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_first
missing_linux_example
Summary
The documentation demonstrates a moderate Windows bias. Troubleshooting steps and scripts for VM image and Marketplace image management are provided exclusively in PowerShell, with no Linux CLI or Bash equivalents. Windows-centric tools and commands (e.g., Test-NetConnection, PowerShell REST calls) are used without offering parallel Linux instructions. While Linux-specific troubleshooting is included for cloud-init and waagent.conf, general network and management tasks lack Linux parity.
Recommendations
  • For every PowerShell script or command (e.g., Test-NetConnection, REST API calls), provide equivalent Bash/cURL/Linux CLI examples.
  • When suggesting network troubleshooting (e.g., checking for duplicate IPs), include Linux-native commands such as 'ping', 'nc', or 'curl' alongside Windows examples.
  • For REST API interactions, show both PowerShell and Bash/cURL methods to accommodate Linux/macOS users.
  • Explicitly note when a step or tool is Windows-only, and offer alternatives or workarounds for Linux/macOS.
  • Ensure that Linux troubleshooting sections are as detailed and actionable as their Windows counterparts.
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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

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