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Douglas Harper's Etymology Dictionary
unfamous

late 14c., "not well known, obscure," from un- (1) "not" + famous (adj.). Also from late 14c. as "notably bad," a sense now in infamous.

Wiktionary
unfamous

a. Not famous

Usage examples of "unfamous".

It was a book about the 1918 flu — about all the famous and the unfamous people who were wiped out by it.

It was a book about the 1918 flu—about all the famous and the unfamous people who were wiped out by it.