In an attempt to visualize the relative location of the computer-generated molecules in chemical space , UMAP (Uniform Manifold Approximation and Projection 31 ) plots were generated. UMAP creates a two-dimensional representation of high-dimensional data distributions (here: molecules represented as Morgan fingerprints), in which the similarity relations between data points in the original high-dimensional space are largely preserved31 , .