1. A method comprising: counting, by a computer-based system for generating a normalized popularity score, a number of transactions with a merchant during a time period; determining, by the computer-based system, an average transaction count based on the counting; determining, by the computer-based system, a maximum transaction count of the merchant during the time period; and determining, by the computer-based system, the normalized popularity score based upon the average transaction count and the maximum transaction count.