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rf_catboost_100k.txt
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rf_catboost_100k.txt
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rf catboost 100000
Grid Search Results
Best params:
{'clf__criterion': 'entropy', 'clf__min_samples_leaf': 0.001}
Best score:
0.6909708324210933
Scores:
[0.69058337 0.69037114 0.68918828 0.69097083 0.69001684 0.68956052]
TEST SCORE:
0.6999356694210248
Running Time: 1020.574138879776 seconds
Feature Importances
Importance
SmartScreen 0.263731
AVProductStatesIdentifier 0.113805
EngineVersion 0.049415
AVProductsInstalled 0.049245
AppVersion 0.037864
AvSigVersion 0.020315
Census_ProcessorModelIdentifier 0.020152
Census_OEMNameIdentifier 0.018854
Census_InternalPrimaryDiagonalDisplaySizeInInches 0.017293
CountryIdentifier 0.017184
OsBuildLab 0.016876
Census_OSVersion 0.016736
Census_TotalPhysicalRAM 0.016119
Census_OSInstallTypeName 0.015881
Processor 0.015694
Census_SystemVolumeTotalCapacity 0.015435
Census_PrimaryDiskTotalCapacity 0.015200
LocaleEnglishNameIdentifier 0.014229
GeoNameIdentifier 0.014183
Census_FirmwareManufacturerIdentifier 0.013584
Census_OSEdition 0.012940
Wdft_RegionIdentifier 0.012897
Census_MDC2FormFactor 0.012789
Census_ChassisTypeName 0.012646
Census_OSUILocaleIdentifier 0.012576
Wdft_IsGamer 0.012553
Census_OSWUAutoUpdateOptionsName 0.012209
Census_PrimaryDiskTypeName 0.012096
Census_PowerPlatformRoleName 0.011966
Census_ActivationChannel 0.011559
IeVerIdentifier 0.011146
Census_OSBranch 0.011048
OsPlatformSubRelease 0.011045
Census_OEMModelIdentifier 0.010609
SkuEdition 0.010398
OsSuite 0.010048
Census_FirmwareVersionIdentifier 0.009934
CityIdentifier 0.009217
Census_OSBuildRevision 0.007756
Census_ProcessorCoreCount 0.004868
Census_InternalPrimaryDisplayResolutionHorizontal 0.004585
Census_OSBuildNumber 0.003566
IsProtected 0.003284
Census_IsAlwaysOnAlwaysConnectedCapable 0.002253
SMode 0.001352
Census_InternalBatteryNumberOfCharges 0.001200
Census_IsTouchEnabled 0.001120
Census_HasOpticalDiskDrive 0.000544