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
windows_tools
Summary
The documentation page demonstrates a bias towards Windows environments. All virtual machine deployment examples use Windows Server images, and remote access instructions focus exclusively on RDP (Remote Desktop Protocol), which is a Windows-centric tool. There are no examples or instructions for deploying Linux VMs, nor is SSH (the standard remote access method for Linux) mentioned. This bias is present in both the Azure CLI and PowerShell sections, and is reinforced by the absence of Linux-specific configuration or troubleshooting guidance.
Recommendations
  • Add parallel examples for deploying Linux VMs (e.g., Ubuntu, CentOS) in both Azure CLI and PowerShell sections.
  • Include instructions for configuring SSH access to Linux VMs, such as creating SSH public IP addresses and security group rules for port 22.
  • Mention Linux images in the VM creation steps, and provide sample commands for selecting and deploying them.
  • Clarify that the load balancer and dual stack configuration applies equally to both Windows and Linux VMs.
  • Provide troubleshooting tips or links for common Linux networking scenarios in dual stack environments.
  • Ensure that security group rules include examples for both RDP (Windows) and SSH (Linux) access.
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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 Biased Biased
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 Clean Clean

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