A research paper found a correlation between the amount of physical exercise and levels of happiness. This means that:

Exercise causes people to be happier. 

There is a noticeable relationship between exercise and happiness. 

People who exercise are not any happier than those who do not. 

Happiness leads to an increased amount of physical exercise.