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
powershell_heavy
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. While it does mention Linux-based clusters and provides some Linux-centric instructions (e.g., Ambari UI, curl, netstat), it frequently references Windows tools and patterns. PowerShell is mentioned as a primary management option, and Windows-centric tools (Azure portal, PowerShell) are listed before Linux alternatives (Azure CLI, Ambari UI). Some instructions and log paths use Windows-style notation (backslashes), and there is a lack of parity in example commands for Linux vs. Windows environments.
Recommendations
  • Provide equivalent Linux shell commands wherever PowerShell is referenced, and vice versa.
  • Ensure that Azure CLI examples are given equal prominence to PowerShell, and consider listing CLI examples before PowerShell to avoid 'windows_first' bias.
  • Use platform-agnostic notation for file paths (forward slashes for Linux, backslashes for Windows, or both).
  • Explicitly state which instructions apply to Linux-based clusters and which to Windows-based clusters, and provide examples for both where relevant.
  • Expand troubleshooting steps to include SSH-based access and Linux-native tools (e.g., journalctl, systemctl) where appropriate.
  • Review all sections for implicit assumptions about the user's operating system and clarify or balance them.
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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