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 69 M (0.50359712 0.49640288)
#> 2) V11>=0.2031 77 18 M (0.76623377 0.23376623)
#> 4) V16< 0.66545 56 3 M (0.94642857 0.05357143) *
#> 5) V16>=0.66545 21 6 R (0.28571429 0.71428571)
#> 10) V27< 0.49675 7 1 M (0.85714286 0.14285714) *
#> 11) V27>=0.49675 14 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.2031 62 11 R (0.17741935 0.82258065)
#> 6) V19>=0.75015 12 4 M (0.66666667 0.33333333) *
#> 7) V19< 0.75015 50 3 R (0.06000000 0.94000000) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V37< 0.45385 81 25 M (0.69135802 0.30864198)
#> 4) V9>=0.1161 53 4 M (0.92452830 0.07547170) *
#> 5) V9< 0.1161 28 7 R (0.25000000 0.75000000)
#> 10) V59>=0.00665 7 1 M (0.85714286 0.14285714) *
#> 11) V59< 0.00665 21 1 R (0.04761905 0.95238095) *
#> 3) V37>=0.45385 58 6 R (0.10344828 0.89655172) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.19625 93 26 M (0.72043011 0.27956989)
#> 4) V24>=0.4195 79 14 M (0.82278481 0.17721519)
#> 8) V43>=0.0852 72 8 M (0.88888889 0.11111111)
#> 16) V9>=0.10805 61 2 M (0.96721311 0.03278689) *
#> 17) V9< 0.10805 11 5 R (0.45454545 0.54545455) *
#> 9) V43< 0.0852 7 1 R (0.14285714 0.85714286) *
#> 5) V24< 0.4195 14 2 R (0.14285714 0.85714286) *
#> 3) V12< 0.19625 46 7 R (0.15217391 0.84782609)
#> 6) V51>=0.02145 8 2 M (0.75000000 0.25000000) *
#> 7) V51< 0.02145 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V4>=0.09785 19 1 M (0.94736842 0.05263158) *
#> 3) V4< 0.09785 120 39 R (0.32500000 0.67500000)
#> 6) V28>=0.9436 22 4 M (0.81818182 0.18181818)
#> 12) V45>=0.1153 15 0 M (1.00000000 0.00000000) *
#> 13) V45< 0.1153 7 3 R (0.42857143 0.57142857) *
#> 7) V28< 0.9436 98 21 R (0.21428571 0.78571429)
#> 14) V10>=0.19415 23 9 M (0.60869565 0.39130435)
#> 28) V17< 0.89845 15 1 M (0.93333333 0.06666667) *
#> 29) V17>=0.89845 8 0 R (0.00000000 1.00000000) *
#> 15) V10< 0.19415 75 7 R (0.09333333 0.90666667) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V51>=0.01325 83 21 M (0.74698795 0.25301205)
#> 4) V37< 0.3781 56 4 M (0.92857143 0.07142857)
#> 8) V12>=0.068 49 0 M (1.00000000 0.00000000) *
#> 9) V12< 0.068 7 3 R (0.42857143 0.57142857) *
#> 5) V37>=0.3781 27 10 R (0.37037037 0.62962963)
#> 10) V21>=0.56045 9 0 M (1.00000000 0.00000000) *
#> 11) V21< 0.56045 18 1 R (0.05555556 0.94444444) *
#> 3) V51< 0.01325 56 10 R (0.17857143 0.82142857)
#> 6) V24>=0.90835 10 3 M (0.70000000 0.30000000) *
#> 7) V24< 0.90835 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V25< 0.6937 67 12 M (0.82089552 0.17910448)
#> 4) V22>=0.4495 51 3 M (0.94117647 0.05882353) *
#> 5) V22< 0.4495 16 7 R (0.43750000 0.56250000) *
#> 3) V25>=0.6937 72 26 R (0.36111111 0.63888889)
#> 6) V12>=0.1979 39 15 M (0.61538462 0.38461538)
#> 12) V27>=0.7701 24 2 M (0.91666667 0.08333333) *
#> 13) V27< 0.7701 15 2 R (0.13333333 0.86666667) *
#> 7) V12< 0.1979 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V42>=0.3251 65 9 M (0.86153846 0.13846154)
#> 4) V39>=0.1681 58 4 M (0.93103448 0.06896552) *
#> 5) V39< 0.1681 7 2 R (0.28571429 0.71428571) *
#> 3) V42< 0.3251 74 21 R (0.28378378 0.71621622)
#> 6) V36< 0.18415 19 6 M (0.68421053 0.31578947) *
#> 7) V36>=0.18415 55 8 R (0.14545455 0.85454545) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V44>=0.2251 55 2 M (0.96363636 0.03636364) *
#> 3) V44< 0.2251 84 34 R (0.40476190 0.59523810)
#> 6) V12>=0.24495 43 14 M (0.67441860 0.32558140)
#> 12) V7< 0.13815 31 5 M (0.83870968 0.16129032)
#> 24) V8>=0.09495 24 1 M (0.95833333 0.04166667) *
#> 25) V8< 0.09495 7 3 R (0.42857143 0.57142857) *
#> 13) V7>=0.13815 12 3 R (0.25000000 0.75000000) *
#> 7) V12< 0.24495 41 5 R (0.12195122 0.87804878)
#> 14) V19>=0.7815 8 3 M (0.62500000 0.37500000) *
#> 15) V19< 0.7815 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V12>=0.20075 82 25 M (0.69512195 0.30487805)
#> 4) V34< 0.67925 65 12 M (0.81538462 0.18461538)
#> 8) V6>=0.0657 51 4 M (0.92156863 0.07843137) *
#> 9) V6< 0.0657 14 6 R (0.42857143 0.57142857) *
#> 5) V34>=0.67925 17 4 R (0.23529412 0.76470588) *
#> 3) V12< 0.20075 57 12 R (0.21052632 0.78947368)
#> 6) V47>=0.1104 24 12 M (0.50000000 0.50000000)
#> 12) V20>=0.4621 12 0 M (1.00000000 0.00000000) *
#> 13) V20< 0.4621 12 0 R (0.00000000 1.00000000) *
#> 7) V47< 0.1104 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V52>=0.0149 47 8 M (0.82978723 0.17021277) *
#> 3) V52< 0.0149 92 38 R (0.41304348 0.58695652)
#> 6) V60< 0.00525 48 16 M (0.66666667 0.33333333)
#> 12) V16< 0.78825 40 8 M (0.80000000 0.20000000)
#> 24) V12>=0.22525 28 1 M (0.96428571 0.03571429) *
#> 25) V12< 0.22525 12 5 R (0.41666667 0.58333333) *
#> 13) V16>=0.78825 8 0 R (0.00000000 1.00000000) *
#> 7) V60>=0.00525 44 6 R (0.13636364 0.86363636) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V5>=0.03435 108 31 M (0.71296296 0.28703704)
#> 4) V58>=0.0038 94 19 M (0.79787234 0.20212766)
#> 8) V39>=0.14695 87 13 M (0.85057471 0.14942529)
#> 16) V6< 0.17405 80 8 M (0.90000000 0.10000000)
#> 32) V8>=0.0636 67 1 M (0.98507463 0.01492537) *
#> 33) V8< 0.0636 13 6 R (0.46153846 0.53846154) *
#> 17) V6>=0.17405 7 2 R (0.28571429 0.71428571) *
#> 9) V39< 0.14695 7 1 R (0.14285714 0.85714286) *
#> 5) V58< 0.0038 14 2 R (0.14285714 0.85714286) *
#> 3) V5< 0.03435 31 6 R (0.19354839 0.80645161)
#> 6) V57< 0.0039 7 2 M (0.71428571 0.28571429) *
#> 7) V57>=0.0039 24 1 R (0.04166667 0.95833333) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.5179856 0.4820144)
#> 2) V45>=0.1728 58 12 M (0.7931034 0.2068966)
#> 4) V7< 0.2057 50 4 M (0.9200000 0.0800000) *
#> 5) V7>=0.2057 8 0 R (0.0000000 1.0000000) *
#> 3) V45< 0.1728 81 26 R (0.3209877 0.6790123)
#> 6) V8>=0.1153 27 7 M (0.7407407 0.2592593)
#> 12) V52>=0.0069 20 1 M (0.9500000 0.0500000) *
#> 13) V52< 0.0069 7 1 R (0.1428571 0.8571429) *
#> 7) V8< 0.1153 54 6 R (0.1111111 0.8888889)
#> 14) V56>=0.01115 7 2 M (0.7142857 0.2857143) *
#> 15) V56< 0.01115 47 1 R (0.0212766 0.9787234) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V38>=0.3153 68 16 M (0.76470588 0.23529412)
#> 4) V12>=0.10315 61 9 M (0.85245902 0.14754098)
#> 8) V41< 0.5991 54 3 M (0.94444444 0.05555556) *
#> 9) V41>=0.5991 7 1 R (0.14285714 0.85714286) *
#> 5) V12< 0.10315 7 0 R (0.00000000 1.00000000) *
#> 3) V38< 0.3153 71 27 R (0.38028169 0.61971831)
#> 6) V37< 0.23695 36 11 M (0.69444444 0.30555556)
#> 12) V48>=0.069 24 2 M (0.91666667 0.08333333) *
#> 13) V48< 0.069 12 3 R (0.25000000 0.75000000) *
#> 7) V37>=0.23695 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V36< 0.4388 80 19 M (0.76250000 0.23750000)
#> 4) V17< 0.95605 72 11 M (0.84722222 0.15277778)
#> 8) V46>=0.04325 65 5 M (0.92307692 0.07692308) *
#> 9) V46< 0.04325 7 1 R (0.14285714 0.85714286) *
#> 5) V17>=0.95605 8 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.4388 59 16 R (0.27118644 0.72881356)
#> 6) V45>=0.2867 17 5 M (0.70588235 0.29411765) *
#> 7) V45< 0.2867 42 4 R (0.09523810 0.90476190)
#> 14) V59>=0.0123 7 3 M (0.57142857 0.42857143) *
#> 15) V59< 0.0123 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V31< 0.467 66 17 M (0.74242424 0.25757576)
#> 4) V27< 0.50335 28 0 M (1.00000000 0.00000000) *
#> 5) V27>=0.50335 38 17 M (0.55263158 0.44736842)
#> 10) V55< 0.004 15 0 M (1.00000000 0.00000000) *
#> 11) V55>=0.004 23 6 R (0.26086957 0.73913043)
#> 22) V48>=0.08195 7 1 M (0.85714286 0.14285714) *
#> 23) V48< 0.08195 16 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.467 73 16 R (0.21917808 0.78082192)
#> 6) V32>=0.80915 11 2 M (0.81818182 0.18181818) *
#> 7) V32< 0.80915 62 7 R (0.11290323 0.88709677)
#> 14) V27>=0.8422 10 4 M (0.60000000 0.40000000) *
#> 15) V27< 0.8422 52 1 R (0.01923077 0.98076923) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V37< 0.2418 41 9 M (0.78048780 0.21951220)
#> 4) V2< 0.0287 28 1 M (0.96428571 0.03571429) *
#> 5) V2>=0.0287 13 5 R (0.38461538 0.61538462) *
#> 3) V37>=0.2418 98 31 R (0.31632653 0.68367347)
#> 6) V19>=0.9129 12 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.9129 86 19 R (0.22093023 0.77906977)
#> 14) V45>=0.36685 15 4 M (0.73333333 0.26666667) *
#> 15) V45< 0.36685 71 8 R (0.11267606 0.88732394) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V37< 0.48 88 33 M (0.62500000 0.37500000)
#> 4) V58>=0.0064 36 0 M (1.00000000 0.00000000) *
#> 5) V58< 0.0064 52 19 R (0.36538462 0.63461538)
#> 10) V48>=0.0743 18 3 M (0.83333333 0.16666667) *
#> 11) V48< 0.0743 34 4 R (0.11764706 0.88235294) *
#> 3) V37>=0.48 51 8 R (0.15686275 0.84313725)
#> 6) V59< 0.00445 10 3 M (0.70000000 0.30000000) *
#> 7) V59>=0.00445 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V23>=0.8414 34 6 M (0.82352941 0.17647059)
#> 4) V13>=0.1635 27 0 M (1.00000000 0.00000000) *
#> 5) V13< 0.1635 7 1 R (0.14285714 0.85714286) *
#> 3) V23< 0.8414 105 27 R (0.25714286 0.74285714)
#> 6) V52>=0.0115 42 20 M (0.52380952 0.47619048)
#> 12) V1>=0.02655 19 2 M (0.89473684 0.10526316) *
#> 13) V1< 0.02655 23 5 R (0.21739130 0.78260870)
#> 26) V22>=0.73275 7 3 M (0.57142857 0.42857143) *
#> 27) V22< 0.73275 16 1 R (0.06250000 0.93750000) *
#> 7) V52< 0.0115 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V32< 0.4069 56 13 M (0.76785714 0.23214286)
#> 4) V17< 0.88775 48 5 M (0.89583333 0.10416667) *
#> 5) V17>=0.88775 8 0 R (0.00000000 1.00000000) *
#> 3) V32>=0.4069 83 19 R (0.22891566 0.77108434)
#> 6) V44>=0.41255 16 3 M (0.81250000 0.18750000) *
#> 7) V44< 0.41255 67 6 R (0.08955224 0.91044776) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V23>=0.75045 57 12 M (0.78947368 0.21052632)
#> 4) V33< 0.5667 48 5 M (0.89583333 0.10416667)
#> 8) V16< 0.66585 41 0 M (1.00000000 0.00000000) *
#> 9) V16>=0.66585 7 2 R (0.28571429 0.71428571) *
#> 5) V33>=0.5667 9 2 R (0.22222222 0.77777778) *
#> 3) V23< 0.75045 82 22 R (0.26829268 0.73170732)
#> 6) V27>=0.83755 23 7 M (0.69565217 0.30434783)
#> 12) V59< 0.0056 15 1 M (0.93333333 0.06666667) *
#> 13) V59>=0.0056 8 2 R (0.25000000 0.75000000) *
#> 7) V27< 0.83755 59 6 R (0.10169492 0.89830508)
#> 14) V13>=0.4344 9 4 M (0.55555556 0.44444444) *
#> 15) V13< 0.4344 50 1 R (0.02000000 0.98000000) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V4>=0.04915 54 11 M (0.79629630 0.20370370)
#> 4) V6< 0.17405 47 4 M (0.91489362 0.08510638) *
#> 5) V6>=0.17405 7 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.04915 85 19 R (0.22352941 0.77647059)
#> 6) V12>=0.36575 11 2 M (0.81818182 0.18181818) *
#> 7) V12< 0.36575 74 10 R (0.13513514 0.86486486) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V11>=0.1089 117 37 M (0.68376068 0.31623932)
#> 4) V27>=0.7738 51 4 M (0.92156863 0.07843137) *
#> 5) V27< 0.7738 66 33 M (0.50000000 0.50000000)
#> 10) V37< 0.4644 47 14 M (0.70212766 0.29787234)
#> 20) V58>=0.00515 34 3 M (0.91176471 0.08823529) *
#> 21) V58< 0.00515 13 2 R (0.15384615 0.84615385) *
#> 11) V37>=0.4644 19 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1089 22 3 R (0.13636364 0.86363636) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V49>=0.0594 54 12 M (0.77777778 0.22222222)
#> 4) V9>=0.1108 38 1 M (0.97368421 0.02631579) *
#> 5) V9< 0.1108 16 5 R (0.31250000 0.68750000) *
#> 3) V49< 0.0594 85 23 R (0.27058824 0.72941176)
#> 6) V27< 0.48685 17 4 M (0.76470588 0.23529412) *
#> 7) V27>=0.48685 68 10 R (0.14705882 0.85294118)
#> 14) V9>=0.2065 13 6 M (0.53846154 0.46153846) *
#> 15) V9< 0.2065 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V44>=0.1713 69 21 M (0.69565217 0.30434783)
#> 4) V49>=0.01755 57 9 M (0.84210526 0.15789474)
#> 8) V21>=0.56055 35 0 M (1.00000000 0.00000000) *
#> 9) V21< 0.56055 22 9 M (0.59090909 0.40909091)
#> 18) V43>=0.3549 13 0 M (1.00000000 0.00000000) *
#> 19) V43< 0.3549 9 0 R (0.00000000 1.00000000) *
#> 5) V49< 0.01755 12 0 R (0.00000000 1.00000000) *
#> 3) V44< 0.1713 70 19 R (0.27142857 0.72857143)
#> 6) V37< 0.23445 24 9 M (0.62500000 0.37500000)
#> 12) V51>=0.01345 15 1 M (0.93333333 0.06666667) *
#> 13) V51< 0.01345 9 1 R (0.11111111 0.88888889) *
#> 7) V37>=0.23445 46 4 R (0.08695652 0.91304348)
#> 14) V18< 0.24735 7 3 M (0.57142857 0.42857143) *
#> 15) V18>=0.24735 39 0 R (0.00000000 1.00000000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.4748201 0.5251799)
#> 2) V21>=0.58055 74 23 M (0.6891892 0.3108108)
#> 4) V44>=0.14005 51 6 M (0.8823529 0.1176471) *
#> 5) V44< 0.14005 23 6 R (0.2608696 0.7391304)
#> 10) V3>=0.01595 8 2 M (0.7500000 0.2500000) *
#> 11) V3< 0.01595 15 0 R (0.0000000 1.0000000) *
#> 3) V21< 0.58055 65 15 R (0.2307692 0.7692308)
#> 6) V36< 0.1493 8 0 M (1.0000000 0.0000000) *
#> 7) V36>=0.1493 57 7 R (0.1228070 0.8771930)
#> 14) V50>=0.0219 13 6 M (0.5384615 0.4615385) *
#> 15) V50< 0.0219 44 0 R (0.0000000 1.0000000) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V23>=0.74575 53 16 M (0.69811321 0.30188679)
#> 4) V36< 0.52295 41 4 M (0.90243902 0.09756098)
#> 8) V45>=0.06665 34 0 M (1.00000000 0.00000000) *
#> 9) V45< 0.06665 7 3 R (0.42857143 0.57142857) *
#> 5) V36>=0.52295 12 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.74575 86 16 R (0.18604651 0.81395349)
#> 6) V28>=0.94295 12 3 M (0.75000000 0.25000000) *
#> 7) V28< 0.94295 74 7 R (0.09459459 0.90540541)
#> 14) V52>=0.0222 9 4 M (0.55555556 0.44444444) *
#> 15) V52< 0.0222 65 2 R (0.03076923 0.96923077) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V23>=0.8414 21 1 M (0.95238095 0.04761905) *
#> 3) V23< 0.8414 118 33 R (0.27966102 0.72033898)
#> 6) V44>=0.36805 23 6 M (0.73913043 0.26086957)
#> 12) V37>=0.65 16 0 M (1.00000000 0.00000000) *
#> 13) V37< 0.65 7 1 R (0.14285714 0.85714286) *
#> 7) V44< 0.36805 95 16 R (0.16842105 0.83157895)
#> 14) V36< 0.1502 13 3 M (0.76923077 0.23076923) *
#> 15) V36>=0.1502 82 6 R (0.07317073 0.92682927)
#> 30) V23>=0.76 21 6 R (0.28571429 0.71428571)
#> 60) V3< 0.0524 8 2 M (0.75000000 0.25000000) *
#> 61) V3>=0.0524 13 0 R (0.00000000 1.00000000) *
#> 31) V23< 0.76 61 0 R (0.00000000 1.00000000) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V43>=0.2197 64 26 M (0.59375000 0.40625000)
#> 4) V21>=0.53195 31 3 M (0.90322581 0.09677419) *
#> 5) V21< 0.53195 33 10 R (0.30303030 0.69696970)
#> 10) V5>=0.07025 12 3 M (0.75000000 0.25000000) *
#> 11) V5< 0.07025 21 1 R (0.04761905 0.95238095) *
#> 3) V43< 0.2197 75 15 R (0.20000000 0.80000000)
#> 6) V26>=0.9964 9 1 M (0.88888889 0.11111111) *
#> 7) V26< 0.9964 66 7 R (0.10606061 0.89393939)
#> 14) V27< 0.3823 7 3 M (0.57142857 0.42857143) *
#> 15) V27>=0.3823 59 3 R (0.05084746 0.94915254) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 46 R (0.33093525 0.66906475)
#> 2) V11>=0.17355 80 38 M (0.52500000 0.47500000)
#> 4) V16< 0.35195 25 1 M (0.96000000 0.04000000) *
#> 5) V16>=0.35195 55 18 R (0.32727273 0.67272727)
#> 10) V55>=0.0188 13 0 M (1.00000000 0.00000000) *
#> 11) V55< 0.0188 42 5 R (0.11904762 0.88095238) *
#> 3) V11< 0.17355 59 4 R (0.06779661 0.93220339) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V28>=0.96135 21 1 M (0.95238095 0.04761905) *
#> 3) V28< 0.96135 118 44 R (0.37288136 0.62711864)
#> 6) V28< 0.4154 31 8 M (0.74193548 0.25806452)
#> 12) V21>=0.6076 24 1 M (0.95833333 0.04166667) *
#> 13) V21< 0.6076 7 0 R (0.00000000 1.00000000) *
#> 7) V28>=0.4154 87 21 R (0.24137931 0.75862069)
#> 14) V44>=0.41865 7 0 M (1.00000000 0.00000000) *
#> 15) V44< 0.41865 80 14 R (0.17500000 0.82500000)
#> 30) V8>=0.14635 28 12 R (0.42857143 0.57142857)
#> 60) V7< 0.2101 16 4 M (0.75000000 0.25000000) *
#> 61) V7>=0.2101 12 0 R (0.00000000 1.00000000) *
#> 31) V8< 0.14635 52 2 R (0.03846154 0.96153846) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V50>=0.01175 97 31 M (0.68041237 0.31958763)
#> 4) V37< 0.4835 75 15 M (0.80000000 0.20000000)
#> 8) V41>=0.1184 68 8 M (0.88235294 0.11764706)
#> 16) V17< 0.79425 61 2 M (0.96721311 0.03278689) *
#> 17) V17>=0.79425 7 1 R (0.14285714 0.85714286) *
#> 9) V41< 0.1184 7 0 R (0.00000000 1.00000000) *
#> 5) V37>=0.4835 22 6 R (0.27272727 0.72727273)
#> 10) V59< 0.007 9 3 M (0.66666667 0.33333333) *
#> 11) V59>=0.007 13 0 R (0.00000000 1.00000000) *
#> 3) V50< 0.01175 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.0533 50 9 M (0.82000000 0.18000000)
#> 4) V33>=0.20315 41 3 M (0.92682927 0.07317073) *
#> 5) V33< 0.20315 9 3 R (0.33333333 0.66666667) *
#> 3) V4< 0.0533 89 30 R (0.33707865 0.66292135)
#> 6) V23>=0.6952 35 12 M (0.65714286 0.34285714)
#> 12) V4< 0.0451 27 4 M (0.85185185 0.14814815)
#> 24) V10>=0.1464 20 0 M (1.00000000 0.00000000) *
#> 25) V10< 0.1464 7 3 R (0.42857143 0.57142857) *
#> 13) V4>=0.0451 8 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.6952 54 7 R (0.12962963 0.87037037)
#> 14) V4< 0.0234 9 4 M (0.55555556 0.44444444) *
#> 15) V4>=0.0234 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V36< 0.52295 108 34 M (0.68518519 0.31481481)
#> 4) V23>=0.65295 69 10 M (0.85507246 0.14492754)
#> 8) V43>=0.12925 57 2 M (0.96491228 0.03508772) *
#> 9) V43< 0.12925 12 4 R (0.33333333 0.66666667) *
#> 5) V23< 0.65295 39 15 R (0.38461538 0.61538462)
#> 10) V4>=0.0475 19 5 M (0.73684211 0.26315789) *
#> 11) V4< 0.0475 20 1 R (0.05000000 0.95000000) *
#> 3) V36>=0.52295 31 7 R (0.22580645 0.77419355)
#> 6) V50>=0.02555 7 1 M (0.85714286 0.14285714) *
#> 7) V50< 0.02555 24 1 R (0.04166667 0.95833333) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V23>=0.867 34 5 M (0.85294118 0.14705882)
#> 4) V46>=0.0782 27 0 M (1.00000000 0.00000000) *
#> 5) V46< 0.0782 7 2 R (0.28571429 0.71428571) *
#> 3) V23< 0.867 105 40 R (0.38095238 0.61904762)
#> 6) V51>=0.01305 43 14 M (0.67441860 0.32558140)
#> 12) V37< 0.38725 23 2 M (0.91304348 0.08695652) *
#> 13) V37>=0.38725 20 8 R (0.40000000 0.60000000)
#> 26) V35>=0.5989 8 1 M (0.87500000 0.12500000) *
#> 27) V35< 0.5989 12 1 R (0.08333333 0.91666667) *
#> 7) V51< 0.01305 62 11 R (0.17741935 0.82258065)
#> 14) V59>=0.01205 7 1 M (0.85714286 0.14285714) *
#> 15) V59< 0.01205 55 5 R (0.09090909 0.90909091) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V4>=0.05195 59 15 M (0.74576271 0.25423729)
#> 4) V6< 0.17325 44 2 M (0.95454545 0.04545455) *
#> 5) V6>=0.17325 15 2 R (0.13333333 0.86666667) *
#> 3) V4< 0.05195 80 20 R (0.25000000 0.75000000)
#> 6) V28>=0.9525 14 3 M (0.78571429 0.21428571) *
#> 7) V28< 0.9525 66 9 R (0.13636364 0.86363636)
#> 14) V25< 0.51305 9 3 M (0.66666667 0.33333333) *
#> 15) V25>=0.51305 57 3 R (0.05263158 0.94736842) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.4244604 0.5755396)
#> 2) V23>=0.8414 35 8 M (0.7714286 0.2285714)
#> 4) V13>=0.1635 23 0 M (1.0000000 0.0000000) *
#> 5) V13< 0.1635 12 4 R (0.3333333 0.6666667) *
#> 3) V23< 0.8414 104 32 R (0.3076923 0.6923077)
#> 6) V60< 0.00215 15 2 M (0.8666667 0.1333333) *
#> 7) V60>=0.00215 89 19 R (0.2134831 0.7865169)
#> 14) V60>=0.01835 7 0 M (1.0000000 0.0000000) *
#> 15) V60< 0.01835 82 12 R (0.1463415 0.8536585) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V21>=0.69405 59 13 M (0.77966102 0.22033898)
#> 4) V21< 0.97085 49 6 M (0.87755102 0.12244898)
#> 8) V23>=0.59135 41 1 M (0.97560976 0.02439024) *
#> 9) V23< 0.59135 8 3 R (0.37500000 0.62500000) *
#> 5) V21>=0.97085 10 3 R (0.30000000 0.70000000) *
#> 3) V21< 0.69405 80 29 R (0.36250000 0.63750000)
#> 6) V27>=0.8147 39 13 M (0.66666667 0.33333333)
#> 12) V51>=0.0084 28 2 M (0.92857143 0.07142857) *
#> 13) V51< 0.0084 11 0 R (0.00000000 1.00000000) *
#> 7) V27< 0.8147 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V32< 0.36405 51 11 M (0.78431373 0.21568627)
#> 4) V31< 0.37765 36 2 M (0.94444444 0.05555556) *
#> 5) V31>=0.37765 15 6 R (0.40000000 0.60000000) *
#> 3) V32>=0.36405 88 27 R (0.30681818 0.69318182)
#> 6) V45>=0.1978 32 11 M (0.65625000 0.34375000)
#> 12) V39< 0.8281 24 3 M (0.87500000 0.12500000) *
#> 13) V39>=0.8281 8 0 R (0.00000000 1.00000000) *
#> 7) V45< 0.1978 56 6 R (0.10714286 0.89285714) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V10>=0.18425 75 19 M (0.74666667 0.25333333)
#> 4) V16< 0.6819 56 5 M (0.91071429 0.08928571)
#> 8) V46>=0.07285 49 1 M (0.97959184 0.02040816) *
#> 9) V46< 0.07285 7 3 R (0.42857143 0.57142857) *
#> 5) V16>=0.6819 19 5 R (0.26315789 0.73684211) *
#> 3) V10< 0.18425 64 20 R (0.31250000 0.68750000)
#> 6) V52>=0.01625 9 1 M (0.88888889 0.11111111) *
#> 7) V52< 0.01625 55 12 R (0.21818182 0.78181818)
#> 14) V28>=0.95405 7 1 M (0.85714286 0.14285714) *
#> 15) V28< 0.95405 48 6 R (0.12500000 0.87500000)
#> 30) V28< 0.4053 8 3 M (0.62500000 0.37500000) *
#> 31) V28>=0.4053 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V21>=0.67445 79 16 M (0.79746835 0.20253165)
#> 4) V59>=0.0068 45 1 M (0.97777778 0.02222222) *
#> 5) V59< 0.0068 34 15 M (0.55882353 0.44117647)
#> 10) V38>=0.32705 15 1 M (0.93333333 0.06666667) *
#> 11) V38< 0.32705 19 5 R (0.26315789 0.73684211) *
#> 3) V21< 0.67445 60 17 R (0.28333333 0.71666667)
#> 6) V15< 0.16755 16 3 M (0.81250000 0.18750000) *
#> 7) V15>=0.16755 44 4 R (0.09090909 0.90909091) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 48 M (0.65467626 0.34532374)
#> 2) V40< 0.4716 106 20 M (0.81132075 0.18867925)
#> 4) V43>=0.0773 99 13 M (0.86868687 0.13131313)
#> 8) V58>=0.0021 91 7 M (0.92307692 0.07692308)
#> 16) V50>=0.0063 84 3 M (0.96428571 0.03571429) *
#> 17) V50< 0.0063 7 3 R (0.42857143 0.57142857) *
#> 9) V58< 0.0021 8 2 R (0.25000000 0.75000000) *
#> 5) V43< 0.0773 7 0 R (0.00000000 1.00000000) *
#> 3) V40>=0.4716 33 5 R (0.15151515 0.84848485)
#> 6) V9>=0.18415 7 2 M (0.71428571 0.28571429) *
#> 7) V9< 0.18415 26 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V37< 0.4787 88 27 M (0.69318182 0.30681818)
#> 4) V19>=0.41675 59 8 M (0.86440678 0.13559322)
#> 8) V47< 0.1759 52 3 M (0.94230769 0.05769231) *
#> 9) V47>=0.1759 7 2 R (0.28571429 0.71428571) *
#> 5) V19< 0.41675 29 10 R (0.34482759 0.65517241)
#> 10) V11>=0.17355 13 3 M (0.76923077 0.23076923) *
#> 11) V11< 0.17355 16 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.4787 51 7 R (0.13725490 0.86274510)
#> 6) V17< 0.1867 7 2 M (0.71428571 0.28571429) *
#> 7) V17>=0.1867 44 2 R (0.04545455 0.95454545) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V9>=0.11595 87 35 M (0.5977011 0.4022989)
#> 4) V46>=0.048 72 20 M (0.7222222 0.2777778)
#> 8) V28>=0.8063 34 0 M (1.0000000 0.0000000) *
#> 9) V28< 0.8063 38 18 R (0.4736842 0.5263158)
#> 18) V36< 0.42265 23 5 M (0.7826087 0.2173913)
#> 36) V1>=0.0277 15 0 M (1.0000000 0.0000000) *
#> 37) V1< 0.0277 8 3 R (0.3750000 0.6250000) *
#> 19) V36>=0.42265 15 0 R (0.0000000 1.0000000) *
#> 5) V46< 0.048 15 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.11595 52 6 R (0.1153846 0.8846154)
#> 6) V19>=0.7815 9 3 M (0.6666667 0.3333333) *
#> 7) V19< 0.7815 43 0 R (0.0000000 1.0000000) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V37< 0.37435 77 24 M (0.68831169 0.31168831)
#> 4) V9>=0.11895 54 6 M (0.88888889 0.11111111)
#> 8) V48>=0.05275 47 1 M (0.97872340 0.02127660) *
#> 9) V48< 0.05275 7 2 R (0.28571429 0.71428571) *
#> 5) V9< 0.11895 23 5 R (0.21739130 0.78260870)
#> 10) V4>=0.05355 8 3 M (0.62500000 0.37500000) *
#> 11) V4< 0.05355 15 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.37435 62 11 R (0.17741935 0.82258065)
#> 6) V45>=0.3368 16 6 M (0.62500000 0.37500000) *
#> 7) V45< 0.3368 46 1 R (0.02173913 0.97826087) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.5611511 0.4388489)
#> 2) V9>=0.11575 80 17 M (0.7875000 0.2125000)
#> 4) V52>=0.00495 73 10 M (0.8630137 0.1369863) *
#> 5) V52< 0.00495 7 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.11575 59 15 R (0.2542373 0.7457627)
#> 6) V19>=0.75015 19 6 M (0.6842105 0.3157895) *
#> 7) V19< 0.75015 40 2 R (0.0500000 0.9500000) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V52>=0.00745 107 45 M (0.57943925 0.42056075)
#> 4) V37< 0.23695 40 6 M (0.85000000 0.15000000)
#> 8) V37>=0.10925 31 0 M (1.00000000 0.00000000) *
#> 9) V37< 0.10925 9 3 R (0.33333333 0.66666667) *
#> 5) V37>=0.23695 67 28 R (0.41791045 0.58208955)
#> 10) V43>=0.2164 46 18 M (0.60869565 0.39130435)
#> 20) V21>=0.53995 27 2 M (0.92592593 0.07407407) *
#> 21) V21< 0.53995 19 3 R (0.15789474 0.84210526) *
#> 11) V43< 0.2164 21 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00745 32 4 R (0.12500000 0.87500000) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V51>=0.01325 66 17 M (0.74242424 0.25757576)
#> 4) V39< 0.8233 58 9 M (0.84482759 0.15517241)
#> 8) V48>=0.06005 46 2 M (0.95652174 0.04347826) *
#> 9) V48< 0.06005 12 5 R (0.41666667 0.58333333) *
#> 5) V39>=0.8233 8 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01325 73 23 R (0.31506849 0.68493151)
#> 6) V22>=0.9367 8 0 M (1.00000000 0.00000000) *
#> 7) V22< 0.9367 65 15 R (0.23076923 0.76923077)
#> 14) V44>=0.24125 12 3 M (0.75000000 0.25000000) *
#> 15) V44< 0.24125 53 6 R (0.11320755 0.88679245)
#> 30) V54>=0.01335 9 4 M (0.55555556 0.44444444) *
#> 31) V54< 0.01335 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V37< 0.23695 55 15 M (0.72727273 0.27272727)
#> 4) V10>=0.12495 45 5 M (0.88888889 0.11111111) *
#> 5) V10< 0.12495 10 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.23695 84 22 R (0.26190476 0.73809524)
#> 6) V23>=0.8414 17 5 M (0.70588235 0.29411765) *
#> 7) V23< 0.8414 67 10 R (0.14925373 0.85074627)
#> 14) V45>=0.439 8 2 M (0.75000000 0.25000000) *
#> 15) V45< 0.439 59 4 R (0.06779661 0.93220339) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V37< 0.4787 97 31 M (0.68041237 0.31958763)
#> 4) V52>=0.0069 69 12 M (0.82608696 0.17391304)
#> 8) V11>=0.1221 54 2 M (0.96296296 0.03703704) *
#> 9) V11< 0.1221 15 5 R (0.33333333 0.66666667) *
#> 5) V52< 0.0069 28 9 R (0.32142857 0.67857143)
#> 10) V23>=0.852 9 0 M (1.00000000 0.00000000) *
#> 11) V23< 0.852 19 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.4787 42 9 R (0.21428571 0.78571429)
#> 6) V28>=0.79475 13 5 M (0.61538462 0.38461538) *
#> 7) V28< 0.79475 29 1 R (0.03448276 0.96551724) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V31< 0.4495 60 16 M (0.73333333 0.26666667)
#> 4) V30>=0.24745 45 6 M (0.86666667 0.13333333)
#> 8) V11>=0.1036 38 1 M (0.97368421 0.02631579) *
#> 9) V11< 0.1036 7 2 R (0.28571429 0.71428571) *
#> 5) V30< 0.24745 15 5 R (0.33333333 0.66666667) *
#> 3) V31>=0.4495 79 22 R (0.27848101 0.72151899)
#> 6) V44>=0.4065 11 1 M (0.90909091 0.09090909) *
#> 7) V44< 0.4065 68 12 R (0.17647059 0.82352941)
#> 14) V26>=0.9855 8 0 M (1.00000000 0.00000000) *
#> 15) V26< 0.9855 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V4>=0.05025 67 14 M (0.79104478 0.20895522)
#> 4) V37< 0.5092 53 3 M (0.94339623 0.05660377) *
#> 5) V37>=0.5092 14 3 R (0.21428571 0.78571429) *
#> 3) V4< 0.05025 72 17 R (0.23611111 0.76388889)
#> 6) V50< 0.0157 31 14 R (0.45161290 0.54838710)
#> 12) V47>=0.0689 12 1 M (0.91666667 0.08333333) *
#> 13) V47< 0.0689 19 3 R (0.15789474 0.84210526) *
#> 7) V50>=0.0157 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V21>=0.67445 76 15 M (0.80263158 0.19736842)
#> 4) V46>=0.02915 68 7 M (0.89705882 0.10294118) *
#> 5) V46< 0.02915 8 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.67445 63 20 R (0.31746032 0.68253968)
#> 6) V36< 0.15385 13 0 M (1.00000000 0.00000000) *
#> 7) V36>=0.15385 50 7 R (0.14000000 0.86000000)
#> 14) V50>=0.0273 7 2 M (0.71428571 0.28571429) *
#> 15) V50< 0.0273 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V43>=0.2397 52 15 M (0.71153846 0.28846154)
#> 4) V36< 0.49595 29 1 M (0.96551724 0.03448276) *
#> 5) V36>=0.49595 23 9 R (0.39130435 0.60869565)
#> 10) V45>=0.34395 10 1 M (0.90000000 0.10000000) *
#> 11) V45< 0.34395 13 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.2397 87 25 R (0.28735632 0.71264368)
#> 6) V27< 0.2671 12 1 M (0.91666667 0.08333333) *
#> 7) V27>=0.2671 75 14 R (0.18666667 0.81333333)
#> 14) V18< 0.2462 7 2 M (0.71428571 0.28571429) *
#> 15) V18>=0.2462 68 9 R (0.13235294 0.86764706)
#> 30) V34< 0.14825 10 4 M (0.60000000 0.40000000) *
#> 31) V34>=0.14825 58 3 R (0.05172414 0.94827586) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.4676259 0.5323741)
#> 2) V12>=0.1694 96 36 M (0.6250000 0.3750000)
#> 4) V23>=0.65575 53 4 M (0.9245283 0.0754717) *
#> 5) V23< 0.65575 43 11 R (0.2558140 0.7441860)
#> 10) V59>=0.01205 7 1 M (0.8571429 0.1428571) *
#> 11) V59< 0.01205 36 5 R (0.1388889 0.8611111)
#> 22) V20< 0.36305 7 2 M (0.7142857 0.2857143) *
#> 23) V20>=0.36305 29 0 R (0.0000000 1.0000000) *
#> 3) V12< 0.1694 43 5 R (0.1162791 0.8837209) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V55< 0.00655 59 14 M (0.76271186 0.23728814)
#> 4) V44>=0.12655 50 5 M (0.90000000 0.10000000)
#> 8) V16< 0.66545 43 1 M (0.97674419 0.02325581) *
#> 9) V16>=0.66545 7 3 R (0.42857143 0.57142857) *
#> 5) V44< 0.12655 9 0 R (0.00000000 1.00000000) *
#> 3) V55>=0.00655 80 26 R (0.32500000 0.67500000)
#> 6) V54>=0.0216 13 1 M (0.92307692 0.07692308) *
#> 7) V54< 0.0216 67 14 R (0.20895522 0.79104478)
#> 14) V52>=0.0238 7 0 M (1.00000000 0.00000000) *
#> 15) V52< 0.0238 60 7 R (0.11666667 0.88333333) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V7< 0.2101 118 44 M (0.62711864 0.37288136)
#> 4) V52>=0.0069 87 20 M (0.77011494 0.22988506)
#> 8) V5>=0.03435 77 12 M (0.84415584 0.15584416)
#> 16) V13>=0.16265 68 7 M (0.89705882 0.10294118)
#> 32) V8>=0.07965 61 3 M (0.95081967 0.04918033) *
#> 33) V8< 0.07965 7 3 R (0.42857143 0.57142857) *
#> 17) V13< 0.16265 9 4 R (0.44444444 0.55555556) *
#> 9) V5< 0.03435 10 2 R (0.20000000 0.80000000) *
#> 5) V52< 0.0069 31 7 R (0.22580645 0.77419355)
#> 10) V23>=0.8548 7 0 M (1.00000000 0.00000000) *
#> 11) V23< 0.8548 24 0 R (0.00000000 1.00000000) *
#> 3) V7>=0.2101 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V4>=0.04915 58 7 M (0.87931034 0.12068966)
#> 4) V6< 0.15195 51 2 M (0.96078431 0.03921569) *
#> 5) V6>=0.15195 7 2 R (0.28571429 0.71428571) *
#> 3) V4< 0.04915 81 28 R (0.34567901 0.65432099)
#> 6) V28>=0.891 19 3 M (0.84210526 0.15789474) *
#> 7) V28< 0.891 62 12 R (0.19354839 0.80645161)
#> 14) V9>=0.1632 22 11 M (0.50000000 0.50000000)
#> 28) V46< 0.1621 11 1 M (0.90909091 0.09090909) *
#> 29) V46>=0.1621 11 1 R (0.09090909 0.90909091) *
#> 15) V9< 0.1632 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V31< 0.4671 63 13 M (0.79365079 0.20634921)
#> 4) V11>=0.1036 49 5 M (0.89795918 0.10204082) *
#> 5) V11< 0.1036 14 6 R (0.42857143 0.57142857) *
#> 3) V31>=0.4671 76 32 R (0.42105263 0.57894737)
#> 6) V52>=0.02165 14 0 M (1.00000000 0.00000000) *
#> 7) V52< 0.02165 62 18 R (0.29032258 0.70967742)
#> 14) V27>=0.8147 21 7 M (0.66666667 0.33333333)
#> 28) V42>=0.2087 13 0 M (1.00000000 0.00000000) *
#> 29) V42< 0.2087 8 1 R (0.12500000 0.87500000) *
#> 15) V27< 0.8147 41 4 R (0.09756098 0.90243902)
#> 30) V3< 0.01455 7 3 M (0.57142857 0.42857143) *
#> 31) V3>=0.01455 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V54< 0.00475 36 3 M (0.91666667 0.08333333) *
#> 3) V54>=0.00475 103 37 R (0.35922330 0.64077670)
#> 6) V53>=0.017 17 1 M (0.94117647 0.05882353) *
#> 7) V53< 0.017 86 21 R (0.24418605 0.75581395)
#> 14) V37< 0.23445 25 10 M (0.60000000 0.40000000)
#> 28) V51>=0.01345 14 0 M (1.00000000 0.00000000) *
#> 29) V51< 0.01345 11 1 R (0.09090909 0.90909091) *
#> 15) V37>=0.23445 61 6 R (0.09836066 0.90163934) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V30< 0.6524 94 22 M (0.76595745 0.23404255)
#> 4) V30>=0.1654 87 15 M (0.82758621 0.17241379)
#> 8) V20>=0.4815 77 7 M (0.90909091 0.09090909) *
#> 9) V20< 0.4815 10 2 R (0.20000000 0.80000000) *
#> 5) V30< 0.1654 7 0 R (0.00000000 1.00000000) *
#> 3) V30>=0.6524 45 11 R (0.24444444 0.75555556)
#> 6) V19< 0.3606 13 4 M (0.69230769 0.30769231) *
#> 7) V19>=0.3606 32 2 R (0.06250000 0.93750000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V58>=0.00385 98 30 M (0.69387755 0.30612245)
#> 4) V21>=0.6644 59 5 M (0.91525424 0.08474576) *
#> 5) V21< 0.6644 39 14 R (0.35897436 0.64102564)
#> 10) V52>=0.01865 9 0 M (1.00000000 0.00000000) *
#> 11) V52< 0.01865 30 5 R (0.16666667 0.83333333)
#> 22) V12>=0.2674 8 3 M (0.62500000 0.37500000) *
#> 23) V12< 0.2674 22 0 R (0.00000000 1.00000000) *
#> 3) V58< 0.00385 41 9 R (0.21951220 0.78048780)
#> 6) V44>=0.18465 8 1 M (0.87500000 0.12500000) *
#> 7) V44< 0.18465 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V49>=0.0594 39 11 M (0.71794872 0.28205128)
#> 4) V12>=0.1941 26 0 M (1.00000000 0.00000000) *
#> 5) V12< 0.1941 13 2 R (0.15384615 0.84615385) *
#> 3) V49< 0.0594 100 26 R (0.26000000 0.74000000)
#> 6) V59>=0.01255 9 1 M (0.88888889 0.11111111) *
#> 7) V59< 0.01255 91 18 R (0.19780220 0.80219780)
#> 14) V26>=0.9689 12 3 M (0.75000000 0.25000000) *
#> 15) V26< 0.9689 79 9 R (0.11392405 0.88607595)
#> 30) V60< 0.00195 9 4 M (0.55555556 0.44444444) *
#> 31) V60>=0.00195 70 4 R (0.05714286 0.94285714) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V23>=0.7962 48 13 M (0.72916667 0.27083333)
#> 4) V21>=0.689 38 3 M (0.92105263 0.07894737) *
#> 5) V21< 0.689 10 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7962 91 25 R (0.27472527 0.72527473)
#> 6) V45>=0.1973 26 9 M (0.65384615 0.34615385)
#> 12) V26>=0.59405 11 0 M (1.00000000 0.00000000) *
#> 13) V26< 0.59405 15 6 R (0.40000000 0.60000000) *
#> 7) V45< 0.1973 65 8 R (0.12307692 0.87692308)
#> 14) V48< 0.0262 9 3 M (0.66666667 0.33333333) *
#> 15) V48>=0.0262 56 2 R (0.03571429 0.96428571) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V26< 0.62045 57 13 M (0.77192982 0.22807018)
#> 4) V37< 0.5049 42 2 M (0.95238095 0.04761905) *
#> 5) V37>=0.5049 15 4 R (0.26666667 0.73333333) *
#> 3) V26>=0.62045 82 28 R (0.34146341 0.65853659)
#> 6) V28>=0.95865 16 1 M (0.93750000 0.06250000) *
#> 7) V28< 0.95865 66 13 R (0.19696970 0.80303030)
#> 14) V4>=0.06155 17 6 M (0.64705882 0.35294118) *
#> 15) V4< 0.06155 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.4892086 0.5107914)
#> 2) V45>=0.1953 42 5 M (0.8809524 0.1190476)
#> 4) V33< 0.681 34 0 M (1.0000000 0.0000000) *
#> 5) V33>=0.681 8 3 R (0.3750000 0.6250000) *
#> 3) V45< 0.1953 97 31 R (0.3195876 0.6804124)
#> 6) V28< 0.4147 16 2 M (0.8750000 0.1250000) *
#> 7) V28>=0.4147 81 17 R (0.2098765 0.7901235)
#> 14) V18< 0.27255 9 2 M (0.7777778 0.2222222) *
#> 15) V18>=0.27255 72 10 R (0.1388889 0.8611111) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V23>=0.7505 69 18 M (0.73913043 0.26086957)
#> 4) V17< 0.8214 60 9 M (0.85000000 0.15000000) *
#> 5) V17>=0.8214 9 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7505 70 23 R (0.32857143 0.67142857)
#> 6) V23< 0.2064 11 0 M (1.00000000 0.00000000) *
#> 7) V23>=0.2064 59 12 R (0.20338983 0.79661017)
#> 14) V36< 0.18435 10 2 M (0.80000000 0.20000000) *
#> 15) V36>=0.18435 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V50>=0.0117 97 27 M (0.72164948 0.27835052)
#> 4) V9>=0.10375 68 9 M (0.86764706 0.13235294)
#> 8) V15< 0.57285 55 2 M (0.96363636 0.03636364) *
#> 9) V15>=0.57285 13 6 R (0.46153846 0.53846154) *
#> 5) V9< 0.10375 29 11 R (0.37931034 0.62068966)
#> 10) V9< 0.05585 10 0 M (1.00000000 0.00000000) *
#> 11) V9>=0.05585 19 1 R (0.05263158 0.94736842) *
#> 3) V50< 0.0117 42 8 R (0.19047619 0.80952381)
#> 6) V4< 0.039 9 3 M (0.66666667 0.33333333) *
#> 7) V4>=0.039 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V52>=0.0245 23 2 M (0.91304348 0.08695652) *
#> 3) V52< 0.0245 116 33 R (0.28448276 0.71551724)
#> 6) V19>=0.8186 34 14 M (0.58823529 0.41176471)
#> 12) V26< 0.65555 25 5 M (0.80000000 0.20000000)
#> 24) V1< 0.022 17 0 M (1.00000000 0.00000000) *
#> 25) V1>=0.022 8 3 R (0.37500000 0.62500000) *
#> 13) V26>=0.65555 9 0 R (0.00000000 1.00000000) *
#> 7) V19< 0.8186 82 13 R (0.15853659 0.84146341)
#> 14) V28>=0.97465 7 1 M (0.85714286 0.14285714) *
#> 15) V28< 0.97465 75 7 R (0.09333333 0.90666667)
#> 30) V12>=0.233 22 6 R (0.27272727 0.72727273)
#> 60) V12< 0.32705 7 1 M (0.85714286 0.14285714) *
#> 61) V12>=0.32705 15 0 R (0.00000000 1.00000000) *
#> 31) V12< 0.233 53 1 R (0.01886792 0.98113208) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V49>=0.0363 91 38 M (0.58241758 0.41758242)
#> 4) V37< 0.5049 64 15 M (0.76562500 0.23437500)
#> 8) V14< 0.3816 48 2 M (0.95833333 0.04166667) *
#> 9) V14>=0.3816 16 3 R (0.18750000 0.81250000) *
#> 5) V37>=0.5049 27 4 R (0.14814815 0.85185185)
#> 10) V50>=0.02615 7 3 M (0.57142857 0.42857143) *
#> 11) V50< 0.02615 20 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0363 48 5 R (0.10416667 0.89583333) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V11>=0.21655 74 16 M (0.78378378 0.21621622)
#> 4) V17< 0.90305 67 10 M (0.85074627 0.14925373)
#> 8) V2< 0.03235 43 0 M (1.00000000 0.00000000) *
#> 9) V2>=0.03235 24 10 M (0.58333333 0.41666667)
#> 18) V60>=0.00975 13 0 M (1.00000000 0.00000000) *
#> 19) V60< 0.00975 11 1 R (0.09090909 0.90909091) *
#> 5) V17>=0.90305 7 1 R (0.14285714 0.85714286) *
#> 3) V11< 0.21655 65 11 R (0.16923077 0.83076923)
#> 6) V52>=0.01935 7 1 M (0.85714286 0.14285714) *
#> 7) V52< 0.01935 58 5 R (0.08620690 0.91379310) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V4>=0.05025 77 16 M (0.79220779 0.20779221)
#> 4) V6< 0.18085 70 9 M (0.87142857 0.12857143) *
#> 5) V6>=0.18085 7 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.05025 62 21 R (0.33870968 0.66129032)
#> 6) V19>=0.41675 31 11 M (0.64516129 0.35483871)
#> 12) V21< 0.92875 21 1 M (0.95238095 0.04761905) *
#> 13) V21>=0.92875 10 0 R (0.00000000 1.00000000) *
#> 7) V19< 0.41675 31 1 R (0.03225806 0.96774194) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V55< 0.0034 29 2 M (0.93103448 0.06896552) *
#> 3) V55>=0.0034 110 42 R (0.38181818 0.61818182)
#> 6) V55>=0.0206 11 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.0206 99 31 R (0.31313131 0.68686869)
#> 14) V27>=0.89995 18 4 M (0.77777778 0.22222222) *
#> 15) V27< 0.89995 81 17 R (0.20987654 0.79012346)
#> 30) V6>=0.1099 33 14 R (0.42424242 0.57575758)
#> 60) V5< 0.0863 13 2 M (0.84615385 0.15384615) *
#> 61) V5>=0.0863 20 3 R (0.15000000 0.85000000) *
#> 31) V6< 0.1099 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V37< 0.4899 89 24 M (0.73033708 0.26966292)
#> 4) V59>=0.00595 46 1 M (0.97826087 0.02173913) *
#> 5) V59< 0.00595 43 20 R (0.46511628 0.53488372)
#> 10) V11>=0.20195 20 2 M (0.90000000 0.10000000) *
#> 11) V11< 0.20195 23 2 R (0.08695652 0.91304348) *
#> 3) V37>=0.4899 50 12 R (0.24000000 0.76000000)
#> 6) V30>=0.8409 11 0 M (1.00000000 0.00000000) *
#> 7) V30< 0.8409 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V1>=0.02935 48 14 M (0.70833333 0.29166667)
#> 4) V53>=0.0058 35 4 M (0.88571429 0.11428571)
#> 8) V37< 0.63515 28 0 M (1.00000000 0.00000000) *
#> 9) V37>=0.63515 7 3 R (0.42857143 0.57142857) *
#> 5) V53< 0.0058 13 3 R (0.23076923 0.76923077) *
#> 3) V1< 0.02935 91 26 R (0.28571429 0.71428571)
#> 6) V55< 0.004 18 5 M (0.72222222 0.27777778) *
#> 7) V55>=0.004 73 13 R (0.17808219 0.82191781)
#> 14) V12>=0.3863 10 2 M (0.80000000 0.20000000) *
#> 15) V12< 0.3863 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V52>=0.00775 96 26 M (0.72916667 0.27083333)
#> 4) V37< 0.8566 88 18 M (0.79545455 0.20454545)
#> 8) V7< 0.2092 81 11 M (0.86419753 0.13580247)
#> 16) V48>=0.0704 54 2 M (0.96296296 0.03703704) *
#> 17) V48< 0.0704 27 9 M (0.66666667 0.33333333)
#> 34) V14>=0.3541 16 0 M (1.00000000 0.00000000) *
#> 35) V14< 0.3541 11 2 R (0.18181818 0.81818182) *
#> 9) V7>=0.2092 7 0 R (0.00000000 1.00000000) *
#> 5) V37>=0.8566 8 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00775 43 10 R (0.23255814 0.76744186)
#> 6) V9>=0.16485 11 3 M (0.72727273 0.27272727) *
#> 7) V9< 0.16485 32 2 R (0.06250000 0.93750000) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V39>=0.3609 50 14 M (0.72000000 0.28000000)
#> 4) V39< 0.47375 26 1 M (0.96153846 0.03846154) *
#> 5) V39>=0.47375 24 11 R (0.45833333 0.54166667)
#> 10) V44>=0.38275 11 0 M (1.00000000 0.00000000) *
#> 11) V44< 0.38275 13 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.3609 89 19 R (0.21348315 0.78651685)
#> 6) V4>=0.0505 29 12 M (0.58620690 0.41379310)
#> 12) V36< 0.3972 17 0 M (1.00000000 0.00000000) *
#> 13) V36>=0.3972 12 0 R (0.00000000 1.00000000) *
#> 7) V4< 0.0505 60 2 R (0.03333333 0.96666667) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V16< 0.6777 107 37 M (0.6542056 0.3457944)
#> 4) V47>=0.0695 83 17 M (0.7951807 0.2048193)
#> 8) V41< 0.70655 76 10 M (0.8684211 0.1315789)
#> 16) V51>=0.01305 52 0 M (1.0000000 0.0000000) *
#> 17) V51< 0.01305 24 10 M (0.5833333 0.4166667)
#> 34) V29>=0.673 12 0 M (1.0000000 0.0000000) *
#> 35) V29< 0.673 12 2 R (0.1666667 0.8333333) *
#> 9) V41>=0.70655 7 0 R (0.0000000 1.0000000) *
#> 5) V47< 0.0695 24 4 R (0.1666667 0.8333333)
#> 10) V10< 0.1021 7 3 M (0.5714286 0.4285714) *
#> 11) V10>=0.1021 17 0 R (0.0000000 1.0000000) *
#> 3) V16>=0.6777 32 5 R (0.1562500 0.8437500)
#> 6) V12>=0.4185 7 2 M (0.7142857 0.2857143) *
#> 7) V12< 0.4185 25 0 R (0.0000000 1.0000000) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V21>=0.56055 87 27 M (0.68965517 0.31034483)
#> 4) V51>=0.01245 51 3 M (0.94117647 0.05882353) *
#> 5) V51< 0.01245 36 12 R (0.33333333 0.66666667)
#> 10) V27< 0.47125 9 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.47125 27 3 R (0.11111111 0.88888889) *
#> 3) V21< 0.56055 52 11 R (0.21153846 0.78846154)
#> 6) V12>=0.2485 21 10 M (0.52380952 0.47619048)
#> 12) V15< 0.2184 11 0 M (1.00000000 0.00000000) *
#> 13) V15>=0.2184 10 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.2485 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V9>=0.1073 98 24 M (0.75510204 0.24489796)
#> 4) V46>=0.0573 79 7 M (0.91139241 0.08860759)
#> 8) V1>=0.0108 72 2 M (0.97222222 0.02777778) *
#> 9) V1< 0.0108 7 2 R (0.28571429 0.71428571) *
#> 5) V46< 0.0573 19 2 R (0.10526316 0.89473684) *
#> 3) V9< 0.1073 41 11 R (0.26829268 0.73170732)
#> 6) V4>=0.07835 8 1 M (0.87500000 0.12500000) *
#> 7) V4< 0.07835 33 4 R (0.12121212 0.87878788) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V23>=0.836 49 6 M (0.87755102 0.12244898)
#> 4) V42>=0.10985 42 0 M (1.00000000 0.00000000) *
#> 5) V42< 0.10985 7 1 R (0.14285714 0.85714286) *
#> 3) V23< 0.836 90 29 R (0.32222222 0.67777778)
#> 6) V40< 0.17205 25 7 M (0.72000000 0.28000000)
#> 12) V10>=0.12905 18 1 M (0.94444444 0.05555556) *
#> 13) V10< 0.12905 7 1 R (0.14285714 0.85714286) *
#> 7) V40>=0.17205 65 11 R (0.16923077 0.83076923)
#> 14) V27>=0.8147 16 6 M (0.62500000 0.37500000) *
#> 15) V27< 0.8147 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V21>=0.67445 92 21 M (0.77173913 0.22826087)
#> 4) V44>=0.13975 70 6 M (0.91428571 0.08571429)
#> 8) V6< 0.17405 62 0 M (1.00000000 0.00000000) *
#> 9) V6>=0.17405 8 2 R (0.25000000 0.75000000) *
#> 5) V44< 0.13975 22 7 R (0.31818182 0.68181818)
#> 10) V22< 0.87285 10 3 M (0.70000000 0.30000000) *
#> 11) V22>=0.87285 12 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.67445 47 12 R (0.25531915 0.74468085)
#> 6) V47>=0.168 12 3 M (0.75000000 0.25000000) *
#> 7) V47< 0.168 35 3 R (0.08571429 0.91428571) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V8>=0.1132 64 18 M (0.71875000 0.28125000)
#> 4) V37< 0.37695 36 1 M (0.97222222 0.02777778) *
#> 5) V37>=0.37695 28 11 R (0.39285714 0.60714286)
#> 10) V52>=0.0122 12 1 M (0.91666667 0.08333333) *
#> 11) V52< 0.0122 16 0 R (0.00000000 1.00000000) *
#> 3) V8< 0.1132 75 21 R (0.28000000 0.72000000)
#> 6) V44>=0.23105 26 10 M (0.61538462 0.38461538)
#> 12) V34< 0.625 17 1 M (0.94117647 0.05882353) *
#> 13) V34>=0.625 9 0 R (0.00000000 1.00000000) *
#> 7) V44< 0.23105 49 5 R (0.10204082 0.89795918) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V3>=0.024 79 27 M (0.65822785 0.34177215)
#> 4) V12>=0.21315 59 11 M (0.81355932 0.18644068)
#> 8) V54>=0.00785 51 5 M (0.90196078 0.09803922) *
#> 9) V54< 0.00785 8 2 R (0.25000000 0.75000000) *
#> 5) V12< 0.21315 20 4 R (0.20000000 0.80000000)
#> 10) V10>=0.1592 7 3 M (0.57142857 0.42857143) *
#> 11) V10< 0.1592 13 0 R (0.00000000 1.00000000) *
#> 3) V3< 0.024 60 16 R (0.26666667 0.73333333)
#> 6) V24< 0.514 9 0 M (1.00000000 0.00000000) *
#> 7) V24>=0.514 51 7 R (0.13725490 0.86274510)
#> 14) V23>=0.842 9 3 M (0.66666667 0.33333333) *
#> 15) V23< 0.842 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V36< 0.3917 79 23 M (0.70886076 0.29113924)
#> 4) V9>=0.1194 55 7 M (0.87272727 0.12727273)
#> 8) V16< 0.7365 48 2 M (0.95833333 0.04166667) *
#> 9) V16>=0.7365 7 2 R (0.28571429 0.71428571) *
#> 5) V9< 0.1194 24 8 R (0.33333333 0.66666667)
#> 10) V33>=0.3047 10 2 M (0.80000000 0.20000000) *
#> 11) V33< 0.3047 14 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.3917 60 13 R (0.21666667 0.78333333)
#> 6) V9< 0.06505 7 1 M (0.85714286 0.14285714) *
#> 7) V9>=0.06505 53 7 R (0.13207547 0.86792453)
#> 14) V27>=0.9115 7 2 M (0.71428571 0.28571429) *
#> 15) V27< 0.9115 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V51>=0.0136 68 27 M (0.60294118 0.39705882)
#> 4) V11>=0.216 41 5 M (0.87804878 0.12195122)
#> 8) V34>=0.1192 34 0 M (1.00000000 0.00000000) *
#> 9) V34< 0.1192 7 2 R (0.28571429 0.71428571) *
#> 5) V11< 0.216 27 5 R (0.18518519 0.81481481)
#> 10) V6< 0.0796 7 3 M (0.57142857 0.42857143) *
#> 11) V6>=0.0796 20 1 R (0.05000000 0.95000000) *
#> 3) V51< 0.0136 71 15 R (0.21126761 0.78873239)
#> 6) V59>=0.01205 8 1 M (0.87500000 0.12500000) *
#> 7) V59< 0.01205 63 8 R (0.12698413 0.87301587)
#> 14) V59< 0.00225 7 3 M (0.57142857 0.42857143) *
#> 15) V59>=0.00225 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V23>=0.7505 63 20 M (0.68253968 0.31746032)
#> 4) V12>=0.16675 42 3 M (0.92857143 0.07142857) *
#> 5) V12< 0.16675 21 4 R (0.19047619 0.80952381)
#> 10) V20>=0.8315 7 3 M (0.57142857 0.42857143) *
#> 11) V20< 0.8315 14 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7505 76 18 R (0.23684211 0.76315789)
#> 6) V52>=0.0245 10 0 M (1.00000000 0.00000000) *
#> 7) V52< 0.0245 66 8 R (0.12121212 0.87878788)
#> 14) V28>=0.97465 8 2 M (0.75000000 0.25000000) *
#> 15) V28< 0.97465 58 2 R (0.03448276 0.96551724) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.6043165 0.3956835)
#> 2) V12>=0.19455 94 19 M (0.7978723 0.2021277)
#> 4) V5>=0.02175 87 13 M (0.8505747 0.1494253) *
#> 5) V5< 0.02175 7 1 R (0.1428571 0.8571429) *
#> 3) V12< 0.19455 45 9 R (0.2000000 0.8000000)
#> 6) V5>=0.0689 15 6 M (0.6000000 0.4000000) *
#> 7) V5< 0.0689 30 0 R (0.0000000 1.0000000) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V31< 0.36755 49 12 M (0.75510204 0.24489796)
#> 4) V30>=0.24885 35 1 M (0.97142857 0.02857143) *
#> 5) V30< 0.24885 14 3 R (0.21428571 0.78571429) *
#> 3) V31>=0.36755 90 25 R (0.27777778 0.72222222)
#> 6) V37< 0.19795 16 3 M (0.81250000 0.18750000) *
#> 7) V37>=0.19795 74 12 R (0.16216216 0.83783784)
#> 14) V44>=0.30615 16 7 M (0.56250000 0.43750000) *
#> 15) V44< 0.30615 58 3 R (0.05172414 0.94827586) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V27>=0.83755 36 5 M (0.86111111 0.13888889)
#> 4) V9>=0.13625 27 0 M (1.00000000 0.00000000) *
#> 5) V9< 0.13625 9 4 R (0.44444444 0.55555556) *
#> 3) V27< 0.83755 103 35 R (0.33980583 0.66019417)
#> 6) V13>=0.45675 18 0 M (1.00000000 0.00000000) *
#> 7) V13< 0.45675 85 17 R (0.20000000 0.80000000)
#> 14) V23>=0.785 22 9 M (0.59090909 0.40909091)
#> 28) V22>=0.7785 13 0 M (1.00000000 0.00000000) *
#> 29) V22< 0.7785 9 0 R (0.00000000 1.00000000) *
#> 15) V23< 0.785 63 4 R (0.06349206 0.93650794) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.4388489 0.5611511)
#> 2) V46>=0.048 107 47 M (0.5607477 0.4392523)
#> 4) V9>=0.11575 68 14 M (0.7941176 0.2058824)
#> 8) V50>=0.0076 60 7 M (0.8833333 0.1166667) *
#> 9) V50< 0.0076 8 1 R (0.1250000 0.8750000) *
#> 5) V9< 0.11575 39 6 R (0.1538462 0.8461538)
#> 10) V7< 0.06735 7 2 M (0.7142857 0.2857143) *
#> 11) V7>=0.06735 32 1 R (0.0312500 0.9687500) *
#> 3) V46< 0.048 32 1 R (0.0312500 0.9687500) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V4>=0.05025 67 18 M (0.73134328 0.26865672)
#> 4) V50>=0.01175 50 4 M (0.92000000 0.08000000) *
#> 5) V50< 0.01175 17 3 R (0.17647059 0.82352941) *
#> 3) V4< 0.05025 72 18 R (0.25000000 0.75000000)
#> 6) V6< 0.05035 13 4 M (0.69230769 0.30769231) *
#> 7) V6>=0.05035 59 9 R (0.15254237 0.84745763)
#> 14) V26>=0.9577 8 3 M (0.62500000 0.37500000) *
#> 15) V26< 0.9577 51 4 R (0.07843137 0.92156863) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V53>=0.0194 20 0 M (1.00000000 0.00000000) *
#> 3) V53< 0.0194 119 46 R (0.38655462 0.61344538)
#> 6) V2< 0.0268 50 19 M (0.62000000 0.38000000)
#> 12) V11>=0.2026 32 3 M (0.90625000 0.09375000) *
#> 13) V11< 0.2026 18 2 R (0.11111111 0.88888889) *
#> 7) V2>=0.0268 69 15 R (0.21739130 0.78260870)
#> 14) V23>=0.8354 16 3 M (0.81250000 0.18750000) *
#> 15) V23< 0.8354 53 2 R (0.03773585 0.96226415) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V31< 0.43635 66 14 M (0.78787879 0.21212121)
#> 4) V12>=0.16675 48 4 M (0.91666667 0.08333333)
#> 8) V21< 0.95005 41 0 M (1.00000000 0.00000000) *
#> 9) V21>=0.95005 7 3 R (0.42857143 0.57142857) *
#> 5) V12< 0.16675 18 8 R (0.44444444 0.55555556) *
#> 3) V31>=0.43635 73 25 R (0.34246575 0.65753425)
#> 6) V18< 0.26495 19 1 M (0.94736842 0.05263158) *
#> 7) V18>=0.26495 54 7 R (0.12962963 0.87037037)
#> 14) V59< 0.00295 8 3 M (0.62500000 0.37500000) *
#> 15) V59>=0.00295 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.47995 82 27 M (0.67073171 0.32926829)
#> 4) V58>=0.00235 68 14 M (0.79411765 0.20588235)
#> 8) V39>=0.1385 57 6 M (0.89473684 0.10526316)
#> 16) V38>=0.1123 49 1 M (0.97959184 0.02040816) *
#> 17) V38< 0.1123 8 3 R (0.37500000 0.62500000) *
#> 9) V39< 0.1385 11 3 R (0.27272727 0.72727273) *
#> 5) V58< 0.00235 14 1 R (0.07142857 0.92857143) *
#> 3) V37>=0.47995 57 14 R (0.24561404 0.75438596)
#> 6) V17< 0.19045 14 3 M (0.78571429 0.21428571) *
#> 7) V17>=0.19045 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V44>=0.2383 43 10 M (0.76744186 0.23255814)
#> 4) V41< 0.5995 33 1 M (0.96969697 0.03030303) *
#> 5) V41>=0.5995 10 1 R (0.10000000 0.90000000) *
#> 3) V44< 0.2383 96 32 R (0.33333333 0.66666667)
#> 6) V37< 0.23445 50 21 M (0.58000000 0.42000000)
#> 12) V10>=0.1185 36 7 M (0.80555556 0.19444444)
#> 24) V4>=0.03755 28 1 M (0.96428571 0.03571429) *
#> 25) V4< 0.03755 8 2 R (0.25000000 0.75000000) *
#> 13) V10< 0.1185 14 0 R (0.00000000 1.00000000) *
#> 7) V37>=0.23445 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V37< 0.4568 81 21 M (0.74074074 0.25925926)
#> 4) V16< 0.6777 67 10 M (0.85074627 0.14925373)
#> 8) V45>=0.0783 52 1 M (0.98076923 0.01923077) *
#> 9) V45< 0.0783 15 6 R (0.40000000 0.60000000) *
#> 5) V16>=0.6777 14 3 R (0.21428571 0.78571429) *
#> 3) V37>=0.4568 58 16 R (0.27586207 0.72413793)
#> 6) V27>=0.8029 11 1 M (0.90909091 0.09090909) *
#> 7) V27< 0.8029 47 6 R (0.12765957 0.87234043)
#> 14) V52>=0.0265 7 1 M (0.85714286 0.14285714) *
#> 15) V52< 0.0265 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V9>=0.1164 85 26 M (0.69411765 0.30588235)
#> 4) V49>=0.02315 66 9 M (0.86363636 0.13636364)
#> 8) V51>=0.01235 52 1 M (0.98076923 0.01923077) *
#> 9) V51< 0.01235 14 6 R (0.42857143 0.57142857) *
#> 5) V49< 0.02315 19 2 R (0.10526316 0.89473684) *
#> 3) V9< 0.1164 54 12 R (0.22222222 0.77777778)
#> 6) V20>=0.86495 9 2 M (0.77777778 0.22222222) *
#> 7) V20< 0.86495 45 5 R (0.11111111 0.88888889)
#> 14) V32< 0.24445 8 3 M (0.62500000 0.37500000) *
#> 15) V32>=0.24445 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V12>=0.22805 77 19 M (0.75324675 0.24675325)
#> 4) V52>=0.0069 61 5 M (0.91803279 0.08196721) *
#> 5) V52< 0.0069 16 2 R (0.12500000 0.87500000) *
#> 3) V12< 0.22805 62 19 R (0.30645161 0.69354839)
#> 6) V54< 0.0049 20 5 M (0.75000000 0.25000000)
#> 12) V44>=0.16725 13 0 M (1.00000000 0.00000000) *
#> 13) V44< 0.16725 7 2 R (0.28571429 0.71428571) *
#> 7) V54>=0.0049 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V46>=0.07315 98 38 M (0.61224490 0.38775510)
#> 4) V23>=0.75045 46 7 M (0.84782609 0.15217391)
#> 8) V20>=0.5479 39 1 M (0.97435897 0.02564103) *
#> 9) V20< 0.5479 7 1 R (0.14285714 0.85714286) *
#> 5) V23< 0.75045 52 21 R (0.40384615 0.59615385)
#> 10) V1>=0.03115 15 1 M (0.93333333 0.06666667) *
#> 11) V1< 0.03115 37 7 R (0.18918919 0.81081081)
#> 22) V27>=0.83755 9 2 M (0.77777778 0.22222222) *
#> 23) V27< 0.83755 28 0 R (0.00000000 1.00000000) *
#> 3) V46< 0.07315 41 6 R (0.14634146 0.85365854)
#> 6) V28< 0.4447 9 3 M (0.66666667 0.33333333) *
#> 7) V28>=0.4447 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V29>=0.70805 50 11 M (0.78000000 0.22000000)
#> 4) V49>=0.02595 41 2 M (0.95121951 0.04878049) *
#> 5) V49< 0.02595 9 0 R (0.00000000 1.00000000) *
#> 3) V29< 0.70805 89 30 R (0.33707865 0.66292135)
#> 6) V27< 0.2946 14 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.2946 75 16 R (0.21333333 0.78666667)
#> 14) V59>=0.012 19 7 M (0.63157895 0.36842105) *
#> 15) V59< 0.012 56 4 R (0.07142857 0.92857143)
#> 30) V55< 0.0035 7 3 M (0.57142857 0.42857143) *
#> 31) V55>=0.0035 49 0 R (0.00000000 1.00000000) *
#>
#>
#> $weights
#> [1] 0.8090480 0.6987897 0.5687432 0.7910656 0.7584266 0.6572475 0.4768041
#> [8] 0.5533114 0.6093213 0.5937608 0.5321478 0.7275892 0.8571466 0.6975572
#> [15] 0.8776078 0.6379314 0.8132872 0.7503212 0.5567228 0.7008673 0.6543318
#> [22] 0.7046038 0.6046316 1.0048760 0.7369997 0.7686542 0.7271891 0.7248660
#> [29] 0.8178440 0.9491504 0.7883524 0.6426923 0.7743153 0.8449489 0.6366082
#> [36] 0.6121699 0.9688693 0.6947453 0.6169492 0.6247311 0.5910227 0.7382967
#> [43] 0.8571896 0.8297528 0.6285776 0.7754071 0.6625265 0.6902508 0.8196512
#> [50] 0.6333227 0.6193562 0.7173574 0.7636545 0.6856021 0.8174102 0.7610961
#> [57] 0.6866457 0.6953231 0.7115786 0.7033480 0.7612281 0.6536745 0.7207750
#> [64] 0.7699652 0.5488444 0.6166879 0.7210315 0.7330243 0.5793378 0.7219229
#> [71] 0.6644453 0.5481997 0.6842755 0.5207617 0.8448780 0.8624192 0.7483747
#> [78] 0.8537730 0.7063445 0.8770993 1.0130263 0.9212485 0.6091846 0.6126111
#> [85] 0.6708678 0.9310739 0.6112676 0.6653388 0.8790584 0.7070509 0.6085189
#> [92] 0.7937750 0.6237884 0.7680578 0.8192016 0.7426931 0.6474619 0.7020865
#> [99] 0.9185559 0.8826930
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.147257 53.069961
#> [2,] 18.747002 53.470216
#> [3,] 18.714463 53.502755
#> [4,] 18.110847 54.106371
#> [5,] 18.750871 53.466347
#> [6,] 19.406378 52.810839
#> [7,] 19.300331 52.916887
#> [8,] 14.280323 57.936895
#> [9,] 17.937190 54.280028
#> [10,] 13.778259 58.438959
#> [11,] 19.653545 52.563672
#> [12,] 17.472443 54.744775
#> [13,] 16.554923 55.662295
#> [14,] 14.088039 58.129179
#> [15,] 18.547092 53.670126
#> [16,] 19.255432 52.961786
#> [17,] 17.855439 54.361778
#> [18,] 18.845960 53.371257
#> [19,] 18.728840 53.488378
#> [20,] 18.952666 53.264552
#> [21,] 16.999105 55.218113
#> [22,] 16.977999 55.239219
#> [23,] 16.304065 55.913153
#> [24,] 18.523501 53.693716
#> [25,] 17.261162 54.956055
#> [26,] 9.662679 62.554538
#> [27,] 14.577188 57.640030
#> [28,] 19.134449 53.082768
#> [29,] 17.725120 54.492097
#> [30,] 18.084185 54.133032
#> [31,] 19.090218 53.126999
#> [32,] 18.730143 53.487074
#> [33,] 19.733962 52.483256
#> [34,] 16.930954 55.286263
#> [35,] 16.737657 55.479560
#> [36,] 8.626639 63.590579
#> [37,] 11.591748 60.625469
#> [38,] 14.461374 57.755844
#> [39,] 19.109893 53.107325
#> [40,] 16.233688 55.983530
#> [41,] 17.290958 54.926259
#> [42,] 17.584373 54.632845
#> [43,] 15.492460 56.724758
#> [44,] 16.076252 56.140965
#> [45,] 12.707316 59.509902
#> [46,] 14.954258 57.262960
#> [47,] 14.477298 57.739919
#> [48,] 17.125093 55.092125
#> [49,] 16.156982 56.060236
#> [50,] 14.552593 57.664625
#> [51,] 16.470772 55.746446
#> [52,] 18.371292 53.845926
#> [53,] 16.966585 55.250632
#> [54,] 17.786928 54.430289
#> [55,] 18.556402 53.660815
#> [56,] 17.822649 54.394568
#> [57,] 18.564331 53.652887
#> [58,] 18.977075 53.240142
#> [59,] 18.965544 53.251674
#> [60,] 17.576345 54.640873
#> [61,] 18.382531 53.834687
#> [62,] 17.482567 54.734651
#> [63,] 19.051662 53.165555
#> [64,] 20.080404 52.136814
#> [65,] 15.654282 56.562936
#> [66,] 17.903854 54.313364
#> [67,] 17.493858 54.723360
#> [68,] 17.951681 54.265537
#> [69,] 16.161029 56.056189
#> [70,] 53.584334 18.632883
#> [71,] 54.274137 17.943081
#> [72,] 53.595201 18.622017
#> [73,] 53.940302 18.276916
#> [74,] 54.017727 18.199491
#> [75,] 52.856782 19.360436
#> [76,] 54.588556 17.628662
#> [77,] 53.046791 19.170426
#> [78,] 53.091928 19.125290
#> [79,] 57.055668 15.161550
#> [80,] 55.007756 17.209462
#> [81,] 53.703905 18.513313
#> [82,] 53.696912 18.520306
#> [83,] 60.539685 11.677533
#> [84,] 54.115595 18.101623
#> [85,] 53.178322 19.038896
#> [86,] 54.989609 17.227609
#> [87,] 57.779807 14.437411
#> [88,] 57.472772 14.744445
#> [89,] 53.584783 18.632434
#> [90,] 54.273530 17.943688
#> [91,] 56.076659 16.140559
#> [92,] 56.643370 15.573848
#> [93,] 53.588307 18.628911
#> [94,] 55.252190 16.965027
#> [95,] 55.696988 16.520230
#> [96,] 55.186187 17.031030
#> [97,] 55.088474 17.128744
#> [98,] 59.331183 12.886035
#> [99,] 53.732446 18.484772
#> [100,] 53.877464 18.339753
#> [101,] 53.756666 18.460551
#> [102,] 58.692239 13.524978
#> [103,] 56.593759 15.623459
#> [104,] 54.847918 17.369300
#> [105,] 53.311805 18.905413
#> [106,] 52.982695 19.234523
#> [107,] 53.620859 18.596359
#> [108,] 56.590374 15.626844
#> [109,] 53.926916 18.290301
#> [110,] 54.782958 17.434260
#> [111,] 55.635264 16.581954
#> [112,] 54.109617 18.107600
#> [113,] 54.091043 18.126175
#> [114,] 54.510086 17.707132
#> [115,] 54.249498 17.967720
#> [116,] 53.901313 18.315904
#> [117,] 53.714857 18.502361
#> [118,] 54.248862 17.968356
#> [119,] 53.735664 18.481554
#> [120,] 54.660635 17.556582
#> [121,] 53.973946 18.243272
#> [122,] 53.179931 19.037287
#> [123,] 58.360585 13.856633
#> [124,] 55.943342 16.273875
#> [125,] 65.387036 6.830182
#> [126,] 60.226586 11.990632
#> [127,] 63.754779 8.462438
#> [128,] 58.338083 13.879135
#> [129,] 55.518379 16.698839
#> [130,] 58.208191 14.009027
#> [131,] 54.244652 17.972566
#> [132,] 55.340584 16.876634
#> [133,] 54.119043 18.098175
#> [134,] 54.867991 17.349227
#> [135,] 58.830146 13.387072
#> [136,] 56.356795 15.860423
#> [137,] 53.238761 18.978457
#> [138,] 60.897897 11.319320
#> [139,] 52.950013 19.267204
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.2651342 0.73486576
#> [2,] 0.2595919 0.74040814
#> [3,] 0.2591413 0.74085871
#> [4,] 0.2507829 0.74921705
#> [5,] 0.2596454 0.74035456
#> [6,] 0.2687223 0.73127768
#> [7,] 0.2672539 0.73274613
#> [8,] 0.1977413 0.80225875
#> [9,] 0.2483783 0.75162170
#> [10,] 0.1907891 0.80921088
#> [11,] 0.2721449 0.72785513
#> [12,] 0.2419429 0.75805710
#> [13,] 0.2292379 0.77076211
#> [14,] 0.1950787 0.80492133
#> [15,] 0.2568237 0.74317632
#> [16,] 0.2666321 0.73336786
#> [17,] 0.2472463 0.75275371
#> [18,] 0.2609621 0.73903785
#> [19,] 0.2593404 0.74065963
#> [20,] 0.2624397 0.73756029
#> [21,] 0.2353885 0.76461146
#> [22,] 0.2350963 0.76490372
#> [23,] 0.2257642 0.77423577
#> [24,] 0.2564970 0.74350298
#> [25,] 0.2390173 0.76098273
#> [26,] 0.1338002 0.86619978
#> [27,] 0.2018520 0.79814803
#> [28,] 0.2649569 0.73504311
#> [29,] 0.2454418 0.75455825
#> [30,] 0.2504138 0.74958624
#> [31,] 0.2643444 0.73565558
#> [32,] 0.2593584 0.74064158
#> [33,] 0.2732584 0.72674159
#> [34,] 0.2344448 0.76555516
#> [35,] 0.2317682 0.76823176
#> [36,] 0.1194540 0.88054595
#> [37,] 0.1605123 0.83948775
#> [38,] 0.2002483 0.79975172
#> [39,] 0.2646169 0.73538315
#> [40,] 0.2247897 0.77521029
#> [41,] 0.2394299 0.76057014
#> [42,] 0.2434928 0.75650719
#> [43,] 0.2145259 0.78547415
#> [44,] 0.2226097 0.77739031
#> [45,] 0.1759596 0.82404036
#> [46,] 0.2070733 0.79292669
#> [47,] 0.2004688 0.79953121
#> [48,] 0.2371331 0.76286690
#> [49,] 0.2237276 0.77627244
#> [50,] 0.2015114 0.79848860
#> [51,] 0.2280726 0.77192736
#> [52,] 0.2543894 0.74561064
#> [53,] 0.2349382 0.76506177
#> [54,] 0.2462976 0.75370239
#> [55,] 0.2569526 0.74304739
#> [56,] 0.2467922 0.75320775
#> [57,] 0.2570624 0.74293761
#> [58,] 0.2627777 0.73722229
#> [59,] 0.2626180 0.73738197
#> [60,] 0.2433816 0.75661836
#> [61,] 0.2545450 0.74545501
#> [62,] 0.2420831 0.75791691
#> [63,] 0.2638105 0.73618947
#> [64,] 0.2780556 0.72194437
#> [65,] 0.2167666 0.78323339
#> [66,] 0.2479167 0.75208331
#> [67,] 0.2422394 0.75776057
#> [68,] 0.2485790 0.75142104
#> [69,] 0.2237836 0.77621640
#> [70,] 0.7419884 0.25801165
#> [71,] 0.7515401 0.24845988
#> [72,] 0.7421388 0.25786118
#> [73,] 0.7469175 0.25308253
#> [74,] 0.7479896 0.25201041
#> [75,] 0.7319138 0.26808615
#> [76,] 0.7558939 0.24410608
#> [77,] 0.7345449 0.26545507
#> [78,] 0.7351699 0.26483006
#> [79,] 0.7900563 0.20994370
#> [80,] 0.7616986 0.23830137
#> [81,] 0.7436441 0.25635594
#> [82,] 0.7435472 0.25645277
#> [83,] 0.8382999 0.16170012
#> [84,] 0.7493448 0.25065522
#> [85,] 0.7363663 0.26363375
#> [86,] 0.7614473 0.23855266
#> [87,] 0.8000835 0.19991647
#> [88,] 0.7958320 0.20416801
#> [89,] 0.7419946 0.25800543
#> [90,] 0.7515317 0.24846828
#> [91,] 0.7764998 0.22350015
#> [92,] 0.7843472 0.21565284
#> [93,] 0.7420434 0.25795664
#> [94,] 0.7650833 0.23491666
#> [95,] 0.7712425 0.22875750
#> [96,] 0.7641694 0.23583061
#> [97,] 0.7628163 0.23718366
#> [98,] 0.8215656 0.17843439
#> [99,] 0.7440393 0.25596073
#> [100,] 0.7460474 0.25395264
#> [101,] 0.7443747 0.25562535
#> [102,] 0.8127181 0.18728191
#> [103,] 0.7836602 0.21633980
#> [104,] 0.7594853 0.24051466
#> [105,] 0.7382146 0.26178539
#> [106,] 0.7336574 0.26634262
#> [107,] 0.7424941 0.25750589
#> [108,] 0.7836133 0.21638668
#> [109,] 0.7467321 0.25326788
#> [110,] 0.7585858 0.24141417
#> [111,] 0.7703878 0.22961219
#> [112,] 0.7492620 0.25073799
#> [113,] 0.7490048 0.25099520
#> [114,] 0.7548073 0.24519266
#> [115,] 0.7511989 0.24880105
#> [116,] 0.7463776 0.25362240
#> [117,] 0.7437957 0.25620429
#> [118,] 0.7511901 0.24880986
#> [119,] 0.7440838 0.25591617
#> [120,] 0.7568920 0.24310799
#> [121,] 0.7473833 0.25261666
#> [122,] 0.7363885 0.26361147
#> [123,] 0.8081256 0.19187436
#> [124,] 0.7746538 0.22534620
#> [125,] 0.9054217 0.09457831
#> [126,] 0.8339644 0.16603564
#> [127,] 0.8828197 0.11718034
#> [128,] 0.8078140 0.19218595
#> [129,] 0.7687693 0.23123072
#> [130,] 0.8060154 0.19398458
#> [131,] 0.7511318 0.24886815
#> [132,] 0.7663073 0.23369266
#> [133,] 0.7493925 0.25060748
#> [134,] 0.7597633 0.24023671
#> [135,] 0.8146277 0.18537231
#> [136,] 0.7803789 0.21962108
#> [137,] 0.7372032 0.26279684
#> [138,] 0.8432601 0.15673991
#> [139,] 0.7332048 0.26679516
#>
#> $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" "R" "R" "R" "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
#> 0.97828677 1.32866697 3.10102192 4.11395873 0.92066629 0.44049174 0.57474748
#> V16 V17 V18 V19 V2 V20 V21
#> 1.72364569 1.44023624 0.63353076 1.57876983 0.42619505 0.90743265 4.28091903
#> V22 V23 V24 V25 V26 V27 V28
#> 0.74107701 6.02817250 0.51309276 0.37682845 1.18179090 4.02163884 3.09310552
#> V29 V3 V30 V31 V32 V33 V34
#> 0.48807617 0.48974518 1.14704636 1.54396764 0.91640183 0.43705062 0.64855470
#> V35 V36 V37 V38 V39 V4 V40
#> 0.14322672 2.96335660 7.12318823 0.48923040 1.24141724 3.95615885 0.63553188
#> V41 V42 V43 V44 V45 V46 V47
#> 0.88357246 0.67674312 1.45578876 3.75662362 2.23855465 2.03494578 0.91288720
#> V48 V49 V5 V50 V51 V52 V53
#> 1.06583513 1.78045411 0.85991729 1.81284527 2.71816680 4.27960136 0.68397673
#> V54 V55 V56 V57 V58 V59 V6
#> 0.99795923 1.48298664 0.11995931 0.07351667 1.41619895 1.87077997 1.37883533
#> V60 V7 V8 V9
#> 0.84029257 1.17558242 0.99609320 3.86065588
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 70 69
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V37 V23 V21 V52 V12 V27 V4
#> 7.12318823 6.02817250 4.28091903 4.27960136 4.11395873 4.02163884 3.95615885
#> V9 V44 V11 V28 V36 V51 V45
#> 3.86065588 3.75662362 3.10102192 3.09310552 2.96335660 2.71816680 2.23855465
#> V46 V59 V50 V49 V16 V19 V31
#> 2.03494578 1.87077997 1.81284527 1.78045411 1.72364569 1.57876983 1.54396764
#> V55 V43 V17 V58 V6 V10 V39
#> 1.48298664 1.45578876 1.44023624 1.41619895 1.37883533 1.32866697 1.24141724
#> V26 V7 V30 V48 V54 V8 V1
#> 1.18179090 1.17558242 1.14704636 1.06583513 0.99795923 0.99609320 0.97828677
#> V13 V32 V47 V20 V41 V5 V60
#> 0.92066629 0.91640183 0.91288720 0.90743265 0.88357246 0.85991729 0.84029257
#> V22 V53 V42 V34 V40 V18 V15
#> 0.74107701 0.68397673 0.67674312 0.64855470 0.63553188 0.63353076 0.57474748
#> V24 V3 V38 V29 V14 V33 V2
#> 0.51309276 0.48974518 0.48923040 0.48807617 0.44049174 0.43705062 0.42619505
#> V25 V35 V56 V57
#> 0.37682845 0.14322672 0.11995931 0.07351667
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1594203