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
powershell_heavy
windows_first
windows_tools
Summary
The documentation page demonstrates Windows bias by presenting PowerShell as the first method for updating partition count, referencing Windows-specific tools (PowerShell, .NET SDK with WindowsAzure.ServiceBus), and mentioning Windows-centric patterns before cross-platform alternatives. While Azure CLI and Apache Kafka CLI are included, the prominence and ordering of Windows tools and examples suggest a bias toward Windows environments.
Recommendations
  • Present cross-platform methods (such as Azure CLI and Kafka CLI) before or alongside Windows-specific methods like PowerShell.
  • Include explicit Linux/macOS usage notes or examples for CLI commands, demonstrating parity across operating systems.
  • Reference .NET SDKs in a platform-neutral way, and mention Java, Python, or other SDKs that are commonly used on Linux.
  • Avoid using Windows-specific terminology (e.g., 'PowerShell') as the default or primary example; clarify that CLI commands work on all platforms.
  • Add guidance for Linux users on installing and using Azure CLI and Kafka tools.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets