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
Summary
The documentation page demonstrates a Windows bias by exclusively using Excel for data preparation and calculation examples, with screenshots and instructions tailored to the Excel interface. There is no mention of Linux-native tools (such as LibreOffice Calc, Gnumeric, or command-line utilities like awk, csvkit, or pandas) for handling CSV files. The only alternative suggested is 'the spreadsheet application of your choice,' but all detailed steps and visuals are for Excel. Additionally, Power BI (a Windows-centric tool) is referenced as the automated reporting solution, with no mention of cross-platform or open-source alternatives.
Recommendations
  • Provide step-by-step examples using Linux-native spreadsheet applications (e.g., LibreOffice Calc, Gnumeric) with corresponding screenshots.
  • Include instructions for performing the calculations using command-line tools (e.g., awk, csvkit, pandas) for users who prefer scripting or do not use GUI spreadsheet software.
  • Mention and link to cross-platform or open-source reporting tools that can be used as alternatives to Power BI.
  • Rephrase references to Excel and Power BI to clarify that other tools can be used, and provide parity in guidance for Linux and macOS users.
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Scan History

Date Scan Status Result
2026-01-17 00:00 #262 completed Biased Biased
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased