Every person, firm, association, or corporation who engages in, exercises, or pursues a business, profession, trade, occupation, or privilege for which a license is required, at or from more than one place in the city, or who engages in, exercises, or pursues more than one such business, profession, trade, occupation, or privilege, shall pay the fee and secure a separate license for each such place and/or for each such profession, trade, occupation or privilege. (2002 Code § 5.04.030)