Weather forecasting plays a pivotal role in understanding climatic patterns, preparing for extreme weather events, and optimizing resources across various sectors. This study focuses on Seoul’s weather over a 15-year period (2009–2023), utilizing historical weather data to uncover significant trends and patterns. By analyzing key attributes such as temperature, precipitation, wind speed, and cloud cover, we aim to gain insights into Seoul’s evolving climate and predict future weather conditions.