This project is a course project for course EECS6893-Big Data Analytics. The project used Yelp Dataset, and based on it, conducted user-based recommendation and district-based recommendation. On the other hand, the project also analyzed common lunch time at different area. To present analysis and recommendation, project used Python and FLASK framework to develop a web application.