potassium, sodium, lithium and calcium all react with water and acids
magnesium, zinc and iron all react with acids (and very slowly with water.)
copper doesn't react with either.
The more vigorous the reaction the more reactive the metal. The more things a metal will react with, the more reactive the metal.