KMAP Biosphere Gene Catalogue study includes clusterings and annotations of genes found in the assembled contig sequences of ~62,500 metagenome sequencing runs of ~40,800 samples from 924 public projects. 30% identity clustering includes 290 million clusters, excluding the nonannotated singletons. Total number of the singletons 58 million.