I think a .22 is a good choice, but I would choose a 9mm for capacity.
Last night on The Walking Dead I saw a zombie use a big rock to bust through a windowed door. I saw another zombie climb a 6ft fence.
The part where they were chopping the dude up was just nasty!!!