Estimating reference evapotranspiration (ET 0 ) becomes more difficult in situations with numerous features, requiring careful modelling. Due to swift advancements in machine learning (ML) models, several robust techniques have been introduced in the last few decades. This study leverages an explainable ensemble approach for ET 0 prediction to enhance the interpretability of the output predictions. The present approach include...