Clearance is known to be a difficult property to predict and was also the worst performing data set in our experiments (Figure ). In the cluster split scenario, the XGBRegressor did not even perform above the MedianModel baseline (Figure ). The XGBRegressor was also the inferior model in all scenarios we observed.