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
Summary
The documentation page demonstrates mild Windows bias. In the 'Overview' and deployment sections, Azure PowerShell is listed before Azure CLI, and PowerShell is given equal prominence to CLI and REST API, despite CLI being cross-platform and more widely used on Linux. There are no explicit Linux shell examples, and PowerShell is referenced as a primary method for deployment. However, the dashboard JSON and links do reference both Linux and Windows VMs equally, and there are no Windows-only tools or patterns shown.
Recommendations
  • List Azure CLI before PowerShell in tool lists and deployment instructions, as CLI is cross-platform and preferred on Linux.
  • Provide explicit Bash or shell examples for Linux users alongside PowerShell examples.
  • Clarify that both Azure CLI and PowerShell are available on all platforms, but CLI is native to Linux.
  • Add links to Linux-specific quickstarts or documentation where relevant.
  • Consider including a note or section for deploying dashboards from Linux environments, with example commands.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Biased Biased
2026-02-05 00:00 #343 completed Clean Clean
2026-02-04 00:00 #339 completed Clean Clean
2026-02-03 00:00 #335 completed Biased Biased
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Clean Clean
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets