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_tools
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation page lists several development tools (IntelliJ, Eclipse, VS Code, Visual Studio) for configuring Apache Spark applications, but only the Visual Studio tool is Windows-specific and is mentioned alongside cross-platform tools. There is a lack of explicit Linux command-line or shell examples, and the documentation does not provide parity in showing Linux-native troubleshooting steps or tools. The ordering of tools and examples sometimes places Windows-centric options (Visual Studio) before or alongside cross-platform ones, without clarifying platform support.
Recommendations:
  • Clearly indicate which tools are cross-platform and which are Windows-only (e.g., Visual Studio).
  • Provide explicit Linux shell/command-line examples for common troubleshooting tasks, not just tool-based workflows.
  • When listing tools, group or order them by platform (cross-platform first, then Windows-only), or clearly label them.
  • Add more Linux-specific troubleshooting steps and highlight any differences in workflows between Windows and Linux environments.
  • Ensure that all examples and guides are available for both Windows and Linux users, or provide equivalent alternatives.
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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 ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased