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Diabetes imposes a substantial public health burden; according to the
International Diabetes Federation, there were about 3.4 million diabetes related
deaths worldwide in 2024, and in Iraq, the Federation reports that one in nine adults
lives with diabetes in 2024, with 14,683 adult deaths attributable to diabetes and a total
diabetes related health expenditure of 2,078 million United States dollars. The dataset
analyzed in this study contains 1,000 records collected in 2020 from two Iraqi teaching
hospitals and includes multiple clinical and laboratory measurements with three
outcome classes, namely Non diabetic, Pre diabetic, and Diabetic, with a low
prevalence of the Pre diabetic class and an imbalanced overall class distribution; the
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