cart_freq_100k.txt

cart freq 100000

Grid Search Results
Best params:
{'clf__criterion': 'entropy', 'clf__min_samples_leaf': 0.002}
Best score:
0.6613786064004662
Scores:
[0.65014423 0.65523533 0.66088114 0.64945484 0.65591945 0.66137861]

TEST SCORE:
0.6725208526876741

Running Time: 27.537973880767822 seconds

Feature Importances
                                                   Importance
SmartScreen                                          0.366617
AVProductStatesIdentifier                            0.176419
Census_PrimaryDiskTotalCapacity                      0.053133
AvSigVersion                                         0.038722
Wdft_IsGamer                                         0.032923
EngineVersion                                        0.027989
AppVersion                                           0.022564
Census_SystemVolumeTotalCapacity                     0.021945
Census_InternalPrimaryDiagonalDisplaySizeInInches    0.021599
Census_OSInstallLanguageIdentifier                   0.021474
Census_ProcessorModelIdentifier                      0.019228
Census_OSInstallTypeName                             0.018801
CountryIdentifier                                    0.018216
AVProductsInstalled                                  0.015572
Census_OSVersion                                     0.012577
Census_TotalPhysicalRAM                              0.010183
Census_OSBuildRevision                               0.010030
Census_InternalPrimaryDisplayResolutionHorizontal    0.009067
OsBuildLab                                           0.009020
Processor                                            0.009004
Census_FirmwareManufacturerIdentifier                0.008240
Census_OEMModelIdentifier                            0.008176
Census_FirmwareVersionIdentifier                     0.006736
Wdft_RegionIdentifier                                0.006576
Census_OEMNameIdentifier                             0.006284
GeoNameIdentifier                                    0.006271
LocaleEnglishNameIdentifier                          0.005743
OsPlatformSubRelease                                 0.005484
SMode                                                0.005075
Census_OSBuildNumber                                 0.004259
Census_ActivationChannel                             0.003436
Census_OSWUAutoUpdateOptionsName                     0.003330
Census_ProcessorCoreCount                            0.003014
OsSuite                                              0.002294
Census_OSEdition                                     0.001874
Census_ChassisTypeName                               0.001663
IsProtected                                          0.001398
Census_PrimaryDiskTypeName                           0.001331
Census_InternalBatteryNumberOfCharges                0.001055
Census_OSBranch                                      0.000731
Census_PowerPlatformRoleName                         0.000683
Census_MDC2FormFactor                                0.000639
Census_HasOpticalDiskDrive                           0.000626
Census_IsAlwaysOnAlwaysConnectedCapable              0.000000
Census_IsTouchEnabled                                0.000000