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 Early Prediction of Days with Heavy Rainfall in Parauapebas-PA Using XGBoost with Bayesian Optimization. In <em>Proceedings of the 5th Regional School of High Performance North 2 and the 5th Regional School of Machine Learning and Artificial Intelligence North 2</em>, December 03, 2025, Marabá/PA, Brasil. SBC, Porto Alegre, Brasil, 1-4. DOI: <a href="https://doi.org/10.5753/erad-eramia-no2.2025.16967">https://doi.org/10.5753/erad-eramia-no2.2025.16967</a>.