The standard proportion of ice to the bag’s contents is about 2:1. It provides maximal ice retention under normal weather conditions. If you have plenty of free space even in a fully-loaded cooler, you can add extra freeze packs (works, primarily, with leak-proof models) to increase the ice retention parameter.