Estimation of Linear model for response
model_gk = lm(overall ~ age+weight_kg+gk_diving+gk_handling+gk_kicking+gk_reflexes+gk_speed+gk_positioning, data = fifa_gk)
summary(model_gk)
##
## Call:
## lm(formula = overall ~ age + weight_kg + gk_diving + gk_handling +
## gk_kicking + gk_reflexes + gk_speed + gk_positioning, data = fifa_gk)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.51870 -0.39658 0.02003 0.42267 2.27734
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.465378 0.445741 -3.288 0.00106 **
## age 0.025115 0.005859 4.286 2.09e-05 ***
## weight_kg 0.006916 0.004325 1.599 0.11028
## gk_diving 0.254972 0.010727 23.769 < 2e-16 ***
## gk_handling 0.217987 0.008848 24.637 < 2e-16 ***
## gk_kicking 0.050370 0.005231 9.630 < 2e-16 ***
## gk_reflexes 0.243872 0.009780 24.935 < 2e-16 ***
## gk_speed 0.009051 0.002854 3.171 0.00159 **
## gk_positioning 0.236826 0.008795 26.926 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6524 on 653 degrees of freedom
## Multiple R-squared: 0.9897, Adjusted R-squared: 0.9896
## F-statistic: 7865 on 8 and 653 DF, p-value: < 2.2e-16
model_forward = lm(overall ~ age+weight_kg+pace+shooting+passing+dribbling+physic+skill_moves, data=fifa_forward)
summary(model_forward)
##
## Call:
## lm(formula = overall ~ age + weight_kg + pace + shooting + passing +
## dribbling + physic + skill_moves, data = fifa_forward)
##
## Residuals:
## Min 1Q Median 3Q Max
## -5.5435 -1.0672 -0.0955 0.9849 9.2178
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.733199 0.970277 1.786 0.07430 .
## age -0.017687 0.013176 -1.342 0.17973
## weight_kg 0.030027 0.009453 3.177 0.00153 **
## pace 0.006423 0.005875 1.093 0.27449
## shooting 0.460499 0.010965 41.998 < 2e-16 ***
## passing 0.065056 0.009250 7.033 3.37e-12 ***
## dribbling 0.366926 0.016462 22.289 < 2e-16 ***
## physic 0.093577 0.007687 12.173 < 2e-16 ***
## skill_moves -0.132199 0.106939 -1.236 0.21662
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.611 on 1214 degrees of freedom
## Multiple R-squared: 0.9366, Adjusted R-squared: 0.9362
## F-statistic: 2242 on 8 and 1214 DF, p-value: < 2.2e-16
model_midfielder = lm(overall ~ age+weight_kg+pace+passing+dribbling+defending+physic+skill_moves, data=fifa_midfielder)
summary(model_midfielder)
##
## Call:
## lm(formula = overall ~ age + weight_kg + pace + passing + dribbling +
## defending + physic + skill_moves, data = fifa_midfielder)
##
## Residuals:
## Min 1Q Median 3Q Max
## -7.2648 -1.5783 -0.1794 1.2811 16.7356
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.372365 0.931073 1.474 0.14061
## age 0.058508 0.012394 4.721 2.47e-06 ***
## weight_kg 0.056007 0.009509 5.890 4.34e-09 ***
## pace 0.018026 0.005986 3.011 0.00263 **
## passing 0.281067 0.012543 22.408 < 2e-16 ***
## dribbling 0.464164 0.015327 30.284 < 2e-16 ***
## defending 0.044152 0.004952 8.915 < 2e-16 ***
## physic 0.131595 0.007852 16.760 < 2e-16 ***
## skill_moves -0.049090 0.109331 -0.449 0.65347
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.379 on 2710 degrees of freedom
## Multiple R-squared: 0.8411, Adjusted R-squared: 0.8406
## F-statistic: 1793 on 8 and 2710 DF, p-value: < 2.2e-16
model_defender = lm(overall ~ age+weight_kg+pace+dribbling+defending+physic+skill_moves, data=fifa_defender)
summary(model_defender)
##
## Call:
## lm(formula = overall ~ age + weight_kg + pace + dribbling + defending +
## physic + skill_moves, data = fifa_defender)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.4035 -0.9644 -0.0652 0.8342 20.5823
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.468590 0.700527 4.951 7.83e-07 ***
## age 0.029912 0.009671 3.093 0.0020 **
## weight_kg 0.018590 0.007362 2.525 0.0116 *
## pace 0.024476 0.004202 5.825 6.39e-09 ***
## dribbling 0.113576 0.005693 19.949 < 2e-16 ***
## defending 0.638398 0.006381 100.043 < 2e-16 ***
## physic 0.137021 0.007391 18.540 < 2e-16 ***
## skill_moves 1.130732 0.097343 11.616 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.792 on 2648 degrees of freedom
## Multiple R-squared: 0.9055, Adjusted R-squared: 0.9052
## F-statistic: 3623 on 7 and 2648 DF, p-value: < 2.2e-16
K Fold Cross Validation
# for the goal keeper model, we will perform a 5 fold cross validation
n = dim(fifa_gk)[1]
library(DAAG)
## Warning: package 'DAAG' was built under R version 3.6.3
## Loading required package: lattice
KCV_gk = cv.lm(data=fifa_gk, model_gk, m=5, seed=123)
## Analysis of Variance Table
##
## Response: overall
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 499 499 1173.66 <2e-16 ***
## weight_kg 1 430 430 1009.58 <2e-16 ***
## gk_diving 1 23579 23579 55405.46 <2e-16 ***
## gk_handling 1 1421 1421 3338.88 <2e-16 ***
## gk_kicking 1 72 72 169.62 <2e-16 ***
## gk_reflexes 1 466 466 1095.67 <2e-16 ***
## gk_speed 1 2 2 4.76 0.029 *
## gk_positioning 1 309 309 725.01 <2e-16 ***
## Residuals 653 278 0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(data = fifa_gk, model_gk, m = 5, seed = 123):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 132
## 4 26 104 140 154 171 203 216 255 324
## Predicted 89.45 86.64 83.665 82.9983 82.239 82.321 81.75 82.204 81.292 79.460
## cvpred 89.41 86.63 83.629 82.9599 82.228 82.322 81.77 82.185 81.244 79.452
## overall 91.00 88.00 84.000 83.0000 83.000 83.000 82.00 82.000 82.000 80.000
## CV residual 1.59 1.37 0.371 0.0401 0.772 0.678 0.23 -0.185 0.756 0.548
## 572 621 652 659 765 778 801 851 879
## Predicted 78.88 77.19 78.803 77.326 77.0528 76.399 76.310 77.240 76.786
## cvpred 78.87 77.19 78.821 77.285 77.0302 76.385 76.268 77.211 76.781
## overall 78.00 78.00 78.000 78.000 77.0000 77.000 77.000 77.000 76.000
## CV residual -0.87 0.81 -0.821 0.715 -0.0302 0.615 0.732 -0.211 -0.781
## 885 922 930 968 1008 1144 1155 1195 1225
## Predicted 75.696 76.757 75.9359 75.9828 76.281 74.461 75.566 75.0076 74.501
## cvpred 75.659 76.743 75.9388 75.9326 76.282 74.417 75.561 74.9723 74.467
## overall 76.000 76.000 76.0000 76.0000 76.000 75.000 75.000 75.0000 75.000
## CV residual 0.341 -0.743 0.0612 0.0674 -0.282 0.583 -0.561 0.0277 0.533
## 1228 1232 1276 1299 1380 1434 1435 1468 1492
## Predicted 75.0874 75.3 76.005 75.743 73.746 74.578 74.0448 74.1183 73.418
## cvpred 75.0305 75.2 75.966 75.737 73.722 74.547 74.0602 74.0727 73.395
## overall 75.0000 75.0 75.000 75.000 74.000 74.000 74.0000 74.0000 74.000
## CV residual -0.0305 -0.2 -0.966 -0.737 0.278 -0.547 -0.0602 -0.0727 0.605
## 1633 1693 1716 1749 1847 1858 1875 1911 1924
## Predicted 74.0525 73.443 72.781 73.0517 72.200 72.334 72.45 72.297 72.810
## cvpred 74.0114 73.431 72.782 73.0285 72.138 72.276 72.42 72.282 72.785
## overall 74.0000 73.000 73.000 73.0000 73.000 73.000 73.00 73.000 73.000
## CV residual -0.0114 -0.431 0.218 -0.0285 0.862 0.724 0.58 0.718 0.215
## 1966 2116 2166 2239 2519 2538 2627 2712 2793
## Predicted 73.562 73.25 71.934 72.0384 71.358 71.788 70.59 71.428 70.572
## cvpred 73.553 73.24 71.878 71.9879 71.303 71.771 70.54 71.417 70.536
## overall 73.000 72.00 72.000 72.0000 71.000 71.000 71.00 71.000 71.000
## CV residual -0.553 -1.24 0.122 0.0121 -0.303 -0.771 0.46 -0.417 0.464
## 2918 2955 2965 2970 3015 3029 3057 3075 3191
## Predicted 70.525 70.1025 69.400 69.212 69.504 70.0896 69.432 70.941 71.14
## cvpred 70.476 70.0538 69.361 69.214 69.497 70.0488 69.408 70.917 71.11
## overall 70.000 70.0000 70.000 70.000 70.000 70.0000 70.000 70.000 70.00
## CV residual -0.476 -0.0538 0.639 0.786 0.503 -0.0488 0.592 -0.917 -1.11
## 3244 3303 3382 3409 3438 3462 3477 3644 3687 3739
## Predicted 69.349 69.399 69.17 69.679 68.814 68.465 69.88 68.326 68.578 68.6
## cvpred 69.323 69.357 69.16 69.645 68.787 68.425 69.84 68.306 68.603 68.6
## overall 70.000 70.000 69.00 69.000 69.000 69.000 69.00 69.000 69.000 69.0
## CV residual 0.677 0.643 -0.16 -0.645 0.213 0.575 -0.84 0.694 0.397 0.4
## 3814 3836 3868 3887 3926 4042 4135 4353 4361
## Predicted 68.544 68.227 67.727 68.786 67.363 68.532 68.676 67.463 67.635
## cvpred 68.608 68.207 67.726 68.733 67.315 68.524 68.688 67.418 67.602
## overall 69.000 69.000 68.000 68.000 68.000 68.000 68.000 68.000 67.000
## CV residual 0.392 0.793 0.274 -0.733 0.685 -0.524 -0.688 0.582 -0.602
## 4515 4582 4614 4667 4670 4684 4796 4827 4898
## Predicted 66.548 67.1058 66.00 66.321 67.620 66.799 65.33 66.850 65.552
## cvpred 66.511 67.0214 65.98 66.283 67.581 66.757 65.21 66.818 65.528
## overall 67.000 67.0000 67.00 67.000 67.000 67.000 67.00 67.000 66.000
## CV residual 0.489 -0.0214 1.02 0.717 -0.581 0.243 1.79 0.182 0.472
## 4969 4989 5069 5071 5078 5100 5120 5151 5300
## Predicted 65.388 65.117 65.890 65.9728 65.386 67.07 65.738 65.110 65.203
## cvpred 65.396 65.069 65.831 65.9255 65.346 67.03 65.693 65.032 65.127
## overall 66.000 66.000 66.000 66.0000 66.000 66.00 66.000 66.000 66.000
## CV residual 0.604 0.931 0.169 0.0745 0.654 -1.03 0.307 0.968 0.873
## 5319 5391 5485 5576 5645 5714 5773 5925 5974
## Predicted 64.308 64.931 64.835 65.1191 64.539 65.40 64.810 63.726 64.792
## cvpred 64.264 64.889 64.811 65.0732 64.478 65.34 64.786 63.733 64.742
## overall 65.000 65.000 65.000 65.0000 65.000 65.00 65.000 64.000 64.000
## CV residual 0.736 0.111 0.189 -0.0732 0.522 -0.34 0.214 0.267 -0.742
## 5996 6002 6020 6035 6212 6220 6268 6315 6376
## Predicted 63.784 65.05 63.828 63.537 62.660 62.157 64.47 62.9346 62.092
## cvpred 63.774 65.01 63.781 63.481 62.659 62.111 64.44 62.9035 62.064
## overall 64.000 64.00 64.000 64.000 63.000 63.000 63.00 63.0000 63.000
## CV residual 0.226 -1.01 0.219 0.519 0.341 0.889 -1.44 0.0965 0.936
## 6437 6500 6502 6557 6577 6630 6666 6670 6720
## Predicted 63.030 62.133 60.92 61.180 61.123 59.72 61.664 62.0081 61.175
## cvpred 62.954 62.102 60.86 61.142 61.095 59.66 61.629 61.9236 61.129
## overall 63.000 62.000 62.00 62.000 62.000 62.00 62.000 62.0000 61.000
## CV residual 0.046 -0.102 1.14 0.858 0.905 2.34 0.371 0.0764 -0.129
## 6749 7021 7131 7226
## Predicted 61.400 59.0016 57.300 55.787
## cvpred 61.402 58.9164 57.224 55.726
## overall 61.000 59.0000 58.000 55.000
## CV residual -0.402 0.0836 0.776 -0.726
##
## Sum of squares = 57.6 Mean square = 0.44 n = 132
##
## fold 2
## Observations in test set: 133
## 15 81 107 113 118 176 209 217 261 287
## Predicted 88.235 84.733 83.180 82.93 83.211 82.307 81.421 82.27 81.41 80.690
## cvpred 88.272 84.802 83.287 82.94 83.207 82.297 81.455 82.23 81.52 80.784
## overall 89.000 85.000 84.000 84.00 84.000 83.000 82.000 82.00 81.00 81.000
## CV residual 0.728 0.198 0.713 1.06 0.793 0.703 0.545 -0.23 -0.52 0.216
## 297 307 332 352 357 358 384 518 547
## Predicted 81.609 80.63 79.9461 80.0493 79.812 80.0964 79.772 79.59 79.120
## cvpred 81.642 80.67 79.9749 80.0535 79.814 80.0993 79.766 79.56 79.156
## overall 81.000 81.00 80.0000 80.0000 80.000 80.0000 80.000 79.00 79.000
## CV residual -0.642 0.33 0.0251 -0.0535 0.186 -0.0993 0.234 -0.56 -0.156
## 549 685 729 799 813 883 940 957 1190
## Predicted 78.101 78.535 78.07 76.655 77.305 76.290 75.9241 76.352 74.8941
## cvpred 78.166 78.555 78.17 76.658 77.315 76.281 75.9803 76.402 74.9619
## overall 78.000 78.000 77.00 77.000 77.000 76.000 76.0000 76.000 75.0000
## CV residual -0.166 -0.555 -1.17 0.342 -0.315 -0.281 0.0197 -0.402 0.0381
## 1243 1359 1439 1496 1561 1655 1756 1836 1837
## Predicted 74.9107 75.374 74.891 74.815 75.26 73.744 72.9374 73.284 72.743
## cvpred 74.9247 75.433 74.959 74.821 75.32 73.781 73.0512 73.269 72.782
## overall 75.0000 75.000 74.000 74.000 74.00 73.000 73.0000 73.000 73.000
## CV residual 0.0753 -0.433 -0.959 -0.821 -1.32 -0.781 -0.0512 -0.269 0.218
## 1862 1918 2001 2002 2009 2010 2022 2070 2233
## Predicted 73.182 73.152 74.13 73.189 73.545 73.471 72.118 72.170 71.818
## cvpred 73.262 73.203 74.14 73.108 73.632 73.437 72.081 72.198 71.831
## overall 73.000 73.000 73.00 73.000 73.000 73.000 73.000 72.000 72.000
## CV residual -0.262 -0.203 -1.14 -0.108 -0.632 -0.437 0.919 -0.198 0.169
## 2247 2258 2278 2520 2581 2657 2674 2716 2722
## Predicted 72.552 71.362 71.435 70.725 70.9812 71.491 70.9860 70.66 72.11
## cvpred 72.543 71.382 71.442 70.773 71.0119 71.513 70.9854 70.66 72.21
## overall 72.000 72.000 72.000 71.000 71.0000 71.000 71.0000 71.00 71.00
## CV residual -0.543 0.618 0.558 0.227 -0.0119 -0.513 0.0146 0.34 -1.21
## 2809 2820 2937 2984 3003 3025 3070 3099 3123
## Predicted 70.366 71.397 70.125 68.89 69.123 69.357 69.600 69.9189 70.552
## cvpred 70.493 71.445 70.134 68.92 69.123 69.401 69.629 69.9415 70.562
## overall 71.000 71.000 70.000 70.00 70.000 70.000 70.000 70.0000 70.000
## CV residual 0.507 -0.445 -0.134 1.08 0.877 0.599 0.371 0.0585 -0.562
## 3133 3141 3174 3176 3202 3437 3458 3487 3514 3572
## Predicted 69.873 69.710 69.16 70.585 71.31 69.318 70.07 68.599 68.794 69.127
## cvpred 69.856 69.694 69.07 70.629 71.43 69.363 70.09 68.642 68.812 69.142
## overall 70.000 70.000 70.00 70.000 70.00 69.000 69.00 69.000 69.000 69.000
## CV residual 0.144 0.306 0.93 -0.629 -1.43 -0.363 -1.09 0.358 0.188 -0.142
## 3620 3718 3924 3946 4071 4151 4227 4307 4367 4406
## Predicted 69.17 68.9840 68.0518 67.675 68.334 66.7 67.89 68.432 66.270 66.706
## cvpred 69.23 68.9441 68.0344 67.724 68.325 66.7 67.81 68.387 66.288 66.729
## overall 69.00 69.0000 68.0000 68.000 68.000 68.0 68.00 68.000 67.000 67.000
## CV residual -0.23 0.0559 -0.0344 0.276 -0.325 1.3 0.19 -0.387 0.712 0.271
## 4444 4538 4573 4609 4653 4694 4791 4835 4860
## Predicted 68.17 66.174 67.010 67.853 67.754 66.684 67.381 66.302 66.130
## cvpred 68.26 66.178 67.026 67.877 67.751 66.683 67.422 66.359 66.208
## overall 67.00 67.000 67.000 67.000 67.000 67.000 67.000 66.000 66.000
## CV residual -1.26 0.822 -0.026 -0.877 -0.751 0.317 -0.422 -0.359 -0.208
## 4900 4997 5000 5054 5065 5091 5297 5316 5341
## Predicted 66.590 66.395 66.342 65.9084 65.567 66.396 65.480 66.4 65.0187
## cvpred 66.634 66.458 66.369 65.9234 65.651 66.387 65.488 66.4 65.0314
## overall 66.000 66.000 66.000 66.0000 66.000 66.000 66.000 65.0 65.0000
## CV residual -0.634 -0.458 -0.369 0.0766 0.349 -0.387 0.512 -1.4 -0.0314
## 5399 5607 5633 5654 5725 5726 5733 5735 5782 5936
## Predicted 65.259 66.48 65.778 65.0276 63.44 65.811 64.497 63.9 64.0555 64.551
## cvpred 65.308 66.51 65.768 65.0802 63.42 65.787 64.476 63.9 64.0301 64.515
## overall 65.000 65.00 65.000 65.0000 65.00 65.000 65.000 65.0 64.0000 64.000
## CV residual -0.308 -1.51 -0.768 -0.0802 1.58 -0.787 0.524 1.1 -0.0301 -0.515
## 5975 5985 6042 6045 6086 6224 6232 6361 6508 6540
## Predicted 64.149 64.449 65.29 64.0010 64.978 62.524 63.363 63.71 61.232 63.08
## cvpred 64.133 64.471 65.33 63.9404 64.957 62.546 63.355 63.69 61.272 63.09
## overall 64.000 64.000 64.00 64.0000 64.000 63.000 63.000 63.00 62.000 62.00
## CV residual -0.133 -0.471 -1.33 0.0596 -0.957 0.454 -0.355 -0.69 0.728 -1.09
## 6627 6639 6655 6689 6808 6830 6839 7060 7079 7144
## Predicted 62.0 63.68 62.171 63.61 60.109 60.22 60.839 57.46 58.250 56.780
## cvpred 62.1 63.75 62.165 63.65 60.058 60.12 60.782 57.46 58.248 56.804
## overall 62.0 62.00 62.000 62.00 61.000 61.00 61.000 59.00 58.000 57.000
## CV residual -0.1 -1.75 -0.165 -1.65 0.942 0.88 0.218 1.54 -0.248 0.196
## 7201
## Predicted 54.72
## cvpred 54.75
## overall 56.00
## CV residual 1.25
##
## Sum of squares = 60.1 Mean square = 0.45 n = 133
##
## fold 3
## Observations in test set: 133
## 79 213 219 286 379 503 617 647 712 767
## Predicted 85.375 81.478 81.341 81.532 79.517 78.677 78.779 76.6 77.155 77.299
## cvpred 85.383 81.511 81.371 81.587 79.504 78.703 78.736 76.6 77.161 77.335
## overall 85.000 82.000 82.000 81.000 80.000 79.000 78.000 78.0 77.000 77.000
## CV residual -0.383 0.489 0.629 -0.587 0.496 0.297 -0.736 1.4 -0.161 -0.335
## 776 796 921 1063 1075 1091 1128 1222 1248
## Predicted 76.208 76.53 75.626 76.479 75.834 74.9875 76.01 74.9890 74.537
## cvpred 76.214 76.48 75.655 76.536 75.807 75.0056 76.03 74.9877 74.546
## overall 77.000 77.00 76.000 76.000 75.000 75.0000 75.00 75.0000 75.000
## CV residual 0.786 0.52 0.345 -0.536 -0.807 -0.0056 -1.03 0.0123 0.454
## 1258 1450 1461 1479 1515 1605 1664 1682 1718
## Predicted 74.9166 73.426 74.303 74.0336 74.605 73.9241 72.228 73.287 72.728
## cvpred 74.9163 73.411 74.319 74.0836 74.629 73.9662 72.252 73.231 72.696
## overall 75.0000 74.000 74.000 74.0000 74.000 74.0000 73.000 73.000 73.000
## CV residual 0.0837 0.589 -0.319 -0.0836 -0.629 0.0338 0.748 -0.231 0.304
## 1727 1759 1823 1842 1857 1928 2043 2065 2185
## Predicted 72.391 72.9359 73.732 72.9540 72.618 73.570 71.1 72.083 72.21
## cvpred 72.394 72.9691 73.805 72.9598 72.631 73.619 71.0 72.141 72.19
## overall 73.000 73.0000 73.000 73.0000 73.000 73.000 72.0 72.000 72.00
## CV residual 0.606 0.0309 -0.805 0.0402 0.369 -0.619 1.0 -0.141 -0.19
## 2216 2266 2480 2624 2665 2666 2668 2701 2703
## Predicted 72.969 71.868 70.174 70.830 70.9405 71.530 70.90097 70.473 70.9036
## cvpred 72.998 71.896 70.231 70.846 70.9372 71.532 70.99195 70.463 70.9324
## overall 72.000 72.000 71.000 71.000 71.0000 71.000 71.00000 71.000 71.0000
## CV residual -0.998 0.104 0.769 0.154 0.0628 -0.532 0.00805 0.537 0.0676
## 2723 2725 2729 2743 2910 3062 3077 3124 3189
## Predicted 71.114 70.9630 71.651 71.181 69.758 70.078 70.135 69.8913 69.560
## cvpred 71.146 70.9836 71.721 71.166 69.767 70.105 70.119 69.9036 69.509
## overall 71.000 71.0000 71.000 71.000 70.000 70.000 70.000 70.0000 70.000
## CV residual -0.146 0.0164 -0.721 -0.166 0.233 -0.105 -0.119 0.0964 0.491
## 3234 3366 3471 3504 3583 3588 3600 3619 3674
## Predicted 71.50 69.577 71.03 69.473 69.078 69.111 69.190 69.485 68.623
## cvpred 71.54 69.585 71.06 69.469 69.102 69.111 69.257 69.569 68.623
## overall 70.00 70.000 69.00 69.000 69.000 69.000 69.000 69.000 69.000
## CV residual -1.54 0.415 -2.06 -0.469 -0.102 -0.111 -0.257 -0.569 0.377
## 3787 3857 3861 3933 3978 3979 3988 4062 4114
## Predicted 68.9558 68.230 68.344 67.85 67.869 68.681 67.658 67.576 67.528
## cvpred 68.9633 68.251 68.376 67.86 67.846 68.691 67.661 67.558 67.525
## overall 69.0000 68.000 68.000 68.00 68.000 68.000 68.000 68.000 68.000
## CV residual 0.0367 -0.251 -0.376 0.14 0.154 -0.691 0.339 0.442 0.475
## 4155 4245 4289 4418 4458 4512 4526 4590 4600
## Predicted 68.566 67.534 67.723 66.69 66.045 67.444 66.054 67.372 66.641
## cvpred 68.573 67.552 67.737 66.71 66.075 67.423 66.062 67.409 66.663
## overall 68.000 68.000 68.000 67.00 67.000 67.000 67.000 67.000 67.000
## CV residual -0.573 0.448 0.263 0.29 0.925 -0.423 0.938 -0.409 0.337
## 4637 4702 4723 4738 4747 4775 4798 4871 4902
## Predicted 67.341 67.469 66.67 66.717 67.229 67.0027 66.475 66.370 65.9952
## cvpred 67.359 67.468 66.66 66.689 67.224 66.9527 66.444 66.395 65.9751
## overall 67.000 67.000 67.00 67.000 67.000 67.0000 67.000 66.000 66.0000
## CV residual -0.359 -0.468 0.34 0.311 -0.224 0.0473 0.556 -0.395 0.0249
## 5082 5134 5143 5161 5186 5223 5285 5343 5345 5436
## Predicted 64.25 65.728 67.56 65.350 66.0620 66.375 67.19 66.4 64.373 66.24
## cvpred 64.23 65.783 67.54 65.366 66.0809 66.377 67.24 66.4 64.395 66.24
## overall 66.00 66.000 66.00 66.000 66.0000 66.000 66.00 65.0 65.000 65.00
## CV residual 1.77 0.217 -1.54 0.634 -0.0809 -0.377 -1.24 -1.4 0.605 -1.24
## 5465 5578 5618 5663 5763 5922 5973 6113 6253 6271
## Predicted 65.511 65.792 64.538 65.478 67.52 64.56 63.865 63.9787 62.867 62.70
## cvpred 65.547 65.802 64.561 65.478 67.54 64.57 63.862 63.9749 62.861 62.73
## overall 65.000 65.000 65.000 65.000 65.00 64.00 64.000 64.0000 63.000 63.00
## CV residual -0.547 -0.802 0.439 -0.478 -2.54 -0.57 0.138 0.0251 0.139 0.27
## 6353 6363 6375 6400 6530 6564 6609 6614 6628 6632
## Predicted 62.776 64.1 64.10 62.44 62.517 61.815 62.306 62.618 61.112 62.197
## cvpred 62.765 64.1 64.14 62.44 62.552 61.818 62.296 62.616 61.135 62.209
## overall 63.000 63.0 63.00 63.00 62.000 62.000 62.000 62.000 62.000 62.000
## CV residual 0.235 -1.1 -1.14 0.56 -0.552 0.182 -0.296 -0.616 0.865 -0.209
## 6638 6677 6715 6752 6793 6869 6936 6945 7038 7090 7196
## Predicted 61.562 60.89 62.01 59.43 60.878 61.80 60.29 60.3 57.69 57.9876 56.6
## cvpred 61.601 60.92 62.03 59.46 60.931 61.86 60.34 60.3 57.71 58.0178 56.5
## overall 62.000 62.00 61.00 61.00 61.000 60.00 60.00 60.0 59.00 58.0000 56.0
## CV residual 0.399 1.08 -1.03 1.54 0.069 -1.86 -0.34 -0.3 1.29 -0.0178 -0.5
## 7254
## Predicted 49.746
## cvpred 49.759
## overall 50.000
## CV residual 0.241
##
## Sum of squares = 62 Mean square = 0.47 n = 133
##
## fold 4
## Observations in test set: 132
## 7 29 80 97 151 162 164 185 235 268
## Predicted 88.40 86.37 85.36 83.324 82.815 82.334 82.69 82.9838 82.319 80.816
## cvpred 88.37 86.34 85.35 83.272 82.814 82.324 82.71 82.9479 82.352 80.813
## overall 90.00 88.00 85.00 84.000 83.000 83.000 83.00 83.0000 82.000 81.000
## CV residual 1.63 1.66 -0.35 0.728 0.186 0.676 0.29 0.0521 -0.352 0.187
## 334 350 371 385 432 471 577 595 706
## Predicted 79.761 80.108 79.8724 80.551 79.020 79.242 79.58 78.0984 78.854
## cvpred 79.722 80.106 79.9054 80.579 78.984 79.233 79.54 78.0543 78.871
## overall 80.000 80.000 80.0000 80.000 79.000 79.000 78.00 78.0000 78.000
## CV residual 0.278 -0.106 0.0946 -0.579 0.016 -0.233 -1.54 -0.0543 -0.871
## 781 789 906 920 929 1019 1084 1149 1182
## Predicted 77.0816 76.866 76.838 75.699 77.26 75.669 74.168 75.66 74.805
## cvpred 77.0748 76.847 76.819 75.703 77.25 75.657 74.153 75.62 74.782
## overall 77.0000 77.000 76.000 76.000 76.00 76.000 75.000 75.00 75.000
## CV residual -0.0748 0.153 -0.819 0.297 -1.25 0.343 0.847 -0.62 0.218
## 1184 1223 1255 1343 1349 1432 1445 1446 1551 1707
## Predicted 74.437 75.99 74.75 74.9468 74.475 73.618 75.07 74.302 74.247 73.356
## cvpred 74.425 76.01 74.78 74.9766 74.476 73.633 75.09 74.289 74.275 73.365
## overall 75.000 75.00 75.00 75.0000 75.000 74.000 74.00 74.000 74.000 73.000
## CV residual 0.575 -1.01 0.22 0.0234 0.524 0.367 -1.09 -0.289 -0.275 -0.365
## 1752 1793 1822 1946 2206 2236 2246 2288 2490
## Predicted 72.918 72.267 73.346 73.459 71.480 71.70 72.286 72.283 70.650
## cvpred 72.883 72.287 73.365 73.463 71.506 71.71 72.287 72.378 70.589
## overall 73.000 73.000 73.000 73.000 72.000 72.00 72.000 72.000 71.000
## CV residual 0.117 0.713 -0.365 -0.463 0.494 0.29 -0.287 -0.378 0.411
## 2549 2559 2564 2570 2599 2621 2667 2687 2704 2711
## Predicted 70.135 70.929 72.08 71.483 70.815 71.836 71.624 71.20 70.754 70.269
## cvpred 70.134 70.988 72.09 71.499 70.763 71.816 71.685 71.24 70.815 70.279
## overall 71.000 71.000 71.00 71.000 71.000 71.000 71.000 71.00 71.000 71.000
## CV residual 0.866 0.012 -1.09 -0.499 0.237 -0.816 -0.685 -0.24 0.185 0.721
## 2734 2973 2992 3089 3152 3340 3398 3421 3448
## Predicted 70.665 70.197 69.8996 69.45 70.0043 69.684 69.105 68.72 69.804
## cvpred 70.692 70.165 69.9289 69.43 70.0855 69.742 69.103 68.72 69.797
## overall 71.000 70.000 70.0000 70.00 70.0000 70.000 69.000 69.00 69.000
## CV residual 0.308 -0.165 0.0711 0.57 -0.0855 0.258 -0.103 0.28 -0.797
## 3475 3510 3645 3783 3961 4077 4086 4096 4108
## Predicted 68.560 69.129 68.349 68.629 68.186 67.880 68.605 67.717 68.759
## cvpred 68.462 69.106 68.392 68.692 68.157 67.887 68.676 67.743 68.828
## overall 69.000 69.000 69.000 69.000 68.000 68.000 68.000 68.000 68.000
## CV residual 0.538 -0.106 0.608 0.308 -0.157 0.113 -0.676 0.257 -0.828
## 4138 4142 4164 4222 4348 4355 4363 4409 4534
## Predicted 68.383 67.8970 68.603 68.0355 68.519 67.711 66.033 66.543 66.804
## cvpred 68.366 67.9217 68.694 68.0886 68.509 67.696 66.031 66.514 66.854
## overall 68.000 68.0000 68.000 68.0000 68.000 67.000 67.000 67.000 67.000
## CV residual -0.366 0.0783 -0.694 -0.0886 -0.509 -0.696 0.969 0.486 0.146
## 4549 4565 4575 4619 4715 4922 4962 4965 4992
## Predicted 67.492 66.726 68.57 67.616 67.108 65.644 65.9778 65.9940 66.236
## cvpred 67.537 66.681 68.59 67.625 67.116 65.627 65.9758 65.9606 66.209
## overall 67.000 67.000 67.00 67.000 67.000 66.000 66.0000 66.0000 66.000
## CV residual -0.537 0.319 -1.59 -0.625 -0.116 0.373 0.0242 0.0394 -0.209
## 4999 5027 5058 5068 5153 5183 5185 5187 5247
## Predicted 66.716 65.9490 66.703 65.9053 65.092 65.866 66.047 66.526 66.771
## cvpred 66.692 65.9276 66.759 65.9016 65.101 65.889 66.085 66.578 66.795
## overall 66.000 66.0000 66.000 66.0000 66.000 66.000 66.000 66.000 66.000
## CV residual -0.692 0.0724 -0.759 0.0984 0.899 0.111 -0.085 -0.578 -0.795
## 5302 5394 5468 5647 5679 5711 5730 5801 5898 5932
## Predicted 65.641 64.570 65.857 65.211 65.285 66.91 64.644 62.9 64.49 63.230
## cvpred 65.669 64.514 65.891 65.265 65.363 66.97 64.723 62.9 64.51 63.252
## overall 66.000 65.000 65.000 65.000 65.000 65.00 65.000 64.0 64.00 64.000
## CV residual 0.331 0.486 -0.891 -0.265 -0.363 -1.97 0.277 1.1 -0.51 0.748
## 5935 5977 6016 6039 6066 6205 6233 6265 6272 6379
## Predicted 63.234 63.64 64.295 64.516 64.084 62.766 64.69 62.763 63.652 64.03
## cvpred 63.252 63.66 64.279 64.552 64.102 62.717 64.68 62.735 63.676 64.09
## overall 64.000 64.00 64.000 64.000 64.000 63.000 63.00 63.000 63.000 63.00
## CV residual 0.748 0.34 -0.279 -0.552 -0.102 0.283 -1.68 0.265 -0.676 -1.09
## 6381 6393 6554 6694 6796 6811 6897 7083 7227 7229
## Predicted 62.307 62.508 60.8 61.218 60.573 60.738 60.163 57.799 57.05 53.400
## cvpred 62.316 62.537 60.8 61.254 60.539 60.796 60.178 57.826 57.09 53.392
## overall 63.000 63.000 62.0 62.000 61.000 61.000 60.000 58.000 55.00 54.000
## CV residual 0.684 0.463 1.2 0.746 0.461 0.204 -0.178 0.174 -2.09 0.608
##
## Sum of squares = 55.8 Mean square = 0.42 n = 132
##
## fold 5
## Observations in test set: 132
## 14 31 32 33 57 68 112 167 199
## Predicted 87.56 87.729 87.594 86.55 85.381 85.1203 83.540 83.0706 82.200
## cvpred 87.56 87.662 87.602 86.46 85.335 85.0979 83.522 83.0248 82.158
## overall 89.00 88.000 88.000 88.00 86.000 85.0000 84.000 83.0000 82.000
## CV residual 1.44 0.338 0.398 1.54 0.665 -0.0979 0.478 -0.0248 -0.158
## 205 275 372 375 378 382 386 422 472
## Predicted 82.216 81.528 79.66 80.181 79.157 80.0194 80.185 80.228 79.489
## cvpred 82.228 81.518 79.66 80.223 79.135 80.0298 80.145 80.164 79.462
## overall 82.000 81.000 80.00 80.000 80.000 80.0000 80.000 80.000 79.000
## CV residual -0.228 -0.518 0.34 -0.223 0.865 -0.0298 -0.145 -0.164 -0.462
## 525 589 704 873 913 971 976 994 1062
## Predicted 78.9675 77.826 78.760 75.9087 76.19 76.222 76.207 75.602 74.67
## cvpred 79.0329 77.795 78.763 75.9005 76.13 76.245 76.151 75.642 74.66
## overall 79.0000 78.000 78.000 76.0000 76.00 76.000 76.000 76.000 76.00
## CV residual -0.0329 0.205 -0.763 0.0995 -0.13 -0.245 -0.151 0.358 1.34
## 1070 1083 1179 1266 1286 1442 1488 1510 1531
## Predicted 74.96 75.429 74.890 75.912 75.244 74.146 74.435 74.838 74.600
## cvpred 74.94 75.429 74.851 75.881 75.148 74.136 74.405 74.815 74.583
## overall 76.00 75.000 75.000 75.000 75.000 74.000 74.000 74.000 74.000
## CV residual 1.06 -0.429 0.149 -0.881 -0.148 -0.136 -0.405 -0.815 -0.583
## 1568 1583 1679 1686 1702 1709 1738 1839 1850
## Predicted 74.273 74.692 73.173 73.204 73.300 73.180 73.503 73.326 72.561
## cvpred 74.268 74.685 73.202 73.144 73.306 73.172 73.546 73.315 72.521
## overall 74.000 74.000 73.000 73.000 73.000 73.000 73.000 73.000 73.000
## CV residual -0.268 -0.685 -0.202 -0.144 -0.306 -0.172 -0.546 -0.315 0.479
## 1891 1896 1959 2069 2073 2112 2118 2237 2274
## Predicted 72.415 73.282 72.064 71.750 71.430 72.359 71.117 71.284 71.669
## cvpred 72.369 73.265 72.038 71.774 71.486 72.369 71.073 71.224 71.574
## overall 73.000 73.000 73.000 72.000 72.000 72.000 72.000 72.000 72.000
## CV residual 0.631 -0.265 0.962 0.226 0.514 -0.369 0.927 0.776 0.426
## 2377 2392 2495 2685 2757 2893 2967 3033 3127
## Predicted 71.125 72.87 71.091 70.9641 71.630 70.481 70.41 69.702 69.9976
## cvpred 71.108 72.86 71.078 70.9254 71.642 70.476 70.42 69.698 69.9641
## overall 72.000 72.00 71.000 71.0000 71.000 70.000 70.00 70.000 70.0000
## CV residual 0.892 -0.86 -0.078 0.0746 -0.642 -0.476 -0.42 0.302 0.0359
## 3146 3313 3329 3394 3495 3506 3513 3528 3597
## Predicted 69.514 69.633 70.0445 68.754 69.15 68.66 68.9537 68.752 68.307
## cvpred 69.447 69.603 70.0508 68.758 69.16 68.66 68.9598 68.734 68.273
## overall 70.000 70.000 70.0000 69.000 69.00 69.00 69.0000 69.000 69.000
## CV residual 0.553 0.397 -0.0508 0.242 -0.16 0.34 0.0402 0.266 0.727
## 3657 3672 3679 3982 4011 4065 4070 4088 4113
## Predicted 67.50 68.8939 69.0767 67.730 68.660 68.0307 67.9312 67.795 67.362
## cvpred 67.47 68.9228 69.0513 67.721 68.713 68.0473 67.9093 67.752 67.388
## overall 69.00 69.0000 69.0000 68.000 68.000 68.0000 68.0000 68.000 68.000
## CV residual 1.53 0.0772 -0.0513 0.279 -0.713 -0.0473 0.0907 0.248 0.612
## 4120 4130 4352 4477 4524 4591 4605 4631 4633 4680
## Predicted 67.455 66.81 67.9294 66.825 66.289 68.014 66.60 67.60 66.296 66.089
## cvpred 67.436 66.78 67.9088 66.825 66.268 67.962 66.61 67.59 66.295 66.108
## overall 68.000 68.00 68.0000 67.000 67.000 67.000 67.00 67.00 67.000 67.000
## CV residual 0.564 1.22 0.0912 0.175 0.732 -0.962 0.39 -0.59 0.705 0.892
## 4687 4752 4889 4920 4947 4948 5125 5132 5190 5192
## Predicted 66.385 67.424 65.900 66.123 65.795 65.660 67.14 64.96 65.71 66.0451
## cvpred 66.435 67.438 65.882 66.141 65.827 65.642 67.16 64.95 65.67 66.0367
## overall 67.000 67.000 66.000 66.000 66.000 66.000 66.00 66.00 66.00 66.0000
## CV residual 0.565 -0.438 0.118 -0.141 0.173 0.358 -1.16 1.05 0.33 -0.0367
## 5199 5274 5328 5464 5490 5492 5493 5625 5694 5815
## Predicted 65.882 66.337 64.283 64.634 67.1 64.612 65.219 66.10 65.095 63.714
## cvpred 65.894 66.342 64.281 64.592 67.1 64.636 65.195 66.06 65.114 63.767
## overall 66.000 66.000 65.000 65.000 65.0 65.000 65.000 65.00 65.000 64.000
## CV residual 0.106 -0.342 0.719 0.408 -2.1 0.364 -0.195 -1.06 -0.114 0.233
## 5819 5854 5930 6308 6377 6403 6433 6570 6589
## Predicted 63.749 64.418 63.9385 63.391 63.336 62.141 63.777 61.9726 63.24
## cvpred 63.751 64.444 63.9076 63.422 63.339 62.151 63.774 61.9783 63.26
## overall 64.000 64.000 64.0000 63.000 63.000 63.000 63.000 62.0000 62.00
## CV residual 0.249 -0.444 0.0924 -0.422 -0.339 0.849 -0.774 0.0217 -1.26
## 6631 6633 6714 6826 6990 7003 7039 7049 7070 7135
## Predicted 61.5 62.136 61.157 61.498 59.70 59.887 59.403 57.10 59.932 58.0522
## cvpred 61.5 62.129 61.226 61.507 59.69 59.906 59.428 57.09 59.943 58.0985
## overall 62.0 62.000 61.000 61.000 59.00 59.000 59.000 59.00 59.000 58.0000
## CV residual 0.5 -0.129 -0.226 -0.507 -0.69 -0.906 -0.428 1.91 -0.943 -0.0985
## 7191 7210
## Predicted 55.386 56.545
## cvpred 55.416 56.548
## overall 56.000 56.000
## CV residual 0.584 -0.548
##
## Sum of squares = 50.5 Mean square = 0.38 n = 132
##
## Overall (Sum over all 132 folds)
## ms
## 0.432
sum((fifa_gk$overall-KCV_gk$cvpred)^2)
## [1] 286
1-sum((fifa_gk$overall-KCV_gk$cvpred)^2)/sum((fifa_gk$overall-mean(fifa_gk$overall))^2)
## [1] 0.989
# for the forward player model, we will perform a 5 fold cross validation
n = dim(fifa_forward)[1]
library(DAAG)
KCV_forward = cv.lm(data=fifa_forward, model_forward, m=5, seed=123)
## Analysis of Variance Table
##
## Response: overall
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 3586 3586 1381.50 <2e-16 ***
## weight_kg 1 21 21 8.05 0.0046 **
## pace 1 6018 6018 2318.35 <2e-16 ***
## shooting 1 32804 32804 12636.93 <2e-16 ***
## passing 1 2494 2494 960.76 <2e-16 ***
## dribbling 1 1253 1253 482.73 <2e-16 ***
## physic 1 389 389 149.72 <2e-16 ***
## skill_moves 1 4 4 1.53 0.2166
## Residuals 1214 3151 3
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(data = fifa_forward, model_forward, m = 5, seed = 123):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 244
## 1 11 21 35 53 87 102 119 193 206
## Predicted 93.11 87.32 87.31 84.61 82.75 84.716 84.280 81.32 79.89 82.289
## cvpred 93.24 87.55 87.45 84.74 82.89 84.755 84.399 81.37 80.05 82.361
## overall 94.00 89.00 89.00 88.00 87.00 85.000 84.000 84.00 83.00 82.000
## CV residual 0.76 1.45 1.55 3.26 4.11 0.245 -0.399 2.63 2.95 -0.361
## 246 294 315 318 329 333 414 419 441 458 482
## Predicted 80.31 79.881 81.96 82.05 81.49 78.46 80.2 79.224 75.62 79.644 77.75
## cvpred 80.45 80.039 82.12 82.15 81.63 78.66 80.2 79.224 75.64 79.798 77.77
## overall 82.00 81.000 81.00 81.00 80.00 80.00 80.0 80.000 79.00 79.000 79.00
## CV residual 1.55 0.961 -1.12 -1.15 -1.63 1.34 -0.2 0.776 3.36 -0.798 1.23
## 484 542 613 628 629 632 657 660 691 728
## Predicted 80.63 78.517 77.95186 72.86 78.871 77.8843 75.3 78.819 78.45 76.763
## cvpred 80.65 78.693 77.99265 72.93 78.898 77.9056 75.3 78.839 78.59 76.788
## overall 79.00 79.000 78.00000 78.00 78.000 78.0000 78.0 78.000 78.00 77.000
## CV residual -1.65 0.307 0.00735 5.07 -0.898 0.0944 2.7 -0.839 -0.59 0.212
## 760 827 828 841 959 984 1022 1028 1042 1044
## Predicted 78.83 79.49 77.705 78.74 76.18 77.39 79.04 77.51 76.724 76.421
## cvpred 78.74 79.56 77.727 78.86 76.26 77.44 79.14 77.45 76.779 76.635
## overall 77.00 77.00 77.000 77.00 76.00 76.00 76.00 76.00 76.000 76.000
## CV residual -1.74 -2.56 -0.727 -1.86 -0.26 -1.44 -3.14 -1.45 -0.779 -0.635
## 1092 1098 1141 1156 1168 1172 1206 1261 1282 1292
## Predicted 73.79 75.391 77.09 73.16 73.85 76.98 75.696 72.47 73.82 75.569
## cvpred 73.85 75.549 77.12 73.28 73.71 76.96 75.814 72.45 73.76 75.623
## overall 75.00 75.000 75.00 75.00 75.00 75.00 75.000 75.00 75.00 75.000
## CV residual 1.15 -0.549 -2.12 1.72 1.29 -1.96 -0.814 2.55 1.24 -0.623
## 1306 1307 1320 1335 1414 1440 1443 1449 1462 1466
## Predicted 71.93 76.67 75.423 73.94 75.54 73.888 75.24 73.98110 72.33 71.99
## cvpred 71.76 76.77 75.467 73.94 75.42 73.852 75.38 73.99668 72.47 72.05
## overall 75.00 75.00 75.000 75.00 74.00 74.000 74.00 74.00000 74.00 74.00
## CV residual 3.24 -1.77 -0.467 1.06 -1.42 0.148 -1.38 0.00332 1.53 1.95
## 1543 1584 1652 1708 1712 1719 1757 1772 1780 1803
## Predicted 75.45 75.18 73.420 73.0147 73.516 73.86 72.8937 70.2 72.249 74.15
## cvpred 75.58 75.12 73.561 73.0699 73.502 73.85 72.9418 70.2 72.241 74.15
## overall 74.00 74.00 74.000 73.0000 73.000 73.00 73.0000 73.0 73.000 73.00
## CV residual -1.58 -1.12 0.439 -0.0699 -0.502 -0.85 0.0582 2.8 0.759 -1.15
## 1817 1821 1825 1887 1898 1978 1980 2041 2045 2052
## Predicted 66.84 70.57 74.74 74.24 73.726 71.0 72.709 73.64 71.8582 72.298
## cvpred 66.66 70.53 74.78 74.34 73.761 70.9 72.628 73.65 71.9109 72.295
## overall 73.00 73.00 73.00 73.00 73.000 73.0 73.000 72.00 72.0000 72.000
## CV residual 6.34 2.47 -1.78 -1.34 -0.761 2.1 0.372 -1.65 0.0891 -0.295
## 2080 2093 2110 2153 2208 2271 2306 2317 2349 2384
## Predicted 72.589 67.51 70.75 73.63 72.0513 73.18 73.6 71.409 73.73 72.700
## cvpred 72.672 67.32 70.79 73.62 72.0324 73.18 73.5 71.413 73.76 72.586
## overall 72.000 72.00 72.00 72.00 72.0000 72.00 72.0 72.000 72.00 72.000
## CV residual -0.672 4.68 1.21 -1.62 -0.0324 -1.18 -1.5 0.587 -1.76 -0.586
## 2398 2416 2417 2468 2472 2493 2497 2499 2509 2563
## Predicted 70.19 71.675 72.706 70.6 71.12 70.9274 70.9111 71.883 66.54 70.296
## cvpred 70.25 71.856 72.821 70.6 71.24 70.9756 71.0939 71.774 66.38 70.212
## overall 72.00 72.000 72.000 71.0 71.00 71.0000 71.0000 71.000 71.00 71.000
## CV residual 1.75 0.144 -0.821 0.4 -0.24 0.0244 -0.0939 -0.774 4.62 0.788
## 2565 2576 2633 2638 2654 2750 2805 2829 2923 2936
## Predicted 73.02 71.454 70.458 70.586 70.375 70.711 69.79 72.68 70.949 69.751
## cvpred 73.04 71.482 70.509 70.633 70.327 70.566 69.73 72.71 70.982 69.831
## overall 71.00 71.000 71.000 71.000 71.000 71.000 71.00 71.00 70.000 70.000
## CV residual -2.04 -0.482 0.491 0.367 0.673 0.434 1.27 -1.71 -0.982 0.169
## 2953 3035 3067 3076 3129 3194 3262 3288 3307 3310
## Predicted 71.39 70.329 71.44 70.853 70.57 67.71 69.133 69.249 70.625 66.58
## cvpred 71.38 70.316 71.43 70.854 70.52 67.67 69.007 69.231 70.603 66.41
## overall 70.00 70.000 70.00 70.000 70.00 70.00 70.000 70.000 70.000 70.00
## CV residual -1.38 -0.316 -1.43 -0.854 -0.52 2.33 0.993 0.769 -0.603 3.59
## 3349 3406 3538 3539 3618 3643 3658 3688 3707 3751
## Predicted 68.12 67.97 71.25 69.967 67.78 69.452 68.765 69.626 66.65 69.267
## cvpred 67.98 67.94 71.02 69.961 67.59 69.404 68.784 69.666 66.64 69.171
## overall 70.00 69.00 69.00 69.000 69.00 69.000 69.000 69.000 69.00 69.000
## CV residual 2.02 1.06 -2.02 -0.961 1.41 -0.404 0.216 -0.666 2.36 -0.171
## 3770 3793 3805 3846 3854 3886 3943 3959 3968 3976
## Predicted 69.03869 71.90 67.16 68.163 67.467 68.514 67.8182 69.1 70.81 64.89
## cvpred 68.99257 71.85 67.26 68.191 67.517 68.566 67.9344 69.1 70.74 64.91
## overall 69.00000 69.00 69.00 68.000 68.000 68.000 68.0000 68.0 68.00 68.00
## CV residual 0.00743 -2.85 1.74 -0.191 0.483 -0.566 0.0656 -1.1 -2.74 3.09
## 3996 4018 4067 4069 4072 4122 4206 4304 4328 4339
## Predicted 69.00 67.607 65.66 67.142 68.252 68.0494 66.96 66.35 69.91 68.1725
## cvpred 69.02 67.614 65.51 67.109 68.248 67.9557 66.97 66.26 70.03 68.0382
## overall 68.00 68.000 68.00 68.000 68.000 68.0000 68.00 68.00 68.00 68.0000
## CV residual -1.02 0.386 2.49 0.891 -0.248 0.0443 1.03 1.74 -2.03 -0.0382
## 4346 4358 4376 4391 4449 4463 4484 4603 4645 4646 4656
## Predicted 67.1 66.276 68.01 68.22 70.26 66.00 65.64 66.13 68.35 66.460 65.36
## cvpred 67.1 66.281 68.17 68.28 70.28 65.95 65.58 65.97 68.22 66.333 65.31
## overall 68.0 67.000 67.00 67.00 67.00 67.00 67.00 67.00 67.00 67.000 67.00
## CV residual 0.9 0.719 -1.17 -1.28 -3.28 1.05 1.42 1.03 -1.22 0.667 1.69
## 4731 4758 4812 4831 4832 4839 4887 4946 4985 5114
## Predicted 69.61 67.390 67.673 65.479 66.0895 65.486 62.97 68.15 67.048 65.93
## cvpred 69.56 67.454 67.678 65.485 66.0269 65.478 62.72 68.11 66.925 65.83
## overall 67.00 67.000 67.000 66.000 66.0000 66.000 66.00 66.00 66.000 66.00
## CV residual -2.56 -0.454 -0.678 0.515 -0.0269 0.522 3.28 -2.11 -0.925 0.17
## 5121 5140 5155 5159 5177 5180 5246 5271 5272 5325
## Predicted 61.27 67.080 67.46 67.5 66.439 66.059 67.043 67.50 66.967 64.775
## cvpred 61.03 66.935 67.51 67.5 66.241 65.868 66.977 67.44 66.872 64.582
## overall 66.00 66.000 66.00 66.0 66.000 66.000 66.000 66.00 66.000 65.000
## CV residual 4.97 -0.935 -1.51 -1.5 -0.241 0.132 -0.977 -1.44 -0.872 0.418
## 5339 5353 5426 5460 5511 5532 5587 5602 5624 5652 5672
## Predicted 65.340 66.87 66.57 65.966 63.70 62.82 66.15 66.2 65.046 62.33 66.33
## cvpred 65.218 66.93 66.48 65.904 63.64 62.64 66.07 66.1 64.572 62.36 66.27
## overall 65.000 65.00 65.00 65.000 65.00 65.00 65.00 65.0 65.000 65.00 65.00
## CV residual -0.218 -1.93 -1.48 -0.904 1.36 2.36 -1.07 -1.1 0.428 2.64 -1.27
## 5687 5692 5704 5718 5719 5752 5753 5755 5797 5958
## Predicted 62.82 64.77 64.00 64.80 64.693 65.591 66.33 64.549 63.9235 66.34
## cvpred 62.58 64.71 63.85 64.84 64.445 65.455 66.48 64.456 63.9007 66.36
## overall 65.00 65.00 65.00 65.00 65.000 65.000 65.00 65.000 64.0000 64.00
## CV residual 2.42 0.29 1.15 0.16 0.555 -0.455 -1.48 0.544 0.0993 -2.36
## 5982 6004 6008 6088 6130 6145 6148 6172 6243 6266
## Predicted 62.48 63.718 64.1461 65.011 64.404 68.33 64.800 64.15 61.48 65.92
## cvpred 62.48 63.653 63.9212 64.769 64.366 68.32 64.847 64.11 61.37 65.92
## overall 64.00 64.000 64.0000 64.000 64.000 64.00 64.000 63.00 63.00 63.00
## CV residual 1.52 0.347 0.0788 -0.769 -0.366 -4.32 -0.847 -1.11 1.63 -2.92
## 6278 6295 6300 6332 6417 6426 6455 6461 6473 6476
## Predicted 63.26 64.73 63.360 62.291 62.010 62.07 65.27 53.78 62.558 62.512
## cvpred 63.16 64.58 63.258 62.145 62.108 61.78 65.13 53.32 62.577 62.378
## overall 63.00 63.00 63.000 63.000 63.000 63.00 63.00 63.00 62.000 62.000
## CV residual -0.16 -1.58 -0.258 0.855 0.892 1.22 -2.13 9.68 -0.577 -0.378
## 6498 6532 6536 6585 6586 6599 6676 6686 6716 6718 6731
## Predicted 60.5 63.24 61.07 63.50 59.78 61.493 64.65 62.540 65.26 62.90 60.224
## cvpred 60.3 63.21 60.86 63.54 59.73 61.355 64.63 62.453 65.18 62.81 60.112
## overall 62.0 62.00 62.00 62.00 62.00 62.000 62.00 62.000 61.00 61.00 61.000
## CV residual 1.7 -1.21 1.14 -1.54 2.27 0.645 -2.63 -0.453 -4.18 -1.81 0.888
## 6742 6836 6856 6908 6924 7017 7059 7071 7199 7208
## Predicted 60.17 59.50 58.14 59.287 60.710 59.388 60.053 58.13 56.998 56.601
## cvpred 59.98 59.23 57.99 59.201 60.563 59.408 59.642 57.75 56.796 56.376
## overall 61.00 61.00 60.00 60.000 60.000 59.000 59.000 59.00 56.000 56.000
## CV residual 1.02 1.77 2.01 0.799 -0.563 -0.408 -0.642 1.25 -0.796 -0.376
##
## Sum of squares = 741 Mean square = 3.04 n = 244
##
## fold 2
## Observations in test set: 245
## 10 27 59 66 135 148 155 158 189 192 196
## Predicted 87.91 82.9 85.690 83.96 81.66 82.344 82.07 80.7 82.958 85.1 82.835
## cvpred 87.89 82.8 85.702 83.87 81.63 82.263 81.91 80.7 82.891 85.0 82.916
## overall 90.00 88.0 86.000 86.00 83.00 83.000 83.00 83.0 83.000 83.0 82.000
## CV residual 2.11 5.2 0.298 2.13 1.37 0.737 1.09 2.3 0.109 -2.0 -0.916
## 212 241 254 277 278 289 328 335 348 354
## Predicted 80.64 82.449 83.22 81.394 77.40 79.41 77.4 79.96246 79.178 78.2
## cvpred 80.64 82.523 83.15 81.499 77.46 79.36 77.3 79.99142 79.081 78.2
## overall 82.00 82.000 82.00 81.000 81.00 81.00 80.0 80.00000 80.000 80.0
## CV residual 1.36 -0.523 -1.15 -0.499 3.54 1.64 2.7 0.00858 0.919 1.8
## 405 407 425 429 452 462 476 509 513 538
## Predicted 80.218 85.39 78.71 77.5 78.7067 81.00 78.102 79.488 78.9642 78.369
## cvpred 80.259 85.51 78.65 77.4 78.9037 80.99 78.086 79.418 78.9771 78.452
## overall 80.000 80.00 80.00 79.0 79.0000 79.00 79.000 79.000 79.0000 79.000
## CV residual -0.259 -5.51 1.35 1.6 0.0963 -1.99 0.914 -0.418 0.0229 0.548
## 573 602 641 655 766 798 806 810 823 858
## Predicted 77.9677 78.2055 75.03 78.733 75.64 75.75 74.33 74.66 77.940 78.59
## cvpred 78.0159 78.0964 74.93 78.875 75.54 75.76 74.56 74.67 77.824 78.52
## overall 78.0000 78.0000 78.00 78.000 77.00 77.00 77.00 77.00 77.000 77.00
## CV residual -0.0159 -0.0964 3.07 -0.875 1.46 1.24 2.44 2.33 -0.824 -1.52
## 893 915 942 945 963 1004 1027 1038 1174 1180 1278
## Predicted 75.438 76.647 76.095 77.88 74.54 74.7 74.88 76.9 75.52 74.431 75.38
## cvpred 75.328 76.693 76.122 77.95 74.57 74.6 74.87 77.0 75.54 74.312 75.26
## overall 76.000 76.000 76.000 76.00 76.00 76.0 76.00 76.0 75.00 75.000 75.00
## CV residual 0.672 -0.693 -0.122 -1.95 1.43 1.4 1.13 -1.0 -0.54 0.688 -0.26
## 1314 1392 1395 1400 1489 1567 1570 1581 1608 1610 1615
## Predicted 77.03 74.840 75.66 75.65 76.45 75.55 72.38 75.74 77.56 75.35 74.420
## cvpred 77.14 74.719 75.84 75.71 76.49 75.59 72.51 75.68 77.68 75.36 74.303
## overall 75.00 74.000 74.00 74.00 74.00 74.00 74.00 74.00 74.00 74.00 74.000
## CV residual -2.14 -0.719 -1.84 -1.71 -2.49 -1.59 1.49 -1.68 -3.68 -1.36 -0.303
## 1646 1647 1690 1722 1791 1811 1913 1915 1917 1920
## Predicted 73.28 71.88 71.64 75.20 72.491 73.658 73.270 72.444 75.02 72.9672
## cvpred 73.16 71.93 71.59 75.07 72.437 73.641 73.331 72.592 74.92 72.9215
## overall 74.00 74.00 73.00 73.00 73.000 73.000 73.000 73.000 73.00 73.0000
## CV residual 0.84 2.07 1.41 -2.07 0.563 -0.641 -0.331 0.408 -1.92 0.0785
## 1932 1937 1952 1976 1977 1979 2087 2117 2134 2138 2202
## Predicted 73.164 71.46 71.14 71.21 71.50 73.73 70.02 71.770 71.1 69.92 73.77
## cvpred 73.227 71.65 71.16 71.15 71.49 73.79 70.02 71.771 71.1 69.87 73.82
## overall 73.000 73.00 73.00 73.00 73.00 73.00 72.00 72.000 72.0 72.00 72.00
## CV residual -0.227 1.35 1.84 1.85 1.51 -0.79 1.98 0.229 0.9 2.13 -1.82
## 2214 2265 2277 2295 2341 2356 2357 2376 2432 2439
## Predicted 69.4 67.40 74.78 71.412 72.695 72.755 71.598 72.0110 69.32 69.99
## cvpred 69.4 67.34 74.83 71.292 72.784 72.703 71.508 72.0261 69.18 70.01
## overall 72.0 72.00 72.00 72.000 72.000 72.000 72.000 72.0000 72.00 72.00
## CV residual 2.6 4.66 -2.83 0.708 -0.784 -0.703 0.492 -0.0261 2.82 1.99
## 2460 2483 2542 2562 2569 2602 2623 2636 2649 2651
## Predicted 70.938 70.67 71.638 72.97 72.11 70.241 71.193 69.96 71.358 69.95
## cvpred 70.874 70.56 71.688 72.93 72.05 70.253 71.277 69.99 71.416 69.97
## overall 71.000 71.00 71.000 71.00 71.00 71.000 71.000 71.00 71.000 71.00
## CV residual 0.126 0.44 -0.688 -1.93 -1.05 0.747 -0.277 1.01 -0.416 1.03
## 2694 2718 2730 2786 2807 2824 2874 2905 2934 2940
## Predicted 70.8792 72.8 70.872 71.482 71.652 69.83 69.198 66.5 67.33 68.2
## cvpred 70.9762 73.0 70.819 71.518 71.558 69.79 69.027 66.5 67.15 68.1
## overall 71.0000 71.0 71.000 71.000 71.000 71.00 70.000 70.0 70.00 70.0
## CV residual 0.0238 -2.0 0.181 -0.518 -0.558 1.21 0.973 3.5 2.85 1.9
## 2956 2975 2998 3054 3107 3166 3178 3180 3199 3205
## Predicted 69.768 67.66 69.110 72.21 69.705 70.096 72.61 70.0720 69.718 70.296
## cvpred 69.774 67.63 69.071 72.19 69.464 70.124 72.71 70.0532 69.743 70.215
## overall 70.000 70.00 70.000 70.00 70.000 70.000 70.00 70.0000 70.000 70.000
## CV residual 0.226 2.37 0.929 -2.19 0.536 -0.124 -2.71 -0.0532 0.257 -0.215
## 3254 3259 3260 3359 3360 3370 3417 3418 3435 3446
## Predicted 68.89 66.99 71.66 67.02 70.222 66.15 68.463 69.777 68.368 67.38
## cvpred 68.84 66.76 71.67 66.85 70.209 66.05 68.497 69.812 68.278 67.33
## overall 70.00 70.00 70.00 70.00 70.000 69.00 69.000 69.000 69.000 69.00
## CV residual 1.16 3.24 -1.67 3.15 -0.209 2.95 0.503 -0.812 0.722 1.67
## 3452 3549 3561 3581 3641 3693 3788 3811 3827 3838
## Predicted 68.410 70.08 67.52 69.229 70.23 67.17 67.38 68.9575 68.417 68.233
## cvpred 68.233 70.09 67.44 69.265 70.13 67.23 67.32 68.9612 68.473 68.222
## overall 69.000 69.00 69.00 69.000 69.00 69.00 69.00 69.0000 69.000 69.000
## CV residual 0.767 -1.09 1.56 -0.265 -1.13 1.77 1.68 0.0388 0.527 0.778
## 3894 3915 3919 3923 3934 3942 3960 4009 4034 4045 4068
## Predicted 67.21 70.3 66.76 68.75 68.252 69.54 65.97 68.388 67.672 69.92 66.89
## cvpred 67.21 70.4 66.75 68.75 68.328 69.59 65.73 68.297 67.673 70.04 66.83
## overall 68.00 68.0 68.00 68.00 68.000 68.00 68.00 68.000 68.000 68.00 68.00
## CV residual 0.79 -2.4 1.25 -0.75 -0.328 -1.59 2.27 -0.297 0.327 -2.04 1.17
## 4110 4132 4204 4214 4234 4259 4314 4318 4323 4329
## Predicted 71.46 70.72 69.16 65.33 66.04 67.212 68.1436 68.832 68.180 68.385
## cvpred 71.41 70.97 69.06 65.52 66.11 67.205 68.0824 68.701 68.167 68.298
## overall 68.00 68.00 68.00 68.00 68.00 68.000 68.0000 68.000 68.000 68.000
## CV residual -3.41 -2.97 -1.06 2.48 1.89 0.795 -0.0824 -0.701 -0.167 -0.298
## 4332 4364 4383 4385 4407 4464 4513 4531 4654 4744
## Predicted 69.6 66.404 64.18 66.400 67.546 66.465 65.86 68.46 67.829 66.154
## cvpred 69.6 66.429 64.19 66.352 67.556 66.546 65.91 68.56 67.823 66.143
## overall 68.0 67.000 67.00 67.000 67.000 67.000 67.00 67.00 67.000 67.000
## CV residual -1.6 0.571 2.81 0.648 -0.556 0.454 1.09 -1.56 -0.823 0.857
## 4749 4886 4939 4964 4975 5021 5053 5076 5102 5175
## Predicted 67.524 66.683 67.92 66.888 68.93 64.69 66.065 66.795 68.01 66.0215
## cvpred 67.444 66.726 67.83 66.932 69.06 64.79 65.829 66.688 68.02 65.9782
## overall 67.000 66.000 66.00 66.000 66.00 66.00 66.000 66.000 66.00 66.0000
## CV residual -0.444 -0.726 -1.83 -0.932 -3.06 1.21 0.171 -0.688 -2.02 0.0218
## 5200 5217 5245 5291 5293 5333 5412 5441 5457 5467
## Predicted 66.1122 64.38 63.91 65.471 63.57 65.918 64.804 65.188 66.09 64.965
## cvpred 66.0594 64.14 63.81 65.533 63.55 65.979 64.825 65.183 66.14 64.825
## overall 66.0000 66.00 66.00 66.000 66.00 65.000 65.000 65.000 65.00 65.000
## CV residual -0.0594 1.86 2.19 0.467 2.45 -0.979 0.175 -0.183 -1.14 0.175
## 5512 5540 5546 5549 5560 5567 5608 5611 5626 5628
## Predicted 60.81 66.43 64.584 65.046 67.6 65.613 65.30 66.36 67.15 67.21
## cvpred 60.82 66.39 64.549 64.804 67.6 65.639 65.34 66.41 67.17 67.23
## overall 65.00 65.00 65.000 65.000 65.0 65.000 65.00 65.00 65.00 65.00
## CV residual 4.18 -1.39 0.451 0.196 -2.6 -0.639 -0.34 -1.41 -2.17 -2.23
## 5668 5677 5696 5698 5709 5717 5789 5820 5843 5845
## Predicted 65.754 62.19 65.235 65.632 65.350 63.3 64.690 65.94 64.626 62.50
## cvpred 65.924 62.04 65.272 65.533 65.239 63.3 64.651 65.91 64.582 62.54
## overall 65.000 65.00 65.000 65.000 65.000 65.0 64.000 64.00 64.000 64.00
## CV residual -0.924 2.96 -0.272 -0.533 -0.239 1.7 -0.651 -1.91 -0.582 1.46
## 5938 5979 6103 6112 6206 6207 6250 6338 6385 6459
## Predicted 65.55 65.45 64.383 63.612 63.299 63.301 64.45 64.42 64.7 63.464
## cvpred 65.45 65.44 64.396 63.636 63.362 63.235 64.36 64.38 64.5 63.518
## overall 64.00 64.00 64.000 64.000 63.000 63.000 63.00 63.00 63.0 63.000
## CV residual -1.45 -1.44 -0.396 0.364 -0.362 -0.235 -1.36 -1.38 -1.5 -0.518
## 6481 6574 6584 6644 6659 6697 6737 6772 6880
## Predicted 62.349 63.63 63.76 62.0023 62.428 60.848 61.0623 61.733 60.751
## cvpred 62.405 63.66 63.78 62.0241 62.482 60.768 61.0798 61.641 60.838
## overall 62.000 62.00 62.00 62.0000 62.000 61.000 61.0000 61.000 60.000
## CV residual -0.405 -1.66 -1.78 -0.0241 -0.482 0.232 -0.0798 -0.641 -0.838
## 6891 6900 6906 6918 6931 6987 7015 7041 7110 7116 7235
## Predicted 62.24 61.25 61.31 60.345 62.5 57.47 61.95 58.480 60.73 58.448 55.32
## cvpred 62.17 61.17 61.37 60.272 62.5 57.46 61.99 58.563 60.64 58.446 55.24
## overall 60.00 60.00 60.00 60.000 60.0 59.00 59.00 59.000 58.00 58.000 54.00
## CV residual -2.17 -1.17 -1.37 -0.272 -2.5 1.54 -2.99 0.437 -2.64 -0.446 -1.24
##
## Sum of squares = 619 Mean square = 2.53 n = 245
##
## fold 3
## Observations in test set: 245
## 18 23 47 67 100 121 128 153 156 165
## Predicted 88.9402 87.88 85.30 85.9297 83.761 80.77 83.530 81.77 81.92 82.401
## cvpred 88.9358 87.87 85.29 85.9432 83.771 80.75 83.495 81.85 81.97 82.378
## overall 89.0000 89.00 87.00 86.0000 84.000 84.00 84.000 83.00 83.00 83.000
## CV residual 0.0642 1.13 1.71 0.0568 0.229 3.25 0.505 1.15 1.03 0.622
## 187 211 222 258 303 336 337 376 400 412
## Predicted 81.89 80.14 84.43 81.522 79.13 78.62 80.506 80.1048 80.475 78.68
## cvpred 81.91 80.11 84.44 81.591 79.09 78.63 80.535 80.0692 80.496 78.69
## overall 83.00 82.00 82.00 81.000 81.00 80.00 80.000 80.0000 80.000 80.00
## CV residual 1.09 1.89 -2.44 -0.591 1.91 1.37 -0.535 -0.0692 -0.496 1.31
## 450 455 461 485 505 515 523 532 548 565
## Predicted 80.59 78.690 78.9581 77.78 80.56 76.7 79.277 77.32 79.526 77.788
## cvpred 80.62 78.738 78.9594 77.81 80.54 76.7 79.287 77.39 79.548 77.861
## overall 79.00 79.000 79.0000 79.00 79.00 79.0 79.000 79.00 79.000 78.000
## CV residual -1.62 0.262 0.0406 1.19 -1.54 2.3 -0.287 1.61 -0.548 0.139
## 616 680 738 752 754 763 771 794 795 822
## Predicted 78.565 78.575 74.86 77.463 74.79 77.71 75.76 78.24 75.986 74.05
## cvpred 78.581 78.626 74.88 77.504 74.79 77.72 75.78 78.24 76.055 73.95
## overall 78.000 78.000 77.00 77.000 77.00 77.00 77.00 77.00 77.000 77.00
## CV residual -0.581 -0.626 2.12 -0.504 2.21 -0.72 1.22 -1.24 0.945 3.05
## 824 838 843 862 874 910 964 1037 1068 1085
## Predicted 75.57 76.714 79 75.68 76.112 76.224 76.677 73.38 75.149 74.083
## cvpred 75.56 76.717 79 75.72 76.169 76.281 76.606 73.49 75.156 74.113
## overall 77.00 77.000 77 77.00 76.000 76.000 76.000 76.00 76.000 75.000
## CV residual 1.44 0.283 -2 1.28 -0.169 -0.281 -0.606 2.51 0.844 0.887
## 1208 1218 1219 1246 1271 1298 1308 1332 1437 1452
## Predicted 73.22 75.137 72.41 75.600 72.65 74.394 76.3 73.72 73.9636 71.7
## cvpred 73.29 75.156 72.37 75.552 72.68 74.347 76.3 73.72 73.9752 71.7
## overall 75.00 75.000 75.00 75.000 75.00 75.000 75.0 75.00 74.0000 74.0
## CV residual 1.71 -0.156 2.63 -0.552 2.32 0.653 -1.3 1.28 0.0248 2.3
## 1480 1507 1516 1523 1528 1540 1580 1593 1658 1671
## Predicted 71.69 73.38 73.56 74.261 73.160 76.50 74.470 73.576 73.869 73.359
## cvpred 71.66 73.33 73.53 74.197 73.122 76.47 74.504 73.575 73.987 73.411
## overall 74.00 74.00 74.00 74.000 74.000 74.00 74.000 74.000 73.000 73.000
## CV residual 2.34 0.67 0.47 -0.197 0.878 -2.47 -0.504 0.425 -0.987 -0.411
## 1688 1692 1733 1828 1929 1935 1936 1955 1961 1968
## Predicted 74.05 71.88 70.99 70.08 74.29 72.77 72.506 73.771 70.22 70.35
## cvpred 74.06 71.97 71.11 69.98 74.25 72.73 72.562 73.731 70.27 70.34
## overall 73.00 73.00 73.00 73.00 73.00 73.00 73.000 73.000 73.00 73.00
## CV residual -1.06 1.03 1.89 3.02 -1.25 0.27 0.438 -0.731 2.73 2.66
## 1975 2020 2048 2075 2086 2108 2217 2220 2260 2269 2318
## Predicted 72.543 71.44 70.81 73.69 73.2 72.632 69.78 73.9 70.82 73.024 72.159
## cvpred 72.556 71.52 70.86 73.74 73.3 72.674 69.87 73.9 70.81 72.996 72.128
## overall 73.000 73.00 72.00 72.00 72.0 72.000 72.00 72.0 72.00 72.000 72.000
## CV residual 0.444 1.48 1.14 -1.74 -1.3 -0.674 2.13 -1.9 1.19 -0.996 -0.128
## 2319 2485 2525 2571 2585 2593 2618 2642 2650 2673
## Predicted 74.26 73.73 69.897 72.69 70.8813 71.648 69.75 69.56 69.31 71.623
## cvpred 74.23 73.76 70.047 72.71 70.9716 71.719 69.83 69.54 69.31 71.594
## overall 72.00 71.00 71.000 71.00 71.0000 71.000 71.00 71.00 71.00 71.000
## CV residual -2.23 -2.76 0.953 -1.71 0.0284 -0.719 1.17 1.46 1.69 -0.594
## 2696 2787 2798 2828 2845 2875 2887 2906 2925 2932
## Predicted 68.76 72.58 71.827 71.209 66.11 70.641 71.12 70.639 70.488 70.010
## cvpred 68.78 72.55 71.889 71.202 66.07 70.722 71.14 70.699 70.502 70.103
## overall 71.00 71.00 71.000 71.000 71.00 70.000 70.00 70.000 70.000 70.000
## CV residual 2.22 -1.55 -0.889 -0.202 4.93 -0.722 -1.14 -0.699 -0.502 -0.103
## 2945 2954 3027 3045 3071 3131 3135 3172 3186 3217 3226
## Predicted 71.35 69.531 71.74 71.3 69.14 71.6 71.08 71.06 70.09 71.83 69.099
## cvpred 71.37 69.607 71.78 71.3 69.09 71.6 71.08 71.06 70.12 71.79 69.121
## overall 70.00 70.000 70.00 70.0 70.00 70.0 70.00 70.00 70.00 70.00 70.000
## CV residual -1.37 0.393 -1.78 -1.3 0.91 -1.6 -1.08 -1.06 -0.12 -1.79 0.879
## 3296 3363 3377 3424 3461 3474 3476 3488 3541 3584
## Predicted 70.813 68.26 67.986 71.15 67.61 69.805 68.508 69.113 70.48 71.21
## cvpred 70.803 68.33 68.085 71.15 67.58 69.833 68.577 69.136 70.54 71.25
## overall 70.000 70.00 69.000 69.00 69.00 69.000 69.000 69.000 69.00 69.00
## CV residual -0.803 1.67 0.915 -2.15 1.42 -0.833 0.423 -0.136 -1.54 -2.25
## 3623 3638 3704 3719 3740 3758 3768 3795 3826 3856
## Predicted 69.145 68.238 70.2 70.54 73.70 71.80 68.070 70.30 66.81 69.10
## cvpred 69.252 68.253 70.2 70.52 73.74 71.76 68.078 70.26 66.87 69.22
## overall 69.000 69.000 69.0 69.00 69.00 69.00 69.000 69.00 69.00 68.00
## CV residual -0.252 0.747 -1.2 -1.52 -4.74 -2.76 0.922 -1.26 2.13 -1.22
## 3870 3884 3902 3914 3944 3965 3972 3985 4022 4054 4090
## Predicted 67.842 69.90 71.7 69.67 70.09 66.6 68.213 66.46 68.963 68.749 67.31
## cvpred 67.868 69.96 71.7 69.74 70.14 66.6 68.265 66.43 68.969 68.762 67.36
## overall 68.000 68.00 68.0 68.00 68.00 68.0 68.000 68.00 68.000 68.000 68.00
## CV residual 0.132 -1.96 -3.7 -1.74 -2.14 1.4 -0.265 1.57 -0.969 -0.762 0.64
## 4125 4237 4244 4336 4362 4389 4450 4451 4455 4461
## Predicted 67.763 66.6 69.46 68.741 69.36 68.79 66.343 69.25 66.570 68.02
## cvpred 67.752 66.6 69.49 68.747 69.38 68.86 66.323 69.29 66.596 68.11
## overall 68.000 68.0 68.00 68.000 67.00 67.00 67.000 67.00 67.000 67.00
## CV residual 0.248 1.4 -1.49 -0.747 -2.38 -1.86 0.677 -2.29 0.404 -1.11
## 4471 4483 4504 4558 4641 4669 4689 4719 4721 4730
## Predicted 68.97 66.544 64.81 64.91 67.286 66.871 68.25 70.7 68.28 66.086
## cvpred 69.02 66.593 64.85 64.95 67.259 66.787 68.25 70.7 68.27 66.121
## overall 67.00 67.000 67.00 67.00 67.000 67.000 67.00 67.0 67.00 67.000
## CV residual -2.02 0.407 2.15 2.05 -0.259 0.213 -1.25 -3.7 -1.27 0.879
## 4754 4763 4794 4799 4804 4828 4844 4849 4894 4931
## Predicted 70.20 66.469 68.68 67.922 66.9936 64.40 65.300 67.52 68.40 67.38
## cvpred 70.18 66.541 68.63 67.985 67.0663 64.47 65.349 67.54 68.43 67.42
## overall 67.00 67.000 67.00 67.000 67.0000 66.00 66.000 66.00 66.00 66.00
## CV residual -3.18 0.459 -1.63 -0.985 -0.0663 1.53 0.651 -1.54 -2.43 -1.42
## 4983 4993 5051 5096 5119 5126 5133 5158 5290 5296
## Predicted 65.003 65.742 66.055 67.5 66.776 64.12 68.81 68.48 66.713 66.445
## cvpred 65.081 65.825 66.105 67.5 66.805 64.17 68.79 68.48 66.756 66.507
## overall 66.000 66.000 66.000 66.0 66.000 66.00 66.00 66.00 66.000 66.000
## CV residual 0.919 0.175 -0.105 -1.5 -0.805 1.83 -2.79 -2.48 -0.756 -0.507
## 5375 5432 5478 5695 5721 5783 5884 5891 5924 6051
## Predicted 57.50 66.21 65.045 68.08 64.370 63.151 62.93 63.370 64.237 62.93
## cvpred 57.47 66.21 65.103 68.09 64.359 63.235 62.93 63.467 64.323 62.89
## overall 65.00 65.00 65.000 65.00 65.000 64.000 64.00 64.000 64.000 64.00
## CV residual 7.53 -1.21 -0.103 -3.09 0.641 0.765 1.07 0.533 -0.323 1.11
## 6070 6116 6170 6195 6204 6230 6282 6307 6310 6316
## Predicted 63.845 65.63 60.88 63.537 64.3 62.200 63.690 62.386 65.62 62.84
## cvpred 63.853 65.68 60.91 63.668 64.4 62.195 63.747 62.319 65.69 62.87
## overall 64.000 64.00 63.00 63.000 63.0 63.000 63.000 63.000 63.00 63.00
## CV residual 0.147 -1.68 2.09 -0.668 -1.4 0.805 -0.747 0.681 -2.69 0.13
## 6369 6380 6418 6457 6470 6568 6592 6648 6695 6709
## Predicted 62.642 60.9 63.520 64.8 63.40 63.18 64.41 63.27 62.0352 60.452
## cvpred 62.659 60.8 63.563 64.8 63.48 63.19 64.45 63.26 61.9839 60.507
## overall 63.000 63.0 63.000 63.0 62.00 62.00 62.00 62.00 62.0000 61.000
## CV residual 0.341 2.2 -0.563 -1.8 -1.48 -1.19 -2.45 -1.26 0.0161 0.493
## 6717 6733 6754 6779 6780 6813 6860 6862 6875 6886
## Predicted 61.808 60.695 61.878 62.79 62.76 60.401 59.9388 60.355 58.46 59.446
## cvpred 61.948 60.776 61.963 62.83 62.78 60.453 60.0311 60.456 58.45 59.496
## overall 61.000 61.000 61.000 61.00 61.00 61.000 60.0000 60.000 60.00 60.000
## CV residual -0.948 0.224 -0.963 -1.83 -1.78 0.547 -0.0311 -0.456 1.55 0.504
## 6893 6902 6935 6948 6984 7096 7100 7113 7114 7175
## Predicted 61.7 61.37 60.123 58.78 62.47 58.702 58.540 57.304 58.870 58.03
## cvpred 61.8 61.46 60.157 58.84 62.58 58.756 58.574 57.392 58.922 58.06
## overall 60.0 60.00 60.000 60.00 59.00 58.000 58.000 58.000 58.000 57.00
## CV residual -1.8 -1.46 -0.157 1.16 -3.58 -0.756 -0.574 0.608 -0.922 -1.06
## 7215 7234
## Predicted 56.92 55.52
## cvpred 56.99 55.58
## overall 55.00 54.00
## CV residual -1.99 -1.58
##
## Sum of squares = 603 Mean square = 2.46 n = 245
##
## fold 4
## Observations in test set: 245
## 2 13 20 40 42 82 92 129 157 172 198
## Predicted 91.66 88.55 88.693 86.21 83.65 80.97 84.170 85.08 81.01 80.57 80.49
## cvpred 91.47 88.35 88.566 86.13 83.67 80.77 84.139 85.01 80.94 80.56 80.45
## overall 93.00 89.00 89.000 88.00 87.00 85.00 85.000 84.00 83.00 83.00 82.00
## CV residual 1.53 0.65 0.434 1.87 3.33 4.23 0.861 -1.01 2.06 2.44 1.55
## 218 220 244 252 253 272 293 320 364 374 527
## Predicted 78.76 81.246 79.62 79.26 80.54 79.69 81.626 81.29 78.82 81.16 80.86
## cvpred 78.82 81.125 79.65 79.15 80.52 79.65 81.588 81.15 78.72 81.07 80.76
## overall 82.00 82.000 82.00 82.00 82.00 81.00 81.000 80.00 80.00 80.00 79.00
## CV residual 3.18 0.875 2.35 2.85 1.48 1.35 -0.588 -1.15 1.28 -1.07 -1.76
## 539 587 590 601 625 648 671 686 711 725
## Predicted 79.224 78.415 75.89 80.07 76.25 77.578 75.80 77.482 75.74 76.359
## cvpred 79.141 78.401 75.85 80.03 76.29 77.625 75.75 77.483 75.78 76.356
## overall 79.000 78.000 78.00 78.00 78.00 78.000 78.00 78.000 78.00 77.000
## CV residual -0.141 -0.401 2.15 -2.03 1.71 0.375 2.25 0.517 2.22 0.644
## 775 783 786 831 833 834 840 844 868 869 870
## Predicted 75.7 77.92 75.38 76.007 76.812 79.46 78.65 74.57 73.31 77.6 75.511
## cvpred 75.6 77.87 75.32 76.034 76.758 79.46 78.66 74.55 73.25 77.6 75.465
## overall 77.0 77.00 77.00 77.000 77.000 77.00 77.00 77.00 76.00 76.0 76.000
## CV residual 1.4 -0.87 1.68 0.966 0.242 -2.46 -1.66 2.45 2.75 -1.6 0.535
## 897 948 953 982 1006 1026 1034 1090 1113 1119
## Predicted 77.18 76.388 76.509 75.509 74.38 79.32 76.704 74.722 77.70 76.99
## cvpred 77.11 76.352 76.457 75.447 74.46 79.22 76.641 74.728 77.74 76.92
## overall 76.00 76.000 76.000 76.000 76.00 76.00 76.000 75.000 75.00 75.00
## CV residual -1.11 -0.352 -0.457 0.553 1.54 -3.22 -0.641 0.272 -2.74 -1.92
## 1142 1157 1159 1187 1360 1365 1398 1413 1465 1472
## Predicted 76.09 73.18 73.37 73.29 73.95 74.252 73.103 76.91 73.979 73.58
## cvpred 76.08 73.17 73.41 73.36 73.95 74.138 73.106 76.83 73.914 73.56
## overall 75.00 75.00 75.00 75.00 75.00 74.000 74.000 74.00 74.000 74.00
## CV residual -1.08 1.83 1.59 1.64 1.05 -0.138 0.894 -2.83 0.086 0.44
## 1497 1518 1552 1599 1617 1619 1648 1653 1676 1783
## Predicted 74.109 76.01 75.41 72.44 74.572 75.76 74.725 73.9413 72.50 72.403
## cvpred 74.141 76.02 75.44 72.41 74.579 75.67 74.777 73.9242 72.52 72.353
## overall 74.000 74.00 74.00 74.00 74.000 74.00 74.000 74.0000 73.00 73.000
## CV residual -0.141 -2.02 -1.44 1.59 -0.579 -1.67 -0.777 0.0758 0.48 0.647
## 1808 1830 1863 1901 1906 1944 2058 2060 2081 2121
## Predicted 71.17 72.155 73.189 74.36 73.97 71.10 72.419 71.679 70.18 72.301
## cvpred 71.25 72.192 73.143 74.37 73.94 71.16 72.435 71.707 70.19 72.334
## overall 73.00 73.000 73.000 73.00 73.00 73.00 72.000 72.000 72.00 72.000
## CV residual 1.75 0.808 -0.143 -1.37 -0.94 1.84 -0.435 0.293 1.81 -0.334
## 2146 2156 2178 2218 2226 2281 2292 2346 2367 2369
## Predicted 69.3 70.20 73.47 71.593 73.53 71.263 70.56 72.289 70.64 72.15
## cvpred 69.4 70.27 73.49 71.546 73.51 71.351 70.62 72.367 70.73 72.22
## overall 72.0 72.00 72.00 72.000 72.00 72.000 72.00 72.000 72.00 72.00
## CV residual 2.6 1.73 -1.49 0.454 -1.51 0.649 1.38 -0.367 1.27 -0.22
## 2385 2414 2486 2496 2555 2574 2609 2620 2631 2639 2660
## Predicted 71.077 71.179 72.22 67.70 70.203 72.4 70.555 73.10 67.04 69.26 72.4
## cvpred 71.065 71.218 72.29 67.75 70.259 72.4 70.582 73.08 67.13 69.29 72.4
## overall 72.000 72.000 71.00 71.00 71.000 71.0 71.000 71.00 71.00 71.00 71.0
## CV residual 0.935 0.782 -1.29 3.25 0.741 -1.4 0.418 -2.08 3.87 1.71 -1.4
## 2691 2736 2737 2774 2827 2842 2892 2994 3116 3122
## Predicted 72.4 67.68 71.523 70.413 72.01 70.9410 69.755 68.94 70.780 74.5
## cvpred 72.5 67.69 71.504 70.476 72.03 70.9683 69.763 68.94 70.884 74.7
## overall 71.0 71.00 71.000 71.000 71.00 71.0000 70.000 70.00 70.000 70.0
## CV residual -1.5 3.31 -0.504 0.524 -1.03 0.0317 0.237 1.06 -0.884 -4.7
## 3144 3210 3221 3326 3347 3375 3379 3393 3444 3447 3455
## Predicted 70.49 69.670 71.11 67.94 66.9 69.363 68.738 70.73 70.81 66.89 70.06
## cvpred 70.57 69.617 71.16 67.97 67.0 69.336 68.739 70.76 70.78 66.83 70.09
## overall 70.00 70.000 70.00 70.00 70.0 69.000 69.000 69.00 69.00 69.00 69.00
## CV residual -0.57 0.383 -1.16 2.03 3.0 -0.336 0.261 -1.76 -1.78 2.17 -1.09
## 3456 3481 3490 3521 3562 3598 3626 3633 3635 3671
## Predicted 67.66 69.681 72.04 67.48 68.05 69.683 66.91 66.61 69.860 71.21
## cvpred 67.57 69.672 72.01 67.53 68.08 69.741 66.96 66.64 69.917 71.18
## overall 69.00 69.000 69.00 69.00 69.00 69.000 69.00 69.00 69.000 69.00
## CV residual 1.43 -0.672 -3.01 1.47 0.92 -0.741 2.04 2.36 -0.917 -2.18
## 3681 3682 3708 3748 3752 3809 3892 3971 4053 4058
## Predicted 69.98 67.74 68.275 69.226 67.81 68.893 69.18 68.237 65.88 67.8492
## cvpred 69.96 67.72 68.304 69.307 67.77 68.922 69.19 68.282 65.91 67.9437
## overall 69.00 69.00 69.000 69.000 69.00 69.000 68.00 68.000 68.00 68.0000
## CV residual -0.96 1.28 0.696 -0.307 1.23 0.078 -1.19 -0.282 2.09 0.0563
## 4083 4101 4109 4226 4246 4253 4256 4297 4331 4516 4561
## Predicted 69.98 66.11 67.187 68.359 70.2 68.496 62.98 69.05 70.20 69 67.019
## cvpred 69.96 66.19 67.234 68.409 70.3 68.512 62.95 69.12 70.18 69 67.135
## overall 68.00 68.00 68.000 68.000 68.0 68.000 68.00 68.00 68.00 67 67.000
## CV residual -1.96 1.81 0.766 -0.409 -2.3 -0.512 5.05 -1.12 -2.18 -2 -0.135
## 4576 4584 4593 4594 4608 4628 4635 4722 4733 4735
## Predicted 68.81 65.43 67.445 66.556 67.628 67.561 70.69 68.44 64.24 68.99
## cvpred 68.79 65.45 67.501 66.633 67.679 67.635 70.79 68.43 64.23 68.99
## overall 67.00 67.00 67.000 67.000 67.000 67.000 67.00 67.00 67.00 67.00
## CV residual -1.79 1.55 -0.501 0.367 -0.679 -0.635 -3.79 -1.43 2.77 -1.99
## 4757 4774 4786 4814 4843 4846 4852 5035 5066 5099
## Predicted 66.760 65.3 67.0343 67.160 68.75 65.496 65.775 66.820 67.64 68.84
## cvpred 66.824 65.4 67.0847 67.233 68.81 65.554 65.771 66.862 67.76 68.85
## overall 67.000 67.0 67.0000 67.000 66.00 66.000 66.000 66.000 66.00 66.00
## CV residual 0.176 1.6 -0.0847 -0.233 -2.81 0.446 0.229 -0.862 -1.76 -2.85
## 5166 5276 5279 5310 5327 5348 5414 5453 5455 5472
## Predicted 67.28 64.86 65.773 66.472 66.88 66.62 65.682 67.50 65.751 64.250
## cvpred 67.36 64.91 65.839 66.459 66.91 66.65 65.755 67.47 65.832 64.446
## overall 66.00 66.00 66.000 66.000 65.00 65.00 65.000 65.00 65.000 65.000
## CV residual -1.36 1.09 0.161 -0.459 -1.91 -1.65 -0.755 -2.47 -0.832 0.554
## 5477 5484 5506 5539 5615 5629 5648 5723 5749 5785
## Predicted 67.05 65.239 64.043 64.610 66.51 65.292 63.27 63.39 64.414 62.79
## cvpred 67.09 65.288 64.125 64.649 66.67 65.411 63.41 63.52 64.539 62.86
## overall 65.00 65.000 65.000 65.000 65.00 65.000 65.00 65.00 65.000 64.00
## CV residual -2.09 -0.288 0.875 0.351 -1.67 -0.411 1.59 1.48 0.461 1.14
## 5795 5817 5873 5916 5917 5931 5993 5997 5999 6017
## Predicted 64.766 63.499 60.40 64.220 62.08 65.18 65.82 66.15 64.738 64.281
## cvpred 64.774 63.571 60.58 64.293 62.16 65.23 65.86 66.18 64.777 64.409
## overall 64.000 64.000 64.00 64.000 64.00 64.00 64.00 64.00 64.000 64.000
## CV residual -0.774 0.429 3.42 -0.293 1.84 -1.23 -1.86 -2.18 -0.777 -0.409
## 6064 6079 6106 6110 6127 6131 6164 6167 6193 6214 6235
## Predicted 64.625 67.43 67.08 65.03 65.32 63.8 63.551 63.98 63.609 64.8 65.27
## cvpred 64.643 67.57 67.18 65.09 65.35 63.8 63.752 64.13 63.669 64.9 65.47
## overall 64.000 64.00 64.00 64.00 64.00 64.0 64.000 63.00 63.000 63.0 63.00
## CV residual -0.643 -3.57 -3.18 -1.09 -1.35 0.2 0.248 -1.13 -0.669 -1.9 -2.47
## 6306 6362 6395 6405 6406 6472 6505 6551 6556 6613
## Predicted 66.39 64.78 64.62 63.85 64.96 63.85 61.496 61.980 60.96 64.46
## cvpred 66.57 64.82 64.72 63.93 65.07 64.01 61.577 62.072 61.04 64.59
## overall 63.00 63.00 63.00 63.00 63.00 62.00 62.000 62.000 62.00 62.00
## CV residual -3.57 -1.82 -1.72 -0.93 -2.07 -2.01 0.423 -0.072 0.96 -2.59
## 6692 6773 6790 6896 6921 6929 6989 6991 6993 7026
## Predicted 62.260 62.12 59.22 63.25 59.686 58.42 61.22 60.85 58.9924 59.95
## cvpred 62.379 62.19 59.47 63.31 59.762 58.57 61.29 61.01 59.0117 60.09
## overall 62.000 61.00 61.00 60.00 60.000 60.00 59.00 59.00 59.0000 59.00
## CV residual -0.379 -1.19 1.53 -3.31 0.238 1.43 -2.29 -2.01 -0.0117 -1.09
## 7030 7055 7136 7209 7225 7251 7253 7255
## Predicted 58.8563 59.276 63.54 59.78 56.62 52.99 52.17 50.706
## cvpred 58.9364 59.415 63.65 60.02 56.69 53.18 52.38 50.851
## overall 59.0000 59.000 58.00 56.00 55.00 52.00 51.00 50.000
## CV residual 0.0636 -0.415 -5.65 -4.02 -1.69 -1.18 -1.38 -0.851
##
## Sum of squares = 701 Mean square = 2.86 n = 245
##
## fold 5
## Observations in test set: 244
## 5 24 62 96 101 136 137 170 174 207
## Predicted 88.00 85.79 83.27 81.8 81.18 83.835 83.08286 84.68 83.426 79.87
## cvpred 88.09 85.78 83.28 81.8 81.24 83.822 82.99646 84.65 83.442 79.88
## overall 91.00 88.00 86.00 84.0 84.00 83.000 83.00000 83.00 83.000 82.00
## CV residual 2.91 2.22 2.72 2.2 2.76 -0.822 0.00354 -1.65 -0.442 2.12
## 231 238 245 250 290 304 310 353 380 381 426
## Predicted 79.77 82.830 77.5 82.092 77.57 80.190 81.672 81.26 80.13 77.9 76.65
## cvpred 79.77 82.864 77.4 82.137 77.41 80.193 81.703 81.23 80.12 77.7 76.63
## overall 82.00 82.000 82.0 82.000 81.00 81.000 81.000 80.00 80.00 80.0 80.00
## CV residual 2.23 -0.864 4.6 -0.137 3.59 0.807 -0.703 -1.23 -0.12 2.3 3.37
## 437 445 459 489 491 492 493 508 514 520 524
## Predicted 78.620 78.170 76.3 77.85 77.69 80.78 77.63 77.71 80.0 78.336 78.416
## cvpred 78.569 78.012 76.2 77.79 77.73 80.75 77.63 77.72 80.1 78.344 78.317
## overall 79.000 79.000 79.0 79.00 79.00 79.00 79.00 79.00 79.0 79.000 79.000
## CV residual 0.431 0.988 2.8 1.21 1.27 -1.75 1.37 1.28 -1.1 0.656 0.683
## 656 692 693 699 705 757 805 820 835 853
## Predicted 74.91 77.45 74.31 77.9623 79.07 74.78 76.803 78.26 77.209 75.89
## cvpred 74.77 77.47 74.23 77.9095 79.04 74.73 76.659 78.32 77.151 75.81
## overall 78.00 78.00 78.00 78.0000 78.00 77.00 77.000 77.00 77.000 77.00
## CV residual 3.23 0.53 3.77 0.0905 -1.04 2.27 0.341 -1.32 -0.151 1.19
## 939 961 1018 1029 1035 1071 1078 1096 1164 1256
## Predicted 75.853 73.78 75.712 77.61 76.392 76.336 71.10 74.340 74.819 76.40
## cvpred 75.819 73.74 75.736 77.57 76.296 76.394 71.04 74.289 74.596 76.36
## overall 76.000 76.00 76.000 76.00 76.000 76.000 75.00 75.000 75.000 75.00
## CV residual 0.181 2.26 0.264 -1.57 -0.296 -0.394 3.96 0.711 0.404 -1.36
## 1294 1358 1399 1401 1444 1486 1514 1530 1565 1587
## Predicted 76.9 75.859 73.078 71.8 74.379 76.52 72.94 74.429 76.42 74.503
## cvpred 76.8 75.784 73.048 71.7 74.394 76.56 72.81 74.352 76.47 74.502
## overall 75.0 75.000 74.000 74.0 74.000 74.00 74.00 74.000 74.00 74.000
## CV residual -1.8 -0.784 0.952 2.3 -0.394 -2.56 1.19 -0.352 -2.47 -0.502
## 1645 1668 1684 1705 1725 1735 1746 1760 1766 1781
## Predicted 73.924 73.954 73.23 73.189 71.23 72.361 74.3 72.760 72.705 71.32
## cvpred 73.785 73.871 73.22 73.109 71.13 72.281 74.2 72.771 72.717 71.25
## overall 74.000 73.000 73.00 73.000 73.00 73.000 73.0 73.000 73.000 73.00
## CV residual 0.215 -0.871 -0.22 -0.109 1.87 0.719 -1.2 0.229 0.283 1.75
## 1826 1854 1874 1921 1927 1941 1950 1967 1969 2027
## Predicted 73.819 72.401 71.99 73.0445 72.379 73.14 72.648 71.8 73.584 70.52
## cvpred 73.847 72.374 71.84 73.0845 72.423 73.11 72.628 71.8 73.525 70.39
## overall 73.000 73.000 73.00 73.0000 73.000 73.00 73.000 73.0 73.000 72.00
## CV residual -0.847 0.626 1.16 -0.0845 0.577 -0.11 0.372 1.2 -0.525 1.61
## 2032 2103 2105 2107 2127 2128 2149 2154 2155 2160
## Predicted 72.264 72.891 74.72 71.505 73 69.84 69.94 72.457 71.9748 71.494
## cvpred 72.256 72.842 74.73 71.522 73 69.69 69.82 72.432 71.9023 71.381
## overall 72.000 72.000 72.00 72.000 72 72.00 72.00 72.000 72.0000 72.000
## CV residual -0.256 -0.842 -2.73 0.478 -1 2.31 2.18 -0.432 0.0977 0.619
## 2180 2195 2209 2219 2261 2268 2297 2299 2300 2348
## Predicted 72.971 71.429 71.636 73.34 70.85 73.107 70.19 73.02 70.10 72.605
## cvpred 72.932 71.352 71.701 73.35 70.98 72.921 70.02 73.07 70.04 72.573
## overall 72.000 72.000 72.000 72.00 72.00 72.000 72.00 72.00 72.00 72.000
## CV residual -0.932 0.648 0.299 -1.35 1.02 -0.921 1.98 -1.07 1.96 -0.573
## 2371 2372 2380 2415 2428 2452 2475 2517 2637 2641
## Predicted 73.23 71.849 70.94 71.474 68.57 69.16 72.19 70.078 70.645 72.22
## cvpred 73.24 71.936 70.91 71.518 68.63 69.12 72.06 70.172 70.461 72.19
## overall 72.00 72.000 72.00 72.000 72.00 71.00 71.00 71.000 71.000 71.00
## CV residual -1.24 0.064 1.09 0.482 3.37 1.88 -1.06 0.828 0.539 -1.19
## 2708 2713 2714 2742 2778 2789 2794 2848 2877 2891 2904
## Predicted 73.97 72.83 70.583 72.7 68.2 70.690 73.6 70.55 71.53 69.849 70.432
## cvpred 74.03 72.88 70.608 72.6 68.2 70.678 73.7 70.73 71.42 69.739 70.428
## overall 71.00 71.00 71.000 71.0 71.0 71.000 71.0 71.00 70.00 70.000 70.000
## CV residual -3.03 -1.88 0.392 -1.6 2.8 0.322 -2.7 0.27 -1.42 0.261 -0.428
## 2935 2943 3074 3081 3100 3118 3187 3197 3201 3231
## Predicted 69.02 71.13 70.822 71.11 66.93 68.57 69.897 71.05 71.84 69.207
## cvpred 69.01 71.12 70.839 71.06 66.98 68.47 69.783 71.12 71.89 69.145
## overall 70.00 70.00 70.000 70.00 70.00 70.00 70.000 70.00 70.00 70.000
## CV residual 0.99 -1.12 -0.839 -1.06 3.02 1.53 0.217 -1.12 -1.89 0.855
## 3236 3270 3311 3312 3320 3402 3407 3511 3519 3525
## Predicted 70.620 69.855 71.78 66.98 72.15 67.06 69.689 69.797 67.90 69.619
## cvpred 70.596 69.876 71.73 67.15 72.23 66.89 69.679 69.671 67.92 69.657
## overall 70.000 70.000 70.00 70.00 70.00 69.00 69.000 69.000 69.00 69.000
## CV residual -0.596 0.124 -1.73 2.85 -2.23 2.11 -0.679 -0.671 1.08 -0.657
## 3591 3604 3627 3630 3640 3660 3663 3694 3710 3730
## Predicted 68.01 68.444 68.866 68.399 70.26 71.10 69.536 69.0148 70.41 68.825
## cvpred 67.76 68.414 68.775 68.379 70.33 71.09 69.518 68.9043 70.29 68.825
## overall 69.00 69.000 69.000 69.000 69.00 69.00 69.000 69.0000 69.00 69.000
## CV residual 1.24 0.586 0.225 0.621 -1.33 -2.09 -0.518 0.0957 -1.29 0.175
## 3780 3789 3791 3815 3832 3843 3883 4001 4019 4041
## Predicted 68.564 68.888 69.16 68.451 72.35 66.78 68.579 70.25 67.816 68.1405
## cvpred 68.741 68.879 69.26 68.514 72.33 66.71 68.358 70.25 67.777 68.0806
## overall 69.000 69.000 69.00 69.000 69.00 68.00 68.000 68.00 68.000 68.0000
## CV residual 0.259 0.121 -0.26 0.486 -3.33 1.29 -0.358 -2.25 0.223 -0.0806
## 4203 4220 4232 4255 4266 4274 4322 4344 4401 4421 4433
## Predicted 66.7 68.409 67.605 68.2 68.077 68.262 70.04 66.45 68.4 65.1 67.730
## cvpred 66.6 68.353 67.587 68.2 68.166 68.213 70.01 66.38 68.3 65.0 67.763
## overall 68.0 68.000 68.000 68.0 68.000 68.000 68.00 68.00 67.0 67.0 67.000
## CV residual 1.4 -0.353 0.413 -0.2 -0.166 -0.213 -2.01 1.62 -1.3 2.0 -0.763
## 4439 4474 4592 4620 4624 4681 4697 4783 4847 4878 4936
## Predicted 67.44 68.41 68.59 69.66 68.14 67.377 67.914 67.7 67.36 67.28 66.772
## cvpred 67.38 68.44 68.57 69.59 68.22 67.445 67.812 67.8 67.31 67.28 66.779
## overall 67.00 67.00 67.00 67.00 67.00 67.000 67.000 67.0 66.00 66.00 66.000
## CV residual -0.38 -1.44 -1.57 -2.59 -1.22 -0.445 -0.812 -0.8 -1.31 -1.28 -0.779
## 4967 4982 5107 5182 5198 5371 5374 5392 5424 5463
## Predicted 66.614 65.813 65.125 66.46 66.0685 66.104 64.416 66.61 65.298 68.32
## cvpred 66.632 65.793 65.092 66.57 66.0463 65.984 64.279 66.53 65.214 68.35
## overall 66.000 66.000 66.000 66.00 66.0000 65.000 65.000 65.00 65.000 65.00
## CV residual -0.632 0.207 0.908 -0.57 -0.0463 -0.984 0.721 -1.53 -0.214 -3.35
## 5501 5528 5541 5573 5591 5597 5610 5613 5619 5655
## Predicted 62.72 62.35 60.76 68.94 64.882 67.41 66.027 61.96 65.582 65.230
## cvpred 62.53 62.47 60.73 68.87 64.897 67.45 65.908 61.78 65.645 65.361
## overall 65.00 65.00 65.00 65.00 65.000 65.00 65.000 65.00 65.000 65.000
## CV residual 2.47 2.53 4.27 -3.87 0.103 -2.45 -0.908 3.22 -0.645 -0.361
## 5669 5700 5708 5780 5788 5800 5807 5824 5858 5903
## Predicted 64.086 64.807 65.6 65.330 63.09 65.06 63.659 65.31 63.937 65.15
## cvpred 64.107 64.837 65.6 65.302 62.83 65.04 63.665 65.37 63.845 65.11
## overall 65.000 65.000 65.0 65.000 64.00 64.00 64.000 64.00 64.000 64.00
## CV residual 0.893 0.163 -0.6 -0.302 1.17 -1.04 0.335 -1.37 0.155 -1.11
## 5962 5969 5994 6023 6095 6098 6144 6221 6223 6281
## Predicted 64.350 64.279 63.199 62.15 63.927 66.50 63.9841 66.69 62.920 64.54
## cvpred 64.375 64.345 63.277 62.16 63.746 66.52 63.9133 66.64 62.826 64.43
## overall 64.000 64.000 64.000 64.00 64.000 64.00 64.0000 63.00 63.000 63.00
## CV residual -0.375 -0.345 0.723 1.84 0.254 -2.52 0.0867 -3.64 0.174 -1.43
## 6299 6321 6497 6512 6572 6626 6635 6658 6707 6710
## Predicted 64.81 62.551 61.43 60.07 63.80 62.811 62.064 62.432 61.980 59.13
## cvpred 64.88 62.542 61.41 59.92 63.74 62.788 62.137 62.508 61.973 59.18
## overall 63.00 63.000 62.00 62.00 62.00 62.000 62.000 62.000 61.000 61.00
## CV residual -1.88 0.458 0.59 2.08 -1.74 -0.788 -0.137 -0.508 -0.973 1.82
## 6787 6943 7016 7048 7053 7117 7118 7160 7223
## Predicted 60.06 59.891 57.30 58.532 57.90 57.734 58.539 56.06 54.837
## cvpred 59.93 59.767 57.09 58.597 57.84 57.636 58.656 55.92 54.692
## overall 61.00 60.000 59.00 59.000 59.00 58.000 58.000 57.00 55.000
## CV residual 1.07 0.233 1.91 0.403 1.16 0.364 -0.656 1.08 0.308
##
## Sum of squares = 557 Mean square = 2.28 n = 244
##
## Overall (Sum over all 244 folds)
## ms
## 2.63
sum((fifa_forward$overall-KCV_forward$cvpred)^2)
## [1] 3220
1-sum((fifa_forward$overall-KCV_forward$cvpred)^2)/sum((fifa_forward$overall-mean(fifa_forward$overall))^2)
## [1] 0.935
# for the midfielder player model, we will perform a 5 fold cross validation
n = dim(fifa_midfielder)[1]
library(DAAG)
KCV_midfielder = cv.lm(data=fifa_midfielder, model_midfielder, m=5, seed=123)
## Analysis of Variance Table
##
## Response: overall
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 5832 5832 1030.6 <2e-16 ***
## weight_kg 1 240 240 42.4 9e-11 ***
## pace 1 4108 4108 725.9 <2e-16 ***
## passing 1 61338 61338 10839.0 <2e-16 ***
## dribbling 1 4559 4559 805.6 <2e-16 ***
## defending 1 3506 3506 619.6 <2e-16 ***
## physic 1 1589 1589 280.8 <2e-16 ***
## skill_moves 1 1 1 0.2 0.65
## Residuals 2710 15336 6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(data = fifa_midfielder, model_midfielder, m = 5, seed = 123):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 543
## 22 39 43 52 73 78 93 94 111 130 208
## Predicted 81.89 78.03 78.64 84.9 81.71 84.347 84.07 84.031 81.43 79.21 79.21
## cvpred 82.04 78.05 78.74 85.0 81.85 84.424 84.22 84.076 81.63 79.29 79.21
## overall 89.00 88.00 87.00 87.0 85.00 85.000 85.00 85.000 84.00 84.00 82.00
## CV residual 6.96 9.95 8.26 2.0 3.15 0.576 0.78 0.924 2.37 4.71 2.79
## 228 251 257 264 266 270 279 330 369 373 393
## Predicted 81.369 79.5 78.37 81.484 78.72 79.48 78.74 77.6 77.48 79.433 76.19
## cvpred 81.492 79.6 78.57 81.574 78.74 79.61 78.93 77.8 77.48 79.539 76.33
## overall 82.000 82.0 82.00 81.000 81.00 81.00 81.00 80.0 80.00 80.000 80.00
## CV residual 0.508 2.4 3.43 -0.574 2.26 1.39 2.07 2.2 2.52 0.461 3.67
## 395 404 442 494 535 543 546 551 558 559
## Predicted 77.05 77.67 79.068 78.619 75.47 78.04 76.85 77.310 75.75 74.70
## cvpred 77.09 77.71 79.122 78.766 75.57 78.02 76.96 77.444 75.82 74.92
## overall 80.00 80.00 79.000 79.000 79.00 79.00 79.00 78.000 78.00 78.00
## CV residual 2.91 2.29 -0.122 0.234 3.43 0.98 2.04 0.556 2.18 3.08
## 563 579 582 620 624 642 646 668 672 710
## Predicted 77.779 77.048 79.29 76.32 77.551 78.219 79.54 74.19 78.0475 75.75
## cvpred 77.871 77.145 79.32 76.28 77.633 78.363 79.54 74.26 78.0254 75.82
## overall 78.000 78.000 78.00 78.00 78.000 78.000 78.00 78.00 78.0000 78.00
## CV residual 0.129 0.855 -1.32 1.72 0.367 -0.363 -1.54 3.74 -0.0254 2.18
## 717 719 720 740 793 811 814 830 865 867
## Predicted 75.37 75.19 73.91 76.046 76.238 80.35 77.703 76.9764 75.226 74.91
## cvpred 75.37 75.24 74.03 76.078 76.299 80.51 77.808 77.0246 75.273 74.97
## overall 77.00 77.00 77.00 77.000 77.000 77.00 77.000 77.0000 76.000 76.00
## CV residual 1.63 1.76 2.97 0.922 0.701 -3.51 -0.808 -0.0246 0.727 1.03
## 871 872 901 908 918 943 962 978 986 1000
## Predicted 75.444 73.54 76.106 74.33 72.82 76.295 75.729 73.78 75.194 75.238
## cvpred 75.443 73.62 76.168 74.37 72.82 76.368 75.803 73.84 75.168 75.267
## overall 76.000 76.00 76.000 76.00 76.00 76.000 76.000 76.00 76.000 76.000
## CV residual 0.557 2.38 -0.168 1.63 3.18 -0.368 0.197 2.16 0.832 0.733
## 1003 1045 1051 1077 1109 1126 1127 1143 1145 1154
## Predicted 77.29 75.8796 74.91 72.34 68.4 75.781 73.10 77.51 74.794 75.859
## cvpred 77.37 75.9627 74.89 72.47 68.4 75.808 73.12 77.67 74.772 75.927
## overall 76.00 76.0000 76.00 75.00 75.0 75.000 75.00 75.00 75.000 75.000
## CV residual -1.37 0.0373 1.11 2.53 6.6 -0.808 1.88 -2.67 0.228 -0.927
## 1166 1173 1200 1202 1212 1217 1240 1244 1247 1263
## Predicted 72.13 68.42 74.352 75.0687 72.94 72.49 72.96 76.13 75.876 76.04
## cvpred 72.09 68.32 74.513 75.0972 73.01 72.58 72.98 76.25 75.918 76.16
## overall 75.00 75.00 75.000 75.0000 75.00 75.00 75.00 75.00 75.000 75.00
## CV residual 2.91 6.68 0.487 -0.0972 1.99 2.42 2.02 -1.25 -0.918 -1.16
## 1301 1304 1312 1313 1333 1337 1348 1356 1369 1377 1387
## Predicted 75.229 75.334 73.69 74.3 72.28 70.76 73.1 72.76 75.04 73.699 72.71
## cvpred 75.324 75.327 73.74 74.3 72.28 70.69 73.1 72.75 75.17 73.694 72.85
## overall 75.000 75.000 75.00 75.0 75.00 75.00 75.0 75.00 74.00 74.000 74.00
## CV residual -0.324 -0.327 1.26 0.7 2.72 4.31 1.9 2.25 -1.17 0.306 1.15
## 1389 1427 1457 1491 1499 1500 1527 1529 1535 1544
## Predicted 75.32 71.56 73.387 75.12 73.240 72.84 74.366 76.37 72.80 70.54
## cvpred 75.46 71.58 73.429 75.08 73.379 72.85 74.429 76.44 72.93 70.53
## overall 74.00 74.00 74.000 74.00 74.000 74.00 74.000 74.00 74.00 74.00
## CV residual -1.46 2.42 0.571 -1.08 0.621 1.15 -0.429 -2.44 1.07 3.47
## 1550 1566 1573 1574 1588 1602 1628 1630 1631 1675
## Predicted 68.13 72.89 73.671 74.107 74.230 71.40 71.21 73.8611 71.02 72.90530
## cvpred 68.15 72.89 73.652 74.148 74.374 71.32 71.21 73.9839 70.99 72.99894
## overall 74.00 74.00 74.000 74.000 74.000 74.00 74.00 74.0000 74.00 73.00000
## CV residual 5.85 1.11 0.348 -0.148 -0.374 2.68 2.79 0.0161 3.01 0.00106
## 1694 1695 1696 1745 1754 1771 1776 1778 1782 1792
## Predicted 70.7 73.467 74.48 71.82 72.295 72.155 71.955 75.26 74.22 76.12
## cvpred 70.8 73.426 74.49 71.86 72.284 72.287 72.011 75.34 74.25 76.18
## overall 73.0 73.000 73.00 73.00 73.000 73.000 73.000 73.00 73.00 73.00
## CV residual 2.2 -0.426 -1.49 1.14 0.716 0.713 0.989 -2.34 -1.25 -3.18
## 1807 1816 1827 1832 1882 1885 1894 1919 1930 1970
## Predicted 72.332 71.980 73.807 73.192 75.25 72.03 74.81 74.92 70.00 73.708
## cvpred 72.368 72.066 73.866 73.223 75.27 71.97 74.82 74.94 70.11 73.671
## overall 73.000 73.000 73.000 73.000 73.00 73.00 73.00 73.00 73.00 73.000
## CV residual 0.632 0.934 -0.866 -0.223 -2.27 1.03 -1.82 -1.94 2.89 -0.671
## 1973 1982 1986 1989 1997 2015 2017 2024 2028 2037 2050
## Predicted 72.164 74.65 71.60 71.2 69.76 72.075 71.38 72.15 67.88 70.14 71.385
## cvpred 72.232 74.63 71.57 71.3 69.85 72.179 71.49 72.22 67.86 70.16 71.532
## overall 73.000 73.00 73.00 73.0 73.00 73.000 73.00 73.00 72.00 72.00 72.000
## CV residual 0.768 -1.63 1.43 1.7 3.15 0.821 1.51 0.78 4.14 1.84 0.468
## 2051 2057 2082 2097 2109 2120 2132 2135 2144 2150
## Predicted 72.645 73.49 74.68 71.843 72.408 73.33 71.543 70.54 73.60 70.78
## cvpred 72.665 73.56 74.78 71.849 72.343 73.36 71.535 70.49 73.62 70.88
## overall 72.000 72.00 72.00 72.000 72.000 72.00 72.000 72.00 72.00 72.00
## CV residual -0.665 -1.56 -2.78 0.151 -0.343 -1.36 0.465 1.51 -1.62 1.12
## 2168 2171 2177 2193 2196 2198 2199 2228 2248 2254
## Predicted 71.308 71.55 74.88 74.44 74.41 73.48 71.405 70.80 71.399 71.77
## cvpred 71.354 71.58 74.98 74.47 74.45 73.65 71.378 70.84 71.397 71.87
## overall 72.000 72.00 72.00 72.00 72.00 72.00 72.000 72.00 72.000 72.00
## CV residual 0.646 0.42 -2.98 -2.47 -2.45 -1.65 0.622 1.16 0.603 0.13
## 2291 2298 2313 2327 2342 2361 2365 2390 2396 2397 2408
## Predicted 71.27 72.200 74.63 73.06 70.51 73.92 71.748 71.689 73.78 73.8 68.22
## cvpred 71.28 72.269 74.75 73.06 70.53 73.95 71.707 71.783 73.83 73.8 68.09
## overall 72.00 72.000 72.00 72.00 72.00 72.00 72.000 72.000 72.00 72.0 72.00
## CV residual 0.72 -0.269 -2.75 -1.06 1.47 -1.95 0.293 0.217 -1.83 -1.8 3.91
## 2411 2424 2426 2429 2434 2435 2441 2442 2444 2456 2457
## Predicted 73.35 70.48 73.20 72.086 71.4 63.42 72.558 70.39 71.351 69.8 76.10
## cvpred 73.41 70.58 73.34 72.131 71.5 63.27 72.589 70.48 71.314 69.8 76.13
## overall 72.00 72.00 72.00 72.000 72.0 72.00 72.000 72.00 71.000 71.0 71.00
## CV residual -1.41 1.42 -1.34 -0.131 0.5 8.73 -0.589 1.52 -0.314 1.2 -5.13
## 2459 2464 2476 2508 2513 2535 2541 2558 2566 2603 2630
## Predicted 65.91 72.76 72.68 68.64 72.98 71.576 68.88 72.25 70.321 74.59 68.42
## cvpred 65.92 72.84 72.77 68.73 72.97 71.553 68.84 72.26 70.343 74.54 68.44
## overall 71.00 71.00 71.00 71.00 71.00 71.000 71.00 71.00 71.000 71.00 71.00
## CV residual 5.08 -1.84 -1.77 2.27 -1.97 -0.553 2.16 -1.26 0.657 -3.54 2.56
## 2753 2768 2799 2802 2808 2834 2836 2840 2841 2843 2857
## Predicted 70.361 74.20 72.25 73.55 68.0 72.71 66.49 67.84 68.73 70.236 72.21
## cvpred 70.454 74.26 72.17 73.57 68.1 72.82 66.49 67.82 68.65 70.292 72.29
## overall 71.000 71.00 71.00 71.00 71.0 71.00 71.00 71.00 71.00 71.000 71.00
## CV residual 0.546 -3.26 -1.17 -2.57 2.9 -1.82 4.51 3.18 2.35 0.708 -1.29
## 2858 2860 2869 2871 2873 2879 2889 2913 2915 2920
## Predicted 70.065 69.18 70.613 71.699 67.64 67.13 71.14 70.868 72.91 70.442
## cvpred 70.189 69.16 70.619 71.726 67.66 67.26 71.15 70.984 72.84 70.545
## overall 71.000 71.00 71.000 71.000 71.00 70.00 70.00 70.000 70.00 70.000
## CV residual 0.811 1.84 0.381 -0.726 3.34 2.74 -1.15 -0.984 -2.84 -0.545
## 2938 2941 2949 2950 2971 2980 2987 2996 2997 3001
## Predicted 68.86 69.356 71.54 68.38 72.47 68.90 69.654 69.8536 68.34 73.45
## cvpred 68.98 69.471 71.54 68.32 72.43 68.94 69.634 69.9488 68.43 73.44
## overall 70.00 70.000 70.00 70.00 70.00 70.00 70.000 70.0000 70.00 70.00
## CV residual 1.02 0.529 -1.54 1.68 -2.43 1.06 0.366 0.0512 1.57 -3.44
## 3004 3007 3009 3034 3038 3049 3068 3072 3082 3086
## Predicted 70.294 68.11 71.81 69.79 67.96 71.43 71.70 66.99 71.35 72.14
## cvpred 70.346 68.14 71.82 69.82 67.99 71.34 71.66 67.09 71.35 72.12
## overall 70.000 70.00 70.00 70.00 70.00 70.00 70.00 70.00 70.00 70.00
## CV residual -0.346 1.86 -1.82 0.18 2.01 -1.34 -1.66 2.91 -1.35 -2.12
## 3096 3114 3130 3139 3153 3162 3218 3233 3251 3263
## Predicted 70.0812 72.85 70.365 71.3 71.60 71.96 70.411 71.57 70.179 69.227
## cvpred 70.0735 72.95 70.463 71.3 71.64 71.96 70.346 71.59 70.258 69.255
## overall 70.0000 70.00 70.000 70.0 70.00 70.00 70.000 70.00 70.000 70.000
## CV residual -0.0735 -2.95 -0.463 -1.3 -1.64 -1.96 -0.346 -1.59 -0.258 0.745
## 3264 3269 3277 3291 3322 3323 3324 3348 3353 3365 3373
## Predicted 67.36 72.94 73.21 72.66 71.82 68.83 72.35 69.367 69.756 68.90 71.1
## cvpred 67.36 73.03 73.31 72.64 71.83 68.87 72.35 69.441 69.782 68.83 71.1
## overall 70.00 70.00 70.00 70.00 70.00 70.00 70.00 70.000 70.000 70.00 69.0
## CV residual 2.64 -3.03 -3.31 -2.64 -1.83 1.13 -2.35 0.559 0.218 1.17 -2.1
## 3376 3387 3396 3404 3411 3425 3440 3443 3499 3505 3533
## Predicted 69.165 70.7 68.74 69.373 70.6 71.03 67.84 69.547 71.17 70.9 68.274
## cvpred 69.142 70.7 68.78 69.443 70.6 71.05 67.89 69.495 71.16 71.0 68.256
## overall 69.000 69.0 69.00 69.000 69.0 69.00 69.00 69.000 69.00 69.0 69.000
## CV residual -0.142 -1.7 0.22 -0.443 -1.6 -2.05 1.11 -0.495 -2.16 -2.0 0.744
## 3536 3540 3546 3573 3576 3582 3593 3608 3622 3642 3648
## Predicted 72.29 69.189 69.406 71.45 73.17 69.0223 70.4 71.1 65.96 69.80 68.01
## cvpred 72.29 69.204 69.372 71.46 73.19 69.0398 70.4 71.1 65.94 69.86 67.95
## overall 69.00 69.000 69.000 69.00 69.00 69.0000 69.0 69.0 69.00 69.00 69.00
## CV residual -3.29 -0.204 -0.372 -2.46 -4.19 -0.0398 -1.4 -2.1 3.06 -0.86 1.05
## 3666 3712 3722 3723 3733 3750 3764 3767 3801 3804
## Predicted 63.43 70.08 67.71 68.459 69.851 69.562 70.08 71.52 69.974 68.9765
## cvpred 63.38 70.19 67.69 68.569 69.917 69.637 70.08 71.56 69.922 69.0315
## overall 69.00 69.00 69.00 69.000 69.000 69.000 69.00 69.00 69.000 69.0000
## CV residual 5.62 -1.19 1.31 0.431 -0.917 -0.637 -1.08 -2.56 -0.922 -0.0315
## 3817 3819 3830 3848 3874 3917 3931 3947 3954 3957
## Predicted 69.166 69.0436 69.304 65.4 66.98 69.42 68.819 67.758 68.502 68.402
## cvpred 69.172 69.0445 69.294 65.3 67.03 69.44 68.743 67.819 68.545 68.453
## overall 69.000 69.0000 69.000 68.0 68.00 68.00 68.000 68.000 68.000 68.000
## CV residual -0.172 -0.0445 -0.294 2.7 0.97 -1.44 -0.743 0.181 -0.545 -0.453
## 3962 3980 3993 4003 4004 4014 4015 4061 4081 4089 4106
## Predicted 65.77 67.553 59.86 69.61 69.17 70.74 70.60 69.22 71.00 70.27 70.19
## cvpred 65.81 67.558 59.65 69.54 69.08 70.78 70.63 69.34 70.89 70.18 70.27
## overall 68.00 68.000 68.00 68.00 68.00 68.00 68.00 68.00 68.00 68.00 68.00
## CV residual 2.19 0.442 8.35 -1.54 -1.08 -2.78 -2.63 -1.34 -2.89 -2.18 -2.27
## 4111 4126 4129 4148 4158 4159 4168 4169 4180 4192 4224
## Predicted 70.36 70.41 64.17 68.335 69.7 69.73 69.81 70.05 69.005 70.89 65.78
## cvpred 70.26 70.52 64.07 68.358 69.7 69.81 69.79 70.12 68.984 70.84 65.71
## overall 68.00 68.00 68.00 68.000 68.0 68.00 68.00 68.00 68.000 68.00 68.00
## CV residual -2.26 -2.52 3.93 -0.358 -1.7 -1.81 -1.79 -2.12 -0.984 -2.84 2.29
## 4254 4260 4262 4268 4277 4278 4284 4294 4312 4316
## Predicted 70.99 68.257 68.848 71.26 67.622 67.66 69.10 65.94 69.37 68.98
## cvpred 71.02 68.167 68.888 71.35 67.737 67.75 69.05 65.93 69.35 69.03
## overall 68.00 68.000 68.000 68.00 68.000 68.00 68.00 68.00 68.00 68.00
## CV residual -3.02 -0.167 -0.888 -3.35 0.263 0.25 -1.05 2.07 -1.35 -1.03
## 4317 4319 4320 4342 4359 4365 4370 4379 4384 4415 4443
## Predicted 62.40 69.26 67.332 62.95 64.98 65.14 68.05 66.137 64.00 69.62 69.18
## cvpred 62.39 69.27 67.325 62.81 64.98 65.15 68.05 66.179 63.92 69.73 69.11
## overall 68.00 68.00 68.000 68.00 67.00 67.00 67.00 67.000 67.00 67.00 67.00
## CV residual 5.61 -1.27 0.675 5.19 2.02 1.85 -1.05 0.821 3.08 -2.73 -2.11
## 4446 4462 4469 4470 4478 4479 4487 4500 4501 4505 4511
## Predicted 67.111 68.14 64.06 69.21 69.20 70.84 66.401 70.1 69.8 67.158 65.13
## cvpred 67.205 68.16 64.01 69.22 69.17 70.78 66.503 70.1 69.8 67.167 65.08
## overall 67.000 67.00 67.00 67.00 67.00 67.00 67.000 67.0 67.0 67.000 67.00
## CV residual -0.205 -1.16 2.99 -2.22 -2.17 -3.78 0.497 -3.1 -2.8 -0.167 1.92
## 4517 4521 4523 4553 4564 4581 4585 4599 4625 4627
## Predicted 66.848 65.28 65.06 67.695 69.57 68.04 67.7 70.45 66.811 66.080
## cvpred 66.724 65.27 65.03 67.691 69.64 68.03 67.6 70.35 66.737 66.059
## overall 67.000 67.00 67.00 67.000 67.00 67.00 67.0 67.00 67.000 67.000
## CV residual 0.276 1.73 1.97 -0.691 -2.64 -1.03 -0.6 -3.35 0.263 0.941
## 4640 4643 4647 4709 4710 4713 4755 4780 4807 4809 4837
## Predicted 65.65 68.44 68.66 70.80 68.01 68.65 66.779 68.26 68.81 70.15 65.078
## cvpred 65.63 68.48 68.57 70.84 68.05 68.68 66.778 68.31 68.89 70.18 65.127
## overall 67.00 67.00 67.00 67.00 67.00 67.00 67.000 67.00 67.00 67.00 66.000
## CV residual 1.37 -1.48 -1.57 -3.84 -1.05 -1.68 0.222 -1.31 -1.89 -3.18 0.873
## 4851 4861 4865 4884 4908 4909 4935 4938 4940 4944
## Predicted 65.631 67.80 68.70 67.11 64.03 65.083 64.06 66.891 67.16 67.58
## cvpred 65.652 67.78 68.66 67.14 64.04 65.088 64.01 66.895 67.15 67.57
## overall 66.000 66.00 66.00 66.00 66.00 66.000 66.00 66.000 66.00 66.00
## CV residual 0.348 -1.78 -2.66 -1.14 1.96 0.912 1.99 -0.895 -1.15 -1.57
## 4954 4955 4958 4972 4980 4986 4987 4988 5004 5014 5018
## Predicted 67.33 67.51 65.415 68.4 67.44 66.326 63.89 63.88 67.91 62.75 67.62
## cvpred 67.42 67.46 65.429 68.4 67.44 66.357 63.83 63.88 67.99 62.76 67.57
## overall 66.00 66.00 66.000 66.0 66.00 66.000 66.00 66.00 66.00 66.00 66.00
## CV residual -1.42 -1.46 0.571 -2.4 -1.44 -0.357 2.17 2.12 -1.99 3.24 -1.57
## 5056 5060 5084 5086 5087 5088 5092 5113 5117 5139
## Predicted 62.84 67.11 68.36 65.8444 65.752 65.9643 68.03 67.1 67.5 63.82
## cvpred 62.74 67.03 68.25 65.9613 65.796 65.9604 67.97 67.2 67.5 63.83
## overall 66.00 66.00 66.00 66.0000 66.000 66.0000 66.00 66.0 66.0 66.00
## CV residual 3.26 -1.03 -2.25 0.0387 0.204 0.0396 -1.97 -1.2 -1.5 2.17
## 5163 5197 5204 5213 5214 5215 5218 5228 5230 5240
## Predicted 67.89 69.09 60.94 65.603 65.589 61.00 67.18 67.73 65.218 66.298
## cvpred 67.87 69.11 60.76 65.596 65.534 60.95 67.22 67.68 65.192 66.241
## overall 66.00 66.00 66.00 66.000 66.000 66.00 66.00 66.00 66.000 66.000
## CV residual -1.87 -3.11 5.24 0.404 0.466 5.05 -1.22 -1.68 0.808 -0.241
## 5242 5255 5258 5260 5268 5294 5347 5363 5373 5376 5384
## Predicted 66.26 66.770 67.10 69.42 69.0 68.79 63.98 65.782 61.5 64.056 64.730
## cvpred 66.28 66.794 67.11 69.47 68.9 68.75 64.06 65.775 61.4 64.045 64.683
## overall 66.00 66.000 66.00 66.00 66.0 66.00 65.00 65.000 65.0 65.000 65.000
## CV residual -0.28 -0.794 -1.11 -3.47 -2.9 -2.75 0.94 -0.775 3.6 0.955 0.317
## 5385 5389 5397 5407 5409 5415 5417 5421 5430 5446 5461
## Predicted 68.12 65.532 66.31 51.2 69.62 68.01 62.32 65.797 61.62 66.24 64.616
## cvpred 68.22 65.561 66.26 51.0 69.63 67.96 62.32 65.795 61.63 66.33 64.531
## overall 65.00 65.000 65.00 65.0 65.00 65.00 65.00 65.000 65.00 65.00 65.000
## CV residual -3.22 -0.561 -1.26 14.0 -4.63 -2.96 2.68 -0.795 3.37 -1.33 0.469
## 5474 5509 5515 5530 5543 5593 5634 5640 5661 5670
## Predicted 66.49 65.691 65.797 66.88 65.499 68.14 67.15 67.70 67.98 65.610
## cvpred 66.45 65.662 65.877 66.91 65.543 68.15 67.25 67.76 67.95 65.512
## overall 65.00 65.000 65.000 65.00 65.000 65.00 65.00 65.00 65.00 65.000
## CV residual -1.45 -0.662 -0.877 -1.91 -0.543 -3.15 -2.25 -2.76 -2.95 -0.512
## 5713 5756 5757 5766 5821 5844 5886 5889 5937 5949
## Predicted 64.38 66.64 65.810 67.2 62.81 64.04013 67.28 63.836 65.18 62.71
## cvpred 64.42 66.68 65.805 67.2 62.72 64.00106 67.27 63.816 65.22 62.69
## overall 65.00 65.00 65.000 65.0 64.00 64.00000 64.00 64.000 64.00 64.00
## CV residual 0.58 -1.68 -0.805 -2.2 1.28 -0.00106 -3.27 0.184 -1.22 1.31
## 5959 5992 6000 6003 6030 6032 6069 6080 6081 6122
## Predicted 65.76 68.28 65.2 64.359 62.76 62.82 64.843 65.42 65.32 63.9909
## cvpred 65.71 68.31 65.2 64.248 62.76 62.91 64.724 65.39 65.39 63.9756
## overall 64.00 64.00 64.0 64.000 64.00 64.00 64.000 64.00 64.00 64.0000
## CV residual -1.71 -4.31 -1.2 -0.248 1.24 1.09 -0.724 -1.39 -1.39 0.0244
## 6139 6155 6158 6161 6197 6199 6236 6238 6259 6260
## Predicted 71.09 59.30 63.824 64.391 66.66 62.89072 64.9 62.9676 63.192 63.949
## cvpred 71.13 59.18 63.755 64.391 66.58 62.99126 65.0 62.9662 63.251 63.948
## overall 64.00 64.00 64.000 64.000 63.00 63.00000 63.0 63.0000 63.000 63.000
## CV residual -7.13 4.82 0.245 -0.391 -3.58 0.00874 -2.0 0.0338 -0.251 -0.948
## 6274 6279 6305 6330 6343 6360 6371 6374 6383 6384 6389
## Predicted 67.77 64.76 65.09 63.742 65.74 64.48 65.9 65.01 62.436 65 66.69
## cvpred 67.81 64.77 65.06 63.831 65.75 64.43 65.8 65.02 62.395 65 66.73
## overall 63.00 63.00 63.00 63.000 63.00 63.00 63.0 63.00 63.000 63 63.00
## CV residual -4.81 -1.77 -2.06 -0.831 -2.75 -1.43 -2.8 -2.02 0.605 -2 -3.73
## 6397 6413 6451 6474 6475 6478 6514 6524 6535 6542 6604
## Predicted 68.59 65.15 65.43 64.33 61.60 62.603 49.9 63.25 63.2 63.43 61.352
## cvpred 68.54 65.21 65.37 64.26 61.56 62.549 49.5 63.19 63.3 63.37 61.269
## overall 63.00 63.00 63.00 62.00 62.00 62.000 62.0 62.00 62.0 62.00 62.000
## CV residual -5.54 -2.21 -2.37 -2.26 0.44 -0.549 12.5 -1.19 -1.3 -1.37 0.731
## 6623 6660 6662 6683 6687 6699 6701 6725 6759 6762 6788
## Predicted 59.52 63.97 64.58 64.24 62.639 62.8 63.55 59.71 62.02 64.5 64.26
## cvpred 59.58 64.03 64.63 64.16 62.619 62.8 63.63 59.69 62.04 64.4 64.14
## overall 62.00 62.00 62.00 62.00 62.000 61.0 61.00 61.00 61.00 61.0 61.00
## CV residual 2.42 -2.03 -2.63 -2.16 -0.619 -1.8 -2.63 1.31 -1.04 -3.4 -3.14
## 6792 6806 6810 6817 6823 6829 6851 6866 6867 6868
## Predicted 55.4 62.01 65.10 61.885 64.53 63.99 62.89 63.06 60.0940 62.18
## cvpred 55.4 62.04 65.13 61.889 64.54 64.02 62.93 63.03 60.0643 62.18
## overall 61.0 61.00 61.00 61.000 61.00 61.00 61.00 60.00 60.0000 60.00
## CV residual 5.6 -1.04 -4.13 -0.889 -3.54 -3.02 -1.93 -3.03 -0.0643 -2.18
## 6909 6916 6939 6944 6959 7002 7046 7056 7057 7072 7084
## Predicted 59.360 61.94 62.2 62.7 61.80 62.46 62.31 60.68 59.1228 61.62 61.35
## cvpred 59.132 61.97 62.2 62.6 61.88 62.42 62.25 60.62 59.0558 61.65 61.33
## overall 60.000 60.00 60.0 60.0 60.00 59.00 59.00 59.00 59.0000 58.00 58.00
## CV residual 0.868 -1.97 -2.2 -2.6 -1.88 -3.42 -3.25 -1.62 -0.0558 -3.65 -3.33
## 7101 7105 7140 7167 7172 7195 7200 7230 7249 7256
## Predicted 57.9722 50.51 57.819 58.82 57.540 57.35 57.2 51.51 54.09 56.52
## cvpred 57.9706 50.26 57.829 58.76 57.422 57.32 57.2 51.38 53.98 56.43
## overall 58.0000 58.00 58.000 57.00 57.000 56.00 56.0 54.00 52.00 50.00
## CV residual 0.0294 7.74 0.171 -1.76 -0.422 -1.32 -1.2 2.62 -1.98 -6.43
##
## Sum of squares = 3115 Mean square = 5.74 n = 543
##
## fold 2
## Observations in test set: 544
## 6 16 45 86 90 114 123 141 159 177 178
## Predicted 86.84 82.35 80.67 81.37 82.26 82.48 78.89 79.05 78.87 83.554 82.348
## cvpred 86.77 82.19 80.57 81.31 82.28 82.35 78.74 79.04 78.93 83.467 82.317
## overall 91.00 89.00 87.00 85.00 85.00 84.00 84.00 83.00 83.00 83.000 83.000
## CV residual 4.23 6.81 6.43 3.69 2.72 1.65 5.26 3.96 4.07 -0.467 0.683
## 181 195 227 233 248 260 267 281 284 285 305
## Predicted 81.60 81.86 79.07 80.73 80.26 83.82 81.173 80.372 79.44 79.39 78.50
## cvpred 81.55 81.83 79.05 80.65 80.21 83.84 81.136 80.395 79.41 79.39 78.44
## overall 83.00 83.00 82.00 82.00 82.00 81.00 81.000 81.000 81.00 81.00 81.00
## CV residual 1.45 1.17 2.95 1.35 1.79 -2.84 -0.136 0.605 1.59 1.61 2.56
## 319 321 339 401 418 420 434 465 528 550
## Predicted 76.02 79.094 78.49 77.87 78.59 75.91 80.11 75.96 78.425 71.13
## cvpred 75.93 79.024 78.55 77.84 78.57 75.81 80.09 75.96 78.369 71.14
## overall 81.00 80.000 80.00 80.00 80.00 80.00 79.00 79.00 79.000 78.00
## CV residual 5.07 0.976 1.45 2.16 1.43 4.19 -1.09 3.04 0.631 6.86
## 560 574 575 576 583 585 588 604 605 630 645
## Predicted 78.155 77.732 77.034 76.17 74.92 78.6 79.7 76.93 76.63 79.62 79.35
## cvpred 78.207 77.723 77.033 76.11 75.03 78.5 79.7 76.96 76.62 79.57 79.36
## overall 78.000 78.000 78.000 78.00 78.00 78.0 78.0 78.00 78.00 78.00 78.00
## CV residual -0.207 0.277 0.967 1.89 2.97 -0.5 -1.7 1.04 1.38 -1.57 -1.36
## 664 676 681 682 690 695 697 723 739 742
## Predicted 76.70 77.847 78.270 74.21 77.813 76.30 78.203 77.546 76.263 77.431
## cvpred 76.68 77.786 78.262 74.25 77.808 76.29 78.178 77.497 76.301 77.469
## overall 78.00 78.000 78.000 78.00 78.000 78.00 78.000 77.000 77.000 77.000
## CV residual 1.32 0.214 -0.262 3.75 0.192 1.71 -0.178 -0.497 0.699 -0.469
## 748 750 761 770 804 809 825 829 836 846 863
## Predicted 79.2 77.605 75.75 77.260 71.8 77.4 77.645 77.913 75.8 75.94 76.0182
## cvpred 79.3 77.644 75.75 77.289 71.7 77.3 77.574 77.875 75.8 75.95 76.0421
## overall 77.0 77.000 77.00 77.000 77.0 77.0 77.000 77.000 77.0 77.00 76.0000
## CV residual -2.3 -0.644 1.25 -0.289 5.3 -0.3 -0.574 -0.875 1.2 1.05 -0.0421
## 877 878 887 891 905 907 909 931 937 941
## Predicted 76.421 75.8531 76.808 75.601 71.05 73.79 74.61 68.33 78.3 70.14
## cvpred 76.418 75.9302 76.845 75.554 71.05 73.74 74.69 68.37 78.3 70.13
## overall 76.000 76.0000 76.000 76.000 76.00 76.00 76.00 76.00 76.0 76.00
## CV residual -0.418 0.0698 -0.845 0.446 4.95 2.26 1.31 7.63 -2.3 5.87
## 947 950 954 965 973 992 993 1013 1024
## Predicted 74.04 75.235 76.729 76.10553 76.581 76.103 74.60 75.609 75.483
## cvpred 74.05 75.241 76.654 76.00644 76.542 76.115 74.62 75.518 75.387
## overall 76.00 76.000 76.000 76.00000 76.000 76.000 76.00 76.000 76.000
## CV residual 1.95 0.759 -0.654 -0.00644 -0.542 -0.115 1.38 0.482 0.613
## 1031 1041 1056 1087 1095 1102 1103 1124 1131 1132
## Predicted 73.40 77.057 73.34 75.229 72.70 76.017 72.61 71.95 76.34 72.89
## cvpred 73.39 76.969 73.39 75.276 72.76 75.984 72.64 72.06 76.32 72.95
## overall 76.00 76.000 76.00 75.000 75.00 75.000 75.00 75.00 75.00 75.00
## CV residual 2.61 -0.969 2.61 -0.276 2.24 -0.984 2.36 2.94 -1.32 2.05
## 1133 1134 1151 1176 1183 1209 1220 1226 1230 1259 1268
## Predicted 70.73 74.455 73.06 75.654 71.8 73.3 73.48 73.48 77.84 71.82 72.54
## cvpred 70.74 74.499 73.06 75.604 71.7 73.3 73.51 73.41 77.84 71.84 72.42
## overall 75.00 75.000 75.00 75.000 75.0 75.0 75.00 75.00 75.00 75.00 75.00
## CV residual 4.26 0.501 1.94 -0.604 3.3 1.7 1.49 1.59 -2.84 3.16 2.58
## 1283 1285 1288 1293 1296 1317 1318 1321 1325 1326
## Predicted 72.93 74.463 72.92 76.12 73.61 77.26 75.218 75.309 75.690 75.896
## cvpred 72.86 74.347 72.98 76.07 73.58 77.28 75.229 75.236 75.688 75.823
## overall 75.00 75.000 75.00 75.00 75.00 75.00 75.000 75.000 75.000 75.000
## CV residual 2.14 0.653 2.02 -1.07 1.42 -2.28 -0.229 -0.236 -0.688 -0.823
## 1327 1339 1341 1342 1353 1362 1363 1367 1373 1374
## Predicted 75.255 76.042 75.500 78.45 70.20 75.07 69.45 73.890 68.35 71.39
## cvpred 75.303 75.965 75.453 78.55 70.17 75.12 69.47 73.861 68.33 71.32
## overall 75.000 75.000 75.000 75.00 75.00 74.00 74.00 74.000 74.00 74.00
## CV residual -0.303 -0.965 -0.453 -3.55 4.83 -1.12 4.53 0.139 5.67 2.68
## 1383 1419 1422 1433 1460 1471 1474 1478 1494 1521 1524
## Predicted 71.92 72.07 72.65 72.91 74.732 76.25 74.37 72.49 69.00 74.880 72.8
## cvpred 71.87 72.05 72.65 72.85 74.768 76.22 74.36 72.53 68.92 74.924 72.7
## overall 74.00 74.00 74.00 74.00 74.000 74.00 74.00 74.00 74.00 74.000 74.0
## CV residual 2.13 1.95 1.35 1.15 -0.768 -2.22 -0.36 1.47 5.08 -0.924 1.3
## 1539 1576 1578 1614 1632 1677 1678 1689 1691 1704 1710
## Predicted 70.36 71.8 75.07 75.41 74.328 71.9 70.52 73.233 75.43 73.415 73.234
## cvpred 70.28 71.8 75.03 75.43 74.357 71.9 70.46 73.271 75.43 73.383 73.265
## overall 74.00 74.0 74.00 74.00 74.000 73.0 73.00 73.000 73.00 73.000 73.000
## CV residual 3.72 2.2 -1.03 -1.43 -0.357 1.1 2.54 -0.271 -2.43 -0.383 -0.265
## 1728 1748 1761 1767 1784 1794 1815 1838 1841 1908
## Predicted 71.75 73.0359 72.285 63.48 71.70 74.61 75.36 73.1500 72.195 72.754
## cvpred 71.78 73.0643 72.304 63.58 71.77 74.58 75.33 73.0768 72.157 72.666
## overall 73.00 73.0000 73.000 73.00 73.00 73.00 73.00 73.0000 73.000 73.000
## CV residual 1.22 -0.0643 0.696 9.42 1.23 -1.58 -2.33 -0.0768 0.843 0.334
## 1922 1940 1981 2006 2007 2021 2029 2031 2038 2094 2101
## Predicted 73.586 74.8 70.80 69.6 70.23 71.90 73.71 68.04 74.2 71.9427 71.209
## cvpred 73.598 74.7 70.84 69.5 70.16 71.88 73.76 67.97 74.3 71.9411 71.177
## overall 73.000 73.0 73.00 73.0 73.00 73.00 72.00 72.00 72.0 72.0000 72.000
## CV residual -0.598 -1.7 2.16 3.5 2.84 1.12 -1.76 4.03 -2.3 0.0589 0.823
## 2119 2140 2152 2159 2186 2203 2210 2222 2230 2256
## Predicted 71.504 68.38 71.93 70.47 72.729 74.54 71.622 70.73 71.195 74.6
## cvpred 71.564 68.41 71.87 70.42 72.691 74.56 71.636 70.65 71.143 74.5
## overall 72.000 72.00 72.00 72.00 72.000 72.00 72.000 72.00 72.000 72.0
## CV residual 0.436 3.59 0.13 1.58 -0.691 -2.56 0.364 1.35 0.857 -2.5
## 2287 2328 2332 2345 2354 2355 2388 2399 2412 2413
## Predicted 72.575 71.496 72.147 70.57 70.39 70.78 77.40 71.84 70.17 70.71
## cvpred 72.489 71.546 72.101 70.53 70.33 70.74 77.35 71.87 70.07 70.68
## overall 72.000 72.000 72.000 72.00 72.00 72.00 72.00 72.00 72.00 72.00
## CV residual -0.489 0.454 -0.101 1.47 1.67 1.26 -5.35 0.13 1.93 1.32
## 2438 2446 2466 2473 2474 2487 2491 2507 2515 2516
## Predicted 70.66 70.337 68.58 72.13 70.636 69.7 72.55 67.99 69.71 68.59
## cvpred 70.62 70.351 68.56 72.16 70.628 69.7 72.54 67.93 69.71 68.59
## overall 72.00 71.000 71.00 71.00 71.000 71.0 71.00 71.00 71.00 71.00
## CV residual 1.38 0.649 2.44 -1.16 0.372 1.3 -1.54 3.07 1.29 2.41
## 2522 2533 2572 2598 2626 2632 2688 2697 2710 2732
## Predicted 71.0577 73.58 71.0558 68.33 72.84 73.29 70.840 70.469 72.31 73.21
## cvpred 71.0601 73.62 71.0364 68.38 72.88 73.29 70.798 70.458 72.33 73.16
## overall 71.0000 71.00 71.0000 71.00 71.00 71.00 71.000 71.000 71.00 71.00
## CV residual -0.0601 -2.62 -0.0364 2.62 -1.88 -2.29 0.202 0.542 -1.33 -2.16
## 2739 2745 2783 2790 2791 2803 2804 2823 2837 2856
## Predicted 68.10 73.19 71.492 72.44 71.0496 74.1 71.175 71.932 69.77 69.54
## cvpred 68.14 73.19 71.552 72.37 70.9698 74.1 71.153 71.892 69.75 69.43
## overall 71.00 71.00 71.000 71.00 71.0000 71.0 71.000 71.000 71.00 71.00
## CV residual 2.86 -2.19 -0.552 -1.37 0.0302 -3.1 -0.153 -0.892 1.25 1.57
## 2859 2863 2872 2878 2884 2888 2896 2900 2903 2909
## Predicted 64.21 70.625 69.94 71.81 68.53 70.024 69.635 72.30 69.353 72.51
## cvpred 64.24 70.642 69.89 71.88 68.49 70.058 69.754 72.32 69.442 72.56
## overall 71.00 71.000 71.00 70.00 70.00 70.000 70.000 70.00 70.000 70.00
## CV residual 6.76 0.358 1.11 -1.88 1.51 -0.058 0.246 -2.32 0.558 -2.56
## 2927 2947 2969 2979 2985 3010 3012 3050 3056 3060 3092
## Predicted 69.693 72.96 68.6 72.37 72.75 70.885 69.202 67.61 68.35 71.48 67.19
## cvpred 69.711 72.98 68.7 72.38 72.75 70.883 69.264 67.57 68.29 71.48 67.14
## overall 70.000 70.00 70.0 70.00 70.00 70.000 70.000 70.00 70.00 70.00 70.00
## CV residual 0.289 -2.98 1.3 -2.38 -2.75 -0.883 0.736 2.43 1.71 -1.48 2.86
## 3109 3126 3143 3154 3170 3177 3211 3213 3215 3222
## Predicted 71.24 70.321 67.67 71.11 65.91 69.224 71.23 70.453 70.198 69.641
## cvpred 71.27 70.358 67.64 71.07 65.96 69.192 71.26 70.437 70.169 69.607
## overall 70.00 70.000 70.00 70.00 70.00 70.000 70.00 70.000 70.000 70.000
## CV residual -1.27 -0.358 2.36 -1.07 4.04 0.808 -1.26 -0.437 -0.169 0.393
## 3229 3237 3248 3252 3266 3274 3278 3281 3285 3292
## Predicted 67.94 71.39 71.87 70.0854 69.9265 68.61 69.629 69.07 70.222 70.315
## cvpred 67.95 71.37 71.86 70.0897 69.9714 68.72 69.591 69.02 70.212 70.252
## overall 70.00 70.00 70.00 70.0000 70.0000 70.00 70.000 70.00 70.000 70.000
## CV residual 2.05 -1.37 -1.86 -0.0897 0.0286 1.28 0.409 0.98 -0.212 -0.252
## 3300 3306 3316 3333 3368 3372 3415 3432 3453 3464
## Predicted 67.70 70.391 71.89 71.87 70.42 67.9 70.97 69.607 70.00 68.9248
## cvpred 67.73 70.332 71.83 71.86 70.37 67.9 70.98 69.653 70.06 68.9052
## overall 70.00 70.000 70.00 70.00 70.00 69.0 69.00 69.000 69.00 69.0000
## CV residual 2.27 -0.332 -1.83 -1.86 -0.37 1.1 -1.98 -0.653 -1.06 0.0948
## 3466 3468 3484 3502 3503 3512 3551 3553 3559 3609
## Predicted 68.8703 65.42 68.401 67.74 69.788 70.77 67.73 67.99 68.02 70.43
## cvpred 68.9502 65.42 68.348 67.72 69.743 70.77 67.77 67.98 67.97 70.44
## overall 69.0000 69.00 69.000 69.00 69.000 69.00 69.00 69.00 69.00 69.00
## CV residual 0.0498 3.58 0.652 1.28 -0.743 -1.77 1.23 1.02 1.03 -1.44
## 3617 3621 3634 3683 3771 3776 3784 3822 3837 3840
## Predicted 66.04 65.94 67.29 69.698 69.218 68.136 62.67 70.74 71.84 69.52
## cvpred 65.96 65.84 67.32 69.585 69.178 68.081 62.72 70.75 71.83 69.59
## overall 69.00 69.00 69.00 69.000 69.000 69.000 69.00 69.00 69.00 68.00
## CV residual 3.04 3.16 1.68 -0.585 -0.178 0.919 6.28 -1.75 -2.83 -1.59
## 3867 3873 3875 3880 3906 3908 3916 3928 3936 3948
## Predicted 67.571 66.61 66.97 65.66 67.740 66.47 68.936 69.21 68.674 68.419
## cvpred 67.655 66.58 66.96 65.68 67.708 66.48 68.997 69.18 68.715 68.468
## overall 68.000 68.00 68.00 68.00 68.000 68.00 68.000 68.00 68.000 68.000
## CV residual 0.345 1.42 1.04 2.32 0.292 1.52 -0.997 -1.18 -0.715 -0.468
## 3981 3998 3999 4016 4021 4025 4030 4046 4060 4098
## Predicted 65.78 69.54 63.25 67.669 68.774 65.56 67.327 68.0005 66.76 71.50
## cvpred 65.76 69.61 63.32 67.667 68.756 65.49 67.349 68.0363 66.76 71.48
## overall 68.00 68.00 68.00 68.000 68.000 68.00 68.000 68.0000 68.00 68.00
## CV residual 2.24 -1.61 4.68 0.333 -0.756 2.51 0.651 -0.0363 1.24 -3.48
## 4123 4174 4187 4194 4201 4211 4218 4233 4236 4249
## Predicted 68.425 66.61 68.576 67.710 68.0914 67.08 70.34 66.38 70.37 70.2
## cvpred 68.472 66.55 68.552 67.667 68.0869 66.96 70.31 66.39 70.36 70.2
## overall 68.000 68.00 68.000 68.000 68.0000 68.00 68.00 68.00 68.00 68.0
## CV residual -0.472 1.45 -0.552 0.333 -0.0869 1.04 -2.31 1.61 -2.36 -2.2
## 4282 4290 4291 4299 4303 4325 4327 4330 4337 4343
## Predicted 71.00 69.47 68.1520 68.393 69.03 68.0848 70.35 68.712 70.86 67.298
## cvpred 71.07 69.49 68.0495 68.415 69.01 68.0372 70.34 68.617 70.83 67.292
## overall 68.00 68.00 68.0000 68.000 68.00 68.0000 68.00 68.000 68.00 68.000
## CV residual -3.07 -1.49 -0.0495 -0.415 -1.01 -0.0372 -2.34 -0.617 -2.83 0.708
## 4375 4396 4403 4432 4434 4445 4454 4473 4481 4482
## Predicted 66.726 66.9368 68.19 69.15 70.6 66.185 67.127 67.99 62.4 66.604
## cvpred 66.787 66.9566 68.28 69.21 70.7 66.205 67.268 68.03 62.5 66.618
## overall 67.000 67.0000 67.00 67.00 67.0 67.000 67.000 67.00 67.0 67.000
## CV residual 0.213 0.0434 -1.28 -2.21 -3.7 0.795 -0.268 -1.03 4.5 0.382
## 4485 4488 4498 4502 4532 4533 4543 4544 4552 4559 4577
## Predicted 69.02 67.411 69.4 69.79 69.66 67.165 69.09 67.951 69.45 69.45 69.26
## cvpred 69.08 67.415 69.5 69.77 69.74 67.149 69.14 67.956 69.43 69.44 69.29
## overall 67.00 67.000 67.0 67.00 67.00 67.000 67.00 67.000 67.00 67.00 67.00
## CV residual -2.08 -0.415 -2.5 -2.77 -2.74 -0.149 -2.14 -0.956 -2.43 -2.44 -2.29
## 4597 4615 4621 4623 4673 4679 4700 4704 4708 4711
## Predicted 70.44 66.9536 64.81 64 68.73 63.33 67.896 67.225 62.65 69.06
## cvpred 70.45 66.9288 64.86 64 68.73 63.35 67.844 67.215 62.63 68.99
## overall 67.00 67.0000 67.00 67 67.00 67.00 67.000 67.000 67.00 67.00
## CV residual -3.45 0.0712 2.14 3 -1.73 3.65 -0.844 -0.215 4.37 -1.99
## 4717 4739 4785 4787 4801 4825 4845 4858 4879 4885
## Predicted 68.10 69.42 68.16 67.044 69.07 66.692 65.405 64.58 68.49 65.574
## cvpred 68.08 69.39 68.17 67.124 68.98 66.636 65.494 64.57 68.59 65.675
## overall 67.00 67.00 67.00 67.000 67.00 67.000 66.000 66.00 66.00 66.000
## CV residual -1.08 -2.39 -1.17 -0.124 -1.98 0.364 0.506 1.43 -2.59 0.325
## 4890 4896 4929 4942 4957 4963 4991 5024 5031 5033
## Predicted 67.68 65.532 64.89 66.24 65.72 66.894 65.491 67.63 68.04 67.11
## cvpred 67.73 65.527 64.86 66.23 65.77 66.915 65.505 67.59 67.98 67.16
## overall 66.00 66.000 66.00 66.00 66.00 66.000 66.000 66.00 66.00 66.00
## CV residual -1.73 0.473 1.14 -0.23 0.23 -0.915 0.495 -1.59 -1.98 -1.16
## 5036 5042 5045 5063 5074 5083 5122 5123 5124 5131
## Predicted 69.60 62.51 65.883 66.053 65.567 66.0 66.864 64.995 68.40 67.77
## cvpred 69.63 62.55 65.857 66.101 65.561 65.9 66.813 65.075 68.32 67.78
## overall 66.00 66.00 66.000 66.000 66.000 66.0 66.000 66.000 66.00 66.00
## CV residual -3.63 3.45 0.143 -0.101 0.439 0.1 -0.813 0.925 -2.32 -1.78
## 5156 5167 5169 5193 5205 5239 5249 5254 5259 5269
## Predicted 69.3 66.702 65.547 68.19 66.828 68.01 66.533 66.98 69.77 64.11
## cvpred 69.2 66.727 65.465 68.22 66.728 67.96 66.547 67.01 69.81 64.12
## overall 66.0 66.000 66.000 66.00 66.000 66.00 66.000 66.00 66.00 66.00
## CV residual -3.2 -0.727 0.535 -2.22 -0.728 -1.96 -0.547 -1.01 -3.81 1.88
## 5309 5313 5331 5335 5336 5358 5359 5379 5387 5423
## Predicted 65.678 65.532 65.327 66.8 66.44 63.33 64.647 63.04 65.572 62.88
## cvpred 65.713 65.559 65.286 66.8 66.43 63.37 64.619 63.13 65.609 62.89
## overall 66.000 66.000 65.000 65.0 65.00 65.00 65.000 65.00 65.000 65.00
## CV residual 0.287 0.441 -0.286 -1.8 -1.43 1.63 0.381 1.87 -0.609 2.11
## 5439 5443 5451 5454 5473 5486 5498 5504 5513 5514
## Predicted 66.7 64.853 65.518 65.80 63.14 65.136 64.131 66.26 64.833 64.9529
## cvpred 66.7 64.807 65.572 65.83 63.18 65.126 64.129 66.28 64.832 64.9233
## overall 65.0 65.000 65.000 65.00 65.00 65.000 65.000 65.00 65.000 65.0000
## CV residual -1.7 0.193 -0.572 -0.83 1.82 -0.126 0.871 -1.28 0.168 0.0767
## 5519 5520 5550 5551 5552 5556 5568 5570 5596 5616
## Predicted 66.56 69.59 64.9703 66.33 69.57 66.79 66.43 65.493 67.26 63.74
## cvpred 66.58 69.66 64.9036 66.34 69.61 66.83 66.44 65.455 67.34 63.79
## overall 65.00 65.00 65.0000 65.00 65.00 65.00 65.00 65.000 65.00 65.00
## CV residual -1.58 -4.66 0.0964 -1.34 -4.61 -1.83 -1.44 -0.455 -2.34 1.21
## 5632 5641 5657 5671 5674 5676 5681 5682 5688 5710 5724
## Predicted 66.13 66.95 67.03 65.292 70.28 66.2 68.14 65.605 66.16 64.14 65.640
## cvpred 66.16 66.86 66.92 65.246 70.36 66.2 68.15 65.616 66.12 64.08 65.594
## overall 65.00 65.00 65.00 65.000 65.00 65.0 65.00 65.000 65.00 65.00 65.000
## CV residual -1.16 -1.86 -1.92 -0.246 -5.36 -1.2 -3.15 -0.616 -1.12 0.92 -0.594
## 5731 5744 5745 5747 5762 5769 5776 5781 5786 5842
## Predicted 64.741 65.918 70.21 66.19 66.93 62.74 66.73 67.45 64.612 64.178
## cvpred 64.782 65.929 70.21 66.23 66.89 62.68 66.84 67.43 64.716 64.244
## overall 65.000 65.000 65.00 65.00 65.00 65.00 65.00 64.00 64.000 64.000
## CV residual 0.218 -0.929 -5.21 -1.23 -1.89 2.32 -1.84 -3.43 -0.716 -0.244
## 5857 5878 5908 5927 5947 5957 5990 6014 6022 6034 6058
## Predicted 65.51 60.77 67.32 64.361 62.28 67.43 60.68 66.02 65.7 63.469 67.22
## cvpred 65.56 60.96 67.35 64.368 62.33 67.45 60.72 66.05 65.6 63.493 67.28
## overall 64.00 64.00 64.00 64.000 64.00 64.00 64.00 64.00 64.0 64.000 64.00
## CV residual -1.56 3.04 -3.35 -0.368 1.67 -3.45 3.28 -2.05 -1.6 0.507 -3.28
## 6076 6083 6093 6114 6123 6137 6138 6162 6165 6176
## Predicted 63.850 69.67 68.39 64.186 64.714 66.26 62.67 63.622 67.01 66.80
## cvpred 63.859 69.73 68.43 64.183 64.645 66.28 62.73 63.622 66.94 66.87
## overall 64.000 64.00 64.00 64.000 64.000 64.00 64.00 64.000 64.00 63.00
## CV residual 0.141 -5.73 -4.43 -0.183 -0.645 -2.28 1.27 0.378 -2.94 -3.87
## 6177 6180 6187 6210 6211 6246 6280 6283 6286 6358
## Predicted 61.80 62.8895 61.79 65.42 64.50 62.04 66.6 66.15 63.882 61.49
## cvpred 61.84 62.9694 61.73 65.45 64.67 62.07 66.7 66.15 63.898 61.58
## overall 63.00 63.0000 63.00 63.00 63.00 63.00 63.0 63.00 63.000 63.00
## CV residual 1.16 0.0306 1.27 -2.45 -1.67 0.93 -3.7 -3.15 -0.898 1.42
## 6407 6420 6423 6428 6432 6444 6462 6496 6516 6517
## Predicted 62.550 67.17 66.01 63.144 64.88 62.787 64.85 62.447 63.63 65.79
## cvpred 62.544 67.12 65.93 63.114 64.86 62.796 64.87 62.523 63.67 65.87
## overall 63.000 63.00 63.00 63.000 63.00 63.000 63.00 62.000 62.00 62.00
## CV residual 0.456 -4.12 -2.93 -0.114 -1.86 0.204 -1.87 -0.523 -1.67 -3.87
## 6527 6550 6560 6611 6622 6625 6649 6650 6657 6668
## Predicted 60.93 64.54 62.461 65.66 63.58 55.66 62.98 65 63.75 62.0232
## cvpred 60.93 64.55 62.522 65.64 63.58 55.74 63.06 65 63.81 61.9864
## overall 62.00 62.00 62.000 62.00 62.00 62.00 62.00 62 62.00 62.0000
## CV residual 1.07 -2.55 -0.522 -3.64 -1.58 6.26 -1.06 -3 -1.81 0.0136
## 6684 6690 6711 6747 6750 6757 6764 6778 6803 6815
## Predicted 62.1361 63.71 61.770 61.7 61.128 61.557 62.3 64.16 62.33 63.78
## cvpred 62.0116 63.68 61.813 61.8 61.197 61.617 62.3 64.12 62.35 63.79
## overall 62.0000 62.00 61.000 61.0 61.000 61.000 61.0 61.00 61.00 61.00
## CV residual -0.0116 -1.68 -0.813 -0.8 -0.197 -0.617 -1.3 -3.12 -1.35 -2.79
## 6843 6844 6850 6863 6873 6876 6901 6911 6920 6932
## Predicted 63.43 63.60 61.503 58.24 62.47 63.12 64.70 63.05 59.612 60.585
## cvpred 63.42 63.57 61.564 58.27 62.46 63.14 64.76 63.09 59.704 60.634
## overall 61.00 61.00 61.000 60.00 60.00 60.00 60.00 60.00 60.000 60.000
## CV residual -2.42 -2.57 -0.564 1.73 -2.46 -3.14 -4.76 -3.09 0.296 -0.634
## 6955 6956 6962 6972 6976 6998 7007 7008 7010 7028
## Predicted 62.69 62.6 58.984 60.736 54.45 58.9575 59.947 60.31 61.37 60.08
## cvpred 62.68 62.6 59.053 60.675 54.48 58.9667 59.956 60.35 61.45 60.14
## overall 60.00 60.0 60.000 60.000 60.00 59.0000 59.000 59.00 59.00 59.00
## CV residual -2.68 -2.6 0.947 -0.675 5.52 0.0333 -0.956 -1.35 -2.45 -1.14
## 7032 7065 7081 7091 7094 7099 7159 7166 7171 7212 7214
## Predicted 61.68 59.907 59.94 61.35 59.23 59.48 59.03 59.85 60.55 57.07 57.52
## cvpred 61.76 59.958 59.91 61.47 59.25 59.53 59.08 59.87 60.59 57.11 57.57
## overall 59.00 59.000 58.00 58.00 58.00 58.00 57.00 57.00 57.00 55.00 55.00
## CV residual -2.76 -0.958 -1.91 -3.47 -1.25 -1.53 -2.08 -2.87 -3.59 -2.11 -2.57
## 7216 7248
## Predicted 56.32 43.8
## cvpred 56.52 44.0
## overall 55.00 52.0
## CV residual -1.52 8.0
##
## Sum of squares = 2618 Mean square = 4.81 n = 544
##
## fold 3
## Observations in test set: 544
## 9 25 28 44 61 72 98 103 116 124 142
## Predicted 86.33 86.54 83.24 82.32 84.22 83.51 82.10 83.448 79.42 82.11 79.12
## cvpred 86.39 86.58 83.29 82.29 84.19 83.46 82.08 83.254 79.41 82.14 79.07
## overall 90.00 88.00 88.00 87.00 86.00 85.00 84.00 84.000 84.00 84.00 83.00
## CV residual 3.61 1.42 4.71 4.71 1.81 1.54 1.92 0.746 4.59 1.86 3.93
## 149 152 183 191 200 210 224 243 274 283 288
## Predicted 81.41 79.84 80.13 78.02 79.73 80.30 81.03 80.4 75.57 80.01 75.34
## cvpred 81.46 79.81 80.07 77.97 79.72 80.27 81.08 80.4 75.54 79.95 75.25
## overall 83.00 83.00 83.00 83.00 82.00 82.00 82.00 82.0 81.00 81.00 81.00
## CV residual 1.54 3.19 2.93 5.03 2.28 1.73 0.92 1.6 5.46 1.05 5.75
## 296 299 325 338 342 344 392 410 411 421 423
## Predicted 78.58 80.497 78.70 78.80 81.3 77.67 76.50 80.719 80.698 74.62 79.5
## cvpred 78.59 80.565 78.77 78.75 81.3 77.65 76.49 80.757 80.683 74.68 79.4
## overall 81.00 81.000 80.00 80.00 80.0 80.00 80.00 80.000 80.000 80.00 80.0
## CV residual 2.41 0.435 1.23 1.25 -1.3 2.35 3.51 -0.757 -0.683 5.32 0.6
## 424 446 453 480 502 541 552 555 566 581
## Predicted 79.211 76.66 76.64 76.02 78.748 77.75 77.8224 79.11 74.67 70.99
## cvpred 79.215 76.72 76.65 76.07 78.821 77.73 77.9237 79.13 74.72 70.93
## overall 80.000 79.00 79.00 79.00 79.000 79.00 78.0000 78.00 78.00 78.00
## CV residual 0.785 2.28 2.35 2.93 0.179 1.27 0.0763 -1.13 3.28 7.07
## 592 599 618 634 643 650 654 662 663 674 678
## Predicted 75.5 79.60 77.343 77.59 75.15 75.20 79.81 76.90 76.38 78.57 77.221
## cvpred 75.5 79.48 77.312 77.55 74.98 75.27 79.83 76.95 76.29 78.65 77.189
## overall 78.0 78.00 78.000 78.00 78.00 78.00 78.00 78.00 78.00 78.00 78.000
## CV residual 2.5 -1.48 0.688 0.45 3.02 2.73 -1.83 1.05 1.71 -0.65 0.811
## 679 694 708 716 735 745 751 753 756 774
## Predicted 78.0368 73.90 74.70 76.751 78.84 78.001 77.251 73.2 76.143 69.65
## cvpred 78.0653 73.83 74.77 76.759 78.91 77.934 77.284 73.3 76.098 69.55
## overall 78.0000 78.00 78.00 77.000 77.00 77.000 77.000 77.0 77.000 77.00
## CV residual -0.0653 4.17 3.23 0.241 -1.91 -0.934 -0.284 3.7 0.902 7.45
## 808 839 866 914 917 926 969 979 985 1014
## Predicted 77.899 75.40 76.345 75.520 67.40 75.441 76.304 74.94 75.405 75.298
## cvpred 77.958 75.32 76.264 75.569 67.35 75.539 76.299 74.91 75.468 75.272
## overall 77.000 77.00 76.000 76.000 76.00 76.000 76.000 76.00 76.000 76.000
## CV residual -0.958 1.68 -0.264 0.431 8.65 0.461 -0.299 1.09 0.532 0.728
## 1021 1040 1047 1093 1097 1104 1107 1112 1115 1116
## Predicted 76.272 74.7 76.538 75.333 74.232 76.008 73.09 73.51 72.44 72.87
## cvpred 76.182 74.7 76.458 75.341 74.258 75.916 73.08 73.51 72.46 72.86
## overall 76.000 76.0 76.000 75.000 75.000 75.000 75.00 75.00 75.00 75.00
## CV residual -0.182 1.3 -0.458 -0.341 0.742 -0.916 1.92 1.49 2.54 2.14
## 1138 1161 1162 1163 1197 1204 1210 1231 1235 1236
## Predicted 74.547 76.05 73.55 73.81 74.058 75.729 76.46 72.68 73.53 72.38
## cvpred 74.549 76.08 73.54 73.85 74.079 75.697 76.45 72.72 73.49 72.34
## overall 75.000 75.00 75.00 75.00 75.000 75.000 75.00 75.00 75.00 75.00
## CV residual 0.451 -1.08 1.46 1.15 0.921 -0.697 -1.45 2.28 1.51 2.66
## 1237 1238 1249 1297 1319 1352 1361 1366 1368 1397
## Predicted 74.841 71.77 77.1 75.459 73.36 73.9 74.164 73.194 73.00 73.08
## cvpred 74.871 71.74 77.2 75.562 73.43 74.0 74.141 73.152 72.93 72.98
## overall 75.000 75.00 75.0 75.000 75.00 75.0 74.000 74.000 74.00 74.00
## CV residual 0.129 3.26 -2.2 -0.562 1.57 1.0 -0.141 0.848 1.07 1.02
## 1403 1404 1416 1417 1431 1441 1451 1454 1477 1485
## Predicted 73.831 73.299 74.956 74.329 72.52 72.24 74.241 63.4 67.41 73.063
## cvpred 73.859 73.304 74.895 74.344 72.51 72.31 74.252 63.4 67.53 73.053
## overall 74.000 74.000 74.000 74.000 74.00 74.00 74.000 74.0 74.00 74.000
## CV residual 0.141 0.696 -0.895 -0.344 1.49 1.69 -0.252 10.6 6.47 0.947
## 1508 1511 1512 1534 1537 1546 1557 1571 1589 1590 1595
## Predicted 76.33 77.73 75.01 75.5 75.6 72.19 73.313 71.7 72.85 70.35 74.901
## cvpred 76.38 77.76 75.06 75.5 75.6 72.21 73.296 71.8 72.85 70.27 74.935
## overall 74.00 74.00 74.00 74.0 74.0 74.00 74.000 74.0 74.00 74.00 74.000
## CV residual -2.38 -3.76 -1.06 -1.5 -1.6 1.79 0.704 2.2 1.15 3.73 -0.935
## 1621 1639 1642 1643 1644 1657 1669 1685 1715 1726
## Predicted 76.39 73.406 72.94 74.0180 73.549 72.432 72.557 72.107 71.52 72.174
## cvpred 76.45 73.276 72.92 74.0194 73.536 72.509 72.489 72.156 71.44 72.222
## overall 74.00 74.000 74.00 74.0000 74.000 73.000 73.000 73.000 73.00 73.000
## CV residual -2.45 0.724 1.08 -0.0194 0.464 0.491 0.511 0.844 1.56 0.778
## 1730 1763 1789 1799 1834 1840 1846 1855 1866 1881
## Predicted 73.0097 72.076 72.455 73.405 69.96 74.10 73.369 71.49 76.19 71.4
## cvpred 73.0508 72.217 72.373 73.432 69.84 74.16 73.347 71.44 76.16 71.4
## overall 73.0000 73.000 73.000 73.000 73.00 73.00 73.000 73.00 73.00 73.0
## CV residual -0.0508 0.783 0.627 -0.432 3.16 -1.16 -0.347 1.56 -3.16 1.6
## 1888 1893 1899 1904 1938 1949 1958 1983 1996 2008
## Predicted 75.58 74.07 75.23 73.329 72.256 76.42 70.61 72.9397 70.54 70.75
## cvpred 75.53 74.09 75.22 73.334 72.274 76.49 70.64 73.0367 70.66 70.69
## overall 73.00 73.00 73.00 73.000 73.000 73.00 73.00 73.0000 73.00 73.00
## CV residual -2.53 -1.09 -2.22 -0.334 0.726 -3.49 2.36 -0.0367 2.34 2.31
## 2068 2071 2072 2083 2091 2092 2098 2104 2142 2158
## Predicted 72.723 69.30 70.55 72.585 71.9691 69.12 73.42 66.74 74.73 69.90
## cvpred 72.766 69.22 70.49 72.491 71.9128 69.18 73.41 66.61 74.68 69.86
## overall 72.000 72.00 72.00 72.000 72.0000 72.00 72.00 72.00 72.00 72.00
## CV residual -0.766 2.78 1.51 -0.491 0.0872 2.82 -1.41 5.39 -2.68 2.14
## 2232 2257 2270 2273 2285 2289 2294 2312 2316 2334
## Predicted 73.20 72.975 74.13 74.04 71.294 71.446 70.65 73.42 74.23 73.07
## cvpred 73.15 72.962 74.09 74.08 71.355 71.504 70.45 73.31 74.27 73.22
## overall 72.00 72.000 72.00 72.00 72.000 72.000 72.00 72.00 72.00 72.00
## CV residual -1.15 -0.962 -2.09 -2.08 0.645 0.496 1.55 -1.31 -2.27 -1.22
## 2335 2351 2375 2387 2401 2409 2422 2423 2427 2431
## Predicted 73.022 73.29 67.81 64.06 67.20 70.59 66.37 68.38 69.16 72.751
## cvpred 72.939 73.29 67.99 63.92 67.12 70.65 66.53 68.34 69.25 72.733
## overall 72.000 72.00 72.00 72.00 72.00 72.00 72.00 72.00 72.00 72.000
## CV residual -0.939 -1.29 4.01 8.08 4.88 1.35 5.47 3.66 2.75 -0.733
## 2433 2445 2450 2458 2469 2471 2477 2481 2492 2498
## Predicted 72.708 69.83 71.446 74.81 72.56 73.3 70.063 69.64 70.203 72.34
## cvpred 72.676 69.75 71.486 74.74 72.48 73.3 70.149 69.66 70.186 72.33
## overall 72.000 71.00 71.000 71.00 71.00 71.0 71.000 71.00 71.000 71.00
## CV residual -0.676 1.25 -0.486 -3.74 -1.48 -2.3 0.851 1.34 0.814 -1.33
## 2501 2529 2531 2536 2552 2573 2588 2645 2655 2671
## Predicted 72.23 65.5 71.163 71.831 71.694 68.67 73.31 68.86 70.263 71.852
## cvpred 72.26 65.3 71.127 71.898 71.674 68.63 73.34 68.83 70.255 71.825
## overall 71.00 71.0 71.000 71.000 71.000 71.00 71.00 71.00 71.000 71.000
## CV residual -1.26 5.7 -0.127 -0.898 -0.674 2.37 -2.34 2.17 0.745 -0.825
## 2677 2678 2686 2690 2692 2700 2709 2754 2760 2761 2767
## Predicted 67.52 72.88 70.98 71.684 68.46 72.68 74.36 72.72 71.613 69.17 73.27
## cvpred 67.59 72.91 70.82 71.699 68.41 72.66 74.29 72.75 71.737 69.29 73.33
## overall 71.00 71.00 71.00 71.000 71.00 71.00 71.00 71.00 71.000 71.00 71.00
## CV residual 3.41 -1.91 0.18 -0.699 2.59 -1.66 -3.29 -1.75 -0.737 1.71 -2.33
## 2771 2788 2810 2811 2847 2861 2870 2894 2895 2907 2914
## Predicted 69.14 72.08 72.90 69.81 69.94 68.27 68.63 71.19 70.280 69.024 68.43
## cvpred 69.12 72.11 72.98 69.82 69.78 68.28 68.59 71.15 70.274 69.034 68.39
## overall 71.00 71.00 71.00 71.00 71.00 71.00 71.00 70.00 70.000 70.000 70.00
## CV residual 1.88 -1.11 -1.98 1.18 1.22 2.72 2.41 -1.15 -0.274 0.966 1.61
## 2948 2983 3026 3030 3037 3044 3048 3052 3055 3078
## Predicted 70.766 69.460 70.765 70.757 72.82 73.30 67.69 68.63 70.1533 70.365
## cvpred 70.806 69.495 70.808 70.781 72.84 73.36 67.83 68.56 70.0283 70.208
## overall 70.000 70.000 70.000 70.000 70.00 70.00 70.00 70.00 70.0000 70.000
## CV residual -0.806 0.505 -0.808 -0.781 -2.84 -3.36 2.17 1.44 -0.0283 -0.208
## 3083 3085 3125 3193 3196 3203 3235 3258 3293 3328
## Predicted 69.300 70.564 70.193 70.78 73.42 69.251 71.5 69.9778 66.21 67.47
## cvpred 69.234 70.592 70.212 70.88 73.54 69.261 71.5 70.0742 66.15 67.29
## overall 70.000 70.000 70.000 70.00 70.00 70.000 70.0 70.0000 70.00 70.00
## CV residual 0.766 -0.592 -0.212 -0.88 -3.54 0.739 -1.5 -0.0742 3.85 2.71
## 3341 3358 3369 3385 3389 3395 3414 3433 3459 3472
## Predicted 70.920 70.551 74.59 67.31 66.41 66.77 69.276 69.31 71.22 63.33
## cvpred 70.825 70.504 74.51 67.29 66.54 66.77 69.266 69.38 71.18 63.19
## overall 70.000 70.000 70.00 69.00 69.00 69.00 69.000 69.00 69.00 69.00
## CV residual -0.825 -0.504 -4.51 1.71 2.46 2.23 -0.266 -0.38 -2.18 5.81
## 3480 3534 3547 3548 3552 3558 3560 3566 3585 3632
## Predicted 69.641 64.82 68.9619 67.71 67.59 69.610 70.16 70.23 69.569 70.87
## cvpred 69.598 64.74 69.0596 67.69 67.56 69.617 70.07 70.16 69.626 70.85
## overall 69.000 69.00 69.0000 69.00 69.00 69.000 69.00 69.00 69.000 69.00
## CV residual -0.598 4.26 -0.0596 1.31 1.44 -0.617 -1.07 -1.16 -0.626 -1.85
## 3656 3667 3737 3753 3754 3755 3757 3772 3773 3775
## Predicted 70.83 66.54 68.98542 70.25 69.142 69.176 71.99 66.90 70.60 71.85
## cvpred 70.83 66.39 69.00351 70.23 69.134 69.226 72.11 66.99 70.64 71.79
## overall 69.00 69.00 69.00000 69.00 69.000 69.000 69.00 69.00 69.00 69.00
## CV residual -1.83 2.61 -0.00351 -1.23 -0.134 -0.226 -3.11 2.01 -1.64 -2.79
## 3779 3782 3790 3797 3807 3808 3813 3824 3833 3841
## Predicted 68.369 67.96 71.47 71.27 69.710 67.80 69.793 70.86 67.80 66.06
## cvpred 68.363 67.93 71.36 71.31 69.653 67.75 69.852 70.88 67.83 66.05
## overall 69.000 69.00 69.00 69.00 69.000 69.00 69.000 69.00 69.00 68.00
## CV residual 0.637 1.07 -2.36 -2.31 -0.653 1.25 -0.852 -1.88 1.17 1.95
## 3845 3855 3864 3876 3879 3882 3895 3899 3913 3922
## Predicted 66.54 69.41 68.863 69.39 66.40 67.567 65.25 65.30 69.90 71.41
## cvpred 66.54 69.43 68.887 69.44 66.42 67.572 65.26 65.34 69.91 71.39
## overall 68.00 68.00 68.000 68.00 68.00 68.000 68.00 68.00 68.00 68.00
## CV residual 1.46 -1.43 -0.887 -1.44 1.58 0.428 2.74 2.66 -1.91 -3.39
## 3932 3940 3952 3955 3974 3989 3992 3995 4005 4006
## Predicted 68.486 68.593 68.272 64.96 63.6 63.61 66.13 65.90 67.291 65.75
## cvpred 68.522 68.679 68.314 64.97 63.5 63.66 66.08 66.02 67.269 65.69
## overall 68.000 68.000 68.000 68.00 68.0 68.00 68.00 68.00 68.000 68.00
## CV residual -0.522 -0.679 -0.314 3.03 4.5 4.34 1.92 1.98 0.731 2.31
## 4010 4026 4029 4038 4043 4048 4052 4066 4075 4076 4084
## Predicted 66.43 69.45 69.41 71.41 68.222 66.94 66.08 71.10 68.490 66.5 72.3
## cvpred 66.39 69.55 69.45 71.38 68.293 67.02 65.97 70.96 68.629 66.5 72.4
## overall 68.00 68.00 68.00 68.00 68.000 68.00 68.00 68.00 68.000 68.0 68.0
## CV residual 1.61 -1.55 -1.45 -3.38 -0.293 0.98 2.03 -2.96 -0.629 1.5 -4.4
## 4095 4117 4119 4140 4145 4149 4160 4167 4183 4184 4188
## Predicted 65.43 69.06 70.6 70.21 70.5 70.50 70.81 70.77 70.25 71.41 68.468
## cvpred 65.21 69.19 70.6 70.28 70.6 70.51 70.87 70.79 70.24 71.52 68.481
## overall 68.00 68.00 68.0 68.00 68.0 68.00 68.00 68.00 68.00 68.00 68.000
## CV residual 2.79 -1.19 -2.6 -2.28 -2.6 -2.51 -2.87 -2.79 -2.24 -3.52 -0.481
## 4193 4229 4265 4273 4305 4321 4326 4334 4354 4366
## Predicted 70.54 67.671 66.09 68.746 68.869 71.1 68.642 65.85 72.37 66.776
## cvpred 70.45 67.615 66.04 68.705 68.926 71.1 68.554 65.63 72.38 66.825
## overall 68.00 68.000 68.00 68.000 68.000 68.0 68.000 68.00 67.00 67.000
## CV residual -2.45 0.385 1.96 -0.705 -0.926 -3.1 -0.554 2.37 -5.38 0.175
## 4371 4378 4386 4395 4402 4405 4416 4422 4430 4431
## Predicted 65.45 70.37 66.150 67.811 70.06 68.56 68.4 69.34 67.760 70.03
## cvpred 65.35 70.39 66.146 67.923 70.03 68.59 68.4 69.39 67.649 69.98
## overall 67.00 67.00 67.000 67.000 67.00 67.00 67.0 67.00 67.000 67.00
## CV residual 1.65 -3.39 0.854 -0.923 -3.03 -1.59 -1.4 -2.39 -0.649 -2.98
## 4436 4453 4492 4493 4506 4563 4579 4588 4607 4629 4662
## Predicted 66.9553 67.99 62.49 66.337 69.81 64.02 67.501 68.08 65.1 68.8 62.21
## cvpred 67.0716 68.04 62.49 66.411 69.79 64.03 67.486 68.05 65.0 68.8 62.21
## overall 67.0000 67.00 67.00 67.000 67.00 67.00 67.000 67.00 67.0 67.0 67.00
## CV residual -0.0716 -1.04 4.51 0.589 -2.79 2.97 -0.486 -1.05 2.0 -1.8 4.79
## 4677 4678 4699 4703 4705 4716 4734 4742 4761 4795
## Predicted 66.910 67.0971 65.88 68.91 69.20 69.31 67.583 68.37 59.06 69.67
## cvpred 66.853 66.9506 65.77 68.84 69.25 69.34 67.526 68.48 59.08 69.66
## overall 67.000 67.0000 67.00 67.00 67.00 67.00 67.000 67.00 67.00 67.00
## CV residual 0.147 0.0494 1.23 -1.84 -2.25 -2.34 -0.526 -1.48 7.92 -2.66
## 4802 4803 4815 4817 4820 4821 4838 4850 4868 4876 4882
## Predicted 68.65 68.62 66.59 66.283 61.80 65.5 69.86 67.13 69.0 66.221 63.38
## cvpred 68.64 68.55 66.52 66.377 61.59 65.6 69.85 67.02 69.1 66.122 63.34
## overall 67.00 67.00 67.00 67.000 67.00 67.0 66.00 66.00 66.0 66.000 66.00
## CV residual -1.64 -1.55 0.48 0.623 5.41 1.4 -3.85 -1.02 -3.1 -0.122 2.66
## 4892 4893 4914 4917 4927 4930 4950 4959 4996 5017
## Predicted 66.465 67.01 68.67 66.818 66.625 67.64 67.32 65.244 63.76 63.64
## cvpred 66.465 67.05 68.74 66.772 66.643 67.68 67.37 65.241 63.77 63.58
## overall 66.000 66.00 66.00 66.000 66.000 66.00 66.00 66.000 66.00 66.00
## CV residual -0.465 -1.05 -2.74 -0.772 -0.643 -1.68 -1.37 0.759 2.23 2.42
## 5081 5093 5104 5109 5145 5231 5235 5243 5261 5265 5267
## Predicted 66.94 69.00 66.690 67.02 67.66 67.6 66.79 66.884 68.95 69.7 68.67
## cvpred 66.93 69.07 66.606 67.07 67.75 67.6 66.88 66.929 69.02 69.8 68.73
## overall 66.00 66.00 66.000 66.00 66.00 66.0 66.00 66.000 66.00 66.0 66.00
## CV residual -0.93 -3.07 -0.606 -1.07 -1.75 -1.6 -0.88 -0.929 -3.02 -3.8 -2.73
## 5277 5298 5303 5306 5323 5324 5334 5350 5357 5365
## Predicted 65.835 66.1353 68.65 66.816 66.31 65.251 66.7 65.973 64.792 66.05
## cvpred 65.706 66.0788 68.56 66.851 66.18 65.243 66.7 65.871 64.794 66.09
## overall 66.000 66.0000 66.00 66.000 65.00 65.000 65.0 65.000 65.000 65.00
## CV residual 0.294 -0.0788 -2.56 -0.851 -1.18 -0.243 -1.7 -0.871 0.206 -1.09
## 5378 5433 5456 5475 5480 5510 5542 5566 5569 5575
## Predicted 65.390 56.74 67.19 61.68 67.81 68.86 60.90 66.33 68.36 64.041
## cvpred 65.386 56.68 67.16 61.67 67.82 68.75 60.96 66.37 68.37 64.075
## overall 65.000 65.00 65.00 65.00 65.00 65.00 65.00 65.00 65.00 65.000
## CV residual -0.386 8.32 -2.16 3.33 -2.82 -3.75 4.04 -1.37 -3.37 0.925
## 5588 5601 5630 5638 5639 5691 5693 5736 5738 5758 5768
## Predicted 65.414 63.42 66.46 67.92 68.33 61.32 66.94 67.05 68.4 66.66 66.6
## cvpred 65.347 63.34 66.56 67.98 68.45 61.27 67.01 67.12 68.5 66.72 66.6
## overall 65.000 65.00 65.00 65.00 65.00 65.00 65.00 65.00 65.0 65.00 65.0
## CV residual -0.347 1.66 -1.56 -2.98 -3.45 3.73 -2.01 -2.12 -3.5 -1.72 -1.6
## 5771 5774 5778 5790 5798 5804 5834 5835 5846 5888
## Predicted 65.173 64.82209 63.9 63.390 62.37 60.6 63.02 64.787 66.95 65.42
## cvpred 65.273 64.99467 63.8 63.438 62.25 60.6 63.06 64.787 66.97 65.37
## overall 65.000 65.00000 65.0 64.000 64.00 64.0 64.00 64.000 64.00 64.00
## CV residual -0.273 0.00533 1.2 0.562 1.75 3.4 0.94 -0.787 -2.97 -1.37
## 5901 5912 5913 5926 5929 5968 5972 5988 6012 6018
## Predicted 61.90 65.45 64.541 66.61 68.11 63.486 64.410 63.373 65.6 63.383
## cvpred 61.89 65.43 64.469 66.68 68.12 63.294 64.574 63.342 65.6 63.398
## overall 64.00 64.00 64.000 64.00 64.00 64.000 64.000 64.000 64.0 64.000
## CV residual 2.11 -1.43 -0.469 -2.68 -4.12 0.706 -0.574 0.658 -1.6 0.602
## 6047 6056 6084 6097 6125 6132 6141 6178 6183 6196
## Predicted 67.33 66.98 68.80 65.88 69.92 64.611 63.54 63.800 65.54 62.94365
## cvpred 67.24 66.98 68.82 65.93 69.92 64.577 63.54 63.996 65.59 63.00662
## overall 64.00 64.00 64.00 64.00 64.00 64.000 64.00 63.000 63.00 63.00000
## CV residual -3.24 -2.98 -4.82 -1.93 -5.92 -0.577 0.46 -0.996 -2.59 -0.00662
## 6231 6244 6288 6292 6314 6396 6409 6419 6422 6429 6430
## Predicted 65.03 61.7 61.53 65.35 62.589 66.65 62.173 67.32 69.47 64.93 63.169
## cvpred 65.03 61.7 61.46 65.18 62.613 66.57 62.208 67.25 69.44 65.04 63.336
## overall 63.00 63.0 63.00 63.00 63.000 63.00 63.000 63.00 63.00 63.00 63.000
## CV residual -2.03 1.3 1.54 -2.18 0.387 -3.57 0.792 -4.25 -6.44 -2.04 -0.336
## 6434 6446 6447 6469 6477 6479 6483 6484 6509 6519
## Predicted 66.48 63.355 64.44 59.16 62.1406 65.03 65.6 61.087 66.33 65.52
## cvpred 66.57 63.429 64.36 58.98 62.0927 64.96 65.3 61.079 66.26 65.46
## overall 63.00 63.000 63.00 62.00 62.0000 62.00 62.0 62.000 62.00 62.00
## CV residual -3.57 -0.429 -1.36 3.02 -0.0927 -2.96 -3.3 0.921 -4.26 -3.46
## 6538 6541 6567 6571 6601 6602 6617 6652 6656 6691 6696
## Predicted 65.07 65.80 61.980 63.78 53.3 63.55 63.86 64.12 63.60 63.84 62.437
## cvpred 64.99 65.75 61.881 63.79 53.2 63.55 63.77 64.01 63.53 63.71 62.525
## overall 62.00 62.00 62.000 62.00 62.0 62.00 62.00 62.00 62.00 62.00 62.000
## CV residual -2.99 -3.75 0.119 -1.79 8.8 -1.55 -1.77 -2.01 -1.53 -1.71 -0.525
## 6704 6708 6719 6724 6751 6758 6760 6763 6767 6782
## Predicted 64.28 58.87 59.25 61.0518 58.98 59.88 61.263 64.00 62.4 61.378
## cvpred 64.31 58.86 59.16 61.0793 58.89 59.95 61.282 64.08 62.5 61.351
## overall 61.00 61.00 61.00 61.0000 61.00 61.00 61.000 61.00 61.0 61.000
## CV residual -3.31 2.14 1.84 -0.0793 2.11 1.05 -0.282 -3.08 -1.5 -0.351
## 6809 6821 6822 6838 6847 6853 6857 6859 6861 6938 6978
## Predicted 63.07 59.73 63.27 64.57 62.48 58.08 60.33 60.627 61.43 64.02 60.98
## cvpred 63.01 59.72 63.19 64.58 62.43 58.14 60.26 60.535 61.42 64.04 60.98
## overall 61.00 61.00 61.00 61.00 61.00 60.00 60.00 60.000 60.00 60.00 59.00
## CV residual -2.01 1.28 -2.19 -3.58 -1.43 1.86 -0.26 -0.535 -1.42 -4.04 -1.98
## 6982 6996 7001 7005 7019 7022 7023 7029 7040 7051
## Predicted 58.806 60.15 61.9 62.19 59.588 61.74 63.44 58.462 60.79 62.24
## cvpred 58.802 60.12 61.9 62.18 59.606 61.73 63.45 58.436 60.64 62.07
## overall 59.000 59.00 59.0 59.00 59.000 59.00 59.00 59.000 59.00 59.00
## CV residual 0.198 -1.12 -2.9 -3.18 -0.606 -2.73 -4.45 0.564 -1.64 -3.07
## 7054 7058 7085 7089 7097 7098 7111 7122 7143 7148 7163
## Predicted 59.812 61.00 59.32 57.08 60.7 58.225 61.2 61.89 58.53 60.54 61.77
## cvpred 59.808 61.03 59.34 56.96 60.7 58.219 61.4 62.03 58.55 60.52 61.79
## overall 59.000 59.00 58.00 58.00 58.0 58.000 58.0 58.00 57.00 57.00 57.00
## CV residual -0.808 -2.03 -1.34 1.04 -2.7 -0.219 -3.4 -4.03 -1.55 -3.52 -4.79
## 7178 7187 7228 7236 7241 7244 7252
## Predicted 61.82 56.364 53.9674 54.676 52.00 54.75 50.371
## cvpred 61.73 56.342 53.9814 54.683 51.92 54.77 50.401
## overall 57.00 56.000 54.0000 54.000 53.00 53.00 51.000
## CV residual -4.73 -0.342 0.0186 -0.683 1.08 -1.77 0.599
##
## Sum of squares = 3122 Mean square = 5.74 n = 544
##
## fold 4
## Observations in test set: 544
## 3 34 37 38 56 60 64 74 95 105 120 132
## Predicted 85.7 83.9 83.05 83.10 84.79 82.77 84.0 80.6 80.98 81.11 82.60 80.41
## cvpred 85.6 83.8 82.91 82.99 84.73 82.66 83.9 80.5 80.84 80.97 82.52 80.31
## overall 92.0 88.0 88.00 88.00 86.00 86.00 86.0 85.0 84.00 84.00 84.00 83.00
## CV residual 6.4 4.2 5.09 5.01 1.27 3.34 2.1 4.5 3.16 3.03 1.48 2.69
## 144 166 182 188 197 201 226 230 242 273 291
## Predicted 79.56 81.45 80.58 81.55 78.42 79.4 81.05 75.47 82.0611 78.78 80.631
## cvpred 79.42 81.36 80.48 81.49 78.29 79.2 80.95 75.47 81.9636 78.73 80.551
## overall 83.00 83.00 83.00 83.00 82.00 82.0 82.00 82.00 82.0000 81.00 81.000
## CV residual 3.58 1.64 2.52 1.51 3.71 2.8 1.05 6.53 0.0364 2.27 0.449
## 308 309 311 326 327 343 356 360 366 377 390
## Predicted 75.21 78.08 74.20 78.81 79.965 76.19 76.76 79.03 76.41 73.76 79.457
## cvpred 75.17 78.01 74.18 78.63 79.909 76.11 76.72 78.87 76.35 73.77 79.337
## overall 81.00 81.00 81.00 80.00 80.000 80.00 80.00 80.00 80.00 80.00 80.000
## CV residual 5.83 2.99 6.82 1.37 0.091 3.89 3.28 1.13 3.65 6.23 0.663
## 430 435 439 443 444 454 457 464 467 483
## Predicted 79.266 78.741 79.473 75.45 75.99 78.198 77.89 78.645 77.1 73.49
## cvpred 79.138 78.559 79.367 75.31 75.83 78.029 77.75 78.469 77.0 73.52
## overall 79.000 79.000 79.000 79.00 79.00 79.000 79.00 79.000 79.0 79.00
## CV residual -0.138 0.441 -0.367 3.69 3.17 0.971 1.25 0.531 2.0 5.48
## 488 498 506 516 561 597 598 600 612 623
## Predicted 79.620 77.49 76.95 76.23 75.36 77.513 77.09 77.100 76.92 76.44
## cvpred 79.513 77.48 76.81 76.27 75.32 77.437 76.99 77.003 76.89 76.33
## overall 79.000 79.00 79.00 79.00 78.00 78.000 78.00 78.000 78.00 78.00
## CV residual -0.513 1.52 2.19 2.73 2.68 0.563 1.01 0.997 1.11 1.67
## 661 665 670 675 701 715 736 741 743 749
## Predicted 77.399 78.76 78.464 72.66 78.764 78.35 75.99 74.21 77.936 76.060
## cvpred 77.267 78.69 78.383 72.69 78.665 78.29 75.86 74.14 77.773 76.036
## overall 78.000 78.00 78.000 78.00 78.000 77.00 77.00 77.00 77.000 77.000
## CV residual 0.733 -0.69 -0.383 5.31 -0.665 -1.29 1.14 2.86 -0.773 0.964
## 758 762 784 826 847 875 882 884 898 916
## Predicted 72.58 77.710 77.825 76.620 76.771 75.406 70.97 75.120 76.782 75.106
## cvpred 72.56 77.637 77.691 76.569 76.683 75.299 70.99 75.072 76.646 75.023
## overall 77.00 77.000 77.000 77.000 77.000 76.000 76.00 76.000 76.000 76.000
## CV residual 4.44 -0.637 -0.691 0.431 0.317 0.701 5.01 0.928 -0.646 0.977
## 923 933 934 956 966 972 977 981 988 996
## Predicted 71.72 75.460 78.02 77.009 74.95 78.46 75.385 74.38 76.162 72.92
## cvpred 71.72 75.335 77.92 76.929 74.94 78.44 75.353 74.49 76.134 72.91
## overall 76.00 76.000 76.00 76.000 76.00 76.00 76.000 76.00 76.000 76.00
## CV residual 4.28 0.665 -1.92 -0.929 1.06 -2.44 0.647 1.51 -0.134 3.09
## 1012 1032 1073 1079 1081 1082 1114 1118 1120 1125
## Predicted 70.36 73.94 76.792 72.71 72.45 71.12 69.30 73.11 75.0447 73.84
## cvpred 70.39 73.99 76.812 72.68 72.39 71.05 69.35 73.03 74.9671 73.76
## overall 76.00 76.00 76.000 75.00 75.00 75.00 75.00 75.00 75.0000 75.00
## CV residual 5.61 2.01 -0.812 2.32 2.61 3.95 5.65 1.97 0.0329 1.24
## 1140 1158 1165 1170 1199 1216 1221 1250 1272 1275
## Predicted 74.31 73.00 75.750 72.33 77 73.84 74.908 74.120 73.91 74.371
## cvpred 74.34 72.92 75.669 72.21 77 73.81 74.872 74.103 73.84 74.282
## overall 75.00 75.00 75.000 75.00 75 75.00 75.000 75.000 75.00 75.000
## CV residual 0.66 2.08 -0.669 2.79 -2 1.19 0.128 0.897 1.16 0.718
## 1279 1290 1311 1328 1331 1347 1357 1372 1375 1376
## Predicted 74.324 76.26 74.572 74.704 75.683 74.713 71.43 72.47 75.42 73.285
## cvpred 74.306 76.26 74.538 74.666 75.611 74.764 71.41 72.35 75.33 73.213
## overall 75.000 75.00 75.000 75.000 75.000 75.000 75.00 74.00 74.00 74.000
## CV residual 0.694 -1.26 0.462 0.334 -0.611 0.236 3.59 1.65 -1.33 0.787
## 1388 1393 1396 1408 1409 1481 1495 1502 1526 1538
## Predicted 70.61 71.86 73.977 77.3 69.88 75.32 74.608 73.720 71.97 73.067
## cvpred 70.62 71.73 73.912 77.3 69.84 75.29 74.623 73.644 71.97 73.023
## overall 74.00 74.00 74.000 74.0 74.00 74.00 74.000 74.000 74.00 74.000
## CV residual 3.38 2.27 0.088 -3.3 4.16 -1.29 -0.623 0.356 2.03 0.977
## 1554 1562 1575 1579 1591 1594 1598 1603 1604 1612
## Predicted 74.805 73.789 71.02 74.801 72.16 73.457 72.90 71.6 74.585 72.17
## cvpred 74.725 73.775 71.01 74.752 72.13 73.445 72.92 71.6 74.687 72.16
## overall 74.000 74.000 74.00 74.000 74.00 74.000 74.00 74.0 74.000 74.00
## CV residual -0.725 0.225 2.99 -0.752 1.87 0.555 1.08 2.4 -0.687 1.84
## 1629 1640 1650 1660 1662 1670 1674 1711 1740 1741
## Predicted 75.85 71.28 69.97 75.06 72.875 69.45 72.362 72.096 70.96 72.159
## cvpred 75.86 71.32 69.92 74.94 72.823 69.44 72.214 72.003 70.99 72.131
## overall 74.00 74.00 74.00 73.00 73.000 73.00 73.000 73.000 73.00 73.000
## CV residual -1.86 2.68 4.08 -1.94 0.177 3.56 0.786 0.997 2.01 0.869
## 1742 1747 1750 1788 1797 1802 1805 1843 1853 1871
## Predicted 72.697 72.667 74.62 73.522 74.25 72.057 73.760 73.733 76.32 72.9407
## cvpred 72.617 72.623 74.53 73.406 74.17 72.033 73.792 73.717 76.29 72.9067
## overall 73.000 73.000 73.00 73.000 73.00 73.000 73.000 73.000 73.00 73.0000
## CV residual 0.383 0.377 -1.53 -0.406 -1.17 0.967 -0.792 -0.717 -3.29 0.0933
## 1876 1903 1947 1962 1963 1998 1999 2016 2053 2062
## Predicted 74.41 73.738 74.30 74.7 73.570 70.22 71.38 67.89 72.0923 70.65
## cvpred 74.35 73.711 74.35 74.7 73.521 70.29 71.31 67.87 72.0323 70.66
## overall 73.00 73.000 73.00 73.0 73.000 73.00 73.00 73.00 72.0000 72.00
## CV residual -1.35 -0.711 -1.35 -1.7 -0.521 2.71 1.69 5.13 -0.0323 1.34
## 2074 2084 2096 2102 2124 2133 2148 2151 2163 2170
## Predicted 73.89 73.37 71.285 73.12 71.823 71.420 71.01 72.544 67.35 73.14
## cvpred 73.83 73.27 71.177 73.03 71.803 71.467 70.96 72.525 67.29 73.07
## overall 72.00 72.00 72.000 72.00 72.000 72.000 72.00 72.000 72.00 72.00
## CV residual -1.83 -1.27 0.823 -1.03 0.197 0.533 1.04 -0.525 4.71 -1.07
## 2200 2211 2234 2255 2262 2275 2279 2308 2323 2325
## Predicted 72.779 70.63 71.9791 71.630 72.204 71.210 72.784 71.879 71.81 70.73
## cvpred 72.686 70.65 71.9465 71.613 72.188 71.251 72.708 71.741 71.83 70.72
## overall 72.000 72.00 72.0000 72.000 72.000 72.000 72.000 72.000 72.00 72.00
## CV residual -0.686 1.35 0.0535 0.387 -0.188 0.749 -0.708 0.259 0.17 1.28
## 2337 2360 2364 2368 2381 2383 2391 2425 2430 2467 2488
## Predicted 73.7 73.06 71.723 70.17 72.914 71.01 70.34 70.52 71.312 70.46 69.41
## cvpred 73.6 73.05 71.694 70.21 72.918 71.07 70.32 70.56 71.278 70.35 69.38
## overall 72.0 72.00 72.000 72.00 72.000 72.00 72.00 72.00 72.000 71.00 71.00
## CV residual -1.6 -1.05 0.306 1.79 -0.918 0.93 1.68 1.44 0.722 0.65 1.62
## 2502 2528 2539 2545 2556 2605 2614 2622 2656 2658
## Predicted 70.907 71.686 68.15 72.68 63.16 68.89 71.254 66.00 68.41 70.9241
## cvpred 70.855 71.619 68.14 72.58 63.27 68.87 71.251 65.91 68.34 70.9524
## overall 71.000 71.000 71.00 71.00 71.00 71.00 71.000 71.00 71.00 71.0000
## CV residual 0.145 -0.619 2.86 -1.58 7.73 2.13 -0.251 5.09 2.66 0.0476
## 2663 2695 2698 2706 2721 2752 2764 2765 2766 2772 2775
## Predicted 72.85 71.907 72.2 72.73 72.02 67.77 65.27 69.03 72.22 73.74 73.33
## cvpred 72.85 71.832 72.2 72.74 72.02 67.82 65.11 69.03 72.23 73.68 73.28
## overall 71.00 71.000 71.0 71.00 71.00 71.00 71.00 71.00 71.00 71.00 71.00
## CV residual -1.85 -0.832 -1.2 -1.74 -1.02 3.18 5.89 1.97 -1.23 -2.68 -2.28
## 2777 2795 2797 2800 2801 2813 2821 2831 2846 2868 2880
## Predicted 68.87 69.6 69.93 69.91 73.9 70.190 75.47 71.376 72.20 72.25 69.220
## cvpred 68.89 69.6 69.88 69.89 73.9 70.165 75.48 71.369 72.23 72.22 69.182
## overall 71.00 71.0 71.00 71.00 71.0 71.000 71.00 71.000 71.00 71.00 70.000
## CV residual 2.11 1.4 1.12 1.11 -2.9 0.835 -4.48 -0.369 -1.23 -1.22 0.818
## 2882 2926 2960 2968 2978 2986 2989 2999 3000 3019
## Predicted 69.801 68.55 71.32 72.51 69.603 69.480 72.22 69.05 67.63 69.512
## cvpred 69.734 68.51 71.27 72.48 69.565 69.427 72.16 68.97 67.55 69.441
## overall 70.000 70.00 70.00 70.00 70.000 70.000 70.00 70.00 70.00 70.000
## CV residual 0.266 1.49 -1.27 -2.48 0.435 0.573 -2.16 1.03 2.45 0.559
## 3020 3032 3042 3043 3066 3103 3105 3128 3140 3142
## Predicted 69.283 73.34 71.21 69.479 71.15 70.475 71.20 71.88 72.1 70.791
## cvpred 69.338 73.32 71.17 69.471 71.13 70.436 71.15 72.02 72.2 70.861
## overall 70.000 70.00 70.00 70.000 70.00 70.000 70.00 70.00 70.0 70.000
## CV residual 0.662 -3.32 -1.17 0.529 -1.13 -0.436 -1.15 -2.02 -2.2 -0.861
## 3157 3160 3165 3168 3182 3190 3204 3209 3240 3242 3297
## Predicted 73.30 69.11 72.01 71.09 72.5 71.32 71.12 66.96 71.93 70.279 70.475
## cvpred 73.27 69.08 72.01 71.07 72.4 71.38 71.08 66.97 71.91 70.241 70.507
## overall 70.00 70.00 70.00 70.00 70.0 70.00 70.00 70.00 70.00 70.000 70.000
## CV residual -3.27 0.92 -2.01 -1.07 -2.4 -1.38 -1.08 3.03 -1.91 -0.241 -0.507
## 3299 3304 3327 3332 3335 3346 3356 3362 3371 3380 3386
## Predicted 68.79 68.32 72.49 70.224 72.18 68.43 72.06 69.643 68.767 72 70.86
## cvpred 68.73 68.32 72.46 70.166 72.13 68.43 72.03 69.651 68.702 72 70.81
## overall 70.00 70.00 70.00 70.000 70.00 70.00 70.00 70.000 69.000 69 69.00
## CV residual 1.27 1.68 -2.46 -0.166 -2.13 1.57 -2.03 0.349 0.298 -3 -1.81
## 3399 3410 3413 3419 3426 3427 3429 3434 3441 3442
## Predicted 68.221 71.43 67.973 64.12 66.29 72.03 69.166 67.12 61.35 70.10
## cvpred 68.243 71.37 68.007 64.08 66.27 71.95 69.102 67.07 61.38 70.07
## overall 69.000 69.00 69.000 69.00 69.00 69.00 69.000 69.00 69.00 69.00
## CV residual 0.757 -2.37 0.993 4.92 2.73 -2.95 -0.102 1.93 7.62 -1.07
## 3485 3494 3509 3523 3532 3544 3568 3570 3580 3636
## Predicted 68.116 70.066 68.532 64.41 68.616 67.83 70.50 71.59 70.37 69.970
## cvpred 68.058 69.999 68.489 64.49 68.613 67.89 70.43 71.58 70.38 69.946
## overall 69.000 69.000 69.000 69.00 69.000 69.00 69.00 69.00 69.00 69.000
## CV residual 0.942 -0.999 0.511 4.51 0.387 1.11 -1.43 -2.58 -1.38 -0.946
## 3639 3670 3676 3677 3680 3700 3714 3727 3731 3734 3736
## Predicted 70.48 71.44 68.299 70.90 71.65 67.980 70.51 71.20 71.80 65.8 69.32
## cvpred 70.36 71.53 68.326 70.97 71.69 68.086 70.54 71.21 71.72 65.8 69.31
## overall 69.00 69.00 69.000 69.00 69.00 69.000 69.00 69.00 69.00 69.0 69.00
## CV residual -1.36 -2.53 0.674 -1.97 -2.69 0.914 -1.54 -2.21 -2.72 3.2 -0.31
## 3743 3774 3777 3785 3800 3802 3818 3821 3823 3847
## Predicted 70.94 71.3 67.14 67.33 67.24 69.018 68.098 68.508 69.97 69.73
## cvpred 71.03 71.2 67.13 67.42 67.29 69.039 68.112 68.616 70.07 69.66
## overall 69.00 69.0 69.00 69.00 69.00 69.000 69.000 69.000 69.00 68.00
## CV residual -2.03 -2.2 1.87 1.58 1.71 -0.039 0.888 0.384 -1.07 -1.66
## 3885 3905 3912 3927 3930 3938 3964 3975 3983 4035
## Predicted 67.824 67.747 71.45 70.54 69.86 69.98 67.262 65.59 66.97 66.12
## cvpred 67.782 67.804 71.42 70.44 69.82 69.89 67.256 65.65 66.98 66.13
## overall 68.000 68.000 68.00 68.00 68.00 68.00 68.000 68.00 68.00 68.00
## CV residual 0.218 0.196 -3.42 -2.44 -1.82 -1.89 0.744 2.35 1.02 1.87
## 4074 4080 4093 4128 4131 4137 4146 4157 4199 4205 4217
## Predicted 66.35 72.86 65.94 66.09 69.89 66.5 66.76 67.416 67.454 67.490 69.23
## cvpred 66.45 72.81 65.98 66.22 69.92 66.6 66.81 67.485 67.479 67.501 69.22
## overall 68.00 68.00 68.00 68.00 68.00 68.0 68.00 68.000 68.000 68.000 68.00
## CV residual 1.55 -4.81 2.02 1.78 -1.92 1.4 1.19 0.515 0.521 0.499 -1.22
## 4228 4241 4270 4272 4286 4301 4315 4341 4369 4392 4393
## Predicted 69.46 70.40 63.09 68.029 68.332 71.03 65.57 68.489 65.28 65.6 68.34
## cvpred 69.51 70.34 63.09 68.125 68.365 70.97 65.59 68.504 65.34 65.7 68.27
## overall 68.00 68.00 68.00 68.000 68.000 68.00 68.00 68.000 67.00 67.0 67.00
## CV residual -1.51 -2.34 4.91 -0.125 -0.365 -2.97 2.41 -0.504 1.66 1.3 -1.27
## 4428 4442 4472 4491 4509 4522 4535 4537 4542 4554
## Predicted 66.331 65.22 68.79 68.24 67.819 69.16 67.886 69.19 67.362 65.44
## cvpred 66.312 65.23 68.71 68.24 67.813 69.12 67.934 69.19 67.333 65.52
## overall 67.000 67.00 67.00 67.00 67.000 67.00 67.000 67.00 67.000 67.00
## CV residual 0.688 1.77 -1.71 -1.24 -0.813 -2.12 -0.934 -2.19 -0.333 1.48
## 4557 4569 4595 4664 4674 4683 4707 4750 4753 4759 4770
## Predicted 67.782 67.157 66.02 69.97 63.35 68.94 69.93 67.562 68.93 63.03 68.2
## cvpred 67.817 67.182 65.97 70.05 63.48 68.99 69.98 67.542 68.92 63.14 68.2
## overall 67.000 67.000 67.00 67.00 67.00 67.00 67.00 67.000 67.00 67.00 67.0
## CV residual -0.817 -0.182 1.03 -3.05 3.52 -1.99 -2.98 -0.542 -1.92 3.86 -1.2
## 4771 4772 4818 4836 4883 4891 4899 4905 4910 4924
## Predicted 68.35 67.772 66.566 63.63 66.73 67.13 63.53 68.92 65.346 65.190
## cvpred 68.39 67.782 66.569 63.65 66.66 67.17 63.56 68.85 65.315 65.178
## overall 67.00 67.000 67.000 66.00 66.00 66.00 66.00 66.00 66.000 66.000
## CV residual -1.39 -0.782 0.431 2.35 -0.66 -1.17 2.44 -2.85 0.685 0.822
## 4943 4951 4952 4995 5023 5028 5043 5048 5094 5110 5129
## Predicted 68.9 65.370 67.2 65.427 66.913 68.84 67.33 64.74 68.92 70.73 65.064
## cvpred 68.9 65.481 67.2 65.446 66.924 68.86 67.35 64.78 68.88 70.64 65.109
## overall 66.0 66.000 66.0 66.000 66.000 66.00 66.00 66.00 66.00 66.00 66.000
## CV residual -2.9 0.519 -1.2 0.554 -0.924 -2.86 -1.35 1.22 -2.88 -4.64 0.891
## 5130 5146 5149 5170 5178 5216 5222 5234 5236 5238 5244
## Predicted 67.04 69.35 67.52 69.59 66.59 68.2 66.841 67.0 64.69 67.48 68.15
## cvpred 67.07 69.38 67.51 69.58 66.62 68.2 66.795 67.1 64.73 67.52 68.16
## overall 66.00 66.00 66.00 66.00 66.00 66.0 66.000 66.0 66.00 66.00 66.00
## CV residual -1.07 -3.38 -1.51 -3.58 -0.62 -2.2 -0.795 -1.1 1.27 -1.52 -2.16
## 5251 5283 5315 5352 5372 5395 5411 5425 5434 5440
## Predicted 66.091 64.965 62.55 63.80 65.953 63.90 68.47 61.81 64.992 67.07
## cvpred 66.139 65.063 62.62 63.84 65.913 63.93 68.47 61.87 64.955 67.03
## overall 66.000 66.000 65.00 65.00 65.000 65.00 65.00 65.00 65.000 65.00
## CV residual -0.139 0.937 2.38 1.16 -0.913 1.07 -3.47 3.13 0.045 -2.03
## 5489 5523 5534 5535 5558 5580 5584 5627 5631 5642 5664
## Predicted 67.20 66.69 68.44 63.42 67.94 65.948 64.71 67.08 67.37 67.48 67.82
## cvpred 67.25 66.71 68.48 63.48 67.95 65.968 64.75 67.16 67.36 67.62 67.86
## overall 65.00 65.00 65.00 65.00 65.00 65.000 65.00 65.00 65.00 65.00 65.00
## CV residual -2.25 -1.71 -3.48 1.52 -2.95 -0.968 0.25 -2.16 -2.36 -2.62 -2.86
## 5697 5706 5720 5727 5732 5740 5748 5767 5791 5796 5802
## Predicted 68.69 63.53 64.45 68.43 66.11 62.5 62.6 62.56 64.918 62.47 64.666
## cvpred 68.62 63.51 64.47 68.56 66.23 62.7 62.7 62.66 64.892 62.44 64.649
## overall 65.00 65.00 65.00 65.00 65.00 65.0 65.0 65.00 64.000 64.00 64.000
## CV residual -3.62 1.49 0.53 -3.56 -1.23 2.3 2.3 2.34 -0.892 1.56 -0.649
## 5810 5830 5836 5861 5890 5920 5943 5950 5983 5986 5991
## Predicted 66.21 64.84 65.57 64.338 64.377 66.5 67.3 64.293 67.35 62.47 66.48
## cvpred 66.23 64.83 65.61 64.366 64.422 66.6 67.3 64.318 67.33 62.55 66.52
## overall 64.00 64.00 64.00 64.000 64.000 64.0 64.0 64.000 64.00 64.00 64.00
## CV residual -2.23 -0.83 -1.61 -0.366 -0.422 -2.6 -3.3 -0.318 -3.33 1.45 -2.52
## 5998 6010 6013 6015 6027 6038 6054 6057 6059 6060 6062
## Predicted 67.97 66.19 65.09 47.3 66.23 66.55 66.41 65.02 65.78 64.774 64.171
## cvpred 67.98 66.21 65.12 47.4 66.28 66.64 66.53 65.09 65.82 64.816 64.264
## overall 64.00 64.00 64.00 64.0 64.00 64.00 64.00 64.00 64.00 64.000 64.000
## CV residual -3.98 -2.21 -1.12 16.6 -2.28 -2.64 -2.53 -1.09 -1.82 -0.816 -0.264
## 6068 6074 6105 6118 6129 6134 6142 6146 6184 6190
## Predicted 64.342 65.94 64.905 65.25 66.20 66.79 64.92 63.521 65.77 66.56
## cvpred 64.424 66.03 64.917 65.29 66.24 66.81 65.01 63.561 65.77 66.51
## overall 64.000 64.00 64.000 64.00 64.00 64.00 64.00 64.000 63.00 63.00
## CV residual -0.424 -2.03 -0.917 -1.29 -2.24 -2.81 -1.01 0.439 -2.77 -3.51
## 6203 6215 6217 6226 6241 6258 6263 6264 6275 6284
## Predicted 65.13 64.78 63.293 59.45 64.27 65.24 62.193 62.9275 65.38 64.45
## cvpred 65.19 64.83 63.304 59.51 64.19 65.25 62.289 62.9579 65.39 64.53
## overall 63.00 63.00 63.000 63.00 63.00 63.00 63.000 63.0000 63.00 63.00
## CV residual -2.19 -1.83 -0.304 3.49 -1.19 -2.25 0.711 0.0421 -2.39 -1.53
## 6285 6329 6342 6344 6359 6365 6367 6392 6399 6401
## Predicted 64.43 66.26 64.88 62.203 63.413 63.813 64.59 64.08 66.06 67.7
## cvpred 64.54 66.29 64.92 62.243 63.551 63.868 64.63 64.16 66.08 67.7
## overall 63.00 63.00 63.00 63.000 63.000 63.000 63.00 63.00 63.00 63.0
## CV residual -1.54 -3.29 -1.92 0.757 -0.551 -0.868 -1.63 -1.16 -3.08 -4.7
## 6408 6410 6458 6460 6471 6487 6494 6506 6513 6518 6521
## Predicted 62.767 66.92 64.45 64.80 66.68 59.52 63.80 64.12 60.891 63.30 65.13
## cvpred 62.862 66.98 64.53 64.83 66.68 59.61 63.82 64.02 61.036 63.34 65.14
## overall 63.000 63.00 63.00 63.00 62.00 62.00 62.00 62.00 62.000 62.00 62.00
## CV residual 0.138 -3.98 -1.53 -1.83 -4.68 2.39 -1.82 -2.02 0.964 -1.34 -3.14
## 6525 6531 6533 6543 6548 6565 6576 6579 6595 6597 6606
## Predicted 61.583 63.68 61.580 65.88 60.63 66.07 64.65 62.54 54.24 59.45 64.91
## cvpred 61.642 63.67 61.588 65.88 60.67 66.15 64.68 62.68 54.29 59.54 64.91
## overall 62.000 62.00 62.000 62.00 62.00 62.00 62.00 62.00 62.00 62.00 62.00
## CV residual 0.358 -1.67 0.412 -3.88 1.33 -4.15 -2.68 -0.68 7.71 2.46 -2.91
## 6624 6673 6700 6703 6743 6799 6819 6832 6834 6858
## Predicted 59.07 63.96 63.14 60.9231 62.50 65.97 62.44 66.21 61.927 59.072
## cvpred 59.05 64.06 63.18 60.9695 62.44 66.04 62.57 66.23 61.969 59.131
## overall 62.00 62.00 61.00 61.0000 61.00 61.00 61.00 61.00 61.000 60.000
## CV residual 2.95 -2.06 -2.18 0.0305 -1.44 -5.04 -1.57 -5.23 -0.969 0.869
## 6884 6907 6912 6925 6934 6947 6950 6954 6964 6974 7006
## Predicted 60.0515 56.35 62.12 61.3 59.678 61.84 61.51 61.17 55.54 59.788 61.9
## cvpred 60.0979 56.27 62.17 61.4 59.696 61.97 61.64 61.28 55.57 59.858 61.9
## overall 60.0000 60.00 60.00 60.0 60.000 60.00 60.00 60.00 60.00 60.000 59.0
## CV residual -0.0979 3.73 -2.17 -1.4 0.304 -1.97 -1.64 -1.28 4.43 0.142 -2.9
## 7012 7014 7034 7037 7050 7093 7095 7115 7125 7128 7153
## Predicted 61.28 60.72 56.37 63.19 57.91 61.55 59.96 60.04 57.394 65.3 55.13
## cvpred 61.27 60.78 56.45 63.22 57.99 61.58 59.93 60.06 57.528 65.5 55.31
## overall 59.00 59.00 59.00 59.00 59.00 58.00 58.00 58.00 58.000 58.0 57.00
## CV residual -2.27 -1.78 2.55 -4.22 1.01 -3.58 -1.93 -2.06 0.472 -7.5 1.69
## 7156 7157 7162 7164 7179 7188 7207 7211 7224 7233 7260
## Predicted 59.84 59.93 58.0 60.68 60.81 59.81 55.17 56.9 58.83 60.03 50.26
## cvpred 59.88 60.01 58.1 60.71 60.89 59.75 55.25 57.0 58.88 60.09 50.34
## overall 57.00 57.00 57.0 57.00 57.00 56.00 56.00 56.0 55.00 54.00 49.00
## CV residual -2.88 -3.01 -1.1 -3.71 -3.89 -3.75 0.75 -1.0 -3.88 -6.09 -1.34
##
## Sum of squares = 3133 Mean square = 5.76 n = 544
##
## fold 5
## Observations in test set: 544
## 65 69 88 109 117 126 127 139 146 161 180
## Predicted 81.44 85.380 80.05 82.19 80.04 79.72 81.28 80.6 81.7 78.00 81.49
## cvpred 81.61 85.465 80.02 82.14 80.18 79.81 81.38 80.7 81.8 77.98 81.61
## overall 86.00 85.000 85.00 84.00 84.00 84.00 84.00 83.0 83.0 83.00 83.00
## CV residual 4.39 -0.465 4.98 1.86 3.82 4.19 2.62 2.3 1.2 5.02 1.39
## 184 186 202 229 234 239 247 259 262 269 295
## Predicted 79.51 81.33 80.57 77.84 80.39 80.77 81.082 80.210 79.8 77.29 85
## cvpred 79.58 81.31 80.67 77.69 80.39 80.87 81.111 80.235 79.9 77.51 85
## overall 83.00 83.00 82.00 82.00 82.00 82.00 82.000 81.000 81.0 81.00 81
## CV residual 3.42 1.69 1.33 4.31 1.61 1.13 0.889 0.765 1.1 3.49 -4
## 301 316 317 347 355 363 388 391 406 427
## Predicted 80.9818 80.652 77.33 78.922 77.53 81.01 80.657 78.4 79.131 78.40
## cvpred 80.9621 80.739 77.39 79.004 77.53 81.13 80.804 78.5 79.157 78.41
## overall 81.0000 81.000 81.00 80.000 80.00 80.00 80.000 80.0 80.000 80.00
## CV residual 0.0379 0.261 3.61 0.996 2.47 -1.13 -0.804 1.5 0.843 1.59
## 436 438 449 460 474 517 522 531 534 557
## Predicted 77.96 77.45 78.674 78.171 77.28 79.316 75.20 76.38 78.212 73.15
## cvpred 78.04 77.47 78.645 78.272 77.32 79.372 75.09 76.42 78.243 73.05
## overall 79.00 79.00 79.000 79.000 79.00 79.000 79.00 79.00 79.000 78.00
## CV residual 0.96 1.53 0.355 0.728 1.68 -0.372 3.91 2.58 0.757 4.95
## 569 570 603 610 637 640 658 666 683 714 730
## Predicted 76.61 74.96 76.9 76.98 75.39 78.650 73.57 76.28 73.45 76.430 76.658
## cvpred 76.57 75.04 76.9 77.06 75.33 78.692 73.56 76.32 73.46 76.465 76.682
## overall 78.00 78.00 78.0 78.00 78.00 78.000 78.00 78.00 78.00 77.000 77.000
## CV residual 1.43 2.96 1.1 0.94 2.67 -0.692 4.44 1.68 4.54 0.535 0.318
## 734 759 785 788 797 812 816 832 837 842
## Predicted 76.8272 76.503 76.50 76.456 77.13 77.57 76.35 78.45 76.9741 77.567
## cvpred 76.9436 76.587 76.67 76.493 77.15 77.68 76.37 78.53 77.0243 77.558
## overall 77.0000 77.000 77.00 77.000 77.00 77.00 77.00 77.00 77.0000 77.000
## CV residual 0.0564 0.413 0.33 0.507 -0.15 -0.68 0.63 -1.53 -0.0243 -0.558
## 849 850 856 861 892 903 944 960 970 974
## Predicted 76.198 67.89 78.38 75.67 68.92 71.76 74.42 75.340 75.416 74.89
## cvpred 76.185 67.97 78.48 75.73 68.91 71.71 74.52 75.236 75.416 74.94
## overall 77.000 77.00 77.00 77.00 76.00 76.00 76.00 76.000 76.000 76.00
## CV residual 0.815 9.03 -1.48 1.27 7.09 4.29 1.48 0.764 0.584 1.06
## 989 990 1036 1048 1053 1055 1057 1061 1067 1072
## Predicted 75.571 75.616 75.724 74.82 76.27 74.45 72.88 73.97 68.96 74.48
## cvpred 75.643 75.583 75.785 74.91 76.32 74.51 72.72 74.03 68.99 74.49
## overall 76.000 76.000 76.000 76.00 76.00 76.00 76.00 76.00 76.00 76.00
## CV residual 0.357 0.417 0.215 1.09 -0.32 1.49 3.28 1.97 7.01 1.51
## 1074 1076 1101 1106 1108 1122 1147 1152 1175 1178
## Predicted 77.20 75.344 74.122 73.25 72.70 74.716 74.9644 79.11 73.84 72.80
## cvpred 77.31 75.404 74.106 73.41 72.72 74.691 75.0745 79.09 73.72 72.85
## overall 75.00 75.000 75.000 75.00 75.00 75.000 75.0000 75.00 75.00 75.00
## CV residual -2.31 -0.404 0.894 1.59 2.28 0.309 -0.0745 -4.09 1.28 2.15
## 1215 1224 1233 1241 1245 1253 1257 1264 1269 1295
## Predicted 71.26 75.487 74.826 76.03 71.52 69.88 73.87 75.481 74.725 73.45
## cvpred 71.23 75.535 74.849 76.02 71.46 69.89 73.88 75.467 74.783 73.45
## overall 75.00 75.000 75.000 75.00 75.00 75.00 75.00 75.000 75.000 75.00
## CV residual 3.77 -0.535 0.151 -1.02 3.54 5.11 1.12 -0.467 0.217 1.55
## 1316 1329 1330 1340 1354 1355 1364 1371 1384 1411
## Predicted 75.881 76.88 73.72 74.28 72.51 75.97 73.546 74.865 74.259 63.7
## cvpred 75.963 76.98 73.81 74.35 72.48 76.04 73.663 74.892 74.247 63.6
## overall 75.000 75.00 75.00 75.00 75.00 75.00 74.000 74.000 74.000 74.0
## CV residual -0.963 -1.98 1.19 0.65 2.52 -1.04 0.337 -0.892 -0.247 10.4
## 1415 1418 1423 1429 1436 1470 1475 1517 1522 1525
## Predicted 72.66 75.53 75.30 69.51 72.69 73.899 74.838 73.334 69.52 71.18
## cvpred 72.55 75.56 75.37 69.52 72.93 73.897 74.844 73.296 69.55 71.25
## overall 74.00 74.00 74.00 74.00 74.00 74.000 74.000 74.000 74.00 74.00
## CV residual 1.45 -1.56 -1.37 4.48 1.07 0.103 -0.844 0.704 4.45 2.75
## 1558 1572 1577 1585 1592 1609 1616 1638 1641 1649
## Predicted 75.23 76.89 73.002 74.0570 75.78 75.11 75.85 70.54 71.38 70.67
## cvpred 75.26 76.84 73.015 74.0992 75.85 75.24 75.87 70.48 71.22 70.54
## overall 74.00 74.00 74.000 74.0000 74.00 74.00 74.00 74.00 74.00 74.00
## CV residual -1.26 -2.84 0.985 -0.0992 -1.85 -1.24 -1.87 3.52 2.78 3.46
## 1654 1665 1697 1713 1714 1770 1773 1774 1779 1785 1800
## Predicted 71.96 67.64 75 71.48 70.57 69.7 68.37 74.31 70.02 73.325 68.31
## cvpred 71.85 67.68 75 71.49 70.58 69.7 68.37 74.41 70.03 73.357 68.24
## overall 74.00 73.00 73 73.00 73.00 73.0 73.00 73.00 73.00 73.000 73.00
## CV residual 2.15 5.32 -2 1.51 2.42 3.3 4.63 -1.41 2.97 -0.357 4.76
## 1804 1810 1820 1833 1844 1848 1865 1870 1880 1905 1907
## Predicted 73.345 71.84 70.38 71.2 74.2 73.760 71.39 72.930 73.758 74.29 74.73
## cvpred 73.365 71.74 70.37 71.3 74.3 73.681 71.42 72.894 73.859 74.34 74.68
## overall 73.000 73.00 73.00 73.0 73.0 73.000 73.00 73.000 73.000 73.00 73.00
## CV residual -0.365 1.26 2.63 1.7 -1.3 -0.681 1.58 0.106 -0.859 -1.34 -1.68
## 1931 1957 1965 1972 1974 1987 1995 2025 2033 2056
## Predicted 73.450 73.828 70.32 72.458 72.782 74.91 71.37 70.55 72.522 70.88
## cvpred 73.558 73.728 70.33 72.447 72.737 74.92 71.21 70.36 72.464 70.73
## overall 73.000 73.000 73.00 73.000 73.000 73.00 73.00 73.00 72.000 72.00
## CV residual -0.558 -0.728 2.67 0.553 0.263 -1.92 1.79 2.64 -0.464 1.27
## 2067 2100 2114 2125 2139 2141 2147 2157 2161 2174
## Predicted 72.121 71.525 71.849 73.33 71.040 72.725 71.698 72.755 69.54 72.833
## cvpred 72.166 71.609 71.803 73.31 71.032 72.716 71.674 72.745 69.44 72.926
## overall 72.000 72.000 72.000 72.00 72.000 72.000 72.000 72.000 72.00 72.000
## CV residual -0.166 0.391 0.197 -1.31 0.968 -0.716 0.326 -0.745 2.56 -0.926
## 2188 2191 2244 2267 2282 2309 2324 2326 2329 2336
## Predicted 72.751 72.917 69.76 70.00 72.422 71.743 73.14 72.851 70.99 72.578
## cvpred 72.756 72.903 69.57 69.91 72.549 71.651 73.15 72.776 70.96 72.619
## overall 72.000 72.000 72.00 72.00 72.000 72.000 72.00 72.000 72.00 72.000
## CV residual -0.756 -0.903 2.43 2.09 -0.549 0.349 -1.15 -0.776 1.04 -0.619
## 2340 2343 2347 2353 2395 2406 2448 2449 2478 2482
## Predicted 69.69 72.0494 74.08 72.238 72.397 72.0150 67.7 72.37 73.5 56.1
## cvpred 69.69 71.9259 74.02 72.314 72.443 71.9552 67.7 72.38 73.5 56.1
## overall 72.00 72.0000 72.00 72.000 72.000 72.0000 71.0 71.00 71.0 71.0
## CV residual 2.31 0.0741 -2.02 -0.314 -0.443 0.0448 3.3 -1.38 -2.5 14.9
## 2484 2489 2512 2514 2518 2524 2527 2540 2543 2568
## Predicted 69.55 69.83 73.45 70.823 69.72 66.71 70.760 70.616 72.09 70.587
## cvpred 69.53 69.79 73.46 70.798 69.76 66.77 70.786 70.624 72.22 70.617
## overall 71.00 71.00 71.00 71.000 71.00 71.00 71.000 71.000 71.00 71.000
## CV residual 1.47 1.21 -2.46 0.202 1.24 4.23 0.214 0.376 -1.22 0.383
## 2575 2604 2617 2640 2652 2653 2659 2720 2724 2726
## Predicted 68.64 70.9852 69.9 72.79 71.678 71.067 69.36 71.826 71.227 73.33
## cvpred 68.67 70.9181 69.9 72.62 71.678 71.143 69.33 71.889 71.221 73.48
## overall 71.00 71.0000 71.0 71.00 71.000 71.000 71.00 71.000 71.000 71.00
## CV residual 2.33 0.0819 1.1 -1.62 -0.678 -0.143 1.67 -0.889 -0.221 -2.48
## 2744 2746 2755 2756 2812 2817 2818 2819 2832 2835
## Predicted 72.77 69.28 73.25 73.30 71.686 73.39 73.65 70.258 71.185 72.11
## cvpred 72.71 69.15 73.28 73.27 71.659 73.38 73.71 70.177 71.146 72.18
## overall 71.00 71.00 71.00 71.00 71.000 71.00 71.00 71.000 71.000 71.00
## CV residual -1.71 1.85 -2.28 -2.27 -0.659 -2.38 -2.71 0.823 -0.146 -1.18
## 2838 2839 2844 2876 2901 2902 2912 2917 2931 2944
## Predicted 68.64 68.59 67.68 70.663 69.198 69.765 71.96 67.06 70.0104 71.46
## cvpred 68.64 68.66 67.57 70.657 69.242 69.856 71.88 66.97 70.0444 71.47
## overall 71.00 71.00 71.00 70.000 70.000 70.000 70.00 70.00 70.0000 70.00
## CV residual 2.36 2.34 3.43 -0.657 0.758 0.144 -1.88 3.03 -0.0444 -1.47
## 2957 2977 2982 3002 3008 3047 3059 3088 3091 3113
## Predicted 70.280 69.231 67.81 72.33 68.14 69.020 68.94 68.959 70.699 67.19
## cvpred 70.356 69.211 67.84 72.38 68.07 69.052 68.94 69.052 70.767 67.12
## overall 70.000 70.000 70.00 70.00 70.00 70.000 70.00 70.000 70.000 70.00
## CV residual -0.356 0.789 2.16 -2.38 1.93 0.948 1.06 0.948 -0.767 2.88
## 3137 3149 3151 3161 3183 3192 3195 3198 3208 3223
## Predicted 72.53 69.679 72.06 71.69 69.637 71.13 68.47 70.288 71.78 72.98
## cvpred 72.45 69.657 72.17 71.74 69.534 71.19 68.44 70.266 71.75 73.08
## overall 70.00 70.000 70.00 70.00 70.000 70.00 70.00 70.000 70.00 70.00
## CV residual -2.45 0.343 -2.17 -1.74 0.466 -1.19 1.56 -0.266 -1.75 -3.08
## 3230 3238 3243 3246 3250 3257 3280 3284 3331 3337
## Predicted 71.13 71.7 70.850 66.40 68.83 71.38 69.8811 71.85 73.15 67.61
## cvpred 71.14 71.7 70.791 66.39 68.73 71.38 69.9169 71.93 73.11 67.55
## overall 70.00 70.0 70.000 70.00 70.00 70.00 70.0000 70.00 70.00 70.00
## CV residual -1.14 -1.7 -0.791 3.61 1.27 -1.38 0.0831 -1.93 -3.11 2.45
## 3350 3354 3367 3383 3391 3403 3412 3416 3422 3445
## Predicted 70.1311 68.3 68.47 71.56 70.53 68.9341 71.37 67.44 70.27 69.890
## cvpred 70.0902 68.1 68.44 71.47 70.55 68.9607 71.35 67.23 70.28 69.905
## overall 70.0000 70.0 70.00 69.00 69.00 69.0000 69.00 69.00 69.00 69.000
## CV residual -0.0902 1.9 1.56 -2.47 -1.55 0.0393 -2.35 1.77 -1.28 -0.905
## 3449 3451 3469 3470 3479 3529 3537 3557 3567 3569
## Predicted 70.71 67.94 73.65 68.674 64.22 70.3 66.44 68.630 68.881 68.604
## cvpred 70.72 67.87 73.73 68.629 64.26 70.2 66.39 68.683 68.852 68.613
## overall 69.00 69.00 69.00 69.000 69.00 69.0 69.00 69.000 69.000 69.000
## CV residual -1.72 1.13 -4.73 0.371 4.74 -1.2 2.61 0.317 0.148 0.387
## 3571 3611 3659 3664 3669 3721 3726 3728 3732 3738
## Predicted 69.469 69.214 68.759 70.029 69.449 68.9802 70.66 70.21 71.48 69.628
## cvpred 69.499 69.164 68.758 69.931 69.294 68.9861 70.66 70.17 71.49 69.495
## overall 69.000 69.000 69.000 69.000 69.000 69.0000 69.00 69.00 69.00 69.000
## CV residual -0.499 -0.164 0.242 -0.931 -0.294 0.0139 -1.66 -1.17 -2.49 -0.495
## 3747 3769 3803 3834 3842 3852 3866 3869 3881 3900 3904
## Predicted 66.8 67.15 63.85 66.50 65.12 65.93 69.53 67.385 67.580 68.849 66.60
## cvpred 66.9 66.95 63.69 66.49 65.07 65.89 69.53 67.424 67.583 68.771 66.62
## overall 69.0 69.00 69.00 69.00 68.00 68.00 68.00 68.000 68.000 68.000 68.00
## CV residual 2.1 2.05 5.31 2.51 2.93 2.11 -1.53 0.576 0.417 -0.771 1.38
## 3921 3929 3935 3937 3950 3963 3986 4002 4024 4073
## Predicted 64.43 67.07 69.03 64.77 69.33 68.881 68.933 70.69 67.8565 68.391
## cvpred 64.38 66.97 69.05 64.86 69.33 68.895 68.959 70.73 67.9037 68.337
## overall 68.00 68.00 68.00 68.00 68.00 68.000 68.000 68.00 68.0000 68.000
## CV residual 3.62 1.03 -1.05 3.14 -1.33 -0.895 -0.959 -2.73 0.0963 -0.337
## 4085 4092 4097 4099 4105 4152 4153 4171 4173 4175
## Predicted 67.594 69.30 67.12 66.20 70.12 67.9265 67.297 69.23 70.18 69.70
## cvpred 67.504 69.29 66.97 66.18 70.13 67.9611 67.366 69.19 70.18 69.74
## overall 68.000 68.00 68.00 68.00 68.00 68.0000 68.000 68.00 68.00 68.00
## CV residual 0.496 -1.29 1.03 1.82 -2.13 0.0389 0.634 -1.19 -2.18 -1.74
## 4190 4195 4212 4258 4281 4298 4335 4351 4374 4382 4387
## Predicted 68.274 71.76 66.43 65.38 66.64 68.43 68.935 69.7 66.65 67.591 65.76
## cvpred 68.341 71.75 66.53 65.42 66.65 68.38 68.966 69.6 66.55 67.497 65.79
## overall 68.000 68.00 68.00 68.00 68.00 68.00 68.000 68.0 67.00 67.000 67.00
## CV residual -0.341 -3.75 1.47 2.58 1.35 -0.38 -0.966 -1.6 0.45 -0.497 1.21
## 4394 4408 4413 4429 4536 4546 4547 4550 4566 4578 4596
## Predicted 66.496 66.056 65.1 50.7 67.955 69.50 63.1 67.181 64.00 69.08 67.575
## cvpred 66.439 66.019 64.9 50.5 67.993 69.55 63.2 67.204 63.84 69.05 67.634
## overall 67.000 67.000 67.0 67.0 67.000 67.00 67.0 67.000 67.00 67.00 67.000
## CV residual 0.561 0.981 2.1 16.5 -0.993 -2.55 3.8 -0.204 3.16 -2.05 -0.634
## 4626 4634 4666 4675 4692 4698 4712 4724 4736 4745 4748
## Predicted 68.51 69.82 68.83 71.57 66.476 65.42 69.91 69.90 65.32 66.354 68.68
## cvpred 68.44 69.84 68.79 71.58 66.453 65.35 69.92 69.83 65.31 66.397 68.66
## overall 67.00 67.00 67.00 67.00 67.000 67.00 67.00 67.00 67.00 67.000 67.00
## CV residual -1.44 -2.84 -1.79 -4.58 0.547 1.65 -2.92 -2.83 1.69 0.603 -1.66
## 4808 4810 4824 4833 4834 4840 4854 4859 4862 4864 4866
## Predicted 68.91 68.70 67.48 66.942 62.9 67.48 66.92 67.25 68.54 65.810 63.05
## cvpred 68.93 68.75 67.45 66.995 62.9 67.53 66.77 67.22 68.58 65.857 62.97
## overall 67.00 67.00 67.00 66.000 66.0 66.00 66.00 66.00 66.00 66.000 66.00
## CV residual -1.93 -1.75 -0.45 -0.995 3.1 -1.53 -0.77 -1.22 -2.58 0.143 3.03
## 4875 4877 4881 4888 4897 4966 4968 4970 4971 5003 5009
## Predicted 64.18 66.644 67.94 65.301 62.42 67.29 66.12 68.40 68.5 67.95 63.95
## cvpred 64.25 66.694 67.94 65.234 62.23 67.21 66.12 68.41 68.4 67.91 63.72
## overall 66.00 66.000 66.00 66.000 66.00 66.00 66.00 66.00 66.0 66.00 66.00
## CV residual 1.75 -0.694 -1.94 0.766 3.77 -1.21 -0.12 -2.41 -2.4 -1.91 2.28
## 5039 5044 5061 5067 5108 5111 5116 5142 5150 5154
## Predicted 68.95 67.35 66.65 63.20 68.32 66.168 68.03 68.77 69.28 67.065
## cvpred 69.02 67.32 66.67 63.15 68.38 66.237 67.92 68.74 69.26 66.969
## overall 66.00 66.00 66.00 66.00 66.00 66.000 66.00 66.00 66.00 66.000
## CV residual -3.02 -1.32 -0.67 2.85 -2.38 -0.237 -1.92 -2.74 -3.26 -0.969
## 5160 5165 5172 5191 5196 5206 5224 5226 5227 5241
## Predicted 66.634 65.773 69.41 70.72 67.31 65.580 69.11 69.8 68.61 66.90
## cvpred 66.612 65.761 69.32 70.69 67.25 65.383 69.11 69.7 68.58 66.83
## overall 66.000 66.000 66.00 66.00 66.00 66.000 66.00 66.0 66.00 66.00
## CV residual -0.612 0.239 -3.32 -4.69 -1.25 0.617 -3.11 -3.7 -2.58 -0.83
## 5253 5275 5289 5301 5305 5317 5320 5332 5337 5349 5355
## Predicted 65.505 68.46 64.55 70.00 67.83 68.06 63.1 61.52 66.45 67.66 61.96
## cvpred 65.507 68.41 64.45 69.97 67.76 68.08 63.0 61.45 66.45 67.72 61.78
## overall 66.000 66.00 66.00 66.00 66.00 65.00 65.0 65.00 65.00 65.00 65.00
## CV residual 0.493 -2.41 1.55 -3.97 -1.76 -3.08 2.0 3.55 -1.45 -2.72 3.22
## 5356 5361 5364 5367 5380 5382 5393 5406 5418 5422
## Predicted 64.985 64.249 66.006 67.14 65.280 65.98 69.08 68.18 67.89 62.09
## cvpred 64.955 64.198 65.981 67.09 65.229 65.88 69.12 68.19 67.94 62.02
## overall 65.000 65.000 65.000 65.00 65.000 65.00 65.00 65.00 65.00 65.00
## CV residual 0.045 0.802 -0.981 -2.09 -0.229 -0.88 -4.12 -3.19 -2.94 2.98
## 5427 5431 5449 5470 5479 5487 5507 5517 5527 5531
## Predicted 66.049 67.85 63.64 70.01 61.10 65.0339 64.646 64.745 67.82 65.970
## cvpred 65.939 67.84 63.58 70.02 60.97 65.0368 64.572 64.657 67.78 65.854
## overall 65.000 65.00 65.00 65.00 65.00 65.0000 65.000 65.000 65.00 65.000
## CV residual -0.939 -2.84 1.42 -5.02 4.03 -0.0368 0.428 0.343 -2.78 -0.854
## 5563 5571 5585 5598 5599 5604 5605 5649 5650 5678
## Predicted 69.73 67.31 64.158 65.507 68.67 64.844 67.74 66.34 69.32 65.984
## cvpred 69.68 67.37 64.218 65.486 68.65 64.742 67.75 66.28 69.36 65.983
## overall 65.00 65.00 65.000 65.000 65.00 65.000 65.00 65.00 65.00 65.000
## CV residual -4.68 -2.37 0.782 -0.486 -3.65 0.258 -2.75 -1.28 -4.36 -0.983
## 5690 5701 5761 5777 5784 5799 5812 5823 5826 5855
## Predicted 65.646 63.93 66.73 64.82 63.398 65.40 63.090 65.27 60.58 64.561
## cvpred 65.616 63.92 66.73 64.79 63.353 65.38 63.001 65.19 60.57 64.492
## overall 65.000 65.00 65.00 65.00 64.000 64.00 64.000 64.00 64.00 64.000
## CV residual -0.616 1.08 -1.73 0.21 0.647 -1.38 0.999 -1.19 3.43 -0.492
## 5859 5864 5875 5881 5946 5960 5970 6037 6067 6092
## Predicted 64.466 65.17 65.75 59.53 63.185 66.68 64.646 63.826 66.86 64.891
## cvpred 64.323 65.15 65.66 59.47 63.199 66.66 64.536 63.834 66.87 64.714
## overall 64.000 64.00 64.00 64.00 64.000 64.00 64.000 64.000 64.00 64.000
## CV residual -0.323 -1.15 -1.66 4.53 0.801 -2.66 -0.536 0.166 -2.87 -0.714
## 6133 6168 6169 6171 6189 6191 6208 6237 6252 6255
## Predicted 64.176 62.13 62.234 66.86 66.79 64.011 62.07 60.47 66.15 63.0158
## cvpred 64.347 61.86 62.161 66.93 66.83 63.979 61.91 60.29 66.14 63.0592
## overall 64.000 63.00 63.000 63.00 63.00 63.000 63.00 63.00 63.00 63.0000
## CV residual -0.347 1.14 0.839 -3.93 -3.83 -0.979 1.09 2.71 -3.14 -0.0592
## 6276 6303 6304 6309 6324 6326 6327 6339 6349 6364
## Predicted 63.803 64.84 65.98 56.14 66.88 63.366 62.825 64.74 64.83 64.57
## cvpred 63.735 64.78 65.99 56.13 66.89 63.311 62.664 64.76 64.79 64.41
## overall 63.000 63.00 63.00 63.00 63.00 63.000 63.000 63.00 63.00 63.00
## CV residual -0.735 -1.78 -2.99 6.87 -3.89 -0.311 0.336 -1.76 -1.79 -1.41
## 6388 6391 6440 6463 6467 6480 6488 6489 6490 6501 6510
## Predicted 67.72 66.08 61.63 70.09 63.0 64.55 64.30 55.82 65.09 63.80 65.7
## cvpred 67.62 66.05 61.43 70.14 62.9 64.58 64.34 55.76 64.97 63.76 65.7
## overall 63.00 63.00 63.00 63.00 63.0 62.00 62.00 62.00 62.00 62.00 62.0
## CV residual -4.62 -3.05 1.57 -7.14 0.1 -2.58 -2.34 6.24 -2.97 -1.76 -3.7
## 6520 6582 6590 6645 6647 6651 6654 6665 6671 6682 6693
## Predicted 65.18 58.33 64.34 62.527 66.4 66.32 67.14 62.63 60.9 68.1 62.194
## cvpred 65.08 58.23 64.37 62.436 66.4 66.29 67.27 62.58 60.8 68.1 62.117
## overall 62.00 62.00 62.00 62.000 62.0 62.00 62.00 62.00 62.0 62.0 62.000
## CV residual -3.08 3.77 -2.37 -0.436 -4.4 -4.29 -5.27 -0.58 1.2 -6.1 -0.117
## 6705 6706 6712 6734 6744 6745 6746 6755 6801 6807 6840
## Predicted 59.73 58.9 61.768 60.580 63.89 63.02 60.620 64.34 62.70 61.35 59.84
## cvpred 59.46 58.9 61.735 60.555 63.83 62.94 60.441 64.26 62.74 61.19 59.73
## overall 61.00 61.0 61.000 61.000 61.00 61.00 61.000 61.00 61.00 61.00 61.00
## CV residual 1.54 2.1 -0.735 0.445 -2.83 -1.94 0.559 -3.26 -1.74 -0.19 1.27
## 6881 6883 6898 6923 6961 6963 6979 6983 7009 7031 7036
## Predicted 58.45 62.12 62.7 64 60.434 63.57 62.63 61.77 57.52 58.626 56.76
## cvpred 58.37 62.04 62.8 64 60.409 63.54 62.57 61.73 57.38 58.527 56.57
## overall 60.00 60.00 60.0 60 60.000 60.00 59.00 59.00 59.00 59.000 59.00
## CV residual 1.63 -2.04 -2.8 -4 -0.409 -3.54 -3.57 -2.73 1.62 0.473 2.43
## 7042 7043 7044 7063 7067 7075 7076 7087 7088 7120 7138
## Predicted 52.59 64.82 60.62 62.63 62.44 54.49 60.93 61.96 60.26 60.00 59.015
## cvpred 52.47 64.85 60.64 62.66 62.28 54.49 60.88 61.88 60.29 59.89 58.905
## overall 59.00 59.00 59.00 59.00 59.00 58.00 58.00 58.00 58.00 58.00 58.000
## CV residual 6.53 -5.85 -1.64 -3.66 -3.28 3.51 -2.88 -3.88 -2.29 -1.89 -0.905
## 7150 7177 7182 7197 7206 7221 7250
## Predicted 60.28 56.76 59.18 60.71 61.60 57.73 49.36
## cvpred 60.23 56.61 59.13 60.69 61.57 57.65 49.27
## overall 57.00 57.00 56.00 56.00 56.00 55.00 52.00
## CV residual -3.23 0.39 -3.13 -4.69 -5.57 -2.65 2.73
##
## Sum of squares = 3459 Mean square = 6.36 n = 544
##
## Overall (Sum over all 544 folds)
## ms
## 5.68
sum((fifa_midfielder$overall-KCV_midfielder$cvpred)^2)
## [1] 15447
1-sum((fifa_midfielder$overall-KCV_midfielder$cvpred)^2)/sum((fifa_midfielder$overall-mean(fifa_midfielder$overall))^2)
## [1] 0.84
# for the defender player model, we will perform a 5 fold cross validation
n = dim(fifa_defender)[1]
library(DAAG)
KCV_defender = cv.lm(data=fifa_defender, model_defender, m=5, seed=123)
## Analysis of Variance Table
##
## Response: overall
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 6876 6876 2142 <2e-16 ***
## weight_kg 1 977 977 304 <2e-16 ***
## pace 1 6886 6886 2145 <2e-16 ***
## dribbling 1 19529 19529 6084 <2e-16 ***
## defending 1 45602 45602 14205 <2e-16 ***
## physic 1 1116 1116 348 <2e-16 ***
## skill_moves 1 433 433 135 <2e-16 ***
## Residuals 2648 8500 3
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning in cv.lm(data = fifa_defender, model_defender, m = 5, seed = 123):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 531
## 30 50 55 83 85 99 106 131 160 282 345
## Predicted 84.50 84.20 83.90 82.93 83.52 82.10 81.72 82.10 80.38 80.298 78.19
## cvpred 84.67 84.37 84.02 83.06 83.62 82.17 81.83 82.17 80.48 80.435 78.32
## overall 88.00 87.00 86.00 85.00 85.00 84.00 84.00 84.00 83.00 81.000 80.00
## CV residual 3.33 2.63 1.98 1.94 1.38 1.83 2.17 1.83 2.52 0.565 1.68
## 346 361 362 368 387 456 478 486 487 500
## Predicted 79.350 79.088 78.41 78.40 81.32 78.9510 77.06 76.73 77.45 79.91
## cvpred 79.469 79.176 78.56 78.48 81.44 79.0549 77.17 76.83 77.51 80.04
## overall 80.000 80.000 80.00 80.00 80.00 79.0000 79.00 79.00 79.00 79.00
## CV residual 0.531 0.824 1.44 1.52 -1.44 -0.0549 1.83 2.17 1.49 -1.04
## 504 553 571 606 627 633 635 644 649 667
## Predicted 79.615 77.8005 79.54 76.82 77.9707 76.83 75.20 79.07 78.753 77.931
## cvpred 79.811 77.9025 79.66 76.99 78.0587 76.96 75.32 79.21 78.887 78.075
## overall 79.000 78.0000 78.00 78.00 78.0000 78.00 78.00 78.00 78.000 78.000
## CV residual -0.811 0.0975 -1.66 1.01 -0.0587 1.04 2.68 -1.21 -0.887 -0.075
## 689 698 709 732 755 764 769 792 859 880
## Predicted 76.0 77.126 78.284 75.24 74.92 74.13 77.865 78.46 78.24 75.827
## cvpred 76.1 77.134 78.402 75.31 74.94 74.19 77.994 78.59 78.23 75.869
## overall 78.0 78.000 78.000 77.00 77.00 77.00 77.000 77.00 77.00 76.000
## CV residual 1.9 0.866 -0.402 1.69 2.06 2.81 -0.994 -1.59 -1.23 0.131
## 881 886 899 955 983 1025 1033 1039 1043 1064
## Predicted 76.190 77.68 75.8343 74.57 73.4 75.175 72.4 75.251 77.77 75.070
## cvpred 76.256 77.78 75.9361 74.72 73.5 75.277 72.6 75.336 77.78 75.115
## overall 76.000 76.00 76.0000 76.00 76.0 76.000 76.0 76.000 76.00 76.000
## CV residual -0.256 -1.78 0.0639 1.28 2.5 0.723 3.4 0.664 -1.78 0.885
## 1080 1086 1099 1129 1148 1181 1185 1191 1203 1205
## Predicted 76.38 73.24 73.58 74.733 74.529 74.087 74.902 75.822 73.971 74.9540
## cvpred 76.46 73.34 73.59 74.802 74.674 74.149 74.876 75.886 74.015 75.0407
## overall 75.00 75.00 75.00 75.000 75.000 75.000 75.000 75.000 75.000 75.0000
## CV residual -1.46 1.66 1.41 0.198 0.326 0.851 0.124 -0.886 0.985 -0.0407
## 1252 1262 1289 1344 1386 1407 1410 1421 1438 1448
## Predicted 74.446 73.04 75.062 74.498 75.34 74.247 73.137 72.71 73.211 71.02
## cvpred 74.547 73.16 75.101 74.628 75.44 74.258 73.161 72.75 73.236 71.02
## overall 75.000 75.00 75.000 75.000 74.00 74.000 74.000 74.00 74.000 74.00
## CV residual 0.453 1.84 -0.101 0.372 -1.44 -0.258 0.839 1.25 0.764 2.98
## 1464 1467 1476 1484 1519 1532 1536 1549 1563 1606
## Predicted 72.05 73.522 71.73 72.76 74.133 73.798 72.978 73.53 72.01 73.371
## cvpred 72.06 73.557 71.78 72.99 74.196 73.893 73.021 73.65 72.06 73.392
## overall 74.00 74.000 74.00 74.00 74.000 74.000 74.000 74.00 74.00 74.000
## CV residual 1.94 0.443 2.22 1.01 -0.196 0.107 0.979 0.35 1.94 0.608
## 1611 1651 1656 1672 1687 1732 1736 1751 1796 1798
## Predicted 72.56 72.74 71.22 71.37 71.906 73.155 72.633 73.150 72.406 72.384
## cvpred 72.54 72.72 71.25 71.43 72.049 73.153 72.694 73.132 72.508 72.372
## overall 74.00 74.00 73.00 73.00 73.000 73.000 73.000 73.000 73.000 73.000
## CV residual 1.46 1.28 1.75 1.57 0.951 -0.153 0.306 -0.132 0.492 0.628
## 1819 1859 1864 1889 1895 1909 1912 1926 1953 1954
## Predicted 74.16 75.98 76.12 73.220 76.43 72.073 72.67 73.306 70.56 71.32
## cvpred 74.25 76.12 76.17 73.217 76.58 72.075 72.69 73.321 70.55 71.38
## overall 73.00 73.00 73.00 73.000 73.00 73.000 73.00 73.000 73.00 73.00
## CV residual -1.25 -3.12 -3.17 -0.217 -3.58 0.925 0.31 -0.321 2.45 1.62
## 1985 1993 2003 2005 2012 2014 2046 2059 2064 2131
## Predicted 75.03 72.480 76.20 72.791 71.42 71.64 72.279 71.277 71.516 71.534
## cvpred 75.06 72.476 76.27 72.777 71.56 71.75 72.265 71.252 71.497 71.538
## overall 73.00 73.000 73.00 73.000 73.00 73.00 72.000 72.000 72.000 72.000
## CV residual -2.06 0.524 -3.27 0.223 1.44 1.25 -0.265 0.748 0.503 0.462
## 2136 2143 2175 2183 2197 2201 2227 2231 2238 2245
## Predicted 72.583 70.49 73.15 71.739 71.530 71.9110 71.59 69.88 74.65 75.9
## cvpred 72.644 70.52 73.12 71.708 71.538 71.9653 71.68 70.01 74.77 76.0
## overall 72.000 72.00 72.00 72.000 72.000 72.0000 72.00 72.00 72.00 72.0
## CV residual -0.644 1.48 -1.12 0.292 0.462 0.0347 0.32 1.99 -2.77 -4.0
## 2251 2252 2259 2305 2311 2366 2374 2379 2402 2404
## Predicted 72.592 72.93 72.966 73.35 70.65 74.10 72.033 73.38 72.32 72.472
## cvpred 72.584 73.01 72.977 73.46 70.64 74.15 72.126 73.35 72.38 72.525
## overall 72.000 72.00 72.000 72.00 72.00 72.00 72.000 72.00 72.00 72.000
## CV residual -0.584 -1.01 -0.977 -1.46 1.36 -2.15 -0.126 -1.35 -0.38 -0.525
## 2407 2420 2437 2443 2451 2453 2465 2504 2510 2511
## Predicted 70.42 72.650 70.38 70.829 71.319 70.776 71.363 72.23 70.827 70.0
## cvpred 70.48 72.677 70.38 70.872 71.331 70.725 71.397 72.32 70.805 70.1
## overall 72.00 72.000 72.00 71.000 71.000 71.000 71.000 71.00 71.000 71.0
## CV residual 1.52 -0.677 1.62 0.128 -0.331 0.275 -0.397 -1.32 0.195 0.9
## 2523 2534 2544 2546 2548 2561 2583 2591 2595
## Predicted 69.71 71.0040 71.446 70.297 70.582 72.57 71.247 70.383 71.575
## cvpred 69.68 71.0337 71.466 70.335 70.616 72.59 71.346 70.455 71.602
## overall 71.00 71.0000 71.000 71.000 71.000 71.00 71.000 71.000 71.000
## CV residual 1.32 -0.0337 -0.466 0.665 0.384 -1.59 -0.346 0.545 -0.602
## 2600 2601 2606 2611 2612 2643 2646 2648 2670
## Predicted 70.010 69.29 70.9783 68.91 69.81 70.389 70.9669 71.638 70.047
## cvpred 70.025 69.28 70.9496 68.92 69.75 70.459 70.9459 71.732 70.179
## overall 71.000 71.00 71.0000 71.00 71.00 71.000 71.0000 71.000 71.000
## CV residual 0.975 1.72 0.0504 2.08 1.25 0.541 0.0541 -0.732 0.821
## 2672 2682 2699 2707 2727 2738 2747 2762 2773 2776
## Predicted 70.205 70.9496 71.28 69.69 71.473 70.9314 72.12 68.76 71.199 68.9
## cvpred 70.284 70.9242 71.35 69.76 71.546 70.9699 72.18 68.85 71.179 68.8
## overall 71.000 71.0000 71.00 71.00 71.000 71.0000 71.00 71.00 71.000 71.0
## CV residual 0.716 0.0758 -0.35 1.24 -0.546 0.0301 -1.18 2.15 -0.179 2.2
## 2781 2796 2833 2864 2867 2885 2908 2929 2930 2962
## Predicted 69.68 70.95793 71.89 72.72 69.59 69.275 70.777 69.812 71.49 66.75
## cvpred 69.69 71.00911 71.91 72.73 69.57 69.238 70.715 69.824 71.45 66.82
## overall 71.00 71.00000 71.00 71.00 71.00 70.000 70.000 70.000 70.00 70.00
## CV residual 1.31 -0.00911 -0.91 -1.73 1.43 0.762 -0.715 0.176 -1.45 3.18
## 2966 2991 2993 3031 3084 3090 3093 3098 3104 3119
## Predicted 69.565 69.524 64.97 70.723 68.66 69.198 69.585 71.6 72.85 69.543
## cvpred 69.604 69.551 64.97 70.745 68.63 69.195 69.607 71.6 72.85 69.597
## overall 70.000 70.000 70.00 70.000 70.00 70.000 70.000 70.0 70.00 70.000
## CV residual 0.396 0.449 5.03 -0.745 1.37 0.805 0.393 -1.6 -2.85 0.403
## 3214 3219 3245 3255 3272 3276 3283 3319 3321 3325
## Predicted 69.756 71.63 68.995 71.16 71.26 67.73 70.259 71.25 72.19 69.193
## cvpred 69.714 71.68 69.043 71.15 71.21 67.73 70.337 71.24 72.28 69.216
## overall 70.000 70.00 70.000 70.00 70.00 70.00 70.000 70.00 70.00 70.000
## CV residual 0.286 -1.68 0.957 -1.15 -1.21 2.27 -0.337 -1.24 -2.28 0.784
## 3339 3342 3355 3361 3374 3378 3384 3397 3420 3431
## Predicted 69.103 69.100 70.792 71.15 69.310 71.66 70.51 69.384 70.51 69.062
## cvpred 69.111 69.107 70.866 71.19 69.386 71.71 70.49 69.422 70.56 69.129
## overall 70.000 70.000 70.000 70.00 69.000 69.00 69.00 69.000 69.00 69.000
## CV residual 0.889 0.893 -0.866 -1.19 -0.386 -2.71 -1.49 -0.422 -1.56 -0.129
## 3450 3457 3478 3489 3497 3507 3517 3518 3526 3531
## Predicted 69.370 70.45 68.473 69.120 69.0039 67.5 68.794 69.268 68.034 68.856
## cvpred 69.385 70.52 68.455 69.135 69.0402 67.5 68.856 69.358 68.042 68.858
## overall 69.000 69.00 69.000 69.000 69.0000 69.0 69.000 69.000 69.000 69.000
## CV residual -0.385 -1.52 0.545 -0.135 -0.0402 1.5 0.144 -0.358 0.958 0.142
## 3542 3554 3563 3564 3565 3574 3578 3587 3589 3601
## Predicted 69.706 70.36 66.13 68.854 68.646 69.400 68.637 68.807 69.276 68.613
## cvpred 69.712 70.33 66.05 68.803 68.611 69.365 68.647 68.823 69.263 68.609
## overall 69.000 69.00 69.00 69.000 69.000 69.000 69.000 69.000 69.000 69.000
## CV residual -0.712 -1.33 2.95 0.197 0.389 -0.365 0.353 0.177 -0.263 0.391
## 3602 3610 3624 3625 3628 3631 3646 3668 3701 3705
## Predicted 69.95 69.928 68.511 68.422 70.26 48.4 69.760 69.374 68.123 69.0409
## cvpred 69.95 69.837 68.532 68.454 70.29 48.2 69.788 69.358 68.147 69.0448
## overall 69.00 69.000 69.000 69.000 69.00 69.0 69.000 69.000 69.000 69.0000
## CV residual -0.95 -0.837 0.468 0.546 -1.29 20.8 -0.788 -0.358 0.853 -0.0448
## 3716 3717 3745 3759 3760 3762 3765 3806 3825 3828
## Predicted 70.57 70.61 68.823 68.429 68.01 68.843 69.808 66.54 69.245 68.853
## cvpred 70.61 70.67 68.837 68.369 67.98 68.854 69.852 66.41 69.328 68.843
## overall 69.00 69.00 69.000 69.000 69.00 69.000 69.000 69.00 69.000 69.000
## CV residual -1.61 -1.67 0.163 0.631 1.02 0.146 -0.852 2.59 -0.328 0.157
## 3829 3859 3862 3872 3888 3890 3891 3893 3910 3920
## Predicted 71.63 68.764 67.685 67.756 68.430 69.96 66.74 68.687 70.36 67.432
## cvpred 71.63 68.742 67.647 67.835 68.477 69.94 66.74 68.681 70.39 67.421
## overall 69.00 68.000 68.000 68.000 68.000 68.00 68.00 68.000 68.00 68.000
## CV residual -2.63 -0.742 0.353 0.165 -0.477 -1.94 1.26 -0.681 -2.39 0.579
## 3925 3984 4012 4032 4037 4039 4044 4050 4079 4127
## Predicted 67.729 69.23 68.389 64.9 67.93 67.593 66.54 70.87 66.60 68.368
## cvpred 67.747 69.18 68.353 64.8 67.88 67.535 66.47 70.89 66.61 68.332
## overall 68.000 68.00 68.000 68.0 68.00 68.000 68.00 68.00 68.00 68.000
## CV residual 0.253 -1.18 -0.353 3.2 0.12 0.465 1.53 -2.89 1.39 -0.332
## 4136 4143 4144 4156 4170 4181 4191 4238 4240 4242
## Predicted 71.95 67.903 68.363 69.42 68.187 70.01 70.27 68.787 68.209 66.38
## cvpred 72.01 67.771 68.427 69.37 68.184 70.05 70.27 68.755 68.254 66.25
## overall 68.00 68.000 68.000 68.00 68.000 68.00 68.00 68.000 68.000 68.00
## CV residual -4.01 0.229 -0.427 -1.37 -0.184 -2.05 -2.27 -0.755 -0.254 1.75
## 4243 4276 4280 4288 4293 4306 4308 4313 4357 4390
## Predicted 67.502 68.03264 66.7 67.415 65.07 68.566 69.05 69.73 66.111 67.436
## cvpred 67.508 68.00886 66.7 67.427 65.06 68.564 69.01 69.77 66.005 67.438
## overall 68.000 68.00000 68.0 68.000 68.00 68.000 68.00 68.00 67.000 67.000
## CV residual 0.492 -0.00886 1.3 0.573 2.94 -0.564 -1.01 -1.77 0.995 -0.438
## 4410 4420 4438 4447 4466 4486 4496 4497 4510 4520
## Predicted 68.11 67.430 66.544 67.702 69.47 69.15 65.9 66.125 68.60 67.762
## cvpred 68.23 67.364 66.474 67.692 69.48 69.18 65.8 66.124 68.62 67.754
## overall 67.00 67.000 67.000 67.000 67.00 67.00 67.0 67.000 67.00 67.000
## CV residual -1.23 -0.364 0.526 -0.692 -2.48 -2.18 1.2 0.876 -1.62 -0.754
## 4551 4560 4570 4586 4601 4616 4632 4639 4649
## Predicted 66.817 67.828 66.327 67.630 66.676 66.859 67.628 68.23 67.137
## cvpred 66.852 67.811 66.297 67.606 66.608 66.822 67.662 68.23 67.121
## overall 67.000 67.000 67.000 67.000 67.000 67.000 67.000 67.00 67.000
## CV residual 0.148 -0.811 0.703 -0.606 0.392 0.178 -0.662 -1.23 -0.121
## 4652 4658 4659 4660 4668 4695 4701 4725 4726 4751
## Predicted 67.110 69.19 65.90 65.89 70.10 66.706 68.10 66.54 67.570 66.302
## cvpred 67.111 69.17 65.91 65.84 70.05 66.764 68.03 66.46 67.523 66.342
## overall 67.000 67.00 67.00 67.00 67.00 67.000 67.00 67.00 67.000 67.000
## CV residual -0.111 -2.17 1.09 1.16 -3.05 0.236 -1.03 0.54 -0.523 0.658
## 4762 4764 4766 4788 4789 4790 4793 4800 4806 4811
## Predicted 66.028 68.74 67.616 64.72 65.16 70.1 66.367 65.82 69.25 68.006
## cvpred 66.063 68.75 67.677 64.68 65.22 70.0 66.378 65.81 69.21 67.996
## overall 67.000 67.00 67.000 67.00 67.00 67.0 67.000 67.00 67.00 67.000
## CV residual 0.937 -1.75 -0.677 2.32 1.78 -3.0 0.622 1.19 -2.21 -0.996
## 4822 4842 4853 4872 4911 4915 4916 4925 4933 4941
## Predicted 66.146 64.16 67.46 61.22 64.39 63.81 65.8903 69.23 65.9708 65.715
## cvpred 66.129 64.07 67.44 61.08 64.34 63.79 65.9371 69.22 65.9283 65.681
## overall 67.000 66.00 66.00 66.00 66.00 66.00 66.0000 66.00 66.0000 66.000
## CV residual 0.871 1.93 -1.44 4.92 1.66 2.21 0.0629 -3.22 0.0717 0.319
## 5005 5013 5019 5025 5026 5029 5030 5055 5057 5059
## Predicted 66.728 66.488 66.796 66.737 66.0833 66.355 66.599 67.33 64.84 64.0
## cvpred 66.695 66.544 66.743 66.782 66.0443 66.279 66.561 67.32 64.89 63.9
## overall 66.000 66.000 66.000 66.000 66.0000 66.000 66.000 66.00 66.00 66.0
## CV residual -0.695 -0.544 -0.743 -0.782 -0.0443 -0.279 -0.561 -1.32 1.11 2.1
## 5077 5080 5106 5115 5135 5184 5188 5189 5203 5211
## Predicted 64.16 66.332 67.71 63.66 68.53 67.28 66.805 69.28 66.46 66.355
## cvpred 64.19 66.248 67.71 63.71 68.51 67.32 66.799 69.24 66.39 66.424
## overall 66.00 66.000 66.00 66.00 66.00 66.00 66.000 66.00 66.00 66.000
## CV residual 1.81 -0.248 -1.71 2.29 -2.51 -1.32 -0.799 -3.24 -0.39 -0.424
## 5212 5221 5229 5232 5266 5281 5284 5287 5308 5312
## Predicted 66.325 65.492 67.69 68.07 66.0646 67 65.616 62.72 65.576 68.52
## cvpred 66.285 65.497 67.64 68.12 66.0154 67 65.546 62.64 65.564 68.57
## overall 66.000 66.000 66.00 66.00 66.0000 66 66.000 66.00 66.000 66.00
## CV residual -0.285 0.503 -1.64 -2.12 -0.0154 -1 0.454 3.36 0.436 -2.57
## 5340 5354 5370 5377 5405 5416 5437 5450 5452 5458
## Predicted 66.59 64.747 65.216 63.2 65.942 66.3 66.19 65.935 66.60 64.796
## cvpred 66.67 64.746 65.297 63.1 65.747 66.2 66.23 65.876 66.62 64.761
## overall 65.00 65.000 65.000 65.0 65.000 65.0 65.00 65.000 65.00 65.000
## CV residual -1.67 0.254 -0.297 1.9 -0.747 -1.2 -1.23 -0.876 -1.62 0.239
## 5482 5483 5488 5495 5505 5518 5536 5547 5554 5565
## Predicted 64.741 60.03 65.087 66.12 64.625 64.762 64.187 64.17 66.44 62.40
## cvpred 64.696 59.83 65.035 66.17 64.671 64.699 64.191 64.13 66.49 62.27
## overall 65.000 65.00 65.000 65.00 65.000 65.000 65.000 65.00 65.00 65.00
## CV residual 0.304 5.17 -0.035 -1.17 0.329 0.301 0.809 0.87 -1.49 2.73
## 5577 5589 5590 5612 5620 5635 5636 5643 5658 5662
## Predicted 66.35 65.32 65.150 53.6 64.159 66.6 68.07 65.1100 64.477 66.47
## cvpred 66.29 65.29 65.121 53.4 64.196 66.6 68.11 64.9895 64.351 66.43
## overall 65.00 65.00 65.000 65.0 65.000 65.0 65.00 65.0000 65.000 65.00
## CV residual -1.29 -0.29 -0.121 11.6 0.804 -1.6 -3.11 0.0105 0.649 -1.43
## 5686 5728 5729 5743 5760 5765 5772 5779 5806
## Predicted 66.66 65.21 64.746 69.89 64.645 64.9364 6.50e+01 65.029 64.599
## cvpred 66.56 65.22 64.621 69.92 64.571 64.9201 6.50e+01 65.115 64.552
## overall 65.00 65.00 65.000 65.00 65.000 65.0000 6.50e+01 65.000 64.000
## CV residual -1.56 -0.22 0.379 -4.92 0.429 0.0799 -9.41e-05 -0.115 -0.552
## 5809 5837 5841 5856 5860 5872 5876 5885 5887 5897
## Predicted 64.201 64.856 64.118 64.541 64.254 65.61 65.1 66.02 65.49 65.83
## cvpred 64.145 64.849 64.026 64.561 64.293 65.61 65.1 66.04 65.49 65.78
## overall 64.000 64.000 64.000 64.000 64.000 64.00 64.0 64.00 64.00 64.00
## CV residual -0.145 -0.849 -0.026 -0.561 -0.293 -1.61 -1.1 -2.04 -1.49 -1.78
## 5899 5902 5914 5915 5939 5941 5944 5952 5981 5984
## Predicted 63.376 63.171 48.5 64.819 64.364 64.1270 64.565 64.463 63.569 65.39
## cvpred 63.388 63.161 48.1 64.857 64.397 64.0504 64.533 64.437 63.468 65.38
## overall 64.000 64.000 64.0 64.000 64.000 64.0000 64.000 64.000 64.000 64.00
## CV residual 0.612 0.839 15.9 -0.857 -0.397 -0.0504 -0.533 -0.437 0.532 -1.38
## 5995 6009 6021 6029 6031 6041 6043 6048 6050 6063
## Predicted 65.70 65.94 64.818 64.891 64.424 63.448 65.45 63.246 64.755 63.334
## cvpred 65.66 65.87 64.757 64.864 64.291 63.433 65.34 63.262 64.695 63.287
## overall 64.00 64.00 64.000 64.000 64.000 64.000 64.00 64.000 64.000 64.000
## CV residual -1.66 -1.87 -0.757 -0.864 -0.291 0.567 -1.34 0.738 -0.695 0.713
## 6075 6077 6094 6099 6100 6121 6135 6150 6160 6227
## Predicted 62.73 65.64 65.49 64.22 63.919 65.07 64.432 56.19 66.86 63.644
## cvpred 62.58 65.58 65.45 64.16 63.836 65.09 64.406 55.99 66.86 63.624
## overall 64.00 64.00 64.00 64.00 64.000 64.00 64.000 64.00 64.00 63.000
## CV residual 1.42 -1.58 -1.45 -0.16 0.164 -1.09 -0.406 8.01 -2.86 -0.624
## 6254 6269 6270 6290 6328 6331 6336 6345 6355 6368
## Predicted 63.524 62.34 63.746 63.714 65.12 62.585 63.653 63.262 63.407 62.732
## cvpred 63.427 62.26 63.666 63.687 65.16 62.474 63.661 63.238 63.378 62.671
## overall 63.000 63.00 63.000 63.000 63.00 63.000 63.000 63.000 63.000 63.000
## CV residual -0.427 0.74 -0.666 -0.687 -2.16 0.526 -0.661 -0.238 -0.378 0.329
## 6382 6416 6424 6425 6427 6435 6439 6445 6482 6485
## Predicted 64.40 62.845 63.948 65.11 62.783 64.039 64.26 64.55 62.307 61.529
## cvpred 64.35 62.746 63.854 65.03 62.669 63.957 64.19 64.55 62.281 61.489
## overall 63.00 63.000 63.000 63.00 63.000 63.000 63.00 63.00 62.000 62.000
## CV residual -1.35 0.254 -0.854 -2.03 0.331 -0.957 -1.19 -1.55 -0.281 0.511
## 6486 6491 6537 6546 6547 6562 6575 6588 6621 6629
## Predicted 62.866 62.259 61.05 61.239 63.51 62.697 61.74 63.2 62.802 63.81
## cvpred 62.687 62.239 60.99 61.256 63.47 62.697 61.75 63.2 62.723 63.76
## overall 62.000 62.000 62.00 62.000 62.00 62.000 62.00 62.0 62.000 62.00
## CV residual -0.687 -0.239 1.01 0.744 -1.47 -0.697 0.25 -1.2 -0.723 -1.76
## 6661 6664 6675 6678 6713 6729 6753 6770 6789 6791
## Predicted 62.457 61.462 63.65 64.05 61.179 61.45 62.70 61.61 61.285 64.73
## cvpred 62.331 61.304 63.61 64.02 61.158 61.34 62.64 61.53 61.221 64.68
## overall 62.000 62.000 62.00 62.00 61.000 61.00 61.00 61.00 61.000 61.00
## CV residual -0.331 0.696 -1.61 -2.02 -0.158 -0.34 -1.64 -0.53 -0.221 -3.68
## 6794 6798 6814 6825 6827 6833 6841 6842 6849 6855
## Predicted 60.330 61.543 61.09980 63.68 62.46 62.71 64.36 60.771 61.697 58.65
## cvpred 60.152 61.407 61.00362 63.62 62.45 62.67 64.31 60.727 61.705 58.63
## overall 61.000 61.000 61.00000 61.00 61.00 61.00 61.00 61.000 61.000 60.00
## CV residual 0.848 -0.407 -0.00362 -2.62 -1.45 -1.67 -3.31 0.273 -0.705 1.37
## 6865 6870 6872 6877 6889 6895 6913 6915 6917 6940
## Predicted 61.14 60.824 58.72 61.26 60.581 60.287 63.57 59.417 62.16 59.9275
## cvpred 61.14 60.822 58.74 61.28 60.559 60.332 63.51 59.335 62.09 59.9788
## overall 60.00 60.000 60.00 60.00 60.000 60.000 60.00 60.000 60.00 60.0000
## CV residual -1.14 -0.822 1.26 -1.28 -0.559 -0.332 -3.51 0.665 -2.09 0.0212
## 6953 6965 6967 6970 6980 6988 7020 7025 7061 7080
## Predicted 61.1 61.15 63.22 59.994 56.28 61.27 59.465 59.40 58.8830 58.335
## cvpred 61.1 61.09 63.13 59.891 56.21 61.21 59.432 59.39 58.9001 58.269
## overall 60.0 60.00 60.00 60.000 59.00 59.00 59.000 59.00 59.0000 58.000
## CV residual -1.1 -1.09 -3.13 0.109 2.79 -2.21 -0.432 -0.39 0.0999 -0.269
## 7092 7104 7109 7119 7152 7161 7165 7169 7173 7174
## Predicted 58.912 57.02 60.39 58.0287 56.822 58.85 58.33 58.30 62.04 59.6
## cvpred 58.926 56.99 60.37 58.0172 56.799 58.74 58.28 58.28 61.94 59.5
## overall 58.000 58.00 58.00 58.0000 57.000 57.00 57.00 57.00 57.00 57.0
## CV residual -0.926 1.01 -2.37 -0.0172 0.201 -1.74 -1.28 -1.28 -4.94 -2.5
## 7186 7192 7218 7238
## Predicted 57.61 58.60 56.11 54.320
## cvpred 57.58 58.55 56.04 54.259
## overall 56.00 56.00 55.00 54.000
## CV residual -1.58 -2.55 -1.04 -0.259
##
## Sum of squares = 1960 Mean square = 3.69 n = 531
##
## fold 2
## Observations in test set: 532
## 12 19 54 89 133 145 169 204 221 223
## Predicted 86.31 86.61 84.22 83.52 82.02 82.928 81.34 80.87 78.13 81.242
## cvpred 86.27 86.61 84.18 83.61 81.96 82.869 81.33 80.88 78.21 81.191
## overall 89.00 89.00 86.00 85.00 83.00 83.000 83.00 82.00 82.00 82.000
## CV residual 2.73 2.39 1.82 1.39 1.04 0.131 1.67 1.12 3.79 0.809
## 240 263 302 313 341 351 365 389 396 397
## Predicted 82.848 82.09 81.43 82.95 80.0026 78.89 80.637 78.46 79.740 78.54
## cvpred 82.888 82.09 81.44 82.95 79.9588 78.87 80.578 78.49 79.784 78.49
## overall 82.000 81.00 81.00 81.00 80.0000 80.00 80.000 80.00 80.000 80.00
## CV residual -0.888 -1.09 -0.44 -1.95 0.0412 1.13 -0.578 1.51 0.216 1.51
## 413 433 440 466 490 501 512 519 536 584
## Predicted 79.864 80.58 78.561 78.424 78.392 77.12 78.586 79.141 79.548 76.81
## cvpred 79.802 80.63 78.537 78.431 78.347 77.09 78.603 79.192 79.571 76.79
## overall 80.000 79.00 79.000 79.000 79.000 79.00 79.000 79.000 79.000 78.00
## CV residual 0.198 -1.63 0.463 0.569 0.653 1.91 0.397 -0.192 -0.571 1.21
## 619 651 684 687 688 700 702 703 724 726
## Predicted 77.431 75.97 77.557 76.07 78.294 76.4 77.421 78.334 78.60 75.30
## cvpred 77.511 75.94 77.611 76.02 78.266 76.4 77.447 78.348 78.56 75.28
## overall 78.000 78.00 78.000 78.00 78.000 78.0 78.000 78.000 77.00 77.00
## CV residual 0.489 2.06 0.389 1.98 -0.266 1.6 0.553 -0.348 -1.56 1.72
## 737 768 787 818 845 852 854 888 889 890
## Predicted 75.55 77.863 76.481 76.00 75.45 76.649 75.61 74.95 75.504 74.11
## cvpred 75.48 77.897 76.539 75.97 75.44 76.702 75.63 74.88 75.502 74.09
## overall 77.00 77.000 77.000 77.00 77.00 77.000 77.00 76.00 76.000 76.00
## CV residual 1.52 -0.897 0.461 1.03 1.56 0.298 1.37 1.12 0.498 1.91
## 896 902 911 928 935 938 958 967 980 997
## Predicted 75.542 74.56 75.575 76.0212 76.349 76.117 76.210 77.44 73.83 75.747
## cvpred 75.511 74.55 75.577 76.0242 76.396 76.125 76.312 77.55 73.77 75.749
## overall 76.000 76.00 76.000 76.0000 76.000 76.000 76.000 76.00 76.00 76.000
## CV residual 0.489 1.45 0.423 -0.0242 -0.396 -0.125 -0.312 -1.55 2.23 0.251
## 999 1005 1011 1049 1058 1059 1066 1069 1110 1121
## Predicted 75.398 75.289 75.394 75.443 76.319 74.22 74.86 75.84 73.37 72.75
## cvpred 75.419 75.378 75.463 75.438 76.362 74.24 74.86 75.84 73.28 72.73
## overall 76.000 76.000 76.000 76.000 76.000 76.00 76.00 76.00 75.00 75.00
## CV residual 0.581 0.622 0.537 0.562 -0.362 1.76 1.14 0.16 1.72 2.27
## 1123 1135 1136 1137 1146 1150 1171 1198 1211 1227
## Predicted 76.98 74.099 74.799 74.9935 73.6 75.397 76.71 74.035 73.52 74.497
## cvpred 76.98 74.109 74.809 75.0675 73.6 75.346 76.75 74.075 73.57 74.488
## overall 75.00 75.000 75.000 75.0000 75.0 75.000 75.00 75.000 75.00 75.000
## CV residual -1.98 0.891 0.191 -0.0675 1.4 -0.346 -1.75 0.925 1.43 0.512
## 1229 1251 1303 1309 1322 1323 1336 1381 1385 1390
## Predicted 75.98 75.322 74.007 73.47 74.027 76.28 74.740 73.566 73.631 72.83
## cvpred 76.07 75.399 74.064 73.46 74.006 76.33 74.775 73.553 73.565 72.74
## overall 75.00 75.000 75.000 75.00 75.000 75.00 75.000 74.000 74.000 74.00
## CV residual -1.07 -0.399 0.936 1.54 0.994 -1.33 0.225 0.447 0.435 1.26
## 1391 1394 1420 1455 1458 1487 1498 1501 1548 1555
## Predicted 60.8 73.9446 72.94 73.692 73.061 72.54 73.025 76.50 72.31 72.25
## cvpred 60.9 73.9353 72.88 73.665 73.126 72.56 73.022 76.59 72.25 72.28
## overall 74.0 74.0000 74.00 74.000 74.000 74.00 74.000 74.00 74.00 74.00
## CV residual 13.1 0.0647 1.12 0.335 0.874 1.44 0.978 -2.59 1.75 1.72
## 1564 1569 1582 1586 1596 1600 1601 1620 1624 1625 1626
## Predicted 72.63 74.666 72.38 75.85 75.29 70.07 74.1 76.16 73.649 73.11 73.304
## cvpred 72.62 74.711 72.35 75.94 75.34 70.08 74.1 76.19 73.657 73.08 73.318
## overall 74.00 74.000 74.00 74.00 74.00 74.00 74.0 74.00 74.000 74.00 74.000
## CV residual 1.38 -0.711 1.65 -1.94 -1.34 3.92 -0.1 -2.19 0.343 0.92 0.682
## 1627 1659 1663 1666 1667 1680 1700 1701 1717 1721
## Predicted 72.7 72.816 71.77 72.246 71.98 73.942 71.976 71.64 73.860 71.98
## cvpred 72.7 72.734 71.82 72.237 71.94 73.943 72.066 71.54 73.892 71.98
## overall 74.0 73.000 73.00 73.000 73.00 73.000 73.000 73.00 73.000 73.00
## CV residual 1.3 0.266 1.18 0.763 1.06 -0.943 0.934 1.46 -0.892 1.02
## 1729 1731 1737 1777 1790 1795 1809 1824 1831 1835
## Predicted 71.85 72.857 73.637 70.51 72.731 70.5 73.472 71.29 71.08 75.17
## cvpred 71.84 72.878 73.683 70.54 72.694 70.5 73.491 71.26 71.08 75.21
## overall 73.00 73.000 73.000 73.00 73.000 73.0 73.000 73.00 73.00 73.00
## CV residual 1.16 0.122 -0.683 2.46 0.306 2.5 -0.491 1.74 1.92 -2.21
## 1851 1860 1878 1883 1902 1943 1990 1991 2035
## Predicted 72.705 71.73 73.511 70.15 73.430 73.654 73.697 70.82 72.405
## cvpred 72.778 71.72 73.519 70.05 73.478 73.707 73.757 70.78 72.426
## overall 73.000 73.00 73.000 73.00 73.000 73.000 73.000 73.00 72.000
## CV residual 0.222 1.28 -0.519 2.95 -0.478 -0.707 -0.757 2.22 -0.426
## 2036 2047 2055 2076 2088 2090 2106 2115 2145 2164
## Predicted 71.97933 72.235 70.76 70.49 71.370 71.945 75.08 71.054 70.63 71.627
## cvpred 72.00103 72.176 70.67 70.55 71.385 71.872 75.07 71.035 70.58 71.644
## overall 72.00000 72.000 72.00 72.00 72.000 72.000 72.00 72.000 72.00 72.000
## CV residual -0.00103 -0.176 1.33 1.45 0.615 0.128 -3.07 0.965 1.42 0.356
## 2169 2179 2181 2187 2189 2204 2205 2221 2240 2243
## Predicted 72.524 69.78 71.051 71.9159 72.219 70.40 72.983 71.605 75.82 71.846
## cvpred 72.457 69.75 71.048 71.9345 72.225 70.41 72.971 71.582 75.82 71.802
## overall 72.000 72.00 72.000 72.0000 72.000 72.00 72.000 72.000 72.00 72.000
## CV residual -0.457 2.25 0.952 0.0655 -0.225 1.59 -0.971 0.418 -3.82 0.198
## 2253 2263 2280 2283 2304 2310 2314 2315 2321 2393
## Predicted 73.02 71.389 70.20 71.517 72.124 74.10 72.580 72.538 72.97 73.55
## cvpred 73.03 71.392 70.19 71.552 72.115 74.14 72.588 72.524 73.04 73.55
## overall 72.00 72.000 72.00 72.000 72.000 72.00 72.000 72.000 72.00 72.00
## CV residual -1.03 0.608 1.81 0.448 -0.115 -2.14 -0.588 -0.524 -1.04 -1.55
## 2394 2400 2500 2526 2530 2537 2580 2582 2587 2594
## Predicted 71.932 71.804 70.631 71.138 69.34 69.55 72.23 70.184 72.66 72.14
## cvpred 71.871 71.816 70.617 71.161 69.31 69.59 72.24 70.201 72.71 72.12
## overall 72.000 72.000 71.000 71.000 71.00 71.00 71.00 71.000 71.00 71.00
## CV residual 0.129 0.184 0.383 -0.161 1.69 1.41 -1.24 0.799 -1.71 -1.12
## 2608 2615 2628 2661 2679 2680 2681 2683 2705 2740
## Predicted 71.410 71.720 69.81 70.191 70.717 71.081 69.62 71.0762 71.751 69.68
## cvpred 71.422 71.823 69.79 70.132 70.732 71.114 69.56 71.0843 71.793 69.61
## overall 71.000 71.000 71.00 71.000 71.000 71.000 71.00 71.0000 71.000 71.00
## CV residual -0.422 -0.823 1.21 0.868 0.268 -0.114 1.44 -0.0843 -0.793 1.39
## 2779 2814 2825 2826 2862 2881 2890 2897 2911 2933
## Predicted 70.356 75.21 71.406 72.16 69.61 67.41 66.18 69.158 68.84 69.860
## cvpred 70.352 75.21 71.498 72.21 69.59 67.37 66.17 69.183 68.83 69.847
## overall 71.000 71.00 71.000 71.00 71.00 70.00 70.00 70.000 70.00 70.000
## CV residual 0.648 -4.21 -0.498 -1.21 1.41 2.63 3.83 0.817 1.17 0.153
## 2952 2963 2972 2988 2990 3021 3041 3051 3058 3063
## Predicted 70.174 69.232 69.244 68.14 70.878 71 69.078 66.52 70.458 68.98
## cvpred 70.184 69.202 69.256 68.07 70.911 71 69.088 66.55 70.471 68.97
## overall 70.000 70.000 70.000 70.00 70.000 70 70.000 70.00 70.000 70.00
## CV residual -0.184 0.798 0.744 1.93 -0.911 -1 0.912 3.45 -0.471 1.03
## 3095 3102 3115 3159 3167 3171 3175 3179 3185 3188 3200
## Predicted 71.77 69.37 71.56 75.12 69.34 72.65 70.804 72.5 68.6 71.55 69.512
## cvpred 71.86 69.34 71.62 75.14 69.34 72.67 70.873 72.5 68.5 71.61 69.486
## overall 70.00 70.00 70.00 70.00 70.00 70.00 70.000 70.0 70.0 70.00 70.000
## CV residual -1.86 0.66 -1.62 -5.14 0.66 -2.67 -0.873 -2.5 1.5 -1.61 0.514
## 3212 3216 3253 3256 3271 3275 3282 3294 3298 3305
## Predicted 70.763 70.742 66.68 70.0375 68.71 70.332 72.4 70.341 71.02 70.37
## cvpred 70.843 70.756 66.76 69.9715 68.71 70.301 72.4 70.358 71.02 70.36
## overall 70.000 70.000 70.00 70.0000 70.00 70.000 70.0 70.000 70.00 70.00
## CV residual -0.843 -0.756 3.24 0.0285 1.29 -0.301 -2.4 -0.358 -1.02 -0.36
## 3317 3343 3351 3364 3381 3392 3408 3436 3439 3460
## Predicted 68.14 69.475 72.90 68.23 67.24 69.910 68.871 67.7 68.9456 68.847
## cvpred 68.17 69.518 72.89 68.18 67.29 69.889 68.889 67.7 68.9452 68.838
## overall 70.00 70.000 70.00 70.00 69.00 69.000 69.000 69.0 69.0000 69.000
## CV residual 1.83 0.482 -2.89 1.82 1.71 -0.889 0.111 1.3 0.0548 0.162
## 3463 3496 3515 3520 3522 3543 3545 3594 3596
## Predicted 69.963 68.502 68.602 69.247 71.21 69.1158 69.0015 69.27 71.00
## cvpred 69.969 68.447 68.577 69.208 71.25 69.0566 68.9683 69.25 71.02
## overall 69.000 69.000 69.000 69.000 69.00 69.0000 69.0000 69.00 69.00
## CV residual -0.969 0.553 0.423 -0.208 -2.25 -0.0566 0.0317 -0.25 -2.02
## 3607 3651 3655 3662 3673 3678 3702 3703 3706 3713
## Predicted 69.800 73.53 70.73 67.36 69.890 68.420 68.8979 69.246 70.54 66.92
## cvpred 69.821 73.64 70.78 67.32 69.976 68.395 68.9704 69.281 70.58 66.91
## overall 69.000 69.00 69.00 69.00 69.000 69.000 69.0000 69.000 69.00 69.00
## CV residual -0.821 -4.64 -1.78 1.68 -0.976 0.605 0.0296 -0.281 -1.58 2.09
## 3720 3742 3761 3763 3766 3778 3781 3792 3796 3810
## Predicted 71.21 70.60 69.620 70.31 66.71 69.930 70.7 69.404 66.18 69.525
## cvpred 71.26 70.64 69.646 70.37 66.66 69.943 70.8 69.466 66.19 69.491
## overall 69.00 69.00 69.000 69.00 69.00 69.000 69.0 69.000 69.00 69.000
## CV residual -2.26 -1.64 -0.646 -1.37 2.34 -0.943 -1.8 -0.466 2.81 -0.491
## 3816 3849 3850 3858 3878 3909 3951 3970 3973 4007
## Predicted 69.32 70.6 67.558 65.9 67.663 61.00 68.61 67.403 67.8722 68.469
## cvpred 69.36 70.6 67.503 65.9 67.741 61.06 68.55 67.327 67.9165 68.459
## overall 69.00 68.0 68.000 68.0 68.000 68.00 68.00 68.000 68.0000 68.000
## CV residual -0.36 -2.6 0.497 2.1 0.259 6.94 -0.55 0.673 0.0835 -0.459
## 4023 4047 4049 4139 4150 4154 4162 4176 4179 4186
## Predicted 70.71 67.03 67.518 68.92 68.279 67.818 69.24 70.9 67.880 67.836
## cvpred 70.77 66.99 67.562 69.02 68.242 67.793 69.27 70.9 67.864 67.848
## overall 68.00 68.00 68.000 68.00 68.000 68.000 68.00 68.0 68.000 68.000
## CV residual -2.77 1.01 0.438 -1.02 -0.242 0.207 -1.27 -2.9 0.136 0.152
## 4202 4207 4235 4239 4247 4252 4264 4269 4296 4360
## Predicted 68.525 68.097 67.102 67.455 68.410 67.215 69.17 67.155 67.838 65.7
## cvpred 68.557 68.161 67.093 67.483 68.397 67.302 69.22 67.088 67.762 65.7
## overall 68.000 68.000 68.000 68.000 68.000 68.000 68.00 68.000 68.000 67.0
## CV residual -0.557 -0.161 0.907 0.517 -0.397 0.698 -1.22 0.912 0.238 1.3
## 4372 4399 4417 4425 4426 4435 4467 4490 4518 4540
## Predicted 66.665 64.8 66.073 68.69 68.3 67.0572 66.9696 66.611 66.708 67.321
## cvpred 66.595 64.8 66.053 68.73 68.3 67.0426 67.0605 66.592 66.694 67.323
## overall 67.000 67.0 67.000 67.00 67.0 67.0000 67.0000 67.000 67.000 67.000
## CV residual 0.405 2.2 0.947 -1.73 -1.3 -0.0426 -0.0605 0.408 0.306 -0.323
## 4589 4604 4611 4618 4636 4644 4650 4651 4665 4672
## Predicted 67.301 64.92 68.70 66.9308 61.69 66.8828 67.653 66.698 67.877 68.50
## cvpred 67.287 64.87 68.65 66.9478 61.87 66.9312 67.677 66.721 67.909 68.53
## overall 67.000 67.00 67.00 67.0000 67.00 67.0000 67.000 67.000 67.000 67.00
## CV residual -0.287 2.13 -1.65 0.0522 5.13 0.0688 -0.677 0.279 -0.909 -1.53
## 4685 4690 4691 4696 4706 4718 4732 4741 4746 4760
## Predicted 66.95452 67.133 69.7 68.17 67.195 70.68 65.972 67.252 68.19 68.38
## cvpred 66.99178 67.248 69.7 68.21 67.204 70.71 66.047 67.257 68.13 68.44
## overall 67.00000 67.000 67.0 67.00 67.000 67.00 67.000 67.000 67.00 67.00
## CV residual 0.00822 -0.248 -2.7 -1.21 -0.204 -3.71 0.953 -0.257 -1.13 -1.44
## 4797 4816 4826 4830 4841 4848 4863 4867 4869 4873
## Predicted 66.175 69.79 67.135 66.862 64.80 68.00 67.17 67.51 64.61 66.612
## cvpred 66.159 69.82 67.137 66.893 64.83 68.05 67.15 67.54 64.59 66.674
## overall 67.000 67.00 67.000 66.000 66.00 66.00 66.00 66.00 66.00 66.000
## CV residual 0.841 -2.82 -0.137 -0.893 1.17 -2.05 -1.15 -1.54 1.41 -0.674
## 4903 4912 4913 4921 4923 4928 4994 4998 5034 5046
## Predicted 65.303 65.9532 66.69 64.03 64.02 66.555 66.0475 65.635 67.00 64.47
## cvpred 65.287 65.9789 66.65 64.06 64.11 66.575 66.0446 65.663 67.02 64.45
## overall 66.000 66.0000 66.00 66.00 66.00 66.000 66.0000 66.000 66.00 66.00
## CV residual 0.713 0.0211 -0.65 1.94 1.89 -0.575 -0.0446 0.337 -1.02 1.55
## 5072 5075 5079 5095 5098 5101 5105 5136 5138 5144
## Predicted 67.9 66.0521 65.574 67.98 66.922 64.90 68.65 66.726 67.6 67.9
## cvpred 67.9 66.0105 65.557 67.99 66.941 64.97 68.75 66.751 67.6 67.9
## overall 66.0 66.0000 66.000 66.00 66.000 66.00 66.00 66.000 66.0 66.0
## CV residual -1.9 -0.0105 0.443 -1.99 -0.941 1.03 -2.75 -0.751 -1.6 -1.9
## 5157 5171 5173 5179 5195 5202 5209 5219 5220 5225
## Predicted 66.210 67.91 67.01 66.489 67.06 66.301 66.110 66.0838 66.575 66.228
## cvpred 66.268 67.97 67.06 66.463 67.03 66.337 66.107 66.0967 66.605 66.306
## overall 66.000 66.00 66.00 66.000 66.00 66.000 66.000 66.0000 66.000 66.000
## CV residual -0.268 -1.97 -1.06 -0.463 -1.03 -0.337 -0.107 -0.0967 -0.605 -0.306
## 5257 5262 5288 5292 5295 5314 5326 5369 5396 5398
## Predicted 65.214 66.783 64.53 65.8 66.874 65.723 66.06 67.94 65.12 67.03
## cvpred 65.192 66.799 64.61 65.8 66.911 65.753 66.16 67.94 65.16 67.01
## overall 66.000 66.000 66.00 66.0 66.000 66.000 65.00 65.00 65.00 65.00
## CV residual 0.808 -0.799 1.39 0.2 -0.911 0.247 -1.16 -2.94 -0.16 -2.01
## 5400 5442 5445 5476 5481 5491 5502 5503 5533 5537
## Predicted 65.088 66.17 64.268 65.250 64.350 64.9961 64 65.725 66.67 66.04
## cvpred 65.152 66.18 64.274 65.259 64.282 64.9821 64 65.663 66.68 66.07
## overall 65.000 65.00 65.000 65.000 65.000 65.0000 65 65.000 65.00 65.00
## CV residual -0.152 -1.18 0.726 -0.259 0.718 0.0179 1 -0.663 -1.68 -1.07
## 5544 5553 5572 5579 5582 5600 5606 5609 5614 5651
## Predicted 65.68 66.39 65.994 65.148 66.35 66.54 65.488 62.18 65.146 65.646
## cvpred 65.62 66.39 65.946 65.198 66.41 66.55 65.515 62.27 65.156 65.718
## overall 65.00 65.00 65.000 65.000 65.00 65.00 65.000 65.00 65.000 65.000
## CV residual -0.62 -1.39 -0.946 -0.198 -1.41 -1.55 -0.515 2.73 -0.156 -0.718
## 5665 5683 5702 5707 5722 5739 5750 5759 5787 5792 5793
## Predicted 65.0357 66 67.1 64.704 61.97 66.1 66.4 66.26 64.960 66.23 66.32
## cvpred 65.0562 66 67.1 64.713 62.05 66.1 66.4 66.33 64.951 66.28 66.32
## overall 65.0000 65 65.0 65.000 65.00 65.0 65.0 65.00 64.000 64.00 64.00
## CV residual -0.0562 -1 -2.1 0.287 2.95 -1.1 -1.4 -1.33 -0.951 -2.28 -2.32
## 5808 5832 5833 5849 5851 5871 5879 5880 5893
## Predicted 62.47 64.291 64.433 63.207 63.493 65.24 66.52 63.713 64.04163
## cvpred 62.55 64.273 64.421 63.187 63.481 65.27 66.53 63.712 64.00847
## overall 64.00 64.000 64.000 64.000 64.000 64.00 64.00 64.000 64.00000
## CV residual 1.45 -0.273 -0.421 0.813 0.519 -1.27 -2.53 0.288 -0.00847
## 5894 5905 5910 5919 5928 5942 5948 5953 5954 5961
## Predicted 64.358 63.265 63.067 64.603 64.68 64.763 64.75 64.212 51.5 65.47
## cvpred 64.356 63.307 63.048 64.624 64.72 64.774 64.77 64.237 51.7 65.47
## overall 64.000 64.000 64.000 64.000 64.00 64.000 64.00 64.000 64.0 64.00
## CV residual -0.356 0.693 0.952 -0.624 -0.72 -0.774 -0.77 -0.237 12.3 -1.47
## 5971 5989 6036 6053 6089 6107 6109 6124 6136 6157
## Predicted 62.75 64.882 65.9 61.32 63.730 64.591 63.157 63.9687 65.64 64.436
## cvpred 62.81 64.949 66.0 61.37 63.734 64.652 63.138 64.0361 65.64 64.521
## overall 64.00 64.000 64.0 64.00 64.000 64.000 64.000 64.0000 64.00 64.000
## CV residual 1.19 -0.949 -2.0 2.63 0.266 -0.652 0.862 -0.0361 -1.64 -0.521
## 6174 6182 6201 6209 6228 6242 6249 6257 6293 6297
## Predicted 63.603 63.229 63.658 66.14 61.77 63.394 64.14 64.95 63.618 61.67
## cvpred 63.674 63.267 63.624 66.15 61.77 63.415 64.13 65.03 63.664 61.69
## overall 63.000 63.000 63.000 63.00 63.00 63.000 63.00 63.00 63.000 63.00
## CV residual -0.674 -0.267 -0.624 -3.15 1.23 -0.415 -1.13 -2.03 -0.664 1.31
## 6319 6322 6323 6337 6347 6351 6354 6357 6372 6394
## Predicted 64.24 64.47 62.705 62.037 64.10 62.9 63.597 63.468 63.194 64.42
## cvpred 64.23 64.45 62.619 62.051 64.15 62.9 63.639 63.436 63.219 64.49
## overall 63.00 63.00 63.000 63.000 63.00 63.0 63.000 63.000 63.000 63.00
## CV residual -1.23 -1.45 0.381 0.949 -1.15 0.1 -0.639 -0.436 -0.219 -1.49
## 6398 6404 6411 6414 6421 6453 6544 6552 6569 6578
## Predicted 64.8 64.56 63.066 63.387 63.736 63.704 63.49 62.120 62.351 62.80
## cvpred 64.8 64.66 63.157 63.456 63.756 63.791 63.52 62.166 62.406 62.88
## overall 63.0 63.00 63.000 63.000 63.000 63.000 62.00 62.000 62.000 62.00
## CV residual -1.8 -1.66 -0.157 -0.456 -0.756 -0.791 -1.52 -0.166 -0.406 -0.88
## 6583 6596 6603 6618 6619 6620 6642 6653 6667 6681
## Predicted 62.0070 62.943 60.27 64.83 62.30 62.387 62.782 62.527 62.390 62.265
## cvpred 62.0219 62.831 60.31 64.91 62.32 62.364 62.824 62.572 62.432 62.341
## overall 62.0000 62.000 62.00 62.00 62.00 62.000 62.000 62.000 62.000 62.000
## CV residual -0.0219 -0.831 1.69 -2.91 -0.32 -0.364 -0.824 -0.572 -0.432 -0.341
## 6723 6727 6732 6735 6768 6785 6786 6795 6805 6835
## Predicted 60.240 61.694 60.309 58.85 61.105 59.69 61.93 62.5 62.62 58.78
## cvpred 60.245 61.717 60.343 58.93 61.108 59.71 62.03 62.5 62.66 58.79
## overall 61.000 61.000 61.000 61.00 61.000 61.00 61.00 61.0 61.00 61.00
## CV residual 0.755 -0.717 0.657 2.07 -0.108 1.29 -1.03 -1.5 -1.66 2.21
## 6874 6878 6879 6882 6904 6914 6919 6922 6927 6930 6949
## Predicted 60.055 60.858 61.97 60.270 61.73 59.913 61.3 61.75 61.8 60.712 58.3
## cvpred 60.113 60.866 61.96 60.298 61.67 59.982 61.3 61.75 61.8 60.754 58.3
## overall 60.000 60.000 60.00 60.000 60.00 60.000 60.0 60.00 60.0 60.000 60.0
## CV residual -0.113 -0.866 -1.96 -0.298 -1.67 0.018 -1.3 -1.75 -1.8 -0.754 1.7
## 6958 6973 6975 6977 6992 6997 6999 7018 7033 7052
## Predicted 61.84 62.45 60.251 59.3 60.93 58.918 60 59.795 61.29 59.0647
## cvpred 61.83 62.46 60.216 59.4 60.96 58.869 60 59.759 61.35 59.0822
## overall 60.00 60.00 60.000 60.0 59.00 59.000 59 59.000 59.00 59.0000
## CV residual -1.83 -2.46 -0.216 0.6 -1.96 0.131 -1 -0.759 -2.35 -0.0822
## 7062 7064 7086 7108 7112 7126 7133 7134 7141 7142
## Predicted 60.48 59.811 57.793 59.82 58.283 60.10 61.43 58.14 58.69 61.82
## cvpred 60.56 59.849 57.827 59.83 58.408 60.11 61.46 58.26 58.62 61.82
## overall 59.00 59.000 58.000 58.00 58.000 58.00 58.00 58.00 57.00 57.00
## CV residual -1.56 -0.849 0.173 -1.83 -0.408 -2.11 -3.46 -0.26 -1.62 -4.82
## 7145 7154 7185 7189 7202 7204 7222 7232 7240 7247 7259
## Predicted 57.585 58.67 57.16 56.848 57.46 56.9 52.93 55.84 55.96 56.87 52.69
## cvpred 57.607 58.69 57.22 56.861 57.52 57.0 53.03 55.93 56.05 56.98 52.74
## overall 57.000 57.00 56.00 56.000 56.00 56.0 55.00 54.00 54.00 53.00 49.00
## CV residual -0.607 -1.69 -1.22 -0.861 -1.52 -1.0 1.97 -1.93 -2.05 -3.98 -3.74
##
## Sum of squares = 1420 Mean square = 2.67 n = 532
##
## fold 3
## Observations in test set: 531
## 17 36 41 51 70 77 110 115 134 147 173
## Predicted 85.50 84.75 84.76 81.09 82.43 83.04 82.68 81.81 78.95 79.34 81.25
## cvpred 85.55 84.83 84.83 81.07 82.47 83.09 82.73 81.85 78.95 79.33 81.28
## overall 89.00 88.00 87.00 87.00 85.00 85.00 84.00 84.00 83.00 83.00 83.00
## CV residual 3.45 3.17 2.17 5.93 2.53 1.91 1.27 2.15 4.05 3.67 1.72
## 190 194 236 256 271 292 298 331 383 394
## Predicted 84.1 82.066 78.42 80.39 81.796 81.13 79.34 79.263 79.097 79.438
## cvpred 84.1 82.104 78.46 80.42 81.799 81.16 79.38 79.331 79.139 79.478
## overall 83.0 83.000 82.00 82.00 81.000 81.00 81.00 80.000 80.000 80.000
## CV residual -1.1 0.896 3.54 1.58 -0.799 -0.16 1.62 0.669 0.861 0.522
## 398 403 408 447 463 468 470 497 499 510
## Predicted 79.772 81.13 76.9 78.615 79.944 77.31 77.71 76.83 79.235 80.47
## cvpred 79.772 81.15 77.0 78.651 79.901 77.37 77.76 76.88 79.237 80.46
## overall 80.000 80.00 80.0 79.000 79.000 79.00 79.00 79.00 79.000 79.00
## CV residual 0.228 -1.15 3.0 0.349 -0.901 1.63 1.24 2.12 -0.237 -1.46
## 511 521 526 529 562 567 593 608 636 638
## Predicted 75.51 77.52 77.54 76.4 77.619 78.246 79.50 76.57 76.32 76.81
## cvpred 75.48 77.56 77.59 76.4 77.626 78.266 79.51 76.62 76.33 76.84
## overall 79.00 79.00 79.00 79.0 78.000 78.000 78.00 78.00 78.00 78.00
## CV residual 3.52 1.44 1.41 2.6 0.374 -0.266 -1.51 1.38 1.67 1.16
## 669 673 696 707 718 731 744 772 773 780 782
## Predicted 78.0517 76.28 76.8 75.5 76.777 75.9 75.54 76.774 75.88 74.98 74.49
## cvpred 78.0947 76.32 76.8 75.4 76.715 75.9 75.49 76.711 75.94 75.04 74.47
## overall 78.0000 78.00 78.0 78.0 77.000 77.0 77.00 77.000 77.00 77.00 77.00
## CV residual -0.0947 1.68 1.2 2.6 0.285 1.1 1.51 0.289 1.06 1.96 2.53
## 802 817 848 857 876 894 924 925 946 975
## Predicted 77.812 76.388 77.656 76.832 75.758 74.40 74.34 74.86 74.07 76.172
## cvpred 77.749 76.406 77.639 76.873 75.736 74.38 74.39 74.89 74.04 76.186
## overall 77.000 77.000 77.000 77.000 76.000 76.00 76.00 76.00 76.00 76.000
## CV residual -0.749 0.594 -0.639 0.127 0.264 1.62 1.61 1.11 1.96 -0.186
## 1001 1009 1030 1088 1094 1105 1160 1186 1189 1213
## Predicted 77.19 75.633 75.150 75.227 73.42 75.639 74.632 75.845 73.34 74.270
## cvpred 77.17 75.617 75.182 75.214 73.47 75.642 74.664 75.814 73.31 74.234
## overall 76.00 76.000 76.000 75.000 75.00 75.000 75.000 75.000 75.00 75.000
## CV residual -1.17 0.383 0.818 -0.214 1.53 -0.642 0.336 -0.814 1.69 0.766
## 1214 1242 1254 1305 1310 1324 1345 1350 1351 1402
## Predicted 74.398 73.71 74.372 74.02 76.03 74.950 73.56 76.08 75.425 73.754
## cvpred 74.426 73.76 74.403 73.98 76.04 74.975 73.57 76.05 75.416 73.746
## overall 75.000 75.00 75.000 75.00 75.00 75.000 75.00 75.00 75.000 74.000
## CV residual 0.574 1.24 0.597 1.02 -1.04 0.025 1.43 -1.05 -0.416 0.254
## 1405 1406 1425 1426 1428 1459 1469 1473 1503 1509
## Predicted 73.151 74.366 72.77 72.66 73.521 72.93 73.019 72.75 75.83 73.559
## cvpred 73.197 74.337 72.75 72.63 73.527 72.98 73.054 72.73 75.84 73.579
## overall 74.000 74.000 74.00 74.00 74.000 74.00 74.000 74.00 74.00 74.000
## CV residual 0.803 -0.337 1.25 1.37 0.473 1.02 0.946 1.27 -1.84 0.421
## 1513 1520 1541 1559 1623 1636 1637 1683 1699 1706
## Predicted 77.59 72.69 74.890 73.02 75.45 73.688 73.208 72.835 74.16 72.9810
## cvpred 77.55 72.71 74.894 73.02 75.41 73.698 73.227 72.863 74.16 73.0245
## overall 74.00 74.00 74.000 74.00 74.00 74.000 74.000 73.000 73.00 73.0000
## CV residual -3.55 1.29 -0.894 0.98 -1.41 0.302 0.773 0.137 -1.16 -0.0245
## 1720 1762 1764 1786 1806 1814 1818 1849 1856 1869
## Predicted 73.16 73.339 71.71 72.01 75.82 72.138 72.9537 74.9 72.317 75.37
## cvpred 73.18 73.349 71.74 72.07 75.79 72.165 72.9879 74.9 72.343 75.33
## overall 73.00 73.000 73.00 73.00 73.00 73.000 73.0000 73.0 73.000 73.00
## CV residual -0.18 -0.349 1.26 0.93 -2.79 0.835 0.0121 -1.9 0.657 -2.33
## 1872 1873 1910 1916 1933 1939 1942 1956 2000 2018
## Predicted 72 71.95 75.15 73.975 74.53 72.031 73.846 71.61 71.13 73.1243
## cvpred 72 71.98 75.15 73.929 74.51 72.038 73.809 71.64 71.16 73.0711
## overall 73 73.00 73.00 73.000 73.00 73.000 73.000 73.00 73.00 73.0000
## CV residual 1 1.02 -2.15 -0.929 -1.51 0.962 -0.809 1.36 1.84 -0.0711
## 2039 2044 2066 2089 2095 2113 2122 2123 2130 2165 2176
## Predicted 73.60 71.538 70.57 70.50 71.409 72.403 69.8 71.3 71.299 70.27 70.9
## cvpred 73.58 71.499 70.63 70.51 71.376 72.411 69.8 71.3 71.333 70.32 70.9
## overall 72.00 72.000 72.00 72.00 72.000 72.000 72.0 72.0 72.000 72.00 72.0
## CV residual -1.58 0.501 1.37 1.49 0.624 -0.411 2.2 0.7 0.667 1.68 1.1
## 2213 2215 2223 2229 2241 2272 2276 2286 2331 2339
## Predicted 72.561 72.913 72.198 70.977 74.26 71.136 71.328 70.999 72.141 70.83
## cvpred 72.528 72.878 72.234 71.023 74.21 71.168 71.372 71.035 72.139 70.85
## overall 72.000 72.000 72.000 72.000 72.00 72.000 72.000 72.000 72.000 72.00
## CV residual -0.528 -0.878 -0.234 0.977 -2.21 0.832 0.628 0.965 -0.139 1.15
## 2350 2363 2370 2373 2378 2382 2410 2419 2454 2462
## Predicted 71.108 72.493 69.98 70.78 70.98 73.70 71.766 72.0534 70.465 71.228
## cvpred 71.067 72.513 70.03 70.79 70.94 73.67 71.781 72.0302 70.515 71.231
## overall 72.000 72.000 72.00 72.00 72.00 72.00 72.000 72.0000 71.000 71.000
## CV residual 0.933 -0.513 1.97 1.21 1.06 -1.67 0.219 -0.0302 0.485 -0.231
## 2463 2503 2553 2554 2557 2567 2578 2579 2584 2590
## Predicted 70.392 71.965 72.50 72.15 71.0263 69.93 69.95 71.795 71.113 71.167
## cvpred 70.431 71.939 72.46 72.13 71.0409 69.96 69.96 71.818 71.132 71.201
## overall 71.000 71.000 71.00 71.00 71.0000 71.00 71.00 71.000 71.000 71.000
## CV residual 0.569 -0.939 -1.46 -1.13 -0.0409 1.04 1.04 -0.818 -0.132 -0.201
## 2597 2619 2635 2676 2684 2715 2728 2731 2741 2748
## Predicted 70.312 70.440 70.9983 72.45 70.162 69.27 72.42 74.86 70.9130 71.387
## cvpred 70.287 70.471 71.0196 72.43 70.154 69.31 72.39 74.83 70.9238 71.348
## overall 71.000 71.000 71.0000 71.00 71.000 71.00 71.00 71.00 71.0000 71.000
## CV residual 0.713 0.529 -0.0196 -1.43 0.846 1.69 -1.39 -3.83 0.0762 -0.348
## 2749 2763 2782 2784 2816 2849 2852 2855 2886
## Predicted 72.24 70.519 72.25 71.301 71.0752 70.346 71.232 70.382 69.200
## cvpred 72.19 70.515 72.21 71.317 71.0377 70.318 71.222 70.394 69.196
## overall 71.00 71.000 71.00 71.000 71.0000 71.000 71.000 71.000 70.000
## CV residual -1.19 0.485 -1.21 -0.317 -0.0377 0.682 -0.222 0.606 0.804
## 2898 2899 2928 2951 2961 2964 2976 2981 3006 3017
## Predicted 70.185 54.8 71.48 72.17 69.77 71.01 67.76 68.39 70.302 70.255
## cvpred 70.195 54.7 71.49 72.17 69.78 71.03 67.74 68.35 70.273 70.198
## overall 70.000 70.0 70.00 70.00 70.00 70.00 70.00 70.00 70.000 70.000
## CV residual -0.195 15.3 -1.49 -2.17 0.22 -1.03 2.26 1.65 -0.273 -0.198
## 3018 3023 3039 3061 3065 3101 3120 3136 3145 3155
## Predicted 70.137 70.608 70.189 68.64 69.366 68.58 69.819 70.273 71.47 69.63
## cvpred 70.145 70.616 70.201 68.66 69.401 68.62 69.846 70.287 71.48 69.69
## overall 70.000 70.000 70.000 70.00 70.000 70.00 70.000 70.000 70.00 70.00
## CV residual -0.145 -0.616 -0.201 1.34 0.599 1.38 0.154 -0.287 -1.48 0.31
## 3158 3163 3224 3225 3228 3247 3261 3286 3289 3302
## Predicted 71.46 71.49 72.27 71.84 69.140 69.024 68.25 69.80 67.54 69.9394
## cvpred 71.49 71.51 72.26 71.82 69.136 69.043 68.27 69.81 67.55 69.9707
## overall 70.00 70.00 70.00 70.00 70.000 70.000 70.00 70.00 70.00 70.0000
## CV residual -1.49 -1.51 -2.26 -1.82 0.864 0.957 1.73 0.19 2.45 0.0293
## 3315 3345 3357 3405 3430 3454 3482 3483 3486 3493
## Predicted 70.192 69.9873 70.0117 68.9377 70.86 68.143 70 69.751 71.19 66.75
## cvpred 70.192 69.9808 70.0266 68.9852 70.88 68.098 70 69.768 71.15 66.75
## overall 70.000 70.0000 70.0000 69.0000 69.00 69.000 69 69.000 69.00 69.00
## CV residual -0.192 0.0192 -0.0266 0.0148 -1.88 0.902 -1 -0.768 -2.15 2.25
## 3500 3508 3550 3555 3577 3586 3590 3603 3605 3629
## Predicted 67.37 68.765 68.496 68.630 70.96 70.25 71.45 68.603 67.74 69.76
## cvpred 67.37 68.762 68.523 68.668 70.98 70.21 71.43 68.595 67.75 69.77
## overall 69.00 69.000 69.000 69.000 69.00 69.00 69.00 69.000 69.00 69.00
## CV residual 1.63 0.238 0.477 0.332 -1.98 -1.21 -2.43 0.405 1.25 -0.77
## 3647 3654 3690 3691 3697 3699 3709 3746 3756 3794
## Predicted 67.70 69.354 69.218 67.56 69.454 69.0286 71.22 66.60 67.94 68.852
## cvpred 67.63 69.365 69.206 67.55 69.509 69.0237 71.19 66.57 67.96 68.803
## overall 69.00 69.000 69.000 69.00 69.000 69.0000 69.00 69.00 69.00 69.000
## CV residual 1.37 -0.365 -0.206 1.45 -0.509 -0.0237 -2.19 2.43 1.04 0.197
## 3798 3835 3853 3860 3871 3889 3949 3958 3987 4008
## Predicted 68.03 70.46 68.310 67.099 66.77 60.55 66.92 68.0499 67.725 68.20
## cvpred 67.98 70.43 68.323 67.129 66.77 60.48 66.93 68.0315 67.712 68.16
## overall 69.00 69.00 68.000 68.000 68.00 68.00 68.00 68.0000 68.000 68.00
## CV residual 1.02 -1.43 -0.323 0.871 1.23 7.52 1.07 -0.0315 0.288 -0.16
## 4031 4040 4056 4057 4064 4082 4087 4094 4100 4102
## Predicted 68.650 66.95 66.17 67.748 65.86 69.57 68.0181 68.591 67.531 67.077
## cvpred 68.669 66.94 66.22 67.751 65.89 69.52 67.9736 68.595 67.528 67.068
## overall 68.000 68.00 68.00 68.000 68.00 68.00 68.0000 68.000 68.000 68.000
## CV residual -0.669 1.06 1.78 0.249 2.11 -1.52 0.0264 -0.595 0.472 0.932
## 4103 4107 4112 4133 4141 4161 4166 4172 4178 4231
## Predicted 68.388 67.839 69.18 70.07 69.00 68.313 69.27 67.738 68.0323 67.246
## cvpred 68.379 67.857 69.18 70.03 69.02 68.269 69.22 67.765 67.9741 67.272
## overall 68.000 68.000 68.00 68.00 68.00 68.000 68.00 68.000 68.0000 68.000
## CV residual -0.379 0.143 -1.18 -2.03 -1.02 -0.269 -1.22 0.235 0.0259 0.728
## 4248 4251 4261 4263 4275 4283 4285 4287 4292 4295
## Predicted 69.10 67.276 67.132 69.36 69.08 66.63 67.408 66.94 69 70.35
## cvpred 69.09 67.289 67.137 69.35 69.02 66.59 67.408 66.96 69 70.29
## overall 68.00 68.000 68.000 68.00 68.00 68.00 68.000 68.00 68 68.00
## CV residual -1.09 0.711 0.863 -1.35 -1.02 1.41 0.592 1.04 -1 -2.29
## 4302 4310 4338 4340 4368 4381 4397 4404 4412 4414
## Predicted 68.323 69.70 68.629 66.7 68 66.308 60.96 65.60 66.420 67.0517
## cvpred 68.341 69.72 68.619 66.7 68 66.275 60.89 65.57 66.425 67.0784
## overall 68.000 68.00 68.000 68.0 67 67.000 67.00 67.00 67.000 67.0000
## CV residual -0.341 -1.72 -0.619 1.3 -1 0.725 6.11 1.43 0.575 -0.0784
## 4423 4441 4448 4460 4480 4494 4507 4525 4527
## Predicted 67.0765 67.091 69.43 68.4 67.961 66.637 66.9687 67.979 67.669
## cvpred 67.0761 67.103 69.43 68.4 67.961 66.618 66.9623 67.949 67.683
## overall 67.0000 67.000 67.00 67.0 67.000 67.000 67.0000 67.000 67.000
## CV residual -0.0761 -0.103 -2.43 -1.4 -0.961 0.382 0.0377 -0.949 -0.683
## 4528 4530 4539 4541 4545 4548 4555 4556 4562 4571
## Predicted 67.187 67.829 68.37 65.1 66.274 63.96 69.19 66.7 66.9459 66.250
## cvpred 67.197 67.841 68.37 65.1 66.287 63.95 69.16 66.7 66.9609 66.272
## overall 67.000 67.000 67.00 67.0 67.000 67.00 67.00 67.0 67.0000 67.000
## CV residual -0.197 -0.841 -1.37 1.9 0.713 3.05 -2.16 0.3 0.0391 0.728
## 4580 4583 4610 4622 4630 4648 4661 4671 4688 4693
## Predicted 65.96 67.245 66.9689 66.374 67.225 66.607 68.06 68.84 66.13 67.945
## cvpred 65.98 67.242 66.9621 66.338 67.222 66.612 68.04 68.85 66.12 67.892
## overall 67.00 67.000 67.0000 67.000 67.000 67.000 67.00 67.00 67.00 67.000
## CV residual 1.02 -0.242 0.0379 0.662 -0.222 0.388 -1.04 -1.85 0.88 -0.892
## 4714 4727 4737 4773 4776 4777 4778 4779 4792 4819
## Predicted 68.24 67.665 67.231 68.26 69.26 67.292 67.350 69.75 68.54 67.635
## cvpred 68.22 67.677 67.207 68.27 69.25 67.279 67.354 69.72 68.53 67.674
## overall 67.00 67.000 67.000 67.00 67.00 67.000 67.000 67.00 67.00 67.000
## CV residual -1.22 -0.677 -0.207 -1.27 -2.25 -0.279 -0.354 -2.72 -1.53 -0.674
## 4823 4829 4856 4895 4904 4906 4907 4918 4926 4934
## Predicted 65.57 66.232 65.074 67.18 68.02 65.333 67.44 62.65 67.4 65.242
## cvpred 65.59 66.244 65.096 67.13 68.03 65.363 67.45 62.61 67.3 65.249
## overall 67.00 66.000 66.000 66.00 66.00 66.000 66.00 66.00 66.0 66.000
## CV residual 1.41 -0.244 0.904 -1.13 -2.03 0.637 -1.45 3.39 -1.3 0.751
## 4990 5001 5006 5012 5016 5022 5041 5050 5052 5073
## Predicted 66.204 65.821 64.3 67.69 65.179 66.79 65.226 66.511 67.17 67.2
## cvpred 66.203 65.846 64.2 67.67 65.164 66.78 65.241 66.535 67.18 67.2
## overall 66.000 66.000 66.0 66.00 66.000 66.00 66.000 66.000 66.00 66.0
## CV residual -0.203 0.154 1.8 -1.67 0.836 -0.78 0.759 -0.535 -1.18 -1.2
## 5097 5103 5112 5127 5141 5148 5152 5194 5207 5208
## Predicted 65.435 64.00 67.59 63.95 65.902 66.608 65.111 65.369 67.75 65.398
## cvpred 65.423 63.96 67.55 63.91 65.894 66.639 65.071 65.353 67.73 65.386
## overall 66.000 66.00 66.00 66.00 66.000 66.000 66.000 66.000 66.00 66.000
## CV residual 0.577 2.04 -1.55 2.09 0.106 -0.639 0.929 0.647 -1.73 0.614
## 5237 5270 5278 5299 5304 5321 5322 5351 5383 5390
## Predicted 65.9376 65.907 66.909 66.764 64.21 65.855 63.91 64.270 65.437 66.07
## cvpred 65.9368 65.883 66.904 66.809 64.13 65.884 63.91 64.254 65.446 66.08
## overall 66.0000 66.000 66.000 66.000 66.00 65.000 65.00 65.000 65.000 65.00
## CV residual 0.0632 0.117 -0.904 -0.809 1.87 -0.884 1.09 0.746 -0.446 -1.08
## 5401 5402 5403 5413 5420 5428 5429 5447 5459 5471
## Predicted 66.87 66.08 65.442 64.861 62.56 64.531 63.28 64.261 64.572 64.757
## cvpred 66.85 66.09 65.389 64.896 62.53 64.538 63.25 64.288 64.563 64.738
## overall 65.00 65.00 65.000 65.000 65.00 65.000 65.00 65.000 65.000 65.000
## CV residual -1.85 -1.09 -0.389 0.104 2.47 0.462 1.75 0.712 0.437 0.262
## 5494 5499 5516 5525 5526 5548 5559 5581 5586 5595
## Predicted 63.9 63.78 65.249 65.0637 68.17 65.334 66.15 66.73 64.018 63.67
## cvpred 63.9 63.77 65.224 65.0782 68.19 65.355 66.17 66.76 64.002 63.69
## overall 65.0 65.00 65.000 65.0000 65.00 65.000 65.00 65.00 65.000 65.00
## CV residual 1.1 1.23 -0.224 -0.0782 -3.19 -0.355 -1.17 -1.76 0.998 1.31
## 5617 5621 5623 5667 5684 5689 5712 5715 5737 5741
## Predicted 63.78 64.741 65.680 67.60 66.40 67.51 66.5 63.85 65.735 65.178
## cvpred 63.78 64.696 65.683 67.61 66.39 67.49 66.5 63.83 65.722 65.178
## overall 65.00 65.000 65.000 65.00 65.00 65.00 65.0 65.00 65.000 65.000
## CV residual 1.22 0.304 -0.683 -2.61 -1.39 -2.49 -1.5 1.17 -0.722 -0.178
## 5764 5770 5794 5805 5814 5831 5839 5840 5850 5852
## Predicted 65.0303 63.75 62.47 62.27 64.0135 64.244 64.366 65.33 67.2 64.881
## cvpred 65.0398 63.78 62.39 62.26 63.9869 64.207 64.336 65.33 67.2 64.881
## overall 65.0000 65.00 64.00 64.00 64.0000 64.000 64.000 64.00 64.0 64.000
## CV residual -0.0398 1.22 1.61 1.74 0.0131 -0.207 -0.336 -1.33 -3.2 -0.881
## 5868 5877 5900 5906 5933 5934 5951 5955 5965 5978
## Predicted 67.13 64.438 63.502 66.16 64.837 63.291 64.875 64.157 63.853 62.14
## cvpred 67.15 64.401 63.525 66.16 64.851 63.268 64.871 64.112 63.827 62.09
## overall 64.00 64.000 64.000 64.00 64.000 64.000 64.000 64.000 64.000 64.00
## CV residual -3.15 -0.401 0.475 -2.16 -0.851 0.732 -0.871 -0.112 0.173 1.91
## 6001 6005 6011 6019 6024 6046 6061 6071 6072 6102
## Predicted 66.20 65.31 65.04 64.196 64.239 63.8 64.0681 63.9790 64.498 63.307
## cvpred 66.18 65.25 65.06 64.205 64.249 63.8 64.0481 63.9589 64.481 63.303
## overall 64.00 64.00 64.00 64.000 64.000 64.0 64.0000 64.0000 64.000 64.000
## CV residual -2.18 -1.25 -1.06 -0.205 -0.249 0.2 -0.0481 0.0411 -0.481 0.697
## 6104 6111 6117 6126 6143 6147 6151 6152 6159
## Predicted 64.615 64.273 66.4 65.55 63.8959 63.9672 64.385 64.236 64.161
## cvpred 64.633 64.251 66.4 65.55 63.9164 63.9897 64.395 64.196 64.117
## overall 64.000 64.000 64.0 64.00 64.0000 64.0000 64.000 64.000 64.000
## CV residual -0.633 -0.251 -2.4 -1.55 0.0836 0.0103 -0.395 -0.196 -0.117
## 6163 6166 6175 6179 6186 6198 6200 6202 6240 6247
## Predicted 63.409 63.687 63.139 62.929 66.29 63.345 65.60 61.45 63.640 63.798
## cvpred 63.436 63.712 63.146 62.871 66.28 63.331 65.61 61.44 63.621 63.796
## overall 64.000 63.000 63.000 63.000 63.00 63.000 63.00 63.00 63.000 63.000
## CV residual 0.564 -0.712 -0.146 0.129 -3.28 -0.331 -2.61 1.56 -0.621 -0.796
## 6256 6267 6294 6296 6317 6320 6325 6333 6340 6352
## Predicted 64.59 64.37 62.9236 65.57 63.985 63.672 63.0958 66.94 64.52 64.76
## cvpred 64.59 64.36 62.9089 65.57 63.996 63.672 63.0124 66.93 64.51 64.76
## overall 63.00 63.00 63.0000 63.00 63.000 63.000 63.0000 63.00 63.00 63.00
## CV residual -1.59 -1.36 0.0911 -2.57 -0.996 -0.672 -0.0124 -3.93 -1.51 -1.76
## 6378 6386 6402 6412 6431 6441 6456 6466 6492 6495 6499
## Predicted 66.87 62.268 61.98 64.34 68.56 64.67 62.449 42.8 63.54 63.26 61.818
## cvpred 66.86 62.204 61.99 64.32 68.52 64.65 62.442 42.6 63.54 63.24 61.821
## overall 63.00 63.000 63.00 63.00 63.00 63.00 63.000 63.0 62.00 62.00 62.000
## CV residual -3.86 0.796 1.01 -1.32 -5.52 -1.65 0.558 20.4 -1.54 -1.24 0.179
## 6522 6526 6529 6545 6549 6553 6559 6561 6587
## Predicted 61.99105 62.19 63.47 64.10 61.9351 64.44 61.9812 59.36 62.232
## cvpred 61.99539 62.18 63.48 64.11 61.9176 64.45 61.9559 59.33 62.227
## overall 62.00000 62.00 62.00 62.00 62.0000 62.00 62.0000 62.00 62.000
## CV residual 0.00461 -0.18 -1.48 -2.11 0.0824 -2.45 0.0441 2.67 -0.227
## 6594 6600 6634 6669 6672 6726 6730 6736 6740 6766 6771
## Predicted 62.406 65.11 61.463 63.18 65.45 61.664 60.00 63.5 62.57 62.06 63.13
## cvpred 62.412 65.11 61.475 63.16 65.43 61.673 59.98 63.5 62.55 62.07 63.12
## overall 62.000 62.00 62.000 62.00 62.00 61.000 61.00 61.0 61.00 61.00 61.00
## CV residual -0.412 -3.11 0.525 -1.16 -3.43 -0.673 1.02 -2.5 -1.55 -1.07 -2.12
## 6774 6777 6781 6783 6800 6820 6828 6852 6854 6885
## Predicted 61.493 63.16 61.441 60.320 60.764 62.65 62.35 61.614 60.321 62.53
## cvpred 61.494 63.14 61.437 60.273 60.782 62.64 62.33 61.586 60.296 62.53
## overall 61.000 61.00 61.000 61.000 61.000 61.00 61.00 61.000 60.000 60.00
## CV residual -0.494 -2.14 -0.437 0.727 0.218 -1.64 -1.33 -0.586 -0.296 -2.53
## 6887 6892 6894 6899 6905 6933 6952 6957 6966 6985
## Predicted 61.73 59.665 60.221 57.93 60.508 61.7 59.056 61.59 64.59 59.147
## cvpred 61.71 59.687 60.217 57.89 60.501 61.7 59.023 61.57 64.55 59.158
## overall 60.00 60.000 60.000 60.00 60.000 60.0 60.000 60.00 60.00 59.000
## CV residual -1.71 0.313 -0.217 2.11 -0.501 -1.7 0.977 -1.57 -4.55 -0.158
## 6986 7045 7078 7106 7123 7124 7130 7137 7139 7149
## Predicted 59.65 60.31 48.96 60.35 57.610 62.06 58.553 59.93 60.40 58.17
## cvpred 59.64 60.29 48.88 60.36 57.588 62.03 58.546 59.89 60.33 58.15
## overall 59.00 59.00 58.00 58.00 58.000 58.00 58.000 58.00 58.00 57.00
## CV residual -0.64 -1.29 9.12 -2.36 0.412 -4.03 -0.546 -1.89 -2.33 -1.15
## 7151 7155 7183 7190 7198 7203 7213 7217 7242 7245
## Predicted 56.674 59.41 58.09 58.56 57.50 57.94 55.53 55.95 54.14 54.87
## cvpred 56.683 59.39 58.04 58.55 57.48 57.94 55.49 55.91 54.12 54.86
## overall 57.000 57.00 56.00 56.00 56.00 56.00 55.00 55.00 53.00 53.00
## CV residual 0.317 -2.39 -2.04 -2.55 -1.48 -1.94 -0.49 -0.91 -1.12 -1.86
##
## Sum of squares = 1877 Mean square = 3.54 n = 531
##
## fold 4
## Observations in test set: 531
## 8 46 48 49 58 63 71 84 108 122 143
## Predicted 87.44 84.2 85.50 86.16 81.36 84.0 81.80 81.72 82.37 82.69 82.14
## cvpred 87.11 83.9 85.23 85.79 81.26 83.7 81.51 81.56 82.11 82.46 81.87
## overall 90.00 87.0 87.00 87.00 86.00 86.0 85.00 85.00 84.00 84.00 83.00
## CV residual 2.89 3.1 1.77 1.21 4.74 2.3 3.49 3.44 1.89 1.54 1.13
## 163 175 215 232 249 265 276 300 312 323 370
## Predicted 81.51 79.90 81.632 72.96 80.9 78.44 78.99 78.10 80.18 79.525 81.093
## cvpred 81.36 79.64 81.614 72.92 80.7 78.42 78.81 77.89 79.97 79.288 80.945
## overall 83.00 83.00 82.000 82.00 82.0 81.00 81.00 81.00 81.00 80.000 80.000
## CV residual 1.64 3.36 0.386 9.08 1.3 2.58 2.19 3.11 1.03 0.712 -0.945
## 399 415 416 417 448 451 469 477 481 495
## Predicted 78.10 79.672 79.678 79.0 78.815 78.400 78.374 77.53 77.90 77.88
## cvpred 77.97 79.593 79.504 78.8 78.611 78.303 78.248 77.47 77.65 77.64
## overall 80.00 80.000 80.000 80.0 79.000 79.000 79.000 79.00 79.00 79.00
## CV residual 2.03 0.407 0.496 1.2 0.389 0.697 0.752 1.53 1.35 1.36
## 533 537 545 554 556 568 580 586 594 596
## Predicted 79.412 78.573 76.87 76.43 77.243 77.240 76.56 77.04 76.85 75.72
## cvpred 79.353 78.557 76.73 76.24 77.036 77.134 76.35 76.87 76.71 75.57
## overall 79.000 79.000 79.00 78.00 78.000 78.000 78.00 78.00 78.00 78.00
## CV residual -0.353 0.443 2.27 1.76 0.964 0.866 1.65 1.13 1.29 2.43
## 607 609 611 631 653 713 721 727 733 779
## Predicted 75.31 78.498 76.44 78.715 78.44 77.0576 76.72 76.8794 75.56 76.462
## cvpred 75.24 78.352 76.32 78.509 78.29 76.9802 76.55 76.9219 75.63 76.286
## overall 78.00 78.000 78.00 78.000 78.00 77.0000 77.00 77.0000 77.00 77.000
## CV residual 2.76 -0.352 1.68 -0.509 -0.29 0.0198 0.45 0.0781 1.37 0.714
## 790 800 803 807 819 821 855 864 895 900
## Predicted 75.87 75.78 74.38 74.97 75.92 76.255 75.93 74.31 74.76 73.62
## cvpred 75.73 75.65 74.25 74.74 75.79 76.065 75.95 74.22 74.63 73.62
## overall 77.00 77.00 77.00 77.00 77.00 77.000 77.00 76.00 76.00 76.00
## CV residual 1.27 1.35 2.75 2.26 1.21 0.935 1.05 1.78 1.37 2.38
## 904 912 919 927 936 949 991 998 1046 1052
## Predicted 76.1968 75.476 74.80 75.423 74.88 74.50 74.33 74.55 74.3 75.404
## cvpred 76.0792 75.305 74.74 75.284 74.76 74.39 74.15 74.45 74.3 75.254
## overall 76.0000 76.000 76.00 76.000 76.00 76.00 76.00 76.00 76.0 76.000
## CV residual -0.0792 0.695 1.26 0.716 1.24 1.61 1.85 1.55 1.7 0.746
## 1054 1060 1089 1100 1111 1117 1139 1153 1169 1188
## Predicted 76.349 74.32 73.9 74.521 74.837 75.0396 74.259 73.55 59.8 74.540
## cvpred 76.258 74.25 73.8 74.509 74.683 74.9394 74.091 73.45 59.9 74.409
## overall 76.000 76.00 75.0 75.000 75.000 75.0000 75.000 75.00 75.0 75.000
## CV residual -0.258 1.75 1.2 0.491 0.317 0.0606 0.909 1.55 15.1 0.591
## 1192 1196 1201 1207 1234 1281 1291 1300 1302 1346
## Predicted 73.79 73.76 75.671 75.232 71.68 75.429 73.52 73.89 74.884 73.28
## cvpred 73.65 73.74 75.483 75.158 71.51 75.243 73.29 73.82 74.752 73.17
## overall 75.00 75.00 75.000 75.000 75.00 75.000 75.00 75.00 75.000 75.00
## CV residual 1.35 1.26 -0.483 -0.158 3.49 -0.243 1.71 1.18 0.248 1.83
## 1370 1378 1382 1424 1430 1447 1463 1483 1490 1542
## Predicted 72.00 74.762 73.033 75.43 73.9983 75.14 72.24 75.12 72.12 72.60
## cvpred 71.89 74.677 73.007 75.41 73.9311 75.16 72.19 75.22 71.95 72.59
## overall 74.00 74.000 74.000 74.00 74.0000 74.00 74.00 74.00 74.00 74.00
## CV residual 2.11 -0.677 0.993 -1.41 0.0689 -1.16 1.81 -1.22 2.05 1.41
## 1560 1607 1613 1622 1634 1673 1698 1703 1724 1734
## Predicted 72.17 74.218 72.77 73.878 74.240 70.43 72.756 72.415 72.166 71.17
## cvpred 72.08 74.135 72.71 73.764 74.169 70.44 72.739 72.227 72.144 71.23
## overall 74.00 74.000 74.00 74.000 74.000 73.00 73.000 73.000 73.000 73.00
## CV residual 1.92 -0.135 1.29 0.236 -0.169 2.56 0.261 0.773 0.856 1.77
## 1739 1744 1753 1755 1765 1768 1813 1852 1861 1867
## Predicted 74.12 73.1959 72.749 71.03 74.14 73.210 71.50 71.79 73.0195 73.20
## cvpred 74.11 73.0744 72.645 70.96 74.18 73.201 71.48 71.58 72.9091 73.14
## overall 73.00 73.0000 73.000 73.00 73.00 73.000 73.00 73.00 73.0000 73.00
## CV residual -1.11 -0.0744 0.355 2.04 -1.18 -0.201 1.52 1.42 0.0909 -0.14
## 1868 1879 1886 1897 1900 1914 1925 1951 1960 1964
## Predicted 74.28 70.24 73.001 72.643 71.06 72.391 72.235 74.42 72.02 72.149
## cvpred 74.16 70.23 72.892 72.605 70.95 72.243 72.176 74.32 71.91 72.111
## overall 73.00 73.00 73.000 73.000 73.00 73.000 73.000 73.00 73.00 73.000
## CV residual -1.16 2.77 0.108 0.395 2.05 0.757 0.824 -1.32 1.09 0.889
## 1984 1992 1994 2004 2023 2030 2034 2049 2063 2078
## Predicted 73.187 72.79 72.181 72.508 74.36 72.566 72.568 71.724 72.450 71.368
## cvpred 73.137 72.75 72.102 72.435 74.35 72.509 72.546 71.678 72.408 71.376
## overall 73.000 73.00 73.000 73.000 73.00 72.000 72.000 72.000 72.000 72.000
## CV residual -0.137 0.25 0.898 0.565 -1.35 -0.509 -0.546 0.322 -0.408 0.624
## 2099 2126 2137 2162 2167 2173 2184 2224 2235 2242
## Predicted 73.40 70.94 70.74 71.165 69.36 72.617 71.02 73.79 70.01 74.19
## cvpred 73.39 70.95 70.77 71.042 69.22 72.538 71.05 73.79 69.86 74.15
## overall 72.00 72.00 72.00 72.000 72.00 72.000 72.00 72.00 72.00 72.00
## CV residual -1.39 1.05 1.23 0.958 2.78 -0.538 0.95 -1.79 2.14 -2.15
## 2284 2293 2301 2320 2322 2338 2358 2359 2405 2421 2436
## Predicted 73.053 75.10 70.78 71.725 73.09 69.63 71.46 73.25 69.45 70.79 72.02
## cvpred 72.976 75.07 70.76 71.616 73.08 69.54 71.35 73.21 69.41 70.73 71.99
## overall 72.000 72.00 72.00 72.000 72.00 72.00 72.00 72.00 72.00 72.00 72.00
## CV residual -0.976 -3.07 1.24 0.384 -1.08 2.46 0.65 -1.21 2.59 1.27 0.01
## 2470 2479 2505 2506 2547 2550 2560 2577 2589 2596
## Predicted 69.00 72.50 71.807 70.900 69.99 69.27 70.706 71.223 71.1715 70.378
## cvpred 69.03 72.39 71.924 70.889 69.99 69.33 70.675 71.101 71.0658 70.392
## overall 71.00 71.00 71.000 71.000 71.00 71.00 71.000 71.000 71.0000 71.000
## CV residual 1.97 -1.39 -0.924 0.111 1.01 1.67 0.325 -0.101 -0.0658 0.608
## 2613 2616 2629 2644 2669 2675 2689 2717 2733 2751
## Predicted 69.00 70.396 70.755 71.277 72.52 77.40 72.23 70.731 74.40 70.744
## cvpred 68.86 70.302 70.726 71.364 72.33 77.33 72.07 70.607 74.35 70.682
## overall 71.00 71.000 71.000 71.000 71.00 71.00 71.00 71.000 71.00 71.000
## CV residual 2.14 0.698 0.274 -0.364 -1.33 -6.33 -1.07 0.393 -3.35 0.318
## 2758 2759 2770 2792 2822 2830 2850 2851 2853 2854
## Predicted 68.3 71.307 66.44 71.572 71.20 71.303 68.95 71.800 69.27 70.309
## cvpred 68.3 71.288 66.58 71.533 71.12 71.304 68.89 71.679 69.24 70.191
## overall 71.0 71.000 71.00 71.000 71.00 71.000 71.00 71.000 71.00 71.000
## CV residual 2.7 -0.288 4.42 -0.533 -0.12 -0.304 2.11 -0.679 1.76 0.809
## 2865 2866 2922 2942 2958 2974 3011 3022 3024 3053
## Predicted 71.455 69.42 66.5 70.380 69.379 69.175 72.80 70.385 70.055 69.822
## cvpred 71.393 69.33 66.6 70.344 69.473 69.125 72.86 70.337 70.105 69.731
## overall 71.000 71.00 70.0 70.000 70.000 70.000 70.00 70.000 70.000 70.000
## CV residual -0.393 1.67 3.4 -0.344 0.527 0.875 -2.86 -0.337 -0.105 0.269
## 3064 3069 3079 3108 3110 3111 3112 3121 3138 3148
## Predicted 70.467 69.9778 69.438 69.600 68.98 69.604 69.845 68.57 70.806 68.85
## cvpred 70.459 70.0147 69.442 69.576 69.08 69.577 69.786 68.44 70.782 68.84
## overall 70.000 70.0000 70.000 70.000 70.00 70.000 70.000 70.00 70.000 70.00
## CV residual -0.459 -0.0147 0.558 0.424 0.92 0.423 0.214 1.56 -0.782 1.16
## 3156 3164 3169 3173 3184 3220 3239 3241 3249 3265
## Predicted 71.75 71.41 68.74 70.584 67.59 72.07 71.91 71.112 70.597 68.99
## cvpred 71.68 71.38 68.78 70.462 67.63 71.99 71.98 70.991 70.597 68.92
## overall 70.00 70.00 70.00 70.000 70.00 70.00 70.00 70.000 70.000 70.00
## CV residual -1.68 -1.38 1.22 -0.462 2.37 -1.99 -1.98 -0.991 -0.597 1.08
## 3268 3273 3279 3290 3301 3309 3318 3334 3336 3344
## Predicted 70.561 70.182 68.45 70.321 68.74 72.34 70.646 69.264 69.615 68.46
## cvpred 70.442 70.212 68.28 70.259 68.83 72.38 70.598 69.187 69.545 68.39
## overall 70.000 70.000 70.00 70.000 70.00 70.00 70.000 70.000 70.000 70.00
## CV residual -0.442 -0.212 1.72 -0.259 1.17 -2.38 -0.598 0.813 0.455 1.61
## 3352 3388 3390 3401 3428 3465 3473 3491 3492 3498
## Predicted 70.395 68.776 69.6 70.82 68.534 66.67 70.06 70.88 69.166 69.728
## cvpred 70.447 68.822 69.5 70.85 68.476 66.69 70.01 70.93 69.092 69.739
## overall 70.000 69.000 69.0 69.00 69.000 69.00 69.00 69.00 69.000 69.000
## CV residual -0.447 0.178 -0.5 -1.85 0.524 2.31 -1.01 -1.93 -0.092 -0.739
## 3501 3516 3524 3530 3575 3599 3614 3615 3616 3637
## Predicted 68.403 70.77 66.73 68.54 71.49 72.29 67.01 68.597 66.87 68.761
## cvpred 68.282 70.86 66.78 68.51 71.49 72.33 66.99 68.574 66.92 68.806
## overall 69.000 69.00 69.00 69.00 69.00 69.00 69.00 69.000 69.00 69.000
## CV residual 0.718 -1.86 2.22 0.49 -2.49 -3.33 2.01 0.426 2.08 0.194
## 3649 3661 3675 3685 3689 3695 3698 3725 3729 3744
## Predicted 71.83 67.94 68.812 65.43 67.59 70.71 68.753 69.47 69.925 67.32
## cvpred 71.71 67.88 68.726 65.49 67.53 70.64 68.748 69.43 69.938 67.27
## overall 69.00 69.00 69.000 69.00 69.00 69.00 69.000 69.00 69.000 69.00
## CV residual -2.71 1.12 0.274 3.51 1.47 -1.64 0.252 -0.43 -0.938 1.73
## 3812 3820 3831 3844 3898 3903 3911 3939 3945 3956
## Predicted 67.13 68.660 70.63 68.905 66.69 67.075 69.45 65.67 68.939 69.1
## cvpred 67.11 68.701 70.48 68.924 66.68 67.047 69.48 65.77 68.925 69.1
## overall 69.00 69.000 69.00 68.000 68.00 68.000 68.00 68.00 68.000 68.0
## CV residual 1.89 0.299 -1.48 -0.924 1.32 0.953 -1.48 2.23 -0.925 -1.1
## 3967 3969 3977 3990 3997 4028 4033 4036 4055
## Predicted 68.0309 68.307 68.211 67.022 67.709 67.686 67.179 67.440 68.871
## cvpred 68.0603 68.283 68.225 67.017 67.695 67.745 67.121 67.382 68.789
## overall 68.0000 68.000 68.000 68.000 68.000 68.000 68.000 68.000 68.000
## CV residual -0.0603 -0.283 -0.225 0.983 0.305 0.255 0.879 0.618 -0.789
## 4059 4078 4121 4134 4163 4165 4182 4185 4189 4196
## Predicted 67.549 68.263 67.144 68.0367 68.118 68.915 68.714 69.84 66.65 70.49
## cvpred 67.569 68.227 67.157 67.9483 68.215 68.886 68.664 69.86 66.68 70.54
## overall 68.000 68.000 68.000 68.0000 68.000 68.000 68.000 68.00 68.00 68.00
## CV residual 0.431 -0.227 0.843 0.0517 -0.215 -0.886 -0.664 -1.86 1.32 -2.54
## 4200 4215 4216 4223 4250 4267 4279 4300 4324 4333
## Predicted 67.137 67.01 68.844 69.7 67.803 67.590 67.090 69.76 68.635 69.06
## cvpred 67.177 66.98 68.915 69.7 67.837 67.562 67.062 69.81 68.622 69.03
## overall 68.000 68.00 68.000 68.0 68.000 68.000 68.000 68.00 68.000 68.00
## CV residual 0.823 1.02 -0.915 -1.7 0.163 0.438 0.938 -1.81 -0.622 -1.03
## 4345 4347 4349 4373 4377 4380 4388 4398 4400 4419
## Predicted 69.63 68.365 67.00 66.423 70.85 67.404 65.3 69.10 66.587 67.681
## cvpred 69.58 68.329 66.94 66.452 70.92 67.483 65.4 69.11 66.553 67.662
## overall 68.00 68.000 68.00 67.000 67.00 67.000 67.0 67.00 67.000 67.000
## CV residual -1.58 -0.329 1.06 0.548 -3.92 -0.483 1.6 -2.11 0.447 -0.662
## 4440 4459 4465 4468 4489 4495 4503 4514 4529
## Predicted 67.379 63.95 67.964 67.459 66.95258 67.610 66.073 67.721 66.271
## cvpred 67.414 64.06 67.978 67.461 66.99801 67.648 66.108 67.761 66.293
## overall 67.000 67.00 67.000 67.000 67.00000 67.000 67.000 67.000 67.000
## CV residual -0.414 2.94 -0.978 -0.461 0.00199 -0.648 0.892 -0.761 0.707
## 4567 4568 4574 4587 4606 4612 4617 4642 4657 4663
## Predicted 68.13 67.660 67.929 66.595 67.260 63.81 66.226 66.00 68.22 67.0031
## cvpred 68.09 67.632 67.994 66.589 67.274 63.81 66.186 65.92 68.26 66.9655
## overall 67.00 67.000 67.000 67.000 67.000 67.00 67.000 67.00 67.00 67.0000
## CV residual -1.09 -0.632 -0.994 0.411 -0.274 3.19 0.814 1.08 -1.26 0.0345
## 4676 4720 4729 4756 4765 4768 4769 4784 4805 4857
## Predicted 65.93 67.472 67.200 68.45 65.52 67.258 69.60 66.036 68.49 65.52
## cvpred 65.87 67.422 67.232 68.41 65.55 67.296 69.63 66.026 68.53 65.58
## overall 67.00 67.000 67.000 67.00 67.00 67.000 67.00 67.000 67.00 66.00
## CV residual 1.13 -0.422 -0.232 -1.41 1.45 -0.296 -2.63 0.974 -1.53 0.42
## 4870 4880 4932 4949 4953 4956 4960 4973 4976 4981
## Predicted 67.56 65.728 65.662 66.226 65.368 65.762 65.500 66.679 65.446 67.10
## cvpred 67.53 65.739 65.692 66.254 65.424 65.729 65.535 66.748 65.473 67.25
## overall 66.00 66.000 66.000 66.000 66.000 66.000 66.000 66.000 66.000 66.00
## CV residual -1.53 0.261 0.308 -0.254 0.576 0.271 0.465 -0.748 0.527 -1.25
## 4984 5008 5010 5015 5020 5032 5037 5040 5049 5070
## Predicted 66.817 64.79 66.471 66.379 63.59 66.748 66.458 66.873 65.9080 68.46
## cvpred 66.785 64.87 66.505 66.354 63.62 66.641 66.427 66.877 65.9778 68.31
## overall 66.000 66.00 66.000 66.000 66.00 66.000 66.000 66.000 66.0000 66.00
## CV residual -0.785 1.13 -0.505 -0.354 2.38 -0.641 -0.427 -0.877 0.0222 -2.31
## 5090 5118 5147 5164 5181 5210 5233 5250 5264 5273
## Predicted 65.959 66.172 66.0124 70.05 67.05 64.31 68.58 66.863 67.42 65.233
## cvpred 65.924 66.111 65.9693 70.02 67.11 64.33 68.69 66.804 67.41 65.268
## overall 66.000 66.000 66.0000 66.00 66.00 66.00 66.00 66.000 66.00 66.000
## CV residual 0.076 -0.111 0.0307 -4.02 -1.11 1.67 -2.69 -0.804 -1.41 0.732
## 5280 5282 5286 5307 5318 5330 5342 5344 5346 5362
## Predicted 65.613 65.8978 67.97 64.77 65.411 63.70 66.21 64.694 65.546 65.732
## cvpred 65.661 65.9155 67.92 64.74 65.387 63.75 66.22 64.689 65.523 65.726
## overall 66.000 66.0000 66.00 66.00 65.000 65.00 65.00 65.000 65.000 65.000
## CV residual 0.339 0.0845 -1.92 1.26 -0.387 1.25 -1.22 0.311 -0.523 -0.726
## 5368 5381 5404 5408 5410 5419 5444 5469 5545 5557
## Predicted 66 66.89 64.729 66.2 65.229 64.257 64.385 65.795 66.55 66.47
## cvpred 66 66.96 64.751 66.2 65.252 64.245 64.418 65.778 66.52 66.42
## overall 65 65.00 65.000 65.0 65.000 65.000 65.000 65.000 65.00 65.00
## CV residual -1 -1.96 0.249 -1.2 -0.252 0.755 0.582 -0.778 -1.52 -1.42
## 5564 5583 5594 5637 5644 5656 5659 5680 5699 5703
## Predicted 66.21 66.44 64.06 64.9563 65.413 64.926 66.03 67.22 66.65 64.00
## cvpred 66.32 66.45 64.08 64.9547 65.447 64.898 66.08 67.24 66.65 63.96
## overall 65.00 65.00 65.00 65.0000 65.000 65.000 65.00 65.00 65.00 65.00
## CV residual -1.32 -1.45 0.92 0.0453 -0.447 0.102 -1.08 -2.24 -1.65 1.04
## 5705 5734 5751 5803 5813 5822 5825 5853 5863 5865
## Predicted 64.29 65.9 65.896 65.85 64.75 60.14 64.101 65.50 63.497 64.213
## cvpred 64.45 65.9 65.907 65.98 64.84 60.26 64.198 65.56 63.574 64.281
## overall 65.00 65.0 65.000 64.00 64.00 64.00 64.000 64.00 64.000 64.000
## CV residual 0.55 -0.9 -0.907 -1.98 -0.84 3.74 -0.198 -1.56 0.426 -0.281
## 5866 5869 5882 5883 5892 5896 5911 5923 5956
## Predicted 63.349 64.943 63.090 65.99 64.735 64.753 64.440 64.143 64.881
## cvpred 63.451 64.947 63.112 66.05 64.741 64.781 64.499 64.164 64.828
## overall 64.000 64.000 64.000 64.00 64.000 64.000 64.000 64.000 64.000
## CV residual 0.549 -0.947 0.888 -2.05 -0.741 -0.781 -0.499 -0.164 -0.828
## 5963 5964 5967 5987 6006 6007 6033 6040 6044 6055
## Predicted 64.055 66.9 65.97 64.283 65.36 63.642 62.58 62.78 67.34 63.569
## cvpred 64.143 67.1 66.02 64.272 65.38 63.666 62.64 62.77 67.27 63.551
## overall 64.000 64.0 64.00 64.000 64.00 64.000 64.00 64.00 64.00 64.000
## CV residual -0.143 -3.1 -2.02 -0.272 -1.38 0.334 1.36 1.23 -3.27 0.449
## 6065 6078 6087 6091 6101 6108 6120 6153 6154 6156
## Predicted 63.70 66.5 66.40 62.4 63.727 64.812 64.692 63.493 64.591 64.644
## cvpred 63.69 66.5 66.41 62.5 63.808 64.792 64.783 63.464 64.688 64.536
## overall 64.00 64.0 64.00 64.0 64.000 64.000 64.000 64.000 64.000 64.000
## CV residual 0.31 -2.5 -2.41 1.5 0.192 -0.792 -0.783 0.536 -0.688 -0.536
## 6181 6188 6192 6194 6213 6218 6219 6222 6234 6239
## Predicted 64.007 61.20 64.46 64.05 63.140 62.8211 62.242 63.98 64.48 63.109
## cvpred 63.988 61.36 64.51 64.18 63.145 62.9149 62.331 64.03 64.46 63.173
## overall 63.000 63.00 63.00 63.00 63.000 63.0000 63.000 63.00 63.00 63.000
## CV residual -0.988 1.64 -1.51 -1.18 -0.145 0.0851 0.669 -1.03 -1.46 -0.173
## 6248 6262 6273 6289 6301 6311 6312 6318 6335 6341
## Predicted 60.52 63.1 63.572 62.307 62.49 63.0276 64.49 64.19 65.10 61.890
## cvpred 60.61 63.1 63.623 62.351 62.55 63.0282 64.52 64.25 65.14 62.049
## overall 63.00 63.0 63.000 63.000 63.00 63.0000 63.00 63.00 63.00 63.000
## CV residual 2.39 -0.1 -0.623 0.649 0.45 -0.0282 -1.52 -1.25 -2.14 0.951
## 6350 6356 6366 6387 6390 6415 6438 6448 6450 6452
## Predicted 62.882 63.410 65.44 64.34 64.37 64.36 63.296 63.694 55.02 60.64
## cvpred 62.886 63.421 65.38 64.32 64.35 64.44 63.313 63.748 55.16 60.88
## overall 63.000 63.000 63.00 63.00 63.00 63.00 63.000 63.000 63.00 63.00
## CV residual 0.114 -0.421 -2.38 -1.32 -1.35 -1.44 -0.313 -0.748 7.84 2.12
## 6454 6464 6465 6468 6493 6503 6504 6511 6523 6528
## Predicted 63.510 63.0967 62.26 63.073 62.614 62.104 63.43 64.15 62.210 63.34
## cvpred 63.518 63.0991 62.31 63.191 62.728 62.156 63.48 64.11 62.244 63.49
## overall 63.000 63.0000 63.00 63.000 62.000 62.000 62.00 62.00 62.000 62.00
## CV residual -0.518 -0.0991 0.69 -0.191 -0.728 -0.156 -1.48 -2.11 -0.244 -1.49
## 6539 6555 6558 6563 6581 6591 6605 6615 6616 6641 6646
## Predicted 61.584 63.5 60.63 64 62.737 62.44 66.3 62.189 65.23 62.819 62.158
## cvpred 61.563 63.5 60.71 64 62.804 62.47 66.4 62.317 65.35 62.809 62.248
## overall 62.000 62.0 62.00 62 62.000 62.00 62.0 62.000 62.00 62.000 62.000
## CV residual 0.437 -1.5 1.29 -2 -0.804 -0.47 -4.4 -0.317 -3.35 -0.809 -0.248
## 6663 6674 6679 6698 6722 6728 6748 6761 6776 6816 6818
## Predicted 62.343 63.47 63.58 61.53 61.776 59.924 62.2 62.87 62.29 62.66 64.01
## cvpred 62.385 63.47 63.63 61.54 61.813 60.115 62.2 62.96 62.36 62.73 63.93
## overall 62.000 62.00 62.00 61.00 61.000 61.000 61.0 61.00 61.00 61.00 61.00
## CV residual -0.385 -1.47 -1.63 -0.54 -0.813 0.885 -1.2 -1.96 -1.36 -1.73 -2.93
## 6824 6837 6845 6846 6848 6910 6942 6946 6951 6968
## Predicted 65.65 64.00 62.54 63.40 61.922 61.60 56.98 59.8892 60.287 60.874
## cvpred 65.63 64.04 62.59 63.44 61.975 61.64 57.05 59.9881 60.361 60.909
## overall 61.00 61.00 61.00 61.00 61.000 60.00 60.00 60.0000 60.000 60.000
## CV residual -4.63 -3.04 -1.59 -2.44 -0.975 -1.64 2.95 0.0119 -0.361 -0.909
## 6981 6995 7013 7027 7047 7068 7069 7073 7107 7121
## Predicted 59.478 61.18 61.23 60.71 60.60 58.938 59.788 58.223 58.797 58.919
## cvpred 59.587 61.14 61.36 60.75 60.63 59.048 59.978 58.335 58.916 58.981
## overall 59.000 59.00 59.00 59.00 59.00 59.000 59.000 58.000 58.000 58.000
## CV residual -0.587 -2.14 -2.36 -1.75 -1.63 -0.048 -0.978 -0.335 -0.916 -0.981
## 7127 7146 7147 7176 7193 7220 7239 7243 7246
## Predicted 58.617 56.7868 58.91 58.81 60.06 55.663 55.81 53.82 53.84
## cvpred 58.661 56.9035 58.97 58.82 60.13 55.752 55.83 54.04 54.02
## overall 58.000 57.0000 57.00 57.00 56.00 55.000 54.00 53.00 53.00
## CV residual -0.661 0.0965 -1.97 -1.82 -4.13 -0.752 -1.83 -1.04 -1.02
##
## Sum of squares = 1508 Mean square = 2.84 n = 531
##
## fold 5
## Observations in test set: 531
## 75 76 91 125 138 150 168 179 214 225 237
## Predicted 81.20 81.90 83.89 81.68 80.52 81.35 81.24 81.76 80.65 80.65 81.38
## cvpred 81.17 81.97 83.93 81.77 80.64 81.35 81.32 81.78 80.64 80.78 81.41
## overall 85.00 85.00 85.00 84.00 83.00 83.00 83.00 83.00 82.00 82.00 82.00
## CV residual 3.83 3.03 1.07 2.23 2.36 1.65 1.68 1.22 1.36 1.22 0.59
## 280 306 314 322 340 349 359 367 402 409
## Predicted 79.932 79.00 80.327 79.5 77.21 77.96 78.73 78.56 79.122 79.411
## cvpred 80.018 79.04 80.232 79.5 77.33 77.84 78.79 78.58 79.093 79.506
## overall 81.000 81.00 81.000 80.0 80.00 80.00 80.00 80.00 80.000 80.000
## CV residual 0.982 1.96 0.768 0.5 2.67 2.16 1.21 1.42 0.907 0.494
## 428 431 473 475 479 496 507 530 540 544
## Predicted 79.01 81.9 78.31 78.802 77.29 79.265 79.908 77.81 77.60 78.431
## cvpred 78.92 81.8 78.37 78.872 77.34 79.254 79.897 77.91 77.64 78.411
## overall 80.00 79.0 79.00 79.000 79.00 79.000 79.000 79.00 79.00 79.000
## CV residual 1.08 -2.8 0.63 0.128 1.66 -0.254 -0.897 1.09 1.36 0.589
## 564 578 591 614 615 622 626 639 677 722
## Predicted 78.615 77.67 74.9 78.453 78.738 76.24 77.677 77.817 76.96 77.859
## cvpred 78.601 77.73 74.9 78.553 78.863 76.31 77.698 77.808 76.92 77.842
## overall 78.000 78.00 78.0 78.000 78.000 78.00 78.000 78.000 78.00 77.000
## CV residual -0.601 0.27 3.1 -0.553 -0.863 1.69 0.302 0.192 1.08 -0.842
## 746 747 777 791 815 860 932 951 952
## Predicted 77.0004 75.13 75.66 77.271 76.821 77.0128 74.34 75.486 76.1045
## cvpred 77.0659 75.16 75.77 77.341 76.784 77.0987 74.42 75.443 76.0811
## overall 77.0000 77.00 77.00 77.000 77.000 77.0000 76.00 76.000 76.0000
## CV residual -0.0659 1.84 1.23 -0.341 0.216 -0.0987 1.58 0.557 -0.0811
## 987 995 1002 1007 1010 1015 1016 1017 1020 1023
## Predicted 76.203 76.26 75.220 77.24 75.561 59.8 76.21 76.625 74.52 75.782
## cvpred 76.222 76.21 75.259 77.26 75.491 59.7 76.23 76.599 74.47 75.843
## overall 76.000 76.00 76.000 76.00 76.000 76.0 76.00 76.000 76.00 76.000
## CV residual -0.222 -0.21 0.741 -1.26 0.509 16.3 -0.23 -0.599 1.53 0.157
## 1050 1065 1130 1167 1177 1193 1194 1239 1260 1265
## Predicted 74.36 76.386 74.232 74.574 70.46 72.75 76.16 75.57 74.098 73.32
## cvpred 74.41 76.357 74.269 74.644 70.37 72.81 76.23 75.62 74.179 73.39
## overall 76.00 76.000 75.000 75.000 75.00 75.00 75.00 75.00 75.000 75.00
## CV residual 1.59 -0.357 0.731 0.356 4.63 2.19 -1.23 -0.62 0.821 1.61
## 1267 1270 1273 1274 1277 1280 1284 1287 1315 1334
## Predicted 75.5 71.64 73.49 75.415 74.630 77.10 74.9812 75.93 73.92 74.931
## cvpred 75.5 71.54 73.55 75.398 74.586 77.07 75.0169 75.91 73.92 74.966
## overall 75.0 75.00 75.00 75.000 75.000 75.00 75.0000 75.00 75.00 75.000
## CV residual -0.5 3.46 1.45 -0.398 0.414 -2.07 -0.0169 -0.91 1.08 0.034
## 1338 1379 1412 1453 1456 1482 1493 1504 1505 1506
## Predicted 74.8690 75.69 74.426 75.06 74.413 73.107 75.84 73.329 73.785 73.902
## cvpred 74.9042 75.73 74.396 75.13 74.479 73.132 75.85 73.354 73.758 73.873
## overall 75.0000 74.00 74.000 74.00 74.000 74.000 74.00 74.000 74.000 74.000
## CV residual 0.0958 -1.73 -0.396 -1.13 -0.479 0.868 -1.85 0.646 0.242 0.127
## 1533 1545 1547 1553 1556 1597 1618 1635 1661 1681
## Predicted 74.684 72.47 73.9715 72.9 73.109 69.79 71.67 76.30 72.812 71.81
## cvpred 74.662 72.51 73.9356 72.9 73.194 69.69 71.64 76.26 72.837 71.83
## overall 74.000 74.00 74.0000 74.0 74.000 74.00 74.00 74.00 73.000 73.00
## CV residual -0.662 1.49 0.0644 1.1 0.806 4.31 2.36 -2.26 0.163 1.17
## 1723 1743 1758 1769 1775 1787 1801 1812 1829 1845
## Predicted 71.20 70.95 73.736 72.380 73.342 73.462 72.234 72.773 74.1 75.91
## cvpred 71.25 70.97 73.675 72.419 73.388 73.509 72.301 72.814 74.1 75.86
## overall 73.00 73.00 73.000 73.000 73.000 73.000 73.000 73.000 73.0 73.00
## CV residual 1.75 2.03 -0.675 0.581 -0.388 -0.509 0.699 0.186 -1.1 -2.86
## 1877 1884 1890 1892 1923 1934 1945 1948 1971 1988
## Predicted 72.499 71.60 72.832 73.220 72.799 72.334 71.65 73.875 73.938 71.81
## cvpred 72.557 71.63 72.871 73.256 72.737 72.384 71.58 73.908 73.891 71.78
## overall 73.000 73.00 73.000 73.000 73.000 73.000 73.00 73.000 73.000 73.00
## CV residual 0.443 1.37 0.129 -0.256 0.263 0.616 1.42 -0.908 -0.891 1.22
## 2011 2013 2019 2026 2040 2042 2054 2061 2077 2079
## Predicted 70.65 71.94 74.9 74.75 71.499 70.56 71.442 73.15 69.19 70.93
## cvpred 70.58 71.96 74.9 74.72 71.532 70.62 71.499 73.15 69.13 70.94
## overall 73.00 73.00 73.0 73.00 72.000 72.00 72.000 72.00 72.00 72.00
## CV residual 2.42 1.04 -1.9 -1.72 0.468 1.38 0.501 -1.15 2.87 1.06
## 2085 2111 2129 2172 2182 2190 2192 2194 2207 2212
## Predicted 72.0002 70.97 70.95 71.715 74.66 71.289 72.568 72.968 71.239 72.128
## cvpred 72.0508 70.99 70.98 71.707 74.63 71.297 72.502 72.955 71.283 72.153
## overall 72.0000 72.00 72.00 72.000 72.00 72.000 72.000 72.000 72.000 72.000
## CV residual -0.0508 1.01 1.02 0.293 -2.63 0.703 -0.502 -0.955 0.717 -0.153
## 2225 2249 2250 2264 2290 2296 2302 2303 2307 2330
## Predicted 70.01 71.063 73.40 72.454 72.101 73.8 71.8 71.482 72.0087 71.077
## cvpred 70.07 71.056 73.47 72.497 72.128 73.9 71.8 71.511 72.0915 71.123
## overall 72.00 72.000 72.00 72.000 72.000 72.0 72.0 72.000 72.0000 72.000
## CV residual 1.93 0.944 -1.47 -0.497 -0.128 -1.9 0.2 0.489 -0.0915 0.877
## 2333 2344 2352 2362 2386 2389 2403 2418 2440 2447
## Predicted 71.790 74.99 72.0100 72.508 71.26 71.802 72.358 70.13 73.51 72.09
## cvpred 71.842 74.97 71.9638 72.467 71.29 71.758 72.324 70.13 73.49 72.05
## overall 72.000 72.00 72.0000 72.000 72.00 72.000 72.000 72.00 72.00 71.00
## CV residual 0.158 -2.97 0.0362 -0.467 0.71 0.242 -0.324 1.87 -1.49 -1.05
## 2455 2461 2494 2521 2532 2551 2586 2592 2607 2610
## Predicted 71.924 70.640 71.273 71.287 72 72.09 70.303 69.62 70.424 71.478
## cvpred 71.961 70.685 71.314 71.324 72 72.11 70.374 69.66 70.463 71.516
## overall 71.000 71.000 71.000 71.000 71 71.00 71.000 71.00 71.000 71.000
## CV residual -0.961 0.315 -0.314 -0.324 -1 -1.11 0.626 1.34 0.537 -0.516
## 2625 2634 2647 2662 2664 2693 2702 2719 2735 2769
## Predicted 71.751 73.9 72.45 70.9980 71.231 73.83 71.13 72.27 71.855 69.88
## cvpred 71.775 73.9 72.49 70.9615 71.183 73.84 71.16 72.25 71.824 69.93
## overall 71.000 71.0 71.00 71.0000 71.000 71.00 71.00 71.00 71.000 71.00
## CV residual -0.775 -2.9 -1.49 0.0385 -0.183 -2.84 -0.16 -1.25 -0.824 1.07
## 2780 2785 2806 2815 2883 2916 2919 2921 2924 2939
## Predicted 69.51 73.58 70.835 71.0823 69.959 66.46 69.409 63.52 69.546 70.508
## cvpred 69.57 73.56 70.893 71.0716 69.874 66.42 69.347 63.42 69.542 70.433
## overall 71.00 71.00 71.000 71.0000 70.000 70.00 70.000 70.00 70.000 70.000
## CV residual 1.43 -2.56 0.107 -0.0716 0.126 3.58 0.653 6.58 0.458 -0.433
## 2946 2959 2995 3005 3013 3014 3016 3028 3036
## Predicted 68.86 69.768 69.607 67.81 69.716 69.505 70.0031 69.515 69.8689
## cvpred 68.79 69.692 69.631 67.76 69.702 69.465 69.9543 69.563 69.9464
## overall 70.00 70.000 70.000 70.00 70.000 70.000 70.0000 70.000 70.0000
## CV residual 1.21 0.308 0.369 2.24 0.298 0.535 0.0457 0.437 0.0536
## 3040 3046 3073 3080 3087 3094 3097 3106 3117 3132
## Predicted 69.684 69.203 69.680 69.31 71.35 72.5 69.624 69.02 67.11 68.86
## cvpred 69.745 69.238 69.727 69.28 71.39 72.5 69.653 68.97 67.06 68.79
## overall 70.000 70.000 70.000 70.00 70.00 70.0 70.000 70.00 70.00 70.00
## CV residual 0.255 0.762 0.273 0.72 -1.39 -2.5 0.347 1.03 2.94 1.21
## 3134 3147 3150 3181 3206 3207 3227 3232 3267 3287
## Predicted 70.0428 70.822 71.21 70.524 69.327 70.578 71.29 70.214 68.41 69.068
## cvpred 70.0619 70.889 71.22 70.489 69.288 70.534 71.25 70.263 68.44 69.119
## overall 70.0000 70.000 70.00 70.000 70.000 70.000 70.00 70.000 70.00 70.000
## CV residual -0.0619 -0.889 -1.22 -0.489 0.712 -0.534 -1.25 -0.263 1.56 0.881
## 3295 3308 3314 3330 3338 3400 3423 3467 3527 3535
## Predicted 69.789 67.80 71.04 70.239 70.316 68.86 68.580 68.222 68.501 70.38
## cvpred 69.738 67.68 71.04 70.233 70.346 68.88 68.592 68.251 68.449 70.36
## overall 70.000 70.00 70.00 70.000 70.000 69.00 69.000 69.000 69.000 69.00
## CV residual 0.262 2.32 -1.04 -0.233 -0.346 0.12 0.408 0.749 0.551 -1.36
## 3556 3579 3592 3595 3606 3612 3613 3650 3652 3653
## Predicted 67.6 69.171 69.885 70.94 68.356 68.198 68.907 69.525 69.704 69.741
## cvpred 67.7 69.194 69.941 70.91 68.378 68.141 68.939 69.567 69.784 69.734
## overall 69.0 69.000 69.000 69.00 69.000 69.000 69.000 69.000 69.000 69.000
## CV residual 1.3 -0.194 -0.941 -1.91 0.622 0.859 0.061 -0.567 -0.784 -0.734
## 3665 3684 3686 3692 3696 3711 3715 3724 3735 3741
## Predicted 68.46 67.68 69.557 67.45 68.045 68.351 70.50 69.457 70.45 71.12
## cvpred 68.48 67.71 69.585 67.46 68.064 68.397 70.59 69.501 70.39 71.08
## overall 69.00 69.00 69.000 69.00 69.000 69.000 69.00 69.000 69.00 69.00
## CV residual 0.52 1.29 -0.585 1.54 0.936 0.603 -1.59 -0.501 -1.39 -2.08
## 3749 3786 3799 3839 3851 3863 3865 3877 3896 3897
## Predicted 67.7 70.38 68.763 66.45 68.384 67.754 66.69 67.316 67.177 67.39
## cvpred 67.7 70.41 68.714 66.44 68.298 67.659 66.69 67.304 67.168 67.43
## overall 69.0 69.00 69.000 68.00 68.000 68.000 68.00 68.000 68.000 68.00
## CV residual 1.3 -1.41 0.286 1.56 -0.298 0.341 1.31 0.696 0.832 0.57
## 3901 3907 3918 3941 3953 3966 3991 3994 4000 4013
## Predicted 68.187 68.384 68.25 52.3 68.408 68.689 68.0749 66.10 68.845 67.775
## cvpred 68.202 68.343 68.31 52.2 68.439 68.658 68.0844 66.16 68.866 67.696
## overall 68.000 68.000 68.00 68.0 68.000 68.000 68.0000 68.00 68.000 68.000
## CV residual -0.202 -0.343 -0.31 15.8 -0.439 -0.658 -0.0844 1.84 -0.866 0.304
## 4017 4020 4027 4051 4063 4091 4104 4115 4116 4118
## Predicted 69.24 68.924 67.531 67.238 68.674 69.51 66.15 69.54 68.115 69.32
## cvpred 69.13 68.865 67.492 67.342 68.695 69.48 66.19 69.56 68.131 69.33
## overall 68.00 68.000 68.000 68.000 68.000 68.00 68.00 68.00 68.000 68.00
## CV residual -1.13 -0.865 0.508 0.658 -0.695 -1.48 1.81 -1.56 -0.131 -1.33
## 4124 4147 4177 4197 4198 4208 4209 4210 4213 4219
## Predicted 68.498 68.786 67.039 67.199 69.98 66.9 70.83 61.6 69.43 68.34
## cvpred 68.549 68.835 67.094 67.254 70.05 66.8 70.79 61.5 69.43 68.36
## overall 68.000 68.000 68.000 68.000 68.00 68.0 68.00 68.0 68.00 68.00
## CV residual -0.549 -0.835 0.906 0.746 -2.05 1.2 -2.79 6.5 -1.43 -0.36
## 4221 4225 4230 4257 4271 4309 4311 4350 4356 4411
## Predicted 68.958 69.53 67.705 67.634 67.814 68.311 68.389 63.65 65.18 65.18
## cvpred 68.988 69.57 67.718 67.683 67.875 68.237 68.405 63.52 65.17 65.14
## overall 68.000 68.00 68.000 68.000 68.000 68.000 68.000 68.00 67.00 67.00
## CV residual -0.988 -1.57 0.282 0.317 0.125 -0.237 -0.405 4.48 1.83 1.86
## 4424 4427 4437 4452 4456 4457 4475 4476 4499
## Predicted 67.84 68.16 67.716 67.1133 66.9070 66.610 66.9086 68.47 67.709
## cvpred 67.84 68.19 67.652 67.0295 66.9179 66.617 66.9272 68.51 67.723
## overall 67.00 67.00 67.000 67.0000 67.0000 67.000 67.0000 67.00 67.000
## CV residual -0.84 -1.19 -0.652 -0.0295 0.0821 0.383 0.0728 -1.51 -0.723
## 4508 4519 4572 4598 4602 4613 4638 4655 4682 4686
## Predicted 66.44 65.34 66.698 67.0406 68.09 65.36 64.63 67.0195 68.68 68.47
## cvpred 66.42 65.33 66.714 67.0387 68.13 65.39 64.63 67.0243 68.79 68.49
## overall 67.00 67.00 67.000 67.0000 67.00 67.00 67.00 67.0000 67.00 67.00
## CV residual 0.58 1.67 0.286 -0.0387 -1.13 1.61 2.37 -0.0243 -1.79 -1.49
## 4728 4740 4743 4767 4781 4782 4813 4855 4874 4901
## Predicted 67.488 66.9186 68.25 67.488 64.82 68.31 67.432 68.68 65.202 67.68
## cvpred 67.446 66.9893 68.19 67.494 64.79 68.27 67.465 68.64 65.198 67.68
## overall 67.000 67.0000 67.00 67.000 67.00 67.00 67.000 66.00 66.000 66.00
## CV residual -0.446 0.0107 -1.19 -0.494 2.21 -1.27 -0.465 -2.64 0.802 -1.68
## 4919 4937 4945 4961 4974 4977 4978 4979 5002 5007
## Predicted 66.776 66.404 67.61 65.8934 67.14 64.90 64.45 65.901 67.22 66.035
## cvpred 66.754 66.316 67.64 65.9176 67.14 64.92 64.39 65.846 67.24 66.079
## overall 66.000 66.000 66.00 66.0000 66.00 66.00 66.00 66.000 66.00 66.000
## CV residual -0.754 -0.316 -1.64 0.0824 -1.14 1.08 1.61 0.154 -1.24 -0.079
## 5011 5038 5047 5062 5064 5085 5089 5128 5137 5162
## Predicted 66.65 67.42 67.14 65.9451 65.767 64.92 66.809 68.6 67.46 66.372
## cvpred 66.65 67.31 67.19 65.9613 65.785 64.92 66.776 68.5 67.48 66.335
## overall 66.00 66.00 66.00 66.0000 66.000 66.00 66.000 66.0 66.00 66.000
## CV residual -0.65 -1.31 -1.19 0.0387 0.215 1.08 -0.776 -2.5 -1.48 -0.335
## 5168 5174 5176 5201 5248 5252 5256 5263 5311 5329
## Predicted 66.98 68.42 70.45 65.560 67.41 70.06 67.047 68.69 66.436 62.79
## cvpred 67.01 68.38 70.36 65.538 67.38 70.11 66.991 68.64 66.436 62.77
## overall 66.00 66.00 66.00 66.000 66.00 66.00 66.000 66.00 66.000 65.00
## CV residual -1.01 -2.38 -4.36 0.462 -1.38 -4.11 -0.991 -2.64 -0.436 2.23
## 5338 5360 5366 5386 5388 5435 5438 5448 5462
## Predicted 64.210 65.0119 64.9527 66.95 65.560 65.0446 64.235 63.66 64.003
## cvpred 64.208 65.0186 64.9565 66.94 65.587 65.0405 64.253 63.68 64.005
## overall 65.000 65.0000 65.0000 65.00 65.000 65.0000 65.000 65.00 65.000
## CV residual 0.792 -0.0186 0.0435 -1.94 -0.587 -0.0405 0.747 1.32 0.995
## 5466 5496 5497 5500 5508 5521 5522 5524 5529 5538
## Predicted 64.876 65.50 66.35 64.442 64.750 66.17 63.93 67.68 67.92 65.166
## cvpred 64.872 65.53 66.37 64.425 64.739 66.21 63.85 67.63 67.95 65.194
## overall 65.000 65.00 65.00 65.000 65.000 65.00 65.00 65.00 65.00 65.000
## CV residual 0.128 -0.53 -1.37 0.575 0.261 -1.21 1.15 -2.63 -2.95 -0.194
## 5555 5561 5562 5574 5592 5603 5622 5646 5653 5660
## Predicted 67.08 63.53 64.302 63.86 65.463 63.84 64.354 63.53 66.72 65.393
## cvpred 67.15 63.55 64.311 63.91 65.467 63.93 64.367 63.56 66.73 65.309
## overall 65.00 65.00 65.000 65.00 65.000 65.00 65.000 65.00 65.00 65.000
## CV residual -2.15 1.45 0.689 1.09 -0.467 1.07 0.633 1.44 -1.73 -0.309
## 5666 5673 5675 5685 5716 5742 5746 5754 5775 5811
## Predicted 66.27 63.06 64.742 68.35 63.75 65.690 63.53 65.369 65.078 63.316
## cvpred 66.31 63.08 64.759 68.35 63.74 65.728 63.45 65.406 65.104 63.304
## overall 65.00 65.00 65.000 65.00 65.00 65.000 65.00 65.000 65.000 64.000
## CV residual -1.31 1.92 0.241 -3.35 1.26 -0.728 1.55 -0.406 -0.104 0.696
## 5816 5818 5827 5828 5829 5838 5847 5848 5862 5867
## Predicted 65.13 65.78 64.225 64.465 63.838 64.435 64.750 64.955 67.85 63.912
## cvpred 65.06 65.78 64.225 64.462 63.843 64.413 64.748 64.945 67.82 63.893
## overall 64.00 64.00 64.000 64.000 64.000 64.000 64.000 64.000 64.00 64.000
## CV residual -1.06 -1.78 -0.225 -0.462 0.157 -0.413 -0.748 -0.945 -3.82 0.107
## 5870 5874 5895 5904 5907 5909 5918 5921 5940
## Predicted 64.0228 66.53 64.998 64.864 63.682 63.233 64.841 62.38 64.1363
## cvpred 64.0105 66.55 64.989 64.865 63.732 63.242 64.841 62.41 64.0501
## overall 64.0000 64.00 64.000 64.000 64.000 64.000 64.000 64.00 64.0000
## CV residual -0.0105 -2.55 -0.989 -0.865 0.268 0.758 -0.841 1.59 -0.0501
## 5945 5966 5976 5980 6025 6026 6028 6049 6052 6073
## Predicted 64.871 63.9230 65.11 64.866 63.873 66.51 63.693 65.46 65.80 64.970
## cvpred 64.882 63.9193 65.13 64.904 63.876 66.54 63.698 65.49 65.81 64.978
## overall 64.000 64.0000 64.00 64.000 64.000 64.00 64.000 64.00 64.00 64.000
## CV residual -0.882 0.0807 -1.13 -0.904 0.124 -2.54 0.302 -1.49 -1.81 -0.978
## 6082 6085 6090 6096 6115 6119 6128 6140 6149 6173
## Predicted 63.006 64.91 67.03 64.995 63.122 63.63 64.116 66.12 65.14 62.97394
## cvpred 63.008 64.92 67.05 64.999 63.161 63.61 64.134 66.06 65.16 63.00501
## overall 64.000 64.00 64.00 64.000 64.000 64.00 64.000 64.00 64.00 63.00000
## CV residual 0.992 -0.92 -3.05 -0.999 0.839 0.39 -0.134 -2.06 -1.16 -0.00501
## 6185 6216 6225 6229 6245 6251 6261 6277 6287 6291
## Predicted 64.5 63.838 64.40 61.8 63.197 62.746 63.660 59.30 65.06 63.489
## cvpred 64.5 63.846 64.41 61.8 63.242 62.714 63.659 59.23 65.08 63.392
## overall 63.0 63.000 63.00 63.0 63.000 63.000 63.000 63.00 63.00 63.000
## CV residual -1.5 -0.846 -1.41 1.2 -0.242 0.286 -0.659 3.77 -2.08 -0.392
## 6298 6302 6313 6334 6346 6348 6370 6373 6436 6442
## Predicted 65.27 65.05 63.208 64.17 64.28 63.627 62.194 51.6 62.878 65.81
## cvpred 65.27 65.01 63.238 64.14 64.29 63.593 62.205 51.5 62.873 65.82
## overall 63.00 63.00 63.000 63.00 63.00 63.000 63.000 63.0 63.000 63.00
## CV residual -2.27 -2.01 -0.238 -1.14 -1.29 -0.593 0.795 11.5 0.127 -2.82
## 6443 6449 6507 6515 6534 6566 6573 6580 6593 6598
## Predicted 65.47 64.44 62.547 62.99 61.837 60.7 62.838 63.02 60.18 62.611
## cvpred 65.49 64.46 62.522 62.94 61.797 60.6 62.861 63.02 60.12 62.634
## overall 63.00 63.00 62.000 62.00 62.000 62.0 62.000 62.00 62.00 62.000
## CV residual -2.49 -1.46 -0.522 -0.94 0.203 1.4 -0.861 -1.02 1.88 -0.634
## 6607 6608 6610 6612 6636 6637 6640 6643 6680 6685
## Predicted 61.98048 60.99 61.196 63.99 63.80 61.847 64.05 62.735 63.13 61.9363
## cvpred 61.99469 60.98 61.166 63.99 63.81 61.845 64.09 62.757 63.15 61.9302
## overall 62.00000 62.00 62.000 62.00 62.00 62.000 62.00 62.000 62.00 62.0000
## CV residual 0.00531 1.02 0.834 -1.99 -1.81 0.155 -2.09 -0.757 -1.15 0.0698
## 6688 6702 6721 6738 6739 6741 6756 6765 6769 6775 6784
## Predicted 61.199 63.09 61.954 53.46 62.23 62.85 62.78 62.64 63.1 62.69 61.211
## cvpred 61.205 63.01 61.941 53.32 62.25 62.81 62.76 62.62 63.1 62.69 61.183
## overall 62.000 61.00 61.000 61.00 61.00 61.00 61.00 61.00 61.0 61.00 61.000
## CV residual 0.795 -2.01 -0.941 7.68 -1.25 -1.81 -1.76 -1.62 -2.1 -1.69 -0.183
## 6797 6802 6804 6812 6831 6864 6871 6888 6890 6903
## Predicted 61.220 60.100 62.14 61.292 62.53 59.438 60.275 60.927 62.57 59.704
## cvpred 61.228 60.059 62.11 61.302 62.57 59.443 60.227 60.927 62.57 59.697
## overall 61.000 61.000 61.00 61.000 61.00 60.000 60.000 60.000 60.00 60.000
## CV residual -0.228 0.941 -1.11 -0.302 -1.57 0.557 -0.227 -0.927 -2.57 0.303
## 6926 6928 6937 6941 6960 6969 6971 6994 7000 7004
## Predicted 60.307 61.98 58.70 60.024 60.979 61.44 62.11 60.05 60.082 58.804
## cvpred 60.292 61.92 58.66 59.964 60.972 61.41 62.08 60.02 59.999 58.718
## overall 60.000 60.00 60.00 60.000 60.000 60.00 60.00 59.00 59.000 59.000
## CV residual -0.292 -1.92 1.34 0.036 -0.972 -1.41 -2.08 -1.02 -0.999 0.282
## 7011 7024 7035 7066 7074 7077 7082 7102 7103 7129 7132
## Predicted 60.85 60.29 52.66 59.462 59.57 59.53 59.78 59.2 58.941 62.51 57.534
## cvpred 60.84 60.29 52.58 59.415 59.51 59.54 59.76 59.2 58.894 62.49 57.533
## overall 59.00 59.00 59.00 59.000 58.00 58.00 58.00 58.0 58.000 58.00 58.000
## CV residual -1.84 -1.29 6.42 -0.415 -1.51 -1.54 -1.76 -1.2 -0.894 -4.49 0.467
## 7158 7168 7170 7180 7181 7184 7194 7205 7219 7231
## Predicted 56.629 58.60 58.89 58.28 56.690 55.518 58.63 55.759 57.57 59.15
## cvpred 56.541 58.54 58.85 58.25 56.636 55.459 58.58 55.716 57.51 59.12
## overall 57.000 57.00 57.00 57.00 56.000 56.000 56.00 56.000 55.00 54.00
## CV residual 0.459 -1.54 -1.85 -1.25 -0.636 0.541 -2.58 0.284 -2.51 -5.12
## 7237 7257 7258
## Predicted 55.23 52.07 52.49
## cvpred 55.16 51.96 52.43
## overall 54.00 50.00 50.00
## CV residual -1.16 -1.96 -2.43
##
## Sum of squares = 1821 Mean square = 3.43 n = 531
##
## Overall (Sum over all 531 folds)
## ms
## 3.23
sum((fifa_defender$overall-KCV_defender$cvpred)^2)
## [1] 8586
1-sum((fifa_defender$overall-KCV_defender$cvpred)^2)/sum((fifa_defender$overall-mean(fifa_defender$overall))^2)
## [1] 0.905
### Prediction for Goal Keeper
newfifagk1 <- data.frame(age=26,weight_kg=87,gk_diving=87,gk_handling=92,gk_kicking=78,gk_reflexes=89,gk_speed=52,gk_positioning=90)
print(paste0("Observed Overall for Goal Keeper: ",89))
## [1] "Observed Overall for Goal Keeper: 89"
predicted <- predict(model_gk, newdata=newfifagk1)
print(paste0("Predicted Overall for Goal Keeper: ",round(predicted)))
## [1] "Predicted Overall for Goal Keeper: 89"
### Prediction for Forward
newfifaforward1 <- data.frame(age=32,weight_kg=72,pace=87,shooting=92,passing=92,dribbling=96,physic=66,skill_moves=4)
print(paste0("Observed Overall for Forward: ",91))
## [1] "Observed Overall for Forward: 91"
predicted <- predict(model_forward, newdata=newfifaforward1)
print(paste0("Predicted Overall for Forward: ",round(predicted)))
## [1] "Predicted Overall for Forward: 93"
### Prediction for MF
newfifaMF1 <- data.frame(age=27,weight_kg=82,pace=59,passing=66,dribbling=75,defending=40,physic=63,skill_moves=3)
print(paste0("Observed Overall for Mid-Fielder: ",75))
## [1] "Observed Overall for Mid-Fielder: 75"
predicted <- predict(model_midfielder, newdata=newfifaMF1)
print(paste0("Predicted Overall for Mid-Fielder: ",round(predicted)))
## [1] "Predicted Overall for Mid-Fielder: 72"
### Prediction for defender
newfifadefender1 <- data.frame(age=27,weight_kg=92,pace=77,passing=70,dribbling=71,defending=90,physic=86,skill_moves=2)
print(paste0("Observed Overall for Defender: ",77))
## [1] "Observed Overall for Defender: 77"
predicted <- predict(model_midfielder, newdata=newfifadefender1)
print(paste0("Predicted Overall for Defender: ",round(predicted)))
## [1] "Predicted Overall for Defender: 77"
