In [1]:
import os
for dirname, _, filenames in os.walk('/kaggle/input'):
for filename in filenames:
print(os.path.join(dirname, filename))
/kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Ransomware_headers.csv /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/IDs_sha256sum.txt /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/7. Group-IB - ransomware_uncovered_2020.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/1. CSW - ransomware-_-2022-spotlight-report_compressed.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/4. McAfee - rp-threats-oct-2021.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/6. Palo Alto Networks - unit42-ransomware-threat-report-2021.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/3. Sophos - sophos-2022-threat-report.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/2. Emsisoft - Ransomware statistics for 2021_ Year in summary.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Reports/5. VirusTotal - vt-ransomware-report-2021.pdf /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Ransomware/Ransomware.zip /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Ransomware/DANGER.txt /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MusNotificationUx.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FilePicker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinMgmt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TCPSVCS.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/desktoptwitter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msinfo32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EverythingPortable_1.4.1.1015.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/specPortable_1.32_Update_1_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mcbuilder.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ResetEngine.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WpcUapApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LsaIso.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/label.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/teracopy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MigRegDB.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wininit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GridyPortable_0.70_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ShellMenuNew.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinObjPortable_3.13_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/change.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebCookiesSniffer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msfeedssync.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/javaw.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OfflineRegistryFinder.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/convertvhd.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/nltest.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MicrosoftEdgeSH.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RemotePosWorker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmprph.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/net1.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fixmapi.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WallpaperHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MMCSnapInsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DevicePairingWizard.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/write.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msoobe.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/recdisc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/freegate-38819-1.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DNSLookupView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MSBuild.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/openfiles.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileAlyzerPortable_2.0.5.57_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HashMyFiles.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rrinstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ilasm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CSVFileView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wkspbroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SgrmLpac.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TeamViewer_Setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IPNeighborsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppResolverUX.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CompMgmtLauncher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/resmon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ComputerDefaults.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PortExpertPortable_1.8.3.22_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dasHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FastResolver.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ARP.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setup16.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/aspnet_regiis.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/whoistd.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppLaunch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BitLockerToGo.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tasklist.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OpenWith.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ucsvc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/regedt32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ImageCacheViewer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecurityHealthService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UpgradeResultsUI.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EncryptedRegView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rdpv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/odbcad32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ieUnatt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/shexview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/powershell.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/instnm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WifiHistoryView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/k4etna2us17.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MdmDiagnosticsTool.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FolderChangesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WizFilePortable_3.07.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmpshare.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PackagedCWALauncher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetCfgNotifyObjectHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bridgeunattend.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BabelMapPortable_8.0.0.5_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BulletsPassView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HostedNetworkStarter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Firewall_Rules.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FirmwareTablesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Narrator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RouterPassView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Netplwiz.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/charmap.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DmNotificationBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sxstrace.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProductKeyScanner.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PerceptionSimulationService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CloudStorageWizard.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/imecfmui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LiveTcpUdpWatch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InsideClipboard.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PCI-ZPortable_2.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/XGpuEjectDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wifitask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppNetworkCounter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/gpupdate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/prproc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebVideoCap.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RemindersShareTargetApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BitLockerWizardElev.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessExplorerPortable_16.43_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ComboFix.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mailpv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RapidCRCUnicodePortable_0.3.37_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/irftp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FeedingFrenzy2Setupen.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/audit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/nircmdc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GIRSpCheck.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bdeunlock.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/javaws.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dllhost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mip.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/srdelayed.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DataUsageLiveTileTask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/lantern-installer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SIHClient.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/upnpcont.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wpr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/appidtel.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkCountersWatch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/winMd5SumPortable_1.0.1.55_Rev_4_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dmclient.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetConnectChoose.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Spectrum.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ShapeCollector.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkLatencyView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/prevhost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UpdateNotificationMgr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RecentFilesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/quser.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceProperties.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CredentialsFileView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinDefThreatsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TurnedOnTimesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Win32WebViewHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IObitUnlockerPortable_1.2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinWGetPortable_0.20.2020-1.21.2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wevtutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ExtPassword.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MdSched.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/serviwin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DSynchronizePortable_2.48.28.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WFS.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ImeBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GDIView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/qprocess.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WerFaultSecure.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Robocopy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HeapMemView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DaphnePortable_2.04.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dfgPortable_2.22.33_Update_1_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/JkDefragPortable_3.36_Rev_2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AkelPadPortable_4.9.8.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LicensingUI.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WakeMeOnLan.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RunFromProcess-x64.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dpnsvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tpmvscmgrsvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmpnetwk.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iconsext.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iscsicli.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wscript.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/icacls.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/expand.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dusmtask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Dism.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SpatialAudioLicenseSrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OfflineScannerShell.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/scrcons.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/chgusr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/appidpolicyconverter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MSchedExe.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/lpkinstall.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/netpass.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BluetoothLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceCensus.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/efsui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mzcv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/USBDeview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemSettingsAdminFlows.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/edpnotify.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PngOptimizerPortable_2.5.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/whoami.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DevManView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WiseDiskCleanerPortable_10.8.4.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WindowsInternal.ComposableShell.Experiences.TextInput.InputApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/regedit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BatteryInfoView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/typeperf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AlternateStreamView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DicomPortable_1.1.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ChromeCookiesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/manage-bde.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LockAppHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinUpdatesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MobileFileSearch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/netiougc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ieinstal.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RMActivate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EDPCleanup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TRACERT.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/regini.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FolderTimeUpdate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wecutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TypingMaster_Typing_Tutor_Pro.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/VideoCacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DTUHandler.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/winver.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesComputerName.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wsmprovhost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinLogOnView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/7-ZipPortable_21.07.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/YUMIPortable_2.0.9.4_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ServiceModelReg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/compact.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wbemtest.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PresentationHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BitLockerWizard.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BrutalChessPortable_0.5.2.2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WNetWatcher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BdeHdCfg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InfDefaultInstall.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PinningConfirmationDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fsutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/runas.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HOSTNAME.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RBTrayPortable_4.14_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LockScreenContentServer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MACAddressView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rmttpmvscmgrsvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RufusPortable_3.18.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UNPUXHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ifreevpn.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WorkFolders.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/pcalua.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DSpeechPortable_1.73.339.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FlashUtil_ActiveX.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dllhst3g.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WpcTok.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rwinsta.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CloudNotifications.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fodhelper.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessTCPSummary.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PaulStretchPortable_2.2-2_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sdclt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ControlMyMonitor.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dialer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sysprep.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UUID-GUIDGeneratorPortable_1.1_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/KeyboardStateView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinDefLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FullEventLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/canon_l11121e_Driver_for_Windows_64_bit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OutlookAccountsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/python_icon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mfpmp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/pcaui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/makecab.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Fondue.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TokenBrokerCookies.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GreenfishIconEditorProPortable_3.6.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AutorunsPortable_14.09_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dotNETInspectorPortable_1.5.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiagnosticsHub.StandardCollector.Service.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MyLastSearch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Everything-1.4.1.969.x86-Setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LocationNotificationWindows.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fsavailux.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrintIsolationHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Receiver.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/reg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinBioDataModelOOBE.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/YUMI-UEFIPortable_0.0.4.4_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SysResetErr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AllThreadsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BulkFileChanger.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MyEventViewer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UserAssistView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMJPUEX.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sdbinst.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegDllView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LicenseManagerShellext.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileAccessErrorView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/JPEGViewPortable_1.0.39.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UNPUXLauncher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UIMgrBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BitLockerDeviceEncryption.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rasautou.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/runonce.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/chesstitans.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SUMoPortable_5.14.12.520_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AxInstUI.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessHackerPortable_2.39_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ftp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceCredentialDeployment.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PinEnrollmentBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RMActivate_isv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rdpinput.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetRouteView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinMTRPortable_0.92_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/verifiergui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cmdkey.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MUICacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/grepWinPortable_2.0.10.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/jPortableBrowserSwitch_1.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/shmnview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ClipRenew.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wul.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/chglogon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/waitfor.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wiaacmgr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ThumbnailExtractionHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tttracer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CredentialUIBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/taskkill.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/notepad.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/windeploy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/choice.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RecoveryDrive.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SpeedyFoxPortable_2.0.30_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CloudExperienceHostBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AquaSnapPortable_1.23.11.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RdpSa.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InputPersonalization.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dvdplay.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SMSvcHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TpmInit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msconfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiskCleanerPortable_1.7.1645_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CredDialogHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ie4uinit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/netsh.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SimpleProgramDebugger.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebBrowserBookmarksView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesAdvanced.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/alg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CapturePicker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SiteShoter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/kktt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SimpleWMIView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ConfigSecurityPolicy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/provlaunch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ZintPortable_2.10.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mavinject.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iscsicpl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/djoin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PackageInspector.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sapisvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BluetoothView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OperaCacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegScanner.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CompPkgSrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MsSpellCheckingHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ControlPadPortable_0.72_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmplayer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ComSvcConfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppVNice.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mobsync.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SearchMyFiles.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PATHPING.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/upfc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/QuickSetDNS.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/phpeditor_setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AssignedAccessLockApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NisSrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SrTasks.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rekeywiz.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WiseRegistryCleanerPortable_10.7.2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegAlyzerPortable_1.6.2.16.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PhotoFiltrePortable_7.2.1_Rev_3.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ctfmon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MusNotifyIcon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/psiphon3.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SnapTimerPortable_0.1_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SgrmBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MusNotification.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileHistory.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rasdial.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinBox.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dmcertinst.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SSD-ZPortable_16.09.09b_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UserAccountBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MicrosoftEdgeBCHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TapiUnattend.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WindowsActionDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bootsect.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dplaysvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesProtection.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FreeSpaceLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ndadmin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetBScanner.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Locator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/w32tm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cmmon32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RMActivate_ssp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WhatIsHang.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/perfmon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/systeminfo.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SafariHistoryView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cliconfg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TcpLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cttune.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/JavaPortableLauncher_6.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MRINFO.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NK2Edit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WindowsUpdateElevatedInstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/JumpListsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/pwcreator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesPerformance.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GenValObj.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Defrag.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dwm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msdt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecEdit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mblctr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/icsunattend.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesDataExecutionPrevention.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/help.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DontPanicPortable_3.1.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE 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/kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SyncAppvPublishingServer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ttdinject.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMEPADSV.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SyncHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bitsadmin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FreeFileSyncPortable_6.2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dpapimig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UltraDefragPortable_7.1.4.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ZSoftUninstallerPortable_2.5_Rev_3.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ClickyGonePortable_1.4.4.1_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/grpconv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wabmig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/2XClient_12.0_build_2193.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bfsvc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/vdsldr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EaseOfAccessDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MozillaHistoryView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PingInfoView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/unsecapp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TinyTaskPortable_1.77_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrivaZerPortable_4.0.42.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ipnetinfo.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/forfiles.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NarratorQuickStart.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ssh.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/extrac32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WMIADAP.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rdpsign.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InstalledPackagesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wab.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/where.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InstalledDriversList.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HandleCountersView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiskSmartView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bcdedit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TaskSchedulerView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ApproveChildRequest.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TableTextCompare.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WhoIsConnectedSniffer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ActionUriServer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InstalledAppView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TimeZonesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SteamSetup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Ashampoo_AntiSpy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TCPConnectProblemView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/xcopy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/eventcreate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/xwizard.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TrustedInstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/drvinst.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wbadmin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMJPDCT.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IECacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AddSuggestedFoldersToLibraryDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cvtres.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/volumouse32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/XblGameSaveTask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiskCountersView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OpenSaveFilesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TabTip32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LastActivityView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tar.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UserProfilesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/runexehelper.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/relog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BrowserDownloadsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiskSnapshot.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkOpenedFiles.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PeopleExperienceHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sysexp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cports.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ImagingDevices.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MsMpEng.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/snmptrap.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/VNCPassView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/diskpart.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/VMMapPortable_3.31_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemExplorerPortable_7.1.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/diskperf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PresentationSettings.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/unlodctr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/X_Proxy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IntelWiDiMediaShareSetup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LoadedDllsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppAudioConfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/auditpol.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/shman.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AtBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessMonitorPortable_3.89_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SIWPortable_2011.10.29.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Q-DirPortable_10.65_Rev_2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/findstr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Clipboardic.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/diskraid.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UNetbootinPortable_702.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msdtc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegFromApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OutlookAddressBookView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FBCacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileExplorer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wowreg32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/printfilterpipelinesvc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecuritySoftView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SensorDataService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WPDShextAutoplay.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/verifier.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rstrui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/netbtugc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tskill.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/finger.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/comrepl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DriverView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setup_wm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/quickassist.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/scp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/winhlp32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ShadowCopyView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SndVol.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/powercfg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrintBrmEngine.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/winrshost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FXSUNATD.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecureAssessmentBrowser.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/provtool.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/unifiedinstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setx.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WiseProgramUninstallerPortable_2.6.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WmiApSrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bootim.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/clip.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/takeown.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/hh.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ielowutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RelPost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FlashPlayerApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BlueScreenView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WhatInStartup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinPrefetchView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FreeUPXPortable_3.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/autofmt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FirefoxDownloadsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msiexec.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/at.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/winrs.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SkypeLogView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DTaskManagerPortable_1.57.11.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ExifDataView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FaceFodUninstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rdpclip.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Windows.Media.BackgroundPlayback.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecurityQuestionsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SkypeContactsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iecv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/autochk.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/lodctr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/browser_broker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/plasrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DuplicateFilesFinderPortable_0.8.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SynkronPortable_1.6.2_Rev_2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mmgaserver.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMTCLNWZ.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrintBrm.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/credwiz.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WizTreePortable_4.08.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinBoardPortable_4.8.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BrowserAddonsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceEject.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ESEDatabaseView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ResourcesExtract.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Tipp10Portable_2.1.0_Rev_2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WpcMon.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fg761p.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UltraISO_cn.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AnyDesk.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AltStreamDump.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/splwow64.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wbengine.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HotKeysList.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/aspnet_wp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RDSPnf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppVDllSurrogate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UsoClient.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ByteCodeGenerator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UninstallView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MicrosoftEdgeDevTools.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RAMMapPortable_1.60_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OptionalFeatures.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fontview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebSiteSniffer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Utilman.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SearchFilterHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/vssadmin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wsqmcons.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RMActivate_ssp_isv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OOBENetworkConnectionFlow.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ktmutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FsIso.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrintBrmUi.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/desktopimgdownldr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sort.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ChromeHistoryView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TieringEngineService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wscadminui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CDGS.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LaunchTM.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WUDFCompanionHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ksetup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/lsass.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/easinvoker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WiseDataRecoveryPortable_5.2.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ExplorerPlusPlusPortable_1.3.5.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinCrashReport.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RTMPDumpHelper.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/URLStringGrabber.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SnippingTool.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/regsvr32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/raserver.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bthudtask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cmdl32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/chkntfs.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/eventvwr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MultiMonitorTool.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CustomExplorerToolbar.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CameraBarcodeScannerPreview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CHXSmartScreen.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IPInfoOffline.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LiveContactsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/java.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BrowserCore.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wuapihost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/eudcedit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fhmanagew.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sethc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cleanmgr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileTypesMan.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/psr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DataExchangeHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ChromeCacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AdvancedRun.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UevTemplateConfigItemGenerator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Toucan_3.1.8.2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/svcl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TSWbPrxy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Free_Chess.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UserAccountControlSettings.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ipconfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/poqexec.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/print.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Microsoft.AsyncTextService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/taskhostw.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/newdev.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SpecialFoldersView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OOBENetworkCaptivePortal.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessActivityView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PerceptionSimulationInput.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Register-CimProvider.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PickerHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ApplyTrustOffline.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/query.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SenseCncProxy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/QB_DOS.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MBR2GPT.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ExtExport.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DumpEDID.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EduPrintProv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/securekernel.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ColourContrastAnalyserPortable_2.5.0.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebCamImageSave.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkUsageView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IcsEntitlementHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WebCacheImageInfo.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TileWorldPortable_1.3.2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/whosip.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecurityHealthSystray.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegFileExport.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/schtasks.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NETSTAT.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/oobeldr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Supercopier.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NTFSLinksView.exe 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/kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FirstLogonAnim.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WindowsErrorLookupToolPortable_3.0.7_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DUMoPortable_2.24.1.119.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InstallMTW6.9a.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wermgr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TexterPortable_0.6_Rev_2_English.paf.exe 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Files/Goodware/goodware/goodware/stordiag.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DataProtectionDecryptor.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LanguageComponentsInstallerComHandler.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Baidu_WiFi_Hotspot.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProcessThreadsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fveprompt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/userinit.exe 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/kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DomainHostingView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RpcPing.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RdpSaUacHelper.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GameBarPresenceWriter.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FileActivityWatch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GetNir.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WhoisCL.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DNSDataView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/conadvpass.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WirelessNetView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MonitorInfoView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BdeUISrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/reset.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rdrleakdiag.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wksprt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MDMAppInstaller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/licensingdiag.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/autoconv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/tracerpt.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SecHealthUI.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinMailPassRec.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/curl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/XenonPortable_1.5.0.2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iepv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PortableApps.com_Platform_Setup_21.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/faview.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dnscacheugc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PCAnyPass.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dfrgui.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/pipanel.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ResourceHackerPortable_5.1.8_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SpeechModelDownload.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cipher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CrystalDiskMarkPortable_8.0.4a.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DpiScaling.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/omadmclient.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FXSCOVER.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CompatTelRunner.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PerceptionSimulationDevice.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinPenguinsPortable_0.76_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/consent.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AuthHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RegistryChangesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DittoPortable_3.24.214.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SoundVolumeView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wlanext.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DWWIN.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Dialupass.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PasswordOnWakeSettingFlyout.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ApplySettingsTemplateCatalog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RuntimeBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/logagent.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iexpress.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/msra.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/volumouse.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/calc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/baaupdate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/VirtuaWinPortable_4.5_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OfflineRegistryView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrivacyNotifier.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemSettingsBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/perfhost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/USBSudokuPortable_2.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CubicExplorerPortable_0.95.1_Rev_2.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PkgMgr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/timeout.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/logoff.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BioIso.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceIOView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FastCopyPortable_4.1.4.paf.exe 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/kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/On-ScreenKeyboardPortable_2.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ssh-agent.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setupcl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/gpscript.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AccountsControlHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SenseSampleUploader.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppVStreamingUX.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmpnscfg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ApplicationFrameHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/comp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinsockServicesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/browserexport.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/InstalledCodec.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NgcIso.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Bluetooth_File_Transfer_PC.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SmartDeblurPortable_1.27_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/vds.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FyrePortable_1.0.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WhoDatPortable_0.9.1_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/omadmprc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iehv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HTTPNetworkSniffer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/LaunchWinApp.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/nircmd.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/qwinsta.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Windows.WARP.JITService.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RdpSaProxy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/verclsid.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMESEARCH.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/appidcertstorecheck.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Microsoft.Uev.CscUnpinTool.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/old_smb.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dxgiadaptercache.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TCPViewPortable_4.17_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/setspn.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DmOmaCpMo.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wmpconfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/esentutl.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CommandPromptPortable_2.6.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DsmUserTask.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DriveLetterView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/BioEnrollmentHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/bdechangepin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WSReset.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemSettings.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMCCPHR.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/cacls.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WSCollect.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkConnectLog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rasphone.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ShortcutsSearchAndReplacePortable_1.9.0_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mshta.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OutlookStatView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/refsutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sdiagnhost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProduKey.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ssh-add.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dcomcnfg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/certreq.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DisplaySwitch.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ntprint.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dxdiag.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/shutdown.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkTrafficView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/QwikMarkPortable_0.4_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TSTheme.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EhStorAuthn.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetResView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/HDHackerPortable_1.6.5.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/repair-bde.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/XNResourceEditorPortable_3.0.0.1_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/control.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EventLogChannelsView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TiFileFetcher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemUWPLauncher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/wiawow64.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/net.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rufus-2.9.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CastSrv.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IEChooser.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/canon_lbp2900b_driver_for_windows_32_bit.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ReAgentc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PrintDialog.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PacketTracer70_64bit_setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DebugViewPortable_4.90_Release_2_English_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Ultimate_SAMP_KeyBinder.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WSManHTTPConfig.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GeekUninstallerPortable_1.4.9.151.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FXSSVC.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SimpleCodeGenerator.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/hdwwiz.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SystemPropertiesRemote.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CheckNetIsolation.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OposHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MZCacheView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sfc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/immersivetpmvscmgrsvr.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ofdeploy.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/VeraCryptPortable_1.24_Update_7.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DiffpdfPortable_2.1.3.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/NetworkInterfacesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/pwlauncher.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/shrpubw.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DismHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/memreduct-3.3.5-setup.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/unregmp2.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ZumaSetupen.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TypeFasterPortable_0.4.2_Rev_2_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ExecutedProgramsList.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SpaceAgent.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/AppHostRegistrationVerifier.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SocketSniff.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DM2Portable_1.23.1.1.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/replace.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MicrosoftEdgeCP.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ie4ushowIE.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RunAsDate.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/proquota.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/DeviceEnroller.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OperaPassView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/dstokenclean.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/TreeSizeFreePortable_4.53.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rundll32.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/iediagcmd.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ROUTE.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/spaceman.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/mpnotify.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sigverif.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/RDVGHelper.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/IMEWDBLD.EXE /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/Microsoft.AAD.BrokerPlugin.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/WinDirStatPortable_1.1.2.80_Rev_3.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/csrss.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SHAREit-KCWEB.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/UserOOBEBroker.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/changepk.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/CrystalDiskInfoPortable_8.16.0.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/StartupSentinelPortable_1.9.0.28_English.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/SeqDownload.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/GamePanel.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MDEServer.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/aspnet_state.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/EventLogSourcesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/OpenVPN.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/nbtstat.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/klist.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/usf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/rcvPortable_1.53.2074_online.paf.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/certutil.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/MicrosoftPdfReader.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/FlashCookiesView.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/fc.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/sessionmsg.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/ProximityUxHost.exe /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Executable Files/Goodware/goodware/goodware/PktMon.exe
In [8]:
# ============================================================
# Ransomware PE Header Detection Project
# Auto-save: outputs, figures, results, models, SHAP, ZIP backup
# ============================================================
import os
import re
import json
import time
import pickle
import shutil
import warnings
from pathlib import Path
warnings.filterwarnings("ignore")
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.metrics import (
accuracy_score, precision_score, recall_score, f1_score,
roc_auc_score, confusion_matrix, classification_report,
roc_curve
)
from sklearn.ensemble import RandomForestClassifier
# Optional model imports
try:
from xgboost import XGBClassifier
XGBOOST_AVAILABLE = True
except Exception as e:
XGBOOST_AVAILABLE = False
print("XGBoost not available:", e)
try:
from lightgbm import LGBMClassifier
LIGHTGBM_AVAILABLE = True
except Exception as e:
LIGHTGBM_AVAILABLE = False
print("LightGBM not available:", e)
try:
import shap
SHAP_AVAILABLE = True
except Exception as e:
SHAP_AVAILABLE = False
print("SHAP not available:", e)
# ============================================================
# 1. Create project folders
# ============================================================
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
DATA_DIR = PROJECT_DIR / "data"
OUTPUT_DIR = PROJECT_DIR / "outputs"
FIG_DIR = PROJECT_DIR / "figures"
RESULT_DIR = PROJECT_DIR / "results"
MODEL_DIR = PROJECT_DIR / "models"
SHAP_DIR = PROJECT_DIR / "shap_outputs"
LOG_DIR = PROJECT_DIR / "logs"
for d in [DATA_DIR, OUTPUT_DIR, FIG_DIR, RESULT_DIR, MODEL_DIR, SHAP_DIR, LOG_DIR]:
d.mkdir(parents=True, exist_ok=True)
LOG_FILE = LOG_DIR / "run_log.txt"
def log(msg):
print(msg)
with open(LOG_FILE, "a", encoding="utf-8") as f:
f.write(str(msg) + "\n")
log("Project folders created successfully.")
log(f"Project directory: {PROJECT_DIR}")
# ============================================================
# 2. Find uploaded dataset from /kaggle/input
# ============================================================
input_root = Path("/kaggle/input")
all_files = []
for dirname, _, filenames in os.walk(input_root):
for filename in filenames:
file_path = Path(dirname) / filename
all_files.append(file_path)
data_files = [
f for f in all_files
if f.suffix.lower() in [".csv", ".xlsx", ".xls"]
]
log("\nAvailable dataset files:")
for i, f in enumerate(data_files):
log(f"{i}: {f}")
if len(data_files) == 0:
raise FileNotFoundError("No CSV/Excel dataset found in /kaggle/input. Please upload dataset first.")
# Choose largest CSV/Excel file automatically
DATA_PATH = max(data_files, key=lambda x: x.stat().st_size)
log(f"\nSelected dataset: {DATA_PATH}")
# ============================================================
# 3. Load dataset
# ============================================================
def load_dataset(path):
if path.suffix.lower() == ".csv":
try:
return pd.read_csv(path)
except UnicodeDecodeError:
return pd.read_csv(path, encoding="latin1")
elif path.suffix.lower() in [".xlsx", ".xls"]:
return pd.read_excel(path)
else:
raise ValueError("Unsupported file format.")
df = load_dataset(DATA_PATH)
log("\nDataset loaded successfully.")
log(f"Raw shape: {df.shape}")
# Save raw preview and column information
df.head(20).to_csv(OUTPUT_DIR / "raw_dataset_preview.csv", index=False)
pd.DataFrame({"columns": df.columns}).to_csv(OUTPUT_DIR / "dataset_columns.csv", index=False)
# Save basic info
basic_info = {
"dataset_path": str(DATA_PATH),
"rows": int(df.shape[0]),
"columns": int(df.shape[1]),
"column_names": list(df.columns)
}
with open(OUTPUT_DIR / "dataset_basic_info.json", "w", encoding="utf-8") as f:
json.dump(basic_info, f, indent=4)
log("Saved dataset preview and column list.")
# ============================================================
# 4. Clean columns and detect target column
# ============================================================
# Clean column names
df.columns = [
str(c).strip().replace(" ", "_").replace("-", "_")
for c in df.columns
]
# Drop fully empty rows/columns
df = df.dropna(axis=0, how="all")
df = df.dropna(axis=1, how="all")
# Drop duplicate rows
before_dup = df.shape[0]
df = df.drop_duplicates()
after_dup = df.shape[0]
log(f"\nDuplicates removed: {before_dup - after_dup}")
def find_target_column(dataframe):
"""
Try to detect target column automatically.
Priority:
1. Common label column names.
2. Binary columns with malware/ransomware/benign style values.
"""
possible_names = [
"label", "class", "target", "category", "classification",
"type", "family", "malware", "is_malware", "is_ransomware",
"legitimate", "ransomware"
]
lower_map = {c.lower(): c for c in dataframe.columns}
for name in possible_names:
if name in lower_map:
return lower_map[name]
# Search object columns containing meaningful class names
for col in dataframe.columns:
if dataframe[col].dtype == "object":
vals = dataframe[col].dropna().astype(str).str.lower().unique()
joined = " ".join(vals[:50])
if any(k in joined for k in ["ransom", "benign", "goodware", "legit", "malware"]):
return col
# Search binary numeric columns
for col in dataframe.columns:
vals = dataframe[col].dropna().unique()
if len(vals) == 2:
return col
return None
TARGET_COLUMN = find_target_column(df)
if TARGET_COLUMN is None:
log("\nCould not auto-detect target column.")
log("Available columns:")
for c in df.columns:
log(c)
raise ValueError("Target column not found. Please manually set TARGET_COLUMN in the code.")
log(f"\nDetected target column: {TARGET_COLUMN}")
# ============================================================
# 5. Convert target to binary: ransomware = 1, benign/goodware = 0
# ============================================================
# Save original family/target distribution for evidence
original_target_distribution = df[TARGET_COLUMN].value_counts().reset_index()
original_target_distribution.columns = [TARGET_COLUMN, "count"]
original_target_distribution.to_csv(OUTPUT_DIR / "original_target_family_distribution.csv", index=False)
log("\nOriginal target/family distribution:")
log(original_target_distribution.head(30))
def convert_target_to_binary(series):
"""
Converts the detected target column into binary labels:
0 = benign/goodware
1 = ransomware
For this ransomware PE header dataset, the detected column is usually 'family'.
It is a multi-class column because ransomware samples are split into families.
The legitimate/goodware samples usually appear as one large class, while ransomware
samples are distributed across several family classes.
"""
s = series.copy()
# Case 1: Text/object target
if s.dtype == "object":
s_lower = s.astype(str).str.lower().str.strip()
benign_keywords = [
"benign", "goodware", "legitimate", "legit",
"clean", "normal", "false", "non-ransom", "nonmalware", "0"
]
ransomware_keywords = [
"ransom", "malware", "malicious", "true", "1"
]
y = []
for val in s_lower:
if any(k in val for k in benign_keywords):
y.append(0)
elif any(k in val for k in ransomware_keywords):
y.append(1)
else:
# If family name is not clearly benign, treat it as ransomware family
y.append(1)
return pd.Series(y, index=series.index)
# Case 2: Numeric target
else:
unique_vals = sorted(pd.Series(s.dropna().unique()).tolist())
# Already binary
if set(unique_vals).issubset({0, 1}):
return s.astype(int)
# Numeric multi-class target, e.g. family IDs
# For this dataset, legitimate/goodware is usually one large class,
# while ransomware is split across multiple family classes.
counts = s.value_counts()
benign_family_value = counts.idxmax()
benign_count = int(counts.max())
log(f"\nDetected numeric multi-class target column: {TARGET_COLUMN}")
log(f"Assumed benign/goodware family value: {benign_family_value}")
log(f"Assumed benign/goodware count: {benign_count}")
log("All other family values are mapped as ransomware.")
y = (s != benign_family_value).astype(int)
# Save mapping evidence
mapping_df = pd.DataFrame({
"family_value": counts.index,
"count": counts.values,
"binary_mapping": ["benign/goodware" if v == benign_family_value else "ransomware" for v in counts.index]
})
mapping_df.to_csv(OUTPUT_DIR / "target_binary_mapping_evidence.csv", index=False)
return y
df["binary_target"] = convert_target_to_binary(df[TARGET_COLUMN])
target_counts = df["binary_target"].value_counts().sort_index()
target_counts.to_csv(OUTPUT_DIR / "class_distribution.csv")
log("\nBinary class distribution:")
log(target_counts)
# Sanity check
benign_samples = int(target_counts.get(0, 0))
ransomware_samples = int(target_counts.get(1, 0))
log(f"\nBenign samples after mapping: {benign_samples}")
log(f"Ransomware samples after mapping: {ransomware_samples}")
# Plot class distribution
plt.figure(figsize=(6, 4))
plt.bar(["Benign", "Ransomware"], [
target_counts.get(0, 0),
target_counts.get(1, 0)
])
plt.title("Class Distribution After Binary Mapping")
plt.xlabel("Class")
plt.ylabel("Number of Samples")
plt.tight_layout()
plt.savefig(FIG_DIR / "class_distribution.png", dpi=300)
plt.close()
# ============================================================
# CONTINUE FROM SECTION 6
# Feature preparation, training, evaluation, SHAP and ZIP backup
# ============================================================
import os
import json
import time
import pickle
import shutil
import warnings
from pathlib import Path
warnings.filterwarnings("ignore")
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.metrics import (
accuracy_score, precision_score, recall_score, f1_score,
roc_auc_score, confusion_matrix, classification_report,
roc_curve
)
from sklearn.ensemble import RandomForestClassifier
try:
from xgboost import XGBClassifier
XGBOOST_AVAILABLE = True
except Exception as e:
XGBOOST_AVAILABLE = False
print("XGBoost not available:", e)
try:
from lightgbm import LGBMClassifier
LIGHTGBM_AVAILABLE = True
except Exception as e:
LIGHTGBM_AVAILABLE = False
print("LightGBM not available:", e)
try:
import shap
SHAP_AVAILABLE = True
except Exception as e:
SHAP_AVAILABLE = False
print("SHAP not available:", e)
# ============================================================
# Reconfirm folders
# ============================================================
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
DATA_DIR = PROJECT_DIR / "data"
OUTPUT_DIR = PROJECT_DIR / "outputs"
FIG_DIR = PROJECT_DIR / "figures"
RESULT_DIR = PROJECT_DIR / "results"
MODEL_DIR = PROJECT_DIR / "models"
SHAP_DIR = PROJECT_DIR / "shap_outputs"
LOG_DIR = PROJECT_DIR / "logs"
for d in [DATA_DIR, OUTPUT_DIR, FIG_DIR, RESULT_DIR, MODEL_DIR, SHAP_DIR, LOG_DIR]:
d.mkdir(parents=True, exist_ok=True)
LOG_FILE = LOG_DIR / "run_log.txt"
def log(msg):
print(msg)
with open(LOG_FILE, "a", encoding="utf-8") as f:
f.write(str(msg) + "\n")
if "df" not in globals():
raise RuntimeError("df not found. Please run the previous dataset loading and binary mapping cell first.")
if "TARGET_COLUMN" not in globals():
raise RuntimeError("TARGET_COLUMN not found. Please run the previous dataset loading cell first.")
if "binary_target" not in df.columns:
raise RuntimeError("binary_target not found. Please run the corrected Section 5 mapping code first.")
log("\n============================================================")
log("CONTINUING FROM SECTION 6")
log("============================================================")
# ============================================================
# 6. Feature preparation
# ============================================================
drop_cols = [TARGET_COLUMN, "binary_target"]
# Drop likely identifier/leakage columns
leakage_patterns = [
"filename", "file_name", "name", "hash", "sha", "md5",
"path", "family", "label", "class", "category", "type"
]
for col in df.columns:
col_lower = str(col).lower()
if col not in drop_cols:
if any(p in col_lower for p in leakage_patterns):
drop_cols.append(col)
drop_cols = list(set([c for c in drop_cols if c in df.columns]))
X_raw = df.drop(columns=drop_cols)
y = df["binary_target"].astype(int)
# Keep only numeric features
X = X_raw.select_dtypes(include=[np.number]).copy()
# Replace infinite values
X = X.replace([np.inf, -np.inf], np.nan)
# Fill missing values
missing_before = int(X.isna().sum().sum())
X = X.fillna(X.median(numeric_only=True))
missing_after = int(X.isna().sum().sum())
# Drop constant columns
constant_cols = [c for c in X.columns if X[c].nunique() <= 1]
X = X.drop(columns=constant_cols)
log(f"\nDropped columns: {drop_cols}")
log(f"Feature matrix shape: {X.shape}")
log(f"Missing values before filling: {missing_before}")
log(f"Missing values after filling: {missing_after}")
log(f"Constant columns removed: {len(constant_cols)}")
# Save processed dataset
processed_df = X.copy()
processed_df["target"] = y.values
processed_df.to_csv(DATA_DIR / "processed_pe_header_dataset.csv", index=False)
pd.DataFrame({"feature_names": X.columns}).to_csv(
OUTPUT_DIR / "selected_feature_names.csv", index=False
)
feature_summary = pd.DataFrame({
"feature": X.columns,
"mean": X.mean().values,
"std": X.std().values,
"min": X.min().values,
"max": X.max().values
})
feature_summary.to_csv(OUTPUT_DIR / "feature_summary_statistics.csv", index=False)
log("Processed dataset and feature summary saved.")
# ============================================================
# 7. Train-test split
# ============================================================
X_train, X_test, y_train, y_test = train_test_split(
X, y,
test_size=0.20,
random_state=42,
stratify=y
)
log(f"\nTrain shape: {X_train.shape}")
log(f"Test shape: {X_test.shape}")
log(f"Train class distribution:\n{y_train.value_counts().sort_index()}")
log(f"Test class distribution:\n{y_test.value_counts().sort_index()}")
# ============================================================
# 8. Define models
# ============================================================
models = {}
models["Random Forest"] = RandomForestClassifier(
n_estimators=300,
max_depth=None,
min_samples_split=2,
random_state=42,
n_jobs=-1,
class_weight="balanced"
)
if XGBOOST_AVAILABLE:
models["XGBoost"] = XGBClassifier(
n_estimators=300,
learning_rate=0.05,
max_depth=4,
subsample=0.8,
colsample_bytree=0.8,
objective="binary:logistic",
eval_metric="logloss",
random_state=42,
n_jobs=-1
)
if LIGHTGBM_AVAILABLE:
models["LightGBM"] = LGBMClassifier(
n_estimators=300,
learning_rate=0.05,
num_leaves=31,
random_state=42,
n_jobs=-1,
verbose=-1
)
log(f"\nModels selected: {list(models.keys())}")
# ============================================================
# 9. Train, evaluate and save models
# ============================================================
metrics_rows = []
prediction_records = {}
for model_name, model in models.items():
log(f"\nTraining model: {model_name}")
start_train = time.time()
model.fit(X_train, y_train)
train_time = time.time() - start_train
start_pred = time.time()
y_pred = model.predict(X_test)
prediction_time_total = time.time() - start_pred
prediction_time_per_sample = prediction_time_total / len(X_test)
if hasattr(model, "predict_proba"):
y_prob = model.predict_proba(X_test)[:, 1]
else:
y_prob = y_pred
acc = accuracy_score(y_test, y_pred)
prec = precision_score(y_test, y_pred, zero_division=0)
rec = recall_score(y_test, y_pred, zero_division=0)
f1 = f1_score(y_test, y_pred, zero_division=0)
try:
auc = roc_auc_score(y_test, y_prob)
except Exception:
auc = np.nan
model_file = MODEL_DIR / f"{model_name.replace(' ', '_').lower()}_model.pkl"
with open(model_file, "wb") as f:
pickle.dump(model, f)
model_size_mb = model_file.stat().st_size / (1024 * 1024)
cm = confusion_matrix(y_test, y_pred)
cm_df = pd.DataFrame(
cm,
index=["Actual_Benign", "Actual_Ransomware"],
columns=["Predicted_Benign", "Predicted_Ransomware"]
)
cm_df.to_csv(RESULT_DIR / f"{model_name.replace(' ', '_').lower()}_confusion_matrix.csv")
report = classification_report(
y_test, y_pred,
target_names=["Benign", "Ransomware"],
zero_division=0
)
with open(RESULT_DIR / f"{model_name.replace(' ', '_').lower()}_classification_report.txt", "w") as f:
f.write(report)
pred_df = pd.DataFrame({
"actual": y_test.values,
"predicted": y_pred,
"probability_ransomware": y_prob
})
pred_df.to_csv(RESULT_DIR / f"{model_name.replace(' ', '_').lower()}_predictions.csv", index=False)
# Confusion matrix figure
plt.figure(figsize=(5, 4))
plt.imshow(cm)
plt.title(f"Confusion Matrix - {model_name}")
plt.xlabel("Predicted Label")
plt.ylabel("Actual Label")
plt.xticks([0, 1], ["Benign", "Ransomware"])
plt.yticks([0, 1], ["Benign", "Ransomware"])
for i in range(cm.shape[0]):
for j in range(cm.shape[1]):
plt.text(j, i, cm[i, j], ha="center", va="center")
plt.tight_layout()
plt.savefig(FIG_DIR / f"{model_name.replace(' ', '_').lower()}_confusion_matrix.png", dpi=300)
plt.close()
# ROC curve figure
try:
fpr, tpr, _ = roc_curve(y_test, y_prob)
plt.figure(figsize=(6, 4))
plt.plot(fpr, tpr, label=f"{model_name} AUC={auc:.4f}")
plt.plot([0, 1], [0, 1], linestyle="--")
plt.xlabel("False Positive Rate")
plt.ylabel("True Positive Rate")
plt.title(f"ROC Curve - {model_name}")
plt.legend()
plt.tight_layout()
plt.savefig(FIG_DIR / f"{model_name.replace(' ', '_').lower()}_roc_curve.png", dpi=300)
plt.close()
except Exception as e:
log(f"ROC curve failed for {model_name}: {e}")
# Feature importance
if hasattr(model, "feature_importances_"):
fi = pd.DataFrame({
"feature": X.columns,
"importance": model.feature_importances_
}).sort_values("importance", ascending=False)
fi.to_csv(RESULT_DIR / f"{model_name.replace(' ', '_').lower()}_feature_importance.csv", index=False)
plt.figure(figsize=(8, 6))
top_fi = fi.head(15).sort_values("importance")
plt.barh(top_fi["feature"].astype(str), top_fi["importance"])
plt.title(f"Top 15 Feature Importance - {model_name}")
plt.xlabel("Importance")
plt.tight_layout()
plt.savefig(FIG_DIR / f"{model_name.replace(' ', '_').lower()}_feature_importance.png", dpi=300)
plt.close()
metrics_rows.append({
"model": model_name,
"accuracy": acc,
"precision": prec,
"recall": rec,
"f1_score": f1,
"roc_auc": auc,
"training_time_seconds": train_time,
"prediction_time_total_seconds": prediction_time_total,
"prediction_time_per_sample_seconds": prediction_time_per_sample,
"model_size_mb": model_size_mb
})
prediction_records[model_name] = {
"model": model,
"y_pred": y_pred,
"y_prob": y_prob,
"f1_score": f1,
"roc_auc": auc
}
log(f"{model_name} completed.")
log(f"Accuracy: {acc:.4f}, Precision: {prec:.4f}, Recall: {rec:.4f}, F1: {f1:.4f}, AUC: {auc:.4f}")
metrics_df = pd.DataFrame(metrics_rows)
metrics_df.to_csv(RESULT_DIR / "model_metrics_summary.csv", index=False)
log("\nModel metrics summary:")
log(metrics_df.to_string(index=False))
# ============================================================
# 10. Plot model comparison
# ============================================================
plot_metrics = ["accuracy", "precision", "recall", "f1_score", "roc_auc"]
for metric in plot_metrics:
plt.figure(figsize=(7, 4))
plt.bar(metrics_df["model"], metrics_df[metric])
plt.title(f"Model Comparison - {metric}")
plt.xlabel("Model")
plt.ylabel(metric)
plt.ylim(0, 1)
plt.tight_layout()
plt.savefig(FIG_DIR / f"comparison_{metric}.png", dpi=300)
plt.close()
for metric in ["training_time_seconds", "prediction_time_per_sample_seconds", "model_size_mb"]:
plt.figure(figsize=(7, 4))
plt.bar(metrics_df["model"], metrics_df[metric])
plt.title(f"Model Comparison - {metric}")
plt.xlabel("Model")
plt.ylabel(metric)
plt.tight_layout()
plt.savefig(FIG_DIR / f"comparison_{metric}.png", dpi=300)
plt.close()
# Combined ROC curve
plt.figure(figsize=(7, 5))
for model_name, record in prediction_records.items():
try:
fpr, tpr, _ = roc_curve(y_test, record["y_prob"])
auc = record["roc_auc"]
plt.plot(fpr, tpr, label=f"{model_name} AUC={auc:.4f}")
except Exception:
pass
plt.plot([0, 1], [0, 1], linestyle="--")
plt.xlabel("False Positive Rate")
plt.ylabel("True Positive Rate")
plt.title("Combined ROC Curve")
plt.legend()
plt.tight_layout()
plt.savefig(FIG_DIR / "combined_roc_curve.png", dpi=300)
plt.close()
# ============================================================
# 11. Select best model
# ============================================================
metrics_df_sorted = metrics_df.sort_values(
by=["f1_score", "roc_auc", "prediction_time_per_sample_seconds"],
ascending=[False, False, True]
)
best_model_name = metrics_df_sorted.iloc[0]["model"]
best_model = prediction_records[best_model_name]["model"]
log(f"\nBest model selected: {best_model_name}")
with open(RESULT_DIR / "best_model_selection.txt", "w") as f:
f.write(f"Best model selected: {best_model_name}\n\n")
f.write(metrics_df_sorted.to_string(index=False))
# ============================================================
# 12. SHAP explainability for best model
# ============================================================
if SHAP_AVAILABLE:
log(f"\nRunning SHAP analysis for best model: {best_model_name}")
shap_sample_size = min(500, X_test.shape[0])
X_shap = X_test.sample(n=shap_sample_size, random_state=42)
try:
explainer = shap.TreeExplainer(best_model)
shap_values = explainer.shap_values(X_shap)
if isinstance(shap_values, list):
shap_values_class1 = shap_values[1]
elif len(np.array(shap_values).shape) == 3:
shap_values_class1 = shap_values[:, :, 1]
else:
shap_values_class1 = shap_values
mean_abs_shap = np.abs(shap_values_class1).mean(axis=0)
shap_importance = pd.DataFrame({
"feature": X_shap.columns,
"mean_abs_shap_value": mean_abs_shap
}).sort_values("mean_abs_shap_value", ascending=False)
shap_importance.to_csv(SHAP_DIR / "shap_feature_importance_best_model.csv", index=False)
plt.figure()
shap.summary_plot(
shap_values_class1,
X_shap,
plot_type="bar",
show=False,
max_display=20
)
plt.tight_layout()
plt.savefig(SHAP_DIR / "shap_summary_bar_best_model.png", dpi=300, bbox_inches="tight")
plt.close()
plt.figure()
shap.summary_plot(
shap_values_class1,
X_shap,
show=False,
max_display=20
)
plt.tight_layout()
plt.savefig(SHAP_DIR / "shap_beeswarm_best_model.png", dpi=300, bbox_inches="tight")
plt.close()
top_shap = shap_importance.head(15).sort_values("mean_abs_shap_value")
plt.figure(figsize=(8, 6))
plt.barh(top_shap["feature"].astype(str), top_shap["mean_abs_shap_value"])
plt.title(f"Top SHAP Features - {best_model_name}")
plt.xlabel("Mean Absolute SHAP Value")
plt.tight_layout()
plt.savefig(SHAP_DIR / "top_shap_features_best_model.png", dpi=300)
plt.close()
log("SHAP analysis completed and saved.")
except Exception as e:
log(f"SHAP analysis failed: {e}")
else:
log("SHAP not available. SHAP outputs were not generated.")
# ============================================================
# 13. Save final experiment summary
# ============================================================
target_counts = df["binary_target"].value_counts().sort_index()
summary_text = f"""
Ransomware PE Header Detection Experiment Summary
Dataset:
- Raw shape: {df.shape}
- Feature matrix shape: {X.shape}
- Target column: {TARGET_COLUMN}
- Benign samples: {int(target_counts.get(0, 0))}
- Ransomware samples: {int(target_counts.get(1, 0))}
Models:
- {", ".join(models.keys())}
Evaluation:
- Accuracy
- Precision
- Recall
- F1-score
- ROC-AUC
- Training time
- Prediction time per sample
- Model size
- SHAP feature attribution for best model
Best Model:
- {best_model_name}
Output folders:
- Data: {DATA_DIR}
- Figures: {FIG_DIR}
- Results: {RESULT_DIR}
- Models: {MODEL_DIR}
- SHAP outputs: {SHAP_DIR}
"""
with open(OUTPUT_DIR / "experiment_summary.txt", "w", encoding="utf-8") as f:
f.write(summary_text)
log(summary_text)
# ============================================================
# 14. Create final ZIP backup
# ============================================================
ZIP_BASE = "/kaggle/working/ransomware_pe_detection_final_backup"
zip_path = shutil.make_archive(ZIP_BASE, "zip", PROJECT_DIR)
log("\nFinal ZIP created successfully:")
log(zip_path)
print("\n============================================================")
print("ALL DONE")
print("Download ZIP from:")
print(zip_path)
print("============================================================")
Project folders created successfully.
Project directory: /kaggle/working/ransomware_pe_detection
Available dataset files:
0: /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Ransomware_headers.csv
Selected dataset: /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Ransomware_headers.csv
Dataset loaded successfully.
Raw shape: (2157, 1028)
Saved dataset preview and column list.
Duplicates removed: 0
Detected target column: family
Original target/family distribution:
family count
0 0 1134
1 5 50
2 9 50
3 16 50
4 15 50
5 12 50
6 20 49
7 1 49
8 25 49
9 4 48
10 21 48
11 22 48
12 10 48
13 6 46
14 3 45
15 2 44
16 18 43
17 24 40
18 14 39
19 17 38
20 23 35
21 11 35
22 7 23
23 8 19
24 13 14
25 19 13
Detected numeric multi-class target column: family
Assumed benign/goodware family value: 0
Assumed benign/goodware count: 1134
All other family values are mapped as ransomware.
Binary class distribution:
binary_target
0 1134
1 1023
Name: count, dtype: int64
Benign samples after mapping: 1134
Ransomware samples after mapping: 1023
============================================================
CONTINUING FROM SECTION 6
============================================================
Dropped columns: ['family', 'binary_target', 'filename']
Feature matrix shape: (2157, 1020)
Missing values before filling: 0
Missing values after filling: 0
Constant columns removed: 6
Processed dataset and feature summary saved.
Train shape: (1725, 1020)
Test shape: (432, 1020)
Train class distribution:
binary_target
0 907
1 818
Name: count, dtype: int64
Test class distribution:
binary_target
0 227
1 205
Name: count, dtype: int64
Models selected: ['Random Forest', 'XGBoost', 'LightGBM']
Training model: Random Forest
Random Forest completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Training model: XGBoost
XGBoost completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Training model: LightGBM
LightGBM completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Model metrics summary:
model accuracy precision recall f1_score roc_auc training_time_seconds prediction_time_total_seconds prediction_time_per_sample_seconds model_size_mb
Random Forest 1.0 1.0 1.0 1.0 1.0 1.221209 0.123159 0.000285 3.309310
XGBoost 1.0 1.0 1.0 1.0 1.0 2.423868 0.146523 0.000339 0.240390
LightGBM 1.0 1.0 1.0 1.0 1.0 0.985309 0.020891 0.000048 0.179869
Best model selected: LightGBM
Running SHAP analysis for best model: LightGBM
SHAP analysis completed and saved.
Ransomware PE Header Detection Experiment Summary
Dataset:
- Raw shape: (2157, 1029)
- Feature matrix shape: (2157, 1020)
- Target column: family
- Benign samples: 1134
- Ransomware samples: 1023
Models:
- Random Forest, XGBoost, LightGBM
Evaluation:
- Accuracy
- Precision
- Recall
- F1-score
- ROC-AUC
- Training time
- Prediction time per sample
- Model size
- SHAP feature attribution for best model
Best Model:
- LightGBM
Output folders:
- Data: /kaggle/working/ransomware_pe_detection/data
- Figures: /kaggle/working/ransomware_pe_detection/figures
- Results: /kaggle/working/ransomware_pe_detection/results
- Models: /kaggle/working/ransomware_pe_detection/models
- SHAP outputs: /kaggle/working/ransomware_pe_detection/shap_outputs
Final ZIP created successfully:
/kaggle/working/ransomware_pe_detection_final_backup.zip
============================================================
ALL DONE
Download ZIP from:
/kaggle/working/ransomware_pe_detection_final_backup.zip
============================================================
In [9]:
import os
from pathlib import Path
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
ZIP_PATH = Path("/kaggle/working/ransomware_pe_detection_final_backup.zip")
print("Project exists:", PROJECT_DIR.exists())
print("ZIP exists:", ZIP_PATH.exists())
print("ZIP path:", ZIP_PATH)
print("\n=== Folder contents ===")
for folder in ["data", "outputs", "figures", "results", "models", "shap_outputs", "logs"]:
folder_path = PROJECT_DIR / folder
print(f"\n{folder}/")
if folder_path.exists():
for f in folder_path.iterdir():
print(" -", f.name)
else:
print("Folder not found")
Project exists: True ZIP exists: True ZIP path: /kaggle/working/ransomware_pe_detection_final_backup.zip === Folder contents === data/ - processed_pe_header_dataset.csv outputs/ - feature_summary_statistics.csv - dataset_columns.csv - target_binary_mapping_evidence.csv - selected_feature_names.csv - experiment_summary.txt - raw_dataset_preview.csv - class_distribution.csv - dataset_basic_info.json - original_target_family_distribution.csv figures/ - comparison_recall.png - comparison_precision.png - class_distribution.png - lightgbm_roc_curve.png - comparison_f1_score.png - xgboost_confusion_matrix.png - random_forest_confusion_matrix.png - random_forest_feature_importance.png - comparison_prediction_time_per_sample_seconds.png - xgboost_feature_importance.png - comparison_roc_auc.png - random_forest_roc_curve.png - combined_roc_curve.png - comparison_training_time_seconds.png - comparison_model_size_mb.png - lightgbm_feature_importance.png - lightgbm_confusion_matrix.png - comparison_accuracy.png - xgboost_roc_curve.png results/ - random_forest_predictions.csv - lightgbm_predictions.csv - xgboost_feature_importance.csv - best_model_selection.txt - model_metrics_summary.csv - lightgbm_feature_importance.csv - random_forest_confusion_matrix.csv - xgboost_confusion_matrix.csv - lightgbm_confusion_matrix.csv - xgboost_predictions.csv - random_forest_feature_importance.csv - random_forest_classification_report.txt - lightgbm_classification_report.txt - xgboost_classification_report.txt models/ - lightgbm_model.pkl - xgboost_model.pkl - random_forest_model.pkl shap_outputs/ - shap_beeswarm_best_model.png - shap_summary_bar_best_model.png - shap_feature_importance_best_model.csv - top_shap_features_best_model.png logs/ - run_log.txt
In [5]:
import os
from pathlib import Path
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
print("Project folder exists:", PROJECT_DIR.exists())
for folder in ["data", "outputs", "figures", "results", "models", "shap_outputs", "logs"]:
p = PROJECT_DIR / folder
print("\n", folder, "exists:", p.exists())
if p.exists():
print(os.listdir(p))
Project folder exists: True data exists: True [] outputs exists: True ['dataset_columns.csv', 'target_binary_mapping_evidence.csv', 'raw_dataset_preview.csv', 'class_distribution.csv', 'dataset_basic_info.json', 'original_target_family_distribution.csv'] figures exists: True ['class_distribution.png'] results exists: True [] models exists: True [] shap_outputs exists: True [] logs exists: True ['run_log.txt']
In [10]:
log_path = "/kaggle/working/ransomware_pe_detection/logs/run_log.txt"
if os.path.exists(log_path):
with open(log_path, "r", encoding="utf-8") as f:
print(f.read()[-4000:])
else:
print("Log file not found")
gle/working/ransomware_pe_detection
Available dataset files:
0: /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Ransomware_headers.csv
Selected dataset: /kaggle/input/datasets/sadikurchowdhury98/ransomware/Ransomware PE Header Feature Dataset/Ransomware_headers.csv
Dataset loaded successfully.
Raw shape: (2157, 1028)
Saved dataset preview and column list.
Duplicates removed: 0
Detected target column: family
Original target/family distribution:
family count
0 0 1134
1 5 50
2 9 50
3 16 50
4 15 50
5 12 50
6 20 49
7 1 49
8 25 49
9 4 48
10 21 48
11 22 48
12 10 48
13 6 46
14 3 45
15 2 44
16 18 43
17 24 40
18 14 39
19 17 38
20 23 35
21 11 35
22 7 23
23 8 19
24 13 14
25 19 13
Detected numeric multi-class target column: family
Assumed benign/goodware family value: 0
Assumed benign/goodware count: 1134
All other family values are mapped as ransomware.
Binary class distribution:
binary_target
0 1134
1 1023
Name: count, dtype: int64
Benign samples after mapping: 1134
Ransomware samples after mapping: 1023
============================================================
CONTINUING FROM SECTION 6
============================================================
Dropped columns: ['family', 'binary_target', 'filename']
Feature matrix shape: (2157, 1020)
Missing values before filling: 0
Missing values after filling: 0
Constant columns removed: 6
Processed dataset and feature summary saved.
Train shape: (1725, 1020)
Test shape: (432, 1020)
Train class distribution:
binary_target
0 907
1 818
Name: count, dtype: int64
Test class distribution:
binary_target
0 227
1 205
Name: count, dtype: int64
Models selected: ['Random Forest', 'XGBoost', 'LightGBM']
Training model: Random Forest
Random Forest completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Training model: XGBoost
XGBoost completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Training model: LightGBM
LightGBM completed.
Accuracy: 1.0000, Precision: 1.0000, Recall: 1.0000, F1: 1.0000, AUC: 1.0000
Model metrics summary:
model accuracy precision recall f1_score roc_auc training_time_seconds prediction_time_total_seconds prediction_time_per_sample_seconds model_size_mb
Random Forest 1.0 1.0 1.0 1.0 1.0 1.221209 0.123159 0.000285 3.309310
XGBoost 1.0 1.0 1.0 1.0 1.0 2.423868 0.146523 0.000339 0.240390
LightGBM 1.0 1.0 1.0 1.0 1.0 0.985309 0.020891 0.000048 0.179869
Best model selected: LightGBM
Running SHAP analysis for best model: LightGBM
SHAP analysis completed and saved.
Ransomware PE Header Detection Experiment Summary
Dataset:
- Raw shape: (2157, 1029)
- Feature matrix shape: (2157, 1020)
- Target column: family
- Benign samples: 1134
- Ransomware samples: 1023
Models:
- Random Forest, XGBoost, LightGBM
Evaluation:
- Accuracy
- Precision
- Recall
- F1-score
- ROC-AUC
- Training time
- Prediction time per sample
- Model size
- SHAP feature attribution for best model
Best Model:
- LightGBM
Output folders:
- Data: /kaggle/working/ransomware_pe_detection/data
- Figures: /kaggle/working/ransomware_pe_detection/figures
- Results: /kaggle/working/ransomware_pe_detection/results
- Models: /kaggle/working/ransomware_pe_detection/models
- SHAP outputs: /kaggle/working/ransomware_pe_detection/shap_outputs
Final ZIP created successfully:
/kaggle/working/ransomware_pe_detection_final_backup.zip
In [11]:
import os
results_dir = "/kaggle/working/ransomware_pe_detection/results"
if os.path.exists(results_dir):
print(os.listdir(results_dir))
else:
print("Results folder does not exist")
['random_forest_predictions.csv', 'lightgbm_predictions.csv', 'xgboost_feature_importance.csv', 'best_model_selection.txt', 'model_metrics_summary.csv', 'lightgbm_feature_importance.csv', 'random_forest_confusion_matrix.csv', 'xgboost_confusion_matrix.csv', 'lightgbm_confusion_matrix.csv', 'xgboost_predictions.csv', 'random_forest_feature_importance.csv', 'random_forest_classification_report.txt', 'lightgbm_classification_report.txt', 'xgboost_classification_report.txt']
In [12]:
import pandas as pd
metrics_df = pd.read_csv("/kaggle/working/ransomware_pe_detection/results/model_metrics_summary.csv")
metrics_df
Out[12]:
| model | accuracy | precision | recall | f1_score | roc_auc | training_time_seconds | prediction_time_total_seconds | prediction_time_per_sample_seconds | model_size_mb | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Random Forest | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.221209 | 0.123159 | 0.000285 | 3.309310 |
| 1 | XGBoost | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 2.423868 | 0.146523 | 0.000339 | 0.240390 |
| 2 | LightGBM | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.985309 | 0.020891 | 0.000048 | 0.179869 |
In [13]:
with open("/kaggle/working/ransomware_pe_detection/results/best_model_selection.txt", "r") as f:
print(f.read())
Best model selected: LightGBM
model accuracy precision recall f1_score roc_auc training_time_seconds prediction_time_total_seconds prediction_time_per_sample_seconds model_size_mb
LightGBM 1.0 1.0 1.0 1.0 1.0 0.985309 0.020891 0.000048 0.179869
Random Forest 1.0 1.0 1.0 1.0 1.0 1.221209 0.123159 0.000285 3.309310
XGBoost 1.0 1.0 1.0 1.0 1.0 2.423868 0.146523 0.000339 0.240390
In [14]:
import os
from pathlib import Path
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
ZIP_PATH = Path("/kaggle/working/ransomware_pe_detection_final_backup.zip")
print("ZIP exists:", ZIP_PATH.exists())
print("ZIP path:", ZIP_PATH)
for folder in ["figures", "shap_outputs", "models", "outputs", "data"]:
folder_path = PROJECT_DIR / folder
print(f"\n{folder}/")
if folder_path.exists():
for file in os.listdir(folder_path):
print(" -", file)
else:
print("Not found")
ZIP exists: True ZIP path: /kaggle/working/ransomware_pe_detection_final_backup.zip figures/ - comparison_recall.png - comparison_precision.png - class_distribution.png - lightgbm_roc_curve.png - comparison_f1_score.png - xgboost_confusion_matrix.png - random_forest_confusion_matrix.png - random_forest_feature_importance.png - comparison_prediction_time_per_sample_seconds.png - xgboost_feature_importance.png - comparison_roc_auc.png - random_forest_roc_curve.png - combined_roc_curve.png - comparison_training_time_seconds.png - comparison_model_size_mb.png - lightgbm_feature_importance.png - lightgbm_confusion_matrix.png - comparison_accuracy.png - xgboost_roc_curve.png shap_outputs/ - shap_beeswarm_best_model.png - shap_summary_bar_best_model.png - shap_feature_importance_best_model.csv - top_shap_features_best_model.png models/ - lightgbm_model.pkl - xgboost_model.pkl - random_forest_model.pkl outputs/ - feature_summary_statistics.csv - dataset_columns.csv - target_binary_mapping_evidence.csv - selected_feature_names.csv - experiment_summary.txt - raw_dataset_preview.csv - class_distribution.csv - dataset_basic_info.json - original_target_family_distribution.csv data/ - processed_pe_header_dataset.csv
In [15]:
import os
shap_dir = "/kaggle/working/ransomware_pe_detection/shap_outputs"
print(os.listdir(shap_dir))
['shap_beeswarm_best_model.png', 'shap_summary_bar_best_model.png', 'shap_feature_importance_best_model.csv', 'top_shap_features_best_model.png']
In [16]:
import pandas as pd
from pathlib import Path
feature_path = "/kaggle/working/ransomware_pe_detection/outputs/selected_feature_names.csv"
features = pd.read_csv(feature_path)
leakage_words = ["family", "label", "class", "target", "malware", "ransomware", "benign", "name", "hash"]
suspect = features[features["feature_names"].str.lower().apply(lambda x: any(w in x for w in leakage_words))]
suspect
Out[16]:
| feature_names |
|---|
In [17]:
# ============================================================
# Additional Validation: 5-Fold Stratified Cross-Validation
# Saves CV results, figure, and updates final ZIP
# ============================================================
import os
import time
import pickle
import shutil
from pathlib import Path
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.model_selection import StratifiedKFold, cross_validate
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import make_scorer, accuracy_score, precision_score, recall_score, f1_score, roc_auc_score
try:
from xgboost import XGBClassifier
XGBOOST_AVAILABLE = True
except Exception as e:
XGBOOST_AVAILABLE = False
print("XGBoost not available:", e)
try:
from lightgbm import LGBMClassifier
LIGHTGBM_AVAILABLE = True
except Exception as e:
LIGHTGBM_AVAILABLE = False
print("LightGBM not available:", e)
PROJECT_DIR = Path("/kaggle/working/ransomware_pe_detection")
DATA_DIR = PROJECT_DIR / "data"
RESULT_DIR = PROJECT_DIR / "results"
FIG_DIR = PROJECT_DIR / "figures"
OUTPUT_DIR = PROJECT_DIR / "outputs"
LOG_DIR = PROJECT_DIR / "logs"
for d in [DATA_DIR, RESULT_DIR, FIG_DIR, OUTPUT_DIR, LOG_DIR]:
d.mkdir(parents=True, exist_ok=True)
LOG_FILE = LOG_DIR / "run_log.txt"
def log(msg):
print(msg)
with open(LOG_FILE, "a", encoding="utf-8") as f:
f.write(str(msg) + "\n")
# Load processed dataset if X and y are not already available
processed_path = DATA_DIR / "processed_pe_header_dataset.csv"
if "X" not in globals() or "y" not in globals():
if processed_path.exists():
processed_df = pd.read_csv(processed_path)
X = processed_df.drop(columns=["target"])
y = processed_df["target"].astype(int)
log("Loaded processed dataset from saved CSV.")
else:
raise FileNotFoundError("Processed dataset not found. Run the main training cell first.")
log("\n============================================================")
log("Running 5-Fold Stratified Cross-Validation")
log("============================================================")
log(f"Feature matrix shape: {X.shape}")
log(f"Target distribution:\n{pd.Series(y).value_counts().sort_index()}")
# Define models again for cross-validation
cv_models = {}
cv_models["Random Forest"] = RandomForestClassifier(
n_estimators=300,
max_depth=None,
min_samples_split=2,
random_state=42,
n_jobs=-1,
class_weight="balanced"
)
if XGBOOST_AVAILABLE:
cv_models["XGBoost"] = XGBClassifier(
n_estimators=300,
learning_rate=0.05,
max_depth=4,
subsample=0.8,
colsample_bytree=0.8,
objective="binary:logistic",
eval_metric="logloss",
random_state=42,
n_jobs=-1
)
if LIGHTGBM_AVAILABLE:
cv_models["LightGBM"] = LGBMClassifier(
n_estimators=300,
learning_rate=0.05,
num_leaves=31,
random_state=42,
n_jobs=-1,
verbose=-1
)
cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)
scoring = {
"accuracy": "accuracy",
"precision": "precision",
"recall": "recall",
"f1": "f1",
"roc_auc": "roc_auc"
}
cv_rows = []
cv_fold_rows = []
for model_name, model in cv_models.items():
log(f"\nCross-validating: {model_name}")
cv_result = cross_validate(
model,
X,
y,
cv=cv,
scoring=scoring,
return_train_score=True,
n_jobs=-1
)
for fold_idx in range(5):
cv_fold_rows.append({
"model": model_name,
"fold": fold_idx + 1,
"train_accuracy": cv_result["train_accuracy"][fold_idx],
"test_accuracy": cv_result["test_accuracy"][fold_idx],
"train_precision": cv_result["train_precision"][fold_idx],
"test_precision": cv_result["test_precision"][fold_idx],
"train_recall": cv_result["train_recall"][fold_idx],
"test_recall": cv_result["test_recall"][fold_idx],
"train_f1": cv_result["train_f1"][fold_idx],
"test_f1": cv_result["test_f1"][fold_idx],
"train_roc_auc": cv_result["train_roc_auc"][fold_idx],
"test_roc_auc": cv_result["test_roc_auc"][fold_idx],
"fit_time": cv_result["fit_time"][fold_idx],
"score_time": cv_result["score_time"][fold_idx]
})
cv_rows.append({
"model": model_name,
"accuracy_mean": np.mean(cv_result["test_accuracy"]),
"accuracy_std": np.std(cv_result["test_accuracy"]),
"precision_mean": np.mean(cv_result["test_precision"]),
"precision_std": np.std(cv_result["test_precision"]),
"recall_mean": np.mean(cv_result["test_recall"]),
"recall_std": np.std(cv_result["test_recall"]),
"f1_mean": np.mean(cv_result["test_f1"]),
"f1_std": np.std(cv_result["test_f1"]),
"roc_auc_mean": np.mean(cv_result["test_roc_auc"]),
"roc_auc_std": np.std(cv_result["test_roc_auc"]),
"fit_time_mean": np.mean(cv_result["fit_time"]),
"score_time_mean": np.mean(cv_result["score_time"])
})
log(
f"{model_name}: "
f"Accuracy={np.mean(cv_result['test_accuracy']):.4f} ± {np.std(cv_result['test_accuracy']):.4f}, "
f"F1={np.mean(cv_result['test_f1']):.4f} ± {np.std(cv_result['test_f1']):.4f}, "
f"AUC={np.mean(cv_result['test_roc_auc']):.4f} ± {np.std(cv_result['test_roc_auc']):.4f}"
)
cv_summary_df = pd.DataFrame(cv_rows)
cv_folds_df = pd.DataFrame(cv_fold_rows)
cv_summary_df.to_csv(RESULT_DIR / "cross_validation_summary.csv", index=False)
cv_folds_df.to_csv(RESULT_DIR / "cross_validation_fold_details.csv", index=False)
log("\nCross-validation summary:")
log(cv_summary_df.to_string(index=False))
# Plot CV comparison for F1 and AUC
plt.figure(figsize=(7, 4))
plt.bar(cv_summary_df["model"], cv_summary_df["f1_mean"])
plt.title("5-Fold Cross-Validation F1-score Comparison")
plt.xlabel("Model")
plt.ylabel("Mean F1-score")
plt.ylim(0, 1)
plt.tight_layout()
plt.savefig(FIG_DIR / "cv_f1_score_comparison.png", dpi=300)
plt.close()
plt.figure(figsize=(7, 4))
plt.bar(cv_summary_df["model"], cv_summary_df["roc_auc_mean"])
plt.title("5-Fold Cross-Validation ROC-AUC Comparison")
plt.xlabel("Model")
plt.ylabel("Mean ROC-AUC")
plt.ylim(0, 1)
plt.tight_layout()
plt.savefig(FIG_DIR / "cv_roc_auc_comparison.png", dpi=300)
plt.close()
# Save short interpretation note
interpretation = """
Cross-Validation Interpretation Note
A 5-fold stratified cross-validation was conducted to check whether the initial train-test split results were stable.
This additional validation is important because the first experiment produced perfect classification scores.
If the cross-validation results also remain high, this suggests that the PE header feature dataset is strongly separable.
However, the result should still be interpreted cautiously because the experiment is based on a public static feature dataset,
and real-world ransomware samples may show more variation, packing, obfuscation or distribution shift.
"""
with open(OUTPUT_DIR / "cross_validation_interpretation_note.txt", "w", encoding="utf-8") as f:
f.write(interpretation)
# Update final ZIP
ZIP_BASE = "/kaggle/working/ransomware_pe_detection_final_backup"
zip_path = shutil.make_archive(ZIP_BASE, "zip", PROJECT_DIR)
log("\nCross-validation completed and final ZIP updated:")
log(zip_path)
print("\n============================================================")
print("CROSS-VALIDATION DONE")
print("Updated ZIP:")
print(zip_path)
print("============================================================")
============================================================
Running 5-Fold Stratified Cross-Validation
============================================================
Feature matrix shape: (2157, 1020)
Target distribution:
binary_target
0 1134
1 1023
Name: count, dtype: int64
Cross-validating: Random Forest
Random Forest: Accuracy=0.9981 ± 0.0017, F1=0.9981 ± 0.0018, AUC=1.0000 ± 0.0000
Cross-validating: XGBoost
XGBoost: Accuracy=1.0000 ± 0.0000, F1=1.0000 ± 0.0000, AUC=1.0000 ± 0.0000
Cross-validating: LightGBM
LightGBM: Accuracy=1.0000 ± 0.0000, F1=1.0000 ± 0.0000, AUC=1.0000 ± 0.0000
Cross-validation summary:
model accuracy_mean accuracy_std precision_mean precision_std recall_mean recall_std f1_mean f1_std roc_auc_mean roc_auc_std fit_time_mean score_time_mean
Random Forest 0.998147 0.001733 0.997097 0.003867 0.999024 0.001951 0.998054 0.001818 0.999991 1.719136e-05 3.348960 0.381419
XGBoost 1.000000 0.000000 1.000000 0.000000 1.000000 0.000000 1.000000 0.000000 1.000000 4.965068e-17 4.399822 0.425220
LightGBM 1.000000 0.000000 1.000000 0.000000 1.000000 0.000000 1.000000 0.000000 1.000000 4.965068e-17 107.965739 0.152696
Cross-validation completed and final ZIP updated:
/kaggle/working/ransomware_pe_detection_final_backup.zip
============================================================
CROSS-VALIDATION DONE
Updated ZIP:
/kaggle/working/ransomware_pe_detection_final_backup.zip
============================================================
In [18]:
import os
fig_dir = "/kaggle/working/ransomware_pe_detection/figures"
shap_dir = "/kaggle/working/ransomware_pe_detection/shap_outputs"
print("Figures:")
for f in os.listdir(fig_dir):
print("-", f)
print("\nSHAP outputs:")
for f in os.listdir(shap_dir):
print("-", f)
Figures: - comparison_recall.png - comparison_precision.png - class_distribution.png - lightgbm_roc_curve.png - comparison_f1_score.png - xgboost_confusion_matrix.png - random_forest_confusion_matrix.png - cv_roc_auc_comparison.png - random_forest_feature_importance.png - cv_f1_score_comparison.png - comparison_prediction_time_per_sample_seconds.png - xgboost_feature_importance.png - comparison_roc_auc.png - random_forest_roc_curve.png - combined_roc_curve.png - comparison_training_time_seconds.png - comparison_model_size_mb.png - lightgbm_feature_importance.png - lightgbm_confusion_matrix.png - comparison_accuracy.png - xgboost_roc_curve.png SHAP outputs: - shap_beeswarm_best_model.png - shap_summary_bar_best_model.png - shap_feature_importance_best_model.csv - top_shap_features_best_model.png
In [ ]: