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A man/woman after your own heart
Shared Passion
Use when you're impressed by someone's similar interests or hobbies. 
Positive Connotation
The phrase suggests admiration or a connection; it has a warm, positive feel. 
Not Romantic
The phrase isn't necessarily romantic. It can be used for friends or people you admire. 