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 exhibits mild Windows bias, primarily in the Azure Batch section, which references PowerShell cmdlets (New-AzBatchAccount, New-AzBatchPool) and links to Windows-centric articles before mentioning the Azure portal. The use of Microsoft Azure Storage Explorer as a recommended tool for managing blob storage containers is also a Windows-oriented choice, as it is a Microsoft product with a Windows-first user base. There are no explicit Linux command-line examples, nor are Linux-native tools or patterns suggested. However, the HDInsight examples do default to Linux-based clusters, and the JSON configuration samples specify 'osType': 'Linux', which helps balance the bias. Overall, the documentation is Azure-centric but leans toward Windows tools and patterns in certain sections.
Recommendations
  • Include Linux-native command-line examples (e.g., using Azure CLI or Bash scripts) alongside or before PowerShell examples for Azure Batch and other services.
  • Mention cross-platform or Linux-friendly tools for blob storage management (such as azcopy, Azure CLI, or third-party tools) in addition to Microsoft Azure Storage Explorer.
  • When referencing articles or guides, provide links to both PowerShell and Azure CLI documentation, and clarify which commands are cross-platform.
  • Explicitly state platform compatibility for all tools and commands, and highlight Linux usage patterns where relevant.
  • Add troubleshooting steps or examples that use SSH and Linux utilities for cluster management, not just Windows-centric approaches.
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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
2025-09-11 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
2025-07-17 00:00 #53 completed Biased Biased
2025-07-16 00:00 #52 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

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