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Yelp Data Analysis and Machine Learning

Dataset:

  • business.json: Contains business data including location data, attributes, and categories.
  • review.json: Contains full review text data including the user_id that wrote the review and the business_id the review is written for.
  • user.json:User data including the user's friend mapping and all the metadata associated with the user.
  • checkin.json:Checkins on a business.
  • tip.json:Tips written by a user on a business. Tips are shorter than reviews and tend to convey quick suggestions.

Outline:

  1. EDA and Mining User preferences
  2. Detect Protential Error on the data
  3. Detect unmatched review and star on Yelp
  4. Provide suggestion and solution to help Yelp offering a better Resturant review system.

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This is the repo for STA 141B class

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