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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by focusing on Active Directory-based authentication (Microsoft Entra Domain Services), referencing PowerShell as a primary access method, and mentioning Windows-centric tools and patterns (such as domain credentials and AD integration) without providing equivalent Linux-native examples or alternatives. There is a lack of explicit Linux authentication and management guidance, and Windows tools are mentioned before any Linux equivalents (if any).
Recommendations
  • Include Linux-native authentication options, such as LDAP/Kerberos integration, and provide setup examples.
  • Offer CLI and shell (bash) examples for cluster access and management alongside PowerShell.
  • Mention and document Linux tools (e.g., SSH, kinit, curl) for interacting with HDInsight clusters.
  • Clarify how Linux users can authenticate and manage clusters, especially in environments without Active Directory.
  • Ensure that examples and instructions are provided for both Windows and Linux platforms, with parity in detail and order of presentation.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased