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
Summary
The documentation page subtly prioritizes Windows-centric tools and workflows. While the main quickstart is platform-agnostic (browser-based Zeppelin), the 'Next steps' section promotes Visual Studio and Data Lake Tools for Visual Studio, which are primarily Windows tools. Additionally, the cleanup section lists 'browser, PowerShell, or the Azure CLI' for deleting clusters, mentioning PowerShell (a Windows tool) before Azure CLI (cross-platform), and does not mention Bash or Linux-native alternatives.
Recommendations
  • In the 'Clean up resources' section, mention Bash or Linux shell commands for deleting clusters, or clarify that Azure CLI can be used from any platform.
  • In 'Next steps', provide links to cross-platform or Linux-friendly tools (such as VS Code, Jupyter Notebooks, or CLI-based Hive clients) alongside or before Visual Studio.
  • Ensure that any references to PowerShell or Visual Studio are balanced with Linux/macOS equivalents or alternatives.
  • Explicitly state when instructions are platform-agnostic, and provide OS-specific notes where relevant.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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 Clean Clean
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