Document Details
Notebook Examples
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_tools
windows_first
Summary
The documentation page demonstrates a subtle Windows bias by requiring Visual Studio Code with the Microsoft Sentinel extension as the primary environment for running Jupyter notebooks. This toolchain is most commonly used and best supported on Windows, and the documentation does not mention Linux/macOS alternatives or compatibility. There are no explicit PowerShell examples or Windows-only code, but the environment setup and implicit tool recommendations favor Windows users. All code samples are Python and Spark-based, which are cross-platform, but the lack of guidance for Linux/macOS users creates friction.
Recommendations
- Explicitly state that the Jupyter notebook examples and the Microsoft Sentinel extension for Visual Studio Code are supported on Linux and macOS, or provide alternative instructions for these platforms.
- Include setup instructions or links for installing Visual Studio Code and the Sentinel extension on Linux/macOS.
- Mention that Jupyter notebooks can be run in other environments (e.g., JupyterLab, VS Code on Linux/macOS, Azure Notebooks) if supported.
- Add troubleshooting notes for common Linux/macOS issues (e.g., Spark setup, extension installation).
- If any features are Windows-only, clearly mark them and suggest alternatives for other platforms.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-12 00:00 | #99 | completed |
Biased
|
| 2026-01-11 06:20 | #98 | completed |
Biased
|
| 2026-01-10 00:00 | #92 | completed |
 Clean
|
| 2026-01-06 22:28 | #78 | completed |
Clean
|
| 2025-12-15 00:00 | #7 | completed |
Clean
|
| 2025-12-14 05:05 | #6 | completed |
Clean
|