Chemistry and attraction are two different things in my book.
Chemistry isn't necessarily a physical attraction but more like a feeling that I am drawn towards someone. I can feel this way about someone immediately upon meeting them. The reason behind the chemistry is usually not something that I can pin-point. More often than not, it will be found with someone that typically "isn't my type".
I am willing to bet that this didn't help your search for answers
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Annette