The correct choice is:
Exercise is more specific—it is physical activity that typically is planned.
Physical activity encompasses a broad range of movements that involve bodily movement and can include everyday activities, while exercise is a subset of physical activity that is planned, structured, and repetitive for the purpose of improving or maintaining physical fitness.