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 M (0.59712230 0.40287770)
#> 2) V5>=0.0392 98 23 M (0.76530612 0.23469388)
#> 4) V16< 0.687 84 12 M (0.85714286 0.14285714)
#> 8) V47>=0.06685 75 5 M (0.93333333 0.06666667) *
#> 9) V47< 0.06685 9 2 R (0.22222222 0.77777778) *
#> 5) V16>=0.687 14 3 R (0.21428571 0.78571429) *
#> 3) V5< 0.0392 41 8 R (0.19512195 0.80487805)
#> 6) V9>=0.13045 14 6 M (0.57142857 0.42857143) *
#> 7) V9< 0.13045 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.5683453 0.4316547)
#> 2) V12>=0.1677 94 23 M (0.7553191 0.2446809)
#> 4) V37>=0.13945 78 11 M (0.8589744 0.1410256) *
#> 5) V37< 0.13945 16 4 R (0.2500000 0.7500000) *
#> 3) V12< 0.1677 45 8 R (0.1777778 0.8222222)
#> 6) V22>=0.9015 9 1 M (0.8888889 0.1111111) *
#> 7) V22< 0.9015 36 0 R (0.0000000 1.0000000) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V10>=0.15355 78 10 M (0.87179487 0.12820513)
#> 4) V30>=0.23375 68 4 M (0.94117647 0.05882353) *
#> 5) V30< 0.23375 10 4 R (0.40000000 0.60000000) *
#> 3) V10< 0.15355 61 19 R (0.31147541 0.68852459)
#> 6) V20>=0.8321 14 1 M (0.92857143 0.07142857) *
#> 7) V20< 0.8321 47 6 R (0.12765957 0.87234043)
#> 14) V53>=0.01885 7 2 M (0.71428571 0.28571429) *
#> 15) V53< 0.01885 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V4>=0.0606 35 3 M (0.91428571 0.08571429) *
#> 3) V4< 0.0606 104 27 R (0.25961538 0.74038462)
#> 6) V52>=0.00945 48 24 M (0.50000000 0.50000000)
#> 12) V10>=0.176 24 2 M (0.91666667 0.08333333) *
#> 13) V10< 0.176 24 2 R (0.08333333 0.91666667) *
#> 7) V52< 0.00945 56 3 R (0.05357143 0.94642857) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V59>=0.0061 64 17 M (0.73437500 0.26562500)
#> 4) V36< 0.4682 46 3 M (0.93478261 0.06521739) *
#> 5) V36>=0.4682 18 4 R (0.22222222 0.77777778) *
#> 3) V59< 0.0061 75 21 R (0.28000000 0.72000000)
#> 6) V28>=0.958 12 1 M (0.91666667 0.08333333) *
#> 7) V28< 0.958 63 10 R (0.15873016 0.84126984)
#> 14) V48< 0.0272 10 3 M (0.70000000 0.30000000) *
#> 15) V48>=0.0272 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V12>=0.21345 80 17 M (0.78750000 0.21250000)
#> 4) V5>=0.04015 67 8 M (0.88059701 0.11940299) *
#> 5) V5< 0.04015 13 4 R (0.30769231 0.69230769) *
#> 3) V12< 0.21345 59 14 R (0.23728814 0.76271186)
#> 6) V37< 0.18335 13 3 M (0.76923077 0.23076923) *
#> 7) V37>=0.18335 46 4 R (0.08695652 0.91304348) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V48>=0.0544 95 32 M (0.66315789 0.33684211)
#> 4) V39>=0.14275 77 16 M (0.79220779 0.20779221)
#> 8) V5>=0.02285 70 10 M (0.85714286 0.14285714)
#> 16) V30>=0.23375 55 1 M (0.98181818 0.01818182) *
#> 17) V30< 0.23375 15 6 R (0.40000000 0.60000000) *
#> 9) V5< 0.02285 7 1 R (0.14285714 0.85714286) *
#> 5) V39< 0.14275 18 2 R (0.11111111 0.88888889) *
#> 3) V48< 0.0544 44 10 R (0.22727273 0.77272727)
#> 6) V19>=0.92435 7 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.92435 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V49>=0.03045 96 30 M (0.68750000 0.31250000)
#> 4) V57< 0.01335 77 15 M (0.80519481 0.19480519)
#> 8) V36< 0.497 62 6 M (0.90322581 0.09677419) *
#> 9) V36>=0.497 15 6 R (0.40000000 0.60000000) *
#> 5) V57>=0.01335 19 4 R (0.21052632 0.78947368) *
#> 3) V49< 0.03045 43 5 R (0.11627907 0.88372093)
#> 6) V31< 0.3737 7 3 M (0.57142857 0.42857143) *
#> 7) V31>=0.3737 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V54>=0.01855 24 0 M (1.00000000 0.00000000) *
#> 3) V54< 0.01855 115 51 R (0.44347826 0.55652174)
#> 6) V10>=0.19105 60 21 M (0.65000000 0.35000000)
#> 12) V57< 0.00605 34 3 M (0.91176471 0.08823529) *
#> 13) V57>=0.00605 26 8 R (0.30769231 0.69230769)
#> 26) V43>=0.2017 11 3 M (0.72727273 0.27272727) *
#> 27) V43< 0.2017 15 0 R (0.00000000 1.00000000) *
#> 7) V10< 0.19105 55 12 R (0.21818182 0.78181818)
#> 14) V45>=0.18655 8 1 M (0.87500000 0.12500000) *
#> 15) V45< 0.18655 47 5 R (0.10638298 0.89361702) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V51>=0.01285 57 10 M (0.82456140 0.17543860)
#> 4) V48>=0.05455 47 3 M (0.93617021 0.06382979) *
#> 5) V48< 0.05455 10 3 R (0.30000000 0.70000000) *
#> 3) V51< 0.01285 82 23 R (0.28048780 0.71951220)
#> 6) V55>=0.0168 10 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.0168 72 13 R (0.18055556 0.81944444)
#> 14) V4>=0.05515 17 7 M (0.58823529 0.41176471) *
#> 15) V4< 0.05515 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V51>=0.01365 55 19 M (0.65454545 0.34545455)
#> 4) V12>=0.1275 41 7 M (0.82926829 0.17073171)
#> 8) V1>=0.0142 33 1 M (0.96969697 0.03030303) *
#> 9) V1< 0.0142 8 2 R (0.25000000 0.75000000) *
#> 5) V12< 0.1275 14 2 R (0.14285714 0.85714286) *
#> 3) V51< 0.01365 84 18 R (0.21428571 0.78571429)
#> 6) V29>=0.8879 12 2 M (0.83333333 0.16666667) *
#> 7) V29< 0.8879 72 8 R (0.11111111 0.88888889) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V13>=0.2684 70 17 M (0.75714286 0.24285714)
#> 4) V36< 0.4703 57 7 M (0.87719298 0.12280702)
#> 8) V52>=0.0049 48 0 M (1.00000000 0.00000000) *
#> 9) V52< 0.0049 9 2 R (0.22222222 0.77777778) *
#> 5) V36>=0.4703 13 3 R (0.23076923 0.76923077) *
#> 3) V13< 0.2684 69 20 R (0.28985507 0.71014493)
#> 6) V48>=0.07635 27 10 M (0.62962963 0.37037037)
#> 12) V12>=0.13645 15 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.13645 12 2 R (0.16666667 0.83333333) *
#> 7) V48< 0.07635 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V27< 0.50335 29 2 M (0.93103448 0.06896552) *
#> 3) V27>=0.50335 110 39 R (0.35454545 0.64545455)
#> 6) V28>=0.9236 25 4 M (0.84000000 0.16000000)
#> 12) V12>=0.22715 18 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.22715 7 3 R (0.42857143 0.57142857) *
#> 7) V28< 0.9236 85 18 R (0.21176471 0.78823529)
#> 14) V22>=0.9323 7 0 M (1.00000000 0.00000000) *
#> 15) V22< 0.9323 78 11 R (0.14102564 0.85897436)
#> 30) V59>=0.01385 7 2 M (0.71428571 0.28571429) *
#> 31) V59< 0.01385 71 6 R (0.08450704 0.91549296) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V9>=0.1632 71 18 M (0.74647887 0.25352113)
#> 4) V15< 0.5256 52 2 M (0.96153846 0.03846154) *
#> 5) V15>=0.5256 19 3 R (0.15789474 0.84210526) *
#> 3) V9< 0.1632 68 22 R (0.32352941 0.67647059)
#> 6) V59>=0.00785 26 8 M (0.69230769 0.30769231)
#> 12) V20>=0.61075 16 0 M (1.00000000 0.00000000) *
#> 13) V20< 0.61075 10 2 R (0.20000000 0.80000000) *
#> 7) V59< 0.00785 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V30>=0.24555 114 38 M (0.66666667 0.33333333)
#> 4) V9>=0.10095 92 20 M (0.78260870 0.21739130)
#> 8) V15< 0.4398 60 4 M (0.93333333 0.06666667) *
#> 9) V15>=0.4398 32 16 M (0.50000000 0.50000000)
#> 18) V26< 0.59095 14 0 M (1.00000000 0.00000000) *
#> 19) V26>=0.59095 18 2 R (0.11111111 0.88888889) *
#> 5) V9< 0.10095 22 4 R (0.18181818 0.81818182)
#> 10) V10< 0.10105 7 3 M (0.57142857 0.42857143) *
#> 11) V10>=0.10105 15 0 R (0.00000000 1.00000000) *
#> 3) V30< 0.24555 25 1 R (0.04000000 0.96000000) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.5611511 0.4388489)
#> 2) V20>=0.57355 74 16 M (0.7837838 0.2162162)
#> 4) V52>=0.00935 50 4 M (0.9200000 0.0800000)
#> 8) V11>=0.14325 43 0 M (1.0000000 0.0000000) *
#> 9) V11< 0.14325 7 3 R (0.4285714 0.5714286) *
#> 5) V52< 0.00935 24 12 M (0.5000000 0.5000000)
#> 10) V10< 0.2014 9 0 M (1.0000000 0.0000000) *
#> 11) V10>=0.2014 15 3 R (0.2000000 0.8000000) *
#> 3) V20< 0.57355 65 20 R (0.3076923 0.6923077)
#> 6) V37< 0.20835 25 7 M (0.7200000 0.2800000)
#> 12) V48>=0.0645 18 0 M (1.0000000 0.0000000) *
#> 13) V48< 0.0645 7 0 R (0.0000000 1.0000000) *
#> 7) V37>=0.20835 40 2 R (0.0500000 0.9500000) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V59>=0.006 68 15 M (0.77941176 0.22058824)
#> 4) V56>=0.00335 57 7 M (0.87719298 0.12280702)
#> 8) V36< 0.52905 49 2 M (0.95918367 0.04081633) *
#> 9) V36>=0.52905 8 3 R (0.37500000 0.62500000) *
#> 5) V56< 0.00335 11 3 R (0.27272727 0.72727273) *
#> 3) V59< 0.006 71 25 R (0.35211268 0.64788732)
#> 6) V13>=0.2096 37 14 M (0.62162162 0.37837838)
#> 12) V57< 0.0075 28 5 M (0.82142857 0.17857143)
#> 24) V52>=0.0066 21 0 M (1.00000000 0.00000000) *
#> 25) V52< 0.0066 7 2 R (0.28571429 0.71428571) *
#> 13) V57>=0.0075 9 0 R (0.00000000 1.00000000) *
#> 7) V13< 0.2096 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V42>=0.10015 119 37 M (0.68907563 0.31092437)
#> 4) V51>=0.01285 63 4 M (0.93650794 0.06349206) *
#> 5) V51< 0.01285 56 23 R (0.41071429 0.58928571)
#> 10) V23>=0.69725 25 5 M (0.80000000 0.20000000)
#> 20) V2< 0.03275 18 0 M (1.00000000 0.00000000) *
#> 21) V2>=0.03275 7 2 R (0.28571429 0.71428571) *
#> 11) V23< 0.69725 31 3 R (0.09677419 0.90322581) *
#> 3) V42< 0.10015 20 1 R (0.05000000 0.95000000) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V55< 0.00665 66 9 M (0.86363636 0.13636364)
#> 4) V16< 0.61735 56 3 M (0.94642857 0.05357143) *
#> 5) V16>=0.61735 10 4 R (0.40000000 0.60000000) *
#> 3) V55>=0.00665 73 29 R (0.39726027 0.60273973)
#> 6) V45>=0.17895 22 2 M (0.90909091 0.09090909) *
#> 7) V45< 0.17895 51 9 R (0.17647059 0.82352941)
#> 14) V55>=0.01285 13 4 M (0.69230769 0.30769231) *
#> 15) V55< 0.01285 38 0 R (0.00000000 1.00000000) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.5971223 0.4028777)
#> 2) V10>=0.14975 90 19 M (0.7888889 0.2111111)
#> 4) V57< 0.00565 50 1 M (0.9800000 0.0200000) *
#> 5) V57>=0.00565 40 18 M (0.5500000 0.4500000)
#> 10) V55>=0.01225 15 0 M (1.0000000 0.0000000) *
#> 11) V55< 0.01225 25 7 R (0.2800000 0.7200000)
#> 22) V42>=0.42365 7 0 M (1.0000000 0.0000000) *
#> 23) V42< 0.42365 18 0 R (0.0000000 1.0000000) *
#> 3) V10< 0.14975 49 12 R (0.2448980 0.7551020)
#> 6) V16>=0.30315 14 2 M (0.8571429 0.1428571) *
#> 7) V16< 0.30315 35 0 R (0.0000000 1.0000000) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V9>=0.1632 59 13 M (0.77966102 0.22033898)
#> 4) V45>=0.13115 40 0 M (1.00000000 0.00000000) *
#> 5) V45< 0.13115 19 6 R (0.31578947 0.68421053) *
#> 3) V9< 0.1632 80 22 R (0.27500000 0.72500000)
#> 6) V52>=0.01675 19 4 M (0.78947368 0.21052632) *
#> 7) V52< 0.01675 61 7 R (0.11475410 0.88524590)
#> 14) V27< 0.4906 7 3 M (0.57142857 0.42857143) *
#> 15) V27>=0.4906 54 3 R (0.05555556 0.94444444) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V55< 0.00675 74 18 M (0.75675676 0.24324324)
#> 4) V16< 0.69295 64 9 M (0.85937500 0.14062500)
#> 8) V10>=0.13065 56 3 M (0.94642857 0.05357143) *
#> 9) V10< 0.13065 8 2 R (0.25000000 0.75000000) *
#> 5) V16>=0.69295 10 1 R (0.10000000 0.90000000) *
#> 3) V55>=0.00675 65 19 R (0.29230769 0.70769231)
#> 6) V54>=0.0213 10 0 M (1.00000000 0.00000000) *
#> 7) V54< 0.0213 55 9 R (0.16363636 0.83636364)
#> 14) V47>=0.18915 7 2 M (0.71428571 0.28571429) *
#> 15) V47< 0.18915 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V9>=0.10375 88 21 M (0.76136364 0.23863636)
#> 4) V13>=0.17595 71 10 M (0.85915493 0.14084507)
#> 8) V14< 0.3785 44 0 M (1.00000000 0.00000000) *
#> 9) V14>=0.3785 27 10 M (0.62962963 0.37037037)
#> 18) V53>=0.01205 16 0 M (1.00000000 0.00000000) *
#> 19) V53< 0.01205 11 1 R (0.09090909 0.90909091) *
#> 5) V13< 0.17595 17 6 R (0.35294118 0.64705882) *
#> 3) V9< 0.10375 51 10 R (0.19607843 0.80392157)
#> 6) V20>=0.83165 10 1 M (0.90000000 0.10000000) *
#> 7) V20< 0.83165 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 41 M (0.70503597 0.29496403)
#> 2) V9>=0.10375 99 12 M (0.87878788 0.12121212) *
#> 3) V9< 0.10375 40 11 R (0.27500000 0.72500000)
#> 6) V19>=0.75015 10 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.75015 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V10>=0.16525 69 19 M (0.72463768 0.27536232)
#> 4) V36< 0.40435 47 3 M (0.93617021 0.06382979) *
#> 5) V36>=0.40435 22 6 R (0.27272727 0.72727273)
#> 10) V16< 0.67515 8 2 M (0.75000000 0.25000000) *
#> 11) V16>=0.67515 14 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.16525 70 16 R (0.22857143 0.77142857)
#> 6) V45>=0.16015 14 3 M (0.78571429 0.21428571) *
#> 7) V45< 0.16015 56 5 R (0.08928571 0.91071429)
#> 14) V23>=0.9642 7 2 M (0.71428571 0.28571429) *
#> 15) V23< 0.9642 49 0 R (0.00000000 1.00000000) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V4>=0.0543 61 19 M (0.68852459 0.31147541)
#> 4) V6< 0.1695 42 4 M (0.90476190 0.09523810) *
#> 5) V6>=0.1695 19 4 R (0.21052632 0.78947368) *
#> 3) V4< 0.0543 78 14 R (0.17948718 0.82051282)
#> 6) V28>=0.958 7 1 M (0.85714286 0.14285714) *
#> 7) V28< 0.958 71 8 R (0.11267606 0.88732394)
#> 14) V23>=0.7723 22 7 R (0.31818182 0.68181818)
#> 28) V12>=0.1545 8 1 M (0.87500000 0.12500000) *
#> 29) V12< 0.1545 14 0 R (0.00000000 1.00000000) *
#> 15) V23< 0.7723 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V55>=0.01285 15 1 M (0.93333333 0.06666667) *
#> 3) V55< 0.01285 124 39 R (0.31451613 0.68548387)
#> 6) V29>=0.57455 47 20 M (0.57446809 0.42553191)
#> 12) V48>=0.0747 22 1 M (0.95454545 0.04545455) *
#> 13) V48< 0.0747 25 6 R (0.24000000 0.76000000)
#> 26) V32< 0.4901 8 2 M (0.75000000 0.25000000) *
#> 27) V32>=0.4901 17 0 R (0.00000000 1.00000000) *
#> 7) V29< 0.57455 77 12 R (0.15584416 0.84415584)
#> 14) V54>=0.0154 11 4 M (0.63636364 0.36363636) *
#> 15) V54< 0.0154 66 5 R (0.07575758 0.92424242) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V4>=0.0606 51 13 M (0.74509804 0.25490196)
#> 4) V56>=0.00245 42 4 M (0.90476190 0.09523810) *
#> 5) V56< 0.00245 9 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.0606 88 21 R (0.23863636 0.76136364)
#> 6) V55< 0.0048 24 10 M (0.58333333 0.41666667)
#> 12) V35< 0.52765 16 2 M (0.87500000 0.12500000) *
#> 13) V35>=0.52765 8 0 R (0.00000000 1.00000000) *
#> 7) V55>=0.0048 64 7 R (0.10937500 0.89062500)
#> 14) V25< 0.40885 10 4 M (0.60000000 0.40000000) *
#> 15) V25>=0.40885 54 1 R (0.01851852 0.98148148) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V11>=0.19685 64 19 M (0.70312500 0.29687500)
#> 4) V51>=0.0131 36 1 M (0.97222222 0.02777778) *
#> 5) V51< 0.0131 28 10 R (0.35714286 0.64285714)
#> 10) V15< 0.2518 10 0 M (1.00000000 0.00000000) *
#> 11) V15>=0.2518 18 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.19685 75 19 R (0.25333333 0.74666667)
#> 6) V9>=0.1236 19 6 M (0.68421053 0.31578947) *
#> 7) V9< 0.1236 56 6 R (0.10714286 0.89285714)
#> 14) V4>=0.07835 7 2 M (0.71428571 0.28571429) *
#> 15) V4< 0.07835 49 1 R (0.02040816 0.97959184) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.38129496 0.61870504)
#> 2) V40< 0.1233 9 0 M (1.00000000 0.00000000) *
#> 3) V40>=0.1233 130 44 R (0.33846154 0.66153846)
#> 6) V58>=0.01775 9 0 M (1.00000000 0.00000000) *
#> 7) V58< 0.01775 121 35 R (0.28925620 0.71074380)
#> 14) V11>=0.1117 93 35 R (0.37634409 0.62365591)
#> 28) V36< 0.4703 60 28 M (0.53333333 0.46666667)
#> 56) V23>=0.78455 20 0 M (1.00000000 0.00000000) *
#> 57) V23< 0.78455 40 12 R (0.30000000 0.70000000)
#> 114) V41>=0.3077 8 0 M (1.00000000 0.00000000) *
#> 115) V41< 0.3077 32 4 R (0.12500000 0.87500000) *
#> 29) V36>=0.4703 33 3 R (0.09090909 0.90909091) *
#> 15) V11< 0.1117 28 0 R (0.00000000 1.00000000) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V12>=0.1677 89 34 M (0.61797753 0.38202247)
#> 4) V53>=0.00455 69 16 M (0.76811594 0.23188406)
#> 8) V48>=0.05395 49 3 M (0.93877551 0.06122449) *
#> 9) V48< 0.05395 20 7 R (0.35000000 0.65000000)
#> 18) V27>=0.86085 7 1 M (0.85714286 0.14285714) *
#> 19) V27< 0.86085 13 1 R (0.07692308 0.92307692) *
#> 5) V53< 0.00455 20 2 R (0.10000000 0.90000000) *
#> 3) V12< 0.1677 50 6 R (0.12000000 0.88000000)
#> 6) V25< 0.51855 10 4 M (0.60000000 0.40000000) *
#> 7) V25>=0.51855 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V11>=0.1573 99 34 M (0.65656566 0.34343434)
#> 4) V6< 0.17405 79 16 M (0.79746835 0.20253165)
#> 8) V12>=0.16885 67 7 M (0.89552239 0.10447761)
#> 16) V35< 0.7293 60 2 M (0.96666667 0.03333333) *
#> 17) V35>=0.7293 7 2 R (0.28571429 0.71428571) *
#> 9) V12< 0.16885 12 3 R (0.25000000 0.75000000) *
#> 5) V6>=0.17405 20 2 R (0.10000000 0.90000000) *
#> 3) V11< 0.1573 40 5 R (0.12500000 0.87500000)
#> 6) V5>=0.08135 7 2 M (0.71428571 0.28571429) *
#> 7) V5< 0.08135 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V51>=0.01325 69 14 M (0.79710145 0.20289855)
#> 4) V5>=0.0346 62 8 M (0.87096774 0.12903226)
#> 8) V16< 0.53825 41 0 M (1.00000000 0.00000000) *
#> 9) V16>=0.53825 21 8 M (0.61904762 0.38095238)
#> 18) V25< 0.4257 13 0 M (1.00000000 0.00000000) *
#> 19) V25>=0.4257 8 0 R (0.00000000 1.00000000) *
#> 5) V5< 0.0346 7 1 R (0.14285714 0.85714286) *
#> 3) V51< 0.01325 70 19 R (0.27142857 0.72857143)
#> 6) V53>=0.0165 11 1 M (0.90909091 0.09090909) *
#> 7) V53< 0.0165 59 9 R (0.15254237 0.84745763)
#> 14) V15< 0.1668 13 6 M (0.53846154 0.46153846) *
#> 15) V15>=0.1668 46 2 R (0.04347826 0.95652174) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V13>=0.2684 65 14 M (0.78461538 0.21538462)
#> 4) V5>=0.0217 58 7 M (0.87931034 0.12068966)
#> 8) V35< 0.70785 51 2 M (0.96078431 0.03921569) *
#> 9) V35>=0.70785 7 2 R (0.28571429 0.71428571) *
#> 5) V5< 0.0217 7 0 R (0.00000000 1.00000000) *
#> 3) V13< 0.2684 74 18 R (0.24324324 0.75675676)
#> 6) V11>=0.1998 21 9 M (0.57142857 0.42857143)
#> 12) V3< 0.05875 12 0 M (1.00000000 0.00000000) *
#> 13) V3>=0.05875 9 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.1998 53 6 R (0.11320755 0.88679245)
#> 14) V7>=0.134 9 4 M (0.55555556 0.44444444) *
#> 15) V7< 0.134 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V55>=0.01345 23 1 M (0.95652174 0.04347826) *
#> 3) V55< 0.01345 116 40 R (0.34482759 0.65517241)
#> 6) V28>=0.8092 24 5 M (0.79166667 0.20833333)
#> 12) V23>=0.471 17 0 M (1.00000000 0.00000000) *
#> 13) V23< 0.471 7 2 R (0.28571429 0.71428571) *
#> 7) V28< 0.8092 92 21 R (0.22826087 0.77173913)
#> 14) V55< 0.0067 37 17 R (0.45945946 0.54054054)
#> 28) V5>=0.0821 12 1 M (0.91666667 0.08333333) *
#> 29) V5< 0.0821 25 6 R (0.24000000 0.76000000)
#> 58) V51>=0.01395 9 3 M (0.66666667 0.33333333) *
#> 59) V51< 0.01395 16 0 R (0.00000000 1.00000000) *
#> 15) V55>=0.0067 55 4 R (0.07272727 0.92727273) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V27< 0.41715 23 1 M (0.95652174 0.04347826) *
#> 3) V27>=0.41715 116 38 R (0.32758621 0.67241379)
#> 6) V48>=0.0766 49 21 M (0.57142857 0.42857143)
#> 12) V14< 0.34815 26 4 M (0.84615385 0.15384615)
#> 24) V2>=0.01955 19 0 M (1.00000000 0.00000000) *
#> 25) V2< 0.01955 7 3 R (0.42857143 0.57142857) *
#> 13) V14>=0.34815 23 6 R (0.26086957 0.73913043)
#> 26) V23>=0.8111 7 2 M (0.71428571 0.28571429) *
#> 27) V23< 0.8111 16 1 R (0.06250000 0.93750000) *
#> 7) V48< 0.0766 67 10 R (0.14925373 0.85074627)
#> 14) V34< 0.1951 8 2 M (0.75000000 0.25000000) *
#> 15) V34>=0.1951 59 4 R (0.06779661 0.93220339) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V45>=0.1728 44 6 M (0.86363636 0.13636364)
#> 4) V5>=0.04235 37 1 M (0.97297297 0.02702703) *
#> 5) V5< 0.04235 7 2 R (0.28571429 0.71428571) *
#> 3) V45< 0.1728 95 32 R (0.33684211 0.66315789)
#> 6) V59>=0.01215 11 0 M (1.00000000 0.00000000) *
#> 7) V59< 0.01215 84 21 R (0.25000000 0.75000000)
#> 14) V57< 0.00555 49 21 R (0.42857143 0.57142857)
#> 28) V51>=0.00995 20 4 M (0.80000000 0.20000000)
#> 56) V12>=0.22885 13 0 M (1.00000000 0.00000000) *
#> 57) V12< 0.22885 7 3 R (0.42857143 0.57142857) *
#> 29) V51< 0.00995 29 5 R (0.17241379 0.82758621)
#> 58) V2>=0.03465 8 3 M (0.62500000 0.37500000) *
#> 59) V2< 0.03465 21 0 R (0.00000000 1.00000000) *
#> 15) V57>=0.00555 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V10>=0.1527 78 25 M (0.67948718 0.32051282)
#> 4) V6< 0.16915 54 6 M (0.88888889 0.11111111) *
#> 5) V6>=0.16915 24 5 R (0.20833333 0.79166667)
#> 10) V30>=0.30255 9 4 M (0.55555556 0.44444444) *
#> 11) V30< 0.30255 15 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.1527 61 12 R (0.19672131 0.80327869)
#> 6) V5>=0.08275 9 0 M (1.00000000 0.00000000) *
#> 7) V5< 0.08275 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V10>=0.1935 65 22 M (0.66153846 0.33846154)
#> 4) V15< 0.4849 30 0 M (1.00000000 0.00000000) *
#> 5) V15>=0.4849 35 13 R (0.37142857 0.62857143)
#> 10) V59>=0.0082 14 1 M (0.92857143 0.07142857) *
#> 11) V59< 0.0082 21 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.1935 74 15 R (0.20270270 0.79729730)
#> 6) V54>=0.02255 7 0 M (1.00000000 0.00000000) *
#> 7) V54< 0.02255 67 8 R (0.11940299 0.88059701)
#> 14) V28>=0.9337 7 3 M (0.57142857 0.42857143) *
#> 15) V28< 0.9337 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V36< 0.4782 85 34 M (0.60000000 0.40000000)
#> 4) V44>=0.17085 35 2 M (0.94285714 0.05714286) *
#> 5) V44< 0.17085 50 18 R (0.36000000 0.64000000)
#> 10) V52>=0.0146 12 1 M (0.91666667 0.08333333) *
#> 11) V52< 0.0146 38 7 R (0.18421053 0.81578947)
#> 22) V19< 0.36225 7 2 M (0.71428571 0.28571429) *
#> 23) V19>=0.36225 31 2 R (0.06451613 0.93548387) *
#> 3) V36>=0.4782 54 8 R (0.14814815 0.85185185)
#> 6) V45>=0.27285 7 1 M (0.85714286 0.14285714) *
#> 7) V45< 0.27285 47 2 R (0.04255319 0.95744681) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V21>=0.81325 35 3 M (0.91428571 0.08571429) *
#> 3) V21< 0.81325 104 26 R (0.25000000 0.75000000)
#> 6) V4>=0.0604 23 7 M (0.69565217 0.30434783)
#> 12) V17< 0.6393 14 0 M (1.00000000 0.00000000) *
#> 13) V17>=0.6393 9 2 R (0.22222222 0.77777778) *
#> 7) V4< 0.0604 81 10 R (0.12345679 0.87654321)
#> 14) V14< 0.09775 7 2 M (0.71428571 0.28571429) *
#> 15) V14>=0.09775 74 5 R (0.06756757 0.93243243) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V51>=0.01305 69 22 M (0.68115942 0.31884058)
#> 4) V36< 0.5503 51 7 M (0.86274510 0.13725490)
#> 8) V42>=0.08965 44 1 M (0.97727273 0.02272727) *
#> 9) V42< 0.08965 7 1 R (0.14285714 0.85714286) *
#> 5) V36>=0.5503 18 3 R (0.16666667 0.83333333) *
#> 3) V51< 0.01305 70 18 R (0.25714286 0.74285714)
#> 6) V28>=0.90725 13 4 M (0.69230769 0.30769231) *
#> 7) V28< 0.90725 57 9 R (0.15789474 0.84210526) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V5>=0.0397 109 33 M (0.69724771 0.30275229)
#> 4) V8>=0.06675 98 22 M (0.77551020 0.22448980)
#> 8) V5< 0.1062 65 5 M (0.92307692 0.07692308) *
#> 9) V5>=0.1062 33 16 R (0.48484848 0.51515152)
#> 18) V1>=0.04105 13 0 M (1.00000000 0.00000000) *
#> 19) V1< 0.04105 20 3 R (0.15000000 0.85000000) *
#> 5) V8< 0.06675 11 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.0397 30 4 R (0.13333333 0.86666667)
#> 6) V3>=0.0383 7 3 M (0.57142857 0.42857143) *
#> 7) V3< 0.0383 23 0 R (0.00000000 1.00000000) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V20>=0.56995 67 18 M (0.73134328 0.26865672)
#> 4) V32>=0.0809 60 11 M (0.81666667 0.18333333)
#> 8) V31< 0.55125 53 5 M (0.90566038 0.09433962) *
#> 9) V31>=0.55125 7 1 R (0.14285714 0.85714286) *
#> 5) V32< 0.0809 7 0 R (0.00000000 1.00000000) *
#> 3) V20< 0.56995 72 14 R (0.19444444 0.80555556)
#> 6) V12>=0.22545 24 11 M (0.54166667 0.45833333)
#> 12) V49>=0.03625 12 0 M (1.00000000 0.00000000) *
#> 13) V49< 0.03625 12 1 R (0.08333333 0.91666667) *
#> 7) V12< 0.22545 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V11>=0.19795 68 19 M (0.72058824 0.27941176)
#> 4) V16< 0.66545 47 3 M (0.93617021 0.06382979) *
#> 5) V16>=0.66545 21 5 R (0.23809524 0.76190476)
#> 10) V36< 0.38465 7 2 M (0.71428571 0.28571429) *
#> 11) V36>=0.38465 14 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.19795 71 14 R (0.19718310 0.80281690)
#> 6) V45>=0.16155 17 6 M (0.64705882 0.35294118) *
#> 7) V45< 0.16155 54 3 R (0.05555556 0.94444444) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V58>=0.00965 33 4 M (0.87878788 0.12121212) *
#> 3) V58< 0.00965 106 31 R (0.29245283 0.70754717)
#> 6) V4>=0.05465 28 7 M (0.75000000 0.25000000)
#> 12) V6< 0.1629 21 0 M (1.00000000 0.00000000) *
#> 13) V6>=0.1629 7 0 R (0.00000000 1.00000000) *
#> 7) V4< 0.05465 78 10 R (0.12820513 0.87179487)
#> 14) V57< 0.00305 11 4 M (0.63636364 0.36363636) *
#> 15) V57>=0.00305 67 3 R (0.04477612 0.95522388) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V5>=0.0394 97 45 M (0.53608247 0.46391753)
#> 4) V38>=0.3173 40 5 M (0.87500000 0.12500000)
#> 8) V8>=0.07175 33 1 M (0.96969697 0.03030303) *
#> 9) V8< 0.07175 7 3 R (0.42857143 0.57142857) *
#> 5) V38< 0.3173 57 17 R (0.29824561 0.70175439)
#> 10) V45>=0.1977 9 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.1977 48 8 R (0.16666667 0.83333333)
#> 22) V51>=0.01885 8 1 M (0.87500000 0.12500000) *
#> 23) V51< 0.01885 40 1 R (0.02500000 0.97500000) *
#> 3) V5< 0.0394 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V19>=0.82175 48 8 M (0.83333333 0.16666667)
#> 4) V23>=0.65575 40 1 M (0.97500000 0.02500000) *
#> 5) V23< 0.65575 8 1 R (0.12500000 0.87500000) *
#> 3) V19< 0.82175 91 28 R (0.30769231 0.69230769)
#> 6) V56< 0.00725 43 18 M (0.58139535 0.41860465)
#> 12) V12>=0.21345 23 1 M (0.95652174 0.04347826) *
#> 13) V12< 0.21345 20 3 R (0.15000000 0.85000000) *
#> 7) V56>=0.00725 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V26< 0.48575 25 3 M (0.88000000 0.12000000) *
#> 3) V26>=0.48575 114 38 R (0.33333333 0.66666667)
#> 6) V12>=0.20075 72 36 M (0.50000000 0.50000000)
#> 12) V23>=0.79645 23 1 M (0.95652174 0.04347826) *
#> 13) V23< 0.79645 49 14 R (0.28571429 0.71428571)
#> 26) V55< 0.00635 20 6 M (0.70000000 0.30000000)
#> 52) V41>=0.2971 13 0 M (1.00000000 0.00000000) *
#> 53) V41< 0.2971 7 1 R (0.14285714 0.85714286) *
#> 27) V55>=0.00635 29 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.20075 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V48>=0.0762 79 19 M (0.75949367 0.24050633)
#> 4) V28>=0.44425 63 5 M (0.92063492 0.07936508) *
#> 5) V28< 0.44425 16 2 R (0.12500000 0.87500000) *
#> 3) V48< 0.0762 60 12 R (0.20000000 0.80000000)
#> 6) V28< 0.37175 11 1 M (0.90909091 0.09090909) *
#> 7) V28>=0.37175 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V36< 0.5093 87 36 M (0.58620690 0.41379310)
#> 4) V43>=0.22615 37 3 M (0.91891892 0.08108108) *
#> 5) V43< 0.22615 50 17 R (0.34000000 0.66000000)
#> 10) V28>=0.958 10 1 M (0.90000000 0.10000000) *
#> 11) V28< 0.958 40 8 R (0.20000000 0.80000000)
#> 22) V26< 0.55885 11 5 M (0.54545455 0.45454545) *
#> 23) V26>=0.55885 29 2 R (0.06896552 0.93103448) *
#> 3) V36>=0.5093 52 10 R (0.19230769 0.80769231)
#> 6) V9>=0.29555 9 1 M (0.88888889 0.11111111) *
#> 7) V9< 0.29555 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V20>=0.4883 80 23 M (0.71250000 0.28750000)
#> 4) V38>=0.17135 63 10 M (0.84126984 0.15873016)
#> 8) V42>=0.15285 53 4 M (0.92452830 0.07547170) *
#> 9) V42< 0.15285 10 4 R (0.40000000 0.60000000) *
#> 5) V38< 0.17135 17 4 R (0.23529412 0.76470588) *
#> 3) V20< 0.4883 59 13 R (0.22033898 0.77966102)
#> 6) V47>=0.2948 8 0 M (1.00000000 0.00000000) *
#> 7) V47< 0.2948 51 5 R (0.09803922 0.90196078)
#> 14) V36< 0.22225 7 3 M (0.57142857 0.42857143) *
#> 15) V36>=0.22225 44 1 R (0.02272727 0.97727273) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V21>=0.5514 96 29 M (0.69791667 0.30208333)
#> 4) V11>=0.1791 68 9 M (0.86764706 0.13235294)
#> 8) V6< 0.1806 59 3 M (0.94915254 0.05084746) *
#> 9) V6>=0.1806 9 3 R (0.33333333 0.66666667) *
#> 5) V11< 0.1791 28 8 R (0.28571429 0.71428571)
#> 10) V59>=0.00735 9 1 M (0.88888889 0.11111111) *
#> 11) V59< 0.00735 19 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.5514 43 7 R (0.16279070 0.83720930)
#> 6) V36< 0.1493 7 1 M (0.85714286 0.14285714) *
#> 7) V36>=0.1493 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V51>=0.01365 75 16 M (0.78666667 0.21333333)
#> 4) V42>=0.08965 65 8 M (0.87692308 0.12307692)
#> 8) V13>=0.087 58 4 M (0.93103448 0.06896552) *
#> 9) V13< 0.087 7 3 R (0.42857143 0.57142857) *
#> 5) V42< 0.08965 10 2 R (0.20000000 0.80000000) *
#> 3) V51< 0.01365 64 19 R (0.29687500 0.70312500)
#> 6) V31< 0.4484 26 9 M (0.65384615 0.34615385)
#> 12) V30>=0.2277 17 0 M (1.00000000 0.00000000) *
#> 13) V30< 0.2277 9 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.4484 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V20>=0.5655 80 26 M (0.67500000 0.32500000)
#> 4) V50< 0.0364 68 15 M (0.77941176 0.22058824)
#> 8) V57< 0.0129 59 6 M (0.89830508 0.10169492) *
#> 9) V57>=0.0129 9 0 R (0.00000000 1.00000000) *
#> 5) V50>=0.0364 12 1 R (0.08333333 0.91666667) *
#> 3) V20< 0.5655 59 17 R (0.28813559 0.71186441)
#> 6) V49>=0.0755 14 2 M (0.85714286 0.14285714) *
#> 7) V49< 0.0755 45 5 R (0.11111111 0.88888889) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V52>=0.0211 19 0 M (1.00000000 0.00000000) *
#> 3) V52< 0.0211 120 49 R (0.40833333 0.59166667)
#> 6) V28>=0.84385 35 7 M (0.80000000 0.20000000)
#> 12) V10>=0.1506 27 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.1506 8 1 R (0.12500000 0.87500000) *
#> 7) V28< 0.84385 85 21 R (0.24705882 0.75294118)
#> 14) V26< 0.61885 34 15 M (0.55882353 0.44117647)
#> 28) V14>=0.2419 23 4 M (0.82608696 0.17391304)
#> 56) V30>=0.24695 16 0 M (1.00000000 0.00000000) *
#> 57) V30< 0.24695 7 3 R (0.42857143 0.57142857) *
#> 29) V14< 0.2419 11 0 R (0.00000000 1.00000000) *
#> 15) V26>=0.61885 51 2 R (0.03921569 0.96078431) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V45>=0.17895 52 6 M (0.88461538 0.11538462) *
#> 3) V45< 0.17895 87 35 R (0.40229885 0.59770115)
#> 6) V37< 0.31455 54 21 M (0.61111111 0.38888889)
#> 12) V52>=0.0069 42 10 M (0.76190476 0.23809524)
#> 24) V21< 0.91855 34 3 M (0.91176471 0.08823529) *
#> 25) V21>=0.91855 8 1 R (0.12500000 0.87500000) *
#> 13) V52< 0.0069 12 1 R (0.08333333 0.91666667) *
#> 7) V37>=0.31455 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V53>=0.01335 38 4 M (0.89473684 0.10526316) *
#> 3) V53< 0.01335 101 37 R (0.36633663 0.63366337)
#> 6) V55< 0.0067 39 11 M (0.71794872 0.28205128)
#> 12) V10>=0.15995 30 2 M (0.93333333 0.06666667) *
#> 13) V10< 0.15995 9 0 R (0.00000000 1.00000000) *
#> 7) V55>=0.0067 62 9 R (0.14516129 0.85483871)
#> 14) V54>=0.01855 7 1 M (0.85714286 0.14285714) *
#> 15) V54< 0.01855 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V9>=0.1538 65 15 M (0.76923077 0.23076923)
#> 4) V15< 0.5394 53 3 M (0.94339623 0.05660377) *
#> 5) V15>=0.5394 12 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1538 74 26 R (0.35135135 0.64864865)
#> 6) V4>=0.07835 12 0 M (1.00000000 0.00000000) *
#> 7) V4< 0.07835 62 14 R (0.22580645 0.77419355)
#> 14) V54< 0.003 7 1 M (0.85714286 0.14285714) *
#> 15) V54>=0.003 55 8 R (0.14545455 0.85454545)
#> 30) V19>=0.84805 7 2 M (0.71428571 0.28571429) *
#> 31) V19< 0.84805 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V36< 0.48505 91 30 M (0.67032967 0.32967033)
#> 4) V11>=0.1707 69 12 M (0.82608696 0.17391304)
#> 8) V1< 0.0448 58 4 M (0.93103448 0.06896552) *
#> 9) V1>=0.0448 11 3 R (0.27272727 0.72727273) *
#> 5) V11< 0.1707 22 4 R (0.18181818 0.81818182)
#> 10) V18>=0.52645 7 3 M (0.57142857 0.42857143) *
#> 11) V18< 0.52645 15 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.48505 48 7 R (0.14583333 0.85416667)
#> 6) V45>=0.26365 8 2 M (0.75000000 0.25000000) *
#> 7) V45< 0.26365 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V9>=0.11765 73 24 M (0.67123288 0.32876712)
#> 4) V23>=0.7109 36 2 M (0.94444444 0.05555556) *
#> 5) V23< 0.7109 37 15 R (0.40540541 0.59459459)
#> 10) V53>=0.0128 9 0 M (1.00000000 0.00000000) *
#> 11) V53< 0.0128 28 6 R (0.21428571 0.78571429)
#> 22) V15< 0.28495 7 2 M (0.71428571 0.28571429) *
#> 23) V15>=0.28495 21 1 R (0.04761905 0.95238095) *
#> 3) V9< 0.11765 66 17 R (0.25757576 0.74242424)
#> 6) V24>=0.85785 15 3 M (0.80000000 0.20000000) *
#> 7) V24< 0.85785 51 5 R (0.09803922 0.90196078)
#> 14) V50< 0.0165 9 4 M (0.55555556 0.44444444) *
#> 15) V50>=0.0165 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V53>=0.00475 106 40 M (0.62264151 0.37735849)
#> 4) V4>=0.0611 36 2 M (0.94444444 0.05555556) *
#> 5) V4< 0.0611 70 32 R (0.45714286 0.54285714)
#> 10) V48>=0.07065 41 11 M (0.73170732 0.26829268)
#> 20) V39>=0.14275 33 3 M (0.90909091 0.09090909) *
#> 21) V39< 0.14275 8 0 R (0.00000000 1.00000000) *
#> 11) V48< 0.07065 29 2 R (0.06896552 0.93103448) *
#> 3) V53< 0.00475 33 4 R (0.12121212 0.87878788) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 R (0.3812950 0.6187050)
#> 2) V51>=0.0196 31 8 M (0.7419355 0.2580645)
#> 4) V36< 0.50535 21 0 M (1.0000000 0.0000000) *
#> 5) V36>=0.50535 10 2 R (0.2000000 0.8000000) *
#> 3) V51< 0.0196 108 30 R (0.2777778 0.7222222)
#> 6) V6< 0.05075 16 3 M (0.8125000 0.1875000) *
#> 7) V6>=0.05075 92 17 R (0.1847826 0.8152174)
#> 14) V28>=0.95425 7 0 M (1.0000000 0.0000000) *
#> 15) V28< 0.95425 85 10 R (0.1176471 0.8823529) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V12>=0.1822 91 38 M (0.58241758 0.41758242)
#> 4) V1>=0.0128 76 23 M (0.69736842 0.30263158)
#> 8) V34< 0.6396 58 9 M (0.84482759 0.15517241)
#> 16) V15< 0.5488 46 2 M (0.95652174 0.04347826) *
#> 17) V15>=0.5488 12 5 R (0.41666667 0.58333333) *
#> 9) V34>=0.6396 18 4 R (0.22222222 0.77777778) *
#> 5) V1< 0.0128 15 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.1822 48 6 R (0.12500000 0.87500000)
#> 6) V20>=0.80545 11 5 M (0.54545455 0.45454545) *
#> 7) V20< 0.80545 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V13>=0.20735 81 22 M (0.72839506 0.27160494)
#> 4) V5>=0.0217 70 11 M (0.84285714 0.15714286)
#> 8) V31>=0.2095 63 6 M (0.90476190 0.09523810) *
#> 9) V31< 0.2095 7 2 R (0.28571429 0.71428571) *
#> 5) V5< 0.0217 11 0 R (0.00000000 1.00000000) *
#> 3) V13< 0.20735 58 12 R (0.20689655 0.79310345)
#> 6) V36< 0.25055 16 6 M (0.62500000 0.37500000) *
#> 7) V36>=0.25055 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V9>=0.16115 40 6 M (0.85000000 0.15000000)
#> 4) V15< 0.5223 31 0 M (1.00000000 0.00000000) *
#> 5) V15>=0.5223 9 3 R (0.33333333 0.66666667) *
#> 3) V9< 0.16115 99 37 R (0.37373737 0.62626263)
#> 6) V54>=0.01515 31 4 M (0.87096774 0.12903226) *
#> 7) V54< 0.01515 68 10 R (0.14705882 0.85294118)
#> 14) V45< 0.06255 7 0 M (1.00000000 0.00000000) *
#> 15) V45>=0.06255 61 3 R (0.04918033 0.95081967) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V59>=0.0088 34 6 M (0.82352941 0.17647059)
#> 4) V20>=0.64245 25 0 M (1.00000000 0.00000000) *
#> 5) V20< 0.64245 9 3 R (0.33333333 0.66666667) *
#> 3) V59< 0.0088 105 31 R (0.29523810 0.70476190)
#> 6) V31>=0.7577 12 0 M (1.00000000 0.00000000) *
#> 7) V31< 0.7577 93 19 R (0.20430108 0.79569892)
#> 14) V60< 0.00195 9 2 M (0.77777778 0.22222222) *
#> 15) V60>=0.00195 84 12 R (0.14285714 0.85714286)
#> 30) V9>=0.23315 10 4 M (0.60000000 0.40000000) *
#> 31) V9< 0.23315 74 6 R (0.08108108 0.91891892) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V9>=0.10115 96 28 M (0.70833333 0.29166667)
#> 4) V16< 0.67885 72 10 M (0.86111111 0.13888889)
#> 8) V49>=0.02245 65 5 M (0.92307692 0.07692308) *
#> 9) V49< 0.02245 7 2 R (0.28571429 0.71428571) *
#> 5) V16>=0.67885 24 6 R (0.25000000 0.75000000)
#> 10) V26< 0.5677 7 1 M (0.85714286 0.14285714) *
#> 11) V26>=0.5677 17 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10115 43 8 R (0.18604651 0.81395349)
#> 6) V4>=0.0611 10 2 M (0.80000000 0.20000000) *
#> 7) V4< 0.0611 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V11>=0.19795 66 14 M (0.78787879 0.21212121)
#> 4) V6< 0.1715 54 5 M (0.90740741 0.09259259) *
#> 5) V6>=0.1715 12 3 R (0.25000000 0.75000000) *
#> 3) V11< 0.19795 73 18 R (0.24657534 0.75342466)
#> 6) V45>=0.19595 14 3 M (0.78571429 0.21428571) *
#> 7) V45< 0.19595 59 7 R (0.11864407 0.88135593)
#> 14) V50< 0.0058 9 4 M (0.55555556 0.44444444) *
#> 15) V50>=0.0058 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 50 R (0.35971223 0.64028777)
#> 2) V40< 0.1233 11 0 M (1.00000000 0.00000000) *
#> 3) V40>=0.1233 128 39 R (0.30468750 0.69531250)
#> 6) V12>=0.16975 75 35 R (0.46666667 0.53333333)
#> 12) V52>=0.0069 52 18 M (0.65384615 0.34615385)
#> 24) V11>=0.1117 39 7 M (0.82051282 0.17948718)
#> 48) V30>=0.24555 27 0 M (1.00000000 0.00000000) *
#> 49) V30< 0.24555 12 5 R (0.41666667 0.58333333) *
#> 25) V11< 0.1117 13 2 R (0.15384615 0.84615385) *
#> 13) V52< 0.0069 23 1 R (0.04347826 0.95652174) *
#> 7) V12< 0.16975 53 4 R (0.07547170 0.92452830)
#> 14) V10< 0.10065 7 3 M (0.57142857 0.42857143) *
#> 15) V10>=0.10065 46 0 R (0.00000000 1.00000000) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V31< 0.4126 62 18 M (0.70967742 0.29032258)
#> 4) V35>=0.13755 54 10 M (0.81481481 0.18518519)
#> 8) V18>=0.2912 46 4 M (0.91304348 0.08695652) *
#> 9) V18< 0.2912 8 2 R (0.25000000 0.75000000) *
#> 5) V35< 0.13755 8 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4126 77 20 R (0.25974026 0.74025974)
#> 6) V26>=0.97405 7 0 M (1.00000000 0.00000000) *
#> 7) V26< 0.97405 70 13 R (0.18571429 0.81428571)
#> 14) V31>=0.8062 8 2 M (0.75000000 0.25000000) *
#> 15) V31< 0.8062 62 7 R (0.11290323 0.88709677) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V26< 0.57725 53 12 M (0.77358491 0.22641509)
#> 4) V36< 0.4098 31 0 M (1.00000000 0.00000000) *
#> 5) V36>=0.4098 22 10 R (0.45454545 0.54545455)
#> 10) V26>=0.3342 11 1 M (0.90909091 0.09090909) *
#> 11) V26< 0.3342 11 0 R (0.00000000 1.00000000) *
#> 3) V26>=0.57725 86 27 R (0.31395349 0.68604651)
#> 6) V51>=0.01985 13 1 M (0.92307692 0.07692308) *
#> 7) V51< 0.01985 73 15 R (0.20547945 0.79452055)
#> 14) V26>=0.9885 7 0 M (1.00000000 0.00000000) *
#> 15) V26< 0.9885 66 8 R (0.12121212 0.87878788)
#> 30) V44>=0.2279 9 4 M (0.55555556 0.44444444) *
#> 31) V44< 0.2279 57 3 R (0.05263158 0.94736842) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.10375 93 33 M (0.64516129 0.35483871)
#> 4) V16< 0.7258 64 10 M (0.84375000 0.15625000)
#> 8) V48>=0.04705 52 3 M (0.94230769 0.05769231) *
#> 9) V48< 0.04705 12 5 R (0.41666667 0.58333333) *
#> 5) V16>=0.7258 29 6 R (0.20689655 0.79310345)
#> 10) V55>=0.0107 7 2 M (0.71428571 0.28571429) *
#> 11) V55< 0.0107 22 1 R (0.04545455 0.95454545) *
#> 3) V9< 0.10375 46 9 R (0.19565217 0.80434783)
#> 6) V20>=0.87015 8 1 M (0.87500000 0.12500000) *
#> 7) V20< 0.87015 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 49 R (0.35251799 0.64748201)
#> 2) V12>=0.17205 81 35 M (0.56790123 0.43209877)
#> 4) V57< 0.0059 41 7 M (0.82926829 0.17073171)
#> 8) V35< 0.5069 34 2 M (0.94117647 0.05882353) *
#> 9) V35>=0.5069 7 2 R (0.28571429 0.71428571) *
#> 5) V57>=0.0059 40 12 R (0.30000000 0.70000000)
#> 10) V59>=0.008 19 7 M (0.63157895 0.36842105) *
#> 11) V59< 0.008 21 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.17205 58 3 R (0.05172414 0.94827586) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V53>=0.01445 37 3 M (0.91891892 0.08108108) *
#> 3) V53< 0.01445 102 36 R (0.35294118 0.64705882)
#> 6) V27< 0.41715 21 4 M (0.80952381 0.19047619)
#> 12) V11>=0.12335 14 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.12335 7 3 R (0.42857143 0.57142857) *
#> 7) V27>=0.41715 81 19 R (0.23456790 0.76543210)
#> 14) V10>=0.1506 44 18 R (0.40909091 0.59090909)
#> 28) V28>=0.8213 12 0 M (1.00000000 0.00000000) *
#> 29) V28< 0.8213 32 6 R (0.18750000 0.81250000) *
#> 15) V10< 0.1506 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V10>=0.14975 96 31 M (0.67708333 0.32291667)
#> 4) V18< 0.91855 81 17 M (0.79012346 0.20987654)
#> 8) V30>=0.24555 67 6 M (0.91044776 0.08955224)
#> 16) V21>=0.3752 60 2 M (0.96666667 0.03333333) *
#> 17) V21< 0.3752 7 3 R (0.42857143 0.57142857) *
#> 9) V30< 0.24555 14 3 R (0.21428571 0.78571429) *
#> 5) V18>=0.91855 15 1 R (0.06666667 0.93333333) *
#> 3) V10< 0.14975 43 10 R (0.23255814 0.76744186)
#> 6) V4>=0.06025 10 2 M (0.80000000 0.20000000) *
#> 7) V4< 0.06025 33 2 R (0.06060606 0.93939394) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V36< 0.45655 98 28 M (0.71428571 0.28571429)
#> 4) V52>=0.01035 68 8 M (0.88235294 0.11764706)
#> 8) V1>=0.0127 57 0 M (1.00000000 0.00000000) *
#> 9) V1< 0.0127 11 3 R (0.27272727 0.72727273) *
#> 5) V52< 0.01035 30 10 R (0.33333333 0.66666667)
#> 10) V35>=0.39545 8 0 M (1.00000000 0.00000000) *
#> 11) V35< 0.39545 22 2 R (0.09090909 0.90909091) *
#> 3) V36>=0.45655 41 8 R (0.19512195 0.80487805)
#> 6) V36>=0.7766 7 1 M (0.85714286 0.14285714) *
#> 7) V36< 0.7766 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V26< 0.57725 54 6 M (0.88888889 0.11111111)
#> 4) V9>=0.10655 45 1 M (0.97777778 0.02222222) *
#> 5) V9< 0.10655 9 4 R (0.44444444 0.55555556) *
#> 3) V26>=0.57725 85 26 R (0.30588235 0.69411765)
#> 6) V12>=0.16975 49 24 M (0.51020408 0.48979592)
#> 12) V34< 0.63695 34 10 M (0.70588235 0.29411765)
#> 24) V16< 0.53255 27 3 M (0.88888889 0.11111111) *
#> 25) V16>=0.53255 7 0 R (0.00000000 1.00000000) *
#> 13) V34>=0.63695 15 1 R (0.06666667 0.93333333) *
#> 7) V12< 0.16975 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V55>=0.01285 27 0 M (1.00000000 0.00000000) *
#> 3) V55< 0.01285 112 51 R (0.45535714 0.54464286)
#> 6) V46>=0.14135 45 11 M (0.75555556 0.24444444)
#> 12) V16< 0.42835 33 3 M (0.90909091 0.09090909) *
#> 13) V16>=0.42835 12 4 R (0.33333333 0.66666667) *
#> 7) V46< 0.14135 67 17 R (0.25373134 0.74626866)
#> 14) V55< 0.0063 32 15 R (0.46875000 0.53125000)
#> 28) V12>=0.2387 12 1 M (0.91666667 0.08333333) *
#> 29) V12< 0.2387 20 4 R (0.20000000 0.80000000)
#> 58) V20>=0.82565 7 3 M (0.57142857 0.42857143) *
#> 59) V20< 0.82565 13 0 R (0.00000000 1.00000000) *
#> 15) V55>=0.0063 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.4820144 0.5179856)
#> 2) V31< 0.4126 59 13 M (0.7796610 0.2203390)
#> 4) V24>=0.47835 48 5 M (0.8958333 0.1041667) *
#> 5) V24< 0.47835 11 3 R (0.2727273 0.7272727) *
#> 3) V31>=0.4126 80 21 R (0.2625000 0.7375000)
#> 6) V29>=0.8655 24 9 M (0.6250000 0.3750000)
#> 12) V29< 0.93165 15 0 M (1.0000000 0.0000000) *
#> 13) V29>=0.93165 9 0 R (0.0000000 1.0000000) *
#> 7) V29< 0.8655 56 6 R (0.1071429 0.8928571) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V54>=0.01585 34 5 M (0.85294118 0.14705882)
#> 4) V27< 0.766 26 0 M (1.00000000 0.00000000) *
#> 5) V27>=0.766 8 3 R (0.37500000 0.62500000) *
#> 3) V54< 0.01585 105 40 R (0.38095238 0.61904762)
#> 6) V44>=0.166 45 15 M (0.66666667 0.33333333)
#> 12) V36< 0.48505 29 2 M (0.93103448 0.06896552) *
#> 13) V36>=0.48505 16 3 R (0.18750000 0.81250000) *
#> 7) V44< 0.166 60 10 R (0.16666667 0.83333333)
#> 14) V18>=0.9068 7 1 M (0.85714286 0.14285714) *
#> 15) V18< 0.9068 53 4 R (0.07547170 0.92452830)
#> 30) V40>=0.35645 7 3 M (0.57142857 0.42857143) *
#> 31) V40< 0.35645 46 0 R (0.00000000 1.00000000) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V51>=0.01335 68 17 M (0.75000000 0.25000000)
#> 4) V12>=0.12745 50 6 M (0.88000000 0.12000000)
#> 8) V9>=0.11325 42 1 M (0.97619048 0.02380952) *
#> 9) V9< 0.11325 8 3 R (0.37500000 0.62500000) *
#> 5) V12< 0.12745 18 7 R (0.38888889 0.61111111) *
#> 3) V51< 0.01335 71 20 R (0.28169014 0.71830986)
#> 6) V23>=0.8674 11 1 M (0.90909091 0.09090909) *
#> 7) V23< 0.8674 60 10 R (0.16666667 0.83333333) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.5827338 0.4172662)
#> 2) V11>=0.1791 77 16 M (0.7922078 0.2077922)
#> 4) V57< 0.01295 69 9 M (0.8695652 0.1304348) *
#> 5) V57>=0.01295 8 1 R (0.1250000 0.8750000) *
#> 3) V11< 0.1791 62 20 R (0.3225806 0.6774194)
#> 6) V7>=0.1358 17 2 M (0.8823529 0.1176471) *
#> 7) V7< 0.1358 45 5 R (0.1111111 0.8888889) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V4>=0.0606 47 6 M (0.87234043 0.12765957)
#> 4) V6< 0.1695 37 0 M (1.00000000 0.00000000) *
#> 5) V6>=0.1695 10 4 R (0.40000000 0.60000000) *
#> 3) V4< 0.0606 92 38 R (0.41304348 0.58695652)
#> 6) V23>=0.7803 29 6 M (0.79310345 0.20689655)
#> 12) V57< 0.01165 22 1 M (0.95454545 0.04545455) *
#> 13) V57>=0.01165 7 2 R (0.28571429 0.71428571) *
#> 7) V23< 0.7803 63 15 R (0.23809524 0.76190476)
#> 14) V44< 0.0539 9 1 M (0.88888889 0.11111111) *
#> 15) V44>=0.0539 54 7 R (0.12962963 0.87037037)
#> 30) V16< 0.1995 7 1 M (0.85714286 0.14285714) *
#> 31) V16>=0.1995 47 1 R (0.02127660 0.97872340) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V54>=0.01605 33 1 M (0.96969697 0.03030303) *
#> 3) V54< 0.01605 106 39 R (0.36792453 0.63207547)
#> 6) V10>=0.1506 55 19 M (0.65454545 0.34545455)
#> 12) V16< 0.66545 32 3 M (0.90625000 0.09375000) *
#> 13) V16>=0.66545 23 7 R (0.30434783 0.69565217)
#> 26) V40< 0.19515 7 1 M (0.85714286 0.14285714) *
#> 27) V40>=0.19515 16 1 R (0.06250000 0.93750000) *
#> 7) V10< 0.1506 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V9>=0.1614 50 11 M (0.78000000 0.22000000)
#> 4) V20>=0.53695 34 1 M (0.97058824 0.02941176) *
#> 5) V20< 0.53695 16 6 R (0.37500000 0.62500000) *
#> 3) V9< 0.1614 89 22 R (0.24719101 0.75280899)
#> 6) V43>=0.28195 30 13 M (0.56666667 0.43333333)
#> 12) V4>=0.0614 16 0 M (1.00000000 0.00000000) *
#> 13) V4< 0.0614 14 1 R (0.07142857 0.92857143) *
#> 7) V43< 0.28195 59 5 R (0.08474576 0.91525424) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.5827338 0.4172662)
#> 2) V4>=0.0606 55 6 M (0.8909091 0.1090909)
#> 4) V46>=0.06975 45 0 M (1.0000000 0.0000000) *
#> 5) V46< 0.06975 10 4 R (0.4000000 0.6000000) *
#> 3) V4< 0.0606 84 32 R (0.3809524 0.6190476)
#> 6) V28>=0.958 11 0 M (1.0000000 0.0000000) *
#> 7) V28< 0.958 73 21 R (0.2876712 0.7123288)
#> 14) V54>=0.02255 8 0 M (1.0000000 0.0000000) *
#> 15) V54< 0.02255 65 13 R (0.2000000 0.8000000)
#> 30) V45>=0.3671 8 1 M (0.8750000 0.1250000) *
#> 31) V45< 0.3671 57 6 R (0.1052632 0.8947368)
#> 62) V57< 0.00305 8 2 M (0.7500000 0.2500000) *
#> 63) V57>=0.00305 49 0 R (0.0000000 1.0000000) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V5>=0.0405 106 31 M (0.70754717 0.29245283)
#> 4) V30>=0.16325 90 15 M (0.83333333 0.16666667)
#> 8) V40< 0.5911 83 9 M (0.89156627 0.10843373)
#> 16) V42>=0.10155 74 4 M (0.94594595 0.05405405) *
#> 17) V42< 0.10155 9 4 R (0.44444444 0.55555556) *
#> 9) V40>=0.5911 7 1 R (0.14285714 0.85714286) *
#> 5) V30< 0.16325 16 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.0405 33 6 R (0.18181818 0.81818182)
#> 6) V10>=0.16625 9 3 M (0.66666667 0.33333333) *
#> 7) V10< 0.16625 24 0 R (0.00000000 1.00000000) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.20075 90 26 M (0.71111111 0.28888889)
#> 4) V4>=0.0606 43 3 M (0.93023256 0.06976744) *
#> 5) V4< 0.0606 47 23 M (0.51063830 0.48936170)
#> 10) V17< 0.19175 13 0 M (1.00000000 0.00000000) *
#> 11) V17>=0.19175 34 11 R (0.32352941 0.67647059)
#> 22) V23>=0.85705 8 1 M (0.87500000 0.12500000) *
#> 23) V23< 0.85705 26 4 R (0.15384615 0.84615385)
#> 46) V11>=0.26865 7 3 M (0.57142857 0.42857143) *
#> 47) V11< 0.26865 19 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.20075 49 10 R (0.20408163 0.79591837)
#> 6) V26< 0.4789 7 0 M (1.00000000 0.00000000) *
#> 7) V26>=0.4789 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V55< 0.00685 50 13 M (0.74000000 0.26000000)
#> 4) V16< 0.6881 42 5 M (0.88095238 0.11904762)
#> 8) V5>=0.04145 34 0 M (1.00000000 0.00000000) *
#> 9) V5< 0.04145 8 3 R (0.37500000 0.62500000) *
#> 5) V16>=0.6881 8 0 R (0.00000000 1.00000000) *
#> 3) V55>=0.00685 89 19 R (0.21348315 0.78651685)
#> 6) V55>=0.01305 17 2 M (0.88235294 0.11764706) *
#> 7) V55< 0.01305 72 4 R (0.05555556 0.94444444) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V4>=0.0606 59 13 M (0.77966102 0.22033898)
#> 4) V56>=0.00545 43 1 M (0.97674419 0.02325581) *
#> 5) V56< 0.00545 16 4 R (0.25000000 0.75000000) *
#> 3) V4< 0.0606 80 30 R (0.37500000 0.62500000)
#> 6) V9>=0.1632 28 8 M (0.71428571 0.28571429)
#> 12) V14< 0.37275 19 0 M (1.00000000 0.00000000) *
#> 13) V14>=0.37275 9 1 R (0.11111111 0.88888889) *
#> 7) V9< 0.1632 52 10 R (0.19230769 0.80769231)
#> 14) V28>=0.92735 7 2 M (0.71428571 0.28571429) *
#> 15) V28< 0.92735 45 5 R (0.11111111 0.88888889)
#> 30) V26< 0.61845 9 4 M (0.55555556 0.44444444) *
#> 31) V26>=0.61845 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.05 80 24 M (0.70000000 0.30000000)
#> 4) V6< 0.1695 61 8 M (0.86885246 0.13114754)
#> 8) V36< 0.5503 48 1 M (0.97916667 0.02083333) *
#> 9) V36>=0.5503 13 6 R (0.46153846 0.53846154) *
#> 5) V6>=0.1695 19 3 R (0.15789474 0.84210526) *
#> 3) V4< 0.05 59 15 R (0.25423729 0.74576271)
#> 6) V23>=0.7342 15 4 M (0.73333333 0.26666667) *
#> 7) V23< 0.7342 44 4 R (0.09090909 0.90909091) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V9>=0.11765 99 26 M (0.73737374 0.26262626)
#> 4) V46>=0.05345 86 14 M (0.83720930 0.16279070)
#> 8) V59>=0.00315 72 5 M (0.93055556 0.06944444) *
#> 9) V59< 0.00315 14 5 R (0.35714286 0.64285714) *
#> 5) V46< 0.05345 13 1 R (0.07692308 0.92307692) *
#> 3) V9< 0.11765 40 6 R (0.15000000 0.85000000) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V5>=0.0394 106 30 M (0.71698113 0.28301887)
#> 4) V45>=0.15665 58 2 M (0.96551724 0.03448276) *
#> 5) V45< 0.15665 48 20 R (0.41666667 0.58333333)
#> 10) V50>=0.0177 19 2 M (0.89473684 0.10526316) *
#> 11) V50< 0.0177 29 3 R (0.10344828 0.89655172) *
#> 3) V5< 0.0394 33 7 R (0.21212121 0.78787879)
#> 6) V27>=0.8394 7 1 M (0.85714286 0.14285714) *
#> 7) V27< 0.8394 26 1 R (0.03846154 0.96153846) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V9>=0.13425 69 21 M (0.69565217 0.30434783)
#> 4) V17< 0.9445 60 12 M (0.80000000 0.20000000)
#> 8) V49>=0.0295 52 6 M (0.88461538 0.11538462) *
#> 9) V49< 0.0295 8 2 R (0.25000000 0.75000000) *
#> 5) V17>=0.9445 9 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.13425 70 20 R (0.28571429 0.71428571)
#> 6) V55>=0.01345 11 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.01345 59 9 R (0.15254237 0.84745763)
#> 14) V42>=0.26655 14 6 M (0.57142857 0.42857143) *
#> 15) V42< 0.26655 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V55>=0.01285 34 1 M (0.97058824 0.02941176) *
#> 3) V55< 0.01285 105 48 R (0.45714286 0.54285714)
#> 6) V45>=0.1716 48 15 M (0.68750000 0.31250000)
#> 12) V5>=0.0402 37 4 M (0.89189189 0.10810811)
#> 24) V14< 0.37795 30 0 M (1.00000000 0.00000000) *
#> 25) V14>=0.37795 7 3 R (0.42857143 0.57142857) *
#> 13) V5< 0.0402 11 0 R (0.00000000 1.00000000) *
#> 7) V45< 0.1716 57 15 R (0.26315789 0.73684211)
#> 14) V26>=0.96965 8 1 M (0.87500000 0.12500000) *
#> 15) V26< 0.96965 49 8 R (0.16326531 0.83673469)
#> 30) V4< 0.02375 8 2 M (0.75000000 0.25000000) *
#> 31) V4>=0.02375 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V21>=0.55655 77 27 M (0.64935065 0.35064935)
#> 4) V26< 0.6775 34 1 M (0.97058824 0.02941176) *
#> 5) V26>=0.6775 43 17 R (0.39534884 0.60465116)
#> 10) V59>=0.00715 13 0 M (1.00000000 0.00000000) *
#> 11) V59< 0.00715 30 4 R (0.13333333 0.86666667)
#> 22) V14< 0.2935 7 3 M (0.57142857 0.42857143) *
#> 23) V14>=0.2935 23 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.55655 62 13 R (0.20967742 0.79032258)
#> 6) V27>=0.8147 20 8 M (0.60000000 0.40000000)
#> 12) V33>=0.38825 13 1 M (0.92307692 0.07692308) *
#> 13) V33< 0.38825 7 0 R (0.00000000 1.00000000) *
#> 7) V27< 0.8147 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.4604317 0.5395683)
#> 2) V4>=0.0522 63 15 M (0.7619048 0.2380952)
#> 4) V30>=0.15125 54 6 M (0.8888889 0.1111111) *
#> 5) V30< 0.15125 9 0 R (0.0000000 1.0000000) *
#> 3) V4< 0.0522 76 16 R (0.2105263 0.7894737)
#> 6) V55>=0.0133 7 1 M (0.8571429 0.1428571) *
#> 7) V55< 0.0133 69 10 R (0.1449275 0.8550725) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V10>=0.18915 52 14 M (0.73076923 0.26923077)
#> 4) V30>=0.2458 41 4 M (0.90243902 0.09756098)
#> 8) V15< 0.6215 34 0 M (1.00000000 0.00000000) *
#> 9) V15>=0.6215 7 3 R (0.42857143 0.57142857) *
#> 5) V30< 0.2458 11 1 R (0.09090909 0.90909091) *
#> 3) V10< 0.18915 87 23 R (0.26436782 0.73563218)
#> 6) V54>=0.0154 20 6 M (0.70000000 0.30000000)
#> 12) V17>=0.3394 13 0 M (1.00000000 0.00000000) *
#> 13) V17< 0.3394 7 1 R (0.14285714 0.85714286) *
#> 7) V54< 0.0154 67 9 R (0.13432836 0.86567164)
#> 14) V50< 0.0058 7 2 M (0.71428571 0.28571429) *
#> 15) V50>=0.0058 60 4 R (0.06666667 0.93333333)
#> 30) V45>=0.1854 7 3 M (0.57142857 0.42857143) *
#> 31) V45< 0.1854 53 0 R (0.00000000 1.00000000) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V26< 0.58425 40 7 M (0.82500000 0.17500000)
#> 4) V58>=0.00495 31 1 M (0.96774194 0.03225806) *
#> 5) V58< 0.00495 9 3 R (0.33333333 0.66666667) *
#> 3) V26>=0.58425 99 35 R (0.35353535 0.64646465)
#> 6) V53>=0.00455 73 35 R (0.47945205 0.52054795)
#> 12) V53< 0.0072 17 0 M (1.00000000 0.00000000) *
#> 13) V53>=0.0072 56 18 R (0.32142857 0.67857143)
#> 26) V53>=0.01285 21 8 M (0.61904762 0.38095238)
#> 52) V12>=0.1641 14 1 M (0.92857143 0.07142857) *
#> 53) V12< 0.1641 7 0 R (0.00000000 1.00000000) *
#> 27) V53< 0.01285 35 5 R (0.14285714 0.85714286)
#> 54) V28>=0.89585 8 3 M (0.62500000 0.37500000) *
#> 55) V28< 0.89585 27 0 R (0.00000000 1.00000000) *
#> 7) V53< 0.00455 26 0 R (0.00000000 1.00000000) *
#>
#>
#> $weights
#> [1] 0.6240720 0.4688892 0.6708554 0.7697197 0.6808656 0.4659062 0.8058450
#> [8] 0.5290945 0.8809133 0.6751293 0.6250914 0.5908785 0.6319955 0.8744997
#> [15] 0.7899758 0.7517265 0.8133623 0.5932275 0.8065561 0.9559832 0.5775788
#> [22] 0.8098411 0.8908812 0.6560035 0.8621910 0.8498440 0.8414536 0.6313795
#> [29] 0.7287343 1.1085304 0.8026775 0.6667444 0.7225210 0.6176954 0.7513989
#> [36] 0.7669408 0.9681731 0.5277499 0.9694204 0.9202703 0.6175509 0.5133772
#> [43] 0.7985460 0.9418183 0.8038455 0.6200287 0.8166797 0.6462280 0.7948467
#> [50] 0.5041855 0.8899669 0.8452652 0.7830880 0.8574801 0.6894910 0.8417299
#> [57] 0.6426500 0.7552512 0.7977520 0.6797112 0.8071334 0.8888260 0.5882890
#> [64] 0.6268826 0.6966709 0.6943369 0.6181808 0.8308737 0.7483410 0.7636896
#> [71] 0.6978006 0.6755208 0.7199187 0.6874203 0.7316430 0.7638825 0.6928662
#> [78] 0.8866701 0.7750998 0.7219176 0.8124443 0.5090978 0.6507181 0.8318358
#> [85] 0.9230866 0.5804179 0.8383232 0.8277603 0.7750857 0.7940747 0.9167734
#> [92] 0.8330469 0.3915145 0.6566062 0.7011109 0.8798584 0.8012398 0.6731874
#> [99] 0.9852565 1.0696276
#>
#> $votes
#> [,1] [,2]
#> [1,] 18.604907 55.976230
#> [2,] 19.145335 55.435802
#> [3,] 17.754741 56.826396
#> [4,] 18.819423 55.761715
#> [5,] 18.408076 56.173061
#> [6,] 18.076695 56.504443
#> [7,] 18.121983 56.459155
#> [8,] 8.360673 66.220465
#> [9,] 18.813568 55.767570
#> [10,] 19.501224 55.079914
#> [11,] 18.505549 56.075589
#> [12,] 18.886032 55.695105
#> [13,] 19.000986 55.580152
#> [14,] 17.789882 56.791255
#> [15,] 18.269248 56.311890
#> [16,] 19.014270 55.566868
#> [17,] 14.471450 60.109688
#> [18,] 14.832800 59.748337
#> [19,] 19.802856 54.778281
#> [20,] 9.768007 64.813130
#> [21,] 6.895421 67.685717
#> [22,] 15.665005 58.916132
#> [23,] 19.568462 55.012676
#> [24,] 19.197303 55.383834
#> [25,] 18.466570 56.114568
#> [26,] 19.792973 54.788165
#> [27,] 16.224837 58.356301
#> [28,] 18.612856 55.968281
#> [29,] 5.906163 68.674975
#> [30,] 16.107226 58.473912
#> [31,] 14.114877 60.466261
#> [32,] 16.329435 58.251702
#> [33,] 18.604245 55.976892
#> [34,] 18.664036 55.917102
#> [35,] 14.866021 59.715117
#> [36,] 16.038675 58.542463
#> [37,] 19.386068 55.195069
#> [38,] 11.499356 63.081782
#> [39,] 16.943777 57.637361
#> [40,] 19.281733 55.299405
#> [41,] 17.532311 57.048827
#> [42,] 12.204698 62.376440
#> [43,] 16.207386 58.373752
#> [44,] 16.353010 58.228128
#> [45,] 19.551906 55.029231
#> [46,] 18.608896 55.972242
#> [47,] 18.074047 56.507090
#> [48,] 19.309575 55.271563
#> [49,] 18.099826 56.481312
#> [50,] 18.216930 56.364208
#> [51,] 19.055261 55.525877
#> [52,] 16.967954 57.613183
#> [53,] 17.812629 56.768509
#> [54,] 17.086714 57.494424
#> [55,] 18.618417 55.962720
#> [56,] 19.272982 55.308155
#> [57,] 17.625656 56.955481
#> [58,] 56.493055 18.088082
#> [59,] 57.323992 17.257145
#> [60,] 58.915827 15.665311
#> [61,] 55.350169 19.230969
#> [62,] 56.761550 17.819588
#> [63,] 55.953597 18.627541
#> [64,] 55.740424 18.840713
#> [65,] 59.642299 14.938838
#> [66,] 56.149328 18.431810
#> [67,] 55.355593 19.225545
#> [68,] 57.319240 17.261898
#> [69,] 57.206363 17.374775
#> [70,] 54.990283 19.590855
#> [71,] 58.105264 16.475874
#> [72,] 57.207461 17.373677
#> [73,] 57.412470 17.168668
#> [74,] 56.614653 17.966485
#> [75,] 59.132409 15.448729
#> [76,] 56.224660 18.356478
#> [77,] 57.581036 17.000102
#> [78,] 56.789469 17.791668
#> [79,] 57.836791 16.744347
#> [80,] 56.689514 17.891624
#> [81,] 59.747728 14.833409
#> [82,] 57.328215 17.252923
#> [83,] 57.025006 17.556132
#> [84,] 56.873969 17.707169
#> [85,] 55.509377 19.071761
#> [86,] 56.452939 18.128199
#> [87,] 56.011875 18.569263
#> [88,] 63.340731 11.240406
#> [89,] 61.215965 13.365173
#> [90,] 59.954890 14.626248
#> [91,] 58.127889 16.453249
#> [92,] 56.033055 18.548083
#> [93,] 56.202712 18.378425
#> [94,] 59.616924 14.964214
#> [95,] 60.191501 14.389636
#> [96,] 58.597903 15.983235
#> [97,] 56.380785 18.200353
#> [98,] 65.784268 8.796869
#> [99,] 60.454533 14.126605
#> [100,] 58.314244 16.266894
#> [101,] 55.724750 18.856388
#> [102,] 55.645240 18.935898
#> [103,] 56.337367 18.243771
#> [104,] 58.127354 16.453783
#> [105,] 56.995783 17.585354
#> [106,] 55.806471 18.774667
#> [107,] 57.192360 17.388778
#> [108,] 57.211376 17.369762
#> [109,] 58.148971 16.432167
#> [110,] 61.088767 13.492371
#> [111,] 55.772575 18.808562
#> [112,] 56.177178 18.403960
#> [113,] 57.247483 17.333654
#> [114,] 57.957534 16.623604
#> [115,] 56.765371 17.815766
#> [116,] 56.566742 18.014396
#> [117,] 56.222586 18.358552
#> [118,] 57.462969 17.118168
#> [119,] 56.170272 18.410866
#> [120,] 59.444429 15.136708
#> [121,] 56.046859 18.534278
#> [122,] 60.290598 14.290540
#> [123,] 55.347944 19.233193
#> [124,] 58.207357 16.373781
#> [125,] 57.006208 17.574929
#> [126,] 62.106671 12.474466
#> [127,] 58.945171 15.635966
#> [128,] 62.448228 12.132910
#> [129,] 55.151595 19.429543
#> [130,] 56.852757 17.728380
#> [131,] 59.228968 15.352170
#> [132,] 62.536928 12.044210
#> [133,] 59.866862 14.714276
#> [134,] 63.394670 11.186468
#> [135,] 58.212534 16.368603
#> [136,] 64.335752 10.245385
#> [137,] 56.306235 18.274902
#> [138,] 56.547504 18.033634
#> [139,] 55.824388 18.756750
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.24945862 0.7505414
#> [2,] 0.25670479 0.7432952
#> [3,] 0.23805941 0.7619406
#> [4,] 0.25233489 0.7476651
#> [5,] 0.24681946 0.7531805
#> [6,] 0.24237623 0.7576238
#> [7,] 0.24298346 0.7570165
#> [8,] 0.11210171 0.8878983
#> [9,] 0.25225638 0.7477436
#> [10,] 0.26147662 0.7385234
#> [11,] 0.24812639 0.7518736
#> [12,] 0.25322800 0.7467720
#> [13,] 0.25476932 0.7452307
#> [14,] 0.23853058 0.7614694
#> [15,] 0.24495802 0.7550420
#> [16,] 0.25494743 0.7450526
#> [17,] 0.19403632 0.8059637
#> [18,] 0.19888139 0.8011186
#> [19,] 0.26552097 0.7344790
#> [20,] 0.13097155 0.8690284
#> [21,] 0.09245529 0.9075447
#> [22,] 0.21003978 0.7899602
#> [23,] 0.26237816 0.7376218
#> [24,] 0.25740159 0.7425984
#> [25,] 0.24760376 0.7523962
#> [26,] 0.26538845 0.7346115
#> [27,] 0.21754612 0.7824539
#> [28,] 0.24956520 0.7504348
#> [29,] 0.07919111 0.9208089
#> [30,] 0.21596917 0.7840308
#> [31,] 0.18925531 0.8107447
#> [32,] 0.21894860 0.7810514
#> [33,] 0.24944974 0.7505503
#> [34,] 0.25025143 0.7497486
#> [35,] 0.19932682 0.8006732
#> [36,] 0.21505001 0.7849500
#> [37,] 0.25993259 0.7400674
#> [38,] 0.15418584 0.8458142
#> [39,] 0.22718582 0.7728142
#> [40,] 0.25853364 0.7414664
#> [41,] 0.23507701 0.7649230
#> [42,] 0.16364323 0.8363568
#> [43,] 0.21731213 0.7826879
#> [44,] 0.21926468 0.7807353
#> [45,] 0.26215618 0.7378438
#> [46,] 0.24951209 0.7504879
#> [47,] 0.24234073 0.7576593
#> [48,] 0.25890695 0.7410930
#> [49,] 0.24268638 0.7573136
#> [50,] 0.24425653 0.7557435
#> [51,] 0.25549705 0.7445029
#> [52,] 0.22751000 0.7724900
#> [53,] 0.23883557 0.7611644
#> [54,] 0.22910235 0.7708977
#> [55,] 0.24963976 0.7503602
#> [56,] 0.25841631 0.7415837
#> [57,] 0.23632861 0.7636714
#> [58,] 0.75747109 0.2425289
#> [59,] 0.76861247 0.2313875
#> [60,] 0.78995613 0.2100439
#> [61,] 0.74214702 0.2578530
#> [62,] 0.76107112 0.2389289
#> [63,] 0.75023791 0.2497621
#> [64,] 0.74737965 0.2526204
#> [65,] 0.79969683 0.2003032
#> [66,] 0.75286231 0.2471377
#> [67,] 0.74221974 0.2577803
#> [68,] 0.76854874 0.2314513
#> [69,] 0.76703527 0.2329647
#> [70,] 0.73732159 0.2626784
#> [71,] 0.77908792 0.2209121
#> [72,] 0.76704999 0.2329500
#> [73,] 0.76979880 0.2302012
#> [74,] 0.75910149 0.2408985
#> [75,] 0.79286011 0.2071399
#> [76,] 0.75387238 0.2461276
#> [77,] 0.77205897 0.2279410
#> [78,] 0.76144547 0.2385545
#> [79,] 0.77548818 0.2245118
#> [80,] 0.76010524 0.2398948
#> [81,] 0.80111044 0.1988896
#> [82,] 0.76866908 0.2313309
#> [83,] 0.76460359 0.2353964
#> [84,] 0.76257845 0.2374215
#> [85,] 0.74428171 0.2557183
#> [86,] 0.75693320 0.2430668
#> [87,] 0.75101931 0.2489807
#> [88,] 0.84928620 0.1507138
#> [89,] 0.82079688 0.1792031
#> [90,] 0.80388811 0.1961119
#> [91,] 0.77939129 0.2206087
#> [92,] 0.75130330 0.2486967
#> [93,] 0.75357810 0.2464219
#> [94,] 0.79935659 0.2006434
#> [95,] 0.80706065 0.1929394
#> [96,] 0.78569334 0.2143067
#> [97,] 0.75596573 0.2440343
#> [98,] 0.88204968 0.1179503
#> [99,] 0.81058743 0.1894126
#> [100,] 0.78188998 0.2181100
#> [101,] 0.74716948 0.2528305
#> [102,] 0.74610339 0.2538966
#> [103,] 0.75538358 0.2446164
#> [104,] 0.77938412 0.2206159
#> [105,] 0.76421177 0.2357882
#> [106,] 0.74826521 0.2517348
#> [107,] 0.76684752 0.2331525
#> [108,] 0.76710248 0.2328975
#> [109,] 0.77967396 0.2203260
#> [110,] 0.81909138 0.1809086
#> [111,] 0.74781074 0.2521893
#> [112,] 0.75323574 0.2467643
#> [113,] 0.76758662 0.2324134
#> [114,] 0.77710713 0.2228929
#> [115,] 0.76112236 0.2388776
#> [116,] 0.75845909 0.2415409
#> [117,] 0.75384457 0.2461554
#> [118,] 0.77047590 0.2295241
#> [119,] 0.75314314 0.2468569
#> [120,] 0.79704375 0.2029563
#> [121,] 0.75148839 0.2485116
#> [122,] 0.80838935 0.1916106
#> [123,] 0.74211719 0.2578828
#> [124,] 0.78045681 0.2195432
#> [125,] 0.76435155 0.2356484
#> [126,] 0.83273966 0.1672603
#> [127,] 0.79034959 0.2096504
#> [128,] 0.83731932 0.1626807
#> [129,] 0.73948449 0.2605155
#> [130,] 0.76229405 0.2377060
#> [131,] 0.79415479 0.2058452
#> [132,] 0.83850864 0.1614914
#> [133,] 0.80270782 0.1972922
#> [134,] 0.85000943 0.1499906
#> [135,] 0.78052623 0.2194738
#> [136,] 0.86262766 0.1373723
#> [137,] 0.75496616 0.2450338
#> [138,] 0.75820114 0.2417989
#> [139,] 0.74850545 0.2514946
#>
#> $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" "M" "M" "M" "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
#> 0.8925567 4.7114424 2.8648679 4.1363950 1.4127700 1.0048887 2.0604203 2.9947116
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 0.6571793 0.6082203 0.9977369 0.2694743 2.6616733 1.2444492 0.3053555 2.4603749
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.3838370 0.4147305 3.4471883 1.3925601 2.8364329 0.8072632 0.2467555 2.2957873
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 1.5285420 0.3511702 0.1675033 0.5189223 0.7846140 3.7808233 0.7380737 0.5683927
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 0.5491412 4.9552229 0.8233518 0.4361751 1.1008704 0.6460131 0.8998012 3.6595927
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 0.5542967 0.4993673 2.3102532 0.9740474 3.4068242 0.7592785 3.1458879 1.9301516
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 2.7830610 2.8301343 4.6333322 0.8715959 1.9942278 0.7041198 2.5261035 1.8852935
#> V60 V7 V8 V9
#> 0.1092363 0.3281787 0.3305871 4.8087427
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 82 57
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V4 V9 V10 V55 V12 V36 V45 V26
#> 4.9552229 4.8087427 4.7114424 4.6333322 4.1363950 3.7808233 3.6595927 3.4471883
#> V5 V51 V16 V11 V28 V54 V53 V20
#> 3.4068242 3.1458879 2.9947116 2.8648679 2.8364329 2.8301343 2.7830610 2.6616733
#> V59 V23 V48 V30 V15 V57 V52 V6
#> 2.5261035 2.4603749 2.3102532 2.2957873 2.0604203 1.9942278 1.9301516 1.8852935
#> V31 V13 V27 V21 V42 V14 V19 V49
#> 1.5285420 1.4127700 1.3925601 1.2444492 1.1008704 1.0048887 0.9977369 0.9740474
#> V44 V1 V56 V40 V29 V35 V50 V37
#> 0.8998012 0.8925567 0.8715959 0.8233518 0.8072632 0.7846140 0.7592785 0.7380737
#> V58 V17 V43 V18 V38 V46 V39 V34
#> 0.7041198 0.6571793 0.6460131 0.6082203 0.5683927 0.5542967 0.5491412 0.5189223
#> V47 V41 V25 V24 V32 V8 V7 V22
#> 0.4993673 0.4361751 0.4147305 0.3838370 0.3511702 0.3305871 0.3281787 0.3053555
#> V2 V3 V33 V60
#> 0.2694743 0.2467555 0.1675033 0.1092363
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.2318841