“…Predictive understanding of urban-induced rainfall anomalies, in terms of both their magnitudes and positions, remain challenging 6 . This is mainly due to the variant nature of cities, including size 7 , shape 8 , and geographical context (e.g., in the vicinity of land/water boundaries and complex terrain) 9 , 10 , as well as the intricate dependence of rainfall variability on synoptic forcings 11 , background climate 12 , 13 , and microphysical properties of urban aerosols 14 . In addition, cities vary in how urban elements such as buildings and roads are spatially organized in horizontal dimension, referred to as urban footprints.…”