Geospatial movement data

Veraset’s Movement product line is the best choice for innovators building products or models powered by raw location data. Movement data consists of hundreds of billions of precise and pseudonymized GPS signals. We cover the U.S. and 150 other countries, providing you with the largest and cleanest commercially available population movement dataset.

We offer 3 sets of Movement data with varying cuts of quality and volume to satisfy different needs.

1. **Basic Movement**: Our Basic movement panel is an unfiltered version of our billions of GPS pings. It includes industry-leading enhancements such as ping deduplication and best value preservation for each data field, making it a step above raw data.
2. **Curated HQ Movement**: Our Curated HQ product is a processed, high-quality output of our movement panel. We use multiple quality measures and proprietary algorithms to filter out suspicious or low-quality data. This ready-to-use, high-quality dataset allows customers to remove the costs and labor of extra processing and do what they do best, building great analytics or products.
3. **Premium Movement**: Our Premium Movement product offers a “get everything” approach and enables custom filtering and use cases. Our Premium panel is composed of the complete data set with additional fields to provide greater ping level context (e.g., velocity, ping counts, cell towers, and many more quality identifiers) These values allow for rapid custom panel creation based on pre-calculated metrics.

**Data schema**:
- column:datatype:description
- ID:string:either an IDFA or GAID, always lowercase
- utc_timestamp:timestamp:timestamp in UTC timezone
- geo_hash:string:geohash 9 of the lat/long
- horizontal_accuracy:string:estimate of the radius of uncertainty of the location measurement as defined by the Apple or Android device (meters)
- id_type:string:indicates whether device is Android or iOS
- ip_address:string:IP address
- latitude:string:coordinate
- longitude:string:coordinate
- iso_country_code:string:2 digit country code
- state:string:state identifier, worldwide (If Purchased)
- h3:string:H3 polygon with a resolution of 10 (If Purchased)

搜集汇总

背景与挑战

背景概述

该数据集提供覆盖美国及150个国家的匿名GPS移动定位数据，包含基础版、精选高质量版和定制高级版三种产品类型，涉及设备ID、时间戳、地理坐标等核心字段。数据经过去重和质控处理，支持基于地理哈希和H3多边形等空间分析。