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
missing_linux_example
Summary
The documentation consistently uses Windows Server as the example operating system for virtual machine creation, both in the Azure Portal and in CLI/PowerShell instructions. There are no examples or instructions for creating or diagnosing Linux-based virtual machines, nor is there mention of Linux-specific considerations. This creates a Windows-first bias and omits Linux parity in practical usage scenarios.
Recommendations
  • Provide parallel examples for creating and diagnosing Linux virtual machines (e.g., using Ubuntu or CentOS images) in all sections where VM creation is demonstrated.
  • Explicitly mention that the instructions apply to both Windows and Linux VMs, and highlight any differences in NSG diagnostics or Bastion connectivity for Linux.
  • Include sample Azure CLI and PowerShell commands for Linux VM creation and management, alongside the Windows examples.
  • Add screenshots and portal instructions for selecting a Linux image when creating a VM.
  • Clarify that Bastion and NSG diagnostics work with both Windows and Linux VMs, and provide troubleshooting tips for common Linux connectivity issues.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
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

Flagged Code Snippets