We next endeavored to determine whether it was possible to learn the preferred ligand denticity and identify of coordinating atoms based on the experimental ligand structures we curated from the CSD. To avoid data leakage, we separated 95% of the data into training, validation, and test sets based on Tanimoto similarity of the RDKit fingerprints 75 of each ligand (see Methods).