Document Details
Normalization Schema Audit
❌
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
⚠️
windows_tools
Summary:
The documentation page demonstrates subtle Windows bias primarily through the use of Windows-centric terminology, examples, and field values. Hostname and domain examples (e.g., 'DESKTOP-1282V4D', 'Contoso\DESKTOP-1282V4D') are in Windows format, and fields such as 'ActorUsernameType' use 'Windows' as an example value. Application paths (e.g., 'C:\Windows\System32\svchost.exe') are Windows-specific. There are no equivalent Linux or cross-platform examples, and the documentation does not mention or illustrate Linux/Unix tools, naming conventions, or user/domain formats.
Recommendations:
- Provide Linux/Unix examples alongside Windows ones, such as using hostnames like 'ubuntu-server', domain formats like 'example.com', and file paths like '/usr/bin/sshd'.
- When illustrating field values (e.g., ActorUsernameType, TargetFQDN), include both Windows and Linux/Unix representations.
- Clarify that the schema is platform-agnostic and explicitly mention support for Linux/Unix systems where applicable.
- Avoid using only Windows-specific application names or paths; include cross-platform or Linux-native applications and services in examples.
- Where domain or username formats are discussed, show both Windows (DOMAIN\user) and Linux (user@example.com or user@hostname) formats.
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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 | ✅ Clean |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |