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 exhibits subtle Windows bias. Windows-style environment variables (e.g., %HADOOP_HOME%) are referenced before Linux equivalents, and Windows-centric tools like Azure PowerShell are mentioned for data copy operations, while Linux-native alternatives are not equally highlighted. There are no explicit Linux shell or configuration examples for common tasks such as editing Hadoop configuration files or using Linux command-line tools for storage management. The page lacks parity in showing Linux-specific workflows or tools, and Windows patterns are presented as defaults.
Recommendations
  • Include Linux-style environment variable references (e.g., $HADOOP_HOME) alongside Windows ones.
  • Provide Linux shell command examples for editing configuration files, managing credentials, and interacting with storage.
  • Highlight Linux-native tools (such as az CLI, hdfs dfs, or shell scripting) for data migration and management, not just Azure PowerShell.
  • Ensure examples and instructions are presented for both Windows and Linux platforms, or clarify platform-specific differences.
  • Add explicit notes or sections for Linux users, especially for common administrative tasks and troubleshooting.
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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 Clean Clean
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 Clean Clean

Flagged Code Snippets