I appreciate what you are trying to explain but this isn’t what person needs from a tutorial. I believe that using a dataset that is builtin doesn’t teach many who are trying to use lightfm with local dataset anything. Would appreciate if you can make a follow up with a dataset from csv files. So we can conceptualise the process with solid grounds.