Does having common interest mean you have chemistry with someone?

Anonymous
So, me and this girl whom I just met not too long ago shared quite many common interests and it's like I can just stay there for several hours talking to her. I'm not sure if she feels the same but we just got to know each other like two weeks ago but didn't really talk until yesterday we really hit it off by talking for quite a long time.
I guess what I'm asking is; is there chemistry if you share common interests with someone?
Does having common interest mean you have chemistry with someone?
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