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
Summary
The documentation provides both Bash and PowerShell command examples for certificate management and deployment tasks, but PowerShell examples are given alongside Bash, and Windows deployment options are mentioned before Ubuntu/K3s equivalents. There is a slight preference for Windows in deployment instructions and command-line examples, which may be perceived as Windows bias.
Recommendations
  • Ensure Linux (Bash) examples are presented first or equally alongside PowerShell, especially in command snippets.
  • In deployment instructions, alternate the order of Windows and Linux/K3s options or present them in parallel to avoid implicit prioritization.
  • Explicitly mention that all steps and tools (kubectl, wget, etc.) are cross-platform and provide troubleshooting notes for both Windows and Linux environments.
  • Where PowerShell is used, clarify if Bash syntax is fully supported and provide links to platform-specific guidance if needed.
  • Add more Linux-specific tips or notes, such as handling file permissions, editor choices, or environment setup for Ubuntu/K3s 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
2025-09-05 00:00 #102 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets