Wanderlust World Wanderlust World Pithole was an oil boomtown (1864–early 1880s), not originally a ghost town. At its peak, it had 20,000+ residents—Pennsylvania's second-largest city after Philadelphia. The oil boom collapsed in 1872; by 1880 the town was nearly abandoned. Today it's a historic site.