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_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias in several ways: Windows is prioritized in VM deployment examples (with explicit use of Windows 10 Pro and RDP), PowerShell is mentioned before Azure CLI for cluster creation, and instructions for connectivity testing reference Windows tools (web browser, command prompt) without Linux equivalents. There are no Linux-specific examples or guidance for deploying or accessing clusters from Linux VMs, nor are SSH client instructions tailored for Linux users.
Recommendations
  • Include Linux VM deployment instructions and examples alongside Windows, such as using Ubuntu or CentOS images.
  • Provide Azure CLI examples before or alongside PowerShell, and clarify parity between the two.
  • Add Linux-specific steps for testing connectivity, such as using SSH from a Linux terminal and accessing Ambari via Firefox or Chromium.
  • Mention Linux tools (e.g., SSH, curl, browser options) and provide command-line examples for both Windows and Linux environments.
  • Ensure that all portal-based instructions are supplemented with CLI commands that work on Linux and Windows equally.
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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 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

Flagged Code Snippets