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Region beneath the Receiver working Characteristic (ROC) curve (AUC) and several statistical overall performance actions were utilized to validate and compare overall performance regarding the ensemble RABANN model with all the single ANN model. Results of the design researches showed that both designs done well within the training phase of assessing groundwater potential (AUC ≥ 0.7), whereas the ensemble design (AUC = 0.776) outperformed the solitary ANN design (AUC = 0.699)