In: Statistics and Probability
3) Five different second-year medical students took blood
pressure measurements of the same patient
and the results are listed below. The goal of this research project
is to determine if the diastolic BP and
patients systolic BP are correlated. The following data are for
five BP readings.
Systolic Diastolic
138 84
135 88
122 81
130 86
140 91
a. Provide a scatterplot of the data below. Label and put
numbers along the axes.
b. Calculate and interpret the sample correlation coefficient. Show
all handwritten steps.
c. Test at the 10% significance level where there is a true
positive correlation between diastolic BP
and patients systolic BP. Show all handwritten steps.
b) Correlation coefficient with step
N = Number of Pair | = | 5 | |||
Systolic(Xi) | Diastolic(Yi) | Xi*Xi | Yi*Yi | Xi*Yi | |
138 | 84 | 19044 | 7056 | 11592 | |
135 | 88 | 18225 | 7744 | 11880 | |
122 | 81 | 14884 | 6561 | 9882 | |
130 | 86 | 16900 | 7396 | 11180 | |
140 | 91 | 19600 | 8281 | 12740 | |
Total | 665 | 430 | 88653 | 37038 | 57274 |
Mean = | X̄or X-bar = | Σ x | = | 665 | = | 133.000 |
N | 5 | |||||
Mean = | Yor Y-bar = | Σ Y | = | 430 | = | 86.000 |
N | 5 |
Variance of X = | σx^2 = | Σ x*x | - (X-bar)^2 | = | 88653 | - 133*133 | = | 41.60 | |
N | 5 | ||||||||
Variance of X = | 41.6 |
Variance of Y = | σy^2 = | Σ y*y | - (Y-bar)^2 | = | 37038 | - 86*86 | = | 11.60 |
N | 5 | |||||||
Variance of Y = | 11.6 |
Correlation Coeffiicient (r) | = | n*(Σ Xi*Yi) - (Σ Xi) *(Σ Yi) | |||||||||
|
|||||||||||
= | 5*57274 - 665*430 | ||||||||||
SQRT(5*88653 - 665*665) | * SQRT(5*37038 - 430*430) | ||||||||||
= | 0.76477489 | ||||||||||
Correlation Coeffiicient (r) | = | 0.764774893 |
There is positive correlation between variable as correlation is > 0 |
c) to do correlation test