In: Statistics and Probability
Country |
Alcohol Consumption (x) |
Death Rate from Cirrhosis (y) |
France |
24.7 |
46.1 |
Italy |
15.2 |
23.6 |
Germany |
12.3 |
23.7 |
Australia |
10.9 |
7.0 |
Belgium |
10.8 |
12.3 |
USA |
9.9 |
14.2 |
Canada |
8.3 |
7.4 |
England |
7.2 |
3.0 |
Sweden |
6.6 |
7.2 |
Japan |
5.8 |
10.6 |
Netherland |
5.7 |
3.7 |
Ireland |
5.6 |
3.4 |
Norway |
4.2 |
4.3 |
Finland |
3.9 |
3.6 |
Israel |
3.1 |
5.4 |
a. Does the scatter plot show evidence of a linear correlation? If yes, what type?
c. Given:
E x= 134.2, E y=175.5, E x^2=1630.12, E y^2=3959.61, E xy=2419.61
Find= Sx=, Sy=, Sxy=,
d. Given slope = 1.98, find the regression line of on Write the answer in context of this problem.
b= equation=
e. Interpret the slope (m) in context of this problem.
answer=
f.Given r = 0.938, find r squared. Round off to the nearest whole number.
r-squared=
g. Interpret r squared in context of his problem.
answer=
Using Excel, go to Data, select Data Analysis, choose Regression.
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.938829774 | |||||
R Square | 0.881401345 | |||||
Adjusted R Square | 0.872278372 | |||||
Standard Error | 4.170222942 | |||||
Observations | 15 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 1680.180128 | 1680.180128 | 96.61338479 | 2.19651E-07 | |
Residual | 13 | 226.079872 | 17.39075938 | |||
Total | 14 | 1906.26 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | -5.995753288 | 2.097747961 | -2.85818573 | 0.013444303 | -10.52766223 | -1.46384434 |
Alcohol Consumption | 1.977915792 | 0.201228342 | 9.829210792 | 2.19651E-07 | 1.543188389 | 2.412643195 |
a) Yes, there is evidence of linera correlation and it is positive.
c) Sx (SS Regression) = 1680.18
Sy (SS Total) = 1806.26
Sxy (SS Residual) = 226.08
d) y = -5.996 + 1.98x
e) With one unit increase in alcohol consumption, death rate increases by 1.98 units.
f) R-squared = 0.938^2 = 0.881
g) 88.1% of variation in death rate from Cirrhosis is explained by alcohol consumption.