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
powershell_heavy
Summary
The documentation provides clear, separate instructions for both Linux and Windows VM generalization. However, in the Windows section, PowerShell and Command Prompt examples are used, and the Windows steps are presented after the Linux steps. There is no evidence of missing Linux examples or Windows tools being mentioned exclusively. Both OSes are covered with parity, but Windows-specific tooling (PowerShell) is used for Windows steps, which is appropriate. The Linux section uses waagent and Azure CLI, which are cross-platform. The order of sections (Linux first) avoids 'windows_first' bias.
Recommendations
  • Ensure that Azure CLI commands for marking a VM as generalized are shown for Windows VMs, not just PowerShell.
  • Consider adding a note that Azure CLI can be used on Windows as well, for cross-platform parity.
  • Where possible, provide both Azure CLI and PowerShell examples for Windows VM generalization.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Clean Clean
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Clean Clean
2026-03-07 00:00 #464 in_progress Clean Clean
2026-03-06 00:00 #460 in_progress Clean Clean
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Clean Clean
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Clean Clean
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Clean Clean
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Clean Clean
2026-02-19 00:00 #400 in_progress Clean Clean
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Clean Clean
2026-02-15 00:00 #384 in_progress Clean Clean
2026-02-14 00:00 #380 in_progress Clean Clean
2026-02-13 00:00 #376 in_progress Clean Clean
2026-02-12 00:00 #372 in_progress Clean Clean
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Clean Clean
2026-02-08 00:00 #356 completed Clean Clean
2026-02-05 00:00 #344 completed Clean Clean
2026-02-04 00:00 #340 completed Clean Clean
2026-02-03 00:00 #336 completed Biased Biased

Flagged Code Snippets