Is it wrong to go to church if you're an atheist?

Co
Hey😐 so I'm pretty nervous about asking this, but I'm genuinely curious. 
My best friend moved away, about 5 hours away, but still goes to church in my town every Sunday. 
When I spend weekends with her (which only happens once every 1-2 months) I go to church on Sunday with her. 
I respect religious folk and what they believe. I just feel weird in church and was curious about what people thought about this. 
She gets really nervous in crowds so my being there really helps her relax and enjoy herself. It's truly refreshing to see her laugh and smile when she's relaxed:)
What's your opinion on atheists going to church? 

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