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 Linux (Ubuntu/k3s) and Windows (AKS/PowerShell) examples for configuring kubectl, but the Windows/PowerShell example appears before the Linux example in the tab order. The Windows/PowerShell instructions are more verbose and detailed, potentially making them more prominent. There are no Linux-specific tools or patterns missing, and most troubleshooting tools (kubectl, k9s, mosquitto, mqttui, MQTT Explorer) are cross-platform. However, the PowerShell example is given special attention, and Windows terminology (PowerShell prompt) is used explicitly.
Recommendations
  • Present Linux and Windows examples in parallel, with equal prominence, or default to Linux first since Kubernetes clusters are often deployed on Linux.
  • Ensure that Linux (bash) instructions are as detailed as the PowerShell ones, including explanations for each step.
  • Explicitly mention cross-platform compatibility for all tools, and provide guidance for macOS users where relevant.
  • Avoid using Windows-specific terminology (e.g., 'PowerShell prompt') without also referencing Linux equivalents (e.g., 'bash shell' or 'terminal').
  • Consider adding a summary table comparing steps for Linux, Windows, and macOS, to reinforce parity.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets