def universal_set(documents, k) : universal = OrderedSet() universal1 = OrderedSet() for doc in documents : #print("doc = ", doc) shingles, shings = k_shingles(doc, k) universal = universal.union(shingles) universal1 = universal1.union(shings) universal = list(universal) universal1 = list(universal1) universal.sort() universal1.sort() universal = OrderedSet(universal) universal1 = OrderedSet(universal1) return universal, universal1