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 by prioritizing Visual Studio and PowerShell for development, build, upload, and job submission workflows. Windows-specific tools (Visual Studio, Data Lake Tools for Visual Studio) are mentioned exclusively or before any Linux alternatives. PowerShell is featured as a primary automation method, while Linux-native alternatives (such as Bash scripting, CLI tools, or Mono command-line usage) are missing or underrepresented. There are no examples of building C# applications on Linux or using Linux-native upload methods.
Recommendations
- Add instructions for building C# MapReduce applications using Mono and .NET CLI on Linux (e.g., using 'mcs' or 'dotnet build').
- Include Linux-native upload workflows, such as using Azure CLI, azcopy, or Hadoop's hdfs dfs command.
- Provide Bash script examples for job submission and result retrieval, alongside PowerShell examples.
- Mention cross-platform editors (e.g., VS Code) and how to use them for C# development on Linux.
- Ensure that Linux workflows are presented with equal prominence and detail as Windows/PowerShell workflows.
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
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
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