In any residence district, any nonconforming use of open land, other than a nonconforming agricultural use (such as but not limited to junk, material and equipment yards, billboards, parking lots), regardless of the presence of any building thereon, may be continued for three years after the effective date of this chapter, provided that after the expiration of that period such nonconforming use shall be terminated.