Hello there,
Do you have audit software on the device?
Open the Event Viewer and search the security log for event ID 4656 with a task category of "File System" or "Removable Storage" and the string "Accesses: DELETE".
Review the report. The "Subject: Security ID" field will show who deleted each file.
For your situation, I would recommend using the Procmon tool to identify the process of deleting the Event Viewer logs.
Process Monitor is an advanced monitoring tool for Windows that shows real-time file system, Registry and process/thread activity. You can get the tool from here https://docs.microsoft.com/en-us/sysinternals/downloads/procmon
System Monitor (Sysmon) is a Windows system service and device driver that, once installed on a system, remains resident across system reboots to monitor and log system activity to the Windows event log.You can get the tool from here https://docs.microsoft.com/en-us/sysinternals/downloads/sysmon
Hope this resolves your Query !!
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