A tax is hereby imposed upon the sales price from the renting of any and all rooms, apartments or sleeping quarters in any hotel or motel, as defined in this chapter, at the rate of seven percent (7%) of such sales price derived from the renting of a room, apartment or sleeping quarter while rented by the same person for a period of not more than thirty-one (31) consecutive days.