I don't know how to interpret the Sum of Squares in a numeric independent variable.
summary(aov(Petal.Width ~ Petal.Length + Species, iris))
## Df Sum Sq Mean Sq F value Pr(>F)
## Petal.Length 1 80.26 80.26 2487.02 < 2e-16 ***
## Species 2 1.60 0.80 24.77 5.48e-10 ***
## Residuals 146 4.71 0.03
## ---
## Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
The sum of squares in Species are clear to me (sum of squared deviations from the group means) but how to interpret them if you have a numeric independent variable like Petal.Length?