What to buy before baby shower

So my sister and best friend are throwing me a baby shower in March. However I feel like I want to be prepared and start slowly purchasing items I don’t think I’ll get at the shower or ones I’ll need multiples of. What have you guys purchased before your shower or would recommend purchasing?