bodyfat.arff

%
% !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
%
% Bodyfat treated as the class attribute.
%
% As used by Kilpatrick, D. & Cameron-Jones, M. (1998). Numeric prediction
% using instance-based learning with encoding length selection. In Progress
% in Connectionist-Based Information Systems. Singapore: Springer-Verlag.
%
% !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
%
% 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.
% 
% More Details:
% A variety of popular health books suggest that the readers assess their
% health, at least in part, by estimating their percentage of body fat. In
% Bailey (1994), for instance, the reader can estimate body fat from tables
% using their age and various skin-fold measurements obtained by using a
% caliper. Other texts give predictive equations for body fat using body 
% circumference measurements (e.g. abdominal circumference) and/or skin-fold
% measurements. See, for instance, Behnke and Wilmore (1974), pp. 66-67;
% Wilmore (1976), p. 247; or Katch and McArdle (1977), pp. 120-132).
% 
% Percentage of body fat for an individual can be estimated once body density
% has been determined. Folks (e.g. Siri (1956)) assume that the body consists
% of two components - lean body tissue and fat tissue. Letting
% 
% D = Body Density (gm/cm^3)
% A = proportion of lean body tissue
% B = proportion of fat tissue (A+B=1)
% a = density of lean body tissue (gm/cm^3)
% b = density of fat tissue (gm/cm^3)
% 
% we have
% 
% D = 1/[(A/a) + (B/b)]
% 
% solving for B we find
% 
% B = (1/D)*[ab/(a-b)] - [b/(a-b)].
% 
% Using the estimates a=1.10 gm/cm^3 and b=0.90 gm/cm^3 (see Katch and McArdle
% (1977), p. 111 or Wilmore (1976), p. 123) we come up with "Siri's equation":
% 
% Percentage of Body Fat (i.e. 100*B) = 495/D - 450.
% 
% Volume, and hence body density, can be accurately measured a variety of ways.
% The technique of underwater weighing "computes body volume as the difference
% between body weight measured in air and weight measured during water
% submersion. In other words, body volume is equal to the loss of weight in
% water with the appropriate temperature correction for the water's density"
% (Katch and McArdle (1977), p. 113). Using this technique,
% 
% Body Density = WA/[(WA-WW)/c.f. - LV]
% 
% where
% 
% WA = Weight in air (kg)
% WW = Weight in water (kg)
% c.f. = Water correction factor (=1 at 39.2 deg F as one-gram of water
%        occupies exactly one cm^3 at this temperature, =.997 at 76-78 deg F)
% LV = Residual Lung Volume (liters)
% 
% (Katch and McArdle (1977), p. 115). Other methods of determining body volume
% are given in Behnke and Wilmore (1974), p. 22 ff.
% 
% 
% 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)
% 
% (Measurement standards are apparently those listed in Benhke and Wilmore
% (1974), pp. 45-48 where, for instance, the abdomen 2 circumference is 
% measured "laterally, at the level of the iliac crests, and anteriorly, at
% the umbilicus".)
% 
% These data are used to produce the predictive equations for lean
% body weight given in the abstract "Generalized body composition prediction
% equation for men using simple measurement techniques", K.W. Penrose, A.G.
% Nelson, A.G. Fisher, FACSM, Human Performance Research Center, Brigham Young
% University, Provo, Utah  84602 as listed in _Medicine and Science in Sports
% and Exercise_, vol. 17, no. 2, April 1985, p. 189. (The predictive equations
% were obtained from the first 143 of the 252 cases that are listed below).
% The data were generously supplied by Dr. A. Garth Fisher who gave permission to 
% freely distribute the data and use for non-commercial purposes. 
%     
% 
% References:
% 
% Bailey, Covert (1994). _Smart Exercise: Burning Fat, Getting Fit_,
% Houghton-Mifflin Co., Boston, pp. 179-186.
% 
% Behnke, A.R. and Wilmore, J.H. (1974). _Evaluation and Regulation of Body
% Build and Composition_, Prentice-Hall, Englewood Cliffs, N.J.
% 
% Siri, W.E. (1956), "Gross composition of the body", in _Advances in 
% Biological and Medical Physics_, vol. IV, edited by J.H. Lawrence and C.A.
% Tobias, Academic Press, Inc., New York.
% 
% Katch, Frank and McArdle, William (1977). _Nutrition, Weight Control, and
% Exercise_, Houghton Mifflin Co., Boston.
% 
% Wilmore, Jack (1976). _Athletic Training and Physical Fitness: Physiological
% Principles of the Conditioning Process_, Allyn and Bacon, Inc., Boston.
% 

@relation 'bodyfat.names'
@attribute Density real
@attribute Age real
@attribute Weight real
@attribute Height real
@attribute Neck real
@attribute Chest real
@attribute Abdomen real
@attribute Hip real
@attribute Thigh real
@attribute Knee real
@attribute Ankle real
@attribute Biceps real
@attribute Forearm real
@attribute Wrist real
@attribute class real
@data
1.0708,23,154.25,67.75,36.2,93.1,85.2,94.5,59,37.3,21.9,32,27.4,17.1,12.3
1.0853,22,173.25,72.25,38.5,93.6,83,98.7,58.7,37.3,23.4,30.5,28.9,18.2,6.1
1.0414,22,154,66.25,34,95.8,87.9,99.2,59.6,38.9,24,28.8,25.2,16.6,25.3
1.0751,26,184.75,72.25,37.4,101.8,86.4,101.2,60.1,37.3,22.8,32.4,29.4,18.2,10.4
1.034,24,184.25,71.25,34.4,97.3,100,101.9,63.2,42.2,24,32.2,27.7,17.7,28.7
1.0502,24,210.25,74.75,39,104.5,94.4,107.8,66,42,25.6,35.7,30.6,18.8,20.9
1.0549,26,181,69.75,36.4,105.1,90.7,100.3,58.4,38.3,22.9,31.9,27.8,17.7,19.2
1.0704,25,176,72.5,37.8,99.6,88.5,97.1,60,39.4,23.2,30.5,29,18.8,12.4
1.09,25,191,74,38.1,100.9,82.5,99.9,62.9,38.3,23.8,35.9,31.1,18.2,4.1
1.0722,23,198.25,73.5,42.1,99.6,88.6,104.1,63.1,41.7,25,35.6,30,19.2,11.7
1.083,26,186.25,74.5,38.5,101.5,83.6,98.2,59.7,39.7,25.2,32.8,29.4,18.5,7.1
1.0812,27,216,76,39.4,103.6,90.9,107.7,66.2,39.2,25.9,37.2,30.2,19,7.8
1.0513,32,180.5,69.5,38.4,102,91.6,103.9,63.4,38.3,21.5,32.5,28.6,17.7,20.8
1.0505,30,205.25,71.25,39.4,104.1,101.8,108.6,66,41.5,23.7,36.9,31.6,18.8,21.2
1.0484,35,187.75,69.5,40.5,101.3,96.4,100.1,69,39,23.1,36.1,30.5,18.2,22.1
1.0512,35,162.75,66,36.4,99.1,92.8,99.2,63.1,38.7,21.7,31.1,26.4,16.9,20.9
1.0333,34,195.75,71,38.9,101.9,96.4,105.2,64.8,40.8,23.1,36.2,30.8,17.3,29
1.0468,32,209.25,71,42.1,107.6,97.5,107,66.9,40,24.4,38.2,31.6,19.3,22.9
1.0622,28,183.75,67.75,38,106.8,89.6,102.4,64.2,38.7,22.9,37.2,30.5,18.5,16
1.061,33,211.75,73.5,40,106.2,100.5,109,65.8,40.6,24,37.1,30.1,18.2,16.5
1.0551,28,179,68,39.1,103.3,95.9,104.9,63.5,38,22.1,32.5,30.3,18.4,19.1
1.064,28,200.5,69.75,41.3,111.4,98.8,104.8,63.4,40.6,24.6,33,32.8,19.9,15.2
1.0631,31,140.25,68.25,33.9,86,76.4,94.6,57.4,35.3,22.2,27.9,25.9,16.7,15.6
1.0584,32,148.75,70,35.5,86.7,80,93.4,54.9,36.2,22.1,29.8,26.7,17.1,17.7
1.0668,28,151.25,67.75,34.5,90.2,76.3,95.8,58.4,35.5,22.9,31.1,28,17.6,14
1.0911,27,159.25,71.5,35.7,89.6,79.7,96.5,55,36.7,22.5,29.9,28.2,17.7,3.7
1.0811,34,131.5,67.5,36.2,88.6,74.6,85.3,51.7,34.7,21.4,28.7,27,16.5,7.9
1.0468,31,148,67.5,38.8,97.4,88.7,94.7,57.5,36,21,29.2,26.6,17,22.9
1.091,27,133.25,64.75,36.4,93.5,73.9,88.5,50.1,34.5,21.3,30.5,27.9,17.2,3.7
1.079,29,160.75,69,36.7,97.4,83.5,98.7,58.9,35.3,22.6,30.1,26.7,17.6,8.8
1.0716,32,182,73.75,38.7,100.5,88.7,99.8,57.5,38.7,33.9,32.5,27.7,18.4,11.9
1.0862,29,160.25,71.25,37.3,93.5,84.5,100.6,58.5,38.8,21.5,30.1,26.4,17.9,5.7
1.0719,27,168,71.25,38.1,93,79.1,94.5,57.3,36.2,24.5,29,30,18.8,11.8
1.0502,41,218.5,71,39.8,111.7,100.5,108.3,67.1,44.2,25.2,37.5,31.5,18.7,21.3
1.0263,41,247.25,73.5,42.1,117,115.6,116.1,71.2,43.3,26.3,37.3,31.7,19.7,32.3
1.0101,49,191.75,65,38.4,118.5,113.1,113.8,61.9,38.3,21.9,32,29.8,17,40.1
1.0438,40,202.25,70,38.5,106.5,100.9,106.2,63.5,39.9,22.6,35.1,30.6,19,24.2
1.0346,50,196.75,68.25,42.1,105.6,98.8,104.8,66,41.5,24.7,33.2,30.5,19.4,28.4
1.0202,46,363.15,72.25,51.2,136.2,148.1,147.7,87.3,49.1,29.6,45,29,21.4,35.2
1.0258,50,203,67,40.2,114.8,108.1,102.5,61.3,41.1,24.7,34.1,31,18.3,32.6
1.0217,45,262.75,68.75,43.2,128.3,126.2,125.6,72.5,39.6,26.6,36.4,32.7,21.4,34.5
1.025,44,205,29.5,36.6,106,104.3,115.5,70.6,42.5,23.7,33.6,28.7,17.4,32.9
1.0279,48,217,70,37.3,113.3,111.2,114.1,67.7,40.9,25,36.7,29.8,18.4,31.6
1.0269,41,212,71.5,41.5,106.6,104.3,106,65,40.2,23,35.8,31.5,18.8,32
1.0814,39,125.25,68,31.5,85.1,76,88.2,50,34.7,21,26.1,23.1,16.1,7.7
1.067,43,164.25,73.25,35.7,96.6,81.5,97.2,58.4,38.2,23.4,29.7,27.4,18.3,13.9
1.0742,40,133.5,67.5,33.6,88.2,73.7,88.5,53.3,34.5,22.5,27.9,26.2,17.3,10.8
1.0665,39,148.5,71.25,34.6,89.8,79.5,92.7,52.7,37.5,21.9,28.8,26.8,17.9,5.6
1.0678,45,135.75,68.5,32.8,92.3,83.4,90.4,52,35.8,20.6,28.8,25.5,16.3,13.6
1.0903,47,127.5,66.75,34,83.4,70.4,87.2,50.6,34.4,21.9,26.8,25.8,16.8,4
1.0756,47,158.25,72.25,34.9,90.2,86.7,98.3,52.6,37.2,22.4,26,25.8,17.3,10.2
1.084,40,139.25,69,34.3,89.2,77.9,91,51.4,34.9,21,26.7,26.1,17.2,6.6
1.0807,51,137.25,67.75,36.5,89.7,82,89.1,49.3,33.7,21.4,29.6,26,16.9,8
1.0848,49,152.75,73.5,35.1,93.3,79.6,91.6,52.6,37.6,22.6,38.5,27.4,18.5,6.3
1.0906,42,136.25,67.5,37.8,87.6,77.6,88.6,51.9,34.9,22.5,27.7,27.5,18.5,3.9
1.0473,54,198,72,39.9,107.6,100,99.6,57.2,38,22,35.9,30.2,18.9,22.6
1.0524,58,181.5,68,39.1,100,99.8,102.5,62.1,39.6,22.5,33.1,28.3,18.5,20.4
1.0356,62,201.25,69.5,40.5,111.5,104.2,105.8,61.8,39.8,22.7,37.7,30.9,19.2,28
1.028,54,202.5,70.75,40.5,115.4,105.3,97,59.1,38,22.5,31.6,28.8,18.2,31.5
1.043,61,179.75,65.75,38.4,104.8,98.3,99.6,60.6,37.7,22.9,34.5,29.6,18.5,24.6
1.0396,62,216,73.25,41.4,112.3,104.8,103.1,61.6,40.9,23.1,36.2,31.8,20.2,26.1
1.0317,56,178.75,68.5,35.6,102.9,94.7,100.8,60.9,38,22.1,32.5,29.8,18.3,29.8
1.0298,54,193.25,70.25,38,107.6,102.4,99.4,61,39.4,23.6,32.7,29.9,19.1,30.7
1.0403,61,178,67,37.4,105.3,99.7,99.7,60.8,40.1,22.7,33.6,29,18.8,25.8
1.0264,57,205.5,70,40.1,105.3,105.5,108.3,65,41.2,24.7,35.3,31.1,18.4,32.3
1.0313,55,183.5,67.5,40.9,103,100.3,104.2,64.8,40.2,22.7,34.8,30.1,18.7,30
1.0499,54,151.5,70.75,35.6,90,83.9,93.9,55,36.1,21.7,29.6,27.4,17.4,21.5
1.0673,55,154.75,71.5,36.9,95.4,86.6,91.8,54.3,35.4,21.5,32.8,27.4,18.7,13.8
1.0847,54,155.25,69.25,37.5,89.3,78.4,96.1,56,37.4,22.4,32.6,28.1,18.1,6.3
1.0693,55,156.75,71.5,36.3,94.4,84.6,94.3,51.2,37.4,21.6,27.3,27.1,17.3,12.9
1.0439,62,167.5,71.5,35.5,97.6,91.5,98.5,56.6,38.6,22.4,31.5,27.3,18.6,24.3
1.0788,55,146.75,68.75,38.7,88.5,82.8,95.5,58.9,37.6,21.6,30.3,27.3,18.3,8.8
1.0796,56,160.75,73.75,36.4,93.6,82.9,96.3,52.9,37.5,23.1,29.7,27.3,18.2,8.5
1.068,55,125,64,33.2,87.7,76,88.6,50.9,35.4,19.1,29.3,25.7,16.9,13.5
1.072,61,143,65.75,36.5,93.4,83.3,93,55.5,35.2,20.9,29.4,27,16.8,11.8
1.0666,61,148.25,67.5,36,91.6,81.8,94.8,54.5,37,21.4,29.3,27,18.3,18.5
1.079,57,162.5,69.5,38.7,91.6,78.8,94.3,56.7,39.7,24.2,30.2,29.2,18.1,8.8
1.0483,69,177.75,68.5,38.7,102,95,98.3,55,38.3,21.8,30.8,25.7,18.8,22.2
1.0498,81,161.25,70.25,37.8,96.4,95.4,99.3,53.5,37.5,21.5,31.4,26.8,18.3,21.5
1.056,66,171.25,69.25,37.4,102.7,98.6,100.2,56.5,39.3,22.7,30.3,28.7,19,18.8
1.0283,67,163.75,67.75,38.4,97.7,95.8,97.1,54.8,38.2,23.7,29.4,27.2,19,31.4
1.0382,64,150.25,67.25,38.1,97.1,89,96.9,54.8,38,22,29.9,25.2,17.7,26.8
1.0568,64,190.25,72.75,39.3,103.1,97.8,99.6,58.9,39,23,34.3,29.6,19,18.4
1.0377,70,170.75,70,38.7,101.8,94.9,95,56,36.5,24.1,31.2,27.3,19.2,27
1.0378,72,168,69.25,38.5,101.4,99.8,96.2,56.3,36.6,22,29.7,26.3,18,27
1.0386,67,167,67.5,36.5,98.9,89.7,96.2,54.7,37.8,33.7,32.4,27.7,18.2,26.6
1.0648,72,157.75,67.25,37.7,97.5,88.1,96.9,57.2,37.7,21.8,32.6,28,18.8,14.9
1.0462,64,160,65.75,36.5,104.3,90.9,93.8,57.8,39.5,23.3,29.2,28.4,18.1,23.1
1.08,46,176.75,72.5,38,97.3,86,99.3,61,38.4,23.8,30.2,29.3,18.8,8.3
1.0666,48,176,73,36.7,96.7,86.5,98.3,60.4,39.9,24.4,28.8,29.6,18.7,14.1
1.052,46,177,70,37.2,99.7,95.6,102.2,58.3,38.2,22.5,29.1,27.7,17.7,20.5
1.0573,44,179.75,69.5,39.2,101.9,93.2,100.6,58.9,39.7,23.1,31.4,28.4,18.8,18.2
1.0795,47,165.25,70.5,37.5,97.2,83.1,95.4,56.9,38.3,22.1,30.1,28.2,18.4,8.5
1.0424,46,192.5,71.75,38,106.6,97.5,100.6,58.9,40.5,24.5,33.3,29.6,19.1,24.9
1.0785,47,184.25,74.5,37.3,99.6,88.8,101.4,57.4,39.6,24.6,30.3,27.9,17.8,9
1.0991,53,224.5,77.75,41.1,113.2,99.2,107.5,61.7,42.3,23.2,32.9,30.8,20.4,17.4
1.077,38,188.75,73.25,37.5,99.1,91.6,102.4,60.6,39.4,22.9,31.6,30.1,18.5,9.6
1.073,50,162.5,66.5,38.7,99.4,86.7,96.2,62.1,39.3,23.3,30.6,27.8,18.2,11.3
1.0582,46,156.5,68.25,35.9,95.1,88.2,92.8,54.7,37.3,21.9,31.6,27.5,18.2,17.8
1.0484,47,197,72,40,107.5,94,103.7,62.7,39,22.3,35.3,30.9,18.3,22.2
1.0506,49,198.5,73.5,40.1,106.5,95,101.7,59,39.4,22.3,32.2,31,18.6,21.2
1.0524,48,173.75,72,37,99.1,92,98.3,59.3,38.4,22.4,27.9,26.2,17,20.4
1.053,41,172.75,71.25,36.3,96.7,89.2,98.3,60,38.4,23.2,31,29.2,18.4,20.1
1.048,49,196.75,73.75,40.7,103.5,95.5,101.6,59.1,39.8,25.4,31,30.3,19.7,22.3
1.0412,43,177,69.25,39.6,104,98.6,99.5,59.5,36.1,22,30.1,27.2,17.7,25.4
1.0578,43,165.5,68.5,31.1,93.1,87.3,96.6,54.7,39,24.8,31,29.4,18.8,18
1.0547,43,200.25,73.5,38.6,105.2,102.8,103.6,61.2,39.3,23.5,30.5,28.5,18.1,19.3
1.0569,52,203.25,74.25,42,110,101.6,100.7,55.8,38.7,23.4,35.1,29.6,19.1,18.3
1.0593,43,194,75.5,38.5,110.1,88.7,102.1,57.5,40,24.8,35.1,30.7,19.2,17.3
1.05,40,168.5,69.25,34.2,97.8,92.3,100.6,57.5,36.8,22.8,32.1,26,17.3,21.4
1.0538,43,170.75,68.5,37.2,96.3,90.6,99.3,61.9,38,22.3,33.3,28.2,18.1,19.7
1.0355,43,183.25,70,37.1,108,105,103,63.7,40,23.6,33.5,27.8,17.4,28
1.0486,47,178.25,70,40.2,99.7,95,98.6,62.3,38.1,23.9,35.3,31.1,19.8,22.1
1.0503,42,163,70.25,35.3,93.5,89.6,99.8,61.5,37.8,21.9,30.7,27.6,17.4,21.3
1.0384,48,175.25,71.75,38,100.7,92.4,97.5,59.3,38.1,21.8,31.8,27.3,17.5,26.7
1.0607,40,158,69.25,36.3,97,86.6,92.6,55.9,36.3,22.1,29.8,26.3,17.3,16.7
1.0529,48,177.25,72.75,36.8,96,90,99.7,58.8,38.4,22.8,29.9,28,18.1,20.1
1.0671,51,179,72,41,99.2,90,96.4,56.8,38.8,23.3,33.4,29.8,19.5,13.9
1.0404,40,191,74,38.3,95.4,92.4,104.3,64.6,41.1,24.8,33.6,29.5,18.5,25.8
1.0575,44,187.5,72.25,38,101.8,87.5,101,58.5,39.2,24.5,32.1,28.6,18,18.1
1.0358,52,206.5,74.5,40.8,104.3,99.2,104.1,58.5,39.3,24.6,33.9,31.2,19.5,27.9
1.0414,44,185.25,71.5,39.5,99.2,98.1,101.4,57.1,40.5,23.2,33,29.6,18.4,25.3
1.0652,40,160.25,68.75,36.9,99.3,83.3,97.5,60.5,38.7,22.6,34.4,28,17.6,14.7
1.0623,47,151.5,66.75,36.9,94,86.1,95.2,58.1,36.5,22.1,30.6,27.5,17.6,16
1.0674,50,161,66.5,37.7,98.9,84.1,94,58.5,36.6,23.5,34.4,29.2,18,13.8
1.0587,46,167,67,36.6,101,89.9,100,60.7,36,21.9,35.6,30.2,17.6,17.5
1.0373,42,177.5,68.75,38.9,98.7,92.1,98.5,60.7,36.8,22.2,33.8,30.3,17.2,27.2
1.059,43,152.25,67.75,37.5,95.9,78,93.2,53.5,35.8,20.8,33.9,28.2,17.4,17.4
1.0515,40,192.25,73.25,39.8,103.9,93.5,99.5,61.7,39,21.8,33.3,29.6,18.1,20.8
1.0648,42,165.25,69.75,38.3,96.2,87,97.8,57.4,36.9,22.2,31.6,27.8,17.7,14.9
1.0575,49,171.75,71.5,35.5,97.8,90.1,95.8,57,38.7,23.2,27.5,26.5,17.6,18.1
1.0472,40,171.25,70.5,36.3,94.6,90.3,99.1,60.3,38.5,23,31.2,28.4,17.1,22.7
1.0452,47,197,73.25,37.8,103.6,99.8,103.2,61.2,38.1,22.6,33.5,28.6,17.9,23.6
1.0398,50,157,66.75,37.8,100.4,89.4,92.3,56.1,35.6,20.5,33.6,29.3,17.3,26.1
1.0435,41,168.25,69.5,36.5,98.4,87.2,98.4,56,36.9,23,34,29.8,18.1,24.4
1.0374,44,186,69.75,37.8,104.6,101.1,102.1,58.9,37.9,22.7,30.9,28.8,17.6,27.1
1.0491,39,166.75,70.75,37,92.9,86.1,95.6,58.8,36.1,22.4,32.7,28.3,17.1,21.8
1.0325,43,187.75,74,37.7,97.8,98.6,100.6,63.6,39.2,23.8,34.3,28.4,17.7,29.4
1.0481,40,168.25,71.25,34.3,98.3,88.5,98.3,58.1,38.4,22.5,31.7,27.4,17.6,22.4
1.0522,49,212.75,75,40.8,104.7,106.6,107.7,66.5,42.5,24.5,35.5,29.8,18.7,20.4
1.0422,40,176.75,71,37.4,98.6,93.1,101.6,59.1,39.6,21.6,30.8,27.9,16.6,24.9
1.0571,40,173.25,69.5,36.5,99.5,93,99.3,60.4,38.2,22,32,28.5,17.8,18.3
1.0459,52,167,67.75,37.5,102.7,91,98.9,57.1,36.7,22.3,31.6,27.5,17.9,23.3
1.0775,23,159.75,72.25,35.5,92.1,77.1,93.9,56.1,36.1,22.7,30.5,27.2,18.2,9.4
1.0754,23,188.15,77.5,38,96.6,85.3,102.5,59.1,37.6,23.2,31.8,29.7,18.3,10.3
1.0664,24,156,70.75,35.7,92.7,81.9,95.3,56.4,36.5,22,33.5,28.3,17.3,14.2
1.055,24,208.5,72.75,39.2,102,99.1,110.1,71.2,43.5,25.2,36.1,30.3,18.7,19.2
1.0322,25,206.5,69.75,40.9,110.9,100.5,106.2,68.4,40.8,24.6,33.3,29.7,18.4,29.6
1.0873,25,143.75,72.5,35.2,92.3,76.5,92.1,51.9,35.7,22,25.8,25.2,16.9,5.3
1.0416,26,223,70.25,40.6,114.1,106.8,113.9,67.6,42.7,24.7,36,30.4,18.4,25.2
1.0776,26,152.25,69,35.4,92.9,77.6,93.5,56.9,35.9,20.4,31.6,29,17.8,9.4
1.0542,26,241.75,74.5,41.8,108.3,102.9,114.4,72.9,43.5,25.1,38.5,33.8,19.6,19.6
1.0758,27,146,72.25,34.1,88.5,72.8,91.1,53.6,36.8,23.8,27.8,26.3,17.4,10.1
1.061,27,156.75,67.25,37.9,94,88.2,95.2,56.8,37.4,22.8,30.6,28.3,17.9,16.5
1.051,27,200.25,73.5,38.2,101.1,100.1,105,62.1,40,24.9,33.7,29.2,19.4,21
1.0594,28,171.5,75.25,35.6,92.1,83.5,98.3,57.3,37.8,21.7,32.2,27.7,17.7,17.3
1.0287,28,205.75,69,38.5,105.6,105,106.4,68.6,40,25.2,35.2,30.7,19.1,31.2
1.0761,28,182.5,72.25,37,98.5,90.8,102.5,60.8,38.5,25,31.6,28,18.6,10
1.0704,30,136.5,68.75,35.9,88.7,76.6,89.8,50.1,34.8,21.8,27,34.9,16.9,12.5
1.0477,31,177.25,71.5,36.2,101.1,92.4,99.3,59.4,39,24.6,30.1,28.2,18.2,22.5
1.0775,31,151.25,72.25,35,94,81.2,91.5,52.5,36.6,21,27,26.3,16.5,9.4
1.0653,33,196,73,38.5,103.8,95.6,105.1,61.4,40.6,25,31.3,29.2,19.1,14.6
1.069,33,184.25,68.75,40.7,98.9,92.1,103.5,64,37.3,23.5,33.5,30.6,19.7,13
1.0644,34,140,70.5,36,89.2,83.4,89.6,52.4,35.6,20.4,28.3,26.2,16.5,15.1
1.037,34,218.75,72,39.5,111.4,106,108.8,63.8,42,23.4,34,31.2,18.5,27.3
1.0549,35,217,73.75,40.5,107.5,95.1,104.5,64.8,41.3,25.6,36.4,33.7,19.4,19.2
1.0492,35,166.25,68,38.5,99.1,90.4,95.6,55.5,34.2,21.9,30.2,28.7,17.7,21.8
1.0525,35,224.75,72.25,43.9,108.2,100.4,106.8,63.3,41.7,24.6,37.2,33.1,19.8,20.3
1.018,35,228.25,69.5,40.4,114.9,115.9,111.9,74.4,40.6,24,36.1,31.8,18.8,34.3
1.061,35,172.75,69.5,37.6,99.1,90.8,98.1,60.1,39.1,23.4,32.5,29.8,17.4,16.5
1.0926,35,152.25,67.75,37,92.2,81.9,92.8,54.7,36.2,22.1,30.4,27.4,17.7,3
1.0983,35,125.75,65.5,34,90.8,75,89.2,50,34.8,22,24.8,25.9,16.9,0.7
1.0521,35,177.25,71,38.4,100.5,90.3,98.7,57.8,37.3,22.4,31,28.7,17.7,20.5
1.0603,36,176.25,71.5,38.7,98.2,90.3,99.9,59.2,37.7,21.5,32.4,28.4,17.8,16.9
1.0414,36,226.75,71.75,41.5,115.3,108.8,114.4,69.2,42.4,24,35.4,21,20.1,25.3
1.0763,37,145.25,69.25,36,96.8,79.4,89.2,50.3,34.8,22.2,31,26.9,16.9,9.9
1.0689,37,151,67,35.3,92.6,83.2,96.4,60,38.1,22,31.5,26.6,16.7,13.1
1.0316,37,241.25,71.5,42.1,119.2,110.3,113.9,69.8,42.6,24.8,34.4,29.5,18.4,29.9
1.0477,38,187.25,69.25,38,102.7,92.7,101.9,64.7,39.5,24.7,34.8,30.3,18.1,22.5
1.0603,39,234.75,74.5,42.8,109.5,104.5,109.9,69.5,43.1,25.8,39.1,32.5,19.9,16.9
1.0387,39,219.25,74.25,40,108.5,104.6,109.8,68.1,42.8,24.1,35.6,29,19,26.6
1.1089,40,118.5,68,33.8,79.3,69.4,85,47.2,33.5,20.2,27.7,24.6,16.5,0
1.0725,40,145.75,67.25,35.5,95.5,83.6,91.6,54.1,36.2,21.8,31.4,28.3,17.2,11.5
1.0713,40,159.25,69.75,35.3,92.3,86.8,96.1,58,39.4,22.7,30,26.4,17.4,12.1
1.0587,40,170.5,74.25,37.7,98.9,90.4,95.5,55.4,38.9,22.4,30.5,28.9,17.7,17.5
1.0794,40,167.5,71.5,39.4,89.5,83.7,98.1,57.3,39.7,22.6,32.9,29.3,18.2,8.6
1.0453,41,232.75,74.25,41.9,117.5,109.3,108.8,67.7,41.3,24.7,37.2,31.8,20,23.6
1.0524,41,210.5,72,38.5,107.4,98.9,104.1,63.5,39.8,23.5,36.4,30.4,19.1,20.4
1.052,41,202.25,72.5,40.8,109.2,98,101.8,62.8,41.3,24.8,36.6,32.4,18.8,20.5
1.0434,41,185,68.25,38,103.4,101.2,103.1,61.5,40.4,22.9,33.4,29.2,18.5,24.4
1.0728,41,153,69.25,36.4,91.4,80.6,92.3,54.3,36.3,21.8,29.6,27.3,17.9,11.4
1.014,42,244.25,76,41.8,115.2,113.7,112.4,68.5,45,25.5,37.1,31.2,19.9,38.1
1.0624,42,193.5,70.5,40.7,104.9,94.1,102.7,60.6,38.6,24.7,34,30.1,18.7,15.9
1.0429,42,224.75,74.75,38.5,106.7,105.7,111.8,65.3,43.3,26,33.7,29.9,18.5,24.7
1.047,42,162.75,72.75,35.4,92.2,85.6,96.5,60.2,38.9,22.4,31.7,27.1,17.1,22.8
1.0411,42,180,68.25,38.5,101.6,96.6,100.6,61.1,38.4,24.1,32.9,29.8,18.8,25.5
1.0488,42,156.25,69,35.5,97.8,86,96.2,57.7,38.6,24,31.2,27.3,17.4,22
1.0583,42,168,71.5,36.5,92,89.7,101,62.3,38,22.3,30.8,27.8,16.9,17.7
1.0841,42,167.25,72.75,37.6,94,78,99,57.5,40,22.5,30.6,30,18.5,6.6
1.0462,43,170.75,67.5,37.4,103.7,89.7,94.2,58.5,39,24.1,33.8,28.8,18.8,23.6
1.0709,43,178.25,70.25,37.8,102.7,89.2,99.2,60.2,39.2,23.8,31.7,28.4,18.6,12.2
1.0484,43,150,69.25,35.2,91.1,85.7,96.9,55.5,35.7,22,29.4,26.6,17.4,22.1
1.034,43,200.5,71.5,37.9,107.2,103.1,105.5,68.8,38.3,23.7,32.1,28.9,18.7,28.7
1.0854,44,184,74,37.9,100.8,89.1,102.6,60.6,39,24,32.9,29.2,18.4,6
1.0209,44,223,69.75,40.9,121.6,113.9,107.1,63.5,40.3,21.8,34.8,30.7,17.4,34.8
1.061,44,208.75,73,41.9,105.6,96.3,102,63.3,39.8,24.1,37.3,23.1,19.4,16.6
1.025,44,166,65.5,39.1,100.6,93.9,100.1,58.9,37.6,21.4,33.1,29.5,17.3,32.9
1.0254,47,195,72.5,40.2,102.7,101.3,101.7,60.7,39.4,23.3,36.7,31.6,18.4,32.8
1.0771,47,160.5,70.25,36,99.8,83.9,91.8,53,36.2,22.5,31.4,27.5,17.7,9.6
1.0742,47,159.75,70.75,34.5,92.9,84.4,94,56,38.2,22.6,29,26.2,17.6,10.8
1.0829,49,140.5,68,35.8,91.2,79.4,89,51.1,35,21.7,30.9,28.8,17.4,7.1
1.0373,49,216.25,74.5,40.2,115.6,104,109,63.7,40.3,23.2,36.8,31,18.9,27.2
1.0543,49,168.25,71.75,38.3,98.3,89.7,99.1,56.3,38.8,23,29.5,27.9,18.6,19.5
1.0561,50,194.75,70.75,39,103.7,97.6,104.2,60,40.9,25.5,32.7,30,19,18.7
1.0543,50,172.75,73,37.4,98.7,87.6,96.1,57.1,38.1,21.8,28.6,26.7,18,19.5
0.995,51,219,64,41.2,119.8,122.1,112.8,62.5,36.9,23.6,34.7,29.1,18.4,47.5
1.0678,51,149.25,69.75,34.8,92.8,81.1,96.3,53.8,36.5,21.5,31.3,26.3,17.8,13.6
1.0819,51,154.5,70,36.9,93.3,81.5,94.4,54.7,39,22.6,27.5,25.9,18.6,7.5
1.0433,52,199.25,71.75,39.4,106.8,100,105,63.9,39.2,22.9,35.7,30.4,19.2,24.5
1.0646,53,154.5,69.25,37.6,93.9,88.7,94.5,53.7,36.2,22,28.5,25.7,17.1,15
1.0706,54,153.25,70.5,38.5,99,91.8,96.2,57.7,38.1,23.9,31.4,29.9,18.9,12.4
1.0399,54,230,72.25,42.5,119.9,110.4,105.5,64.2,42.7,27,38.4,32,19.6,26
1.0726,54,161.75,67.5,37.4,94.2,87.6,95.6,59.7,40.2,23.4,27.9,27,17.8,11.5
1.0874,55,142.25,67.25,35.2,92.7,82.8,91.9,54.4,35.2,22.5,29.4,26.8,17,5.2
1.074,55,179.75,68.75,41.1,106.9,95.3,98.2,57.4,37.1,21.8,34.1,31.1,19.2,10.9
1.0703,55,126.5,66.75,33.4,88.8,78.2,87.5,50.8,33,19.7,25.3,22,15.8,12.5
1.065,55,169.5,68.25,37.2,101.7,91.1,97.1,56.6,38.5,22.6,33.4,29.3,18.8,14.8
1.0418,55,198.5,74.25,38.3,105.3,96.7,106.6,64,42.6,23.4,33.2,30,18.4,25.2
1.0647,56,174.5,69.5,38.1,104,89.4,98.4,58.4,37.4,22.5,34.6,30.1,18.8,14.9
1.0601,56,167.75,68.5,37.4,98.6,93,97,55.4,38.8,23.2,32.4,29.7,19,17
1.0745,57,147.75,65.75,35.2,99.6,86.4,90.1,53,35,21.3,31.7,27.3,16.9,10.6
1.062,57,182.25,71.75,39.4,103.4,96.7,100.7,59.3,38.6,22.8,31.8,29.1,19,16.1
1.0636,58,175.5,71.5,38,100.2,88.1,97.8,57.1,38.9,23.6,30.9,29.6,18,15.4
1.0384,58,161.75,67.25,35.1,94.9,94.9,100.2,56.8,35.9,21,27.8,26.1,17.6,26.7
1.0403,60,157.75,67.5,40.4,97.2,93.3,94,54.3,35.7,21,31.3,28.7,18.3,25.8
1.0563,62,168.75,67.5,38.3,104.7,95.6,93.7,54.4,37.1,22.7,30.3,26.3,18.3,18.6
1.0424,62,191.5,72.25,40.6,104,98.2,101.1,59.3,40.3,23,32.6,28.5,19,24.8
1.0372,63,219.15,69.5,40.2,117.6,113.8,111.8,63.4,41.1,22.3,35.1,29.6,18.5,27.3
1.0705,64,155.25,69.5,37.9,95.8,82.8,94.5,61.2,39.1,22.3,29.8,28.9,18.3,12.4
1.0316,65,189.75,65.75,40.8,106.4,100.5,100.5,59.2,38.1,24,35.9,30.5,19.1,29.9
1.0599,65,127.5,65.75,34.7,93,79.7,87.6,50.7,33.4,20.1,28.5,24.8,16.5,17
1.0207,65,224.5,68.25,38.8,119.6,118,114.3,61.3,42.1,23.4,34.9,30.1,19.4,35
1.0304,66,234.25,72,41.4,119.7,109,109.1,63.7,42.4,24.6,35.6,30.7,19.5,30.4
1.0256,67,227.75,72.75,41.3,115.8,113.4,109.8,65.6,46,25.4,35.3,29.8,19.5,32.6
1.0334,67,199.5,68.5,40.7,118.3,106.1,101.6,58.2,38.8,24.1,32.1,29.3,18.5,29
1.0641,68,155.5,69.25,36.3,97.4,84.3,94.4,54.3,37.5,22.6,29.2,27.3,18.5,15.2
1.0308,69,215.5,70.5,40.8,113.7,107.6,110,63.3,44,22.6,37.5,32.6,18.8,30.2
1.0736,70,134.25,67,34.9,89.2,83.6,88.8,49.6,34.8,21.5,25.6,25.7,18.5,11
1.0236,72,201,69.75,40.9,108.5,105,104.5,59.6,40.8,23.2,35.2,28.6,20.1,33.6
1.0328,72,186.75,66,38.9,111.1,111.5,101.7,60.3,37.3,21.5,31.3,27.2,18,29.3
1.0399,72,190.75,70.5,38.9,108.3,101.3,97.8,56,41.6,22.7,30.5,29.4,19.8,26
1.0271,74,207.5,70,40.8,112.4,108.5,107.1,59.3,42.2,24.6,33.7,30,20.9,31.9