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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Azure PowerShell examples are provided for every query, often with additional explanatory notes specific to PowerShell (such as ConvertTo-Json and depth settings). The sample resource data consistently uses Windows-centric values (e.g., WindowsServer images, osType: Windows, windowsConfiguration), and the workflow patterns (variable assignment, output review) are described in PowerShell terms. While Azure CLI examples are present and some shell scripting is shown, there are no explicit Linux shell examples (e.g., bash, zsh, or other Linux-native tools), nor is there parity in explaining Linux-specific VM properties or images. Windows terminology and tools are mentioned first or exclusively in several places.
Recommendations
  • Add explicit Linux shell examples (e.g., bash scripts, use of jq for JSON parsing, etc.) alongside Azure CLI commands.
  • Include sample resource data for Linux VMs (e.g., imageReference for Ubuntu or CentOS, osType: Linux, linuxConfiguration properties).
  • Balance explanatory notes between PowerShell and Linux shell environments (e.g., discuss output formatting with jq or other Linux tools).
  • When describing workflows, provide both PowerShell and bash/zsh variable assignment and output review patterns.
  • Avoid using Windows-centric terminology or examples exclusively; alternate or combine with Linux equivalents.
  • Ensure that any advanced samples or linked resources also include Linux-focused scenarios.
GitHub Create Pull Request

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

Flagged Code Snippets