“…For residents, the influencing factors of urban QOL are consistent with the results of previous literature. Rappaport (2007), Albouy (2008Albouy ( , 2013Albouy ( , 2016, Berger et al (2008), Barreira (2020), Zheng, et al (2021), and other scholars have studied urban QOL in U.S., Canadian, Russian, Portuguese, and Chinese cities, and suggested that the climate, education resources, facilities, and environment are the key factors to improve urban QOL [9][10][11][21][22][23][24][25][26][39][40][41]. Due to limits of data availability, we used numbers of hospitals and doctors as a proxy of health care, numbers of college teachers as a proxy of education level, and exclude crime rate, and traffic congestions in city features.…”