cart_js_100k.txt

cart js 100000

Grid Search Results
Best params:
{'clf__criterion': 'entropy', 'clf__min_samples_leaf': 0.002}
Best score:
0.5827773199997426
Scores:
[0.5787289  0.57987029 0.58172009 0.58098843 0.58243552 0.58277732]

TEST SCORE:
0.5929873668863019

Running Time: 259.1919300556183 seconds

Feature Importances
                                                   Importance
Census_OEMModelIdentifier                            0.341685
CityIdentifier                                       0.324440
Census_FirmwareVersionIdentifier                     0.129727
AvSigVersion                                         0.066350
SmartScreen                                          0.062226
AVProductStatesIdentifier                            0.055984
Census_ProcessorModelIdentifier                      0.003692
Census_OSVersion                                     0.002937
LocaleEnglishNameIdentifier                          0.001822
OsBuildLab                                           0.001541
Census_OSInstallTypeName                             0.001386
Census_SystemVolumeTotalCapacity                     0.001306
Wdft_RegionIdentifier                                0.001057
GeoNameIdentifier                                    0.000996
Wdft_IsGamer                                         0.000876
Census_OEMNameIdentifier                             0.000772
Census_OSBuildRevision                               0.000643
CountryIdentifier                                    0.000533
Census_FirmwareManufacturerIdentifier                0.000448
AppVersion                                           0.000217
Census_OSInstallLanguageIdentifier                   0.000203
Census_TotalPhysicalRAM                              0.000189
OsSuite                                              0.000183
Census_InternalBatteryNumberOfCharges                0.000180
Census_PrimaryDiskTotalCapacity                      0.000168
Census_OSBuildNumber                                 0.000149
Census_InternalPrimaryDiagonalDisplaySizeInInches    0.000118
Census_OSUILocaleIdentifier                          0.000112
Census_OSEdition                                     0.000060
Census_PrimaryDiskTypeName                           0.000000
Census_OSWUAutoUpdateOptionsName                     0.000000
Census_PowerPlatformRoleName                         0.000000
SkuEdition                                           0.000000
Census_HasOpticalDiskDrive                           0.000000
AVProductsInstalled                                  0.000000
SMode                                                0.000000
Census_InternalPrimaryDisplayResolutionHorizontal    0.000000
EngineVersion                                        0.000000
Census_IsTouchEnabled                                0.000000
OsPlatformSubRelease                                 0.000000
IeVerIdentifier                                      0.000000
Census_MDC2FormFactor                                0.000000
Processor                                            0.000000
Census_OSBranch                                      0.000000
Census_ProcessorCoreCount                            0.000000
IsProtected                                          0.000000
Census_IsAlwaysOnAlwaysConnectedCapable              0.000000
Census_ChassisTypeName                               0.000000
Census_ActivationChannel                             0.000000