Lastly, two more features were added to the feature set, that is the length of the review, considered with and without punctuation.
in each fold of the experiment, the vectors of the reviews were constituted by 112 values: 2 corresponding to the length of the review, and 110 representing the (not normalized) frequency, into the review itself, of the selected n-grams of lemmas and POS.