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
windows_example
missing_linux_example
Summary
The documentation page demonstrates a subtle Windows bias in its sample data and examples. Specifically, the only explicit operating system shown in the sample call summary logs is 'Windows 10.0.17763 Arch: x64', while other OS examples are either 'null', 'Redacted', or non-Windows (Darwin/Android) but appear later. There are no Linux-specific examples or mentions, and Windows is the first and only desktop OS explicitly named in the P2P call example. No Linux tools, patterns, or instructions are referenced anywhere in the page.
Recommendations
  • Include sample call summary logs with Linux endpoints, showing realistic Linux osVersion strings (e.g., 'Ubuntu 20.04 x86_64', 'Debian 11.2 x86_64').
  • Explicitly mention Linux as a supported platform in relevant sections, especially where OS version is discussed.
  • If there are platform-specific instructions or troubleshooting steps, provide parity for Linux users (e.g., how to collect logs or diagnose issues on Linux endpoints).
  • Ensure that examples and sample data rotate or balance between Windows, Linux, and macOS endpoints to avoid implicit prioritization.
  • Add a note clarifying that the service and SDK support multiple operating systems, including Linux, and link to platform compatibility documentation if available.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Clean Clean
2026-01-11 06:20 #98 completed Clean Clean
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets

"properties": {
    "identifier":               "acs:61fddbe3-0003-4066-97bc-6aaf143bbb84_0000000b-4fee-66cf-ac00-343a0d003158",
    "callStartTime":            "2021-07-19T17:54:05.113Z",
    "callDuration":             6,
    "callType":                 "P2P",
    "teamsThreadId":            "null",
    "participantId":            "null",    
    "participantStartTime":     "2021-07-19T17:54:06.758Z",
    "participantDuration":      "5",
    "participantEndReason":     "0",
    "endpointId":               "570ea078-74e9-4430-9c67-464ba1fa5859",
    "endpointType":             "VoIP",
    "sdkVersion":               "1.0.1.0",
    "osVersion":                "Windows 10.0.17763 Arch: x64"
}