You earn items to unlock characters by having specific characters perform actions, or by collecting from buildings. Items can be common, uncommon, rare, extra rare, or epic. As rarity goes up, the item will be less likely to drop. Keep trying!
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Futurama: Worlds of Tomorrow GUIDE