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 demonstrates a moderate Windows bias. PowerShell is mentioned as a management option, but Linux equivalents (such as Bash or SSH) are not referenced in parallel. The mention of PowerShell comes before any explicit Linux command-line examples. The directory path for script action logs uses backslashes (Windows style), and there is no explicit Linux CLI or SSH example for cluster management or log access. While the Ambari UI is described (which is available on Linux-based clusters), the CLI troubleshooting steps and examples are not balanced between Windows and Linux. The Azure CLI is mentioned, but PowerShell is highlighted as an alternative, with no mention of Bash or SSH for Linux users. Some examples (e.g., curl, netstat) are Linux-friendly, but overall, Windows tools and patterns are referenced first or exclusively in some sections.
Recommendations
  • Provide Linux/Bash/SSH equivalents alongside PowerShell examples for cluster management and troubleshooting.
  • Use forward slashes for directory paths, or clarify the path format for both Windows and Linux.
  • Explicitly mention how Linux/macOS users can access logs, run commands, and manage clusters using native tools.
  • When listing tools (Azure CLI, PowerShell), present them in parallel and clarify platform applicability.
  • Add troubleshooting examples using Bash scripts or Linux command-line utilities where appropriate.
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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 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 Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets