As phylogeneticists, we commonly have to deal with data that we don't initially understand. In this Genealogical World of Phylogenetic Networks post, I'll used the interesting (being not trivial) data for the eight genes provided in the Supplemental Information to show how much can be learned about primary signals in the data prior to any deeper analysis, just from producing a few Neighbour-nets.