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 56 R (0.40287770 0.59712230)
#> 2) V22>=0.7843 38 7 M (0.81578947 0.18421053)
#> 4) V17< 0.71605 29 1 M (0.96551724 0.03448276) *
#> 5) V17>=0.71605 9 3 R (0.33333333 0.66666667) *
#> 3) V22< 0.7843 101 25 R (0.24752475 0.75247525)
#> 6) V36< 0.16075 17 3 M (0.82352941 0.17647059) *
#> 7) V36>=0.16075 84 11 R (0.13095238 0.86904762)
#> 14) V45>=0.26515 13 4 M (0.69230769 0.30769231) *
#> 15) V45< 0.26515 71 2 R (0.02816901 0.97183099) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V11>=0.1745 80 23 M (0.71250000 0.28750000)
#> 4) V37< 0.4579 60 8 M (0.86666667 0.13333333) *
#> 5) V37>=0.4579 20 5 R (0.25000000 0.75000000)
#> 10) V17< 0.55165 7 2 M (0.71428571 0.28571429) *
#> 11) V17>=0.55165 13 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1745 59 9 R (0.15254237 0.84745763)
#> 6) V5>=0.0684 11 3 M (0.72727273 0.27272727) *
#> 7) V5< 0.0684 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V10>=0.1508 86 30 M (0.65116279 0.34883721)
#> 4) V51>=0.01155 49 7 M (0.85714286 0.14285714) *
#> 5) V51< 0.01155 37 14 R (0.37837838 0.62162162)
#> 10) V20>=0.96565 8 0 M (1.00000000 0.00000000) *
#> 11) V20< 0.96565 29 6 R (0.20689655 0.79310345)
#> 22) V35< 0.20355 7 2 M (0.71428571 0.28571429) *
#> 23) V35>=0.20355 22 1 R (0.04545455 0.95454545) *
#> 3) V10< 0.1508 53 5 R (0.09433962 0.90566038) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V55>=0.0189 22 0 M (1.00000000 0.00000000) *
#> 3) V55< 0.0189 117 46 R (0.39316239 0.60683761)
#> 6) V48>=0.05375 75 31 M (0.58666667 0.41333333)
#> 12) V29>=0.7029 37 3 M (0.91891892 0.08108108) *
#> 13) V29< 0.7029 38 10 R (0.26315789 0.73684211)
#> 26) V4>=0.08375 7 1 M (0.85714286 0.14285714) *
#> 27) V4< 0.08375 31 4 R (0.12903226 0.87096774) *
#> 7) V48< 0.05375 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V51>=0.0131 54 10 M (0.81481481 0.18518519)
#> 4) V37< 0.46715 40 2 M (0.95000000 0.05000000) *
#> 5) V37>=0.46715 14 6 R (0.42857143 0.57142857) *
#> 3) V51< 0.0131 85 27 R (0.31764706 0.68235294)
#> 6) V23>=0.79225 28 10 M (0.64285714 0.35714286)
#> 12) V11>=0.1579 17 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.1579 11 1 R (0.09090909 0.90909091) *
#> 7) V23< 0.79225 57 9 R (0.15789474 0.84210526)
#> 14) V28>=0.95425 8 2 M (0.75000000 0.25000000) *
#> 15) V28< 0.95425 49 3 R (0.06122449 0.93877551) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V52>=0.00935 84 26 M (0.69047619 0.30952381)
#> 4) V11>=0.1117 71 13 M (0.81690141 0.18309859)
#> 8) V13>=0.17075 58 3 M (0.94827586 0.05172414) *
#> 9) V13< 0.17075 13 3 R (0.23076923 0.76923077) *
#> 5) V11< 0.1117 13 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00935 55 14 R (0.25454545 0.74545455)
#> 6) V44>=0.21155 22 8 M (0.63636364 0.36363636)
#> 12) V10>=0.2247 11 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.2247 11 3 R (0.27272727 0.72727273) *
#> 7) V44< 0.21155 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V48>=0.07485 70 18 M (0.74285714 0.25714286)
#> 4) V35< 0.72115 63 11 M (0.82539683 0.17460317)
#> 8) V14< 0.4215 52 2 M (0.96153846 0.03846154) *
#> 9) V14>=0.4215 11 2 R (0.18181818 0.81818182) *
#> 5) V35>=0.72115 7 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.07485 69 18 R (0.26086957 0.73913043)
#> 6) V23>=0.76625 29 12 M (0.58620690 0.41379310)
#> 12) V13>=0.23275 15 0 M (1.00000000 0.00000000) *
#> 13) V13< 0.23275 14 2 R (0.14285714 0.85714286) *
#> 7) V23< 0.76625 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V31< 0.4623 76 23 M (0.69736842 0.30263158)
#> 4) V32>=0.22335 48 6 M (0.87500000 0.12500000)
#> 8) V21>=0.61455 41 2 M (0.95121951 0.04878049) *
#> 9) V21< 0.61455 7 3 R (0.42857143 0.57142857) *
#> 5) V32< 0.22335 28 11 R (0.39285714 0.60714286)
#> 10) V40>=0.3344 11 1 M (0.90909091 0.09090909) *
#> 11) V40< 0.3344 17 1 R (0.05882353 0.94117647) *
#> 3) V31>=0.4623 63 14 R (0.22222222 0.77777778)
#> 6) V44>=0.4327 8 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.4327 55 6 R (0.10909091 0.89090909)
#> 14) V27>=0.84975 9 4 M (0.55555556 0.44444444) *
#> 15) V27< 0.84975 46 1 R (0.02173913 0.97826087) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V10>=0.1653 66 12 M (0.81818182 0.18181818)
#> 4) V6< 0.1806 56 4 M (0.92857143 0.07142857) *
#> 5) V6>=0.1806 10 2 R (0.20000000 0.80000000) *
#> 3) V10< 0.1653 73 26 R (0.35616438 0.64383562)
#> 6) V45>=0.1728 28 6 M (0.78571429 0.21428571)
#> 12) V32< 0.5103 18 0 M (1.00000000 0.00000000) *
#> 13) V32>=0.5103 10 4 R (0.40000000 0.60000000) *
#> 7) V45< 0.1728 45 4 R (0.08888889 0.91111111)
#> 14) V5>=0.08545 7 3 M (0.57142857 0.42857143) *
#> 15) V5< 0.08545 38 0 R (0.00000000 1.00000000) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V31< 0.3932 52 17 M (0.67307692 0.32692308)
#> 4) V12>=0.1962 27 1 M (0.96296296 0.03703704) *
#> 5) V12< 0.1962 25 9 R (0.36000000 0.64000000)
#> 10) V21>=0.58055 10 1 M (0.90000000 0.10000000) *
#> 11) V21< 0.58055 15 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.3932 87 16 R (0.18390805 0.81609195)
#> 6) V37< 0.1587 11 3 M (0.72727273 0.27272727) *
#> 7) V37>=0.1587 76 8 R (0.10526316 0.89473684)
#> 14) V37< 0.2934 20 6 R (0.30000000 0.70000000)
#> 28) V48>=0.05605 10 4 M (0.60000000 0.40000000) *
#> 29) V48< 0.05605 10 0 R (0.00000000 1.00000000) *
#> 15) V37>=0.2934 56 2 R (0.03571429 0.96428571) *
#>
#> $trees[[11]]
#> 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 4 M (0.85185185 0.14814815)
#> 4) V28>=0.631 20 0 M (1.00000000 0.00000000) *
#> 5) V28< 0.631 7 3 R (0.42857143 0.57142857) *
#> 3) V45< 0.26515 112 37 R (0.33035714 0.66964286)
#> 6) V28< 0.37175 22 3 M (0.86363636 0.13636364) *
#> 7) V28>=0.37175 90 18 R (0.20000000 0.80000000)
#> 14) V48< 0.0083 8 0 M (1.00000000 0.00000000) *
#> 15) V48>=0.0083 82 10 R (0.12195122 0.87804878)
#> 30) V36< 0.1841 21 10 R (0.47619048 0.52380952)
#> 60) V4>=0.055 9 0 M (1.00000000 0.00000000) *
#> 61) V4< 0.055 12 1 R (0.08333333 0.91666667) *
#> 31) V36>=0.1841 61 0 R (0.00000000 1.00000000) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V59>=0.00735 57 13 M (0.77192982 0.22807018)
#> 4) V37< 0.58815 50 6 M (0.88000000 0.12000000)
#> 8) V44>=0.13265 41 1 M (0.97560976 0.02439024) *
#> 9) V44< 0.13265 9 4 R (0.44444444 0.55555556) *
#> 5) V37>=0.58815 7 0 R (0.00000000 1.00000000) *
#> 3) V59< 0.00735 82 23 R (0.28048780 0.71951220)
#> 6) V55< 0.0073 37 15 M (0.59459459 0.40540541)
#> 12) V48>=0.07485 16 0 M (1.00000000 0.00000000) *
#> 13) V48< 0.07485 21 6 R (0.28571429 0.71428571)
#> 26) V31< 0.4079 7 1 M (0.85714286 0.14285714) *
#> 27) V31>=0.4079 14 0 R (0.00000000 1.00000000) *
#> 7) V55>=0.0073 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V53>=0.01405 46 9 M (0.80434783 0.19565217)
#> 4) V6>=0.0777 35 1 M (0.97142857 0.02857143) *
#> 5) V6< 0.0777 11 3 R (0.27272727 0.72727273) *
#> 3) V53< 0.01405 93 26 R (0.27956989 0.72043011)
#> 6) V17< 0.2162 14 2 M (0.85714286 0.14285714) *
#> 7) V17>=0.2162 79 14 R (0.17721519 0.82278481)
#> 14) V23>=0.785 25 12 M (0.52000000 0.48000000)
#> 28) V18>=0.6879 13 1 M (0.92307692 0.07692308) *
#> 29) V18< 0.6879 12 1 R (0.08333333 0.91666667) *
#> 15) V23< 0.785 54 1 R (0.01851852 0.98148148) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V52>=0.00725 107 37 M (0.65420561 0.34579439)
#> 4) V21>=0.8191 39 2 M (0.94871795 0.05128205) *
#> 5) V21< 0.8191 68 33 R (0.48529412 0.51470588)
#> 10) V43>=0.23825 42 11 M (0.73809524 0.26190476)
#> 20) V11>=0.1862 27 0 M (1.00000000 0.00000000) *
#> 21) V11< 0.1862 15 4 R (0.26666667 0.73333333) *
#> 11) V43< 0.23825 26 2 R (0.07692308 0.92307692) *
#> 3) V52< 0.00725 32 2 R (0.06250000 0.93750000) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V39>=0.17305 95 33 M (0.65263158 0.34736842)
#> 4) V49>=0.05965 34 1 M (0.97058824 0.02941176) *
#> 5) V49< 0.05965 61 29 R (0.47540984 0.52459016)
#> 10) V22>=0.643 30 7 M (0.76666667 0.23333333)
#> 20) V32< 0.48925 23 1 M (0.95652174 0.04347826) *
#> 21) V32>=0.48925 7 1 R (0.14285714 0.85714286) *
#> 11) V22< 0.643 31 6 R (0.19354839 0.80645161)
#> 22) V36< 0.1493 8 2 M (0.75000000 0.25000000) *
#> 23) V36>=0.1493 23 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.17305 44 7 R (0.15909091 0.84090909)
#> 6) V37< 0.16385 10 3 M (0.70000000 0.30000000) *
#> 7) V37>=0.16385 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.44265 95 32 M (0.66315789 0.33684211)
#> 4) V11>=0.1111 80 19 M (0.76250000 0.23750000)
#> 8) V38>=0.0912 73 12 M (0.83561644 0.16438356)
#> 16) V41>=0.21185 38 0 M (1.00000000 0.00000000) *
#> 17) V41< 0.21185 35 12 M (0.65714286 0.34285714)
#> 34) V33>=0.22085 27 5 M (0.81481481 0.18518519)
#> 68) V42< 0.1964 20 1 M (0.95000000 0.05000000) *
#> 69) V42>=0.1964 7 3 R (0.42857143 0.57142857) *
#> 35) V33< 0.22085 8 1 R (0.12500000 0.87500000) *
#> 9) V38< 0.0912 7 0 R (0.00000000 1.00000000) *
#> 5) V11< 0.1111 15 2 R (0.13333333 0.86666667) *
#> 3) V36>=0.44265 44 10 R (0.22727273 0.77272727)
#> 6) V45>=0.26515 10 1 M (0.90000000 0.10000000) *
#> 7) V45< 0.26515 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V4>=0.0606 51 7 M (0.86274510 0.13725490) *
#> 3) V4< 0.0606 88 35 R (0.39772727 0.60227273)
#> 6) V33< 0.5669 61 26 M (0.57377049 0.42622951)
#> 12) V44>=0.12985 39 8 M (0.79487179 0.20512821)
#> 24) V57< 0.0079 28 1 M (0.96428571 0.03571429) *
#> 25) V57>=0.0079 11 4 R (0.36363636 0.63636364) *
#> 13) V44< 0.12985 22 4 R (0.18181818 0.81818182)
#> 26) V10>=0.24085 7 3 M (0.57142857 0.42857143) *
#> 27) V10< 0.24085 15 0 R (0.00000000 1.00000000) *
#> 7) V33>=0.5669 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V51>=0.0129 72 20 M (0.72222222 0.27777778)
#> 4) V36< 0.5503 58 8 M (0.86206897 0.13793103)
#> 8) V8>=0.07215 51 2 M (0.96078431 0.03921569) *
#> 9) V8< 0.07215 7 1 R (0.14285714 0.85714286) *
#> 5) V36>=0.5503 14 2 R (0.14285714 0.85714286) *
#> 3) V51< 0.0129 67 16 R (0.23880597 0.76119403)
#> 6) V60>=0.00815 13 3 M (0.76923077 0.23076923) *
#> 7) V60< 0.00815 54 6 R (0.11111111 0.88888889)
#> 14) V26>=0.90955 7 3 M (0.57142857 0.42857143) *
#> 15) V26< 0.90955 47 2 R (0.04255319 0.95744681) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.13425 86 23 M (0.73255814 0.26744186)
#> 4) V24< 0.7828 55 4 M (0.92727273 0.07272727) *
#> 5) V24>=0.7828 31 12 R (0.38709677 0.61290323)
#> 10) V13>=0.2818 10 0 M (1.00000000 0.00000000) *
#> 11) V13< 0.2818 21 2 R (0.09523810 0.90476190) *
#> 3) V9< 0.13425 53 12 R (0.22641509 0.77358491)
#> 6) V32< 0.12165 9 2 M (0.77777778 0.22222222) *
#> 7) V32>=0.12165 44 5 R (0.11363636 0.88636364) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V20>=0.8754 26 2 M (0.92307692 0.07692308) *
#> 3) V20< 0.8754 113 42 R (0.37168142 0.62831858)
#> 6) V27>=0.8222 28 6 M (0.78571429 0.21428571)
#> 12) V2>=0.0126 21 1 M (0.95238095 0.04761905) *
#> 13) V2< 0.0126 7 2 R (0.28571429 0.71428571) *
#> 7) V27< 0.8222 85 20 R (0.23529412 0.76470588)
#> 14) V52>=0.0209 24 9 M (0.62500000 0.37500000)
#> 28) V1>=0.0263 15 0 M (1.00000000 0.00000000) *
#> 29) V1< 0.0263 9 0 R (0.00000000 1.00000000) *
#> 15) V52< 0.0209 61 5 R (0.08196721 0.91803279) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V49>=0.0349 83 18 M (0.78313253 0.21686747)
#> 4) V18< 0.91855 73 9 M (0.87671233 0.12328767) *
#> 5) V18>=0.91855 10 1 R (0.10000000 0.90000000) *
#> 3) V49< 0.0349 56 11 R (0.19642857 0.80357143)
#> 6) V44>=0.25645 7 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.25645 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V52>=0.00935 79 22 M (0.72151899 0.27848101)
#> 4) V12>=0.07615 70 13 M (0.81428571 0.18571429)
#> 8) V38< 0.65835 63 7 M (0.88888889 0.11111111)
#> 16) V39>=0.17305 54 2 M (0.96296296 0.03703704) *
#> 17) V39< 0.17305 9 4 R (0.44444444 0.55555556) *
#> 9) V38>=0.65835 7 1 R (0.14285714 0.85714286) *
#> 5) V12< 0.07615 9 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00935 60 15 R (0.25000000 0.75000000)
#> 6) V44>=0.20345 15 4 M (0.73333333 0.26666667) *
#> 7) V44< 0.20345 45 4 R (0.08888889 0.91111111) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V9>=0.1517 68 21 M (0.69117647 0.30882353)
#> 4) V15< 0.54385 41 4 M (0.90243902 0.09756098) *
#> 5) V15>=0.54385 27 10 R (0.37037037 0.62962963)
#> 10) V31< 0.3674 10 0 M (1.00000000 0.00000000) *
#> 11) V31>=0.3674 17 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1517 71 16 R (0.22535211 0.77464789)
#> 6) V59>=0.0098 16 3 M (0.81250000 0.18750000) *
#> 7) V59< 0.0098 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V48>=0.0706 78 26 M (0.66666667 0.33333333)
#> 4) V37< 0.35955 46 3 M (0.93478261 0.06521739) *
#> 5) V37>=0.35955 32 9 R (0.28125000 0.71875000)
#> 10) V21>=0.57965 8 1 M (0.87500000 0.12500000) *
#> 11) V21< 0.57965 24 2 R (0.08333333 0.91666667) *
#> 3) V48< 0.0706 61 14 R (0.22950820 0.77049180)
#> 6) V29< 0.28445 9 0 M (1.00000000 0.00000000) *
#> 7) V29>=0.28445 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V37< 0.48 88 37 M (0.57954545 0.42045455)
#> 4) V58>=0.0032 70 21 M (0.70000000 0.30000000)
#> 8) V18>=0.17695 62 14 M (0.77419355 0.22580645)
#> 16) V44>=0.08855 46 4 M (0.91304348 0.08695652)
#> 32) V14< 0.5276 39 0 M (1.00000000 0.00000000) *
#> 33) V14>=0.5276 7 3 R (0.42857143 0.57142857) *
#> 17) V44< 0.08855 16 6 R (0.37500000 0.62500000) *
#> 9) V18< 0.17695 8 1 R (0.12500000 0.87500000) *
#> 5) V58< 0.0032 18 2 R (0.11111111 0.88888889) *
#> 3) V37>=0.48 51 8 R (0.15686275 0.84313725)
#> 6) V28>=0.8589 10 2 M (0.80000000 0.20000000) *
#> 7) V28< 0.8589 41 0 R (0.00000000 1.00000000) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V11>=0.10985 122 48 M (0.60655738 0.39344262)
#> 4) V52>=0.0088 75 15 M (0.80000000 0.20000000)
#> 8) V37< 0.6313 62 6 M (0.90322581 0.09677419) *
#> 9) V37>=0.6313 13 4 R (0.30769231 0.69230769) *
#> 5) V52< 0.0088 47 14 R (0.29787234 0.70212766)
#> 10) V23>=0.85395 10 1 M (0.90000000 0.10000000) *
#> 11) V23< 0.85395 37 5 R (0.13513514 0.86486486) *
#> 3) V11< 0.10985 17 0 R (0.00000000 1.00000000) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V18< 0.26675 34 5 M (0.85294118 0.14705882)
#> 4) V48>=0.07625 27 0 M (1.00000000 0.00000000) *
#> 5) V48< 0.07625 7 2 R (0.28571429 0.71428571) *
#> 3) V18>=0.26675 105 38 R (0.36190476 0.63809524)
#> 6) V31< 0.39045 44 13 M (0.70454545 0.29545455)
#> 12) V12>=0.1962 28 2 M (0.92857143 0.07142857) *
#> 13) V12< 0.1962 16 5 R (0.31250000 0.68750000) *
#> 7) V31>=0.39045 61 7 R (0.11475410 0.88524590) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 50 M (0.64028777 0.35971223)
#> 2) V36< 0.25845 66 9 M (0.86363636 0.13636364)
#> 4) V58>=0.0023 59 4 M (0.93220339 0.06779661) *
#> 5) V58< 0.0023 7 2 R (0.28571429 0.71428571) *
#> 3) V36>=0.25845 73 32 R (0.43835616 0.56164384)
#> 6) V49>=0.07575 23 2 M (0.91304348 0.08695652) *
#> 7) V49< 0.07575 50 11 R (0.22000000 0.78000000)
#> 14) V24>=0.9064 7 0 M (1.00000000 0.00000000) *
#> 15) V24< 0.9064 43 4 R (0.09302326 0.90697674) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V51>=0.01275 74 19 M (0.74324324 0.25675676)
#> 4) V13>=0.2051 49 4 M (0.91836735 0.08163265) *
#> 5) V13< 0.2051 25 10 R (0.40000000 0.60000000)
#> 10) V53< 0.0028 9 0 M (1.00000000 0.00000000) *
#> 11) V53>=0.0028 16 1 R (0.06250000 0.93750000) *
#> 3) V51< 0.01275 65 22 R (0.33846154 0.66153846)
#> 6) V7< 0.0801 10 1 M (0.90000000 0.10000000) *
#> 7) V7>=0.0801 55 13 R (0.23636364 0.76363636)
#> 14) V55< 0.0035 14 5 M (0.64285714 0.35714286) *
#> 15) V55>=0.0035 41 4 R (0.09756098 0.90243902) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V48>=0.04995 91 33 M (0.63736264 0.36263736)
#> 4) V53>=0.0077 52 7 M (0.86538462 0.13461538)
#> 8) V38< 0.5846 43 2 M (0.95348837 0.04651163) *
#> 9) V38>=0.5846 9 4 R (0.44444444 0.55555556) *
#> 5) V53< 0.0077 39 13 R (0.33333333 0.66666667)
#> 10) V55< 0.00685 14 2 M (0.85714286 0.14285714) *
#> 11) V55>=0.00685 25 1 R (0.04000000 0.96000000) *
#> 3) V48< 0.04995 48 10 R (0.20833333 0.79166667)
#> 6) V22>=0.8118 14 6 M (0.57142857 0.42857143) *
#> 7) V22< 0.8118 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V31< 0.3932 66 18 M (0.72727273 0.27272727)
#> 4) V30>=0.24405 55 8 M (0.85454545 0.14545455)
#> 8) V21>=0.57965 46 2 M (0.95652174 0.04347826) *
#> 9) V21< 0.57965 9 3 R (0.33333333 0.66666667) *
#> 5) V30< 0.24405 11 1 R (0.09090909 0.90909091) *
#> 3) V31>=0.3932 73 22 R (0.30136986 0.69863014)
#> 6) V35< 0.19085 10 1 M (0.90000000 0.10000000) *
#> 7) V35>=0.19085 63 13 R (0.20634921 0.79365079)
#> 14) V52>=0.01335 20 10 M (0.50000000 0.50000000)
#> 28) V35< 0.40995 8 0 M (1.00000000 0.00000000) *
#> 29) V35>=0.40995 12 2 R (0.16666667 0.83333333) *
#> 15) V52< 0.01335 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V11>=0.1707 90 26 M (0.71111111 0.28888889)
#> 4) V39>=0.16175 73 13 M (0.82191781 0.17808219)
#> 8) V6< 0.143 59 4 M (0.93220339 0.06779661) *
#> 9) V6>=0.143 14 5 R (0.35714286 0.64285714) *
#> 5) V39< 0.16175 17 4 R (0.23529412 0.76470588) *
#> 3) V11< 0.1707 49 14 R (0.28571429 0.71428571)
#> 6) V45>=0.16155 16 4 M (0.75000000 0.25000000) *
#> 7) V45< 0.16155 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V59>=0.01205 28 5 M (0.82142857 0.17857143)
#> 4) V25< 0.6274 20 0 M (1.00000000 0.00000000) *
#> 5) V25>=0.6274 8 3 R (0.37500000 0.62500000) *
#> 3) V59< 0.01205 111 37 R (0.33333333 0.66666667)
#> 6) V27>=0.83115 39 14 M (0.64102564 0.35897436)
#> 12) V44>=0.15445 21 0 M (1.00000000 0.00000000) *
#> 13) V44< 0.15445 18 4 R (0.22222222 0.77777778) *
#> 7) V27< 0.83115 72 12 R (0.16666667 0.83333333)
#> 14) V21>=0.89755 9 3 M (0.66666667 0.33333333) *
#> 15) V21< 0.89755 63 6 R (0.09523810 0.90476190)
#> 30) V29>=0.89215 7 3 M (0.57142857 0.42857143) *
#> 31) V29< 0.89215 56 2 R (0.03571429 0.96428571) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V46>=0.07315 94 36 M (0.61702128 0.38297872)
#> 4) V15< 0.5495 80 23 M (0.71250000 0.28750000)
#> 8) V32< 0.49535 50 3 M (0.94000000 0.06000000) *
#> 9) V32>=0.49535 30 10 R (0.33333333 0.66666667)
#> 18) V18< 0.2831 10 0 M (1.00000000 0.00000000) *
#> 19) V18>=0.2831 20 0 R (0.00000000 1.00000000) *
#> 5) V15>=0.5495 14 1 R (0.07142857 0.92857143) *
#> 3) V46< 0.07315 45 6 R (0.13333333 0.86666667)
#> 6) V29< 0.32505 7 2 M (0.71428571 0.28571429) *
#> 7) V29>=0.32505 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V37< 0.23695 54 14 M (0.74074074 0.25925926)
#> 4) V9>=0.1238 44 4 M (0.90909091 0.09090909) *
#> 5) V9< 0.1238 10 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.23695 85 26 R (0.30588235 0.69411765)
#> 6) V47>=0.19755 15 3 M (0.80000000 0.20000000) *
#> 7) V47< 0.19755 70 14 R (0.20000000 0.80000000)
#> 14) V59>=0.01495 12 3 M (0.75000000 0.25000000) *
#> 15) V59< 0.01495 58 5 R (0.08620690 0.91379310) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V9>=0.10375 108 38 M (0.64814815 0.35185185)
#> 4) V53>=0.00785 65 13 M (0.80000000 0.20000000)
#> 8) V12>=0.114 56 7 M (0.87500000 0.12500000)
#> 16) V30>=0.25835 49 3 M (0.93877551 0.06122449) *
#> 17) V30< 0.25835 7 3 R (0.42857143 0.57142857) *
#> 9) V12< 0.114 9 3 R (0.33333333 0.66666667) *
#> 5) V53< 0.00785 43 18 R (0.41860465 0.58139535)
#> 10) V28< 0.44605 10 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.44605 33 8 R (0.24242424 0.75757576)
#> 22) V27>=0.72385 15 7 M (0.53333333 0.46666667) *
#> 23) V27< 0.72385 18 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10375 31 3 R (0.09677419 0.90322581) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.5683453 0.4316547)
#> 2) V21>=0.62935 78 18 M (0.7692308 0.2307692)
#> 4) V31< 0.5485 70 10 M (0.8571429 0.1428571)
#> 8) V42>=0.08525 60 3 M (0.9500000 0.0500000) *
#> 9) V42< 0.08525 10 3 R (0.3000000 0.7000000) *
#> 5) V31>=0.5485 8 0 R (0.0000000 1.0000000) *
#> 3) V21< 0.62935 61 19 R (0.3114754 0.6885246)
#> 6) V36< 0.1493 18 5 M (0.7222222 0.2777778) *
#> 7) V36>=0.1493 43 6 R (0.1395349 0.8604651)
#> 14) V52>=0.01845 7 1 M (0.8571429 0.1428571) *
#> 15) V52< 0.01845 36 0 R (0.0000000 1.0000000) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V49>=0.05005 58 9 M (0.84482759 0.15517241)
#> 4) V41< 0.58765 51 2 M (0.96078431 0.03921569) *
#> 5) V41>=0.58765 7 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.05005 81 29 R (0.35802469 0.64197531)
#> 6) V28< 0.43545 17 1 M (0.94117647 0.05882353) *
#> 7) V28>=0.43545 64 13 R (0.20312500 0.79687500)
#> 14) V57< 0.0057 24 11 M (0.54166667 0.45833333)
#> 28) V12>=0.19285 15 2 M (0.86666667 0.13333333) *
#> 29) V12< 0.19285 9 0 R (0.00000000 1.00000000) *
#> 15) V57>=0.0057 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V52>=0.0207 21 1 M (0.95238095 0.04761905) *
#> 3) V52< 0.0207 118 41 R (0.34745763 0.65254237)
#> 6) V45>=0.33645 16 2 M (0.87500000 0.12500000) *
#> 7) V45< 0.33645 102 27 R (0.26470588 0.73529412)
#> 14) V23>=0.78035 30 12 M (0.60000000 0.40000000)
#> 28) V22>=0.7843 21 3 M (0.85714286 0.14285714) *
#> 29) V22< 0.7843 9 0 R (0.00000000 1.00000000) *
#> 15) V23< 0.78035 72 9 R (0.12500000 0.87500000)
#> 30) V48>=0.0757 21 8 R (0.38095238 0.61904762)
#> 60) V50< 0.01575 10 2 M (0.80000000 0.20000000) *
#> 61) V50>=0.01575 11 0 R (0.00000000 1.00000000) *
#> 31) V48< 0.0757 51 1 R (0.01960784 0.98039216) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V11>=0.288 40 6 M (0.85000000 0.15000000)
#> 4) V16< 0.76295 33 1 M (0.96969697 0.03030303) *
#> 5) V16>=0.76295 7 2 R (0.28571429 0.71428571) *
#> 3) V11< 0.288 99 25 R (0.25252525 0.74747475)
#> 6) V47>=0.2697 9 0 M (1.00000000 0.00000000) *
#> 7) V47< 0.2697 90 16 R (0.17777778 0.82222222)
#> 14) V22>=0.9061 17 4 M (0.76470588 0.23529412) *
#> 15) V22< 0.9061 73 3 R (0.04109589 0.95890411) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V12>=0.20075 76 26 M (0.65789474 0.34210526)
#> 4) V7< 0.2145 66 16 M (0.75757576 0.24242424)
#> 8) V11>=0.1573 59 9 M (0.84745763 0.15254237) *
#> 9) V11< 0.1573 7 0 R (0.00000000 1.00000000) *
#> 5) V7>=0.2145 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.20075 63 10 R (0.15873016 0.84126984)
#> 6) V43>=0.32355 8 2 M (0.75000000 0.25000000) *
#> 7) V43< 0.32355 55 4 R (0.07272727 0.92727273) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.4316547 0.5683453)
#> 2) V28>=0.95425 20 2 M (0.9000000 0.1000000) *
#> 3) V28< 0.95425 119 42 R (0.3529412 0.6470588)
#> 6) V52>=0.0209 23 4 M (0.8260870 0.1739130) *
#> 7) V52< 0.0209 96 23 R (0.2395833 0.7604167)
#> 14) V23>=0.6987 59 23 R (0.3898305 0.6101695)
#> 28) V47< 0.14305 43 20 M (0.5348837 0.4651163)
#> 56) V42>=0.15285 26 5 M (0.8076923 0.1923077)
#> 112) V36< 0.52295 18 0 M (1.0000000 0.0000000) *
#> 113) V36>=0.52295 8 3 R (0.3750000 0.6250000) *
#> 57) V42< 0.15285 17 2 R (0.1176471 0.8823529) *
#> 29) V47>=0.14305 16 0 R (0.0000000 1.0000000) *
#> 15) V23< 0.6987 37 0 R (0.0000000 1.0000000) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V32< 0.36305 65 25 M (0.61538462 0.38461538)
#> 4) V4>=0.0598 30 2 M (0.93333333 0.06666667) *
#> 5) V4< 0.0598 35 12 R (0.34285714 0.65714286)
#> 10) V15< 0.15175 10 0 M (1.00000000 0.00000000) *
#> 11) V15>=0.15175 25 2 R (0.08000000 0.92000000) *
#> 3) V32>=0.36305 74 11 R (0.14864865 0.85135135)
#> 6) V3< 0.0119 9 3 M (0.66666667 0.33333333) *
#> 7) V3>=0.0119 65 5 R (0.07692308 0.92307692) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V51>=0.01235 71 22 M (0.69014085 0.30985915)
#> 4) V9>=0.10375 54 9 M (0.83333333 0.16666667)
#> 8) V47>=0.0577 47 4 M (0.91489362 0.08510638) *
#> 9) V47< 0.0577 7 2 R (0.28571429 0.71428571) *
#> 5) V9< 0.10375 17 4 R (0.23529412 0.76470588) *
#> 3) V51< 0.01235 68 17 R (0.25000000 0.75000000)
#> 6) V34>=0.4069 19 7 M (0.63157895 0.36842105) *
#> 7) V34< 0.4069 49 5 R (0.10204082 0.89795918)
#> 14) V31< 0.14745 7 3 M (0.57142857 0.42857143) *
#> 15) V31>=0.14745 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V19< 0.3736 45 10 M (0.77777778 0.22222222)
#> 4) V48>=0.07625 35 1 M (0.97142857 0.02857143) *
#> 5) V48< 0.07625 10 1 R (0.10000000 0.90000000) *
#> 3) V19>=0.3736 94 27 R (0.28723404 0.71276596)
#> 6) V59>=0.01125 17 2 M (0.88235294 0.11764706) *
#> 7) V59< 0.01125 77 12 R (0.15584416 0.84415584)
#> 14) V55< 0.00395 13 4 M (0.69230769 0.30769231) *
#> 15) V55>=0.00395 64 3 R (0.04687500 0.95312500) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V51>=0.01235 78 19 M (0.75641026 0.24358974)
#> 4) V12>=0.23825 43 2 M (0.95348837 0.04651163) *
#> 5) V12< 0.23825 35 17 M (0.51428571 0.48571429)
#> 10) V21>=0.8695 11 0 M (1.00000000 0.00000000) *
#> 11) V21< 0.8695 24 7 R (0.29166667 0.70833333)
#> 22) V16< 0.1616 7 0 M (1.00000000 0.00000000) *
#> 23) V16>=0.1616 17 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01235 61 21 R (0.34426230 0.65573770)
#> 6) V32< 0.34035 19 5 M (0.73684211 0.26315789) *
#> 7) V32>=0.34035 42 7 R (0.16666667 0.83333333)
#> 14) V36< 0.25165 11 4 M (0.63636364 0.36363636) *
#> 15) V36>=0.25165 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V45>=0.3586 12 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3586 127 44 R (0.34645669 0.65354331)
#> 6) V21>=0.63745 72 34 M (0.52777778 0.47222222)
#> 12) V59>=0.00755 25 1 M (0.96000000 0.04000000) *
#> 13) V59< 0.00755 47 14 R (0.29787234 0.70212766)
#> 26) V2< 0.0286 19 6 M (0.68421053 0.31578947) *
#> 27) V2>=0.0286 28 1 R (0.03571429 0.96428571) *
#> 7) V21< 0.63745 55 6 R (0.10909091 0.89090909)
#> 14) V36< 0.2021 11 5 M (0.54545455 0.45454545) *
#> 15) V36>=0.2021 44 0 R (0.00000000 1.00000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V15< 0.44255 72 26 M (0.63888889 0.36111111)
#> 4) V32< 0.57615 49 9 M (0.81632653 0.18367347)
#> 8) V49>=0.0227 41 2 M (0.95121951 0.04878049) *
#> 9) V49< 0.0227 8 1 R (0.12500000 0.87500000) *
#> 5) V32>=0.57615 23 6 R (0.26086957 0.73913043)
#> 10) V45>=0.3747 7 1 M (0.85714286 0.14285714) *
#> 11) V45< 0.3747 16 0 R (0.00000000 1.00000000) *
#> 3) V15>=0.44255 67 8 R (0.11940299 0.88059701)
#> 6) V59>=0.01215 9 2 M (0.77777778 0.22222222) *
#> 7) V59< 0.01215 58 1 R (0.01724138 0.98275862) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V55< 0.0041 43 10 M (0.76744186 0.23255814)
#> 4) V54>=0.0045 32 2 M (0.93750000 0.06250000) *
#> 5) V54< 0.0045 11 3 R (0.27272727 0.72727273) *
#> 3) V55>=0.0041 96 28 R (0.29166667 0.70833333)
#> 6) V2>=0.06875 10 0 M (1.00000000 0.00000000) *
#> 7) V2< 0.06875 86 18 R (0.20930233 0.79069767)
#> 14) V25< 0.4029 16 6 M (0.62500000 0.37500000) *
#> 15) V25>=0.4029 70 8 R (0.11428571 0.88571429)
#> 30) V28>=0.94915 7 2 M (0.71428571 0.28571429) *
#> 31) V28< 0.94915 63 3 R (0.04761905 0.95238095) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V22>=0.77075 58 20 M (0.65517241 0.34482759)
#> 4) V17< 0.80805 45 7 M (0.84444444 0.15555556)
#> 8) V11>=0.1557 33 0 M (1.00000000 0.00000000) *
#> 9) V11< 0.1557 12 5 R (0.41666667 0.58333333) *
#> 5) V17>=0.80805 13 0 R (0.00000000 1.00000000) *
#> 3) V22< 0.77075 81 20 R (0.24691358 0.75308642)
#> 6) V47>=0.2697 7 0 M (1.00000000 0.00000000) *
#> 7) V47< 0.2697 74 13 R (0.17567568 0.82432432)
#> 14) V38< 0.21345 19 9 M (0.52631579 0.47368421) *
#> 15) V38>=0.21345 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 45 R (0.3237410 0.6762590)
#> 2) V9>=0.1608 62 29 M (0.5322581 0.4677419)
#> 4) V17< 0.77805 33 5 M (0.8484848 0.1515152)
#> 8) V37< 0.5221 26 0 M (1.0000000 0.0000000) *
#> 9) V37>=0.5221 7 2 R (0.2857143 0.7142857) *
#> 5) V17>=0.77805 29 5 R (0.1724138 0.8275862)
#> 10) V36< 0.16575 9 4 M (0.5555556 0.4444444) *
#> 11) V36>=0.16575 20 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.1608 77 12 R (0.1558442 0.8441558) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V12>=0.20075 82 30 M (0.63414634 0.36585366)
#> 4) V34< 0.69215 72 20 M (0.72222222 0.27777778)
#> 8) V43>=0.1928 45 4 M (0.91111111 0.08888889)
#> 16) V23>=0.471 38 0 M (1.00000000 0.00000000) *
#> 17) V23< 0.471 7 3 R (0.42857143 0.57142857) *
#> 9) V43< 0.1928 27 11 R (0.40740741 0.59259259)
#> 18) V52>=0.00865 13 2 M (0.84615385 0.15384615) *
#> 19) V52< 0.00865 14 0 R (0.00000000 1.00000000) *
#> 5) V34>=0.69215 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.20075 57 12 R (0.21052632 0.78947368)
#> 6) V20>=0.8291 11 3 M (0.72727273 0.27272727) *
#> 7) V20< 0.8291 46 4 R (0.08695652 0.91304348) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V50>=0.0117 96 38 M (0.60416667 0.39583333)
#> 4) V55< 0.0067 45 5 M (0.88888889 0.11111111) *
#> 5) V55>=0.0067 51 18 R (0.35294118 0.64705882)
#> 10) V58>=0.0065 23 7 M (0.69565217 0.30434783)
#> 20) V11>=0.24725 15 0 M (1.00000000 0.00000000) *
#> 21) V11< 0.24725 8 1 R (0.12500000 0.87500000) *
#> 11) V58< 0.0065 28 2 R (0.07142857 0.92857143) *
#> 3) V50< 0.0117 43 5 R (0.11627907 0.88372093)
#> 6) V46>=0.1197 7 3 M (0.57142857 0.42857143) *
#> 7) V46< 0.1197 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V27>=0.8307 42 7 M (0.83333333 0.16666667)
#> 4) V17< 0.24425 34 1 M (0.97058824 0.02941176) *
#> 5) V17>=0.24425 8 2 R (0.25000000 0.75000000) *
#> 3) V27< 0.8307 97 33 R (0.34020619 0.65979381)
#> 6) V36< 0.4542 63 30 M (0.52380952 0.47619048)
#> 12) V1>=0.0107 47 14 M (0.70212766 0.29787234)
#> 24) V5>=0.04015 38 6 M (0.84210526 0.15789474) *
#> 25) V5< 0.04015 9 1 R (0.11111111 0.88888889) *
#> 13) V1< 0.0107 16 0 R (0.00000000 1.00000000) *
#> 7) V36>=0.4542 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) V43>=0.1855 83 26 M (0.68674699 0.31325301)
#> 4) V33< 0.79795 73 16 M (0.78082192 0.21917808)
#> 8) V5>=0.0365 56 6 M (0.89285714 0.10714286) *
#> 9) V5< 0.0365 17 7 R (0.41176471 0.58823529) *
#> 5) V33>=0.79795 10 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.1855 56 13 R (0.23214286 0.76785714)
#> 6) V34< 0.23175 13 4 M (0.69230769 0.30769231) *
#> 7) V34>=0.23175 43 4 R (0.09302326 0.90697674) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V39>=0.17305 109 49 M (0.55045872 0.44954128)
#> 4) V49>=0.06895 27 2 M (0.92592593 0.07407407) *
#> 5) V49< 0.06895 82 35 R (0.42682927 0.57317073)
#> 10) V22>=0.643 39 13 M (0.66666667 0.33333333)
#> 20) V46>=0.02905 32 6 M (0.81250000 0.18750000)
#> 40) V6< 0.1575 25 1 M (0.96000000 0.04000000) *
#> 41) V6>=0.1575 7 2 R (0.28571429 0.71428571) *
#> 21) V46< 0.02905 7 0 R (0.00000000 1.00000000) *
#> 11) V22< 0.643 43 9 R (0.20930233 0.79069767)
#> 22) V36< 0.2248 16 7 M (0.56250000 0.43750000) *
#> 23) V36>=0.2248 27 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.17305 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V48>=0.07485 66 20 M (0.69696970 0.30303030)
#> 4) V13>=0.10745 59 13 M (0.77966102 0.22033898)
#> 8) V17< 0.80025 52 7 M (0.86538462 0.13461538) *
#> 9) V17>=0.80025 7 1 R (0.14285714 0.85714286) *
#> 5) V13< 0.10745 7 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.07485 73 21 R (0.28767123 0.71232877)
#> 6) V31< 0.34135 35 15 M (0.57142857 0.42857143)
#> 12) V17>=0.3959 23 3 M (0.86956522 0.13043478) *
#> 13) V17< 0.3959 12 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.34135 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V47>=0.07095 82 30 M (0.63414634 0.36585366)
#> 4) V28>=0.6184 40 5 M (0.87500000 0.12500000) *
#> 5) V28< 0.6184 42 17 R (0.40476190 0.59523810)
#> 10) V57>=0.01125 14 0 M (1.00000000 0.00000000) *
#> 11) V57< 0.01125 28 3 R (0.10714286 0.89285714) *
#> 3) V47< 0.07095 57 10 R (0.17543860 0.82456140)
#> 6) V34< 0.20105 12 3 M (0.75000000 0.25000000) *
#> 7) V34>=0.20105 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V31< 0.4623 78 22 M (0.71794872 0.28205128)
#> 4) V46>=0.06985 56 8 M (0.85714286 0.14285714)
#> 8) V31>=0.18925 45 1 M (0.97777778 0.02222222) *
#> 9) V31< 0.18925 11 4 R (0.36363636 0.63636364) *
#> 5) V46< 0.06985 22 8 R (0.36363636 0.63636364)
#> 10) V33>=0.22085 11 3 M (0.72727273 0.27272727) *
#> 11) V33< 0.22085 11 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4623 61 13 R (0.21311475 0.78688525)
#> 6) V18< 0.27415 16 4 M (0.75000000 0.25000000) *
#> 7) V18>=0.27415 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V20>=0.51445 87 29 M (0.66666667 0.33333333)
#> 4) V10>=0.0869 67 13 M (0.80597015 0.19402985)
#> 8) V33< 0.4983 59 7 M (0.88135593 0.11864407)
#> 16) V42>=0.13645 51 2 M (0.96078431 0.03921569) *
#> 17) V42< 0.13645 8 3 R (0.37500000 0.62500000) *
#> 9) V33>=0.4983 8 2 R (0.25000000 0.75000000) *
#> 5) V10< 0.0869 20 4 R (0.20000000 0.80000000)
#> 10) V38>=0.441 7 3 M (0.57142857 0.42857143) *
#> 11) V38< 0.441 13 0 R (0.00000000 1.00000000) *
#> 3) V20< 0.51445 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V52>=0.00935 95 26 M (0.72631579 0.27368421)
#> 4) V12>=0.1311 68 7 M (0.89705882 0.10294118) *
#> 5) V12< 0.1311 27 8 R (0.29629630 0.70370370)
#> 10) V12< 0.0377 8 0 M (1.00000000 0.00000000) *
#> 11) V12>=0.0377 19 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00935 44 10 R (0.22727273 0.77272727)
#> 6) V23>=0.8642 7 0 M (1.00000000 0.00000000) *
#> 7) V23< 0.8642 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V27>=0.81325 36 7 M (0.80555556 0.19444444)
#> 4) V11>=0.17755 29 1 M (0.96551724 0.03448276) *
#> 5) V11< 0.17755 7 1 R (0.14285714 0.85714286) *
#> 3) V27< 0.81325 103 28 R (0.27184466 0.72815534)
#> 6) V59>=0.01125 23 5 M (0.78260870 0.21739130)
#> 12) V10>=0.18915 16 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.18915 7 2 R (0.28571429 0.71428571) *
#> 7) V59< 0.01125 80 10 R (0.12500000 0.87500000)
#> 14) V21>=0.88965 12 5 M (0.58333333 0.41666667) *
#> 15) V21< 0.88965 68 3 R (0.04411765 0.95588235) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.4964029 0.5035971)
#> 2) V48>=0.07485 64 16 M (0.7500000 0.2500000)
#> 4) V39>=0.16245 54 8 M (0.8518519 0.1481481) *
#> 5) V39< 0.16245 10 2 R (0.2000000 0.8000000) *
#> 3) V48< 0.07485 75 21 R (0.2800000 0.7200000)
#> 6) V59>=0.00755 25 9 M (0.6400000 0.3600000)
#> 12) V26>=0.4148 15 0 M (1.0000000 0.0000000) *
#> 13) V26< 0.4148 10 1 R (0.1000000 0.9000000) *
#> 7) V59< 0.00755 50 5 R (0.1000000 0.9000000) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V31< 0.4623 64 19 M (0.70312500 0.29687500)
#> 4) V21>=0.57965 47 8 M (0.82978723 0.17021277)
#> 8) V51>=0.0089 35 1 M (0.97142857 0.02857143) *
#> 9) V51< 0.0089 12 5 R (0.41666667 0.58333333) *
#> 5) V21< 0.57965 17 6 R (0.35294118 0.64705882) *
#> 3) V31>=0.4623 75 13 R (0.17333333 0.82666667)
#> 6) V29>=0.7011 33 13 R (0.39393939 0.60606061)
#> 12) V48>=0.07585 13 0 M (1.00000000 0.00000000) *
#> 13) V48< 0.07585 20 0 R (0.00000000 1.00000000) *
#> 7) V29< 0.7011 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V10>=0.19155 66 16 M (0.7575758 0.2424242)
#> 4) V15< 0.56165 48 5 M (0.8958333 0.1041667) *
#> 5) V15>=0.56165 18 7 R (0.3888889 0.6111111) *
#> 3) V10< 0.19155 73 21 R (0.2876712 0.7123288)
#> 6) V45>=0.16015 31 14 M (0.5483871 0.4516129)
#> 12) V5>=0.0401 16 1 M (0.9375000 0.0625000) *
#> 13) V5< 0.0401 15 2 R (0.1333333 0.8666667) *
#> 7) V45< 0.16015 42 4 R (0.0952381 0.9047619) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V35< 0.244 43 2 M (0.95348837 0.04651163) *
#> 3) V35>=0.244 96 44 R (0.45833333 0.54166667)
#> 6) V49>=0.07575 27 3 M (0.88888889 0.11111111) *
#> 7) V49< 0.07575 69 20 R (0.28985507 0.71014493)
#> 14) V27< 0.50335 15 3 M (0.80000000 0.20000000) *
#> 15) V27>=0.50335 54 8 R (0.14814815 0.85185185)
#> 30) V23>=0.86275 11 4 M (0.63636364 0.36363636) *
#> 31) V23< 0.86275 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V33< 0.50895 109 37 M (0.66055046 0.33944954)
#> 4) V43>=0.25015 35 0 M (1.00000000 0.00000000) *
#> 5) V43< 0.25015 74 37 M (0.50000000 0.50000000)
#> 10) V52>=0.0088 51 16 M (0.68627451 0.31372549)
#> 20) V8< 0.17195 42 7 M (0.83333333 0.16666667)
#> 40) V11>=0.1168 34 0 M (1.00000000 0.00000000) *
#> 41) V11< 0.1168 8 1 R (0.12500000 0.87500000) *
#> 21) V8>=0.17195 9 0 R (0.00000000 1.00000000) *
#> 11) V52< 0.0088 23 2 R (0.08695652 0.91304348) *
#> 3) V33>=0.50895 30 5 R (0.16666667 0.83333333)
#> 6) V19< 0.28495 9 4 M (0.55555556 0.44444444) *
#> 7) V19>=0.28495 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V33< 0.51215 111 33 M (0.70270270 0.29729730)
#> 4) V39>=0.28455 58 2 M (0.96551724 0.03448276) *
#> 5) V39< 0.28455 53 22 R (0.41509434 0.58490566)
#> 10) V60< 0.00175 11 0 M (1.00000000 0.00000000) *
#> 11) V60>=0.00175 42 11 R (0.26190476 0.73809524)
#> 22) V4>=0.05695 16 5 M (0.68750000 0.31250000) *
#> 23) V4< 0.05695 26 0 R (0.00000000 1.00000000) *
#> 3) V33>=0.51215 28 4 R (0.14285714 0.85714286)
#> 6) V10>=0.1419 7 3 M (0.57142857 0.42857143) *
#> 7) V10< 0.1419 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.5035971 0.4964029)
#> 2) V33< 0.50895 97 32 M (0.6701031 0.3298969)
#> 4) V34>=0.28565 51 6 M (0.8823529 0.1176471) *
#> 5) V34< 0.28565 46 20 R (0.4347826 0.5652174)
#> 10) V5>=0.1144 13 0 M (1.0000000 0.0000000) *
#> 11) V5< 0.1144 33 7 R (0.2121212 0.7878788)
#> 22) V25>=0.92245 8 2 M (0.7500000 0.2500000) *
#> 23) V25< 0.92245 25 1 R (0.0400000 0.9600000) *
#> 3) V33>=0.50895 42 5 R (0.1190476 0.8809524)
#> 6) V10>=0.2247 9 4 M (0.5555556 0.4444444) *
#> 7) V10< 0.2247 33 0 R (0.0000000 1.0000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V28>=0.9337 18 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.9337 121 40 R (0.33057851 0.66942149)
#> 6) V28< 0.46015 27 7 M (0.74074074 0.25925926)
#> 12) V21>=0.6416 20 1 M (0.95000000 0.05000000) *
#> 13) V21< 0.6416 7 1 R (0.14285714 0.85714286) *
#> 7) V28>=0.46015 94 20 R (0.21276596 0.78723404)
#> 14) V4>=0.0543 26 12 M (0.53846154 0.46153846)
#> 28) V35< 0.2454 11 0 M (1.00000000 0.00000000) *
#> 29) V35>=0.2454 15 3 R (0.20000000 0.80000000) *
#> 15) V4< 0.0543 68 6 R (0.08823529 0.91176471) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V45>=0.32375 21 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.32375 118 41 R (0.34745763 0.65254237)
#> 6) V22>=0.78515 47 16 M (0.65957447 0.34042553)
#> 12) V42>=0.08525 35 5 M (0.85714286 0.14285714)
#> 24) V34< 0.3928 27 0 M (1.00000000 0.00000000) *
#> 25) V34>=0.3928 8 3 R (0.37500000 0.62500000) *
#> 13) V42< 0.08525 12 1 R (0.08333333 0.91666667) *
#> 7) V22< 0.78515 71 10 R (0.14084507 0.85915493)
#> 14) V60>=0.01065 7 1 M (0.85714286 0.14285714) *
#> 15) V60< 0.01065 64 4 R (0.06250000 0.93750000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V49>=0.0583 51 8 M (0.84313725 0.15686275)
#> 4) V53>=0.0038 44 2 M (0.95454545 0.04545455) *
#> 5) V53< 0.0038 7 1 R (0.14285714 0.85714286) *
#> 3) V49< 0.0583 88 33 R (0.37500000 0.62500000)
#> 6) V11>=0.16715 55 24 M (0.56363636 0.43636364)
#> 12) V22>=0.45405 43 12 M (0.72093023 0.27906977)
#> 24) V20< 0.7954 28 2 M (0.92857143 0.07142857) *
#> 25) V20>=0.7954 15 5 R (0.33333333 0.66666667) *
#> 13) V22< 0.45405 12 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.16715 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V46>=0.0547 111 43 M (0.61261261 0.38738739)
#> 4) V37< 0.48 85 22 M (0.74117647 0.25882353)
#> 8) V43>=0.2298 43 0 M (1.00000000 0.00000000) *
#> 9) V43< 0.2298 42 20 R (0.47619048 0.52380952)
#> 18) V57< 0.0057 22 3 M (0.86363636 0.13636364) *
#> 19) V57>=0.0057 20 1 R (0.05000000 0.95000000) *
#> 5) V37>=0.48 26 5 R (0.19230769 0.80769231) *
#> 3) V46< 0.0547 28 2 R (0.07142857 0.92857143) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V11>=0.1745 91 25 M (0.72527473 0.27472527)
#> 4) V16< 0.39975 53 4 M (0.92452830 0.07547170) *
#> 5) V16>=0.39975 38 17 R (0.44736842 0.55263158)
#> 10) V56>=0.00995 17 2 M (0.88235294 0.11764706) *
#> 11) V56< 0.00995 21 2 R (0.09523810 0.90476190) *
#> 3) V11< 0.1745 48 12 R (0.25000000 0.75000000)
#> 6) V45>=0.1652 17 7 M (0.58823529 0.41176471) *
#> 7) V45< 0.1652 31 2 R (0.06451613 0.93548387) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V31< 0.4569 71 19 M (0.73239437 0.26760563)
#> 4) V11>=0.10985 61 9 M (0.85245902 0.14754098)
#> 8) V39>=0.16165 54 4 M (0.92592593 0.07407407) *
#> 9) V39< 0.16165 7 2 R (0.28571429 0.71428571) *
#> 5) V11< 0.10985 10 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4569 68 21 R (0.30882353 0.69117647)
#> 6) V29>=0.7444 31 10 M (0.67741935 0.32258065)
#> 12) V48>=0.07585 19 1 M (0.94736842 0.05263158) *
#> 13) V48< 0.07585 12 3 R (0.25000000 0.75000000) *
#> 7) V29< 0.7444 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V36< 0.1841 35 4 M (0.88571429 0.11428571)
#> 4) V18>=0.2423 28 0 M (1.00000000 0.00000000) *
#> 5) V18< 0.2423 7 3 R (0.42857143 0.57142857) *
#> 3) V36>=0.1841 104 38 R (0.36538462 0.63461538)
#> 6) V21>=0.913 10 0 M (1.00000000 0.00000000) *
#> 7) V21< 0.913 94 28 R (0.29787234 0.70212766)
#> 14) V45>=0.3586 12 1 M (0.91666667 0.08333333) *
#> 15) V45< 0.3586 82 17 R (0.20731707 0.79268293)
#> 30) V22>=0.78655 28 14 M (0.50000000 0.50000000)
#> 60) V23>=0.77305 16 2 M (0.87500000 0.12500000) *
#> 61) V23< 0.77305 12 0 R (0.00000000 1.00000000) *
#> 31) V22< 0.78655 54 3 R (0.05555556 0.94444444) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V36< 0.29545 61 16 M (0.73770492 0.26229508)
#> 4) V16< 0.68325 46 3 M (0.93478261 0.06521739) *
#> 5) V16>=0.68325 15 2 R (0.13333333 0.86666667) *
#> 3) V36>=0.29545 78 22 R (0.28205128 0.71794872)
#> 6) V27>=0.8222 14 2 M (0.85714286 0.14285714) *
#> 7) V27< 0.8222 64 10 R (0.15625000 0.84375000)
#> 14) V24>=0.9035 7 2 M (0.71428571 0.28571429) *
#> 15) V24< 0.9035 57 5 R (0.08771930 0.91228070) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V37< 0.5102 108 30 M (0.72222222 0.27777778)
#> 4) V42>=0.08525 93 18 M (0.80645161 0.19354839)
#> 8) V3>=0.02335 69 6 M (0.91304348 0.08695652)
#> 16) V32>=0.1098 62 2 M (0.96774194 0.03225806) *
#> 17) V32< 0.1098 7 3 R (0.42857143 0.57142857) *
#> 9) V3< 0.02335 24 12 M (0.50000000 0.50000000)
#> 18) V10>=0.13065 15 3 M (0.80000000 0.20000000) *
#> 19) V10< 0.13065 9 0 R (0.00000000 1.00000000) *
#> 5) V42< 0.08525 15 3 R (0.20000000 0.80000000) *
#> 3) V37>=0.5102 31 6 R (0.19354839 0.80645161)
#> 6) V32< 0.35005 10 4 M (0.60000000 0.40000000) *
#> 7) V32>=0.35005 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V27< 0.50335 45 6 M (0.86666667 0.13333333)
#> 4) V15>=0.33785 38 1 M (0.97368421 0.02631579) *
#> 5) V15< 0.33785 7 2 R (0.28571429 0.71428571) *
#> 3) V27>=0.50335 94 34 R (0.36170213 0.63829787)
#> 6) V12>=0.19455 47 18 M (0.61702128 0.38297872)
#> 12) V46< 0.21035 32 5 M (0.84375000 0.15625000)
#> 24) V46>=0.0547 25 0 M (1.00000000 0.00000000) *
#> 25) V46< 0.0547 7 2 R (0.28571429 0.71428571) *
#> 13) V46>=0.21035 15 2 R (0.13333333 0.86666667) *
#> 7) V12< 0.19455 47 5 R (0.10638298 0.89361702)
#> 14) V40>=0.3531 7 2 M (0.71428571 0.28571429) *
#> 15) V40< 0.3531 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V11>=0.21655 82 35 M (0.57317073 0.42682927)
#> 4) V17< 0.23565 24 0 M (1.00000000 0.00000000) *
#> 5) V17>=0.23565 58 23 R (0.39655172 0.60344828)
#> 10) V59>=0.0117 18 1 M (0.94444444 0.05555556) *
#> 11) V59< 0.0117 40 6 R (0.15000000 0.85000000)
#> 22) V57< 0.00575 10 4 M (0.60000000 0.40000000) *
#> 23) V57>=0.00575 30 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.21655 57 8 R (0.14035088 0.85964912)
#> 6) V4< 0.01435 8 2 M (0.75000000 0.25000000) *
#> 7) V4>=0.01435 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V21>=0.62765 74 24 M (0.67567568 0.32432432)
#> 4) V59>=0.00755 31 1 M (0.96774194 0.03225806) *
#> 5) V59< 0.00755 43 20 R (0.46511628 0.53488372)
#> 10) V56< 0.00425 13 0 M (1.00000000 0.00000000) *
#> 11) V56>=0.00425 30 7 R (0.23333333 0.76666667)
#> 22) V43>=0.19365 9 2 M (0.77777778 0.22222222) *
#> 23) V43< 0.19365 21 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.62765 65 16 R (0.24615385 0.75384615)
#> 6) V27>=0.83115 11 2 M (0.81818182 0.18181818) *
#> 7) V27< 0.83115 54 7 R (0.12962963 0.87037037)
#> 14) V53>=0.01725 9 2 M (0.77777778 0.22222222) *
#> 15) V53< 0.01725 45 0 R (0.00000000 1.00000000) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V11>=0.1117 106 46 M (0.56603774 0.43396226)
#> 4) V36< 0.46265 75 22 M (0.70666667 0.29333333)
#> 8) V18< 0.9642 68 15 M (0.77941176 0.22058824)
#> 16) V55< 0.00735 32 1 M (0.96875000 0.03125000) *
#> 17) V55>=0.00735 36 14 M (0.61111111 0.38888889)
#> 34) V27< 0.5473 14 0 M (1.00000000 0.00000000) *
#> 35) V27>=0.5473 22 8 R (0.36363636 0.63636364)
#> 70) V41>=0.2561 7 1 M (0.85714286 0.14285714) *
#> 71) V41< 0.2561 15 2 R (0.13333333 0.86666667) *
#> 9) V18>=0.9642 7 0 R (0.00000000 1.00000000) *
#> 5) V36>=0.46265 31 7 R (0.22580645 0.77419355)
#> 10) V45>=0.33005 7 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.33005 24 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1117 33 3 R (0.09090909 0.90909091) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.48 93 33 M (0.64516129 0.35483871)
#> 4) V58>=0.00375 71 13 M (0.81690141 0.18309859)
#> 8) V31< 0.7457 62 6 M (0.90322581 0.09677419) *
#> 9) V31>=0.7457 9 2 R (0.22222222 0.77777778) *
#> 5) V58< 0.00375 22 2 R (0.09090909 0.90909091) *
#> 3) V37>=0.48 46 9 R (0.19565217 0.80434783)
#> 6) V45>=0.26515 11 2 M (0.81818182 0.18181818) *
#> 7) V45< 0.26515 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V27< 0.29685 21 1 M (0.95238095 0.04761905) *
#> 3) V27>=0.29685 118 34 R (0.28813559 0.71186441)
#> 6) V27>=0.94025 13 1 M (0.92307692 0.07692308) *
#> 7) V27< 0.94025 105 22 R (0.20952381 0.79047619)
#> 14) V4>=0.08375 10 1 M (0.90000000 0.10000000) *
#> 15) V4< 0.08375 95 13 R (0.13684211 0.86315789)
#> 30) V54>=0.01855 7 1 M (0.85714286 0.14285714) *
#> 31) V54< 0.01855 88 7 R (0.07954545 0.92045455) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V48>=0.07485 70 19 M (0.7285714 0.2714286)
#> 4) V52>=0.0062 60 9 M (0.8500000 0.1500000) *
#> 5) V52< 0.0062 10 0 R (0.0000000 1.0000000) *
#> 3) V48< 0.07485 69 7 R (0.1014493 0.8985507)
#> 6) V41>=0.42065 7 3 M (0.5714286 0.4285714) *
#> 7) V41< 0.42065 62 3 R (0.0483871 0.9516129) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V22>=0.7745 48 14 M (0.70833333 0.29166667)
#> 4) V32< 0.48955 37 3 M (0.91891892 0.08108108) *
#> 5) V32>=0.48955 11 0 R (0.00000000 1.00000000) *
#> 3) V22< 0.7745 91 25 R (0.27472527 0.72527473)
#> 6) V47>=0.2697 11 0 M (1.00000000 0.00000000) *
#> 7) V47< 0.2697 80 14 R (0.17500000 0.82500000)
#> 14) V4>=0.04675 27 12 R (0.44444444 0.55555556)
#> 28) V37< 0.378 11 1 M (0.90909091 0.09090909) *
#> 29) V37>=0.378 16 2 R (0.12500000 0.87500000) *
#> 15) V4< 0.04675 53 2 R (0.03773585 0.96226415) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V52>=0.00935 87 34 M (0.60919540 0.39080460)
#> 4) V39< 0.4562 66 16 M (0.75757576 0.24242424)
#> 8) V1>=0.0107 52 6 M (0.88461538 0.11538462) *
#> 9) V1< 0.0107 14 4 R (0.28571429 0.71428571) *
#> 5) V39>=0.4562 21 3 R (0.14285714 0.85714286) *
#> 3) V52< 0.00935 52 9 R (0.17307692 0.82692308)
#> 6) V26>=0.95715 8 1 M (0.87500000 0.12500000) *
#> 7) V26< 0.95715 44 2 R (0.04545455 0.95454545) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V16< 0.66545 104 47 M (0.54807692 0.45192308)
#> 4) V45>=0.1728 40 4 M (0.90000000 0.10000000)
#> 8) V35< 0.7963 33 0 M (1.00000000 0.00000000) *
#> 9) V35>=0.7963 7 3 R (0.42857143 0.57142857) *
#> 5) V45< 0.1728 64 21 R (0.32812500 0.67187500)
#> 10) V11>=0.28795 13 1 M (0.92307692 0.07692308) *
#> 11) V11< 0.28795 51 9 R (0.17647059 0.82352941)
#> 22) V28>=0.94915 8 2 M (0.75000000 0.25000000) *
#> 23) V28< 0.94915 43 3 R (0.06976744 0.93023256) *
#> 3) V16>=0.66545 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V55< 0.00685 52 10 M (0.80769231 0.19230769)
#> 4) V8< 0.1737 45 3 M (0.93333333 0.06666667) *
#> 5) V8>=0.1737 7 0 R (0.00000000 1.00000000) *
#> 3) V55>=0.00685 87 24 R (0.27586207 0.72413793)
#> 6) V59>=0.0111 20 3 M (0.85000000 0.15000000) *
#> 7) V59< 0.0111 67 7 R (0.10447761 0.89552239)
#> 14) V29>=0.7772 20 7 R (0.35000000 0.65000000)
#> 28) V41>=0.22095 7 0 M (1.00000000 0.00000000) *
#> 29) V41< 0.22095 13 0 R (0.00000000 1.00000000) *
#> 15) V29< 0.7772 47 0 R (0.00000000 1.00000000) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V11>=0.1745 83 31 M (0.6265060 0.3734940)
#> 4) V6< 0.1424 56 9 M (0.8392857 0.1607143)
#> 8) V1< 0.04365 48 3 M (0.9375000 0.0625000) *
#> 9) V1>=0.04365 8 2 R (0.2500000 0.7500000) *
#> 5) V6>=0.1424 27 5 R (0.1851852 0.8148148)
#> 10) V51>=0.013 8 3 M (0.6250000 0.3750000) *
#> 11) V51< 0.013 19 0 R (0.0000000 1.0000000) *
#> 3) V11< 0.1745 56 10 R (0.1785714 0.8214286) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V20>=0.88125 27 2 M (0.92592593 0.07407407) *
#> 3) V20< 0.88125 112 42 R (0.37500000 0.62500000)
#> 6) V19< 0.37225 31 7 M (0.77419355 0.22580645)
#> 12) V48>=0.06165 22 0 M (1.00000000 0.00000000) *
#> 13) V48< 0.06165 9 2 R (0.22222222 0.77777778) *
#> 7) V19>=0.37225 81 18 R (0.22222222 0.77777778)
#> 14) V37< 0.12915 8 0 M (1.00000000 0.00000000) *
#> 15) V37>=0.12915 73 10 R (0.13698630 0.86301370)
#> 30) V55< 0.00365 7 1 M (0.85714286 0.14285714) *
#> 31) V55>=0.00365 66 4 R (0.06060606 0.93939394) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V39>=0.1625 108 42 M (0.61111111 0.38888889)
#> 4) V32< 0.57615 83 23 M (0.72289157 0.27710843)
#> 8) V44>=0.15645 43 2 M (0.95348837 0.04651163) *
#> 9) V44< 0.15645 40 19 R (0.47500000 0.52500000)
#> 18) V10>=0.1663 24 6 M (0.75000000 0.25000000)
#> 36) V52>=0.00955 17 0 M (1.00000000 0.00000000) *
#> 37) V52< 0.00955 7 1 R (0.14285714 0.85714286) *
#> 19) V10< 0.1663 16 1 R (0.06250000 0.93750000) *
#> 5) V32>=0.57615 25 6 R (0.24000000 0.76000000)
#> 10) V45>=0.35835 7 1 M (0.85714286 0.14285714) *
#> 11) V45< 0.35835 18 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.1625 31 2 R (0.06451613 0.93548387) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V3< 0.05055 84 33 M (0.60714286 0.39285714)
#> 4) V10>=0.1663 40 4 M (0.90000000 0.10000000) *
#> 5) V10< 0.1663 44 15 R (0.34090909 0.65909091)
#> 10) V32< 0.4054 18 5 M (0.72222222 0.27777778) *
#> 11) V32>=0.4054 26 2 R (0.07692308 0.92307692) *
#> 3) V3>=0.05055 55 11 R (0.20000000 0.80000000)
#> 6) V53>=0.01705 12 3 M (0.75000000 0.25000000) *
#> 7) V53< 0.01705 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V31< 0.4623 63 21 M (0.66666667 0.33333333)
#> 4) V22>=0.85385 25 0 M (1.00000000 0.00000000) *
#> 5) V22< 0.85385 38 17 R (0.44736842 0.55263158)
#> 10) V4>=0.07785 8 0 M (1.00000000 0.00000000) *
#> 11) V4< 0.07785 30 9 R (0.30000000 0.70000000)
#> 22) V55< 0.00415 9 1 M (0.88888889 0.11111111) *
#> 23) V55>=0.00415 21 1 R (0.04761905 0.95238095) *
#> 3) V31>=0.4623 76 21 R (0.27631579 0.72368421)
#> 6) V28>=0.85395 25 8 M (0.68000000 0.32000000)
#> 12) V46>=0.113 17 1 M (0.94117647 0.05882353) *
#> 13) V46< 0.113 8 1 R (0.12500000 0.87500000) *
#> 7) V28< 0.85395 51 4 R (0.07843137 0.92156863)
#> 14) V43>=0.4377 7 3 M (0.57142857 0.42857143) *
#> 15) V43< 0.4377 44 0 R (0.00000000 1.00000000) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V52>=0.0213 22 2 M (0.90909091 0.09090909) *
#> 3) V52< 0.0213 117 31 R (0.26495726 0.73504274)
#> 6) V50< 0.0147 44 19 M (0.56818182 0.43181818)
#> 12) V47>=0.07095 25 3 M (0.88000000 0.12000000) *
#> 13) V47< 0.07095 19 3 R (0.15789474 0.84210526) *
#> 7) V50>=0.0147 73 6 R (0.08219178 0.91780822)
#> 14) V16< 0.20195 8 3 M (0.62500000 0.37500000) *
#> 15) V16>=0.20195 65 1 R (0.01538462 0.98461538) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V27< 0.5025 41 11 M (0.73170732 0.26829268)
#> 4) V4>=0.03795 33 3 M (0.90909091 0.09090909) *
#> 5) V4< 0.03795 8 0 R (0.00000000 1.00000000) *
#> 3) V27>=0.5025 98 27 R (0.27551020 0.72448980)
#> 6) V35< 0.1369 8 0 M (1.00000000 0.00000000) *
#> 7) V35>=0.1369 90 19 R (0.21111111 0.78888889)
#> 14) V50< 0.0066 10 3 M (0.70000000 0.30000000) *
#> 15) V50>=0.0066 80 12 R (0.15000000 0.85000000)
#> 30) V25>=0.95045 8 2 M (0.75000000 0.25000000) *
#> 31) V25< 0.95045 72 6 R (0.08333333 0.91666667) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V48>=0.07485 68 22 M (0.67647059 0.32352941)
#> 4) V37< 0.4579 40 3 M (0.92500000 0.07500000) *
#> 5) V37>=0.4579 28 9 R (0.32142857 0.67857143)
#> 10) V27>=0.8123 8 0 M (1.00000000 0.00000000) *
#> 11) V27< 0.8123 20 1 R (0.05000000 0.95000000) *
#> 3) V48< 0.07485 71 16 R (0.22535211 0.77464789)
#> 6) V48< 0.0382 20 8 M (0.60000000 0.40000000)
#> 12) V21>=0.61545 11 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.61545 9 1 R (0.11111111 0.88888889) *
#> 7) V48>=0.0382 51 4 R (0.07843137 0.92156863) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V31< 0.3751 53 12 M (0.77358491 0.22641509)
#> 4) V7>=0.05925 45 5 M (0.88888889 0.11111111) *
#> 5) V7< 0.05925 8 1 R (0.12500000 0.87500000) *
#> 3) V31>=0.3751 86 23 R (0.26744186 0.73255814)
#> 6) V29>=0.7546 26 8 M (0.69230769 0.30769231)
#> 12) V60< 0.0064 18 1 M (0.94444444 0.05555556) *
#> 13) V60>=0.0064 8 1 R (0.12500000 0.87500000) *
#> 7) V29< 0.7546 60 5 R (0.08333333 0.91666667) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.1608 59 12 M (0.79661017 0.20338983)
#> 4) V1< 0.0448 48 4 M (0.91666667 0.08333333) *
#> 5) V1>=0.0448 11 3 R (0.27272727 0.72727273) *
#> 3) V9< 0.1608 80 28 R (0.35000000 0.65000000)
#> 6) V39>=0.28605 46 19 M (0.58695652 0.41304348)
#> 12) V33< 0.5613 35 8 M (0.77142857 0.22857143)
#> 24) V6>=0.037 27 3 M (0.88888889 0.11111111) *
#> 25) V6< 0.037 8 3 R (0.37500000 0.62500000) *
#> 13) V33>=0.5613 11 0 R (0.00000000 1.00000000) *
#> 7) V39< 0.28605 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V16< 0.6843 101 47 M (0.53465347 0.46534653)
#> 4) V51>=0.009 70 19 M (0.72857143 0.27142857)
#> 8) V21>=0.4518 45 4 M (0.91111111 0.08888889) *
#> 9) V21< 0.4518 25 10 R (0.40000000 0.60000000)
#> 18) V36< 0.25095 10 1 M (0.90000000 0.10000000) *
#> 19) V36>=0.25095 15 1 R (0.06666667 0.93333333) *
#> 5) V51< 0.009 31 3 R (0.09677419 0.90322581) *
#> 3) V16>=0.6843 38 4 R (0.10526316 0.89473684)
#> 6) V53>=0.0115 7 3 M (0.57142857 0.42857143) *
#> 7) V53< 0.0115 31 0 R (0.00000000 1.00000000) *
#>
#>
#> $weights
#> [1] 0.7586613 0.7498739 0.6638099 0.7304360 0.6741765 0.6969353 0.9103367
#> [8] 0.7722537 0.6747407 0.7529868 0.8448793 0.8567481 0.6791458 0.6340304
#> [15] 1.0796832 0.9500790 0.7494497 0.6519946 0.6050380 0.7757260 0.6135019
#> [22] 0.8147154 0.7277012 0.7609354 0.6912659 0.6354933 0.7473299 0.7827869
#> [29] 0.7328111 0.6242220 0.8722688 0.6881890 0.7492662 0.9225774 0.7097927
#> [36] 0.7011059 0.8285335 0.9952014 0.8850996 0.5983149 0.7160356 0.7251375
#> [43] 0.7116672 0.3273133 0.8294974 0.7087984 0.7631075 0.8257221 0.5987535
#> [50] 0.8746927 0.7301929 0.7311874 0.6327770 0.7799315 0.5191886 0.9505148
#> [57] 0.8261829 0.6448251 0.6094273 0.6119314 0.5639697 0.8228594 0.6270582
#> [64] 0.8148635 0.7477410 0.6301296 0.9622265 0.7285592 0.7484573 0.7444362
#> [71] 0.7322875 0.7697156 0.6362521 0.8591991 0.8484964 0.8935206 0.6000712
#> [78] 0.7398666 0.8790689 0.8007344 0.9328827 0.8158055 0.6236910 0.6086186
#> [85] 0.5992479 0.9386728 0.5909925 0.7720120 0.8692246 0.6916408 0.7281520
#> [92] 0.9325048 0.7087243 0.7032100 0.7433224 0.6059162 0.9947586 0.6830826
#> [99] 0.5504405 0.6327064
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.106237 55.17786
#> [2,] 18.691964 55.59214
#> [3,] 20.003411 54.28069
#> [4,] 18.046813 56.23729
#> [5,] 17.761605 56.52249
#> [6,] 17.720411 56.56369
#> [7,] 19.735336 54.54876
#> [8,] 18.452581 55.83152
#> [9,] 7.752040 66.53206
#> [10,] 18.789931 55.49417
#> [11,] 18.817623 55.46648
#> [12,] 18.363338 55.92076
#> [13,] 17.045621 57.23848
#> [14,] 18.912467 55.37163
#> [15,] 10.159382 64.12472
#> [16,] 19.017350 55.26675
#> [17,] 19.189549 55.09455
#> [18,] 18.199116 56.08498
#> [19,] 17.297755 56.98635
#> [20,] 18.574802 55.70930
#> [21,] 18.269980 56.01412
#> [22,] 17.147133 57.13697
#> [23,] 18.064865 56.21924
#> [24,] 19.244530 55.03957
#> [25,] 17.400037 56.88406
#> [26,] 19.709839 54.57426
#> [27,] 16.410432 57.87367
#> [28,] 17.278049 57.00605
#> [29,] 17.483532 56.80057
#> [30,] 6.009637 68.27446
#> [31,] 17.744316 56.53978
#> [32,] 17.902989 56.38111
#> [33,] 18.895768 55.38833
#> [34,] 17.873733 56.41037
#> [35,] 18.182523 56.10158
#> [36,] 18.475869 55.80823
#> [37,] 7.011724 67.27238
#> [38,] 12.258791 62.02531
#> [39,] 18.386685 55.89742
#> [40,] 9.278277 65.00582
#> [41,] 14.458051 59.82605
#> [42,] 12.527980 61.75612
#> [43,] 18.893819 55.39028
#> [44,] 17.413752 56.87035
#> [45,] 16.236817 58.04728
#> [46,] 11.861925 62.42217
#> [47,] 16.252679 58.03142
#> [48,] 15.515134 58.76897
#> [49,] 13.353868 60.93023
#> [50,] 16.356678 57.92742
#> [51,] 17.793209 56.49089
#> [52,] 13.330306 60.95379
#> [53,] 19.298316 54.98578
#> [54,] 18.692567 55.59153
#> [55,] 18.003068 56.28103
#> [56,] 18.789229 55.49487
#> [57,] 19.623417 54.66068
#> [58,] 18.391737 55.89236
#> [59,] 19.589204 54.69490
#> [60,] 18.528753 55.75535
#> [61,] 17.101427 57.18267
#> [62,] 17.763503 56.52060
#> [63,] 18.589861 55.69424
#> [64,] 16.130501 58.15360
#> [65,] 17.874001 56.41010
#> [66,] 19.305565 54.97853
#> [67,] 18.090212 56.19389
#> [68,] 15.298795 58.98530
#> [69,] 57.342518 16.94158
#> [70,] 56.148185 18.13592
#> [71,] 56.593259 17.69084
#> [72,] 55.749114 18.53499
#> [73,] 55.978561 18.30554
#> [74,] 55.710506 18.57359
#> [75,] 54.848890 19.43521
#> [76,] 54.952652 19.33145
#> [77,] 55.615771 18.66833
#> [78,] 57.397367 16.88673
#> [79,] 56.804195 17.47990
#> [80,] 57.983437 16.30066
#> [81,] 55.764627 18.51947
#> [82,] 56.108439 18.17566
#> [83,] 57.429858 16.85424
#> [84,] 63.009591 11.27451
#> [85,] 57.070225 17.21388
#> [86,] 55.818800 18.46530
#> [87,] 57.103820 17.18028
#> [88,] 56.359073 17.92503
#> [89,] 56.095011 18.18909
#> [90,] 56.223744 18.06036
#> [91,] 55.340177 18.94392
#> [92,] 55.990219 18.29388
#> [93,] 57.959078 16.32502
#> [94,] 56.693396 17.59070
#> [95,] 55.377530 18.90657
#> [96,] 55.867895 18.41620
#> [97,] 55.811583 18.47252
#> [98,] 63.174984 11.10912
#> [99,] 56.702495 17.58161
#> [100,] 56.701374 17.58273
#> [101,] 55.760807 18.52329
#> [102,] 56.007632 18.27647
#> [103,] 56.053979 18.23012
#> [104,] 55.145313 19.13879
#> [105,] 55.036685 19.24741
#> [106,] 58.900658 15.38344
#> [107,] 56.697787 17.58631
#> [108,] 59.152803 15.13130
#> [109,] 57.526320 16.75778
#> [110,] 56.651158 17.63294
#> [111,] 56.292522 17.99158
#> [112,] 54.900314 19.38379
#> [113,] 55.956465 18.32764
#> [114,] 56.232687 18.05141
#> [115,] 55.974797 18.30930
#> [116,] 55.585127 18.69897
#> [117,] 57.880715 16.40339
#> [118,] 55.421924 18.86218
#> [119,] 56.265545 18.01855
#> [120,] 56.097430 18.18667
#> [121,] 56.012479 18.27162
#> [122,] 63.909688 10.37441
#> [123,] 59.205192 15.07891
#> [124,] 59.519275 14.76483
#> [125,] 56.181997 18.10210
#> [126,] 57.933819 16.35028
#> [127,] 57.297434 16.98667
#> [128,] 59.636708 14.64739
#> [129,] 56.783765 17.50034
#> [130,] 55.308951 18.97515
#> [131,] 58.429559 15.85454
#> [132,] 56.992212 17.29189
#> [133,] 55.826459 18.45764
#> [134,] 59.649545 14.63455
#> [135,] 60.520621 13.76348
#> [136,] 56.293286 17.99081
#> [137,] 57.703592 16.58051
#> [138,] 57.868801 16.41530
#> [139,] 57.779356 16.50474
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.25720493 0.7427951
#> [2,] 0.25162806 0.7483719
#> [3,] 0.26928254 0.7307175
#> [4,] 0.24294315 0.7570569
#> [5,] 0.23910373 0.7608963
#> [6,] 0.23854917 0.7614508
#> [7,] 0.26567376 0.7343262
#> [8,] 0.24840553 0.7515945
#> [9,] 0.10435666 0.8956433
#> [10,] 0.25294688 0.7470531
#> [11,] 0.25331966 0.7466803
#> [12,] 0.24720416 0.7527958
#> [13,] 0.22946527 0.7705347
#> [14,] 0.25459644 0.7454036
#> [15,] 0.13676388 0.8632361
#> [16,] 0.25600836 0.7439916
#> [17,] 0.25832646 0.7416735
#> [18,] 0.24499343 0.7550066
#> [19,] 0.23285945 0.7671405
#> [20,] 0.25005084 0.7499492
#> [21,] 0.24594738 0.7540526
#> [22,] 0.23083181 0.7691682
#> [23,] 0.24318616 0.7568138
#> [24,] 0.25906661 0.7409334
#> [25,] 0.23423635 0.7657636
#> [26,] 0.26533053 0.7346695
#> [27,] 0.22091446 0.7790855
#> [28,] 0.23259417 0.7674058
#> [29,] 0.23536035 0.7646396
#> [30,] 0.08090072 0.9190993
#> [31,] 0.23887098 0.7611290
#> [32,] 0.24100701 0.7589930
#> [33,] 0.25437164 0.7456284
#> [34,] 0.24061317 0.7593868
#> [35,] 0.24477006 0.7552299
#> [36,] 0.24871902 0.7512810
#> [37,] 0.09439065 0.9056094
#> [38,] 0.16502577 0.8349742
#> [39,] 0.24751844 0.7524816
#> [40,] 0.12490259 0.8750974
#> [41,] 0.19463183 0.8053682
#> [42,] 0.16864955 0.8313504
#> [43,] 0.25434539 0.7456546
#> [44,] 0.23442098 0.7655790
#> [45,] 0.21857729 0.7814227
#> [46,] 0.15968324 0.8403168
#> [47,] 0.21879082 0.7812092
#> [48,] 0.20886212 0.7911379
#> [49,] 0.17976752 0.8202325
#> [50,] 0.22019084 0.7798092
#> [51,] 0.23952917 0.7604708
#> [52,] 0.17945033 0.8205497
#> [53,] 0.25979067 0.7402093
#> [54,] 0.25163618 0.7483638
#> [55,] 0.24235426 0.7576457
#> [56,] 0.25293742 0.7470626
#> [57,] 0.26416713 0.7358329
#> [58,] 0.24758646 0.7524135
#> [59,] 0.26370656 0.7362934
#> [60,] 0.24943094 0.7505691
#> [61,] 0.23021652 0.7697835
#> [62,] 0.23912928 0.7608707
#> [63,] 0.25025357 0.7497464
#> [64,] 0.21714608 0.7828539
#> [65,] 0.24061679 0.7593832
#> [66,] 0.25988826 0.7401117
#> [67,] 0.24352738 0.7564726
#> [68,] 0.20594980 0.7940502
#> [69,] 0.77193529 0.2280647
#> [70,] 0.75585738 0.2441426
#> [71,] 0.76184888 0.2381511
#> [72,] 0.75048515 0.2495148
#> [73,] 0.75357392 0.2464261
#> [74,] 0.74996541 0.2500346
#> [75,] 0.73836648 0.2616335
#> [76,] 0.73976332 0.2602367
#> [77,] 0.74869011 0.2513099
#> [78,] 0.77267366 0.2273263
#> [79,] 0.76468847 0.2353115
#> [80,] 0.78056323 0.2194368
#> [81,] 0.75069398 0.2493060
#> [82,] 0.75532232 0.2446777
#> [83,] 0.77311104 0.2268890
#> [84,] 0.84822446 0.1517755
#> [85,] 0.76826972 0.2317303
#> [86,] 0.75142325 0.2485768
#> [87,] 0.76872197 0.2312780
#> [88,] 0.75869631 0.2413037
#> [89,] 0.75514156 0.2448584
#> [90,] 0.75687455 0.2431255
#> [91,] 0.74498011 0.2550199
#> [92,] 0.75373087 0.2462691
#> [93,] 0.78023532 0.2197647
#> [94,] 0.76319691 0.2368031
#> [95,] 0.74548295 0.2545170
#> [96,] 0.75208416 0.2479158
#> [97,] 0.75132609 0.2486739
#> [98,] 0.85045095 0.1495490
#> [99,] 0.76331940 0.2366806
#> [100,] 0.76330432 0.2366957
#> [101,] 0.75064256 0.2493574
#> [102,] 0.75396527 0.2460347
#> [103,] 0.75458919 0.2454108
#> [104,] 0.74235688 0.2576431
#> [105,] 0.74089455 0.2591054
#> [106,] 0.79291070 0.2070893
#> [107,] 0.76325603 0.2367440
#> [108,] 0.79630504 0.2036950
#> [109,] 0.77440960 0.2255904
#> [110,] 0.76262831 0.2373717
#> [111,] 0.75780041 0.2421996
#> [112,] 0.73905875 0.2609412
#> [113,] 0.75327647 0.2467235
#> [114,] 0.75699492 0.2430051
#> [115,] 0.75352325 0.2464767
#> [116,] 0.74827758 0.2517224
#> [117,] 0.77918040 0.2208196
#> [118,] 0.74608058 0.2539194
#> [119,] 0.75743726 0.2425627
#> [120,] 0.75517412 0.2448259
#> [121,] 0.75403052 0.2459695
#> [122,] 0.86034141 0.1396586
#> [123,] 0.79701029 0.2029897
#> [124,] 0.80123842 0.1987616
#> [125,] 0.75631254 0.2436875
#> [126,] 0.77989529 0.2201047
#> [127,] 0.77132837 0.2286716
#> [128,] 0.80281929 0.1971807
#> [129,] 0.76441344 0.2355866
#> [130,] 0.74455975 0.2554402
#> [131,] 0.78656885 0.2134311
#> [132,] 0.76721953 0.2327805
#> [133,] 0.75152635 0.2484736
#> [134,] 0.80299210 0.1970079
#> [135,] 0.81471837 0.1852816
#> [136,] 0.75781071 0.2421893
#> [137,] 0.77679600 0.2232040
#> [138,] 0.77902001 0.2209800
#> [139,] 0.77781592 0.2221841
#>
#> $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" "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
#> 0.8491831 2.2126689 4.8439134 2.3029890 1.0037748 0.3470021 1.3566028 1.3020482
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 1.8624136 1.5088976 0.7043561 0.4795693 1.3204299 2.8450188 2.8663056 1.7096482
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.4822478 0.4324546 0.3768243 3.3628785 2.6555281 1.6122088 0.4421158 0.3151577
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 3.9902038 2.5349206 1.8380820 0.8229262 1.3004091 3.3730772 3.4490385 0.6518644
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.3863123 1.9358668 0.3489666 0.8022931 0.9145443 1.5173409 1.7403501 3.6900252
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 1.4890440 1.5484131 4.4390536 2.4617381 0.9447179 0.7572563 1.8354484 3.8436483
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 1.5161643 0.2481937 2.4331363 0.5437999 0.9752488 0.7695242 3.3738830 0.9290400
#> V60 V7 V8 V9
#> 0.6475305 0.4910730 0.6664770 1.5961513
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 71 68
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V11 V48 V31 V52 V45 V37 V59 V36
#> 4.8439134 4.4390536 3.9902038 3.8436483 3.6900252 3.4490385 3.3738830 3.3730772
#> V27 V22 V21 V28 V32 V49 V55 V39
#> 3.3628785 2.8663056 2.8450188 2.6555281 2.5349206 2.4617381 2.4331363 2.3863123
#> V12 V10 V4 V17 V33 V51 V44 V23
#> 2.3029890 2.2126689 1.9358668 1.8624136 1.8380820 1.8354484 1.7403501 1.7096482
#> V29 V9 V47 V43 V53 V18 V46 V15
#> 1.6122088 1.5961513 1.5484131 1.5173409 1.5161643 1.5088976 1.4890440 1.3566028
#> V20 V16 V35 V13 V57 V5 V6 V42
#> 1.3204299 1.3020482 1.3004091 1.0037748 0.9752488 0.9447179 0.9290400 0.9145443
#> V1 V34 V41 V58 V50 V19 V8 V38
#> 0.8491831 0.8229262 0.8022931 0.7695242 0.7572563 0.7043561 0.6664770 0.6518644
#> V60 V56 V7 V24 V2 V3 V25 V26
#> 0.6475305 0.5437999 0.4910730 0.4822478 0.4795693 0.4421158 0.4324546 0.3768243
#> V40 V14 V30 V54
#> 0.3489666 0.3470021 0.3151577 0.2481937
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.115942