Following the approach in the original paper which introduced SkipAtom 30 , a Voronoi decomposition approach was used to convert the dataset of 110,160 oxidation statedecorated structures into graphs and then from these graphs, another dataset of the co-occurring species pairs is developed. Species which are connected in the graph representation of the structure can be considered to co-occur and make up the training pairs for learning distributed representations.