Old Faithful's 272 observations contain measurements of eruption duration and waiting time. One npudens call selects bandwidths optimized for the joint-density target and reveals two distinct peaks: short eruptions with shorter waits, and long eruptions with longer waits. The surface opens in RStudio's Viewer, where you can drag to rotate, scroll to zoom, and resize the pane. Find the full script in Gallery Video Demos.