Document Details
Apache Hadoop Dotnet Csharp Mapreduce Streaming
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
missing_linux_example
Summary
The documentation page demonstrates a bias toward Windows environments and tooling. Visual Studio is presented as the primary development environment, with no mention of Linux alternatives for building C# applications (such as MonoDevelop or command-line tools). Upload instructions rely on Visual Studio and Azure Data Lake Tools, both Windows-centric. PowerShell is highlighted as a method for running jobs and downloading results, while Linux alternatives (such as Bash scripts or Azure CLI) are not provided. The order of presentation favors Windows tools and workflows, and Linux-native patterns are missing or relegated to secondary status.
Recommendations
- Add instructions for building C# applications on Linux using MonoDevelop, dotnet CLI, or msbuild.
- Provide alternative upload methods using Azure CLI, azcopy, or Hadoop fs commands from Linux.
- Include Bash script examples for running MapReduce jobs and downloading results, alongside PowerShell.
- Reorder sections so that Linux-native workflows (SSH, Bash, CLI) are presented before or alongside Windows/PowerShell methods.
- Explicitly mention cross-platform options for each step, ensuring parity for Linux and macOS users.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 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 |
Clean
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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