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This article discusses the relationship between heart failure (HF) and diabetes mellitus (DM) type 2 in a Jordanian population. The study analyzed data from the Jordanian Heart Failure Registry and used machine learning techniques to predict mortality among HF patients. The results showed notable differences between diabetic and non-diabetic HF patients, with a higher mortality rate among diabetic patients.