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 page demonstrates a Windows bias by exclusively using Excel for data preparation and calculation steps, with all instructions and screenshots tailored to Excel on Windows. There are no examples or guidance for performing these tasks using Linux tools (such as LibreOffice Calc, csvkit, pandas, awk, etc.), nor is there mention of command-line or open-source alternatives. The workflow assumes a GUI spreadsheet application, which is most commonly associated with Windows environments.
Recommendations
  • Add explicit instructions and examples for performing the calculations using open-source spreadsheet applications (e.g., LibreOffice Calc) available on Linux.
  • Provide command-line alternatives for data filtering and calculation, such as using csvkit, pandas (Python), or awk, which are popular on Linux.
  • Include screenshots or terminal output examples from Linux environments to illustrate parity.
  • Mention that the CSV file can be processed on any operating system and highlight cross-platform tools.
  • Rephrase steps to be application-agnostic where possible, or provide parallel instructions for both Excel and Linux-friendly tools.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased