Rybakov А.В. and Posternak Е.В. 2025. A comprehensive approach to forming a dataset for forecasting emergency situations damage and optimizing forces and means. Journal of Civil Protection. 9, 3 (Aug. 2025), 310–324. DOI:https://doi.org/10.33408/2519-237X.2025.9-3.310.