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 areas. For Python 3.8, instructions and examples are provided for Windows environments first and exclusively, such as generating wheel files using a Windows machine and referencing Windows-specific wheel filenames. PowerShell cmdlets are heavily featured for package management, with no Linux CLI or Bash alternatives shown. There is a lack of parity in examples for Linux users, especially for Hybrid Runbook Workers running on Linux, and Windows tools/patterns are mentioned without Linux equivalents.
Recommendations
  • Provide Linux-based examples for Python 3.8 package preparation, including wheel file generation on Linux.
  • Include Bash or Azure CLI equivalents for PowerShell cmdlets used to manage Python packages.
  • Mention Linux-specific wheel filename patterns and clarify when Windows or Linux environments are required.
  • Ensure instructions for both Windows and Linux environments are presented in parallel, not Windows-first.
  • Add guidance for managing packages on Linux Hybrid Runbook Workers, including troubleshooting and environment setup.
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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