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
Summary
The documentation is heavily biased towards Windows and PowerShell usage. All automation and API interaction examples are provided exclusively in PowerShell, with no equivalent Bash, curl, or Python examples for Linux/macOS users. Instructions repeatedly reference running Azure CLI commands in a PowerShell window, and PowerShell variable syntax is used throughout. There is no mention of Linux tools or shell scripting alternatives, nor any guidance for non-Windows environments.
Recommendations
  • Provide equivalent examples using Bash shell scripting, curl, or Python for all PowerShell automation steps.
  • Show how to authenticate and interact with Palo Alto REST APIs using curl or Python requests, including header and body formatting.
  • Include notes or sections for Linux/macOS users, specifying any required tools or environment setup.
  • When presenting Azure CLI commands, avoid assuming a PowerShell environment; show both Windows (PowerShell) and Linux/macOS (Bash) invocation styles.
  • Use generic variable syntax in documentation (e.g., $VAR for PowerShell, ${VAR} for Bash) or clarify the syntax for each platform.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-20 00:01 #86 completed Clean Clean
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets