Any physical or chemical attributes of a crystalline system can primarily be categorized into two classesattributes that represent the crystal structure on a macro scale (e.g., Formation Energy, space group.) (i.e.,) global properties, and the attributes that belong to the local environment of an atom (e.g., interatomic distance, and elemental properties, etc.), local properties as shown in Fig. . We split the global attributes into 3 categories, as shown in Fig. ), (i) six property-based attributes (e.g., density, melting point, and bandgap, etc. (ii) six stoichiometry-based attributes (e.g., compositional fractions and their norms) (iii) seven global structural based attributes (e.g., space groups, point group, and Laue symmetry.). A total of 19 global features were selected (see supplementary information Table .1 and supplementary note 1). The local feature set however consists of two primary classes -structural and local elemental attributes. The structural attributes consist of 24 invariant SOAP (smooth overlap of atomic position) feature vectors.