Is there any relation between alkality and total hardness of water?

Im using a De- alkalizer system at water treatment. is there any relation between alkalinity and total harness of water? i noticed that once the alkalinty of water is very high, the total hardness is almost zero. Once the alkalinity is very low the total hardness is very high. The situation is that our de- alkalizer was newly regenerate using sulfuric acid.