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
missing_linux_example
windows_tools
powershell_heavy
Summary
The documentation demonstrates a Windows bias by prioritizing or exclusively mentioning Windows-specific tools, examples, and workflows. Windows and PowerShell are referenced more frequently and earlier than Linux equivalents. There are missing Linux-specific examples, and guidance for Linux users is minimal or absent, especially in advanced or troubleshooting scenarios.
Recommendations
  • Provide Linux-specific examples alongside Windows ones, especially for tasks like restoring VMs, attaching disks, and post-restore steps.
  • Include references to Azure CLI and Bash scripts, not just PowerShell, for automation and VM creation from restored disks.
  • When mentioning Windows tools (e.g., bcdedit, netdom), also provide equivalent Linux troubleshooting steps (e.g., using GRUB, chroot, SSH recovery).
  • Balance references to Windows and Linux documentation, such as linking to both Windows and Linux VM management guides.
  • Explicitly state when a process or feature is OS-agnostic, and clarify any OS-specific limitations or requirements.
  • Add Linux-focused troubleshooting and post-restore guidance, such as handling cloud-init, resetting SSH keys, or repairing bootloaders.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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 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
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-28 00:01 #94 cancelled Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-26 00:00 #92 cancelled Clean Clean
2025-08-25 00:01 #91 cancelled Biased Biased
2025-08-24 00:00 #90 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 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
2025-08-04 00:00 #70 cancelled 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
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets