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Keep your hair on
Colloquial Usage
Used in casual conversation, not in formal situations like job interviews or official emails. 
British English
It's a British phrase, so non-British English speakers may not be familiar with it. 
Non-literal Meaning
It doesn't concern hair; it's a metaphor for telling someone to relax. 