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 exhibits a moderate Windows bias. Windows instructions, tools, and troubleshooting steps are often presented first or exclusively, with more detailed guidance and screenshots for Windows users. PowerShell is used as the default for network testing, and Windows-specific tools (such as the Hybrid Connection Manager GUI) are emphasized, while Linux alternatives are less detailed or missing. Some troubleshooting steps and examples are only provided for Windows, and GUI-based workflows are not available for Linux users.
Recommendations
  • Provide Linux command-line equivalents for all PowerShell examples (e.g., use 'nc' or 'telnet' for network testing instead of only 'Test-NetConnection').
  • When presenting instructions, alternate the order or present Linux and Windows instructions side by side, rather than always listing Windows first.
  • Expand Linux installation and usage instructions to match the detail and clarity of the Windows sections, including more screenshots or terminal output where possible.
  • Offer Linux-specific troubleshooting steps, including commands for checking service status, network connectivity, and DNS resolution.
  • Clarify any feature gaps (such as the absence of a Linux GUI) and suggest alternative workflows or third-party tools for Linux users.
  • Ensure that all programmatic and CLI examples are explicitly cross-platform and tested on both Windows and Linux.
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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

Flagged Code Snippets