Regression Analysis of NCSU Fitness Data

The REG Procedure
Model: MODEL1
Dependent Variable: Oxygen

Number of Observations Read 31
Number of Observations Used 31

Analysis of Variance
Source DF Sum of
Squares		 Mean
Square		 F Value Pr > F
Model 3 656.27095 218.75698 30.27 <.0001
Error 27 195.11060 7.22632    
Corrected Total 30 851.38154      

Root MSE 2.68818 R-Square 0.7708
Dependent Mean 47.37581 Adj R-Sq 0.7454
Coeff Var 5.67416    

Parameter Estimates
Variable DF Parameter
Estimate		 Standard
Error		 t Value Pr > |t|
Intercept 1 93.12615 7.55916 12.32 <.0001
RunTime 1 -3.14039 0.36738 -8.55 <.0001
Weight 1 -0.05444 0.06181 -0.88 0.3862
Age 1 -0.17388 0.09955 -1.75 0.0921


Regression Analysis of NCSU Fitness Data

The REG Procedure
Model: MODEL1
Dependent Variable: Oxygen

Residual = 0.8628 Predicted Value = 46.604 Observation Number = 31 Residual = 2.5881 Predicted Value = 45.332 Observation Number = 30 Residual = -2.259 Predicted Value = 50.932 Observation Number = 29 Residual = 1.73 Predicted Value = 48.815 Observation Number = 28 Residual = -1.576 Predicted Value = 47.366 Observation Number = 27 Residual = 0.9024 Predicted Value = 38.301 Observation Number = 26 Residual = -0.684 Predicted Value = 45.802 Observation Number = 25 Residual = 2.0629 Predicted Value = 52.562 Observation Number = 24 Residual = -4.247 Predicted Value = 49.688 Observation Number = 23 Residual = 1.7425 Predicted Value = 44.338 Observation Number = 22 Residual = -0.151 Predicted Value = 39.558 Observation Number = 21 Residual = 1.4309 Predicted Value = 48.957 Observation Number = 20 Residual = -0.829 Predicted Value = 47.603 Observation Number = 19 Residual = -1.941 Predicted Value = 48.613 Observation Number = 18 Residual = -5.245 Predicted Value = 46.081 Observation Number = 17 Residual = -2.912 Predicted Value = 52.068 Observation Number = 16 Residual = 5.0832 Predicted Value = 46.772 Observation Number = 15 Residual = -0.084 Predicted Value = 47.357 Observation Number = 14 Residual = -2.009 Predicted Value = 46.763 Observation Number = 13 Residual = 0.9178 Predicted Value = 36.47 Observation Number = 12 Residual = 0.853 Predicted Value = 49.688 Observation Number = 11 Residual = 5.0944 Predicted Value = 54.961 Observation Number = 10 Residual = -0.525 Predicted Value = 39.967 Observation Number = 9 Residual = 1.9344 Predicted Value = 47.157 Observation Number = 8 Residual = 1.1736 Predicted Value = 44.507 Observation Number = 7 Residual = 0.5959 Predicted Value = 44.215 Observation Number = 6 Residual = -2.845 Predicted Value = 52.719 Observation Number = 5 Residual = 3.1145 Predicted Value = 56.457 Observation Number = 4 Residual = 0.6586 Predicted Value = 53.638 Observation Number = 3 Residual = -5.148 Predicted Value = 50.461 Observation Number = 2 Residual = -0.29 Predicted Value = 44.899 Observation Number = 1 Y = 0 RStudent = 0.3299 Predicted Value = 46.604 Observation Number = 31 RStudent = 1.0811 Predicted Value = 45.332 Observation Number = 30 RStudent = -0.864 Predicted Value = 50.932 Observation Number = 29 RStudent = 0.7414 Predicted Value = 48.815 Observation Number = 28 RStudent = -0.594 Predicted Value = 47.366 Observation Number = 27 RStudent = 0.3837 Predicted Value = 38.301 Observation Number = 26 RStudent = -0.263 Predicted Value = 45.802 Observation Number = 25 RStudent = 0.8049 Predicted Value = 52.562 Observation Number = 24 RStudent = -1.706 Predicted Value = 49.688 Observation Number = 23 RStudent = 0.6729 Predicted Value = 44.338 Observation Number = 22 RStudent = -0.061 Predicted Value = 39.558 Observation Number = 21 RStudent = 0.5374 Predicted Value = 48.957 Observation Number = 20 RStudent = -0.329 Predicted Value = 47.603 Observation Number = 19 RStudent = -0.738 Predicted Value = 48.613 Observation Number = 18 RStudent = -2.157 Predicted Value = 46.081 Observation Number = 17 RStudent = -1.154 Predicted Value = 52.068 Observation Number = 16 RStudent = 2.1567 Predicted Value = 46.772 Observation Number = 15 RStudent = -0.031 Predicted Value = 47.357 Observation Number = 14 RStudent = -0.798 Predicted Value = 46.763 Observation Number = 13 RStudent = 0.3973 Predicted Value = 36.47 Observation Number = 12 RStudent = 0.3229 Predicted Value = 49.688 Observation Number = 11 RStudent = 2.2592 Predicted Value = 54.961 Observation Number = 10 RStudent = -0.212 Predicted Value = 39.967 Observation Number = 9 RStudent = 0.7378 Predicted Value = 47.157 Observation Number = 8 RStudent = 0.4755 Predicted Value = 44.507 Observation Number = 7 RStudent = 0.224 Predicted Value = 44.215 Observation Number = 6 RStudent = -1.195 Predicted Value = 52.719 Observation Number = 5 RStudent = 1.3086 Predicted Value = 56.457 Observation Number = 4 RStudent = 0.2607 Predicted Value = 53.638 Observation Number = 3 RStudent = -2.176 Predicted Value = 50.461 Observation Number = 2 RStudent = -0.112 Predicted Value = 44.899 Observation Number = 1 Y = 2 Y = -2 RStudent = 0.3299 Hat Diagonal = 0.085 Observation Number = 31 RStudent = 1.0811 Hat Diagonal = 0.202 Observation Number = 30 RStudent = -0.864 Hat Diagonal = 0.0629 Observation Number = 29 RStudent = 0.7414 Hat Diagonal = 0.259 Observation Number = 28 RStudent = -0.594 Hat Diagonal = 0.0497 Observation Number = 27 RStudent = 0.3837 Hat Diagonal = 0.2586 Observation Number = 26 RStudent = -0.263 Hat Diagonal = 0.0938 Observation Number = 25 RStudent = 0.8049 Hat Diagonal = 0.1029 Observation Number = 24 RStudent = -1.706 Hat Diagonal = 0.0817 Observation Number = 23 RStudent = 0.6729 Hat Diagonal = 0.091 Observation Number = 22 RStudent = -0.061 Hat Diagonal = 0.1866 Observation Number = 21 RStudent = 0.5374 Hat Diagonal = 0.0448 Observation Number = 20 RStudent = -0.329 Hat Diagonal = 0.1491 Observation Number = 19 RStudent = -0.738 Hat Diagonal = 0.0595 Observation Number = 18 RStudent = -2.157 Hat Diagonal = 0.071 Observation Number = 17 RStudent = -1.154 Hat Diagonal = 0.1085 Observation Number = 16 RStudent = 2.1567 Hat Diagonal = 0.1273 Observation Number = 15 RStudent = -0.031 Hat Diagonal = 0.0339 Observation Number = 14 RStudent = -0.798 Hat Diagonal = 0.1353 Observation Number = 13 RStudent = 0.3973 Hat Diagonal = 0.2844 Observation Number = 12 RStudent = 0.3229 Hat Diagonal = 0.066 Observation Number = 11 RStudent = 2.2592 Hat Diagonal = 0.1894 Observation Number = 10 RStudent = -0.212 Hat Diagonal = 0.1778 Observation Number = 9 RStudent = 0.7378 Hat Diagonal = 0.0646 Observation Number = 8 RStudent = 0.4755 Hat Diagonal = 0.181 Observation Number = 7 RStudent = 0.224 Hat Diagonal = 0.0549 Observation Number = 6 RStudent = -1.195 Hat Diagonal = 0.2038 Observation Number = 5 RStudent = 1.3086 Hat Diagonal = 0.1955 Observation Number = 4 RStudent = 0.2607 Hat Diagonal = 0.1474 Observation Number = 3 RStudent = -2.176 Hat Diagonal = 0.1186 Observation Number = 2 RStudent = -0.112 Hat Diagonal = 0.1136 Observation Number = 1 X = 0.2581 Y = -2 Y = 2 Quantile = 2.0537 Residual = 5.0944 Quantile = 1.6258 Residual = 5.0832 Quantile = 1.3787 Residual = 3.1145 Quantile = 1.1952 Residual = 2.5881 Quantile = 1.045 Residual = 2.0629 Quantile = 0.9154 Residual = 1.9344 Quantile = 0.7995 Residual = 1.7425 Quantile = 0.6935 Residual = 1.73 Quantile = 0.5948 Residual = 1.4309 Quantile = 0.5015 Residual = 1.1736 Quantile = 0.4125 Residual = 0.9178 Quantile = 0.3266 Residual = 0.9024 Quantile = 0.243 Residual = 0.8628 Quantile = 0.1611 Residual = 0.853 Quantile = 0.0803 Residual = 0.6586 Quantile = -1E-17 Residual = 0.5959 Quantile = -0.08 Residual = -0.084 Quantile = -0.161 Residual = -0.151 Quantile = -0.243 Residual = -0.29 Quantile = -0.327 Residual = -0.525 Quantile = -0.412 Residual = -0.684 Quantile = -0.502 Residual = -0.829 Quantile = -0.595 Residual = -1.576 Quantile = -0.693 Residual = -1.941 Quantile = -0.8 Residual = -2.009 Quantile = -0.915 Residual = -2.259 Quantile = -1.045 Residual = -2.845 Quantile = -1.195 Residual = -2.912 Quantile = -1.379 Residual = -4.247 Quantile = -1.626 Residual = -5.148 Quantile = -2.054 Residual = -5.245 Slope = 2.5502 Y = -2E-15 Oxygen = 47.467 Predicted Value = 46.604 Observation Number = 31 Oxygen = 47.92 Predicted Value = 45.332 Observation Number = 30 Oxygen = 48.673 Predicted Value = 50.932 Observation Number = 29 Oxygen = 50.545 Predicted Value = 48.815 Observation Number = 28 Oxygen = 45.79 Predicted Value = 47.366 Observation Number = 27 Oxygen = 39.203 Predicted Value = 38.301 Observation Number = 26 Oxygen = 45.118 Predicted Value = 45.802 Observation Number = 25 Oxygen = 54.625 Predicted Value = 52.562 Observation Number = 24 Oxygen = 45.441 Predicted Value = 49.688 Observation Number = 23 Oxygen = 46.08 Predicted Value = 44.338 Observation Number = 22 Oxygen = 39.407 Predicted Value = 39.558 Observation Number = 21 Oxygen = 50.388 Predicted Value = 48.957 Observation Number = 20 Oxygen = 46.774 Predicted Value = 47.603 Observation Number = 19 Oxygen = 46.672 Predicted Value = 48.613 Observation Number = 18 Oxygen = 40.836 Predicted Value = 46.081 Observation Number = 17 Oxygen = 49.156 Predicted Value = 52.068 Observation Number = 16 Oxygen = 51.855 Predicted Value = 46.772 Observation Number = 15 Oxygen = 47.273 Predicted Value = 47.357 Observation Number = 14 Oxygen = 44.754 Predicted Value = 46.763 Observation Number = 13 Oxygen = 37.388 Predicted Value = 36.47 Observation Number = 12 Oxygen = 50.541 Predicted Value = 49.688 Observation Number = 11 Oxygen = 60.055 Predicted Value = 54.961 Observation Number = 10 Oxygen = 39.442 Predicted Value = 39.967 Observation Number = 9 Oxygen = 49.091 Predicted Value = 47.157 Observation Number = 8 Oxygen = 45.681 Predicted Value = 44.507 Observation Number = 7 Oxygen = 44.811 Predicted Value = 44.215 Observation Number = 6 Oxygen = 49.874 Predicted Value = 52.719 Observation Number = 5 Oxygen = 59.571 Predicted Value = 56.457 Observation Number = 4 Oxygen = 54.297 Predicted Value = 53.638 Observation Number = 3 Oxygen = 45.313 Predicted Value = 50.461 Observation Number = 2 Oxygen = 44.609 Predicted Value = 44.899 Observation Number = 1 Slope = 1 Y = 0 Cook's D = 0.0026 Observation Number = 31 Cook's D = 0.0735 Observation Number = 30 Cook's D = 0.0127 Observation Number = 29 Cook's D = 0.0488 Observation Number = 28 Cook's D = 0.0047 Observation Number = 27 Cook's D = 0.0133 Observation Number = 26 Cook's D = 0.0018 Observation Number = 25 Cook's D = 0.0188 Observation Number = 24 Cook's D = 0.0605 Observation Number = 23 Cook's D = 0.0116 Observation Number = 22 Cook's D = .00022 Observation Number = 21 Cook's D = 0.0035 Observation Number = 20 Cook's D = 0.0049 Observation Number = 19 Cook's D = 0.0088 Observation Number = 18 Cook's D = 0.0783 Observation Number = 17 Cook's D = 0.04 Observation Number = 16 Cook's D = 0.1494 Observation Number = 15 Cook's D = 8.9E-6 Observation Number = 14 Cook's D = 0.0253 Observation Number = 13 Cook's D = 0.0162 Observation Number = 12 Cook's D = 0.0019 Observation Number = 11 Cook's D = 0.2588 Observation Number = 10 Cook's D = 0.0025 Observation Number = 9 Cook's D = 0.0096 Observation Number = 8 Cook's D = 0.0129 Observation Number = 7 Cook's D = .00075 Observation Number = 6 Cook's D = 0.09 Observation Number = 5 Cook's D = 0.1013 Observation Number = 4 Cook's D = 0.003 Observation Number = 3 Cook's D = 0.1399 Observation Number = 2 Cook's D = .00042 Observation Number = 1 Cook's D = 0.0026 Observation Number = 31 Cook's D = 0.0735 Observation Number = 30 Cook's D = 0.0127 Observation Number = 29 Cook's D = 0.0488 Observation Number = 28 Cook's D = 0.0047 Observation Number = 27 Cook's D = 0.0133 Observation Number = 26 Cook's D = 0.0018 Observation Number = 25 Cook's D = 0.0188 Observation Number = 24 Cook's D = 0.0605 Observation Number = 23 Cook's D = 0.0116 Observation Number = 22 Cook's D = .00022 Observation Number = 21 Cook's D = 0.0035 Observation Number = 20 Cook's D = 0.0049 Observation Number = 19 Cook's D = 0.0088 Observation Number = 18 Cook's D = 0.0783 Observation Number = 17 Cook's D = 0.04 Observation Number = 16 Cook's D = 0.1494 Observation Number = 15 Cook's D = 8.9E-6 Observation Number = 14 Cook's D = 0.0253 Observation Number = 13 Cook's D = 0.0162 Observation Number = 12 Cook's D = 0.0019 Observation Number = 11 Cook's D = 0.2588 Observation Number = 10 Cook's D = 0.0025 Observation Number = 9 Cook's D = 0.0096 Observation Number = 8 Cook's D = 0.0129 Observation Number = 7 Cook's D = .00075 Observation Number = 6 Cook's D = 0.09 Observation Number = 5 Cook's D = 0.1013 Observation Number = 4 Cook's D = 0.003 Observation Number = 3 Cook's D = 0.1399 Observation Number = 2 Cook's D = .00042 Observation Number = 1 Y = 0.129 Residual = 7.6507 Percent = 0.4345 Residual = 7.5734 Percent = 0.4756 Residual = 7.5734 Percent = 0.4756 Residual = 7.4961 Percent = 0.5201 Residual = 7.4961 Percent = 0.5201 Residual = 7.4189 Percent = 0.5683 Residual = 7.4189 Percent = 0.5683 Residual = 7.3416 Percent = 0.6204 Residual = 7.3416 Percent = 0.6204 Residual = 7.2643 Percent = 0.6767 Residual = 7.2643 Percent = 0.6767 Residual = 7.187 Percent = 0.7373 Residual = 7.187 Percent = 0.7373 Residual = 7.1097 Percent = 0.8027 Residual = 7.1097 Percent = 0.8027 Residual = 7.0325 Percent = 0.873 Residual = 7.0325 Percent = 0.873 Residual = 6.9552 Percent = 0.9487 Residual = 6.9552 Percent = 0.9487 Residual = 6.8779 Percent = 1.03 Residual = 6.8779 Percent = 1.03 Residual = 6.8006 Percent = 1.1172 Residual = 6.8006 Percent = 1.1172 Residual = 6.7233 Percent = 1.2106 Residual = 6.7233 Percent = 1.2106 Residual = 6.6461 Percent = 1.3107 Residual = 6.6461 Percent = 1.3107 Residual = 6.5688 Percent = 1.4178 Residual = 6.5688 Percent = 1.4178 Residual = 6.4915 Percent = 1.5321 Residual = 6.4915 Percent = 1.5321 Residual = 6.4142 Percent = 1.6542 Residual = 6.4142 Percent = 1.6542 Residual = 6.3369 Percent = 1.7844 Residual = 6.3369 Percent = 1.7844 Residual = 6.2597 Percent = 1.9231 Residual = 6.2597 Percent = 1.9231 Residual = 6.1824 Percent = 2.0706 Residual = 6.1824 Percent = 2.0706 Residual = 6.1051 Percent = 2.2275 Residual = 6.1051 Percent = 2.2275 Residual = 6.0278 Percent = 2.394 Residual = 6.0278 Percent = 2.394 Residual = 5.9505 Percent = 2.5705 Residual = 5.9505 Percent = 2.5705 Residual = 5.8733 Percent = 2.7576 Residual = 5.8733 Percent = 2.7576 Residual = 5.796 Percent = 2.9556 Residual = 5.796 Percent = 2.9556 Residual = 5.7187 Percent = 3.1648 Residual = 5.7187 Percent = 3.1648 Residual = 5.6414 Percent = 3.3858 Residual = 5.6414 Percent = 3.3858 Residual = 5.5641 Percent = 3.6189 Residual = 5.5641 Percent = 3.6189 Residual = 5.4869 Percent = 3.8645 Residual = 5.4869 Percent = 3.8645 Residual = 5.4096 Percent = 4.1229 Residual = 5.4096 Percent = 4.1229 Residual = 5.3323 Percent = 4.3946 Residual = 5.3323 Percent = 4.3946 Residual = 5.255 Percent = 4.68 Residual = 5.255 Percent = 4.68 Residual = 5.1777 Percent = 4.9792 Residual = 5.1777 Percent = 4.9792 Residual = 5.1005 Percent = 5.2927 Residual = 5.1005 Percent = 5.2927 Residual = 5.0232 Percent = 5.6209 Residual = 5.0232 Percent = 5.6209 Residual = 4.9459 Percent = 5.9638 Residual = 4.9459 Percent = 5.9638 Residual = 4.8686 Percent = 6.3219 Residual = 4.8686 Percent = 6.3219 Residual = 4.7913 Percent = 6.6954 Residual = 4.7913 Percent = 6.6954 Residual = 4.7141 Percent = 7.0844 Residual = 4.7141 Percent = 7.0844 Residual = 4.6368 Percent = 7.4891 Residual = 4.6368 Percent = 7.4891 Residual = 4.5595 Percent = 7.9096 Residual = 4.5595 Percent = 7.9096 Residual = 4.4822 Percent = 8.3462 Residual = 4.4822 Percent = 8.3462 Residual = 4.4049 Percent = 8.7987 Residual = 4.4049 Percent = 8.7987 Residual = 4.3277 Percent = 9.2672 Residual = 4.3277 Percent = 9.2672 Residual = 4.2504 Percent = 9.7518 Residual = 4.2504 Percent = 9.7518 Residual = 4.1731 Percent = 10.252 Residual = 4.1731 Percent = 10.252 Residual = 4.0185 Percent = 11.3 Residual = 4.0185 Percent = 11.3 Residual = 3.864 Percent = 12.41 Residual = 3.864 Percent = 12.41 Residual = 3.7094 Percent = 13.578 Residual = 3.7094 Percent = 13.578 Residual = 3.5549 Percent = 14.803 Residual = 3.5549 Percent = 14.803 Residual = 3.4003 Percent = 16.078 Residual = 3.4003 Percent = 16.078 Residual = 2.2411 Percent = 26.581 Residual = 2.2411 Percent = 26.581 Residual = 2.0093 Percent = 28.673 Residual = 2.0093 Percent = 28.673 Residual = 1.8547 Percent = 30.02 Residual = 1.8547 Percent = 30.02 Residual = 1.7002 Percent = 31.316 Residual = 1.7002 Percent = 31.316 Residual = 1.5456 Percent = 32.547 Residual = 1.5456 Percent = 32.547 Residual = 1.4683 Percent = 33.135 Residual = 1.4683 Percent = 33.135 Residual = 1.391 Percent = 33.703 Residual = 1.391 Percent = 33.703 Residual = 1.3138 Percent = 34.249 Residual = 1.3138 Percent = 34.249 Residual = 1.2365 Percent = 34.772 Residual = 1.2365 Percent = 34.772 Residual = 1.1592 Percent = 35.27 Residual = 1.1592 Percent = 35.27 Residual = 1.0819 Percent = 35.743 Residual = 1.0819 Percent = 35.743 Residual = 1.0046 Percent = 36.189 Residual = 1.0046 Percent = 36.189 Residual = 0.9274 Percent = 36.606 Residual = 0.9274 Percent = 36.606 Residual = 0.8501 Percent = 36.995 Residual = 0.8501 Percent = 36.995 Residual = 0.7728 Percent = 37.353 Residual = 0.7728 Percent = 37.353 Residual = 0.6955 Percent = 37.681 Residual = 0.6955 Percent = 37.681 Residual = 0.6182 Percent = 37.976 Residual = 0.6182 Percent = 37.976 Residual = 0.541 Percent = 38.238 Residual = 0.541 Percent = 38.238 Residual = 0.4637 Percent = 38.467 Residual = 0.4637 Percent = 38.467 Residual = 0.3864 Percent = 38.662 Residual = 0.3864 Percent = 38.662 Residual = 0.3091 Percent = 38.822 Residual = 0.3091 Percent = 38.822 Residual = 0.2318 Percent = 38.947 Residual = 0.2318 Percent = 38.947 Residual = 0.1546 Percent = 39.037 Residual = 0.1546 Percent = 39.037 Residual = 0.0773 Percent = 39.09 Residual = 0.0773 Percent = 39.09 Residual = -2E-15 Percent = 39.108 Residual = -2E-15 Percent = 39.108 Residual = -0.077 Percent = 39.09 Residual = -0.077 Percent = 39.09 Residual = -0.155 Percent = 39.037 Residual = -0.155 Percent = 39.037 Residual = -0.232 Percent = 38.947 Residual = -0.232 Percent = 38.947 Residual = -0.309 Percent = 38.822 Residual = -0.309 Percent = 38.822 Residual = -0.386 Percent = 38.662 Residual = -0.386 Percent = 38.662 Residual = -0.464 Percent = 38.467 Residual = -0.464 Percent = 38.467 Residual = -0.541 Percent = 38.238 Residual = -0.541 Percent = 38.238 Residual = -0.618 Percent = 37.976 Residual = -0.618 Percent = 37.976 Residual = -0.696 Percent = 37.681 Residual = -0.696 Percent = 37.681 Residual = -0.773 Percent = 37.353 Residual = -0.773 Percent = 37.353 Residual = -0.85 Percent = 36.995 Residual = -0.85 Percent = 36.995 Residual = -0.927 Percent = 36.606 Residual = -0.927 Percent = 36.606 Residual = -1.005 Percent = 36.189 Residual = -1.005 Percent = 36.189 Residual = -1.082 Percent = 35.743 Residual = -1.082 Percent = 35.743 Residual = -1.159 Percent = 35.27 Residual = -1.159 Percent = 35.27 Residual = -1.236 Percent = 34.772 Residual = -1.236 Percent = 34.772 Residual = -1.314 Percent = 34.249 Residual = -1.314 Percent = 34.249 Residual = -1.391 Percent = 33.703 Residual = -1.391 Percent = 33.703 Residual = -1.468 Percent = 33.135 Residual = -1.468 Percent = 33.135 Residual = -1.546 Percent = 32.547 Residual = -1.546 Percent = 32.547 Residual = -1.7 Percent = 31.316 Residual = -1.7 Percent = 31.316 Residual = -1.855 Percent = 30.02 Residual = -1.855 Percent = 30.02 Residual = -2.782 Percent = 21.57 Residual = -2.782 Percent = 21.57 Residual = -3.091 Percent = 18.76 Residual = -3.091 Percent = 18.76 Residual = -3.323 Percent = 16.733 Residual = -3.323 Percent = 16.733 Residual = -3.478 Percent = 15.434 Residual = -3.478 Percent = 15.434 Residual = -3.632 Percent = 14.184 Residual = -3.632 Percent = 14.184 Residual = -3.787 Percent = 12.987 Residual = -3.787 Percent = 12.987 Residual = -3.941 Percent = 11.848 Residual = -3.941 Percent = 11.848 Residual = -4.096 Percent = 10.768 Residual = -4.096 Percent = 10.768 Residual = -4.173 Percent = 10.252 Residual = -4.173 Percent = 10.252 Residual = -4.25 Percent = 9.7518 Residual = -4.25 Percent = 9.7518 Residual = -4.328 Percent = 9.2672 Residual = -4.328 Percent = 9.2672 Residual = -4.405 Percent = 8.7987 Residual = -4.405 Percent = 8.7987 Residual = -4.482 Percent = 8.3462 Residual = -4.482 Percent = 8.3462 Residual = -4.56 Percent = 7.9096 Residual = -4.56 Percent = 7.9096 Residual = -4.637 Percent = 7.4891 Residual = -4.637 Percent = 7.4891 Residual = -4.714 Percent = 7.0844 Residual = -4.714 Percent = 7.0844 Residual = -4.791 Percent = 6.6954 Residual = -4.791 Percent = 6.6954 Residual = -4.869 Percent = 6.3219 Residual = -4.869 Percent = 6.3219 Residual = -4.946 Percent = 5.9638 Residual = -4.946 Percent = 5.9638 Residual = -5.023 Percent = 5.6209 Residual = -5.023 Percent = 5.6209 Residual = -5.1 Percent = 5.2927 Residual = -5.1 Percent = 5.2927 Residual = -5.178 Percent = 4.9792 Residual = -5.178 Percent = 4.9792 Residual = -5.255 Percent = 4.68 Residual = -5.255 Percent = 4.68 Residual = -5.332 Percent = 4.3946 Residual = -5.332 Percent = 4.3946 Residual = -5.41 Percent = 4.1229 Residual = -5.41 Percent = 4.1229 Residual = -5.487 Percent = 3.8645 Residual = -5.487 Percent = 3.8645 Residual = -5.564 Percent = 3.6189 Residual = -5.564 Percent = 3.6189 Residual = -5.641 Percent = 3.3858 Residual = -5.641 Percent = 3.3858 Residual = -5.719 Percent = 3.1648 Residual = -5.719 Percent = 3.1648 Residual = -5.796 Percent = 2.9556 Residual = -5.796 Percent = 2.9556 Residual = -5.873 Percent = 2.7576 Residual = -5.873 Percent = 2.7576 Residual = -5.951 Percent = 2.5705 Residual = -5.951 Percent = 2.5705 Residual = -6.028 Percent = 2.394 Residual = -6.028 Percent = 2.394 Residual = -6.105 Percent = 2.2275 Residual = -6.105 Percent = 2.2275 Residual = -6.182 Percent = 2.0706 Residual = -6.182 Percent = 2.0706 Residual = -6.26 Percent = 1.9231 Residual = -6.26 Percent = 1.9231 Residual = -6.337 Percent = 1.7844 Residual = -6.337 Percent = 1.7844 Residual = -6.414 Percent = 1.6542 Residual = -6.414 Percent = 1.6542 Residual = -6.492 Percent = 1.5321 Residual = -6.492 Percent = 1.5321 Residual = -6.569 Percent = 1.4178 Residual = -6.569 Percent = 1.4178 Residual = -6.646 Percent = 1.3107 Residual = -6.646 Percent = 1.3107 Residual = -6.723 Percent = 1.2106 Residual = -6.723 Percent = 1.2106 Residual = -6.801 Percent = 1.1172 Residual = -6.801 Percent = 1.1172 Residual = -6.878 Percent = 1.03 Residual = -6.878 Percent = 1.03 Residual = -6.955 Percent = 0.9487 Residual = -6.955 Percent = 0.9487 Residual = -7.032 Percent = 0.873 Residual = -7.032 Percent = 0.873 Residual = -7.11 Percent = 0.8027 Residual = -7.11 Percent = 0.8027 Residual = -7.187 Percent = 0.7373 Residual = -7.187 Percent = 0.7373 Residual = -7.264 Percent = 0.6767 Residual = -7.264 Percent = 0.6767 Residual = -7.342 Percent = 0.6204 Residual = -7.342 Percent = 0.6204 Residual = -7.419 Percent = 0.5683 Residual = -7.419 Percent = 0.5683 Residual = -7.496 Percent = 0.5201 Residual = -7.496 Percent = 0.5201 Residual = -7.573 Percent = 0.4756 Residual = -7.573 Percent = 0.4756 Residual = -7.651 Percent = 0.4345 Residual = 5 Percent = 6.4516 Residual = 5 Percent = 6.4516 Residual = 2.5 Percent = 22.581 Residual = 2.5 Percent = 22.581 Residual = 0 Percent = 41.935 Residual = 0 Percent = 41.935 Residual = -2.5 Percent = 19.355 Residual = -2.5 Percent = 19.355 Residual = -5 Percent = 9.6774 Residual = -5 Percent = 9.6774 Proportion Less = 0.98 Fit-Mean = 9.0807 Proportion Less = 0.948 Fit-Mean = 7.5848 Proportion Less = 0.916 Fit-Mean = 6.2626 Proportion Less = 0.884 Fit-Mean = 5.3427 Proportion Less = 0.852 Fit-Mean = 5.1863 Proportion Less = 0.82 Fit-Mean = 4.6917 Proportion Less = 0.788 Fit-Mean = 3.5562 Proportion Less = 0.756 Fit-Mean = 3.085 Proportion Less = 0.724 Fit-Mean = 2.3122 Proportion Less = 0.692 Fit-Mean = 2.3122 Proportion Less = 0.66 Fit-Mean = 1.5813 Proportion Less = 0.628 Fit-Mean = 1.4392 Proportion Less = 0.596 Fit-Mean = 1.2376 Proportion Less = 0.564 Fit-Mean = 0.2273 Proportion Less = 0.532 Fit-Mean = -0.01 Proportion Less = 0.5 Fit-Mean = -0.019 Proportion Less = 0.468 Fit-Mean = -0.219 Proportion Less = 0.436 Fit-Mean = -0.604 Proportion Less = 0.404 Fit-Mean = -0.613 Proportion Less = 0.372 Fit-Mean = -0.772 Proportion Less = 0.34 Fit-Mean = -1.295 Proportion Less = 0.308 Fit-Mean = -1.574 Proportion Less = 0.276 Fit-Mean = -2.044 Proportion Less = 0.244 Fit-Mean = -2.477 Proportion Less = 0.212 Fit-Mean = -2.868 Proportion Less = 0.18 Fit-Mean = -3.038 Proportion Less = 0.148 Fit-Mean = -3.161 Proportion Less = 0.116 Fit-Mean = -7.409 Proportion Less = 0.084 Fit-Mean = -7.818 Proportion Less = 0.052 Fit-Mean = -9.075 Proportion Less = 0.02 Fit-Mean = -10.91 Proportion Less = 0.98 Residual = 5.0944 Proportion Less = 0.948 Residual = 5.0832 Proportion Less = 0.916 Residual = 3.1145 Proportion Less = 0.884 Residual = 2.5881 Proportion Less = 0.852 Residual = 2.0629 Proportion Less = 0.82 Residual = 1.9344 Proportion Less = 0.788 Residual = 1.7425 Proportion Less = 0.756 Residual = 1.73 Proportion Less = 0.724 Residual = 1.4309 Proportion Less = 0.692 Residual = 1.1736 Proportion Less = 0.66 Residual = 0.9178 Proportion Less = 0.628 Residual = 0.9024 Proportion Less = 0.596 Residual = 0.8628 Proportion Less = 0.564 Residual = 0.853 Proportion Less = 0.532 Residual = 0.6586 Proportion Less = 0.5 Residual = 0.5959 Proportion Less = 0.468 Residual = -0.084 Proportion Less = 0.436 Residual = -0.151 Proportion Less = 0.404 Residual = -0.29 Proportion Less = 0.372 Residual = -0.525 Proportion Less = 0.34 Residual = -0.684 Proportion Less = 0.308 Residual = -0.829 Proportion Less = 0.276 Residual = -1.576 Proportion Less = 0.244 Residual = -1.941 Proportion Less = 0.212 Residual = -2.009 Proportion Less = 0.18 Residual = -2.259 Proportion Less = 0.148 Residual = -2.845 Proportion Less = 0.116 Residual = -2.912 Proportion Less = 0.084 Residual = -4.247 Proportion Less = 0.052 Residual = -5.148 Proportion Less = 0.02 Residual = -5.245
Panel of fit diagnostics for Oxygen.

Residual = 0.8628 RunTime = 10.5 Observation Number = 31 Residual = 2.5881 RunTime = 11.5 Observation Number = 30 Residual = -2.259 RunTime = 9.4 Observation Number = 29 Residual = 1.73 RunTime = 9.93 Observation Number = 28 Residual = -1.576 RunTime = 10.47 Observation Number = 27 Residual = 0.9024 RunTime = 12.88 Observation Number = 26 Residual = -0.684 RunTime = 11.08 Observation Number = 25 Residual = 2.0629 RunTime = 8.92 Observation Number = 24 Residual = -4.247 RunTime = 9.63 Observation Number = 23 Residual = 1.7425 RunTime = 11.17 Observation Number = 22 Residual = -0.151 RunTime = 12.63 Observation Number = 21 Residual = 1.4309 RunTime = 10.08 Observation Number = 20 Residual = -0.829 RunTime = 10.25 Observation Number = 19 Residual = -1.941 RunTime = 10 Observation Number = 18 Residual = -5.245 RunTime = 10.95 Observation Number = 17 Residual = -2.912 RunTime = 8.95 Observation Number = 16 Residual = 5.0832 RunTime = 10.33 Observation Number = 15 Residual = -0.084 RunTime = 10.6 Observation Number = 14 Residual = -2.009 RunTime = 11.12 Observation Number = 13 Residual = 0.9178 RunTime = 14.03 Observation Number = 12 Residual = 0.853 RunTime = 10.13 Observation Number = 11 Residual = 5.0944 RunTime = 8.63 Observation Number = 10 Residual = -0.525 RunTime = 13.08 Observation Number = 9 Residual = 1.9344 RunTime = 10.85 Observation Number = 8 Residual = 1.1736 RunTime = 11.95 Observation Number = 7 Residual = 0.5959 RunTime = 11.63 Observation Number = 6 Residual = -2.845 RunTime = 9.22 Observation Number = 5 Residual = 3.1145 RunTime = 8.17 Observation Number = 4 Residual = 0.6586 RunTime = 8.65 Observation Number = 3 Residual = -5.148 RunTime = 10.07 Observation Number = 2 Residual = -0.29 RunTime = 11.37 Observation Number = 1 Y = 0 Residual = 0.8628 Weight = 82.78 Observation Number = 31 Residual = 2.5881 Weight = 61.24 Observation Number = 30 Residual = -2.259 Weight = 76.32 Observation Number = 29 Residual = 1.73 Weight = 59.08 Observation Number = 28 Residual = -1.576 Weight = 73.71 Observation Number = 27 Residual = 0.9024 Weight = 91.63 Observation Number = 26 Residual = -0.684 Weight = 67.25 Observation Number = 25 Residual = 2.0629 Weight = 70.87 Observation Number = 24 Residual = -4.247 Weight = 76.32 Observation Number = 23 Residual = 1.7425 Weight = 79.38 Observation Number = 22 Residual = -0.151 Weight = 73.37 Observation Number = 21 Residual = 1.4309 Weight = 73.37 Observation Number = 20 Residual = -0.829 Weight = 91.63 Observation Number = 19 Residual = -1.941 Weight = 77.91 Observation Number = 18 Residual = -5.245 Weight = 69.63 Observation Number = 17 Residual = -2.912 Weight = 81.42 Observation Number = 16 Residual = 5.0832 Weight = 83.12 Observation Number = 15 Residual = -0.084 Weight = 79.15 Observation Number = 14 Residual = -2.009 Weight = 66.45 Observation Number = 13 Residual = 0.9178 Weight = 87.66 Observation Number = 12 Residual = 0.853 Weight = 73.03 Observation Number = 11 Residual = 5.0944 Weight = 81.87 Observation Number = 10 Residual = -0.525 Weight = 81.42 Observation Number = 9 Residual = 1.9344 Weight = 81.19 Observation Number = 8 Residual = 1.1736 Weight = 75.98 Observation Number = 7 Residual = 0.5959 Weight = 77.45 Observation Number = 6 Residual = -2.845 Weight = 89.02 Observation Number = 5 Residual = 3.1145 Weight = 68.15 Observation Number = 4 Residual = 0.6586 Weight = 85.84 Observation Number = 3 Residual = -5.148 Weight = 75.07 Observation Number = 2 Residual = -0.29 Weight = 89.47 Observation Number = 1 Y = 0 Residual = 0.8628 Age = 52 Observation Number = 31 Residual = 2.5881 Age = 48 Observation Number = 30 Residual = -2.259 Age = 49 Observation Number = 29 Residual = 1.73 Age = 57 Observation Number = 28 Residual = -1.576 Age = 51 Observation Number = 27 Residual = 0.9024 Age = 54 Observation Number = 26 Residual = -0.684 Age = 51 Observation Number = 25 Residual = 2.0629 Age = 50 Observation Number = 24 Residual = -4.247 Age = 52 Observation Number = 23 Residual = 1.7425 Age = 54 Observation Number = 22 Residual = -0.151 Age = 57 Observation Number = 21 Residual = 1.4309 Age = 49 Observation Number = 20 Residual = -0.829 Age = 48 Observation Number = 19 Residual = -1.941 Age = 51 Observation Number = 18 Residual = -5.245 Age = 51 Observation Number = 17 Residual = -2.912 Age = 49 Observation Number = 16 Residual = 5.0832 Age = 54 Observation Number = 15 Residual = -0.084 Age = 47 Observation Number = 14 Residual = -2.009 Age = 45 Observation Number = 13 Residual = 0.9178 Age = 45 Observation Number = 12 Residual = 0.853 Age = 44 Observation Number = 11 Residual = 5.0944 Age = 38 Observation Number = 10 Residual = -0.525 Age = 44 Observation Number = 9 Residual = 1.9344 Age = 43 Observation Number = 8 Residual = 1.1736 Age = 40 Observation Number = 7 Residual = 0.5959 Age = 47 Observation Number = 6 Residual = -2.845 Age = 38 Observation Number = 5 Residual = 3.1145 Age = 42 Observation Number = 4 Residual = 0.6586 Age = 44 Observation Number = 3 Residual = -5.148 Age = 40 Observation Number = 2 Residual = -0.29 Age = 44 Observation Number = 1 Y = 0
Panel of scatterplots of residuals by regressors for Oxygen.


Regression Analysis of NCSU Fitness Data

The REG Procedure
Model: MODEL1
Partial Regression Residual Plot

Oxygen = -5.107 Intercept = -0.064 Observation = 31 Oxygen = 10.33 Intercept = 0.0831 Observation = 30 Oxygen = -1.065 Intercept = 0.0128 Observation = 29 Oxygen = 4.8729 Intercept = 0.0337 Observation = 28 Oxygen = -1.841 Intercept = -0.003 Observation = 27 Oxygen = -14.09 Intercept = -0.161 Observation = 26 Oxygen = 1.8201 Intercept = 0.0269 Observation = 25 Oxygen = 5.8644 Intercept = 0.0408 Observation = 24 Oxygen = -5.805 Intercept = -0.017 Observation = 23 Oxygen = -4.821 Intercept = -0.07 Observation = 22 Oxygen = -7.626 Intercept = -0.08 Observation = 21 Oxygen = 3.4447 Intercept = 0.0216 Observation = 20 Oxygen = -7.912 Intercept = -0.076 Observation = 19 Oxygen = -3.926 Intercept = -0.021 Observation = 18 Oxygen = -3.866 Intercept = 0.0148 Observation = 17 Oxygen = -3.939 Intercept = -0.011 Observation = 16 Oxygen = -2.544 Intercept = -0.082 Observation = 15 Oxygen = -0.065 Intercept = 0.0002 Observation = 14 Oxygen = 5.8724 Intercept = 0.0846 Observation = 13 Oxygen = -5.743 Intercept = -0.072 Observation = 12 Oxygen = 7.1553 Intercept = 0.0677 Observation = 11 Oxygen = 13.34 Intercept = 0.0885 Observation = 10 Oxygen = -1.971 Intercept = -0.016 Observation = 9 Oxygen = 3.9177 Intercept = 0.0213 Observation = 8 Oxygen = 7.2135 Intercept = 0.0649 Observation = 7 Oxygen = 0.379 Intercept = -0.002 Observation = 6 Oxygen = 0.9324 Intercept = 0.0406 Observation = 5 Oxygen = 15.859 Intercept = 0.1369 Observation = 4 Oxygen = 1.7691 Intercept = 0.0119 Observation = 3 Oxygen = 3.4628 Intercept = 0.0925 Observation = 2 Oxygen = -4.133 Intercept = -0.041 Observation = 1 Slope = 93.126 Y = 0 Oxygen = 2.5366 RunTime = -0.533 Observation = 31 Oxygen = -1.9 RunTime = 1.4293 Observation = 30 Oxygen = 1.6092 RunTime = -1.232 Observation = 29 Oxygen = 3.7166 RunTime = -0.633 Observation = 28 Oxygen = -0.946 RunTime = -0.201 Observation = 27 Oxygen = -3.586 RunTime = 1.4293 Observation = 26 Oxygen = -2.64 RunTime = 0.6229 Observation = 25 Oxygen = 7.0692 RunTime = -1.594 Observation = 24 Oxygen = -0.512 RunTime = -1.189 Observation = 23 Oxygen = 1.3524 RunTime = 0.1242 Observation = 22 Oxygen = -5.16 RunTime = 1.5951 Observation = 21 Oxygen = 2.8574 RunTime = -0.454 Observation = 20 Oxygen = 1.7623 RunTime = -0.825 Observation = 19 Oxygen = 0.6006 RunTime = -0.809 Observation = 18 Oxygen = -6.546 RunTime = 0.4142 Observation = 17 Oxygen = 2.8991 RunTime = -1.85 Observation = 16 Oxygen = 7.7192 RunTime = -0.839 Observation = 15 Oxygen = -0.084 RunTime = -.0001 Observation = 14 Oxygen = -5.353 RunTime = 1.0648 Observation = 13 Oxygen = -9.363 RunTime = 3.2738 Observation = 12 Oxygen = 1.1045 RunTime = -0.08 Observation = 11 Oxygen = 9.7948 RunTime = -1.497 Observation = 10 Oxygen = -8.667 RunTime = 2.5926 Observation = 9 Oxygen = 0.5753 RunTime = 0.4328 Observation = 8 Oxygen = -4.77 RunTime = 1.8928 Observation = 7 Oxygen = -2.815 RunTime = 1.0861 Observation = 6 Oxygen = 0.7451 RunTime = -1.143 Observation = 5 Oxygen = 8.6215 RunTime = -1.754 Observation = 4 Oxygen = 6.8875 RunTime = -1.983 Observation = 3 Oxygen = -5.282 RunTime = 0.0428 Observation = 2 Oxygen = -2.226 RunTime = 0.6166 Observation = 1 Slope = -3.14 Y = 0 Oxygen = 0.4652 Weight = 7.303 Observation = 31 Oxygen = 3.5207 Weight = -17.13 Observation = 30 Oxygen = -2.304 Weight = 0.8317 Observation = 29 Oxygen = 2.4688 Weight = -13.57 Observation = 28 Oxygen = -1.458 Weight = -2.164 Observation = 27 Oxygen = 0.1273 Weight = 14.238 Observation = 26 Oxygen = -0.176 Weight = -9.336 Observation = 25 Oxygen = 2.2602 Weight = -3.626 Observation = 24 Oxygen = -4.348 Weight = 1.8589 Observation = 23 Oxygen = 1.5256 Weight = 3.9844 Observation = 22 Oxygen = -0.019 Weight = -2.435 Observation = 21 Oxygen = 1.5895 Weight = -2.912 Observation = 20 Oxygen = -1.63 Weight = 14.717 Observation = 19 Oxygen = -2.082 Weight = 2.5849 Observation = 18 Oxygen = -4.874 Weight = -6.804 Observation = 17 Oxygen = -3.263 Weight = 6.4572 Observation = 16 Oxygen = 4.6093 Weight = 8.7053 Observation = 15 Oxygen = -0.16 Weight = 1.3967 Observation = 14 Oxygen = -1.314 Weight = -12.77 Observation = 13 Oxygen = 0.6436 Weight = 5.0378 Observation = 12 Oxygen = 1.1508 Weight = -5.47 Observation = 11 Oxygen = 4.9567 Weight = 2.5299 Observation = 10 Oxygen = -0.497 Weight = -0.525 Observation = 9 Oxygen = 1.8573 Weight = 1.4172 Observation = 8 Oxygen = 1.5205 Weight = -6.373 Observation = 7 Oxygen = 0.6778 Weight = -1.506 Observation = 6 Oxygen = -3.334 Weight = 8.991 Observation = 5 Oxygen = 3.6003 Weight = -8.925 Observation = 4 Oxygen = 0.165 Weight = 9.068 Observation = 3 Oxygen = -4.871 Weight = -5.088 Observation = 2 Oxygen = -0.808 Weight = 9.5219 Observation = 1 Slope = -0.054 Y = 0 Oxygen = -0.056 Age = 5.2844 Observation = 31 Oxygen = 3.1366 Age = -3.155 Observation = 30 Oxygen = -2.632 Age = 2.1464 Observation = 29 Oxygen = 0.5434 Age = 6.824 Observation = 28 Oxygen = -2.063 Age = 2.7997 Observation = 27 Oxygen = -0.268 Age = 6.7293 Observation = 26 Oxygen = -0.893 Age = 1.2041 Observation = 25 Oxygen = 1.6024 Age = 2.6481 Observation = 24 Oxygen = -5.108 Age = 4.9504 Observation = 23 Oxygen = 0.6736 Age = 6.1472 Observation = 22 Oxygen = -1.351 Age = 6.9019 Observation = 21 Oxygen = 1.2439 Age = 1.0756 Observation = 20 Oxygen = -1.346 Age = 2.9711 Observation = 19 Oxygen = -2.619 Age = 3.8997 Observation = 18 Oxygen = -5.542 Age = 1.7112 Observation = 17 Oxygen = -3.499 Age = 3.3792 Observation = 16 Oxygen = 3.7815 Age = 7.4859 Observation = 15 Oxygen = -0.014 Age = -0.405 Observation = 14 Oxygen = -1.146 Age = -4.963 Observation = 13 Oxygen = 1.598 Age = -3.912 Observation = 12 Oxygen = 1.5527 Age = -4.024 Observation = 11 Oxygen = 6.359 Age = -7.273 Observation = 10 Oxygen = 0.3689 Age = -5.141 Observation = 9 Oxygen = 2.6784 Age = -4.279 Observation = 8 Oxygen = 2.7531 Age = -9.084 Observation = 7 Oxygen = 0.8682 Age = -1.566 Observation = 6 Oxygen = -1.699 Age = -6.585 Observation = 5 Oxygen = 4.0126 Age = -5.166 Observation = 4 Oxygen = 0.768 Age = -0.629 Observation = 3 Oxygen = -3.821 Age = -7.633 Observation = 2 Oxygen = 0.1175 Age = -2.343 Observation = 1 Slope = -0.174 Y = 0
Panel of partial regression scatterplots by regressors for Oxygen.