The data contains generated pressure, flux and temperature profiles using PFLOTRAN. A 1D model simulating flow and heat transport in the vertical direction was built to generate synthetic temperature, pressure, and flux data. The data were used to develop a computationally efficient surrogate model to infer the flux between a river and the subsurface based on high temporal resolution (5-minute) observations of subsurface pressure and temperature.