Document Details
Transform Data
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
powershell_heavy
Summary
The documentation page demonstrates subtle Windows bias. Windows is mentioned before Linux in several places (e.g., 'Windows/Linux-based HDInsight cluster'), and SQL Server (a Windows-centric technology) is the only example given for stored procedures. The only tutorial linked is for Spark using PowerShell, a Windows-native tool, with no Linux/bash equivalent. There is a general lack of Linux-specific examples, and Windows tools/patterns are referenced first or exclusively.
Recommendations
- Provide Linux/bash examples alongside PowerShell tutorials, especially in the 'Related content' section.
- Mention Linux before or alongside Windows when listing supported platforms (e.g., 'Linux/Windows-based HDInsight cluster').
- Include examples for non-Windows databases (e.g., PostgreSQL, MySQL) in the stored procedure section.
- Add references to Linux-native tools and workflows where appropriate.
- Ensure parity in example scripts and walkthroughs for both Windows and Linux users.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-27 00:00 | #306 | completed |
Biased
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| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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