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
missing_windows_example
windows_tools
windows_terms
Summary
The documentation page provides a balanced overview of both Windows and Linux support for container workloads on Azure Batch, but exhibits a subtle Windows bias in several areas. Windows is frequently mentioned first in lists and section headings (e.g., 'Windows support' precedes 'Linux support'), and Windows-specific terms (such as C:\ProgramData\Docker, Windows container limitations, and VM families with ephemeral disks) are referenced throughout. However, all code examples (Python and C#) use Linux images (Ubuntu) and Linux paths, with no concrete Windows container code samples provided. Windows-specific troubleshooting, configuration, or PowerShell examples are absent, but Windows terminology and considerations are present, sometimes without Linux equivalents.
Recommendations
  • Add concrete Windows container code examples (Python, C#, and/or PowerShell) showing how to configure and run Windows-based container pools and tasks, including Windows-specific image references and paths.
  • Provide Linux examples before Windows in lists and section headings to avoid 'windows_first' ordering bias.
  • Include troubleshooting and configuration steps for both Windows and Linux containers, ensuring parity in detail and coverage.
  • Explicitly mention Linux equivalents when discussing Windows-specific terms (e.g., ephemeral disk mapping, default Docker data root).
  • If referencing Windows tools or patterns (such as PowerShell), provide Linux CLI equivalents (e.g., bash scripts) alongside.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets