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_heavy_examples
Summary
The documentation page demonstrates a clear Windows bias by consistently presenting Windows/Windows Phone notification examples first and in greater detail, both in code and in explanatory text. The 'Get started tutorial' and linked resources are also Windows-centric. While other platforms (iOS, Android, Kindle Fire, Baidu) are mentioned and have example code, the narrative and screenshots focus heavily on Windows scenarios, and there is no mention of Linux-specific tools, environments, or considerations.
Recommendations
  • Reorder platform examples so that Windows is not always first; consider rotating or alphabetizing platform order.
  • Add explicit Linux usage notes, such as how to run the Python sample on Linux, any required dependencies, and troubleshooting tips for Linux users.
  • Include screenshots or terminal output from Linux environments to balance the Windows-centric visuals.
  • Ensure that all platform-specific instructions (such as environment setup, debugging, or authentication) are equally detailed for Linux and macOS as for Windows.
  • Review and update linked tutorials to ensure they are not Windows-exclusive, or provide equivalent Linux/macOS guides.
GitHub Create Pull Request

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 Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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

Flagged Code Snippets

hub.send_windows_notification(wns_payload, "sports")
wns_payload = """<toast><visual><binding template=\"ToastText01\"><text id=\"1\">Hello world!</text></binding></visual></toast>"""
hub.send_windows_notification(wns_payload)
wns_payload = """<toast><visual><binding template=\"ToastText01\"><text id=\"1\">Test</text></binding></visual></toast>"""
hub.send_windows_notification(wns_payload)
hub.send_windows_notification(wns_payload)
tags = {'sports', 'politics'}
hub.send_windows_notification(wns_payload, tags)
var template = @"<toast><visual><binding template=""ToastText01""><text id=""1"">$(greeting_en)</text></binding></visual></toast>";