since any transaction containing Y will have X. By using the AWS, the DCP will not be violated. where N(C) is the number of documents in the corpus and N(t,C) the number of documents in the corpus containing t. There are many variations and improvements to the standard TFIDF by adding correcting terms based on distribution of categories or using other methods to represent TF and IDF .