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_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by listing PowerShell and .NET as primary tooling options for creating datasets, both in the main text and in the quickstart links. There is no mention of Linux-native tools, Bash, or cross-platform CLI examples. PowerShell is referenced before REST API or other platform-neutral options, and there are no Linux-specific instructions or parity in example tooling.
Recommendations
  • Add examples and quickstart links for using Azure CLI (az), which is cross-platform and commonly used on Linux.
  • Include Bash shell scripting examples alongside PowerShell, especially for automation scenarios.
  • Explicitly mention that REST API and Azure Resource Manager templates are platform-agnostic and suitable for Linux users.
  • Reorder tooling references so that cross-platform tools (Azure CLI, REST API) are listed before Windows-specific tools (PowerShell, .NET).
  • Consider adding a section or note for Linux/macOS users, highlighting supported tools and any differences in experience.
  • Ensure that screenshots and UI instructions do not assume a Windows environment unless necessary.
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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