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 65 R (0.46762590 0.53237410)
#> 2) V9>=0.1255 80 23 M (0.71250000 0.28750000)
#> 4) V43>=0.1855 53 5 M (0.90566038 0.09433962) *
#> 5) V43< 0.1855 27 9 R (0.33333333 0.66666667)
#> 10) V36< 0.19655 12 3 M (0.75000000 0.25000000) *
#> 11) V36>=0.19655 15 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1255 59 8 R (0.13559322 0.86440678)
#> 6) V1>=0.0411 7 0 M (1.00000000 0.00000000) *
#> 7) V1< 0.0411 52 1 R (0.01923077 0.98076923) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V20>=0.4977 71 20 M (0.71830986 0.28169014)
#> 4) V30>=0.24555 57 8 M (0.85964912 0.14035088)
#> 8) V39>=0.15985 46 2 M (0.95652174 0.04347826) *
#> 9) V39< 0.15985 11 5 R (0.45454545 0.54545455) *
#> 5) V30< 0.24555 14 2 R (0.14285714 0.85714286) *
#> 3) V20< 0.4977 68 17 R (0.25000000 0.75000000)
#> 6) V12>=0.20735 25 9 M (0.64000000 0.36000000)
#> 12) V48>=0.0735 17 1 M (0.94117647 0.05882353) *
#> 13) V48< 0.0735 8 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.20735 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V36< 0.4923 86 19 M (0.77906977 0.22093023)
#> 4) V1>=0.0196 64 4 M (0.93750000 0.06250000) *
#> 5) V1< 0.0196 22 7 R (0.31818182 0.68181818)
#> 10) V1< 0.01195 10 3 M (0.70000000 0.30000000) *
#> 11) V1>=0.01195 12 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.4923 53 11 R (0.20754717 0.79245283)
#> 6) V45>=0.3586 10 2 M (0.80000000 0.20000000) *
#> 7) V45< 0.3586 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V48>=0.0743 80 21 M (0.73750000 0.26250000)
#> 4) V9>=0.11765 69 10 M (0.85507246 0.14492754)
#> 8) V15< 0.5312 61 2 M (0.96721311 0.03278689) *
#> 9) V15>=0.5312 8 0 R (0.00000000 1.00000000) *
#> 5) V9< 0.11765 11 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.0743 59 11 R (0.18644068 0.81355932)
#> 6) V56>=0.0146 9 2 M (0.77777778 0.22222222) *
#> 7) V56< 0.0146 50 4 R (0.08000000 0.92000000) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V22>=0.7289 60 14 M (0.76666667 0.23333333)
#> 4) V43>=0.12925 41 2 M (0.95121951 0.04878049) *
#> 5) V43< 0.12925 19 7 R (0.36842105 0.63157895) *
#> 3) V22< 0.7289 79 22 R (0.27848101 0.72151899)
#> 6) V47>=0.14835 14 1 M (0.92857143 0.07142857) *
#> 7) V47< 0.14835 65 9 R (0.13846154 0.86153846) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V51>=0.00705 97 25 M (0.74226804 0.25773196)
#> 4) V1>=0.01305 81 13 M (0.83950617 0.16049383)
#> 8) V41< 0.39245 68 5 M (0.92647059 0.07352941) *
#> 9) V41>=0.39245 13 5 R (0.38461538 0.61538462) *
#> 5) V1< 0.01305 16 4 R (0.25000000 0.75000000) *
#> 3) V51< 0.00705 42 8 R (0.19047619 0.80952381)
#> 6) V44>=0.32355 9 3 M (0.66666667 0.33333333) *
#> 7) V44< 0.32355 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) V9>=0.1645 65 11 M (0.83076923 0.16923077)
#> 4) V21>=0.53485 50 2 M (0.96000000 0.04000000) *
#> 5) V21< 0.53485 15 6 R (0.40000000 0.60000000) *
#> 3) V9< 0.1645 74 23 R (0.31081081 0.68918919)
#> 6) V4>=0.0606 26 8 M (0.69230769 0.30769231)
#> 12) V6< 0.1629 17 0 M (1.00000000 0.00000000) *
#> 13) V6>=0.1629 9 1 R (0.11111111 0.88888889) *
#> 7) V4< 0.0606 48 5 R (0.10416667 0.89583333)
#> 14) V28>=0.9018 7 3 M (0.57142857 0.42857143) *
#> 15) V28< 0.9018 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V21>=0.55025 88 32 M (0.63636364 0.36363636)
#> 4) V52>=0.0093 53 7 M (0.86792453 0.13207547)
#> 8) V30>=0.23515 46 2 M (0.95652174 0.04347826) *
#> 9) V30< 0.23515 7 2 R (0.28571429 0.71428571) *
#> 5) V52< 0.0093 35 10 R (0.28571429 0.71428571)
#> 10) V45>=0.1728 8 1 M (0.87500000 0.12500000) *
#> 11) V45< 0.1728 27 3 R (0.11111111 0.88888889) *
#> 3) V21< 0.55025 51 8 R (0.15686275 0.84313725)
#> 6) V43>=0.3395 8 2 M (0.75000000 0.25000000) *
#> 7) V43< 0.3395 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V9>=0.10785 113 36 M (0.68141593 0.31858407)
#> 4) V44>=0.19065 41 1 M (0.97560976 0.02439024) *
#> 5) V44< 0.19065 72 35 M (0.51388889 0.48611111)
#> 10) V58>=0.00355 56 19 M (0.66071429 0.33928571)
#> 20) V33>=0.20315 44 9 M (0.79545455 0.20454545)
#> 40) V2< 0.0613 35 2 M (0.94285714 0.05714286) *
#> 41) V2>=0.0613 9 2 R (0.22222222 0.77777778) *
#> 21) V33< 0.20315 12 2 R (0.16666667 0.83333333) *
#> 11) V58< 0.00355 16 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10785 26 2 R (0.07692308 0.92307692) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V45>=0.1953 48 4 M (0.91666667 0.08333333) *
#> 3) V45< 0.1953 91 33 R (0.36263736 0.63736264)
#> 6) V37< 0.30475 50 19 M (0.62000000 0.38000000)
#> 12) V1>=0.02605 24 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.02605 26 7 R (0.26923077 0.73076923)
#> 26) V39>=0.33515 8 1 M (0.87500000 0.12500000) *
#> 27) V39< 0.33515 18 0 R (0.00000000 1.00000000) *
#> 7) V37>=0.30475 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V12>=0.22505 85 25 M (0.70588235 0.29411765)
#> 4) V6< 0.1584 67 10 M (0.85074627 0.14925373)
#> 8) V54>=0.0046 56 3 M (0.94642857 0.05357143) *
#> 9) V54< 0.0046 11 4 R (0.36363636 0.63636364) *
#> 5) V6>=0.1584 18 3 R (0.16666667 0.83333333) *
#> 3) V12< 0.22505 54 10 R (0.18518519 0.81481481)
#> 6) V2>=0.04945 9 3 M (0.66666667 0.33333333) *
#> 7) V2< 0.04945 45 4 R (0.08888889 0.91111111) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V20>=0.36965 105 32 M (0.69523810 0.30476190)
#> 4) V48>=0.07455 60 5 M (0.91666667 0.08333333) *
#> 5) V48< 0.07455 45 18 R (0.40000000 0.60000000)
#> 10) V31< 0.3534 21 4 M (0.80952381 0.19047619)
#> 20) V31>=0.20305 14 0 M (1.00000000 0.00000000) *
#> 21) V31< 0.20305 7 3 R (0.42857143 0.57142857) *
#> 11) V31>=0.3534 24 1 R (0.04166667 0.95833333) *
#> 3) V20< 0.36965 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V37< 0.3766 76 16 M (0.78947368 0.21052632)
#> 4) V58>=0.00325 62 6 M (0.90322581 0.09677419) *
#> 5) V58< 0.00325 14 4 R (0.28571429 0.71428571) *
#> 3) V37>=0.3766 63 23 R (0.36507937 0.63492063)
#> 6) V45>=0.35835 18 2 M (0.88888889 0.11111111) *
#> 7) V45< 0.35835 45 7 R (0.15555556 0.84444444)
#> 14) V27< 0.42685 13 6 M (0.53846154 0.46153846) *
#> 15) V27>=0.42685 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V12>=0.1962 96 32 M (0.66666667 0.33333333)
#> 4) V12< 0.32215 58 8 M (0.86206897 0.13793103)
#> 8) V34< 0.6213 50 3 M (0.94000000 0.06000000) *
#> 9) V34>=0.6213 8 3 R (0.37500000 0.62500000) *
#> 5) V12>=0.32215 38 14 R (0.36842105 0.63157895)
#> 10) V52>=0.014 12 1 M (0.91666667 0.08333333) *
#> 11) V52< 0.014 26 3 R (0.11538462 0.88461538) *
#> 3) V12< 0.1962 43 4 R (0.09302326 0.90697674)
#> 6) V57>=0.01175 7 3 M (0.57142857 0.42857143) *
#> 7) V57< 0.01175 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V26< 0.5386 46 9 M (0.80434783 0.19565217)
#> 4) V16>=0.3023 39 2 M (0.94871795 0.05128205) *
#> 5) V16< 0.3023 7 0 R (0.00000000 1.00000000) *
#> 3) V26>=0.5386 93 34 R (0.36559140 0.63440860)
#> 6) V27>=0.9341 23 3 M (0.86956522 0.13043478) *
#> 7) V27< 0.9341 70 14 R (0.20000000 0.80000000)
#> 14) V51>=0.02145 8 1 M (0.87500000 0.12500000) *
#> 15) V51< 0.02145 62 7 R (0.11290323 0.88709677) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V12>=0.18385 94 26 M (0.72340426 0.27659574)
#> 4) V43>=0.09225 82 14 M (0.82926829 0.17073171)
#> 8) V18>=0.16725 70 5 M (0.92857143 0.07142857) *
#> 9) V18< 0.16725 12 3 R (0.25000000 0.75000000) *
#> 5) V43< 0.09225 12 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.18385 45 8 R (0.17777778 0.82222222)
#> 6) V20>=0.8321 10 2 M (0.80000000 0.20000000) *
#> 7) V20< 0.8321 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V23>=0.785 56 14 M (0.75000000 0.25000000)
#> 4) V42>=0.10165 48 6 M (0.87500000 0.12500000)
#> 8) V20>=0.48595 40 0 M (1.00000000 0.00000000) *
#> 9) V20< 0.48595 8 2 R (0.25000000 0.75000000) *
#> 5) V42< 0.10165 8 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.785 83 24 R (0.28915663 0.71084337)
#> 6) V2>=0.0666 11 0 M (1.00000000 0.00000000) *
#> 7) V2< 0.0666 72 13 R (0.18055556 0.81944444)
#> 14) V19< 0.2969 7 1 M (0.85714286 0.14285714) *
#> 15) V19>=0.2969 65 7 R (0.10769231 0.89230769)
#> 30) V37< 0.18745 11 5 M (0.54545455 0.45454545) *
#> 31) V37>=0.18745 54 1 R (0.01851852 0.98148148) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V57< 0.00635 60 17 M (0.71666667 0.28333333)
#> 4) V10>=0.12195 51 8 M (0.84313725 0.15686275) *
#> 5) V10< 0.12195 9 0 R (0.00000000 1.00000000) *
#> 3) V57>=0.00635 79 27 R (0.34177215 0.65822785)
#> 6) V54>=0.01605 19 3 M (0.84210526 0.15789474) *
#> 7) V54< 0.01605 60 11 R (0.18333333 0.81666667)
#> 14) V1>=0.03835 15 6 M (0.60000000 0.40000000) *
#> 15) V1< 0.03835 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 48 R (0.34532374 0.65467626)
#> 2) V43>=0.24665 47 17 M (0.63829787 0.36170213)
#> 4) V12>=0.14855 36 6 M (0.83333333 0.16666667)
#> 8) V9>=0.10435 29 0 M (1.00000000 0.00000000) *
#> 9) V9< 0.10435 7 1 R (0.14285714 0.85714286) *
#> 5) V12< 0.14855 11 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.24665 92 18 R (0.19565217 0.80434783)
#> 6) V41>=0.3611 16 7 M (0.56250000 0.43750000) *
#> 7) V41< 0.3611 76 9 R (0.11842105 0.88157895)
#> 14) V38< 0.20395 20 8 R (0.40000000 0.60000000)
#> 28) V48>=0.0752 9 1 M (0.88888889 0.11111111) *
#> 29) V48< 0.0752 11 0 R (0.00000000 1.00000000) *
#> 15) V38>=0.20395 56 1 R (0.01785714 0.98214286) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V36< 0.2187 47 11 M (0.76595745 0.23404255)
#> 4) V59>=0.00585 28 1 M (0.96428571 0.03571429) *
#> 5) V59< 0.00585 19 9 R (0.47368421 0.52631579) *
#> 3) V36>=0.2187 92 27 R (0.29347826 0.70652174)
#> 6) V31< 0.3838 30 10 M (0.66666667 0.33333333)
#> 12) V30>=0.2291 21 1 M (0.95238095 0.04761905) *
#> 13) V30< 0.2291 9 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.3838 62 7 R (0.11290323 0.88709677)
#> 14) V41>=0.5097 7 2 M (0.71428571 0.28571429) *
#> 15) V41< 0.5097 55 2 R (0.03636364 0.96363636) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V16< 0.67555 98 47 M (0.52040816 0.47959184)
#> 4) V9>=0.14935 46 9 M (0.80434783 0.19565217)
#> 8) V13>=0.1596 36 2 M (0.94444444 0.05555556) *
#> 9) V13< 0.1596 10 3 R (0.30000000 0.70000000) *
#> 5) V9< 0.14935 52 14 R (0.26923077 0.73076923)
#> 10) V18>=0.7883 9 1 M (0.88888889 0.11111111) *
#> 11) V18< 0.7883 43 6 R (0.13953488 0.86046512)
#> 22) V4>=0.07785 7 3 M (0.57142857 0.42857143) *
#> 23) V4< 0.07785 36 2 R (0.05555556 0.94444444) *
#> 3) V16>=0.67555 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V53>=0.0169 20 0 M (1.00000000 0.00000000) *
#> 3) V53< 0.0169 119 40 R (0.33613445 0.66386555)
#> 6) V23>=0.7845 37 10 M (0.72972973 0.27027027)
#> 12) V31< 0.4623 25 1 M (0.96000000 0.04000000) *
#> 13) V31>=0.4623 12 3 R (0.25000000 0.75000000) *
#> 7) V23< 0.7845 82 13 R (0.15853659 0.84146341)
#> 14) V40>=0.33385 19 9 M (0.52631579 0.47368421) *
#> 15) V40< 0.33385 63 3 R (0.04761905 0.95238095) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V23>=0.6908 73 23 M (0.68493151 0.31506849)
#> 4) V46>=0.0693 53 7 M (0.86792453 0.13207547)
#> 8) V31< 0.46915 33 0 M (1.00000000 0.00000000) *
#> 9) V31>=0.46915 20 7 M (0.65000000 0.35000000)
#> 18) V28>=0.64755 13 1 M (0.92307692 0.07692308) *
#> 19) V28< 0.64755 7 1 R (0.14285714 0.85714286) *
#> 5) V46< 0.0693 20 4 R (0.20000000 0.80000000)
#> 10) V1>=0.023 7 3 M (0.57142857 0.42857143) *
#> 11) V1< 0.023 13 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.6908 66 16 R (0.24242424 0.75757576)
#> 6) V4>=0.0971 7 0 M (1.00000000 0.00000000) *
#> 7) V4< 0.0971 59 9 R (0.15254237 0.84745763)
#> 14) V41>=0.2963 20 8 R (0.40000000 0.60000000)
#> 28) V34< 0.4784 8 0 M (1.00000000 0.00000000) *
#> 29) V34>=0.4784 12 0 R (0.00000000 1.00000000) *
#> 15) V41< 0.2963 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V46>=0.06805 85 29 M (0.65882353 0.34117647)
#> 4) V29>=0.50965 54 7 M (0.87037037 0.12962963)
#> 8) V9>=0.10885 46 2 M (0.95652174 0.04347826) *
#> 9) V9< 0.10885 8 3 R (0.37500000 0.62500000) *
#> 5) V29< 0.50965 31 9 R (0.29032258 0.70967742)
#> 10) V36< 0.48855 14 5 M (0.64285714 0.35714286) *
#> 11) V36>=0.48855 17 0 R (0.00000000 1.00000000) *
#> 3) V46< 0.06805 54 8 R (0.14814815 0.85185185)
#> 6) V15>=0.5546 9 3 M (0.66666667 0.33333333) *
#> 7) V15< 0.5546 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V12>=0.19625 89 35 M (0.60674157 0.39325843)
#> 4) V52>=0.00885 57 9 M (0.84210526 0.15789474)
#> 8) V60>=0.0022 48 3 M (0.93750000 0.06250000) *
#> 9) V60< 0.0022 9 3 R (0.33333333 0.66666667) *
#> 5) V52< 0.00885 32 6 R (0.18750000 0.81250000)
#> 10) V12< 0.3184 10 4 M (0.60000000 0.40000000) *
#> 11) V12>=0.3184 22 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.19625 50 6 R (0.12000000 0.88000000)
#> 6) V26< 0.61445 7 3 M (0.57142857 0.42857143) *
#> 7) V26>=0.61445 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V9>=0.16055 68 24 M (0.64705882 0.35294118)
#> 4) V15< 0.4454 37 1 M (0.97297297 0.02702703) *
#> 5) V15>=0.4454 31 8 R (0.25806452 0.74193548)
#> 10) V55>=0.0145 7 0 M (1.00000000 0.00000000) *
#> 11) V55< 0.0145 24 1 R (0.04166667 0.95833333) *
#> 3) V9< 0.16055 71 13 R (0.18309859 0.81690141)
#> 6) V46>=0.24425 9 1 M (0.88888889 0.11111111) *
#> 7) V46< 0.24425 62 5 R (0.08064516 0.91935484) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V23>=0.7845 42 10 M (0.76190476 0.23809524)
#> 4) V5>=0.03975 30 0 M (1.00000000 0.00000000) *
#> 5) V5< 0.03975 12 2 R (0.16666667 0.83333333) *
#> 3) V23< 0.7845 97 24 R (0.24742268 0.75257732)
#> 6) V2>=0.07835 8 0 M (1.00000000 0.00000000) *
#> 7) V2< 0.07835 89 16 R (0.17977528 0.82022472)
#> 14) V55< 0.0042 10 2 M (0.80000000 0.20000000) *
#> 15) V55>=0.0042 79 8 R (0.10126582 0.89873418)
#> 30) V52>=0.0182 9 2 M (0.77777778 0.22222222) *
#> 31) V52< 0.0182 70 1 R (0.01428571 0.98571429) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V12>=0.22505 86 32 M (0.62790698 0.37209302)
#> 4) V55< 0.0067 33 2 M (0.93939394 0.06060606) *
#> 5) V55>=0.0067 53 23 R (0.43396226 0.56603774)
#> 10) V7< 0.1021 16 2 M (0.87500000 0.12500000) *
#> 11) V7>=0.1021 37 9 R (0.24324324 0.75675676)
#> 22) V58>=0.0119 7 0 M (1.00000000 0.00000000) *
#> 23) V58< 0.0119 30 2 R (0.06666667 0.93333333) *
#> 3) V12< 0.22505 53 9 R (0.16981132 0.83018868)
#> 6) V49>=0.05795 15 6 M (0.60000000 0.40000000) *
#> 7) V49< 0.05795 38 0 R (0.00000000 1.00000000) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V37< 0.36985 74 29 M (0.60810811 0.39189189)
#> 4) V48>=0.0463 56 13 M (0.76785714 0.23214286)
#> 8) V58>=0.002 47 4 M (0.91489362 0.08510638)
#> 16) V9>=0.11455 40 0 M (1.00000000 0.00000000) *
#> 17) V9< 0.11455 7 3 R (0.42857143 0.57142857) *
#> 9) V58< 0.002 9 0 R (0.00000000 1.00000000) *
#> 5) V48< 0.0463 18 2 R (0.11111111 0.88888889) *
#> 3) V37>=0.36985 65 12 R (0.18461538 0.81538462)
#> 6) V36>=0.75155 10 3 M (0.70000000 0.30000000) *
#> 7) V36< 0.75155 55 5 R (0.09090909 0.90909091) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V27>=0.71865 52 13 M (0.7500000 0.2500000)
#> 4) V14< 0.24255 27 0 M (1.0000000 0.0000000) *
#> 5) V14>=0.24255 25 12 R (0.4800000 0.5200000)
#> 10) V9>=0.1175 15 3 M (0.8000000 0.2000000) *
#> 11) V9< 0.1175 10 0 R (0.0000000 1.0000000) *
#> 3) V27< 0.71865 87 23 R (0.2643678 0.7356322)
#> 6) V19>=0.88995 16 1 M (0.9375000 0.0625000) *
#> 7) V19< 0.88995 71 8 R (0.1126761 0.8873239)
#> 14) V1>=0.04005 13 5 M (0.6153846 0.3846154) *
#> 15) V1< 0.04005 58 0 R (0.0000000 1.0000000) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V51>=0.01315 69 23 M (0.66666667 0.33333333)
#> 4) V36< 0.49285 46 6 M (0.86956522 0.13043478)
#> 8) V30>=0.2477 39 1 M (0.97435897 0.02564103) *
#> 9) V30< 0.2477 7 2 R (0.28571429 0.71428571) *
#> 5) V36>=0.49285 23 6 R (0.26086957 0.73913043)
#> 10) V23< 0.35935 7 1 M (0.85714286 0.14285714) *
#> 11) V23>=0.35935 16 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01315 70 14 R (0.20000000 0.80000000)
#> 6) V8< 0.05955 11 4 M (0.63636364 0.36363636) *
#> 7) V8>=0.05955 59 7 R (0.11864407 0.88135593)
#> 14) V27>=0.94355 7 3 M (0.57142857 0.42857143) *
#> 15) V27< 0.94355 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V36< 0.39355 66 23 M (0.65151515 0.34848485)
#> 4) V43>=0.216 27 0 M (1.00000000 0.00000000) *
#> 5) V43< 0.216 39 16 R (0.41025641 0.58974359)
#> 10) V26< 0.5538 14 1 M (0.92857143 0.07142857) *
#> 11) V26>=0.5538 25 3 R (0.12000000 0.88000000) *
#> 3) V36>=0.39355 73 14 R (0.19178082 0.80821918)
#> 6) V21>=0.6496 21 10 M (0.52380952 0.47619048)
#> 12) V45>=0.14335 10 0 M (1.00000000 0.00000000) *
#> 13) V45< 0.14335 11 1 R (0.09090909 0.90909091) *
#> 7) V21< 0.6496 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V4>=0.0606 54 9 M (0.83333333 0.16666667)
#> 4) V30>=0.2458 43 1 M (0.97674419 0.02325581) *
#> 5) V30< 0.2458 11 3 R (0.27272727 0.72727273) *
#> 3) V4< 0.0606 85 30 R (0.35294118 0.64705882)
#> 6) V9>=0.1298 49 21 M (0.57142857 0.42857143)
#> 12) V56>=0.00485 36 8 M (0.77777778 0.22222222)
#> 24) V35< 0.3663 25 0 M (1.00000000 0.00000000) *
#> 25) V35>=0.3663 11 3 R (0.27272727 0.72727273) *
#> 13) V56< 0.00485 13 0 R (0.00000000 1.00000000) *
#> 7) V9< 0.1298 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V9>=0.1159 98 31 M (0.6836735 0.3163265)
#> 4) V57< 0.00845 64 8 M (0.8750000 0.1250000) *
#> 5) V57>=0.00845 34 11 R (0.3235294 0.6764706)
#> 10) V58>=0.01145 11 0 M (1.0000000 0.0000000) *
#> 11) V58< 0.01145 23 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.1159 41 8 R (0.1951220 0.8048780)
#> 6) V19>=0.76615 12 4 M (0.6666667 0.3333333) *
#> 7) V19< 0.76615 29 0 R (0.0000000 1.0000000) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V36< 0.2162 47 12 M (0.74468085 0.25531915)
#> 4) V48>=0.05495 35 2 M (0.94285714 0.05714286) *
#> 5) V48< 0.05495 12 2 R (0.16666667 0.83333333) *
#> 3) V36>=0.2162 92 22 R (0.23913043 0.76086957)
#> 6) V39>=0.30885 42 21 M (0.50000000 0.50000000)
#> 12) V43>=0.2078 28 8 M (0.71428571 0.28571429)
#> 24) V56>=0.0056 21 2 M (0.90476190 0.09523810) *
#> 25) V56< 0.0056 7 1 R (0.14285714 0.85714286) *
#> 13) V43< 0.2078 14 1 R (0.07142857 0.92857143) *
#> 7) V39< 0.30885 50 1 R (0.02000000 0.98000000) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V12>=0.1519 106 42 M (0.60377358 0.39622642)
#> 4) V17< 0.6929 74 16 M (0.78378378 0.21621622)
#> 8) V11>=0.1573 63 7 M (0.88888889 0.11111111)
#> 16) V1>=0.0127 56 3 M (0.94642857 0.05357143) *
#> 17) V1< 0.0127 7 3 R (0.42857143 0.57142857) *
#> 9) V11< 0.1573 11 2 R (0.18181818 0.81818182) *
#> 5) V17>=0.6929 32 6 R (0.18750000 0.81250000)
#> 10) V27< 0.5178 7 1 M (0.85714286 0.14285714) *
#> 11) V27>=0.5178 25 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.1519 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V17< 0.691 95 34 M (0.64210526 0.35789474)
#> 4) V30>=0.2435 81 21 M (0.74074074 0.25925926)
#> 8) V10>=0.09165 65 8 M (0.87692308 0.12307692)
#> 16) V58>=0.0023 58 2 M (0.96551724 0.03448276) *
#> 17) V58< 0.0023 7 1 R (0.14285714 0.85714286) *
#> 9) V10< 0.09165 16 3 R (0.18750000 0.81250000) *
#> 5) V30< 0.2435 14 1 R (0.07142857 0.92857143) *
#> 3) V17>=0.691 44 5 R (0.11363636 0.88636364)
#> 6) V27< 0.4661 7 3 M (0.57142857 0.42857143) *
#> 7) V27>=0.4661 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V49>=0.03335 101 28 M (0.72277228 0.27722772)
#> 4) V15< 0.465 79 12 M (0.84810127 0.15189873)
#> 8) V9>=0.1073 59 1 M (0.98305085 0.01694915) *
#> 9) V9< 0.1073 20 9 R (0.45000000 0.55000000)
#> 18) V15>=0.2241 9 0 M (1.00000000 0.00000000) *
#> 19) V15< 0.2241 11 0 R (0.00000000 1.00000000) *
#> 5) V15>=0.465 22 6 R (0.27272727 0.72727273)
#> 10) V37< 0.2125 7 1 M (0.85714286 0.14285714) *
#> 11) V37>=0.2125 15 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.03335 38 6 R (0.15789474 0.84210526)
#> 6) V14>=0.45765 7 2 M (0.71428571 0.28571429) *
#> 7) V14< 0.45765 31 1 R (0.03225806 0.96774194) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V31< 0.4623 76 24 M (0.68421053 0.31578947)
#> 4) V38>=0.20845 53 6 M (0.88679245 0.11320755) *
#> 5) V38< 0.20845 23 5 R (0.21739130 0.78260870)
#> 10) V57< 0.0046 9 4 M (0.55555556 0.44444444) *
#> 11) V57>=0.0046 14 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4623 63 17 R (0.26984127 0.73015873)
#> 6) V27>=0.84295 24 9 M (0.62500000 0.37500000)
#> 12) V10>=0.1506 16 1 M (0.93750000 0.06250000) *
#> 13) V10< 0.1506 8 0 R (0.00000000 1.00000000) *
#> 7) V27< 0.84295 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.4676259 0.5323741)
#> 2) V23>=0.785 58 15 M (0.7413793 0.2586207)
#> 4) V42>=0.09295 48 5 M (0.8958333 0.1041667)
#> 8) V15< 0.5394 41 0 M (1.0000000 0.0000000) *
#> 9) V15>=0.5394 7 2 R (0.2857143 0.7142857) *
#> 5) V42< 0.09295 10 0 R (0.0000000 1.0000000) *
#> 3) V23< 0.785 81 22 R (0.2716049 0.7283951)
#> 6) V11>=0.30355 31 12 M (0.6129032 0.3870968)
#> 12) V22< 0.74505 21 2 M (0.9047619 0.0952381) *
#> 13) V22>=0.74505 10 0 R (0.0000000 1.0000000) *
#> 7) V11< 0.30355 50 3 R (0.0600000 0.9400000) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V11>=0.167 102 26 M (0.74509804 0.25490196)
#> 4) V30>=0.2043 92 16 M (0.82608696 0.17391304)
#> 8) V17< 0.8869 85 9 M (0.89411765 0.10588235) *
#> 9) V17>=0.8869 7 0 R (0.00000000 1.00000000) *
#> 5) V30< 0.2043 10 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.167 37 8 R (0.21621622 0.78378378)
#> 6) V6>=0.1433 9 2 M (0.77777778 0.22222222) *
#> 7) V6< 0.1433 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V43>=0.24665 54 10 M (0.81481481 0.18518519)
#> 4) V9>=0.10435 43 2 M (0.95348837 0.04651163) *
#> 5) V9< 0.10435 11 3 R (0.27272727 0.72727273) *
#> 3) V43< 0.24665 85 15 R (0.17647059 0.82352941)
#> 6) V40< 0.1622 16 5 M (0.68750000 0.31250000) *
#> 7) V40>=0.1622 69 4 R (0.05797101 0.94202899) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V51>=0.0155 56 10 M (0.82142857 0.17857143)
#> 4) V37< 0.59 48 4 M (0.91666667 0.08333333) *
#> 5) V37>=0.59 8 2 R (0.25000000 0.75000000) *
#> 3) V51< 0.0155 83 32 R (0.38554217 0.61445783)
#> 6) V27>=0.9028 22 4 M (0.81818182 0.18181818)
#> 12) V23>=0.7107 15 0 M (1.00000000 0.00000000) *
#> 13) V23< 0.7107 7 3 R (0.42857143 0.57142857) *
#> 7) V27< 0.9028 61 14 R (0.22950820 0.77049180)
#> 14) V43>=0.2091 29 14 R (0.48275862 0.51724138)
#> 28) V37< 0.46665 15 1 M (0.93333333 0.06666667) *
#> 29) V37>=0.46665 14 0 R (0.00000000 1.00000000) *
#> 15) V43< 0.2091 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V58>=0.00605 66 10 M (0.84848485 0.15151515)
#> 4) V59>=0.00635 53 2 M (0.96226415 0.03773585) *
#> 5) V59< 0.00635 13 5 R (0.38461538 0.61538462) *
#> 3) V58< 0.00605 73 26 R (0.35616438 0.64383562)
#> 6) V22>=0.7321 28 9 M (0.67857143 0.32142857)
#> 12) V42>=0.10165 20 1 M (0.95000000 0.05000000) *
#> 13) V42< 0.10165 8 0 R (0.00000000 1.00000000) *
#> 7) V22< 0.7321 45 7 R (0.15555556 0.84444444)
#> 14) V29>=0.8655 7 2 M (0.71428571 0.28571429) *
#> 15) V29< 0.8655 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V58>=0.006 66 17 M (0.74242424 0.25757576)
#> 4) V48>=0.04565 55 8 M (0.85454545 0.14545455)
#> 8) V40< 0.606 48 3 M (0.93750000 0.06250000) *
#> 9) V40>=0.606 7 2 R (0.28571429 0.71428571) *
#> 5) V48< 0.04565 11 2 R (0.18181818 0.81818182) *
#> 3) V58< 0.006 73 24 R (0.32876712 0.67123288)
#> 6) V27>=0.85 27 6 M (0.77777778 0.22222222)
#> 12) V52>=0.0082 19 0 M (1.00000000 0.00000000) *
#> 13) V52< 0.0082 8 2 R (0.25000000 0.75000000) *
#> 7) V27< 0.85 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V52>=0.00935 73 16 M (0.78082192 0.21917808)
#> 4) V14< 0.31595 45 1 M (0.97777778 0.02222222) *
#> 5) V14>=0.31595 28 13 R (0.46428571 0.53571429)
#> 10) V12>=0.2062 15 2 M (0.86666667 0.13333333) *
#> 11) V12< 0.2062 13 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00935 66 23 R (0.34848485 0.65151515)
#> 6) V23>=0.8642 20 1 M (0.95000000 0.05000000) *
#> 7) V23< 0.8642 46 4 R (0.08695652 0.91304348) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V45>=0.1964 48 10 M (0.79166667 0.20833333)
#> 4) V15< 0.45265 41 4 M (0.90243902 0.09756098)
#> 8) V4>=0.02925 34 0 M (1.00000000 0.00000000) *
#> 9) V4< 0.02925 7 3 R (0.42857143 0.57142857) *
#> 5) V15>=0.45265 7 1 R (0.14285714 0.85714286) *
#> 3) V45< 0.1964 91 24 R (0.26373626 0.73626374)
#> 6) V36< 0.39715 50 24 R (0.48000000 0.52000000)
#> 12) V1>=0.02455 14 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.02455 36 10 R (0.27777778 0.72222222)
#> 26) V39>=0.3319 10 1 M (0.90000000 0.10000000) *
#> 27) V39< 0.3319 26 1 R (0.03846154 0.96153846) *
#> 7) V36>=0.39715 41 0 R (0.00000000 1.00000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V12>=0.1451 107 33 M (0.69158879 0.30841121)
#> 4) V58>=0.00205 94 21 M (0.77659574 0.22340426)
#> 8) V30>=0.2043 83 11 M (0.86746988 0.13253012)
#> 16) V39>=0.161 75 5 M (0.93333333 0.06666667) *
#> 17) V39< 0.161 8 2 R (0.25000000 0.75000000) *
#> 9) V30< 0.2043 11 1 R (0.09090909 0.90909091) *
#> 5) V58< 0.00205 13 1 R (0.07692308 0.92307692) *
#> 3) V12< 0.1451 32 4 R (0.12500000 0.87500000)
#> 6) V60< 0.00215 7 3 M (0.57142857 0.42857143) *
#> 7) V60>=0.00215 25 0 R (0.00000000 1.00000000) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V31< 0.4166 84 21 M (0.75000000 0.25000000)
#> 4) V33>=0.22675 61 6 M (0.90163934 0.09836066)
#> 8) V11>=0.1238 53 1 M (0.98113208 0.01886792) *
#> 9) V11< 0.1238 8 3 R (0.37500000 0.62500000) *
#> 5) V33< 0.22675 23 8 R (0.34782609 0.65217391)
#> 10) V40>=0.3344 8 0 M (1.00000000 0.00000000) *
#> 11) V40< 0.3344 15 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4166 55 14 R (0.25454545 0.74545455)
#> 6) V36< 0.3019 18 7 M (0.61111111 0.38888889) *
#> 7) V36>=0.3019 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V44>=0.24325 35 2 M (0.94285714 0.05714286) *
#> 3) V44< 0.24325 104 39 R (0.37500000 0.62500000)
#> 6) V56>=0.00995 21 2 M (0.90476190 0.09523810) *
#> 7) V56< 0.00995 83 20 R (0.24096386 0.75903614)
#> 14) V22>=0.93855 9 1 M (0.88888889 0.11111111) *
#> 15) V22< 0.93855 74 12 R (0.16216216 0.83783784)
#> 30) V57< 0.0025 8 1 M (0.87500000 0.12500000) *
#> 31) V57>=0.0025 66 5 R (0.07575758 0.92424242) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V43>=0.24665 53 9 M (0.83018868 0.16981132)
#> 4) V33< 0.7238 44 2 M (0.95454545 0.04545455) *
#> 5) V33>=0.7238 9 2 R (0.22222222 0.77777778) *
#> 3) V43< 0.24665 86 26 R (0.30232558 0.69767442)
#> 6) V24< 0.24835 8 0 M (1.00000000 0.00000000) *
#> 7) V24>=0.24835 78 18 R (0.23076923 0.76923077)
#> 14) V35< 0.24935 37 17 R (0.45945946 0.54054054)
#> 28) V17< 0.7063 20 4 M (0.80000000 0.20000000)
#> 56) V12>=0.243 13 0 M (1.00000000 0.00000000) *
#> 57) V12< 0.243 7 3 R (0.42857143 0.57142857) *
#> 29) V17>=0.7063 17 1 R (0.05882353 0.94117647) *
#> 15) V35>=0.24935 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V11>=0.1707 81 22 M (0.72839506 0.27160494)
#> 4) V6< 0.1806 69 10 M (0.85507246 0.14492754)
#> 8) V39>=0.16175 62 5 M (0.91935484 0.08064516) *
#> 9) V39< 0.16175 7 2 R (0.28571429 0.71428571) *
#> 5) V6>=0.1806 12 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 58 10 R (0.17241379 0.82758621)
#> 6) V4>=0.05785 9 1 M (0.88888889 0.11111111) *
#> 7) V4< 0.05785 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V49>=0.0339 80 21 M (0.73750000 0.26250000)
#> 4) V40< 0.58775 69 10 M (0.85507246 0.14492754)
#> 8) V43>=0.12925 52 1 M (0.98076923 0.01923077) *
#> 9) V43< 0.12925 17 8 R (0.47058824 0.52941176) *
#> 5) V40>=0.58775 11 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0339 59 14 R (0.23728814 0.76271186)
#> 6) V46>=0.14065 10 1 M (0.90000000 0.10000000) *
#> 7) V46< 0.14065 49 5 R (0.10204082 0.89795918)
#> 14) V30< 0.3879 7 2 M (0.71428571 0.28571429) *
#> 15) V30>=0.3879 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V23>=0.785 51 14 M (0.72549020 0.27450980)
#> 4) V37< 0.45545 38 4 M (0.89473684 0.10526316)
#> 8) V11>=0.11855 31 0 M (1.00000000 0.00000000) *
#> 9) V11< 0.11855 7 3 R (0.42857143 0.57142857) *
#> 5) V37>=0.45545 13 3 R (0.23076923 0.76923077) *
#> 3) V23< 0.785 88 21 R (0.23863636 0.76136364)
#> 6) V48>=0.1499 11 0 M (1.00000000 0.00000000) *
#> 7) V48< 0.1499 77 10 R (0.12987013 0.87012987)
#> 14) V36< 0.14965 15 7 M (0.53333333 0.46666667) *
#> 15) V36>=0.14965 62 2 R (0.03225806 0.96774194) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V21>=0.7896 42 11 M (0.73809524 0.26190476)
#> 4) V30>=0.25295 31 2 M (0.93548387 0.06451613) *
#> 5) V30< 0.25295 11 2 R (0.18181818 0.81818182) *
#> 3) V21< 0.7896 97 31 R (0.31958763 0.68041237)
#> 6) V27>=0.9492 15 1 M (0.93333333 0.06666667) *
#> 7) V27< 0.9492 82 17 R (0.20731707 0.79268293)
#> 14) V47>=0.1476 20 7 M (0.65000000 0.35000000)
#> 28) V13>=0.1588 13 0 M (1.00000000 0.00000000) *
#> 29) V13< 0.1588 7 0 R (0.00000000 1.00000000) *
#> 15) V47< 0.1476 62 4 R (0.06451613 0.93548387) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V23>=0.7663 47 10 M (0.78723404 0.21276596)
#> 4) V20>=0.37085 38 1 M (0.97368421 0.02631579) *
#> 5) V20< 0.37085 9 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7663 92 29 R (0.31521739 0.68478261)
#> 6) V4>=0.0505 34 11 M (0.67647059 0.32352941)
#> 12) V52>=0.00675 25 2 M (0.92000000 0.08000000) *
#> 13) V52< 0.00675 9 0 R (0.00000000 1.00000000) *
#> 7) V4< 0.0505 58 6 R (0.10344828 0.89655172) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V48>=0.0743 75 25 M (0.66666667 0.33333333)
#> 4) V36< 0.48855 46 4 M (0.91304348 0.08695652) *
#> 5) V36>=0.48855 29 8 R (0.27586207 0.72413793)
#> 10) V34>=0.55175 10 2 M (0.80000000 0.20000000) *
#> 11) V34< 0.55175 19 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.0743 64 18 R (0.28125000 0.71875000)
#> 6) V42>=0.31795 12 1 M (0.91666667 0.08333333) *
#> 7) V42< 0.31795 52 7 R (0.13461538 0.86538462) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V36< 0.44265 81 30 M (0.62962963 0.37037037)
#> 4) V58>=0.0033 59 12 M (0.79661017 0.20338983)
#> 8) V30>=0.26705 47 3 M (0.93617021 0.06382979) *
#> 9) V30< 0.26705 12 3 R (0.25000000 0.75000000) *
#> 5) V58< 0.0033 22 4 R (0.18181818 0.81818182)
#> 10) V25>=0.8772 7 3 M (0.57142857 0.42857143) *
#> 11) V25< 0.8772 15 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.44265 58 12 R (0.20689655 0.79310345)
#> 6) V46>=0.2426 10 3 M (0.70000000 0.30000000) *
#> 7) V46< 0.2426 48 5 R (0.10416667 0.89583333) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V9>=0.1161 92 38 M (0.58695652 0.41304348)
#> 4) V6< 0.1695 75 22 M (0.70666667 0.29333333)
#> 8) V1>=0.0193 49 5 M (0.89795918 0.10204082)
#> 16) V11>=0.11345 40 0 M (1.00000000 0.00000000) *
#> 17) V11< 0.11345 9 4 R (0.44444444 0.55555556) *
#> 9) V1< 0.0193 26 9 R (0.34615385 0.65384615)
#> 18) V41>=0.25265 9 0 M (1.00000000 0.00000000) *
#> 19) V41< 0.25265 17 0 R (0.00000000 1.00000000) *
#> 5) V6>=0.1695 17 1 R (0.05882353 0.94117647) *
#> 3) V9< 0.1161 47 4 R (0.08510638 0.91489362) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V52>=0.00935 83 24 M (0.71084337 0.28915663)
#> 4) V10>=0.0943 69 12 M (0.82608696 0.17391304)
#> 8) V16< 0.66655 49 0 M (1.00000000 0.00000000) *
#> 9) V16>=0.66655 20 8 R (0.40000000 0.60000000)
#> 18) V25< 0.6131 8 0 M (1.00000000 0.00000000) *
#> 19) V25>=0.6131 12 0 R (0.00000000 1.00000000) *
#> 5) V10< 0.0943 14 2 R (0.14285714 0.85714286) *
#> 3) V52< 0.00935 56 18 R (0.32142857 0.67857143)
#> 6) V23>=0.8642 12 1 M (0.91666667 0.08333333) *
#> 7) V23< 0.8642 44 7 R (0.15909091 0.84090909)
#> 14) V60>=0.01265 7 2 M (0.71428571 0.28571429) *
#> 15) V60< 0.01265 37 2 R (0.05405405 0.94594595) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V27< 0.54005 48 9 M (0.81250000 0.18750000)
#> 4) V15>=0.32885 36 1 M (0.97222222 0.02777778) *
#> 5) V15< 0.32885 12 4 R (0.33333333 0.66666667) *
#> 3) V27>=0.54005 91 29 R (0.31868132 0.68131868)
#> 6) V27>=0.8689 36 14 M (0.61111111 0.38888889)
#> 12) V8>=0.10095 19 1 M (0.94736842 0.05263158) *
#> 13) V8< 0.10095 17 4 R (0.23529412 0.76470588) *
#> 7) V27< 0.8689 55 7 R (0.12727273 0.87272727)
#> 14) V22>=0.93855 7 2 M (0.71428571 0.28571429) *
#> 15) V22< 0.93855 48 2 R (0.04166667 0.95833333) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V12>=0.22505 83 36 M (0.56626506 0.43373494)
#> 4) V16< 0.36115 41 5 M (0.87804878 0.12195122)
#> 8) V10>=0.1057 34 0 M (1.00000000 0.00000000) *
#> 9) V10< 0.1057 7 2 R (0.28571429 0.71428571) *
#> 5) V16>=0.36115 42 11 R (0.26190476 0.73809524)
#> 10) V52>=0.0136 12 3 M (0.75000000 0.25000000) *
#> 11) V52< 0.0136 30 2 R (0.06666667 0.93333333) *
#> 3) V12< 0.22505 56 8 R (0.14285714 0.85714286)
#> 6) V54>=0.01585 7 2 M (0.71428571 0.28571429) *
#> 7) V54< 0.01585 49 3 R (0.06122449 0.93877551) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V9>=0.12425 88 33 M (0.62500000 0.37500000)
#> 4) V21>=0.53195 46 6 M (0.86956522 0.13043478)
#> 8) V13>=0.16365 37 1 M (0.97297297 0.02702703) *
#> 9) V13< 0.16365 9 4 R (0.44444444 0.55555556) *
#> 5) V21< 0.53195 42 15 R (0.35714286 0.64285714)
#> 10) V26>=0.7837 11 0 M (1.00000000 0.00000000) *
#> 11) V26< 0.7837 31 4 R (0.12903226 0.87096774)
#> 22) V19< 0.2993 7 3 M (0.57142857 0.42857143) *
#> 23) V19>=0.2993 24 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.12425 51 9 R (0.17647059 0.82352941)
#> 6) V31< 0.42295 20 9 R (0.45000000 0.55000000)
#> 12) V60>=0.0064 7 0 M (1.00000000 0.00000000) *
#> 13) V60< 0.0064 13 2 R (0.15384615 0.84615385) *
#> 7) V31>=0.42295 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V1>=0.0196 97 29 M (0.70103093 0.29896907)
#> 4) V56>=0.00305 89 21 M (0.76404494 0.23595506)
#> 8) V9>=0.10785 72 9 M (0.87500000 0.12500000)
#> 16) V30>=0.234 63 4 M (0.93650794 0.06349206) *
#> 17) V30< 0.234 9 4 R (0.44444444 0.55555556) *
#> 9) V9< 0.10785 17 5 R (0.29411765 0.70588235) *
#> 5) V56< 0.00305 8 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.0196 42 9 R (0.21428571 0.78571429)
#> 6) V43>=0.31305 8 1 M (0.87500000 0.12500000) *
#> 7) V43< 0.31305 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V49>=0.03495 72 19 M (0.73611111 0.26388889)
#> 4) V37< 0.5264 59 7 M (0.88135593 0.11864407)
#> 8) V35>=0.1782 50 1 M (0.98000000 0.02000000) *
#> 9) V35< 0.1782 9 3 R (0.33333333 0.66666667) *
#> 5) V37>=0.5264 13 1 R (0.07692308 0.92307692) *
#> 3) V49< 0.03495 67 15 R (0.22388060 0.77611940)
#> 6) V31< 0.385 16 4 M (0.75000000 0.25000000) *
#> 7) V31>=0.385 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V23>=0.785 61 14 M (0.77049180 0.22950820)
#> 4) V39>=0.0907 53 6 M (0.88679245 0.11320755) *
#> 5) V39< 0.0907 8 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.785 78 20 R (0.25641026 0.74358974)
#> 6) V23< 0.09395 8 0 M (1.00000000 0.00000000) *
#> 7) V23>=0.09395 70 12 R (0.17142857 0.82857143)
#> 14) V43>=0.2314 16 6 M (0.62500000 0.37500000) *
#> 15) V43< 0.2314 54 2 R (0.03703704 0.96296296) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V12>=0.22505 83 25 M (0.69879518 0.30120482)
#> 4) V16< 0.3527 46 3 M (0.93478261 0.06521739) *
#> 5) V16>=0.3527 37 15 R (0.40540541 0.59459459)
#> 10) V59>=0.00745 17 2 M (0.88235294 0.11764706) *
#> 11) V59< 0.00745 20 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.22505 56 11 R (0.19642857 0.80357143)
#> 6) V27< 0.32885 8 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.32885 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V11>=0.1707 90 30 M (0.66666667 0.33333333)
#> 4) V17< 0.703 61 8 M (0.86885246 0.13114754)
#> 8) V6< 0.18085 53 3 M (0.94339623 0.05660377) *
#> 9) V6>=0.18085 8 3 R (0.37500000 0.62500000) *
#> 5) V17>=0.703 29 7 R (0.24137931 0.75862069)
#> 10) V27< 0.5208 7 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.5208 22 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 49 8 R (0.16326531 0.83673469)
#> 6) V26< 0.4789 9 3 M (0.66666667 0.33333333) *
#> 7) V26>=0.4789 40 2 R (0.05000000 0.95000000) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V23>=0.785 68 24 M (0.64705882 0.35294118)
#> 4) V20>=0.43925 57 13 M (0.77192982 0.22807018)
#> 8) V39>=0.1427 44 3 M (0.93181818 0.06818182) *
#> 9) V39< 0.1427 13 3 R (0.23076923 0.76923077) *
#> 5) V20< 0.43925 11 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.785 71 15 R (0.21126761 0.78873239)
#> 6) V48>=0.0755 32 15 R (0.46875000 0.53125000)
#> 12) V37< 0.23515 11 0 M (1.00000000 0.00000000) *
#> 13) V37>=0.23515 21 4 R (0.19047619 0.80952381)
#> 26) V10>=0.1918 7 3 M (0.57142857 0.42857143) *
#> 27) V10< 0.1918 14 0 R (0.00000000 1.00000000) *
#> 7) V48< 0.0755 39 0 R (0.00000000 1.00000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V1>=0.01945 81 26 M (0.67901235 0.32098765)
#> 4) V37< 0.4568 59 10 M (0.83050847 0.16949153)
#> 8) V18>=0.15415 52 3 M (0.94230769 0.05769231) *
#> 9) V18< 0.15415 7 0 R (0.00000000 1.00000000) *
#> 5) V37>=0.4568 22 6 R (0.27272727 0.72727273)
#> 10) V25< 0.76205 10 4 M (0.60000000 0.40000000) *
#> 11) V25>=0.76205 12 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.01945 58 10 R (0.17241379 0.82758621)
#> 6) V44>=0.2942 8 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.2942 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V31< 0.43575 67 23 M (0.65671642 0.34328358)
#> 4) V32>=0.21445 33 1 M (0.96969697 0.03030303) *
#> 5) V32< 0.21445 34 12 R (0.35294118 0.64705882)
#> 10) V42>=0.25065 8 0 M (1.00000000 0.00000000) *
#> 11) V42< 0.25065 26 4 R (0.15384615 0.84615385)
#> 22) V13>=0.28295 7 3 M (0.57142857 0.42857143) *
#> 23) V13< 0.28295 19 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.43575 72 15 R (0.20833333 0.79166667)
#> 6) V27>=0.8147 24 9 M (0.62500000 0.37500000)
#> 12) V2>=0.02285 14 0 M (1.00000000 0.00000000) *
#> 13) V2< 0.02285 10 1 R (0.10000000 0.90000000) *
#> 7) V27< 0.8147 48 0 R (0.00000000 1.00000000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V49>=0.05925 30 5 M (0.83333333 0.16666667)
#> 4) V14< 0.3253 23 0 M (1.00000000 0.00000000) *
#> 5) V14>=0.3253 7 2 R (0.28571429 0.71428571) *
#> 3) V49< 0.05925 109 37 R (0.33944954 0.66055046)
#> 6) V51< 0.0047 17 3 M (0.82352941 0.17647059) *
#> 7) V51>=0.0047 92 23 R (0.25000000 0.75000000)
#> 14) V60>=0.01125 11 2 M (0.81818182 0.18181818) *
#> 15) V60< 0.01125 81 14 R (0.17283951 0.82716049)
#> 30) V48>=0.0743 34 12 R (0.35294118 0.64705882)
#> 60) V53< 0.01 14 3 M (0.78571429 0.21428571) *
#> 61) V53>=0.01 20 1 R (0.05000000 0.95000000) *
#> 31) V48< 0.0743 47 2 R (0.04255319 0.95744681) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 R (0.37410072 0.62589928)
#> 2) V9>=0.12485 80 34 M (0.57500000 0.42500000)
#> 4) V50>=0.01805 42 5 M (0.88095238 0.11904762)
#> 8) V36< 0.48855 35 0 M (1.00000000 0.00000000) *
#> 9) V36>=0.48855 7 2 R (0.28571429 0.71428571) *
#> 5) V50< 0.01805 38 9 R (0.23684211 0.76315789)
#> 10) V55< 0.00395 8 1 M (0.87500000 0.12500000) *
#> 11) V55>=0.00395 30 2 R (0.06666667 0.93333333) *
#> 3) V9< 0.12485 59 6 R (0.10169492 0.89830508) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V51>=0.0161 54 13 M (0.75925926 0.24074074)
#> 4) V38< 0.49505 41 2 M (0.95121951 0.04878049) *
#> 5) V38>=0.49505 13 2 R (0.15384615 0.84615385) *
#> 3) V51< 0.0161 85 20 R (0.23529412 0.76470588)
#> 6) V31>=0.6004 9 1 M (0.88888889 0.11111111) *
#> 7) V31< 0.6004 76 12 R (0.15789474 0.84210526)
#> 14) V59< 0.00295 13 6 M (0.53846154 0.46153846) *
#> 15) V59>=0.00295 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V44>=0.17685 60 11 M (0.81666667 0.18333333)
#> 4) V40< 0.4897 46 2 M (0.95652174 0.04347826) *
#> 5) V40>=0.4897 14 5 R (0.35714286 0.64285714) *
#> 3) V44< 0.17685 79 22 R (0.27848101 0.72151899)
#> 6) V58>=0.00515 25 9 M (0.64000000 0.36000000)
#> 12) V20>=0.45205 18 2 M (0.88888889 0.11111111) *
#> 13) V20< 0.45205 7 0 R (0.00000000 1.00000000) *
#> 7) V58< 0.00515 54 6 R (0.11111111 0.88888889)
#> 14) V31>=0.60565 7 2 M (0.71428571 0.28571429) *
#> 15) V31< 0.60565 47 1 R (0.02127660 0.97872340) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V45>=0.17035 50 9 M (0.82000000 0.18000000)
#> 4) V8< 0.1898 37 2 M (0.94594595 0.05405405) *
#> 5) V8>=0.1898 13 6 R (0.46153846 0.53846154) *
#> 3) V45< 0.17035 89 24 R (0.26966292 0.73033708)
#> 6) V11>=0.2433 28 10 M (0.64285714 0.35714286)
#> 12) V52>=0.00735 21 3 M (0.85714286 0.14285714) *
#> 13) V52< 0.00735 7 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.2433 61 6 R (0.09836066 0.90163934) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V52>=0.00935 82 28 M (0.65853659 0.34146341)
#> 4) V39>=0.17175 63 12 M (0.80952381 0.19047619)
#> 8) V30>=0.15755 56 5 M (0.91071429 0.08928571) *
#> 9) V30< 0.15755 7 0 R (0.00000000 1.00000000) *
#> 5) V39< 0.17175 19 3 R (0.15789474 0.84210526) *
#> 3) V52< 0.00935 57 12 R (0.21052632 0.78947368)
#> 6) V45>=0.23475 9 2 M (0.77777778 0.22222222) *
#> 7) V45< 0.23475 48 5 R (0.10416667 0.89583333)
#> 14) V23>=0.88735 7 3 M (0.57142857 0.42857143) *
#> 15) V23< 0.88735 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V36< 0.48855 82 28 M (0.65853659 0.34146341)
#> 4) V43>=0.216 33 0 M (1.00000000 0.00000000) *
#> 5) V43< 0.216 49 21 R (0.42857143 0.57142857)
#> 10) V48>=0.07455 24 6 M (0.75000000 0.25000000)
#> 20) V37< 0.2071 17 0 M (1.00000000 0.00000000) *
#> 21) V37>=0.2071 7 1 R (0.14285714 0.85714286) *
#> 11) V48< 0.07455 25 3 R (0.12000000 0.88000000) *
#> 3) V36>=0.48855 57 12 R (0.21052632 0.78947368)
#> 6) V50>=0.0411 8 0 M (1.00000000 0.00000000) *
#> 7) V50< 0.0411 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.1159 90 25 M (0.72222222 0.27777778)
#> 4) V46>=0.0677 68 6 M (0.91176471 0.08823529)
#> 8) V29>=0.364 60 1 M (0.98333333 0.01666667) *
#> 9) V29< 0.364 8 3 R (0.37500000 0.62500000) *
#> 5) V46< 0.0677 22 3 R (0.13636364 0.86363636) *
#> 3) V9< 0.1159 49 10 R (0.20408163 0.79591837)
#> 6) V4>=0.07835 7 1 M (0.85714286 0.14285714) *
#> 7) V4< 0.07835 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V26< 0.55195 44 8 M (0.81818182 0.18181818)
#> 4) V33>=0.2903 37 2 M (0.94594595 0.05405405) *
#> 5) V33< 0.2903 7 1 R (0.14285714 0.85714286) *
#> 3) V26>=0.55195 95 38 R (0.40000000 0.60000000)
#> 6) V12>=0.18385 63 25 M (0.60317460 0.39682540)
#> 12) V17< 0.6741 52 14 M (0.73076923 0.26923077)
#> 24) V49>=0.03495 29 0 M (1.00000000 0.00000000) *
#> 25) V49< 0.03495 23 9 R (0.39130435 0.60869565)
#> 50) V31< 0.37285 10 1 M (0.90000000 0.10000000) *
#> 51) V31>=0.37285 13 0 R (0.00000000 1.00000000) *
#> 13) V17>=0.6741 11 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.18385 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V58>=0.00545 83 23 M (0.72289157 0.27710843)
#> 4) V15>=0.1869 64 9 M (0.85937500 0.14062500)
#> 8) V47>=0.06675 54 2 M (0.96296296 0.03703704) *
#> 9) V47< 0.06675 10 3 R (0.30000000 0.70000000) *
#> 5) V15< 0.1869 19 5 R (0.26315789 0.73684211) *
#> 3) V58< 0.00545 56 14 R (0.25000000 0.75000000)
#> 6) V27>=0.9163 18 7 M (0.61111111 0.38888889) *
#> 7) V27< 0.9163 38 3 R (0.07894737 0.92105263) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V21>=0.7896 56 8 M (0.85714286 0.14285714)
#> 4) V44>=0.1319 48 2 M (0.95833333 0.04166667) *
#> 5) V44< 0.1319 8 2 R (0.25000000 0.75000000) *
#> 3) V21< 0.7896 83 26 R (0.31325301 0.68674699)
#> 6) V11>=0.21675 38 16 M (0.57894737 0.42105263)
#> 12) V16< 0.40695 19 0 M (1.00000000 0.00000000) *
#> 13) V16>=0.40695 19 3 R (0.15789474 0.84210526) *
#> 7) V11< 0.21675 45 4 R (0.08888889 0.91111111) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 47 M (0.66187050 0.33812950)
#> 2) V26< 0.55195 53 4 M (0.92452830 0.07547170) *
#> 3) V26>=0.55195 86 43 M (0.50000000 0.50000000)
#> 6) V17< 0.6741 65 23 M (0.64615385 0.35384615)
#> 12) V11>=0.1687 44 6 M (0.86363636 0.13636364)
#> 24) V51>=0.00775 36 1 M (0.97222222 0.02777778) *
#> 25) V51< 0.00775 8 3 R (0.37500000 0.62500000) *
#> 13) V11< 0.1687 21 4 R (0.19047619 0.80952381)
#> 26) V18>=0.3329 7 3 M (0.57142857 0.42857143) *
#> 27) V18< 0.3329 14 0 R (0.00000000 1.00000000) *
#> 7) V17>=0.6741 21 1 R (0.04761905 0.95238095) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V32< 0.51825 105 39 M (0.62857143 0.37142857)
#> 4) V12>=0.1694 76 16 M (0.78947368 0.21052632)
#> 8) V58>=0.0023 60 4 M (0.93333333 0.06666667)
#> 16) V35>=0.13185 53 0 M (1.00000000 0.00000000) *
#> 17) V35< 0.13185 7 3 R (0.42857143 0.57142857) *
#> 9) V58< 0.0023 16 4 R (0.25000000 0.75000000) *
#> 5) V12< 0.1694 29 6 R (0.20689655 0.79310345)
#> 10) V20>=0.8321 7 1 M (0.85714286 0.14285714) *
#> 11) V20< 0.8321 22 0 R (0.00000000 1.00000000) *
#> 3) V32>=0.51825 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V9>=0.10655 93 31 M (0.6666667 0.3333333)
#> 4) V13>=0.16265 70 14 M (0.8000000 0.2000000)
#> 8) V8< 0.17185 57 5 M (0.9122807 0.0877193) *
#> 9) V8>=0.17185 13 4 R (0.3076923 0.6923077) *
#> 5) V13< 0.16265 23 6 R (0.2608696 0.7391304)
#> 10) V20>=0.4263 9 3 M (0.6666667 0.3333333) *
#> 11) V20< 0.4263 14 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.10655 46 9 R (0.1956522 0.8043478)
#> 6) V22>=0.77345 14 5 M (0.6428571 0.3571429) *
#> 7) V22< 0.77345 32 0 R (0.0000000 1.0000000) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V56>=0.00575 89 27 M (0.69662921 0.30337079)
#> 4) V4>=0.0623 41 2 M (0.95121951 0.04878049) *
#> 5) V4< 0.0623 48 23 R (0.47916667 0.52083333)
#> 10) V32>=0.2699 36 13 M (0.63888889 0.36111111)
#> 20) V31< 0.4428 15 0 M (1.00000000 0.00000000) *
#> 21) V31>=0.4428 21 8 R (0.38095238 0.61904762)
#> 42) V27>=0.7185 9 1 M (0.88888889 0.11111111) *
#> 43) V27< 0.7185 12 0 R (0.00000000 1.00000000) *
#> 11) V32< 0.2699 12 0 R (0.00000000 1.00000000) *
#> 3) V56< 0.00575 50 13 R (0.26000000 0.74000000)
#> 6) V44>=0.2842 8 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.2842 42 5 R (0.11904762 0.88095238)
#> 14) V36< 0.2162 9 4 M (0.55555556 0.44444444) *
#> 15) V36>=0.2162 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V11>=0.15805 106 38 M (0.64150943 0.35849057)
#> 4) V20< 0.9384 86 21 M (0.75581395 0.24418605)
#> 8) V39>=0.161 72 10 M (0.86111111 0.13888889)
#> 16) V6< 0.1695 63 4 M (0.93650794 0.06349206) *
#> 17) V6>=0.1695 9 3 R (0.33333333 0.66666667) *
#> 9) V39< 0.161 14 3 R (0.21428571 0.78571429) *
#> 5) V20>=0.9384 20 3 R (0.15000000 0.85000000) *
#> 3) V11< 0.15805 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V30>=0.24555 103 30 M (0.70873786 0.29126214)
#> 4) V49>=0.0232 82 13 M (0.84146341 0.15853659)
#> 8) V10>=0.09045 67 3 M (0.95522388 0.04477612) *
#> 9) V10< 0.09045 15 5 R (0.33333333 0.66666667) *
#> 5) V49< 0.0232 21 4 R (0.19047619 0.80952381)
#> 10) V1>=0.02425 7 3 M (0.57142857 0.42857143) *
#> 11) V1< 0.02425 14 0 R (0.00000000 1.00000000) *
#> 3) V30< 0.24555 36 5 R (0.13888889 0.86111111)
#> 6) V12>=0.5595 7 2 M (0.71428571 0.28571429) *
#> 7) V12< 0.5595 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V43>=0.1965 59 12 M (0.79661017 0.20338983)
#> 4) V38>=0.1739 51 6 M (0.88235294 0.11764706) *
#> 5) V38< 0.1739 8 2 R (0.25000000 0.75000000) *
#> 3) V43< 0.1965 80 24 R (0.30000000 0.70000000)
#> 6) V49>=0.03255 44 21 M (0.52272727 0.47727273)
#> 12) V14< 0.36235 25 3 M (0.88000000 0.12000000) *
#> 13) V14>=0.36235 19 1 R (0.05263158 0.94736842) *
#> 7) V49< 0.03255 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V52>=0.00885 73 23 M (0.68493151 0.31506849)
#> 4) V33< 0.51135 57 11 M (0.80701754 0.19298246) *
#> 5) V33>=0.51135 16 4 R (0.25000000 0.75000000) *
#> 3) V52< 0.00885 66 12 R (0.18181818 0.81818182)
#> 6) V58>=0.00855 8 1 M (0.87500000 0.12500000) *
#> 7) V58< 0.00855 58 5 R (0.08620690 0.91379310)
#> 14) V23>=0.88735 7 3 M (0.57142857 0.42857143) *
#> 15) V23< 0.88735 51 1 R (0.01960784 0.98039216) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V11>=0.2488 64 23 M (0.64062500 0.35937500)
#> 4) V16< 0.66655 40 4 M (0.90000000 0.10000000)
#> 8) V4>=0.04405 33 0 M (1.00000000 0.00000000) *
#> 9) V4< 0.04405 7 3 R (0.42857143 0.57142857) *
#> 5) V16>=0.66655 24 5 R (0.20833333 0.79166667)
#> 10) V36< 0.14845 7 2 M (0.71428571 0.28571429) *
#> 11) V36>=0.14845 17 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.2488 75 17 R (0.22666667 0.77333333)
#> 6) V45>=0.19565 17 6 M (0.64705882 0.35294118) *
#> 7) V45< 0.19565 58 6 R (0.10344828 0.89655172)
#> 14) V24>=0.92135 7 3 M (0.57142857 0.42857143) *
#> 15) V24< 0.92135 51 2 R (0.03921569 0.96078431) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.4388489 0.5611511)
#> 2) V49>=0.05925 32 3 M (0.9062500 0.0937500) *
#> 3) V49< 0.05925 107 32 R (0.2990654 0.7009346)
#> 6) V27< 0.2671 9 0 M (1.0000000 0.0000000) *
#> 7) V27>=0.2671 98 23 R (0.2346939 0.7653061)
#> 14) V26>=0.99215 7 0 M (1.0000000 0.0000000) *
#> 15) V26< 0.99215 91 16 R (0.1758242 0.8241758)
#> 30) V19>=0.89695 12 4 M (0.6666667 0.3333333) *
#> 31) V19< 0.89695 79 8 R (0.1012658 0.8987342) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V52>=0.00525 110 38 M (0.65454545 0.34545455)
#> 4) V11>=0.1707 71 11 M (0.84507042 0.15492958)
#> 8) V30>=0.2458 63 5 M (0.92063492 0.07936508) *
#> 9) V30< 0.2458 8 2 R (0.25000000 0.75000000) *
#> 5) V11< 0.1707 39 12 R (0.30769231 0.69230769)
#> 10) V6>=0.1433 10 0 M (1.00000000 0.00000000) *
#> 11) V6< 0.1433 29 2 R (0.06896552 0.93103448) *
#> 3) V52< 0.00525 29 3 R (0.10344828 0.89655172) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V31< 0.37765 63 12 M (0.80952381 0.19047619)
#> 4) V38>=0.27845 42 0 M (1.00000000 0.00000000) *
#> 5) V38< 0.27845 21 9 R (0.42857143 0.57142857)
#> 10) V31>=0.3041 8 0 M (1.00000000 0.00000000) *
#> 11) V31< 0.3041 13 1 R (0.07692308 0.92307692) *
#> 3) V31>=0.37765 76 26 R (0.34210526 0.65789474)
#> 6) V37< 0.3577 37 13 M (0.64864865 0.35135135)
#> 12) V15< 0.4441 28 4 M (0.85714286 0.14285714)
#> 24) V23>=0.6341 21 0 M (1.00000000 0.00000000) *
#> 25) V23< 0.6341 7 3 R (0.42857143 0.57142857) *
#> 13) V15>=0.4441 9 0 R (0.00000000 1.00000000) *
#> 7) V37>=0.3577 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V12>=0.17205 88 32 M (0.63636364 0.36363636)
#> 4) V23>=0.78455 32 1 M (0.96875000 0.03125000) *
#> 5) V23< 0.78455 56 25 R (0.44642857 0.55357143)
#> 10) V52>=0.00885 27 5 M (0.81481481 0.18518519)
#> 20) V1>=0.0187 19 0 M (1.00000000 0.00000000) *
#> 21) V1< 0.0187 8 3 R (0.37500000 0.62500000) *
#> 11) V52< 0.00885 29 3 R (0.10344828 0.89655172) *
#> 3) V12< 0.17205 51 8 R (0.15686275 0.84313725)
#> 6) V20>=0.8321 12 5 M (0.58333333 0.41666667) *
#> 7) V20< 0.8321 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V45>=0.1716 63 21 M (0.66666667 0.33333333)
#> 4) V15< 0.50795 45 5 M (0.88888889 0.11111111) *
#> 5) V15>=0.50795 18 2 R (0.11111111 0.88888889) *
#> 3) V45< 0.1716 76 13 R (0.17105263 0.82894737)
#> 6) V9>=0.14595 23 10 R (0.43478261 0.56521739)
#> 12) V36< 0.3677 11 2 M (0.81818182 0.18181818) *
#> 13) V36>=0.3677 12 1 R (0.08333333 0.91666667) *
#> 7) V9< 0.14595 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V4>=0.0604 62 13 M (0.79032258 0.20967742)
#> 4) V3>=0.02125 55 7 M (0.87272727 0.12727273) *
#> 5) V3< 0.02125 7 1 R (0.14285714 0.85714286) *
#> 3) V4< 0.0604 77 28 R (0.36363636 0.63636364)
#> 6) V9>=0.1073 50 23 M (0.54000000 0.46000000)
#> 12) V15< 0.56165 38 11 M (0.71052632 0.28947368)
#> 24) V2>=0.0312 22 0 M (1.00000000 0.00000000) *
#> 25) V2< 0.0312 16 5 R (0.31250000 0.68750000) *
#> 13) V15>=0.56165 12 0 R (0.00000000 1.00000000) *
#> 7) V9< 0.1073 27 1 R (0.03703704 0.96296296) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V9>=0.1073 96 33 M (0.65625000 0.34375000)
#> 4) V57< 0.0089 57 8 M (0.85964912 0.14035088)
#> 8) V60>=0.00205 50 3 M (0.94000000 0.06000000) *
#> 9) V60< 0.00205 7 2 R (0.28571429 0.71428571) *
#> 5) V57>=0.0089 39 14 R (0.35897436 0.64102564)
#> 10) V43>=0.24665 16 3 M (0.81250000 0.18750000) *
#> 11) V43< 0.24665 23 1 R (0.04347826 0.95652174) *
#> 3) V9< 0.1073 43 8 R (0.18604651 0.81395349)
#> 6) V53>=0.013 8 2 M (0.75000000 0.25000000) *
#> 7) V53< 0.013 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V52>=0.0071 100 41 M (0.59000000 0.41000000)
#> 4) V30>=0.2477 76 18 M (0.76315789 0.23684211)
#> 8) V12>=0.2219 44 1 M (0.97727273 0.02272727) *
#> 9) V12< 0.2219 32 15 R (0.46875000 0.53125000)
#> 18) V20>=0.8321 11 0 M (1.00000000 0.00000000) *
#> 19) V20< 0.8321 21 4 R (0.19047619 0.80952381)
#> 38) V32>=0.50965 7 3 M (0.57142857 0.42857143) *
#> 39) V32< 0.50965 14 0 R (0.00000000 1.00000000) *
#> 5) V30< 0.2477 24 1 R (0.04166667 0.95833333) *
#> 3) V52< 0.0071 39 5 R (0.12820513 0.87179487)
#> 6) V30< 0.37375 8 3 M (0.62500000 0.37500000) *
#> 7) V30>=0.37375 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V36< 0.39355 68 23 M (0.66176471 0.33823529)
#> 4) V59>=0.00595 38 3 M (0.92105263 0.07894737) *
#> 5) V59< 0.00595 30 10 R (0.33333333 0.66666667)
#> 10) V7< 0.075 8 1 M (0.87500000 0.12500000) *
#> 11) V7>=0.075 22 3 R (0.13636364 0.86363636) *
#> 3) V36>=0.39355 71 19 R (0.26760563 0.73239437)
#> 6) V21>=0.6496 27 11 M (0.59259259 0.40740741)
#> 12) V45>=0.1728 12 0 M (1.00000000 0.00000000) *
#> 13) V45< 0.1728 15 4 R (0.26666667 0.73333333) *
#> 7) V21< 0.6496 44 3 R (0.06818182 0.93181818) *
#>
#>
#> $weights
#> [1] 0.8355657 0.9374117 0.6821965 0.8190212 0.7842325 0.4345597 0.7175055
#> [8] 0.7286634 0.7850558 0.7162198 0.5630914 0.4962225 0.6641605 0.7146144
#> [15] 0.6870178 0.7612307 0.8510326 0.5574100 0.7839708 0.6808294 0.6289690
#> [22] 0.6446739 0.8861979 0.8111012 0.6224943 0.7051785 0.8220786 0.7832725
#> [29] 0.8600674 0.8460507 0.6498258 0.8443501 0.7366458 0.7763232 0.6874450
#> [36] 0.8845212 0.8287767 0.8988986 0.7596009 0.7401063 0.6401315 0.6065383
#> [43] 0.6810229 0.6861659 0.8920651 0.8914575 0.9349276 0.8007087 0.5874803
#> [50] 0.6842970 0.7461905 0.7356522 0.6151855 0.8039039 0.6993720 0.7806124
#> [57] 0.8141468 0.5584097 0.8361128 0.7887898 0.8027421 0.9516478 0.7053917
#> [64] 0.7837918 0.8650886 0.6380861 0.8063697 0.9071144 1.0089394 0.7757007
#> [71] 0.8541789 0.7885146 0.7265316 0.3653271 0.7190911 0.5996698 0.6837519
#> [78] 0.9310376 0.8774845 1.1027151 0.6281460 0.8604381 0.7569809 0.5914808
#> [85] 0.7006283 1.0076660 0.7629875 0.7325633 0.5971320 0.4909076 0.7169612
#> [92] 0.5979765 0.6888886 1.0270939 0.8488785 0.8562232 0.8030938 0.6662929
#> [99] 1.0728814 0.7613284
#>
#> $votes
#> [,1] [,2]
#> [1,] 18.035957 57.425526
#> [2,] 18.439232 57.022251
#> [3,] 18.033094 57.428390
#> [4,] 18.798862 56.662622
#> [5,] 18.978929 56.482555
#> [6,] 18.667922 56.793562
#> [7,] 14.557559 60.903925
#> [8,] 6.452030 69.009454
#> [9,] 17.274137 58.187346
#> [10,] 18.570337 56.891147
#> [11,] 18.304626 57.156857
#> [12,] 17.990709 57.470774
#> [13,] 18.357667 57.103817
#> [14,] 19.382080 56.079404
#> [15,] 15.687957 59.773526
#> [16,] 19.535831 55.925652
#> [17,] 16.975556 58.485927
#> [18,] 17.539879 57.921605
#> [19,] 18.673438 56.788045
#> [20,] 18.545971 56.915512
#> [21,] 18.671971 56.789513
#> [22,] 18.482807 56.978677
#> [23,] 16.859909 58.601574
#> [24,] 19.029877 56.431607
#> [25,] 15.717110 59.744374
#> [26,] 16.580441 58.881042
#> [27,] 14.809102 60.652382
#> [28,] 15.544126 59.917357
#> [29,] 19.069460 56.392024
#> [30,] 4.781038 70.680445
#> [31,] 17.174514 58.286970
#> [32,] 18.406912 57.054571
#> [33,] 18.881338 56.580146
#> [34,] 18.929189 56.532294
#> [35,] 17.728731 57.732752
#> [36,] 19.262099 56.199385
#> [37,] 18.544339 56.917145
#> [38,] 18.234131 57.227352
#> [39,] 17.659671 57.801813
#> [40,] 16.101950 59.359533
#> [41,] 18.019884 57.441600
#> [42,] 9.212138 66.249346
#> [43,] 18.092775 57.368709
#> [44,] 13.146478 62.315006
#> [45,] 18.253941 57.207543
#> [46,] 15.598845 59.862639
#> [47,] 17.668047 57.793437
#> [48,] 14.215506 61.245977
#> [49,] 15.902204 59.559279
#> [50,] 13.931767 61.529716
#> [51,] 18.160400 57.301084
#> [52,] 17.559917 57.901566
#> [53,] 16.128946 59.332537
#> [54,] 16.641315 58.820169
#> [55,] 14.203603 61.257880
#> [56,] 18.656657 56.804827
#> [57,] 16.502829 58.958655
#> [58,] 19.391611 56.069872
#> [59,] 18.689910 56.771573
#> [60,] 18.889608 56.571876
#> [61,] 18.898827 56.562657
#> [62,] 19.223613 56.237870
#> [63,] 17.946190 57.515294
#> [64,] 16.428001 59.033483
#> [65,] 18.707140 56.754344
#> [66,] 18.732632 56.728851
#> [67,] 17.351779 58.109705
#> [68,] 17.634246 57.827238
#> [69,] 18.761368 56.700116
#> [70,] 55.548784 19.912700
#> [71,] 56.756031 18.705453
#> [72,] 57.691197 17.770287
#> [73,] 56.899135 18.562348
#> [74,] 55.866045 19.595439
#> [75,] 57.451848 18.009636
#> [76,] 56.454270 19.007214
#> [77,] 58.019003 17.442480
#> [78,] 57.121852 18.339632
#> [79,] 57.000001 18.461483
#> [80,] 57.596974 17.864509
#> [81,] 56.946282 18.515202
#> [82,] 57.829662 17.631822
#> [83,] 66.784189 8.677295
#> [84,] 57.926477 17.535007
#> [85,] 57.512796 17.948688
#> [86,] 56.145168 19.316315
#> [87,] 58.168161 17.293323
#> [88,] 59.420905 16.040579
#> [89,] 57.644424 17.817060
#> [90,] 58.467831 16.993653
#> [91,] 60.828774 14.632709
#> [92,] 58.024025 17.437459
#> [93,] 61.596041 13.865443
#> [94,] 60.747876 14.713607
#> [95,] 57.393333 18.068151
#> [96,] 57.813198 17.648286
#> [97,] 58.190234 17.271249
#> [98,] 57.169566 18.291917
#> [99,] 59.491784 15.969700
#> [100,] 61.500156 13.961328
#> [101,] 64.542621 10.918863
#> [102,] 56.867816 18.593668
#> [103,] 56.604902 18.856581
#> [104,] 60.905545 14.555939
#> [105,] 57.109410 18.352073
#> [106,] 57.178836 18.282647
#> [107,] 56.781364 18.680120
#> [108,] 57.764599 17.696884
#> [109,] 56.355316 19.106167
#> [110,] 58.388021 17.073463
#> [111,] 57.344701 18.116782
#> [112,] 57.339133 18.122351
#> [113,] 57.695081 17.766403
#> [114,] 57.425758 18.035726
#> [115,] 55.825638 19.635846
#> [116,] 56.982074 18.479410
#> [117,] 56.671301 18.790183
#> [118,] 57.067374 18.394110
#> [119,] 58.731732 16.729751
#> [120,] 63.255431 12.206053
#> [121,] 56.803577 18.657907
#> [122,] 56.968037 18.493446
#> [123,] 56.475463 18.986020
#> [124,] 58.964926 16.496557
#> [125,] 59.962245 15.499238
#> [126,] 60.194195 15.267289
#> [127,] 63.057677 12.403807
#> [128,] 62.622037 12.839446
#> [129,] 56.250441 19.211043
#> [130,] 62.157886 13.303597
#> [131,] 56.058494 19.402990
#> [132,] 56.246061 19.215423
#> [133,] 56.419215 19.042269
#> [134,] 59.864773 15.596710
#> [135,] 57.436181 18.025302
#> [136,] 58.470448 16.991035
#> [137,] 58.570570 16.890914
#> [138,] 56.935909 18.525574
#> [139,] 57.471604 17.989880
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.23900878 0.7609912
#> [2,] 0.24435290 0.7556471
#> [3,] 0.23897083 0.7610292
#> [4,] 0.24911863 0.7508814
#> [5,] 0.25150484 0.7484952
#> [6,] 0.24738344 0.7526166
#> [7,] 0.19291376 0.8070862
#> [8,] 0.08550096 0.9144990
#> [9,] 0.22891330 0.7710867
#> [10,] 0.24609027 0.7539097
#> [11,] 0.24256913 0.7574309
#> [12,] 0.23840916 0.7615908
#> [13,] 0.24327201 0.7567280
#> [14,] 0.25684732 0.7431527
#> [15,] 0.20789357 0.7921064
#> [16,] 0.25888480 0.7411152
#> [17,] 0.22495657 0.7750434
#> [18,] 0.23243485 0.7675651
#> [19,] 0.24745655 0.7525435
#> [20,] 0.24576738 0.7542326
#> [21,] 0.24743710 0.7525629
#> [22,] 0.24493034 0.7550697
#> [23,] 0.22342403 0.7765760
#> [24,] 0.25218000 0.7478200
#> [25,] 0.20827990 0.7917201
#> [26,] 0.21972058 0.7802794
#> [27,] 0.19624716 0.8037528
#> [28,] 0.20598755 0.7940124
#> [29,] 0.25270455 0.7472955
#> [30,] 0.06335733 0.9366427
#> [31,] 0.22759311 0.7724069
#> [32,] 0.24392460 0.7560754
#> [33,] 0.25021159 0.7497884
#> [34,] 0.25084571 0.7491543
#> [35,] 0.23493749 0.7650625
#> [36,] 0.25525736 0.7447426
#> [37,] 0.24574575 0.7542542
#> [38,] 0.24163494 0.7583651
#> [39,] 0.23402231 0.7659777
#> [40,] 0.21337972 0.7866203
#> [41,] 0.23879578 0.7612042
#> [42,] 0.12207735 0.8779226
#> [43,] 0.23976171 0.7602383
#> [44,] 0.17421441 0.8257856
#> [45,] 0.24189746 0.7581025
#> [46,] 0.20671267 0.7932873
#> [47,] 0.23413331 0.7658667
#> [48,] 0.18838095 0.8116190
#> [49,] 0.21073273 0.7892673
#> [50,] 0.18462090 0.8153791
#> [51,] 0.24065787 0.7593421
#> [52,] 0.23270040 0.7672996
#> [53,] 0.21373746 0.7862625
#> [54,] 0.22052727 0.7794727
#> [55,] 0.18822322 0.8117768
#> [56,] 0.24723416 0.7527658
#> [57,] 0.21869208 0.7813079
#> [58,] 0.25697363 0.7430264
#> [59,] 0.24767483 0.7523252
#> [60,] 0.25032118 0.7496788
#> [61,] 0.25044335 0.7495566
#> [62,] 0.25474735 0.7452526
#> [63,] 0.23781920 0.7621808
#> [64,] 0.21770048 0.7822995
#> [65,] 0.24790316 0.7520968
#> [66,] 0.24824097 0.7517590
#> [67,] 0.22994219 0.7700578
#> [68,] 0.23368538 0.7663146
#> [69,] 0.24862177 0.7513782
#> [70,] 0.73612102 0.2638790
#> [71,] 0.75211920 0.2478808
#> [72,] 0.76451183 0.2354882
#> [73,] 0.75401559 0.2459844
#> [74,] 0.74032529 0.2596747
#> [75,] 0.76134002 0.2386600
#> [76,] 0.74812033 0.2518797
#> [77,] 0.76885585 0.2311441
#> [78,] 0.75696698 0.2430330
#> [79,] 0.75535225 0.2446478
#> [80,] 0.76326321 0.2367368
#> [81,] 0.75464037 0.2453596
#> [82,] 0.76634674 0.2336533
#> [83,] 0.88501028 0.1149897
#> [84,] 0.76762971 0.2323703
#> [85,] 0.76214770 0.2378523
#> [86,] 0.74402418 0.2559758
#> [87,] 0.77083246 0.2291675
#> [88,] 0.78743356 0.2125664
#> [89,] 0.76389200 0.2361080
#> [90,] 0.77480362 0.2251964
#> [91,] 0.80609036 0.1939096
#> [92,] 0.76892240 0.2310776
#> [93,] 0.81625802 0.1837420
#> [94,] 0.80501831 0.1949817
#> [95,] 0.76056460 0.2394354
#> [96,] 0.76612856 0.2338714
#> [97,] 0.77112497 0.2288750
#> [98,] 0.75759929 0.2424007
#> [99,] 0.78837284 0.2116272
#> [100,] 0.81498737 0.1850126
#> [101,] 0.85530549 0.1446945
#> [102,] 0.75360056 0.2463994
#> [103,] 0.75011648 0.2498835
#> [104,] 0.80710770 0.1928923
#> [105,] 0.75680211 0.2431979
#> [106,] 0.75772213 0.2422779
#> [107,] 0.75245491 0.2475451
#> [108,] 0.76548454 0.2345155
#> [109,] 0.74680902 0.2531910
#> [110,] 0.77374600 0.2262540
#> [111,] 0.75992014 0.2400799
#> [112,] 0.75984635 0.2401537
#> [113,] 0.76456330 0.2354367
#> [114,] 0.76099428 0.2390057
#> [115,] 0.73978983 0.2602102
#> [116,] 0.75511468 0.2448853
#> [117,] 0.75099637 0.2490036
#> [118,] 0.75624506 0.2437549
#> [119,] 0.77830079 0.2216992
#> [120,] 0.83824791 0.1617521
#> [121,] 0.75274927 0.2472507
#> [122,] 0.75492867 0.2450713
#> [123,] 0.74840118 0.2515988
#> [124,] 0.78139103 0.2186090
#> [125,] 0.79460729 0.2053927
#> [126,] 0.79768104 0.2023190
#> [127,] 0.83562731 0.1643727
#> [128,] 0.82985431 0.1701457
#> [129,] 0.74541923 0.2545808
#> [130,] 0.82370347 0.1762965
#> [131,] 0.74287559 0.2571244
#> [132,] 0.74536119 0.2546388
#> [133,] 0.74765579 0.2523442
#> [134,] 0.79331561 0.2066844
#> [135,] 0.76113241 0.2388676
#> [136,] 0.77483831 0.2251617
#> [137,] 0.77616509 0.2238349
#> [138,] 0.75450291 0.2454971
#> [139,] 0.76160183 0.2383982
#>
#> $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 V16
#> 2.6464995 1.2482606 3.2659845 5.4107859 0.6096022 0.8397384 2.6591961 1.8075385
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 1.9820931 0.6104925 0.8774824 1.1237614 2.5807914 1.5979715 1.1375523 4.3065748
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.2339456 0.3246082 1.5679172 3.8863639 0.1963725 0.4959965 0.1395479 3.3317230
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 3.0688609 0.8251788 0.7887361 0.4854079 0.5083077 3.8633065 2.8781993 0.8292043
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 1.8261801 2.1246483 0.9297064 0.6272457 1.1303265 3.6058199 1.6561048 2.6182973
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 1.5763655 0.6090273 2.7233383 2.4866646 0.2570400 0.5995410 1.3001019 3.5459811
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.5495763 0.4063146 0.7427583 1.2583152 0.9219935 3.0694037 0.8011904 1.4970911
#> V60 V7 V8 V9
#> 0.6516532 0.3114270 0.4901697 5.5557171
#>
#> $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())
#> V9 V12 V23 V27 V36 V43 V52 V30
#> 5.5557171 5.4107859 4.3065748 3.8863639 3.8633065 3.6058199 3.5459811 3.3317230
#> V11 V58 V31 V37 V48 V15 V1 V45
#> 3.2659845 3.0694037 3.0688609 2.8781993 2.7233383 2.6591961 2.6464995 2.6182973
#> V20 V49 V4 V17 V39 V16 V44 V21
#> 2.5807914 2.4866646 2.1246483 1.9820931 1.8261801 1.8075385 1.6561048 1.5979715
#> V46 V26 V6 V51 V56 V10 V22 V42
#> 1.5763655 1.5679172 1.4970911 1.3001019 1.2583152 1.2482606 1.1375523 1.1303265
#> V2 V40 V57 V19 V14 V38 V32 V59
#> 1.1237614 0.9297064 0.9219935 0.8774824 0.8397384 0.8292043 0.8251788 0.8011904
#> V33 V55 V60 V41 V18 V13 V47 V50
#> 0.7887361 0.7427583 0.6516532 0.6272457 0.6104925 0.6096022 0.6090273 0.5995410
#> V53 V35 V29 V8 V34 V54 V25 V7
#> 0.5495763 0.5083077 0.4959965 0.4901697 0.4854079 0.4063146 0.3246082 0.3114270
#> V5 V24 V28 V3
#> 0.2570400 0.2339456 0.1963725 0.1395479
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1594203