SafeGraph: Points of Interest: All Coffee Shops in the Top 5 US Cities
POI data for all coffee shops in the top 5 US cities
SafeGraph Places is a POI based dataset containing business listing information such as location name, street address, industry, lat/long and brand. This dataset covers locations for all coffee shops (NAICS 722515) in the top 5 cities, including New York City, Los Angeles, Chicago, Dallas, and Houston. This dataset is also available for download in all regions.
-Brand association for points of interest (POIs) where people spend time or money
All SafeGraph POI-based datasets utilize Placekey as the primary key and are formatted as delimited CSVs. SafeGraph updates the Places dataset every month with the past month’s openings and closings and maintains a persistent Placekey across releases. Our detailed Places Schema(1) is available online. Additionally please refer to Places Data Manual(2) for more detailed field definitions and methodologies. Our Places Summary Statistics(3) is updated with every monthly release to reflect data coverage.
Our documentation site includes detailed information for all of our products, but this product listing specifically only includes the Places data set and does not include Geometry or Patterns data.
(1) Places Schema: https://docs.safegraph.com/docs#section-core-places
(2) Places Data Manual: https://docs.safegraph.com/docs/places-manual
(3) Places Summary Statistics: https://docs.safegraph.com/docs/places-summary-statistics
About the Provider:
SafeGraph is a global geospatial data company that offers any data on any place in the world. Customers like Esri, Tripadvisor, Mapbox, and Sysco use SafeGraph data to better understand their customers, create new products, and make better decisions for their business.