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
Summary
The documentation page demonstrates a Windows bias in several areas: the only explicit VM deployment example for connectivity testing uses a Windows 10 image and RDP, with no mention of Linux VM options or SSH port configuration. The PowerShell example for cluster creation is mentioned before the Azure CLI, and there are no Linux/macOS-specific instructions or examples for connectivity testing or command-line usage. This may create friction for Linux/macOS users, especially those who prefer or require non-Windows environments.
Recommendations
  • Include a Linux VM deployment example for connectivity testing, specifying an appropriate image (e.g., Ubuntu) and SSH port configuration.
  • Present Azure CLI and PowerShell examples together, or list CLI first to avoid Windows-first ordering.
  • Add instructions for testing Ambari and SSH access from Linux/macOS terminals, including relevant commands and screenshots.
  • Clarify that the procedures are platform-agnostic where possible, and note any platform-specific differences.
  • Ensure all steps that reference Windows tools (e.g., RDP, Windows licensing) have Linux/macOS equivalents or alternatives.
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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