Foursquare Places: Comprehensive Map Data | 120M+ Global POI | 115+ attributes

Foursquare Places is the leading independent points of interest (POI) dataset. It is the only POI dataset that is curated from rich user generated content and insights from more than 14 billion explicit check-ins on Foursquare’s consumer-facing apps (Swarm and City Guide). By utilizing three approaches to obtain Places data - UGC, machine learning, and third party verification - Places provides 2.4 million monthly updates to our data, ensuring that users receive the freshest and most accurate information to help power business decisions. Aside from precision and freshness, the breadth of detail that Foursquare Places provides is superior, encompassing more than 115 attributes including location, chain, hours of operation, social media presence, tips, photos, popularity, and more. Foursquare Places deliver these rich attributes with a strong focus on safeguarding consumer privacy. Consumers have clear visibility into and authority over their data, with double opt-in consent and easy opt-out.

Foursquare Places是领先的独立兴趣点（POI，Points of Interest）数据集。它是唯一一份精选自丰富用户生成内容（UGC，User Generated Content），并依托Foursquare旗下面向消费者的两款应用（Swarm与City Guide）上超140亿次显式签到数据所提炼的洞察打造的POI数据集。该数据集通过用户生成内容、机器学习与第三方核验三种渠道采集数据，每月更新240万条数据，确保用户可获取最新且最精准的信息，为商业决策提供有力支撑。除精准性与时效性之外，Foursquare Places的细节覆盖维度更为全面，涵盖位置、连锁属性、营业时间、社交媒体账号信息、用户贴士、照片、热度指标等超115项属性。Foursquare Places在提供上述丰富属性的同时，高度重视消费者隐私保护：用户可清晰查看并自主管控其个人数据，采用双重选择同意机制，且支持轻松退出授权。

搜集汇总

背景与挑战

背景概述

Foursquare Places是一个全球性的POI数据集，包含超过1.2亿个地点记录，覆盖200多个国家和地区，提供115种以上的属性信息。该数据集适用于位置智能、市场分析和客户体验优化等多种商业应用场景。