“…The weather data, including temperature, rainfall and sunshine duration, were collected from the Korean Meteorological Administration [KMA] via open-application programming interface (API). For inclusion of the weather event during the monsoon season, rainfall per hour was considered to differentiate heavy rainfall from ordinary rainfalls [ 11 ]. Where, the frequency and total amount were considered based on the hourly heavy rainfall and accumulated rainfall in July, respectively.…”