on the contrary
on the contrary {adv. phr.}
Exactly the opposite; rather; instead.
The principal thought that the children went to the zoo; on the contrary, they went to the bakery.
"You don't like football, do you?" "On the contrary, I like it very much."
Compare: TO THE CONTRARY.
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Source: A Dictionary of American Idioms