sentence_1 = "I love football" sentence_2 = "Messi is a great football player" sentence_3 = "Messi has won seven ballon d'or" docs = [sentence_1,sentence_2,sentence_3] docs unique_terms = {term for doc in docs for term in doc.split()} unique_terms doc_term_matrix = {} for term in unique_terms: doc_term_matrix[term] =[] for doc in docs: if term in doc: doc_term_matrix[term].append(1) else: doc_term_matrix[term].append(0) doc_term_matrix