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 Linux CLI alternatives. Troubleshooting and extension installation instructions prioritize Windows (e.g., specific Windows 2016 VHD steps), and PowerShell cmdlets are given without Bash or Azure CLI equivalents. Linux-specific instructions are only briefly mentioned (e.g., Red Hat image note), and there is a lack of parity in example commands and tooling for Linux users.
Recommendations
  • Provide equivalent instructions and examples for Linux users, such as using Azure CLI or Bash scripts for connecting to Resource Manager and managing extensions.
  • Include Linux-specific troubleshooting steps and highlight any differences in extension installation or management.
  • When referencing PowerShell cmdlets, also provide the corresponding Azure CLI or Bash commands.
  • Ensure that both Windows and Linux workflows are presented side-by-side, or use tabs to separate instructions for each platform.
  • Explicitly mention supported Linux distributions and provide guidance for common scenarios (e.g., Ubuntu, CentOS, Red Hat) where relevant.
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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