1. When constructing scaling lines for elements of the same row, metals with large, negative ϵ d values, such as noble metals may be left out. The reason is that they are likely to fall off linear scaling lines, as their energies are largely governed by orthogonalisation and not hybridisation. A more rigorous analysis may include using ϵ s to gauge which metals linear scaling should be fit to.