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
windows_tools
Summary
The documentation page demonstrates several forms of Windows bias. PowerShell is prominently listed as a recommended tool for creating datasets, both in the main text and in the quickstart links, without mention of Linux-native alternatives (e.g., Bash, CLI). Windows-centric tools and patterns (PowerShell, .NET) are mentioned before cross-platform or Linux-friendly options. There are no examples or instructions tailored for Linux users, and no explicit mention of Bash, Azure CLI, or Linux shell scripting. This may make the documentation less accessible or welcoming to users on Linux or macOS platforms.
Recommendations
  • Add explicit examples and quickstart links for Azure CLI and Bash scripting, which are cross-platform and widely used on Linux.
  • When listing tools or SDKs, mention cross-platform options (e.g., Azure CLI, Python SDK) before or alongside Windows-specific tools like PowerShell.
  • Provide sample commands for dataset creation using Azure CLI and Bash, in addition to PowerShell and .NET.
  • Clarify that REST API and Azure Resource Manager templates are platform-agnostic, and provide usage examples from Linux/macOS terminals.
  • Consider adding a section or tab for Linux/macOS users, outlining recommended workflows and tools.
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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