Add a Line Total Column

Deriving a column from other columns is the most common single operation in Pandas, and the row-by-row way of doing it is roughly a hundred times slower than the right way.

Write add_line_total(df).

df has columns sku, quantity and unit_price. Return a new DataFrame with all the original columns plus a line_total column equal to quantity * unit_price, added at the end.