Bias Analysis
Detected Bias Types
windows_first
missing_linux_example
Summary
The documentation exclusively uses Microsoft Excel for all examples and screenshots, and all instructions are written with Excel-specific terminology and keyboard shortcuts (e.g., Ctrl+Shift+Arrow), which are Windows-centric. There are no examples or guidance for Linux users or for alternative spreadsheet tools (such as LibreOffice Calc, Google Sheets, or command-line CSV tools), nor are there any references to how to perform similar tasks outside of Excel/Windows environments.
Recommendations
- Provide equivalent instructions and screenshots for at least one popular Linux-compatible spreadsheet application, such as LibreOffice Calc.
- Mention and briefly describe how to use open-source or cross-platform tools (e.g., LibreOffice Calc, Google Sheets, csvkit, pandas) to manipulate large CSV files and create pivot tables.
- Replace or supplement Excel-specific keyboard shortcuts and menu paths with generic or cross-platform alternatives.
- Add a section or callout noting that the steps can be performed on Linux/macOS using alternative tools, and link to relevant resources or documentation.
- Where possible, provide command-line examples (e.g., using csvkit or pandas) for users who prefer not to use GUI spreadsheet applications.
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