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_tools
powershell_heavy
windows_first
Summary
The documentation page exhibits a moderate Windows bias. Visual Studio (Windows-centric) is the only development environment mentioned for building C# applications, and the upload instructions rely on Data Lake Tools for Visual Studio. PowerShell is featured as the only scripted automation example. Linux parity is present in the job submission section, which uses SSH and Bash commands, but the overall workflow assumes Windows tools and patterns first.
Recommendations
  • Include instructions for building C# applications using cross-platform tools such as dotnet CLI and MonoDevelop, targeting Linux/macOS users.
  • Provide alternative upload methods (e.g., Azure CLI, azcopy, or Hadoop fs commands) for transferring files to HDInsight storage from Linux/macOS.
  • Add a Bash or Python example for automating job submission and result retrieval, alongside the PowerShell script.
  • Clarify that Visual Studio is optional and suggest cross-platform alternatives for development and deployment.
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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

Flagged Code Snippets