Question: what is the difference between r and p?
Answer: Difference between p value and r. In a linear regression the coefficient of correlation, r, varies between -1 and +1. If the p-value value is under the significance level, we have to reject the null hypothesis, the null-hypothesis being here that there is no linear relationship between 2 variables.