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Not know the first thing about somebody/something
Total Ignorance
This phrase emphasizes a complete lack of knowledge, as if not even the basics are understood. 
Not Literal
The 'first thing' is not about sequence but highlights the depth of unfamiliarity. 
Figurative Speech
It's an idiomatic expression, meaning its meaning isn't derived from the individual words. 