rf_freq_100k.txt

rf freq 100000

Grid Search Results
Best params:
{'clf__criterion': 'gini', 'clf__min_samples_leaf': 0.001}
Best score:
0.6852734635913234
Scores:
[0.68527346 0.68314832 0.68173975 0.68506806 0.68329582 0.68169148]

TEST SCORE:
0.6951403762633863

Running Time: 248.91792011260986 seconds

Feature Importances
                                                   Importance
SmartScreen                                          0.268664
AVProductsInstalled                                  0.088974
AVProductStatesIdentifier                            0.086715
AvSigVersion                                         0.046790
EngineVersion                                        0.035695
Census_SystemVolumeTotalCapacity                     0.028764
Census_PrimaryDiskTotalCapacity                      0.027476
Census_InternalPrimaryDiagonalDisplaySizeInInches    0.026497
Census_ProcessorModelIdentifier                      0.023426
Census_TotalPhysicalRAM                              0.021123
CountryIdentifier                                    0.020876
AppVersion                                           0.020248
Wdft_IsGamer                                         0.019937
Census_OEMModelIdentifier                            0.018913
Census_OSVersion                                     0.018671
Census_OSInstallTypeName                             0.018612
Census_FirmwareVersionIdentifier                     0.018459
Census_OSBuildRevision                               0.014230
Census_OEMNameIdentifier                             0.014168
GeoNameIdentifier                                    0.013817
OsBuildLab                                           0.013378
Wdft_RegionIdentifier                                0.013286
Census_FirmwareManufacturerIdentifier                0.013178
LocaleEnglishNameIdentifier                          0.013128
Census_OSInstallLanguageIdentifier                   0.012361
Processor                                            0.009574
Census_ProcessorCoreCount                            0.009125
Census_OSEdition                                     0.007920
Census_InternalPrimaryDisplayResolutionHorizontal    0.007850
Census_ChassisTypeName                               0.007588
Census_OSBranch                                      0.006572
Census_MDC2FormFactor                                0.005983
OsPlatformSubRelease                                 0.005820
Census_ActivationChannel                             0.005756
Census_PowerPlatformRoleName                         0.005746
Census_OSBuildNumber                                 0.005238
Census_OSWUAutoUpdateOptionsName                     0.004788
IsProtected                                          0.004105
Census_IsAlwaysOnAlwaysConnectedCapable              0.003402
Census_PrimaryDiskTypeName                           0.003111
OsSuite                                              0.002477
Census_InternalBatteryNumberOfCharges                0.002470
SMode                                                0.002318
Census_IsTouchEnabled                                0.002004
Census_HasOpticalDiskDrive                           0.000769