msmmp2018
Microsoft Malware Prediction 2018
dtypes = {
"MachineIdentifier": "category",
"ProductName": "category",
"EngineVersion": "category",
"AppVersion": "category",
"AvSigVersion": "category",
"IsBeta": "int8",
"RtpStateBitfield": "float16",
"IsSxsPassiveMode": "int8",
"DefaultBrowsersIdentifier": "float16",
"AVProductStatesIdentifier": "float32",
"AVProductsInstalled": "float16",
"AVProductsEnabled": "float16",
"HasTpm": "int8",
"CountryIdentifier": "int16",
"CityIdentifier": "float32",
"OrganizationIdentifier": "float16",
"GeoNameIdentifier": "float16",
"LocaleEnglishNameIdentifier": "int8",
"Platform": "category",
"Processor": "category",
"OsVer": "category",
"OsBuild": "int16",
"OsSuite": "int16",
"OsPlatformSubRelease": "category",
"OsBuildLab": "category",
"SkuEdition": "category",
"IsProtected": "float16",
"AutoSampleOptIn": "int8",
"PuaMode": "category",
"SMode": "float16",
"IeVerIdentifier": "float16",
"SmartScreen": "category",
"Firewall": "float16",
"UacLuaenable": "float32",
"Census_MDC2FormFactor": "category",
"Census_DeviceFamily": "category",
"Census_OEMNameIdentifier": "float16",
"Census_OEMModelIdentifier": "float32",
"Census_ProcessorCoreCount": "float16",
"Census_ProcessorManufacturerIdentifier": "float16",
"Census_ProcessorModelIdentifier": "float16",
"Census_ProcessorClass": "category",
"Census_PrimaryDiskTotalCapacity": "float32",
"Census_PrimaryDiskTypeName": "category",
"Census_SystemVolumeTotalCapacity": "float32",
"Census_HasOpticalDiskDrive": "int8",
"Census_TotalPhysicalRAM": "float32",
"Census_ChassisTypeName": "category",
"Census_InternalPrimaryDiagonalDisplaySizeInInches": "float16",
"Census_InternalPrimaryDisplayResolutionHorizontal": "float16",
"Census_InternalPrimaryDisplayResolutionVertical": "float16",
"Census_PowerPlatformRoleName": "category",
"Census_InternalBatteryType": "category",
"Census_InternalBatteryNumberOfCharges": "float32",
"Census_OSVersion": "category",
"Census_OSArchitecture": "category",
"Census_OSBranch": "category",
"Census_OSBuildNumber": "int16",
"Census_OSBuildRevision": "int32",
"Census_OSEdition": "category",
"Census_OSSkuName": "category",
"Census_OSInstallTypeName": "category",
"Census_OSInstallLanguageIdentifier": "float16",
"Census_OSUILocaleIdentifier": "int16",
"Census_OSWUAutoUpdateOptionsName": "category",
"Census_IsPortableOperatingSystem": "int8",
"Census_GenuineStateName": "category",
"Census_ActivationChannel": "category",
"Census_IsFlightingInternal": "float16",
"Census_IsFlightsDisabled": "float16",
"Census_FlightRing": "category",
"Census_ThresholdOptIn": "float16",
"Census_FirmwareManufacturerIdentifier": "float16",
"Census_FirmwareVersionIdentifier": "float32",
"Census_IsSecureBootEnabled": "int8",
"Census_IsWIMBootEnabled": "float16",
"Census_IsVirtualDevice": "float16",
"Census_IsTouchEnabled": "int8",
"Census_IsPenCapable": "int8",
"Census_IsAlwaysOnAlwaysConnectedCapable": "float16",
"Wdft_IsGamer": "float16",
"Wdft_RegionIdentifier": "float16",
"HasDetections": "int8"
}TODO
[x] [Version 1.0]: add one new feature Census_InternalBatteryNumberOfCharges_log1p, using lgb, score 0.676
[ ] [Version 2.0]: add more new features