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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page exhibits a moderate Windows bias. Troubleshooting steps and examples reference Windows-specific tools (such as 'ps ping', 'netsh', and PowerShell usage with curl) without providing equivalent Linux commands or guidance. There are no Linux or cross-platform examples for network troubleshooting, and the only code/tooling examples are Windows-centric. The mention of PowerShell and Windows tools appears before or instead of Linux alternatives, and there is no mention of common Linux utilities (e.g., ping, traceroute, tcpdump, ip, netcat) for network diagnostics.
Recommendations
  • Provide equivalent Linux command-line examples alongside Windows/PowerShell commands (e.g., use 'ping', 'nc', 'ss', 'tcpdump', 'traceroute' for Linux).
  • When referencing tools like 'ps ping' or 'netsh', add corresponding Linux alternatives (e.g., 'ping', 'ss', 'tcpdump', 'ip route').
  • Avoid using only PowerShell-specific flags (such as '-DisableKeepalive') in examples; show how to achieve the same in Bash or Linux shells.
  • Explicitly mention that the troubleshooting steps apply to both Windows and Linux VMs, and clarify any OS-specific differences.
  • Include .NET examples for both Windows and Linux environments, or provide cross-platform code samples.
  • Balance the order of presentation so that Linux and Windows tools are mentioned together or in alternating order, rather than Windows-first.
GitHub Create Pull Request

Scan History

Date Scan Status Result
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased