When Josiah runs away they're told at the bus station he bought a ticket to Pittsburgh. Lyddie says this makes sense as Pittsuburgh is the nearest big city to their home.
The family lived in Lancaster County in Eastern Pennsylvania - Pittsburgh is in Western PA. The nearest big cities to their home would have been Harrisburg or Philadelphia.