For people asking, EPA/play means Expected Points Added per play. For example, with current data, the Dolphins are expected to earn 1 point for every 5 offensive plays they run; teams playing against the Browns are expected to lose a point for every 5 plays against their defense.
Why have an offense when a defense works just fine?