Perform exploratory data analysis and statistical visualizations following best practices for Python and pandas.

Generate flat, minimal educational SVG visuals as self-contained HTML files.

Expert guidance for data analysis, visualization, and Jupyter Notebook development with pandas, matplotlib, and numpy.

Design end-to-end user flows, multi-step workflows, and cross-platform navigation structures.

Create self-contained interactive HTML playgrounds with live previews and prompt output copy buttons.