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 49 M (0.64748201 0.35251799)
#> 2) V12>=0.16505 95 16 M (0.83157895 0.16842105)
#> 4) V9>=0.1159 76 4 M (0.94736842 0.05263158) *
#> 5) V9< 0.1159 19 7 R (0.36842105 0.63157895) *
#> 3) V12< 0.16505 44 11 R (0.25000000 0.75000000)
#> 6) V60< 0.00155 8 0 M (1.00000000 0.00000000) *
#> 7) V60>=0.00155 36 3 R (0.08333333 0.91666667) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V5>=0.06615 71 10 M (0.85915493 0.14084507)
#> 4) V32< 0.4922 48 0 M (1.00000000 0.00000000) *
#> 5) V32>=0.4922 23 10 M (0.56521739 0.43478261)
#> 10) V44>=0.29375 11 0 M (1.00000000 0.00000000) *
#> 11) V44< 0.29375 12 2 R (0.16666667 0.83333333) *
#> 3) V5< 0.06615 68 23 R (0.33823529 0.66176471)
#> 6) V10>=0.16625 29 9 M (0.68965517 0.31034483)
#> 12) V17< 0.57895 17 0 M (1.00000000 0.00000000) *
#> 13) V17>=0.57895 12 3 R (0.25000000 0.75000000) *
#> 7) V10< 0.16625 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V49>=0.02855 101 28 M (0.72277228 0.27722772)
#> 4) V15< 0.5394 85 12 M (0.85882353 0.14117647)
#> 8) V14>=0.1303 77 6 M (0.92207792 0.07792208)
#> 16) V50>=0.01 70 2 M (0.97142857 0.02857143) *
#> 17) V50< 0.01 7 3 R (0.42857143 0.57142857) *
#> 9) V14< 0.1303 8 2 R (0.25000000 0.75000000) *
#> 5) V15>=0.5394 16 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.02855 38 4 R (0.10526316 0.89473684) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V11>=0.1779 95 23 M (0.75789474 0.24210526)
#> 4) V34< 0.6808 84 14 M (0.83333333 0.16666667)
#> 8) V33>=0.19885 69 5 M (0.92753623 0.07246377) *
#> 9) V33< 0.19885 15 6 R (0.40000000 0.60000000) *
#> 5) V34>=0.6808 11 2 R (0.18181818 0.81818182) *
#> 3) V11< 0.1779 44 11 R (0.25000000 0.75000000)
#> 6) V59>=0.01125 9 0 M (1.00000000 0.00000000) *
#> 7) V59< 0.01125 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V23>=0.7542 86 19 M (0.77906977 0.22093023)
#> 4) V12>=0.1519 70 6 M (0.91428571 0.08571429)
#> 8) V33< 0.52505 63 1 M (0.98412698 0.01587302) *
#> 9) V33>=0.52505 7 2 R (0.28571429 0.71428571) *
#> 5) V12< 0.1519 16 3 R (0.18750000 0.81250000) *
#> 3) V23< 0.7542 53 19 R (0.35849057 0.64150943)
#> 6) V51>=0.015 19 4 M (0.78947368 0.21052632) *
#> 7) V51< 0.015 34 4 R (0.11764706 0.88235294) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V24>=0.64875 77 16 M (0.79220779 0.20779221)
#> 4) V22>=0.28355 70 10 M (0.85714286 0.14285714)
#> 8) V12>=0.1786 49 0 M (1.00000000 0.00000000) *
#> 9) V12< 0.1786 21 10 M (0.52380952 0.47619048)
#> 18) V24< 0.7568 10 0 M (1.00000000 0.00000000) *
#> 19) V24>=0.7568 11 1 R (0.09090909 0.90909091) *
#> 5) V22< 0.28355 7 1 R (0.14285714 0.85714286) *
#> 3) V24< 0.64875 62 20 R (0.32258065 0.67741935)
#> 6) V9>=0.2548 14 1 M (0.92857143 0.07142857) *
#> 7) V9< 0.2548 48 7 R (0.14583333 0.85416667)
#> 14) V37< 0.12335 9 4 M (0.55555556 0.44444444) *
#> 15) V37>=0.12335 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V12>=0.2248 91 18 M (0.80219780 0.19780220)
#> 4) V52>=0.006 68 4 M (0.94117647 0.05882353) *
#> 5) V52< 0.006 23 9 R (0.39130435 0.60869565)
#> 10) V22>=0.7783 10 1 M (0.90000000 0.10000000) *
#> 11) V22< 0.7783 13 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2248 48 14 R (0.29166667 0.70833333)
#> 6) V20>=0.782 15 1 M (0.93333333 0.06666667) *
#> 7) V20< 0.782 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V4>=0.0604 40 5 M (0.87500000 0.12500000)
#> 4) V12>=0.16505 33 1 M (0.96969697 0.03030303) *
#> 5) V12< 0.16505 7 3 R (0.42857143 0.57142857) *
#> 3) V4< 0.0604 99 28 R (0.28282828 0.71717172)
#> 6) V23>=0.7542 39 15 M (0.61538462 0.38461538)
#> 12) V12>=0.13675 27 4 M (0.85185185 0.14814815)
#> 24) V10>=0.1649 20 0 M (1.00000000 0.00000000) *
#> 25) V10< 0.1649 7 3 R (0.42857143 0.57142857) *
#> 13) V12< 0.13675 12 1 R (0.08333333 0.91666667) *
#> 7) V23< 0.7542 60 4 R (0.06666667 0.93333333)
#> 14) V28>=0.8939 7 3 M (0.57142857 0.42857143) *
#> 15) V28< 0.8939 53 0 R (0.00000000 1.00000000) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V49>=0.02855 104 36 M (0.65384615 0.34615385)
#> 4) V23>=0.70225 48 5 M (0.89583333 0.10416667) *
#> 5) V23< 0.70225 56 25 R (0.44642857 0.55357143)
#> 10) V41>=0.28095 25 5 M (0.80000000 0.20000000)
#> 20) V22>=0.1292 18 0 M (1.00000000 0.00000000) *
#> 21) V22< 0.1292 7 2 R (0.28571429 0.71428571) *
#> 11) V41< 0.28095 31 5 R (0.16129032 0.83870968)
#> 22) V37< 0.19385 8 3 M (0.62500000 0.37500000) *
#> 23) V37>=0.19385 23 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.02855 35 3 R (0.08571429 0.91428571) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V44>=0.30615 29 0 M (1.00000000 0.00000000) *
#> 3) V44< 0.30615 110 42 R (0.38181818 0.61818182)
#> 6) V35< 0.2444 31 7 M (0.77419355 0.22580645)
#> 12) V11>=0.15895 24 1 M (0.95833333 0.04166667) *
#> 13) V11< 0.15895 7 1 R (0.14285714 0.85714286) *
#> 7) V35>=0.2444 79 18 R (0.22784810 0.77215190)
#> 14) V22>=0.82675 18 5 M (0.72222222 0.27777778) *
#> 15) V22< 0.82675 61 5 R (0.08196721 0.91803279)
#> 30) V52>=0.0221 7 3 M (0.57142857 0.42857143) *
#> 31) V52< 0.0221 54 1 R (0.01851852 0.98148148) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V31< 0.3778 56 11 M (0.80357143 0.19642857)
#> 4) V33>=0.1523 49 4 M (0.91836735 0.08163265) *
#> 5) V33< 0.1523 7 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.3778 83 27 R (0.32530120 0.67469880)
#> 6) V31>=0.68005 18 1 M (0.94444444 0.05555556) *
#> 7) V31< 0.68005 65 10 R (0.15384615 0.84615385) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V11>=0.1573 84 23 M (0.72619048 0.27380952)
#> 4) V23>=0.751 39 1 M (0.97435897 0.02564103) *
#> 5) V23< 0.751 45 22 M (0.51111111 0.48888889)
#> 10) V13< 0.2463 14 0 M (1.00000000 0.00000000) *
#> 11) V13>=0.2463 31 9 R (0.29032258 0.70967742)
#> 22) V52>=0.01035 16 7 M (0.56250000 0.43750000) *
#> 23) V52< 0.01035 15 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1573 55 12 R (0.21818182 0.78181818)
#> 6) V9>=0.1517 9 0 M (1.00000000 0.00000000) *
#> 7) V9< 0.1517 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V58>=0.00405 96 28 M (0.70833333 0.29166667)
#> 4) V39>=0.1625 75 12 M (0.84000000 0.16000000)
#> 8) V30>=0.23515 66 4 M (0.93939394 0.06060606) *
#> 9) V30< 0.23515 9 1 R (0.11111111 0.88888889) *
#> 5) V39< 0.1625 21 5 R (0.23809524 0.76190476)
#> 10) V35< 0.2474 7 2 M (0.71428571 0.28571429) *
#> 11) V35>=0.2474 14 0 R (0.00000000 1.00000000) *
#> 3) V58< 0.00405 43 8 R (0.18604651 0.81395349)
#> 6) V27>=0.90545 8 1 M (0.87500000 0.12500000) *
#> 7) V27< 0.90545 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V36< 0.2162 38 5 M (0.86842105 0.13157895)
#> 4) V9>=0.14935 30 0 M (1.00000000 0.00000000) *
#> 5) V9< 0.14935 8 3 R (0.37500000 0.62500000) *
#> 3) V36>=0.2162 101 25 R (0.24752475 0.75247525)
#> 6) V44>=0.2494 22 5 M (0.77272727 0.22727273)
#> 12) V15>=0.2925 13 0 M (1.00000000 0.00000000) *
#> 13) V15< 0.2925 9 4 R (0.44444444 0.55555556) *
#> 7) V44< 0.2494 79 8 R (0.10126582 0.89873418)
#> 14) V11>=0.2808 8 3 M (0.62500000 0.37500000) *
#> 15) V11< 0.2808 71 3 R (0.04225352 0.95774648) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.1632 49 9 M (0.81632653 0.18367347)
#> 4) V33>=0.19155 42 4 M (0.90476190 0.09523810) *
#> 5) V33< 0.19155 7 2 R (0.28571429 0.71428571) *
#> 3) V9< 0.1632 90 29 R (0.32222222 0.67777778)
#> 6) V39>=0.2719 48 21 M (0.56250000 0.43750000)
#> 12) V22>=0.30055 37 10 M (0.72972973 0.27027027)
#> 24) V49>=0.03305 20 1 M (0.95000000 0.05000000) *
#> 25) V49< 0.03305 17 8 R (0.47058824 0.52941176) *
#> 13) V22< 0.30055 11 0 R (0.00000000 1.00000000) *
#> 7) V39< 0.2719 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V28>=0.92205 29 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.92205 110 50 R (0.45454545 0.54545455)
#> 6) V1>=0.03735 22 2 M (0.90909091 0.09090909) *
#> 7) V1< 0.03735 88 30 R (0.34090909 0.65909091)
#> 14) V19>=0.4382 49 22 M (0.55102041 0.44897959)
#> 28) V58>=0.00385 33 8 M (0.75757576 0.24242424)
#> 56) V39>=0.22025 19 0 M (1.00000000 0.00000000) *
#> 57) V39< 0.22025 14 6 R (0.42857143 0.57142857) *
#> 29) V58< 0.00385 16 2 R (0.12500000 0.87500000) *
#> 15) V19< 0.4382 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V55< 0.00635 64 18 M (0.71875000 0.28125000)
#> 4) V13>=0.12155 52 7 M (0.86538462 0.13461538)
#> 8) V54>=0.004 45 2 M (0.95555556 0.04444444) *
#> 9) V54< 0.004 7 2 R (0.28571429 0.71428571) *
#> 5) V13< 0.12155 12 1 R (0.08333333 0.91666667) *
#> 3) V55>=0.00635 75 22 R (0.29333333 0.70666667)
#> 6) V48>=0.109 23 6 M (0.73913043 0.26086957)
#> 12) V18< 0.26995 14 0 M (1.00000000 0.00000000) *
#> 13) V18>=0.26995 9 3 R (0.33333333 0.66666667) *
#> 7) V48< 0.109 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V23>=0.785 71 12 M (0.83098592 0.16901408)
#> 4) V42>=0.0734 63 4 M (0.93650794 0.06349206) *
#> 5) V42< 0.0734 8 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.785 68 21 R (0.30882353 0.69117647)
#> 6) V48>=0.14515 10 0 M (1.00000000 0.00000000) *
#> 7) V48< 0.14515 58 11 R (0.18965517 0.81034483)
#> 14) V56>=0.0119 10 2 M (0.80000000 0.20000000) *
#> 15) V56< 0.0119 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V60< 0.00525 62 12 M (0.80645161 0.19354839)
#> 4) V6>=0.061 50 3 M (0.94000000 0.06000000) *
#> 5) V6< 0.061 12 3 R (0.25000000 0.75000000) *
#> 3) V60>=0.00525 77 28 R (0.36363636 0.63636364)
#> 6) V59>=0.01215 14 1 M (0.92857143 0.07142857) *
#> 7) V59< 0.01215 63 15 R (0.23809524 0.76190476)
#> 14) V35< 0.2875 22 8 M (0.63636364 0.36363636)
#> 28) V16< 0.5469 15 2 M (0.86666667 0.13333333) *
#> 29) V16>=0.5469 7 1 R (0.14285714 0.85714286) *
#> 15) V35>=0.2875 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V31< 0.35845 49 9 M (0.81632653 0.18367347)
#> 4) V39>=0.1573 42 2 M (0.95238095 0.04761905) *
#> 5) V39< 0.1573 7 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.35845 90 23 R (0.25555556 0.74444444)
#> 6) V28>=0.92885 14 1 M (0.92857143 0.07142857) *
#> 7) V28< 0.92885 76 10 R (0.13157895 0.86842105)
#> 14) V49>=0.0595 16 7 M (0.56250000 0.43750000) *
#> 15) V49< 0.0595 60 1 R (0.01666667 0.98333333) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V35< 0.244 50 4 M (0.92000000 0.08000000) *
#> 3) V35>=0.244 89 30 R (0.33707865 0.66292135)
#> 6) V45>=0.2711 17 1 M (0.94117647 0.05882353) *
#> 7) V45< 0.2711 72 14 R (0.19444444 0.80555556)
#> 14) V22>=0.82675 20 9 M (0.55000000 0.45000000)
#> 28) V32< 0.4076 13 2 M (0.84615385 0.15384615) *
#> 29) V32>=0.4076 7 0 R (0.00000000 1.00000000) *
#> 15) V22< 0.82675 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V21>=0.55025 78 28 M (0.64102564 0.35897436)
#> 4) V52>=0.0039 60 12 M (0.80000000 0.20000000)
#> 8) V9>=0.1145 51 6 M (0.88235294 0.11764706) *
#> 9) V9< 0.1145 9 3 R (0.33333333 0.66666667) *
#> 5) V52< 0.0039 18 2 R (0.11111111 0.88888889) *
#> 3) V21< 0.55025 61 9 R (0.14754098 0.85245902)
#> 6) V43>=0.35455 7 2 M (0.71428571 0.28571429) *
#> 7) V43< 0.35455 54 4 R (0.07407407 0.92592593) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V12>=0.1941 88 29 M (0.67045455 0.32954545)
#> 4) V43>=0.19315 58 8 M (0.86206897 0.13793103)
#> 8) V40< 0.58555 50 1 M (0.98000000 0.02000000) *
#> 9) V40>=0.58555 8 1 R (0.12500000 0.87500000) *
#> 5) V43< 0.19315 30 9 R (0.30000000 0.70000000)
#> 10) V4>=0.0411 10 2 M (0.80000000 0.20000000) *
#> 11) V4< 0.0411 20 1 R (0.05000000 0.95000000) *
#> 3) V12< 0.1941 51 10 R (0.19607843 0.80392157)
#> 6) V20>=0.87015 12 3 M (0.75000000 0.25000000) *
#> 7) V20< 0.87015 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V22>=0.3009 115 42 M (0.63478261 0.36521739)
#> 4) V14< 0.34815 84 19 M (0.77380952 0.22619048)
#> 8) V9>=0.1129 60 4 M (0.93333333 0.06666667) *
#> 9) V9< 0.1129 24 9 R (0.37500000 0.62500000)
#> 18) V31< 0.30085 10 1 M (0.90000000 0.10000000) *
#> 19) V31>=0.30085 14 0 R (0.00000000 1.00000000) *
#> 5) V14>=0.34815 31 8 R (0.25806452 0.74193548)
#> 10) V59>=0.012 7 0 M (1.00000000 0.00000000) *
#> 11) V59< 0.012 24 1 R (0.04166667 0.95833333) *
#> 3) V22< 0.3009 24 3 R (0.12500000 0.87500000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V35< 0.244 44 6 M (0.86363636 0.13636364)
#> 4) V10>=0.16625 37 1 M (0.97297297 0.02702703) *
#> 5) V10< 0.16625 7 2 R (0.28571429 0.71428571) *
#> 3) V35>=0.244 95 28 R (0.29473684 0.70526316)
#> 6) V44>=0.43145 9 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.43145 86 19 R (0.22093023 0.77906977)
#> 14) V54>=0.01495 21 7 M (0.66666667 0.33333333)
#> 28) V12>=0.14705 14 1 M (0.92857143 0.07142857) *
#> 29) V12< 0.14705 7 1 R (0.14285714 0.85714286) *
#> 15) V54< 0.01495 65 5 R (0.07692308 0.92307692)
#> 30) V1>=0.0489 7 3 M (0.57142857 0.42857143) *
#> 31) V1< 0.0489 58 1 R (0.01724138 0.98275862) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V28>=0.86305 36 3 M (0.91666667 0.08333333) *
#> 3) V28< 0.86305 103 37 R (0.35922330 0.64077670)
#> 6) V26< 0.6777 60 24 M (0.60000000 0.40000000)
#> 12) V37< 0.47715 41 7 M (0.82926829 0.17073171)
#> 24) V48>=0.05105 29 0 M (1.00000000 0.00000000) *
#> 25) V48< 0.05105 12 5 R (0.41666667 0.58333333) *
#> 13) V37>=0.47715 19 2 R (0.10526316 0.89473684) *
#> 7) V26>=0.6777 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.6258993 0.3741007)
#> 2) V12>=0.14975 101 23 M (0.7722772 0.2277228)
#> 4) V5>=0.02065 92 15 M (0.8369565 0.1630435)
#> 8) V18>=0.22125 84 9 M (0.8928571 0.1071429) *
#> 9) V18< 0.22125 8 2 R (0.2500000 0.7500000) *
#> 5) V5< 0.02065 9 1 R (0.1111111 0.8888889) *
#> 3) V12< 0.14975 38 9 R (0.2368421 0.7631579)
#> 6) V25< 0.51855 9 0 M (1.0000000 0.0000000) *
#> 7) V25>=0.51855 29 0 R (0.0000000 1.0000000) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V21>=0.69405 86 22 M (0.74418605 0.25581395)
#> 4) V43>=0.19705 45 2 M (0.95555556 0.04444444) *
#> 5) V43< 0.19705 41 20 M (0.51219512 0.48780488)
#> 10) V7>=0.1449 16 0 M (1.00000000 0.00000000) *
#> 11) V7< 0.1449 25 5 R (0.20000000 0.80000000)
#> 22) V26< 0.58175 7 2 M (0.71428571 0.28571429) *
#> 23) V26>=0.58175 18 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.69405 53 17 R (0.32075472 0.67924528)
#> 6) V36< 0.1502 8 0 M (1.00000000 0.00000000) *
#> 7) V36>=0.1502 45 9 R (0.20000000 0.80000000)
#> 14) V35>=0.604 11 4 M (0.63636364 0.36363636) *
#> 15) V35< 0.604 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V28>=0.9055 20 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.9055 119 52 R (0.43697479 0.56302521)
#> 6) V53>=0.0164 29 3 M (0.89655172 0.10344828) *
#> 7) V53< 0.0164 90 26 R (0.28888889 0.71111111)
#> 14) V13< 0.12405 14 2 M (0.85714286 0.14285714) *
#> 15) V13>=0.12405 76 14 R (0.18421053 0.81578947)
#> 30) V23>=0.7925 24 12 M (0.50000000 0.50000000)
#> 60) V39>=0.24575 10 0 M (1.00000000 0.00000000) *
#> 61) V39< 0.24575 14 2 R (0.14285714 0.85714286) *
#> 31) V23< 0.7925 52 2 R (0.03846154 0.96153846) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V32< 0.4572 82 29 M (0.64634146 0.35365854)
#> 4) V50< 0.0214 50 7 M (0.86000000 0.14000000)
#> 8) V21>=0.56825 39 1 M (0.97435897 0.02564103) *
#> 9) V21< 0.56825 11 5 R (0.45454545 0.54545455) *
#> 5) V50>=0.0214 32 10 R (0.31250000 0.68750000)
#> 10) V59>=0.0093 8 0 M (1.00000000 0.00000000) *
#> 11) V59< 0.0093 24 2 R (0.08333333 0.91666667) *
#> 3) V32>=0.4572 57 10 R (0.17543860 0.82456140)
#> 6) V44>=0.29795 9 2 M (0.77777778 0.22222222) *
#> 7) V44< 0.29795 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V35< 0.244 47 7 M (0.85106383 0.14893617)
#> 4) V43>=0.0798 40 2 M (0.95000000 0.05000000) *
#> 5) V43< 0.0798 7 2 R (0.28571429 0.71428571) *
#> 3) V35>=0.244 92 22 R (0.23913043 0.76086957)
#> 6) V4>=0.0971 7 0 M (1.00000000 0.00000000) *
#> 7) V4< 0.0971 85 15 R (0.17647059 0.82352941)
#> 14) V44>=0.30615 7 2 M (0.71428571 0.28571429) *
#> 15) V44< 0.30615 78 10 R (0.12820513 0.87179487)
#> 30) V28< 0.5992 21 9 R (0.42857143 0.57142857)
#> 60) V1>=0.01995 9 0 M (1.00000000 0.00000000) *
#> 61) V1< 0.01995 12 0 R (0.00000000 1.00000000) *
#> 31) V28>=0.5992 57 1 R (0.01754386 0.98245614) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V36< 0.4927 86 26 M (0.69767442 0.30232558)
#> 4) V23>=0.69435 50 3 M (0.94000000 0.06000000) *
#> 5) V23< 0.69435 36 13 R (0.36111111 0.63888889)
#> 10) V41>=0.2889 10 0 M (1.00000000 0.00000000) *
#> 11) V41< 0.2889 26 3 R (0.11538462 0.88461538) *
#> 3) V36>=0.4927 53 10 R (0.18867925 0.81132075)
#> 6) V45>=0.3586 9 2 M (0.77777778 0.22222222) *
#> 7) V45< 0.3586 44 3 R (0.06818182 0.93181818) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V10>=0.1663 83 34 M (0.59036145 0.40963855)
#> 4) V36< 0.48855 50 10 M (0.80000000 0.20000000)
#> 8) V52>=0.00465 41 2 M (0.95121951 0.04878049) *
#> 9) V52< 0.00465 9 1 R (0.11111111 0.88888889) *
#> 5) V36>=0.48855 33 9 R (0.27272727 0.72727273)
#> 10) V59>=0.02325 7 0 M (1.00000000 0.00000000) *
#> 11) V59< 0.02325 26 2 R (0.07692308 0.92307692) *
#> 3) V10< 0.1663 56 7 R (0.12500000 0.87500000) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V4>=0.0604 54 8 M (0.85185185 0.14814815) *
#> 3) V4< 0.0604 85 26 R (0.30588235 0.69411765)
#> 6) V28>=0.90995 12 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.90995 73 14 R (0.19178082 0.80821918)
#> 14) V9>=0.1645 16 4 M (0.75000000 0.25000000) *
#> 15) V9< 0.1645 57 2 R (0.03508772 0.96491228) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V12>=0.2248 72 26 M (0.6388889 0.3611111)
#> 4) V52>=0.00495 55 9 M (0.8363636 0.1636364) *
#> 5) V52< 0.00495 17 0 R (0.0000000 1.0000000) *
#> 3) V12< 0.2248 67 12 R (0.1791045 0.8208955)
#> 6) V19>=0.7964 7 1 M (0.8571429 0.1428571) *
#> 7) V19< 0.7964 60 6 R (0.1000000 0.9000000) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V34>=0.3682 56 17 M (0.69642857 0.30357143)
#> 4) V24< 0.8516 42 6 M (0.85714286 0.14285714)
#> 8) V55< 0.0106 33 1 M (0.96969697 0.03030303) *
#> 9) V55>=0.0106 9 4 R (0.44444444 0.55555556) *
#> 5) V24>=0.8516 14 3 R (0.21428571 0.78571429) *
#> 3) V34< 0.3682 83 20 R (0.24096386 0.75903614)
#> 6) V35< 0.2295 22 5 M (0.77272727 0.22727273)
#> 12) V16< 0.58945 15 0 M (1.00000000 0.00000000) *
#> 13) V16>=0.58945 7 2 R (0.28571429 0.71428571) *
#> 7) V35>=0.2295 61 3 R (0.04918033 0.95081967) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V21>=0.7873 53 8 M (0.84905660 0.15094340)
#> 4) V42>=0.08525 46 1 M (0.97826087 0.02173913) *
#> 5) V42< 0.08525 7 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.7873 86 30 R (0.34883721 0.65116279)
#> 6) V27>=0.9341 18 1 M (0.94444444 0.05555556) *
#> 7) V27< 0.9341 68 13 R (0.19117647 0.80882353)
#> 14) V44>=0.29795 9 2 M (0.77777778 0.22222222) *
#> 15) V44< 0.29795 59 6 R (0.10169492 0.89830508) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V11>=0.15805 97 31 M (0.68041237 0.31958763)
#> 4) V16< 0.41635 44 2 M (0.95454545 0.04545455) *
#> 5) V16>=0.41635 53 24 R (0.45283019 0.54716981)
#> 10) V36< 0.46625 26 4 M (0.84615385 0.15384615)
#> 20) V10< 0.2437 19 0 M (1.00000000 0.00000000) *
#> 21) V10>=0.2437 7 3 R (0.42857143 0.57142857) *
#> 11) V36>=0.46625 27 2 R (0.07407407 0.92592593) *
#> 3) V11< 0.15805 42 5 R (0.11904762 0.88095238)
#> 6) V59>=0.01095 7 2 M (0.71428571 0.28571429) *
#> 7) V59< 0.01095 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V54>=0.0146 38 2 M (0.94736842 0.05263158) *
#> 3) V54< 0.0146 101 32 R (0.31683168 0.68316832)
#> 6) V11>=0.198 45 18 M (0.60000000 0.40000000)
#> 12) V20< 0.84235 32 5 M (0.84375000 0.15625000) *
#> 13) V20>=0.84235 13 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.198 56 5 R (0.08928571 0.91071429)
#> 14) V21>=0.80695 7 3 M (0.57142857 0.42857143) *
#> 15) V21< 0.80695 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V1>=0.04115 24 3 M (0.87500000 0.12500000) *
#> 3) V1< 0.04115 115 32 R (0.27826087 0.72173913)
#> 6) V28>=0.90735 11 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.90735 104 21 R (0.20192308 0.79807692)
#> 14) V22>=0.82405 37 18 R (0.48648649 0.51351351)
#> 28) V21< 0.8881 23 5 M (0.78260870 0.21739130)
#> 56) V55>=0.008 16 0 M (1.00000000 0.00000000) *
#> 57) V55< 0.008 7 2 R (0.28571429 0.71428571) *
#> 29) V21>=0.8881 14 0 R (0.00000000 1.00000000) *
#> 15) V22< 0.82405 67 3 R (0.04477612 0.95522388) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V4>=0.0604 39 9 M (0.76923077 0.23076923)
#> 4) V59>=0.0059 31 3 M (0.90322581 0.09677419) *
#> 5) V59< 0.0059 8 2 R (0.25000000 0.75000000) *
#> 3) V4< 0.0604 100 27 R (0.27000000 0.73000000)
#> 6) V35< 0.28715 32 12 M (0.62500000 0.37500000)
#> 12) V10>=0.1439 21 1 M (0.95238095 0.04761905) *
#> 13) V10< 0.1439 11 0 R (0.00000000 1.00000000) *
#> 7) V35>=0.28715 68 7 R (0.10294118 0.89705882) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.5611511 0.4388489)
#> 2) V31< 0.37525 57 7 M (0.8771930 0.1228070)
#> 4) V32>=0.12985 50 2 M (0.9600000 0.0400000) *
#> 5) V32< 0.12985 7 2 R (0.2857143 0.7142857) *
#> 3) V31>=0.37525 82 28 R (0.3414634 0.6585366)
#> 6) V56< 0.00435 16 2 M (0.8750000 0.1250000) *
#> 7) V56>=0.00435 66 14 R (0.2121212 0.7878788)
#> 14) V35< 0.1154 8 0 M (1.0000000 0.0000000) *
#> 15) V35>=0.1154 58 6 R (0.1034483 0.8965517) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V58>=0.00985 44 9 M (0.79545455 0.20454545)
#> 4) V55>=0.0055 34 2 M (0.94117647 0.05882353) *
#> 5) V55< 0.0055 10 3 R (0.30000000 0.70000000) *
#> 3) V58< 0.00985 95 29 R (0.30526316 0.69473684)
#> 6) V27>=0.8422 33 14 M (0.57575758 0.42424242)
#> 12) V11>=0.1633 20 1 M (0.95000000 0.05000000) *
#> 13) V11< 0.1633 13 0 R (0.00000000 1.00000000) *
#> 7) V27< 0.8422 62 10 R (0.16129032 0.83870968)
#> 14) V22>=0.8271 14 5 M (0.64285714 0.35714286) *
#> 15) V22< 0.8271 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V8>=0.105 80 28 M (0.65000000 0.35000000)
#> 4) V42>=0.04015 67 16 M (0.76119403 0.23880597)
#> 8) V20>=0.51445 45 2 M (0.95555556 0.04444444) *
#> 9) V20< 0.51445 22 8 R (0.36363636 0.63636364)
#> 18) V15< 0.21 7 0 M (1.00000000 0.00000000) *
#> 19) V15>=0.21 15 1 R (0.06666667 0.93333333) *
#> 5) V42< 0.04015 13 1 R (0.07692308 0.92307692) *
#> 3) V8< 0.105 59 12 R (0.20338983 0.79661017)
#> 6) V38>=0.42265 15 6 M (0.60000000 0.40000000) *
#> 7) V38< 0.42265 44 3 R (0.06818182 0.93181818) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V43>=0.10505 102 29 M (0.71568627 0.28431373)
#> 4) V58>=0.01035 46 0 M (1.00000000 0.00000000) *
#> 5) V58< 0.01035 56 27 R (0.48214286 0.51785714)
#> 10) V49>=0.0343 34 10 M (0.70588235 0.29411765)
#> 20) V36< 0.5267 21 1 M (0.95238095 0.04761905) *
#> 21) V36>=0.5267 13 4 R (0.30769231 0.69230769) *
#> 11) V49< 0.0343 22 3 R (0.13636364 0.86363636) *
#> 3) V43< 0.10505 37 7 R (0.18918919 0.81081081)
#> 6) V10>=0.19275 7 1 M (0.85714286 0.14285714) *
#> 7) V10< 0.19275 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V52>=0.00935 84 27 M (0.67857143 0.32142857)
#> 4) V12>=0.2248 42 2 M (0.95238095 0.04761905) *
#> 5) V12< 0.2248 42 17 R (0.40476190 0.59523810)
#> 10) V20>=0.88885 14 1 M (0.92857143 0.07142857) *
#> 11) V20< 0.88885 28 4 R (0.14285714 0.85714286)
#> 22) V29>=0.7375 7 3 M (0.57142857 0.42857143) *
#> 23) V29< 0.7375 21 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00935 55 11 R (0.20000000 0.80000000)
#> 6) V51>=0.01605 7 0 M (1.00000000 0.00000000) *
#> 7) V51< 0.01605 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V45>=0.26365 30 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.26365 109 39 R (0.35779817 0.64220183)
#> 6) V36< 0.505 79 39 R (0.49367089 0.50632911)
#> 12) V50< 0.0252 55 17 M (0.69090909 0.30909091)
#> 24) V43>=0.10505 37 4 M (0.89189189 0.10810811) *
#> 25) V43< 0.10505 18 5 R (0.27777778 0.72222222) *
#> 13) V50>=0.0252 24 1 R (0.04166667 0.95833333) *
#> 7) V36>=0.505 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V44>=0.31265 20 0 M (1.00000000 0.00000000) *
#> 3) V44< 0.31265 119 43 R (0.36134454 0.63865546)
#> 6) V23>=0.785 50 15 M (0.70000000 0.30000000)
#> 12) V21>=0.78085 36 3 M (0.91666667 0.08333333) *
#> 13) V21< 0.78085 14 2 R (0.14285714 0.85714286) *
#> 7) V23< 0.785 69 8 R (0.11594203 0.88405797)
#> 14) V1>=0.0475 8 3 M (0.62500000 0.37500000) *
#> 15) V1< 0.0475 61 3 R (0.04918033 0.95081967) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.11875 101 38 M (0.62376238 0.37623762)
#> 4) V57< 0.00565 45 3 M (0.93333333 0.06666667) *
#> 5) V57>=0.00565 56 21 R (0.37500000 0.62500000)
#> 10) V9>=0.302 14 0 M (1.00000000 0.00000000) *
#> 11) V9< 0.302 42 7 R (0.16666667 0.83333333)
#> 22) V42>=0.43675 7 2 M (0.71428571 0.28571429) *
#> 23) V42< 0.43675 35 2 R (0.05714286 0.94285714) *
#> 3) V9< 0.11875 38 6 R (0.15789474 0.84210526)
#> 6) V19>=0.75015 7 2 M (0.71428571 0.28571429) *
#> 7) V19< 0.75015 31 1 R (0.03225806 0.96774194) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V39>=0.1737 105 39 M (0.62857143 0.37142857)
#> 4) V18>=0.17135 86 21 M (0.75581395 0.24418605)
#> 8) V30< 0.7159 71 9 M (0.87323944 0.12676056) *
#> 9) V30>=0.7159 15 3 R (0.20000000 0.80000000) *
#> 5) V18< 0.17135 19 1 R (0.05263158 0.94736842) *
#> 3) V39< 0.1737 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V9>=0.1632 57 16 M (0.71929825 0.28070175)
#> 4) V51>=0.01305 38 1 M (0.97368421 0.02631579) *
#> 5) V51< 0.01305 19 4 R (0.21052632 0.78947368) *
#> 3) V9< 0.1632 82 24 R (0.29268293 0.70731707)
#> 6) V55< 0.00635 30 11 M (0.63333333 0.36666667)
#> 12) V12>=0.1558 22 3 M (0.86363636 0.13636364) *
#> 13) V12< 0.1558 8 0 R (0.00000000 1.00000000) *
#> 7) V55>=0.00635 52 5 R (0.09615385 0.90384615)
#> 14) V54>=0.0177 7 3 M (0.57142857 0.42857143) *
#> 15) V54< 0.0177 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.1573 97 30 M (0.69072165 0.30927835)
#> 4) V16< 0.43535 56 5 M (0.91071429 0.08928571)
#> 8) V50>=0.01 49 1 M (0.97959184 0.02040816) *
#> 9) V50< 0.01 7 3 R (0.42857143 0.57142857) *
#> 5) V16>=0.43535 41 16 R (0.39024390 0.60975610)
#> 10) V26< 0.57725 11 0 M (1.00000000 0.00000000) *
#> 11) V26>=0.57725 30 5 R (0.16666667 0.83333333)
#> 22) V23>=0.83125 8 3 M (0.62500000 0.37500000) *
#> 23) V23< 0.83125 22 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1573 42 8 R (0.19047619 0.80952381)
#> 6) V38< 0.14415 7 0 M (1.00000000 0.00000000) *
#> 7) V38>=0.14415 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V15< 0.5394 105 46 M (0.56190476 0.43809524)
#> 4) V11>=0.1579 54 7 M (0.87037037 0.12962963)
#> 8) V54>=0.0039 46 2 M (0.95652174 0.04347826) *
#> 9) V54< 0.0039 8 3 R (0.37500000 0.62500000) *
#> 5) V11< 0.1579 51 12 R (0.23529412 0.76470588)
#> 10) V26< 0.4789 10 1 M (0.90000000 0.10000000) *
#> 11) V26>=0.4789 41 3 R (0.07317073 0.92682927) *
#> 3) V15>=0.5394 34 3 R (0.08823529 0.91176471) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V25>=0.7079 53 12 M (0.77358491 0.22641509)
#> 4) V43>=0.0886 44 3 M (0.93181818 0.06818182) *
#> 5) V43< 0.0886 9 0 R (0.00000000 1.00000000) *
#> 3) V25< 0.7079 86 27 R (0.31395349 0.68604651)
#> 6) V36< 0.1796 23 7 M (0.69565217 0.30434783)
#> 12) V59>=0.0061 16 0 M (1.00000000 0.00000000) *
#> 13) V59< 0.0061 7 0 R (0.00000000 1.00000000) *
#> 7) V36>=0.1796 63 11 R (0.17460317 0.82539683)
#> 14) V26< 0.33665 12 5 M (0.58333333 0.41666667) *
#> 15) V26>=0.33665 51 4 R (0.07843137 0.92156863) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V7< 0.08365 49 11 M (0.77551020 0.22448980)
#> 4) V37< 0.51535 33 1 M (0.96969697 0.03030303) *
#> 5) V37>=0.51535 16 6 R (0.37500000 0.62500000) *
#> 3) V7>=0.08365 90 26 R (0.28888889 0.71111111)
#> 6) V11>=0.28285 14 1 M (0.92857143 0.07142857) *
#> 7) V11< 0.28285 76 13 R (0.17105263 0.82894737)
#> 14) V35< 0.244 13 5 M (0.61538462 0.38461538) *
#> 15) V35>=0.244 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V43>=0.2197 64 17 M (0.73437500 0.26562500)
#> 4) V5>=0.0222 56 9 M (0.83928571 0.16071429)
#> 8) V24>=0.3593 49 3 M (0.93877551 0.06122449) *
#> 9) V24< 0.3593 7 1 R (0.14285714 0.85714286) *
#> 5) V5< 0.0222 8 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.2197 75 23 R (0.30666667 0.69333333)
#> 6) V11>=0.28545 10 1 M (0.90000000 0.10000000) *
#> 7) V11< 0.28545 65 14 R (0.21538462 0.78461538)
#> 14) V22>=0.99195 9 1 M (0.88888889 0.11111111) *
#> 15) V22< 0.99195 56 6 R (0.10714286 0.89285714)
#> 30) V28>=0.8693 9 3 M (0.66666667 0.33333333) *
#> 31) V28< 0.8693 47 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.4244604 0.5755396)
#> 2) V59>=0.01125 27 3 M (0.8888889 0.1111111) *
#> 3) V59< 0.01125 112 35 R (0.3125000 0.6875000)
#> 6) V28>=0.95425 16 0 M (1.0000000 0.0000000) *
#> 7) V28< 0.95425 96 19 R (0.1979167 0.8020833)
#> 14) V44>=0.43145 7 0 M (1.0000000 0.0000000) *
#> 15) V44< 0.43145 89 12 R (0.1348315 0.8651685)
#> 30) V6< 0.0497 9 3 M (0.6666667 0.3333333) *
#> 31) V6>=0.0497 80 6 R (0.0750000 0.9250000) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V9>=0.13335 79 20 M (0.74683544 0.25316456)
#> 4) V58>=0.00305 68 9 M (0.86764706 0.13235294)
#> 8) V15< 0.53385 61 3 M (0.95081967 0.04918033) *
#> 9) V15>=0.53385 7 1 R (0.14285714 0.85714286) *
#> 5) V58< 0.00305 11 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.13335 60 13 R (0.21666667 0.78333333)
#> 6) V4>=0.08265 7 0 M (1.00000000 0.00000000) *
#> 7) V4< 0.08265 53 6 R (0.11320755 0.88679245)
#> 14) V27>=0.93995 8 2 M (0.75000000 0.25000000) *
#> 15) V27< 0.93995 45 0 R (0.00000000 1.00000000) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V43>=0.2197 63 16 M (0.74603175 0.25396825)
#> 4) V49< 0.13125 54 7 M (0.87037037 0.12962963)
#> 8) V39>=0.0994 47 2 M (0.95744681 0.04255319) *
#> 9) V39< 0.0994 7 2 R (0.28571429 0.71428571) *
#> 5) V49>=0.13125 9 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.2197 76 17 R (0.22368421 0.77631579)
#> 6) V28>=0.9337 8 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.9337 68 9 R (0.13235294 0.86764706)
#> 14) V45>=0.16155 12 4 M (0.66666667 0.33333333) *
#> 15) V45< 0.16155 56 1 R (0.01785714 0.98214286) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V52>=0.00695 95 36 M (0.62105263 0.37894737)
#> 4) V12>=0.2248 51 7 M (0.86274510 0.13725490)
#> 8) V20< 0.8577 38 0 M (1.00000000 0.00000000) *
#> 9) V20>=0.8577 13 6 R (0.46153846 0.53846154) *
#> 5) V12< 0.2248 44 15 R (0.34090909 0.65909091)
#> 10) V16>=0.3455 22 7 M (0.68181818 0.31818182)
#> 20) V14< 0.35635 15 0 M (1.00000000 0.00000000) *
#> 21) V14>=0.35635 7 0 R (0.00000000 1.00000000) *
#> 11) V16< 0.3455 22 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00695 44 4 R (0.09090909 0.90909091) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.4676259 0.5323741)
#> 2) V31< 0.36755 54 13 M (0.7592593 0.2407407)
#> 4) V12>=0.1694 40 2 M (0.9500000 0.0500000) *
#> 5) V12< 0.1694 14 3 R (0.2142857 0.7857143) *
#> 3) V31>=0.36755 85 24 R (0.2823529 0.7176471)
#> 6) V44>=0.4289 8 0 M (1.0000000 0.0000000) *
#> 7) V44< 0.4289 77 16 R (0.2077922 0.7922078)
#> 14) V26>=0.96965 7 1 M (0.8571429 0.1428571) *
#> 15) V26< 0.96965 70 10 R (0.1428571 0.8571429)
#> 30) V49>=0.0368 26 10 R (0.3846154 0.6153846)
#> 60) V37< 0.43505 9 1 M (0.8888889 0.1111111) *
#> 61) V37>=0.43505 17 2 R (0.1176471 0.8823529) *
#> 31) V49< 0.0368 44 0 R (0.0000000 1.0000000) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V4>=0.03245 101 25 M (0.75247525 0.24752475)
#> 4) V39>=0.2564 68 7 M (0.89705882 0.10294118)
#> 8) V21>=0.59535 55 0 M (1.00000000 0.00000000) *
#> 9) V21< 0.59535 13 6 R (0.46153846 0.53846154) *
#> 5) V39< 0.2564 33 15 R (0.45454545 0.54545455)
#> 10) V36< 0.11565 8 0 M (1.00000000 0.00000000) *
#> 11) V36>=0.11565 25 7 R (0.28000000 0.72000000)
#> 22) V51>=0.01485 10 3 M (0.70000000 0.30000000) *
#> 23) V51< 0.01485 15 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.03245 38 8 R (0.21052632 0.78947368)
#> 6) V17< 0.23175 7 1 M (0.85714286 0.14285714) *
#> 7) V17>=0.23175 31 2 R (0.06451613 0.93548387) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V21>=0.7873 55 11 M (0.80000000 0.20000000)
#> 4) V58>=0.00315 46 2 M (0.95652174 0.04347826) *
#> 5) V58< 0.00315 9 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.7873 84 28 R (0.33333333 0.66666667)
#> 6) V28>=0.9055 10 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.9055 74 18 R (0.24324324 0.75675676)
#> 14) V5>=0.1748 9 0 M (1.00000000 0.00000000) *
#> 15) V5< 0.1748 65 9 R (0.13846154 0.86153846) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V9>=0.11875 96 32 M (0.66666667 0.33333333)
#> 4) V36< 0.2835 60 10 M (0.83333333 0.16666667)
#> 8) V52>=0.0082 47 2 M (0.95744681 0.04255319) *
#> 9) V52< 0.0082 13 5 R (0.38461538 0.61538462) *
#> 5) V36>=0.2835 36 14 R (0.38888889 0.61111111)
#> 10) V43>=0.19705 16 3 M (0.81250000 0.18750000) *
#> 11) V43< 0.19705 20 1 R (0.05000000 0.95000000) *
#> 3) V9< 0.11875 43 9 R (0.20930233 0.79069767)
#> 6) V51< 0.00535 9 0 M (1.00000000 0.00000000) *
#> 7) V51>=0.00535 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V58>=0.00935 49 5 M (0.89795918 0.10204082) *
#> 3) V58< 0.00935 90 34 R (0.37777778 0.62222222)
#> 6) V55< 0.00555 35 8 M (0.77142857 0.22857143)
#> 12) V24< 0.8516 26 1 M (0.96153846 0.03846154) *
#> 13) V24>=0.8516 9 2 R (0.22222222 0.77777778) *
#> 7) V55>=0.00555 55 7 R (0.12727273 0.87272727) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V49>=0.03625 75 22 M (0.70666667 0.29333333)
#> 4) V37< 0.47715 43 3 M (0.93023256 0.06976744) *
#> 5) V37>=0.47715 32 13 R (0.40625000 0.59375000)
#> 10) V17< 0.43925 16 3 M (0.81250000 0.18750000) *
#> 11) V17>=0.43925 16 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.03625 64 17 R (0.26562500 0.73437500)
#> 6) V26>=0.9315 15 4 M (0.73333333 0.26666667) *
#> 7) V26< 0.9315 49 6 R (0.12244898 0.87755102)
#> 14) V28< 0.43545 7 2 M (0.71428571 0.28571429) *
#> 15) V28>=0.43545 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V4>=0.06245 63 9 M (0.85714286 0.14285714)
#> 4) V32< 0.5883 52 3 M (0.94230769 0.05769231) *
#> 5) V32>=0.5883 11 5 R (0.45454545 0.54545455) *
#> 3) V4< 0.06245 76 25 R (0.32894737 0.67105263)
#> 6) V28>=0.9025 13 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.9025 63 12 R (0.19047619 0.80952381)
#> 14) V22>=0.9015 10 2 M (0.80000000 0.20000000) *
#> 15) V22< 0.9015 53 4 R (0.07547170 0.92452830) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V10>=0.19615 51 13 M (0.74509804 0.25490196)
#> 4) V32>=0.22085 38 2 M (0.94736842 0.05263158) *
#> 5) V32< 0.22085 13 2 R (0.15384615 0.84615385) *
#> 3) V10< 0.19615 88 23 R (0.26136364 0.73863636)
#> 6) V41>=0.26135 31 12 M (0.61290323 0.38709677)
#> 12) V21>=0.62935 16 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.62935 15 3 R (0.20000000 0.80000000) *
#> 7) V41< 0.26135 57 4 R (0.07017544 0.92982456) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V39>=0.1737 111 34 M (0.69369369 0.30630631)
#> 4) V22>=0.3009 98 22 M (0.77551020 0.22448980)
#> 8) V29>=0.2539 89 13 M (0.85393258 0.14606742)
#> 16) V55>=0.0014 82 6 M (0.92682927 0.07317073) *
#> 17) V55< 0.0014 7 0 R (0.00000000 1.00000000) *
#> 9) V29< 0.2539 9 0 R (0.00000000 1.00000000) *
#> 5) V22< 0.3009 13 1 R (0.07692308 0.92307692) *
#> 3) V39< 0.1737 28 5 R (0.17857143 0.82142857)
#> 6) V40< 0.10425 7 2 M (0.71428571 0.28571429) *
#> 7) V40>=0.10425 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V12>=0.2281 69 17 M (0.75362319 0.24637681)
#> 4) V54>=0.0046 59 7 M (0.88135593 0.11864407)
#> 8) V52>=0.00425 52 1 M (0.98076923 0.01923077) *
#> 9) V52< 0.00425 7 1 R (0.14285714 0.85714286) *
#> 5) V54< 0.0046 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2281 70 14 R (0.20000000 0.80000000)
#> 6) V60>=0.00815 15 5 M (0.66666667 0.33333333) *
#> 7) V60< 0.00815 55 4 R (0.07272727 0.92727273)
#> 14) V26< 0.52795 7 3 M (0.57142857 0.42857143) *
#> 15) V26>=0.52795 48 0 R (0.00000000 1.00000000) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V36< 0.4782 84 25 M (0.70238095 0.29761905)
#> 4) V49>=0.03565 44 4 M (0.90909091 0.09090909) *
#> 5) V49< 0.03565 40 19 R (0.47500000 0.52500000)
#> 10) V5>=0.0823 13 1 M (0.92307692 0.07692308) *
#> 11) V5< 0.0823 27 7 R (0.25925926 0.74074074)
#> 22) V10>=0.1689 11 4 M (0.63636364 0.36363636) *
#> 23) V10< 0.1689 16 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.4782 55 12 R (0.21818182 0.78181818)
#> 6) V38>=0.44945 19 7 M (0.63157895 0.36842105) *
#> 7) V38< 0.44945 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V4>=0.0604 39 9 M (0.76923077 0.23076923)
#> 4) V59>=0.00525 29 2 M (0.93103448 0.06896552) *
#> 5) V59< 0.00525 10 3 R (0.30000000 0.70000000) *
#> 3) V4< 0.0604 100 25 R (0.25000000 0.75000000)
#> 6) V10>=0.23065 18 4 M (0.77777778 0.22222222) *
#> 7) V10< 0.23065 82 11 R (0.13414634 0.86585366) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 45 R (0.32374101 0.67625899)
#> 2) V12>=0.1694 67 28 M (0.58208955 0.41791045)
#> 4) V51>=0.0123 33 4 M (0.87878788 0.12121212) *
#> 5) V51< 0.0123 34 10 R (0.29411765 0.70588235)
#> 10) V7< 0.08205 11 2 M (0.81818182 0.18181818) *
#> 11) V7>=0.08205 23 1 R (0.04347826 0.95652174) *
#> 3) V12< 0.1694 72 6 R (0.08333333 0.91666667)
#> 6) V26< 0.4789 9 3 M (0.66666667 0.33333333) *
#> 7) V26>=0.4789 63 0 R (0.00000000 1.00000000) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V12>=0.2281 72 26 M (0.63888889 0.36111111)
#> 4) V42>=0.2663 36 3 M (0.91666667 0.08333333) *
#> 5) V42< 0.2663 36 13 R (0.36111111 0.63888889)
#> 10) V51>=0.0192 9 0 M (1.00000000 0.00000000) *
#> 11) V51< 0.0192 27 4 R (0.14814815 0.85185185)
#> 22) V23>=0.70225 7 3 M (0.57142857 0.42857143) *
#> 23) V23< 0.70225 20 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2281 67 10 R (0.14925373 0.85074627)
#> 6) V28< 0.4709 7 2 M (0.71428571 0.28571429) *
#> 7) V28>=0.4709 60 5 R (0.08333333 0.91666667)
#> 14) V44>=0.3035 7 3 M (0.57142857 0.42857143) *
#> 15) V44< 0.3035 53 1 R (0.01886792 0.98113208) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V60< 0.00525 47 15 M (0.68085106 0.31914894)
#> 4) V11>=0.11975 36 4 M (0.88888889 0.11111111) *
#> 5) V11< 0.11975 11 0 R (0.00000000 1.00000000) *
#> 3) V60>=0.00525 92 19 R (0.20652174 0.79347826)
#> 6) V21>=0.81325 13 3 M (0.76923077 0.23076923) *
#> 7) V21< 0.81325 79 9 R (0.11392405 0.88607595)
#> 14) V27>=0.8422 11 4 M (0.63636364 0.36363636) *
#> 15) V27< 0.8422 68 2 R (0.02941176 0.97058824) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V9>=0.10995 81 36 M (0.55555556 0.44444444)
#> 4) V15< 0.5467 52 11 M (0.78846154 0.21153846)
#> 8) V43>=0.1096 37 2 M (0.94594595 0.05405405) *
#> 9) V43< 0.1096 15 6 R (0.40000000 0.60000000) *
#> 5) V15>=0.5467 29 4 R (0.13793103 0.86206897)
#> 10) V11>=0.3015 7 3 M (0.57142857 0.42857143) *
#> 11) V11< 0.3015 22 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10995 58 6 R (0.10344828 0.89655172)
#> 6) V59>=0.01125 9 3 M (0.66666667 0.33333333) *
#> 7) V59< 0.01125 49 0 R (0.00000000 1.00000000) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V36< 0.4927 79 33 M (0.58227848 0.41772152)
#> 4) V41>=0.2803 27 1 M (0.96296296 0.03703704) *
#> 5) V41< 0.2803 52 20 R (0.38461538 0.61538462)
#> 10) V9>=0.1653 20 4 M (0.80000000 0.20000000)
#> 20) V1< 0.0273 13 0 M (1.00000000 0.00000000) *
#> 21) V1>=0.0273 7 3 R (0.42857143 0.57142857) *
#> 11) V9< 0.1653 32 4 R (0.12500000 0.87500000) *
#> 3) V36>=0.4927 60 8 R (0.13333333 0.86666667) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 R (0.37410072 0.62589928)
#> 2) V45>=0.2383 27 3 M (0.88888889 0.11111111) *
#> 3) V45< 0.2383 112 28 R (0.25000000 0.75000000)
#> 6) V60< 0.00175 10 1 M (0.90000000 0.10000000) *
#> 7) V60>=0.00175 102 19 R (0.18627451 0.81372549)
#> 14) V26>=0.96655 8 1 M (0.87500000 0.12500000) *
#> 15) V26< 0.96655 94 12 R (0.12765957 0.87234043)
#> 30) V26< 0.31835 10 4 M (0.60000000 0.40000000) *
#> 31) V26>=0.31835 84 6 R (0.07142857 0.92857143) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V21>=0.56055 70 21 M (0.70000000 0.30000000)
#> 4) V52>=0.00885 48 6 M (0.87500000 0.12500000)
#> 8) V30>=0.24885 38 0 M (1.00000000 0.00000000) *
#> 9) V30< 0.24885 10 4 R (0.40000000 0.60000000) *
#> 5) V52< 0.00885 22 7 R (0.31818182 0.68181818)
#> 10) V51>=0.01215 8 1 M (0.87500000 0.12500000) *
#> 11) V51< 0.01215 14 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.56055 69 15 R (0.21739130 0.78260870)
#> 6) V12>=0.2452 21 7 M (0.66666667 0.33333333)
#> 12) V48>=0.07645 13 0 M (1.00000000 0.00000000) *
#> 13) V48< 0.07645 8 1 R (0.12500000 0.87500000) *
#> 7) V12< 0.2452 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V9>=0.10785 96 31 M (0.67708333 0.32291667)
#> 4) V24< 0.8653 73 13 M (0.82191781 0.17808219)
#> 8) V58>=0.00315 59 4 M (0.93220339 0.06779661) *
#> 9) V58< 0.00315 14 5 R (0.35714286 0.64285714) *
#> 5) V24>=0.8653 23 5 R (0.21739130 0.78260870)
#> 10) V22>=0.79315 7 2 M (0.71428571 0.28571429) *
#> 11) V22< 0.79315 16 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10785 43 7 R (0.16279070 0.83720930)
#> 6) V11>=0.21215 7 2 M (0.71428571 0.28571429) *
#> 7) V11< 0.21215 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V4>=0.05935 57 13 M (0.77192982 0.22807018)
#> 4) V12>=0.16675 42 3 M (0.92857143 0.07142857) *
#> 5) V12< 0.16675 15 5 R (0.33333333 0.66666667) *
#> 3) V4< 0.05935 82 20 R (0.24390244 0.75609756)
#> 6) V54>=0.02255 7 0 M (1.00000000 0.00000000) *
#> 7) V54< 0.02255 75 13 R (0.17333333 0.82666667)
#> 14) V55< 0.00635 27 13 R (0.48148148 0.51851852)
#> 28) V15< 0.50885 17 4 M (0.76470588 0.23529412) *
#> 29) V15>=0.50885 10 0 R (0.00000000 1.00000000) *
#> 15) V55>=0.00635 48 0 R (0.00000000 1.00000000) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V4>=0.09645 33 2 M (0.93939394 0.06060606) *
#> 3) V4< 0.09645 106 30 R (0.28301887 0.71698113)
#> 6) V35< 0.244 20 4 M (0.80000000 0.20000000)
#> 12) V1>=0.01675 13 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.01675 7 3 R (0.42857143 0.57142857) *
#> 7) V35>=0.244 86 14 R (0.16279070 0.83720930)
#> 14) V44>=0.24985 22 11 M (0.50000000 0.50000000)
#> 28) V33< 0.70365 11 1 M (0.90909091 0.09090909) *
#> 29) V33>=0.70365 11 1 R (0.09090909 0.90909091) *
#> 15) V44< 0.24985 64 3 R (0.04687500 0.95312500) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V49>=0.03305 85 23 M (0.72941176 0.27058824)
#> 4) V36< 0.4927 58 4 M (0.93103448 0.06896552)
#> 8) V39>=0.1286 51 0 M (1.00000000 0.00000000) *
#> 9) V39< 0.1286 7 3 R (0.42857143 0.57142857) *
#> 5) V36>=0.4927 27 8 R (0.29629630 0.70370370)
#> 10) V45>=0.3486 9 1 M (0.88888889 0.11111111) *
#> 11) V45< 0.3486 18 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.03305 54 11 R (0.20370370 0.79629630)
#> 6) V42>=0.27315 15 5 M (0.66666667 0.33333333) *
#> 7) V42< 0.27315 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V11>=0.1791 68 22 M (0.67647059 0.32352941)
#> 4) V39>=0.1617 56 11 M (0.80357143 0.19642857)
#> 8) V49>=0.031 35 1 M (0.97142857 0.02857143) *
#> 9) V49< 0.031 21 10 M (0.52380952 0.47619048)
#> 18) V26>=0.89135 9 0 M (1.00000000 0.00000000) *
#> 19) V26< 0.89135 12 2 R (0.16666667 0.83333333) *
#> 5) V39< 0.1617 12 1 R (0.08333333 0.91666667) *
#> 3) V11< 0.1791 71 15 R (0.21126761 0.78873239)
#> 6) V59>=0.0109 8 1 M (0.87500000 0.12500000) *
#> 7) V59< 0.0109 63 8 R (0.12698413 0.87301587)
#> 14) V12< 0.0589 7 2 M (0.71428571 0.28571429) *
#> 15) V12>=0.0589 56 3 R (0.05357143 0.94642857) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V12>=0.19575 94 25 M (0.73404255 0.26595745)
#> 4) V43>=0.09225 81 12 M (0.85185185 0.14814815)
#> 8) V19>=0.31405 62 2 M (0.96774194 0.03225806) *
#> 9) V19< 0.31405 19 9 R (0.47368421 0.52631579) *
#> 5) V43< 0.09225 13 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.19575 45 9 R (0.20000000 0.80000000)
#> 6) V21>=0.7898 16 7 M (0.56250000 0.43750000) *
#> 7) V21< 0.7898 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 50 R (0.35971223 0.64028777)
#> 2) V4>=0.09645 25 2 M (0.92000000 0.08000000) *
#> 3) V4< 0.09645 114 27 R (0.23684211 0.76315789)
#> 6) V22>=0.94265 10 1 M (0.90000000 0.10000000) *
#> 7) V22< 0.94265 104 18 R (0.17307692 0.82692308)
#> 14) V28>=0.9275 7 0 M (1.00000000 0.00000000) *
#> 15) V28< 0.9275 97 11 R (0.11340206 0.88659794)
#> 30) V31>=0.7186 7 2 M (0.71428571 0.28571429) *
#> 31) V31< 0.7186 90 6 R (0.06666667 0.93333333) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V36< 0.46475 75 21 M (0.72000000 0.28000000)
#> 4) V33>=0.10395 65 12 M (0.81538462 0.18461538)
#> 8) V39>=0.173 52 4 M (0.92307692 0.07692308) *
#> 9) V39< 0.173 13 5 R (0.38461538 0.61538462) *
#> 5) V33< 0.10395 10 1 R (0.10000000 0.90000000) *
#> 3) V36>=0.46475 64 15 R (0.23437500 0.76562500)
#> 6) V48>=0.12185 18 5 M (0.72222222 0.27777778) *
#> 7) V48< 0.12185 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V43>=0.23825 60 13 M (0.78333333 0.21666667)
#> 4) V38< 0.7181 53 6 M (0.88679245 0.11320755)
#> 8) V5>=0.0222 46 2 M (0.95652174 0.04347826) *
#> 9) V5< 0.0222 7 3 R (0.42857143 0.57142857) *
#> 5) V38>=0.7181 7 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.23825 79 19 R (0.24050633 0.75949367)
#> 6) V35< 0.244 19 7 M (0.63157895 0.36842105) *
#> 7) V35>=0.244 60 7 R (0.11666667 0.88333333)
#> 14) V31< 0.22265 7 3 M (0.57142857 0.42857143) *
#> 15) V31>=0.22265 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V50>=0.009 103 35 M (0.66019417 0.33980583)
#> 4) V20>=0.45405 75 16 M (0.78666667 0.21333333)
#> 8) V9>=0.10785 64 7 M (0.89062500 0.10937500)
#> 16) V43>=0.0747 57 3 M (0.94736842 0.05263158) *
#> 17) V43< 0.0747 7 3 R (0.42857143 0.57142857) *
#> 9) V9< 0.10785 11 2 R (0.18181818 0.81818182) *
#> 5) V20< 0.45405 28 9 R (0.32142857 0.67857143)
#> 10) V48>=0.10645 12 3 M (0.75000000 0.25000000) *
#> 11) V48< 0.10645 16 0 R (0.00000000 1.00000000) *
#> 3) V50< 0.009 36 3 R (0.08333333 0.91666667) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V20>=0.5479 80 26 M (0.67500000 0.32500000)
#> 4) V10>=0.1653 48 5 M (0.89583333 0.10416667) *
#> 5) V10< 0.1653 32 11 R (0.34375000 0.65625000)
#> 10) V28< 0.43995 9 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.43995 23 2 R (0.08695652 0.91304348) *
#> 3) V20< 0.5479 59 11 R (0.18644068 0.81355932)
#> 6) V12>=0.22875 20 10 M (0.50000000 0.50000000)
#> 12) V49>=0.0343 8 0 M (1.00000000 0.00000000) *
#> 13) V49< 0.0343 12 2 R (0.16666667 0.83333333) *
#> 7) V12< 0.22875 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V6< 0.07755 46 11 M (0.76086957 0.23913043)
#> 4) V50< 0.02655 37 2 M (0.94594595 0.05405405) *
#> 5) V50>=0.02655 9 0 R (0.00000000 1.00000000) *
#> 3) V6>=0.07755 93 19 R (0.20430108 0.79569892)
#> 6) V56>=0.01565 7 0 M (1.00000000 0.00000000) *
#> 7) V56< 0.01565 86 12 R (0.13953488 0.86046512)
#> 14) V60< 0.00515 15 7 M (0.53333333 0.46666667) *
#> 15) V60>=0.00515 71 4 R (0.05633803 0.94366197) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V27>=0.8975 33 4 M (0.87878788 0.12121212)
#> 4) V11>=0.22155 26 0 M (1.00000000 0.00000000) *
#> 5) V11< 0.22155 7 3 R (0.42857143 0.57142857) *
#> 3) V27< 0.8975 106 40 R (0.37735849 0.62264151)
#> 6) V52>=0.0115 49 17 M (0.65306122 0.34693878)
#> 12) V36< 0.5093 31 2 M (0.93548387 0.06451613) *
#> 13) V36>=0.5093 18 3 R (0.16666667 0.83333333) *
#> 7) V52< 0.0115 57 8 R (0.14035088 0.85964912)
#> 14) V40>=0.33635 11 4 M (0.63636364 0.36363636) *
#> 15) V40< 0.33635 46 1 R (0.02173913 0.97826087) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.5251799 0.4748201)
#> 2) V35< 0.244 44 8 M (0.8181818 0.1818182)
#> 4) V4>=0.02395 32 1 M (0.9687500 0.0312500) *
#> 5) V4< 0.02395 12 5 R (0.4166667 0.5833333) *
#> 3) V35>=0.244 95 37 R (0.3894737 0.6105263)
#> 6) V44>=0.3511 17 0 M (1.0000000 0.0000000) *
#> 7) V44< 0.3511 78 20 R (0.2564103 0.7435897)
#> 14) V53>=0.0165 13 2 M (0.8461538 0.1538462) *
#> 15) V53< 0.0165 65 9 R (0.1384615 0.8615385) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V27>=0.71825 50 13 M (0.74000000 0.26000000)
#> 4) V12>=0.15615 39 2 M (0.94871795 0.05128205) *
#> 5) V12< 0.15615 11 0 R (0.00000000 1.00000000) *
#> 3) V27< 0.71825 89 24 R (0.26966292 0.73033708)
#> 6) V27< 0.571 49 24 R (0.48979592 0.51020408)
#> 12) V14>=0.1359 35 11 M (0.68571429 0.31428571)
#> 24) V58>=0.0038 25 1 M (0.96000000 0.04000000) *
#> 25) V58< 0.0038 10 0 R (0.00000000 1.00000000) *
#> 13) V14< 0.1359 14 0 R (0.00000000 1.00000000) *
#> 7) V27>=0.571 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V15< 0.5394 112 38 M (0.66071429 0.33928571)
#> 4) V11>=0.1573 74 12 M (0.83783784 0.16216216)
#> 8) V22>=0.45605 60 3 M (0.95000000 0.05000000) *
#> 9) V22< 0.45605 14 5 R (0.35714286 0.64285714) *
#> 5) V11< 0.1573 38 12 R (0.31578947 0.68421053)
#> 10) V5>=0.0776 11 0 M (1.00000000 0.00000000) *
#> 11) V5< 0.0776 27 1 R (0.03703704 0.96296296) *
#> 3) V15>=0.5394 27 4 R (0.14814815 0.85185185)
#> 6) V12>=0.32045 7 3 M (0.57142857 0.42857143) *
#> 7) V12< 0.32045 20 0 R (0.00000000 1.00000000) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V39>=0.26075 72 21 M (0.70833333 0.29166667)
#> 4) V15< 0.5394 57 9 M (0.84210526 0.15789474)
#> 8) V52>=0.0072 49 3 M (0.93877551 0.06122449) *
#> 9) V52< 0.0072 8 2 R (0.25000000 0.75000000) *
#> 5) V15>=0.5394 15 3 R (0.20000000 0.80000000) *
#> 3) V39< 0.26075 67 11 R (0.16417910 0.83582090)
#> 6) V60< 0.0016 7 0 M (1.00000000 0.00000000) *
#> 7) V60>=0.0016 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V58>=0.00855 56 7 M (0.87500000 0.12500000)
#> 4) V15>=0.2717 47 0 M (1.00000000 0.00000000) *
#> 5) V15< 0.2717 9 2 R (0.22222222 0.77777778) *
#> 3) V58< 0.00855 83 26 R (0.31325301 0.68674699)
#> 6) V27>=0.90545 17 1 M (0.94117647 0.05882353) *
#> 7) V27< 0.90545 66 10 R (0.15151515 0.84848485) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.5179856 0.4820144)
#> 2) V9>=0.10785 100 34 M (0.6600000 0.3400000)
#> 4) V6>=0.02265 89 23 M (0.7415730 0.2584270)
#> 8) V15< 0.5394 69 9 M (0.8695652 0.1304348)
#> 16) V45>=0.0422 62 3 M (0.9516129 0.0483871) *
#> 17) V45< 0.0422 7 1 R (0.1428571 0.8571429) *
#> 9) V15>=0.5394 20 6 R (0.3000000 0.7000000)
#> 18) V13>=0.42735 7 1 M (0.8571429 0.1428571) *
#> 19) V13< 0.42735 13 0 R (0.0000000 1.0000000) *
#> 5) V6< 0.02265 11 0 R (0.0000000 1.0000000) *
#> 3) V9< 0.10785 39 6 R (0.1538462 0.8461538)
#> 6) V4>=0.0609 7 1 M (0.8571429 0.1428571) *
#> 7) V4< 0.0609 32 0 R (0.0000000 1.0000000) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V49>=0.0594 35 5 M (0.85714286 0.14285714) *
#> 3) V49< 0.0594 104 31 R (0.29807692 0.70192308)
#> 6) V23>=0.785 49 23 M (0.53061224 0.46938776)
#> 12) V12>=0.1537 27 2 M (0.92592593 0.07407407) *
#> 13) V12< 0.1537 22 1 R (0.04545455 0.95454545) *
#> 7) V23< 0.785 55 5 R (0.09090909 0.90909091) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V35< 0.2454 34 2 M (0.94117647 0.05882353) *
#> 3) V35>=0.2454 105 39 R (0.37142857 0.62857143)
#> 6) V21>=0.7863 22 3 M (0.86363636 0.13636364) *
#> 7) V21< 0.7863 83 20 R (0.24096386 0.75903614)
#> 14) V44>=0.30615 14 2 M (0.85714286 0.14285714) *
#> 15) V44< 0.30615 69 8 R (0.11594203 0.88405797)
#> 30) V4>=0.1115 12 5 M (0.58333333 0.41666667) *
#> 31) V4< 0.1115 57 1 R (0.01754386 0.98245614) *
#>
#>
#> $weights
#> [1] 0.6886628 0.7007452 0.6319037 0.7541445 0.7060120 0.8156616 0.8463480
#> [8] 0.9842816 0.7521589 0.9086300 0.5637726 0.7794201 0.7683775 0.7912630
#> [15] 0.5391342 0.6934958 0.6405045 0.7018376 0.9288129 0.7039775 0.9686284
#> [22] 0.5951530 0.9364835 0.7709135 0.7690743 0.7653598 0.7349553 0.7895828
#> [29] 0.8594949 0.6018559 1.0157285 0.9188048 0.7805807 0.8203615 0.5756025
#> [36] 0.6457595 0.7378673 0.8551365 0.5799108 0.6740667 0.7456340 0.5974389
#> [43] 0.8661384 0.7407629 0.7781753 0.8242079 0.8717808 0.7159082 0.7844187
#> [50] 0.5403672 0.8445310 0.8031397 0.7569532 0.5074861 0.6400537 0.8574338
#> [57] 0.6799713 0.7375477 0.5514126 0.9803965 0.9703990 0.6492191 0.8581045
#> [64] 0.8777458 0.6174149 0.8936275 0.6463088 0.6855550 0.7801257 0.6703257
#> [71] 0.7477019 0.4984054 0.8182840 0.8951439 0.7188028 0.7754938 0.9318963
#> [78] 0.6126527 1.1679130 0.6743370 0.8374130 0.8691227 0.7483041 1.1163113
#> [85] 0.6176134 0.8894487 0.6455252 0.6171474 0.6261352 0.9118176 0.7492993
#> [92] 0.7492992 0.6747717 1.0105394 0.7998739 0.6642239 0.6777823 0.9388396
#> [99] 0.6889513 0.7476731
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.177315 57.010456
#> [2,] 19.489559 56.698212
#> [3,] 19.456638 56.731133
#> [4,] 19.645819 56.541953
#> [5,] 8.561936 67.625836
#> [6,] 17.176425 59.011346
#> [7,] 19.542938 56.644834
#> [8,] 17.944090 58.243681
#> [9,] 18.253614 57.934157
#> [10,] 19.611121 56.576650
#> [11,] 18.822815 57.364956
#> [12,] 19.484442 56.703329
#> [13,] 16.325516 59.862255
#> [14,] 15.762581 60.425190
#> [15,] 19.125680 57.062092
#> [16,] 17.220643 58.967128
#> [17,] 19.789819 56.397952
#> [18,] 19.109050 57.078721
#> [19,] 18.359306 57.828466
#> [20,] 19.039096 57.148675
#> [21,] 18.342042 57.845729
#> [22,] 12.399320 63.788451
#> [23,] 13.817633 62.370138
#> [24,] 16.801585 59.386186
#> [25,] 15.972276 60.215495
#> [26,] 7.473333 68.714438
#> [27,] 18.765154 57.422617
#> [28,] 18.069693 58.118078
#> [29,] 19.030434 57.157338
#> [30,] 18.804940 57.382832
#> [31,] 9.278833 66.908938
#> [32,] 17.631295 58.556476
#> [33,] 17.112843 59.074928
#> [34,] 11.536119 64.651652
#> [35,] 16.523745 59.664027
#> [36,] 18.998748 57.189024
#> [37,] 17.027448 59.160323
#> [38,] 11.136314 65.051457
#> [39,] 16.879489 59.308283
#> [40,] 17.881625 58.306146
#> [41,] 14.944761 61.243010
#> [42,] 14.350793 61.836978
#> [43,] 16.284301 59.903470
#> [44,] 18.824788 57.362983
#> [45,] 18.785011 57.402761
#> [46,] 19.149724 57.038047
#> [47,] 18.606310 57.581461
#> [48,] 17.877602 58.310169
#> [49,] 19.053477 57.134294
#> [50,] 20.244921 55.942850
#> [51,] 16.176356 60.011415
#> [52,] 18.061254 58.126517
#> [53,] 19.373859 56.813912
#> [54,] 18.539376 57.648395
#> [55,] 16.584044 59.603728
#> [56,] 19.207550 56.980221
#> [57,] 18.513087 57.674684
#> [58,] 16.700428 59.487343
#> [59,] 18.299147 57.888624
#> [60,] 18.053935 58.133836
#> [61,] 58.175418 18.012353
#> [62,] 58.395626 17.792145
#> [63,] 58.161894 18.025878
#> [64,] 57.667182 18.520589
#> [65,] 57.460488 18.727283
#> [66,] 57.692942 18.494829
#> [67,] 58.934356 17.253415
#> [68,] 57.875146 18.312625
#> [69,] 59.204234 16.983537
#> [70,] 58.025477 18.162294
#> [71,] 59.627131 16.560640
#> [72,] 57.499410 18.688361
#> [73,] 59.627329 16.560442
#> [74,] 57.727256 18.460515
#> [75,] 58.474668 17.713103
#> [76,] 64.948306 11.239465
#> [77,] 61.127530 15.060241
#> [78,] 57.426896 18.760875
#> [79,] 65.415903 10.771868
#> [80,] 58.141261 18.046511
#> [81,] 60.903390 15.284381
#> [82,] 58.383098 17.804673
#> [83,] 58.818849 17.368923
#> [84,] 58.393368 17.794403
#> [85,] 58.927499 17.260272
#> [86,] 62.437554 13.750217
#> [87,] 58.195657 17.992114
#> [88,] 58.701859 17.485913
#> [89,] 63.877870 12.309902
#> [90,] 59.003209 17.184562
#> [91,] 58.912452 17.275319
#> [92,] 62.153285 14.034486
#> [93,] 58.548175 17.639596
#> [94,] 57.511008 18.676763
#> [95,] 61.496258 14.691513
#> [96,] 58.471289 17.716482
#> [97,] 60.568794 15.618977
#> [98,] 57.007693 19.180078
#> [99,] 57.351552 18.836219
#> [100,] 58.618233 17.569538
#> [101,] 57.850302 18.337469
#> [102,] 58.542542 17.645229
#> [103,] 56.706005 19.481766
#> [104,] 64.428422 11.759350
#> [105,] 57.120392 19.067379
#> [106,] 60.306379 15.881392
#> [107,] 58.485729 17.702042
#> [108,] 59.624129 16.563643
#> [109,] 58.674009 17.513762
#> [110,] 58.401007 17.786764
#> [111,] 57.785396 18.402375
#> [112,] 61.128518 15.059253
#> [113,] 57.133880 19.053892
#> [114,] 56.814727 19.373045
#> [115,] 58.261860 17.925911
#> [116,] 60.941490 15.246281
#> [117,] 59.529287 16.658484
#> [118,] 56.627975 19.559796
#> [119,] 56.293073 19.894698
#> [120,] 66.960987 9.226784
#> [121,] 69.164731 7.023040
#> [122,] 68.325651 7.862120
#> [123,] 69.725501 6.462271
#> [124,] 60.822684 15.365087
#> [125,] 58.384361 17.803410
#> [126,] 60.998927 15.188844
#> [127,] 59.674944 16.512827
#> [128,] 57.823631 18.364140
#> [129,] 56.779626 19.408145
#> [130,] 59.587945 16.599826
#> [131,] 60.551101 15.636670
#> [132,] 65.085393 11.102378
#> [133,] 58.571722 17.616050
#> [134,] 61.717071 14.470700
#> [135,] 64.559378 11.628393
#> [136,] 62.989375 13.198396
#> [137,] 58.947280 17.240491
#> [138,] 61.319954 14.867817
#> [139,] 57.484222 18.703550
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.25171120 0.74828880
#> [2,] 0.25580954 0.74419046
#> [3,] 0.25537744 0.74462256
#> [4,] 0.25786052 0.74213948
#> [5,] 0.11237940 0.88762060
#> [6,] 0.22544859 0.77455141
#> [7,] 0.25651016 0.74348984
#> [8,] 0.23552454 0.76447546
#> [9,] 0.23958719 0.76041281
#> [10,] 0.25740511 0.74259489
#> [11,] 0.24705822 0.75294178
#> [12,] 0.25574239 0.74425761
#> [13,] 0.21428001 0.78571999
#> [14,] 0.20689122 0.79310878
#> [15,] 0.25103346 0.74896654
#> [16,] 0.22602897 0.77397103
#> [17,] 0.25975060 0.74024940
#> [18,] 0.25081519 0.74918481
#> [19,] 0.24097444 0.75902556
#> [20,] 0.24989701 0.75010299
#> [21,] 0.24074785 0.75925215
#> [22,] 0.16274686 0.83725314
#> [23,] 0.18136287 0.81863713
#> [24,] 0.22052863 0.77947137
#> [25,] 0.20964357 0.79035643
#> [26,] 0.09809098 0.90190902
#> [27,] 0.24630140 0.75369860
#> [28,] 0.23717315 0.76282685
#> [29,] 0.24978331 0.75021669
#> [30,] 0.24682360 0.75317640
#> [31,] 0.12178901 0.87821099
#> [32,] 0.23141896 0.76858104
#> [33,] 0.22461405 0.77538595
#> [34,] 0.15141694 0.84858306
#> [35,] 0.21688185 0.78311815
#> [36,] 0.24936741 0.75063259
#> [37,] 0.22349319 0.77650681
#> [38,] 0.14616931 0.85383069
#> [39,] 0.22155115 0.77844885
#> [40,] 0.23470466 0.76529534
#> [41,] 0.19615696 0.80384304
#> [42,] 0.18836084 0.81163916
#> [43,] 0.21373904 0.78626096
#> [44,] 0.24708412 0.75291588
#> [45,] 0.24656202 0.75343798
#> [46,] 0.25134906 0.74865094
#> [47,] 0.24421649 0.75578351
#> [48,] 0.23465186 0.76534814
#> [49,] 0.25008577 0.74991423
#> [50,] 0.26572402 0.73427598
#> [51,] 0.21232221 0.78767779
#> [52,] 0.23706238 0.76293762
#> [53,] 0.25429092 0.74570908
#> [54,] 0.24333795 0.75666205
#> [55,] 0.21767330 0.78232670
#> [56,] 0.25210804 0.74789196
#> [57,] 0.24299290 0.75700710
#> [58,] 0.21920091 0.78079909
#> [59,] 0.24018484 0.75981516
#> [60,] 0.23696631 0.76303369
#> [61,] 0.76357947 0.23642053
#> [62,] 0.76646981 0.23353019
#> [63,] 0.76340196 0.23659804
#> [64,] 0.75690864 0.24309136
#> [65,] 0.75419568 0.24580432
#> [66,] 0.75724675 0.24275325
#> [67,] 0.77354089 0.22645911
#> [68,] 0.75963826 0.24036174
#> [69,] 0.77708316 0.22291684
#> [70,] 0.76161143 0.23838857
#> [71,] 0.78263388 0.21736612
#> [72,] 0.75470655 0.24529345
#> [73,] 0.78263649 0.21736351
#> [74,] 0.75769713 0.24230287
#> [75,] 0.76750727 0.23249273
#> [76,] 0.85247679 0.14752321
#> [77,] 0.80232731 0.19767269
#> [78,] 0.75375477 0.24624523
#> [79,] 0.85861421 0.14138579
#> [80,] 0.76313114 0.23686886
#> [81,] 0.79938537 0.20061463
#> [82,] 0.76630537 0.23369463
#> [83,] 0.77202480 0.22797520
#> [84,] 0.76644017 0.23355983
#> [85,] 0.77345088 0.22654912
#> [86,] 0.81952199 0.18047801
#> [87,] 0.76384512 0.23615488
#> [88,] 0.77048925 0.22951075
#> [89,] 0.83842680 0.16157320
#> [90,] 0.77444461 0.22555539
#> [91,] 0.77325339 0.22674661
#> [92,] 0.81579083 0.18420917
#> [93,] 0.76847209 0.23152791
#> [94,] 0.75485878 0.24514122
#> [95,] 0.80716704 0.19283296
#> [96,] 0.76746292 0.23253708
#> [97,] 0.79499364 0.20500636
#> [98,] 0.74825254 0.25174746
#> [99,] 0.75276585 0.24723415
#> [100,] 0.76939162 0.23060838
#> [101,] 0.75931218 0.24068782
#> [102,] 0.76839815 0.23160185
#> [103,] 0.74429274 0.25570726
#> [104,] 0.84565306 0.15434694
#> [105,] 0.74973177 0.25026823
#> [106,] 0.79154933 0.20845067
#> [107,] 0.76765245 0.23234755
#> [108,] 0.78259447 0.21740553
#> [109,] 0.77012371 0.22987629
#> [110,] 0.76654043 0.23345957
#> [111,] 0.75846025 0.24153975
#> [112,] 0.80234028 0.19765972
#> [113,] 0.74990879 0.25009121
#> [114,] 0.74571976 0.25428024
#> [115,] 0.76471406 0.23528594
#> [116,] 0.79988546 0.20011454
#> [117,] 0.78134963 0.21865037
#> [118,] 0.74326856 0.25673144
#> [119,] 0.73887282 0.26112718
#> [120,] 0.87889416 0.12110584
#> [121,] 0.90781933 0.09218067
#> [122,] 0.89680600 0.10319400
#> [123,] 0.91517969 0.08482031
#> [124,] 0.79832608 0.20167392
#> [125,] 0.76632195 0.23367805
#> [126,] 0.80063935 0.19936065
#> [127,] 0.78326145 0.21673855
#> [128,] 0.75896211 0.24103789
#> [129,] 0.74525905 0.25474095
#> [130,] 0.78211955 0.21788045
#> [131,] 0.79476142 0.20523858
#> [132,] 0.85427611 0.14572389
#> [133,] 0.76878114 0.23121886
#> [134,] 0.81006532 0.18993468
#> [135,] 0.84737193 0.15262807
#> [136,] 0.82676490 0.17323510
#> [137,] 0.77371052 0.22628948
#> [138,] 0.80485297 0.19514703
#> [139,] 0.75450720 0.24549280
#>
#> $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" "M" "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
#> 1.0388783 2.0334678 4.2246156 6.6502130 0.8067591 0.8486804 2.2541949 1.0111620
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 0.5163562 0.4172348 0.5115281 0.0000000 1.9673107 3.0275946 2.6626802 2.5501936
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 1.1779256 0.4502269 1.9733367 2.1567671 3.7043952 0.3187353 0.0000000 0.5539559
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 1.9154858 0.8910501 0.7870720 0.3991998 4.1106692 3.9058582 0.9887483 0.7084334
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.4490078 4.4076471 0.4901886 1.0006863 1.1942811 2.9634248 2.9036027 1.8131567
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 0.0000000 0.0000000 1.1069532 2.7936146 1.5128544 1.1961067 1.8990547 2.8627012
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.5584411 1.2489739 1.4448182 0.5326357 0.3207662 2.8147655 2.1500680 0.9675423
#> V60 V7 V8 V9
#> 1.3901302 0.7041357 0.2637777 4.4479366
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 79 60
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V12 V9 V4 V11 V35 V36 V28 V21
#> 6.6502130 4.4479366 4.4076471 4.2246156 4.1106692 3.9058582 3.7043952 3.0275946
#> V43 V44 V52 V58 V49 V22 V23 V39
#> 2.9634248 2.9036027 2.8627012 2.8147655 2.7936146 2.6626802 2.5501936 2.4490078
#> V15 V27 V59 V10 V26 V20 V31 V51
#> 2.2541949 2.1567671 2.1500680 2.0334678 1.9733367 1.9673107 1.9154858 1.8990547
#> V45 V5 V55 V60 V54 V50 V42 V24
#> 1.8131567 1.5128544 1.4448182 1.3901302 1.2489739 1.1961067 1.1942811 1.1779256
#> V48 V1 V16 V41 V37 V6 V32 V14
#> 1.1069532 1.0388783 1.0111620 1.0006863 0.9887483 0.9675423 0.8910501 0.8486804
#> V13 V33 V38 V7 V53 V30 V56 V17
#> 0.8067591 0.7870720 0.7084334 0.7041357 0.5584411 0.5539559 0.5326357 0.5163562
#> V19 V40 V25 V18 V34 V57 V29 V8
#> 0.5115281 0.4901886 0.4502269 0.4172348 0.3991998 0.3207662 0.3187353 0.2637777
#> V2 V3 V46 V47
#> 0.0000000 0.0000000 0.0000000 0.0000000
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2608696