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 bias toward Windows environments. The only VM image referenced in the Python example is a Windows 11 image, with no mention of Linux alternatives. Connection profiles are configured for RDP (Windows remote desktop) rather than SSH (Linux remote access). In the 'Next steps' section, only Azure PowerShell and Az.LabServices cmdlets (Windows-centric tools) are mentioned, with no reference to Bash, CLI, or Linux-native tooling. There are no examples or guidance for creating Linux-based labs or using Linux tools.
Recommendations
  • Provide examples using Linux VM images (e.g., Ubuntu, CentOS) in addition to Windows.
  • Show how to configure SSH access in the connection profile for Linux labs.
  • Include references and links to Azure CLI and Bash scripting for lab management.
  • Mention Linux-compatible authentication and management approaches in prerequisites and next steps.
  • Ensure parity in documentation by offering both Windows and Linux scenarios for lab creation, management, and cleanup.
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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