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>=0.19825 70 12 M (0.82857143 0.17142857)
#> 4) V47>=0.0632 60 5 M (0.91666667 0.08333333) *
#> 5) V47< 0.0632 10 3 R (0.30000000 0.70000000) *
#> 3) V11< 0.19825 69 19 R (0.27536232 0.72463768)
#> 6) V21>=0.8045 20 5 M (0.75000000 0.25000000)
#> 12) V11>=0.1111 12 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.1111 8 3 R (0.37500000 0.62500000) *
#> 7) V21< 0.8045 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.5755396 0.4244604)
#> 2) V12>=0.21345 86 18 M (0.7906977 0.2093023)
#> 4) V39>=0.1459 74 9 M (0.8783784 0.1216216)
#> 8) V39< 0.4282 53 0 M (1.0000000 0.0000000) *
#> 9) V39>=0.4282 21 9 M (0.5714286 0.4285714)
#> 18) V45>=0.248 10 0 M (1.0000000 0.0000000) *
#> 19) V45< 0.248 11 2 R (0.1818182 0.8181818) *
#> 5) V39< 0.1459 12 3 R (0.2500000 0.7500000) *
#> 3) V12< 0.21345 53 12 R (0.2264151 0.7735849)
#> 6) V1>=0.02065 18 6 M (0.6666667 0.3333333) *
#> 7) V1< 0.02065 35 0 R (0.0000000 1.0000000) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V36< 0.49495 97 30 M (0.69072165 0.30927835)
#> 4) V49>=0.04295 44 1 M (0.97727273 0.02272727) *
#> 5) V49< 0.04295 53 24 R (0.45283019 0.54716981)
#> 10) V37>=0.1621 31 9 M (0.70967742 0.29032258)
#> 20) V22>=0.62445 19 0 M (1.00000000 0.00000000) *
#> 21) V22< 0.62445 12 3 R (0.25000000 0.75000000) *
#> 11) V37< 0.1621 22 2 R (0.09090909 0.90909091) *
#> 3) V36>=0.49495 42 9 R (0.21428571 0.78571429)
#> 6) V45>=0.26365 11 2 M (0.81818182 0.18181818) *
#> 7) V45< 0.26365 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V37< 0.45385 80 21 M (0.73750000 0.26250000)
#> 4) V13>=0.23095 52 1 M (0.98076923 0.01923077) *
#> 5) V13< 0.23095 28 8 R (0.28571429 0.71428571)
#> 10) V9>=0.12465 7 0 M (1.00000000 0.00000000) *
#> 11) V9< 0.12465 21 1 R (0.04761905 0.95238095) *
#> 3) V37>=0.45385 59 17 R (0.28813559 0.71186441)
#> 6) V31< 0.39485 18 4 M (0.77777778 0.22222222) *
#> 7) V31>=0.39485 41 3 R (0.07317073 0.92682927) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V45>=0.26515 27 2 M (0.92592593 0.07407407) *
#> 3) V45< 0.26515 112 35 R (0.31250000 0.68750000)
#> 6) V36< 0.297 51 24 M (0.52941176 0.47058824)
#> 12) V16< 0.67195 29 6 M (0.79310345 0.20689655)
#> 24) V11>=0.11215 22 1 M (0.95454545 0.04545455) *
#> 25) V11< 0.11215 7 2 R (0.28571429 0.71428571) *
#> 13) V16>=0.67195 22 4 R (0.18181818 0.81818182)
#> 26) V33< 0.24885 7 3 M (0.57142857 0.42857143) *
#> 27) V33>=0.24885 15 0 R (0.00000000 1.00000000) *
#> 7) V36>=0.297 61 8 R (0.13114754 0.86885246)
#> 14) V13>=0.3223 11 4 M (0.63636364 0.36363636) *
#> 15) V13< 0.3223 50 1 R (0.02000000 0.98000000) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 46 R (0.33093525 0.66906475)
#> 2) V4>=0.0606 34 11 M (0.67647059 0.32352941)
#> 4) V7< 0.2101 21 0 M (1.00000000 0.00000000) *
#> 5) V7>=0.2101 13 2 R (0.15384615 0.84615385) *
#> 3) V4< 0.0606 105 23 R (0.21904762 0.78095238)
#> 6) V28>=0.958 8 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.958 97 15 R (0.15463918 0.84536082)
#> 14) V9>=0.1608 25 12 M (0.52000000 0.48000000)
#> 28) V15< 0.54715 13 1 M (0.92307692 0.07692308) *
#> 29) V15>=0.54715 12 1 R (0.08333333 0.91666667) *
#> 15) V9< 0.1608 72 2 R (0.02777778 0.97222222) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 R (0.3741007 0.6258993)
#> 2) V54>=0.02075 13 0 M (1.0000000 0.0000000) *
#> 3) V54< 0.02075 126 39 R (0.3095238 0.6904762)
#> 6) V28>=0.94295 10 0 M (1.0000000 0.0000000) *
#> 7) V28< 0.94295 116 29 R (0.2500000 0.7500000)
#> 14) V27< 0.45865 23 8 M (0.6521739 0.3478261)
#> 28) V18>=0.6943 15 0 M (1.0000000 0.0000000) *
#> 29) V18< 0.6943 8 0 R (0.0000000 1.0000000) *
#> 15) V27>=0.45865 93 14 R (0.1505376 0.8494624)
#> 30) V58< 0.0023 9 3 M (0.6666667 0.3333333) *
#> 31) V58>=0.0023 84 8 R (0.0952381 0.9047619) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V5>=0.0394 86 33 M (0.61627907 0.38372093)
#> 4) V37< 0.5718 61 14 M (0.77049180 0.22950820)
#> 8) V51>=0.00995 41 1 M (0.97560976 0.02439024) *
#> 9) V51< 0.00995 20 7 R (0.35000000 0.65000000)
#> 18) V26< 0.8144 9 2 M (0.77777778 0.22222222) *
#> 19) V26>=0.8144 11 0 R (0.00000000 1.00000000) *
#> 5) V37>=0.5718 25 6 R (0.24000000 0.76000000)
#> 10) V36>=0.7771 9 3 M (0.66666667 0.33333333) *
#> 11) V36< 0.7771 16 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.0394 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V49>=0.0594 46 8 M (0.82608696 0.17391304)
#> 4) V14< 0.4221 39 2 M (0.94871795 0.05128205) *
#> 5) V14>=0.4221 7 1 R (0.14285714 0.85714286) *
#> 3) V49< 0.0594 93 21 R (0.22580645 0.77419355)
#> 6) V55< 0.00485 20 5 M (0.75000000 0.25000000)
#> 12) V20>=0.5637 13 0 M (1.00000000 0.00000000) *
#> 13) V20< 0.5637 7 2 R (0.28571429 0.71428571) *
#> 7) V55>=0.00485 73 6 R (0.08219178 0.91780822) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V11>=0.17045 94 30 M (0.68085106 0.31914894)
#> 4) V39>=0.1624 83 19 M (0.77108434 0.22891566)
#> 8) V5< 0.1529 69 9 M (0.86956522 0.13043478)
#> 16) V33>=0.2024 60 4 M (0.93333333 0.06666667) *
#> 17) V33< 0.2024 9 4 R (0.44444444 0.55555556) *
#> 9) V5>=0.1529 14 4 R (0.28571429 0.71428571) *
#> 5) V39< 0.1624 11 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.17045 45 6 R (0.13333333 0.86666667)
#> 6) V21>=0.87685 7 2 M (0.71428571 0.28571429) *
#> 7) V21< 0.87685 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V11>=0.1687 98 26 M (0.73469388 0.26530612)
#> 4) V52>=0.0088 75 8 M (0.89333333 0.10666667)
#> 8) V49>=0.0209 67 3 M (0.95522388 0.04477612) *
#> 9) V49< 0.0209 8 3 R (0.37500000 0.62500000) *
#> 5) V52< 0.0088 23 5 R (0.21739130 0.78260870)
#> 10) V5>=0.05565 8 3 M (0.62500000 0.37500000) *
#> 11) V5< 0.05565 15 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1687 41 9 R (0.21951220 0.78048780)
#> 6) V7< 0.05295 7 2 M (0.71428571 0.28571429) *
#> 7) V7>=0.05295 34 4 R (0.11764706 0.88235294) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V59>=0.00715 52 10 M (0.80769231 0.19230769)
#> 4) V37< 0.6003 45 3 M (0.93333333 0.06666667) *
#> 5) V37>=0.6003 7 0 R (0.00000000 1.00000000) *
#> 3) V59< 0.00715 87 30 R (0.34482759 0.65517241)
#> 6) V26< 0.3386 11 0 M (1.00000000 0.00000000) *
#> 7) V26>=0.3386 76 19 R (0.25000000 0.75000000)
#> 14) V9>=0.2233 9 1 M (0.88888889 0.11111111) *
#> 15) V9< 0.2233 67 11 R (0.16417910 0.83582090)
#> 30) V28>=0.95405 9 3 M (0.66666667 0.33333333) *
#> 31) V28< 0.95405 58 5 R (0.08620690 0.91379310) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V49>=0.0577 34 2 M (0.94117647 0.05882353) *
#> 3) V49< 0.0577 105 33 R (0.31428571 0.68571429)
#> 6) V12>=0.2244 57 28 M (0.50877193 0.49122807)
#> 12) V55< 0.0067 19 0 M (1.00000000 0.00000000) *
#> 13) V55>=0.0067 38 10 R (0.26315789 0.73684211)
#> 26) V27< 0.4554 7 0 M (1.00000000 0.00000000) *
#> 27) V27>=0.4554 31 3 R (0.09677419 0.90322581) *
#> 7) V12< 0.2244 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V22>=0.63705 81 22 M (0.72839506 0.27160494)
#> 4) V39>=0.14695 69 11 M (0.84057971 0.15942029)
#> 8) V5< 0.1729 60 4 M (0.93333333 0.06666667) *
#> 9) V5>=0.1729 9 2 R (0.22222222 0.77777778) *
#> 5) V39< 0.14695 12 1 R (0.08333333 0.91666667) *
#> 3) V22< 0.63705 58 11 R (0.18965517 0.81034483)
#> 6) V49>=0.08015 8 2 M (0.75000000 0.25000000) *
#> 7) V49< 0.08015 50 5 R (0.10000000 0.90000000)
#> 14) V36< 0.1493 7 3 M (0.57142857 0.42857143) *
#> 15) V36>=0.1493 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V12>=0.2244 74 27 M (0.63513514 0.36486486)
#> 4) V53>=0.00375 62 15 M (0.75806452 0.24193548)
#> 8) V32< 0.6554 50 5 M (0.90000000 0.10000000)
#> 16) V33>=0.20995 42 0 M (1.00000000 0.00000000) *
#> 17) V33< 0.20995 8 3 R (0.37500000 0.62500000) *
#> 9) V32>=0.6554 12 2 R (0.16666667 0.83333333) *
#> 5) V53< 0.00375 12 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2244 65 14 R (0.21538462 0.78461538)
#> 6) V20>=0.8427 11 1 M (0.90909091 0.09090909) *
#> 7) V20< 0.8427 54 4 R (0.07407407 0.92592593) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V31< 0.4623 70 19 M (0.72857143 0.27142857)
#> 4) V30>=0.24745 57 8 M (0.85964912 0.14035088)
#> 8) V20>=0.4982 49 0 M (1.00000000 0.00000000) *
#> 9) V20< 0.4982 8 0 R (0.00000000 1.00000000) *
#> 5) V30< 0.24745 13 2 R (0.15384615 0.84615385) *
#> 3) V31>=0.4623 69 24 R (0.34782609 0.65217391)
#> 6) V29>=0.73575 34 11 M (0.67647059 0.32352941)
#> 12) V49>=0.02305 24 1 M (0.95833333 0.04166667) *
#> 13) V49< 0.02305 10 0 R (0.00000000 1.00000000) *
#> 7) V29< 0.73575 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V40< 0.45775 114 42 M (0.63157895 0.36842105)
#> 4) V42>=0.08525 98 27 M (0.72448980 0.27551020)
#> 8) V5>=0.0391 77 12 M (0.84415584 0.15584416)
#> 16) V52>=0.0076 55 1 M (0.98181818 0.01818182) *
#> 17) V52< 0.0076 22 11 M (0.50000000 0.50000000)
#> 34) V23>=0.8518 10 0 M (1.00000000 0.00000000) *
#> 35) V23< 0.8518 12 1 R (0.08333333 0.91666667) *
#> 9) V5< 0.0391 21 6 R (0.28571429 0.71428571)
#> 18) V12>=0.2452 9 3 M (0.66666667 0.33333333) *
#> 19) V12< 0.2452 12 0 R (0.00000000 1.00000000) *
#> 5) V42< 0.08525 16 1 R (0.06250000 0.93750000) *
#> 3) V40>=0.45775 25 1 R (0.04000000 0.96000000) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V51>=0.01545 65 12 M (0.81538462 0.18461538)
#> 4) V9>=0.10725 57 5 M (0.91228070 0.08771930) *
#> 5) V9< 0.10725 8 1 R (0.12500000 0.87500000) *
#> 3) V51< 0.01545 74 29 R (0.39189189 0.60810811)
#> 6) V22>=0.7745 30 8 M (0.73333333 0.26666667)
#> 12) V2< 0.0298 21 1 M (0.95238095 0.04761905) *
#> 13) V2>=0.0298 9 2 R (0.22222222 0.77777778) *
#> 7) V22< 0.7745 44 7 R (0.15909091 0.84090909)
#> 14) V11>=0.2869 12 5 M (0.58333333 0.41666667) *
#> 15) V11< 0.2869 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V50>=0.01705 65 18 M (0.72307692 0.27692308)
#> 4) V21>=0.461 50 8 M (0.84000000 0.16000000)
#> 8) V25< 0.64965 30 0 M (1.00000000 0.00000000) *
#> 9) V25>=0.64965 20 8 M (0.60000000 0.40000000)
#> 18) V23>=0.7663 13 1 M (0.92307692 0.07692308) *
#> 19) V23< 0.7663 7 0 R (0.00000000 1.00000000) *
#> 5) V21< 0.461 15 5 R (0.33333333 0.66666667) *
#> 3) V50< 0.01705 74 20 R (0.27027027 0.72972973)
#> 6) V28< 0.37175 9 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.37175 65 11 R (0.16923077 0.83076923)
#> 14) V35< 0.2444 24 10 R (0.41666667 0.58333333)
#> 28) V17< 0.7199 10 1 M (0.90000000 0.10000000) *
#> 29) V17>=0.7199 14 1 R (0.07142857 0.92857143) *
#> 15) V35>=0.2444 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V44>=0.27305 37 2 M (0.94594595 0.05405405) *
#> 3) V44< 0.27305 102 47 R (0.46078431 0.53921569)
#> 6) V21>=0.67445 50 15 M (0.70000000 0.30000000)
#> 12) V31< 0.4671 36 4 M (0.88888889 0.11111111) *
#> 13) V31>=0.4671 14 3 R (0.21428571 0.78571429) *
#> 7) V21< 0.67445 52 12 R (0.23076923 0.76923077)
#> 14) V27>=0.82395 14 4 M (0.71428571 0.28571429) *
#> 15) V27< 0.82395 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V11>=0.21655 77 24 M (0.68831169 0.31168831)
#> 4) V32>=0.09025 68 15 M (0.77941176 0.22058824)
#> 8) V49>=0.05095 38 1 M (0.97368421 0.02631579) *
#> 9) V49< 0.05095 30 14 M (0.53333333 0.46666667)
#> 18) V43>=0.18525 17 2 M (0.88235294 0.11764706) *
#> 19) V43< 0.18525 13 1 R (0.07692308 0.92307692) *
#> 5) V32< 0.09025 9 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.21655 62 14 R (0.22580645 0.77419355)
#> 6) V59>=0.01135 8 1 M (0.87500000 0.12500000) *
#> 7) V59< 0.01135 54 7 R (0.12962963 0.87037037)
#> 14) V28>=0.8472 8 3 M (0.62500000 0.37500000) *
#> 15) V28< 0.8472 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V12>=0.21345 74 19 M (0.74324324 0.25675676)
#> 4) V46>=0.0541 60 9 M (0.85000000 0.15000000) *
#> 5) V46< 0.0541 14 4 R (0.28571429 0.71428571) *
#> 3) V12< 0.21345 65 15 R (0.23076923 0.76923077)
#> 6) V6< 0.03395 11 1 M (0.90909091 0.09090909) *
#> 7) V6>=0.03395 54 5 R (0.09259259 0.90740741) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V49>=0.0594 28 3 M (0.89285714 0.10714286) *
#> 3) V49< 0.0594 111 38 R (0.34234234 0.65765766)
#> 6) V28< 0.37175 17 1 M (0.94117647 0.05882353) *
#> 7) V28>=0.37175 94 22 R (0.23404255 0.76595745)
#> 14) V26>=0.99215 10 2 M (0.80000000 0.20000000) *
#> 15) V26< 0.99215 84 14 R (0.16666667 0.83333333)
#> 30) V59< 0.00275 8 1 M (0.87500000 0.12500000) *
#> 31) V59>=0.00275 76 7 R (0.09210526 0.90789474) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V12>=0.2452 63 19 M (0.69841270 0.30158730)
#> 4) V52>=0.0099 37 2 M (0.94594595 0.05405405) *
#> 5) V52< 0.0099 26 9 R (0.34615385 0.65384615)
#> 10) V57< 0.00565 7 0 M (1.00000000 0.00000000) *
#> 11) V57>=0.00565 19 2 R (0.10526316 0.89473684) *
#> 3) V12< 0.2452 76 17 R (0.22368421 0.77631579)
#> 6) V44>=0.26765 17 5 M (0.70588235 0.29411765) *
#> 7) V44< 0.26765 59 5 R (0.08474576 0.91525424) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V23>=0.65295 73 30 M (0.58904110 0.41095890)
#> 4) V36< 0.52295 53 12 M (0.77358491 0.22641509)
#> 8) V42>=0.08525 42 2 M (0.95238095 0.04761905) *
#> 9) V42< 0.08525 11 1 R (0.09090909 0.90909091) *
#> 5) V36>=0.52295 20 2 R (0.10000000 0.90000000) *
#> 3) V23< 0.65295 66 11 R (0.16666667 0.83333333)
#> 6) V4>=0.05175 11 3 M (0.72727273 0.27272727) *
#> 7) V4< 0.05175 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V31< 0.39705 54 14 M (0.74074074 0.25925926)
#> 4) V16>=0.48 32 0 M (1.00000000 0.00000000) *
#> 5) V16< 0.48 22 8 R (0.36363636 0.63636364)
#> 10) V45>=0.33005 7 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.33005 15 1 R (0.06666667 0.93333333) *
#> 3) V31>=0.39705 85 25 R (0.29411765 0.70588235)
#> 6) V60< 0.00325 14 2 M (0.85714286 0.14285714) *
#> 7) V60>=0.00325 71 13 R (0.18309859 0.81690141)
#> 14) V18< 0.21915 10 1 M (0.90000000 0.10000000) *
#> 15) V18>=0.21915 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V22>=0.7575 66 13 M (0.80303030 0.19696970)
#> 4) V42>=0.08525 57 4 M (0.92982456 0.07017544) *
#> 5) V42< 0.08525 9 0 R (0.00000000 1.00000000) *
#> 3) V22< 0.7575 73 25 R (0.34246575 0.65753425)
#> 6) V44>=0.3609 12 1 M (0.91666667 0.08333333) *
#> 7) V44< 0.3609 61 14 R (0.22950820 0.77049180)
#> 14) V44< 0.10155 13 4 M (0.69230769 0.30769231) *
#> 15) V44>=0.10155 48 5 R (0.10416667 0.89583333) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.3956835 0.6043165)
#> 2) V54>=0.01595 22 4 M (0.8181818 0.1818182)
#> 4) V22< 0.7526 15 0 M (1.0000000 0.0000000) *
#> 5) V22>=0.7526 7 3 R (0.4285714 0.5714286) *
#> 3) V54< 0.01595 117 37 R (0.3162393 0.6837607)
#> 6) V23>=0.6997 60 30 M (0.5000000 0.5000000)
#> 12) V36< 0.4918 35 8 M (0.7714286 0.2285714)
#> 24) V33>=0.2867 25 0 M (1.0000000 0.0000000) *
#> 25) V33< 0.2867 10 2 R (0.2000000 0.8000000) *
#> 13) V36>=0.4918 25 3 R (0.1200000 0.8800000) *
#> 7) V23< 0.6997 57 7 R (0.1228070 0.8771930) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V28>=0.958 15 0 M (1.0000000 0.0000000) *
#> 3) V28< 0.958 124 47 R (0.3790323 0.6209677)
#> 6) V54>=0.0187 16 2 M (0.8750000 0.1250000) *
#> 7) V54< 0.0187 108 33 R (0.3055556 0.6944444)
#> 14) V44>=0.4399 10 0 M (1.0000000 0.0000000) *
#> 15) V44< 0.4399 98 23 R (0.2346939 0.7653061)
#> 30) V2>=0.0807 8 1 M (0.8750000 0.1250000) *
#> 31) V2< 0.0807 90 16 R (0.1777778 0.8222222)
#> 62) V28< 0.4473 26 11 R (0.4230769 0.5769231)
#> 124) V11< 0.2785 14 3 M (0.7857143 0.2142857) *
#> 125) V11>=0.2785 12 0 R (0.0000000 1.0000000) *
#> 63) V28>=0.4473 64 5 R (0.0781250 0.9218750) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V9>=0.11575 95 28 M (0.70526316 0.29473684)
#> 4) V57< 0.00845 62 6 M (0.90322581 0.09677419)
#> 8) V47>=0.0611 54 1 M (0.98148148 0.01851852) *
#> 9) V47< 0.0611 8 3 R (0.37500000 0.62500000) *
#> 5) V57>=0.00845 33 11 R (0.33333333 0.66666667)
#> 10) V38< 0.2427 10 2 M (0.80000000 0.20000000) *
#> 11) V38>=0.2427 23 3 R (0.13043478 0.86956522) *
#> 3) V9< 0.11575 44 9 R (0.20454545 0.79545455)
#> 6) V7< 0.0394 7 1 M (0.85714286 0.14285714) *
#> 7) V7>=0.0394 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V32>=0.0825 128 41 M (0.67968750 0.32031250)
#> 4) V5>=0.02285 113 28 M (0.75221239 0.24778761)
#> 8) V11>=0.10815 99 18 M (0.81818182 0.18181818)
#> 16) V36< 0.49585 66 4 M (0.93939394 0.06060606) *
#> 17) V36>=0.49585 33 14 M (0.57575758 0.42424242)
#> 34) V45>=0.26515 20 1 M (0.95000000 0.05000000) *
#> 35) V45< 0.26515 13 0 R (0.00000000 1.00000000) *
#> 9) V11< 0.10815 14 4 R (0.28571429 0.71428571) *
#> 5) V5< 0.02285 15 2 R (0.13333333 0.86666667) *
#> 3) V32< 0.0825 11 0 R (0.00000000 1.00000000) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V59>=0.01435 28 0 M (1.00000000 0.00000000) *
#> 3) V59< 0.01435 111 48 R (0.43243243 0.56756757)
#> 6) V27>=0.79575 28 6 M (0.78571429 0.21428571)
#> 12) V41>=0.18 20 0 M (1.00000000 0.00000000) *
#> 13) V41< 0.18 8 2 R (0.25000000 0.75000000) *
#> 7) V27< 0.79575 83 26 R (0.31325301 0.68674699)
#> 14) V60< 0.0022 11 1 M (0.90909091 0.09090909) *
#> 15) V60>=0.0022 72 16 R (0.22222222 0.77777778)
#> 30) V2>=0.0516 16 6 M (0.62500000 0.37500000) *
#> 31) V2< 0.0516 56 6 R (0.10714286 0.89285714) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V49>=0.01845 120 44 M (0.63333333 0.36666667)
#> 4) V28>=0.82275 38 1 M (0.97368421 0.02631579) *
#> 5) V28< 0.82275 82 39 R (0.47560976 0.52439024)
#> 10) V59>=0.0047 59 21 M (0.64406780 0.35593220)
#> 20) V20>=0.67875 34 3 M (0.91176471 0.08823529) *
#> 21) V20< 0.67875 25 7 R (0.28000000 0.72000000)
#> 42) V18< 0.26465 8 2 M (0.75000000 0.25000000) *
#> 43) V18>=0.26465 17 1 R (0.05882353 0.94117647) *
#> 11) V59< 0.0047 23 1 R (0.04347826 0.95652174) *
#> 3) V49< 0.01845 19 1 R (0.05263158 0.94736842) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V22>=0.7563 63 10 M (0.84126984 0.15873016)
#> 4) V1< 0.03705 52 3 M (0.94230769 0.05769231) *
#> 5) V1>=0.03705 11 4 R (0.36363636 0.63636364) *
#> 3) V22< 0.7563 76 28 R (0.36842105 0.63157895)
#> 6) V37< 0.1872 20 3 M (0.85000000 0.15000000) *
#> 7) V37>=0.1872 56 11 R (0.19642857 0.80357143)
#> 14) V2>=0.0621 11 3 M (0.72727273 0.27272727) *
#> 15) V2< 0.0621 45 3 R (0.06666667 0.93333333) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V59>=0.0113 39 4 M (0.89743590 0.10256410) *
#> 3) V59< 0.0113 100 38 R (0.38000000 0.62000000)
#> 6) V55< 0.0063 35 8 M (0.77142857 0.22857143)
#> 12) V10>=0.16355 24 1 M (0.95833333 0.04166667) *
#> 13) V10< 0.16355 11 4 R (0.36363636 0.63636364) *
#> 7) V55>=0.0063 65 11 R (0.16923077 0.83076923)
#> 14) V27>=0.8466 8 1 M (0.87500000 0.12500000) *
#> 15) V27< 0.8466 57 4 R (0.07017544 0.92982456) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V39>=0.1016 120 49 M (0.59166667 0.40833333)
#> 4) V28< 0.37175 31 1 M (0.96774194 0.03225806) *
#> 5) V28>=0.37175 89 41 R (0.46067416 0.53932584)
#> 10) V49>=0.0521 39 9 M (0.76923077 0.23076923)
#> 20) V22>=0.30285 30 2 M (0.93333333 0.06666667) *
#> 21) V22< 0.30285 9 2 R (0.22222222 0.77777778) *
#> 11) V49< 0.0521 50 11 R (0.22000000 0.78000000)
#> 22) V2< 0.01825 13 4 M (0.69230769 0.30769231) *
#> 23) V2>=0.01825 37 2 R (0.05405405 0.94594595) *
#> 3) V39< 0.1016 19 0 R (0.00000000 1.00000000) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V40>=0.32115 58 17 M (0.70689655 0.29310345)
#> 4) V31< 0.45445 30 1 M (0.96666667 0.03333333) *
#> 5) V31>=0.45445 28 12 R (0.42857143 0.57142857)
#> 10) V24>=0.4872 17 5 M (0.70588235 0.29411765) *
#> 11) V24< 0.4872 11 0 R (0.00000000 1.00000000) *
#> 3) V40< 0.32115 81 25 R (0.30864198 0.69135802)
#> 6) V50< 0.01 11 0 M (1.00000000 0.00000000) *
#> 7) V50>=0.01 70 14 R (0.20000000 0.80000000)
#> 14) V58>=0.00975 13 4 M (0.69230769 0.30769231) *
#> 15) V58< 0.00975 57 5 R (0.08771930 0.91228070) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V50< 0.01 23 1 M (0.95652174 0.04347826) *
#> 3) V50>=0.01 116 48 R (0.41379310 0.58620690)
#> 6) V49>=0.0533 43 13 M (0.69767442 0.30232558)
#> 12) V7< 0.1645 33 4 M (0.87878788 0.12121212)
#> 24) V53>=0.00445 26 0 M (1.00000000 0.00000000) *
#> 25) V53< 0.00445 7 3 R (0.42857143 0.57142857) *
#> 13) V7>=0.1645 10 1 R (0.10000000 0.90000000) *
#> 7) V49< 0.0533 73 18 R (0.24657534 0.75342466)
#> 14) V27< 0.33505 7 0 M (1.00000000 0.00000000) *
#> 15) V27>=0.33505 66 11 R (0.16666667 0.83333333)
#> 30) V42>=0.27495 17 8 M (0.52941176 0.47058824) *
#> 31) V42< 0.27495 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V45>=0.3571 15 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3571 124 54 R (0.43548387 0.56451613)
#> 6) V37< 0.5192 86 34 M (0.60465116 0.39534884)
#> 12) V58>=0.00315 72 21 M (0.70833333 0.29166667)
#> 24) V57< 0.0068 44 4 M (0.90909091 0.09090909) *
#> 25) V57>=0.0068 28 11 R (0.39285714 0.60714286)
#> 50) V18>=0.81575 7 0 M (1.00000000 0.00000000) *
#> 51) V18< 0.81575 21 4 R (0.19047619 0.80952381)
#> 102) V9>=0.1746 7 3 M (0.57142857 0.42857143) *
#> 103) V9< 0.1746 14 0 R (0.00000000 1.00000000) *
#> 13) V58< 0.00315 14 1 R (0.07142857 0.92857143) *
#> 7) V37>=0.5192 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V46>=0.07405 95 35 M (0.63157895 0.36842105)
#> 4) V22>=0.7284 40 4 M (0.90000000 0.10000000)
#> 8) V1< 0.0376 33 0 M (1.00000000 0.00000000) *
#> 9) V1>=0.0376 7 3 R (0.42857143 0.57142857) *
#> 5) V22< 0.7284 55 24 R (0.43636364 0.56363636)
#> 10) V48>=0.0894 33 10 M (0.69696970 0.30303030)
#> 20) V12>=0.22445 16 0 M (1.00000000 0.00000000) *
#> 21) V12< 0.22445 17 7 R (0.41176471 0.58823529) *
#> 11) V48< 0.0894 22 1 R (0.04545455 0.95454545) *
#> 3) V46< 0.07405 44 5 R (0.11363636 0.88636364)
#> 6) V50< 0.00665 8 3 M (0.62500000 0.37500000) *
#> 7) V50>=0.00665 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V60< 0.00525 58 15 M (0.74137931 0.25862069)
#> 4) V5>=0.04025 36 3 M (0.91666667 0.08333333) *
#> 5) V5< 0.04025 22 10 R (0.45454545 0.54545455)
#> 10) V51>=0.01545 10 0 M (1.00000000 0.00000000) *
#> 11) V51< 0.01545 12 0 R (0.00000000 1.00000000) *
#> 3) V60>=0.00525 81 28 R (0.34567901 0.65432099)
#> 6) V59>=0.01255 19 2 M (0.89473684 0.10526316) *
#> 7) V59< 0.01255 62 11 R (0.17741935 0.82258065)
#> 14) V9>=0.2106 20 9 M (0.55000000 0.45000000)
#> 28) V32>=0.1836 11 0 M (1.00000000 0.00000000) *
#> 29) V32< 0.1836 9 0 R (0.00000000 1.00000000) *
#> 15) V9< 0.2106 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V46>=0.07405 87 29 M (0.66666667 0.33333333)
#> 4) V4>=0.03245 54 7 M (0.87037037 0.12962963)
#> 8) V58>=0.00975 25 0 M (1.00000000 0.00000000) *
#> 9) V58< 0.00975 29 7 M (0.75862069 0.24137931)
#> 18) V57< 0.00435 17 0 M (1.00000000 0.00000000) *
#> 19) V57>=0.00435 12 5 R (0.41666667 0.58333333) *
#> 5) V4< 0.03245 33 11 R (0.33333333 0.66666667)
#> 10) V42< 0.1866 10 0 M (1.00000000 0.00000000) *
#> 11) V42>=0.1866 23 1 R (0.04347826 0.95652174) *
#> 3) V46< 0.07405 52 8 R (0.15384615 0.84615385)
#> 6) V50< 0.0085 10 4 M (0.60000000 0.40000000) *
#> 7) V50>=0.0085 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V42>=0.08525 112 49 M (0.56250000 0.43750000)
#> 4) V31< 0.46835 62 11 M (0.82258065 0.17741935)
#> 8) V9>=0.11595 47 1 M (0.97872340 0.02127660) *
#> 9) V9< 0.11595 15 5 R (0.33333333 0.66666667) *
#> 5) V31>=0.46835 50 12 R (0.24000000 0.76000000)
#> 10) V27>=0.82225 11 2 M (0.81818182 0.18181818) *
#> 11) V27< 0.82225 39 3 R (0.07692308 0.92307692) *
#> 3) V42< 0.08525 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V55< 0.00405 39 4 M (0.8974359 0.1025641)
#> 4) V39>=0.2059 32 0 M (1.0000000 0.0000000) *
#> 5) V39< 0.2059 7 3 R (0.4285714 0.5714286) *
#> 3) V55>=0.00405 100 40 R (0.4000000 0.6000000)
#> 6) V12>=0.1786 68 28 M (0.5882353 0.4117647)
#> 12) V23>=0.78455 37 6 M (0.8378378 0.1621622)
#> 24) V26>=0.4282 30 0 M (1.0000000 0.0000000) *
#> 25) V26< 0.4282 7 1 R (0.1428571 0.8571429) *
#> 13) V23< 0.78455 31 9 R (0.2903226 0.7096774)
#> 26) V41< 0.16585 8 2 M (0.7500000 0.2500000) *
#> 27) V41>=0.16585 23 3 R (0.1304348 0.8695652) *
#> 7) V12< 0.1786 32 0 R (0.0000000 1.0000000) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V18< 0.2772 50 6 M (0.88000000 0.12000000)
#> 4) V30>=0.39295 43 1 M (0.97674419 0.02325581) *
#> 5) V30< 0.39295 7 2 R (0.28571429 0.71428571) *
#> 3) V18>=0.2772 89 30 R (0.33707865 0.66292135)
#> 6) V31< 0.38115 40 16 M (0.60000000 0.40000000)
#> 12) V30>=0.2458 27 4 M (0.85185185 0.14814815)
#> 24) V52>=0.00695 20 0 M (1.00000000 0.00000000) *
#> 25) V52< 0.00695 7 3 R (0.42857143 0.57142857) *
#> 13) V30< 0.2458 13 1 R (0.07692308 0.92307692) *
#> 7) V31>=0.38115 49 6 R (0.12244898 0.87755102) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V31< 0.518 100 23 M (0.77000000 0.23000000)
#> 4) V42>=0.08525 87 11 M (0.87356322 0.12643678)
#> 8) V30>=0.18645 80 5 M (0.93750000 0.06250000) *
#> 9) V30< 0.18645 7 1 R (0.14285714 0.85714286) *
#> 5) V42< 0.08525 13 1 R (0.07692308 0.92307692) *
#> 3) V31>=0.518 39 10 R (0.25641026 0.74358974)
#> 6) V49>=0.07 7 1 M (0.85714286 0.14285714) *
#> 7) V49< 0.07 32 4 R (0.12500000 0.87500000) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.5899281 0.4100719)
#> 2) V39>=0.1771 107 29 M (0.7289720 0.2710280)
#> 4) V31>=0.20305 89 15 M (0.8314607 0.1685393) *
#> 5) V31< 0.20305 18 4 R (0.2222222 0.7777778) *
#> 3) V39< 0.1771 32 4 R (0.1250000 0.8750000)
#> 6) V36< 0.1348 7 3 M (0.5714286 0.4285714) *
#> 7) V36>=0.1348 25 0 R (0.0000000 1.0000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V12>=0.1519 92 25 M (0.72826087 0.27173913)
#> 4) V37< 0.5049 75 11 M (0.85333333 0.14666667)
#> 8) V5< 0.1731 68 5 M (0.92647059 0.07352941) *
#> 9) V5>=0.1731 7 1 R (0.14285714 0.85714286) *
#> 5) V37>=0.5049 17 3 R (0.17647059 0.82352941) *
#> 3) V12< 0.1519 47 8 R (0.17021277 0.82978723)
#> 6) V24< 0.54205 15 7 M (0.53333333 0.46666667) *
#> 7) V24>=0.54205 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V11>=0.17045 91 35 M (0.61538462 0.38461538)
#> 4) V34>=0.2246 59 12 M (0.79661017 0.20338983)
#> 8) V49>=0.0547 33 0 M (1.00000000 0.00000000) *
#> 9) V49< 0.0547 26 12 M (0.53846154 0.46153846)
#> 18) V54>=0.0111 13 1 M (0.92307692 0.07692308) *
#> 19) V54< 0.0111 13 2 R (0.15384615 0.84615385) *
#> 5) V34< 0.2246 32 9 R (0.28125000 0.71875000)
#> 10) V53>=0.0109 10 2 M (0.80000000 0.20000000) *
#> 11) V53< 0.0109 22 1 R (0.04545455 0.95454545) *
#> 3) V11< 0.17045 48 9 R (0.18750000 0.81250000)
#> 6) V16>=0.5373 7 0 M (1.00000000 0.00000000) *
#> 7) V16< 0.5373 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V52>=0.0068 109 43 M (0.60550459 0.39449541)
#> 4) V39>=0.14695 93 28 M (0.69892473 0.30107527)
#> 8) V52< 0.0155 58 7 M (0.87931034 0.12068966)
#> 16) V32>=0.1109 51 3 M (0.94117647 0.05882353) *
#> 17) V32< 0.1109 7 3 R (0.42857143 0.57142857) *
#> 9) V52>=0.0155 35 14 R (0.40000000 0.60000000)
#> 18) V36< 0.30425 9 0 M (1.00000000 0.00000000) *
#> 19) V36>=0.30425 26 5 R (0.19230769 0.80769231)
#> 38) V10>=0.4419 7 2 M (0.71428571 0.28571429) *
#> 39) V10< 0.4419 19 0 R (0.00000000 1.00000000) *
#> 5) V39< 0.14695 16 1 R (0.06250000 0.93750000) *
#> 3) V52< 0.0068 30 2 R (0.06666667 0.93333333) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V51>=0.0109 90 21 M (0.76666667 0.23333333)
#> 4) V42>=0.08525 75 10 M (0.86666667 0.13333333)
#> 8) V1>=0.0114 68 5 M (0.92647059 0.07352941) *
#> 9) V1< 0.0114 7 2 R (0.28571429 0.71428571) *
#> 5) V42< 0.08525 15 4 R (0.26666667 0.73333333) *
#> 3) V51< 0.0109 49 15 R (0.30612245 0.69387755)
#> 6) V55< 0.0039 13 2 M (0.84615385 0.15384615) *
#> 7) V55>=0.0039 36 4 R (0.11111111 0.88888889) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V48>=0.0511 88 22 M (0.75000000 0.25000000)
#> 4) V39>=0.1515 80 15 M (0.81250000 0.18750000)
#> 8) V41>=0.10745 73 9 M (0.87671233 0.12328767)
#> 16) V37< 0.85195 66 4 M (0.93939394 0.06060606) *
#> 17) V37>=0.85195 7 2 R (0.28571429 0.71428571) *
#> 9) V41< 0.10745 7 1 R (0.14285714 0.85714286) *
#> 5) V39< 0.1515 8 1 R (0.12500000 0.87500000) *
#> 3) V48< 0.0511 51 11 R (0.21568627 0.78431373)
#> 6) V20>=0.84225 8 2 M (0.75000000 0.25000000) *
#> 7) V20< 0.84225 43 5 R (0.11627907 0.88372093)
#> 14) V56< 0.004 8 3 M (0.62500000 0.37500000) *
#> 15) V56>=0.004 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V50>=0.0181 73 18 M (0.75342466 0.24657534)
#> 4) V50< 0.029 51 4 M (0.92156863 0.07843137) *
#> 5) V50>=0.029 22 8 R (0.36363636 0.63636364)
#> 10) V58>=0.011 8 1 M (0.87500000 0.12500000) *
#> 11) V58< 0.011 14 1 R (0.07142857 0.92857143) *
#> 3) V50< 0.0181 66 16 R (0.24242424 0.75757576)
#> 6) V38< 0.1848 14 4 M (0.71428571 0.28571429) *
#> 7) V38>=0.1848 52 6 R (0.11538462 0.88461538) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V45>=0.183 52 5 M (0.90384615 0.09615385) *
#> 3) V45< 0.183 87 29 R (0.33333333 0.66666667)
#> 6) V11>=0.1707 53 24 M (0.54716981 0.45283019)
#> 12) V45< 0.09655 22 1 M (0.95454545 0.04545455) *
#> 13) V45>=0.09655 31 8 R (0.25806452 0.74193548)
#> 26) V35< 0.22485 10 3 M (0.70000000 0.30000000) *
#> 27) V35>=0.22485 21 1 R (0.04761905 0.95238095) *
#> 7) V11< 0.1707 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V31< 0.39705 61 14 M (0.77049180 0.22950820)
#> 4) V33>=0.1493 54 7 M (0.87037037 0.12962963) *
#> 5) V33< 0.1493 7 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.39705 78 23 R (0.29487179 0.70512821)
#> 6) V43>=0.35955 15 1 M (0.93333333 0.06666667) *
#> 7) V43< 0.35955 63 9 R (0.14285714 0.85714286)
#> 14) V36< 0.22175 13 6 M (0.53846154 0.46153846) *
#> 15) V36>=0.22175 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V12>=0.2244 72 23 M (0.68055556 0.31944444)
#> 4) V56< 0.0093 45 5 M (0.88888889 0.11111111)
#> 8) V18< 0.63145 37 0 M (1.00000000 0.00000000) *
#> 9) V18>=0.63145 8 3 R (0.37500000 0.62500000) *
#> 5) V56>=0.0093 27 9 R (0.33333333 0.66666667)
#> 10) V59>=0.01325 7 0 M (1.00000000 0.00000000) *
#> 11) V59< 0.01325 20 2 R (0.10000000 0.90000000) *
#> 3) V12< 0.2244 67 17 R (0.25373134 0.74626866)
#> 6) V21>=0.58055 23 7 M (0.69565217 0.30434783)
#> 12) V14< 0.3186 15 0 M (1.00000000 0.00000000) *
#> 13) V14>=0.3186 8 1 R (0.12500000 0.87500000) *
#> 7) V21< 0.58055 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V5>=0.0391 105 40 M (0.61904762 0.38095238)
#> 4) V14>=0.1359 90 26 M (0.71111111 0.28888889)
#> 8) V8>=0.0367 81 17 M (0.79012346 0.20987654)
#> 16) V42>=0.0851 74 10 M (0.86486486 0.13513514)
#> 32) V16< 0.6843 65 4 M (0.93846154 0.06153846) *
#> 33) V16>=0.6843 9 3 R (0.33333333 0.66666667) *
#> 17) V42< 0.0851 7 0 R (0.00000000 1.00000000) *
#> 9) V8< 0.0367 9 0 R (0.00000000 1.00000000) *
#> 5) V14< 0.1359 15 1 R (0.06666667 0.93333333) *
#> 3) V5< 0.0391 34 4 R (0.11764706 0.88235294) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V13>=0.27795 67 17 M (0.74626866 0.25373134)
#> 4) V37< 0.5221 51 4 M (0.92156863 0.07843137) *
#> 5) V37>=0.5221 16 3 R (0.18750000 0.81250000) *
#> 3) V13< 0.27795 72 16 R (0.22222222 0.77777778)
#> 6) V43>=0.35065 10 1 M (0.90000000 0.10000000) *
#> 7) V43< 0.35065 62 7 R (0.11290323 0.88709677) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V45>=0.1716 50 11 M (0.78000000 0.22000000)
#> 4) V49>=0.0295 42 4 M (0.90476190 0.09523810) *
#> 5) V49< 0.0295 8 1 R (0.12500000 0.87500000) *
#> 3) V45< 0.1716 89 30 R (0.33707865 0.66292135)
#> 6) V52>=0.00945 43 17 M (0.60465116 0.39534884)
#> 12) V11>=0.167 28 2 M (0.92857143 0.07142857) *
#> 13) V11< 0.167 15 0 R (0.00000000 1.00000000) *
#> 7) V52< 0.00945 46 4 R (0.08695652 0.91304348)
#> 14) V60< 0.0037 7 3 M (0.57142857 0.42857143) *
#> 15) V60>=0.0037 39 0 R (0.00000000 1.00000000) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V31< 0.39705 64 20 M (0.68750000 0.31250000)
#> 4) V25< 0.6708 39 3 M (0.92307692 0.07692308) *
#> 5) V25>=0.6708 25 8 R (0.32000000 0.68000000)
#> 10) V13>=0.2834 9 2 M (0.77777778 0.22222222) *
#> 11) V13< 0.2834 16 1 R (0.06250000 0.93750000) *
#> 3) V31>=0.39705 75 22 R (0.29333333 0.70666667)
#> 6) V36< 0.44595 36 15 M (0.58333333 0.41666667)
#> 12) V52>=0.00515 23 3 M (0.86956522 0.13043478) *
#> 13) V52< 0.00515 13 1 R (0.07692308 0.92307692) *
#> 7) V36>=0.44595 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V55< 0.00405 46 10 M (0.78260870 0.21739130)
#> 4) V21>=0.56675 36 2 M (0.94444444 0.05555556) *
#> 5) V21< 0.56675 10 2 R (0.20000000 0.80000000) *
#> 3) V55>=0.00405 93 27 R (0.29032258 0.70967742)
#> 6) V28< 0.39655 18 4 M (0.77777778 0.22222222) *
#> 7) V28>=0.39655 75 13 R (0.17333333 0.82666667)
#> 14) V23>=0.8354 12 4 M (0.66666667 0.33333333) *
#> 15) V23< 0.8354 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V55< 0.0063 58 16 M (0.72413793 0.27586207)
#> 4) V52< 0.0168 50 8 M (0.84000000 0.16000000)
#> 8) V58>=0.0023 42 2 M (0.95238095 0.04761905) *
#> 9) V58< 0.0023 8 2 R (0.25000000 0.75000000) *
#> 5) V52>=0.0168 8 0 R (0.00000000 1.00000000) *
#> 3) V55>=0.0063 81 21 R (0.25925926 0.74074074)
#> 6) V46>=0.17275 20 5 M (0.75000000 0.25000000)
#> 12) V59>=0.0071 13 0 M (1.00000000 0.00000000) *
#> 13) V59< 0.0071 7 2 R (0.28571429 0.71428571) *
#> 7) V46< 0.17275 61 6 R (0.09836066 0.90163934) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V12>=0.2219 93 32 M (0.65591398 0.34408602)
#> 4) V57< 0.01605 75 16 M (0.78666667 0.21333333)
#> 8) V52>=0.005 66 8 M (0.87878788 0.12121212)
#> 16) V38< 0.64535 59 4 M (0.93220339 0.06779661) *
#> 17) V38>=0.64535 7 3 R (0.42857143 0.57142857) *
#> 9) V52< 0.005 9 1 R (0.11111111 0.88888889) *
#> 5) V57>=0.01605 18 2 R (0.11111111 0.88888889) *
#> 3) V12< 0.2219 46 7 R (0.15217391 0.84782609)
#> 6) V20>=0.86345 7 2 M (0.71428571 0.28571429) *
#> 7) V20< 0.86345 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V45>=0.1935 51 10 M (0.80392157 0.19607843) *
#> 3) V45< 0.1935 88 32 R (0.36363636 0.63636364)
#> 6) V25>=0.9518 12 0 M (1.00000000 0.00000000) *
#> 7) V25< 0.9518 76 20 R (0.26315789 0.73684211)
#> 14) V36< 0.3046 38 19 M (0.50000000 0.50000000)
#> 28) V52>=0.0094 20 3 M (0.85000000 0.15000000) *
#> 29) V52< 0.0094 18 2 R (0.11111111 0.88888889) *
#> 15) V36>=0.3046 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V31< 0.38115 59 14 M (0.76271186 0.23728814)
#> 4) V30>=0.2477 41 4 M (0.90243902 0.09756098) *
#> 5) V30< 0.2477 18 8 R (0.44444444 0.55555556) *
#> 3) V31>=0.38115 80 26 R (0.32500000 0.67500000)
#> 6) V28>=0.85395 24 5 M (0.79166667 0.20833333)
#> 12) V10>=0.15205 16 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.15205 8 3 R (0.37500000 0.62500000) *
#> 7) V28< 0.85395 56 7 R (0.12500000 0.87500000) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V11>=0.1674 94 28 M (0.70212766 0.29787234)
#> 4) V33>=0.19705 79 14 M (0.82278481 0.17721519)
#> 8) V53>=0.00355 72 8 M (0.88888889 0.11111111)
#> 16) V40< 0.4897 63 3 M (0.95238095 0.04761905) *
#> 17) V40>=0.4897 9 4 R (0.44444444 0.55555556) *
#> 9) V53< 0.00355 7 1 R (0.14285714 0.85714286) *
#> 5) V33< 0.19705 15 1 R (0.06666667 0.93333333) *
#> 3) V11< 0.1674 45 12 R (0.26666667 0.73333333)
#> 6) V5>=0.0797 10 2 M (0.80000000 0.20000000) *
#> 7) V5< 0.0797 35 4 R (0.11428571 0.88571429) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V12>=0.2244 76 13 M (0.82894737 0.17105263)
#> 4) V51>=0.00735 62 4 M (0.93548387 0.06451613) *
#> 5) V51< 0.00735 14 5 R (0.35714286 0.64285714) *
#> 3) V12< 0.2244 63 20 R (0.31746032 0.68253968)
#> 6) V47>=0.2493 13 1 M (0.92307692 0.07692308) *
#> 7) V47< 0.2493 50 8 R (0.16000000 0.84000000)
#> 14) V43>=0.32425 7 2 M (0.71428571 0.28571429) *
#> 15) V43< 0.32425 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V27>=0.8167 47 6 M (0.87234043 0.12765957)
#> 4) V41>=0.16905 39 1 M (0.97435897 0.02564103) *
#> 5) V41< 0.16905 8 3 R (0.37500000 0.62500000) *
#> 3) V27< 0.8167 92 32 R (0.34782609 0.65217391)
#> 6) V54>=0.0187 16 1 M (0.93750000 0.06250000) *
#> 7) V54< 0.0187 76 17 R (0.22368421 0.77631579)
#> 14) V21>=0.78085 24 11 M (0.54166667 0.45833333)
#> 28) V6< 0.1809 17 4 M (0.76470588 0.23529412) *
#> 29) V6>=0.1809 7 0 R (0.00000000 1.00000000) *
#> 15) V21< 0.78085 52 4 R (0.07692308 0.92307692) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V11>=0.1694 94 24 M (0.74468085 0.25531915)
#> 4) V52>=0.00585 74 10 M (0.86486486 0.13513514)
#> 8) V39>=0.1718 65 3 M (0.95384615 0.04615385) *
#> 9) V39< 0.1718 9 2 R (0.22222222 0.77777778) *
#> 5) V52< 0.00585 20 6 R (0.30000000 0.70000000)
#> 10) V23>=0.7032 7 1 M (0.85714286 0.14285714) *
#> 11) V23< 0.7032 13 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1694 45 14 R (0.31111111 0.68888889)
#> 6) V7< 0.03555 11 0 M (1.00000000 0.00000000) *
#> 7) V7>=0.03555 34 3 R (0.08823529 0.91176471) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V48>=0.04945 81 25 M (0.69135802 0.30864198)
#> 4) V37< 0.56425 56 8 M (0.85714286 0.14285714) *
#> 5) V37>=0.56425 25 8 R (0.32000000 0.68000000)
#> 10) V17< 0.20495 7 0 M (1.00000000 0.00000000) *
#> 11) V17>=0.20495 18 1 R (0.05555556 0.94444444) *
#> 3) V48< 0.04945 58 15 R (0.25862069 0.74137931)
#> 6) V27< 0.16745 9 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.16745 49 6 R (0.12244898 0.87755102)
#> 14) V28>=0.84385 7 2 M (0.71428571 0.28571429) *
#> 15) V28< 0.84385 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.4532374 0.5467626)
#> 2) V52>=0.0051 104 45 M (0.5673077 0.4326923)
#> 4) V55< 0.00405 32 3 M (0.9062500 0.0937500) *
#> 5) V55>=0.00405 72 30 R (0.4166667 0.5833333)
#> 10) V1>=0.05205 10 0 M (1.0000000 0.0000000) *
#> 11) V1< 0.05205 62 20 R (0.3225806 0.6774194)
#> 22) V18>=0.7978 8 1 M (0.8750000 0.1250000) *
#> 23) V18< 0.7978 54 13 R (0.2407407 0.7592593)
#> 46) V27>=0.8394 10 3 M (0.7000000 0.3000000) *
#> 47) V27< 0.8394 44 6 R (0.1363636 0.8636364) *
#> 3) V52< 0.0051 35 4 R (0.1142857 0.8857143)
#> 6) V23>=0.85065 7 3 M (0.5714286 0.4285714) *
#> 7) V23< 0.85065 28 0 R (0.0000000 1.0000000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V49>=0.0509 50 9 M (0.82000000 0.18000000)
#> 4) V11>=0.1089 43 3 M (0.93023256 0.06976744) *
#> 5) V11< 0.1089 7 1 R (0.14285714 0.85714286) *
#> 3) V49< 0.0509 89 18 R (0.20224719 0.79775281)
#> 6) V27< 0.4661 14 4 M (0.71428571 0.28571429) *
#> 7) V27>=0.4661 75 8 R (0.10666667 0.89333333) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V49>=0.0594 43 9 M (0.79069767 0.20930233)
#> 4) V5>=0.02285 36 2 M (0.94444444 0.05555556) *
#> 5) V5< 0.02285 7 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0594 96 28 R (0.29166667 0.70833333)
#> 6) V31< 0.4623 50 24 M (0.52000000 0.48000000)
#> 12) V17>=0.3671 34 9 M (0.73529412 0.26470588)
#> 24) V37>=0.16245 21 1 M (0.95238095 0.04761905) *
#> 25) V37< 0.16245 13 5 R (0.38461538 0.61538462) *
#> 13) V17< 0.3671 16 1 R (0.06250000 0.93750000) *
#> 7) V31>=0.4623 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V27>=0.89995 36 6 M (0.83333333 0.16666667)
#> 4) V12>=0.21345 29 1 M (0.96551724 0.03448276) *
#> 5) V12< 0.21345 7 2 R (0.28571429 0.71428571) *
#> 3) V27< 0.89995 103 38 R (0.36893204 0.63106796)
#> 6) V59>=0.01435 17 0 M (1.00000000 0.00000000) *
#> 7) V59< 0.01435 86 21 R (0.24418605 0.75581395)
#> 14) V23>=0.8672 22 8 M (0.63636364 0.36363636)
#> 28) V11>=0.11445 14 0 M (1.00000000 0.00000000) *
#> 29) V11< 0.11445 8 0 R (0.00000000 1.00000000) *
#> 15) V23< 0.8672 64 7 R (0.10937500 0.89062500) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V39>=0.1598 107 34 M (0.68224299 0.31775701)
#> 4) V60< 0.00375 38 2 M (0.94736842 0.05263158) *
#> 5) V60>=0.00375 69 32 M (0.53623188 0.46376812)
#> 10) V32< 0.57475 51 16 M (0.68627451 0.31372549)
#> 20) V33>=0.146 43 8 M (0.81395349 0.18604651)
#> 40) V11>=0.1687 33 2 M (0.93939394 0.06060606) *
#> 41) V11< 0.1687 10 4 R (0.40000000 0.60000000) *
#> 21) V33< 0.146 8 0 R (0.00000000 1.00000000) *
#> 11) V32>=0.57475 18 2 R (0.11111111 0.88888889) *
#> 3) V39< 0.1598 32 6 R (0.18750000 0.81250000)
#> 6) V20>=0.85225 7 1 M (0.85714286 0.14285714) *
#> 7) V20< 0.85225 25 0 R (0.00000000 1.00000000) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V45>=0.1716 67 20 M (0.70149254 0.29850746)
#> 4) V9< 0.27595 47 3 M (0.93617021 0.06382979) *
#> 5) V9>=0.27595 20 3 R (0.15000000 0.85000000) *
#> 3) V45< 0.1716 72 15 R (0.20833333 0.79166667)
#> 6) V57< 0.0036 8 1 M (0.87500000 0.12500000) *
#> 7) V57>=0.0036 64 8 R (0.12500000 0.87500000)
#> 14) V48>=0.07185 26 8 R (0.30769231 0.69230769)
#> 28) V43>=0.1974 10 3 M (0.70000000 0.30000000) *
#> 29) V43< 0.1974 16 1 R (0.06250000 0.93750000) *
#> 15) V48< 0.07185 38 0 R (0.00000000 1.00000000) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V55< 0.0063 64 16 M (0.75000000 0.25000000)
#> 4) V52< 0.0166 56 8 M (0.85714286 0.14285714)
#> 8) V5>=0.025 48 2 M (0.95833333 0.04166667) *
#> 9) V5< 0.025 8 2 R (0.25000000 0.75000000) *
#> 5) V52>=0.0166 8 0 R (0.00000000 1.00000000) *
#> 3) V55>=0.0063 75 26 R (0.34666667 0.65333333)
#> 6) V25< 0.4465 17 2 M (0.88235294 0.11764706) *
#> 7) V25>=0.4465 58 11 R (0.18965517 0.81034483)
#> 14) V25>=0.94535 7 1 M (0.85714286 0.14285714) *
#> 15) V25< 0.94535 51 5 R (0.09803922 0.90196078) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V9>=0.11575 91 25 M (0.72527473 0.27472527)
#> 4) V37< 0.50775 62 6 M (0.90322581 0.09677419)
#> 8) V17< 0.91005 53 1 M (0.98113208 0.01886792) *
#> 9) V17>=0.91005 9 4 R (0.44444444 0.55555556) *
#> 5) V37>=0.50775 29 10 R (0.34482759 0.65517241)
#> 10) V45>=0.28135 10 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.28135 19 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.11575 48 13 R (0.27083333 0.72916667)
#> 6) V59>=0.012 7 0 M (1.00000000 0.00000000) *
#> 7) V59< 0.012 41 6 R (0.14634146 0.85365854)
#> 14) V28>=0.92675 7 2 M (0.71428571 0.28571429) *
#> 15) V28< 0.92675 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V28< 0.36345 28 6 M (0.78571429 0.21428571)
#> 4) V31>=0.1942 21 1 M (0.95238095 0.04761905) *
#> 5) V31< 0.1942 7 2 R (0.28571429 0.71428571) *
#> 3) V28>=0.36345 111 33 R (0.29729730 0.70270270)
#> 6) V28>=0.958 9 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.958 102 24 R (0.23529412 0.76470588)
#> 14) V9>=0.1717 43 21 R (0.48837209 0.51162791)
#> 28) V47>=0.083 29 8 M (0.72413793 0.27586207)
#> 56) V20>=0.59755 19 1 M (0.94736842 0.05263158) *
#> 57) V20< 0.59755 10 3 R (0.30000000 0.70000000) *
#> 29) V47< 0.083 14 0 R (0.00000000 1.00000000) *
#> 15) V9< 0.1717 59 3 R (0.05084746 0.94915254) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.1725 49 8 M (0.83673469 0.16326531)
#> 4) V51>=0.0116 40 3 M (0.92500000 0.07500000) *
#> 5) V51< 0.0116 9 4 R (0.44444444 0.55555556) *
#> 3) V9< 0.1725 90 28 R (0.31111111 0.68888889)
#> 6) V28>=0.9525 11 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.9525 79 17 R (0.21518987 0.78481013)
#> 14) V19>=0.8104 14 3 M (0.78571429 0.21428571) *
#> 15) V19< 0.8104 65 6 R (0.09230769 0.90769231)
#> 30) V53>=0.01555 7 3 M (0.57142857 0.42857143) *
#> 31) V53< 0.01555 58 2 R (0.03448276 0.96551724) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V39>=0.17245 112 43 M (0.61607143 0.38392857)
#> 4) V1>=0.01305 92 25 M (0.72826087 0.27173913)
#> 8) V30>=0.1387 85 18 M (0.78823529 0.21176471)
#> 16) V5>=0.02285 78 11 M (0.85897436 0.14102564)
#> 32) V38>=0.14975 71 5 M (0.92957746 0.07042254) *
#> 33) V38< 0.14975 7 1 R (0.14285714 0.85714286) *
#> 17) V5< 0.02285 7 0 R (0.00000000 1.00000000) *
#> 9) V30< 0.1387 7 0 R (0.00000000 1.00000000) *
#> 5) V1< 0.01305 20 2 R (0.10000000 0.90000000) *
#> 3) V39< 0.17245 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V49>=0.051 52 10 M (0.80769231 0.19230769)
#> 4) V9>=0.109 43 3 M (0.93023256 0.06976744) *
#> 5) V9< 0.109 9 2 R (0.22222222 0.77777778) *
#> 3) V49< 0.051 87 32 R (0.36781609 0.63218391)
#> 6) V31< 0.4623 47 18 M (0.61702128 0.38297872)
#> 12) V32>=0.2681 24 0 M (1.00000000 0.00000000) *
#> 13) V32< 0.2681 23 5 R (0.21739130 0.78260870)
#> 26) V1>=0.0208 8 3 M (0.62500000 0.37500000) *
#> 27) V1< 0.0208 15 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.4623 40 3 R (0.07500000 0.92500000) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V29>=0.71475 54 13 M (0.75925926 0.24074074)
#> 4) V49>=0.0198 45 4 M (0.91111111 0.08888889) *
#> 5) V49< 0.0198 9 0 R (0.00000000 1.00000000) *
#> 3) V29< 0.71475 85 27 R (0.31764706 0.68235294)
#> 6) V27< 0.45865 28 9 M (0.67857143 0.32142857)
#> 12) V15>=0.327 21 2 M (0.90476190 0.09523810) *
#> 13) V15< 0.327 7 0 R (0.00000000 1.00000000) *
#> 7) V27>=0.45865 57 8 R (0.14035088 0.85964912) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.21345 74 22 M (0.70270270 0.29729730)
#> 4) V18>=0.163 67 15 M (0.77611940 0.22388060)
#> 8) V5>=0.0342 54 6 M (0.88888889 0.11111111) *
#> 9) V5< 0.0342 13 4 R (0.30769231 0.69230769) *
#> 5) V18< 0.163 7 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.21345 65 22 R (0.33846154 0.66153846)
#> 6) V21>=0.58055 30 11 M (0.63333333 0.36666667)
#> 12) V45>=0.1778 16 0 M (1.00000000 0.00000000) *
#> 13) V45< 0.1778 14 3 R (0.21428571 0.78571429) *
#> 7) V21< 0.58055 35 3 R (0.08571429 0.91428571) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V28>=0.6696 59 21 M (0.6440678 0.3559322)
#> 4) V46>=0.09805 39 5 M (0.8717949 0.1282051)
#> 8) V36< 0.73995 32 1 M (0.9687500 0.0312500) *
#> 9) V36>=0.73995 7 3 R (0.4285714 0.5714286) *
#> 5) V46< 0.09805 20 4 R (0.2000000 0.8000000)
#> 10) V18< 0.25145 7 3 M (0.5714286 0.4285714) *
#> 11) V18>=0.25145 13 0 R (0.0000000 1.0000000) *
#> 3) V28< 0.6696 80 20 R (0.2500000 0.7500000)
#> 6) V20>=0.95025 7 0 M (1.0000000 0.0000000) *
#> 7) V20< 0.95025 73 13 R (0.1780822 0.8219178)
#> 14) V54>=0.0175 9 2 M (0.7777778 0.2222222) *
#> 15) V54< 0.0175 64 6 R (0.0937500 0.9062500) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.02085 118 48 M (0.59322034 0.40677966)
#> 4) V52>=0.0069 97 31 M (0.68041237 0.31958763)
#> 8) V49>=0.02855 74 13 M (0.82432432 0.17567568)
#> 16) V4< 0.1229 65 6 M (0.90769231 0.09230769) *
#> 17) V4>=0.1229 9 2 R (0.22222222 0.77777778) *
#> 9) V49< 0.02855 23 5 R (0.21739130 0.78260870)
#> 18) V33>=0.2024 9 4 M (0.55555556 0.44444444) *
#> 19) V33< 0.2024 14 0 R (0.00000000 1.00000000) *
#> 5) V52< 0.0069 21 4 R (0.19047619 0.80952381)
#> 10) V11< 0.2384 7 3 M (0.57142857 0.42857143) *
#> 11) V11>=0.2384 14 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.02085 21 1 R (0.04761905 0.95238095) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V48>=0.04945 104 32 M (0.69230769 0.30769231)
#> 4) V39>=0.12095 93 21 M (0.77419355 0.22580645)
#> 8) V37< 0.4299 68 7 M (0.89705882 0.10294118)
#> 16) V52>=0.0063 57 0 M (1.00000000 0.00000000) *
#> 17) V52< 0.0063 11 4 R (0.36363636 0.63636364) *
#> 9) V37>=0.4299 25 11 R (0.44000000 0.56000000)
#> 18) V55< 0.00615 10 1 M (0.90000000 0.10000000) *
#> 19) V55>=0.00615 15 2 R (0.13333333 0.86666667) *
#> 5) V39< 0.12095 11 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.04945 35 9 R (0.25714286 0.74285714)
#> 6) V37>=0.3822 13 5 M (0.61538462 0.38461538) *
#> 7) V37< 0.3822 22 1 R (0.04545455 0.95454545) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V44>=0.27235 30 4 M (0.86666667 0.13333333)
#> 4) V28>=0.64565 23 0 M (1.00000000 0.00000000) *
#> 5) V28< 0.64565 7 3 R (0.42857143 0.57142857) *
#> 3) V44< 0.27235 109 32 R (0.29357798 0.70642202)
#> 6) V31< 0.38115 34 12 M (0.64705882 0.35294118)
#> 12) V8>=0.0709 27 5 M (0.81481481 0.18518519)
#> 24) V60>=0.0072 19 0 M (1.00000000 0.00000000) *
#> 25) V60< 0.0072 8 3 R (0.37500000 0.62500000) *
#> 13) V8< 0.0709 7 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.38115 75 10 R (0.13333333 0.86666667)
#> 14) V38< 0.18045 12 4 M (0.66666667 0.33333333) *
#> 15) V38>=0.18045 63 2 R (0.03174603 0.96825397) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.44265 83 24 M (0.71084337 0.28915663)
#> 4) V58>=0.00315 65 10 M (0.84615385 0.15384615)
#> 8) V24>=0.499 56 4 M (0.92857143 0.07142857) *
#> 9) V24< 0.499 9 3 R (0.33333333 0.66666667) *
#> 5) V58< 0.00315 18 4 R (0.22222222 0.77777778) *
#> 3) V36>=0.44265 56 14 R (0.25000000 0.75000000)
#> 6) V44>=0.26765 14 3 M (0.78571429 0.21428571) *
#> 7) V44< 0.26765 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V12>=0.2244 78 15 M (0.80769231 0.19230769)
#> 4) V30>=0.24555 68 7 M (0.89705882 0.10294118) *
#> 5) V30< 0.24555 10 2 R (0.20000000 0.80000000) *
#> 3) V12< 0.2244 61 17 R (0.27868852 0.72131148)
#> 6) V19>=0.8104 7 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.8104 54 10 R (0.18518519 0.81481481)
#> 14) V44>=0.2496 12 5 M (0.58333333 0.41666667) *
#> 15) V44< 0.2496 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V4>=0.0606 61 14 M (0.7704918 0.2295082)
#> 4) V53>=0.00385 53 6 M (0.8867925 0.1132075)
#> 8) V37< 0.58815 42 0 M (1.0000000 0.0000000) *
#> 9) V37>=0.58815 11 5 R (0.4545455 0.5454545) *
#> 5) V53< 0.00385 8 0 R (0.0000000 1.0000000) *
#> 3) V4< 0.0606 78 24 R (0.3076923 0.6923077)
#> 6) V56< 0.0043 16 4 M (0.7500000 0.2500000) *
#> 7) V56>=0.0043 62 12 R (0.1935484 0.8064516)
#> 14) V26< 0.30825 7 1 M (0.8571429 0.1428571) *
#> 15) V26>=0.30825 55 6 R (0.1090909 0.8909091)
#> 30) V49>=0.05735 8 3 M (0.6250000 0.3750000) *
#> 31) V49< 0.05735 47 1 R (0.0212766 0.9787234) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V31< 0.4551 66 15 M (0.77272727 0.22727273)
#> 4) V47>=0.06675 48 4 M (0.91666667 0.08333333)
#> 8) V20>=0.4834 41 0 M (1.00000000 0.00000000) *
#> 9) V20< 0.4834 7 3 R (0.42857143 0.57142857) *
#> 5) V47< 0.06675 18 7 R (0.38888889 0.61111111) *
#> 3) V31>=0.4551 73 18 R (0.24657534 0.75342466)
#> 6) V28>=0.958 9 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.958 64 9 R (0.14062500 0.85937500)
#> 14) V2>=0.06515 8 3 M (0.62500000 0.37500000) *
#> 15) V2< 0.06515 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V11>=0.1779 88 22 M (0.75000000 0.25000000)
#> 4) V5< 0.0938 62 6 M (0.90322581 0.09677419)
#> 8) V39>=0.1865 55 2 M (0.96363636 0.03636364) *
#> 9) V39< 0.1865 7 3 R (0.42857143 0.57142857) *
#> 5) V5>=0.0938 26 10 R (0.38461538 0.61538462)
#> 10) V3< 0.0389 8 0 M (1.00000000 0.00000000) *
#> 11) V3>=0.0389 18 2 R (0.11111111 0.88888889) *
#> 3) V11< 0.1779 51 10 R (0.19607843 0.80392157)
#> 6) V55< 0.0062 12 3 M (0.75000000 0.25000000) *
#> 7) V55>=0.0062 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V37< 0.47995 103 30 M (0.70873786 0.29126214)
#> 4) V32>=0.0893 94 21 M (0.77659574 0.22340426)
#> 8) V11>=0.1117 81 10 M (0.87654321 0.12345679)
#> 16) V17< 0.9445 69 2 M (0.97101449 0.02898551) *
#> 17) V17>=0.9445 12 4 R (0.33333333 0.66666667) *
#> 9) V11< 0.1117 13 2 R (0.15384615 0.84615385) *
#> 5) V32< 0.0893 9 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.47995 36 10 R (0.27777778 0.72222222)
#> 6) V10>=0.4419 7 0 M (1.00000000 0.00000000) *
#> 7) V10< 0.4419 29 3 R (0.10344828 0.89655172) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V28< 0.56545 62 15 M (0.75806452 0.24193548)
#> 4) V1>=0.01565 48 5 M (0.89583333 0.10416667) *
#> 5) V1< 0.01565 14 4 R (0.28571429 0.71428571) *
#> 3) V28>=0.56545 77 22 R (0.28571429 0.71428571)
#> 6) V48>=0.073 31 12 M (0.61290323 0.38709677)
#> 12) V5>=0.023 22 3 M (0.86363636 0.13636364) *
#> 13) V5< 0.023 9 0 R (0.00000000 1.00000000) *
#> 7) V48< 0.073 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V5>=0.0394 105 33 M (0.68571429 0.31428571)
#> 4) V46>=0.1709 49 4 M (0.91836735 0.08163265)
#> 8) V36>=0.10985 42 0 M (1.00000000 0.00000000) *
#> 9) V36< 0.10985 7 3 R (0.42857143 0.57142857) *
#> 5) V46< 0.1709 56 27 R (0.48214286 0.51785714)
#> 10) V37< 0.47995 38 11 M (0.71052632 0.28947368)
#> 20) V21>=0.67445 30 4 M (0.86666667 0.13333333)
#> 40) V43>=0.12895 23 0 M (1.00000000 0.00000000) *
#> 41) V43< 0.12895 7 3 R (0.42857143 0.57142857) *
#> 21) V21< 0.67445 8 1 R (0.12500000 0.87500000) *
#> 11) V37>=0.47995 18 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.0394 34 3 R (0.08823529 0.91176471) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.12465 81 23 M (0.71604938 0.28395062)
#> 4) V33>=0.1952 65 11 M (0.83076923 0.16923077)
#> 8) V36< 0.45245 54 4 M (0.92592593 0.07407407) *
#> 9) V36>=0.45245 11 4 R (0.36363636 0.63636364) *
#> 5) V33< 0.1952 16 4 R (0.25000000 0.75000000) *
#> 3) V9< 0.12465 58 17 R (0.29310345 0.70689655)
#> 6) V31< 0.3609 19 5 M (0.73684211 0.26315789) *
#> 7) V31>=0.3609 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V12>=0.2382 75 20 M (0.73333333 0.26666667)
#> 4) V52>=0.00825 49 4 M (0.91836735 0.08163265) *
#> 5) V52< 0.00825 26 10 R (0.38461538 0.61538462)
#> 10) V60< 0.0045 10 0 M (1.00000000 0.00000000) *
#> 11) V60>=0.0045 16 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2382 64 15 R (0.23437500 0.76562500)
#> 6) V44>=0.30095 12 3 M (0.75000000 0.25000000) *
#> 7) V44< 0.30095 52 6 R (0.11538462 0.88461538)
#> 14) V21>=0.8338 8 3 M (0.62500000 0.37500000) *
#> 15) V21< 0.8338 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V12>=0.19455 83 26 M (0.68674699 0.31325301)
#> 4) V19< 0.66385 43 5 M (0.88372093 0.11627907) *
#> 5) V19>=0.66385 40 19 R (0.47500000 0.52500000)
#> 10) V31< 0.4599 22 4 M (0.81818182 0.18181818)
#> 20) V48>=0.0444 15 0 M (1.00000000 0.00000000) *
#> 21) V48< 0.0444 7 3 R (0.42857143 0.57142857) *
#> 11) V31>=0.4599 18 1 R (0.05555556 0.94444444) *
#> 3) V12< 0.19455 56 9 R (0.16071429 0.83928571)
#> 6) V22>=0.9826 9 3 M (0.66666667 0.33333333) *
#> 7) V22< 0.9826 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V59>=0.01125 33 4 M (0.87878788 0.12121212) *
#> 3) V59< 0.01125 106 41 R (0.38679245 0.61320755)
#> 6) V50< 0.01 19 1 M (0.94736842 0.05263158) *
#> 7) V50>=0.01 87 23 R (0.26436782 0.73563218)
#> 14) V44>=0.2855 22 8 M (0.63636364 0.36363636)
#> 28) V9>=0.1079 13 0 M (1.00000000 0.00000000) *
#> 29) V9< 0.1079 9 1 R (0.11111111 0.88888889) *
#> 15) V44< 0.2855 65 9 R (0.13846154 0.86153846)
#> 30) V57< 0.00265 7 1 M (0.85714286 0.14285714) *
#> 31) V57>=0.00265 58 3 R (0.05172414 0.94827586) *
#>
#>
#> $weights
#> [1] 0.7346456 0.6188538 0.8730067 0.7535815 0.7620399 0.9085719 0.7065184
#> [8] 0.7809075 0.7872972 0.7227728 0.5929814 0.8875091 0.7446231 0.8299894
#> [15] 0.7810221 0.9487288 0.7490895 0.7084348 0.7368153 0.5423172 0.6473735
#> [22] 0.5211403 0.6302957 0.7289441 0.8551751 0.7170026 0.5617859 0.6956407
#> [29] 0.8033075 0.7427287 0.9716608 0.6457390 0.8529375 0.5422565 0.6220988
#> [36] 0.5336929 0.6247013 0.5283548 0.7513602 0.7396721 0.7573014 0.7470745
#> [43] 0.5612202 0.7321189 0.6123020 0.6282243 0.5316275 0.5975928 0.7654593
#> [50] 0.7972877 0.6093908 0.7429902 0.5590820 0.6485401 0.7046425 0.9320214
#> [57] 0.5743443 0.5537045 0.7431028 0.8016989 0.4887622 0.6021907 0.6517633
#> [64] 0.6648142 0.6119487 0.7226409 0.5607055 0.6532659 0.8434367 0.7204232
#> [71] 0.7090682 0.5955419 0.6242132 0.7117800 0.8030976 0.5491453 0.6703031
#> [78] 0.7356025 0.6477195 0.5960425 0.5953456 0.9333063 0.8730841 0.6308754
#> [85] 0.6869181 0.6196456 0.6951903 0.6854905 0.6211539 0.5387966 0.5890692
#> [92] 0.7235680 0.6234642 0.7733484 0.6326203 0.9552729 0.6208827 0.8372772
#> [99] 0.7393578 0.5500019
#>
#> $votes
#> [,1] [,2]
#> [1,] 18.897556 50.674878
#> [2,] 19.003786 50.568648
#> [3,] 18.428505 51.143929
#> [4,] 18.184597 51.387837
#> [5,] 16.250267 53.322167
#> [6,] 18.104661 51.467773
#> [7,] 12.997785 56.574649
#> [8,] 14.648737 54.923697
#> [9,] 19.165553 50.406881
#> [10,] 17.709881 51.862553
#> [11,] 18.735468 50.836966
#> [12,] 17.809480 51.762954
#> [13,] 17.658868 51.913566
#> [14,] 15.560668 54.011766
#> [15,] 19.154586 50.417848
#> [16,] 18.933486 50.638948
#> [17,] 19.027605 50.544829
#> [18,] 17.201974 52.370460
#> [19,] 18.068391 51.504043
#> [20,] 17.054091 52.518344
#> [21,] 16.957563 52.614871
#> [22,] 18.452210 51.120224
#> [23,] 16.164219 53.408215
#> [24,] 18.561608 51.010826
#> [25,] 17.961313 51.611121
#> [26,] 18.045033 51.527401
#> [27,] 18.231244 51.341190
#> [28,] 17.660249 51.912185
#> [29,] 17.449664 52.122770
#> [30,] 6.224957 63.347477
#> [31,] 18.550707 51.021727
#> [32,] 18.279348 51.293086
#> [33,] 18.243916 51.328518
#> [34,] 18.248784 51.323650
#> [35,] 18.729335 50.843099
#> [36,] 14.665180 54.907254
#> [37,] 14.739070 54.833364
#> [38,] 17.271663 52.300771
#> [39,] 18.971005 50.601429
#> [40,] 17.202741 52.369693
#> [41,] 15.500354 54.072080
#> [42,] 16.778845 52.793589
#> [43,] 16.041965 53.530469
#> [44,] 18.249167 51.323267
#> [45,] 18.531102 51.041332
#> [46,] 15.363620 54.208814
#> [47,] 15.168994 54.403440
#> [48,] 17.519370 52.053064
#> [49,] 18.361436 51.210998
#> [50,] 18.893561 50.678873
#> [51,] 18.023924 51.548510
#> [52,] 18.235552 51.336882
#> [53,] 18.747457 50.824977
#> [54,] 16.829828 52.742606
#> [55,] 16.686029 52.886405
#> [56,] 18.092601 51.479833
#> [57,] 17.073757 52.498677
#> [58,] 17.973964 51.598470
#> [59,] 18.599496 50.972938
#> [60,] 17.864142 51.708292
#> [61,] 17.692063 51.880371
#> [62,] 51.160710 18.411724
#> [63,] 51.451390 18.121044
#> [64,] 52.437138 17.135296
#> [65,] 51.052898 18.519536
#> [66,] 53.626261 15.946173
#> [67,] 51.818647 17.753787
#> [68,] 50.690753 18.881681
#> [69,] 52.187376 17.385058
#> [70,] 52.736768 16.835666
#> [71,] 52.709097 16.863337
#> [72,] 50.733430 18.839004
#> [73,] 52.910994 16.661440
#> [74,] 52.881417 16.691017
#> [75,] 51.137854 18.434580
#> [76,] 51.139696 18.432738
#> [77,] 56.785189 12.787245
#> [78,] 52.139283 17.433151
#> [79,] 51.683365 17.889069
#> [80,] 51.072512 18.499922
#> [81,] 53.394181 16.178253
#> [82,] 53.935625 15.636809
#> [83,] 51.554770 18.017664
#> [84,] 50.661860 18.910574
#> [85,] 53.501599 16.070835
#> [86,] 50.719633 18.852801
#> [87,] 50.522311 19.050123
#> [88,] 51.684550 17.887884
#> [89,] 51.036297 18.536137
#> [90,] 50.697243 18.875191
#> [91,] 54.815510 14.756924
#> [92,] 52.792564 16.779870
#> [93,] 50.751104 18.821330
#> [94,] 51.815968 17.756466
#> [95,] 60.242220 9.330214
#> [96,] 53.529740 16.042694
#> [97,] 51.782413 17.790021
#> [98,] 51.127272 18.445162
#> [99,] 50.419206 19.153228
#> [100,] 51.992163 17.580271
#> [101,] 50.900105 18.672329
#> [102,] 52.090896 17.481538
#> [103,] 50.866692 18.705742
#> [104,] 51.851111 17.721323
#> [105,] 56.296038 13.276396
#> [106,] 51.609086 17.963348
#> [107,] 51.252911 18.319523
#> [108,] 52.551967 17.020467
#> [109,] 50.756774 18.815660
#> [110,] 51.362902 18.209532
#> [111,] 51.407296 18.165138
#> [112,] 49.914074 19.658360
#> [113,] 53.099217 16.473217
#> [114,] 50.644542 18.927892
#> [115,] 52.217583 17.354851
#> [116,] 52.994676 16.577758
#> [117,] 50.871409 18.701025
#> [118,] 53.216854 16.355580
#> [119,] 52.159664 17.412770
#> [120,] 51.354013 18.218421
#> [121,] 52.208887 17.363547
#> [122,] 52.402931 17.169504
#> [123,] 59.865529 9.706905
#> [124,] 57.799959 11.772475
#> [125,] 60.248477 9.323957
#> [126,] 59.139887 10.432547
#> [127,] 52.988131 16.584303
#> [128,] 51.967672 17.604762
#> [129,] 53.380875 16.191559
#> [130,] 55.885009 13.687425
#> [131,] 54.391417 15.181017
#> [132,] 52.259357 17.313077
#> [133,] 55.584971 13.987463
#> [134,] 52.902450 16.669984
#> [135,] 52.678337 16.894097
#> [136,] 52.724152 16.848282
#> [137,] 53.002873 16.569561
#> [138,] 58.230446 11.341988
#> [139,] 51.408606 18.163829
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.27162420 0.7283758
#> [2,] 0.27315109 0.7268489
#> [3,] 0.26488229 0.7351177
#> [4,] 0.26137647 0.7386235
#> [5,] 0.23357335 0.7664266
#> [6,] 0.26022751 0.7397725
#> [7,] 0.18682377 0.8131762
#> [8,] 0.21055376 0.7894462
#> [9,] 0.27547625 0.7245238
#> [10,] 0.25455314 0.7454469
#> [11,] 0.26929441 0.7307056
#> [12,] 0.25598472 0.7440153
#> [13,] 0.25381990 0.7461801
#> [14,] 0.22366140 0.7763386
#> [15,] 0.27531861 0.7246814
#> [16,] 0.27214063 0.7278594
#> [17,] 0.27349346 0.7265065
#> [18,] 0.24725272 0.7527473
#> [19,] 0.25970618 0.7402938
#> [20,] 0.24512712 0.7548729
#> [21,] 0.24373968 0.7562603
#> [22,] 0.26522301 0.7347770
#> [23,] 0.23233654 0.7676635
#> [24,] 0.26679543 0.7332046
#> [25,] 0.25816710 0.7418329
#> [26,] 0.25937045 0.7406296
#> [27,] 0.26204694 0.7379531
#> [28,] 0.25383974 0.7461603
#> [29,] 0.25081291 0.7491871
#> [30,] 0.08947448 0.9105255
#> [31,] 0.26663875 0.7333613
#> [32,] 0.26273837 0.7372616
#> [33,] 0.26222909 0.7377709
#> [34,] 0.26229906 0.7377009
#> [35,] 0.26920627 0.7307937
#> [36,] 0.21079009 0.7892099
#> [37,] 0.21185215 0.7881478
#> [38,] 0.24825440 0.7517456
#> [39,] 0.27267991 0.7273201
#> [40,] 0.24726376 0.7527362
#> [41,] 0.22279447 0.7772055
#> [42,] 0.24117088 0.7588291
#> [43,] 0.23057932 0.7694207
#> [44,] 0.26230456 0.7376954
#> [45,] 0.26635696 0.7336430
#> [46,] 0.22082913 0.7791709
#> [47,] 0.21803167 0.7819683
#> [48,] 0.25181482 0.7481852
#> [49,] 0.26391827 0.7360817
#> [50,] 0.27156677 0.7284332
#> [51,] 0.25906703 0.7409330
#> [52,] 0.26210887 0.7378911
#> [53,] 0.26946674 0.7305333
#> [54,] 0.24190368 0.7580963
#> [55,] 0.23983679 0.7601632
#> [56,] 0.26005416 0.7399458
#> [57,] 0.24540980 0.7545902
#> [58,] 0.25834893 0.7416511
#> [59,] 0.26734003 0.7326600
#> [60,] 0.25677041 0.7432296
#> [61,] 0.25429703 0.7457030
#> [62,] 0.73535893 0.2646411
#> [63,] 0.73953702 0.2604630
#> [64,] 0.75370567 0.2462943
#> [65,] 0.73380928 0.2661907
#> [66,] 0.77079755 0.2292025
#> [67,] 0.74481578 0.2551842
#> [68,] 0.72860398 0.2713960
#> [69,] 0.75011572 0.2498843
#> [70,] 0.75801240 0.2419876
#> [71,] 0.75761467 0.2423853
#> [72,] 0.72921741 0.2707826
#> [73,] 0.76051664 0.2394834
#> [74,] 0.76009152 0.2399085
#> [75,] 0.73503039 0.2649696
#> [76,] 0.73505688 0.2649431
#> [77,] 0.81620242 0.1837976
#> [78,] 0.74942445 0.2505755
#> [79,] 0.74287131 0.2571287
#> [80,] 0.73409120 0.2659088
#> [81,] 0.76746174 0.2325383
#> [82,] 0.77524418 0.2247558
#> [83,] 0.74102295 0.2589771
#> [84,] 0.72818869 0.2718113
#> [85,] 0.76900572 0.2309943
#> [86,] 0.72901910 0.2709809
#> [87,] 0.72618289 0.2738171
#> [88,] 0.74288835 0.2571117
#> [89,] 0.73357067 0.2664293
#> [90,] 0.72869727 0.2713027
#> [91,] 0.78789122 0.2121088
#> [92,] 0.75881439 0.2411856
#> [93,] 0.72947144 0.2705286
#> [94,] 0.74477728 0.2552227
#> [95,] 0.86589209 0.1341079
#> [96,] 0.76941020 0.2305898
#> [97,] 0.74429497 0.2557050
#> [98,] 0.73487829 0.2651217
#> [99,] 0.72470091 0.2752991
#> [100,] 0.74730981 0.2526902
#> [101,] 0.73161311 0.2683869
#> [102,] 0.74872896 0.2512710
#> [103,] 0.73113285 0.2688672
#> [104,] 0.74528240 0.2547176
#> [105,] 0.80917161 0.1908284
#> [106,] 0.74180366 0.2581963
#> [107,] 0.73668418 0.2633158
#> [108,] 0.75535616 0.2446438
#> [109,] 0.72955294 0.2704471
#> [110,] 0.73826513 0.2617349
#> [111,] 0.73890323 0.2610968
#> [112,] 0.71744038 0.2825596
#> [113,] 0.76322207 0.2367779
#> [114,] 0.72793977 0.2720602
#> [115,] 0.75054990 0.2494501
#> [116,] 0.76171944 0.2382806
#> [117,] 0.73120065 0.2687994
#> [118,] 0.76491293 0.2350871
#> [119,] 0.74971739 0.2502826
#> [120,] 0.73813737 0.2618626
#> [121,] 0.75042490 0.2495751
#> [122,] 0.75321399 0.2467860
#> [123,] 0.86047771 0.1395223
#> [124,] 0.83078823 0.1692118
#> [125,] 0.86598202 0.1340180
#> [126,] 0.85004769 0.1499523
#> [127,] 0.76162537 0.2383746
#> [128,] 0.74695780 0.2530422
#> [129,] 0.76727048 0.2327295
#> [130,] 0.80326367 0.1967363
#> [131,] 0.78179551 0.2182045
#> [132,] 0.75115033 0.2488497
#> [133,] 0.79895108 0.2010489
#> [134,] 0.76039384 0.2396062
#> [135,] 0.75717254 0.2428275
#> [136,] 0.75783107 0.2421689
#> [137,] 0.76183727 0.2381627
#> [138,] 0.83697583 0.1630242
#> [139,] 0.73892205 0.2610780
#>
#> $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" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [73] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [91] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [109] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [127] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#>
#> $importance
#> V1 V10 V11 V12 V13 V14 V15 V16
#> 1.1227158 0.5030083 4.6372356 4.7370433 0.9962699 0.5799696 0.4575287 0.7763902
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 0.8328848 1.5565401 0.4768476 0.7756485 1.8494594 1.8390408 1.9417604 1.6072111
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.3259491 0.9565631 0.8556831 2.5427318 4.1704073 0.7374041 0.1610664 1.1112359
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 4.6459546 1.8214996 1.3938908 0.2490082 0.2117131 2.8569809 3.6851708 0.6317048
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.8326858 1.3431847 0.6016948 0.4638571 2.0095874 0.9346149 1.8634468 3.4450781
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 1.5907345 0.7976835 1.4445523 5.0513618 3.5728295 1.6225233 1.1742008 3.5844812
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.9043781 1.2234719 2.6578268 0.5350861 1.3068989 0.9263937 2.9052932 0.2992548
#> V60 V7 V8 V9
#> 1.3076682 1.0253450 0.3208097 3.2085393
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 78 61
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V49 V12 V31 V11 V28 V37 V52 V5
#> 5.0513618 4.7370433 4.6459546 4.6372356 4.1704073 3.6851708 3.5844812 3.5728295
#> V45 V9 V59 V36 V39 V55 V27 V42
#> 3.4450781 3.2085393 2.9052932 2.8569809 2.8326858 2.6578268 2.5427318 2.0095874
#> V22 V44 V20 V21 V32 V50 V23 V46
#> 1.9417604 1.8634468 1.8494594 1.8390408 1.8214996 1.6225233 1.6072111 1.5907345
#> V18 V48 V33 V4 V60 V57 V54 V51
#> 1.5565401 1.4445523 1.3938908 1.3431847 1.3076682 1.3068989 1.2234719 1.1742008
#> V1 V30 V7 V13 V25 V43 V58 V53
#> 1.1227158 1.1112359 1.0253450 0.9962699 0.9565631 0.9346149 0.9263937 0.9043781
#> V26 V17 V47 V16 V2 V29 V38 V40
#> 0.8556831 0.8328848 0.7976835 0.7763902 0.7756485 0.7374041 0.6317048 0.6016948
#> V14 V56 V10 V19 V41 V15 V24 V8
#> 0.5799696 0.5350861 0.5030083 0.4768476 0.4638571 0.4575287 0.3259491 0.3208097
#> V6 V34 V35 V3
#> 0.2992548 0.2490082 0.2117131 0.1610664
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1304348