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
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is listed as a primary tool for creating datasets, and the quickstart/tutorial links prioritize .NET and PowerShell before REST API and portal options. There are no explicit Linux or macOS CLI examples (such as Bash, Azure CLI, or Python SDK), nor is there mention of cross-platform alternatives to PowerShell. This may create friction for Linux/macOS users who do not use PowerShell or .NET.
Recommendations
  • Add Azure CLI and Python SDK examples for dataset creation, as these are cross-platform and widely used on Linux/macOS.
  • Reorder tool lists and quickstart links to present REST API, Azure CLI, and portal options before PowerShell/.NET, or group them by platform.
  • Explicitly mention that PowerShell is primarily a Windows tool and suggest alternatives for Linux/macOS users.
  • Include sample commands for dataset creation using Azure CLI and Python SDK in relevant sections.
  • Add a note clarifying cross-platform support and linking to platform-specific guides.
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets