vocabulary = 'a list of words I want to look for in the documents'.split()
vect = TfidfVectorizer(sublinear_tf=True, max_df=0.5, analyzer='word',
    stop_words='english', vocabulary=vocabulary)
Using Sklearn's TfidfVectorizer transform