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We introduce and study the class of egalitarian variants of committee scoring rules, where instead of summing up the scores that voters assign to committees---as is done in the utilitarian variants---the score of a committee is taken to be the lowest score assigned to it by any voter. We focus on five rules, which are egalitarian analogues of SNTV, the k-Borda rule, the Chamberlin--Courant rule, the Bloc rule, and the Pessimist rule. We establish their computational complexity, provide their initial axiomatic study, and perform experiments to represent the action of these rules graphically.