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lgbm_freq_100k.txt
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lgbm_freq_100k.txt
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lgbm freq 100000
Grid Search Results
Best params:
{'clf__min_child_samples': 100, 'clf__reg_alpha': 5}
Best score:
0.6977450174815724
Scores:
[0.6967616 0.69730265 0.69770113 0.6966259 0.69738034 0.69774502
0.69616321 0.69662147 0.6975953 ]
TEST SCORE:
0.7067583758253824
Running Time: 38.73120307922363 seconds
Feature Importances
Importance
AVProductStatesIdentifier 189
AvSigVersion 188
AppVersion 181
CountryIdentifier 166
Census_SystemVolumeTotalCapacity 156
Census_ProcessorModelIdentifier 125
EngineVersion 122
Census_InternalPrimaryDiagonalDisplaySizeInInches 115
SmartScreen 113
Census_OSVersion 111
Census_OSInstallLanguageIdentifier 109
Census_OSBuildRevision 102
Wdft_RegionIdentifier 95
Census_FirmwareVersionIdentifier 93
Census_OSInstallTypeName 93
Census_PrimaryDiskTotalCapacity 84
Census_OEMModelIdentifier 81
Census_OEMNameIdentifier 66
Census_FirmwareManufacturerIdentifier 66
Census_TotalPhysicalRAM 65
LocaleEnglishNameIdentifier 61
Wdft_IsGamer 53
AVProductsInstalled 52
Census_InternalBatteryNumberOfCharges 51
OsBuildLab 50
Census_InternalPrimaryDisplayResolutionHorizontal 47
GeoNameIdentifier 43
Census_ActivationChannel 38
OsPlatformSubRelease 37
Census_ChassisTypeName 35
Census_OSEdition 30
Census_ProcessorCoreCount 28
Census_OSWUAutoUpdateOptionsName 28
Census_OSBranch 19
SMode 18
Census_HasOpticalDiskDrive 17
Census_MDC2FormFactor 15
Processor 14
Census_IsTouchEnabled 10
Census_OSBuildNumber 9
OsSuite 6
IsProtected 6
Census_PrimaryDiskTypeName 6
Census_PowerPlatformRoleName 4
Census_IsAlwaysOnAlwaysConnectedCapable 3