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_first
windows_tools
Summary
The documentation page demonstrates a Windows bias by listing PowerShell as the first utility for scaling clusters, providing explicit PowerShell cmdlet examples, and referencing Windows-style paths in some command snippets. While Azure CLI and SSH/bash commands are included, the prominence and ordering of PowerShell and Windows tools suggest a Windows-centric approach. There is also a lack of explicit Linux-specific guidance or parity in some sections, such as not providing Linux command-line equivalents for all PowerShell actions.
Recommendations
  • List Azure CLI before PowerShell in the utilities table, as CLI is cross-platform and more commonly used on Linux.
  • Provide explicit Linux/bash command examples wherever PowerShell examples are given, ensuring parity.
  • Avoid using Windows-style paths (e.g., %HBASE_HOME%\bin) in command snippets; use Linux-style paths or provide both.
  • Clarify that all command-line examples (e.g., SSH, hadoop fs, hdfs dfsadmin) are intended for Linux environments, and provide any necessary Windows equivalents if relevant.
  • Add a section or note highlighting Linux usage patterns and tools, ensuring Linux users feel equally supported.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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

Flagged Code Snippets