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While cv.fit(...) would only create the vocabulary, cv.fit_transform(...) creates the vocabulary and returns a term document matrix which is what we want. With this, each column in the matrix represents a word in the vocabulary while each row represents the document in our dataset where the values in this case are the word counts.

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