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
windows_tools
missing_linux_example
Summary
The documentation exhibits several Windows-centric biases. In troubleshooting and validation sections, Windows tools (PsPing, PowerShell Invoke-WebRequest) are highlighted, with PowerShell-based instructions provided for resolving failed network interface states. Linux equivalents are either missing or referenced only generically (e.g., 'application specific' for UDP tests), and Windows tools are described in more detail. The order of presentation often puts Windows tools and methods first, and Linux-specific guidance is minimal.
Recommendations
  • Provide explicit Linux/macOS command-line examples for all troubleshooting steps, including resolving failed network interface states (e.g., using Azure CLI or REST API via curl/jq).
  • Include Linux/macOS tools for TCP/UDP connectivity validation (e.g., socat, netcat, curl, iperf) with concrete command examples.
  • Ensure parity in troubleshooting instructions by offering Azure CLI and REST API alternatives alongside PowerShell for all resource management tasks.
  • Present Linux/macOS and Windows examples side-by-side or in parallel tabs, rather than listing Windows tools first.
  • Clarify which steps are platform-agnostic and which require OS-specific tooling.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased