Tom wants to know whether the word Summer is important for the collection of texts and what kind of context surrounds this term. As you know, summer can be both a capitalized proper noun (like, for example, someone's last name) and a lowercase common noun (which denotes a class of entities).
Correct the code below, so that the vectorizer could be case-sensitive and could extract bigrams (two-word phrases) and trigrams (three-word phrases). Put the final version of this vectorizer in the answer box. Do not remove any parameters, just copy the code below and correct the values where needed.
vectorizer = TfidfVectorizer(input='content', use_idf=True, lowercase=True,
analyzer='word', ngram_range=(1, 1),
stop_words=None)