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lgbm_catboost_100k.txt
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lgbm catboost 100000
Grid Search Results
Best params:
{'clf__min_child_samples': 50, 'clf__reg_alpha': 2.5}
Best score:
0.6962017228634692
Scores:
[0.69488093 0.69620172 0.6959424 0.69602877 0.69614064 0.69593108
0.69567983 0.69567246 0.69531648]
TEST SCORE:
0.7050794907154164
Running Time: 422.26616382598877 seconds
Feature Importances
Importance
AVProductStatesIdentifier 162
EngineVersion 147
AppVersion 141
SmartScreen 119
Census_OSInstallTypeName 111
Census_OSVersion 91
CountryIdentifier 91
LocaleEnglishNameIdentifier 83
Census_SystemVolumeTotalCapacity 82
Census_OSEdition 82
Wdft_RegionIdentifier 82
Census_ProcessorModelIdentifier 81
OsPlatformSubRelease 81
Census_OEMNameIdentifier 78
Census_OSUILocaleIdentifier 78
AvSigVersion 78
Census_OSWUAutoUpdateOptionsName 75
Census_InternalPrimaryDiagonalDisplaySizeInInches 74
Census_PrimaryDiskTypeName 72
Census_FirmwareManufacturerIdentifier 71
CityIdentifier 67
Census_TotalPhysicalRAM 65
Census_ActivationChannel 64
Census_OSBuildRevision 60
Census_ChassisTypeName 60
Census_PrimaryDiskTotalCapacity 58
Census_OEMModelIdentifier 58
OsBuildLab 56
GeoNameIdentifier 56
Processor 53
Census_FirmwareVersionIdentifier 53
IeVerIdentifier 49
Census_MDC2FormFactor 48
AVProductsInstalled 45
Census_OSBranch 45
OsSuite 42
Wdft_IsGamer 39
Census_PowerPlatformRoleName 34
Census_InternalPrimaryDisplayResolutionHorizontal 33
SkuEdition 29
Census_ProcessorCoreCount 25
Census_InternalBatteryNumberOfCharges 24
Census_OSBuildNumber 19
SMode 17
Census_HasOpticalDiskDrive 13
IsProtected 5
Census_IsTouchEnabled 3
Census_IsAlwaysOnAlwaysConnectedCapable 1