To visualize the map of COFs and adsorption properties, we resort to a dimension reduction method, Uniform Manifold Approximation and Projection (UMAP) , which embeds the latent representations of the COFs and properties, contained in the columns of M and columns of P respectively, into a 2D space. N.b. we apply UMAP on the horizontally concatenated matrix M P, as opposed to M and P separately, so that the latent representations of the material and property vectors are comparable. Fig. shows the map of COFs and adsorption properties from the deployment low rank model for A (0.4) .