The feature ranking phase indicated age, insulin, and body-mass index as most important predictive factors on both the datasets, suggesting therefore physicians and medical doctors to focus on these elements of clinical records to foresee the duration of diabetes for any possible patient. Here, INS is linked to diabetes mellitus.