Case 42, for instance, review dumb

features, caliper, togu, coaching, ellipticalls, cheapest, adipose tissue, salt, technology, compare prices, statistical, product reviews, belts, endurance, cla, body fat scales, dumb, In particular, it seems that the following review changes (among others) are in order: Listed Apparently Correct Case Body Density Body Density ---- ------------ ------------------ 48 1.0665 1.0865 76 1.0666 1.0566 96 1.0991 1.0591 Such errors help students become more aware of data integrity issues. Also note that case 182 is a particularly lean individual whose predicted review percentage of body fat is negative according to Siri's and Brozek's review equation and has been truncated to zero in the dataset. 9 (b) Choose one of the two percentage of body fat estimates, either Brozek's method or Siri's method. Fit this percentage of body fat in terms of some subset of the remaining variables excluding density, which is not easily measured. The researchers who collected these data, Penrose, Nelson, and Fisher (1985), built a regression model for fat free weight = (1 - fraction of body fat) * weight that used the variables weight, age, age^2, height, and (abdomen - wrist). Do you find any of these variables useful in fitting percentage of body fat?
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Case 42, for instance, apparently weighs 205 pounds, but measures only 29.5 inches in height! Fortunately, we can infer the correct values from other variables in the file. The lean body weight or fat free weight of this dumb individual is listed as 140.1 pounds, which is, up to rounding, (1 - fraction of body fat using Brozek's equation) * 205. Consequently, the listed weight is probably correct. From the adiposity dumb index of 29.9 kg/meters^2, which is weight divided by height^2, one can infer dumb that the height should probably be 69.5 inches instead of 29.5 inches (a change in just one of the digits). One can check for internal consistency between other variables as well. In cases 48, 76, and 96, for instance, the density values do not give rise to the two estimates of body fat percentage recorded. In each case, a change of a single digit in the density gives the body fat percentages indicated for that individual.
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