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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates Windows bias primarily by referencing Windows-specific Azure VM documentation (e.g., linking to /azure/virtual-machines/windows/spot-vms) and using Windows-centric machine types (Standard_D4v3, H16r) in examples. There are no explicit Linux or cross-platform command-line examples, nor are Linux-specific VM documentation or machine types referenced. The documentation does mention Ubuntu images in lookup tables, but the overall pattern is to present Windows-related concepts and tools first or exclusively.
Recommendations
  • Include links to both Windows and Linux Azure VM documentation when discussing features like Spot VMs.
  • Provide example machine types for Linux workloads (e.g., Standard_D2s_v3, Standard_B2ms) alongside Windows types.
  • Add explicit Linux-centric examples or references (such as using Linux images, SSH keys, or Linux-specific configuration patterns) where applicable.
  • Ensure that any referenced documentation or tooling is cross-platform or that Linux alternatives are mentioned with equal prominence.
  • Clarify that CycleCloud supports both Windows and Linux clusters, and provide guidance for each where differences exist.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Clean Clean
2026-01-11 06:20 #98 completed Clean Clean
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets