In the particular example, I have a very small number of movies and a very small number of users and so most users have rated most movies but in the realistic settings your users each of your users may have rated only a minuscule fraction of your movies but looking at this data, you know, if Alice and Bob both like the romantic movies maybe we think that Alice would have given this a five. 