In this study, review information refers to a variety of reviews, recommendations, or users' experiences to advertise products and sellers. The Online Shopping Carnival platform presents a variety of review information, including the regular review system, e.g. sales volume, star rating, shopping and usage experience reviews of a product or an online store.