Data Description Source
Flooding points flooding points from 2011 to 2021 the Water Resources Bureau of Beijing
Building data Including building footprints and building height Baidu Maps (map.baidu.com)
Land use data
10 m resolution, classified into 11 classes, such as: trees, cropland
European Space Agency (ESA) (https://viewer.esaworldcover.org/worldcover)