Weather is a dynamic atmospheric phenomenon that influences various sectors, particularly in tropical regions with complex climatic characteristics such as Lubuk Linggau City. This study aims to classify weather events using the Naïve Bayes and Logistic Regression methods, both without and with the application of the Synthetic Minority Over-sampling Technique (SMOTE), and to determine the most…