Dan Hon (perfecting earlier work by Tom Taylor) trained an AI on the vast corpus of British place names, then set it loose. The results are amazing, illustrative of an uncannily human humor seemingly at work, something you'd never get from the standard syllable-randomizing place name generators of yore.
"There aren't as many cocks as you'd think," he writes.
My favorites: Brotters Common, Boll of Binclestead, Farton Green Pear End, Weston Parpenham, Sutsy Compton, Stoke of Inch, Kinindworthorpe Marmile, Rastan-on-croan, Fuckley, Fapton, Waterwitherwell.
See also Hon's AI trained to generate Ask Metafilter post titles.
Surely neural-net-generated Liffs are next.
