The biological sciences have been transformed by the emergence of Next-Generation Sequencing (NGS) technologies providing cheap and reliable large scale DNA sequencing. These data allow us to address biological research questions that previously were considered intractable, but also raise a number of new statistical and computational challenges. The data contain errors that need careful...