Ukraine data collection For our analyses of building destruction during the Ukraine war, we draw on three existing datasets. War damage data We use war-related damage data from ref. 9, which identifies probable damage across Ukrainian human settlements between March 2022 and October 2023. This dataset was generated using a coherent change detection framework applied to Sentinel-1