AllResultsSummary.tar.gz contains a summary of all the data collect and plotted in this work. It is organized in three directories: 2020-01-13_AlCuLessEOS_wSolSolR_E150 DFT mishinadp 2020-01-13_AlCuLessEOS_wSolSolR_E150 is the results for all 40 NNPs tested in this work DFT is the DFT results mishinadp is the ADP results In general the metadata follows the following syntax: STRUCTURE_NAME-STRUCTURE_PROPERTY Where everything left of hyphen is the structure label (using the OQMD label) and everything right of the hyphen is the property value e.g. the 111 surface enenrgy of Aluminum (OQMD=8100) would be: 8100-SurfaceEnergy_111 The following metadata is collected (not for all structures) alpha, beta, gamma: Lattice angles volume_peratom: the volume per atom symmnumber, symmsymbol: the space group number & symbol lattice_a, lattice_b, lattice_c: Lattice lengths formation_energy: Formation energy w.r.t. solutes in Al C_ij, g_voigt, k_voigt: Elastic constants SurfaceEnergy_XXX: Surface energy for the XXX plane StableSF: Stable stacking fault energy UnstableSF: Unstable stacking fault energy Antisite_XXX: Structure index, formation energy, wyckoff symbols, etc. for antisites SolSol_X_Y_BindingEnergy: The binding energy between elements X and Y SolSF_X: Solute stacking fault energy for element X MisfitVol_X: Misfit Volume for element X ClusterE_XXX: Formation energy for cluster XXX