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
missing_linux_example
Summary
The documentation page provides a balanced technical overview of HBv3-series VMs, but there is evidence of Windows bias in the 'Recommended OS for Performance' row, which lists Windows Server 2019+ before any Linux recommendation. Additionally, while Linux is referenced (e.g., lstopo output, supported OSes), there are no explicit Linux performance recommendations or examples for Linux-specific tuning, and the only OS recommendation for performance is Windows. The page also includes a note about unsupported Windows versions, but does not provide equivalent Linux caveats or guidance.
Recommendations
  • Add explicit Linux performance recommendations alongside Windows Server 2019+, e.g., 'Recommended OS for Performance: Windows Server 2019+, RHEL 8+, Ubuntu 20.04+'.
  • Provide Linux-specific tuning guidance or references, such as kernel parameters or NUMA optimization tips.
  • Include Linux caveats or notes similar to the Windows Server 2012 R2 support note, e.g., minimum kernel versions for high core counts.
  • Ensure that examples and recommendations are presented in parallel for both Windows and Linux, rather than listing Windows first.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-12 00:00 #239 in_progress Clean Clean
2026-01-14 01:31 #124 completed Biased Biased
2026-01-13 06:17 #109 completed Biased Biased
2026-01-12 00:00 #101 completed Biased Biased
2026-01-10 00:00 #94 completed Clean Clean
2026-01-09 19:00 #91 completed Biased Biased
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets