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lgbm_target_100k.txt
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lgbm_target_100k.txt
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lgbm target 100000
Grid Search Results
Best params:
{'clf__min_child_samples': 150, 'clf__reg_alpha': 5}
Best score:
0.6268071744540358
Scores:
[0.62536775 0.62594474 0.62663193 0.62571494 0.62606434 0.62660001
0.62571904 0.62646796 0.62680717]
TEST SCORE:
0.6401552513972626
Running Time: 366.4803321361542 seconds
Feature Importances
Importance
CityIdentifier 325
AvSigVersion 298
Census_FirmwareVersionIdentifier 263
Census_OEMModelIdentifier 257
AVProductStatesIdentifier 212
Census_ProcessorModelIdentifier 191
SmartScreen 101
Census_OSVersion 97
AppVersion 94
LocaleEnglishNameIdentifier 88
CountryIdentifier 84
Census_SystemVolumeTotalCapacity 79
Census_OEMNameIdentifier 77
OsBuildLab 76
Census_OSInstallTypeName 72
Census_OSBuildRevision 70
Wdft_RegionIdentifier 69
GeoNameIdentifier 58
EngineVersion 55
Census_OSUILocaleIdentifier 41
Census_InternalPrimaryDiagonalDisplaySizeInInches 39
Wdft_IsGamer 29
OsPlatformSubRelease 23
Census_TotalPhysicalRAM 23
AVProductsInstalled 22
Census_OSWUAutoUpdateOptionsName 22
Census_FirmwareManufacturerIdentifier 22
Census_PrimaryDiskTotalCapacity 22
Census_ActivationChannel 21
Census_InternalBatteryNumberOfCharges 19
Census_InternalPrimaryDisplayResolutionHorizontal 17
IeVerIdentifier 16
Census_HasOpticalDiskDrive 15
Census_OSEdition 14
Processor 12
Census_ProcessorCoreCount 12
OsSuite 10
Census_MDC2FormFactor 9
Census_OSBuildNumber 8
SkuEdition 8
SMode 6
Census_IsAlwaysOnAlwaysConnectedCapable 5
IsProtected 5
Census_PrimaryDiskTypeName 5
Census_ChassisTypeName 4
Census_OSBranch 4
Census_PowerPlatformRoleName 1
Census_IsTouchEnabled 0