Explanation
"Paucity" means a lack or scarcity of something, so its antonym is "Surplus," which means an excess or abundance. "Scarcity" is a synonym, not an antonym, while "Shallow" and "Presence" are unrelated. Thus, "Surplus" is the correct opposite.