Question: a. Predict the maximal oxygen uptake for a person having a weight of 150 kg, an age of 20 years, a time to walk 1
a. Predict the maximal oxygen uptake for a person having a weight of 150 kg, an age of 20 years, a time to walk 1 mile of 17 minutes, and a heart rate of 140 beats per minute using the fitted first-order model. generate a 95% prediction interval for your prediction.
b. Predict the maximal oxygen uptake for a person having a weight of 150 kg, an age of 20 years, a time to walk 1 mile of 17 minutes, and a heart rate of 140 beats per minute using the fitted second-order model. generate a 95% prediction interval for your prediction
| Subject | y | x1 | x2 | x3 | x4 |
| 1 | 1.5 | 139.8 | 19.1 | 18.1 | 133.6 |
| 2 | 2.1 | 143.3 | 21.1 | 15.3 | 144.6 |
| 3 | 1.8 | 154.2 | 21.2 | 15.3 | 164.6 |
| 4 | 2.2 | 176.6 | 23.2 | 17.7 | 139.4 |
| 5 | 2.2 | 154.3 | 22.4 | 17.1 | 127.3 |
| 6 | 2.0 | 185.4 | 22.1 | 16.4 | 137.3 |
| 7 | 2.1 | 177.9 | 21.6 | 17.3 | 144.0 |
| 8 | 1.9 | 158.8 | 19.0 | 16.8 | 141.4 |
| 9 | 2.8 | 159.8 | 20.9 | 15.5 | 127.7 |
| 10 | 1.9 | 123.9 | 22.0 | 13.8 | 124.2 |
| 11 | 2.0 | 164.2 | 19.5 | 17.0 | 135.7 |
| 12 | 2.7 | 146.3 | 19.8 | 13.8 | 116.1 |
| 13 | 2.4 | 172.6 | 20.7 | 16.8 | 109.0 |
| 14 | 2.3 | 147.5 | 21.0 | 15.3 | 131.0 |
| 15 | 2.0 | 163.0 | 21.2 | 14.2 | 143.3 |
| 16 | 1.7 | 159.8 | 20.4 | 16.8 | 156.6 |
| 17 | 2.3 | 162.7 | 20.0 | 16.6 | 120.1 |
| 18 | 0.9 | 133.3 | 21.1 | 17.5 | 131.8 |
| 19 | 1.2 | 142.8 | 22.6 | 18.0 | 149.4 |
| 20 | 1.9 | 146.6 | 23.0 | 15.7 | 106.9 |
| 21 | 0.8 | 141.6 | 22.1 | 19.1 | 135.6 |
| 22 | 2.2 | 158.9 | 22.8 | 13.4 | 164.6 |
| 23 | 2.3 | 151.9 | 21.8 | 13.6 | 162.6 |
| 24 | 1.7 | 153.3 | 20.0 | 16.1 | 134.8 |
| 25 | 1.6 | 144.6 | 22.9 | 15.8 | 154.0 |
| 26 | 1.6 | 133.3 | 22.9 | 18.2 | 120.7 |
| 27 | 2.8 | 153.6 | 19.4 | 13.3 | 151.9 |
| 28 | 2.7 | 158.6 | 21.0 | 14.9 | 133.6 |
| 29 | 1.3 | 108.4 | 21.1 | 16.7 | 142.8 |
| 30 | 2.1 | 157.4 | 20.1 | 15.7 | 168.2 |
| 31 | 2.5 | 141.7 | 19.8 | 13.5 | 120.5 |
| 32 | 1.5 | 151.1 | 21.8 | 18.8 | 135.6 |
| 33 | 2.4 | 149.5 | 20.5 | 14.9 | 119.5 |
| 34 | 2.3 | 144.3 | 21.0 | 17.2 | 119.0 |
| 35 | 1.9 | 166.6 | 21.4 | 17.4 | 150.8 |
| 36 | 1.5 | 153.6 | 20.8 | 16.4 | 144.0 |
| 37 | 2.4 | 144.1 | 20.3 | 13.3 | 124.7 |
| 38 | 2.3 | 148.7 | 19.1 | 15.4 | 154.4 |
| 39 | 1.7 | 159.9 | 19.6 | 17.4 | 136.7 |
| 40 | 2.0 | 162.8 | 21.3 | 16.2 | 152.4 |
| 41 | 1.9 | 145.7 | 20.0 | 18.6 | 133.6 |
| 42 | 2.3 | 156.7 | 19.2 | 16.4 | 113.2 |
| 43 | 2.1 | 162.3 | 22.1 | 19.0 | 81.6 |
| 44 | 2.2 | 164.7 | 19.1 | 17.1 | 134.8 |
| 45 | 1.8 | 134.4 | 20.9 | 15.6 | 130.4 |
| 46 | 2.1 | 160.1 | 21.1 | 14.2 | 162.1 |
| 47 | 2.2 | 143.0 | 20.5 | 17.1 | 144.7 |
| 48 | 1.3 | 141.6 | 21.7 | 14.5 | 163.1 |
| 49 | 2.5 | 152.0 | 20.8 | 17.3 | 137.1 |
| 50 | 2.2 | 187.1 | 21.5 | 14.6 | 156.0 |
| 51 | 1.4 | 122.9 | 22.6 | 18.6 | 127.2 |
| 52 | 2.2 | 157.1 | 23.4 | 14.2 | 121.4 |
| 53 | 2.5 | 155.1 | 20.8 | 16.0 | 155.3 |
| 54 | 1.8 | 133.6 | 22.5 | 15.4 | 140.4 |
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