In case any person, upon whom any tax shall be assessed under the provisions of this chapter, in any township, shall have removed out of such township after such assessment, it shall be lawful for the collector of such township to levy and collect such tax off of the goods and chattels of the person assessed, within any township or city of the county to which said person may have removed, or in which he shall reside.