Fig. 2: The low dimensional UMAP visualisations of data for several data types.

a UMAP clusters for all the features with the Euclidean metric. b UMAP clusters for continuous features with Euclidean metric. c UMAP clusters for ordinal features with Canberra metric. d UMAP clusters for nominal features with Hamming metric.