Q: What is the star distribution for each main category?Ī: The averge star rating is also high for each state. The mean value of the star rating in the reviewed business are 3.69. Q: How many business are rated as 5-stars?Ī: 12,964 business have a 5-star rating. Among all the reviewed business in Yelp: 51.3% of businesses have at least a 4-star rating. Q: What is the rating distribution in the Yelp reviews?Ī: Yelp users usually gave a high rating to local businesses.
There are 4318 unique categories in Yelp reviews. Q: How many categories does Yelp reviews have?Ī: Not just restaurants! Yelp reviews include plenty of categories of business. Hence, we dug deeper into both kinds of data and came up with number of question before we decided to evaluate user data in greater detail. We realized that our data only allowed us to take two tracks: analyze business or analyze user. Discover the Yelp Dataset, dig deep and find interesting connections. For now, those shifty travel agents can keep their jobs creating a recommendation system from text features in the Yelp dataset proved too difficult for several reasons. Sounds great right? All the travel agency's savings from firing their travel agents would undoubtedly be transferred to the consumer, so we’d also have unexpensive vacations too. Then some data science magic would happen, and the recommender would provide your ideal vacation plan. Our initial vision was to use Yelp Dataset to build a recommender that would read a user's profile. We transformed JSON files to csv files so that we can apply Python Pandas to analyze the dataset. The dataset contains 5 JavaScript Object Notation (JSON) files. Our dataset is from Yelp Dataset Challenge. Is it possible that restaurants invite people to write fake reviews or create fake accounts themselves? Does those who wrote reviews have the the same taste as yours? We analyzed these questions and used the publicly available Yelp Academic Dataset to classify users based on their credibility. You may wonder whether some reviews are just advertisements.
Have you ever gone to a restaurant based on its Yelp rating or after reading a rave review only to feel upset because the food quality did not meet your 5-star gourmet expectations. Using Yelp can help people easily find the service that meet their expectation. From restaurant to medical service, people can easily obtain helpful information from Yelp reviews. Yelp is becoming a popular way to find great local businesses.
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