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 Windows bias by exclusively using Windows-based VM images (win2016datacenter), referencing Remote Desktop for connectivity, and providing only PowerShell-based test commands. There are no Linux VM deployment examples, no SSH connectivity instructions, and no Linux shell command equivalents for testing firewall rules. Windows tools and patterns are mentioned exclusively, with no Linux parity.
Recommendations
  • Include Linux VM deployment examples (e.g., using Ubuntu or CentOS images) alongside Windows examples.
  • Provide instructions for connecting to Linux VMs using SSH, in addition to Remote Desktop for Windows.
  • Add Linux shell command equivalents for firewall testing, such as using 'dig', 'nslookup', 'curl', or 'wget' in Bash.
  • Mention both Windows and Linux administrative patterns/tools when discussing VM setup and connectivity.
  • Ensure that examples and instructions are presented in a cross-platform manner, or clearly indicate platform-specific steps.
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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

Flagged Code Snippets