The document appears to contain code and tables related to recommender systems and calculating similarity scores between users based on movie ratings. It includes functions for getting recommendations for a user based on similarities to other users' ratings and calculating weighted averages of ratings by similarity. Tables of movie ratings and calculated similarity scores and totals are also present.