The contributions in our research are First, we considered the PIMA dataset with 768 instances and 9 features collected from UCI Repository datasets. Second, we attempt to understand PIMA dataset using Visualization. Third, Dimensionality reduction is performed based on Z Value obtained from Generalized Linear Model (GLM).

The case of a 30-year-old woman presenting with diabetic ketoacidosis as a first manifestation of acromegaly is reported. This is an extremely rare and unusual presentation. The case illustrates the importance of insulin resistance due to growth hormone excess in the presence of relative insulin deficiency as a cause of diabetic ketoacidosis.