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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias in several areas. The only explicit code example for certificate creation uses PowerShell, with no equivalent Linux/OpenSSL example provided. Network testing and domain joining instructions focus exclusively on Windows VMs, referencing Windows-specific tools like ldp.exe and omitting Linux alternatives. Troubleshooting and validation steps are described using Windows terminology and tools, with no mention of how to perform these tasks on Linux systems. Linux is only briefly mentioned in a 'Next steps' link for SSH, but not in the main configuration or validation workflow.
Recommendations
  • Provide equivalent Linux/OpenSSL commands for certificate creation alongside PowerShell examples.
  • Include instructions for joining a Linux VM to the domain and validating connectivity (e.g., using realm, sssd, or adcli).
  • Suggest Linux-native tools for LDAP testing (e.g., ldapsearch) and network troubleshooting (e.g., dig, nslookup, ping).
  • Ensure troubleshooting and validation steps are described for both Windows and Linux environments.
  • Where Windows tools (like ldp.exe) are referenced, mention Linux alternatives and provide example usage.
  • Consider reordering examples so that Linux and Windows approaches are presented with equal prominence.
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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
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 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
2025-07-17 00:00 #53 completed Clean Clean
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets