Anamoly-USBFileCopiesfromUserswithAnamolousDownloads.kql

//Searches OfficeActivity table for anomalies in download actions and then retrives all USB file copy events by those users over the last week
let starttime = 7d;
let timeframe = 30m;
let operations = dynamic(["FileSyncDownloadedFull", "FileDownloaded"]);
let outlierusers=
    OfficeActivity
    | where TimeGenerated > ago(starttime)
    | where Operation in (['operations'])
    | extend UserPrincipalName = UserId
    | project TimeGenerated, UserPrincipalName
    | order by TimeGenerated
    | summarize Events=count()by UserPrincipalName, bin(TimeGenerated, timeframe)
    | summarize EventCount=make_list(Events), TimeGenerated=make_list(TimeGenerated) by UserPrincipalName
    | extend outliers=series_decompose_anomalies(EventCount, 3)
    | mv-expand TimeGenerated, EventCount, outliers
    | where outliers == 1
    | distinct UserPrincipalName;
let id=
    IdentityInfo
    | where AccountUPN in (outlierusers)
    | where TimeGenerated > ago (21d)
    | summarize arg_max(TimeGenerated, *) by AccountName
    | extend LoggedOnUser = AccountName
    | project LoggedOnUser, AccountUPN, JobTitle, EmployeeId, Country, City
    | join kind=inner 
        (
        DeviceInfo
        | where TimeGenerated > ago (21d)
        | summarize arg_max(TimeGenerated, *) by DeviceName
        | extend LoggedOnUser = tostring(LoggedOnUsers[0].UserName)
        )
        on LoggedOnUser
    | project LoggedOnUser, AccountUPN, JobTitle, Country, DeviceName, EmployeeId;
DeviceEvents
| where TimeGenerated > ago(7d)
| join kind=inner id on DeviceName
| where ActionType == "UsbDriveMounted"
| extend DriveLetter = tostring(todynamic(AdditionalFields).DriveLetter)
| join kind=inner (DeviceFileEvents
    | where TimeGenerated > ago(7d)
    | extend FileCopyTime = TimeGenerated
    | where ActionType == "FileCreated"
    | parse FolderPath with DriveLetter '\\' *
    | extend DriveLetter = tostring(DriveLetter)
    )
    on DeviceId, DriveLetter
| extend FileCopied = FileName1
| distinct
    DeviceName,
    DriveLetter,
    FileCopied,
    LoggedOnUser,
    AccountUPN,
    JobTitle,
    EmployeeId,
    Country