The proposed list of elemental properties can serve as the basis for featurization, containing the most of properties, some of which were gathered from various sources, and the others were predicted by our ML model (described in this study), in case some values were missing for a particular element. The second ML model we describe here is the application of the elemental properties table to generate features to successfully predict the structure of a novel compound UCd3.