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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias primarily by referencing PowerShell and Azure Portal for management tasks, mentioning PowerShell before any Linux alternatives, and omitting explicit Linux command-line examples for cluster creation and security group management. The only CLI sample for cluster creation is deferred to a separate page, and there is no mention of Linux-specific tools or shell commands for authentication or resource management. The Python sample is cross-platform, but the overall workflow and instructions assume a Windows-centric environment.
Recommendations
  • Add explicit Linux shell (bash) examples for authentication and resource management, such as using Azure CLI for security group registration and OAuth token retrieval.
  • Reference Azure CLI and bash commands alongside PowerShell in all relevant sections, not just in a separate tutorial.
  • Include instructions for managing Microsoft Entra security groups and application registration using Azure CLI or REST API, with Linux-friendly command syntax.
  • Ensure that all screenshots and workflow descriptions are platform-neutral or provide alternatives for Linux users.
  • Clarify that the Python sample is cross-platform and provide Linux-specific instructions for installing dependencies and running the sample.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean

Flagged Code Snippets