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 62 M (0.55395683 0.44604317)
#> 2) V11>=0.15945 85 16 M (0.81176471 0.18823529)
#> 4) V52>=0.00705 71 7 M (0.90140845 0.09859155) *
#> 5) V52< 0.00705 14 5 R (0.35714286 0.64285714) *
#> 3) V11< 0.15945 54 8 R (0.14814815 0.85185185)
#> 6) V4>=0.0515 7 0 M (1.00000000 0.00000000) *
#> 7) V4< 0.0515 47 1 R (0.02127660 0.97872340) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V11>=0.17815 82 27 M (0.67073171 0.32926829)
#> 4) V17< 0.60725 49 5 M (0.89795918 0.10204082) *
#> 5) V17>=0.60725 33 11 R (0.33333333 0.66666667)
#> 10) V23>=0.88825 7 0 M (1.00000000 0.00000000) *
#> 11) V23< 0.88825 26 4 R (0.15384615 0.84615385) *
#> 3) V11< 0.17815 57 8 R (0.14035088 0.85964912)
#> 6) V20>=0.86495 9 3 M (0.66666667 0.33333333) *
#> 7) V20< 0.86495 48 2 R (0.04166667 0.95833333) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V36< 0.4585 83 25 M (0.69879518 0.30120482)
#> 4) V11>=0.17355 62 7 M (0.88709677 0.11290323)
#> 8) V47>=0.043 55 2 M (0.96363636 0.03636364) *
#> 9) V47< 0.043 7 2 R (0.28571429 0.71428571) *
#> 5) V11< 0.17355 21 3 R (0.14285714 0.85714286) *
#> 3) V36>=0.4585 56 6 R (0.10714286 0.89285714)
#> 6) V44>=0.3355 9 3 M (0.66666667 0.33333333) *
#> 7) V44< 0.3355 47 0 R (0.00000000 1.00000000) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V36< 0.46475 78 27 M (0.65384615 0.34615385)
#> 4) V3>=0.0293 44 4 M (0.90909091 0.09090909) *
#> 5) V3< 0.0293 34 11 R (0.32352941 0.67647059)
#> 10) V51>=0.0171 9 1 M (0.88888889 0.11111111) *
#> 11) V51< 0.0171 25 3 R (0.12000000 0.88000000) *
#> 3) V36>=0.46475 61 12 R (0.19672131 0.80327869)
#> 6) V45>=0.26365 16 6 M (0.62500000 0.37500000) *
#> 7) V45< 0.26365 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V37< 0.4664 89 38 M (0.57303371 0.42696629)
#> 4) V48>=0.073 42 3 M (0.92857143 0.07142857) *
#> 5) V48< 0.073 47 12 R (0.25531915 0.74468085)
#> 10) V29< 0.441 11 1 M (0.90909091 0.09090909) *
#> 11) V29>=0.441 36 2 R (0.05555556 0.94444444) *
#> 3) V37>=0.4664 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V22>=0.73265 57 15 M (0.73684211 0.26315789)
#> 4) V16< 0.69115 45 5 M (0.88888889 0.11111111)
#> 8) V32< 0.4901 38 1 M (0.97368421 0.02631579) *
#> 9) V32>=0.4901 7 3 R (0.42857143 0.57142857) *
#> 5) V16>=0.69115 12 2 R (0.16666667 0.83333333) *
#> 3) V22< 0.73265 82 23 R (0.28048780 0.71951220)
#> 6) V9>=0.10115 40 17 M (0.57500000 0.42500000)
#> 12) V49>=0.02305 27 4 M (0.85185185 0.14814815)
#> 24) V30>=0.62865 20 0 M (1.00000000 0.00000000) *
#> 25) V30< 0.62865 7 3 R (0.42857143 0.57142857) *
#> 13) V49< 0.02305 13 0 R (0.00000000 1.00000000) *
#> 7) V9< 0.10115 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V5>=0.0392 96 33 M (0.65625000 0.34375000)
#> 4) V46>=0.03 86 23 M (0.73255814 0.26744186)
#> 8) V40< 0.5262 76 14 M (0.81578947 0.18421053)
#> 16) V51>=0.01255 56 4 M (0.92857143 0.07142857) *
#> 17) V51< 0.01255 20 10 M (0.50000000 0.50000000)
#> 34) V43>=0.19575 12 2 M (0.83333333 0.16666667) *
#> 35) V43< 0.19575 8 0 R (0.00000000 1.00000000) *
#> 9) V40>=0.5262 10 1 R (0.10000000 0.90000000) *
#> 5) V46< 0.03 10 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.0392 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V11>=0.2194 84 20 M (0.76190476 0.23809524)
#> 4) V14< 0.5006 68 7 M (0.89705882 0.10294118)
#> 8) V57< 0.017 59 1 M (0.98305085 0.01694915) *
#> 9) V57>=0.017 9 3 R (0.33333333 0.66666667) *
#> 5) V14>=0.5006 16 3 R (0.18750000 0.81250000) *
#> 3) V11< 0.2194 55 16 R (0.29090909 0.70909091)
#> 6) V1>=0.0278 19 5 M (0.73684211 0.26315789) *
#> 7) V1< 0.0278 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V9>=0.11155 97 28 M (0.71134021 0.28865979)
#> 4) V43>=0.23825 59 5 M (0.91525424 0.08474576) *
#> 5) V43< 0.23825 38 15 R (0.39473684 0.60526316)
#> 10) V10< 0.27935 25 10 M (0.60000000 0.40000000)
#> 20) V1>=0.02115 17 2 M (0.88235294 0.11764706) *
#> 21) V1< 0.02115 8 0 R (0.00000000 1.00000000) *
#> 11) V10>=0.27935 13 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.11155 42 5 R (0.11904762 0.88095238)
#> 6) V26< 0.514 7 3 M (0.57142857 0.42857143) *
#> 7) V26>=0.514 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V20>=0.4958 87 18 M (0.79310345 0.20689655)
#> 4) V57< 0.0215 78 9 M (0.88461538 0.11538462)
#> 8) V43>=0.10465 68 3 M (0.95588235 0.04411765) *
#> 9) V43< 0.10465 10 4 R (0.40000000 0.60000000) *
#> 5) V57>=0.0215 9 0 R (0.00000000 1.00000000) *
#> 3) V20< 0.4958 52 12 R (0.23076923 0.76923077)
#> 6) V49>=0.06 15 4 M (0.73333333 0.26666667) *
#> 7) V49< 0.06 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V27< 0.57215 59 15 M (0.74576271 0.25423729)
#> 4) V58>=0.0038 51 7 M (0.86274510 0.13725490)
#> 8) V16>=0.2562 41 1 M (0.97560976 0.02439024) *
#> 9) V16< 0.2562 10 4 R (0.40000000 0.60000000) *
#> 5) V58< 0.0038 8 0 R (0.00000000 1.00000000) *
#> 3) V27>=0.57215 80 19 R (0.23750000 0.76250000)
#> 6) V28>=0.96135 12 1 M (0.91666667 0.08333333) *
#> 7) V28< 0.96135 68 8 R (0.11764706 0.88235294)
#> 14) V11>=0.3049 11 5 M (0.54545455 0.45454545) *
#> 15) V11< 0.3049 57 2 R (0.03508772 0.96491228) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V11>=0.2194 88 22 M (0.75000000 0.25000000)
#> 4) V58>=0.0022 76 11 M (0.85526316 0.14473684)
#> 8) V51>=0.0134 52 2 M (0.96153846 0.03846154) *
#> 9) V51< 0.0134 24 9 M (0.62500000 0.37500000)
#> 18) V2< 0.0262 14 0 M (1.00000000 0.00000000) *
#> 19) V2>=0.0262 10 1 R (0.10000000 0.90000000) *
#> 5) V58< 0.0022 12 1 R (0.08333333 0.91666667) *
#> 3) V11< 0.2194 51 13 R (0.25490196 0.74509804)
#> 6) V22>=0.90065 8 1 M (0.87500000 0.12500000) *
#> 7) V22< 0.90065 43 6 R (0.13953488 0.86046512) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V11>=0.13035 113 39 M (0.65486726 0.34513274)
#> 4) V37< 0.4568 65 10 M (0.84615385 0.15384615)
#> 8) V1>=0.01575 54 2 M (0.96296296 0.03703704) *
#> 9) V1< 0.01575 11 3 R (0.27272727 0.72727273) *
#> 5) V37>=0.4568 48 19 R (0.39583333 0.60416667)
#> 10) V45>=0.26365 17 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.26365 31 2 R (0.06451613 0.93548387) *
#> 3) V11< 0.13035 26 3 R (0.11538462 0.88461538) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V49>=0.04425 78 20 M (0.74358974 0.25641026)
#> 4) V37< 0.58545 61 7 M (0.88524590 0.11475410)
#> 8) V58>=0.00385 54 3 M (0.94444444 0.05555556) *
#> 9) V58< 0.00385 7 3 R (0.42857143 0.57142857) *
#> 5) V37>=0.58545 17 4 R (0.23529412 0.76470588) *
#> 3) V49< 0.04425 61 16 R (0.26229508 0.73770492)
#> 6) V32< 0.3453 20 7 M (0.65000000 0.35000000)
#> 12) V3>=0.0243 13 1 M (0.92307692 0.07692308) *
#> 13) V3< 0.0243 7 1 R (0.14285714 0.85714286) *
#> 7) V32>=0.3453 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V46>=0.0978 98 25 M (0.74489796 0.25510204)
#> 4) V36< 0.505 57 3 M (0.94736842 0.05263158) *
#> 5) V36>=0.505 41 19 R (0.46341463 0.53658537)
#> 10) V45>=0.26365 23 4 M (0.82608696 0.17391304)
#> 20) V11>=0.2326 16 0 M (1.00000000 0.00000000) *
#> 21) V11< 0.2326 7 3 R (0.42857143 0.57142857) *
#> 11) V45< 0.26365 18 0 R (0.00000000 1.00000000) *
#> 3) V46< 0.0978 41 13 R (0.31707317 0.68292683)
#> 6) V28< 0.44075 9 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.44075 32 4 R (0.12500000 0.87500000)
#> 14) V31>=0.62795 7 3 M (0.57142857 0.42857143) *
#> 15) V31< 0.62795 25 0 R (0.00000000 1.00000000) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V44>=0.13165 98 22 M (0.77551020 0.22448980)
#> 4) V49>=0.0166 88 12 M (0.86363636 0.13636364)
#> 8) V9>=0.09405 78 5 M (0.93589744 0.06410256)
#> 16) V16< 0.5652 57 0 M (1.00000000 0.00000000) *
#> 17) V16>=0.5652 21 5 M (0.76190476 0.23809524)
#> 34) V36< 0.44715 14 0 M (1.00000000 0.00000000) *
#> 35) V36>=0.44715 7 2 R (0.28571429 0.71428571) *
#> 9) V9< 0.09405 10 3 R (0.30000000 0.70000000) *
#> 5) V49< 0.0166 10 0 R (0.00000000 1.00000000) *
#> 3) V44< 0.13165 41 8 R (0.19512195 0.80487805)
#> 6) V31< 0.3283 7 0 M (1.00000000 0.00000000) *
#> 7) V31>=0.3283 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V4>=0.052 63 15 M (0.76190476 0.23809524)
#> 4) V59>=0.00605 41 3 M (0.92682927 0.07317073) *
#> 5) V59< 0.00605 22 10 R (0.45454545 0.54545455)
#> 10) V18< 0.59555 10 0 M (1.00000000 0.00000000) *
#> 11) V18>=0.59555 12 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.052 76 28 R (0.36842105 0.63157895)
#> 6) V11>=0.17445 47 20 M (0.57446809 0.42553191)
#> 12) V15< 0.3412 27 2 M (0.92592593 0.07407407) *
#> 13) V15>=0.3412 20 2 R (0.10000000 0.90000000) *
#> 7) V11< 0.17445 29 1 R (0.03448276 0.96551724) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.48065 90 33 M (0.63333333 0.36666667)
#> 4) V1>=0.02045 55 9 M (0.83636364 0.16363636)
#> 8) V45>=0.0949 38 0 M (1.00000000 0.00000000) *
#> 9) V45< 0.0949 17 8 R (0.47058824 0.52941176) *
#> 5) V1< 0.02045 35 11 R (0.31428571 0.68571429)
#> 10) V23>=0.76795 13 3 M (0.76923077 0.23076923) *
#> 11) V23< 0.76795 22 1 R (0.04545455 0.95454545) *
#> 3) V37>=0.48065 49 12 R (0.24489796 0.75510204)
#> 6) V36>=0.76615 11 0 M (1.00000000 0.00000000) *
#> 7) V36< 0.76615 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V49>=0.02385 114 31 M (0.72807018 0.27192982)
#> 4) V36< 0.505 78 10 M (0.87179487 0.12820513)
#> 8) V58< 0.0139 69 4 M (0.94202899 0.05797101) *
#> 9) V58>=0.0139 9 3 R (0.33333333 0.66666667) *
#> 5) V36>=0.505 36 15 R (0.41666667 0.58333333)
#> 10) V45>=0.2567 19 4 M (0.78947368 0.21052632) *
#> 11) V45< 0.2567 17 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.02385 25 2 R (0.08000000 0.92000000) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V27>=0.9024 34 4 M (0.88235294 0.11764706)
#> 4) V12>=0.2357 27 0 M (1.00000000 0.00000000) *
#> 5) V12< 0.2357 7 3 R (0.42857143 0.57142857) *
#> 3) V27< 0.9024 105 40 R (0.38095238 0.61904762)
#> 6) V27< 0.55535 52 19 M (0.63461538 0.36538462)
#> 12) V38< 0.4915 31 4 M (0.87096774 0.12903226)
#> 24) V42>=0.24185 24 0 M (1.00000000 0.00000000) *
#> 25) V42< 0.24185 7 3 R (0.42857143 0.57142857) *
#> 13) V38>=0.4915 21 6 R (0.28571429 0.71428571)
#> 26) V23< 0.26205 7 1 M (0.85714286 0.14285714) *
#> 27) V23>=0.26205 14 0 R (0.00000000 1.00000000) *
#> 7) V27>=0.55535 53 7 R (0.13207547 0.86792453)
#> 14) V14< 0.1733 11 5 M (0.54545455 0.45454545) *
#> 15) V14>=0.1733 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.1073 88 25 M (0.71590909 0.28409091)
#> 4) V49>=0.02385 71 10 M (0.85915493 0.14084507)
#> 8) V48< 0.14825 58 2 M (0.96551724 0.03448276) *
#> 9) V48>=0.14825 13 5 R (0.38461538 0.61538462) *
#> 5) V49< 0.02385 17 2 R (0.11764706 0.88235294) *
#> 3) V9< 0.1073 51 12 R (0.23529412 0.76470588)
#> 6) V50< 0.0119 9 1 M (0.88888889 0.11111111) *
#> 7) V50>=0.0119 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V11>=0.21765 78 15 M (0.80769231 0.19230769)
#> 4) V58>=0.00215 70 8 M (0.88571429 0.11428571)
#> 8) V6< 0.1715 59 2 M (0.96610169 0.03389831) *
#> 9) V6>=0.1715 11 5 R (0.45454545 0.54545455) *
#> 5) V58< 0.00215 8 1 R (0.12500000 0.87500000) *
#> 3) V11< 0.21765 61 20 R (0.32786885 0.67213115)
#> 6) V22>=0.72395 26 6 M (0.76923077 0.23076923)
#> 12) V28< 0.5076 18 0 M (1.00000000 0.00000000) *
#> 13) V28>=0.5076 8 2 R (0.25000000 0.75000000) *
#> 7) V22< 0.72395 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.5323741 0.4676259)
#> 2) V4>=0.052 63 14 M (0.7777778 0.2222222)
#> 4) V50>=0.011 55 7 M (0.8727273 0.1272727) *
#> 5) V50< 0.011 8 1 R (0.1250000 0.8750000) *
#> 3) V4< 0.052 76 25 R (0.3289474 0.6710526)
#> 6) V10>=0.11715 49 24 M (0.5102041 0.4897959)
#> 12) V23>=0.75575 20 2 M (0.9000000 0.1000000) *
#> 13) V23< 0.75575 29 7 R (0.2413793 0.7586207)
#> 26) V29>=0.8682 10 3 M (0.7000000 0.3000000) *
#> 27) V29< 0.8682 19 0 R (0.0000000 1.0000000) *
#> 7) V10< 0.11715 27 0 R (0.0000000 1.0000000) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V9>=0.10785 83 29 M (0.65060241 0.34939759)
#> 4) V16< 0.66655 56 10 M (0.82142857 0.17857143)
#> 8) V49>=0.0236 46 2 M (0.95652174 0.04347826) *
#> 9) V49< 0.0236 10 2 R (0.20000000 0.80000000) *
#> 5) V16>=0.66655 27 8 R (0.29629630 0.70370370)
#> 10) V27< 0.49675 8 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.49675 19 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10785 56 11 R (0.19642857 0.80357143)
#> 6) V10< 0.027 7 0 M (1.00000000 0.00000000) *
#> 7) V10>=0.027 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V5>=0.04585 72 22 M (0.69444444 0.30555556)
#> 4) V37< 0.5718 58 10 M (0.82758621 0.17241379)
#> 8) V39>=0.17245 44 2 M (0.95454545 0.04545455) *
#> 9) V39< 0.17245 14 6 R (0.42857143 0.57142857) *
#> 5) V37>=0.5718 14 2 R (0.14285714 0.85714286) *
#> 3) V5< 0.04585 67 14 R (0.20895522 0.79104478)
#> 6) V30< 0.38695 9 1 M (0.88888889 0.11111111) *
#> 7) V30>=0.38695 58 6 R (0.10344828 0.89655172)
#> 14) V8< 0.06475 7 3 M (0.57142857 0.42857143) *
#> 15) V8>=0.06475 51 2 R (0.03921569 0.96078431) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V51>=0.01285 72 18 M (0.75000000 0.25000000)
#> 4) V8>=0.0759 58 7 M (0.87931034 0.12068966)
#> 8) V34>=0.15475 49 2 M (0.95918367 0.04081633) *
#> 9) V34< 0.15475 9 4 R (0.44444444 0.55555556) *
#> 5) V8< 0.0759 14 3 R (0.21428571 0.78571429) *
#> 3) V51< 0.01285 67 16 R (0.23880597 0.76119403)
#> 6) V55>=0.02055 7 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.02055 60 9 R (0.15000000 0.85000000)
#> 14) V57< 0.0017 7 1 M (0.85714286 0.14285714) *
#> 15) V57>=0.0017 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V27>=0.83475 49 6 M (0.87755102 0.12244898)
#> 4) V46>=0.07405 42 2 M (0.95238095 0.04761905) *
#> 5) V46< 0.07405 7 3 R (0.42857143 0.57142857) *
#> 3) V27< 0.83475 90 33 R (0.36666667 0.63333333)
#> 6) V59>=0.01135 18 2 M (0.88888889 0.11111111) *
#> 7) V59< 0.01135 72 17 R (0.23611111 0.76388889)
#> 14) V56< 0.004 13 2 M (0.84615385 0.15384615) *
#> 15) V56>=0.004 59 6 R (0.10169492 0.89830508)
#> 30) V7< 0.0919 8 2 M (0.75000000 0.25000000) *
#> 31) V7>=0.0919 51 0 R (0.00000000 1.00000000) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V27>=0.8478 47 11 M (0.76595745 0.23404255)
#> 4) V12>=0.21345 38 2 M (0.94736842 0.05263158) *
#> 5) V12< 0.21345 9 0 R (0.00000000 1.00000000) *
#> 3) V27< 0.8478 92 26 R (0.28260870 0.71739130)
#> 6) V30< 0.3475 12 1 M (0.91666667 0.08333333) *
#> 7) V30>=0.3475 80 15 R (0.18750000 0.81250000)
#> 14) V49>=0.036 36 14 R (0.38888889 0.61111111)
#> 28) V24< 0.5597 10 1 M (0.90000000 0.10000000) *
#> 29) V24>=0.5597 26 5 R (0.19230769 0.80769231) *
#> 15) V49< 0.036 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.17355 96 26 M (0.72916667 0.27083333)
#> 4) V40< 0.48035 78 12 M (0.84615385 0.15384615)
#> 8) V17< 0.8112 69 6 M (0.91304348 0.08695652)
#> 16) V52>=0.0091 44 0 M (1.00000000 0.00000000) *
#> 17) V52< 0.0091 25 6 M (0.76000000 0.24000000)
#> 34) V23>=0.80845 16 0 M (1.00000000 0.00000000) *
#> 35) V23< 0.80845 9 3 R (0.33333333 0.66666667) *
#> 9) V17>=0.8112 9 3 R (0.33333333 0.66666667) *
#> 5) V40>=0.48035 18 4 R (0.22222222 0.77777778) *
#> 3) V11< 0.17355 43 5 R (0.11627907 0.88372093)
#> 6) V18>=0.68555 7 2 M (0.71428571 0.28571429) *
#> 7) V18< 0.68555 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V59>=0.01125 33 4 M (0.87878788 0.12121212)
#> 4) V16>=0.38905 26 0 M (1.00000000 0.00000000) *
#> 5) V16< 0.38905 7 3 R (0.42857143 0.57142857) *
#> 3) V59< 0.01125 106 42 R (0.39622642 0.60377358)
#> 6) V12>=0.22505 62 25 M (0.59677419 0.40322581)
#> 12) V17< 0.39755 27 0 M (1.00000000 0.00000000) *
#> 13) V17>=0.39755 35 10 R (0.28571429 0.71428571)
#> 26) V23>=0.88 9 0 M (1.00000000 0.00000000) *
#> 27) V23< 0.88 26 1 R (0.03846154 0.96153846) *
#> 7) V12< 0.22505 44 5 R (0.11363636 0.88636364)
#> 14) V26< 0.4212 8 3 M (0.62500000 0.37500000) *
#> 15) V26>=0.4212 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V11>=0.21885 72 15 M (0.79166667 0.20833333)
#> 4) V5< 0.1503 65 9 M (0.86153846 0.13846154)
#> 8) V39>=0.3057 35 0 M (1.00000000 0.00000000) *
#> 9) V39< 0.3057 30 9 M (0.70000000 0.30000000)
#> 18) V36< 0.41575 23 2 M (0.91304348 0.08695652) *
#> 19) V36>=0.41575 7 0 R (0.00000000 1.00000000) *
#> 5) V5>=0.1503 7 1 R (0.14285714 0.85714286) *
#> 3) V11< 0.21885 67 16 R (0.23880597 0.76119403)
#> 6) V9>=0.10785 20 7 M (0.65000000 0.35000000)
#> 12) V21>=0.25465 13 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.25465 7 0 R (0.00000000 1.00000000) *
#> 7) V9< 0.10785 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V31< 0.3838 56 12 M (0.78571429 0.21428571)
#> 4) V38>=0.23425 45 3 M (0.93333333 0.06666667) *
#> 5) V38< 0.23425 11 2 R (0.18181818 0.81818182) *
#> 3) V31>=0.3838 83 22 R (0.26506024 0.73493976)
#> 6) V27>=0.8045 20 6 M (0.70000000 0.30000000)
#> 12) V43>=0.1514 13 0 M (1.00000000 0.00000000) *
#> 13) V43< 0.1514 7 1 R (0.14285714 0.85714286) *
#> 7) V27< 0.8045 63 8 R (0.12698413 0.87301587)
#> 14) V56< 0.0036 8 3 M (0.62500000 0.37500000) *
#> 15) V56>=0.0036 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V59>=0.01125 35 6 M (0.82857143 0.17142857)
#> 4) V4>=0.05695 28 0 M (1.00000000 0.00000000) *
#> 5) V4< 0.05695 7 1 R (0.14285714 0.85714286) *
#> 3) V59< 0.01125 104 38 R (0.36538462 0.63461538)
#> 6) V27>=0.8167 27 7 M (0.74074074 0.25925926)
#> 12) V49>=0.04505 18 0 M (1.00000000 0.00000000) *
#> 13) V49< 0.04505 9 2 R (0.22222222 0.77777778) *
#> 7) V27< 0.8167 77 18 R (0.23376623 0.76623377)
#> 14) V30>=0.98095 7 0 M (1.00000000 0.00000000) *
#> 15) V30< 0.98095 70 11 R (0.15714286 0.84285714)
#> 30) V23>=0.867 10 3 M (0.70000000 0.30000000) *
#> 31) V23< 0.867 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V47>=0.061 116 35 M (0.69827586 0.30172414)
#> 4) V5>=0.0394 90 15 M (0.83333333 0.16666667)
#> 8) V26>=0.293 82 8 M (0.90243902 0.09756098) *
#> 9) V26< 0.293 8 1 R (0.12500000 0.87500000) *
#> 5) V5< 0.0394 26 6 R (0.23076923 0.76923077)
#> 10) V10>=0.19425 8 2 M (0.75000000 0.25000000) *
#> 11) V10< 0.19425 18 0 R (0.00000000 1.00000000) *
#> 3) V47< 0.061 23 1 R (0.04347826 0.95652174) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V31< 0.40345 53 15 M (0.71698113 0.28301887)
#> 4) V13>=0.167 46 8 M (0.82608696 0.17391304)
#> 8) V11>=0.1879 37 2 M (0.94594595 0.05405405) *
#> 9) V11< 0.1879 9 3 R (0.33333333 0.66666667) *
#> 5) V13< 0.167 7 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.40345 86 22 R (0.25581395 0.74418605)
#> 6) V44>=0.3057 21 6 M (0.71428571 0.28571429)
#> 12) V52>=0.01485 14 0 M (1.00000000 0.00000000) *
#> 13) V52< 0.01485 7 1 R (0.14285714 0.85714286) *
#> 7) V44< 0.3057 65 7 R (0.10769231 0.89230769)
#> 14) V38< 0.1902 11 4 M (0.63636364 0.36363636) *
#> 15) V38>=0.1902 54 0 R (0.00000000 1.00000000) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V1>=0.0112 116 38 M (0.67241379 0.32758621)
#> 4) V16< 0.66655 90 19 M (0.78888889 0.21111111)
#> 8) V5>=0.039 77 9 M (0.88311688 0.11688312)
#> 16) V30>=0.2452 67 3 M (0.95522388 0.04477612) *
#> 17) V30< 0.2452 10 4 R (0.40000000 0.60000000) *
#> 9) V5< 0.039 13 3 R (0.23076923 0.76923077) *
#> 5) V16>=0.66655 26 7 R (0.26923077 0.73076923)
#> 10) V27< 0.49675 7 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.49675 19 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.0112 23 2 R (0.08695652 0.91304348) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.16675 113 41 M (0.63716814 0.36283186)
#> 4) V32< 0.4925 69 12 M (0.82608696 0.17391304)
#> 8) V30< 0.70265 54 1 M (0.98148148 0.01851852) *
#> 9) V30>=0.70265 15 4 R (0.26666667 0.73333333) *
#> 5) V32>=0.4925 44 15 R (0.34090909 0.65909091)
#> 10) V48>=0.0894 18 3 M (0.83333333 0.16666667) *
#> 11) V48< 0.0894 26 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.16675 26 2 R (0.07692308 0.92307692) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V32< 0.36405 73 17 M (0.76712329 0.23287671)
#> 4) V20>=0.41255 63 7 M (0.88888889 0.11111111) *
#> 5) V20< 0.41255 10 0 R (0.00000000 1.00000000) *
#> 3) V32>=0.36405 66 22 R (0.33333333 0.66666667)
#> 6) V29>=0.8804 17 4 M (0.76470588 0.23529412) *
#> 7) V29< 0.8804 49 9 R (0.18367347 0.81632653)
#> 14) V23>=0.83135 11 5 M (0.54545455 0.45454545) *
#> 15) V23< 0.83135 38 3 R (0.07894737 0.92105263) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V56>=0.00935 50 7 M (0.86000000 0.14000000)
#> 4) V7< 0.22485 41 1 M (0.97560976 0.02439024) *
#> 5) V7>=0.22485 9 3 R (0.33333333 0.66666667) *
#> 3) V56< 0.00935 89 32 R (0.35955056 0.64044944)
#> 6) V27>=0.9434 13 0 M (1.00000000 0.00000000) *
#> 7) V27< 0.9434 76 19 R (0.25000000 0.75000000)
#> 14) V38< 0.18535 21 9 M (0.57142857 0.42857143)
#> 28) V5< 0.07315 14 2 M (0.85714286 0.14285714) *
#> 29) V5>=0.07315 7 0 R (0.00000000 1.00000000) *
#> 15) V38>=0.18535 55 7 R (0.12727273 0.87272727) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V38>=0.4183 59 9 M (0.84745763 0.15254237)
#> 4) V11>=0.1246 52 3 M (0.94230769 0.05769231) *
#> 5) V11< 0.1246 7 1 R (0.14285714 0.85714286) *
#> 3) V38< 0.4183 80 29 R (0.36250000 0.63750000)
#> 6) V9>=0.10115 50 22 M (0.56000000 0.44000000)
#> 12) V37< 0.44675 40 12 M (0.70000000 0.30000000)
#> 24) V17< 0.7478 32 5 M (0.84375000 0.15625000)
#> 48) V48>=0.0583 23 0 M (1.00000000 0.00000000) *
#> 49) V48< 0.0583 9 4 R (0.44444444 0.55555556) *
#> 25) V17>=0.7478 8 1 R (0.12500000 0.87500000) *
#> 13) V37>=0.44675 10 0 R (0.00000000 1.00000000) *
#> 7) V9< 0.10115 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V9>=0.10115 86 25 M (0.70930233 0.29069767)
#> 4) V46>=0.07405 63 11 M (0.82539683 0.17460317)
#> 8) V36< 0.4827 41 1 M (0.97560976 0.02439024) *
#> 9) V36>=0.4827 22 10 M (0.54545455 0.45454545)
#> 18) V45>=0.26365 12 0 M (1.00000000 0.00000000) *
#> 19) V45< 0.26365 10 0 R (0.00000000 1.00000000) *
#> 5) V46< 0.07405 23 9 R (0.39130435 0.60869565)
#> 10) V28< 0.4011 8 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.4011 15 1 R (0.06666667 0.93333333) *
#> 3) V9< 0.10115 53 10 R (0.18867925 0.81132075)
#> 6) V59>=0.01095 13 3 M (0.76923077 0.23076923) *
#> 7) V59< 0.01095 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V1>=0.01035 109 40 M (0.63302752 0.36697248)
#> 4) V19>=0.273 88 22 M (0.75000000 0.25000000)
#> 8) V11>=0.17815 67 9 M (0.86567164 0.13432836)
#> 16) V7< 0.2106 57 3 M (0.94736842 0.05263158) *
#> 17) V7>=0.2106 10 4 R (0.40000000 0.60000000) *
#> 9) V11< 0.17815 21 8 R (0.38095238 0.61904762)
#> 18) V20>=0.87155 8 0 M (1.00000000 0.00000000) *
#> 19) V20< 0.87155 13 0 R (0.00000000 1.00000000) *
#> 5) V19< 0.273 21 3 R (0.14285714 0.85714286) *
#> 3) V1< 0.01035 30 3 R (0.10000000 0.90000000) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V4>=0.0522 70 14 M (0.80000000 0.20000000)
#> 4) V59>=0.00525 59 5 M (0.91525424 0.08474576)
#> 8) V29>=0.30725 52 1 M (0.98076923 0.01923077) *
#> 9) V29< 0.30725 7 3 R (0.42857143 0.57142857) *
#> 5) V59< 0.00525 11 2 R (0.18181818 0.81818182) *
#> 3) V4< 0.0522 69 22 R (0.31884058 0.68115942)
#> 6) V59< 0.0033 19 3 M (0.84210526 0.15789474) *
#> 7) V59>=0.0033 50 6 R (0.12000000 0.88000000)
#> 14) V37< 0.12935 7 2 M (0.71428571 0.28571429) *
#> 15) V37>=0.12935 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V4>=0.0606 60 7 M (0.88333333 0.11666667)
#> 4) V59>=0.00525 52 2 M (0.96153846 0.03846154) *
#> 5) V59< 0.00525 8 3 R (0.37500000 0.62500000) *
#> 3) V4< 0.0606 79 30 R (0.37974684 0.62025316)
#> 6) V11>=0.2194 43 16 M (0.62790698 0.37209302)
#> 12) V23>=0.77935 20 1 M (0.95000000 0.05000000) *
#> 13) V23< 0.77935 23 8 R (0.34782609 0.65217391)
#> 26) V18< 0.3026 9 2 M (0.77777778 0.22222222) *
#> 27) V18>=0.3026 14 1 R (0.07142857 0.92857143) *
#> 7) V11< 0.2194 36 3 R (0.08333333 0.91666667) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V4>=0.052 83 21 M (0.74698795 0.25301205)
#> 4) V32< 0.4479 51 3 M (0.94117647 0.05882353) *
#> 5) V32>=0.4479 32 14 R (0.43750000 0.56250000)
#> 10) V18< 0.4319 14 0 M (1.00000000 0.00000000) *
#> 11) V18>=0.4319 18 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.052 56 12 R (0.21428571 0.78571429)
#> 6) V23>=0.762 17 5 M (0.70588235 0.29411765) *
#> 7) V23< 0.762 39 0 R (0.00000000 1.00000000) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V45>=0.3586 23 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3586 116 45 R (0.38793103 0.61206897)
#> 6) V27>=0.9024 23 4 M (0.82608696 0.17391304)
#> 12) V1>=0.025 16 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.025 7 3 R (0.42857143 0.57142857) *
#> 7) V27< 0.9024 93 26 R (0.27956989 0.72043011)
#> 14) V59>=0.011 17 3 M (0.82352941 0.17647059) *
#> 15) V59< 0.011 76 12 R (0.15789474 0.84210526)
#> 30) V41< 0.1606 9 3 M (0.66666667 0.33333333) *
#> 31) V41>=0.1606 67 6 R (0.08955224 0.91044776) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V36< 0.505 84 24 M (0.71428571 0.28571429)
#> 4) V1>=0.02045 62 8 M (0.87096774 0.12903226)
#> 8) V46>=0.0513 55 2 M (0.96363636 0.03636364) *
#> 9) V46< 0.0513 7 1 R (0.14285714 0.85714286) *
#> 5) V1< 0.02045 22 6 R (0.27272727 0.72727273)
#> 10) V15< 0.32965 7 2 M (0.71428571 0.28571429) *
#> 11) V15>=0.32965 15 1 R (0.06666667 0.93333333) *
#> 3) V36>=0.505 55 14 R (0.25454545 0.74545455)
#> 6) V28>=0.8452 10 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.8452 45 4 R (0.08888889 0.91111111)
#> 14) V10>=0.37045 7 3 M (0.57142857 0.42857143) *
#> 15) V10< 0.37045 38 0 R (0.00000000 1.00000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V5>=0.04005 100 42 M (0.58000000 0.42000000)
#> 4) V48>=0.05395 65 14 M (0.78461538 0.21538462)
#> 8) V48< 0.1495 54 6 M (0.88888889 0.11111111)
#> 16) V7>=0.05925 45 1 M (0.97777778 0.02222222) *
#> 17) V7< 0.05925 9 4 R (0.44444444 0.55555556) *
#> 9) V48>=0.1495 11 3 R (0.27272727 0.72727273) *
#> 5) V48< 0.05395 35 7 R (0.20000000 0.80000000)
#> 10) V21>=0.68575 12 5 M (0.58333333 0.41666667) *
#> 11) V21< 0.68575 23 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.04005 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V9>=0.10785 85 35 M (0.58823529 0.41176471)
#> 4) V16< 0.66655 64 15 M (0.76562500 0.23437500)
#> 8) V45>=0.0824 54 6 M (0.88888889 0.11111111)
#> 16) V49>=0.02655 47 2 M (0.95744681 0.04255319) *
#> 17) V49< 0.02655 7 3 R (0.42857143 0.57142857) *
#> 9) V45< 0.0824 10 1 R (0.10000000 0.90000000) *
#> 5) V16>=0.66655 21 1 R (0.04761905 0.95238095) *
#> 3) V9< 0.10785 54 9 R (0.16666667 0.83333333)
#> 6) V20>=0.86495 10 2 M (0.80000000 0.20000000) *
#> 7) V20< 0.86495 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V12>=0.1519 102 31 M (0.69607843 0.30392157)
#> 4) V7< 0.21725 87 17 M (0.80459770 0.19540230)
#> 8) V5>=0.03725 70 6 M (0.91428571 0.08571429)
#> 16) V20< 0.9384 63 2 M (0.96825397 0.03174603) *
#> 17) V20>=0.9384 7 3 R (0.42857143 0.57142857) *
#> 9) V5< 0.03725 17 6 R (0.35294118 0.64705882) *
#> 5) V7>=0.21725 15 1 R (0.06666667 0.93333333) *
#> 3) V12< 0.1519 37 5 R (0.13513514 0.86486486)
#> 6) V25< 0.70095 7 2 M (0.71428571 0.28571429) *
#> 7) V25>=0.70095 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V31< 0.3186 35 8 M (0.77142857 0.22857143) *
#> 3) V31>=0.3186 104 28 R (0.26923077 0.73076923)
#> 6) V29>=0.76045 38 15 M (0.60526316 0.39473684)
#> 12) V49>=0.0354 26 3 M (0.88461538 0.11538462) *
#> 13) V49< 0.0354 12 0 R (0.00000000 1.00000000) *
#> 7) V29< 0.76045 66 5 R (0.07575758 0.92424242) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.4748201 0.5251799)
#> 2) V27< 0.33505 24 0 M (1.0000000 0.0000000) *
#> 3) V27>=0.33505 115 42 R (0.3652174 0.6347826)
#> 6) V48>=0.07655 51 16 M (0.6862745 0.3137255)
#> 12) V19< 0.37325 26 0 M (1.0000000 0.0000000) *
#> 13) V19>=0.37325 25 9 R (0.3600000 0.6400000)
#> 26) V37< 0.5049 12 3 M (0.7500000 0.2500000) *
#> 27) V37>=0.5049 13 0 R (0.0000000 1.0000000) *
#> 7) V48< 0.07655 64 7 R (0.1093750 0.8906250)
#> 14) V23>=0.81665 21 7 R (0.3333333 0.6666667)
#> 28) V43>=0.18855 7 0 M (1.0000000 0.0000000) *
#> 29) V43< 0.18855 14 0 R (0.0000000 1.0000000) *
#> 15) V23< 0.81665 43 0 R (0.0000000 1.0000000) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V11>=0.195 87 26 M (0.70114943 0.29885057)
#> 4) V40< 0.46115 69 11 M (0.84057971 0.15942029)
#> 8) V48< 0.1495 61 5 M (0.91803279 0.08196721) *
#> 9) V48>=0.1495 8 2 R (0.25000000 0.75000000) *
#> 5) V40>=0.46115 18 3 R (0.16666667 0.83333333) *
#> 3) V11< 0.195 52 7 R (0.13461538 0.86538462)
#> 6) V1>=0.0294 11 4 M (0.63636364 0.36363636) *
#> 7) V1< 0.0294 41 0 R (0.00000000 1.00000000) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V11>=0.19685 82 30 M (0.6341463 0.3658537)
#> 4) V17< 0.44485 40 3 M (0.9250000 0.0750000) *
#> 5) V17>=0.44485 42 15 R (0.3571429 0.6428571)
#> 10) V59>=0.0117 11 0 M (1.0000000 0.0000000) *
#> 11) V59< 0.0117 31 4 R (0.1290323 0.8709677) *
#> 3) V11< 0.19685 57 6 R (0.1052632 0.8947368) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V9>=0.10115 97 27 M (0.72164948 0.27835052)
#> 4) V49>=0.0229 85 16 M (0.81176471 0.18823529)
#> 8) V37< 0.50585 62 4 M (0.93548387 0.06451613) *
#> 9) V37>=0.50585 23 11 R (0.47826087 0.52173913)
#> 18) V17< 0.3646 11 0 M (1.00000000 0.00000000) *
#> 19) V17>=0.3646 12 0 R (0.00000000 1.00000000) *
#> 5) V49< 0.0229 12 1 R (0.08333333 0.91666667) *
#> 3) V9< 0.10115 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V39>=0.134 115 39 M (0.66086957 0.33913043)
#> 4) V32< 0.3988 61 8 M (0.86885246 0.13114754)
#> 8) V44>=0.09165 54 1 M (0.98148148 0.01851852) *
#> 9) V44< 0.09165 7 0 R (0.00000000 1.00000000) *
#> 5) V32>=0.3988 54 23 R (0.42592593 0.57407407)
#> 10) V30>=0.52865 33 11 M (0.66666667 0.33333333)
#> 20) V14< 0.4752 26 4 M (0.84615385 0.15384615) *
#> 21) V14>=0.4752 7 0 R (0.00000000 1.00000000) *
#> 11) V30< 0.52865 21 1 R (0.04761905 0.95238095) *
#> 3) V39< 0.134 24 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V45>=0.19565 58 10 M (0.82758621 0.17241379)
#> 4) V43< 0.54755 51 3 M (0.94117647 0.05882353) *
#> 5) V43>=0.54755 7 0 R (0.00000000 1.00000000) *
#> 3) V45< 0.19565 81 33 R (0.40740741 0.59259259)
#> 6) V24>=0.89025 19 2 M (0.89473684 0.10526316) *
#> 7) V24< 0.89025 62 16 R (0.25806452 0.74193548)
#> 14) V15>=0.2925 27 13 M (0.51851852 0.48148148)
#> 28) V26< 0.7015 12 0 M (1.00000000 0.00000000) *
#> 29) V26>=0.7015 15 2 R (0.13333333 0.86666667) *
#> 15) V15< 0.2925 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V27>=0.8478 53 11 M (0.79245283 0.20754717)
#> 4) V12>=0.222 43 1 M (0.97674419 0.02325581) *
#> 5) V12< 0.222 10 0 R (0.00000000 1.00000000) *
#> 3) V27< 0.8478 86 22 R (0.25581395 0.74418605)
#> 6) V20>=0.86455 17 4 M (0.76470588 0.23529412) *
#> 7) V20< 0.86455 69 9 R (0.13043478 0.86956522)
#> 14) V41< 0.16575 8 3 M (0.62500000 0.37500000) *
#> 15) V41>=0.16575 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V27>=0.82755 41 7 M (0.82926829 0.17073171)
#> 4) V9>=0.11455 30 0 M (1.00000000 0.00000000) *
#> 5) V9< 0.11455 11 4 R (0.36363636 0.63636364) *
#> 3) V27< 0.82755 98 28 R (0.28571429 0.71428571)
#> 6) V56>=0.01455 19 3 M (0.84210526 0.15789474) *
#> 7) V56< 0.01455 79 12 R (0.15189873 0.84810127)
#> 14) V23>=0.867 11 2 M (0.81818182 0.18181818) *
#> 15) V23< 0.867 68 3 R (0.04411765 0.95588235) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V46>=0.07225 106 29 M (0.72641509 0.27358491)
#> 4) V39>=0.13005 94 17 M (0.81914894 0.18085106)
#> 8) V36< 0.4782 70 4 M (0.94285714 0.05714286) *
#> 9) V36>=0.4782 24 11 R (0.45833333 0.54166667)
#> 18) V35>=0.68055 14 3 M (0.78571429 0.21428571) *
#> 19) V35< 0.68055 10 0 R (0.00000000 1.00000000) *
#> 5) V39< 0.13005 12 0 R (0.00000000 1.00000000) *
#> 3) V46< 0.07225 33 5 R (0.15151515 0.84848485)
#> 6) V1>=0.02465 9 4 M (0.55555556 0.44444444) *
#> 7) V1< 0.02465 24 0 R (0.00000000 1.00000000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V51>=0.01325 72 25 M (0.65277778 0.34722222)
#> 4) V9>=0.13445 42 3 M (0.92857143 0.07142857) *
#> 5) V9< 0.13445 30 8 R (0.26666667 0.73333333)
#> 10) V1>=0.0294 11 3 M (0.72727273 0.27272727) *
#> 11) V1< 0.0294 19 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01325 67 13 R (0.19402985 0.80597015)
#> 6) V25>=0.8546 14 5 M (0.64285714 0.35714286) *
#> 7) V25< 0.8546 53 4 R (0.07547170 0.92452830) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V32< 0.36395 58 17 M (0.70689655 0.29310345)
#> 4) V55< 0.0104 36 1 M (0.97222222 0.02777778) *
#> 5) V55>=0.0104 22 6 R (0.27272727 0.72727273)
#> 10) V30< 0.4317 8 2 M (0.75000000 0.25000000) *
#> 11) V30>=0.4317 14 0 R (0.00000000 1.00000000) *
#> 3) V32>=0.36395 81 20 R (0.24691358 0.75308642)
#> 6) V29>=0.8804 16 4 M (0.75000000 0.25000000) *
#> 7) V29< 0.8804 65 8 R (0.12307692 0.87692308) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V52>=0.0072 97 33 M (0.65979381 0.34020619)
#> 4) V16< 0.66655 78 18 M (0.76923077 0.23076923)
#> 8) V5>=0.03865 65 8 M (0.87692308 0.12307692) *
#> 9) V5< 0.03865 13 3 R (0.23076923 0.76923077) *
#> 5) V16>=0.66655 19 4 R (0.21052632 0.78947368) *
#> 3) V52< 0.0072 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.0522 60 12 M (0.80000000 0.20000000)
#> 4) V6< 0.1707 51 4 M (0.92156863 0.07843137) *
#> 5) V6>=0.1707 9 1 R (0.11111111 0.88888889) *
#> 3) V4< 0.0522 79 23 R (0.29113924 0.70886076)
#> 6) V23>=0.76005 35 13 M (0.62857143 0.37142857)
#> 12) V11>=0.1573 23 2 M (0.91304348 0.08695652) *
#> 13) V11< 0.1573 12 1 R (0.08333333 0.91666667) *
#> 7) V23< 0.76005 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V37< 0.4751 91 31 M (0.65934066 0.34065934)
#> 4) V3>=0.01995 54 5 M (0.90740741 0.09259259) *
#> 5) V3< 0.01995 37 11 R (0.29729730 0.70270270)
#> 10) V28< 0.4678 7 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.4678 30 4 R (0.13333333 0.86666667) *
#> 3) V37>=0.4751 48 2 R (0.04166667 0.95833333) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V44>=0.2557 35 6 M (0.82857143 0.17142857)
#> 4) V9>=0.1071 26 0 M (1.00000000 0.00000000) *
#> 5) V9< 0.1071 9 3 R (0.33333333 0.66666667) *
#> 3) V44< 0.2557 104 34 R (0.32692308 0.67307692)
#> 6) V27< 0.33505 14 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.33505 90 20 R (0.22222222 0.77777778)
#> 14) V35< 0.224 24 11 M (0.54166667 0.45833333)
#> 28) V58>=0.00235 16 3 M (0.81250000 0.18750000) *
#> 29) V58< 0.00235 8 0 R (0.00000000 1.00000000) *
#> 15) V35>=0.224 66 7 R (0.10606061 0.89393939)
#> 30) V4>=0.1084 7 3 M (0.57142857 0.42857143) *
#> 31) V4< 0.1084 59 3 R (0.05084746 0.94915254) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V45>=0.26365 21 2 M (0.90476190 0.09523810) *
#> 3) V45< 0.26365 118 38 R (0.32203390 0.67796610)
#> 6) V19>=0.62225 56 24 M (0.57142857 0.42857143)
#> 12) V32< 0.5232 41 10 M (0.75609756 0.24390244)
#> 24) V11>=0.11805 30 1 M (0.96666667 0.03333333) *
#> 25) V11< 0.11805 11 2 R (0.18181818 0.81818182) *
#> 13) V32>=0.5232 15 1 R (0.06666667 0.93333333) *
#> 7) V19< 0.62225 62 6 R (0.09677419 0.90322581)
#> 14) V36< 0.1333 9 3 M (0.66666667 0.33333333) *
#> 15) V36>=0.1333 53 0 R (0.00000000 1.00000000) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V44>=0.2279 39 6 M (0.84615385 0.15384615)
#> 4) V27>=0.3523 32 1 M (0.96875000 0.03125000) *
#> 5) V27< 0.3523 7 2 R (0.28571429 0.71428571) *
#> 3) V44< 0.2279 100 24 R (0.24000000 0.76000000)
#> 6) V27< 0.3695 8 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.3695 92 16 R (0.17391304 0.82608696)
#> 14) V27>=0.86435 18 8 M (0.55555556 0.44444444) *
#> 15) V27< 0.86435 74 6 R (0.08108108 0.91891892)
#> 30) V23>=0.8672 7 2 M (0.71428571 0.28571429) *
#> 31) V23< 0.8672 67 1 R (0.01492537 0.98507463) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.4100719 0.5899281)
#> 2) V4>=0.0505 57 19 M (0.6666667 0.3333333)
#> 4) V48>=0.0502 44 8 M (0.8181818 0.1818182)
#> 8) V37< 0.5049 29 0 M (1.0000000 0.0000000) *
#> 9) V37>=0.5049 15 7 R (0.4666667 0.5333333) *
#> 5) V48< 0.0502 13 2 R (0.1538462 0.8461538) *
#> 3) V4< 0.0505 82 19 R (0.2317073 0.7682927)
#> 6) V23>=0.67465 40 19 R (0.4750000 0.5250000)
#> 12) V43>=0.12925 23 4 M (0.8260870 0.1739130)
#> 24) V39>=0.15875 16 0 M (1.0000000 0.0000000) *
#> 25) V39< 0.15875 7 3 R (0.4285714 0.5714286) *
#> 13) V43< 0.12925 17 0 R (0.0000000 1.0000000) *
#> 7) V23< 0.67465 42 0 R (0.0000000 1.0000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.4388489 0.5611511)
#> 2) V54>=0.02155 28 0 M (1.0000000 0.0000000) *
#> 3) V54< 0.02155 111 33 R (0.2972973 0.7027027)
#> 6) V45>=0.3857 10 0 M (1.0000000 0.0000000) *
#> 7) V45< 0.3857 101 23 R (0.2277228 0.7722772)
#> 14) V28< 0.4781 24 9 M (0.6250000 0.3750000)
#> 28) V36< 0.48855 15 0 M (1.0000000 0.0000000) *
#> 29) V36>=0.48855 9 0 R (0.0000000 1.0000000) *
#> 15) V28>=0.4781 77 8 R (0.1038961 0.8961039)
#> 30) V48>=0.09625 13 6 M (0.5384615 0.4615385) *
#> 31) V48< 0.09625 64 1 R (0.0156250 0.9843750) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.4532374 0.5467626)
#> 2) V20>=0.45655 83 28 M (0.6626506 0.3373494)
#> 4) V40>=0.31895 46 5 M (0.8913043 0.1086957) *
#> 5) V40< 0.31895 37 14 R (0.3783784 0.6216216)
#> 10) V45>=0.19565 12 0 M (1.0000000 0.0000000) *
#> 11) V45< 0.19565 25 2 R (0.0800000 0.9200000) *
#> 3) V20< 0.45655 56 8 R (0.1428571 0.8571429)
#> 6) V27>=0.83755 9 2 M (0.7777778 0.2222222) *
#> 7) V27< 0.83755 47 1 R (0.0212766 0.9787234) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V9>=0.11155 86 30 M (0.65116279 0.34883721)
#> 4) V51>=0.01285 49 7 M (0.85714286 0.14285714)
#> 8) V16< 0.6718 42 2 M (0.95238095 0.04761905) *
#> 9) V16>=0.6718 7 2 R (0.28571429 0.71428571) *
#> 5) V51< 0.01285 37 14 R (0.37837838 0.62162162)
#> 10) V27>=0.94355 7 0 M (1.00000000 0.00000000) *
#> 11) V27< 0.94355 30 7 R (0.23333333 0.76666667)
#> 22) V50>=0.01825 11 4 M (0.63636364 0.36363636) *
#> 23) V50< 0.01825 19 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.11155 53 7 R (0.13207547 0.86792453)
#> 6) V11>=0.2226 8 3 M (0.62500000 0.37500000) *
#> 7) V11< 0.2226 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V21>=0.62765 91 34 M (0.62637363 0.37362637)
#> 4) V43>=0.12925 70 16 M (0.77142857 0.22857143)
#> 8) V6< 0.1707 52 1 M (0.98076923 0.01923077) *
#> 9) V6>=0.1707 18 3 R (0.16666667 0.83333333) *
#> 5) V43< 0.12925 21 3 R (0.14285714 0.85714286) *
#> 3) V21< 0.62765 48 7 R (0.14583333 0.85416667)
#> 6) V36< 0.2021 7 2 M (0.71428571 0.28571429) *
#> 7) V36>=0.2021 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V52>=0.0238 20 1 M (0.95000000 0.05000000) *
#> 3) V52< 0.0238 119 36 R (0.30252101 0.69747899)
#> 6) V27>=0.9024 21 6 M (0.71428571 0.28571429)
#> 12) V10>=0.1506 13 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.1506 8 2 R (0.25000000 0.75000000) *
#> 7) V27< 0.9024 98 21 R (0.21428571 0.78571429)
#> 14) V55< 0.0067 34 16 R (0.47058824 0.52941176)
#> 28) V23< 0.8388 17 2 M (0.88235294 0.11764706) *
#> 29) V23>=0.8388 17 1 R (0.05882353 0.94117647) *
#> 15) V55>=0.0067 64 5 R (0.07812500 0.92187500)
#> 30) V34>=0.75115 7 3 M (0.57142857 0.42857143) *
#> 31) V34< 0.75115 57 1 R (0.01754386 0.98245614) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V5>=0.05935 65 18 M (0.72307692 0.27692308)
#> 4) V37< 0.51085 44 3 M (0.93181818 0.06818182) *
#> 5) V37>=0.51085 21 6 R (0.28571429 0.71428571)
#> 10) V35>=0.68055 8 2 M (0.75000000 0.25000000) *
#> 11) V35< 0.68055 13 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.05935 74 19 R (0.25675676 0.74324324)
#> 6) V59< 0.0035 19 4 M (0.78947368 0.21052632) *
#> 7) V59>=0.0035 55 4 R (0.07272727 0.92727273) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V46>=0.07405 98 39 M (0.60204082 0.39795918)
#> 4) V12>=0.1328 78 22 M (0.71794872 0.28205128)
#> 8) V60>=0.00205 68 13 M (0.80882353 0.19117647)
#> 16) V50< 0.04655 58 6 M (0.89655172 0.10344828) *
#> 17) V50>=0.04655 10 3 R (0.30000000 0.70000000) *
#> 9) V60< 0.00205 10 1 R (0.10000000 0.90000000) *
#> 5) V12< 0.1328 20 3 R (0.15000000 0.85000000) *
#> 3) V46< 0.07405 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V20>=0.49015 84 29 M (0.65476190 0.34523810)
#> 4) V30>=0.15125 70 15 M (0.78571429 0.21428571)
#> 8) V58>=0.00235 61 6 M (0.90163934 0.09836066) *
#> 9) V58< 0.00235 9 0 R (0.00000000 1.00000000) *
#> 5) V30< 0.15125 14 0 R (0.00000000 1.00000000) *
#> 3) V20< 0.49015 55 11 R (0.20000000 0.80000000)
#> 6) V4>=0.05215 13 4 M (0.69230769 0.30769231) *
#> 7) V4< 0.05215 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V11>=0.2194 78 32 M (0.58974359 0.41025641)
#> 4) V39>=0.13165 63 17 M (0.73015873 0.26984127)
#> 8) V48>=0.0444 51 8 M (0.84313725 0.15686275)
#> 16) V58>=0.00325 43 1 M (0.97674419 0.02325581) *
#> 17) V58< 0.00325 8 1 R (0.12500000 0.87500000) *
#> 9) V48< 0.0444 12 3 R (0.25000000 0.75000000) *
#> 5) V39< 0.13165 15 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.2194 61 8 R (0.13114754 0.86885246)
#> 6) V2>=0.05 11 5 M (0.54545455 0.45454545) *
#> 7) V2< 0.05 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V36< 0.41575 73 20 M (0.72602740 0.27397260)
#> 4) V9>=0.13685 52 6 M (0.88461538 0.11538462)
#> 8) V57< 0.0063 41 0 M (1.00000000 0.00000000) *
#> 9) V57>=0.0063 11 5 R (0.45454545 0.54545455) *
#> 5) V9< 0.13685 21 7 R (0.33333333 0.66666667)
#> 10) V52>=0.01545 7 0 M (1.00000000 0.00000000) *
#> 11) V52< 0.01545 14 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.41575 66 18 R (0.27272727 0.72727273)
#> 6) V36>=0.76615 14 1 M (0.92857143 0.07142857) *
#> 7) V36< 0.76615 52 5 R (0.09615385 0.90384615)
#> 14) V22>=0.83415 9 4 M (0.55555556 0.44444444) *
#> 15) V22< 0.83415 43 0 R (0.00000000 1.00000000) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V48>=0.0722 60 20 M (0.66666667 0.33333333)
#> 4) V37< 0.48705 39 4 M (0.89743590 0.10256410)
#> 8) V27< 0.9575 32 0 M (1.00000000 0.00000000) *
#> 9) V27>=0.9575 7 3 R (0.42857143 0.57142857) *
#> 5) V37>=0.48705 21 5 R (0.23809524 0.76190476)
#> 10) V22< 0.4477 7 2 M (0.71428571 0.28571429) *
#> 11) V22>=0.4477 14 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.0722 79 18 R (0.22784810 0.77215190)
#> 6) V32< 0.3162 28 11 M (0.60714286 0.39285714)
#> 12) V10>=0.0947 18 1 M (0.94444444 0.05555556) *
#> 13) V10< 0.0947 10 0 R (0.00000000 1.00000000) *
#> 7) V32>=0.3162 51 1 R (0.01960784 0.98039216) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V51>=0.01305 64 13 M (0.79687500 0.20312500)
#> 4) V8>=0.067 54 4 M (0.92592593 0.07407407) *
#> 5) V8< 0.067 10 1 R (0.10000000 0.90000000) *
#> 3) V51< 0.01305 75 22 R (0.29333333 0.70666667)
#> 6) V55< 0.00645 26 8 M (0.69230769 0.30769231)
#> 12) V8< 0.08585 13 0 M (1.00000000 0.00000000) *
#> 13) V8>=0.08585 13 5 R (0.38461538 0.61538462) *
#> 7) V55>=0.00645 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V9>=0.10785 87 31 M (0.64367816 0.35632184)
#> 4) V17< 0.6723 62 11 M (0.82258065 0.17741935)
#> 8) V45>=0.07575 55 5 M (0.90909091 0.09090909) *
#> 9) V45< 0.07575 7 1 R (0.14285714 0.85714286) *
#> 5) V17>=0.6723 25 5 R (0.20000000 0.80000000)
#> 10) V25< 0.69385 9 4 M (0.55555556 0.44444444) *
#> 11) V25>=0.69385 16 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10785 52 12 R (0.23076923 0.76923077)
#> 6) V10< 0.02175 9 0 M (1.00000000 0.00000000) *
#> 7) V10>=0.02175 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V5>=0.03975 95 31 M (0.67368421 0.32631579)
#> 4) V40< 0.458 72 14 M (0.80555556 0.19444444)
#> 8) V58>=0.0038 49 1 M (0.97959184 0.02040816) *
#> 9) V58< 0.0038 23 10 R (0.43478261 0.56521739)
#> 18) V44>=0.1814 10 0 M (1.00000000 0.00000000) *
#> 19) V44< 0.1814 13 0 R (0.00000000 1.00000000) *
#> 5) V40>=0.458 23 6 R (0.26086957 0.73913043)
#> 10) V6< 0.1155 8 2 M (0.75000000 0.25000000) *
#> 11) V6>=0.1155 15 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.03975 44 5 R (0.11363636 0.88636364) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V36< 0.31835 64 21 M (0.67187500 0.32812500)
#> 4) V39>=0.134 56 13 M (0.76785714 0.23214286)
#> 8) V58>=0.00305 47 6 M (0.87234043 0.12765957)
#> 16) V40< 0.4092 40 2 M (0.95000000 0.05000000) *
#> 17) V40>=0.4092 7 3 R (0.42857143 0.57142857) *
#> 9) V58< 0.00305 9 2 R (0.22222222 0.77777778) *
#> 5) V39< 0.134 8 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.31835 75 16 R (0.21333333 0.78666667)
#> 6) V51< 0.00485 12 1 M (0.91666667 0.08333333) *
#> 7) V51>=0.00485 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V12>=0.12895 115 43 M (0.62608696 0.37391304)
#> 4) V32< 0.50325 79 18 M (0.77215190 0.22784810)
#> 8) V39>=0.134 72 11 M (0.84722222 0.15277778)
#> 16) V58>=0.00395 55 2 M (0.96363636 0.03636364) *
#> 17) V58< 0.00395 17 8 R (0.47058824 0.52941176) *
#> 9) V39< 0.134 7 0 R (0.00000000 1.00000000) *
#> 5) V32>=0.50325 36 11 R (0.30555556 0.69444444)
#> 10) V48>=0.0849 15 4 M (0.73333333 0.26666667) *
#> 11) V48< 0.0849 21 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.12895 24 1 R (0.04166667 0.95833333) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V27>=0.86055 49 5 M (0.89795918 0.10204082)
#> 4) V46>=0.0791 42 1 M (0.97619048 0.02380952) *
#> 5) V46< 0.0791 7 3 R (0.42857143 0.57142857) *
#> 3) V27< 0.86055 90 36 R (0.40000000 0.60000000)
#> 6) V20>=0.86455 29 6 M (0.79310345 0.20689655)
#> 12) V5>=0.0583 22 1 M (0.95454545 0.04545455) *
#> 13) V5< 0.0583 7 2 R (0.28571429 0.71428571) *
#> 7) V20< 0.86455 61 13 R (0.21311475 0.78688525)
#> 14) V7< 0.11955 18 8 M (0.55555556 0.44444444) *
#> 15) V7>=0.11955 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V27>=0.9434 43 5 M (0.88372093 0.11627907)
#> 4) V12>=0.22395 36 0 M (1.00000000 0.00000000) *
#> 5) V12< 0.22395 7 2 R (0.28571429 0.71428571) *
#> 3) V27< 0.9434 96 34 R (0.35416667 0.64583333)
#> 6) V52>=0.02285 17 2 M (0.88235294 0.11764706) *
#> 7) V52< 0.02285 79 19 R (0.24050633 0.75949367)
#> 14) V28< 0.4722 24 9 M (0.62500000 0.37500000)
#> 28) V36< 0.4927 15 0 M (1.00000000 0.00000000) *
#> 29) V36>=0.4927 9 0 R (0.00000000 1.00000000) *
#> 15) V28>=0.4722 55 4 R (0.07272727 0.92727273) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V39>=0.134 113 34 M (0.69911504 0.30088496)
#> 4) V38< 0.6626 95 19 M (0.80000000 0.20000000)
#> 8) V48>=0.0718 62 3 M (0.95161290 0.04838710) *
#> 9) V48< 0.0718 33 16 M (0.51515152 0.48484848)
#> 18) V31< 0.35075 20 3 M (0.85000000 0.15000000) *
#> 19) V31>=0.35075 13 0 R (0.00000000 1.00000000) *
#> 5) V38>=0.6626 18 3 R (0.16666667 0.83333333) *
#> 3) V39< 0.134 26 1 R (0.03846154 0.96153846) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V11>=0.17355 94 28 M (0.70212766 0.29787234)
#> 4) V16< 0.66655 74 12 M (0.83783784 0.16216216)
#> 8) V39>=0.13165 65 5 M (0.92307692 0.07692308) *
#> 9) V39< 0.13165 9 2 R (0.22222222 0.77777778) *
#> 5) V16>=0.66655 20 4 R (0.20000000 0.80000000)
#> 10) V14>=0.53585 7 3 M (0.57142857 0.42857143) *
#> 11) V14< 0.53585 13 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.17355 45 6 R (0.13333333 0.86666667)
#> 6) V1>=0.0296 11 5 M (0.54545455 0.45454545) *
#> 7) V1< 0.0296 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V9>=0.1073 88 36 M (0.59090909 0.40909091)
#> 4) V34>=0.1348 74 22 M (0.70270270 0.29729730)
#> 8) V51>=0.0135 45 4 M (0.91111111 0.08888889) *
#> 9) V51< 0.0135 29 11 R (0.37931034 0.62068966)
#> 18) V43>=0.2397 10 2 M (0.80000000 0.20000000) *
#> 19) V43< 0.2397 19 3 R (0.15789474 0.84210526) *
#> 5) V34< 0.1348 14 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1073 51 6 R (0.11764706 0.88235294)
#> 6) V51< 0.00585 8 3 M (0.62500000 0.37500000) *
#> 7) V51>=0.00585 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V40< 0.49145 107 46 M (0.5700935 0.4299065)
#> 4) V10>=0.1506 60 12 M (0.8000000 0.2000000)
#> 8) V33>=0.2903 40 0 M (1.0000000 0.0000000) *
#> 9) V33< 0.2903 20 8 R (0.4000000 0.6000000)
#> 18) V31< 0.37525 8 0 M (1.0000000 0.0000000) *
#> 19) V31>=0.37525 12 0 R (0.0000000 1.0000000) *
#> 5) V10< 0.1506 47 13 R (0.2765957 0.7234043)
#> 10) V32< 0.4282 15 3 M (0.8000000 0.2000000) *
#> 11) V32>=0.4282 32 1 R (0.0312500 0.9687500) *
#> 3) V40>=0.49145 32 1 R (0.0312500 0.9687500) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V12>=0.2244 75 23 M (0.69333333 0.30666667)
#> 4) V27>=0.79445 31 0 M (1.00000000 0.00000000) *
#> 5) V27< 0.79445 44 21 R (0.47727273 0.52272727)
#> 10) V51>=0.0164 15 1 M (0.93333333 0.06666667) *
#> 11) V51< 0.0164 29 7 R (0.24137931 0.75862069)
#> 22) V32< 0.4087 8 2 M (0.75000000 0.25000000) *
#> 23) V32>=0.4087 21 1 R (0.04761905 0.95238095) *
#> 3) V12< 0.2244 64 13 R (0.20312500 0.79687500)
#> 6) V21>=0.79625 15 3 M (0.80000000 0.20000000) *
#> 7) V21< 0.79625 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V9>=0.13685 67 19 M (0.71641791 0.28358209)
#> 4) V45>=0.0927 58 10 M (0.82758621 0.17241379)
#> 8) V16< 0.66025 51 5 M (0.90196078 0.09803922) *
#> 9) V16>=0.66025 7 2 R (0.28571429 0.71428571) *
#> 5) V45< 0.0927 9 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.13685 72 12 R (0.16666667 0.83333333)
#> 6) V59>=0.0076 18 6 M (0.66666667 0.33333333) *
#> 7) V59< 0.0076 54 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) V45>=0.1219 100 37 M (0.63000000 0.37000000)
#> 4) V1>=0.04095 28 1 M (0.96428571 0.03571429) *
#> 5) V1< 0.04095 72 36 M (0.50000000 0.50000000)
#> 10) V27>=0.83755 23 1 M (0.95652174 0.04347826) *
#> 11) V27< 0.83755 49 14 R (0.28571429 0.71428571)
#> 22) V37< 0.23695 12 2 M (0.83333333 0.16666667) *
#> 23) V37>=0.23695 37 4 R (0.10810811 0.89189189)
#> 46) V59>=0.0112 7 3 M (0.57142857 0.42857143) *
#> 47) V59< 0.0112 30 0 R (0.00000000 1.00000000) *
#> 3) V45< 0.1219 39 5 R (0.12820513 0.87179487)
#> 6) V28< 0.4736 7 3 M (0.57142857 0.42857143) *
#> 7) V28>=0.4736 32 1 R (0.03125000 0.96875000) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V11>=0.21825 91 31 M (0.65934066 0.34065934)
#> 4) V17< 0.44485 48 3 M (0.93750000 0.06250000) *
#> 5) V17>=0.44485 43 15 R (0.34883721 0.65116279)
#> 10) V45< 0.09765 11 0 M (1.00000000 0.00000000) *
#> 11) V45>=0.09765 32 4 R (0.12500000 0.87500000)
#> 22) V14>=0.4598 7 3 M (0.57142857 0.42857143) *
#> 23) V14< 0.4598 25 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.21825 48 2 R (0.04166667 0.95833333) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V5>=0.03975 88 37 M (0.57954545 0.42045455)
#> 4) V57< 0.00715 49 10 M (0.79591837 0.20408163)
#> 8) V47>=0.0851 29 0 M (1.00000000 0.00000000) *
#> 9) V47< 0.0851 20 10 M (0.50000000 0.50000000)
#> 18) V11>=0.30385 8 0 M (1.00000000 0.00000000) *
#> 19) V11< 0.30385 12 2 R (0.16666667 0.83333333) *
#> 5) V57>=0.00715 39 12 R (0.30769231 0.69230769)
#> 10) V4>=0.0611 13 2 M (0.84615385 0.15384615) *
#> 11) V4< 0.0611 26 1 R (0.03846154 0.96153846) *
#> 3) V5< 0.03975 51 7 R (0.13725490 0.86274510)
#> 6) V14< 0.1965 12 5 M (0.58333333 0.41666667) *
#> 7) V14>=0.1965 39 0 R (0.00000000 1.00000000) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V5>=0.039 98 37 M (0.62244898 0.37755102)
#> 4) V37< 0.51085 66 14 M (0.78787879 0.21212121)
#> 8) V1>=0.02065 50 2 M (0.96000000 0.04000000) *
#> 9) V1< 0.02065 16 4 R (0.25000000 0.75000000) *
#> 5) V37>=0.51085 32 9 R (0.28125000 0.71875000)
#> 10) V45>=0.2612 10 1 M (0.90000000 0.10000000) *
#> 11) V45< 0.2612 22 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.039 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V37< 0.48065 84 26 M (0.69047619 0.30952381)
#> 4) V52>=0.00755 66 10 M (0.84848485 0.15151515)
#> 8) V48>=0.04475 56 3 M (0.94642857 0.05357143) *
#> 9) V48< 0.04475 10 3 R (0.30000000 0.70000000) *
#> 5) V52< 0.00755 18 2 R (0.11111111 0.88888889) *
#> 3) V37>=0.48065 55 12 R (0.21818182 0.78181818)
#> 6) V36>=0.76615 11 0 M (1.00000000 0.00000000) *
#> 7) V36< 0.76615 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V9>=0.10375 96 31 M (0.67708333 0.32291667)
#> 4) V17< 0.6723 64 9 M (0.85937500 0.14062500)
#> 8) V2>=0.0149 55 3 M (0.94545455 0.05454545) *
#> 9) V2< 0.0149 9 3 R (0.33333333 0.66666667) *
#> 5) V17>=0.6723 32 10 R (0.31250000 0.68750000)
#> 10) V19>=0.89675 7 0 M (1.00000000 0.00000000) *
#> 11) V19< 0.89675 25 3 R (0.12000000 0.88000000) *
#> 3) V9< 0.10375 43 7 R (0.16279070 0.83720930)
#> 6) V4>=0.0611 8 3 M (0.62500000 0.37500000) *
#> 7) V4< 0.0611 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V55< 0.0067 60 12 M (0.80000000 0.20000000)
#> 4) V55>=0.0014 53 6 M (0.88679245 0.11320755)
#> 8) V7< 0.1706 44 1 M (0.97727273 0.02272727) *
#> 9) V7>=0.1706 9 4 R (0.44444444 0.55555556) *
#> 5) V55< 0.0014 7 1 R (0.14285714 0.85714286) *
#> 3) V55>=0.0067 79 27 R (0.34177215 0.65822785)
#> 6) V23>=0.8374 16 1 M (0.93750000 0.06250000) *
#> 7) V23< 0.8374 63 12 R (0.19047619 0.80952381)
#> 14) V20>=0.8457 8 1 M (0.87500000 0.12500000) *
#> 15) V20< 0.8457 55 5 R (0.09090909 0.90909091) *
#>
#>
#> $weights
#> [1] 0.6450753 0.8532090 0.8076534 0.6366758 0.8879342 0.8428339 0.7143813
#> [8] 0.6963132 0.6566008 0.7382256 0.7523252 0.8919626 0.7880996 0.8656278
#> [15] 1.0426370 0.7891040 1.0734550 0.9177685 0.6718151 0.7776418 0.7194014
#> [22] 0.8424644 0.7968040 0.8354162 0.7370913 0.8179335 0.7449453 0.8805623
#> [29] 0.9172744 1.0109617 0.9868703 0.6902830 0.8647452 0.7095075 0.8287755
#> [36] 0.8651396 0.8315972 0.5824756 0.6489755 1.0146501 1.2811691 0.8047440
#> [43] 0.8306943 0.8217882 0.9435677 0.7437410 0.7852912 0.5573467 0.7859315
#> [50] 0.5593711 0.6487446 1.0298121 0.6753051 0.6814196 0.7528181 0.9618151
#> [57] 0.6349870 0.8129232 0.6153701 0.8539816 0.6506787 0.5261482 0.6239152
#> [64] 0.8253173 0.7223565 0.8861387 0.7751164 0.7278718 0.8101793 0.7969972
#> [71] 0.8033215 0.6963805 0.8461491 0.8719714 0.6875717 0.5959575 0.7746544
#> [78] 0.8087444 0.7037343 0.8111385 0.6121427 0.8237924 0.8650718 0.7556698
#> [85] 0.9267726 0.6800522 0.9151700 0.7973607 0.8259301 0.8021711 0.8027621
#> [92] 0.9437238 0.5868984 0.8638501 0.6638707 0.7943873 0.8639310 0.9390775
#> [99] 0.8099170 0.6668123
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.216654 59.823087
#> [2,] 17.081385 61.958355
#> [3,] 19.443629 59.596112
#> [4,] 17.527163 61.512578
#> [5,] 11.062184 67.977557
#> [6,] 18.374363 60.665377
#> [7,] 18.833331 60.206410
#> [8,] 18.826297 60.213444
#> [9,] 19.704933 59.334807
#> [10,] 19.415382 59.624359
#> [11,] 19.220574 59.819167
#> [12,] 19.216503 59.823238
#> [13,] 17.582980 61.456760
#> [14,] 15.353904 63.685837
#> [15,] 18.212279 60.827461
#> [16,] 15.675774 63.363966
#> [17,] 18.512482 60.527259
#> [18,] 19.052096 59.987645
#> [19,] 17.234566 61.805174
#> [20,] 17.294349 61.745392
#> [21,] 19.267513 59.772228
#> [22,] 18.058234 60.981506
#> [23,] 12.074621 66.965119
#> [24,] 16.465036 62.574705
#> [25,] 18.395757 60.643983
#> [26,] 8.039066 71.000674
#> [27,] 12.586176 66.453565
#> [28,] 19.194147 59.845593
#> [29,] 18.199773 60.839968
#> [30,] 18.839286 60.200455
#> [31,] 18.730829 60.308912
#> [32,] 18.506494 60.533247
#> [33,] 17.595733 61.444007
#> [34,] 16.826765 62.212976
#> [35,] 19.178773 59.860967
#> [36,] 6.531726 72.508015
#> [37,] 13.743617 65.296123
#> [38,] 17.401130 61.638611
#> [39,] 17.952204 61.087537
#> [40,] 18.822679 60.217062
#> [41,] 13.492694 65.547047
#> [42,] 15.256617 63.783124
#> [43,] 15.234602 63.805138
#> [44,] 12.775500 66.264241
#> [45,] 16.294697 62.745044
#> [46,] 16.080839 62.958902
#> [47,] 13.551356 65.488384
#> [48,] 15.265608 63.774132
#> [49,] 18.513772 60.525969
#> [50,] 14.281720 64.758020
#> [51,] 16.616287 62.423454
#> [52,] 17.624322 61.415419
#> [53,] 16.426236 62.613505
#> [54,] 18.687933 60.351807
#> [55,] 16.259984 62.779757
#> [56,] 18.552158 60.487582
#> [57,] 18.731597 60.308144
#> [58,] 19.077524 59.962217
#> [59,] 19.867186 59.172554
#> [60,] 19.518246 59.521495
#> [61,] 18.867134 60.172607
#> [62,] 15.298795 63.740946
#> [63,] 17.965057 61.074683
#> [64,] 16.717934 62.321806
#> [65,] 18.626292 60.413448
#> [66,] 17.714515 61.325226
#> [67,] 18.645358 60.394383
#> [68,] 17.553902 61.485838
#> [69,] 17.516053 61.523688
#> [70,] 62.077956 16.961785
#> [71,] 60.781517 18.258224
#> [72,] 61.801604 17.238137
#> [73,] 60.461161 18.578579
#> [74,] 61.220853 17.818887
#> [75,] 61.109271 17.930470
#> [76,] 61.228988 17.810753
#> [77,] 62.055723 16.984018
#> [78,] 61.175733 17.864007
#> [79,] 59.535544 19.504197
#> [80,] 68.232719 10.807022
#> [81,] 61.391236 17.648505
#> [82,] 59.584276 19.455465
#> [83,] 60.070003 18.969738
#> [84,] 61.495110 17.544631
#> [85,] 60.577637 18.462104
#> [86,] 60.289165 18.750576
#> [87,] 61.018007 18.021733
#> [88,] 59.544146 19.495595
#> [89,] 62.278526 16.761215
#> [90,] 60.382327 18.657413
#> [91,] 60.672912 18.366829
#> [92,] 60.653135 18.386606
#> [93,] 61.772980 17.266761
#> [94,] 61.650493 17.389248
#> [95,] 59.687529 19.352212
#> [96,] 66.004262 13.035478
#> [97,] 60.978355 18.061385
#> [98,] 60.234690 18.805051
#> [99,] 61.412701 17.627040
#> [100,] 65.078018 13.961723
#> [101,] 61.853462 17.186279
#> [102,] 61.983231 17.056510
#> [103,] 59.329615 19.710126
#> [104,] 59.948824 19.090917
#> [105,] 60.394308 18.645432
#> [106,] 64.611899 14.427841
#> [107,] 60.278485 18.761255
#> [108,] 62.351874 16.687866
#> [109,] 59.395997 19.643744
#> [110,] 59.803952 19.235789
#> [111,] 61.406231 17.633510
#> [112,] 59.550376 19.489365
#> [113,] 62.141709 16.898032
#> [114,] 59.695599 19.344141
#> [115,] 60.333373 18.706368
#> [116,] 58.967746 20.071995
#> [117,] 60.682301 18.357440
#> [118,] 60.780417 18.259324
#> [119,] 59.906066 19.133675
#> [120,] 65.746270 13.293471
#> [121,] 62.497950 16.541791
#> [122,] 62.827395 16.212346
#> [123,] 64.929619 14.110122
#> [124,] 69.402498 9.637242
#> [125,] 63.223455 15.816286
#> [126,] 60.619907 18.419834
#> [127,] 60.139000 18.900740
#> [128,] 59.579440 19.460301
#> [129,] 59.496326 19.543414
#> [130,] 60.731681 18.308060
#> [131,] 64.416122 14.623619
#> [132,] 64.138125 14.901616
#> [133,] 60.551036 18.488705
#> [134,] 66.195018 12.844723
#> [135,] 65.277358 13.762383
#> [136,] 62.714113 16.325628
#> [137,] 59.164417 19.875324
#> [138,] 60.808162 18.231579
#> [139,] 60.578150 18.461591
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.2431265 0.7568735
#> [2,] 0.2161114 0.7838886
#> [3,] 0.2459981 0.7540019
#> [4,] 0.2217513 0.7782487
#> [5,] 0.1399572 0.8600428
#> [6,] 0.2324699 0.7675301
#> [7,] 0.2382767 0.7617233
#> [8,] 0.2381877 0.7618123
#> [9,] 0.2493041 0.7506959
#> [10,] 0.2456408 0.7543592
#> [11,] 0.2431761 0.7568239
#> [12,] 0.2431246 0.7568754
#> [13,] 0.2224575 0.7775425
#> [14,] 0.1942555 0.8057445
#> [15,] 0.2304193 0.7695807
#> [16,] 0.1983278 0.8016722
#> [17,] 0.2342174 0.7657826
#> [18,] 0.2410445 0.7589555
#> [19,] 0.2180494 0.7819506
#> [20,] 0.2188057 0.7811943
#> [21,] 0.2437699 0.7562301
#> [22,] 0.2284703 0.7715297
#> [23,] 0.1527665 0.8472335
#> [24,] 0.2083134 0.7916866
#> [25,] 0.2327406 0.7672594
#> [26,] 0.1017092 0.8982908
#> [27,] 0.1592386 0.8407614
#> [28,] 0.2428417 0.7571583
#> [29,] 0.2302610 0.7697390
#> [30,] 0.2383521 0.7616479
#> [31,] 0.2369799 0.7630201
#> [32,] 0.2341416 0.7658584
#> [33,] 0.2226188 0.7773812
#> [34,] 0.2128899 0.7871101
#> [35,] 0.2426472 0.7573528
#> [36,] 0.0826385 0.9173615
#> [37,] 0.1738824 0.8261176
#> [38,] 0.2201567 0.7798433
#> [39,] 0.2271288 0.7728712
#> [40,] 0.2381420 0.7618580
#> [41,] 0.1707077 0.8292923
#> [42,] 0.1930246 0.8069754
#> [43,] 0.1927461 0.8072539
#> [44,] 0.1616339 0.8383661
#> [45,] 0.2061583 0.7938417
#> [46,] 0.2034526 0.7965474
#> [47,] 0.1714499 0.8285501
#> [48,] 0.1931384 0.8068616
#> [49,] 0.2342337 0.7657663
#> [50,] 0.1806904 0.8193096
#> [51,] 0.2102270 0.7897730
#> [52,] 0.2229805 0.7770195
#> [53,] 0.2078225 0.7921775
#> [54,] 0.2364372 0.7635628
#> [55,] 0.2057191 0.7942809
#> [56,] 0.2347194 0.7652806
#> [57,] 0.2369896 0.7630104
#> [58,] 0.2413662 0.7586338
#> [59,] 0.2513569 0.7486431
#> [60,] 0.2469422 0.7530578
#> [61,] 0.2387044 0.7612956
#> [62,] 0.1935583 0.8064417
#> [63,] 0.2272915 0.7727085
#> [64,] 0.2115130 0.7884870
#> [65,] 0.2356573 0.7643427
#> [66,] 0.2241216 0.7758784
#> [67,] 0.2358985 0.7641015
#> [68,] 0.2220896 0.7779104
#> [69,] 0.2216107 0.7783893
#> [70,] 0.7854018 0.2145982
#> [71,] 0.7689994 0.2310006
#> [72,] 0.7819054 0.2180946
#> [73,] 0.7649464 0.2350536
#> [74,] 0.7745579 0.2254421
#> [75,] 0.7731461 0.2268539
#> [76,] 0.7746608 0.2253392
#> [77,] 0.7851205 0.2148795
#> [78,] 0.7739870 0.2260130
#> [79,] 0.7532356 0.2467644
#> [80,] 0.8632710 0.1367290
#> [81,] 0.7767135 0.2232865
#> [82,] 0.7538521 0.2461479
#> [83,] 0.7599975 0.2400025
#> [84,] 0.7780277 0.2219723
#> [85,] 0.7664200 0.2335800
#> [86,] 0.7627703 0.2372297
#> [87,] 0.7719915 0.2280085
#> [88,] 0.7533444 0.2466556
#> [89,] 0.7879394 0.2120606
#> [90,] 0.7639490 0.2360510
#> [91,] 0.7676254 0.2323746
#> [92,] 0.7673752 0.2326248
#> [93,] 0.7815433 0.2184567
#> [94,] 0.7799936 0.2200064
#> [95,] 0.7551585 0.2448415
#> [96,] 0.8350769 0.1649231
#> [97,] 0.7714898 0.2285102
#> [98,] 0.7620811 0.2379189
#> [99,] 0.7769851 0.2230149
#> [100,] 0.8233582 0.1766418
#> [101,] 0.7825615 0.2174385
#> [102,] 0.7842034 0.2157966
#> [103,] 0.7506302 0.2493698
#> [104,] 0.7584643 0.2415357
#> [105,] 0.7641005 0.2358995
#> [106,] 0.8174609 0.1825391
#> [107,] 0.7626352 0.2373648
#> [108,] 0.7888674 0.2111326
#> [109,] 0.7514700 0.2485300
#> [110,] 0.7566314 0.2433686
#> [111,] 0.7769032 0.2230968
#> [112,] 0.7534232 0.2465768
#> [113,] 0.7862084 0.2137916
#> [114,] 0.7552606 0.2447394
#> [115,] 0.7633296 0.2366704
#> [116,] 0.7460519 0.2539481
#> [117,] 0.7677442 0.2322558
#> [118,] 0.7689855 0.2310145
#> [119,] 0.7579234 0.2420766
#> [120,] 0.8318128 0.1681872
#> [121,] 0.7907155 0.2092845
#> [122,] 0.7948836 0.2051164
#> [123,] 0.8214807 0.1785193
#> [124,] 0.8780709 0.1219291
#> [125,] 0.7998945 0.2001055
#> [126,] 0.7669548 0.2330452
#> [127,] 0.7608704 0.2391296
#> [128,] 0.7537909 0.2462091
#> [129,] 0.7527394 0.2472606
#> [130,] 0.7683689 0.2316311
#> [131,] 0.8149840 0.1850160
#> [132,] 0.8114668 0.1885332
#> [133,] 0.7660834 0.2339166
#> [134,] 0.8374903 0.1625097
#> [135,] 0.8258802 0.1741198
#> [136,] 0.7934504 0.2065496
#> [137,] 0.7485401 0.2514599
#> [138,] 0.7693366 0.2306634
#> [139,] 0.7664265 0.2335735
#>
#> $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
#> 2.47851335 1.58007202 6.94032107 2.46699089 0.17043573 0.74780705 0.59746536
#> V16 V17 V18 V19 V2 V20 V21
#> 1.76019212 2.17902278 0.90644469 0.94111885 0.41787291 2.35005940 0.92818133
#> V22 V23 V24 V25 V26 V27 V28
#> 0.99901766 3.08756374 0.34365687 0.26805128 0.49695143 6.19928997 1.85700239
#> V29 V3 V30 V31 V32 V33 V34
#> 0.94710753 0.61943198 1.63135776 1.53221835 2.47631017 0.19112624 0.39575769
#> V35 V36 V37 V38 V39 V4 V40
#> 0.39433546 4.35308939 3.66813189 1.22695356 2.10692247 3.20682802 1.41902289
#> V41 V42 V43 V44 V45 V46 V47
#> 0.18673376 0.06825639 1.58867982 1.94483737 3.97108612 1.52151399 0.52054954
#> V48 V49 V5 V50 V51 V52 V53
#> 3.11465488 2.56779555 3.21197510 0.50809058 2.12024742 1.70070681 0.00000000
#> V54 V55 V56 V57 V58 V59 V6
#> 0.43647410 1.04838421 0.77677949 0.79985990 1.86817642 2.83579485 0.80495560
#> V60 V7 V8 V9
#> 0.12947863 0.76691430 0.51559391 5.10783697
#>
#> $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())
#> V11 V27 V9 V36 V45 V37 V5
#> 6.94032107 6.19928997 5.10783697 4.35308939 3.97108612 3.66813189 3.21197510
#> V4 V48 V23 V59 V49 V1 V32
#> 3.20682802 3.11465488 3.08756374 2.83579485 2.56779555 2.47851335 2.47631017
#> V12 V20 V17 V51 V39 V44 V58
#> 2.46699089 2.35005940 2.17902278 2.12024742 2.10692247 1.94483737 1.86817642
#> V28 V16 V52 V30 V43 V10 V31
#> 1.85700239 1.76019212 1.70070681 1.63135776 1.58867982 1.58007202 1.53221835
#> V46 V40 V38 V55 V22 V29 V19
#> 1.52151399 1.41902289 1.22695356 1.04838421 0.99901766 0.94710753 0.94111885
#> V21 V18 V6 V57 V56 V7 V14
#> 0.92818133 0.90644469 0.80495560 0.79985990 0.77677949 0.76691430 0.74780705
#> V3 V15 V47 V8 V50 V26 V54
#> 0.61943198 0.59746536 0.52054954 0.51559391 0.50809058 0.49695143 0.43647410
#> V2 V34 V35 V24 V25 V33 V41
#> 0.41787291 0.39575769 0.39433546 0.34365687 0.26805128 0.19112624 0.18673376
#> V13 V60 V42 V53
#> 0.17043573 0.12947863 0.06825639 0.00000000
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913