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
Summary
The documentation is generally cross-platform and references both Windows and Linux environments for HDInsight clusters and transformation activities. However, the only linked tutorial at the end is specifically for Spark transformation using PowerShell, which is Windows-centric. There is a slight tendency to mention Windows in cluster descriptions ("Windows/Linux-based HDInsight cluster") with Windows listed first. No Linux/macOS-specific examples or CLI alternatives are provided in the main page.
Recommendations
  • Add tutorials or example links for transforming data using Bash, Azure CLI, or other cross-platform tools alongside PowerShell.
  • When referencing environments, alternate or randomize the order of 'Windows/Linux' to avoid subtle prioritization.
  • Ensure that for every PowerShell-based example or tutorial, a Linux/macOS-friendly alternative (e.g., Bash, Azure CLI, Python SDK) is provided or linked.
  • Explicitly mention platform parity where applicable, reassuring users that all features are available on Linux/macOS unless otherwise noted.
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Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
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