The researchers analyzed reviews of men's and women's clothing stores from Yelp to compare sentiment and topics. Sentiment analysis found that both men and women left highly positive text reviews, while star ratings revealed more negative sentiment. Topic modeling identified that the most discussed topics for men's stores were types of clothing and customer service, while women's stores focused more on brands and store features.