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 Linux tools (Ambari, curl, netstat), it repeatedly references Windows-specific tools and patterns, such as Azure PowerShell and the Azure portal, often before or in addition to Linux equivalents. PowerShell is suggested as an alternative to Azure CLI, but no Linux shell or scripting examples are provided. The documentation also references Windows-style paths (e.g., backslashes in log file locations) and omits explicit Linux command-line examples for some tasks.
Recommendations
  • Provide Linux shell (bash) and scripting examples alongside or before PowerShell examples.
  • Clarify that Azure CLI and Ambari UI are cross-platform, and provide usage instructions for Linux and macOS.
  • Use platform-neutral path formats (forward slashes) when describing file locations.
  • Include instructions for accessing cluster information and logs from Linux terminals, not just via the Azure portal or PowerShell.
  • Explicitly mention Linux tools (e.g., SSH, SCP, tail, grep) for log analysis and troubleshooting.
  • Ensure that troubleshooting steps do not assume the use of Windows tools or interfaces.
GitHub Create Pull Request

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