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shap results
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GiacomoAru committed Jan 7, 2024
1 parent 6948a5b commit 295ae47
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Showing 3 changed files with 37 additions and 37 deletions.
34 changes: 17 additions & 17 deletions data/explanation_results/shap_faithfulness_selected_records.csv
Original file line number Diff line number Diff line change
@@ -1,17 +1,17 @@
,DecisionTreeClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier,RandomForestClassifier
Attempted Suicide,0.9724558020538191,0.986181089542097,,0.9497294735398166
Mass shooting,0.9772527466451938,0.9284349455133102,,0.9652716227934847
Fatal with highest confidence by DecisionTreeClassifier,0.18458038483912514,-0.11766616678985901,,0.030888896696000725
Fatal with highest confidence by NeuralNetworkClassifier,0.9772527466451938,0.9284349455133102,,0.9652716227934849
Fatal with highest confidence by RandomForestClassifier,0.9801993661409919,0.9853140253366762,,0.9702503684089674
Fatal with highest confidence by NaiveBayesMixedClassifier,0.9787042737103362,-0.7001751897765679,,0.9694405105433599
Fatal with highest confidence by SupportVectorMachineClassifier,-0.3491546801251712,0.7377749829664043,,0.14816444049233884
Fatal with highest confidence by TabNetClassifier,0.7869601220003681,0.6367477506396354,,0.7747772371622659
Fatal with highest confidence by ExtremeGradientBoostingClassifier,0.9668606771290985,0.9518267264683433,,0.9605343455614707
Non-Fatal with highest confidence by DecisionTreeClassifier,-0.9568729029015156,-0.9418000667570768,,-0.9648070872096406
Non-Fatal with highest confidence by NeuralNetworkClassifier,-0.8321558042875579,-0.9047456515714867,,-0.8252648491151526
Non-Fatal with highest confidence by RandomForestClassifier,-0.8849833089756185,-0.9508213365521733,,-0.9377534814533539
Non-Fatal with highest confidence by NaiveBayesMixedClassifier,-0.6396782937737399,-0.5755514179118244,,-0.8010219765361711
Non-Fatal with highest confidence by SupportVectorMachineClassifier,-0.224955008983208,-0.7352218734208917,,-0.35665046229894365
Non-Fatal with highest confidence by TabNetClassifier,0.7127215739366028,-0.7831744233451001,,-0.8029317568760338
Non-Fatal with highest confidence by ExtremeGradientBoostingClassifier,-0.7597970213699574,-0.8564292430029572,,-0.8689552776720971
,DecisionTreeClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier,RandomForestClassifier,SupportVectorMachineClassifier
Attempted Suicide,0.963508192124191,0.9793890656302544,0.1757580642031252,0.9641903756873303,-0.3482931213127107
Mass shooting,0.9772527466451938,0.9182517124430509,-0.010248721785120414,0.9644763969332452,0.13812327334358018
Fatal with highest confidence by DecisionTreeClassifier,0.7627035695857497,-0.558124801582636,-0.44393091364315534,-0.8011244628881742,-0.6136935091985695
Fatal with highest confidence by NeuralNetworkClassifier,0.9772527466451938,0.9182517124430509,-0.023166018851112254,0.9644763969332456,0.13933874574040958
Fatal with highest confidence by RandomForestClassifier,0.9801993661409919,0.9647500190822895,0.15799318057393996,0.9713025802017248,0.036488730107546066
Fatal with highest confidence by NaiveBayesMixedClassifier,0.9787042737103362,-0.7302377781853275,0.265029533893793,0.97241368918812,0.11689288085103623
Fatal with highest confidence by SupportVectorMachineClassifier,0.34915468012517115,0.779717673709246,0.5392825010992649,0.1283378855705401,-0.49013599800506896
Fatal with highest confidence by TabNetClassifier,0.8236832833210371,0.8425009288439866,0.01885080698415713,0.8242533474304837,-0.08309487755382926
Fatal with highest confidence by ExtremeGradientBoostingClassifier,0.9668606771290985,0.9530753578978879,0.02853563497889843,0.9635528725905774,0.09143211085760783
Non-Fatal with highest confidence by DecisionTreeClassifier,-0.9290840827105656,-0.965275001621805,-0.2311837681515235,-0.9574590061791943,-0.21277848882796407
Non-Fatal with highest confidence by NeuralNetworkClassifier,-0.7116456821387223,-0.9083564752439851,-0.005598929694825181,-0.812596181188091,0.1385232653845547
Non-Fatal with highest confidence by RandomForestClassifier,-0.7940596146645277,-0.9558200863942141,-0.19302857586575398,-0.9511728466757621,-0.34879636175434536
Non-Fatal with highest confidence by NaiveBayesMixedClassifier,-0.4673247359140713,-0.5926165018532923,0.20153948640713934,-0.8118473842757974,-0.2632588448865821
Non-Fatal with highest confidence by SupportVectorMachineClassifier,-0.8403871843078566,-0.8536296542902885,-0.08035001932069455,-0.7733799868381355,-0.5323805209104533
Non-Fatal with highest confidence by TabNetClassifier,0.6949459330096491,-0.6854325713333393,-0.19013631054702276,-0.7882655098491442,-0.15604301917162458
Non-Fatal with highest confidence by ExtremeGradientBoostingClassifier,0.6976304588594939,-0.8876153929897809,0.08591179035032748,-0.8777792085806463,-0.15049715157213814
6 changes: 3 additions & 3 deletions data/explanation_results/shap_metrics_random_records.csv
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@@ -1,3 +1,3 @@
,DecisionTreeClassifier,RandomForestClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier
mean faithfulness,0.07615548742428327,0.07615548742428327,0.07615548742428327,0.07615548742428327
std faithfulness,0.8145845760311043,0.8145845760311043,0.8145845760311043,0.8145845760311043
,DecisionTreeClassifier,RandomForestClassifier,SupportVectorMachineClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier
mean faithfulness,0.029808583073733304,0.029808583073733304,0.029808583073733304,0.029808583073733304,0.029808583073733304
std faithfulness,0.6784033135612793,0.6784033135612793,0.6784033135612793,0.6784033135612793,0.6784033135612793
34 changes: 17 additions & 17 deletions data/explanation_results/shap_monotonicity_selected_records.csv
Original file line number Diff line number Diff line change
@@ -1,17 +1,17 @@
,DecisionTreeClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier,RandomForestClassifier
Attempted Suicide,False,False,True,False
Mass shooting,True,False,True,False
Fatal with highest confidence by DecisionTreeClassifier,False,False,True,False
Fatal with highest confidence by NeuralNetworkClassifier,True,False,True,False
Fatal with highest confidence by RandomForestClassifier,True,False,True,False
Fatal with highest confidence by NaiveBayesMixedClassifier,False,False,True,False
Fatal with highest confidence by SupportVectorMachineClassifier,False,False,True,False
Fatal with highest confidence by TabNetClassifier,False,False,True,False
Fatal with highest confidence by ExtremeGradientBoostingClassifier,True,False,True,False
Non-Fatal with highest confidence by DecisionTreeClassifier,True,False,True,False
Non-Fatal with highest confidence by NeuralNetworkClassifier,True,False,True,False
Non-Fatal with highest confidence by RandomForestClassifier,True,False,True,False
Non-Fatal with highest confidence by NaiveBayesMixedClassifier,False,False,True,False
Non-Fatal with highest confidence by SupportVectorMachineClassifier,True,False,True,False
Non-Fatal with highest confidence by TabNetClassifier,False,False,True,False
Non-Fatal with highest confidence by ExtremeGradientBoostingClassifier,False,False,True,False
,DecisionTreeClassifier,ExtremeGradientBoostingClassifier,NeuralNetworkClassifier,RandomForestClassifier,SupportVectorMachineClassifier
Attempted Suicide,True,False,True,False,False
Mass shooting,True,False,False,False,False
Fatal with highest confidence by DecisionTreeClassifier,False,False,False,False,False
Fatal with highest confidence by NeuralNetworkClassifier,True,False,False,False,False
Fatal with highest confidence by RandomForestClassifier,True,False,True,False,False
Fatal with highest confidence by NaiveBayesMixedClassifier,False,False,True,False,False
Fatal with highest confidence by SupportVectorMachineClassifier,False,False,True,False,False
Fatal with highest confidence by TabNetClassifier,False,False,False,False,False
Fatal with highest confidence by ExtremeGradientBoostingClassifier,True,False,True,False,False
Non-Fatal with highest confidence by DecisionTreeClassifier,True,False,False,False,False
Non-Fatal with highest confidence by NeuralNetworkClassifier,False,False,False,False,False
Non-Fatal with highest confidence by RandomForestClassifier,True,False,False,False,False
Non-Fatal with highest confidence by NaiveBayesMixedClassifier,False,False,False,False,False
Non-Fatal with highest confidence by SupportVectorMachineClassifier,True,False,False,False,False
Non-Fatal with highest confidence by TabNetClassifier,True,False,False,False,False
Non-Fatal with highest confidence by ExtremeGradientBoostingClassifier,True,False,False,False,False

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