Where does the word Africa come from?

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You often see things including words like "Afrikka" or "Afrikanna" in old texts about the continent including the names of organisations set up by Africans which seems to suggest the name was derived from a native language but it seems odd that people would have conglomerated themselfs in that way at the time.