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 demonstrates a Windows bias by exclusively using Visual Studio (a Windows-centric IDE) for all development steps, recommending Windows tools like Data Lake Tools for Visual Studio and Azure PowerShell, and providing step-by-step instructions for building, uploading, and running jobs via Visual Studio. Linux alternatives for development, file upload, and job submission are not described, even though the cluster itself is Linux-based. Only the Pig job section briefly mentions SSH, but no Linux-native development or upload workflow is covered.
Recommendations
  • Add instructions for building C# projects using cross-platform tools such as 'dotnet build' or MonoDevelop on Linux/macOS.
  • Provide examples for uploading .exe files using Azure CLI, azcopy, or SCP from Linux/macOS terminals.
  • Include steps for submitting Hive queries via SSH and command-line tools (e.g., Beeline, Hive CLI) on Linux, rather than only through Visual Studio.
  • Mention and demonstrate using VS Code or other cross-platform editors for development.
  • Reorder recommendations so that cross-platform and Linux-native tools are presented before or alongside Windows tools.
  • Clarify that Visual Studio is optional and highlight equivalent Linux workflows for all major steps.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets