Do you think it would be weird for me to read a book in a public place like a park, coffee shop, or restaurant?

I have read that some girls find a guy more interested if he is reading because he would appear more cultured, more intelligent, and more high value.
So I was thinking of trying this out in public.
Do you think it would be weird for me to read a book in a public place like a park, coffee shop, or restaurant?
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