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
powershell_heavy
Summary
The documentation page exhibits mild Windows bias in troubleshooting examples, where Windows PowerShell commands (Test-NetConnection) are listed before Linux equivalents (nc). There are no Linux-specific tools or patterns mentioned elsewhere, and no Linux-first examples. However, the main REST API and ARM template examples use Ubuntu images, which is positive for Linux parity.
Recommendations
  • Present troubleshooting command examples for both Windows and Linux side-by-side, or alternate which OS is listed first.
  • Include more Linux-specific tools (e.g., curl, telnet) in troubleshooting sections.
  • Add explicit Linux CLI (bash) examples for common tasks, such as connecting to compute nodes, in addition to Windows/PowerShell.
  • Ensure that any references to Azure CLI or PowerShell are balanced, and provide parity in example depth and clarity.
  • Consider adding a dedicated section for Linux users, highlighting best practices and common issues.
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Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Biased Biased
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 Biased Biased
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets