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
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits mild Windows bias. Windows tools (Azure PowerShell, Windows PowerShell cmdlets) are mentioned as cluster setup options and as script action mechanisms, sometimes before or alongside Linux alternatives (Azure CLI, cURL). The 'Related content' section highlights working from a Windows PC, but does not equally highlight Linux/macOS workflows. No explicit Linux/macOS command-line examples are shown, and PowerShell is referenced more than Bash or Linux-native tools.
Recommendations
  • Add explicit Linux/macOS command-line examples (e.g., Bash, Azure CLI) in relevant sections.
  • Ensure Linux tools (Azure CLI, cURL) are mentioned before or alongside Windows tools.
  • Include a 'Work in Apache Hadoop on HDInsight from a Linux/macOS PC' link in Related content.
  • Clarify that script actions can be invoked from Linux environments using Azure CLI or REST, not just Windows PowerShell.
  • Balance references to Windows and Linux 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
2026-01-11 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
2025-09-06 00:00 #103 completed 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased