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On the contrary
Contrasting Correction
Use it to correct someone's statement you believe is wrong, showing a different reality. 
Not a Conjunction
'On the contrary' is not used like 'but' or 'yet'; it stands alone to oppose a previous statement. 
Emphasis on Opposition
It's a strong way to emphasize you completely disagree with the previous point. 