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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell and Resource Manager templates for cluster creation, without mentioning or providing equivalent Linux command-line examples (e.g., Bash, CLI). Windows tools and patterns (PowerShell, Azure portal) are mentioned first and exclusively, while Linux-native approaches are absent.
Recommendations
  • Add examples for enabling auto topic creation using Linux command-line tools, such as Bash scripts or Azure CLI.
  • Mention Linux-based cluster creation workflows alongside PowerShell and Resource Manager templates.
  • Provide parity in instructions for both Windows and Linux users, ensuring that steps are not limited to Windows-specific tools.
  • Include references to Linux-friendly management interfaces or automation methods, such as using curl for Ambari REST API or scripting with Bash.
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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 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 Clean Clean
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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased