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 demonstrates a moderate Windows bias. Windows/PowerShell examples (using psping.exe) are shown first and in more detail, with Linux equivalents (telnet) mentioned briefly and only for port checking, not for packet drops or latency. The recommended troubleshooting tools (psping.exe, tcpping.exe) are Windows-only, and there is no guidance or example for Linux/macOS users to perform equivalent packet drop or latency tests. This creates friction for non-Windows users attempting network troubleshooting.
Recommendations
  • Provide Linux/macOS equivalents for all troubleshooting commands, such as using 'nc', 'nmap', or 'hping3' for port and packet tests.
  • Show Linux/macOS examples alongside Windows/PowerShell examples, not after or as an afterthought.
  • Mention cross-platform tools (e.g., Wireshark, curl) where possible.
  • Clarify which steps/tools are Windows-only and offer alternatives for other platforms.
  • Consider reordering examples so that Windows and Linux/macOS are presented equally.
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Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets