Listen to The Dirty Dozens online. The Dirty Dozens is an English language song and is sung by Count Basie. The Dirty Dozens, from the album Jazz Heritage: Count Basie, was released in the year 2013. The duration of the song is 3:05. Download English songs online from JioSaavn.