Classification Boosting Learner
Source:R/learner_adabag_classif_adabag.R
mlr_learners_classif.adabag.RdClassification boosting algorithm.
Calls adabag::boosting() from adabag.
Initial parameter values
xval:Actual default: 10L
Initial value: 0L
Reason for change: Set to 0 for speed.
Parameters
| Id | Type | Default | Levels | Range |
| boos | logical | TRUE | TRUE, FALSE | - |
| coeflearn | character | Breiman | Breiman, Freund, Zhu | - |
| cp | numeric | 0.01 | \([0, 1]\) | |
| maxcompete | integer | 4 | \([0, \infty)\) | |
| maxdepth | integer | 30 | \([1, 30]\) | |
| maxsurrogate | integer | 5 | \([0, \infty)\) | |
| mfinal | integer | 100 | \([1, \infty)\) | |
| minbucket | integer | - | \([1, \infty)\) | |
| minsplit | integer | 20 | \([1, \infty)\) | |
| newmfinal | integer | - | \((-\infty, \infty)\) | |
| surrogatestyle | integer | 0 | \([0, 1]\) | |
| usesurrogate | integer | 2 | \([0, 2]\) | |
| xval | integer | 0 | \([0, \infty)\) |
References
Alfaro, Esteban, Gamez, Matias, García, Noelia (2013). “adabag: An R Package for Classification with Boosting and Bagging.” Journal of Statistical Software, 54(2), 1-35. doi:10.18637/jss.v054.i02 , https://www.jstatsoft.org/index.php/jss/article/view/v054i02.
See also
as.data.table(mlr_learners)for a table of available Learners in the running session (depending on the loaded packages).Chapter in the mlr3book: https://mlr3book.mlr-org.com/basics.html#learners
mlr3learners for a selection of recommended learners.
mlr3cluster for unsupervised clustering learners.
mlr3pipelines to combine learners with pre- and postprocessing steps.
mlr3tuning for tuning of hyperparameters, mlr3tuningspaces for established default tuning spaces.
Super classes
mlr3::Learner -> mlr3::LearnerClassif -> LearnerClassifAdabag
Methods
Inherited methods
mlr3::Learner$base_learner()mlr3::Learner$configure()mlr3::Learner$encapsulate()mlr3::Learner$format()mlr3::Learner$help()mlr3::Learner$predict()mlr3::Learner$predict_newdata()mlr3::Learner$print()mlr3::Learner$reset()mlr3::Learner$selected_features()mlr3::Learner$train()mlr3::LearnerClassif$predict_newdata_fast()
Examples
# Define the Learner
learner = lrn("classif.adabag")
print(learner)
#>
#> ── <LearnerClassifAdabag> (classif.adabag): Adabag Boosting ────────────────────
#> • Model: -
#> • Parameters: xval=0
#> • Packages: mlr3, adabag, and rpart
#> • Predict Types: [response] and prob
#> • Feature Types: integer, numeric, and factor
#> • Encapsulation: none (fallback: -)
#> • Properties: importance, missings, multiclass, and twoclass
#> • Other settings: use_weights = 'error'
# Define a Task
task = tsk("sonar")
# Create train and test set
ids = partition(task)
# Train the learner on the training ids
learner$train(task, row_ids = ids$train)
print(learner$model)
#> $formula
#> Class ~ .
#> NULL
#>
#> $trees
#> $trees[[1]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V12>=0.20075 80 20 M (0.75000000 0.25000000)
#> 4) V16< 0.6843 62 6 M (0.90322581 0.09677419)
#> 8) V47>=0.06965 55 2 M (0.96363636 0.03636364) *
#> 9) V47< 0.06965 7 3 R (0.42857143 0.57142857) *
#> 5) V16>=0.6843 18 4 R (0.22222222 0.77777778) *
#> 3) V12< 0.20075 59 7 R (0.11864407 0.88135593)
#> 6) V5>=0.0696 8 3 M (0.62500000 0.37500000) *
#> 7) V5< 0.0696 51 2 R (0.03921569 0.96078431) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.5251799 0.4748201)
#> 2) V9>=0.13335 91 25 M (0.7252747 0.2747253)
#> 4) V48>=0.04525 73 10 M (0.8630137 0.1369863)
#> 8) V16< 0.7006 64 3 M (0.9531250 0.0468750) *
#> 9) V16>=0.7006 9 2 R (0.2222222 0.7777778) *
#> 5) V48< 0.04525 18 3 R (0.1666667 0.8333333) *
#> 3) V9< 0.13335 48 7 R (0.1458333 0.8541667)
#> 6) V31< 0.4126 11 4 M (0.6363636 0.3636364) *
#> 7) V31>=0.4126 37 0 R (0.0000000 1.0000000) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V10>=0.1631 78 20 M (0.74358974 0.25641026)
#> 4) V1>=0.01285 64 10 M (0.84375000 0.15625000)
#> 8) V33>=0.14505 56 4 M (0.92857143 0.07142857) *
#> 9) V33< 0.14505 8 2 R (0.25000000 0.75000000) *
#> 5) V1< 0.01285 14 4 R (0.28571429 0.71428571) *
#> 3) V10< 0.1631 61 12 R (0.19672131 0.80327869)
#> 6) V44>=0.2503 9 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.2503 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.5251799 0.4748201)
#> 2) V37< 0.18745 42 4 M (0.9047619 0.0952381)
#> 4) V12>=0.23285 35 0 M (1.0000000 0.0000000) *
#> 5) V12< 0.23285 7 3 R (0.4285714 0.5714286) *
#> 3) V37>=0.18745 97 35 R (0.3608247 0.6391753)
#> 6) V45>=0.4446 13 0 M (1.0000000 0.0000000) *
#> 7) V45< 0.4446 84 22 R (0.2619048 0.7380952)
#> 14) V52>=0.0233 8 0 M (1.0000000 0.0000000) *
#> 15) V52< 0.0233 76 14 R (0.1842105 0.8157895)
#> 30) V21>=0.56825 35 14 R (0.4000000 0.6000000)
#> 60) V43>=0.2164 13 2 M (0.8461538 0.1538462) *
#> 61) V43< 0.2164 22 3 R (0.1363636 0.8636364) *
#> 31) V21< 0.56825 41 0 R (0.0000000 1.0000000) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V51>=0.01165 75 17 M (0.77333333 0.22666667)
#> 4) V43>=0.17855 56 5 M (0.91071429 0.08928571) *
#> 5) V43< 0.17855 19 7 R (0.36842105 0.63157895) *
#> 3) V51< 0.01165 64 10 R (0.15625000 0.84375000)
#> 6) V28>=0.92415 8 2 M (0.75000000 0.25000000) *
#> 7) V28< 0.92415 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V21>=0.67995 74 14 M (0.81081081 0.18918919)
#> 4) V51>=0.01185 49 1 M (0.97959184 0.02040816) *
#> 5) V51< 0.01185 25 12 R (0.48000000 0.52000000)
#> 10) V27< 0.5025 10 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.5025 15 2 R (0.13333333 0.86666667) *
#> 3) V21< 0.67995 65 15 R (0.23076923 0.76923077)
#> 6) V28>=0.99075 8 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.99075 57 7 R (0.12280702 0.87719298) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V12>=0.20735 93 23 M (0.75268817 0.24731183)
#> 4) V52>=0.00885 61 5 M (0.91803279 0.08196721) *
#> 5) V52< 0.00885 32 14 R (0.43750000 0.56250000)
#> 10) V60< 0.00505 13 1 M (0.92307692 0.07692308) *
#> 11) V60>=0.00505 19 2 R (0.10526316 0.89473684) *
#> 3) V12< 0.20735 46 8 R (0.17391304 0.82608696)
#> 6) V5>=0.0689 10 2 M (0.80000000 0.20000000) *
#> 7) V5< 0.0689 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V11>=0.34295 44 3 M (0.93181818 0.06818182) *
#> 3) V11< 0.34295 95 40 R (0.42105263 0.57894737)
#> 6) V4>=0.0955 19 3 M (0.84210526 0.15789474) *
#> 7) V4< 0.0955 76 24 R (0.31578947 0.68421053)
#> 14) V28>=0.958 11 1 M (0.90909091 0.09090909) *
#> 15) V28< 0.958 65 14 R (0.21538462 0.78461538)
#> 30) V59< 0.00275 7 1 M (0.85714286 0.14285714) *
#> 31) V59>=0.00275 58 8 R (0.13793103 0.86206897)
#> 62) V40< 0.1287 9 3 M (0.66666667 0.33333333) *
#> 63) V40>=0.1287 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V46>=0.08965 71 17 M (0.76056338 0.23943662)
#> 4) V17< 0.82185 59 5 M (0.91525424 0.08474576) *
#> 5) V17>=0.82185 12 0 R (0.00000000 1.00000000) *
#> 3) V46< 0.08965 68 13 R (0.19117647 0.80882353)
#> 6) V1>=0.0317 16 5 M (0.68750000 0.31250000) *
#> 7) V1< 0.0317 52 2 R (0.03846154 0.96153846) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V37< 0.23695 40 6 M (0.85000000 0.15000000)
#> 4) V9>=0.1608 33 1 M (0.96969697 0.03030303) *
#> 5) V9< 0.1608 7 2 R (0.28571429 0.71428571) *
#> 3) V37>=0.23695 99 34 R (0.34343434 0.65656566)
#> 6) V56>=0.00775 48 17 M (0.64583333 0.35416667)
#> 12) V21>=0.8107 22 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.8107 26 9 R (0.34615385 0.65384615)
#> 26) V46>=0.2036 9 1 M (0.88888889 0.11111111) *
#> 27) V46< 0.2036 17 1 R (0.05882353 0.94117647) *
#> 7) V56< 0.00775 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V51>=0.01285 79 25 M (0.68354430 0.31645570)
#> 4) V1>=0.02075 52 5 M (0.90384615 0.09615385)
#> 8) V17< 0.747 45 1 M (0.97777778 0.02222222) *
#> 9) V17>=0.747 7 3 R (0.42857143 0.57142857) *
#> 5) V1< 0.02075 27 7 R (0.25925926 0.74074074)
#> 10) V47>=0.12955 8 1 M (0.87500000 0.12500000) *
#> 11) V47< 0.12955 19 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01285 60 13 R (0.21666667 0.78333333)
#> 6) V45>=0.27125 9 2 M (0.77777778 0.22222222) *
#> 7) V45< 0.27125 51 6 R (0.11764706 0.88235294)
#> 14) V19>=0.92125 7 3 M (0.57142857 0.42857143) *
#> 15) V19< 0.92125 44 2 R (0.04545455 0.95454545) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V52>=0.0233 19 1 M (0.94736842 0.05263158) *
#> 3) V52< 0.0233 120 42 R (0.35000000 0.65000000)
#> 6) V26>=0.943 14 1 M (0.92857143 0.07142857) *
#> 7) V26< 0.943 106 29 R (0.27358491 0.72641509)
#> 14) V1>=0.0559 12 2 M (0.83333333 0.16666667) *
#> 15) V1< 0.0559 94 19 R (0.20212766 0.79787234)
#> 30) V55< 0.00345 18 6 M (0.66666667 0.33333333) *
#> 31) V55>=0.00345 76 7 R (0.09210526 0.90789474)
#> 62) V59>=0.0125 7 3 M (0.57142857 0.42857143) *
#> 63) V59< 0.0125 69 3 R (0.04347826 0.95652174) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V52>=0.01215 51 13 M (0.74509804 0.25490196)
#> 4) V39>=0.17305 41 4 M (0.90243902 0.09756098)
#> 8) V13>=0.2326 34 0 M (1.00000000 0.00000000) *
#> 9) V13< 0.2326 7 3 R (0.42857143 0.57142857) *
#> 5) V39< 0.17305 10 1 R (0.10000000 0.90000000) *
#> 3) V52< 0.01215 88 22 R (0.25000000 0.75000000)
#> 6) V28>=0.86045 17 5 M (0.70588235 0.29411765) *
#> 7) V28< 0.86045 71 10 R (0.14084507 0.85915493)
#> 14) V51>=0.01605 9 3 M (0.66666667 0.33333333) *
#> 15) V51< 0.01605 62 4 R (0.06451613 0.93548387) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V10>=0.1279 99 45 M (0.54545455 0.45454545)
#> 4) V15< 0.42875 48 8 M (0.83333333 0.16666667)
#> 8) V9>=0.1198 41 3 M (0.92682927 0.07317073) *
#> 9) V9< 0.1198 7 2 R (0.28571429 0.71428571) *
#> 5) V15>=0.42875 51 14 R (0.27450980 0.72549020)
#> 10) V33< 0.1251 7 0 M (1.00000000 0.00000000) *
#> 11) V33>=0.1251 44 7 R (0.15909091 0.84090909)
#> 22) V52>=0.02 10 4 M (0.60000000 0.40000000) *
#> 23) V52< 0.02 34 1 R (0.02941176 0.97058824) *
#> 3) V10< 0.1279 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V49>=0.03605 88 30 M (0.65909091 0.34090909)
#> 4) V6>=0.04895 77 19 M (0.75324675 0.24675325)
#> 8) V36< 0.5433 55 5 M (0.90909091 0.09090909) *
#> 9) V36>=0.5433 22 8 R (0.36363636 0.63636364)
#> 18) V11>=0.3073 9 2 M (0.77777778 0.22222222) *
#> 19) V11< 0.3073 13 1 R (0.07692308 0.92307692) *
#> 5) V6< 0.04895 11 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.03605 51 11 R (0.21568627 0.78431373)
#> 6) V31< 0.33205 8 1 M (0.87500000 0.12500000) *
#> 7) V31>=0.33205 43 4 R (0.09302326 0.90697674) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V51>=0.0155 50 11 M (0.78000000 0.22000000)
#> 4) V1>=0.02075 36 2 M (0.94444444 0.05555556) *
#> 5) V1< 0.02075 14 5 R (0.35714286 0.64285714) *
#> 3) V51< 0.0155 89 23 R (0.25842697 0.74157303)
#> 6) V27>=0.85165 24 8 M (0.66666667 0.33333333)
#> 12) V52>=0.0082 15 0 M (1.00000000 0.00000000) *
#> 13) V52< 0.0082 9 1 R (0.11111111 0.88888889) *
#> 7) V27< 0.85165 65 7 R (0.10769231 0.89230769)
#> 14) V19>=0.9606 7 2 M (0.71428571 0.28571429) *
#> 15) V19< 0.9606 58 2 R (0.03448276 0.96551724) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V43>=0.24475 60 13 M (0.78333333 0.21666667)
#> 4) V19>=0.23265 51 5 M (0.90196078 0.09803922) *
#> 5) V19< 0.23265 9 1 R (0.11111111 0.88888889) *
#> 3) V43< 0.24475 79 23 R (0.29113924 0.70886076)
#> 6) V28>=0.9907 7 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.9907 72 16 R (0.22222222 0.77777778)
#> 14) V50>=0.0182 21 10 M (0.52380952 0.47619048)
#> 28) V4>=0.0505 10 0 M (1.00000000 0.00000000) *
#> 29) V4< 0.0505 11 1 R (0.09090909 0.90909091) *
#> 15) V50< 0.0182 51 5 R (0.09803922 0.90196078)
#> 30) V4< 0.02335 7 3 M (0.57142857 0.42857143) *
#> 31) V4>=0.02335 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V4>=0.05265 61 15 M (0.75409836 0.24590164)
#> 4) V6< 0.17405 49 4 M (0.91836735 0.08163265) *
#> 5) V6>=0.17405 12 1 R (0.08333333 0.91666667) *
#> 3) V4< 0.05265 78 24 R (0.30769231 0.69230769)
#> 6) V51>=0.014 26 7 M (0.73076923 0.26923077)
#> 12) V58< 0.00415 16 0 M (1.00000000 0.00000000) *
#> 13) V58>=0.00415 10 3 R (0.30000000 0.70000000) *
#> 7) V51< 0.014 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.4892086 0.5107914)
#> 2) V1>=0.0383 33 4 M (0.8787879 0.1212121)
#> 4) V24< 0.91375 26 0 M (1.0000000 0.0000000) *
#> 5) V24>=0.91375 7 3 R (0.4285714 0.5714286) *
#> 3) V1< 0.0383 106 39 R (0.3679245 0.6320755)
#> 6) V49>=0.03495 66 31 M (0.5303030 0.4696970)
#> 12) V16< 0.67795 45 12 M (0.7333333 0.2666667)
#> 24) V23>=0.5832 32 2 M (0.9375000 0.0625000) *
#> 25) V23< 0.5832 13 3 R (0.2307692 0.7692308) *
#> 13) V16>=0.67795 21 2 R (0.0952381 0.9047619) *
#> 7) V49< 0.03495 40 4 R (0.1000000 0.9000000) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 49 M (0.64748201 0.35251799)
#> 2) V16< 0.6843 104 24 M (0.76923077 0.23076923)
#> 4) V11>=0.22415 59 2 M (0.96610169 0.03389831) *
#> 5) V11< 0.22415 45 22 M (0.51111111 0.48888889)
#> 10) V55< 0.00665 26 5 M (0.80769231 0.19230769)
#> 20) V39>=0.30165 19 0 M (1.00000000 0.00000000) *
#> 21) V39< 0.30165 7 2 R (0.28571429 0.71428571) *
#> 11) V55>=0.00665 19 2 R (0.10526316 0.89473684) *
#> 3) V16>=0.6843 35 10 R (0.28571429 0.71428571)
#> 6) V60>=0.0101 11 2 M (0.81818182 0.18181818) *
#> 7) V60< 0.0101 24 1 R (0.04166667 0.95833333) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.5467626 0.4532374)
#> 2) V43>=0.24665 68 16 M (0.7647059 0.2352941)
#> 4) V20>=0.45405 36 0 M (1.0000000 0.0000000) *
#> 5) V20< 0.45405 32 16 M (0.5000000 0.5000000)
#> 10) V5>=0.046 13 0 M (1.0000000 0.0000000) *
#> 11) V5< 0.046 19 3 R (0.1578947 0.8421053) *
#> 3) V43< 0.24665 71 24 R (0.3380282 0.6619718)
#> 6) V38< 0.2098 26 7 M (0.7307692 0.2692308)
#> 12) V48>=0.07455 16 0 M (1.0000000 0.0000000) *
#> 13) V48< 0.07455 10 3 R (0.3000000 0.7000000) *
#> 7) V38>=0.2098 45 5 R (0.1111111 0.8888889) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V21>=0.6496 70 14 M (0.80000000 0.20000000)
#> 4) V54>=0.00785 60 6 M (0.90000000 0.10000000)
#> 8) V59>=0.00635 53 2 M (0.96226415 0.03773585) *
#> 9) V59< 0.00635 7 3 R (0.42857143 0.57142857) *
#> 5) V54< 0.00785 10 2 R (0.20000000 0.80000000) *
#> 3) V21< 0.6496 69 24 R (0.34782609 0.65217391)
#> 6) V12>=0.2223 32 11 M (0.65625000 0.34375000)
#> 12) V50>=0.00945 25 4 M (0.84000000 0.16000000)
#> 24) V33< 0.60845 18 0 M (1.00000000 0.00000000) *
#> 25) V33>=0.60845 7 3 R (0.42857143 0.57142857) *
#> 13) V50< 0.00945 7 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.2223 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V16< 0.6819 102 25 M (0.75490196 0.24509804)
#> 4) V52>=0.00765 77 8 M (0.89610390 0.10389610)
#> 8) V44>=0.1016 66 2 M (0.96969697 0.03030303) *
#> 9) V44< 0.1016 11 5 R (0.45454545 0.54545455) *
#> 5) V52< 0.00765 25 8 R (0.32000000 0.68000000)
#> 10) V16>=0.45 8 0 M (1.00000000 0.00000000) *
#> 11) V16< 0.45 17 0 R (0.00000000 1.00000000) *
#> 3) V16>=0.6819 37 9 R (0.24324324 0.75675676)
#> 6) V15>=0.7694 9 1 M (0.88888889 0.11111111) *
#> 7) V15< 0.7694 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 M (0.63309353 0.36690647)
#> 2) V39>=0.121 121 33 M (0.72727273 0.27272727)
#> 4) V5>=0.02295 110 22 M (0.80000000 0.20000000)
#> 8) V39< 0.2331 57 1 M (0.98245614 0.01754386) *
#> 9) V39>=0.2331 53 21 M (0.60377358 0.39622642)
#> 18) V16< 0.67815 42 10 M (0.76190476 0.23809524)
#> 36) V23>=0.16855 35 5 M (0.85714286 0.14285714)
#> 72) V33>=0.2688 28 0 M (1.00000000 0.00000000) *
#> 73) V33< 0.2688 7 2 R (0.28571429 0.71428571) *
#> 37) V23< 0.16855 7 2 R (0.28571429 0.71428571) *
#> 19) V16>=0.67815 11 0 R (0.00000000 1.00000000) *
#> 5) V5< 0.02295 11 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.121 18 0 R (0.00000000 1.00000000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V51>=0.01445 60 9 M (0.85000000 0.15000000) *
#> 3) V51< 0.01445 79 35 R (0.44303797 0.55696203)
#> 6) V15< 0.56165 57 22 M (0.61403509 0.38596491)
#> 12) V10>=0.16625 33 2 M (0.93939394 0.06060606) *
#> 13) V10< 0.16625 24 4 R (0.16666667 0.83333333)
#> 26) V20>=0.50575 7 3 M (0.57142857 0.42857143) *
#> 27) V20< 0.50575 17 0 R (0.00000000 1.00000000) *
#> 7) V15>=0.56165 22 0 R (0.00000000 1.00000000) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V28>=0.90735 27 1 M (0.96296296 0.03703704) *
#> 3) V28< 0.90735 112 50 R (0.44642857 0.55357143)
#> 6) V27< 0.50485 41 8 M (0.80487805 0.19512195)
#> 12) V21>=0.5486 32 1 M (0.96875000 0.03125000) *
#> 13) V21< 0.5486 9 2 R (0.22222222 0.77777778) *
#> 7) V27>=0.50485 71 17 R (0.23943662 0.76056338)
#> 14) V55< 0.00415 16 4 M (0.75000000 0.25000000) *
#> 15) V55>=0.00415 55 5 R (0.09090909 0.90909091) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V16< 0.66655 110 32 M (0.70909091 0.29090909)
#> 4) V4>=0.0545 41 0 M (1.00000000 0.00000000) *
#> 5) V4< 0.0545 69 32 M (0.53623188 0.46376812)
#> 10) V45>=0.16055 39 9 M (0.76923077 0.23076923)
#> 20) V20>=0.4067 30 1 M (0.96666667 0.03333333) *
#> 21) V20< 0.4067 9 1 R (0.11111111 0.88888889) *
#> 11) V45< 0.16055 30 7 R (0.23333333 0.76666667)
#> 22) V10>=0.16625 10 3 M (0.70000000 0.30000000) *
#> 23) V10< 0.16625 20 0 R (0.00000000 1.00000000) *
#> 3) V16>=0.66655 29 3 R (0.10344828 0.89655172) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V12>=0.3836 36 2 M (0.94444444 0.05555556) *
#> 3) V12< 0.3836 103 41 R (0.39805825 0.60194175)
#> 6) V28>=0.9436 18 2 M (0.88888889 0.11111111) *
#> 7) V28< 0.9436 85 25 R (0.29411765 0.70588235)
#> 14) V54>=0.0216 12 0 M (1.00000000 0.00000000) *
#> 15) V54< 0.0216 73 13 R (0.17808219 0.82191781)
#> 30) V31>=0.72965 13 4 M (0.69230769 0.30769231) *
#> 31) V31< 0.72965 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V19>=0.84985 32 2 M (0.93750000 0.06250000) *
#> 3) V19< 0.84985 107 37 R (0.34579439 0.65420561)
#> 6) V12>=0.2183 46 18 M (0.60869565 0.39130435)
#> 12) V12< 0.31915 20 0 M (1.00000000 0.00000000) *
#> 13) V12>=0.31915 26 8 R (0.30769231 0.69230769)
#> 26) V36< 0.1533 7 0 M (1.00000000 0.00000000) *
#> 27) V36>=0.1533 19 1 R (0.05263158 0.94736842) *
#> 7) V12< 0.2183 61 9 R (0.14754098 0.85245902)
#> 14) V45>=0.3571 11 3 M (0.72727273 0.27272727) *
#> 15) V45< 0.3571 50 1 R (0.02000000 0.98000000) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.5539568 0.4460432)
#> 2) V31< 0.4671 87 24 M (0.7241379 0.2758621)
#> 4) V42>=0.08725 72 9 M (0.8750000 0.1250000)
#> 8) V37< 0.47715 50 0 M (1.0000000 0.0000000) *
#> 9) V37>=0.47715 22 9 M (0.5909091 0.4090909)
#> 18) V36>=0.72685 13 0 M (1.0000000 0.0000000) *
#> 19) V36< 0.72685 9 0 R (0.0000000 1.0000000) *
#> 5) V42< 0.08725 15 0 R (0.0000000 1.0000000) *
#> 3) V31>=0.4671 52 14 R (0.2692308 0.7307692)
#> 6) V44>=0.41865 8 0 M (1.0000000 0.0000000) *
#> 7) V44< 0.41865 44 6 R (0.1363636 0.8636364) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V41>=0.20445 111 32 M (0.71171171 0.28828829)
#> 4) V47>=0.06225 99 21 M (0.78787879 0.21212121)
#> 8) V36< 0.52295 69 5 M (0.92753623 0.07246377)
#> 16) V24>=0.4854 60 0 M (1.00000000 0.00000000) *
#> 17) V24< 0.4854 9 4 R (0.44444444 0.55555556) *
#> 9) V36>=0.52295 30 14 R (0.46666667 0.53333333)
#> 18) V35>=0.61555 17 3 M (0.82352941 0.17647059) *
#> 19) V35< 0.61555 13 0 R (0.00000000 1.00000000) *
#> 5) V47< 0.06225 12 1 R (0.08333333 0.91666667) *
#> 3) V41< 0.20445 28 5 R (0.17857143 0.82142857)
#> 6) V4>=0.0447 9 4 M (0.55555556 0.44444444) *
#> 7) V4< 0.0447 19 0 R (0.00000000 1.00000000) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V54>=0.0151 32 3 M (0.9062500 0.0937500) *
#> 3) V54< 0.0151 107 33 R (0.3084112 0.6915888)
#> 6) V38< 0.1804 21 5 M (0.7619048 0.2380952)
#> 12) V15< 0.3816 13 0 M (1.0000000 0.0000000) *
#> 13) V15>=0.3816 8 3 R (0.3750000 0.6250000) *
#> 7) V38>=0.1804 86 17 R (0.1976744 0.8023256)
#> 14) V3< 0.01215 7 1 M (0.8571429 0.1428571) *
#> 15) V3>=0.01215 79 11 R (0.1392405 0.8607595) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V39>=0.14695 112 34 M (0.69642857 0.30357143)
#> 4) V54>=0.00785 79 13 M (0.83544304 0.16455696)
#> 8) V40< 0.61 71 5 M (0.92957746 0.07042254) *
#> 9) V40>=0.61 8 0 R (0.00000000 1.00000000) *
#> 5) V54< 0.00785 33 12 R (0.36363636 0.63636364)
#> 10) V41>=0.2963 10 1 M (0.90000000 0.10000000) *
#> 11) V41< 0.2963 23 3 R (0.13043478 0.86956522) *
#> 3) V39< 0.14695 27 3 R (0.11111111 0.88888889) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V23>=0.7845 57 13 M (0.77192982 0.22807018)
#> 4) V32>=0.24215 49 6 M (0.87755102 0.12244898)
#> 8) V36< 0.52295 40 1 M (0.97500000 0.02500000) *
#> 9) V36>=0.52295 9 4 R (0.44444444 0.55555556) *
#> 5) V32< 0.24215 8 1 R (0.12500000 0.87500000) *
#> 3) V23< 0.7845 82 28 R (0.34146341 0.65853659)
#> 6) V28>=0.958 12 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.958 70 16 R (0.22857143 0.77142857)
#> 14) V42>=0.37165 14 2 M (0.85714286 0.14285714) *
#> 15) V42< 0.37165 56 4 R (0.07142857 0.92857143)
#> 30) V23< 0.29865 7 3 M (0.57142857 0.42857143) *
#> 31) V23>=0.29865 49 0 R (0.00000000 1.00000000) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V47>=0.06615 113 32 M (0.71681416 0.28318584)
#> 4) V10>=0.20655 63 6 M (0.90476190 0.09523810)
#> 8) V37< 0.50385 54 1 M (0.98148148 0.01851852) *
#> 9) V37>=0.50385 9 4 R (0.44444444 0.55555556) *
#> 5) V10< 0.20655 50 24 R (0.48000000 0.52000000)
#> 10) V23>=0.7803 20 2 M (0.90000000 0.10000000) *
#> 11) V23< 0.7803 30 6 R (0.20000000 0.80000000)
#> 22) V7< 0.04575 7 1 M (0.85714286 0.14285714) *
#> 23) V7>=0.04575 23 0 R (0.00000000 1.00000000) *
#> 3) V47< 0.06615 26 5 R (0.19230769 0.80769231)
#> 6) V1>=0.0257 8 3 M (0.62500000 0.37500000) *
#> 7) V1< 0.0257 18 0 R (0.00000000 1.00000000) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V58>=0.00965 53 9 M (0.83018868 0.16981132)
#> 4) V9>=0.0917 46 3 M (0.93478261 0.06521739) *
#> 5) V9< 0.0917 7 1 R (0.14285714 0.85714286) *
#> 3) V58< 0.00965 86 34 R (0.39534884 0.60465116)
#> 6) V55< 0.0069 44 13 M (0.70454545 0.29545455)
#> 12) V12>=0.1694 28 1 M (0.96428571 0.03571429) *
#> 13) V12< 0.1694 16 4 R (0.25000000 0.75000000) *
#> 7) V55>=0.0069 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V45>=0.3586 22 1 M (0.95454545 0.04545455) *
#> 3) V45< 0.3586 117 44 R (0.37606838 0.62393162)
#> 6) V13>=0.28375 53 20 M (0.62264151 0.37735849)
#> 12) V24>=0.6001 27 0 M (1.00000000 0.00000000) *
#> 13) V24< 0.6001 26 6 R (0.23076923 0.76923077)
#> 26) V34>=0.31935 7 1 M (0.85714286 0.14285714) *
#> 27) V34< 0.31935 19 0 R (0.00000000 1.00000000) *
#> 7) V13< 0.28375 64 11 R (0.17187500 0.82812500)
#> 14) V40< 0.11305 8 2 M (0.75000000 0.25000000) *
#> 15) V40>=0.11305 56 5 R (0.08928571 0.91071429) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.0604 49 10 M (0.79591837 0.20408163)
#> 4) V50>=0.01115 35 1 M (0.97142857 0.02857143) *
#> 5) V50< 0.01115 14 5 R (0.35714286 0.64285714) *
#> 3) V4< 0.0604 90 32 R (0.35555556 0.64444444)
#> 6) V12>=0.43745 10 0 M (1.00000000 0.00000000) *
#> 7) V12< 0.43745 80 22 R (0.27500000 0.72500000)
#> 14) V60< 0.0043 27 11 M (0.59259259 0.40740741)
#> 28) V14< 0.3347 19 3 M (0.84210526 0.15789474) *
#> 29) V14>=0.3347 8 0 R (0.00000000 1.00000000) *
#> 15) V60>=0.0043 53 6 R (0.11320755 0.88679245) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V51>=0.00855 96 29 M (0.69791667 0.30208333)
#> 4) V1>=0.01285 75 11 M (0.85333333 0.14666667) *
#> 5) V1< 0.01285 21 3 R (0.14285714 0.85714286) *
#> 3) V51< 0.00855 43 8 R (0.18604651 0.81395349)
#> 6) V35< 0.27225 10 4 M (0.60000000 0.40000000) *
#> 7) V35>=0.27225 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V12>=0.21705 77 32 M (0.58441558 0.41558442)
#> 4) V52>=0.0093 41 5 M (0.87804878 0.12195122)
#> 8) V13< 0.51925 34 0 M (1.00000000 0.00000000) *
#> 9) V13>=0.51925 7 2 R (0.28571429 0.71428571) *
#> 5) V52< 0.0093 36 9 R (0.25000000 0.75000000)
#> 10) V40< 0.1567 7 1 M (0.85714286 0.14285714) *
#> 11) V40>=0.1567 29 3 R (0.10344828 0.89655172) *
#> 3) V12< 0.21705 62 13 R (0.20967742 0.79032258)
#> 6) V19>=0.83885 7 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.83885 55 6 R (0.10909091 0.89090909)
#> 14) V37>=0.78115 7 2 M (0.71428571 0.28571429) *
#> 15) V37< 0.78115 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V49>=0.03395 86 28 M (0.67441860 0.32558140)
#> 4) V40< 0.6248 76 18 M (0.76315789 0.23684211)
#> 8) V6>=0.061 65 9 M (0.86153846 0.13846154)
#> 16) V29>=0.1671 58 4 M (0.93103448 0.06896552) *
#> 17) V29< 0.1671 7 2 R (0.28571429 0.71428571) *
#> 9) V6< 0.061 11 2 R (0.18181818 0.81818182) *
#> 5) V40>=0.6248 10 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.03395 53 9 R (0.16981132 0.83018868)
#> 6) V27< 0.44115 7 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.44115 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.4892086 0.5107914)
#> 2) V7< 0.0855 44 5 M (0.8863636 0.1136364)
#> 4) V15>=0.06345 35 0 M (1.0000000 0.0000000) *
#> 5) V15< 0.06345 9 4 R (0.4444444 0.5555556) *
#> 3) V7>=0.0855 95 29 R (0.3052632 0.6947368)
#> 6) V53>=0.01545 15 2 M (0.8666667 0.1333333) *
#> 7) V53< 0.01545 80 16 R (0.2000000 0.8000000)
#> 14) V3< 0.0101 7 0 M (1.0000000 0.0000000) *
#> 15) V3>=0.0101 73 9 R (0.1232877 0.8767123)
#> 30) V15< 0.1668 9 4 M (0.5555556 0.4444444) *
#> 31) V15>=0.1668 64 4 R (0.0625000 0.9375000) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V43>=0.24665 51 12 M (0.76470588 0.23529412)
#> 4) V19>=0.35225 35 1 M (0.97142857 0.02857143) *
#> 5) V19< 0.35225 16 5 R (0.31250000 0.68750000) *
#> 3) V43< 0.24665 88 29 R (0.32954545 0.67045455)
#> 6) V40< 0.1284 17 2 M (0.88235294 0.11764706) *
#> 7) V40>=0.1284 71 14 R (0.19718310 0.80281690)
#> 14) V25< 0.32 9 1 M (0.88888889 0.11111111) *
#> 15) V25>=0.32 62 6 R (0.09677419 0.90322581) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V41>=0.173 99 33 M (0.66666667 0.33333333)
#> 4) V24>=0.5984 65 11 M (0.83076923 0.16923077)
#> 8) V39>=0.16245 54 3 M (0.94444444 0.05555556) *
#> 9) V39< 0.16245 11 3 R (0.27272727 0.72727273) *
#> 5) V24< 0.5984 34 12 R (0.35294118 0.64705882)
#> 10) V34>=0.3946 18 6 M (0.66666667 0.33333333) *
#> 11) V34< 0.3946 16 0 R (0.00000000 1.00000000) *
#> 3) V41< 0.173 40 9 R (0.22500000 0.77500000)
#> 6) V37< 0.19385 12 4 M (0.66666667 0.33333333) *
#> 7) V37>=0.19385 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V11>=0.24785 57 11 M (0.80701754 0.19298246)
#> 4) V16< 0.6843 47 3 M (0.93617021 0.06382979) *
#> 5) V16>=0.6843 10 2 R (0.20000000 0.80000000) *
#> 3) V11< 0.24785 82 16 R (0.19512195 0.80487805)
#> 6) V55< 0.00405 25 12 M (0.52000000 0.48000000)
#> 12) V20>=0.3987 15 2 M (0.86666667 0.13333333) *
#> 13) V20< 0.3987 10 0 R (0.00000000 1.00000000) *
#> 7) V55>=0.00405 57 3 R (0.05263158 0.94736842) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V58>=0.00975 46 13 M (0.71739130 0.28260870)
#> 4) V31< 0.45735 30 2 M (0.93333333 0.06666667) *
#> 5) V31>=0.45735 16 5 R (0.31250000 0.68750000) *
#> 3) V58< 0.00975 93 24 R (0.25806452 0.74193548)
#> 6) V27>=0.89465 15 3 M (0.80000000 0.20000000) *
#> 7) V27< 0.89465 78 12 R (0.15384615 0.84615385)
#> 14) V54< 0.00175 7 0 M (1.00000000 0.00000000) *
#> 15) V54>=0.00175 71 5 R (0.07042254 0.92957746) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.46055 85 26 M (0.69411765 0.30588235)
#> 4) V51>=0.0141 43 3 M (0.93023256 0.06976744) *
#> 5) V51< 0.0141 42 19 R (0.45238095 0.54761905)
#> 10) V50< 0.0059 11 0 M (1.00000000 0.00000000) *
#> 11) V50>=0.0059 31 8 R (0.25806452 0.74193548)
#> 22) V23>=0.83135 9 2 M (0.77777778 0.22222222) *
#> 23) V23< 0.83135 22 1 R (0.04545455 0.95454545) *
#> 3) V37>=0.46055 54 10 R (0.18518519 0.81481481)
#> 6) V36>=0.7543 14 6 M (0.57142857 0.42857143) *
#> 7) V36< 0.7543 40 2 R (0.05000000 0.95000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V12>=0.20075 85 27 M (0.68235294 0.31764706)
#> 4) V23>=0.6987 46 2 M (0.95652174 0.04347826) *
#> 5) V23< 0.6987 39 14 R (0.35897436 0.64102564)
#> 10) V43>=0.371 9 0 M (1.00000000 0.00000000) *
#> 11) V43< 0.371 30 5 R (0.16666667 0.83333333) *
#> 3) V12< 0.20075 54 9 R (0.16666667 0.83333333)
#> 6) V33< 0.16585 7 1 M (0.85714286 0.14285714) *
#> 7) V33>=0.16585 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V51>=0.01305 76 19 M (0.75000000 0.25000000)
#> 4) V56>=0.00305 63 7 M (0.88888889 0.11111111) *
#> 5) V56< 0.00305 13 1 R (0.07692308 0.92307692) *
#> 3) V51< 0.01305 63 21 R (0.33333333 0.66666667)
#> 6) V7< 0.0801 18 4 M (0.77777778 0.22222222) *
#> 7) V7>=0.0801 45 7 R (0.15555556 0.84444444) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V10>=0.1663 76 16 M (0.78947368 0.21052632)
#> 4) V1>=0.0149 61 6 M (0.90163934 0.09836066)
#> 8) V39>=0.1107 54 2 M (0.96296296 0.03703704) *
#> 9) V39< 0.1107 7 3 R (0.42857143 0.57142857) *
#> 5) V1< 0.0149 15 5 R (0.33333333 0.66666667) *
#> 3) V10< 0.1663 63 16 R (0.25396825 0.74603175)
#> 6) V5>=0.0821 12 2 M (0.83333333 0.16666667) *
#> 7) V5< 0.0821 51 6 R (0.11764706 0.88235294) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V12>=0.222 84 21 M (0.75000000 0.25000000)
#> 4) V52>=0.0088 66 8 M (0.87878788 0.12121212)
#> 8) V60>=0.00205 58 3 M (0.94827586 0.05172414) *
#> 9) V60< 0.00205 8 3 R (0.37500000 0.62500000) *
#> 5) V52< 0.0088 18 5 R (0.27777778 0.72222222) *
#> 3) V12< 0.222 55 18 R (0.32727273 0.67272727)
#> 6) V20>=0.8321 17 3 M (0.82352941 0.17647059) *
#> 7) V20< 0.8321 38 4 R (0.10526316 0.89473684)
#> 14) V47>=0.2697 7 3 M (0.57142857 0.42857143) *
#> 15) V47< 0.2697 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V28>=0.9447 33 1 M (0.96969697 0.03030303) *
#> 3) V28< 0.9447 106 43 R (0.40566038 0.59433962)
#> 6) V36< 0.44595 57 21 M (0.63157895 0.36842105)
#> 12) V42>=0.08965 42 7 M (0.83333333 0.16666667) *
#> 13) V42< 0.08965 15 1 R (0.06666667 0.93333333) *
#> 7) V36>=0.44595 49 7 R (0.14285714 0.85714286)
#> 14) V54>=0.01585 8 2 M (0.75000000 0.25000000) *
#> 15) V54< 0.01585 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.4532374 0.5467626)
#> 2) V12>=0.22545 67 21 M (0.6865672 0.3134328)
#> 4) V20< 0.81825 49 7 M (0.8571429 0.1428571)
#> 8) V10>=0.1363 40 1 M (0.9750000 0.0250000) *
#> 9) V10< 0.1363 9 3 R (0.3333333 0.6666667) *
#> 5) V20>=0.81825 18 4 R (0.2222222 0.7777778) *
#> 3) V12< 0.22545 72 17 R (0.2361111 0.7638889)
#> 6) V19>=0.81605 9 0 M (1.0000000 0.0000000) *
#> 7) V19< 0.81605 63 8 R (0.1269841 0.8730159) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V43>=0.24095 64 13 M (0.79687500 0.20312500)
#> 4) V25>=0.3802 54 3 M (0.94444444 0.05555556) *
#> 5) V25< 0.3802 10 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.24095 75 27 R (0.36000000 0.64000000)
#> 6) V27< 0.5848 25 5 M (0.80000000 0.20000000)
#> 12) V57< 0.0139 17 0 M (1.00000000 0.00000000) *
#> 13) V57>=0.0139 8 3 R (0.37500000 0.62500000) *
#> 7) V27>=0.5848 50 7 R (0.14000000 0.86000000)
#> 14) V50< 0.00625 7 1 M (0.85714286 0.14285714) *
#> 15) V50>=0.00625 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V16< 0.6634 110 35 M (0.68181818 0.31818182)
#> 4) V11>=0.1687 73 10 M (0.86301370 0.13698630)
#> 8) V41>=0.24595 53 1 M (0.98113208 0.01886792) *
#> 9) V41< 0.24595 20 9 M (0.55000000 0.45000000)
#> 18) V23>=0.70275 12 1 M (0.91666667 0.08333333) *
#> 19) V23< 0.70275 8 0 R (0.00000000 1.00000000) *
#> 5) V11< 0.1687 37 12 R (0.32432432 0.67567568)
#> 10) V16>=0.3023 10 1 M (0.90000000 0.10000000) *
#> 11) V16< 0.3023 27 3 R (0.11111111 0.88888889) *
#> 3) V16>=0.6634 29 4 R (0.13793103 0.86206897)
#> 6) V11>=0.408 7 3 M (0.57142857 0.42857143) *
#> 7) V11< 0.408 22 0 R (0.00000000 1.00000000) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V47>=0.06615 103 40 M (0.61165049 0.38834951)
#> 4) V10>=0.0869 84 23 M (0.72619048 0.27380952)
#> 8) V15< 0.56165 73 14 M (0.80821918 0.19178082)
#> 16) V32< 0.5591 60 5 M (0.91666667 0.08333333) *
#> 17) V32>=0.5591 13 4 R (0.30769231 0.69230769) *
#> 9) V15>=0.56165 11 2 R (0.18181818 0.81818182) *
#> 5) V10< 0.0869 19 2 R (0.10526316 0.89473684) *
#> 3) V47< 0.06615 36 4 R (0.11111111 0.88888889)
#> 6) V18>=0.8352 7 3 M (0.57142857 0.42857143) *
#> 7) V18< 0.8352 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V47>=0.14835 48 5 M (0.89583333 0.10416667) *
#> 3) V47< 0.14835 91 35 R (0.38461538 0.61538462)
#> 6) V23>=0.8259 29 6 M (0.79310345 0.20689655)
#> 12) V2>=0.0134 22 1 M (0.95454545 0.04545455) *
#> 13) V2< 0.0134 7 2 R (0.28571429 0.71428571) *
#> 7) V23< 0.8259 62 12 R (0.19354839 0.80645161)
#> 14) V32< 0.3594 23 11 R (0.47826087 0.52173913)
#> 28) V42>=0.25815 9 0 M (1.00000000 0.00000000) *
#> 29) V42< 0.25815 14 2 R (0.14285714 0.85714286) *
#> 15) V32>=0.3594 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V27< 0.2671 24 0 M (1.00000000 0.00000000) *
#> 3) V27>=0.2671 115 45 R (0.39130435 0.60869565)
#> 6) V43>=0.2197 57 19 M (0.66666667 0.33333333)
#> 12) V20>=0.4883 29 2 M (0.93103448 0.06896552) *
#> 13) V20< 0.4883 28 11 R (0.39285714 0.60714286)
#> 26) V53>=0.0055 15 4 M (0.73333333 0.26666667) *
#> 27) V53< 0.0055 13 0 R (0.00000000 1.00000000) *
#> 7) V43< 0.2197 58 7 R (0.12068966 0.87931034) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.4964029 0.5035971)
#> 2) V36< 0.1896 47 6 M (0.8723404 0.1276596)
#> 4) V30< 0.7551 40 1 M (0.9750000 0.0250000) *
#> 5) V30>=0.7551 7 2 R (0.2857143 0.7142857) *
#> 3) V36>=0.1896 92 28 R (0.3043478 0.6956522)
#> 6) V3>=0.06515 15 2 M (0.8666667 0.1333333) *
#> 7) V3< 0.06515 77 15 R (0.1948052 0.8051948)
#> 14) V44>=0.36895 7 0 M (1.0000000 0.0000000) *
#> 15) V44< 0.36895 70 8 R (0.1142857 0.8857143) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V42>=0.08725 116 39 M (0.66379310 0.33620690)
#> 4) V36< 0.505 80 14 M (0.82500000 0.17500000) *
#> 5) V36>=0.505 36 11 R (0.30555556 0.69444444)
#> 10) V31< 0.3638 10 1 M (0.90000000 0.10000000) *
#> 11) V31>=0.3638 26 2 R (0.07692308 0.92307692) *
#> 3) V42< 0.08725 23 1 R (0.04347826 0.95652174) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V37< 0.18745 40 8 M (0.80000000 0.20000000)
#> 4) V48>=0.05495 33 1 M (0.96969697 0.03030303) *
#> 5) V48< 0.05495 7 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.18745 99 31 R (0.31313131 0.68686869)
#> 6) V39>=0.17505 62 30 R (0.48387097 0.51612903)
#> 12) V21>=0.7983 14 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.7983 48 16 R (0.33333333 0.66666667)
#> 26) V55< 0.00685 19 5 M (0.73684211 0.26315789) *
#> 27) V55>=0.00685 29 2 R (0.06896552 0.93103448) *
#> 7) V39< 0.17505 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.4532374 0.5467626)
#> 2) V51>=0.00855 94 36 M (0.6170213 0.3829787)
#> 4) V43>=0.12925 74 19 M (0.7432432 0.2567568)
#> 8) V5>=0.02095 66 11 M (0.8333333 0.1666667)
#> 16) V22>=0.29505 58 5 M (0.9137931 0.0862069) *
#> 17) V22< 0.29505 8 2 R (0.2500000 0.7500000) *
#> 9) V5< 0.02095 8 0 R (0.0000000 1.0000000) *
#> 5) V43< 0.12925 20 3 R (0.1500000 0.8500000) *
#> 3) V51< 0.00855 45 5 R (0.1111111 0.8888889) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V4>=0.0543 55 12 M (0.78181818 0.21818182)
#> 4) V16< 0.6819 41 1 M (0.97560976 0.02439024) *
#> 5) V16>=0.6819 14 3 R (0.21428571 0.78571429) *
#> 3) V4< 0.0543 84 23 R (0.27380952 0.72619048)
#> 6) V28>=0.958 10 1 M (0.90000000 0.10000000) *
#> 7) V28< 0.958 74 14 R (0.18918919 0.81081081)
#> 14) V11>=0.33625 11 2 M (0.81818182 0.18181818) *
#> 15) V11< 0.33625 63 5 R (0.07936508 0.92063492)
#> 30) V25>=0.95775 7 3 M (0.57142857 0.42857143) *
#> 31) V25< 0.95775 56 1 R (0.01785714 0.98214286) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V51>=0.0138 61 13 M (0.78688525 0.21311475)
#> 4) V12>=0.20395 39 2 M (0.94871795 0.05128205) *
#> 5) V12< 0.20395 22 11 M (0.50000000 0.50000000)
#> 10) V20>=0.4621 13 2 M (0.84615385 0.15384615) *
#> 11) V20< 0.4621 9 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.0138 78 22 R (0.28205128 0.71794872)
#> 6) V31< 0.3671 19 6 M (0.68421053 0.31578947) *
#> 7) V31>=0.3671 59 9 R (0.15254237 0.84745763)
#> 14) V18< 0.26675 12 5 M (0.58333333 0.41666667) *
#> 15) V18>=0.26675 47 2 R (0.04255319 0.95744681) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V37< 0.2382 55 18 M (0.67272727 0.32727273)
#> 4) V43>=0.0772 43 7 M (0.83720930 0.16279070)
#> 8) V48>=0.052 36 1 M (0.97222222 0.02777778) *
#> 9) V48< 0.052 7 1 R (0.14285714 0.85714286) *
#> 5) V43< 0.0772 12 1 R (0.08333333 0.91666667) *
#> 3) V37>=0.2382 84 18 R (0.21428571 0.78571429)
#> 6) V44>=0.3375 10 2 M (0.80000000 0.20000000) *
#> 7) V44< 0.3375 74 10 R (0.13513514 0.86486486) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V51>=0.01545 48 9 M (0.81250000 0.18750000)
#> 4) V18>=0.23545 41 3 M (0.92682927 0.07317073) *
#> 5) V18< 0.23545 7 1 R (0.14285714 0.85714286) *
#> 3) V51< 0.01545 91 25 R (0.27472527 0.72527473)
#> 6) V23>=0.79085 33 14 M (0.57575758 0.42424242)
#> 12) V13>=0.1738 23 4 M (0.82608696 0.17391304)
#> 24) V15>=0.0877 16 0 M (1.00000000 0.00000000) *
#> 25) V15< 0.0877 7 3 R (0.42857143 0.57142857) *
#> 13) V13< 0.1738 10 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.79085 58 6 R (0.10344828 0.89655172)
#> 14) V42>=0.3506 9 4 M (0.55555556 0.44444444) *
#> 15) V42< 0.3506 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V10>=0.20555 54 15 M (0.72222222 0.27777778)
#> 4) V7>=0.0593 47 8 M (0.82978723 0.17021277)
#> 8) V7< 0.2101 39 3 M (0.92307692 0.07692308) *
#> 9) V7>=0.2101 8 3 R (0.37500000 0.62500000) *
#> 5) V7< 0.0593 7 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.20555 85 26 R (0.30588235 0.69411765)
#> 6) V8< 0.05785 15 2 M (0.86666667 0.13333333) *
#> 7) V8>=0.05785 70 13 R (0.18571429 0.81428571)
#> 14) V4>=0.0971 9 0 M (1.00000000 0.00000000) *
#> 15) V4< 0.0971 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.4676259 0.5323741)
#> 2) V57< 0.00545 55 13 M (0.7636364 0.2363636)
#> 4) V54< 0.01375 46 5 M (0.8913043 0.1086957) *
#> 5) V54>=0.01375 9 1 R (0.1111111 0.8888889) *
#> 3) V57>=0.00545 84 23 R (0.2738095 0.7261905)
#> 6) V58>=0.0101 21 6 M (0.7142857 0.2857143)
#> 12) V46>=0.13405 13 0 M (1.0000000 0.0000000) *
#> 13) V46< 0.13405 8 2 R (0.2500000 0.7500000) *
#> 7) V58< 0.0101 63 8 R (0.1269841 0.8730159) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V11>=0.2389 65 22 M (0.66153846 0.33846154)
#> 4) V14< 0.5006 47 6 M (0.87234043 0.12765957)
#> 8) V8>=0.0873 38 1 M (0.97368421 0.02631579) *
#> 9) V8< 0.0873 9 4 R (0.44444444 0.55555556) *
#> 5) V14>=0.5006 18 2 R (0.11111111 0.88888889) *
#> 3) V11< 0.2389 74 18 R (0.24324324 0.75675676)
#> 6) V60< 0.0016 9 1 M (0.88888889 0.11111111) *
#> 7) V60>=0.0016 65 10 R (0.15384615 0.84615385)
#> 14) V5>=0.0821 10 3 M (0.70000000 0.30000000) *
#> 15) V5< 0.0821 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V54>=0.02255 16 0 M (1.00000000 0.00000000) *
#> 3) V54< 0.02255 123 43 R (0.34959350 0.65040650)
#> 6) V28>=0.958 15 2 M (0.86666667 0.13333333) *
#> 7) V28< 0.958 108 30 R (0.27777778 0.72222222)
#> 14) V27< 0.28305 10 1 M (0.90000000 0.10000000) *
#> 15) V27>=0.28305 98 21 R (0.21428571 0.78571429)
#> 30) V44>=0.4245 7 0 M (1.00000000 0.00000000) *
#> 31) V44< 0.4245 91 14 R (0.15384615 0.84615385)
#> 62) V55>=0.0172 8 2 M (0.75000000 0.25000000) *
#> 63) V55< 0.0172 83 8 R (0.09638554 0.90361446)
#> 126) V55< 0.0041 21 6 R (0.28571429 0.71428571)
#> 252) V52>=0.00765 9 3 M (0.66666667 0.33333333) *
#> 253) V52< 0.00765 12 0 R (0.00000000 1.00000000) *
#> 127) V55>=0.0041 62 2 R (0.03225806 0.96774194) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V43>=0.0862 109 50 M (0.54128440 0.45871560)
#> 4) V34< 0.6227 82 28 M (0.65853659 0.34146341)
#> 8) V44>=0.17685 38 4 M (0.89473684 0.10526316) *
#> 9) V44< 0.17685 44 20 R (0.45454545 0.54545455)
#> 18) V4>=0.07935 14 0 M (1.00000000 0.00000000) *
#> 19) V4< 0.07935 30 6 R (0.20000000 0.80000000)
#> 38) V29>=0.88825 7 2 M (0.71428571 0.28571429) *
#> 39) V29< 0.88825 23 1 R (0.04347826 0.95652174) *
#> 5) V34>=0.6227 27 5 R (0.18518519 0.81481481) *
#> 3) V43< 0.0862 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V9>=0.16055 70 25 M (0.64285714 0.35714286)
#> 4) V17< 0.5115 35 2 M (0.94285714 0.05714286) *
#> 5) V17>=0.5115 35 12 R (0.34285714 0.65714286)
#> 10) V42< 0.19615 13 1 M (0.92307692 0.07692308) *
#> 11) V42>=0.19615 22 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.16055 69 16 R (0.23188406 0.76811594)
#> 6) V28>=0.85805 9 2 M (0.77777778 0.22222222) *
#> 7) V28< 0.85805 60 9 R (0.15000000 0.85000000)
#> 14) V19>=0.8913 8 2 M (0.75000000 0.25000000) *
#> 15) V19< 0.8913 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V39>=0.16175 92 41 M (0.55434783 0.44565217)
#> 4) V48>=0.0755 46 9 M (0.80434783 0.19565217)
#> 8) V21>=0.29265 38 3 M (0.92105263 0.07894737) *
#> 9) V21< 0.29265 8 2 R (0.25000000 0.75000000) *
#> 5) V48< 0.0755 46 14 R (0.30434783 0.69565217)
#> 10) V23>=0.79085 9 0 M (1.00000000 0.00000000) *
#> 11) V23< 0.79085 37 5 R (0.13513514 0.86486486)
#> 22) V25< 0.3678 8 3 M (0.62500000 0.37500000) *
#> 23) V25>=0.3678 29 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.16175 47 6 R (0.12765957 0.87234043)
#> 6) V57< 0.00445 10 4 M (0.60000000 0.40000000) *
#> 7) V57>=0.00445 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V1>=0.04185 21 2 M (0.90476190 0.09523810) *
#> 3) V1< 0.04185 118 35 R (0.29661017 0.70338983)
#> 6) V9>=0.13425 55 27 M (0.50909091 0.49090909)
#> 12) V33>=0.2601 32 7 M (0.78125000 0.21875000)
#> 24) V52>=0.0088 24 1 M (0.95833333 0.04166667) *
#> 25) V52< 0.0088 8 2 R (0.25000000 0.75000000) *
#> 13) V33< 0.2601 23 3 R (0.13043478 0.86956522) *
#> 7) V9< 0.13425 63 7 R (0.11111111 0.88888889)
#> 14) V32< 0.3302 9 4 M (0.55555556 0.44444444) *
#> 15) V32>=0.3302 54 2 R (0.03703704 0.96296296) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 42 R (0.30215827 0.69784173)
#> 2) V4>=0.10085 14 0 M (1.00000000 0.00000000) *
#> 3) V4< 0.10085 125 28 R (0.22400000 0.77600000)
#> 6) V12>=0.19895 59 24 R (0.40677966 0.59322034)
#> 12) V23>=0.8496 14 0 M (1.00000000 0.00000000) *
#> 13) V23< 0.8496 45 10 R (0.22222222 0.77777778)
#> 26) V7< 0.08205 9 2 M (0.77777778 0.22222222) *
#> 27) V7>=0.08205 36 3 R (0.08333333 0.91666667) *
#> 7) V12< 0.19895 66 4 R (0.06060606 0.93939394) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V12>=0.22505 79 28 M (0.64556962 0.35443038)
#> 4) V19< 0.79415 53 5 M (0.90566038 0.09433962) *
#> 5) V19>=0.79415 26 3 R (0.11538462 0.88461538) *
#> 3) V12< 0.22505 60 12 R (0.20000000 0.80000000)
#> 6) V20>=0.8321 16 5 M (0.68750000 0.31250000) *
#> 7) V20< 0.8321 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V52>=0.0233 21 1 M (0.95238095 0.04761905) *
#> 3) V52< 0.0233 118 35 R (0.29661017 0.70338983)
#> 6) V44>=0.24985 22 7 M (0.68181818 0.31818182)
#> 12) V32< 0.50445 13 0 M (1.00000000 0.00000000) *
#> 13) V32>=0.50445 9 2 R (0.22222222 0.77777778) *
#> 7) V44< 0.24985 96 20 R (0.20833333 0.79166667)
#> 14) V40< 0.1066 11 3 M (0.72727273 0.27272727) *
#> 15) V40>=0.1066 85 12 R (0.14117647 0.85882353) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V49>=0.03495 91 33 M (0.63736264 0.36263736)
#> 4) V6>=0.0663 73 17 M (0.76712329 0.23287671)
#> 8) V57>=0.00315 59 6 M (0.89830508 0.10169492) *
#> 9) V57< 0.00315 14 3 R (0.21428571 0.78571429) *
#> 5) V6< 0.0663 18 2 R (0.11111111 0.88888889) *
#> 3) V49< 0.03495 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V4>=0.052 63 15 M (0.76190476 0.23809524)
#> 4) V6< 0.1715 49 3 M (0.93877551 0.06122449) *
#> 5) V6>=0.1715 14 2 R (0.14285714 0.85714286) *
#> 3) V4< 0.052 76 27 R (0.35526316 0.64473684)
#> 6) V44>=0.1714 31 9 M (0.70967742 0.29032258)
#> 12) V37< 0.3542 21 1 M (0.95238095 0.04761905) *
#> 13) V37>=0.3542 10 2 R (0.20000000 0.80000000) *
#> 7) V44< 0.1714 45 5 R (0.11111111 0.88888889)
#> 14) V28>=0.94895 7 3 M (0.57142857 0.42857143) *
#> 15) V28< 0.94895 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V37< 0.1982 45 7 M (0.84444444 0.15555556)
#> 4) V48>=0.052 37 1 M (0.97297297 0.02702703) *
#> 5) V48< 0.052 8 2 R (0.25000000 0.75000000) *
#> 3) V37>=0.1982 94 39 R (0.41489362 0.58510638)
#> 6) V38>=0.3619 41 11 M (0.73170732 0.26829268)
#> 12) V31< 0.45735 27 1 M (0.96296296 0.03703704) *
#> 13) V31>=0.45735 14 4 R (0.28571429 0.71428571) *
#> 7) V38< 0.3619 53 9 R (0.16981132 0.83018868)
#> 14) V53>=0.01285 7 2 M (0.71428571 0.28571429) *
#> 15) V53< 0.01285 46 4 R (0.08695652 0.91304348) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V9>=0.19435 48 9 M (0.81250000 0.18750000)
#> 4) V57< 0.01295 36 1 M (0.97222222 0.02777778) *
#> 5) V57>=0.01295 12 4 R (0.33333333 0.66666667) *
#> 3) V9< 0.19435 91 29 R (0.31868132 0.68131868)
#> 6) V42>=0.326 18 2 M (0.88888889 0.11111111) *
#> 7) V42< 0.326 73 13 R (0.17808219 0.82191781)
#> 14) V28>=0.98705 8 0 M (1.00000000 0.00000000) *
#> 15) V28< 0.98705 65 5 R (0.07692308 0.92307692) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V49>=0.03495 91 24 M (0.73626374 0.26373626)
#> 4) V15< 0.5554 72 8 M (0.88888889 0.11111111)
#> 8) V19>=0.2488 65 4 M (0.93846154 0.06153846) *
#> 9) V19< 0.2488 7 3 R (0.42857143 0.57142857) *
#> 5) V15>=0.5554 19 3 R (0.15789474 0.84210526) *
#> 3) V49< 0.03495 48 9 R (0.18750000 0.81250000)
#> 6) V11>=0.2366 17 8 M (0.52941176 0.47058824) *
#> 7) V11< 0.2366 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V46>=0.25215 28 3 M (0.89285714 0.10714286) *
#> 3) V46< 0.25215 111 44 R (0.39639640 0.60360360)
#> 6) V51>=0.00855 74 34 M (0.54054054 0.45945946)
#> 12) V26>=0.793 31 5 M (0.83870968 0.16129032)
#> 24) V42>=0.20645 22 0 M (1.00000000 0.00000000) *
#> 25) V42< 0.20645 9 4 R (0.44444444 0.55555556) *
#> 13) V26< 0.793 43 14 R (0.32558140 0.67441860)
#> 26) V27< 0.5701 17 4 M (0.76470588 0.23529412) *
#> 27) V27>=0.5701 26 1 R (0.03846154 0.96153846) *
#> 7) V51< 0.00855 37 4 R (0.10810811 0.89189189) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V48>=0.07485 76 31 M (0.59210526 0.40789474)
#> 4) V4>=0.0533 35 4 M (0.88571429 0.11428571)
#> 8) V34>=0.1566 28 0 M (1.00000000 0.00000000) *
#> 9) V34< 0.1566 7 3 R (0.42857143 0.57142857) *
#> 5) V4< 0.0533 41 14 R (0.34146341 0.65853659)
#> 10) V33< 0.17055 10 0 M (1.00000000 0.00000000) *
#> 11) V33>=0.17055 31 4 R (0.12903226 0.87096774) *
#> 3) V48< 0.07485 63 12 R (0.19047619 0.80952381)
#> 6) V51< 0.00665 12 3 M (0.75000000 0.25000000) *
#> 7) V51>=0.00665 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V21>=0.5645 86 25 M (0.70930233 0.29069767)
#> 4) V44>=0.14005 60 6 M (0.90000000 0.10000000)
#> 8) V41< 0.38775 53 1 M (0.98113208 0.01886792) *
#> 9) V41>=0.38775 7 2 R (0.28571429 0.71428571) *
#> 5) V44< 0.14005 26 7 R (0.26923077 0.73076923)
#> 10) V20< 0.7707 7 0 M (1.00000000 0.00000000) *
#> 11) V20>=0.7707 19 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.5645 53 14 R (0.26415094 0.73584906)
#> 6) V37< 0.21155 13 2 M (0.84615385 0.15384615) *
#> 7) V37>=0.21155 40 3 R (0.07500000 0.92500000) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V39>=0.1606 101 35 M (0.65346535 0.34653465)
#> 4) V6< 0.2171 89 23 M (0.74157303 0.25842697)
#> 8) V5>=0.01475 81 15 M (0.81481481 0.18518519)
#> 16) V44>=0.1016 70 7 M (0.90000000 0.10000000) *
#> 17) V44< 0.1016 11 3 R (0.27272727 0.72727273) *
#> 9) V5< 0.01475 8 0 R (0.00000000 1.00000000) *
#> 5) V6>=0.2171 12 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.1606 38 9 R (0.23684211 0.76315789)
#> 6) V37< 0.1152 8 0 M (1.00000000 0.00000000) *
#> 7) V37>=0.1152 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V12>=0.22505 87 25 M (0.71264368 0.28735632)
#> 4) V7< 0.2145 73 13 M (0.82191781 0.17808219)
#> 8) V52>=0.00835 54 2 M (0.96296296 0.03703704) *
#> 9) V52< 0.00835 19 8 R (0.42105263 0.57894737) *
#> 5) V7>=0.2145 14 2 R (0.14285714 0.85714286) *
#> 3) V12< 0.22505 52 14 R (0.26923077 0.73076923)
#> 6) V20>=0.8291 14 3 M (0.78571429 0.21428571) *
#> 7) V20< 0.8291 38 3 R (0.07894737 0.92105263) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V12>=0.2183 96 24 M (0.75000000 0.25000000)
#> 4) V17< 0.91005 86 14 M (0.83720930 0.16279070)
#> 8) V36< 0.47405 64 2 M (0.96875000 0.03125000) *
#> 9) V36>=0.47405 22 10 R (0.45454545 0.54545455)
#> 18) V10>=0.28655 8 0 M (1.00000000 0.00000000) *
#> 19) V10< 0.28655 14 2 R (0.14285714 0.85714286) *
#> 5) V17>=0.91005 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2183 43 10 R (0.23255814 0.76744186)
#> 6) V34>=0.3644 10 3 M (0.70000000 0.30000000) *
#> 7) V34< 0.3644 33 3 R (0.09090909 0.90909091) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V23>=0.79225 41 4 M (0.90243902 0.09756098) *
#> 3) V23< 0.79225 98 39 R (0.39795918 0.60204082)
#> 6) V47>=0.1472 34 6 M (0.82352941 0.17647059)
#> 12) V13< 0.31585 27 0 M (1.00000000 0.00000000) *
#> 13) V13>=0.31585 7 1 R (0.14285714 0.85714286) *
#> 7) V47< 0.1472 64 11 R (0.17187500 0.82812500)
#> 14) V37< 0.1162 7 1 M (0.85714286 0.14285714) *
#> 15) V37>=0.1162 57 5 R (0.08771930 0.91228070) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.4748201 0.5251799)
#> 2) V12>=0.1677 92 33 M (0.6413043 0.3586957)
#> 4) V32>=0.2148 79 20 M (0.7468354 0.2531646)
#> 8) V52>=0.00695 66 11 M (0.8333333 0.1666667)
#> 16) V40< 0.6016 58 5 M (0.9137931 0.0862069) *
#> 17) V40>=0.6016 8 2 R (0.2500000 0.7500000) *
#> 9) V52< 0.00695 13 4 R (0.3076923 0.6923077) *
#> 5) V32< 0.2148 13 0 R (0.0000000 1.0000000) *
#> 3) V12< 0.1677 47 7 R (0.1489362 0.8510638)
#> 6) V51>=0.02255 7 1 M (0.8571429 0.1428571) *
#> 7) V51< 0.02255 40 1 R (0.0250000 0.9750000) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V49>=0.03495 85 35 M (0.58823529 0.41176471)
#> 4) V30>=0.2888 69 20 M (0.71014493 0.28985507)
#> 8) V39>=0.15985 58 11 M (0.81034483 0.18965517)
#> 16) V22>=0.3221 50 5 M (0.90000000 0.10000000) *
#> 17) V22< 0.3221 8 2 R (0.25000000 0.75000000) *
#> 9) V39< 0.15985 11 2 R (0.18181818 0.81818182) *
#> 5) V30< 0.2888 16 1 R (0.06250000 0.93750000) *
#> 3) V49< 0.03495 54 8 R (0.14814815 0.85185185)
#> 6) V18>=0.9099 7 2 M (0.71428571 0.28571429) *
#> 7) V18< 0.9099 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V49>=0.03395 78 15 M (0.80769231 0.19230769)
#> 4) V60>=0.00245 64 6 M (0.90625000 0.09375000) *
#> 5) V60< 0.00245 14 5 R (0.35714286 0.64285714) *
#> 3) V49< 0.03395 61 14 R (0.22950820 0.77049180)
#> 6) V11>=0.27145 19 7 M (0.63157895 0.36842105) *
#> 7) V11< 0.27145 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V46>=0.25215 24 2 M (0.91666667 0.08333333) *
#> 3) V46< 0.25215 115 44 R (0.38260870 0.61739130)
#> 6) V36< 0.22175 45 15 M (0.66666667 0.33333333)
#> 12) V39< 0.3095 34 5 M (0.85294118 0.14705882) *
#> 13) V39>=0.3095 11 1 R (0.09090909 0.90909091) *
#> 7) V36>=0.22175 70 14 R (0.20000000 0.80000000)
#> 14) V43>=0.30685 17 7 M (0.58823529 0.41176471) *
#> 15) V43< 0.30685 53 4 R (0.07547170 0.92452830)
#> 30) V19>=0.8861 7 3 M (0.57142857 0.42857143) *
#> 31) V19< 0.8861 46 0 R (0.00000000 1.00000000) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V38< 0.2055 50 10 M (0.80000000 0.20000000)
#> 4) V58>=0.00205 43 4 M (0.90697674 0.09302326) *
#> 5) V58< 0.00205 7 1 R (0.14285714 0.85714286) *
#> 3) V38>=0.2055 89 28 R (0.31460674 0.68539326)
#> 6) V45>=0.2711 26 5 M (0.80769231 0.19230769)
#> 12) V11>=0.1841 17 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.1841 9 4 R (0.44444444 0.55555556) *
#> 7) V45< 0.2711 63 7 R (0.11111111 0.88888889)
#> 14) V25>=0.95375 9 3 M (0.66666667 0.33333333) *
#> 15) V25< 0.95375 54 1 R (0.01851852 0.98148148) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V17< 0.82855 120 44 M (0.63333333 0.36666667)
#> 4) V51>=0.0137 51 8 M (0.84313725 0.15686275)
#> 8) V1>=0.02075 39 1 M (0.97435897 0.02564103) *
#> 9) V1< 0.02075 12 5 R (0.41666667 0.58333333) *
#> 5) V51< 0.0137 69 33 R (0.47826087 0.52173913)
#> 10) V6>=0.05555 50 18 M (0.64000000 0.36000000)
#> 20) V16>=0.11375 42 10 M (0.76190476 0.23809524)
#> 40) V1< 0.03075 32 3 M (0.90625000 0.09375000) *
#> 41) V1>=0.03075 10 3 R (0.30000000 0.70000000) *
#> 21) V16< 0.11375 8 0 R (0.00000000 1.00000000) *
#> 11) V6< 0.05555 19 1 R (0.05263158 0.94736842) *
#> 3) V17>=0.82855 19 1 R (0.05263158 0.94736842) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V49>=0.0354 87 26 M (0.70114943 0.29885057)
#> 4) V17< 0.88775 78 17 M (0.78205128 0.21794872)
#> 8) V24< 0.99655 71 10 M (0.85915493 0.14084507)
#> 16) V20< 0.91865 62 4 M (0.93548387 0.06451613) *
#> 17) V20>=0.91865 9 3 R (0.33333333 0.66666667) *
#> 9) V24>=0.99655 7 0 R (0.00000000 1.00000000) *
#> 5) V17>=0.88775 9 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0354 52 10 R (0.19230769 0.80769231)
#> 6) V31< 0.35965 11 3 M (0.72727273 0.27272727) *
#> 7) V31>=0.35965 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V59>=0.01205 23 1 M (0.95652174 0.04347826) *
#> 3) V59< 0.01205 116 46 R (0.39655172 0.60344828)
#> 6) V46>=0.06895 83 38 M (0.54216867 0.45783133)
#> 12) V23>=0.8771 20 0 M (1.00000000 0.00000000) *
#> 13) V23< 0.8771 63 25 R (0.39682540 0.60317460)
#> 26) V29>=0.7375 25 7 M (0.72000000 0.28000000)
#> 52) V47>=0.13435 13 0 M (1.00000000 0.00000000) *
#> 53) V47< 0.13435 12 5 R (0.41666667 0.58333333) *
#> 27) V29< 0.7375 38 7 R (0.18421053 0.81578947)
#> 54) V6>=0.1232 8 2 M (0.75000000 0.25000000) *
#> 55) V6< 0.1232 30 1 R (0.03333333 0.96666667) *
#> 7) V46< 0.06895 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V53>=0.0177 23 2 M (0.91304348 0.08695652) *
#> 3) V53< 0.0177 116 45 R (0.38793103 0.61206897)
#> 6) V3< 0.04995 77 35 M (0.54545455 0.45454545)
#> 12) V15< 0.16915 30 4 M (0.86666667 0.13333333)
#> 24) V42< 0.3894 23 0 M (1.00000000 0.00000000) *
#> 25) V42>=0.3894 7 3 R (0.42857143 0.57142857) *
#> 13) V15>=0.16915 47 16 R (0.34042553 0.65957447)
#> 26) V4>=0.03795 18 5 M (0.72222222 0.27777778) *
#> 27) V4< 0.03795 29 3 R (0.10344828 0.89655172) *
#> 7) V3>=0.04995 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V37< 0.18745 46 13 M (0.71739130 0.28260870)
#> 4) V38< 0.2043 39 6 M (0.84615385 0.15384615)
#> 8) V38>=0.13785 28 0 M (1.00000000 0.00000000) *
#> 9) V38< 0.13785 11 5 R (0.45454545 0.54545455) *
#> 5) V38>=0.2043 7 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.18745 93 24 R (0.25806452 0.74193548)
#> 6) V55< 0.0041 28 11 M (0.60714286 0.39285714)
#> 12) V56>=0.00545 14 0 M (1.00000000 0.00000000) *
#> 13) V56< 0.00545 14 3 R (0.21428571 0.78571429) *
#> 7) V55>=0.0041 65 7 R (0.10769231 0.89230769)
#> 14) V5< 0.0629 24 7 R (0.29166667 0.70833333)
#> 28) V2>=0.05 7 1 M (0.85714286 0.14285714) *
#> 29) V2< 0.05 17 1 R (0.05882353 0.94117647) *
#> 15) V5>=0.0629 41 0 R (0.00000000 1.00000000) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V4>=0.10895 22 0 M (1.0000000 0.0000000) *
#> 3) V4< 0.10895 117 53 R (0.4529915 0.5470085)
#> 6) V45>=0.14095 64 21 M (0.6718750 0.3281250)
#> 12) V3< 0.06225 48 8 M (0.8333333 0.1666667) *
#> 13) V3>=0.06225 16 3 R (0.1875000 0.8125000) *
#> 7) V45< 0.14095 53 10 R (0.1886792 0.8113208) *
#>
#>
#> $weights
#> [1] 0.6450753 0.6760528 0.5095612 0.8955137 0.4102441 0.7895932 0.7607276
#> [8] 0.8220503 0.5905268 0.7497600 0.6948574 0.5884466 0.6007434 0.6976444
#> [15] 0.7364770 0.6272919 0.9099549 0.6893673 0.7159672 0.7300673 0.7858449
#> [22] 0.6865681 0.7285013 0.7479292 0.7126451 0.6734377 0.7765904 0.6346586
#> [29] 0.8980466 0.8751659 0.9590030 0.5502508 0.5667136 0.9899480 0.8291638
#> [36] 0.6142083 0.7879827 0.7228461 0.5110665 0.7784158 0.6198490 0.7201249
#> [43] 0.5729539 0.6602582 0.7086544 0.5468185 0.7451716 0.5871456 0.5748056
#> [50] 0.6185416 0.6642310 0.8021583 0.7923804 0.7488554 0.8084043 0.6249073
#> [57] 0.6496191 0.6262202 0.4835064 0.6007814 0.8586696 0.5169282 0.8344206
#> [64] 0.7099156 0.7312850 0.8353949 0.6959441 0.5255883 0.6393611 0.8553649
#> [71] 0.6296214 0.9818365 0.8785024 0.5958990 0.7899400 0.7481423 0.7263568
#> [78] 0.5057873 0.8597594 0.8977794 0.7039620 0.6289197 0.6212783 0.4890355
#> [85] 0.6661019 0.6173112 0.7893246 0.8184918 0.6966649 0.8295493 0.6526931
#> [92] 0.4767470 0.5677191 0.6259936 0.5958739 0.6903063 0.6944404 0.7120609
#> [99] 0.6748632 0.4357270
#>
#> $votes
#> [,1] [,2]
#> [1,] 17.797242 51.83061
#> [2,] 18.845985 50.78187
#> [3,] 17.318553 52.30930
#> [4,] 17.663917 51.96394
#> [5,] 18.517974 51.10988
#> [6,] 18.646920 50.98094
#> [7,] 17.632363 51.99549
#> [8,] 9.933309 59.69455
#> [9,] 15.926970 53.70089
#> [10,] 18.103594 51.52426
#> [11,] 17.289017 52.33884
#> [12,] 18.330985 51.29687
#> [13,] 18.914677 50.71318
#> [14,] 17.964277 51.66358
#> [15,] 19.050541 50.57732
#> [16,] 17.741140 51.88672
#> [17,] 18.236026 51.39183
#> [18,] 18.325465 51.30239
#> [19,] 18.093074 51.53478
#> [20,] 16.774799 52.85306
#> [21,] 15.368466 54.25939
#> [22,] 15.561105 54.06675
#> [23,] 18.765209 50.86265
#> [24,] 8.708325 60.91953
#> [25,] 11.880810 57.74705
#> [26,] 16.564836 53.06302
#> [27,] 18.798431 50.82943
#> [28,] 18.277850 51.35001
#> [29,] 18.170207 51.45765
#> [30,] 18.277246 51.35061
#> [31,] 18.805870 50.82199
#> [32,] 6.317047 63.31081
#> [33,] 13.105366 56.52249
#> [34,] 15.498212 54.12964
#> [35,] 16.276879 53.35098
#> [36,] 18.241099 51.38676
#> [37,] 17.994082 51.63377
#> [38,] 14.760733 54.86712
#> [39,] 14.911028 54.71683
#> [40,] 18.459262 51.16859
#> [41,] 13.510458 56.11740
#> [42,] 16.101219 53.52664
#> [43,] 16.736058 52.89180
#> [44,] 18.024130 51.60373
#> [45,] 16.304747 53.32311
#> [46,] 15.601384 54.02647
#> [47,] 18.021929 51.60593
#> [48,] 17.722380 51.90548
#> [49,] 18.082130 51.54573
#> [50,] 18.446343 51.18151
#> [51,] 18.692376 50.93548
#> [52,] 16.855628 52.77223
#> [53,] 17.236954 52.39090
#> [54,] 18.377403 51.25045
#> [55,] 18.540585 51.08727
#> [56,] 15.358818 54.26904
#> [57,] 18.866047 50.76181
#> [58,] 17.777451 51.85041
#> [59,] 18.425364 51.20249
#> [60,] 16.425749 53.20211
#> [61,] 17.821969 51.80589
#> [62,] 17.281686 52.34617
#> [63,] 17.829021 51.79884
#> [64,] 17.577774 52.05008
#> [65,] 16.871509 52.75635
#> [66,] 13.967465 55.66039
#> [67,] 50.587186 19.04067
#> [68,] 51.245348 18.38251
#> [69,] 51.400173 18.22768
#> [70,] 50.776024 18.85183
#> [71,] 51.359655 18.26820
#> [72,] 51.015231 18.61263
#> [73,] 52.308810 17.31905
#> [74,] 50.750563 18.87729
#> [75,] 51.054568 18.57329
#> [76,] 53.083389 16.54447
#> [77,] 51.569221 18.05864
#> [78,] 54.244792 15.38306
#> [79,] 50.948787 18.67907
#> [80,] 56.743512 12.88434
#> [81,] 52.212600 17.41526
#> [82,] 51.230109 18.39775
#> [83,] 52.487663 17.14019
#> [84,] 51.247347 18.38051
#> [85,] 51.122018 18.50584
#> [86,] 51.533587 18.09427
#> [87,] 52.155974 17.47188
#> [88,] 51.726866 17.90099
#> [89,] 54.024669 15.60319
#> [90,] 53.907547 15.72031
#> [91,] 51.727323 17.90053
#> [92,] 52.107461 17.52040
#> [93,] 54.580300 15.04756
#> [94,] 51.734008 17.89385
#> [95,] 51.451618 18.17624
#> [96,] 53.301157 16.32670
#> [97,] 52.285667 17.34219
#> [98,] 56.989874 12.63798
#> [99,] 52.001063 17.62679
#> [100,] 52.654824 16.97303
#> [101,] 53.970560 15.65730
#> [102,] 50.423187 19.20467
#> [103,] 51.678472 17.94938
#> [104,] 52.959757 16.66810
#> [105,] 52.009083 17.61877
#> [106,] 51.538925 18.08893
#> [107,] 51.625769 18.00209
#> [108,] 52.321412 17.30644
#> [109,] 50.703111 18.92475
#> [110,] 52.040897 17.58696
#> [111,] 50.993223 18.63463
#> [112,] 51.295040 18.33282
#> [113,] 50.698385 18.92947
#> [114,] 51.734055 17.89380
#> [115,] 49.804497 19.82336
#> [116,] 53.661439 15.96642
#> [117,] 49.850899 19.77696
#> [118,] 51.368566 18.25929
#> [119,] 53.978545 15.64931
#> [120,] 52.835009 16.79285
#> [121,] 53.133696 16.49416
#> [122,] 54.823629 14.80423
#> [123,] 57.983797 11.64406
#> [124,] 57.577146 12.05071
#> [125,] 53.875147 15.75271
#> [126,] 51.983045 17.64481
#> [127,] 55.233381 14.39448
#> [128,] 52.368792 17.25906
#> [129,] 51.811137 17.81672
#> [130,] 51.396224 18.23163
#> [131,] 54.401641 15.22622
#> [132,] 54.498971 15.12889
#> [133,] 56.270122 13.35773
#> [134,] 54.777926 14.84993
#> [135,] 56.169779 13.45808
#> [136,] 50.687674 18.94018
#> [137,] 53.405446 16.22241
#> [138,] 51.878356 17.74950
#> [139,] 51.082021 18.54584
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.25560519 0.7443948
#> [2,] 0.27066732 0.7293327
#> [3,] 0.24873023 0.7512698
#> [4,] 0.25369038 0.7463096
#> [5,] 0.26595639 0.7340436
#> [6,] 0.26780833 0.7321917
#> [7,] 0.25323719 0.7467628
#> [8,] 0.14266286 0.8573371
#> [9,] 0.22874422 0.7712558
#> [10,] 0.26000505 0.7399950
#> [11,] 0.24830603 0.7516940
#> [12,] 0.26327085 0.7367292
#> [13,] 0.27165387 0.7283461
#> [14,] 0.25800416 0.7419958
#> [15,] 0.27360517 0.7263948
#> [16,] 0.25479946 0.7452005
#> [17,] 0.26190704 0.7380930
#> [18,] 0.26319157 0.7368084
#> [19,] 0.25985396 0.7401460
#> [20,] 0.24092081 0.7590792
#> [21,] 0.22072296 0.7792770
#> [22,] 0.22348964 0.7765104
#> [23,] 0.26950721 0.7304928
#> [24,] 0.12506955 0.8749305
#> [25,] 0.17063300 0.8293670
#> [26,] 0.23790529 0.7620947
#> [27,] 0.26998434 0.7300157
#> [28,] 0.26250772 0.7374923
#> [29,] 0.26096175 0.7390383
#> [30,] 0.26249905 0.7375010
#> [31,] 0.27009118 0.7299088
#> [32,] 0.09072586 0.9092741
#> [33,] 0.18822016 0.8117798
#> [34,] 0.22258638 0.7774136
#> [35,] 0.23376964 0.7662304
#> [36,] 0.26197990 0.7380201
#> [37,] 0.25843222 0.7415678
#> [38,] 0.21199465 0.7880054
#> [39,] 0.21415320 0.7858468
#> [40,] 0.26511317 0.7348868
#> [41,] 0.19403812 0.8059619
#> [42,] 0.23124679 0.7687532
#> [43,] 0.24036439 0.7596356
#> [44,] 0.25886377 0.7411362
#> [45,] 0.23416988 0.7658301
#> [46,] 0.22406813 0.7759319
#> [47,] 0.25883216 0.7411678
#> [48,] 0.25453002 0.7454700
#> [49,] 0.25969678 0.7403032
#> [50,] 0.26492763 0.7350724
#> [51,] 0.26846117 0.7315388
#> [52,] 0.24208167 0.7579183
#> [53,] 0.24755831 0.7524417
#> [54,] 0.26393751 0.7360625
#> [55,] 0.26628114 0.7337189
#> [56,] 0.22058438 0.7794156
#> [57,] 0.27095545 0.7290446
#> [58,] 0.25532096 0.7446790
#> [59,] 0.26462632 0.7353737
#> [60,] 0.23590772 0.7640923
#> [61,] 0.25596033 0.7440397
#> [62,] 0.24820075 0.7517993
#> [63,] 0.25606160 0.7439384
#> [64,] 0.25245318 0.7475468
#> [65,] 0.24230975 0.7576902
#> [66,] 0.20060169 0.7993983
#> [67,] 0.72653659 0.2734634
#> [68,] 0.73598917 0.2640108
#> [69,] 0.73821277 0.2617872
#> [70,] 0.72924870 0.2707513
#> [71,] 0.73763084 0.2623692
#> [72,] 0.73268420 0.2673158
#> [73,] 0.75126268 0.2487373
#> [74,] 0.72888303 0.2711170
#> [75,] 0.73324917 0.2667508
#> [76,] 0.76238723 0.2376128
#> [77,] 0.74064064 0.2593594
#> [78,] 0.77906739 0.2209326
#> [79,] 0.73172993 0.2682701
#> [80,] 0.81495417 0.1850458
#> [81,] 0.74988090 0.2501191
#> [82,] 0.73577029 0.2642297
#> [83,] 0.75383138 0.2461686
#> [84,] 0.73601787 0.2639821
#> [85,] 0.73421789 0.2657821
#> [86,] 0.74012887 0.2598711
#> [87,] 0.74906763 0.2509324
#> [88,] 0.74290476 0.2570952
#> [89,] 0.77590596 0.2240940
#> [90,] 0.77422384 0.2257762
#> [91,] 0.74291132 0.2570887
#> [92,] 0.74837089 0.2516291
#> [93,] 0.78388597 0.2161140
#> [94,] 0.74300734 0.2569927
#> [95,] 0.73895162 0.2610484
#> [96,] 0.76551482 0.2344852
#> [97,] 0.75093029 0.2490697
#> [98,] 0.81849243 0.1815076
#> [99,] 0.74684280 0.2531572
#> [100,] 0.75623216 0.2437678
#> [101,] 0.77512884 0.2248712
#> [102,] 0.72418123 0.2758188
#> [103,] 0.74220972 0.2577903
#> [104,] 0.76061162 0.2393884
#> [105,] 0.74695798 0.2530420
#> [106,] 0.74020553 0.2597945
#> [107,] 0.74145279 0.2585472
#> [108,] 0.75144367 0.2485563
#> [109,] 0.72820151 0.2717985
#> [110,] 0.74741489 0.2525851
#> [111,] 0.73236813 0.2676319
#> [112,] 0.73670284 0.2632972
#> [113,] 0.72813364 0.2718664
#> [114,] 0.74300800 0.2569920
#> [115,] 0.71529557 0.2847044
#> [116,] 0.77068922 0.2293108
#> [117,] 0.71596199 0.2840380
#> [118,] 0.73775882 0.2622412
#> [119,] 0.77524353 0.2247565
#> [120,] 0.75881997 0.2411800
#> [121,] 0.76310975 0.2368903
#> [122,] 0.78738068 0.2126193
#> [123,] 0.83276723 0.1672328
#> [124,] 0.82692687 0.1730731
#> [125,] 0.77375851 0.2262415
#> [126,] 0.74658401 0.2534160
#> [127,] 0.79326557 0.2067344
#> [128,] 0.75212414 0.2478759
#> [129,] 0.74411506 0.2558849
#> [130,] 0.73815606 0.2618439
#> [131,] 0.78132006 0.2186799
#> [132,] 0.78271792 0.2172821
#> [133,] 0.80815531 0.1918447
#> [134,] 0.78672429 0.2132757
#> [135,] 0.80671417 0.1932858
#> [136,] 0.72797981 0.2720202
#> [137,] 0.76701263 0.2329874
#> [138,] 0.74508047 0.2549195
#> [139,] 0.73364345 0.2663566
#>
#> $class
#> [1] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [19] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [37] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [55] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "M" "M" "M" "M" "M" "M"
#> [73] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [91] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [109] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [127] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#>
#> $importance
#> V1 V10 V11 V12 V13 V14 V15 V16
#> 2.0926989 2.5338072 2.4829052 5.3620558 0.8884893 0.4594801 1.7666764 3.2684169
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 1.4444044 0.4702009 2.3825200 0.2191194 2.2900378 2.0453643 0.2088275 3.2992721
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.9772533 0.8484426 0.3617649 2.1442170 3.0749068 0.3659536 0.8540409 0.2935491
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 1.6979428 1.0131121 0.9730113 0.6877569 0.3536422 2.4728982 3.6915119 1.4102310
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.3493758 3.5255212 1.3561682 0.9703174 2.6044106 2.8337904 2.2132661 1.7325389
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 1.3167791 1.9583586 1.5242360 2.3504849 1.5603629 0.8522058 4.1465495 2.9597162
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.7334327 1.6960959 1.7649563 0.7981205 0.8069223 0.8639791 0.5417042 1.7344792
#> V60 V7 V8 V9
#> 0.9618951 1.4765285 0.3153173 1.6179764
#>
#> $terms
#> Class ~ V1 + V10 + V11 + V12 + V13 + V14 + V15 + V16 + V17 +
#> V18 + V19 + V2 + V20 + V21 + V22 + V23 + V24 + V25 + V26 +
#> V27 + V28 + V29 + V3 + V30 + V31 + V32 + V33 + V34 + V35 +
#> V36 + V37 + V38 + V39 + V4 + V40 + V41 + V42 + V43 + V44 +
#> V45 + V46 + V47 + V48 + V49 + V5 + V50 + V51 + V52 + V53 +
#> V54 + V55 + V56 + V57 + V58 + V59 + V6 + V60 + V7 + V8 +
#> V9
#> attr(,"variables")
#> list(Class, V1, V10, V11, V12, V13, V14, V15, V16, V17, V18,
#> V19, V2, V20, V21, V22, V23, V24, V25, V26, V27, V28, V29,
#> V3, V30, V31, V32, V33, V34, V35, V36, V37, V38, V39, V4,
#> V40, V41, V42, V43, V44, V45, V46, V47, V48, V49, V5, V50,
#> V51, V52, V53, V54, V55, V56, V57, V58, V59, V6, V60, V7,
#> V8, V9)
#> attr(,"factors")
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18 V19 V2 V20 V21 V22 V23 V24 V25 V26
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V27 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 V28 V29 V3 V30 V31 V32 V33 V34 V35 V36 V37 V38 V39 V4 V40 V41 V42 V43
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 V45 V46 V47 V48 V49 V5 V50 V51 V52 V53 V54 V55 V56 V57 V58 V59 V6 V60
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 V8 V9
#> Class 0 0 0
#> V1 0 0 0
#> V10 0 0 0
#> V11 0 0 0
#> V12 0 0 0
#> V13 0 0 0
#> V14 0 0 0
#> V15 0 0 0
#> V16 0 0 0
#> V17 0 0 0
#> V18 0 0 0
#> V19 0 0 0
#> V2 0 0 0
#> V20 0 0 0
#> V21 0 0 0
#> V22 0 0 0
#> V23 0 0 0
#> V24 0 0 0
#> V25 0 0 0
#> V26 0 0 0
#> V27 0 0 0
#> V28 0 0 0
#> V29 0 0 0
#> V3 0 0 0
#> V30 0 0 0
#> V31 0 0 0
#> V32 0 0 0
#> V33 0 0 0
#> V34 0 0 0
#> V35 0 0 0
#> V36 0 0 0
#> V37 0 0 0
#> V38 0 0 0
#> V39 0 0 0
#> V4 0 0 0
#> V40 0 0 0
#> V41 0 0 0
#> V42 0 0 0
#> V43 0 0 0
#> V44 0 0 0
#> V45 0 0 0
#> V46 0 0 0
#> V47 0 0 0
#> V48 0 0 0
#> V49 0 0 0
#> V5 0 0 0
#> V50 0 0 0
#> V51 0 0 0
#> V52 0 0 0
#> V53 0 0 0
#> V54 0 0 0
#> V55 0 0 0
#> V56 0 0 0
#> V57 0 0 0
#> V58 0 0 0
#> V59 0 0 0
#> V6 0 0 0
#> V60 0 0 0
#> V7 1 0 0
#> V8 0 1 0
#> V9 0 0 1
#> attr(,"term.labels")
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#> attr(,"order")
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> [39] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> attr(,"intercept")
#> [1] 1
#> attr(,"response")
#> [1] 1
#> attr(,"predvars")
#> list(Class, V1, V10, V11, V12, V13, V14, V15, V16, V17, V18,
#> V19, V2, V20, V21, V22, V23, V24, V25, V26, V27, V28, V29,
#> V3, V30, V31, V32, V33, V34, V35, V36, V37, V38, V39, V4,
#> V40, V41, V42, V43, V44, V45, V46, V47, V48, V49, V5, V50,
#> V51, V52, V53, V54, V55, V56, V57, V58, V59, V6, V60, V7,
#> V8, V9)
#> attr(,"dataClasses")
#> Class V1 V10 V11 V12 V13 V14 V15
#> "factor" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V16 V17 V18 V19 V2 V20 V21 V22
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V23 V24 V25 V26 V27 V28 V29 V3
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V30 V31 V32 V33 V34 V35 V36 V37
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V38 V39 V4 V40 V41 V42 V43 V44
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V45 V46 V47 V48 V49 V5 V50 V51
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V52 V53 V54 V55 V56 V57 V58 V59
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V6 V60 V7 V8 V9
#> "numeric" "numeric" "numeric" "numeric" "numeric"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 73 66
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V12 V51 V37 V4 V23 V16 V28 V52
#> 5.3620558 4.1465495 3.6915119 3.5255212 3.2992721 3.2684169 3.0749068 2.9597162
#> V43 V42 V10 V11 V36 V19 V49 V39
#> 2.8337904 2.6044106 2.5338072 2.4829052 2.4728982 2.3825200 2.3504849 2.3493758
#> V20 V44 V27 V1 V21 V47 V15 V55
#> 2.2900378 2.2132661 2.1442170 2.0926989 2.0453643 1.9583586 1.7666764 1.7649563
#> V6 V45 V31 V54 V9 V5 V48 V7
#> 1.7344792 1.7325389 1.6979428 1.6960959 1.6179764 1.5603629 1.5242360 1.4765285
#> V17 V38 V40 V46 V32 V24 V33 V41
#> 1.4444044 1.4102310 1.3561682 1.3167791 1.0131121 0.9772533 0.9730113 0.9703174
#> V60 V13 V58 V3 V50 V25 V57 V56
#> 0.9618951 0.8884893 0.8639791 0.8540409 0.8522058 0.8484426 0.8069223 0.7981205
#> V53 V34 V59 V18 V14 V29 V26 V35
#> 0.7334327 0.6877569 0.5417042 0.4702009 0.4594801 0.3659536 0.3617649 0.3536422
#> V8 V30 V2 V22
#> 0.3153173 0.2935491 0.2191194 0.2088275
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2028986