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
windows_tools
Summary
The documentation page demonstrates a Windows bias by prominently featuring Microsoft-specific tools (.NET SDK and PowerShell) alongside curl. PowerShell, a Windows-centric tool, is given equal footing with curl, but there are no Linux shell or scripting examples (e.g., Bash). The .NET SDK is also Windows-oriented. Linux-native tools and workflows are missing or not mentioned, and the ordering of resources places Windows tools first.
Recommendations
  • Add examples using Bash scripts and Linux command-line tools (e.g., wget, native Hadoop CLI).
  • Include instructions for submitting jobs from Linux environments, not just Windows/PowerShell.
  • Reorder examples so that cross-platform tools (like curl) are listed first, followed by platform-specific tools.
  • Explicitly mention Linux compatibility and provide parity in examples for both Windows and Linux users.
  • Consider adding Python SDK examples, which are widely used on Linux.
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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
2025-07-12 23:44 #41 cancelled Biased Biased