This is for our final project in our Data Science course which we have to encompass the whole data pipeline. We decided to chose the Yelp Dataset Challenge. We were attracted to this set due to recent publicity about the city of Pittsburgh which is considered one of the top food cities now. Our task in this project is to explore and gain some insightful understandings of the data. For this purpose, we are taking on the challenge of what it takes to beat Yelp.