 This study used aggregated location request data to detect and characterize the collective human activities in response to Typhoon Hato at multi-spatial scales and found significant spatial differences in terms of human activity recovery duration and correlation with Typhoon-induced economic losses and population affected. This article was authored by Zhong Liu, Yin Yangdu, Zhou Ayi, and others.