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
missing_linux_example
Summary
The documentation provides both Azure CLI and PowerShell examples for most networking tasks with Azure Virtual Machine Scale Sets, but PowerShell (Windows-centric) examples are often presented before CLI (cross-platform) equivalents. In some sections, only PowerShell is shown for querying resources, with CLI examples provided separately or later. There is a slight tendency to mention Windows tools or patterns first, and some examples (such as querying public IPs) are more detailed for PowerShell than CLI. No Linux-specific shell examples (e.g., bash scripts) are given, and the documentation does not reference Linux-native tools or patterns outside of Azure CLI.
Recommendations
  • Present Azure CLI (cross-platform) examples before or alongside PowerShell examples to avoid Windows-first bias.
  • Ensure all PowerShell examples have equivalent Azure CLI examples, especially for querying and managing resources.
  • Add explicit notes or examples for Linux/macOS users where CLI usage may differ (e.g., environment variables, shell syntax).
  • Consider including bash script snippets or references to Linux-native tools where relevant.
  • Clarify that Azure CLI is the recommended tool for cross-platform scenarios.
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Scan History

Date Scan Status Result
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
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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