Bias Analysis
Detected Bias Types
windows_first
excel_heavy
missing_linux_example
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 interface. While it briefly mentions that other spreadsheet applications can be used, it does not provide any examples, instructions, or screenshots for Linux-friendly alternatives such as LibreOffice Calc or command-line tools. No Linux-specific tools, patterns, or workflows are mentioned, and the only alternative visualization tool referenced is Power BI, which is also Windows-centric.
Recommendations
- Provide step-by-step instructions and screenshots for performing the same calculations using LibreOffice Calc or Google Sheets, which are cross-platform and Linux-friendly.
- Include examples of how to process and analyze the CSV data using command-line tools (e.g., awk, csvkit, pandas in Python) that are commonly available on Linux.
- Explicitly mention and link to open-source spreadsheet applications as alternatives to Excel.
- Ensure that any references to visualization or reporting tools include Linux-compatible options or clarify cross-platform availability.
- Consider reordering or balancing examples so that Linux and open-source options are presented alongside or before Windows-centric tools.
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