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Transcript of Laboratory Report
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
1
Population Distributions
Date of experiment: Friday 24th January 2014
Name: Edward Mbanasor
Supervisor: Dr. Morgan Denyer
Laboratory Report submitted as part of the summative assessment for the module, Special Studies (Year 1)
CS-1001L
BSc Clinical Sciences/Medicine
Module Leader: Dr. Christine Beedham
Clinical Sciences
University of Bradford
UB Number: 12007448
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
2
Introduction
The cardiovascular system comprises of the heart, blood and its corresponding vasculature.
The heart, made up of myogenic muscle, is the pump which circulates the blood throughout
the body to cells found in tissue for exchange of material, including waste, hormones and
nutrients1. Cardiac output is the volume of blood the heart ejects per minute (l/minute) and
its alteration is dependent on the requirement for oxygen and nutrients, especially glucose.
Determination of the cardiac output is influenced by stroke volume and heart rate. Heart
rate is the number of times the heart beats per minute (bpm) and stroke volume is the
volume of blood pumped (ml) from the left ventricle of the heart per beat2.
Heart rate is regulated by the sinoatrial node which is located in the wall of the right atrium
and it controls the rhythmicity of the heart. Furthermore, the sinoatrial node is innervated by
the sympathetic (thoracolumbar outflow) and parasympathetic (craniosacral outflow)
components of the autonomic nervous system (ANS). The thoracolumbar outflow, through
cardiac accelerator nerves causes an increase in heart rate through noradrenaline, which is a
positive inotropic agent that binds to beta-1 (β) receptors. The craniosacral outflow
decreases heart rate by decreasing the force of contraction through the neurotransmitter
acetylcholine via the vagus nerve. These activities are controlled by the cardiovascular
centre located in the medulla oblongata to modulate heart rhythm and force of contraction3.
During intense exercise, the demand for oxygen at a cellular level increases due to increased
lactate and carbon dioxide concentrations in the blood. This occurs when the muscles
undergo anaerobic respiration. The heart counteracts this by repaying the oxygen debt by
increasing the heart rate and stroke volume. Stroke volume can be modified by altering
preload or end-diastolic volume, myocardial contractility and afterload, which in turn
increases cardiac output. Thus, more blood is pumped to the muscles that require more
oxygen and nutrients for aerobic respiration. Blood flow is reduced to areas such as the
digestive system through the contraction of pre-capillary sphincters. Heart rate can be
measured in a number places throughout the body, but it is most commonly measured
through the brachial artery situated in the forearm4.
Factors such as physical fitness, age, height and gender can also affect heart rate. There is
evidence in literature to suggest that the height of an individual has a relationship with heart
size. Moreover, it suggests that tall individuals have a larger heart compared to shorter
individuals who have smaller hearts.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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This means that tall people have larger heart chambers so the ventricles have a greater end
diastolic volume. Hence there is a higher afterload resulting in a higher stroke volume and a
reduced heart rate because of a greater force of contraction due to thicker ventricles.
Consequently, there is less effort per cardiac cycle. This means more blood is pumped out
every cardiac cycle to supply oxygen to body tissues. Therefore, smaller subjects will have a
higher heart rate to meet metabolic demands5.
Null Hypotheses are a way of testing scientific theories. The first aim of this experiment was
to carry out an independent t-test to evaluate the Null Hypothesis stating that there is no
significant difference in heart rate between tall subjects and short subjects. The second
objective was to observe if there is a significant difference in heart rate before exercise and
15 and 30 minutes post-exercise. This was tested with the Null Hypotheses which stated
that there is no significant difference between resting heart rate before exercise and 15
minutes after exercise (Null Hypothesis 2) and that there is no significant difference in heart
rate at rest and heart rate 30 minutes post-exercise (Null Hypothesis 3). Null Hypotheses 2
and 3 were tested by a paired t-test6.
Methods
Refer to Laboratory Schedule.
Results
Data relating to height and heart rate during rest taken from the sample population (N=40)
included heart rate prior to exercise, directly after exercise and 1 minute, 5 minutes, 15
minutes and 30 minutes after exercise (Appendix 1). The resting heart rate ranged from 60
to 96 bpm and height ranged from 150 to 184.9 cm. The split data of class intervals with
widths of 10 bpm from 40 bpm 100 bpm is shown in Table 1. It was established that no
subjects had a resting heart rate of 40-50 bpm and 50-60 bpm. 8 subjects had a resting
heart rate between 60-70 bpm, 11 subjects had a resting heart rate between 70-80 bpm, 16
subjects had a resting heart rate between 80-90 bpm and 5 subjects had a resting heart
rate between 90-100 bpm. This data was plotted as a frequency distribution graph (Figure
1). Prior to plotting the data, it was expected that the distribution would be bimodal. The
range of subjects suggested that there would be a concentration at 2 class intervals; a
separate one for short individuals with a smaller heart and one for tall individuals with a
larger heart. Nevertheless, the frequency histogram did not support this expectation. The
only mode occurred at 80-90 bpm showing the data distribution to be unimodal.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Resting class heart rate intervals (bpm) Frequency (Number of subjects in each heart rate class)
40-50 0
50-60 0
60-70 8
70-80 11
80-90 16
90-100 5 Table 1. Number of subjects in each heart rate interval ranging from 40 to 100 bpm.
The sample population was analysed and there was a median of 80 bpm, a mean of 78 bpm
and a mode of 80 bpm among 7 subjects. These values were expected as they lie within the
normal resting heart rate for an adult.
Null Hypothesis 1
This Null Hypothesis was tested by dividing the participants into two categories. 20 subjects
were in the short category (<170cm) and 20 were in the tall category (>171.2). The mean
of the short population and of the tall population, +/- their respective 95% confidence
interval (CI), are shown in Figure 2.
Figure 1. Frequency histogram showing the distribution of subjects in different heart rate
class intervals starting from 40 bpm and ending at 100 bpm with intervals of 10 bpm. The
distribution is a normal distribution or a Gaussian distribution.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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It was found that the short subjects had a mean resting heart rate of 79.20 bpm (95% CI:
+/- 3.96) and the tall subjects had a mean resting heart rate of 76.95 bpm (95% CI: +/-
5.22) (Table 2). The mean resting heart rate is lower for tall subjects with respect to the
short subjects by 2.25 bpm. However, this difference is small. In order to determine
whether Null Hypothesis 1 should be rejected or accepted, an independent t-test was carried
out to identify if there was a significant difference between the two data sets. The result
attained from the independent t-test was 0.72 which is less than the expected t-value of
2.02 at 38 degrees of freedom ((N1 + N2) - 2)). Hence, Null Hypothesis 1 must be accepted
proving that there is no significance difference in the resting heart rate between short
subjects and tall subjects.
Table 2. Summary of results from the independent t-test. The sample size (N), calculated values of
mean resting heart rate (bpm), the sum of squares for both short and tall subjects, the mean variance (s2),
the mean standard deviation (SD), the mean standard error (SE), the calculated t-value and the 95%
confidence intervals are displayed.
Height
Category
N
Mean
Resting Heart
Rate
(bpm)
Difference
between the means
(bpm)
Sum of
squares
s2 SD SE t-value
95%
CI
Short 20 79.20 1363.20
98.16
9.91
3.13
0.72
3.96
Tall 20 76.95 2366.95 5.22
Figure 2. Mean resting heart rate of short subjects and tall subjects +/- their 95% CI.
2.25
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Null Hypotheses 2 and 3
To explore these hypotheses the mean heart rate was calculated at 6 different time points
for the study population. For all the time points, except for resting heart rate and heart rate
directly after exercise a sample size of 39 subjects was used. For heart rate before exercise
a sample size of 40 subjects was used and directly after exercise a sample size of 37
subjects was used. The mean resting heart rate was 78.08 bpm (95% CI: +/- 3.15), heart
rate directly after exercise had a mean of 138.81 bpm (95% CI: +/- 8.86) and heart rate 1
minute after exercise had a mean of 113.36 bpm (95% CI: +/- 7.89). Furthermore, 5
minutes after exercise the mean heart rate was 96.08 bpm (95% CI: +/- 5.99), 15 minutes
after exercise the mean heart rate was 85.72 bpm (95% CI: +/- 5.02) and 30 minutes after
exercise the mean heart rate was 78.54 (95% CI: +/- 3.87). The mean heart rates and their
respective 95% confidence intervals against time are shown in Figure 3. Two paired t-tests
for 39 subjects (Appendices 2 and 3) were conducted to observe if there was a significant
difference between resting heart rate and heart rate at both 15 minutes and 30 minutes
after exercise. The paired t-test values were calculated in the same way for both Hypotheses
using 38 degrees of freedom (N-1) (Appendix 4).
Figure 3. Mean heart rate values and their respective 95% confidence intervals.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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There is a significant difference between the mean resting heart rate and the mean heart
rate directly after exercise. There is also a significant difference between the mean heart
rate at rest and the mean heart rate at 1 minute, 5 minutes and 15 minutes after exercise.
However, only the mean heart rate 30 minutes post-exercise depicts there to be no
significant difference with respect to the mean resting heart rate. This is due to the fact that
the mean heart rate directly after exercise and 1 minute, 5 minutes and 15 minutes after
exercise do not overlap with the 95% confidence interval of the mean heart rate at rest.
Nevertheless, the mean value of the heart rate at 30 minutes post-exercise lies within the
95% confidence interval of the resting heart rate, meaning that there is no significant
difference.
Null Hypothesis 2:
Table 3 shows the calculated t-value for Null Hypothesis 2 to be 3.86 which is higher than
the expected t-value of 2.02. Therefore, Null Hypothesis 2 must be rejected because there is
a significant difference between resting heart rate and heart rate 15 minutes post-exercise.
Mean
difference (x̄ )
Sum of
squares
s2 SD SE t-value 95% CI
7.79 6028.36 158.64 12.60 2.02 3.86 5.02
Table 3. Calculated mean difference (x̄ ), sum of squares, mean variance (s2), mean standard
deviation (SD), t-value and 95% CI values for Null Hypothesis 2.
Null Hypothesis 3:
With respect to the values in Table 4, it can be established that Null Hypothesis 3 should be
accepted, as the calculated t-value of 0.47 is lower than the expected t-value of 2.02. This
shows that there is no significant difference between heart rate at rest and heart rate 30
minutes post-exercise.
Mean difference (x̄ )
Sum of squares
Variance (s2) SD SE t-value 95% CI
0.62 2513.23 66.14 8.13 2.02 0.47 3.87
Table 4. Calculated mean difference (x̄ ), sum of squares, mean variance (s2), mean standard
deviation (SD), t-value and 95% CI values for Null Hypothesis 3.
Discussion
The collected results included height and heart rate which were continuous and discrete
variables respectively. The data obtained from 40 subjects was split into class widths to form
a frequency distribution histogram because the values were too large for categorisation as a
single class.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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The distribution was unimodal with the mode concentrated at the 80-90 bpm class interval,
which suggested that the data obtained did not come from multiple populations. The mean
resting heart rate was 78.08 bpm (95% CI: +/- 3.15), which was expected because the
normal resting heart rate for healthy adults is 50-90 bpm7.
The modal value of 80 bpm among 7 subjects was also expected as it falls within the normal
resting heart rate range. The median resting heart rate of 80 bpm also fell in the normal
resting heart rate range. These values are near the extreme end of the resting heart rate for
a healthy adult. Various reasons such as stress, dehydration and stimulants could have
caused deviation from the normal resting heart rate for each subject.
Some subjects had a very low resting heart rate of 60 bpm, which may be due to adaptions
from training, which meant that the participants were not at the same level of fitness. This
demonstrates that the mean was not a fair representation of the resting heart rate of the
study population. However, no subjects exhibited bradycardia (resting heart rate under 60
bpm) meaning that there were no athletes in the sample population8.
The confirmation of Null Hypothesis 1 has not been fully elucidated as research suggests
that smaller individuals generally have higher heart rates. This is because smaller individuals
are understood to have a higher surface area to volume ratio which increases heat loss9. On
the contrary, physical fitness could help those with smaller hearts to have a lower resting
heart rate due to hypertrophy of the left ventricle. This, in turn, increases stroke volume due
to adaptive changes to stress4.
The physical effect of a large heart may offer an explanation for the independent association
between height and resting heart rate. Tall stature is associated with slower heart rates and
prolonged return times for reflected waves and augmentation of the primary systolic pulses,
which relates to ventricular mass increases. This results in decreased central aortic
pressure10. This suggests that having a larger heart will result in a lower heart rate due to
an increased end-diastolic volume because of larger heart chambers which results in a larger
afterload. This means it is easier to overcome the aortic pressure. Individuals with large
hearts have a larger contraction, due to a greater amount of heart tissue that requires
stimulation. This means there is a lower acceleration and therefore a lower resting heart
rate. This is representative of the results acquired as the mean resting heart rate of tall
subjects was lower than that of short subjects.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Short individuals have a heart with a smaller surface area compared to tall individuals
meaning they will have a higher resting heart rate. This is due to the fact that the time
periods for atrial and ventricular systole are decreased, due to a small volume of blood in
smaller heart chambers. In systemic circulation, blood leaving the left ventricle will have
shorter distance to travel before reaching the right atrium meaning a higher venous return11.
There are range of measurable factors which could have changed the result of the
experiment such as body mass index (BMI) which was not accounted for in this experiment.
BMI is calculated by dividing weight in kilograms by height in metres squared and gives an
idea about the body composition and physical state of an individual. A person with a high
BMI, who is mainly composed of fat tissue, has a higher resting heart rate in comparison to
an individual with a low BMI12. Another bound which could be explored is the resting heart
rates of the two genders. As females are smaller in stature than males they generally made
up the shorter population sample. In addition, females are largely genetically predisposed to
a higher resting heart rate13.
A factor which may have negatively influenced the gathered data were the determined limits
of the height categories. This could be seen as a personal assumption which may have led
to subjects who are normally deemed to be tall being on the upper bound of the short
category. This upper limit may be where height is a significant determinant of heart rate.
Another factor is the anticipatory response, whereby, before the start of exercise, the heart
rate of a subject usually increases above resting levels. This is due to the release of
noradrenaline from the adrenal medulla. The greatest anticipatory heart rate response is
observed in short sprint events. To rectify this for future experiments, the resting heart rate
should be gathered from subjects who are not anticipating any physical exercise. This will
ensure they are fully rested. Another major factor which was not controlled was the fitness
levels of the subjects as sedentary individuals are expected to have a higher resting heart
rate14.
Null Hypothesis 2 was rejected showing that there is a significant difference between resting
heart rate and heart rate 15 minutes post-exercise. On the other hand, Null Hypothesis 3
was accepted showing that there is no significant difference between resting heart rate and
heart rate 30 minutes after exercise. These results can be explained by the fact that heart
rate increases to meet the oxygen and metabolic requirements of working muscles, to form
adenosine triphosphate (ATP) for energy release, and to remove waste. This places an
increased demand on the cardiovascular system due to an increase in blood pressure.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Chemoreceptors, located in the brain, detect a decrease in pH and increased carbon dioxide
concentrations. Baroreceptors, found in carotid bodies and aortic bodies, are sensitive to
blood pressure changes due to vasoconstriction. These receptors help restore homeostatic
conditions by initiating negative feedback mechanisms to meet metabolic demands.
Baroreceptors carry a generator potential to the cardiovascular centre in the medulla
oblongata to stimulate the release of noradrenaline which binds to β1 receptors in the
myocardium. This causes an influx of Ca2+ ions leading to an increased depolarisation rate in
the myogenic cells of the sinoatrial node.
In anaerobic conditions experienced during exercise there is a build-up of lactic acid because
of the need for short bursts of energy. The cells involved have low oxygen availability, which
means they cannot produce enough ATP via aerobic respiration. When this pathway is
blocked there is a build-up of H+ ions as NAD+ is unable to act as a proton acceptor. This
causes metabolic acidosis15.
Post-exercise, the heart increases its rate and force of contraction to make sure oxygenated
blood reaches cells at a faster rate. This allows time for the oxygen debt to be paid by
removing the excess of H+ ions and converting lactate into pyruvate, in order to restore the
normal balance. Immediately after exercise the mean heart rate was 138.81 bpm (95% CI:
+/- 8.86) and at 15 minutes post-exercise the mean heart rate fell significantly. This is
evidence that the body goes through recovery to repay oxygen debt by increasing the
ventilation rate and heart rate until normal conditions are restored. This ensures cells have
sufficient oxygen to undergo aerobic respiration16.
When normal conditions are restored and excess H+ ions and lactate are removed from the
muscle tissue, the elevated heart rate begins to decrease and return towards the resting
heart rate. This is supported by the fact that the mean heart rate 30 minutes post-exercise
of 78.54 bpm (95% CI: +/- 3.87) fell very close to the mean resting heart rate of 78.08 bpm
(95% CI: +/- 3.15).
Although these values are very close at 30 minutes post-exercise, it did not reach the mean
resting heart rate. This may due to the fact that subjects have different recovery times,
which is influenced by training-induced cardiac adaptations.
This could suggest that the sample population was generally physically unfit, therefore there
was a longer recovery phase. It is also possible that the body, by trying to restore normal
ATP levels, is consuming more glucose which requires more oxygen.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Gender may have influenced the inability to reach the mean resting heart rate at 30 minutes
post-exercise. The sex differences in heart rate is largely a result of the greater percentage
of body fat in women and varying hormone levels. This means that differences in oxygen
requirements, cardiac output, and heart rate (which is generally greater in females than in
males) are important factors that alter heart rate. These factors should be controlled in
future investigations to give more accurate results17.
Conclusion
The investigation was conducted included observation of resting heart rate and the
differences between short and tall subjects. It also looked at the effect of exercise on heart
rate through three Null Hypotheses. Null Hypothesis 1, verified by the unpaired t-test, was
accepted which confirms that height does not dictate resting heart rate. The results can be
contested as it goes against many scientific findings, therefore further investigation is
required to provide a more informed confirmation or rejection of the results.
Null Hypothesis 2 was rejected, which disproves that 15 minutes after exercise is complete
resting heart rate returns to normal levels. Null Hypothesis 3 was accepted, which confirms
that resting heart rate levels are reached 30 minutes post-exercise. These were based on
the values obtained from the paired t-test. It was expected that the heart rate was to return
to normal levels because of homeostatic mechanisms, which help to maintain normal heart
rate by repaying the oxygen debt. Furthermore, 30 minutes is ordinarily enough time to
return to the resting heart rate. Varying physical fitness levels within the sample population
may have led to differences in the ability of the subjects to reach resting heart rate.
References
1. Kumar P, Clark M. Kumar & Clark's clinical medicine. 7th ed. Edinburgh: Saunders Limited, 2009.
2. Noble A. The cardiovascular system. Philadelphia: Elsevier Limited, 2005. 3. Naish J, Revest P, Court DS. Medical Sciences. Edinburgh: Churchill Livingstone, 2009. 4. Tortora GJ, Derrickson BH. Principles of anatomy and physiology: volume 2 –
maintenance and continuity of the human body. 13th ed. Chichester: Wiley, 2011. 5. Paajanen TA, Oksala NKJ, Kuukasjarvi P, Karhunen PJ. Short stature is associated with
coronary heart disease: a systematic review of the literature and a meta-analysis. Eur Heart J 2010;31: 1802-9.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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6. Chin R, Chin RY, Lee BY. Principles and practice of clinical trial medicine. UK: Academic Press, 2008.
7. Arnold JM, Fitchett DH, Howlett JG, Lonn EM, Tardif JC. Resting heart rate:
a modifiable prognostic indicator of cardiovascular risk and outcomes? Can J Cardiol 2008;24: 3-8.
8. Dewey FE, Rosenthal D, Murphy DJ, Froelicher VF, Ashley EA. Does size matter? Clinical
applications of scaling cardiac size and function for body size. Circulation 2008;117: 2279-87.
9. Samaras TT, Elrick H. Height, body size, and longevity: is smaller better for the human
body? West J Med 2002;176: 206-8. 10. Shimizu Y, Nakazato M, Sekita T, Kadota K, Arima K, Yamasaki H et al. Relationship
between adult height and body weight and risk of carotid atherosclerosis assessed in terms of carotid intima-media thickness: the Nagasaki Islands study. J Physiol Anthropol 2013;32: 19-26.
11. Atwal S, Porter J, Macdonald P. Cardiovascular effects of strenuous exercise in adult
recreational hockey: the hockey heart study. CMAJ 2002;166: 303-7. 12. Antelmi I, de Paula RS, Shinzato AR, Peres CA, Mansur AJ, Grupi CJ. Influence of age,
gender, body mass index, and functional capacity on heart rate variability in a cohort of subjects without heart disease. Am J Cardiol 2004;93: 381-5.
13. Sookan T, McKune AJ. Heart rate variability in physically active individuals: reliability
and gender characteristics. Cardiovasc J Afr 2012;23: 67-72. 14. Everson SA, Kaplan GA, Goldberg DE, Salonen JT. Anticipatory blood pressure response
to exercise predicts future high blood pressure in middle-aged men. Hypertension 1996;27: 1059-64.
15. Zanesco A, Antunes E. Effects of exercise training on the cardiovascular system:
pharmacological approaches. Pharmacol Ther 2007;114: 307-17. 16. Putman CT, Jones NL, Heigenhauser GJ. Effects of short-term training on plasma acid-
base balance during incremental exercise in man. J Physiol 2003;550: 585-603. 17. Zouhal H, Jacob C, Delamarche P, Gratas-Delamarche A. Catecholamines and the effects
of exercise, training and gender. Sports Med 2008;38: 401-23.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Appendices
Height (cm)
Heart Rate
before
exercise (bpm)
Heart Rate directly
after
exercise (bpm)
Heart Rate 1 minute
after
exercise (bpm)
Heart Rate 5 minutes
after
exercise (bpm)
Heart Rate 15 minutes
after
exercise (bpm)
Heart Rate 30 minutes
after
exercise (bpm)
150 72 160 152 96 76 70
153 84 160 100 96 80 80
153.2 84
153.5 80 125 120 100 68 68
157 76 144 112 90 76 76
158.3 72 144 104 80 78 76
158.5 72 160 104 80 80 72
160 92 116 116 92 92 92
160 80 120 86 80 76 75
160.7 96 124 116 88 88
162 80 152 116 84 80 80
162.5 84 132 116 96 108 108
162.5 68 120 80 72 68 66
163 76 84 86 86 74 60
164.5 72 136 96 88 80 72
164.5 88 148 108 96 90 85
165 60 148 86 72 68 61
165 80 120 100 96 92 90
169 84 100 92 87 80 80
170 84 160 120 96 92 84
171.2 91 128 120 100 96 88
172 68 142 115 92 80 66
172 80 112 80 80 80
173.7 72 112 136 112 96 92
174 76 175 152 152 116 80
174.6 60 152 96 88 64 60
175.1 68 128 84 76 68 72
176 76 184 156 112 100 92
177 64 104 80 72 72 64
177.2 84 176 152 120 108 92
177.5 88 160 116 92 88 80
178.7 64 96 120 92 72 68
180.6 88 120 96 88 68 70
181 76 128 112 96 96 84
182 96 190 188 140 125 96
182.2 60 100 72 68 68 60
182.5 80 148 116 104 92 80
183 72 192 124 116 104 72
183.3 80 136 140 120 84 80
184.9 96 136 116 124 120 104 Appendix 1. Raw data collected from 40 subjects. Red: short subjects; Black: tall subjects.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Subject Heart Rate before
exercise (bpm)
Heart Rate 15
minutes after exercise (bpm)
Mean difference
before and after exercise
1 72 76 7.79
2 84 80
3 80 68
4 76 76
5 72 78
6 72 80
7 92 92
8 80 76
9 96 88
10 80 80
11 84 108
12 68 68
13 76 74
14 72 80
15 88 90
16 60 68
17 80 92
18 84 80
19 84 92
20 91 96
21 68 80
22 80 80
23 72 96
24 76 116
25 60 64
26 68 68
27 76 100
28 64 72
29 84 108
30 88 88
31 64 72
32 88 68
33 76 96
34 96 125
35 60 68
36 80 92
37 72 104
38 80 84
39 96 120
Appendix 2. Summary of values used to calculate the t-value for Null Hypothesis 2.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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Subject Heart Rate before
exercise (bpm)
Heart Rate 30
minutes after exercise (bpm)
Mean
difference before and
after exercise
1 72 70 0.62
2 84 80
3 80 68
4 76 76
5 72 76
6 72 72
7 92 92
8 80 75
9 96 88
10 80 80
11 84 108
12 68 66
13 76 60
14 72 72
15 88 85
16 60 61
17 80 90
18 84 80
19 84 84
20 91 88
21 68 66
22 80 80
23 72 92
24 76 80
25 60 60
26 68 72
27 76 92
28 64 64
29 84 92
30 88 80
31 64 68
32 88 70
33 76 84
34 96 96
35 60 60
36 80 80
37 72 72
38 80 80
39 96 104
Appendix 3. Summary of values used to calculate the t-value for Null Hypothesis 3.
Edward Mbanasor UB Number: 12007448 Dr. Morgan Denyer
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N Mean
Heart
Rate
(bpm)
Sum of
squares
Variance
(s2)
Standard
Deviation
(s)
Standard
Error
(SE)
T-
value
95%
Confidence
Interval
Resting
Heart
Rate
(bpm)
40 78.08 3780.77 96.94 9.85 1.56 2.02 3.15
Heart
Rate
directly
after
exercise
(bpm)
37 138.81
25421.68 706.16 26.57 4.37 2.03 8.86
Heart
Rate 1
minute
after
exercise
(bpm)
39 113.36 22508.97 592.34 24.34 3.90 2.02 7.89
Heart
Rate 5
minutes
after
exercise
(bpm)
39 96.08 12968.77 341.28 18.47 2.96 2.02 5.99
Heart
Rate 15
minutes
after
exercise
(bpm)
39 85.72 9113.90 239.84 15.49 2.48 2.02 5.02
Heart
Rate 30
minutes
after
exercise
(bpm)
39 78.54 5403.69 142.20 11.92 1.91 2.02 3.87
Appendix 4. Summary of values used to compare resting heart rate to heart rate after exercise
at the 6 time points.