bodyfat.arff

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% 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.
% 
% 
% 
% Roger W. Johnson
% Department of Mathematics & Computer Science
% South Dakota School of Mines & Technology
% 501 East St. Joseph Street
% Rapid City, SD  57701
% 
% email address: rwjohnso@silver.sdsmt.edu
% web address: http://silver.sdsmt.edu/~rwjohnso
% 
% 
%
%
% Information about the dataset
% CLASSTYPE: numeric
% CLASSINDEX: none specific
%

@relation bodyfat

@attribute Density_determined_from_underwater_weighing REAL
@attribute Percent_body_fat_from_Siris_(1956)_equation REAL
@attribute Age_(years) INTEGER
@attribute Weight_(lbs) REAL
@attribute Height_(inches) REAL
@attribute Neck_circumference_(cm) REAL
@attribute Chest_circumference_(cm) REAL
@attribute Abdomen_2_circumference_(cm) REAL
@attribute Hip_circumference_(cm) REAL
@attribute Thigh_circumference_(cm) REAL
@attribute Knee_circumference_(cm) REAL
@attribute Ankle_circumference_(cm) REAL
@attribute Biceps_(extended)_circumference_(cm) REAL
@attribute Forearm_circumference_(cm) REAL
@attribute Wrist_circumference_(cm) REAL

@data

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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
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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
1.0910,3.7,27,133.25,64.75,36.4,93.5,73.9,88.5,50.1,34.5,21.3,30.5,27.9,17.2
1.0790,8.8,29,160.75,69.00,36.7,97.4,83.5,98.7,58.9,35.3,22.6,30.1,26.7,17.6
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
1.0250,32.9,44,205.00,29.50,36.6,106.0,104.3,115.5,70.6,42.5,23.7,33.6,28.7,17.4
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
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1.0670,13.9,43,164.25,73.25,35.7,96.6,81.5,97.2,58.4,38.2,23.4,29.7,27.4,18.3
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
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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
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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
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1.0680,13.5,55,125.00,64.00,33.2,87.7,76.0,88.6,50.9,35.4,19.1,29.3,25.7,16.9
1.0720,11.8,61,143.00,65.75,36.5,93.4,83.3,93.0,55.5,35.2,20.9,29.4,27.0,16.8
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1.0790,8.8,57,162.50,69.50,38.7,91.6,78.8,94.3,56.7,39.7,24.2,30.2,29.2,18.1
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
1.0560,18.8,66,171.25,69.25,37.4,102.7,98.6,100.2,56.5,39.3,22.7,30.3,28.7,19.0
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
1.0520,20.5,46,177.00,70.00,37.2,99.7,95.6,102.2,58.3,38.2,22.5,29.1,27.7,17.7
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
1.0530,20.1,41,172.75,71.25,36.3,96.7,89.2,98.3,60.0,38.4,23.2,31.0,29.2,18.4
1.0480,22.3,49,196.75,73.75,40.7,103.5,95.5,101.6,59.1,39.8,25.4,31.0,30.3,19.7
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
1.0500,21.4,40,168.50,69.25,34.2,97.8,92.3,100.6,57.5,36.8,22.8,32.1,26.0,17.3
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
1.0590,17.4,43,152.25,67.75,37.5,95.9,78.0,93.2,53.5,35.8,20.8,33.9,28.2,17.4
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
1.0550,19.2,24,208.50,72.75,39.2,102.0,99.1,110.1,71.2,43.5,25.2,36.1,30.3,18.7
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
1.0610,16.5,27,156.75,67.25,37.9,94.0,88.2,95.2,56.8,37.4,22.8,30.6,28.3,17.9
1.0510,21.0,27,200.25,73.50,38.2,101.1,100.1,105.0,62.1,40.0,24.9,33.7,29.2,19.4
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
1.0690,13.0,33,184.25,68.75,40.7,98.9,92.1,103.5,64.0,37.3,23.5,33.5,30.6,19.7
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
1.0370,27.3,34,218.75,72.00,39.5,111.4,106.0,108.8,63.8,42.0,23.4,34.0,31.2,18.5
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
1.0180,34.3,35,228.25,69.50,40.4,114.9,115.9,111.9,74.4,40.6,24.0,36.1,31.8,18.8
1.0610,16.5,35,172.75,69.50,37.6,99.1,90.8,98.1,60.1,39.1,23.4,32.5,29.8,17.4
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
1.0316,29.9,37,241.25,71.50,42.1,119.2,110.3,113.9,69.8,42.6,24.8,34.4,29.5,18.4
1.0477,22.5,38,187.25,69.25,38.0,102.7,92.7,101.9,64.7,39.5,24.7,34.8,30.3,18.1
1.0603,16.9,39,234.75,74.50,42.8,109.5,104.5,109.9,69.5,43.1,25.8,39.1,32.5,19.9
1.0387,26.6,39,219.25,74.25,40.0,108.5,104.6,109.8,68.1,42.8,24.1,35.6,29.0,19.0
1.1089,.0,40,118.50,68.00,33.8,79.3,69.4,85.0,47.2,33.5,20.2,27.7,24.6,16.5
1.0725,11.5,40,145.75,67.25,35.5,95.5,83.6,91.6,54.1,36.2,21.8,31.4,28.3,17.2
1.0713,12.1,40,159.25,69.75,35.3,92.3,86.8,96.1,58.0,39.4,22.7,30.0,26.4,17.4
1.0587,17.5,40,170.50,74.25,37.7,98.9,90.4,95.5,55.4,38.9,22.4,30.5,28.9,17.7
1.0794,8.6,40,167.50,71.50,39.4,89.5,83.7,98.1,57.3,39.7,22.6,32.9,29.3,18.2
1.0453,23.6,41,232.75,74.25,41.9,117.5,109.3,108.8,67.7,41.3,24.7,37.2,31.8,20.0
1.0524,20.4,41,210.50,72.00,38.5,107.4,98.9,104.1,63.5,39.8,23.5,36.4,30.4,19.1
1.0520,20.5,41,202.25,72.50,40.8,109.2,98.0,101.8,62.8,41.3,24.8,36.6,32.4,18.8
1.0434,24.4,41,185.00,68.25,38.0,103.4,101.2,103.1,61.5,40.4,22.9,33.4,29.2,18.5
1.0728,11.4,41,153.00,69.25,36.4,91.4,80.6,92.3,54.3,36.3,21.8,29.6,27.3,17.9
1.0140,38.1,42,244.25,76.00,41.8,115.2,113.7,112.4,68.5,45.0,25.5,37.1,31.2,19.9
1.0624,15.9,42,193.50,70.50,40.7,104.9,94.1,102.7,60.6,38.6,24.7,34.0,30.1,18.7
1.0429,24.7,42,224.75,74.75,38.5,106.7,105.7,111.8,65.3,43.3,26.0,33.7,29.9,18.5
1.0470,22.8,42,162.75,72.75,35.4,92.2,85.6,96.5,60.2,38.9,22.4,31.7,27.1,17.1
1.0411,25.5,42,180.00,68.25,38.5,101.6,96.6,100.6,61.1,38.4,24.1,32.9,29.8,18.8
1.0488,22.0,42,156.25,69.00,35.5,97.8,86.0,96.2,57.7,38.6,24.0,31.2,27.3,17.4
1.0583,17.7,42,168.00,71.50,36.5,92.0,89.7,101.0,62.3,38.0,22.3,30.8,27.8,16.9
1.0841,6.6,42,167.25,72.75,37.6,94.0,78.0,99.0,57.5,40.0,22.5,30.6,30.0,18.5
1.0462,23.6,43,170.75,67.50,37.4,103.7,89.7,94.2,58.5,39.0,24.1,33.8,28.8,18.8
1.0709,12.2,43,178.25,70.25,37.8,102.7,89.2,99.2,60.2,39.2,23.8,31.7,28.4,18.6
1.0484,22.1,43,150.00,69.25,35.2,91.1,85.7,96.9,55.5,35.7,22.0,29.4,26.6,17.4
1.0340,28.7,43,200.50,71.50,37.9,107.2,103.1,105.5,68.8,38.3,23.7,32.1,28.9,18.7
1.0854,6.0,44,184.00,74.00,37.9,100.8,89.1,102.6,60.6,39.0,24.0,32.9,29.2,18.4
1.0209,34.8,44,223.00,69.75,40.9,121.6,113.9,107.1,63.5,40.3,21.8,34.8,30.7,17.4
1.0610,16.6,44,208.75,73.00,41.9,105.6,96.3,102.0,63.3,39.8,24.1,37.3,23.1,19.4
1.0250,32.9,44,166.00,65.50,39.1,100.6,93.9,100.1,58.9,37.6,21.4,33.1,29.5,17.3
1.0254,32.8,47,195.00,72.50,40.2,102.7,101.3,101.7,60.7,39.4,23.3,36.7,31.6,18.4
1.0771,9.6,47,160.50,70.25,36.0,99.8,83.9,91.8,53.0,36.2,22.5,31.4,27.5,17.7
1.0742,10.8,47,159.75,70.75,34.5,92.9,84.4,94.0,56.0,38.2,22.6,29.0,26.2,17.6
1.0829,7.1,49,140.50,68.00,35.8,91.2,79.4,89.0,51.1,35.0,21.7,30.9,28.8,17.4
1.0373,27.2,49,216.25,74.50,40.2,115.6,104.0,109.0,63.7,40.3,23.2,36.8,31.0,18.9
1.0543,19.5,49,168.25,71.75,38.3,98.3,89.7,99.1,56.3,38.8,23.0,29.5,27.9,18.6
1.0561,18.7,50,194.75,70.75,39.0,103.7,97.6,104.2,60.0,40.9,25.5,32.7,30.0,19.0
1.0543,19.5,50,172.75,73.00,37.4,98.7,87.6,96.1,57.1,38.1,21.8,28.6,26.7,18.0
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1.0678,13.6,51,149.25,69.75,34.8,92.8,81.1,96.3,53.8,36.5,21.5,31.3,26.3,17.8
1.0819,7.5,51,154.50,70.00,36.9,93.3,81.5,94.4,54.7,39.0,22.6,27.5,25.9,18.6
1.0433,24.5,52,199.25,71.75,39.4,106.8,100.0,105.0,63.9,39.2,22.9,35.7,30.4,19.2
1.0646,15.0,53,154.50,69.25,37.6,93.9,88.7,94.5,53.7,36.2,22.0,28.5,25.7,17.1
1.0706,12.4,54,153.25,70.50,38.5,99.0,91.8,96.2,57.7,38.1,23.9,31.4,29.9,18.9
1.0399,26.0,54,230.00,72.25,42.5,119.9,110.4,105.5,64.2,42.7,27.0,38.4,32.0,19.6
1.0726,11.5,54,161.75,67.50,37.4,94.2,87.6,95.6,59.7,40.2,23.4,27.9,27.0,17.8
1.0874,5.2,55,142.25,67.25,35.2,92.7,82.8,91.9,54.4,35.2,22.5,29.4,26.8,17.0
1.0740,10.9,55,179.75,68.75,41.1,106.9,95.3,98.2,57.4,37.1,21.8,34.1,31.1,19.2
1.0703,12.5,55,126.50,66.75,33.4,88.8,78.2,87.5,50.8,33.0,19.7,25.3,22.0,15.8
1.0650,14.8,55,169.50,68.25,37.2,101.7,91.1,97.1,56.6,38.5,22.6,33.4,29.3,18.8
1.0418,25.2,55,198.50,74.25,38.3,105.3,96.7,106.6,64.0,42.6,23.4,33.2,30.0,18.4
1.0647,14.9,56,174.50,69.50,38.1,104.0,89.4,98.4,58.4,37.4,22.5,34.6,30.1,18.8
1.0601,17.0,56,167.75,68.50,37.4,98.6,93.0,97.0,55.4,38.8,23.2,32.4,29.7,19.0
1.0745,10.6,57,147.75,65.75,35.2,99.6,86.4,90.1,53.0,35.0,21.3,31.7,27.3,16.9
1.0620,16.1,57,182.25,71.75,39.4,103.4,96.7,100.7,59.3,38.6,22.8,31.8,29.1,19.0
1.0636,15.4,58,175.50,71.50,38.0,100.2,88.1,97.8,57.1,38.9,23.6,30.9,29.6,18.0
1.0384,26.7,58,161.75,67.25,35.1,94.9,94.9,100.2,56.8,35.9,21.0,27.8,26.1,17.6
1.0403,25.8,60,157.75,67.50,40.4,97.2,93.3,94.0,54.3,35.7,21.0,31.3,28.7,18.3
1.0563,18.6,62,168.75,67.50,38.3,104.7,95.6,93.7,54.4,37.1,22.7,30.3,26.3,18.3
1.0424,24.8,62,191.50,72.25,40.6,104.0,98.2,101.1,59.3,40.3,23.0,32.6,28.5,19.0
1.0372,27.3,63,219.15,69.50,40.2,117.6,113.8,111.8,63.4,41.1,22.3,35.1,29.6,18.5
1.0705,12.4,64,155.25,69.50,37.9,95.8,82.8,94.5,61.2,39.1,22.3,29.8,28.9,18.3
1.0316,29.9,65,189.75,65.75,40.8,106.4,100.5,100.5,59.2,38.1,24.0,35.9,30.5,19.1
1.0599,17.0,65,127.50,65.75,34.7,93.0,79.7,87.6,50.7,33.4,20.1,28.5,24.8,16.5
1.0207,35.0,65,224.50,68.25,38.8,119.6,118.0,114.3,61.3,42.1,23.4,34.9,30.1,19.4
1.0304,30.4,66,234.25,72.00,41.4,119.7,109.0,109.1,63.7,42.4,24.6,35.6,30.7,19.5
1.0256,32.6,67,227.75,72.75,41.3,115.8,113.4,109.8,65.6,46.0,25.4,35.3,29.8,19.5
1.0334,29.0,67,199.50,68.50,40.7,118.3,106.1,101.6,58.2,38.8,24.1,32.1,29.3,18.5
1.0641,15.2,68,155.50,69.25,36.3,97.4,84.3,94.4,54.3,37.5,22.6,29.2,27.3,18.5
1.0308,30.2,69,215.50,70.50,40.8,113.7,107.6,110.0,63.3,44.0,22.6,37.5,32.6,18.8
1.0736,11.0,70,134.25,67.00,34.9,89.2,83.6,88.8,49.6,34.8,21.5,25.6,25.7,18.5
1.0236,33.6,72,201.00,69.75,40.9,108.5,105.0,104.5,59.6,40.8,23.2,35.2,28.6,20.1
1.0328,29.3,72,186.75,66.00,38.9,111.1,111.5,101.7,60.3,37.3,21.5,31.3,27.2,18.0
1.0399,26.0,72,190.75,70.50,38.9,108.3,101.3,97.8,56.0,41.6,22.7,30.5,29.4,19.8
1.0271,31.9,74,207.50,70.00,40.8,112.4,108.5,107.1,59.3,42.2,24.6,33.7,30.0,20.9

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