Stroke poses a significant health threat. affecting millions annually. Early and precise prediction is crucial to providing effective preventive healthcare interventions. This study applied an ensemble machine learning and data mining approach to enhance the effectiveness of stroke prediction. https://macorners.shop/product-category/stemless-wine-glass/