keywords ALGORITHMS Concrete pipe Density based synthetic minority over-sampling technique (DBSMOTE) Engineering Engineering, Civil Gasket Gradient boosting Hydrostatic Infiltration Joint LAND-COVER Machine learning PERFORMANCE Performance Physical Sciences Prediction RANDOM FOREST CLASSIFIER SMOTE STRENGTH Science & Technology Synthetic minority over-sampling technique (SMOTE) Technology Test Water Resources