The parallel coordinate plot is useful for visualizing multivariate data in a dis-aggregated way, where we have multiple numerical measurements for each record. A scatter plot displays two measurements for each record by using the two axes. A parallel coordinate plot can display many measurements for each record, by using many (parallel) axes - one for each measurement.
