2nd Pregnancy, baby shower or not?

Jordan
I don't think it's the done thing to have a baby shower for your 2nd child. But I'm not sure. I'm not finding out the gender and didn't with my first so I won't need gender neutral clothes and it's really cheeky to assume or ask for gifts. They've already done it once.
Just wondering if it's still okay to plan a similar get together before I have the baby as I won't see them as much after?