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 demonstrates a moderate Windows bias. Windows instructions and tools (such as PowerShell and GUI) are often presented first or exclusively, with Linux alternatives sometimes less detailed or missing. Troubleshooting and connectivity testing examples rely on Windows-specific tools (e.g., PowerShell's Test-NetConnection), and the GUI for Hybrid Connection Manager is only available on Windows, with Linux users directed to CLI without parity in features or screenshots. Some troubleshooting steps lack Linux command equivalents.
Recommendations
  • Provide Linux command-line equivalents for all Windows-specific instructions, such as replacing PowerShell's Test-NetConnection with Linux alternatives like nc (netcat) or curl.
  • When presenting installation or usage instructions, alternate the order or present both Windows and Linux instructions side by side to avoid 'windows_first' bias.
  • Include Linux screenshots or terminal output where Windows GUI screenshots are shown, to give Linux users visual parity.
  • Expand troubleshooting sections to include Linux-native tools and commands (e.g., using nslookup, dig, nc, or telnet for connectivity tests).
  • Clarify any feature gaps (such as the lack of a GUI on Linux) and, where possible, suggest open-source or cross-platform alternatives.
  • Ensure that all examples, especially for common tasks (testing connectivity, managing services), are provided 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
2026-01-12 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Biased Biased
2025-09-03 00:00 #100 completed Biased Biased
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-30 00:01 #96 cancelled Biased Biased
2025-08-29 00:01 #95 completed Biased Biased
2025-08-28 00:01 #94 cancelled Biased Biased
2025-08-27 00:01 #93 cancelled Biased Biased
2025-08-26 00:00 #92 cancelled Biased Biased
2025-08-25 00:01 #91 cancelled Biased Biased
2025-08-24 00:00 #90 cancelled Biased Biased
2025-08-23 00:00 #89 cancelled Biased Biased
2025-08-22 00:01 #88 completed Biased Biased
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-20 00:01 #86 completed Biased Biased
2025-08-19 00:01 #85 completed Biased Biased
2025-08-18 00:00 #84 cancelled Biased Biased
2025-08-17 00:01 #83 cancelled Biased Biased
2025-08-16 00:00 #82 cancelled Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Biased Biased
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

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