Given that electronegativity scale predictions of inert gasses values do not make much of a chemical sense, these values remained as N/A in the final file. Similarly, if the rare-earth elements series did not follow an expected trend and were predicted zero, we retained N/A in the final file. Prediction of the radii scales, similar to the Miracle radius predictions are shown below (Figure in Supporting information). The proposed Oliynyk property list table (in Supporting Information) for feature generation consists of 93 properties and 5 parameters for sreaning. The table has been proven to be a great basis for calculating features in dozens of experimentally validated ML studies. We hope that the shared table will be helpful for the future materials community ML studies.