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
powershell_heavy
missing_linux_example
Summary
The documentation exhibits a Windows bias in several areas: Windows is mentioned first or exclusively in some sections, especially for Python 3.8; PowerShell cmdlets are provided for package management without Linux CLI or Bash equivalents; and Windows-specific instructions and terminology are used more prominently than Linux ones. Linux examples are present for Python 3.10, but Linux parity is lacking for Python 3.8 and for command-line tooling.
Recommendations
  • Provide equivalent Linux/Bash/Azure CLI examples for all PowerShell cmdlets shown, especially for Python 3.8 package management.
  • When describing how to generate wheel files, present Linux and Windows instructions side by side for both Python 3.8 and 3.10, rather than only Linux for 3.10 and only Windows for 3.8.
  • Avoid presenting Windows-specific instructions or tools (e.g., PowerShell) before or instead of cross-platform alternatives.
  • Clarify which steps are platform-specific and offer guidance for both Windows and Linux users throughout.
  • Where possible, use platform-neutral language and tooling, or clearly indicate when a step is only possible on one OS.
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
2026-01-12 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