Arrays, vectorised maths, and the axis rule every other library inherits.
DataFrames: selecting rows, deriving columns, and summarising by group.
Lines, bars, scatters and subplots — and labelling them so they can be read.
Fit, predict, score: holding data back, classifying, and scaling in a pipeline.