Supporting data for a waterflood-front-aware partitioned graph neural network surrogate for reservoir saturation and remaining-oil prediction

adds complete 18-date temporal-holdout metrics, temporal and capacity-matched baselines, front-identification sensitivity results, and derived remaining-oil volume metrics. Field-scale spatial prediction arrays and proprietary reservoir data are not included because of confidentiality and data-ownership restrictions.