Retail category POIs (Points of Interest) in Europe

This sample of our dataset contains business listing information in the retail category of commercial locations in France, Germany, Great Britain, Italy, and Spain. The dataset includes attributes related to the commercial Points of interest (POIs) such as opening hours, lat/long, complete address, website, parent organization, and more.

Echo's services come with a dedicated team delivering 360° support throughout the location data journey with flexible long-term solutions that streamline analysis and minimize response time.

The full dataset contains over 60 million POIs in categories like retail, food and dining, business and services, financial services, public places, etc., in over 100 categories across Europe, North America, and South America.

ATTRIBUTES INCLUDE:
- POI name
- Brand
- NAICs Categorization
- Complete Address
- Lat/Long
- Parent Organization
- Stock Ticker
- Opening Hours
- Phone Number
- Website

MORE INFO:

Echo updates its POIs every month, with files delivered in a CSV file format. The data dictionary and other technical information on our dataset can be found here:
1) Data Schema: https://docs.echo-analytics.com/places/data-schema
2) Country Availability: https://docs.echo-analytics.com/places/available-countries

本数据集的该样本包含法国、德国、英国、意大利及西班牙境内零售类商业场所的商户名录信息。本数据集涵盖商业兴趣点（Points of Interest, POI）相关的各类属性，包括营业时间、经纬度、完整地址、官方网站、所属机构等。

Echo的服务配备专属团队，可为位置数据全链路提供360°全流程支持，并推出灵活的长期解决方案，以优化分析流程并缩短响应时长。

完整数据集涵盖欧洲、北美及南美三大洲超100个分类下的超6000万个POI，品类涵盖零售、餐饮、商务与服务、金融服务、公共场所以及更多细分领域。

属性包含：
- POI名称
- 品牌
- 北美行业分类编码（NAICs）
- 完整地址
- 经纬度
- 所属机构
- 股票代码
- 营业时间
- 联系电话
- 官方网站

更多信息：

Echo每月更新一次POI数据，数据文件以CSV（Comma-Separated Values，逗号分隔值）格式交付。本数据集的数据字典及其他技术资料可通过以下链接获取：
1) 数据架构：https://docs.echo-analytics.com/places/data-schema
2) 可用国家/地区：https://docs.echo-analytics.com/places/available-countries

搜集汇总

背景与挑战

背景概述

该数据集是欧洲零售类兴趣点的样本，涵盖法国、德国、英国、意大利和西班牙的商业地点信息，包含名称、地址、坐标和营业时间等属性。完整数据集覆盖欧美地区超过6000万个兴趣点，涉及零售、餐饮等多个类别，数据每月更新并以CSV格式提供。