Although it is difficult to see by eye in the contour plots in Figure , by computing the statistics of the nearest neighbor property distributions we find that the nearest neighbors identified from learned embeddings are closer to the query in property space than those from non-learned fingerprints, using the following equation, ∆ p = p N N -p query .