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
Summary
The documentation 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/macOS CLI alternatives. The troubleshooting section specifically calls out Windows 2016 VHD requirements. While Linux is mentioned (e.g., Red Hat image note, Linux tab for GPU extension install), Windows tools and patterns are generally presented first or exclusively, and Linux/macOS users may need to infer equivalent steps.
Recommendations
  • Explicitly document Linux/macOS alternatives for connecting to Azure Resource Manager (e.g., Azure CLI commands).
  • Provide instructions for removing GPU extensions using Azure CLI or REST API, not just Azure PowerShell.
  • Ensure that examples and troubleshooting steps are provided for both Windows and Linux VMs where relevant.
  • Where Windows-specific requirements are listed (e.g., TLS 1.2 for Windows 2016), add any Linux-specific caveats or confirm none exist.
  • Present cross-platform instructions in parallel, or alternate which platform is shown first.
GitHub Create Pull Request

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