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
missing_linux_example
powershell_heavy
Summary
The documentation covers both Windows and Linux VMs in its scope and provides Azure CLI, PowerShell, Portal, API, and ARM template instructions. However, there are signs of Windows bias: ARM template and some examples default to Windows images, and PowerShell is given equal prominence to CLI (which is cross-platform), but there are no explicit Bash or Linux shell script examples. The ARM template only shows Windows image configuration, and password-based admin setup is described, which is more common for Windows VMs. Linux-specific details (e.g., SSH keys, Linux image references) are missing in ARM and Portal steps.
Recommendations
  • Add explicit Linux ARM template examples, including a Linux image reference and SSH key authentication.
  • In the ARM template, provide a parameter or example for a Linux image (e.g., Ubuntu) and show how to configure SSH authentication.
  • In the Portal steps, mention SSH key setup for Linux VMs, not just username/password.
  • Where PowerShell is shown, clarify that Azure CLI is cross-platform and can be used on Linux/macOS, and consider adding Bash script examples for common tasks.
  • Ensure that examples and screenshots (if any) alternate or show parity between Windows and Linux VM creation and management.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Clean Clean
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-01-14 00:00 #252 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets