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Give somebody/get a big hand
Audience Gesture
Used when people in the audience show their approval or support by clapping loudly together. 
Not Literal
The phrase is not about the size of a hand; it's a metaphor for clapping. 
Positive Achievement
Often used to congratulate someone after a performance or notable achievement. 