Bias Analysis
Detected Bias Types
windows_first
missing_linux_example
Summary
The documentation exclusively references Excel for data preparation and calculation, with all instructions and screenshots based on the Excel interface. There are no examples or guidance for Linux users or those using non-Microsoft spreadsheet tools (such as LibreOffice Calc, Google Sheets, or command-line tools like awk/csvkit). The workflow assumes a Windows-centric environment, implicitly prioritizing Windows tools and patterns.
Recommendations
- Include parallel instructions and screenshots for at least one popular Linux-compatible spreadsheet application, such as LibreOffice Calc or Google Sheets.
- Mention and provide examples for command-line CSV processing tools (e.g., csvkit, awk, pandas) for users who may not use GUI spreadsheet software.
- Rephrase references to 'Excel' as 'spreadsheet application' throughout, and clarify that the process is applicable to any tool capable of handling CSV files.
- Where possible, provide downloadable sample data and formulas in formats compatible with both Excel and LibreOffice Calc.
- Add a note or section specifically addressing Linux/macOS users, outlining alternative tools and any differences in steps or formulas.
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