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 page demonstrates a Windows bias in its troubleshooting examples: Windows/PowerShell tools (psping.exe) are presented first and in more detail, with Linux alternatives (telnet) mentioned briefly and without equivalent depth. The recommended tools and commands are predominantly Windows-centric, and some troubleshooting steps lack Linux/macOS parity or omit cross-platform alternatives.
Recommendations
  • Present Linux/macOS examples alongside Windows examples, giving equal detail and prominence.
  • List Linux/macOS commands (e.g., nc, curl, tcpping for Linux) before or alongside Windows/PowerShell commands.
  • Include download or installation instructions for Linux/macOS tools (e.g., how to install telnet, netcat, or tcpping on Ubuntu).
  • Reference cross-platform tools (e.g., Wireshark, curl) where possible, and clarify platform-specific differences.
  • Avoid assuming the use of Windows-only tools (like psping.exe) and provide alternatives for non-Windows users.
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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