From ad0036a6cf337ddb0a8baf882af84696712162a3 Mon Sep 17 00:00:00 2001
From: dmt <>
Date: Tue, 29 Oct 2019 20:30:06 +0100
Subject: [PATCH] Demonstrate the usage with a jupyter notebook.
---
tests/demo/meeting.ipynb | 6836 ++++++++++++++++++++++++++++++++
tests/func/test_learn_block.py | 18 +
2 files changed, 6854 insertions(+)
create mode 100644 tests/func/test_learn_block.py
diff --git a/tests/demo/meeting.ipynb b/tests/demo/meeting.ipynb
index 4b75f8f..c49559a 100644
--- a/tests/demo/meeting.ipynb
+++ b/tests/demo/meeting.ipynb
@@ -313434,6 +313434,6842 @@
"********************************************Construction********************************************\n",
"KMeans \n",
"# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2132', '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.5.15528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 366\n",
+ "Cluster Nr. 0 : 150\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2132', '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.5.15530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2132', '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.5.15532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2132', '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.5.15534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 4 : 230\n",
+ "Cluster Nr. 0 : 13\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2132', '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 : 0.967654986522911\n",
+ "Reliability : 0.9620746735331984\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.96875\n",
+ "Reliability : 0.9620746735331984\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 1 : 181\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 181\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 1 : 181\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 60\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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.5.15550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 4 : 12\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2134', '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 : 0.9776674937965261\n",
+ "Reliability : 0.9679669833801474\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9772151898734177\n",
+ "Reliability : 0.9679669833801474\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 365\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 4 : 60\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 500\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 0 : 365\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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.5.15566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 4 : 123\n",
+ "Result ==>\n",
+ "\t[ 683 4 ]\t1473980508\t1516802909\t['C.4.2136', '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"
+ ]
+ },
+ {
+ "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.5.15568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 344\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 545\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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.5.15582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 168\n",
+ "Cluster Nr. 0 : 326\n",
+ "Cluster Nr. 3 : 18\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2138', '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 : 0.9650872817955112\n",
+ "Reliability : 0.9413644938168099\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9660194174757282\n",
+ "Reliability : 0.9413644938168099\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 366\n",
+ "Cluster Nr. 1 : 150\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 366\n",
+ "Cluster Nr. 0 : 150\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 516 4 ]\t1473980508\t1516802909\t['C.4.2140', '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.5.15598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 240\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 365\n",
+ "Cluster Nr. 1 : 195\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 242\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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"
+ ]
+ },
+ {
+ "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.5.15606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 365\n",
+ "Cluster Nr. 1 : 195\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 2 : 242\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.4.2142', '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.5.15612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 405\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 357\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 357\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 357\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 632\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 357\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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.5.15626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 3 : 242\n",
+ "Cluster Nr. 4 : 55\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2144', '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 : 0.920704845814978\n",
+ "Reliability : 0.8574303992109205\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9115646258503401\n",
+ "Reliability : 0.8574303992109205\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 0 : 233\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 401\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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.5.15642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.4.2146', '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 : 0.9310344827586207\n",
+ "Reliability : 0.9152249178960008\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9454545454545454\n",
+ "Reliability : 0.9152249178960008\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.5.15644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 356\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 201\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 3 : 78\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 78\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 356\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 201\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 78\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 571 4 ]\t1473980508\t1516802909\t['C.4.2148', '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.5.15658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 224\n",
+ "Cluster Nr. 3 : 78\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 486\n",
+ "Cluster Nr. 1 : 205\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 2 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 70\n",
+ "Cluster Nr. 2 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 60\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 486\n",
+ "Cluster Nr. 1 : 205\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 380\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', 'C.4.1346']\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.5.15670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 486\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 1 : 10\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 245\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 10\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2150', '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.5.15674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 405\n",
+ "Cluster Nr. 1 : 242\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 357\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 357\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 357\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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"
+ ]
+ },
+ {
+ "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.5.15682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 632\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 357\n",
+ "Cluster Nr. 3 : 242\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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.5.15688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 172\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 3 : 242\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 647 4 ]\t1473980508\t1516802909\t['C.4.2152', '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 : 0.7284768211920529\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.75\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 290\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 290\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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"
+ ]
+ },
+ {
+ "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.5.15694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 290\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 531\n",
+ "Cluster Nr. 1 : 160\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 290\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 2 : 241\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 290\n",
+ "Cluster Nr. 3 : 145\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 691 4 ]\t1473980508\t1516802909\t['C.4.2154', '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.5.15702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 288\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 3 : 241\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 : 255\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 255\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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"
+ ]
+ },
+ {
+ "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.5.15706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 255\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 132\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 3 : 123\n",
+ "Result ==>\n",
+ "\t[ 527 4 ]\t1473980508\t1516802909\t['C.4.2156', '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.5.15716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 134\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 374\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.15718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 255\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 2 : 241\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 133\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 133\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 1 : 374\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 374\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 255\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 2 : 241\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', '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.5.15730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 4 : 133\n",
+ "Result ==>\n",
+ "\t[ 643 4 ]\t1473980508\t1516802909\t['C.4.2158', 'C.4.1346']\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.5.15732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.15732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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.5.15744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 227\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2160', '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 : 0.9331550802139037\n",
+ "Reliability : 0.8951723051774373\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9413333333333334\n",
+ "Reliability : 0.8951723051774373\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 4 : 74\n",
+ "Cluster Nr. 1 : 241\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. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2162', '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.5.15758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 254\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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.5.15770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2164', '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 : 0.8921052631578947\n",
+ "Reliability : 0.819942074776198\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8906666666666667\n",
+ "Reliability : 0.819942074776198\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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.5.15774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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.5.15776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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.5.15778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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.5.15780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', 'C.3.406']\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.5.15782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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.5.15784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 193\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2166', '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 : 0.875\n",
+ "Reliability : 0.8010539771167766\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8769230769230769\n",
+ "Reliability : 0.8010539771167766\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 241\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. 0 : 241\n",
+ "Cluster Nr. 1 : 311\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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.5.15788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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.5.15790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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.5.15792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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"
+ ]
+ },
+ {
+ "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.5.15794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 311\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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.5.15796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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.5.15798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 552 4 ]\t1474685281\t1521127385\t['C.4.2168', '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 : 0.9444444444444444\n",
+ "Reliability : 0.9183131042995268\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9518716577540107\n",
+ "Reliability : 0.9183131042995268\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 0 : 310\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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.5.15802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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.5.15804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 275\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.15806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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.5.15808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 0 : 310\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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.5.15810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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.5.15812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 275\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 275\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 4 : 57\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2170', '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 : 0.8886010362694301\n",
+ "Reliability : 0.7894733149188069\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8692307692307693\n",
+ "Reliability : 0.7894733149188069\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 345\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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.5.15814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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.5.15816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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"
+ ]
+ },
+ {
+ "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.5.15818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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.5.15820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 345\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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.5.15822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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.5.15824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 259\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 222\n",
+ "Cluster Nr. 0 : 23\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2172', '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 : 0.9242819843342036\n",
+ "Reliability : 0.8932261637000924\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9257294429708223\n",
+ "Reliability : 0.8932261637000924\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 345\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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.5.15828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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"
+ ]
+ },
+ {
+ "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.5.15830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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.5.15832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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.5.15834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 1 : 415\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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.5.15836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2174', '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.5.15838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 36\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 464\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.15842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 464\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 381\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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.5.15852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 4 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2176', '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 : 0.9705093833780161\n",
+ "Reliability : 0.9668000129830084\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9770992366412213\n",
+ "Reliability : 0.9668000129830084\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 345\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 296\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 296\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 345\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 296\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2178', '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.5.15866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
"MinCategorysize : 10\n"
]
}
diff --git a/tests/func/test_learn_block.py b/tests/func/test_learn_block.py
new file mode 100644
index 0000000..3ab5af9
--- /dev/null
+++ b/tests/func/test_learn_block.py
@@ -0,0 +1,18 @@
+import cml
+from sklearn.cluster import KMeans
+from sklearn.cluster import SpectralClustering
+
+if __name__ == '__main__':
+ cml.load_settings()
+ source = cml.get_data_source()
+ #for learnblock in source.learnblocks:
+ # print(learnblock)
+
+ k = KMeans(n_clusters=10)
+ c = SpectralClustering(n_clusters=10)
+ constructor = cml.construction(k, c)
+ constructor.construction_type = "conceptual"
+
+ for learnblock in source.learnblocks:
+ for complete_learnblock in constructor.construct(learnblock):
+ pass
--
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