in private
in private {adj.} or {adv. phr.}
Not openly or in public; apart from others; confidentially; secretly.
Mr. Jones waited until they were home in private before he punished his son.
The teacher told Susan that she wanted to talk to her in private after class.
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Source: A Dictionary of American Idioms