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
windows_tools
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-centric images (e.g., Windows 11), only showing examples for Windows-based virtual machines, and mentioning Windows tools (PowerShell, Az.LabServices cmdlets) in the 'Next steps' section without Linux or cross-platform alternatives. There are no examples or guidance for creating or managing Linux-based labs, nor are Linux tools or shell commands referenced.
Recommendations
  • Include examples for creating labs with Linux-based images (e.g., Ubuntu, CentOS) in the Python code samples.
  • Mention and provide links to Linux command-line tools (such as Azure CLI) and relevant documentation alongside PowerShell references.
  • In the 'Next steps' section, add resources for managing labs using Azure CLI and Bash scripts, not just PowerShell.
  • Ensure that code samples and explanations are platform-agnostic or provide parallel instructions for both Windows and Linux environments.
  • Explicitly state that the instructions and SDK usage are cross-platform, and highlight any OS-specific considerations.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets