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
missing_linux_example
windows_tools
Summary
The documentation page exhibits a strong Windows bias. Most troubleshooting steps and command examples are provided exclusively in PowerShell, with Windows-centric syntax and patterns (e.g., use of variables like $var, ConvertTo-Json, Out-File, [Convert]::ToBase64String). Linux/Bash equivalents are missing for nearly all steps except the service group queries, which are presented in both Bash and PowerShell. Windows tools and workflows (PowerShell, Windows file encoding notes) are mentioned without Linux alternatives, and Windows commands are presented first or exclusively in most sections.
Recommendations
  • Provide Bash/Linux equivalents for all PowerShell commands, especially for az, kubectl, docker, and file manipulation steps.
  • Include Linux-specific instructions for file encoding and editing (e.g., using iconv, nano, or vim instead of Windows Notepad encoding advice).
  • Use cross-platform variable syntax in examples (e.g., $var for PowerShell, $var for Bash, and avoid Windows-only constructs like @{ } | ConvertTo-Json).
  • Explicitly state platform requirements or differences where applicable, and ensure troubleshooting steps are accessible to Linux users.
  • Review all command snippets to ensure they work on both Windows and Linux shells, or provide clear tabs/sections for each OS.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets