Ip5 shuts off at 20% battery every time

Since ios7 this happens

Gets to 20% and boom, turns off

Try to turn on, but low battery image comes on

Put in charger, turns on and shows 20+% immediately

Rebooted, and tried different settings but no dice

Wiped and restored as new, same issue

Any thoughts? Is this common or rare?
Thanks