As element of the Examination, we also matched the restaurants while in the SafeGraph knowledge with information in the overview web site Yelp, utilizing the Formal Yelp API. We matched the Yelp restaurant identifiers (restaurant identify and handle) on the corresponding restaurants while in the SafeGraph dataset employing Python’s FastLink deal,