This study presents a highly accurate method for predicting groundwater levels using Random Forest Regression (RFR) in Coimbatore, India's Upper Bhavani River Basin area. Daily groundwater level data from 1995 to 2021 were analysed along with relevant environmental factors. The model demonstrated exceptional presentation, with R² values of 0.9999 and 0.9994 for training and testing datasets.
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