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
missing_linux_example
windows_first
Summary
The documentation page shows evidence of Windows bias in its examples and terminology. The JSON sample exclusively uses Windows-style executables (e.g., MyMapper.exe, MyReducer.exe), which are not portable to Linux-based Hadoop clusters. There are no examples or mentions of Linux-compatible scripts (e.g., Python, Bash, or Java JARs), nor is there guidance for users running on Linux clusters, which are the default for HDInsight. The tutorial link references PowerShell, a Windows-centric tool, before any cross-platform alternatives.
Recommendations
  • Provide Linux-compatible examples, such as Python scripts, shell scripts, or Java JARs for mapper and reducer.
  • Explicitly mention that HDInsight clusters are Linux-based by default and clarify executable requirements.
  • Include cross-platform instructions and examples (e.g., using Bash, Python, or Java) alongside any Windows-specific ones.
  • Reference cross-platform tools (e.g., Azure CLI, Bash) before or alongside PowerShell in tutorials and guidance.
  • Add notes about file permissions and script execution for Linux environments.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets