##
## Away Team Win Draw Home Team Win
## 33.68 18.68 47.63
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 46.40 48.37 48.86 48.86 49.34 51.31
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 20.00 38.00 49.00 48.85 59.00 82.00
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 10.61 11.18 11.33 11.33 11.48 12.13
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 8.00 11.00 11.33 14.00 26.00
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.634 10.161 10.279 10.280 10.397 10.929
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 3.00 8.00 10.00 10.28 12.25 21.00
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 2.9039509 1.8913698 1.67677931 1.4174550 1.32067286
## Proportion of Variance 0.2642244 0.1120850 0.08809398 0.0629525 0.05464934
## Cumulative Proportion 0.2642244 0.3763094 0.46440334 0.5273558 0.58200518
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## Standard deviation 1.28225350 1.11602520 1.07906925 1.04351341 0.96812464
## Proportion of Variance 0.05151601 0.03902495 0.03648321 0.03411854 0.02936682
## Cumulative Proportion 0.63352119 0.67254614 0.70902935 0.74314790 0.77251472
## Comp.11 Comp.12 Comp.13 Comp.14 Comp.15
## Standard deviation 0.95006905 0.86794724 0.84641066 0.83555299 0.80158018
## Proportion of Variance 0.02828165 0.02360375 0.02244691 0.02187471 0.02013207
## Cumulative Proportion 0.80079637 0.82440012 0.84684704 0.86872175 0.88885382
## Comp.16 Comp.17 Comp.18 Comp.19 Comp.20
## Standard deviation 0.76981047 0.73545362 0.69693803 0.66891472 0.63286581
## Proportion of Variance 0.01856787 0.01694747 0.01521888 0.01401961 0.01254925
## Cumulative Proportion 0.90742169 0.92436916 0.93958804 0.95360765 0.96615690
## Comp.21 Comp.22 Comp.23 Comp.24
## Standard deviation 0.59240934 0.443635555 0.405790901 0.34886993
## Proportion of Variance 0.01099609 0.006166619 0.005159398 0.00381348
## Cumulative Proportion 0.97715299 0.983319604 0.988479002 0.99229248
## Comp.25 Comp.26 Comp.27 Comp.28
## Standard deviation 0.323338021 0.266349996 0.1735905605 0.1562856582
## Proportion of Variance 0.003275729 0.002222797 0.0009441622 0.0007653017
## Cumulative Proportion 0.995568211 0.997791008 0.9987351704 0.9995004721
## Comp.29 Comp.30 Comp.31 Comp.32
## Standard deviation 0.1262649128 0 0 0
## Proportion of Variance 0.0004995279 0 0 0
## Cumulative Proportion 1.0000000000 1 1 1
## [1] 33
## [1] 32
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 76
##
##
## | predicted
## actual | 0 | 1 | 2 | 3 | 4 | 5 | Row Total |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 0 | 11 | 9 | 1 | 0 | 0 | 0 | 21 |
## | 0.550 | 0.214 | 0.111 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 1 | 9 | 18 | 2 | 0 | 0 | 0 | 29 |
## | 0.450 | 0.429 | 0.222 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 2 | 0 | 11 | 2 | 0 | 0 | 0 | 13 |
## | 0.000 | 0.262 | 0.222 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 3 | 0 | 2 | 1 | 1 | 1 | 0 | 5 |
## | 0.000 | 0.048 | 0.111 | 0.500 | 0.500 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 4 | 0 | 2 | 2 | 0 | 1 | 0 | 5 |
## | 0.000 | 0.048 | 0.222 | 0.000 | 0.500 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 5 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
## | 0.000 | 0.000 | 0.111 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 6 | 0 | 0 | 0 | 1 | 0 | 1 | 2 |
## | 0.000 | 0.000 | 0.000 | 0.500 | 0.000 | 1.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## Column Total | 20 | 42 | 9 | 2 | 2 | 1 | 76 |
## | 0.263 | 0.553 | 0.118 | 0.026 | 0.026 | 0.013 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 76
##
##
## | predicted
## actual | Away Team Win | Draw | Home Team Win | Row Total |
## --------------|---------------|---------------|---------------|---------------|
## Away Team Win | 17 | 8 | 3 | 28 |
## | 0.850 | 0.364 | 0.088 | |
## --------------|---------------|---------------|---------------|---------------|
## Draw | 1 | 6 | 6 | 13 |
## | 0.050 | 0.273 | 0.176 | |
## --------------|---------------|---------------|---------------|---------------|
## Home Team Win | 2 | 8 | 25 | 35 |
## | 0.100 | 0.364 | 0.735 | |
## --------------|---------------|---------------|---------------|---------------|
## Column Total | 20 | 22 | 34 | 76 |
## | 0.263 | 0.289 | 0.447 | |
## --------------|---------------|---------------|---------------|---------------|
##
##
## Warning in confusionMatrix.default(factor(test_results, c("Home Team Win", :
## Levels are not in the same order for reference and data. Refactoring data to
## match.
## Confusion Matrix and Statistics
##
## Reference
## Prediction Away Team Win Draw Home Team Win
## Away Team Win 17 1 2
## Draw 8 6 8
## Home Team Win 3 6 25
##
## Overall Statistics
##
## Accuracy : 0.6316
## 95% CI : (0.5131, 0.7394)
## No Information Rate : 0.4605
## P-Value [Acc > NIR] : 0.002003
##
## Kappa : 0.431
##
## Mcnemar's Test P-Value : 0.115058
##
## Statistics by Class:
##
## Class: Away Team Win Class: Draw Class: Home Team Win
## Sensitivity 0.6071 0.46154 0.7143
## Specificity 0.9375 0.74603 0.7805
## Pos Pred Value 0.8500 0.27273 0.7353
## Neg Pred Value 0.8036 0.87037 0.7619
## Prevalence 0.3684 0.17105 0.4605
## Detection Rate 0.2237 0.07895 0.3289
## Detection Prevalence 0.2632 0.28947 0.4474
## Balanced Accuracy 0.7723 0.60379 0.7474
## attendance Pre.Match.PPG..Home. Pre.Match.PPG..Away. home_ppg away_ppg
## 4 -0.7993768 -1.781107 -1.533917 -0.8559286 0.6216240
## 12 0.0247694 -1.781107 -1.533917 0.2954689 -0.6703055
## 14 1.2027362 -1.781107 -1.533917 0.6510475 -1.7562752
## 18 0.9469997 -1.781107 -1.533917 2.0733620 -1.5503154
## 31 -0.3611080 1.827064 2.407182 -0.3310268 2.1007897
## 34 -0.7590666 -1.781107 -1.533917 -0.9575224 -0.6703055
## home_team_corner_count away_team_corner_count home_team_yellow_cards
## 4 -0.2400542 0.1628153 -0.4433201
## 12 -1.2315825 0.1628153 -1.2571445
## 14 -0.2400542 -0.9354657 -1.2571445
## 18 1.4124929 -0.5693720 -1.2571445
## 31 -0.5705636 -0.2032783 1.1843286
## 34 0.4209646 -0.2032783 -0.4433201
## home_team_red_cards away_team_yellow_cards away_team_red_cards
## 4 -0.2226946 0.2352217 -0.276909
## 12 -0.2226946 2.7181173 -0.276909
## 14 -0.2226946 -1.4200420 -0.276909
## 18 -0.2226946 0.2352217 -0.276909
## 31 -0.2226946 0.2352217 -0.276909
## 34 -0.2226946 -0.5924102 -0.276909
## home_team_shots away_team_shots home_team_shots_on_target
## 4 -0.07750774 0.53944059 0.45640444
## 12 -0.07750774 0.53944059 0.82462882
## 14 2.49378088 -0.05906284 2.29752637
## 18 2.96128790 -1.55532142 3.40219953
## 31 -0.54501476 -0.05906284 0.08818005
## 34 0.62375279 1.13794402 0.45640444
## away_team_shots_on_target home_team_shots_off_target
## 4 2.5761690 -0.5559021
## 12 0.0476863 -0.9097426
## 14 -0.3737275 1.5671410
## 18 -1.2165551 1.2133005
## 31 0.0476863 -0.9097426
## 34 0.8905139 0.5056195
## away_team_shots_off_target home_team_fouls away_team_fouls
## 4 -1.9285617 -0.3529642 0.2058376
## 12 0.7558832 -0.6571056 2.7844629
## 14 0.3084757 -0.3529642 -1.5132459
## 18 -1.0337468 -0.3529642 -1.7997598
## 31 -0.1389318 -0.3529642 0.4923516
## 34 0.7558832 0.2553187 0.4923516
## home_team_possession away_team_possession team_a_xg team_b_xg
## 4 1.07328556 -1.07328556 0.2685329 1.2976202
## 12 0.49518703 -0.49518703 0.3070177 0.1444048
## 14 0.56744935 -0.56744935 2.3467134 -0.5523295
## 18 1.79590873 -1.79590873 3.2703492 -1.6334689
## 31 -0.01064918 0.01064918 -0.2702546 -0.1198737
## 34 -0.08291150 0.08291150 0.5956539 0.9612657
## average_goals_per_match_pre_match btts_percentage_pre_match
## 4 -3.3925459 -2.61126267
## 12 -3.3925459 -2.61126267
## 14 -3.3925459 -2.61126267
## 18 -3.3925459 -2.61126267
## 31 -0.8622611 -2.61126267
## 34 -0.2296899 -0.01815178
## average_corners_per_match_pre_match average_cards_per_match_pre_match
## 4 -3.3288603 -2.867690
## 12 -3.3288603 -2.867690
## 14 -3.3288603 -2.867690
## 18 -3.3288603 -2.867690
## 31 -0.5604334 1.406367
## 34 0.4777267 3.970802
## odds_ft_home_team_win odds_ft_draw odds_ft_away_team_win odds_btts_yes
## 4 -0.3069586 -0.54082677 -0.3829334 -0.6167777
## 12 -0.3879662 -0.58277914 -0.2457728 0.3155036
## 14 -0.6546164 0.82786931 0.8316591 -0.0574089
## 18 -0.7187475 2.89402354 0.8316591 4.4641552
## 31 1.0532949 0.06223855 -0.6951540 0.1290474
## 34 -0.4014675 -0.55131487 -0.2295302 -0.3370933
## odds_btts_no
## 4 0.399628136
## 12 -0.608962655
## 14 -0.345852014
## 18 -2.319181822
## 31 -0.477407334
## 34 0.004962174
## attendance Pre.Match.PPG..Home. Pre.Match.PPG..Away. home_ppg away_ppg
## 4 -0.7993768 -1.781107 -1.533917 -0.8559286 0.6216240
## 12 0.0247694 -1.781107 -1.533917 0.2954689 -0.6703055
## 14 1.2027362 -1.781107 -1.533917 0.6510475 -1.7562752
## 18 0.9469997 -1.781107 -1.533917 2.0733620 -1.5503154
## 31 -0.3611080 1.827064 2.407182 -0.3310268 2.1007897
## 34 -0.7590666 -1.781107 -1.533917 -0.9575224 -0.6703055
## home_team_corner_count away_team_corner_count home_team_yellow_cards
## 4 -0.2400542 0.1628153 -0.4433201
## 12 -1.2315825 0.1628153 -1.2571445
## 14 -0.2400542 -0.9354657 -1.2571445
## 18 1.4124929 -0.5693720 -1.2571445
## 31 -0.5705636 -0.2032783 1.1843286
## 34 0.4209646 -0.2032783 -0.4433201
## home_team_red_cards away_team_yellow_cards away_team_red_cards
## 4 -0.2226946 0.2352217 -0.276909
## 12 -0.2226946 2.7181173 -0.276909
## 14 -0.2226946 -1.4200420 -0.276909
## 18 -0.2226946 0.2352217 -0.276909
## 31 -0.2226946 0.2352217 -0.276909
## 34 -0.2226946 -0.5924102 -0.276909
## home_team_shots away_team_shots home_team_shots_on_target
## 4 -0.07750774 0.53944059 0.45640444
## 12 -0.07750774 0.53944059 0.82462882
## 14 2.49378088 -0.05906284 2.29752637
## 18 2.96128790 -1.55532142 3.40219953
## 31 -0.54501476 -0.05906284 0.08818005
## 34 0.62375279 1.13794402 0.45640444
## away_team_shots_on_target home_team_shots_off_target
## 4 2.5761690 -0.5559021
## 12 0.0476863 -0.9097426
## 14 -0.3737275 1.5671410
## 18 -1.2165551 1.2133005
## 31 0.0476863 -0.9097426
## 34 0.8905139 0.5056195
## away_team_shots_off_target home_team_fouls away_team_fouls
## 4 -1.9285617 -0.3529642 0.2058376
## 12 0.7558832 -0.6571056 2.7844629
## 14 0.3084757 -0.3529642 -1.5132459
## 18 -1.0337468 -0.3529642 -1.7997598
## 31 -0.1389318 -0.3529642 0.4923516
## 34 0.7558832 0.2553187 0.4923516
## home_team_possession away_team_possession team_a_xg team_b_xg
## 4 1.07328556 -1.07328556 0.2685329 1.2976202
## 12 0.49518703 -0.49518703 0.3070177 0.1444048
## 14 0.56744935 -0.56744935 2.3467134 -0.5523295
## 18 1.79590873 -1.79590873 3.2703492 -1.6334689
## 31 -0.01064918 0.01064918 -0.2702546 -0.1198737
## 34 -0.08291150 0.08291150 0.5956539 0.9612657
## average_goals_per_match_pre_match btts_percentage_pre_match
## 4 -3.3925459 -2.61126267
## 12 -3.3925459 -2.61126267
## 14 -3.3925459 -2.61126267
## 18 -3.3925459 -2.61126267
## 31 -0.8622611 -2.61126267
## 34 -0.2296899 -0.01815178
## average_corners_per_match_pre_match average_cards_per_match_pre_match
## 4 -3.3288603 -2.867690
## 12 -3.3288603 -2.867690
## 14 -3.3288603 -2.867690
## 18 -3.3288603 -2.867690
## 31 -0.5604334 1.406367
## 34 0.4777267 3.970802
## odds_ft_home_team_win odds_ft_draw odds_ft_away_team_win odds_btts_yes
## 4 -0.3069586 -0.54082677 -0.3829334 -0.6167777
## 12 -0.3879662 -0.58277914 -0.2457728 0.3155036
## 14 -0.6546164 0.82786931 0.8316591 -0.0574089
## 18 -0.7187475 2.89402354 0.8316591 4.4641552
## 31 1.0532949 0.06223855 -0.6951540 0.1290474
## 34 -0.4014675 -0.55131487 -0.2295302 -0.3370933
## odds_btts_no
## 4 0.399628136
## 12 -0.608962655
## 14 -0.345852014
## 18 -2.319181822
## 31 -0.477407334
## 34 0.004962174
##
## Call:
## glm(formula = home_goal_count ~ ., family = poisson(), data = home_goal_training)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.18374 -0.69530 0.00654 0.41696 1.78425
##
## Coefficients: (3 not defined because of singularities)
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.29236 0.05394 5.420 5.97e-08 ***
## attendance -0.05220 0.05985 -0.872 0.38315
## Pre.Match.PPG..Home. 0.09133 0.09484 0.963 0.33558
## Pre.Match.PPG..Away. 0.14084 0.09600 1.467 0.14237
## home_ppg 0.30014 0.11083 2.708 0.00677 **
## away_ppg -0.31015 0.10786 -2.876 0.00403 **
## home_team_corner_count -0.04329 0.06493 -0.667 0.50494
## away_team_corner_count 0.00134 0.06624 0.020 0.98386
## home_team_yellow_cards -0.05937 0.05135 -1.156 0.24761
## home_team_red_cards -0.01305 0.05816 -0.224 0.82250
## away_team_yellow_cards 0.02155 0.05396 0.399 0.68960
## away_team_red_cards 0.03440 0.04739 0.726 0.46788
## home_team_shots 0.35995 0.18553 1.940 0.05236 .
## away_team_shots -0.17325 0.17114 -1.012 0.31136
## home_team_shots_on_target 0.62329 0.11917 5.230 1.69e-07 ***
## away_team_shots_on_target -0.10064 0.12180 -0.826 0.40864
## home_team_shots_off_target NA NA NA NA
## away_team_shots_off_target NA NA NA NA
## home_team_fouls 0.02973 0.05546 0.536 0.59190
## away_team_fouls -0.05666 0.05422 -1.045 0.29606
## home_team_possession -0.06904 0.10126 -0.682 0.49535
## away_team_possession NA NA NA NA
## team_a_xg -0.64525 0.29650 -2.176 0.02954 *
## team_b_xg 0.27587 0.26916 1.025 0.30540
## average_goals_per_match_pre_match -0.07963 0.11266 -0.707 0.47969
## btts_percentage_pre_match -0.02305 0.08450 -0.273 0.78501
## average_corners_per_match_pre_match -0.02098 0.07681 -0.273 0.78480
## average_cards_per_match_pre_match 0.02699 0.06392 0.422 0.67285
## odds_ft_home_team_win 0.04233 0.16056 0.264 0.79207
## odds_ft_draw -0.28534 0.15198 -1.877 0.06046 .
## odds_ft_away_team_win 0.23897 0.16025 1.491 0.13592
## odds_btts_yes 0.08757 0.13349 0.656 0.51183
## odds_btts_no 0.08750 0.12128 0.721 0.47062
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 368.61 on 303 degrees of freedom
## Residual deviance: 200.21 on 274 degrees of freedom
## AIC: 860.72
##
## Number of Fisher Scoring iterations: 5
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from a rank-deficient fit may be misleading
## [1] 39
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from a rank-deficient fit may be misleading
## [1] 28
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 76
##
##
## | predicted
## actual | 0 | 1 | 2 | 3 | 4 | 6 | Row Total |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 0 | 14 | 5 | 2 | 0 | 0 | 0 | 21 |
## | 0.560 | 0.152 | 0.182 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 1 | 11 | 17 | 1 | 0 | 0 | 0 | 29 |
## | 0.440 | 0.515 | 0.091 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 2 | 0 | 7 | 5 | 1 | 0 | 0 | 13 |
## | 0.000 | 0.212 | 0.455 | 0.250 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 3 | 0 | 3 | 0 | 1 | 1 | 0 | 5 |
## | 0.000 | 0.091 | 0.000 | 0.250 | 0.500 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 4 | 0 | 1 | 2 | 1 | 1 | 0 | 5 |
## | 0.000 | 0.030 | 0.182 | 0.250 | 0.500 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 5 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
## | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## 6 | 0 | 0 | 0 | 1 | 0 | 1 | 2 |
## | 0.000 | 0.000 | 0.000 | 0.250 | 0.000 | 1.000 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
## Column Total | 25 | 33 | 11 | 4 | 2 | 1 | 76 |
## | 0.329 | 0.434 | 0.145 | 0.053 | 0.026 | 0.013 | |
## -------------|-----------|-----------|-----------|-----------|-----------|-----------|-----------|
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 76
##
##
## | predicted
## actual | Away Team Win | Draw | Home Team Win | Row Total |
## --------------|---------------|---------------|---------------|---------------|
## Away Team Win | 20 | 5 | 3 | 28 |
## | 0.870 | 0.263 | 0.088 | |
## --------------|---------------|---------------|---------------|---------------|
## Draw | 1 | 6 | 6 | 13 |
## | 0.043 | 0.316 | 0.176 | |
## --------------|---------------|---------------|---------------|---------------|
## Home Team Win | 2 | 8 | 25 | 35 |
## | 0.087 | 0.421 | 0.735 | |
## --------------|---------------|---------------|---------------|---------------|
## Column Total | 23 | 19 | 34 | 76 |
## | 0.303 | 0.250 | 0.447 | |
## --------------|---------------|---------------|---------------|---------------|
##
##
## NULL
## Warning in confusionMatrix.default(factor(test_results, c("Home Team Win", :
## Levels are not in the same order for reference and data. Refactoring data to
## match.
## Confusion Matrix and Statistics
##
## Reference
## Prediction Away Team Win Draw Home Team Win
## Away Team Win 20 1 2
## Draw 5 6 8
## Home Team Win 3 6 25
##
## Overall Statistics
##
## Accuracy : 0.6711
## 95% CI : (0.5537, 0.7746)
## No Information Rate : 0.4605
## P-Value [Acc > NIR] : 0.0001731
##
## Kappa : 0.4858
##
## Mcnemar's Test P-Value : 0.3687225
##
## Statistics by Class:
##
## Class: Away Team Win Class: Draw Class: Home Team Win
## Sensitivity 0.7143 0.46154 0.7143
## Specificity 0.9375 0.79365 0.7805
## Pos Pred Value 0.8696 0.31579 0.7353
## Neg Pred Value 0.8491 0.87719 0.7619
## Prevalence 0.3684 0.17105 0.4605
## Detection Rate 0.2632 0.07895 0.3289
## Detection Prevalence 0.3026 0.25000 0.4474
## Balanced Accuracy 0.8259 0.62759 0.7474
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] -7.95042860 -2.75966653 -1.144216010 -2.82554046 2.96226507
## [2,] -16.20979300 0.44465735 1.221509274 3.18929481 -2.39069520
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## [5,] -20.69769385 -1.80888017 -0.857033641 -5.56067227 0.23706075
## [6,] 4.05835673 5.45979174 6.140430408 -0.91808718 -3.14387033
## [7,] 7.60281631 -3.49041985 -4.126727911 -1.78394083 -0.04654082
## [8,] 18.95317046 2.77455019 1.343475349 -0.04622075 4.43210369
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## [15,] 13.09277874 -5.44180557 1.405982353 0.87915827 4.93375808
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## [17,] 9.34280279 -6.44387844 7.234117286 -3.07249154 -3.93941537
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## [22,] -1.97550691 6.33043235 1.319743777 1.88566090 0.39775115
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## [25,] -0.07345406 -0.24038722 2.098427403 0.31565351 3.22146556
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## [27,] -11.50740316 0.96687103 3.124311573 0.13047176 3.24199198
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## [32,] -13.36767715 5.01409101 5.277139879 1.15520678 -0.21493431
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## [34,] -1.43751725 1.71374435 0.212448052 5.55196056 -1.16160547
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## [38,] -34.26704672 4.54816387 2.399252178 8.57618734 -4.27732745
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## [47,] -13.05021027 -0.33935221 0.423277335 -2.21966640 -0.76828044
## [48,] 11.68771813 10.19362166 -0.376640479 3.13692592 -0.81390252
## [49,] 5.42778513 -0.98700772 5.147565455 -0.40988415 3.65667025
## [50,] -0.46271789 -1.08312494 2.044535113 1.46941226 -2.15267751
## [51,] 11.64783686 -4.48925044 -2.168409489 2.00190245 0.99807141
## [52,] -20.99227307 -0.56780851 -1.276700395 1.81702342 6.76587036
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## [57,] 17.50189016 -7.20075335 1.228639431 2.74100112 -6.36949241
## [58,] -33.49880505 0.50503870 0.383050950 2.68388885 3.44635786
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## [60,] 13.66184954 -9.39230002 3.010920853 1.79347638 5.76768482
## [61,] -3.62920626 -3.16194841 2.792498972 -3.54666372 0.78014201
## [62,] 15.47836225 -8.09031271 3.877146115 4.66796929 -3.46352029
## [63,] 1.05167949 4.92743675 4.723574026 -0.51026677 1.54194281
## [64,] 0.47409585 -4.56729579 7.653468651 3.72086982 3.62644035
## [65,] 43.26505301 7.57398406 -1.901513642 -1.70230860 -4.25008380
## [66,] -15.57128183 -3.32959206 -4.283434363 -2.91448419 2.51881910
## [67,] -4.29376469 2.36301299 -3.151158803 2.54760208 2.02391124
## [68,] -6.60703697 -2.92174493 -3.584479867 0.99192417 -2.39051061
## [69,] 5.82179613 6.31805511 6.649940725 -2.36567906 -0.87200386
## [70,] -9.88113726 0.84386120 2.597967028 -3.28097645 -1.20687988
## [71,] -23.81273003 -0.68682878 -1.920829238 1.40413411 0.84144795
## [72,] -29.95663098 -4.61696839 -0.103554055 -3.55562040 -2.09093534
## [73,] 21.76880795 -6.31057921 2.878385165 -0.78523463 0.63383168
## [74,] -2.06766945 -7.56793407 -1.890338950 3.75933688 -2.05676164
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## [76,] -7.00620139 -5.62486192 -1.157903148 -0.87752254 2.39197455
## [77,] 30.43645367 -2.82040340 -3.013917978 10.61271277 6.08657969
## [78,] -4.11934292 1.93251704 2.095577169 1.69380167 -0.38923387
## [79,] -24.27491133 3.79957331 1.061449376 3.02575023 0.30617440
## [80,] -3.73769149 -3.67921693 1.195611926 -5.57306815 0.28644909
## [81,] 16.03458019 0.59679735 5.396728028 2.05439588 -4.23915654
## [82,] 7.85843293 -4.43410180 4.373480436 -2.71815989 -0.21800037
## [83,] -14.61260802 7.27975590 8.169056201 3.01537560 -0.44223579
## [84,] 26.67037942 4.99692456 -3.195482202 -1.22971941 5.18544970
## [85,] 25.47163307 5.24494131 7.016995456 4.03811204 -1.53121800
## [86,] -9.19641228 4.76561888 -0.206710041 -2.93379615 -1.55677916
## [87,] -10.20745955 0.17166314 10.397101910 -0.98356520 9.78555788
## [88,] -6.34835548 -1.39310913 -2.407962233 -5.85300164 0.92007853
## [89,] 11.78086872 1.46312074 6.772680584 2.56843709 -1.35142808
## [90,] 26.32190446 3.69121038 0.165335787 0.70186616 -0.26259505
## [91,] -19.26925478 -5.82121454 -4.063958906 4.05908896 -0.85248203
## [92,] 0.27883473 -1.08284725 -3.900213672 2.73797700 6.74068426
## [93,] 40.30155066 -0.12170190 -5.664000153 -6.32321845 2.83513409
## [94,] 0.47203059 10.34124782 3.011547285 -2.13067873 -3.13431710
## [95,] -4.39451722 0.53254221 0.907192108 3.53096529 -2.83531892
## [96,] 19.16464496 6.06642041 -1.679140018 5.71001312 7.47837558
## [97,] -31.57571173 -3.72952581 -0.131272915 5.96279930 1.36392647
## [98,] -11.42509243 7.60146753 6.651921265 -1.41723514 -4.28586369
## [99,] 2.51876800 0.14521068 0.882162612 8.63292249 3.13792455
## [100,] -5.84287251 -7.18329704 3.946346834 -1.87607505 1.38466963
## [101,] -4.94815615 -1.78957429 0.041582066 7.08904648 0.65418030
## [102,] -16.14584662 1.02634768 2.081887283 1.86324911 -0.99641658
## [103,] 14.79920712 0.74985240 6.654216223 -3.31017310 -3.73850125
## [104,] -15.34653113 -2.70587628 0.606478189 0.97312997 -0.68972822
## [105,] 17.05656060 5.80262116 -1.652391240 -1.46687274 -0.34391054
## [106,] 13.04819687 -4.69611652 -5.468676136 -0.70400411 -1.16078672
## [107,] -4.18346565 1.40542643 -1.236366547 0.94657763 2.98847902
## [108,] 21.78873420 -3.46295163 -1.643918901 6.17097769 3.84199118
## [109,] 31.11473865 -3.86014023 0.957019177 -3.78748510 -2.72270627
## [110,] -8.49419591 1.43716129 0.890727571 -6.22060199 2.12451630
## [111,] 13.89368798 2.77597574 8.508459757 0.11046644 -7.34956251
## [112,] -10.83779339 5.50455827 -2.852954768 1.62115343 -0.82799968
## [113,] 18.16347791 4.71228710 2.545341995 -1.43056405 3.70713749
## [114,] -16.44657700 6.24783801 -0.739080044 2.30174313 -3.31942499
## [115,] -12.87086182 1.37713499 3.613892899 1.91491737 0.47934803
## [116,] -22.21069829 5.34569600 0.215153010 -0.77330662 1.60166385
## [117,] 31.08950174 -1.33276040 -1.397810879 1.67477231 2.07612873
## [118,] 23.95349860 -2.38061127 0.296101091 -3.80393041 -1.97576811
## [119,] 27.03555833 -9.93057200 2.697295240 2.21459351 -2.01045997
## [120,] 18.80486639 -0.14635666 4.407413263 -4.66891807 2.59180687
## [121,] 4.52226472 2.07376248 -0.962337996 -2.95328543 2.11052236
## [122,] 27.14653887 -0.97566503 3.136126483 0.27108152 1.44830394
## [123,] -21.07929906 -1.73194211 -5.003845741 3.31745341 0.96808676
## [124,] 10.61998941 -3.40355894 1.294033552 3.50350145 1.66663477
## [125,] -22.21672319 -2.74480596 3.301513310 -0.66713920 -0.25631631
## [126,] -29.52605211 3.83224100 -5.698986741 -6.82303476 0.97456100
## [127,] -16.17678029 7.70612947 5.907105946 3.75675271 5.26970291
## [128,] -15.63923224 -3.85621582 -5.818178667 3.31010080 -4.19561347
## [129,] -10.57950923 -0.60904589 -2.498948852 -0.15894867 -0.66145249
## [130,] 6.73921566 -0.55212405 -2.733236872 2.15354309 -5.23148228
## [131,] -5.91525751 0.49329000 -3.427543396 2.52950737 -8.70840452
## [132,] 12.53672275 12.61048814 1.177400032 -1.82909037 -0.42559528
## [133,] -27.85791229 -2.07264848 1.957844159 -2.50839928 -1.51761269
## [134,] -20.40677186 0.20576347 -3.866070806 -6.83588427 -0.79688738
## [135,] 31.11341416 -1.62822170 -5.833399886 -5.45133790 4.83630371
## [136,] 9.93364523 -0.04727787 0.488615986 -0.71390760 0.59845952
## [137,] -15.48130843 3.08662600 3.447419986 2.50096262 -0.69501627
## [138,] 20.48477727 -6.32391151 2.815722830 1.79829725 -3.50441931
## [139,] 12.21511403 4.90811438 7.009177810 8.10131018 -0.71231096
## [140,] 8.97539865 3.49226618 -0.576460115 -0.29639573 3.10657525
## [141,] -28.76270374 -3.59953774 0.093795474 6.18884441 0.22465779
## [142,] -29.51661878 -1.73457930 2.458350459 3.10786911 0.88401531
## [143,] 14.84662309 2.25835489 -1.048945652 1.87051345 1.93873541
## [144,] -31.73999658 1.49497724 -6.558730661 0.58063760 -5.35182004
## [145,] -37.55144353 2.72647268 -7.941970597 3.37382709 2.25799008
## [146,] -7.66551383 8.47968835 -3.664694668 5.93694347 0.74973099
## [147,] -32.91773638 -2.80752450 3.032334108 3.28491658 4.54677147
## [148,] 35.59790929 -4.03298214 4.708380823 1.55673471 -5.17646172
## [149,] -10.40076141 -1.56508214 2.160185169 -2.65728790 4.32407348
## [150,] 0.70178442 -0.93489467 -8.969665646 4.44192575 -0.46646696
## [151,] -16.37183705 -2.56472769 0.691842368 -3.55293708 -0.96688367
## [152,] 14.30490690 -1.59767148 11.235464889 -0.81203191 -1.99218224
## [153,] -21.08404298 -1.64350106 -0.865557963 3.03461216 -1.95785096
## [154,] -20.53134745 6.78834466 0.218752575 -1.66575864 -2.35102028
## [155,] 16.75191836 4.50047133 3.190219088 5.23762753 -0.86616758
## [156,] -3.92305709 2.65937297 -0.783164812 -2.47116819 1.79655247
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## [158,] -12.95405043 1.43341222 -0.398226677 -3.89580820 3.37168049
## [159,] -2.27385084 -3.80795373 4.558877330 3.57733213 -4.32537702
## [160,] 6.28071311 -2.94823303 2.043238236 3.34007321 0.35614663
## [161,] 22.11749202 -4.43256080 -2.412403833 -2.56857213 -0.38489093
## [162,] -12.30515398 -2.28446047 -1.352188459 -2.83036788 0.48669935
## [163,] 31.48645231 -2.21825503 -0.160018688 -0.68451400 -3.65878698
## [164,] 26.95448286 -2.41937535 -1.386761468 -7.79123798 0.41993399
## [165,] 28.54671239 0.07235810 -6.088552959 -0.80276833 1.57659962
## [166,] -20.32146566 0.82673359 0.556535721 -1.82673068 5.77175985
## [167,] 7.47668292 2.91273186 2.693409787 -0.66617077 3.19482373
## [168,] -14.96710375 -1.66131900 0.177325345 -4.42339253 6.23766838
## [169,] -25.71469393 1.70498679 1.096981488 -1.19750039 2.29926195
## [170,] 21.26809586 12.03920762 1.458265951 2.54717437 -4.82447097
## [171,] -19.36530652 0.11533990 -8.575189542 -1.36030981 -0.33982243
## [172,] 11.86184398 -6.31279564 4.083811181 -3.44680906 -0.08101427
## [173,] 8.13086232 -3.03561013 4.804570422 1.57278928 -5.82029778
## [174,] 29.92372002 -0.64841764 -1.002746688 -1.06828666 1.26398872
## [175,] 14.72331289 -3.87410093 -1.628604305 4.43040487 2.54212194
## [176,] 39.11647838 1.25007359 -3.896316439 -2.29765543 1.44369320
## [177,] 2.76851888 -2.46519031 4.725749699 -9.69278315 0.23954898
## [178,] 0.80973725 3.52524359 0.904153652 -1.08506163 0.18194512
## [179,] -37.51890381 1.33155625 2.693972116 4.00366899 -0.88127212
## [180,] -15.46482311 -2.70893815 -1.110908163 5.10514464 1.64633236
## [181,] -31.16658190 4.62235936 -3.640904729 0.62733977 0.38372954
## [182,] -3.21780826 -1.88173759 7.188545604 2.85669695 -4.40539586
## [183,] 17.02512645 6.63133989 0.417702386 2.72349585 -1.76920447
## [184,] -25.51269252 2.95245083 -3.555633675 -3.52388504 -3.59020857
## [185,] 34.18909524 -2.34112294 -2.283051853 -1.22291240 -0.01863977
## [186,] 18.12759890 -2.62237867 0.052406425 2.66745995 -1.09225992
## [187,] 6.23034778 -3.87416745 -5.399841885 -0.48603064 -2.18530676
## [188,] -26.49867687 6.88637815 -3.437325963 -4.76496349 1.69696494
## [189,] -23.31080724 1.72756209 -1.398957965 -1.13015656 5.48360320
## [190,] -9.63118092 -1.86852503 -7.213074813 0.13473157 3.25892893
## [191,] -10.92918932 -3.41960790 -0.002865672 -0.62143329 -0.79714595
## [192,] -10.80044554 4.49022797 2.168978245 -1.27663229 1.88232206
## [193,] 15.57308688 -2.25161497 6.279092383 0.86319403 1.96815729
## [194,] 11.56059901 -5.72525070 -4.496146448 -2.66034639 -0.25597621
## [195,] 14.20927616 -7.65337543 7.505449742 0.33782736 3.61679608
## [196,] -4.63683403 4.73847411 2.181802568 -1.89847419 -1.76819331
## [197,] -25.42864223 -3.96235829 0.057429397 -5.93092163 1.81209015
## [198,] -10.57414880 6.47949551 4.188498518 0.90490768 2.41225370
## [199,] -40.55995569 -0.10975459 0.438311236 -1.39065677 0.16776948
## [200,] 17.53910071 -5.36785486 -2.913322093 -3.62560361 4.17955713
## [201,] 10.88417108 -2.46484238 -3.692712378 -3.67868282 -2.58116138
## [202,] 11.83123059 1.22079503 -0.814697152 1.05331734 -2.20077231
## [203,] -35.80993610 1.51388980 -4.555027535 -4.63845853 -1.09811087
## [204,] 27.80397899 -6.00146240 0.050990566 -3.81678413 0.69862345
## [205,] -14.38096906 -5.44967032 -1.828591602 3.36961361 0.78821586
## [206,] 3.95185826 -0.57479277 -0.370177078 0.65013132 -1.54862943
## [207,] -1.85301513 -6.32270176 -4.255714319 -0.99838589 -0.42388578
## [208,] 9.93130117 7.39667686 2.438969274 6.47087874 -4.02181770
## [209,] -24.39437525 2.98013267 -1.354382629 3.22635121 -1.59774390
## [210,] -3.43684355 -1.65836108 -0.358228118 -2.61694405 4.43019046
## [211,] -13.99100961 3.00267492 -1.404403505 -0.71812385 -3.57883673
## [212,] -32.30502188 0.13482244 -0.931638292 -3.94966289 4.71954505
## [213,] -14.99917714 -2.29416704 -2.509831775 -4.99004452 -4.11163198
## [214,] -20.55720420 -9.35355065 4.938083486 -6.74158846 0.06449263
## [215,] 5.19184160 -0.46637276 -0.744309257 4.37551450 -1.14989337
## [216,] 28.91063730 0.94169776 -2.312524791 -0.66267256 -0.75968899
## [217,] 19.11622671 -5.86167348 -0.745231804 -1.23622868 -3.21414262
## [218,] -2.90951010 -2.35918653 -1.441322613 8.18432440 4.27432499
## [219,] 14.69146694 3.27262008 -4.979250419 6.12899819 -0.35579028
## [220,] 37.03921237 5.30598240 -6.296384795 -5.94511449 3.18822514
## [221,] -9.29461164 -1.16188332 -1.491111910 3.54970290 0.15620572
## [222,] -18.28886942 2.53147399 -0.842049624 -4.54180529 -3.63310252
## [223,] 27.77210135 2.72083045 -4.113087455 -0.05669340 -0.99810199
## [224,] 7.60769538 3.39063557 1.296163799 0.09297606 -0.12036706
## [225,] 2.58639394 1.03154064 -3.664065714 -1.74575122 2.28395035
## [226,] -16.61854830 2.93693178 3.761222692 -5.93056296 2.13130772
## [227,] 2.40739657 -6.66208419 -0.623456441 1.42793309 3.02160746
## [228,] -22.42231883 4.77891092 4.742605068 3.24453903 -2.44818390
## [229,] -28.01087723 -1.89082321 -0.419118882 -2.42035922 -0.09955051
## [230,] -35.65166717 4.12986680 -2.412344200 0.96365335 -1.05835177
## [231,] 25.01681735 -8.83663334 0.872456397 4.78812706 1.46529238
## [232,] 15.09095654 5.72515759 -4.989599966 4.45959883 2.64407447
## [233,] 8.66282509 -5.26516283 1.080966613 0.61761212 2.11617483
## [234,] 5.31888042 4.51007864 0.722153783 -4.46678320 0.45681202
## [235,] 34.37695294 7.13720442 -0.589896780 1.68297391 1.39196881
## [236,] -40.33274826 1.29438871 -1.410396904 -5.94984147 -0.14003072
## [237,] -27.14669595 2.51930843 -4.720420995 -1.61773499 0.46766493
## [238,] 8.21905114 -5.76359379 -3.671241920 3.48895374 0.27086905
## [239,] 29.07994044 -5.04727664 -0.666417217 -4.54533461 6.66644617
## [240,] 23.69754892 -3.68447330 -2.571490577 -3.75490772 -2.03334473
## [241,] 28.35089302 -1.18944143 -4.796741269 -3.97208932 -0.38036315
## [242,] 7.10679013 8.86748288 3.700693198 0.45820860 2.95219654
## [243,] 3.86931757 -1.83659970 -0.537951961 -1.92475938 2.13919507
## [244,] 21.22736329 5.74390972 -3.942176629 -4.05334535 2.63488024
## [245,] -18.56253158 7.32886571 2.563395672 -2.13236683 -1.41604775
## [246,] 17.27210791 -8.07176059 4.660485299 -2.47057193 2.15211148
## [247,] -35.89401003 0.71180607 7.083241299 -1.71405513 3.82405566
## [248,] -9.09842003 6.44388734 1.919810027 2.33450475 3.68380094
## [249,] 11.09317845 5.11237029 -0.076480725 -3.12729709 4.36149700
## [250,] -35.36157192 4.25883193 1.238836887 -1.70980426 -2.85367694
## [251,] -20.13054290 -6.03177069 -1.916405165 -5.57441788 4.52901059
## [252,] -0.82219964 -1.61723230 0.121986012 3.53677002 3.08810231
## [253,] 9.71300574 6.25106988 1.237896315 -1.21130313 2.75662621
## [254,] 4.46029398 1.99819229 4.969923020 3.56313421 5.33188690
## [255,] 20.06275568 2.23156466 -2.556219965 2.66753954 5.68214015
## [256,] 21.29702716 -1.05303962 4.009498709 1.46389631 4.71061532
## [257,] -10.90002918 -2.83162293 5.681292082 -0.04285866 9.89041834
## [258,] 23.78624180 -3.16360771 -3.962481458 -1.60287704 1.98533426
## [259,] -0.01395746 -9.42286149 -9.410057460 8.02820532 2.21707530
## [260,] 6.13879326 2.09723821 1.825225468 1.03456754 -1.62209915
## [261,] 12.83820969 5.87323122 -0.917486428 -2.46395237 -0.45305516
## [262,] -22.61368061 3.26122457 0.364391795 2.35212103 -1.19428633
## [263,] 7.29036772 7.62715344 1.744380289 1.87049857 1.17705106
## [264,] -30.08178779 1.08543543 0.766071110 0.29637199 -2.41206567
## [265,] -10.05825292 -0.10147903 4.664785297 -1.38537905 -2.77301242
## [266,] 7.83656593 18.17863245 0.165535909 -1.33553137 3.41414098
## [267,] 20.60201949 2.12189693 1.708428807 1.27959293 -4.16926005
## [268,] 14.99081703 -5.11270840 1.388240884 -2.20880583 -3.13115481
## [269,] -23.49652874 -2.92303988 9.318899054 -4.04438078 0.83339139
## [270,] -27.78226057 -1.13613373 3.684540199 -2.53547616 -0.34927771
## [271,] -2.54380790 3.41260322 1.242253089 -3.15677630 -1.18779497
## [272,] -3.48793032 1.10776407 -8.707774181 1.65689952 -2.98587637
## [273,] 3.99590475 0.91226149 -2.901204488 -0.59599006 -2.31992774
## [274,] 18.16033530 -2.02316313 -1.353546858 1.27600574 2.79500688
## [275,] -15.25365668 3.93895096 5.001617071 1.32746842 1.77823526
## [276,] -8.23378214 4.36769733 -1.574790499 0.46942228 -3.34244675
## [277,] -6.91482811 1.16546037 3.854538910 -5.59691990 -4.96828545
## [278,] 15.04910788 3.17445522 -4.447061149 -3.61281314 -0.68267333
## [279,] 35.94185998 6.28749657 -5.623307536 -5.34694462 -2.60567246
## [280,] 12.13390676 -3.18179265 6.032848989 0.26048673 2.34316410
## [281,] -49.98945191 -8.73300800 -6.837575547 0.41937280 -4.27629040
## [282,] 1.66170440 1.84236654 -1.005830747 -4.85256642 4.12363638
## [283,] 7.55703896 3.53706361 -1.567291848 1.00398900 -1.26145839
## [284,] 18.95135773 2.49158527 -2.350288687 0.94015161 -2.76495404
## [285,] 6.62058355 -0.48221174 -4.002128776 0.42357115 2.66790451
## [286,] 4.41846329 -6.31321804 2.001233802 -1.44035107 -3.52304936
## [287,] -18.31493346 -4.09877908 4.030838536 -1.21018191 3.78118898
## [288,] -21.70284916 0.94591948 -0.557164945 2.65869704 0.30711691
## [289,] -13.59869844 -2.29066070 1.614750133 -4.01871024 1.74680238
## [290,] 15.83120848 -3.07971327 7.700053628 -4.40285283 -3.33432410
## [291,] -29.75718935 9.63873050 1.113677980 -1.62864982 -4.05597049
## [292,] 5.38659848 -7.93569073 0.883468348 -1.99354719 4.88670535
## [293,] 2.84038763 6.99840827 2.765515790 -0.97959804 -2.22329661
## [294,] -7.20661090 7.66915523 2.783401105 -0.84534317 3.22057700
## [295,] -23.10205060 -2.95452192 -0.679430723 6.03762607 2.69838813
## [296,] 29.78330203 5.01131169 -0.481631243 -3.68818691 4.86798583
## [297,] 24.92173309 1.92163460 -3.648591700 -6.76074225 -1.46544597
## [298,] 34.37749205 -4.26481229 4.019624203 -6.02479246 0.70680222
## [299,] -7.35793181 -0.53732894 6.926553126 3.76563971 -3.34489281
## [300,] -4.40798267 0.38033719 1.246585089 -0.53408109 -2.32831958
## [301,] 15.68491254 -1.35073697 0.944472350 -4.98237528 0.81519309
## [302,] 17.28780363 -6.29043222 -0.038347578 3.49392717 -5.61300411
## [303,] -22.13781303 -6.55627372 -4.154268784 1.04212977 0.68815870
## [304,] -26.82792541 5.26112380 1.879835309 3.82555421 5.27223927
## [305,] -26.51658564 -8.05254967 -3.693827412 0.70930204 -8.55249006
## [306,] 12.49941659 -1.30782848 -0.305791144 -3.18735940 -2.04694714
## [307,] -20.65656584 -2.12610564 3.090030697 -7.81187599 2.03745701
## [308,] -4.83867497 0.23103325 -4.425131995 3.07148585 0.28635652
## [309,] 10.68448448 2.80406937 0.762037604 -2.35959175 -4.10383298
## [310,] -2.10364961 -8.03451369 -1.757040312 4.99394451 3.67750848
## [311,] -5.12786266 -10.75589224 -0.570341855 1.24220776 -4.80701749
## [312,] -33.38814376 -0.13291551 1.591374997 0.88067698 -5.73438804
## [313,] -3.73820909 3.65275879 -3.926215970 -1.86933892 -3.62123163
## [314,] 25.89454132 -8.26534794 1.450764756 -6.67862831 4.28601664
## [315,] -7.85238365 -1.60866475 -3.988357350 0.66032918 5.45523877
## [316,] -3.95343294 -4.44012741 -2.320940442 -0.81997110 -5.41197365
## [317,] 24.75930248 0.80334325 -1.676213453 -6.12622298 -1.92594340
## [318,] 21.45365455 8.26370944 -5.064848037 -0.06163131 1.51958293
## [319,] 41.57109268 13.91721810 -5.562704693 0.65923293 -3.70654827
## [320,] -26.07718742 1.06011566 -3.444684136 -0.40502335 -1.61503197
## [321,] 10.10997629 -6.77009164 5.723812741 -0.76764875 -1.32904574
## [322,] -11.41471495 -4.61968186 -0.914980543 7.07187016 1.41135596
## [323,] 4.14214658 6.23932756 5.043083345 -2.37161844 0.36988232
## [324,] -11.17111354 9.74709305 -0.396049753 -2.15369651 -1.92206569
## [325,] 4.98462942 4.13860546 -2.742417518 -2.91522389 0.77355074
## [326,] 27.30187352 -6.13163882 -3.317404833 1.60769983 -2.94555182
## [327,] 26.86883237 -1.53265680 1.697817619 -0.14571054 -0.58498326
## [328,] -3.04251846 -6.81346402 -3.159527925 -1.62510444 2.85383210
## [329,] -6.39756601 4.84711931 -1.608745844 0.81152639 -2.87574447
## [330,] -14.69003718 6.33469282 0.005211385 -2.13089255 -1.97695559
## [331,] -30.09397264 3.78570404 -1.152798406 1.45549139 1.36775817
## [332,] -14.00652469 -0.93816830 -3.968286731 1.44554402 3.72968236
## [333,] -35.30340936 -2.46890906 -3.283908513 -0.37381101 -6.22951794
## [334,] 14.59533280 -0.28454071 -2.632307386 -4.67296726 -0.99787369
## [335,] -24.89651824 -0.54203452 -1.159158139 -0.21856857 2.44589778
## [336,] 16.58995278 -2.88380978 3.136990051 -1.48476742 -0.64967076
## [337,] 12.21216222 -2.78660825 1.179195804 -0.61707702 0.67203452
## [338,] -3.46096138 -1.95349397 5.253428721 4.93204036 -4.76523429
## [339,] -9.47611992 -2.12600417 1.456060204 1.29930434 4.35687390
## [340,] -3.78016057 -2.83390181 -3.112469818 -0.15073240 -1.68329115
## [341,] 26.60552306 10.35699790 -4.971551839 -3.83165967 -7.05096685
## [342,] -11.88652239 -0.24817094 -3.417861518 0.32941370 -6.19316281
## [343,] -3.52411138 4.32795284 -1.454444733 -2.35004497 3.89844823
## [344,] 28.39025860 -7.48739086 1.355180072 6.75784670 3.95740542
## [345,] -41.13002376 -1.44016628 -7.714056570 -0.75494740 -2.67985354
## [346,] 36.46320124 3.72222863 -5.461188779 -0.16474544 4.12923575
## [347,] 14.41632138 -7.31891533 3.232609429 -1.34351974 -0.40080300
## [348,] 38.99851206 1.36986385 1.042482512 0.36331713 -4.15956116
## [349,] -30.82220807 5.04445404 2.388873667 -5.25675734 1.76349893
## [350,] -21.65226683 0.35286037 1.725661836 -3.46615540 -0.18228647
## [351,] 28.44009837 5.58455462 1.421051145 -1.31830631 -6.32469978
## [352,] 15.28599747 -8.25958376 -7.449371223 0.75570502 -5.01170820
## [353,] -22.58538675 -3.63275605 2.539834178 -0.28141435 -5.60585577
## [354,] 29.79449824 -8.67689753 -3.276328403 0.63670381 2.62128342
## [355,] -8.53482966 8.92492279 -1.891798957 2.18178155 -1.71546247
## [356,] 5.90398834 -5.90467687 1.257402900 -3.08956375 0.06899667
## [357,] -2.80174297 -0.30683427 0.697829650 -7.23490527 -1.36527430
## [358,] 23.84590173 4.82911457 3.197615721 2.75270248 1.97923467
## [359,] -31.49063660 -5.05210343 -4.592913350 -4.95342452 -3.36287466
## [360,] -1.00621557 -4.81725411 1.505458968 0.81675186 -2.43180904
## [361,] 13.96428549 5.47789949 -0.747618406 -2.00194275 -0.67711779
## [362,] 3.32801613 2.91792361 1.753735586 2.26831238 -0.45688272
## [363,] 7.40727502 0.98483493 -2.374014358 -5.42178683 -6.77070940
## [364,] -15.10673930 10.14307640 6.201227319 -1.18874510 -2.76188456
## [365,] -16.65925058 5.47880390 -0.115822574 8.53269493 1.27127763
## [366,] -29.79114987 4.64828044 -4.984487638 -0.76523678 2.55589715
## [367,] 9.84304417 0.85426468 -3.686758213 6.51284151 -5.69428506
## [368,] -24.63000369 -5.40860855 -2.914548337 4.30618292 -1.71344085
## [369,] 27.44350465 -0.51013469 1.373273987 4.03330460 -0.58739648
## [370,] 15.51611090 6.77884803 -1.295263936 -2.29187501 5.30264383
## [371,] -40.82043306 -0.55699036 -1.265377167 -0.06807573 1.49957550
## [372,] -17.25528538 3.38332633 -5.494058419 0.66805166 3.74815998
## [373,] -8.55635280 3.73508467 -3.744638828 7.78674290 0.41904730
## [374,] 22.77251050 -6.17516083 -5.853519111 2.29762773 -3.00871723
## [375,] -8.22262795 -3.23145779 -3.270979482 -0.20992646 -0.49540323
## [376,] 11.48013354 -1.13122312 -1.646293804 -4.65474560 -4.91584822
## [377,] 32.26998378 5.58831469 -5.613637855 6.58440756 1.20103393
## [378,] 1.91579324 -4.05075497 -3.785836953 -5.07884583 1.48585501
## [379,] 4.64766447 -5.09551942 0.788524931 3.30390115 -1.41540062
## [380,] -4.82999446 -1.56793746 -2.603611228 5.62212511 0.74477276
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## [1,] -4.401729488 -1.042322153 -0.934671693 -0.12388725 -0.060961083
## [2,] 2.910087274 -2.171674107 -0.685953146 -1.62129146 -0.100177911
## [3,] 1.555750832 -0.983783028 2.500007081 -0.64976005 0.848207206
## [4,] -1.957009458 1.403580471 -5.649875010 3.32712890 0.052087733
## [5,] 0.513955535 -1.168423551 -2.108948715 -0.18338750 -0.202390834
## [6,] 1.197888000 -0.281894511 3.252369907 -2.43407353 0.040412948
## [7,] -0.413755582 -2.196681327 -1.932264165 1.14187139 0.991501415
## [8,] -2.025075099 -3.692472726 -0.035057487 1.28626567 0.382343310
## [9,] 3.088491142 2.552282313 0.150919862 -0.15365087 1.557354464
## [10,] -0.591860313 -1.097253140 -1.345467532 2.51425624 0.039687484
## [11,] 2.086960103 0.016431732 -2.666419661 2.87745172 0.444497192
## [12,] -5.140478111 -0.848596663 0.652032583 -1.76603307 -0.392766346
## [13,] -0.593617597 -3.072313153 2.539306950 0.15615011 0.007341927
## [14,] -2.158197090 -3.665320736 -1.353002173 -2.20395158 1.574845676
## [15,] -0.584340543 0.421463689 -0.319267144 0.87821265 -3.029924517
## [16,] -2.867672368 -1.170217441 -1.936184580 -3.39469812 0.999519479
## [17,] -1.964276692 3.210940872 -4.166314664 0.46548648 0.704899917
## [18,] -3.988078652 -1.527498450 1.108526986 1.41854463 -0.041774853
## [19,] -1.150757528 -0.798250979 0.560613918 -0.12635233 1.793676369
## [20,] 0.803223254 2.851357538 -1.045972539 1.82672668 0.721700561
## [21,] 2.668740312 -0.337565527 0.745220944 2.33191224 0.423116513
## [22,] 2.347770630 -1.680645897 -0.785647374 -2.00780592 0.433430423
## [23,] -4.371746404 2.090664607 0.912231709 -1.77874042 0.390244048
## [24,] 2.020597692 2.352502564 2.680555326 0.55314218 1.405735958
## [25,] 0.556637961 4.562224307 0.088835443 0.74209095 0.504453578
## [26,] -2.379690196 -0.295473925 0.988211193 2.53654163 0.877857203
## [27,] -0.561292739 0.922662665 1.061982615 -1.51293501 -1.455286455
## [28,] -2.942504843 -4.200622397 0.942311789 -0.10147650 -0.033163161
## [29,] 0.573429417 0.920415706 2.179206984 -2.13345512 -0.039827972
## [30,] 1.812164163 -2.532230022 -4.062761879 0.32740408 -0.556198867
## [31,] -2.328719545 0.409220791 -0.545321305 -0.87989185 -1.230507940
## [32,] 0.337422163 2.424765007 -2.479936207 -1.32965144 -1.369938404
## [33,] 0.589809149 -2.428449395 3.927336248 0.35762896 -0.847465547
## [34,] 0.706771881 1.231608224 -0.414502810 -0.72545161 1.216232758
## [35,] 3.194315729 -1.667968281 -4.281791625 1.21668449 -1.237937618
## [36,] 1.450792921 0.236063564 -0.793196005 -2.39643045 0.341194106
## [37,] -2.662006778 -3.156319037 -3.627540160 -1.65650233 1.803971330
## [38,] 2.454430301 -1.370378015 -4.772214100 4.13722562 -1.876456862
## [39,] 1.607146629 -0.153655414 -3.962830737 -1.35006249 -1.148420172
## [40,] -0.881106885 -1.928789347 3.839211928 1.26586740 -0.119744742
## [41,] 2.349969556 0.864911785 -2.864602362 0.22203315 3.737078668
## [42,] -2.361699692 1.650469242 -1.566843829 1.25742754 -1.126598873
## [43,] -0.735689911 -3.693069044 0.262329477 -0.12459000 1.960635528
## [44,] 2.135179453 -2.091198256 -1.193416870 0.49147560 0.923959553
## [45,] -0.415897062 1.188294133 1.455324790 0.17533737 1.564319640
## [46,] 0.577541047 6.474590687 3.864394959 -0.71958061 2.659614644
## [47,] -2.562232541 2.128490607 -1.261292958 4.59830445 -0.689750109
## [48,] 2.830593421 -2.435418454 -0.072067094 -1.30331414 -2.002589386
## [49,] 0.299961689 -1.700650564 -2.233221643 -0.59636116 -1.898546855
## [50,] -1.617903787 -3.496675248 -1.503897061 -1.81518168 -0.924665813
## [51,] 2.929220445 0.577666542 0.722274886 3.81654815 0.183381204
## [52,] -1.113680832 -2.410971558 0.994662428 1.88524049 1.213510250
## [53,] -1.787885151 2.050097552 -4.043506836 1.66577665 -0.153637213
## [54,] 1.714687072 1.404806865 0.796245392 1.92310739 0.675465155
## [55,] -3.174803337 -2.867236108 -0.634056573 -3.43479191 0.668074123
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## [146,] 2.504160637 0.253134495 2.084487125 3.25654292 2.238267534
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## [150,] -1.404939110 2.771208892 3.097921379 -1.76339384 1.496639670
## [151,] 0.369718415 2.323829625 0.583650952 0.91093225 0.110127944
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## [153,] -0.274637911 -3.074383383 5.672945001 -4.06349358 1.217766409
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## [158,] 1.239494153 -0.310849777 1.295885914 0.38005369 -0.687673649
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## [183,] 5.003768105 2.598117780 -0.787886360 -0.61420664 0.206440622
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## [189,] 2.601437335 -2.440130699 -1.045849631 -1.39551112 1.642460822
## [190,] -0.587727994 -0.616578038 0.259472072 -0.65876925 0.146693860
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## [197,] 2.393927979 0.456392800 -1.372947372 -1.52337486 1.508774831
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## [204,] -2.547540246 1.939185599 0.833512904 -1.42710224 -0.085329957
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## [217,] -2.311550953 2.867640324 3.667044324 -0.80124516 0.666637174
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## [219,] -3.714578797 1.446130098 -3.135357611 1.05135284 -0.343457312
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## [222,] -1.625658335 -1.554999953 0.149801531 -3.98246242 1.111113273
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## [242,] 5.147171729 -4.146665619 1.530408550 -3.54177549 2.128309940
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## [244,] 0.816758179 1.902904138 -0.460586820 1.17640158 1.361668204
## [245,] 0.001207109 5.122413052 5.224738990 -4.67463854 -1.134431360
## [246,] -2.207336138 -0.208440565 -2.348572547 -1.88158565 -0.074863245
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## [249,] -8.251545057 -1.430102854 -1.775484785 0.07819176 0.466757815
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## [251,] 0.421381575 2.107289415 0.934391779 0.34430237 0.664578341
## [252,] 2.962057093 -0.837125676 -2.567442091 0.30274607 -0.865676626
## [253,] 2.716415174 0.512502753 -1.749553254 4.01394529 0.097850228
## [254,] -0.939717973 -0.959965553 -1.449546385 -2.79237553 -0.333917591
## [255,] -1.152713893 -1.597478874 3.089940002 0.76675274 -0.554786864
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## [257,] 2.909738747 2.447721170 1.001470887 -0.86096082 1.351935332
## [258,] -0.364938790 3.057255611 -1.157550545 0.80550642 0.218573452
## [259,] -0.171442352 -1.866704862 0.348276377 -0.12123831 -0.890081093
## [260,] -5.425865297 -1.979022900 -2.757668062 -1.99285360 0.229329310
## [261,] 1.905699099 5.264446773 -0.322456283 0.13524709 -1.056870664
## [262,] -2.225405768 0.716557368 -3.825710570 -1.63248805 0.251268968
## [263,] 1.701019765 4.572688039 -2.117571699 -0.14316777 0.969413155
## [264,] -0.783935778 4.527122838 0.129829482 0.49646277 -0.403239132
## [265,] 1.018901491 2.434118288 4.299473795 2.77222888 -3.514553543
## [266,] -1.782787608 0.742694124 1.259586834 -0.34585850 0.393058805
## [267,] 1.783554284 0.527880299 -2.660439178 1.37540664 0.137659442
## [268,] -0.948010813 1.550974619 -0.662245354 0.24199368 2.242816169
## [269,] -3.131802038 -0.528361582 3.205953444 1.03816175 0.685696311
## [270,] 3.627573276 -0.735089019 -1.215472551 -1.47986015 -0.080740131
## [271,] 1.785946481 -5.422333243 2.420341867 -1.42023560 -0.520871752
## [272,] 3.704332063 -4.017388027 2.260695545 -0.82351262 -0.022147716
## [273,] 2.643651308 -4.283022265 1.468437100 0.39639977 -0.864698977
## [274,] -0.978818971 2.612290210 0.185007544 1.26013087 -0.617592530
## [275,] 1.471800378 0.781574142 0.068826361 0.46567892 2.425219250
## [276,] 4.416988508 -2.732567102 -0.953002869 0.78488727 -1.467762279
## [277,] 1.752168187 -3.519304581 0.715353315 -4.34822710 0.940555840
## [278,] -5.732658229 0.475741546 -1.321188671 1.06826932 -0.192523994
## [279,] 1.687643830 2.794190901 0.030575080 1.32795326 -0.575313331
## [280,] 1.021844980 -3.693416269 -1.900669211 1.18724565 -0.370228062
## [281,] 0.754923561 -0.632438794 2.779469321 1.45429908 -0.213325959
## [282,] 0.587613411 -0.143791079 -2.993995644 1.49105675 -0.974017548
## [283,] 3.494972909 -0.586859139 -0.316890755 1.41483529 -0.022865371
## [284,] 1.333590124 -0.452812150 1.694763508 3.14721893 -0.229064407
## [285,] -0.294299132 -0.651252674 1.792260406 3.14811875 -0.147583006
## [286,] -2.628264627 -3.015411378 1.621595421 -1.45338871 -2.444851075
## [287,] -4.144036458 -1.931209797 2.238741649 -2.00813991 -1.286822821
## [288,] -0.760993572 2.179221563 -1.970030209 -0.99278717 0.267999796
## [289,] -1.309564716 -1.534593389 0.485593053 1.73987373 0.337549878
## [290,] 0.095334809 3.862644505 -1.846420367 -1.25745289 -1.425038373
## [291,] -2.620379864 2.121072626 1.457124155 -0.26307780 -0.060536504
## [292,] 2.495287918 0.752674827 -0.227280090 1.37766279 -0.241876078
## [293,] -2.937539003 -1.080672020 -1.281526977 2.64934314 0.914938536
## [294,] -0.813871484 1.183052060 -0.928323809 0.28634868 -0.373731096
## [295,] -0.031598253 -4.474504342 3.018402391 0.64915423 -1.243139328
## [296,] -1.970273015 -0.179908205 -0.590545052 0.78678414 0.425531690
## [297,] 0.222857883 -0.766583751 -2.284788913 1.54769199 -0.333621752
## [298,] -1.539154894 7.118118174 1.895627367 -0.50902351 -1.225568744
## [299,] 1.736238217 0.446639089 0.091214227 -3.41376399 0.568981388
## [300,] 1.577986810 -0.148343282 0.003909653 1.51078654 -1.169275700
## [301,] 3.086498967 2.105331840 -2.188403365 2.29550327 0.611933655
## [302,] -0.928613805 -0.600609613 1.501881553 1.52944050 1.097713451
## [303,] -0.067637445 -2.300887496 1.026513832 1.20516947 0.063936900
## [304,] -3.394338141 -1.238146544 -0.689651800 -1.23300008 0.826234400
## [305,] 1.714836726 -1.762709989 -0.217102726 1.00392395 0.541635177
## [306,] 4.349994162 -2.148643525 0.387876893 0.61323285 -0.028735537
## [307,] -0.690577714 -2.806715594 0.079889784 -0.52957376 1.011674901
## [308,] 0.958174111 -0.670862327 0.264878982 -1.46909397 2.031019990
## [309,] 1.579514165 -0.466851637 -1.353929377 -2.67206940 0.607989030
## [310,] -1.493079650 0.465059716 -1.151977074 -1.21284525 0.577630439
## [311,] 0.301475075 2.280419729 -1.835328072 3.15195563 0.974563729
## [312,] -0.980570168 -0.744268295 2.517415267 -2.45369673 -0.923217422
## [313,] 3.975339655 3.131765940 2.069380320 -2.47100467 0.881375370
## [314,] -1.682402401 0.746565564 1.001038002 -0.93097342 0.772005015
## [315,] -2.857599961 2.875109102 -1.835960466 0.23646021 -1.620515942
## [316,] 1.030830196 -0.587148059 0.025870642 -2.53402128 -0.892176693
## [317,] 1.317383669 -0.364822851 -1.303617098 -1.36279971 1.473524519
## [318,] -1.396418758 -1.619597394 0.605319800 -1.19227101 0.694485548
## [319,] 1.837843061 2.952961050 2.254275975 3.82160336 -1.026067424
## [320,] 4.161707932 2.609783455 0.447777111 -1.56146896 -2.298223859
## [321,] 0.459699205 -2.650912071 0.715422182 0.90870081 -0.403195390
## [322,] 1.652615466 4.695426271 -0.220291870 -0.35528831 0.654821698
## [323,] 1.284503884 -0.005113274 1.177688738 2.05247385 0.591331656
## [324,] 0.558109228 0.768895915 1.157841969 2.47078369 -1.584937081
## [325,] -1.524509383 -0.016557402 0.381561093 0.41110450 -0.503006645
## [326,] -0.538798612 -3.002815550 -2.426627911 -2.47183824 -1.663751657
## [327,] 0.603727575 -3.924390520 0.461794050 -2.54311567 -0.367521243
## [328,] 2.455255056 1.862519226 -3.922441530 -3.37148756 -2.274245517
## [329,] -0.905857600 1.888714369 2.720376072 -2.08212032 -2.230454321
## [330,] 0.407447140 0.842854133 1.746028926 -2.35207531 -0.094327411
## [331,] -1.833518529 -1.949700322 4.595805803 0.37575689 -0.308112267
## [332,] 0.488266461 -4.338467176 2.657690621 3.45699654 0.868971282
## [333,] -2.113192965 1.016123617 0.235542560 0.12248472 1.873181426
## [334,] -2.764069367 4.365774645 -0.450403292 -0.56578584 0.743536276
## [335,] 0.965246126 2.643968783 0.270496686 -1.68808202 0.885080323
## [336,] 2.718312543 -2.313146696 -0.801938479 0.58058643 1.964658761
## [337,] 0.232157390 -1.989709901 -1.390834932 0.18320663 0.339652643
## [338,] -1.398264467 -1.841159159 0.544971383 0.63524807 0.455050579
## [339,] 0.958506357 -1.802204219 -3.357669272 -2.30330957 -0.068120106
## [340,] 1.247441249 0.385218284 0.841892274 2.23640781 0.529987517
## [341,] 5.559940380 2.418572135 2.095178132 -1.64605597 0.228807651
## [342,] -3.052875004 -1.190835113 3.669974235 2.28650882 0.463588985
## [343,] -2.159015740 3.892103355 3.121847317 -2.04699939 0.565977951
## [344,] 2.022104617 1.372869612 -0.376392636 -0.10564775 -0.500417424
## [345,] 0.693289520 2.608652813 1.992033559 0.78499479 0.042758782
## [346,] 0.017071178 0.471352672 -0.948651072 -0.08601025 -0.721034572
## [347,] -1.897533083 -1.100285973 -1.021850829 -0.12884966 -2.370084214
## [348,] 2.516485189 -4.367910360 0.034785567 -0.40503897 0.110296443
## [349,] 0.089881920 -0.282781201 1.482934407 -0.17152800 -1.144487430
## [350,] 1.349672853 -1.358498343 -4.945823658 -3.20063835 -0.553696986
## [351,] -0.951659372 -5.372965391 -1.591456874 1.06480060 1.967682367
## [352,] -0.949613800 -1.464397333 -2.284324684 0.19307752 -0.057083125
## [353,] 3.868967374 -0.520521246 3.920824059 1.68799515 1.373072244
## [354,] 4.330730743 4.114758859 -2.753822145 1.54367400 2.040482301
## [355,] 0.735179656 2.330992564 -1.474847926 -0.03146084 -0.219254055
## [356,] 1.907012791 -1.190090400 -1.031921190 0.76843080 -1.175695312
## [357,] 1.179970941 1.389793354 1.032089643 -0.05977718 -1.631517767
## [358,] -5.323160091 -1.626559783 3.405588075 3.00605714 -0.820950284
## [359,] 1.148466674 -0.266706864 -4.259987934 -0.82857357 0.049015922
## [360,] -1.929708155 1.815707606 3.422390615 -0.84755124 -0.950382637
## [361,] 1.155111230 -0.184631322 0.172610746 -2.17795281 0.500359385
## [362,] 0.691077288 2.639218377 0.663621473 3.15490848 -1.632356774
## [363,] -3.841255256 -3.691401517 0.025363894 1.20888467 -0.062513111
## [364,] -0.475026875 1.048929274 -1.195609804 -1.59990167 -0.098302560
## [365,] 0.074282400 4.139218698 1.230243293 0.20786385 2.866153641
## [366,] -3.407848493 -0.691893434 -1.161693286 -3.77533461 0.234006882
## [367,] -2.378866568 -0.479185745 3.911792143 -2.48305340 1.415601452
## [368,] 0.004929460 1.115203482 0.852198941 -1.93911220 1.019123946
## [369,] 0.499218693 8.388269352 2.594977502 1.73380014 -2.478122651
## [370,] 4.164464589 1.071311511 -0.780351197 -0.53878106 -1.627312229
## [371,] -0.128068234 1.117739127 -4.605554543 0.97940185 2.293566148
## [372,] 0.506590497 -1.331383153 -2.376135943 0.31973253 -2.605427860
## [373,] -1.077000840 -0.861920187 -2.891126643 -1.18765903 0.059032854
## [374,] 4.209421115 -1.610008068 -1.447553502 -0.60900875 0.996167648
## [375,] 0.836512581 -0.245486372 0.831205890 -2.17063519 1.336455882
## [376,] -1.916278910 0.180665887 -1.528129348 -3.78675336 0.124256425
## [377,] 1.298661340 0.693757791 0.927966993 -1.23791695 -2.455075046
## [378,] -0.107050897 -0.029436780 -0.755230604 -2.15662770 0.905158703
## [379,] 1.731801808 3.487946785 -3.523349031 1.01136782 1.207573599
## [380,] -2.828120113 5.209980686 -2.817399856 -2.05815568 1.514067979
## Comp.11 Comp.12 Comp.13 Comp.14 Comp.15
## [1,] 0.3931363035 0.0368007459 5.475312e-02 -2.109424e-15 0.000000e+00
## [2,] 0.1935322324 0.0856671605 4.145326e-02 0.000000e+00 -7.105427e-15
## [3,] 0.1078852635 0.0484221969 2.217692e-02 -4.440892e-16 0.000000e+00
## [4,] -0.8602886251 0.1630115708 1.006650e-01 -2.220446e-15 7.105427e-15
## [5,] 0.5678726315 0.0480360721 6.406397e-02 -2.886580e-15 -1.776357e-15
## [6,] 1.0398652380 0.0632863477 -3.883483e-02 -2.220446e-16 -1.199041e-14
## [7,] -0.8896810516 -0.9322786106 1.106386e-01 -1.998401e-15 4.884981e-15
## [8,] -0.9554547208 0.1028430308 -2.239474e-02 -6.661338e-16 5.329071e-15
## [9,] -0.6258340657 0.0686356387 9.623291e-02 -2.997602e-15 4.440892e-16
## [10,] -0.1254460289 0.1064089698 7.437711e-02 2.220446e-15 1.776357e-14
## [11,] -0.0131125630 -0.8465720785 1.128578e-01 -3.087808e-15 7.049916e-15
## [12,] -2.5379995370 0.1183029528 3.101563e-02 -2.220446e-15 -8.881784e-16
## [13,] 0.3480613388 -0.0494961049 -9.405436e-01 1.920686e-14 1.332268e-14
## [14,] 0.1764594895 0.0344797061 -3.882286e-02 -6.661338e-16 -1.953993e-14
## [15,] 2.3815595885 0.1242857764 6.843004e-02 4.107825e-15 8.881784e-16
## [16,] -1.2485954366 0.0923475223 3.066891e-02 -3.774758e-15 -2.486900e-14
## [17,] 0.1425496622 0.1268978330 7.291016e-02 -7.549517e-15 -1.154632e-14
## [18,] -1.3799406473 0.0914139601 -4.793818e-02 8.881784e-16 5.329071e-15
## [19,] -0.1670303023 0.0434542429 3.925988e-02 -4.884981e-15 1.776357e-15
## [20,] 0.4773351418 0.0076409359 -9.224372e-01 1.509903e-14 7.105427e-15
## [21,] -1.2295746453 0.0816271787 7.857356e-02 6.661338e-16 2.309264e-14
## [22,] -1.8698433412 -0.9433714746 -9.282836e-01 1.151856e-14 -1.820766e-14
## [23,] -1.4059507305 0.1077689090 6.760510e-02 -4.218847e-15 -8.881784e-15
## [24,] -0.5951698234 -0.0196434040 -8.867070e-01 1.465494e-14 1.065814e-14
## [25,] 0.7177317947 0.0327745238 -9.140488e-01 1.269297e-14 -4.607426e-15
## [26,] 0.6225403351 0.0850061526 -2.886784e-02 1.332268e-15 1.065814e-14
## [27,] 1.3690041671 0.0762419205 4.783583e-02 -3.330669e-16 -7.993606e-15
## [28,] 0.8274324822 0.0685996478 -6.902570e-02 4.440892e-15 -1.776357e-15
## [29,] 0.9272929582 0.0090357803 8.363873e-02 -2.664535e-15 -3.552714e-15
## [30,] -0.1019636269 0.1790710272 -2.238042e-02 -1.165734e-15 -1.332268e-14
## [31,] 0.9668695864 0.0744175410 5.289545e-02 -4.475587e-16 -5.148659e-15
## [32,] 0.4359908284 0.1372360879 4.774988e-02 -3.885781e-15 -1.865175e-14
## [33,] -0.1067740545 0.0677869629 1.365101e-02 5.107026e-15 1.243450e-14
## [34,] 0.3032627441 0.0802892178 5.047907e-02 -1.054712e-15 -6.550316e-15
## [35,] -0.0063440117 0.1836051605 4.835438e-02 -1.887379e-15 -6.217249e-15
## [36,] 0.8983975640 0.0589690145 8.132529e-02 -1.498801e-15 -1.287859e-14
## [37,] 1.0243435690 0.0656914939 -5.362966e-02 -3.996803e-15 -2.486900e-14
## [38,] -0.9260478539 0.2078790305 6.250235e-02 4.884981e-15 1.776357e-14
## [39,] -0.3703368569 -0.8680038348 1.612447e-01 -1.276756e-15 -1.065814e-14
## [40,] 0.5011301853 -0.0018544370 3.633024e-02 3.774758e-15 2.486900e-14
## [41,] -0.1236152862 0.1165508213 1.055392e-01 -4.551914e-15 -7.105427e-15
## [42,] -0.0949626686 -0.8633083058 1.543125e-01 -9.436896e-16 6.661338e-15
## [43,] 0.3944596041 0.0481625343 -2.762281e-02 8.881784e-16 -1.776357e-15
## [44,] -0.0379277759 0.1200932313 -1.660404e-02 -3.552714e-15 -5.329071e-15
## [45,] 0.3913023341 0.0387467728 9.211120e-03 8.881784e-16 8.881784e-16
## [46,] 0.1304707210 -0.0071341927 1.123753e-01 -7.993606e-15 1.776357e-15
## [47,] -0.1403990365 -0.8931140364 1.244759e-01 -1.110223e-16 2.398082e-14
## [48,] -1.0154052891 0.1503887103 -2.734601e-02 1.998401e-15 -1.243450e-14
## [49,] -2.2772037793 0.1808041611 4.877201e-02 -4.107825e-15 -8.437695e-15
## [50,] -0.4047330011 0.0992500397 1.607322e-02 -4.753142e-16 -9.742207e-15
## [51,] 0.3654979292 0.1061695223 7.274523e-02 3.996803e-15 2.398082e-14
## [52,] 0.3911555616 0.0332255144 5.303409e-02 1.332268e-15 1.776357e-14
## [53,] -0.6111179718 0.0385146413 1.654120e-01 -2.664535e-15 1.065814e-14
## [54,] 0.3765662858 0.0828121259 3.095563e-02 2.220446e-16 8.881784e-15
## [55,] 1.5759515515 0.0577282377 -3.912855e-02 -1.554312e-15 -2.575717e-14
## [56,] -1.0653950806 0.0716812100 1.431954e-02 -3.885781e-15 3.552714e-15
## [57,] 0.8752145155 0.0950338660 7.872542e-02 -2.664535e-15 -6.217249e-15
## [58,] 0.1213656519 0.0659109883 9.604003e-02 -1.554312e-15 1.243450e-14
## [59,] 0.3525604752 0.0438625124 7.764282e-02 2.220446e-16 8.881784e-15
## [60,] -0.1182236051 0.1054748167 6.730429e-02 2.220446e-15 3.375078e-14
## [61,] -0.9942055441 0.0807441132 2.809557e-02 -9.159340e-16 3.175238e-14
## [62,] 0.4779914560 0.1075969884 5.708133e-02 1.998401e-15 7.105427e-15
## [63,] -1.3881508163 0.0592988275 2.961599e-02 -5.507747e-15 -1.108835e-14
## [64,] 0.1179151314 0.1099790426 7.169020e-02 -7.327472e-15 -2.875478e-14
## [65,] -1.2748705318 0.1484257296 -5.578112e-02 1.776357e-15 3.552714e-15
## [66,] -0.6732331663 0.0346190780 8.700632e-02 -6.661338e-16 2.486900e-14
## [67,] 1.0853576266 0.0908587316 6.202019e-02 2.886580e-15 1.043610e-14
## [68,] -1.1367392532 0.0605029316 9.825346e-02 -4.718448e-15 -1.154632e-14
## [69,] -0.7472714232 0.1446529012 -2.056856e-05 -3.802514e-15 -1.554312e-15
## [70,] -0.3257375055 0.0948530794 3.035292e-02 -1.554312e-15 -1.065814e-14
## [71,] 0.2236711666 0.0496572427 4.323066e-02 4.662937e-15 1.776357e-14
## [72,] -0.0536929760 -0.0004747374 5.159110e-02 1.998401e-15 2.486900e-14
## [73,] -0.4112492068 0.1218508052 5.271561e-02 2.220446e-16 -3.552714e-15
## [74,] 1.0200377404 0.0416941510 -9.284131e-01 2.205527e-14 2.109424e-14
## [75,] 1.7766440063 -0.8830682149 9.854951e-02 0.000000e+00 -1.421085e-14
## [76,] 1.7138541534 0.0426330461 -8.609999e-01 1.826317e-14 1.776357e-14
## [77,] -0.6809683126 0.1458006215 8.162760e-02 4.440892e-15 1.598721e-14
## [78,] 1.6037793863 0.0994273607 3.658068e-02 -3.830269e-15 -1.953993e-14
## [79,] 3.5899812517 0.0844526305 -1.099926e-02 1.199041e-14 4.263256e-14
## [80,] -1.4940412455 0.0826494812 3.680857e-02 -1.748601e-15 8.881784e-15
## [81,] -1.3660438380 0.1818512465 6.916356e-03 -1.110223e-16 -5.329071e-15
## [82,] -0.4490944046 0.1125122793 5.651910e-02 -3.719247e-15 1.776357e-15
## [83,] 0.2077708777 0.1517408706 -2.783897e-02 6.661338e-16 -1.776357e-15
## [84,] 0.1015153196 0.0504825631 -2.807398e-03 2.220446e-16 -8.881784e-15
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## [267,] 1.4324436410 0.1273977471 5.268578e-03 1.110223e-15 -5.329071e-15
## [268,] 0.6576873848 0.0465600628 4.702635e-02 -3.663736e-15 -2.664535e-15
## [269,] -1.3000193988 0.0618105994 2.785913e-02 -3.774758e-15 1.776357e-14
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## [271,] 0.2750218054 0.0478911507 -4.287076e-02 2.137179e-15 -6.661338e-16
## [272,] -0.0397317412 0.0230118125 2.554715e-02 5.356826e-15 8.659740e-15
## [273,] -1.3407126584 0.0895502779 5.438304e-03 3.580469e-15 1.176836e-14
## [274,] -0.0904726968 0.1098859558 7.324670e-02 0.000000e+00 5.329071e-15
## [275,] -0.6107542823 0.0788149802 3.221221e-02 -4.773959e-15 0.000000e+00
## [276,] -0.5490520445 0.1244717793 1.716078e-02 3.108624e-15 4.884981e-15
## [277,] 1.0057766299 0.0121077124 -2.698961e-02 -3.774758e-15 -2.353673e-14
## [278,] -1.1324012044 0.0674090653 1.830447e-02 -2.553513e-15 2.664535e-15
## [279,] -0.6481309521 0.1027083381 7.921126e-03 -8.881784e-16 -1.776357e-15
## [280,] 0.5597329722 -0.8604103295 6.484069e-02 -4.440892e-16 -8.881784e-16
## [281,] -1.2260981513 0.0031800352 1.462102e-01 3.552714e-15 3.552714e-14
## [282,] -0.3562719146 0.1165872518 5.125474e-02 -3.316791e-15 -1.998401e-15
## [283,] -0.5354362831 0.1153165417 2.358170e-02 1.332268e-15 5.329071e-15
## [284,] 1.0193111175 0.0881926987 -5.968617e-03 6.217249e-15 2.042810e-14
## [285,] -1.1917016675 0.0859550970 4.904057e-02 2.942091e-15 2.575717e-14
## [286,] -0.3028907873 0.0856176375 2.691471e-02 2.720046e-15 3.552714e-15
## [287,] 2.5706196541 0.0151948940 3.278708e-02 1.554312e-15 -2.664535e-15
## [288,] 0.7058487158 0.0657396678 8.883165e-02 -2.886580e-15 -8.881784e-15
## [289,] -0.9888546240 0.0653645744 4.543918e-02 -1.665335e-15 1.509903e-14
## [290,] -1.7742076371 0.1727815115 6.632587e-02 -8.215650e-15 -1.598721e-14
## [291,] 1.4104744335 0.0215873100 -1.198103e-03 -2.220446e-16 1.776357e-15
## [292,] 0.8846129603 0.0932622869 9.844605e-02 -6.106227e-16 6.217249e-15
## [293,] -0.9611943465 0.1040136737 -2.983946e-02 -1.956768e-15 9.436896e-15
## [294,] 1.4777711369 0.0865313178 7.328213e-03 -1.665335e-15 -8.881784e-15
## [295,] 0.6134041775 0.0602205420 4.560428e-02 7.549517e-15 2.131628e-14
## [296,] 0.0539394060 0.0866914570 -1.466364e-02 -2.886580e-15 -7.105427e-15
## [297,] 1.8021469780 0.0674782171 -5.580350e-03 2.220446e-16 -3.552714e-15
## [298,] -1.2749276240 0.1292385618 8.236029e-02 -6.661338e-15 -7.105427e-15
## [299,] 0.8194770185 0.0874500311 3.453162e-02 -3.275158e-15 -2.087219e-14
## [300,] 0.9335172911 0.1021433281 3.216087e-02 2.775558e-15 8.881784e-15
## [301,] 0.1637519333 -0.8827215641 1.146079e-01 -4.551914e-15 0.000000e+00
## [302,] -0.8712322476 0.0836491224 4.083552e-02 2.664535e-15 1.865175e-14
## [303,] 0.0539232499 0.0311199642 9.174185e-02 2.664535e-15 2.309264e-14
## [304,] -1.1745056467 0.0676146629 4.089654e-02 -4.218847e-15 -7.105427e-15
## [305,] 1.6640809739 0.0130542897 8.293821e-02 4.884981e-15 1.776357e-14
## [306,] -0.4161921089 0.0959366214 1.899035e-02 7.771561e-16 4.440892e-15
## [307,] -0.1301927760 0.0216471190 2.790655e-02 -4.884981e-15 1.776357e-15
## [308,] -0.0325958097 0.0227791861 5.748338e-02 -1.498801e-15 -5.107026e-15
## [309,] -0.4884777566 0.0802430426 8.617297e-03 -4.662937e-15 -2.220446e-14
## [310,] -1.2127095008 0.0839596002 1.284559e-01 -3.054848e-15 -3.400058e-15
## [311,] 0.1234307226 0.0887008714 1.255749e-01 3.330669e-16 2.065015e-14
## [312,] -0.1452722971 0.0355825631 4.525972e-02 4.440892e-16 1.776357e-15
## [313,] 0.0437681528 0.0276075199 5.721975e-02 -2.886580e-15 -1.110223e-14
## [314,] 1.4820966497 0.0295975820 5.075628e-02 -3.774758e-15 -8.881784e-15
## [315,] 0.0798330914 0.0901967664 1.198713e-01 -1.831868e-15 -1.776357e-15
## [316,] -0.8645989758 -0.9303347382 1.307105e-01 -1.804112e-15 -7.327472e-15
## [317,] 0.7257682331 0.0429901406 2.488185e-03 -4.218847e-15 -1.776357e-14
## [318,] 0.9730843564 0.0321686809 -3.456494e-02 6.661338e-16 -1.243450e-14
## [319,] -1.2732814414 0.1476293710 -4.111887e-02 4.884981e-15 1.776357e-14
## [320,] -1.3576324406 0.1032225632 1.186623e-01 -6.661338e-16 -1.776357e-15
## [321,] -0.4920431591 0.1178115257 2.556505e-02 7.771561e-16 9.769963e-15
## [322,] 1.9621303109 0.0686691171 1.361204e-01 7.771561e-16 -3.552714e-15
## [323,] -0.3380324754 0.1077575515 -2.120122e-02 -1.249001e-15 7.993606e-15
## [324,] -1.8465714193 0.1245704668 5.758567e-03 7.771561e-16 1.598721e-14
## [325,] 0.8386043118 0.0522206855 1.004992e-02 4.163336e-16 4.440892e-16
## [326,] -0.3465337031 0.1119925057 4.777858e-02 8.881784e-16 -1.598721e-14
## [327,] 0.4747761047 0.0838559542 -1.831574e-02 6.661338e-16 -1.598721e-14
## [328,] -1.6900527248 0.0768828592 -8.368351e-01 9.145462e-15 -2.731149e-14
## [329,] -0.8249978488 0.0823705389 3.882691e-02 6.661338e-16 -2.664535e-15
## [330,] 1.3064967851 0.0231292971 8.823750e-03 -1.110223e-15 -1.154632e-14
## [331,] -1.7598182430 0.0370362273 2.913411e-02 1.998401e-15 2.131628e-14
## [332,] -0.9595306617 0.0443419380 3.450704e-02 4.996004e-15 3.375078e-14
## [333,] 0.3427654050 -0.0165893283 8.256297e-02 -1.332268e-15 1.065814e-14
## [334,] -0.1024989897 0.0460982607 6.503433e-02 -5.551115e-15 -8.881784e-15
## [335,] 1.2564210811 -0.0383143668 -8.996011e-01 1.199041e-14 -1.243450e-14
## [336,] -0.4130942975 0.0918193810 1.319826e-02 -2.442491e-15 -8.881784e-16
## [337,] -0.6605803597 0.1032691883 3.412872e-02 -1.887379e-15 -1.776357e-15
## [338,] -0.9002770976 0.1104037809 1.695365e-02 1.193490e-15 1.021405e-14
## [339,] -0.3909096739 0.1030347838 7.731188e-02 -4.996004e-15 -2.042810e-14
## [340,] 1.3760264400 0.0439362800 5.940410e-02 3.358425e-15 1.709743e-14
## [341,] 0.7293124780 0.0561483372 -2.729619e-02 0.000000e+00 -1.421085e-14
## [342,] -1.0641809001 0.0240545253 2.055225e-02 4.773959e-15 3.286260e-14
## [343,] 0.1717617992 0.0146069755 5.127874e-02 -4.329870e-15 -8.659740e-15
## [344,] 1.9133923404 0.1286657019 8.539306e-02 2.220446e-15 -7.105427e-15
## [345,] -0.2327690671 -0.0003594008 1.276751e-01 8.881784e-16 2.131628e-14
## [346,] 0.6714050616 0.0967474129 1.939421e-02 -4.440892e-16 -1.065814e-14
## [347,] 2.3061979233 0.1037308629 4.011402e-02 2.664535e-15 -3.552714e-15
## [348,] 0.0998430760 0.1137703255 -5.331276e-02 2.664535e-15 -7.105427e-15
## [349,] -0.7785332500 0.0663740360 3.130615e-02 -2.442491e-15 5.329071e-15
## [350,] 0.1539990601 0.0877421347 6.527235e-02 -6.883383e-15 -3.019807e-14
## [351,] 0.9940138913 0.0658134514 -1.013351e-01 1.554312e-15 -3.552714e-15
## [352,] -1.2300643164 0.0765710999 8.947633e-02 2.220446e-16 6.217249e-15
## [353,] 1.8093052509 0.0172272689 3.506442e-02 4.662937e-15 2.309264e-14
## [354,] -0.1431608989 0.1120011904 1.373267e-01 -4.440892e-15 -3.552714e-15
## [355,] 1.1143000471 0.0845512822 2.784108e-02 -2.220446e-16 -8.881784e-15
## [356,] 0.6769219791 0.1047917968 5.854580e-02 5.551115e-16 2.664535e-15
## [357,] -0.3137847176 0.0834223970 4.859433e-02 -2.275957e-15 1.998401e-15
## [358,] 0.8200239767 -0.9020410443 -1.083291e-03 5.551115e-15 2.131628e-14
## [359,] -0.0513336201 0.0396082901 1.204785e-01 -4.662937e-15 -7.105427e-15
## [360,] 1.1566943986 0.0478471958 5.843953e-02 2.556982e-15 6.480927e-15
## [361,] -0.8019668191 0.0752157574 8.827863e-04 -3.996803e-15 -1.687539e-14
## [362,] -2.7409905058 -1.8134627630 1.757834e-01 -7.771561e-16 1.931788e-14
## [363,] 0.7051184354 0.0258479192 -3.905259e-02 2.886580e-15 1.065814e-14
## [364,] -0.5320836528 0.1077204142 -1.178309e-02 -5.773160e-15 -1.687539e-14
## [365,] 0.0629432535 0.0521566060 7.070458e-02 -2.442491e-15 1.776357e-15
## [366,] -0.2100564429 -0.0012176131 6.142242e-02 -5.107026e-15 -2.131628e-14
## [367,] 0.1105225745 0.0072620575 8.761336e-03 2.664535e-15 -8.881784e-16
## [368,] -0.0366841400 0.0218314025 1.183023e-01 -1.110223e-15 0.000000e+00
## [369,] 2.7403189361 0.1377248773 7.903999e-02 4.662937e-15 5.329071e-15
## [370,] 0.6118644885 0.1268112769 2.652130e-02 -1.554312e-15 -1.509903e-14
## [371,] -0.4914780862 0.0516115338 1.183022e-01 -7.549517e-15 0.000000e+00
## [372,] 2.1290590266 0.0790686082 6.012041e-02 3.996803e-15 -2.664535e-15
## [373,] 1.9866458526 0.0666846423 4.510904e-02 1.776357e-15 -1.421085e-14
## [374,] 0.9101787365 0.0662013043 6.489865e-02 1.554312e-15 -5.329071e-15
## [375,] -0.6306351268 0.0216613988 7.824133e-02 -3.164136e-15 -5.329071e-15
## [376,] -0.4204626568 0.0445515606 3.399757e-02 -5.662137e-15 -2.486900e-14
## [377,] 0.1845008148 0.1350375241 2.354557e-02 4.884981e-15 -1.065814e-14
## [378,] -0.6963082939 0.0272124913 7.968260e-02 -5.717649e-15 -1.199041e-14
## [379,] -1.2207272817 0.1390287901 1.222786e-01 -5.606626e-15 -2.664535e-15
## [380,] 0.8760744894 -0.0045053585 -8.743666e-01 9.936496e-15 -2.309264e-14
## Comp.16
## [1,] 4.440892e-15
## [2,] -3.108624e-15
## [3,] 2.664535e-15
## [4,] 5.329071e-15
## [5,] 1.776357e-15
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## [8,] 0.000000e+00
## [9,] 4.218847e-15
## [10,] -7.105427e-15
## [11,] 2.720046e-15
## [12,] 3.552714e-15
## [13,] -2.486900e-14
## [14,] 1.332268e-15
## [15,] 0.000000e+00
## [16,] 8.881784e-15
## [17,] 1.021405e-14
## [18,] -1.776357e-15
## [19,] 1.776357e-15
## [20,] -2.486900e-14
## [21,] -7.993606e-15
## [22,] -1.509903e-14
## [23,] 1.243450e-14
## [24,] -1.465494e-14
## [25,] -1.492556e-14
## [26,] -3.552714e-15
## [27,] 1.776357e-15
## [28,] -7.993606e-15
## [29,] 1.776357e-15
## [30,] -5.329071e-15
## [31,] 3.018419e-15
## [32,] 2.664535e-15
## [33,] -2.664535e-15
## [34,] 1.609823e-15
## [35,] 0.000000e+00
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## [37,] 7.105427e-15
## [38,] -1.776357e-14
## [39,] 5.551115e-15
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## [42,] 4.440892e-15
## [43,] 3.552714e-15
## [44,] -1.332268e-15
## [45,] 8.881784e-16
## [46,] 1.332268e-14
## [47,] -2.664535e-15
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## [49,] 4.440892e-15
## [50,] -2.081668e-17
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## [54,] -8.881784e-16
## [55,] 3.996803e-15
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## [61,] -5.995204e-15
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## [63,] 8.756884e-15
## [64,] 1.537659e-14
## [65,] -7.105427e-15
## [66,] -1.776357e-15
## [67,] -5.329071e-15
## [68,] 9.103829e-15
## [69,] -9.992007e-16
## [70,] 1.332268e-15
## [71,] -9.769963e-15
## [72,] -5.329071e-15
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## [74,] -3.141237e-14
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## [76,] -2.264855e-14
## [77,] 0.000000e+00
## [78,] 3.330669e-15
## [79,] -2.753353e-14
## [80,] 1.110223e-16
## [81,] -2.664535e-15
## [82,] 4.440892e-15
## [83,] -1.110223e-14
## [84,] 5.329071e-15
## [85,] -1.776357e-15
## [86,] -8.881784e-15
## [87,] 3.996803e-15
## [88,] 5.107026e-15
## [89,] -7.549517e-15
## [90,] -7.105427e-15
## [91,] -8.881784e-15
## [92,] -2.353673e-14
## [93,] 1.243450e-14
## [94,] -3.996803e-15
## [95,] 4.662937e-15
## [96,] 1.065814e-14
## [97,] 4.440892e-15
## [98,] -8.437695e-15
## [99,] 4.996004e-15
## [100,] 1.998401e-15
## [101,] 2.220446e-16
## [102,] -2.176037e-14
## [103,] -2.220446e-15
## [104,] -5.329071e-15
## [105,] -1.776357e-15
## [106,] -3.108624e-15
## [107,] 1.243450e-14
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## [110,] 1.776357e-15
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## [113,] 3.552714e-15
## [114,] -1.865175e-14
## [115,] -7.105427e-15
## [116,] -2.664535e-15
## [117,] 3.552714e-15
## [118,] -7.105427e-15
## [119,] 1.421085e-14
## [120,] 7.993606e-15
## [121,] 7.660539e-15
## [122,] 5.329071e-15
## [123,] 4.440892e-15
## [124,] 9.769963e-15
## [125,] 9.769963e-15
## [126,] 1.421085e-14
## [127,] 0.000000e+00
## [128,] -4.440892e-16
## [129,] 1.332268e-15
## [130,] 4.440892e-16
## [131,] -3.996803e-15
## [132,] -5.329071e-15
## [133,] -1.776357e-14
## [134,] -2.664535e-15
## [135,] 6.217249e-15
## [136,] 0.000000e+00
## [137,] -7.993606e-15
## [138,] 8.881784e-16
## [139,] -9.325873e-15
## [140,] 2.220446e-15
## [141,] -6.217249e-15
## [142,] -1.776357e-14
## [143,] 4.440892e-15
## [144,] -8.881784e-15
## [145,] -5.329071e-15
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## [147,] 0.000000e+00
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## [152,] -1.332268e-15
## [153,] -2.664535e-15
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## [159,] -2.425837e-14
## [160,] -2.220446e-16
## [161,] 1.154632e-14
## [162,] 3.996803e-15
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## [164,] 6.217249e-15
## [165,] 1.509903e-14
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## [170,] -3.552714e-15
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## [172,] 7.993606e-15
## [173,] 1.332268e-15
## [174,] 0.000000e+00
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## [176,] 1.065814e-14
## [177,] 1.210143e-14
## [178,] -2.005340e-15
## [179,] -5.329071e-15
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## [185,] 1.243450e-14
## [186,] 9.769963e-15
## [187,] 7.327472e-15
## [188,] -1.509903e-14
## [189,] 4.440892e-15
## [190,] 2.664535e-15
## [191,] 4.440892e-15
## [192,] -1.776357e-15
## [193,] 6.217249e-15
## [194,] -3.108624e-15
## [195,] 2.220446e-15
## [196,] 3.552714e-15
## [197,] 1.154632e-14
## [198,] -7.105427e-15
## [199,] -2.486900e-14
## [200,] -1.421085e-14
## [201,] -2.664535e-15
## [202,] 7.549517e-15
## [203,] 1.065814e-14
## [204,] 1.332268e-14
## [205,] -1.332268e-15
## [206,] 1.221245e-15
## [207,] -1.251776e-14
## [208,] 0.000000e+00
## [209,] 6.217249e-15
## [210,] 8.104628e-15
## [211,] 5.773160e-15
## [212,] -8.881784e-16
## [213,] 4.440892e-16
## [214,] -7.105427e-15
## [215,] -4.662937e-15
## [216,] 5.329071e-15
## [217,] 5.329071e-15
## [218,] -1.482148e-14
## [219,] 2.220446e-15
## [220,] 1.065814e-14
## [221,] -9.325873e-15
## [222,] 6.217249e-15
## [223,] -1.953993e-14
## [224,] -5.329071e-15
## [225,] -9.658940e-15
## [226,] -4.440892e-15
## [227,] 1.221245e-15
## [228,] -4.440892e-15
## [229,] 6.217249e-15
## [230,] -1.421085e-14
## [231,] -4.440892e-15
## [232,] 4.884981e-15
## [233,] 8.437695e-15
## [234,] 2.886580e-15
## [235,] -4.440892e-15
## [236,] -7.105427e-15
## [237,] 0.000000e+00
## [238,] -8.881784e-16
## [239,] 1.421085e-14
## [240,] 2.664535e-15
## [241,] 5.329071e-15
## [242,] 1.332268e-15
## [243,] 7.882583e-15
## [244,] 5.329071e-15
## [245,] 5.329071e-15
## [246,] 1.332268e-14
## [247,] 0.000000e+00
## [248,] -2.220446e-15
## [249,] 6.217249e-15
## [250,] -3.552714e-15
## [251,] 8.881784e-15
## [252,] 1.457168e-16
## [253,] -7.549517e-15
## [254,] 7.882583e-15
## [255,] -2.664535e-15
## [256,] 4.440892e-15
## [257,] 1.554312e-14
## [258,] 8.881784e-15
## [259,] -7.771561e-16
## [260,] 5.329071e-15
## [261,] 5.329071e-15
## [262,] 5.329071e-15
## [263,] 5.995204e-15
## [264,] 8.881784e-16
## [265,] -1.332268e-14
## [266,] 2.220446e-16
## [267,] -3.552714e-15
## [268,] 7.549517e-15
## [269,] -8.881784e-16
## [270,] 0.000000e+00
## [271,] -7.660539e-15
## [272,] -8.659740e-15
## [273,] -8.881784e-15
## [274,] 4.440892e-15
## [275,] 1.332268e-15
## [276,] -1.065814e-14
## [277,] 3.108624e-15
## [278,] 3.996803e-15
## [279,] 1.776357e-15
## [280,] 1.332268e-15
## [281,] -8.881784e-15
## [282,] 2.553513e-15
## [283,] -5.773160e-15
## [284,] -1.065814e-14
## [285,] -5.329071e-15
## [286,] -2.442491e-15
## [287,] 8.881784e-16
## [288,] 4.440892e-15
## [289,] -2.220446e-15
## [290,] 1.110223e-14
## [291,] -7.105427e-15
## [292,] 4.440892e-15
## [293,] -5.662137e-15
## [294,] 0.000000e+00
## [295,] -1.243450e-14
## [296,] 6.217249e-15
## [297,] -8.881784e-16
## [298,] 1.776357e-14
## [299,] 3.996803e-15
## [300,] -7.549517e-15
## [301,] 7.993606e-15
## [302,] -2.664535e-15
## [303,] -4.440892e-15
## [304,] 3.552714e-15
## [305,] -8.881784e-15
## [306,] -3.108624e-15
## [307,] 3.552714e-15
## [308,] 3.996803e-15
## [309,] 5.329071e-15
## [310,] 1.092876e-14
## [311,] 5.551115e-16
## [312,] -4.440892e-15
## [313,] 4.662937e-15
## [314,] 1.332268e-14
## [315,] 6.883383e-15
## [316,] 6.994405e-15
## [317,] 7.993606e-15
## [318,] 0.000000e+00
## [319,] -1.065814e-14
## [320,] 0.000000e+00
## [321,] -2.220446e-15
## [322,] 4.884981e-15
## [323,] -5.329071e-15
## [324,] -1.065814e-14
## [325,] -1.110223e-15
## [326,] 6.217249e-15
## [327,] 2.664535e-15
## [328,] -4.218847e-15
## [329,] -1.332268e-15
## [330,] -4.440892e-16
## [331,] -8.881784e-15
## [332,] -1.199041e-14
## [333,] 0.000000e+00
## [334,] 1.243450e-14
## [335,] -1.421085e-14
## [336,] 2.664535e-15
## [337,] 3.108624e-15
## [338,] -5.773160e-15
## [339,] 9.325873e-15
## [340,] -5.551115e-15
## [341,] -1.776357e-15
## [342,] -1.110223e-14
## [343,] 9.325873e-15
## [344,] 5.329071e-15
## [345,] -3.552714e-15
## [346,] 5.329071e-15
## [347,] -4.440892e-16
## [348,] -3.552714e-15
## [349,] -3.552714e-15
## [350,] 8.881784e-15
## [351,] -7.105427e-15
## [352,] 4.440892e-15
## [353,] -1.154632e-14
## [354,] 1.332268e-14
## [355,] -3.108624e-15
## [356,] -4.440892e-16
## [357,] 1.110223e-15
## [358,] -7.105427e-15
## [359,] 5.329071e-15
## [360,] 6.938894e-18
## [361,] 5.773160e-15
## [362,] 2.220446e-15
## [363,] -7.771561e-15
## [364,] 8.881784e-16
## [365,] 2.664535e-15
## [366,] 7.993606e-15
## [367,] -8.881784e-16
## [368,] 4.440892e-15
## [369,] -8.881784e-16
## [370,] 3.108624e-15
## [371,] 5.329071e-15
## [372,] -5.329071e-15
## [373,] -4.440892e-16
## [374,] 2.664535e-15
## [375,] 7.105427e-15
## [376,] 1.199041e-14
## [377,] -1.776357e-15
## [378,] 1.243450e-14
## [379,] 8.437695e-15
## [380,] -6.217249e-15
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 19.9763567 4.73640365 3.65362980 3.48524269 3.10268090
## Proportion of Variance 0.8315437 0.04674659 0.02781644 0.02531154 0.02005981
## Cumulative Proportion 0.8315437 0.87829030 0.90610674 0.93141828 0.95147809
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## Standard deviation 2.41707935 2.34037428 2.25267334 2.065234326 1.188967719
## Proportion of Variance 0.01217403 0.01141361 0.01057423 0.008887737 0.002945728
## Cumulative Proportion 0.96365212 0.97506573 0.98563997 0.994527703 0.997473431
## Comp.11 Comp.12 Comp.13 Comp.14 Comp.15
## Standard deviation 1.046708941 0.2718964647 2.072776e-01 0 0
## Proportion of Variance 0.002282992 0.0001540493 8.952767e-05 0 0
## Cumulative Proportion 0.999756423 0.9999104723 1.000000e+00 1 1
## Comp.16
## Standard deviation 0
## Proportion of Variance 0
## Cumulative Proportion 1
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Col Total |
## |-------------------------|
##
##
## Total Observations in Table: 76
##
##
## | predicted
## actual | Away Team Win | Draw | Home Team Win | Row Total |
## --------------|---------------|---------------|---------------|---------------|
## Away Team Win | 11 | 11 | 6 | 28 |
## | 0.647 | 0.393 | 0.194 | |
## --------------|---------------|---------------|---------------|---------------|
## Draw | 2 | 6 | 5 | 13 |
## | 0.118 | 0.214 | 0.161 | |
## --------------|---------------|---------------|---------------|---------------|
## Home Team Win | 4 | 11 | 20 | 35 |
## | 0.235 | 0.393 | 0.645 | |
## --------------|---------------|---------------|---------------|---------------|
## Column Total | 17 | 28 | 31 | 76 |
## | 0.224 | 0.368 | 0.408 | |
## --------------|---------------|---------------|---------------|---------------|
##
##
## [1] 380
## [1] 305
## [1] 305
## attendance Pre.Match.PPG..Home. Pre.Match.PPG..Away. home_ppg away_ppg
## 1 0.903394439 0 0 0.5991561 0.5145631
## 2 0.585393542 0 0 0.3586498 0.7184466
## 3 0.005227604 0 0 0.4472574 0.2330097
## home_team_goal_count away_team_goal_count home_team_corner_count
## 1 0.3333333 0.1666667 0.1176471
## 2 0.1666667 0.3333333 0.1764706
## 3 0.3333333 0.0000000 0.4117647
## away_team_corner_count home_team_yellow_cards home_team_red_cards
## 1 0.3571429 0.3333333 0
## 2 0.3571429 0.3333333 0
## 3 0.2857143 0.1666667 0
## away_team_yellow_cards away_team_red_cards home_team_shots away_team_shots
## 1 0.2 0 0.3076923 0.3529412
## 2 0.4 0 0.4230769 0.6470588
## 3 0.2 0 0.4230769 0.2941176
## home_team_shots_on_target away_team_shots_on_target
## 1 0.4666667 0.3846154
## 2 0.2000000 0.4615385
## 3 0.3333333 0.1538462
## home_team_shots_off_target away_team_shots_off_target home_team_fouls
## 1 0.07142857 0.2500000 0.4782609
## 2 0.57142857 0.5833333 0.4782609
## 3 0.42857143 0.4166667 0.4782609
## away_team_fouls home_team_possession away_team_possession team_a_xg team_b_xg
## 1 0.2777778 0.4516129 0.5483871 0.3653846 0.5833333
## 2 0.5000000 0.3548387 0.6451613 0.3429487 0.6388889
## 3 0.3333333 0.7096774 0.2903226 0.4455128 0.3194444
## average_goals_per_match_pre_match btts_percentage_pre_match
## 1 0 0
## 2 0 0
## 3 0 0
## average_corners_per_match_pre_match average_cards_per_match_pre_match
## 1 0 0
## 2 0 0
## 3 0 0
## odds_ft_home_team_win odds_ft_draw odds_ft_away_team_win odds_btts_yes
## 1 0.01433349 0.16186770 0.20874369 0.4525547
## 2 0.16435738 0.06770428 0.01729522 0.2919708
## 3 0.04586718 0.04747082 0.06822003 0.2919708
## odds_btts_no results
## 1 0.2649573 Home Team Win
## 2 0.4188034 Away Team Win
## 3 0.3846154 Home Team Win
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 75
##
##
## | matches_test_pred
## matches_test_label | Away Team Win | Draw | Home Team Win | Row Total |
## -------------------|---------------|---------------|---------------|---------------|
## Away Team Win | 22 | 1 | 4 | 27 |
## | 0.293 | 0.013 | 0.053 | |
## -------------------|---------------|---------------|---------------|---------------|
## Draw | 2 | 1 | 10 | 13 |
## | 0.027 | 0.013 | 0.133 | |
## -------------------|---------------|---------------|---------------|---------------|
## Home Team Win | 1 | 0 | 34 | 35 |
## | 0.013 | 0.000 | 0.453 | |
## -------------------|---------------|---------------|---------------|---------------|
## Column Total | 25 | 2 | 48 | 75 |
## -------------------|---------------|---------------|---------------|---------------|
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 75
##
##
## | p_knn
## matches_test_label | Away Team Win | Draw | Home Team Win | Row Total |
## -------------------|---------------|---------------|---------------|---------------|
## Away Team Win | 22 | 2 | 3 | 27 |
## | 0.293 | 0.027 | 0.040 | |
## -------------------|---------------|---------------|---------------|---------------|
## Draw | 3 | 1 | 9 | 13 |
## | 0.040 | 0.013 | 0.120 | |
## -------------------|---------------|---------------|---------------|---------------|
## Home Team Win | 1 | 0 | 34 | 35 |
## | 0.013 | 0.000 | 0.453 | |
## -------------------|---------------|---------------|---------------|---------------|
## Column Total | 26 | 3 | 46 | 75 |
## -------------------|---------------|---------------|---------------|---------------|
##
##
##
##
## Cell Contents
## |-------------------------|
## | N |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 75
##
##
## | p_adaboost$class
## matches_test_label | Away Team Win | Draw | Home Team Win | Row Total |
## -------------------|---------------|---------------|---------------|---------------|
## Away Team Win | 27 | 0 | 0 | 27 |
## | 0.360 | 0.000 | 0.000 | |
## -------------------|---------------|---------------|---------------|---------------|
## Draw | 0 | 12 | 1 | 13 |
## | 0.000 | 0.160 | 0.013 | |
## -------------------|---------------|---------------|---------------|---------------|
## Home Team Win | 0 | 0 | 35 | 35 |
## | 0.000 | 0.000 | 0.467 | |
## -------------------|---------------|---------------|---------------|---------------|
## Column Total | 27 | 12 | 36 | 75 |
## -------------------|---------------|---------------|---------------|---------------|
##
##