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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools (Visual Studio Code, Visual Studio Tools, Power BI, Excel), referencing Windows authentication patterns (Active Directory, AAD-DS), and omitting explicit Linux or cross-platform command-line examples (e.g., no Linux shell, SSH, or non-Windows editor instructions). Linux equivalents and usage patterns are not described or are only implied, and Windows tools are mentioned before any Linux alternatives.
Recommendations
  • Add explicit instructions and examples for accessing and managing clusters from Linux environments, including using Linux-native editors (e.g., Vim, Emacs) and command-line tools.
  • Provide examples for connecting to clusters using Linux shell commands (e.g., SSH, Beeline from Linux terminal) and clarify any platform-specific prerequisites.
  • Mention cross-platform alternatives to Windows-only tools (e.g., alternatives to Visual Studio Tools, Power BI) and ensure parity in documentation for both Windows and Linux users.
  • Clarify which steps and tools are platform-agnostic and which are Windows-specific, and provide guidance for macOS users where relevant.
  • Include screenshots or walkthroughs from Linux environments (e.g., Ambari UI accessed from Firefox on Ubuntu) to demonstrate parity.
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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