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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a bias toward Windows environments by specifying Visual Studio Code (VS Code) and the Microsoft Sentinel extension as prerequisites, without mentioning Linux alternatives or cross-platform compatibility. There are no references to running the notebooks on Linux or macOS, nor any mention of Linux-specific tools, patterns, or installation instructions. The examples and screenshots implicitly assume a Windows-centric workflow, and there is no guidance for users who may prefer or require Linux-based setups.
Recommendations
  • Explicitly state that Jupyter notebooks and the Microsoft Sentinel extension are cross-platform, and provide installation instructions for Linux and macOS.
  • Include examples or screenshots showing notebook usage on Linux (e.g., Ubuntu) and/or macOS.
  • Mention alternative editors (such as JupyterLab or classic Jupyter Notebook) and clarify whether the Sentinel extension is available or required on non-Windows platforms.
  • Add troubleshooting or environment setup notes for Linux users, including package dependencies and Spark installation guidance.
  • Avoid language that implies Windows is the default or only supported platform; use neutral phrasing such as 'on your preferred OS' or 'in VS Code on Windows, Linux, or macOS'.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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
2025-08-22 00:01 #88 completed Clean Clean
2025-08-20 00:01 #86 completed Clean Clean
2025-08-19 00:01 #85 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean

Flagged Code Snippets