Throughout the analysis, water molecules may not be precisely neutral due to charge transfer, numerical error in integrating densities on the grid, and machine learning error, so calculated dipoles will be dependent on a reference point. We standardize our dipole calculations by choosing the reference point to be the center of nuclear charge for each water molecule.