Their town, "Azeno," is not a real location in Japan, no.
Also, "Hanatani" town they both reference in this chapter, while not a real-place, is a Japanese referential play-on-words for "Nagatani Village" which was famously abandoned 20 years ago.
Incidentally, to everyone mocking the foreigner...