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
windows_first
Summary
The documentation page demonstrates mild Windows bias by mentioning Windows-specific tools (Azure PowerShell) and the Azure portal before Linux alternatives (command-line interface) when describing cluster scaling. No explicit Linux shell examples are provided, and screenshots exclusively show the Azure portal, which is platform-agnostic but often associated with Windows usage. However, the rest of the content is platform-neutral and references Linux clusters positively (e.g., Tez enabled by default).
Recommendations
  • Provide explicit Linux shell (bash/CLI) examples alongside or before PowerShell examples for cluster management tasks.
  • Clarify that the Azure portal and CLI are cross-platform, and include links or instructions for Linux users.
  • Add screenshots or command snippets demonstrating cluster scaling using Azure CLI on Linux.
  • Ensure that any references to PowerShell are balanced with equivalent bash/CLI instructions.
  • Highlight Linux-specific advantages (such as Tez being enabled by default) more prominently.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets