To ensure that our analysis remains unaffected by the choice of embedding schemes at different levels of theory, we performed MBIS charges calculations using the PBE/DZVP level of theory. This specific level of theory matches the one used in the reference electrostatic embedding QM/MM calculations. We conducted these calculations on a randomly selected set of 3200 structures from our data set, employing the default parameter settings in Psi4.