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 shows a Windows-first bias by providing only Windows-based examples for specifying images (e.g., 'cycle.image.win2022', 'MicrosoftWindowsServer:WindowsServer:2022-datacenter-g2:latest', 'Windows 2022 DataCenter') and omitting equivalent Linux examples. While the table lists both Linux and Windows images, the configuration snippets and guidance focus exclusively on Windows, with no Linux or cross-platform parity in the examples.
Recommendations
  • Provide Linux-based examples alongside Windows examples for specifying images using ImageName, URN, and labels (e.g., use 'cycle.image.ubuntu22' and 'Canonical:0001-com-ubuntu-server-focal:20_04-lts:latest').
  • Alternate the order of examples or present both Windows and Linux examples together to avoid implicit prioritization.
  • Include a note or section explicitly addressing Linux image usage and any platform-specific considerations.
  • Ensure that all configuration snippets and usage instructions demonstrate both Windows and Linux scenarios for parity.
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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
2026-01-12 00:00 #243 cancelled 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets