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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Windows tools and patterns (RDP, PowerShell) are mentioned before or more prominently than their Linux equivalents (SSH, Bash). For example, PowerShell is listed first when referencing APIs to list supported images, and RDP is described before SSH for node connection. The portal workflow emphasizes Windows (RDP) before Linux (SSH). There are no explicit Bash or Linux shell command examples, and PowerShell is referenced more than Linux CLI. No Linux-specific troubleshooting or patterns are discussed.
Recommendations
  • Present Linux and Windows tools/examples in parallel, or alternate which is listed first.
  • Add Bash or Linux shell command examples alongside PowerShell, especially for listing supported images and gallery definitions.
  • Include Linux-specific troubleshooting and best practices (e.g., SELinux, mounting disks, SSH key management).
  • In portal instructions, mention SSH connection for Linux nodes before or alongside RDP for Windows.
  • Ensure that references to OS-specific tools (e.g., RDP, PowerShell) are balanced with Linux equivalents (SSH, Bash, cloud-init).
  • Add explicit examples for Linux image creation and validation, including CLI commands and portal screenshots if possible.
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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
2026-01-12 00:00 #243 cancelled 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets