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 steps, with screenshots and instructions tailored to the Excel application. There are no examples or guidance for performing the same tasks using Linux-native tools (such as LibreOffice Calc, csvkit, pandas, or command-line utilities). The only alternative mentioned is a generic 'spreadsheet application of your choice,' but no Linux-specific instructions or screenshots are provided. Additionally, the 'Other ways to get data' section references Power BI, another Windows-centric tool, without Linux alternatives.
Recommendations
  • Provide step-by-step instructions and screenshots for performing the calculations using LibreOffice Calc or Google Sheets, which are cross-platform and commonly used on Linux.
  • Include examples of how to manipulate and analyze the CSV data using Linux command-line tools (e.g., awk, csvkit, pandas in Python) for users who prefer scripting.
  • Mention and link to Linux-friendly visualization/reporting tools as alternatives to Power BI, such as Grafana or Jupyter Notebooks.
  • Explicitly state that all steps can be performed on Linux and macOS, and clarify any differences in workflow or tool availability.
  • Balance screenshots and examples between Windows and Linux environments to ensure parity and inclusivity.
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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