In: Statistics and Probability
DaughtersHeight data set on the height of adult daughters and the heights of their mothers and fathers, all in inches. analyze these data with child height as the dependent variable. using R studio graph the data and Conduct a separate analysis with Type I and Type III sum of squares tables.
Gender | daughtersheight | mothersheight | fathersheight |
F | 58.6 | 63 | 64 |
F | 64.7 | 67 | 65 |
F | 65.3 | 64 | 67 |
F | 61 | 60 | 72 |
F | 65.4 | 65 | 72 |
F | 67.4 | 67 | 72 |
F | 60.9 | 59 | 67 |
F | 63.1 | 60 | 71 |
F | 60 | 58 | 66 |
F | 71.1 | 72 | 75 |
F | 62.2 | 63 | 69 |
F | 67.2 | 67 | 70 |
F | 63.4 | 62 | 69 |
F | 68.4 | 69 | 62 |
F | 62.2 | 63 | 66 |
F | 64.7 | 64 | 76 |
F | 59.6 | 63 | 69 |
F | 61 | 64 | 68 |
F | 64 | 60 | 66 |
F | 65.4 | 65 | 68 |
Answer:-
Daughters Height data set on the height of adult daughters and the heights of their mothers and fathers, all in inches. analyze these data with child height as the dependent variable. using R studio graph the data and Conduct a separate analysis with Type I and Type III sum of squares tables.
Gender | daughters height | mothers height | fathers height |
F | 58.6 | 63 | 64 |
F | 64.7 | 67 | 65 |
F | 65.3 | 64 | 67 |
F | 61 | 60 | 72 |
F | 65.4 | 65 | 72 |
F | 67.4 | 67 | 72 |
F | 60.9 | 59 | 67 |
F | 63.1 | 60 | 71 |
F | 60 | 58 | 66 |
F | 71.1 | 72 | 75 |
F | 62.2 | 63 | 69 |
F | 67.2 | 67 | 70 |
F | 63.4 | 62 | 69 |
F | 68.4 | 69 | 62 |
F | 62.2 | 63 | 66 |
F | 64.7 | 64 | 76 |
F | 59.6 | 63 | 69 |
F | 61 | 64 | 68 |
F | 64 | 60 | 66 |
F | 65.4 | 65 | 68 |
SUMMARY OUTPUT | |
Regression Statistics | |
Multiple R | 0.821711 |
R Square | 0.675209 |
Adjusted R Square | 0.636998 |
Standard Error | 1.939902 |
Observations | 20 |
ANOVA | |||||
df | ss | MS | F | Significance F | |
Regression | 2 | 132.9973 | 66.49864 | 17.67068 | 0.0000 |
Residual | 17 | 63.97472 | 3.763219 | ||
Total | 19 | 196.972 |
Coefficients | Standard Error | t Stat | P-value | |
Intercept | 7.454305 | 10.88037 | ||
mothers height | 0.707206 | 0.128858 | 5.488247 | 0.0000 |
fathers height | 0.163629 | 0.12659 | 1.292586 | 0.213448 |
from anova , p value < 0.05
daughter's height is related to mother's and/ or father's height
........
and p value for mother's height coefficient test,
p value = 0.0000 < 0.05
so there is significant relationship between daughter's height and mother's height