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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. All code samples, configuration snippets, and step-by-step instructions use Windows tools (MS-MPI, cmd.exe, Visual Studio), and Batch .NET APIs. Linux alternatives (Intel MPI, Python, Bash) are mentioned only in passing, with no concrete examples or walkthroughs. The guide assumes Windows as the default environment, and Linux support is relegated to notes and external links.
Recommendations
  • Provide parallel Linux-focused code samples using Bash, Python, and Intel MPI.
  • Include explicit instructions for creating Linux pools, installing Intel MPI, and running MPI applications on Linux nodes.
  • Offer a Linux walkthrough (e.g., using Python SDK, shell scripts) alongside the Windows/.NET example.
  • Reference Linux tools and patterns (e.g., mpirun, apt/yum installation) before or alongside Windows equivalents.
  • Add a Linux code sample repository link and highlight its usage in the main flow, not just as a tip.
  • Balance the use of Windows and Linux terminology and tools throughout the documentation.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets