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
Summary
The documentation page lists Windows PowerShell as a dedicated method for submitting MapReduce jobs, with a specific walkthrough link, while Linux/Unix/macOS users are directed to more generic SSH and Curl methods. The table highlights Windows PowerShell as a distinct Windows-only tool, and Windows is mentioned explicitly as a client OS for all methods. There are no Linux-specific tools (e.g., Bash scripts, Linux command-line utilities) or examples given, and Windows tooling is presented as a primary option for remote job submission.
Recommendations
  • Add Linux-specific examples, such as using Bash scripts or Linux command-line utilities to submit MapReduce jobs.
  • Provide parity in tooling walkthroughs: if there is a dedicated PowerShell guide, offer a dedicated Bash or shell script guide for Linux/macOS.
  • Avoid presenting Windows tools (PowerShell) as the only or primary remote submission method; ensure Linux methods are equally highlighted.
  • Include explicit Linux command examples for running MapReduce jobs, not just generic SSH or Curl references.
  • Clarify that all methods are cross-platform where applicable, and avoid segregating Windows tooling unless there is a unique capability.
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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 Clean Clean
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 Clean Clean
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

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