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 moderate Windows bias. It consistently references Microsoft Sentinel in the Defender and Azure portals (both Windows-centric), and the workflow is described primarily for Azure Machine Learning workspaces. While there is a mention of running notebooks locally and a brief reference to Linux Host Explorer, the main examples and instructions do not provide explicit Linux setup or usage guidance. Windows hosts are mentioned before Linux hosts in the Entity Explorer series, and PowerShell/C# examples are referenced as alternatives to MSTICPy, with no mention of Bash or Linux-native scripting. There are no step-by-step Linux-specific instructions or examples.
Recommendations
  • Add explicit instructions for running the Getting Started Guide notebook on Linux systems, including installation steps for Python and MSTICPy using Linux package managers (e.g., apt, yum).
  • Provide examples of configuring and launching Jupyter notebooks in popular Linux environments (e.g., Ubuntu, CentOS) outside of Azure Machine Learning.
  • Include Linux shell (Bash) equivalents where PowerShell or C# are mentioned, or clarify cross-platform compatibility.
  • Ensure that references to hosts (Windows and Linux) are balanced and that Linux hosts are not always mentioned after Windows hosts.
  • Add troubleshooting tips for common Linux-specific issues (e.g., file permissions, environment variables).
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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 Clean Clean
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets