sbujoht qenfshf npwjftsbujoht sbujohtifbe just like earlierwe're going to import the ebub file that contains all the individual ratings for every user and what movie they ratedand then we're going to tie that together with the movie titlesso we don' have to just work with numerical movie ids go ahead and hit the run cell buttonand we end up with the following dataframe the way to read this isfor examplevtfs@je number rated pz upsz  starand vtfs@je number rated pz upsz  star andthis will contain every ratingfor every userfor every movie and againjust like earlierwe use the wonderful qjwpu@ubcmf command in pandas to construct new dataframe based on the informationvtfs bujoht sbujohtqjwpu@ubcmf joefy dpmvnot wbmvft sbujoh vtfs bujohtifbe