"Fewest" is an adjective, not an adverb; it applies only to count nouns, so it would not be usable in this sentence. Compare the following two sentences: Our family has the fewest people of any in the village. ("fewest" as an adjective modifying the noun "people") She is the least polite person in our family. More @Wikipedia
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