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 exhibits a strong Windows bias. All command-line examples use Windows PowerShell, and file paths are Windows-specific. Certificate conversion and editing instructions rely on Windows tools (certutil, Notepad), with no mention of Linux/macOS alternatives. The environment setup, Python installation, and Azure CLI usage are demonstrated exclusively in a Windows context, with no Linux/macOS commands or guidance. The workflow references Windows Explorer screenshots and omits cross-platform instructions, making it difficult for Linux/macOS users to follow along.
Recommendations
  • Provide Linux/macOS equivalents for all command-line examples (e.g., use bash, Linux file paths, and shell commands).
  • Include instructions for converting certificates using OpenSSL on Linux/macOS.
  • Show how to edit the hosts file on Linux/macOS (e.g., /etc/hosts with sudo and a text editor like nano or vi).
  • Demonstrate Azure CLI installation and usage on Linux/macOS, including Python environment setup.
  • Avoid referencing Windows-only tools (Notepad, certutil) without cross-platform alternatives.
  • Add screenshots or examples relevant to Linux/macOS environments.
  • Clearly indicate which steps are OS-specific and provide guidance for each supported platform.
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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