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_tools
powershell_heavy
windows_first
Summary
The documentation page is generally Linux-focused, as HDInsight clusters run on Linux and most troubleshooting steps use Linux commands (ssh, nslookup, dig, resolv.conf). However, there is some Windows bias present: PowerShell and Azure Runbook are mentioned as sources of configuration errors, and the resolution refers to PowerShell cmdlets (Get-AzVirtualNetwork) without Linux CLI equivalents. Additionally, when discussing DNS server VMs, Windows is mentioned alongside Linux, and in some places, Windows tools or terminology appear first.
Recommendations
  • Provide Azure CLI or REST API equivalents for PowerShell commands and parameters, especially for network configuration validation.
  • When mentioning VM-based DNS servers, clarify Linux is the default/recommended option for HDInsight, and provide explicit instructions for both Linux and Windows setups.
  • If referencing PowerShell or Windows tools, always include Linux/CLI alternatives and present them with equal prominence.
  • Review the order of tool mentions to ensure Linux/CLI options are not secondary to Windows/PowerShell.
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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

Flagged Code Snippets