Traditionally, “X-graph” refers to the device which produces an “X-gram,” a physical record of some sort (e.g. telegraph/-gram, electrocardiograph/-gram, etc.)
I agree :) It seems like the artist/inventor may have at some point missed that finer linguistic point and attached instead to an alternative meaning of the word 'graph' :)