The selected attributes have important significance in the prediction of diabetes insulin level decreases with the development of IDDM, but in NIDDM, it is not always that the level of insulin decreases; in this condition, body cells are not able to absorb glucose from the blood into the cell because of cellular dysfunction. Here, INS is linked to diabetes mellitus.