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Read somebody like a book
Intimate Insight
Use when you know someone's thoughts or feelings without them saying anything. 
Observation Skills
Implies you've watched someone closely and understand their habits or quirks. 
Not Literal
It's a metaphor suggesting people can be understood as easily as reading text from a book. 