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 several forms of Windows bias. In sections describing how to generate wheel files, Windows is mentioned first and in more detail for Python 3.8, with explicit instructions to use a Windows machine, while the Linux equivalent is only provided for Python 3.10. The PowerShell cmdlets for managing Python packages are presented without any Linux/CLI/az CLI alternatives, reinforcing a Windows-centric approach. There are no examples or guidance for managing packages using Linux-native tools or cross-platform command-line interfaces, and the documentation assumes familiarity with Windows conventions and tooling.
Recommendations
  • Provide equivalent Linux-based instructions and examples for all package management tasks, including generating wheel files for Python 3.8.
  • Include az CLI or REST API examples alongside PowerShell cmdlets to ensure cross-platform accessibility.
  • Explicitly mention when steps are platform-specific and offer alternatives for other platforms.
  • Reorder sections or examples so that Linux and Windows are given equal prominence, or present them in parallel tabs.
  • Clarify which steps are applicable to both Windows and Linux, and avoid assuming the user is on Windows by default.
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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