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
windows_first
missing_linux_example
Summary
The documentation demonstrates a Windows bias by prioritizing Windows-centric tools (such as Visual Studio Code, Power BI, Visual Studio Tools, and PowerShell) in examples and recommended access methods. Linux-native tools or workflows are not explicitly mentioned or illustrated, and there are no Linux-specific usage examples. The documentation assumes familiarity with Windows environments and omits equivalent Linux instructions or alternatives.
Recommendations
  • Include explicit Linux-native tool examples (e.g., using command-line Beeline, SSH, or Linux-based editors like Vim/Emacs) alongside or before Windows tools.
  • Provide Linux-specific instructions for connecting to clusters, managing users, and running jobs (e.g., using Linux shell commands instead of PowerShell or Visual Studio Tools).
  • Mention cross-platform alternatives to Windows-only tools (e.g., DBeaver or SquirrelSQL instead of Power BI for ODBC/JDBC connections).
  • Clarify that tools like VS Code and IntelliJ are cross-platform, and provide installation and usage notes for Linux users.
  • Add sample command-line workflows for Linux (e.g., submitting jobs via curl, using native Hadoop/Spark CLI 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
2025-09-16 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 Biased Biased

Flagged Code Snippets