Table 2 Data description and sources.

From: Site selection and prediction of urban emergency shelter based on VGAE-RF model

Type

Time

Sources

Description

POI

2021

Amap API data open interface (https://lbs.amap.com)

Call Amap API crawling through Python web crawler technology, a total of 1,239,707 pieces of data in 23 categories

Road network

2021

OpenStreetMap (https://www.openstreetmap.org)

Urban road network at all levels, used to calculate road network density

Population

2020

WorldPop (www.worldpop.org)

Spatial resolution is 3 radians (approximately 100 m at the equator)

DEM

2019

Geospatial Data Cloud (https://www.gscloud.cn)

The spatial resolution is 30 m, reflecting the topography of the study area

Building outline

2020

The National Tibetan Plateau Data Center (https://data.tpdc.ac.cn)

Rooftop vectorized data of 90 cities in China

Building height

2020

Zenodo (https://zenodo.org)

Building height data with nationwide coverage at 10-m resolution

Administrative division

2020

National Catalogue Service For Geographic Information (https://www.webmap.cn)

Characterizes the boundaries of Beijing's administrative divisions and is used to extract explicit features within the region

Statistical data

2020

The People's Government of Beijing Municipality (https://www.beijing.gov.cn)

Reflect the population distribution of each district and county

Shelter statistics

2022

Beijing Emergency Management Bureau (http://yjglj.beijing.gov.cn)

Contains attribute information of emergency shelters to supplement the deficiencies of POI data