Abstract Image data classification using machine learning is an effective method for detecting atmospheric phenomena. However. extreme weather events with a small number of cases cause a decrease in classification prediction accuracy owing to the imbalance in data between the target class and the other classes. To build a highly accurate classification model. https://thesportsshopkingswinfordes.shop/product-category/stanno/