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 provides step-by-step instructions for configuring an outbound-only load balancer in Azure, but all virtual machine creation and connectivity testing examples use Windows Server as the VM image and Microsoft Edge as the browser. There are no Linux VM creation examples, nor are there instructions for testing connectivity from a Linux VM (e.g., using curl or a Linux browser). This creates a bias toward Windows, making it less clear for Linux users how to follow the guide.
Recommendations
  • Include parallel instructions for creating a Linux VM (e.g., Ubuntu) in the 'Create virtual machine' section, with appropriate admin account setup.
  • Add connectivity testing steps for Linux VMs, such as using curl or wget from the command line to verify outbound connectivity (e.g., curl https://whatsmyip.org).
  • Clarify that the configuration applies to both Windows and Linux VMs, and provide notes or links to Linux-specific guidance where relevant.
  • When referencing browsers, mention alternatives available on Linux (e.g., Firefox, Chromium) or use command-line tools for parity.
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Scan History

Date Scan Status Result
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 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