Why do we calculate calories per gram instead of just calories?

Because an amount of the said substance emits a specific amount of heat.

In food usually calories are measured per 100 grams.

For biomolecules calories are measured per 1g (e.g. 1g glucose=4.1kcal)

a physical change is being made.

geologic time scale (for gradpoint) =)