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/Command Prompt examples are given, and the Windows steps include a PowerShell command to mark the VM as generalized, while the Linux section uses Azure CLI. The Windows section also appears after the Linux section, so 'windows_first' bias is minimal. Both OSes are covered, but Windows-specific tooling (PowerShell) is used for Windows, and Linux-specific tooling (waagent, SSH, Azure CLI) is used for Linux.
Recommendations
  • Consider adding Azure CLI equivalents for Windows VM generalization steps, so Windows users can use CLI if preferred.
  • Ensure parity in the depth of examples and explanations for both OSes.
  • Mention that Azure CLI can be used for both Linux and Windows VMs to mark them as generalized, if applicable.
  • If possible, provide cross-platform commands for marking VMs as generalized (e.g., Azure CLI for both).
GitHub Create Pull Request

Scan History

Date Scan Status Result
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