Process Execution Frequency Anomaly

Original query, unchanged.

let starttime = 14d;
let endtime = 1d;
let timeframe = 1h;
let TotalEventsThreshold = 5;
// Configure the list with sensitive process names 
let ExeList = dynamic(["powershell.exe","cmd.exe","wmic.exe","psexec.exe","cacls.exe","rundll32.exe"]);
let TimeSeriesData =
SecurityEvent
| where EventID == 4688 | extend Process = tolower(Process)
| where TimeGenerated between (startofday(ago(starttime))..startofday(ago(endtime)))
| where Process in~ (ExeList)
| project TimeGenerated, Computer, AccountType, Account, Process
| make-series Total=count() on TimeGenerated from startofday(ago(starttime)) to startofday(ago(endtime)) step timeframe by Process;
let TimeSeriesAlerts = materialize(TimeSeriesData
| extend (anomalies, score, baseline) = series_decompose_anomalies(Total, 1.5, -1, 'linefit')
| mv-expand Total to typeof(double), TimeGenerated to typeof(datetime), anomalies to typeof(double), score to typeof(double), baseline to typeof(long)
| where anomalies > 0
| project Process, TimeGenerated, Total, baseline, anomalies, score
| where Total > TotalEventsThreshold);
let AnomalyHours = materialize(TimeSeriesAlerts  | where TimeGenerated > ago(2d) | project TimeGenerated);
TimeSeriesAlerts
| where TimeGenerated > ago(2d)
| join (
SecurityEvent
| where TimeGenerated between (startofday(ago(starttime))..startofday(ago(endtime)))
| extend DateHour = bin(TimeGenerated, 1h) // create a new column and round to hour
| where DateHour in ((AnomalyHours)) //filter the dataset to only selected anomaly hours
| where EventID == 4688 | extend Process = tolower(Process)
| summarize CommandlineCount = count() by bin(TimeGenerated, 1h), Process, CommandLine, Computer, Account
) on Process, TimeGenerated
| project AnomalyHour = TimeGenerated, Computer, Account, Process, CommandLine, CommandlineCount, Total, baseline, anomalies, score
| extend timestamp = AnomalyHour, NTDomain = split(Account, '\\', 0)[0], Name = split(Account, '\\', 1)[0], HostName = tostring(split(Computer, '.', 0)[0]), DnsDomain = tostring(strcat_array(array_slice(split(Computer, '.'), 1, -1), '.'))