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 provides cross-platform examples for generating derived device keys (Azure CLI, Windows/PowerShell, Linux/openssl, C#), but the Windows/PowerShell example is presented before the Linux/openssl example. Additionally, the Windows/PowerShell example is more detailed and uses native Windows tools, which may give the impression of a slight preference for Windows environments.
Recommendations
  • Present Linux and Windows examples in parallel or alternate their order in different sections to avoid always listing Windows first.
  • Ensure that Linux examples are as detailed and accessible as their Windows counterparts.
  • Explicitly state at the beginning of the example section that all major platforms are supported and that equivalent tooling is available.
  • Consider including a Bash example for macOS, or clarify that the Linux example applies to macOS as well.
  • Where possible, provide platform-agnostic code (e.g., Python) to further improve parity.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

$KEY='8isrFI1sGsIlvvFSSFRiMfCNzv21fjbE/+ah/lSh3lF8e2YG1Te7w1KpZhJFFXJrqYKi9yegxkqIChbqOS9Egw=='
$REG_ID='sn-007-888-abc-mac-a1-b2-c3-d4-e5-f6'

$hmacsha256 = New-Object System.Security.Cryptography.HMACSHA256
$hmacsha256.key = [Convert]::FromBase64String($KEY)
$sig = $hmacsha256.ComputeHash([Text.Encoding]::ASCII.GetBytes($REG_ID))
$derivedkey = [Convert]::ToBase64String($sig)
echo "`n$derivedkey`n"