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. 90% identity clustering includes 789 million clusters. Total number of the singletons 420 million.