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
windows_first
Summary
The documentation exhibits a notable Windows bias, especially in the VM setup and configuration sections. Only Windows virtual machines are referenced, and all configuration instructions use PowerShell scripts executed via RDP or Azure Bastion. There are no Linux VM examples, nor are equivalent Bash or Linux shell commands provided. The tutorial implicitly assumes the use of Windows tools and patterns throughout the configuration and testing steps.
Recommendations
  • Add instructions and scripts for configuring Linux VMs (e.g., Ubuntu) in both scenarios.
  • Provide equivalent Bash scripts or shell commands for Linux VM setup and configuration.
  • Include examples of connecting to Linux VMs using SSH, and demonstrate DNAT rule testing from Linux clients.
  • Present both Windows and Linux examples side-by-side, or clearly indicate platform-specific steps.
  • Reference cross-platform tools (e.g., Azure CLI) for deployment and configuration where possible.
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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

Flagged Code Snippets