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
missing_linux_example
Summary
The documentation page exhibits Windows bias in several ways: Windows tools and commands (PowerShell, psping.exe, tnc) are mentioned first or exclusively, with Linux alternatives often presented as secondary or less detailed. Diagnostic and troubleshooting instructions favor Windows-native utilities, and examples reference Visual Studio and .NET-specific logging and tracing, with little or no parity for Linux or cross-platform development environments. Some troubleshooting steps lack Linux equivalents or provide only minimal Linux guidance.
Recommendations
  • Present Linux and Windows troubleshooting commands side-by-side, giving equal prominence to both (e.g., show telnet/nc examples before or alongside tnc/PowerShell).
  • Include Linux-native diagnostic tools (e.g., netcat, ss, lsof, tcpdump) in troubleshooting steps, with clear instructions.
  • Provide examples for cross-platform SDKs (Java, Python, Node.js) where .NET or Visual Studio is referenced.
  • Reference cross-platform logging and tracing solutions (OpenTelemetry, Jaeger, etc.) alongside Application Insights and .NET EventSource.
  • When mentioning downloadable tools (e.g., psping.exe), suggest Linux alternatives (e.g., hping, nping) and provide installation instructions.
  • Avoid assuming Visual Studio or Windows-only development environments; mention VS Code, JetBrains, or CLI-based workflows.
  • Ensure parity in troubleshooting steps for authentication, permissions, and connectivity for both Windows and Linux environments.
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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
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets