Some years ago, I wrote a simple paper, Accurate Methods for the Statistics of Surprise and Coincidence that has since seen quite a history of citation and use by others. The basic method was applied to get highly accurate language identification, species identification, author identification, document classification, musical recommendations, insurance risk assessment and video recommendations. It