Sad Tux - Windows bias detected
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_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 Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased