Points of Interest: All Coffee Shop Locations 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.

Samples/Tables Included:
-Location name
-Address
-Category
-Brand association for points of interest (POIs) where people spend time or money

Fields Included:
-Latitude/Longitude
-Hours Open
-Postal Code
-Phone Number

Additional Information:
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.

Data Dictionary
Our documentation site includes detailed information for all of our products, but this product listing specifically only includes the Places data set.
(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

搜集汇总

背景与挑战

背景概述

该数据集基于SafeGraph Places，提供了美国前五大城市（纽约市、洛杉矶、芝加哥、达拉斯和休斯顿）中所有咖啡店（NAICS 722515）的兴趣点信息，涵盖位置名称、地址、类别、品牌关联、经纬度、营业时间等字段。数据以CSV格式存储，使用Placekey作为主键，并每月更新以反映门店的开闭情况。