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
powershell_heavy
windows_tools
Summary
The documentation page is largely platform-neutral in its main content, referencing both Windows and Linux-based HDInsight clusters and focusing on cloud-based transformation activities. However, there are subtle signs of Windows bias: Windows is mentioned before Linux in cluster descriptions, the related tutorial specifically references PowerShell (a Windows-centric tool), and .NET custom activities are highlighted, which are more common in Windows environments.
Recommendations
- Ensure Linux is mentioned before or alongside Windows when listing supported platforms (e.g., 'Windows/Linux-based HDInsight cluster').
- Provide equivalent Linux/macOS command-line examples (e.g., Bash, CLI) in tutorials and related content, not just PowerShell.
- Include examples or references for custom activities using cross-platform runtimes (e.g., Python, Java) in addition to .NET.
- In the 'Related content' section, add tutorials using Bash or Azure CLI for Spark transformation, not just PowerShell.
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
|
| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
|
| 2025-07-08 04:23 | #2 | cancelled |
Biased
|