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 example code for generating derived device keys using Azure CLI, Windows PowerShell, Linux (openssl), and C#. However, in the tabbed example section, the Windows/PowerShell example is presented before the Linux example, and the PowerShell script is more detailed and user-friendly compared to the Linux/openssl example. There is a slight 'windows_first' ordering and a more comprehensive PowerShell example, which may indicate a subtle Windows bias.
Recommendations
  • Alternate the order of Windows and Linux examples in tabbed sections, or present Linux examples first in some cases to balance exposure.
  • Ensure that Linux/bash examples are as detailed and user-friendly as the PowerShell examples, including clear variable assignments and output formatting.
  • Where possible, provide cross-platform scripts (e.g., Python) that work equally well on Windows and Linux.
  • Explicitly state that all methods are equally supported and tested on both Windows and Linux platforms.
  • Consider including a table summarizing all available methods (CLI, PowerShell, Bash, C#, etc.) with platform compatibility.
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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"