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To examine and forecast the patterns of diabetes prevalence in synergy with obesity. Prophet models were employed to forecast the prevalence of diabetes and obesity in 2030 using time-series data from the WHO Global Health Observatory data repository. K-means clustering models and self-organising maps were used to identify the patterns (clusters) of diabetes prevalence in association with obesity among 183 countries. Three patterns of diabetes prevalence were identified, countries in cluster three were estimated to have the highest obesi