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lgbm_js_100k.txt
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lgbm_js_100k.txt
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lgbm js 100000
Grid Search Results
Best params:
{'clf__min_child_samples': 150, 'clf__reg_alpha': 5}
Best score:
0.5910808793579946
Scores:
[0.58951996 0.59081454 0.59088175 0.59026678 0.59067142 0.59085698
0.59007157 0.59060195 0.59108088]
TEST SCORE:
0.6017692259230333
Running Time: 371.31933093070984 seconds
Feature Importances
Importance
CityIdentifier 339
AvSigVersion 302
Census_FirmwareVersionIdentifier 284
Census_OEMModelIdentifier 268
AVProductStatesIdentifier 220
Census_ProcessorModelIdentifier 177
SmartScreen 110
AppVersion 100
Census_SystemVolumeTotalCapacity 89
CountryIdentifier 88
Census_OSVersion 84
Census_OSBuildRevision 78
Census_OSInstallTypeName 74
LocaleEnglishNameIdentifier 73
OsBuildLab 69
GeoNameIdentifier 66
Wdft_RegionIdentifier 61
Census_OEMNameIdentifier 55
EngineVersion 47
Census_InternalPrimaryDiagonalDisplaySizeInInches 37
Census_OSUILocaleIdentifier 35
Wdft_IsGamer 31
Census_FirmwareManufacturerIdentifier 30
Census_ActivationChannel 21
IeVerIdentifier 20
Census_OSInstallLanguageIdentifier 18
Census_OSWUAutoUpdateOptionsName 17
Census_InternalPrimaryDisplayResolutionHorizontal 17
Census_TotalPhysicalRAM 16
Census_OSBuildNumber 16
Census_PrimaryDiskTotalCapacity 16
Census_InternalBatteryNumberOfCharges 15
Census_HasOpticalDiskDrive 14
OsPlatformSubRelease 14
Census_MDC2FormFactor 14
Census_OSEdition 12
AVProductsInstalled 11
Processor 9
Census_PrimaryDiskTypeName 9
Census_ProcessorCoreCount 8
Census_PowerPlatformRoleName 7
Census_OSBranch 6
OsSuite 5
SMode 5
SkuEdition 4
IsProtected 3
Census_IsAlwaysOnAlwaysConnectedCapable 3
Census_ChassisTypeName 2
Census_IsTouchEnabled 1