Two people can be seen on surveillance videos stealing a license plate and in a purported drug transaction, and at a Missouri motel on Sunday, Missouri police said.
The search caused school delays and lockdowns.
Simpson was arrested Tuesday morning after a police chase through parts of Chester and York counties.