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
missing_linux_example
windows_first
Summary
The documentation is heavily focused on using Data Lake Tools for Visual Studio, a Windows-only tool, to interact with Azure HDInsight and Apache Hadoop. All instructions, screenshots, and workflows are centered around Visual Studio on Windows, with no mention of Linux/macOS alternatives or equivalent tooling. There are no examples or guidance for users on non-Windows platforms, and Windows tools are implicitly presented as the default or only option.
Recommendations
  • Add sections describing how to connect to HDInsight clusters and run Hive queries using cross-platform tools such as VS Code, command-line interfaces (Azure CLI, SSH, Beeline, Hive CLI), or web-based interfaces.
  • Provide Linux/macOS-specific instructions for cluster management, job submission, and data exploration, including relevant screenshots and step-by-step guides.
  • Mention and link to alternative tools (e.g., Apache Hue, Jupyter Notebooks, HDInsight Ambari Web UI) that are accessible from non-Windows platforms.
  • Clearly state the platform limitations of Data Lake Tools for Visual Studio and direct users to parity solutions for Linux/macOS.
  • Ensure that examples and workflows are presented in a platform-neutral way, or provide parallel examples for both Windows and Linux/macOS users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets