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 strong Windows bias: nearly all command-line examples use Windows PowerShell, Windows paths, and Windows-specific tools (e.g., certutil.exe, Notepad, Windows Explorer). There are no Linux or macOS equivalents provided for certificate conversion, editing the hosts file, or running Python/Azure CLI commands. The workflow assumes a Windows environment throughout, with no mention of Linux alternatives for key steps such as certificate handling, environment variable setting, or file editing.
Recommendations
  • Provide equivalent Linux/macOS commands for certificate conversion (e.g., using openssl instead of certutil.exe).
  • Include instructions for editing the hosts file on Linux (e.g., using sudo nano /etc/hosts) and macOS.
  • Show how to set environment variables in Linux/macOS shells (e.g., export VAR=value).
  • Demonstrate Azure CLI and Python usage from Linux/macOS terminals, including sample outputs and paths.
  • Avoid assuming Windows paths and tools; use cross-platform examples or note OS-specific differences.
  • Reference Linux tools (e.g., vi, nano, cat) and provide screenshots or terminal outputs from Linux environments.
  • Add a section or callouts for Linux/macOS users at each major step, ensuring parity in instructions.
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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