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 by referencing PowerShell and the Azure Portal as primary management interfaces, mentioning PowerShell before alternatives, and omitting explicit Linux shell or cross-platform command-line examples for cluster and security group management. While the client sample uses Python (cross-platform), administrative instructions and references favor Windows-centric tools and workflows.
Recommendations
  • Provide equivalent Linux shell (bash) and Azure CLI examples for all administrative tasks, such as registering applications, managing security groups, and cluster creation.
  • Explicitly mention that the Python client sample works on both Windows and Linux, and provide Linux-specific instructions for installing dependencies and running the script.
  • Include references to Linux tools and workflows (e.g., Azure CLI, bash scripts) alongside or before Windows/PowerShell instructions.
  • Add curl examples using bash syntax, and clarify usage on Linux systems.
  • Review all screenshots and instructions to ensure they are not Windows/PowerShell specific, or provide Linux alternatives where appropriate.
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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