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
Summary
The documentation exclusively demonstrates data preparation and calculation steps using Microsoft Excel, a Windows-centric tool, with screenshots and instructions tailored to its interface. There are no examples or guidance for performing the same calculations using Linux/macOS tools (e.g., LibreOffice Calc, Google Sheets, or command-line utilities), nor is there mention of alternative workflows for non-Windows environments.
Recommendations
  • Include explicit instructions and screenshots for performing the calculations using LibreOffice Calc and/or Google Sheets, which are cross-platform.
  • Add a section describing how to process the CSV file using command-line tools (e.g., awk, csvkit, pandas in Python) for users who prefer scripting or do not use GUI spreadsheet applications.
  • Clarify that the process is not limited to Excel and provide parity in step-by-step guidance for Linux/macOS users.
  • Consider listing alternative spreadsheet applications before or alongside Excel to avoid Windows-first impression.
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Scan History

Date Scan Status Result
2026-01-13 06:17 #107 completed Biased Biased
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean