In: Statistics and Probability
Body size typically has an effect on an individual's resting heart rate, with increased body mass negatively correlated with heart rate. To determine the influence of sex and age on this relationship, you measured the body mass and heart rate of a population of adolescent and adult males and females using a standard ECG. Your results are listed in this table.
Sex | Age Group | Resting Heart Rate (bpm) | Body Mass (kg) |
Female | adolescent | 72 | 40.91 |
Female | adolescent | 70 | 52.85 |
Female | adolescent | 68 | 36.36 |
Female | adolescent | 77 | 42.73 |
Female | adolescent | 85 | 34.00 |
Female | adolescent | 80 | 31.82 |
Female | adolescent | 62 | 40.00 |
Female | adolescent | 58 | 43.70 |
Female | adult | 60 | 54.55 |
Female | adult | 66 | 50.00 |
Female | adult | 62 | 72.00 |
Female | adult | 57 | 68.18 |
Female | adult | 38 | 59.09 |
Female | adult | 54 | 56.82 |
Female | adult | 58 | 55.45 |
Female | adult | 82 | 77.01 |
Male | adolescent | 51 | 72.73 |
Male | adolescent | 75 | 36.36 |
Male | adolescent | 72 | 40.91 |
Male | adolescent | 79 | 40.91 |
Male | adolescent | 80 | 53.00 |
Male | adolescent | 82 | 34.98 |
Male | adolescent | 69 | 40.00 |
Male | adolescent | 48 | 48.32 |
Male | adult | 70 | 65.33 |
Male | adult | 55 | 79.55 |
Male | adult | 44 | 78.18 |
Male | adult | 83 | 70.35 |
Male | adult | 59 | 81.82 |
Male | adult | 66 | 84.09 |
Male | adult | 56 | 90.91 |
Male | adult | 72 | 75.23 |
Answer the following multi-part questions: |
What is the mean heart rate for all participants in this study? |
What is the standard error of heart rate for all participants in this study? |
What is the mean heart rate for females in this study? |
What is the standard deviation of heart rate for males in this study? |
What is the standard error of heart rate for adolescents in this study? |
What is the mean body mass for all participants in this study? |
Is body mass significantly different between males and females? |
Is body mass significantly different between adults and adolescents? |
Is body mass significantly different between adolescents males and females? |
Is heart rate significantly correlated with body mass? |
Construct a graph in a new sheet that shows the mean ± SEM of males and females |
Construct a graph in a new sheet that shows the mean ± SEM of all four groups |
Construct a graph in a new sheet that shows the relationship between body mass and heart rate for all individuals |
Construct a graph in a new sheet that shows the relationship between body mass and heart rate for all males and for females. |
I used Excel to solve this question.
First import this data in excel sheet.
Que.1
Mean heart rate for all participants in this study = AVERAGE(C2:C33) = 65.9375
Que.2
Standard error of heart rate for all participants in this study =
where SD = standard deviation is computed using function =STDEV(C2:C33) =12.16271
SE = 12.616271 / srqt(32) = 2.15008
Que.3
To compute Mean heart rate for females in this study, use filter to SEX variable.
Select SEX = Female in the filtering condition, then compute mean for heart rate.
Mean =AVERAGE(C2:C17) = 65.5625
Que.4
To compute standard deviation of heart rate for males in this study, Select SEX = Male
Standard deviation =STDEV(C18:C33) = 12.62125
Que.5
To compute Standard error of heart rate for adolescents in this study, Select Age group = 'Adolescent'
SE = =STDEV(C2:C25)/SQRT(16) = 3.0719
Que.6
Mean body mass for all participants in this study = =AVERAGE(D2:D33) = 56.50438