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Code was written in Python (version 3.9.16) using the sci-kit learn package ( and is publicly available at Data availability Data associated with this study can be requested for the authors and will be made available at MetabolomicsWorkbench: Code availability The code for the machine learning pipeline is publicly available at custom scripts will be made available at GitHub

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While HDL cholesterol levels were maintained, participants who consumed almonds experienced clinically meaningful reductions in systolic blood pressure and Framingham cardiovascular risk scores, suggesting that almonds may play an important role in supporting heart health