sixty-one percent said anchovies are their least favorite pizza topping, followed by eggplant, artichokes, broccoli and pineapple, according to a yougov survey. thirty-one percent of americans prefer thin-crust pizza, while only 18 percent said they like deep-dish pizza the best.