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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
Summary:
The documentation page demonstrates a Windows-first bias by providing only Windows-based examples for specifying images (e.g., 'cycle.image.win2022', 'MicrosoftWindowsServer:WindowsServer:2022-datacenter-g2:latest', 'Windows 2022 DataCenter') and omitting equivalent Linux-based examples. While the table of available images includes both Linux and Windows options, the configuration examples exclusively reference Windows, which may mislead users into thinking Windows is the primary or preferred platform.
Recommendations:
- Add parallel Linux-based examples (e.g., using 'cycle.image.ubuntu22' or 'almalinux-8') alongside Windows examples in all configuration code blocks.
- Alternate the order of examples or provide both Windows and Linux examples together to demonstrate parity.
- Explicitly state that all example patterns apply equally to Linux images, and show this with sample URNs or labels for Linux distributions.
- Consider including a short section or note highlighting Linux image usage, especially for common distributions like Ubuntu or CentOS.
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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 |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |