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
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation displays a Windows bias in several ways. Windows and PowerShell examples are given exclusively for Python 3.8, with instructions and screenshots referencing Windows environments and tools first or only. Linux instructions are present for Python 3.10, but there is no parity for Linux-based management of Python 3.8 packages. PowerShell cmdlets are provided for package management, but there are no equivalent CLI or bash examples for Linux users. Windows terminology and tooling are referenced before or instead of Linux alternatives.
Recommendations
  • Provide Linux-based examples for Python 3.8 package management, including instructions for generating wheel files and importing packages using Linux tools.
  • Add Azure CLI or bash script equivalents for all PowerShell cmdlet examples, ensuring Linux users have clear guidance.
  • Present Windows and Linux instructions side-by-side or in tabs, rather than prioritizing Windows first.
  • Explicitly mention Linux support and limitations for Hybrid Runbook Workers and package management.
  • Review screenshots and UI references to ensure they are not Windows-specific unless necessary, and provide Linux alternatives where applicable.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets