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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation provides a PowerShell-only example for deriving a device key, explicitly mentioning 'On Windows' and omitting any Linux or cross-platform alternatives. Windows tools and patterns are referenced exclusively, with no parity for Linux users. The CLI references are platform-neutral, but the only code sample for key derivation is Windows-centric.
Recommendations
  • Add equivalent Linux (bash, openssl, or Python) examples for device key derivation.
  • Preface code samples with platform-neutral language, e.g., 'On Windows, use PowerShell; on Linux, use...'.
  • Include cross-platform scripts or highlight CLI tools that work on both Windows and Linux.
  • Consider providing downloadable scripts or links to official SDKs that support both platforms.
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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
2025-08-22 00:01 #88 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets