Modeling Sentiment with Ridge Regression

De-duplication Matlab's unique function was used for de-duplicating reviews – each row that appeared more than once was reduced to a single occurrence. This technique can produce some false positives in the case that the same word frequencies occurred in legitimately distinct reviews (since the order of the tokens is not considered), but the chances of this occurring was considered improbable enough to avoid more complicated approaches.