By 37 weeks because anything is possible once you reach this point
I have 3 other lo's girls I usually start packing around 34 or 35 weeks but being pregnant is very exciting I say pack when your ready I would pack all the cute little girly outfits maybe 3 because I'm sure they'll take pics hats mittens diapers wipes your bottles that you plan on using and misc things good luck and congrats