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Not know somebody from Adam
Literal Meaning
The phrase is not about Adam; it's a way of saying you don't recognize someone. 
Complete Stranger
Use the phrase to emphasize that someone is as unfamiliar to you as it's possible to be. 
Astonishment
It often shows surprise that others expect you to recognize the person. 