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See supplementary material at http://dx.doi.org/10.1063/1.4927325 E-JCPSA6-143-004529 for supporting information which includes running averages of the density for 14 different functionals, the corresponding O-O and O-H radial distribution functions, covergence tests of the radial distribution functions with respect to plane wave cutoff for BLYP and M06L, basis set convergence tests, k-point sampling tests, validation of the PBE and M06L energies with respect to pseudopotential and implementation, a comparison of MC and MD sampling, validation of the PWPB95-D3 implementation, detailed computational parameters, including basis sets, pseudopotentials, and various sample input files.
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