We first explore a representation of marine microbial communities in which an ocean circulation model is seeded with a complex and diverse population of photo-autotrophs whos functional characteristics are attributed stocastically. The ecosystem self-organizes according to the relative fitness of the initialized cell types. A plausible phytoplankton biogeography emerges.