Publisher Copyright: © The Author(s) 2023. Published by Oxford University Press on behalf of the Society of Behavioral Medicine.; BACKGROUND: Health behaviors such as physical inactivity, unhealthy eating, smoking tobacco, and alcohol use are each leading risk factors for non-communicable chronic disease. Better understanding which behaviors tend to co-occur (i.e., cluster together) and co-vary (i.e., are corre...