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
missing_linux_example
Summary
The documentation shows some Windows bias, particularly in the Python quickstart where Windows virtual environment activation commands are presented before Linux equivalents, and in the presence of a PowerShell-specific pivot. There is also a 'powershell' pivot group, but no equivalent for bash or Linux shells. While most commands are cross-platform (using Docker and bash), and Linux activation commands are present, the ordering and structure tend to prioritize Windows or PowerShell scenarios. There are no Linux- or bash-specific pivots or examples for C# or Java, and the PowerShell pivot is present without a corresponding bash or Linux shell pivot.
Recommendations
  • For all language pivots, ensure that both Windows (PowerShell/CMD) and Linux/macOS (bash) command examples are provided and given equal prominence, ideally side-by-side or in tabs.
  • Add a bash or Linux/macOS shell pivot wherever there is a PowerShell pivot, especially for setup and command-line instructions.
  • In the Python section, present Linux/macOS and Windows virtual environment activation commands in parallel (using tabs or clear side-by-side formatting), rather than listing Windows first.
  • For C# and Java, consider including explicit Linux/macOS shell instructions (e.g., for running dotnet or gradlew commands), especially for steps that may differ (such as file paths or permission commands).
  • Review the ordering of instructions to avoid always listing Windows commands or tools first; alternate or present both equally.
  • If possible, provide screenshots or output examples from both Windows and Linux environments to reinforce parity.
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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
2026-01-12 00:00 #243 cancelled 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

Flagged Code Snippets