We want to examine the relationship between body temperature Y and heart rate X. Further, we would like to use heart rate to predict the body temperature. ID Gender Age HeartRate Temperature 1 M 33 69 97 2 M 32 72 98.8 3 M 42 68 96.2 4 F 33 75 97.8 5 F 26 68 98.8 6 M 37 79 101.3 7 F 32 71 97.8 8 F 45 73 97.4 9 F 31 77 99.2 10 M 49 81 99.2 11 M 40 69 97.5 12 F 45 70 97.7 13 F 49 71 98.3 14 F 37 74 98.8 15 F 47 79 98.5 16 M 34 73 97.3 17 F 41 71 98.9 18 M 33 77 98.6 19 F 38 70 99.2 20 F 31 69 97.9 21 F 41 67 97.1 22 F 45 67 97 23 F 36 74 98.9 24 M 35 77 99 25 F 28 76 97.9 26 M 25 79 98 27 M 30 76 97 28 M 41 61 97.6 29 M 37 84 99 30 F 37 67 97.8 31 F 34 73 97.9 32 F 34 81 100 33 M 50 68 97.1 34 M 48 76 98.9 35 M 34 80 98.6 36 F 36 68 97.7 37 F 21 70 98.3 38 M 23 79 98.9 39 F 42 76 99.4 40 F 33 75 98.6 41 M 37 73 97.2 42 M 33 72 98 43 F 36 77 99.3 44 M 43 81 99.4 45 M 36 73 98.8 46 M 29 64 98.5 47 F 36 69 98.4 48 F 44 80 98.6 49 F 30 80 97 50 F 38 67 98.2 51 M 41 78 99.6 52 F 43 73 98.9 53 M 42 77 97.3 54 M 41 66 96.5 55 F 36 71 98.2 56 F 34 78 99.3 57 F 36 69 98.2 58 M 41 72 97.8 59 F 41 73 98.3 60 F 40 73 97.4 61 F 40 72 98.2 62 M 33 75 98.3 63 M 35 75 98.1 64 F 37 68 98.8 65 M 43 82 98.8 66 M 31 67 97.7 67 F 44 75 96.8 68 M 47 78 98.3 69 M 44 72 97.7 70 M 37 80 99.1 71 F 30 67 97.9 72 F 34 80 98.3 73 M 32 74 98.8 74 M 44 78 97.4 75 M 46 87 96.9 76 M 45 74 98 77 F 35 71 98.3 78 M 42 69 98.4 79 F 46 87 100.8 80 M 22 81 100.3 81 M 49 75 97 82 F 49 83 99.2 83 F 43 78 99.8 84 M 31 70 99 85 F 36 76 98.8 86 M 38 78 100.6 87 M 40 75 98 88 M 40 75 98.5 89 F 44 70 97.1 90 M 48 72 97 91 F 34 79 98.7 92 F 30 78 99.9 93 M 25 67 97 94 M 38 63 98.6 95 F 39 69 98.4 96 M 42 69 97.8 97 F 38 69 99.7 98 F 40 79 98.7 99 F 34 71 99.2 100 M 35 62 97.3 Create a plot to show the relationship between heart rate and temperature Does these seem to be a straight line relationship between heart rate and temperature? Calculate the correlation between heart rate and the temperature. How strong is the correlation?
We want to examine the relationship between body temperature Y and heart rate X. Further, we would like to use heart rate to predict the body temperature. ID Gender Age HeartRate Temperature 1 M 33 69 97 2 M 32 72 98.8 3 M 42 68 96.2 4 F 33 75 97.8 5 F 26 68 98.8 6 M 37 79 101.3 7 F 32 71 97.8 8 F 45 73 97.4 9 F 31 77 99.2 10 M 49 81 99.2 11 M 40 69 97.5 12 F 45 70 97.7 13 F 49 71 98.3 14 F 37 74 98.8 15 F 47 79 98.5 16 M 34 73 97.3 17 F 41 71 98.9 18 M 33 77 98.6 19 F 38 70 99.2 20 F 31 69 97.9 21 F 41 67 97.1 22 F 45 67 97 23 F 36 74 98.9 24 M 35 77 99 25 F 28 76 97.9 26 M 25 79 98 27 M 30 76 97 28 M 41 61 97.6 29 M 37 84 99 30 F 37 67 97.8 31 F 34 73 97.9 32 F 34 81 100 33 M 50 68 97.1 34 M 48 76 98.9 35 M 34 80 98.6 36 F 36 68 97.7 37 F 21 70 98.3 38 M 23 79 98.9 39 F 42 76 99.4 40 F 33 75 98.6 41 M 37 73 97.2 42 M 33 72 98 43 F 36 77 99.3 44 M 43 81 99.4 45 M 36 73 98.8 46 M 29 64 98.5 47 F 36 69 98.4 48 F 44 80 98.6 49 F 30 80 97 50 F 38 67 98.2 51 M 41 78 99.6 52 F 43 73 98.9 53 M 42 77 97.3 54 M 41 66 96.5 55 F 36 71 98.2 56 F 34 78 99.3 57 F 36 69 98.2 58 M 41 72 97.8 59 F 41 73 98.3 60 F 40 73 97.4 61 F 40 72 98.2 62 M 33 75 98.3 63 M 35 75 98.1 64 F 37 68 98.8 65 M 43 82 98.8 66 M 31 67 97.7 67 F 44 75 96.8 68 M 47 78 98.3 69 M 44 72 97.7 70 M 37 80 99.1 71 F 30 67 97.9 72 F 34 80 98.3 73 M 32 74 98.8 74 M 44 78 97.4 75 M 46 87 96.9 76 M 45 74 98 77 F 35 71 98.3 78 M 42 69 98.4 79 F 46 87 100.8 80 M 22 81 100.3 81 M 49 75 97 82 F 49 83 99.2 83 F 43 78 99.8 84 M 31 70 99 85 F 36 76 98.8 86 M 38 78 100.6 87 M 40 75 98 88 M 40 75 98.5 89 F 44 70 97.1 90 M 48 72 97 91 F 34 79 98.7 92 F 30 78 99.9 93 M 25 67 97 94 M 38 63 98.6 95 F 39 69 98.4 96 M 42 69 97.8 97 F 38 69 99.7 98 F 40 79 98.7 99 F 34 71 99.2 100 M 35 62 97.3 Create a plot to show the relationship between heart rate and temperature Does these seem to be a straight line relationship between heart rate and temperature? Calculate the correlation between heart rate and the temperature. How strong is the correlation?
Big Ideas Math A Bridge To Success Algebra 1: Student Edition 2015
1st Edition
ISBN:9781680331141
Author:HOUGHTON MIFFLIN HARCOURT
Publisher:HOUGHTON MIFFLIN HARCOURT
Chapter4: Writing Linear Equations
Section: Chapter Questions
Problem 14CR
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We want to examine the relationship between body temperature Y and heart
rate X. Further, we would like to use heart rate to predict the body temperature.
ID | Gender | Age | HeartRate | Temperature |
1 | M | 33 | 69 | 97 |
2 | M | 32 | 72 | 98.8 |
3 | M | 42 | 68 | 96.2 |
4 | F | 33 | 75 | 97.8 |
5 | F | 26 | 68 | 98.8 |
6 | M | 37 | 79 | 101.3 |
7 | F | 32 | 71 | 97.8 |
8 | F | 45 | 73 | 97.4 |
9 | F | 31 | 77 | 99.2 |
10 | M | 49 | 81 | 99.2 |
11 | M | 40 | 69 | 97.5 |
12 | F | 45 | 70 | 97.7 |
13 | F | 49 | 71 | 98.3 |
14 | F | 37 | 74 | 98.8 |
15 | F | 47 | 79 | 98.5 |
16 | M | 34 | 73 | 97.3 |
17 | F | 41 | 71 | 98.9 |
18 | M | 33 | 77 | 98.6 |
19 | F | 38 | 70 | 99.2 |
20 | F | 31 | 69 | 97.9 |
21 | F | 41 | 67 | 97.1 |
22 | F | 45 | 67 | 97 |
23 | F | 36 | 74 | 98.9 |
24 | M | 35 | 77 | 99 |
25 | F | 28 | 76 | 97.9 |
26 | M | 25 | 79 | 98 |
27 | M | 30 | 76 | 97 |
28 | M | 41 | 61 | 97.6 |
29 | M | 37 | 84 | 99 |
30 | F | 37 | 67 | 97.8 |
31 | F | 34 | 73 | 97.9 |
32 | F | 34 | 81 | 100 |
33 | M | 50 | 68 | 97.1 |
34 | M | 48 | 76 | 98.9 |
35 | M | 34 | 80 | 98.6 |
36 | F | 36 | 68 | 97.7 |
37 | F | 21 | 70 | 98.3 |
38 | M | 23 | 79 | 98.9 |
39 | F | 42 | 76 | 99.4 |
40 | F | 33 | 75 | 98.6 |
41 | M | 37 | 73 | 97.2 |
42 | M | 33 | 72 | 98 |
43 | F | 36 | 77 | 99.3 |
44 | M | 43 | 81 | 99.4 |
45 | M | 36 | 73 | 98.8 |
46 | M | 29 | 64 | 98.5 |
47 | F | 36 | 69 | 98.4 |
48 | F | 44 | 80 | 98.6 |
49 | F | 30 | 80 | 97 |
50 | F | 38 | 67 | 98.2 |
51 | M | 41 | 78 | 99.6 |
52 | F | 43 | 73 | 98.9 |
53 | M | 42 | 77 | 97.3 |
54 | M | 41 | 66 | 96.5 |
55 | F | 36 | 71 | 98.2 |
56 | F | 34 | 78 | 99.3 |
57 | F | 36 | 69 | 98.2 |
58 | M | 41 | 72 | 97.8 |
59 | F | 41 | 73 | 98.3 |
60 | F | 40 | 73 | 97.4 |
61 | F | 40 | 72 | 98.2 |
62 | M | 33 | 75 | 98.3 |
63 | M | 35 | 75 | 98.1 |
64 | F | 37 | 68 | 98.8 |
65 | M | 43 | 82 | 98.8 |
66 | M | 31 | 67 | 97.7 |
67 | F | 44 | 75 | 96.8 |
68 | M | 47 | 78 | 98.3 |
69 | M | 44 | 72 | 97.7 |
70 | M | 37 | 80 | 99.1 |
71 | F | 30 | 67 | 97.9 |
72 | F | 34 | 80 | 98.3 |
73 | M | 32 | 74 | 98.8 |
74 | M | 44 | 78 | 97.4 |
75 | M | 46 | 87 | 96.9 |
76 | M | 45 | 74 | 98 |
77 | F | 35 | 71 | 98.3 |
78 | M | 42 | 69 | 98.4 |
79 | F | 46 | 87 | 100.8 |
80 | M | 22 | 81 | 100.3 |
81 | M | 49 | 75 | 97 |
82 | F | 49 | 83 | 99.2 |
83 | F | 43 | 78 | 99.8 |
84 | M | 31 | 70 | 99 |
85 | F | 36 | 76 | 98.8 |
86 | M | 38 | 78 | 100.6 |
87 | M | 40 | 75 | 98 |
88 | M | 40 | 75 | 98.5 |
89 | F | 44 | 70 | 97.1 |
90 | M | 48 | 72 | 97 |
91 | F | 34 | 79 | 98.7 |
92 | F | 30 | 78 | 99.9 |
93 | M | 25 | 67 | 97 |
94 | M | 38 | 63 | 98.6 |
95 | F | 39 | 69 | 98.4 |
96 | M | 42 | 69 | 97.8 |
97 | F | 38 | 69 | 99.7 |
98 | F | 40 | 79 | 98.7 |
99 | F | 34 | 71 | 99.2 |
100 | M | 35 | 62 | 97.3 |
- Create a plot to show the relationship between heart rate and temperature
- Does these seem to be a straight line relationship between heart rate and temperature?
- Calculate the
correlation between heart rate and the temperature. How strong is the correlation? - Use an appropriate test to test the hypothesis H0: , where is the population correlation.
- Use the “BodyTemperature.csv” data set to build a simple linear regression model for body temperature using heart rate as the predictor.
- Interpret the estimate of regression coefficient and examine its statistical significance.
- Find the 95% confidence interval for the regression coefficient.
- Find the value of R2 and show that its relationship with the sample
correlation coefficient .
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