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 exhibits mild Windows bias. Windows-specific tools and scenarios (such as SysPrep, SIDs, PsGetSid, and endpoint management with Microsoft Configuration Manager) are discussed in detail, while Linux equivalents or considerations are not mentioned. GPU VM sizes for visualization are marked as '(Windows only)' without Linux alternatives or guidance. Examples of VM images reference the Data Science VM for Linux, but operational guidance and troubleshooting focus on Windows environments. No PowerShell-heavy bias is present, and most general Azure concepts are platform-neutral.
Recommendations
  • Add Linux-specific endpoint management guidance, such as using Ansible, Puppet, or other Linux-native tools for VM management.
  • Discuss Linux VM image generalization and deployment processes, including tools like cloud-init or waagent.
  • Provide examples or notes for Linux GPU visualization scenarios, or clarify limitations and alternatives for Linux users.
  • When mentioning Windows-only tools (SysPrep, PsGetSid), also mention Linux equivalents (e.g., machine-id, /etc/machine-id, or relevant Linux imaging practices).
  • Ensure that operational instructions and troubleshooting steps include both Windows and Linux VM scenarios.
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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
2025-08-17 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