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 is generally Linux-focused, as HDInsight clusters run on Linux, and most troubleshooting steps use Linux commands (ssh, nslookup, dig, cat /etc/resolv.conf). However, there is evidence of Windows bias in several areas: PowerShell and Azure Runbook are referenced as primary automation tools, and Windows VMs are mentioned as DNS server options before Linux in one instance. The documentation also references Windows tooling (PowerShell cmdlets) without providing equivalent CLI or Bash alternatives.
Recommendations
  • When mentioning automation or scripting (e.g., 'EnableVmProtection' in PowerShell), also provide equivalent Azure CLI or Bash examples for parity.
  • When suggesting deploying a DNS server VM, mention Linux first (since HDInsight is Linux-based) or provide parallel instructions for both Linux and Windows.
  • Where PowerShell cmdlets are referenced (e.g., Get-AzVirtualNetwork), include Azure CLI equivalents (e.g., az network vnet show) to support users on non-Windows platforms.
  • Review all troubleshooting steps to ensure that Linux and cross-platform tools are always presented at least equally, if not with Linux-first emphasis given the HDInsight context.
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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