diff --git a/tests/demo/meeting.ipynb b/tests/demo/meeting.ipynb
index c49559a85fab5fd0e74a0bf867891303f51736c1..0b326cc31cadb132fac393360049901410330cdb 100644
--- a/tests/demo/meeting.ipynb
+++ b/tests/demo/meeting.ipynb
@@ -320270,6 +320270,6485 @@
"********************************************Construction********************************************\n",
"SpectralClustering \n",
"# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 266\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 15\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 \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9560723514211886\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.9136846820460693\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9460154241645244\n",
+ "Reliability : 0.9136846820460693\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15868\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.4.2180', '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.5.15870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\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.4.2180', '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.5.15872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2180', '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.5.15874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\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.4.2180', '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.5.15876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15876\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.4.2180', '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.5.15878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2180', '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.5.15880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15880\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 251\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 416\n",
+ "Cluster Nr. 1 : 207\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 207\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 43\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 241\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 43\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 416\n",
+ "Cluster Nr. 1 : 207\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 43\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 3 : 164\n",
+ "Cluster Nr. 1 : 43\n",
+ "Result ==>\n",
+ "\t[ 623 4 ]\t1474685281\t1521127385\t['C.4.2182', '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.5.15894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 172\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 43\n",
+ "Cluster Nr. 4 : 3\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.4.2184', '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.5.15896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2184', '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.5.15898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15898\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.4.2184', '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.5.15900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 275\n",
+ "Cluster Nr. 4 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2184', '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.5.15902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 1 : 310\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2184', '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.5.15904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15904\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.4.2184', 'C.3.406']\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.5.15906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 275\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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.5.15908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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.5.15910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 2 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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.5.15912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 2 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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.5.15914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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.5.15916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 3 : 16\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2186', '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 : 0.9821428571428571\n",
+ "Reliability : 0.9561313806981828\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9718670076726342\n",
+ "Reliability : 0.9561313806981828\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 251\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 344\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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.5.15922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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.5.15924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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.5.15926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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.5.15928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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"
+ ]
+ },
+ {
+ "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.5.15930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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.5.15932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 3 : 12\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2188', '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 : 0.9844155844155844\n",
+ "Reliability : 0.9669453424696268\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.976063829787234\n",
+ "Reliability : 0.9669453424696268\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 83\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 464\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', '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.5.15936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', '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.5.15938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', '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.5.15940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15942\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.4.2190', '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.5.15944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 0 : 381\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', '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.5.15946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 141\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2190', '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.5.15948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 1 : 310\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2192', '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.5.15950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2192', '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.5.15952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15952\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.4.2192', '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.5.15954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.15954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 275\n",
+ "Cluster Nr. 4 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2192', '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.5.15956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15956\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.4.2192', '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.5.15958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\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.4.2192', '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.5.15960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 3 : 21\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2192', '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 : 0.9680851063829787\n",
+ "Reliability : 0.9390355048835668\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9628712871287128\n",
+ "Reliability : 0.9390355048835668\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 275\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\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.4.2194', '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.5.15964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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.5.15966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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.5.15968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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.5.15970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 415\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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.5.15972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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.5.15974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 585 4 ]\t1474685281\t1521127385\t['C.4.2194', '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 : 0.9507389162561576\n",
+ "Reliability : 0.9437754691571786\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9514824797843666\n",
+ "Reliability : 0.9437754691571786\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 187\n",
+ "Cluster Nr. 0 : 414\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.15980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15980\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. 3 : 17\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 3 : 17\n",
+ "Cluster Nr. 0 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 1 : 414\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 2 : 17\n",
+ "Cluster Nr. 0 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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.5.15990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 170\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 4 : 93\n",
+ "Cluster Nr. 1 : 17\n",
+ "Cluster Nr. 2 : 239\n",
+ "Result ==>\n",
+ "\t[ 601 4 ]\t1474685281\t1521127385\t['C.4.2196', '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 : 0.86\n",
+ "Reliability : 0.8070901925141232\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8597402597402597\n",
+ "Reliability : 0.8070901925141232\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst 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.5.15992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 497\n",
+ "Cluster Nr. 1 : 128\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.15994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 128\n",
+ "Cluster Nr. 1 : 235\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.15996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 2 : 45\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.15998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.15998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 1 : 25\n",
+ "Cluster Nr. 4 : 20\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.16000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 605\n",
+ "Cluster Nr. 1 : 20\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.16002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 497\n",
+ "Cluster Nr. 0 : 108\n",
+ "Cluster Nr. 1 : 20\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', '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.5.16004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 345\n",
+ "Cluster Nr. 3 : 235\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 1 : 20\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', 'C.3.406']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 4 : 235\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 1 : 20\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1474685281\t1521127385\t['C.4.2198', 'C.3.406']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 361\n",
+ "Cluster Nr. 0 : 311\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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.5.16010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 361\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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.5.16012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 361\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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.5.16014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 361\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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.5.16016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 361\n",
+ "Cluster Nr. 1 : 311\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.16018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 361\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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.5.16020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 330\n",
+ "Cluster Nr. 3 : 31\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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 : 0.9484777517564403\n",
+ "Reliability : 0.9202214399730194\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9530516431924883\n",
+ "Reliability : 0.9202214399730194\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 221\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 4 : 125\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2200', '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 : 0.7985781990521327\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8048780487804879\n",
+ "Reliability : 0.677932684813572\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 431\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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.5.16024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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.5.16026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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.5.16028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 4 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 503\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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.5.16032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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.5.16034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2202', '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 : 0.9343065693430657\n",
+ "Reliability : 0.9058356800086095\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9406392694063926\n",
+ "Reliability : 0.9058356800086095\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 432\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 502\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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.5.16048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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 : 0.975669099756691\n",
+ "Reliability : 0.9642467321566435\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9734299516908212\n",
+ "Reliability : 0.9642467321566435\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 204\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2204', '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 : 0.9133663366336634\n",
+ "Reliability : 0.8744576604454759\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9107142857142857\n",
+ "Reliability : 0.8744576604454759\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 290\n",
+ "Cluster Nr. 1 : 382\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 310\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 3 : 169\n",
+ "Cluster Nr. 0 : 141\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 551\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 382\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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.5.16066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 4 : 38\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 141\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2206', '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 : 0.9447115384615384\n",
+ "Reliability : 0.9246966262955356\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9482758620689655\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.9246966262955356\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 383\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 383\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 383\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 383\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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.5.16080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 0 : 370\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2208', '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 : 0.9814814814814815\n",
+ "Reliability : 0.9650524343594681\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9822335025380711\n",
+ "Reliability : 0.9650524343594681\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 370\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 431\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', '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.5.16084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', '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.5.16086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16086\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 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', '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.5.16088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 4 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', '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.5.16090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 503\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', '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.5.16092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2210', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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.5.16096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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.5.16098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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.5.16100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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.5.16102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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.5.16104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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"
+ ]
+ },
+ {
+ "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.5.16106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 3 : 17\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2212', '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 : 0.9629629629629629\n",
+ "Reliability : 0.9477953091922316\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9643835616438357\n",
+ "Reliability : 0.9477953091922316\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 310\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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.5.16110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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.5.16112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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.5.16114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 4 : 261\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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.5.16116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 310\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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.5.16120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 3 : 95\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2214', '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 : 0.8240223463687151\n",
+ "Reliability : 0.7321929224884205\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8254847645429363\n",
+ "Reliability : 0.7321929224884205\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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.5.16122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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.5.16124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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.5.16126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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.5.16128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', 'C.3.406']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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.5.16132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 18\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2216', '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 : 0.9686684073107049\n",
+ "Reliability : 0.9447997326054259\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9654255319148937\n",
+ "Reliability : 0.9447997326054259\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', '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.5.16136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', '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.5.16138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', '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.5.16140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', '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.5.16144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2218', '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.5.16146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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.5.16148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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.5.16150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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.5.16152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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.5.16156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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.5.16158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1474685281\t1521127385\t['C.4.2220', '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 : 0.8870967741935484\n",
+ "Reliability : 0.8196779340441045\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9117647058823529\n",
+ "Reliability : 0.8196779340441045\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 251\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 342\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 342\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 80\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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.5.16172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 227\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 80\n",
+ "Result ==>\n",
+ "\t[ 581 4 ]\t1474685281\t1521127385\t['C.4.2222', '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 : 0.9330024813895782\n",
+ "Reliability : 0.9050377769001208\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9315789473684211\n",
+ "Reliability : 0.9050377769001208\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.16174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 184\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 361\n",
+ "Cluster Nr. 0 : 311\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 361\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 361\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 361\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 361\n",
+ "Cluster Nr. 0 : 311\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 361\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 672 4 ]\t1474685281\t1521127385\t['C.4.2224', '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.5.16186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.5.16186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 353\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 296\n",
+ "Cluster Nr. 3 : 61\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
"MinCategorysize : 10\n"
]
}