Acknowledgments Surface air temperature was provided by the Weather Underground Organization (WUO). Global COVID-19 cases data were provided by the Center for systems science and engineering at Johns Hopkins University. Zonal mean temperature at 1000 mb was provided from NCEP reanalysis data. Gridded populations during 1980-2010 was provided from the Center for Global Environmental Research (CGER) at National Institute for Environmental Studies, Japan.