Version Compatibility

Reference examples tested with: ggplot2 3.5+, pandas 2.2+

Before using code patterns, verify installed versions match. If versions differ:

• Python: pip show <package> then help(module.function) to check signatures
• R: packageVersion('<pkg>') then ?function_name to verify parameters

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

Interactive Visualization

"Create interactive plots" → Build zoomable, hoverable visualizations for exploring large datasets in notebooks or HTML reports.

• Python: plotly.express, bokeh, altair
• R: plotly::ggplotly(), htmlwidgets

plotly (Python)