Question

In: Statistics and Probability

Female Health Data Looking at the correlation matrix identify one good and one bad regression pair...

Female Health Data Looking at the correlation matrix identify one good and one bad regression pair and conduct detailed regression analysis with all explanations similar to example from Ch 18 repeated below
Data>Data Analysis ToolBox>Correlation Data>Data Analysis ToolBox> Regression
AGE HT WT WAIST PULSE SYS DIAS CHOL BMI LEG ELBOW WRIST ARM
17 64.3 114.8 67.2 76 104 61 264 19.6 41.6 6 4.6 23.6
32 66.4 149.3 82.5 72 99 64 181 23.8 42.8 6.7 5.5 26.3
25 62.3 107.8 66.7 88 102 65 267 19.6 39 5.7 4.6 26.3
55 62.3 160.1 93 60 114 76 384 29.1 40.2 6.2 5 32.6
27 59.6 127.1 82.6 72 94 58 98 25.2 36.2 5.5 4.8 29.2
29 63.6 123.1 75.4 68 101 66 62 21.4 43.2 6 4.9 26.4
25 59.8 111.7 73.6 80 108 61 126 22 38.7 5.7 5.1 27.9
12 63.3 156.3 81.4 64 104 41 89 27.5 41 6.8 5.5 33
41 67.9 218.8 99.4 68 123 72 531 33.5 43.8 7.8 5.8 38.6
32 61.4 110.2 67.7 68 93 61 130 20.6 37.3 6.3 5 26.5
31 66.7 188.3 100.7 80 89 56 175 29.9 42.3 6.6 5.2 34.4
19 64.8 105.4 72.9 76 112 62 44 17.7 39.1 5.7 4.8 23.7
19 63.1 136.1 85 68 107 48 8 24 40.3 6.6 5.1 28.4
23 66.7 182.4 85.7 72 116 62 112 28.9 48.6 7.2 5.6 34
40 66.8 238.4 126 96 181 102 462 37.7 33.2 7 5.4 35.2
23 64.7 108.8 74.5 72 98 61 62 18.3 43.4 6.2 5.2 24.7
27 65.1 119 74.5 68 100 53 98 19.8 41.5 6.3 5.3 27
45 61.9 161.9 94 72 127 74 447 29.8 40 6.8 5 35
41 64.3 174.1 92.8 64 107 67 125 29.7 38.2 6.8 4.7 33.1
56 63.4 181.2 105.5 80 116 71 318 31.7 38.2 6.9 5.4 39.6
22 60.7 124.3 75.5 64 97 64 325 23.8 38.2 5.9 5 27
57 63.4 255.9 126.5 80 155 85 600 44.9 41 8 5.6 43.8
24 62.6 106.7 70 76 106 59 237 19.2 38.1 6.1 5 23.6
37 60.6 149.9 98 76 110 70 173 28.7 38 7 5.1 34.3
59 63.5 163.1 104.7 76 105 69 309 28.5 36 6.7 5.1 34.4
40 58.6 94.3 67.8 80 118 82 94 19.3 32.1 5.4 4.2 23.3
45 60.2 159.7 99.3 104 133 83 280 31 31.1 6.4 5.2 35.6
52 67.6 162.8 91.1 88 113 75 254 25.1 39.4 7.1 5.3 31.8
31 63.4 130 74.5 60 113 66 123 22.8 40.2 5.9 5.1 27
32 64.1 179.9 95.5 76 107 67 596 30.9 39.2 6.2 5 32.8
23 62.7 147.8 79.5 72 95 59 301 26.5 39 6.3 4.9 31
23 61.3 112.9 69.1 72 108 72 223 21.2 36.6 5.9 4.7 27
47 58.2 195.6 105.5 88 114 79 293 40.6 27 7.5 5.5 41.2
36 63.2 124.2 78.8 80 104 73 146 21.9 38.5 5.6 4.7 25.5
34 60.5 135 85.7 60 125 73 149 26 39.9 6.4 5.2 30.9
37 65 141.4 92.8 72 124 85 149 23.5 37.5 6.1 4.8 27.9
18 61.8 123.9 72.7 88 92 46 920 22.8 39.7 5.8 5 26.5
29 68 135.5 75.9 88 119 81 271 20.7 39 6.3 4.9 27.8
48 67 130.4 68.6 124 93 64 207 20.5 41.6 6 5.3 23
16 57 100.7 68.7 64 106 64 2 21.9 33.8 5.6 4.6 26.4

Solutions

Expert Solution

Using Excel

data -> data analysis -> correlation

we see the correlation between weight and BMI is 0.9392 , which is good regression

y = BMI and x =Weight

Using Excel

data -> data analysis -> regression

BMI^ = 2.8209 + 0.1562 WT

for bad regression

correlation between Height and BMI = -0.0137 , which is very low

y = BMI and x= Height(HT)

BMI^ = 27.9288 -0.0331 HT


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