Document Details
How To Create Lab Python
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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
Bias Types:
⚠️
windows_first
⚠️
missing_linux_example
⚠️
windows_tools
Summary:
The documentation page demonstrates a bias towards Windows by exclusively referencing Windows VM images in the code example, omitting Linux alternatives. Additionally, the 'Next steps' section only mentions Azure PowerShell and Az.LabServices cmdlets, which are traditionally Windows-centric tools, without referencing cross-platform or Linux-native tools. There are no Linux VM image examples or mentions of Linux-specific access methods (e.g., SSH), and the RDP (Windows) access is enabled by default in the sample.
Recommendations:
- Include examples that use Linux VM images (e.g., Ubuntu, CentOS) in addition to or instead of only Windows images.
- Demonstrate both RDP (for Windows) and SSH (for Linux) connection profiles in the sample code.
- In the 'Next steps' section, add references to cross-platform tools such as Azure CLI and Bash scripting, and provide links to relevant documentation.
- Explicitly mention that the Python SDK and code samples are cross-platform and can be run on Linux, macOS, and Windows.
- If possible, provide guidance or examples for setting up labs with Linux VMs and managing them using Linux-native tools.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |