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The best medicine
Figurative Meaning
Understand that it's not literal medicine but suggests something beneficial for health or mood. 
Positive Connotation
Recognize its positive emotional implications, usually signaling joy or comfort. 
Idiomatic Usage
It's an idiom, so don't change the words. 'The finest medicine' has a different meaning. 