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 Windows bias by prominently listing PowerShell as a primary tool for creating datasets, both in the main text and in the quickstart section. There are no Linux-specific examples, nor is there mention of Linux-native tools (such as Bash, Azure CLI, or scripting patterns) for dataset creation. The ordering of examples and quickstarts places PowerShell before REST API and omits Linux parity, suggesting a Windows-first approach.
Recommendations
  • Add examples and quickstarts for Azure CLI, which is cross-platform and widely used on Linux.
  • Include Bash scripting examples for dataset creation, especially for REST API usage.
  • Reorder the list of tools and quickstarts to avoid placing PowerShell first; consider grouping by platform-neutral tools (REST API, .NET, Azure CLI) before platform-specific ones.
  • Explicitly mention that all SDKs and APIs can be used from Linux environments, and provide guidance or links for Linux users.
  • Where PowerShell is referenced, add a parallel example using Bash or Azure CLI.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets