Pipelines with assign and pipe

assign adds or replaces columns and returns a new frame, so several steps chain together without intermediate variables or chained-assignment warnings.

map applies a lookup to a Series and apply applies a function to a column — both fine on a single column; it is apply(axis=1) across rows that is slow.

pipe drops a whole function into the chain, which keeps reusable cleaning steps out of the pipeline body.