Dataset = Bodyfat Begin description Short Summary: Lists estimates of the percentage of body fat determined by underwater weighing and various body circumference measurements for 252 men. Classroom use of this data set: This data set can be used to illustrate multiple regression techniques. Accurate measurement of body fat is inconvenient/costly and it is desirable to have easy methods of estimating body fat that are not inconvenient/costly. Data contributed by Roger W. Johnson and available from http://lib.stat.cmu.edu/datasets/ The variables listed below, from left to right, are: Density determined from underwater weighing Percent body fat from Siri's (1956) equation Age (years) Weight (lbs) Height (inches) Neck circumference (cm) Chest circumference (cm) Abdomen 2 circumference (cm) Hip circumference (cm) Thigh circumference (cm) Knee circumference (cm) Ankle circumference (cm) Biceps (extended) circumference (cm) Forearm circumference (cm) Wrist circumference (cm) End description begin variables Col 0=x1= density Col 1=y= bodyfat Col 2=x2= Age Col 3=x3= Weight Col 4=x4= Height Col 5=x5= Neck circumference Col 6=x6= Chest circumference (cm) Col 7=x7=Abdomen 2 circumference (cm) Col 8=x8= Hip circumference (cm) Col 9=x9= Thigh circumference (cm) Col 10=x10= Knee circumference (cm) Col 11=x11= Ankle circumference bodyfat Col 12=x12= Biceps (extended) circumference (cm) Col 13=x13= Forearm circumference (cm) Col 14=x14= Wrist circumference End variables Begin data (1.0708 12.3 23 154.25 67.75 36.2 93.1 85.2 94.5 59.0 37.3 21.9 32.0 27.4 17.1 1.0853 6.1 22 173.25 72.25 38.5 93.6 83.0 98.7 58.7 37.3 23.4 30.5 28.9 18.2 1.0414 25.3 22 154.00 66.25 34.0 95.8 87.9 99.2 59.6 38.9 24.0 28.8 25.2 16.6 1.0751 10.4 26 184.75 72.25 37.4 101.8 86.4 101.2 60.1 37.3 22.8 32.4 29.4 18.2 1.0340 28.7 24 184.25 71.25 34.4 97.3 100.0 101.9 63.2 42.2 24.0 32.2 27.7 17.7 1.0502 20.9 24 210.25 74.75 39.0 104.5 94.4 107.8 66.0 42.0 25.6 35.7 30.6 18.8 1.0549 19.2 26 181.00 69.75 36.4 105.1 90.7 100.3 58.4 38.3 22.9 31.9 27.8 17.7 1.0704 12.4 25 176.00 72.50 37.8 99.6 88.5 97.1 60.0 39.4 23.2 30.5 29.0 18.8 1.0900 4.1 25 191.00 74.00 38.1 100.9 82.5 99.9 62.9 38.3 23.8 35.9 31.1 18.2 1.0722 11.7 23 198.25 73.50 42.1 99.6 88.6 104.1 63.1 41.7 25.0 35.6 30.0 19.2 1.0830 7.1 26 186.25 74.50 38.5 101.5 83.6 98.2 59.7 39.7 25.2 32.8 29.4 18.5 1.0812 7.8 27 216.00 76.00 39.4 103.6 90.9 107.7 66.2 39.2 25.9 37.2 30.2 19.0 1.0513 20.8 32 180.50 69.50 38.4 102.0 91.6 103.9 63.4 38.3 21.5 32.5 28.6 17.7 1.0505 21.2 30 205.25 71.25 39.4 104.1 101.8 108.6 66.0 41.5 23.7 36.9 31.6 18.8 1.0484 22.1 35 187.75 69.50 40.5 101.3 96.4 100.1 69.0 39.0 23.1 36.1 30.5 18.2 1.0512 20.9 35 162.75 66.00 36.4 99.1 92.8 99.2 63.1 38.7 21.7 31.1 26.4 16.9 1.0333 29.0 34 195.75 71.00 38.9 101.9 96.4 105.2 64.8 40.8 23.1 36.2 30.8 17.3 1.0468 22.9 32 209.25 71.00 42.1 107.6 97.5 107.0 66.9 40.0 24.4 38.2 31.6 19.3 1.0622 16.0 28 183.75 67.75 38.0 106.8 89.6 102.4 64.2 38.7 22.9 37.2 30.5 18.5 1.061 16.5 33 211.75 73.50 40.0 106.2 100.5 109.0 65.8 40.6 24.0 37.1 30.1 18.2 1.0551 19.1 28 179.00 68.00 39.1 103.3 95.9 104.9 63.5 38.0 22.1 32.5 30.3 18.4 1.064 15.2 28 200.50 69.75 41.3 111.4 98.8 104.8 63.4 40.6 24.6 33.0 32.8 19.9 1.0631 15.6 31 140.25 68.25 33.9 86.0 76.4 94.6 57.4 35.3 22.2 27.9 25.9 16.7 1.0584 17.7 32 148.75 70.00 35.5 86.7 80.0 93.4 54.9 36.2 22.1 29.8 26.7 17.1 1.0668 14.0 28 151.25 67.75 34.5 90.2 76.3 95.8 58.4 35.5 22.9 31.1 28.0 17.6 1.0911 3.7 27 159.25 71.50 35.7 89.6 79.7 96.5 55.0 36.7 22.5 29.9 28.2 17.7 1.0811 7.9 34 131.50 67.50 36.2 88.6 74.6 85.3 51.7 34.7 21.4 28.7 27.0 16.5 1.0468 22.9 31 148.00 67.50 38.8 97.4 88.7 94.7 57.5 36.0 21.0 29.2 26.6 17.0 1.091 3.7 27 133.25 64.75 36.4 93.5 73.9 88.5 50.1 34.5 21.3 30.5 27.9 17.2 1.079 8.8 29 160.75 69.00 36.7 97.4 83.5 98.7 58.9 35.3 22.6 30.1 26.7 17.6 1.0716 11.9 32 182.00 73.75 38.7 100.5 88.7 99.8 57.5 38.7 33.9 32.5 27.7 18.4 1.0862 5.7 29 160.25 71.25 37.3 93.5 84.5 100.6 58.5 38.8 21.5 30.1 26.4 17.9 1.0719 11.8 27 168.00 71.25 38.1 93.0 79.1 94.5 57.3 36.2 24.5 29.0 30.0 18.8 1.0502 21.3 41 218.50 71.00 39.8 111.7 100.5 108.3 67.1 44.2 25.2 37.5 31.5 18.7 1.0263 32.3 41 247.25 73.50 42.1 117.0 115.6 116.1 71.2 43.3 26.3 37.3 31.7 19.7 1.0101 40.1 49 191.75 65.00 38.4 118.5 113.1 113.8 61.9 38.3 21.9 32.0 29.8 17.0 1.0438 24.2 40 202.25 70.00 38.5 106.5 100.9 106.2 63.5 39.9 22.6 35.1 30.6 19.0 1.0346 28.4 50 196.75 68.25 42.1 105.6 98.8 104.8 66.0 41.5 24.7 33.2 30.5 19.4 1.0202 35.2 46 363.15 72.25 51.2 136.2 148.1 147.7 87.3 49.1 29.6 45.0 29.0 21.4 1.0258 32.6 50 203.00 67.00 40.2 114.8 108.1 102.5 61.3 41.1 24.7 34.1 31.0 18.3 1.0217 34.5 45 262.75 68.75 43.2 128.3 126.2 125.6 72.5 39.6 26.6 36.4 32.7 21.4 1.025 32.9 44 205.00 29.50 36.6 106.0 104.3 115.5 70.6 42.5 23.7 33.6 28.7 17.4 1.0279 31.6 48 217.00 70.00 37.3 113.3 111.2 114.1 67.7 40.9 25.0 36.7 29.8 18.4 1.0269 32.0 41 212.00 71.50 41.5 106.6 104.3 106.0 65.0 40.2 23.0 35.8 31.5 18.8 1.0814 7.7 39 125.25 68.00 31.5 85.1 76.0 88.2 50.0 34.7 21.0 26.1 23.1 16.1 1.067 13.9 43 164.25 73.25 35.7 96.6 81.5 97.2 58.4 38.2 23.4 29.7 27.4 18.3 1.0742 10.8 40 133.50 67.50 33.6 88.2 73.7 88.5 53.3 34.5 22.5 27.9 26.2 17.3 1.0665 5.6 39 148.50 71.25 34.6 89.8 79.5 92.7 52.7 37.5 21.9 28.8 26.8 17.9 1.0678 13.6 45 135.75 68.50 32.8 92.3 83.4 90.4 52.0 35.8 20.6 28.8 25.5 16.3 1.0903 4.0 47 127.50 66.75 34.0 83.4 70.4 87.2 50.6 34.4 21.9 26.8 25.8 16.8 1.0756 10.2 47 158.25 72.25 34.9 90.2 86.7 98.3 52.6 37.2 22.4 26.0 25.8 17.3 1.084 6.6 40 139.25 69.00 34.3 89.2 77.9 91.0 51.4 34.9 21.0 26.7 26.1 17.2 1.0807 8.0 51 137.25 67.75 36.5 89.7 82.0 89.1 49.3 33.7 21.4 29.6 26.0 16.9 1.0848 6.3 49 152.75 73.50 35.1 93.3 79.6 91.6 52.6 37.6 22.6 38.5 27.4 18.5 1.0906 3.9 42 136.25 67.50 37.8 87.6 77.6 88.6 51.9 34.9 22.5 27.7 27.5 18.5 1.0473 22.6 54 198.00 72.00 39.9 107.6 100.0 99.6 57.2 38.0 22.0 35.9 30.2 18.9 1.0524 20.4 58 181.50 68.00 39.1 100.0 99.8 102.5 62.1 39.6 22.5 33.1 28.3 18.5 1.0356 28.0 62 201.25 69.50 40.5 111.5 104.2 105.8 61.8 39.8 22.7 37.7 30.9 19.2 1.028 31.5 54 202.50 70.75 40.5 115.4 105.3 97.0 59.1 38.0 22.5 31.6 28.8 18.2 1.043 24.6 61 179.75 65.75 38.4 104.8 98.3 99.6 60.6 37.7 22.9 34.5 29.6 18.5 1.0396 26.1 62 216.00 73.25 41.4 112.3 104.8 103.1 61.6 40.9 23.1 36.2 31.8 20.2 1.0317 29.8 56 178.75 68.50 35.6 102.9 94.7 100.8 60.9 38.0 22.1 32.5 29.8 18.3 1.0298 30.7 54 193.25 70.25 38.0 107.6 102.4 99.4 61.0 39.4 23.6 32.7 29.9 19.1 1.0403 25.8 61 178.00 67.00 37.4 105.3 99.7 99.7 60.8 40.1 22.7 33.6 29.0 18.8 1.0264 32.3 57 205.50 70.00 40.1 105.3 105.5 108.3 65.0 41.2 24.7 35.3 31.1 18.4 1.0313 30.0 55 183.50 67.50 40.9 103.0 100.3 104.2 64.8 40.2 22.7 34.8 30.1 18.7 1.0499 21.5 54 151.50 70.75 35.6 90.0 83.9 93.9 55.0 36.1 21.7 29.6 27.4 17.4 1.0673 13.8 55 154.75 71.50 36.9 95.4 86.6 91.8 54.3 35.4 21.5 32.8 27.4 18.7 1.0847 6.3 54 155.25 69.25 37.5 89.3 78.4 96.1 56.0 37.4 22.4 32.6 28.1 18.1 1.0693 12.9 55 156.75 71.50 36.3 94.4 84.6 94.3 51.2 37.4 21.6 27.3 27.1 17.3 1.0439 24.3 62 167.50 71.50 35.5 97.6 91.5 98.5 56.6 38.6 22.4 31.5 27.3 18.6 1.0788 8.8 55 146.75 68.75 38.7 88.5 82.8 95.5 58.9 37.6 21.6 30.3 27.3 18.3 1.0796 8.5 56 160.75 73.75 36.4 93.6 82.9 96.3 52.9 37.5 23.1 29.7 27.3 18.2 1.068 13.5 55 125.00 64.00 33.2 87.7 76.0 88.6 50.9 35.4 19.1 29.3 25.7 16.9 1.072 11.8 61 143.00 65.75 36.5 93.4 83.3 93.0 55.5 35.2 20.9 29.4 27.0 16.8 1.0666 18.5 61 148.25 67.50 36.0 91.6 81.8 94.8 54.5 37.0 21.4 29.3 27.0 18.3 1.079 8.8 57 162.50 69.50 38.7 91.6 78.8 94.3 56.7 39.7 24.2 30.2 29.2 18.1 1.0483 22.2 69 177.75 68.50 38.7 102.0 95.0 98.3 55.0 38.3 21.8 30.8 25.7 18.8 1.0498 21.5 81 161.25 70.25 37.8 96.4 95.4 99.3 53.5 37.5 21.5 31.4 26.8 18.3 1.056 18.8 66 171.25 69.25 37.4 102.7 98.6 100.2 56.5 39.3 22.7 30.3 28.7 19.0 1.0283 31.4 67 163.75 67.75 38.4 97.7 95.8 97.1 54.8 38.2 23.7 29.4 27.2 19.0 1.0382 26.8 64 150.25 67.25 38.1 97.1 89.0 96.9 54.8 38.0 22.0 29.9 25.2 17.7 1.0568 18.4 64 190.25 72.75 39.3 103.1 97.8 99.6 58.9 39.0 23.0 34.3 29.6 19.0 1.0377 27.0 70 170.75 70.00 38.7 101.8 94.9 95.0 56.0 36.5 24.1 31.2 27.3 19.2 1.0378 27.0 72 168.00 69.25 38.5 101.4 99.8 96.2 56.3 36.6 22.0 29.7 26.3 18.0 1.0386 26.6 67 167.00 67.50 36.5 98.9 89.7 96.2 54.7 37.8 33.7 32.4 27.7 18.2 1.0648 14.9 72 157.75 67.25 37.7 97.5 88.1 96.9 57.2 37.7 21.8 32.6 28.0 18.8 1.0462 23.1 64 160.00 65.75 36.5 104.3 90.9 93.8 57.8 39.5 23.3 29.2 28.4 18.1 1.0800 8.3 46 176.75 72.50 38.0 97.3 86.0 99.3 61.0 38.4 23.8 30.2 29.3 18.8 1.0666 14.1 48 176.00 73.00 36.7 96.7 86.5 98.3 60.4 39.9 24.4 28.8 29.6 18.7 1.052 20.5 46 177.00 70.00 37.2 99.7 95.6 102.2 58.3 38.2 22.5 29.1 27.7 17.7 1.0573 18.2 44 179.75 69.50 39.2 101.9 93.2 100.6 58.9 39.7 23.1 31.4 28.4 18.8 1.0795 8.5 47 165.25 70.50 37.5 97.2 83.1 95.4 56.9 38.3 22.1 30.1 28.2 18.4 1.0424 24.9 46 192.50 71.75 38.0 106.6 97.5 100.6 58.9 40.5 24.5 33.3 29.6 19.1 1.0785 9.0 47 184.25 74.50 37.3 99.6 88.8 101.4 57.4 39.6 24.6 30.3 27.9 17.8 1.0991 17.4 53 224.50 77.75 41.1 113.2 99.2 107.5 61.7 42.3 23.2 32.9 30.8 20.4 1.0770 9.6 38 188.75 73.25 37.5 99.1 91.6 102.4 60.6 39.4 22.9 31.6 30.1 18.5 1.0730 11.3 50 162.50 66.50 38.7 99.4 86.7 96.2 62.1 39.3 23.3 30.6 27.8 18.2 1.0582 17.8 46 156.50 68.25 35.9 95.1 88.2 92.8 54.7 37.3 21.9 31.6 27.5 18.2 1.0484 22.2 47 197.00 72.00 40.0 107.5 94.0 103.7 62.7 39.0 22.3 35.3 30.9 18.3 1.0506 21.2 49 198.50 73.50 40.1 106.5 95.0 101.7 59.0 39.4 22.3 32.2 31.0 18.6 1.0524 20.4 48 173.75 72.00 37.0 99.1 92.0 98.3 59.3 38.4 22.4 27.9 26.2 17.0 1.053 20.1 41 172.75 71.25 36.3 96.7 89.2 98.3 60.0 38.4 23.2 31.0 29.2 18.4 1.048 22.3 49 196.75 73.75 40.7 103.5 95.5 101.6 59.1 39.8 25.4 31.0 30.3 19.7 1.0412 25.4 43 177.00 69.25 39.6 104.0 98.6 99.5 59.5 36.1 22.0 30.1 27.2 17.7 1.0578 18.0 43 165.50 68.50 31.1 93.1 87.3 96.6 54.7 39.0 24.8 31.0 29.4 18.8 1.0547 19.3 43 200.25 73.50 38.6 105.2 102.8 103.6 61.2 39.3 23.5 30.5 28.5 18.1 1.0569 18.3 52 203.25 74.25 42.0 110.0 101.6 100.7 55.8 38.7 23.4 35.1 29.6 19.1 1.0593 17.3 43 194.00 75.50 38.5 110.1 88.7 102.1 57.5 40.0 24.8 35.1 30.7 19.2 1.05 21.4 40 168.50 69.25 34.2 97.8 92.3 100.6 57.5 36.8 22.8 32.1 26.0 17.3 1.0538 19.7 43 170.75 68.50 37.2 96.3 90.6 99.3 61.9 38.0 22.3 33.3 28.2 18.1 1.0355 28.0 43 183.25 70.00 37.1 108.0 105.0 103.0 63.7 40.0 23.6 33.5 27.8 17.4 1.0486 22.1 47 178.25 70.00 40.2 99.7 95.0 98.6 62.3 38.1 23.9 35.3 31.1 19.8 1.0503 21.3 42 163.00 70.25 35.3 93.5 89.6 99.8 61.5 37.8 21.9 30.7 27.6 17.4 1.0384 26.7 48 175.25 71.75 38.0 100.7 92.4 97.5 59.3 38.1 21.8 31.8 27.3 17.5 1.0607 16.7 40 158.00 69.25 36.3 97.0 86.6 92.6 55.9 36.3 22.1 29.8 26.3 17.3 1.0529 20.1 48 177.25 72.75 36.8 96.0 90.0 99.7 58.8 38.4 22.8 29.9 28.0 18.1 1.0671 13.9 51 179.00 72.00 41.0 99.2 90.0 96.4 56.8 38.8 23.3 33.4 29.8 19.5 1.0404 25.8 40 191.00 74.00 38.3 95.4 92.4 104.3 64.6 41.1 24.8 33.6 29.5 18.5 1.0575 18.1 44 187.50 72.25 38.0 101.8 87.5 101.0 58.5 39.2 24.5 32.1 28.6 18.0 1.0358 27.9 52 206.50 74.50 40.8 104.3 99.2 104.1 58.5 39.3 24.6 33.9 31.2 19.5 1.0414 25.3 44 185.25 71.50 39.5 99.2 98.1 101.4 57.1 40.5 23.2 33.0 29.6 18.4 1.0652 14.7 40 160.25 68.75 36.9 99.3 83.3 97.5 60.5 38.7 22.6 34.4 28.0 17.6 1.0623 16.0 47 151.50 66.75 36.9 94.0 86.1 95.2 58.1 36.5 22.1 30.6 27.5 17.6 1.0674 13.8 50 161.00 66.50 37.7 98.9 84.1 94.0 58.5 36.6 23.5 34.4 29.2 18.0 1.0587 17.5 46 167.00 67.00 36.6 101.0 89.9 100.0 60.7 36.0 21.9 35.6 30.2 17.6 1.0373 27.2 42 177.50 68.75 38.9 98.7 92.1 98.5 60.7 36.8 22.2 33.8 30.3 17.2 1.059 17.4 43 152.25 67.75 37.5 95.9 78.0 93.2 53.5 35.8 20.8 33.9 28.2 17.4 1.0515 20.8 40 192.25 73.25 39.8 103.9 93.5 99.5 61.7 39.0 21.8 33.3 29.6 18.1 1.0648 14.9 42 165.25 69.75 38.3 96.2 87.0 97.8 57.4 36.9 22.2 31.6 27.8 17.7 1.0575 18.1 49 171.75 71.50 35.5 97.8 90.1 95.8 57.0 38.7 23.2 27.5 26.5 17.6 1.0472 22.7 40 171.25 70.50 36.3 94.6 90.3 99.1 60.3 38.5 23.0 31.2 28.4 17.1 1.0452 23.6 47 197.00 73.25 37.8 103.6 99.8 103.2 61.2 38.1 22.6 33.5 28.6 17.9 1.0398 26.1 50 157.00 66.75 37.8 100.4 89.4 92.3 56.1 35.6 20.5 33.6 29.3 17.3 1.0435 24.4 41 168.25 69.50 36.5 98.4 87.2 98.4 56.0 36.9 23.0 34.0 29.8 18.1 1.0374 27.1 44 186.00 69.75 37.8 104.6 101.1 102.1 58.9 37.9 22.7 30.9 28.8 17.6 1.0491 21.8 39 166.75 70.75 37.0 92.9 86.1 95.6 58.8 36.1 22.4 32.7 28.3 17.1 1.0325 29.4 43 187.75 74.00 37.7 97.8 98.6 100.6 63.6 39.2 23.8 34.3 28.4 17.7 1.0481 22.4 40 168.25 71.25 34.3 98.3 88.5 98.3 58.1 38.4 22.5 31.7 27.4 17.6 1.0522 20.4 49 212.75 75.00 40.8 104.7 106.6 107.7 66.5 42.5 24.5 35.5 29.8 18.7 1.0422 24.9 40 176.75 71.00 37.4 98.6 93.1 101.6 59.1 39.6 21.6 30.8 27.9 16.6 1.0571 18.3 40 173.25 69.50 36.5 99.5 93.0 99.3 60.4 38.2 22.0 32.0 28.5 17.8 1.0459 23.3 52 167.00 67.75 37.5 102.7 91.0 98.9 57.1 36.7 22.3 31.6 27.5 17.9 1.0775 9.4 23 159.75 72.25 35.5 92.1 77.1 93.9 56.1 36.1 22.7 30.5 27.2 18.2 1.0754 10.3 23 188.15 77.50 38.0 96.6 85.3 102.5 59.1 37.6 23.2 31.8 29.7 18.3 1.0664 14.2 24 156.00 70.75 35.7 92.7 81.9 95.3 56.4 36.5 22.0 33.5 28.3 17.3 1.055 19.2 24 208.50 72.75 39.2 102.0 99.1 110.1 71.2 43.5 25.2 36.1 30.3 18.7 1.0322 29.6 25 206.50 69.75 40.9 110.9 100.5 106.2 68.4 40.8 24.6 33.3 29.7 18.4 1.0873 5.3 25 143.75 72.50 35.2 92.3 76.5 92.1 51.9 35.7 22.0 25.8 25.2 16.9 1.0416 25.2 26 223.00 70.25 40.6 114.1 106.8 113.9 67.6 42.7 24.7 36.0 30.4 18.4 1.0776 9.4 26 152.25 69.00 35.4 92.9 77.6 93.5 56.9 35.9 20.4 31.6 29.0 17.8 1.0542 19.6 26 241.75 74.50 41.8 108.3 102.9 114.4 72.9 43.5 25.1 38.5 33.8 19.6 1.0758 10.1 27 146.00 72.25 34.1 88.5 72.8 91.1 53.6 36.8 23.8 27.8 26.3 17.4 1.061 16.5 27 156.75 67.25 37.9 94.0 88.2 95.2 56.8 37.4 22.8 30.6 28.3 17.9 1.051 21.0 27 200.25 73.50 38.2 101.1 100.1 105.0 62.1 40.0 24.9 33.7 29.2 19.4 1.0594 17.3 28 171.50 75.25 35.6 92.1 83.5 98.3 57.3 37.8 21.7 32.2 27.7 17.7 1.0287 31.2 28 205.75 69.00 38.5 105.6 105.0 106.4 68.6 40.0 25.2 35.2 30.7 19.1 1.0761 10.0 28 182.50 72.25 37.0 98.5 90.8 102.5 60.8 38.5 25.0 31.6 28.0 18.6 1.0704 12.5 30 136.50 68.75 35.9 88.7 76.6 89.8 50.1 34.8 21.8 27.0 34.9 16.9 1.0477 22.5 31 177.25 71.50 36.2 101.1 92.4 99.3 59.4 39.0 24.6 30.1 28.2 18.2 1.0775 9.4 31 151.25 72.25 35.0 94.0 81.2 91.5 52.5 36.6 21.0 27.0 26.3 16.5 1.0653 14.6 33 196.00 73.00 38.5 103.8 95.6 105.1 61.4 40.6 25.0 31.3 29.2 19.1 1.069 13.0 33 184.25 68.75 40.7 98.9 92.1 103.5 64.0 37.3 23.5 33.5 30.6 19.7 1.0644 15.1 34 140.00 70.50 36.0 89.2 83.4 89.6 52.4 35.6 20.4 28.3 26.2 16.5 1.037 27.3 34 218.75 72.00 39.5 111.4 106.0 108.8 63.8 42.0 23.4 34.0 31.2 18.5 1.0549 19.2 35 217.00 73.75 40.5 107.5 95.1 104.5 64.8 41.3 25.6 36.4 33.7 19.4 1.0492 21.8 35 166.25 68.00 38.5 99.1 90.4 95.6 55.5 34.2 21.9 30.2 28.7 17.7 1.0525 20.3 35 224.75 72.25 43.9 108.2 100.4 106.8 63.3 41.7 24.6 37.2 33.1 19.8 1.018 34.3 35 228.25 69.50 40.4 114.9 115.9 111.9 74.4 40.6 24.0 36.1 31.8 18.8 1.061 16.5 35 172.75 69.50 37.6 99.1 90.8 98.1 60.1 39.1 23.4 32.5 29.8 17.4 1.0926 3.0 35 152.25 67.75 37.0 92.2 81.9 92.8 54.7 36.2 22.1 30.4 27.4 17.7 1.0983 .7 35 125.75 65.50 34.0 90.8 75.0 89.2 50.0 34.8 22.0 24.8 25.9 16.9 1.0521 20.5 35 177.25 71.00 38.4 100.5 90.3 98.7 57.8 37.3 22.4 31.0 28.7 17.7 1.0603 16.9 36 176.25 71.50 38.7 98.2 90.3 99.9 59.2 37.7 21.5 32.4 28.4 17.8 1.0414 25.3 36 226.75 71.75 41.5 115.3 108.8 114.4 69.2 42.4 24.0 35.4 21.0 20.1 1.0763 9.9 37 145.25 69.25 36.0 96.8 79.4 89.2 50.3 34.8 22.2 31.0 26.9 16.9 1.0689 13.1 37 151.00 67.00 35.3 92.6 83.2 96.4 60.0 38.1 22.0 31.5 26.6 16.7 1.0316 29.9 37 241.25 71.50 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