text: What the coefficients of a linear model with a single categorical X mean. The means of the two treatment levels for the serum TG data are shown with the filled circles. The intercept ($b_0$) is the mean of the reference treatment level. The coefficient $b_1$ is the difference between the treatment level's mean and the reference mean. As with a linear model with a continuous X, the coefficients are effects.