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 provides troubleshooting steps and examples for both Windows and Linux in some areas (e.g., connectivity validation), but several sections show Windows bias. PowerShell and Windows-specific tools (PsPing, PowerShell cmdlets) are mentioned for critical troubleshooting tasks, while equivalent Linux commands or workflows are missing or less detailed. In some cases, Windows tools are listed before Linux alternatives, and Linux users are left to infer their own solutions.
Recommendations
  • For sections that use PowerShell to resolve VM NIC failed states, provide equivalent Azure CLI commands or REST API steps for Linux/macOS users.
  • Where Windows tools like PsPing and PowerShell Invoke-WebRequest are mentioned, add Linux equivalents (e.g., nc, curl, ss, telnet) with example usage.
  • Ensure troubleshooting steps (such as resource state recovery) include platform-neutral or cross-platform instructions, not just PowerShell or GUI.
  • When listing tools or commands, alternate the order or present both Linux and Windows options together to avoid Windows-first bias.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 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 Biased Biased
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