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
Summary
The documentation page demonstrates a moderate Windows bias. Windows-centric tools and patterns (Azure PowerShell) are consistently presented before their Linux equivalents (Azure CLI), and PowerShell examples are given equal or greater prominence. The use of Azure PowerShell is referenced first in command examples and troubleshooting, and the documentation does not provide Linux shell-specific guidance (e.g., Bash scripting) or mention Linux-native tools for network inspection. There is also a lack of explicit parity in instructions for Linux users, with no mention of OS-specific considerations for cluster creation or management.
Recommendations
  • Present Azure CLI (cross-platform) examples before or alongside Azure PowerShell examples to avoid Windows-first ordering.
  • Include Linux/Bash-native command examples for network inspection and troubleshooting (e.g., using curl, dig, or ip tools).
  • Add explicit notes or sections for Linux users, clarifying any OS-specific steps or differences in HDInsight cluster creation and management.
  • Reference Linux-native tools and patterns (such as SSH, Bash scripting, or Linux firewall management) where appropriate.
  • Ensure that troubleshooting and configuration guidance is equally accessible and detailed for both Windows and Linux environments.
GitHub Create Pull Request

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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-21 00:00 #56 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
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