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
powershell_heavy
windows_tools
windows_first
Summary
The documentation page exhibits moderate Windows bias, primarily in the 'Customize HDInsight configs using Bootstrap' section, which provides only a PowerShell example using the AZ module for cluster configuration. There is no equivalent example for Linux/macOS users (e.g., Bash/CLI/ARM template), and the PowerShell approach is presented as the default. Additionally, references to Azure tools and modules are Windows-centric, and Windows-based configuration patterns are mentioned before Linux alternatives.
Recommendations
  • Provide equivalent Linux/macOS examples for cluster configuration, such as using Azure CLI, Bash scripts, or ARM templates.
  • Include explicit instructions or code samples for customizing HDInsight configs from Linux/macOS environments.
  • Balance the order of examples so that Linux and Windows approaches are presented together or Linux-first when appropriate.
  • Clarify that PowerShell is not required and mention cross-platform alternatives where possible.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets