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
windows_tools
missing_linux_example
Summary
The documentation page exhibits mild Windows bias. Windows-specific features (such as Hybrid Benefit licensing and Secure Boot) are mentioned explicitly and sometimes before Linux equivalents. There is a lack of Linux-specific examples or guidance, and some attributes (e.g., KeyPairLocation) are ambiguous about Linux/Windows parity. No PowerShell or Windows CLI examples are present, but Windows licensing and features are referenced more often than Linux-specific ones.
Recommendations
  • Add explicit Linux examples, such as specifying SSH keys, Linux-specific image attributes, and Linux VM configuration patterns.
  • Balance the mention of Windows features (Hybrid Benefit, Secure Boot, VTPM) with equivalent Linux features, or clarify when features are Windows-only.
  • For attributes like KeyPairLocation, clarify usage for both Linux and Windows nodes, and provide examples for each.
  • Include sample templates or attribute tables that highlight Linux-specific scenarios (e.g., custom Jetpack installation, Linux Marketplace images).
  • Where Windows features are described, add notes about Linux alternatives or indicate if the feature is not applicable to Linux.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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

Flagged Code Snippets