A raincloud plot combines a half-violin density, a box plot and every jittered raw observation per group, showing distribution shape, summary and individual points in one figure.
Bar charts hide distributions; box plots hide multimodality; violins hide the n. The raincloud stacks all three honest views: the density silhouette, the median/IQR box, and each raw observation jittered beside them.
Density uses a Gaussian kernel with Silverman's bandwidth, same engine as the violin plot; jitter is deterministic so redraws are stable.
One or more numeric columns, or one numeric column + a grouping column.
One cloud + box + rain triplet per group on a shared axis.
Look for shape disagreements the box plot can't show: bimodality, skew, outlier clusters in the rain.