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Take a shine to somebody/something
Immediate Attraction
The phrase expresses instant liking or interest, without taking time to form an opinion. 
Positive Feeling
It conveys a warm, positive emotion towards someone or something. 
Informal Expression
Used in casual situations, and might be considered too familiar in formal contexts. 