Description Usage Format Source References Examples
Estimates of the percentage of body fat determined by underwater weighing and various body circumference measurements for 252 men.
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A data frame with 252 observations on the following 15 variables.
Density
Density determined from underwater weighing, a numeric vector
BodyFat
Percent body fat from Siri's (1956) equation, a numeric vector
Age
in years, a numeric vector
Weight
in lbs, a numeric vector
Height
in inches, a numeric vector
Neck
circumference in cm, a numeric vector
Chest
circumference in cm, a numeric vector
Abdomen
circumference in cm, a numeric vector
Hip
circumference in cm, a numeric vector
Thigh
circumference in cm, a numeric vector
Knee
circumference in cm, a numeric vector
Ankle
circumference in cm, a numeric vector
Biceps
circumference in cm, a numeric vector
Forearm
circumference in cm, a numeric vector
Wrist
circumference in cm, a numeric vector
For more information see http://lib.stat.cmu.edu/datasets/bodyfat
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.
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Density BodyFat Age Weight Height Neck Chest Abdomen Hip Thigh Knee Ankle
1 1.0708 12.3 23 154.25 67.75 36.2 93.1 85.2 94.5 59.0 37.3 21.9
2 1.0853 6.1 22 173.25 72.25 38.5 93.6 83.0 98.7 58.7 37.3 23.4
3 1.0414 25.3 22 154.00 66.25 34.0 95.8 87.9 99.2 59.6 38.9 24.0
4 1.0751 10.4 26 184.75 72.25 37.4 101.8 86.4 101.2 60.1 37.3 22.8
5 1.0340 28.7 24 184.25 71.25 34.4 97.3 100.0 101.9 63.2 42.2 24.0
6 1.0502 20.9 24 210.25 74.75 39.0 104.5 94.4 107.8 66.0 42.0 25.6
Biceps Forearm Wrist
1 32.0 27.4 17.1
2 30.5 28.9 18.2
3 28.8 25.2 16.6
4 32.4 29.4 18.2
5 32.2 27.7 17.7
6 35.7 30.6 18.8
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