Additionally, we considered elemental properties of the metals in order to construct candidate descriptive parameters reflecting the chemistry of the bulk of the metal NPs. These elemental properties are atomic (freeatom) properties such as ionization potential (IP ) and bulk properties of solids such as closest interatomic distance (d closest ) and cohesive energy (E coh ). The elemental properties were converted into materials-specific parameters by taking the composition average