Currently I am using the following: pgrades = [scipy.percentileofscore(grades,x) for x in grades] I need the percentile of each number in grades. The problem is that it takes a long time (a few minutes) because there are 15,000 items in the list. does anyone know is there is a faster way? Thanks Vincent Davis 720-301-3003