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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Azure PowerShell is referenced as the primary method for connecting to Azure Resource Manager and for removing GPU extensions, with no mention of equivalent Linux CLI or Bash commands. Troubleshooting steps and extension installation instructions prioritize Windows (e.g., enabling TLS 1.2 on Windows 2016 VHD), while Linux-specific guidance (such as for Red Hat images) is brief and secondary. There are no explicit Linux command-line examples or references to Linux-native tools, and Windows-specific issues are highlighted before Linux equivalents.
Recommendations
  • Include Azure CLI and Bash examples for connecting to Azure Resource Manager and managing VM extensions, alongside PowerShell instructions.
  • Provide explicit Linux command-line instructions for removing GPU extensions, such as using Azure CLI or REST API.
  • Balance troubleshooting guidance by including common Linux VM issues and their resolutions, not just Windows-specific problems.
  • Ensure that Linux examples (e.g., for Ubuntu, CentOS, Red Hat) are given equal prominence and detail as Windows examples.
  • When referencing tools or commands, mention both Windows and Linux equivalents, and avoid presenting Windows-first unless there is a technical reason.
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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
2026-01-11 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