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
missing_linux_example
Summary
The documentation page demonstrates bias towards Windows by exclusively referencing PowerShell commands (e.g., Get-AzExpressRouteCircuitStats) for monitoring and validation tasks, without providing equivalent Linux/CLI examples. The guidance assumes the use of Windows-based tools and omits instructions for Linux users, such as Azure CLI or REST API alternatives. No Linux-specific commands, patterns, or troubleshooting steps are mentioned.
Recommendations
  • Include Azure CLI examples (e.g., az network express-route) alongside PowerShell commands for monitoring and validation tasks.
  • Provide REST API references for ExpressRoute circuit statistics and failover validation.
  • Add troubleshooting and monitoring instructions for Linux environments, including sample shell scripts or command-line patterns.
  • Explicitly mention cross-platform support and clarify that all steps can be performed on both Windows and Linux systems.
  • Where PowerShell is referenced, add equivalent Bash or CLI commands in parallel for parity.
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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 Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased