Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
windows_tools
windows_examples
Summary
The documentation exhibits mild Windows bias, primarily through the use of Windows-centric terminology, examples, and field values. Windows is mentioned first and most frequently when discussing authentication event sources, device naming conventions, and example values (e.g., 'C:\Windows\System32\svchost.exe', 'DESKTOP-1282V4D', 'Contoso\DESKTOP-1282V4D', 'SID'). Protocol examples such as NTLM are Windows-specific, and username types like 'Windows' are highlighted. Linux/macOS equivalents, such as PAM authentication, UIDs, or typical Linux hostnames, are not provided as examples, nor are Linux/macOS-specific authentication protocols or patterns discussed.
Recommendations
  • Include Linux/macOS authentication event examples (e.g., PAM, SSH, Kerberos, SSSD).
  • Provide sample values for fields using Linux/macOS conventions (e.g., '/usr/bin/sshd', 'ubuntu-server', UIDs, FQDNs in Linux format).
  • Mention Linux/macOS authentication protocols and logon types alongside Windows-specific ones.
  • Clarify that the schema supports non-Windows systems and explicitly list common Linux/macOS sources.
  • Balance example values and terminology to reflect cross-platform environments.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
2026-01-21 00:00 #278 completed Clean Clean
2026-01-18 00:00 #266 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets