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 = 0 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-14 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-14 Percent = 39.108 Residual = -2E-14 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