> round(SS_seq_out,4) Sequential SS F Pr(>F) Partial R2 ELEV_C 5785.2914 3436.6972 0.0000 0.4201 LAT 7370.0762 4378.1235 0.0000 0.9228 LONG 1.7751 1.0545 0.3052 0.0029 > round(SS_par_out,4) Partial SS F Pr(>F) Partial R2 ELEV_C 69.4867 41.2779 0.0000 0.1016 LAT 5487.4602 3259.7734 0.0000 0.8993 LONG 1.7751 1.0545 0.3052 0.0029 > txjan.mod1 <- lm(Mean_Jan ~ ELEV_C + LAT + LONG) > summary(txjan.mod1) Call: lm(formula = Mean_Jan ~ ELEV_C + LAT + LONG) Residuals: Min 1Q Median 3Q Max -3.6464 -0.8679 -0.1357 0.7990 4.5759 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) 124.92216 6.54339 19.091 < 2e-16 *** ELEV_C -0.09217 0.01435 -6.425 4.12e-10 *** LAT -2.28718 0.04006 -57.094 < 2e-16 *** LONG -0.06223 0.06060 -1.027 0.305 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 Residual standard error: 1.297 on 365 degrees of freedom Multiple R-squared: 0.9554, Adjusted R-squared: 0.955 F-statistic: 2605 on 3 and 365 DF, p-value: < 2.2e-16 > anova(txjan.mod1) ## Sequential SS / F-tests Analysis of Variance Table Response: Mean_Jan Df Sum Sq Mean Sq F value Pr(>F) ELEV_C 1 5785.3 5785.3 3436.6972 <2e-16 *** LAT 1 7370.1 7370.1 4378.1235 <2e-16 *** LONG 1 1.8 1.8 1.0545 0.3052 Residuals 365 614.4 1.7 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 > drop1(txjan.mod1, test="F") ## Partial SS / F-tests Single term deletions Model: Mean_Jan ~ ELEV_C + LAT + LONG Df Sum of Sq RSS AIC F value Pr(>F) 614.4 196.16 ELEV_C 1 69.5 683.9 233.69 41.2779 4.124e-10 *** LAT 1 5487.5 6101.9 1041.25 3259.7734 < 2.2e-16 *** LONG 1 1.8 616.2 195.22 1.0545 0.3052 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1