We present the performance across our pointwise-featurized models in Figure S1). The baseline accuracy shown in the figures refers to a naive model which simply guesses the modal class of 4-, 5-, or 6-fold coordination depending on the element. The baseline accuracy is higher for elements with a large modal class, and comparing baseline accuracy to accuracy shows the resolving power that the model has 'learned' .