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 59 M (0.57553957 0.42446043)
#> 2) V36< 0.5047 95 22 M (0.76842105 0.23157895)
#> 4) V51>=0.01245 66 4 M (0.93939394 0.06060606) *
#> 5) V51< 0.01245 29 11 R (0.37931034 0.62068966)
#> 10) V10>=0.2237 10 0 M (1.00000000 0.00000000) *
#> 11) V10< 0.2237 19 1 R (0.05263158 0.94736842) *
#> 3) V36>=0.5047 44 7 R (0.15909091 0.84090909)
#> 6) V45>=0.34885 8 3 M (0.62500000 0.37500000) *
#> 7) V45< 0.34885 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V12>=0.16495 92 26 M (0.71739130 0.28260870)
#> 4) V51>=0.01695 40 1 M (0.97500000 0.02500000) *
#> 5) V51< 0.01695 52 25 M (0.51923077 0.48076923)
#> 10) V14< 0.4619 36 10 M (0.72222222 0.27777778)
#> 20) V14>=0.27165 23 1 M (0.95652174 0.04347826) *
#> 21) V14< 0.27165 13 4 R (0.30769231 0.69230769) *
#> 11) V14>=0.4619 16 1 R (0.06250000 0.93750000) *
#> 3) V12< 0.16495 47 5 R (0.10638298 0.89361702)
#> 6) V25< 0.45375 7 3 M (0.57142857 0.42857143) *
#> 7) V25>=0.45375 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V11>=0.19825 81 19 M (0.76543210 0.23456790)
#> 4) V37< 0.4705 60 5 M (0.91666667 0.08333333) *
#> 5) V37>=0.4705 21 7 R (0.33333333 0.66666667)
#> 10) V18< 0.4071 7 0 M (1.00000000 0.00000000) *
#> 11) V18>=0.4071 14 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.19825 58 10 R (0.17241379 0.82758621)
#> 6) V1>=0.039 9 1 M (0.88888889 0.11111111) *
#> 7) V1< 0.039 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V51>=0.01245 79 18 M (0.77215190 0.22784810)
#> 4) V36< 0.5503 66 7 M (0.89393939 0.10606061)
#> 8) V47>=0.04245 59 2 M (0.96610169 0.03389831) *
#> 9) V47< 0.04245 7 2 R (0.28571429 0.71428571) *
#> 5) V36>=0.5503 13 2 R (0.15384615 0.84615385) *
#> 3) V51< 0.01245 60 18 R (0.30000000 0.70000000)
#> 6) V41>=0.2858 21 7 M (0.66666667 0.33333333)
#> 12) V1>=0.01935 14 2 M (0.85714286 0.14285714) *
#> 13) V1< 0.01935 7 2 R (0.28571429 0.71428571) *
#> 7) V41< 0.2858 39 4 R (0.10256410 0.89743590) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V11>=0.1707 82 19 M (0.76829268 0.23170732)
#> 4) V53>=0.0045 66 7 M (0.89393939 0.10606061)
#> 8) V38>=0.15815 57 2 M (0.96491228 0.03508772) *
#> 9) V38< 0.15815 9 4 R (0.44444444 0.55555556) *
#> 5) V53< 0.0045 16 4 R (0.25000000 0.75000000) *
#> 3) V11< 0.1707 57 15 R (0.26315789 0.73684211)
#> 6) V6>=0.1433 10 0 M (1.00000000 0.00000000) *
#> 7) V6< 0.1433 47 5 R (0.10638298 0.89361702) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V49>=0.01765 121 36 M (0.70247934 0.29752066)
#> 4) V25>=0.34065 110 25 M (0.77272727 0.22727273)
#> 8) V16< 0.6707 94 14 M (0.85106383 0.14893617)
#> 16) V12>=0.1658 78 5 M (0.93589744 0.06410256)
#> 32) V27>=0.3482 71 1 M (0.98591549 0.01408451) *
#> 33) V27< 0.3482 7 3 R (0.42857143 0.57142857) *
#> 17) V12< 0.1658 16 7 R (0.43750000 0.56250000) *
#> 9) V16>=0.6707 16 5 R (0.31250000 0.68750000) *
#> 5) V25< 0.34065 11 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.01765 18 0 R (0.00000000 1.00000000) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V13>=0.156 120 47 M (0.60833333 0.39166667)
#> 4) V16< 0.6718 85 21 M (0.75294118 0.24705882)
#> 8) V9>=0.1073 64 7 M (0.89062500 0.10937500)
#> 16) V26>=0.3522 54 1 M (0.98148148 0.01851852) *
#> 17) V26< 0.3522 10 4 R (0.40000000 0.60000000) *
#> 9) V9< 0.1073 21 7 R (0.33333333 0.66666667)
#> 18) V55< 0.0054 7 0 M (1.00000000 0.00000000) *
#> 19) V55>=0.0054 14 0 R (0.00000000 1.00000000) *
#> 5) V16>=0.6718 35 9 R (0.25714286 0.74285714)
#> 10) V27< 0.49675 8 0 M (1.00000000 0.00000000) *
#> 11) V27>=0.49675 27 1 R (0.03703704 0.96296296) *
#> 3) V13< 0.156 19 0 R (0.00000000 1.00000000) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V5>=0.044 90 24 M (0.73333333 0.26666667)
#> 4) V42>=0.1181 79 14 M (0.82278481 0.17721519)
#> 8) V6< 0.1842 69 7 M (0.89855072 0.10144928) *
#> 9) V6>=0.1842 10 3 R (0.30000000 0.70000000) *
#> 5) V42< 0.1181 11 1 R (0.09090909 0.90909091) *
#> 3) V5< 0.044 49 10 R (0.20408163 0.79591837)
#> 6) V11>=0.27045 7 0 M (1.00000000 0.00000000) *
#> 7) V11< 0.27045 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V1>=0.02935 62 8 M (0.87096774 0.12903226)
#> 4) V13>=0.1629 55 3 M (0.94545455 0.05454545) *
#> 5) V13< 0.1629 7 2 R (0.28571429 0.71428571) *
#> 3) V1< 0.02935 77 28 R (0.36363636 0.63636364)
#> 6) V23>=0.7925 22 3 M (0.86363636 0.13636364) *
#> 7) V23< 0.7925 55 9 R (0.16363636 0.83636364)
#> 14) V36< 0.1636 7 2 M (0.71428571 0.28571429) *
#> 15) V36>=0.1636 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V1>=0.0157 98 37 M (0.62244898 0.37755102)
#> 4) V45>=0.13115 54 9 M (0.83333333 0.16666667)
#> 8) V36< 0.52295 43 2 M (0.95348837 0.04651163) *
#> 9) V36>=0.52295 11 4 R (0.36363636 0.63636364) *
#> 5) V45< 0.13115 44 16 R (0.36363636 0.63636364)
#> 10) V37>=0.16775 24 8 M (0.66666667 0.33333333)
#> 20) V36< 0.4486 16 1 M (0.93750000 0.06250000) *
#> 21) V36>=0.4486 8 1 R (0.12500000 0.87500000) *
#> 11) V37< 0.16775 20 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.0157 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V51>=0.01365 63 17 M (0.73015873 0.26984127)
#> 4) V36< 0.5093 41 3 M (0.92682927 0.07317073) *
#> 5) V36>=0.5093 22 8 R (0.36363636 0.63636364)
#> 10) V1>=0.0448 7 0 M (1.00000000 0.00000000) *
#> 11) V1< 0.0448 15 1 R (0.06666667 0.93333333) *
#> 3) V51< 0.01365 76 24 R (0.31578947 0.68421053)
#> 6) V27>=0.78945 32 14 M (0.56250000 0.43750000)
#> 12) V12>=0.222 18 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.222 14 0 R (0.00000000 1.00000000) *
#> 7) V27< 0.78945 44 6 R (0.13636364 0.86363636)
#> 14) V27< 0.45865 7 1 M (0.85714286 0.14285714) *
#> 15) V27>=0.45865 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V15< 0.42875 80 31 M (0.61250000 0.38750000)
#> 4) V26>=0.32655 64 15 M (0.76562500 0.23437500)
#> 8) V2>=0.0115 50 3 M (0.94000000 0.06000000) *
#> 9) V2< 0.0115 14 2 R (0.14285714 0.85714286) *
#> 5) V26< 0.32655 16 0 R (0.00000000 1.00000000) *
#> 3) V15>=0.42875 59 6 R (0.10169492 0.89830508)
#> 6) V35>=0.4718 8 3 M (0.62500000 0.37500000) *
#> 7) V35< 0.4718 51 1 R (0.01960784 0.98039216) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V51>=0.01325 83 24 M (0.71084337 0.28915663)
#> 4) V11>=0.2165 52 4 M (0.92307692 0.07692308)
#> 8) V11< 0.5385 45 0 M (1.00000000 0.00000000) *
#> 9) V11>=0.5385 7 3 R (0.42857143 0.57142857) *
#> 5) V11< 0.2165 31 11 R (0.35483871 0.64516129)
#> 10) V26< 0.53305 10 1 M (0.90000000 0.10000000) *
#> 11) V26>=0.53305 21 2 R (0.09523810 0.90476190) *
#> 3) V51< 0.01325 56 10 R (0.17857143 0.82142857)
#> 6) V28>=0.90755 7 2 M (0.71428571 0.28571429) *
#> 7) V28< 0.90755 49 5 R (0.10204082 0.89795918)
#> 14) V23>=0.836 7 3 M (0.57142857 0.42857143) *
#> 15) V23< 0.836 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V4>=0.05945 58 16 M (0.72413793 0.27586207)
#> 4) V6< 0.1695 43 4 M (0.90697674 0.09302326) *
#> 5) V6>=0.1695 15 3 R (0.20000000 0.80000000) *
#> 3) V4< 0.05945 81 22 R (0.27160494 0.72839506)
#> 6) V19>=0.89125 10 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.89125 71 12 R (0.16901408 0.83098592) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V49>=0.04425 73 21 M (0.7123288 0.2876712)
#> 4) V5>=0.0344 59 9 M (0.8474576 0.1525424)
#> 8) V37< 0.7066 50 3 M (0.9400000 0.0600000) *
#> 9) V37>=0.7066 9 3 R (0.3333333 0.6666667) *
#> 5) V5< 0.0344 14 2 R (0.1428571 0.8571429) *
#> 3) V49< 0.04425 66 19 R (0.2878788 0.7121212)
#> 6) V31< 0.4259 21 7 M (0.6666667 0.3333333)
#> 12) V53>=0.0078 12 0 M (1.0000000 0.0000000) *
#> 13) V53< 0.0078 9 2 R (0.2222222 0.7777778) *
#> 7) V31>=0.4259 45 5 R (0.1111111 0.8888889) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V45>=0.1964 39 2 M (0.94871795 0.05128205) *
#> 3) V45< 0.1964 100 44 R (0.44000000 0.56000000)
#> 6) V35< 0.29455 42 10 M (0.76190476 0.23809524)
#> 12) V17< 0.72575 29 1 M (0.96551724 0.03448276) *
#> 13) V17>=0.72575 13 4 R (0.30769231 0.69230769) *
#> 7) V35>=0.29455 58 12 R (0.20689655 0.79310345)
#> 14) V24>=0.90335 7 1 M (0.85714286 0.14285714) *
#> 15) V24< 0.90335 51 6 R (0.11764706 0.88235294) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.1707 99 32 M (0.67676768 0.32323232)
#> 4) V5< 0.15065 80 16 M (0.80000000 0.20000000)
#> 8) V12>=0.12705 73 9 M (0.87671233 0.12328767)
#> 16) V30< 0.7335 60 2 M (0.96666667 0.03333333) *
#> 17) V30>=0.7335 13 6 R (0.46153846 0.53846154) *
#> 9) V12< 0.12705 7 0 R (0.00000000 1.00000000) *
#> 5) V5>=0.15065 19 3 R (0.15789474 0.84210526) *
#> 3) V11< 0.1707 40 8 R (0.20000000 0.80000000)
#> 6) V4>=0.0422 13 5 M (0.61538462 0.38461538) *
#> 7) V4< 0.0422 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V46>=0.22205 31 1 M (0.96774194 0.03225806) *
#> 3) V46< 0.22205 108 40 R (0.37037037 0.62962963)
#> 6) V21>=0.5645 61 26 M (0.57377049 0.42622951)
#> 12) V37< 0.48705 48 13 M (0.72916667 0.27083333)
#> 24) V11>=0.1369 34 2 M (0.94117647 0.05882353) *
#> 25) V11< 0.1369 14 3 R (0.21428571 0.78571429) *
#> 13) V37>=0.48705 13 0 R (0.00000000 1.00000000) *
#> 7) V21< 0.5645 47 5 R (0.10638298 0.89361702)
#> 14) V28>=0.92455 7 2 M (0.71428571 0.28571429) *
#> 15) V28< 0.92455 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V54>=0.0175 26 2 M (0.92307692 0.07692308) *
#> 3) V54< 0.0175 113 43 R (0.38053097 0.61946903)
#> 6) V59< 0.00275 18 1 M (0.94444444 0.05555556) *
#> 7) V59>=0.00275 95 26 R (0.27368421 0.72631579)
#> 14) V26>=0.9922 8 0 M (1.00000000 0.00000000) *
#> 15) V26< 0.9922 87 18 R (0.20689655 0.79310345)
#> 30) V52>=0.02705 7 1 M (0.85714286 0.14285714) *
#> 31) V52< 0.02705 80 12 R (0.15000000 0.85000000)
#> 62) V5>=0.0696 30 10 R (0.33333333 0.66666667)
#> 124) V7< 0.15285 12 3 M (0.75000000 0.25000000) *
#> 125) V7>=0.15285 18 1 R (0.05555556 0.94444444) *
#> 63) V5< 0.0696 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V44>=0.1714 73 20 M (0.72602740 0.27397260)
#> 4) V37< 0.5264 44 4 M (0.90909091 0.09090909) *
#> 5) V37>=0.5264 29 13 R (0.44827586 0.55172414)
#> 10) V46>=0.2054 14 1 M (0.92857143 0.07142857) *
#> 11) V46< 0.2054 15 0 R (0.00000000 1.00000000) *
#> 3) V44< 0.1714 66 17 R (0.25757576 0.74242424)
#> 6) V40>=0.3927 9 0 M (1.00000000 0.00000000) *
#> 7) V40< 0.3927 57 8 R (0.14035088 0.85964912)
#> 14) V58>=0.0097 8 2 M (0.75000000 0.25000000) *
#> 15) V58< 0.0097 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V27>=0.806 43 9 M (0.79069767 0.20930233)
#> 4) V11>=0.1687 35 1 M (0.97142857 0.02857143) *
#> 5) V11< 0.1687 8 0 R (0.00000000 1.00000000) *
#> 3) V27< 0.806 96 25 R (0.26041667 0.73958333)
#> 6) V31< 0.37825 27 8 M (0.70370370 0.29629630)
#> 12) V5< 0.13015 18 0 M (1.00000000 0.00000000) *
#> 13) V5>=0.13015 9 1 R (0.11111111 0.88888889) *
#> 7) V31>=0.37825 69 6 R (0.08695652 0.91304348) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V12>=0.2256 92 40 M (0.56521739 0.43478261)
#> 4) V31< 0.4495 32 3 M (0.90625000 0.09375000) *
#> 5) V31>=0.4495 60 23 R (0.38333333 0.61666667)
#> 10) V27>=0.83755 23 4 M (0.82608696 0.17391304)
#> 20) V14< 0.25965 16 0 M (1.00000000 0.00000000) *
#> 21) V14>=0.25965 7 3 R (0.42857143 0.57142857) *
#> 11) V27< 0.83755 37 4 R (0.10810811 0.89189189) *
#> 3) V12< 0.2256 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V51>=0.01365 73 12 M (0.83561644 0.16438356)
#> 4) V12>=0.1128 60 5 M (0.91666667 0.08333333) *
#> 5) V12< 0.1128 13 6 R (0.46153846 0.53846154) *
#> 3) V51< 0.01365 66 20 R (0.30303030 0.69696970)
#> 6) V56< 0.0038 14 2 M (0.85714286 0.14285714) *
#> 7) V56>=0.0038 52 8 R (0.15384615 0.84615385) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V1>=0.013 114 34 M (0.70175439 0.29824561)
#> 4) V37< 0.5049 78 12 M (0.84615385 0.15384615)
#> 8) V59>=0.00455 61 1 M (0.98360656 0.01639344) *
#> 9) V59< 0.00455 17 6 R (0.35294118 0.64705882) *
#> 5) V37>=0.5049 36 14 R (0.38888889 0.61111111)
#> 10) V46>=0.1919 15 1 M (0.93333333 0.06666667) *
#> 11) V46< 0.1919 21 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.013 25 2 R (0.08000000 0.92000000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.10655 89 26 M (0.70786517 0.29213483)
#> 4) V17< 0.8261 78 16 M (0.79487179 0.20512821)
#> 8) V23>=0.433 57 3 M (0.94736842 0.05263158) *
#> 9) V23< 0.433 21 8 R (0.38095238 0.61904762)
#> 18) V10>=0.22485 8 0 M (1.00000000 0.00000000) *
#> 19) V10< 0.22485 13 0 R (0.00000000 1.00000000) *
#> 5) V17>=0.8261 11 1 R (0.09090909 0.90909091) *
#> 3) V9< 0.10655 50 6 R (0.12000000 0.88000000) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V1>=0.0482 30 0 M (1.0000000 0.0000000) *
#> 3) V1< 0.0482 109 45 R (0.4128440 0.5871560)
#> 6) V36< 0.52295 69 26 M (0.6231884 0.3768116)
#> 12) V15< 0.4432 49 9 M (0.8163265 0.1836735)
#> 24) V9>=0.14245 34 0 M (1.0000000 0.0000000) *
#> 25) V9< 0.14245 15 6 R (0.4000000 0.6000000) *
#> 13) V15>=0.4432 20 3 R (0.1500000 0.8500000) *
#> 7) V36>=0.52295 40 2 R (0.0500000 0.9500000) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V36< 0.51705 100 24 M (0.76000000 0.24000000)
#> 4) V2>=0.0242 81 10 M (0.87654321 0.12345679)
#> 8) V51>=0.01065 53 0 M (1.00000000 0.00000000) *
#> 9) V51< 0.01065 28 10 M (0.64285714 0.35714286)
#> 18) V23>=0.5935 20 2 M (0.90000000 0.10000000) *
#> 19) V23< 0.5935 8 0 R (0.00000000 1.00000000) *
#> 5) V2< 0.0242 19 5 R (0.26315789 0.73684211) *
#> 3) V36>=0.51705 39 8 R (0.20512821 0.79487179)
#> 6) V44>=0.36805 10 4 M (0.60000000 0.40000000) *
#> 7) V44< 0.36805 29 2 R (0.06896552 0.93103448) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V54>=0.01485 45 4 M (0.91111111 0.08888889) *
#> 3) V54< 0.01485 94 30 R (0.31914894 0.68085106)
#> 6) V53< 0.01055 35 13 M (0.62857143 0.37142857)
#> 12) V52>=0.0093 19 1 M (0.94736842 0.05263158) *
#> 13) V52< 0.0093 16 4 R (0.25000000 0.75000000) *
#> 7) V53>=0.01055 59 8 R (0.13559322 0.86440678)
#> 14) V9>=0.2218 7 2 M (0.71428571 0.28571429) *
#> 15) V9< 0.2218 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V51>=0.01145 93 29 M (0.6881720 0.3118280)
#> 4) V40< 0.5911 81 17 M (0.7901235 0.2098765)
#> 8) V42>=0.10195 73 9 M (0.8767123 0.1232877) *
#> 9) V42< 0.10195 8 0 R (0.0000000 1.0000000) *
#> 5) V40>=0.5911 12 0 R (0.0000000 1.0000000) *
#> 3) V51< 0.01145 46 11 R (0.2391304 0.7608696)
#> 6) V28>=0.8173 9 2 M (0.7777778 0.2222222) *
#> 7) V28< 0.8173 37 4 R (0.1081081 0.8918919)
#> 14) V27< 0.4315 7 3 M (0.5714286 0.4285714) *
#> 15) V27>=0.4315 30 0 R (0.0000000 1.0000000) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.52295 92 28 M (0.69565217 0.30434783)
#> 4) V5>=0.0397 61 7 M (0.88524590 0.11475410)
#> 8) V1>=0.016 54 3 M (0.94444444 0.05555556) *
#> 9) V1< 0.016 7 3 R (0.42857143 0.57142857) *
#> 5) V5< 0.0397 31 10 R (0.32258065 0.67741935)
#> 10) V23>=0.64315 11 1 M (0.90909091 0.09090909) *
#> 11) V23< 0.64315 20 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.52295 47 9 R (0.19148936 0.80851064)
#> 6) V11>=0.23855 13 5 M (0.61538462 0.38461538) *
#> 7) V11< 0.23855 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V30< 0.71465 111 46 M (0.58558559 0.41441441)
#> 4) V36< 0.5253 72 19 M (0.73611111 0.26388889)
#> 8) V6>=0.061 60 10 M (0.83333333 0.16666667)
#> 16) V42>=0.1281 52 4 M (0.92307692 0.07692308) *
#> 17) V42< 0.1281 8 2 R (0.25000000 0.75000000) *
#> 9) V6< 0.061 12 3 R (0.25000000 0.75000000) *
#> 5) V36>=0.5253 39 12 R (0.30769231 0.69230769)
#> 10) V46>=0.2192 13 1 M (0.92307692 0.07692308) *
#> 11) V46< 0.2192 26 0 R (0.00000000 1.00000000) *
#> 3) V30>=0.71465 28 4 R (0.14285714 0.85714286)
#> 6) V18< 0.29455 7 3 M (0.57142857 0.42857143) *
#> 7) V18>=0.29455 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 49 R (0.35251799 0.64748201)
#> 2) V52< 0.01375 80 37 M (0.53750000 0.46250000)
#> 4) V30< 0.7767 63 20 M (0.68253968 0.31746032)
#> 8) V17< 0.747 45 7 M (0.84444444 0.15555556) *
#> 9) V17>=0.747 18 5 R (0.27777778 0.72222222) *
#> 5) V30>=0.7767 17 0 R (0.00000000 1.00000000) *
#> 3) V52>=0.01375 59 6 R (0.10169492 0.89830508)
#> 6) V45>=0.2157 7 3 M (0.57142857 0.42857143) *
#> 7) V45< 0.2157 52 2 R (0.03846154 0.96153846) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V31< 0.4623 65 13 M (0.80000000 0.20000000)
#> 4) V12>=0.1694 45 1 M (0.97777778 0.02222222) *
#> 5) V12< 0.1694 20 8 R (0.40000000 0.60000000)
#> 10) V22>=0.9015 8 0 M (1.00000000 0.00000000) *
#> 11) V22< 0.9015 12 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4623 74 22 R (0.29729730 0.70270270)
#> 6) V60< 0.00595 39 17 M (0.56410256 0.43589744)
#> 12) V43>=0.18905 18 1 M (0.94444444 0.05555556) *
#> 13) V43< 0.18905 21 5 R (0.23809524 0.76190476)
#> 26) V17< 0.2564 7 2 M (0.71428571 0.28571429) *
#> 27) V17>=0.2564 14 0 R (0.00000000 1.00000000) *
#> 7) V60>=0.00595 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V12>=0.2256 87 28 M (0.67816092 0.32183908)
#> 4) V31< 0.44235 41 3 M (0.92682927 0.07317073) *
#> 5) V31>=0.44235 46 21 R (0.45652174 0.54347826)
#> 10) V49>=0.07145 17 1 M (0.94117647 0.05882353) *
#> 11) V49< 0.07145 29 5 R (0.17241379 0.82758621)
#> 22) V16< 0.21435 7 2 M (0.71428571 0.28571429) *
#> 23) V16>=0.21435 22 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2256 52 8 R (0.15384615 0.84615385)
#> 6) V28< 0.41295 7 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.41295 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 47 R (0.33812950 0.66187050)
#> 2) V36< 0.5147 74 33 M (0.55405405 0.44594595)
#> 4) V11>=0.1953 43 9 M (0.79069767 0.20930233)
#> 8) V5< 0.15805 35 2 M (0.94285714 0.05714286) *
#> 9) V5>=0.15805 8 1 R (0.12500000 0.87500000) *
#> 5) V11< 0.1953 31 7 R (0.22580645 0.77419355)
#> 10) V28< 0.4953 7 1 M (0.85714286 0.14285714) *
#> 11) V28>=0.4953 24 1 R (0.04166667 0.95833333) *
#> 3) V36>=0.5147 65 6 R (0.09230769 0.90769231)
#> 6) V19< 0.3002 8 3 M (0.62500000 0.37500000) *
#> 7) V19>=0.3002 57 1 R (0.01754386 0.98245614) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V2>=0.05 40 7 M (0.82500000 0.17500000)
#> 4) V31< 0.74155 33 1 M (0.96969697 0.03030303) *
#> 5) V31>=0.74155 7 1 R (0.14285714 0.85714286) *
#> 3) V2< 0.05 99 28 R (0.28282828 0.71717172)
#> 6) V28< 0.3346 8 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.3346 91 20 R (0.21978022 0.78021978)
#> 14) V54< 0.0049 20 6 M (0.70000000 0.30000000)
#> 28) V10>=0.15185 11 0 M (1.00000000 0.00000000) *
#> 29) V10< 0.15185 9 3 R (0.33333333 0.66666667) *
#> 15) V54>=0.0049 71 6 R (0.08450704 0.91549296)
#> 30) V54>=0.0175 7 3 M (0.57142857 0.42857143) *
#> 31) V54< 0.0175 64 2 R (0.03125000 0.96875000) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.4388489 0.5611511)
#> 2) V1>=0.0475 13 0 M (1.0000000 0.0000000) *
#> 3) V1< 0.0475 126 48 R (0.3809524 0.6190476)
#> 6) V60< 0.00555 68 28 M (0.5882353 0.4117647)
#> 12) V43>=0.24235 29 3 M (0.8965517 0.1034483) *
#> 13) V43< 0.24235 39 14 R (0.3589744 0.6410256)
#> 26) V28< 0.40775 9 0 M (1.0000000 0.0000000) *
#> 27) V28>=0.40775 30 5 R (0.1666667 0.8333333)
#> 54) V36< 0.1794 7 2 M (0.7142857 0.2857143) *
#> 55) V36>=0.1794 23 0 R (0.0000000 1.0000000) *
#> 7) V60>=0.00555 58 8 R (0.1379310 0.8620690)
#> 14) V27>=0.8422 10 2 M (0.8000000 0.2000000) *
#> 15) V27< 0.8422 48 0 R (0.0000000 1.0000000) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V51>=0.01325 67 25 M (0.62686567 0.37313433)
#> 4) V36< 0.5093 37 4 M (0.89189189 0.10810811)
#> 8) V46>=0.07165 30 0 M (1.00000000 0.00000000) *
#> 9) V46< 0.07165 7 3 R (0.42857143 0.57142857) *
#> 5) V36>=0.5093 30 9 R (0.30000000 0.70000000)
#> 10) V1>=0.0448 9 1 M (0.88888889 0.11111111) *
#> 11) V1< 0.0448 21 1 R (0.04761905 0.95238095) *
#> 3) V51< 0.01325 72 13 R (0.18055556 0.81944444)
#> 6) V2>=0.0514 8 2 M (0.75000000 0.25000000) *
#> 7) V2< 0.0514 64 7 R (0.10937500 0.89062500) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V12>=0.22065 88 34 M (0.61363636 0.38636364)
#> 4) V27>=0.83755 35 2 M (0.94285714 0.05714286) *
#> 5) V27< 0.83755 53 21 R (0.39622642 0.60377358)
#> 10) V51>=0.0213 16 0 M (1.00000000 0.00000000) *
#> 11) V51< 0.0213 37 5 R (0.13513514 0.86486486)
#> 22) V23>=0.83135 7 3 M (0.57142857 0.42857143) *
#> 23) V23< 0.83135 30 1 R (0.03333333 0.96666667) *
#> 3) V12< 0.22065 51 8 R (0.15686275 0.84313725)
#> 6) V20>=0.8348 8 1 M (0.87500000 0.12500000) *
#> 7) V20< 0.8348 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.4604317 0.5395683)
#> 2) V36< 0.4782 81 28 M (0.6543210 0.3456790)
#> 4) V38>=0.16175 64 14 M (0.7812500 0.2187500)
#> 8) V4>=0.0208 54 6 M (0.8888889 0.1111111) *
#> 9) V4< 0.0208 10 2 R (0.2000000 0.8000000) *
#> 5) V38< 0.16175 17 3 R (0.1764706 0.8235294) *
#> 3) V36>=0.4782 58 11 R (0.1896552 0.8103448)
#> 6) V46>=0.22985 14 3 M (0.7857143 0.2142857) *
#> 7) V46< 0.22985 44 0 R (0.0000000 1.0000000) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V36< 0.5448 96 34 M (0.64583333 0.35416667)
#> 4) V51>=0.01235 57 8 M (0.85964912 0.14035088)
#> 8) V42>=0.10095 50 3 M (0.94000000 0.06000000) *
#> 9) V42< 0.10095 7 2 R (0.28571429 0.71428571) *
#> 5) V51< 0.01235 39 13 R (0.33333333 0.66666667)
#> 10) V52>=0.01155 17 5 M (0.70588235 0.29411765) *
#> 11) V52< 0.01155 22 1 R (0.04545455 0.95454545) *
#> 3) V36>=0.5448 43 5 R (0.11627907 0.88372093)
#> 6) V46>=0.23155 9 4 M (0.55555556 0.44444444) *
#> 7) V46< 0.23155 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V36< 0.4388 72 24 M (0.66666667 0.33333333)
#> 4) V51>=0.01365 34 0 M (1.00000000 0.00000000) *
#> 5) V51< 0.01365 38 14 R (0.36842105 0.63157895)
#> 10) V24>=0.4574 25 11 M (0.56000000 0.44000000)
#> 20) V10>=0.16625 14 1 M (0.92857143 0.07142857) *
#> 21) V10< 0.16625 11 1 R (0.09090909 0.90909091) *
#> 11) V24< 0.4574 13 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.4388 67 14 R (0.20895522 0.79104478)
#> 6) V31< 0.3838 14 5 M (0.64285714 0.35714286) *
#> 7) V31>=0.3838 53 5 R (0.09433962 0.90566038) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V9>=0.115 91 41 M (0.54945055 0.45054945)
#> 4) V27>=0.76705 31 0 M (1.00000000 0.00000000) *
#> 5) V27< 0.76705 60 19 R (0.31666667 0.68333333)
#> 10) V26< 0.581 25 8 M (0.68000000 0.32000000)
#> 20) V3< 0.0736 17 0 M (1.00000000 0.00000000) *
#> 21) V3>=0.0736 8 0 R (0.00000000 1.00000000) *
#> 11) V26>=0.581 35 2 R (0.05714286 0.94285714) *
#> 3) V9< 0.115 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V1>=0.0482 20 0 M (1.00000000 0.00000000) *
#> 3) V1< 0.0482 119 38 R (0.31932773 0.68067227)
#> 6) V11>=0.19615 67 33 R (0.49253731 0.50746269)
#> 12) V5< 0.07955 32 5 M (0.84375000 0.15625000)
#> 24) V5>=0.0408 25 0 M (1.00000000 0.00000000) *
#> 25) V5< 0.0408 7 2 R (0.28571429 0.71428571) *
#> 13) V5>=0.07955 35 6 R (0.17142857 0.82857143)
#> 26) V40< 0.3089 8 3 M (0.62500000 0.37500000) *
#> 27) V40>=0.3089 27 1 R (0.03703704 0.96296296) *
#> 7) V11< 0.19615 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.4357 83 27 M (0.67469880 0.32530120)
#> 4) V9>=0.1236 55 7 M (0.87272727 0.12727273)
#> 8) V1>=0.01275 48 2 M (0.95833333 0.04166667) *
#> 9) V1< 0.01275 7 2 R (0.28571429 0.71428571) *
#> 5) V9< 0.1236 28 8 R (0.28571429 0.71428571)
#> 10) V28< 0.40975 8 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.40975 20 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.4357 56 13 R (0.23214286 0.76785714)
#> 6) V19< 0.4433 22 10 M (0.54545455 0.45454545)
#> 12) V12>=0.20715 13 1 M (0.92307692 0.07692308) *
#> 13) V12< 0.20715 9 0 R (0.00000000 1.00000000) *
#> 7) V19>=0.4433 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V31< 0.4623 69 15 M (0.78260870 0.21739130)
#> 4) V12>=0.1694 55 5 M (0.90909091 0.09090909)
#> 8) V21< 0.99695 48 0 M (1.00000000 0.00000000) *
#> 9) V21>=0.99695 7 2 R (0.28571429 0.71428571) *
#> 5) V12< 0.1694 14 4 R (0.28571429 0.71428571) *
#> 3) V31>=0.4623 70 17 R (0.24285714 0.75714286)
#> 6) V48>=0.073 36 17 R (0.47222222 0.52777778)
#> 12) V24>=0.71685 10 0 M (1.00000000 0.00000000) *
#> 13) V24< 0.71685 26 7 R (0.26923077 0.73076923)
#> 26) V29>=0.8734 8 1 M (0.87500000 0.12500000) *
#> 27) V29< 0.8734 18 0 R (0.00000000 1.00000000) *
#> 7) V48< 0.073 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V51>=0.01365 75 13 M (0.82666667 0.17333333)
#> 4) V36< 0.5503 57 3 M (0.94736842 0.05263158) *
#> 5) V36>=0.5503 18 8 R (0.44444444 0.55555556) *
#> 3) V51< 0.01365 64 19 R (0.29687500 0.70312500)
#> 6) V28< 0.4154 12 2 M (0.83333333 0.16666667) *
#> 7) V28>=0.4154 52 9 R (0.17307692 0.82692308) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 48 M (0.65467626 0.34532374)
#> 2) V4>=0.02125 119 30 M (0.74789916 0.25210084)
#> 4) V6< 0.1842 107 19 M (0.82242991 0.17757009)
#> 8) V39< 0.45075 82 6 M (0.92682927 0.07317073) *
#> 9) V39>=0.45075 25 12 R (0.48000000 0.52000000)
#> 18) V10>=0.221 14 2 M (0.85714286 0.14285714) *
#> 19) V10< 0.221 11 0 R (0.00000000 1.00000000) *
#> 5) V6>=0.1842 12 1 R (0.08333333 0.91666667) *
#> 3) V4< 0.02125 20 2 R (0.10000000 0.90000000) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V15< 0.4432 83 20 M (0.75903614 0.24096386)
#> 4) V36< 0.52295 60 4 M (0.93333333 0.06666667) *
#> 5) V36>=0.52295 23 7 R (0.30434783 0.69565217)
#> 10) V46>=0.20455 8 1 M (0.87500000 0.12500000) *
#> 11) V46< 0.20455 15 0 R (0.00000000 1.00000000) *
#> 3) V15>=0.4432 56 12 R (0.21428571 0.78571429)
#> 6) V28< 0.36345 8 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.36345 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V1>=0.01285 115 44 M (0.61739130 0.38260870)
#> 4) V39>=0.134 100 30 M (0.70000000 0.30000000)
#> 8) V39< 0.39905 65 10 M (0.84615385 0.15384615)
#> 16) V53>=0.00415 54 4 M (0.92592593 0.07407407) *
#> 17) V53< 0.00415 11 5 R (0.45454545 0.54545455) *
#> 9) V39>=0.39905 35 15 R (0.42857143 0.57142857)
#> 18) V46>=0.22985 15 1 M (0.93333333 0.06666667) *
#> 19) V46< 0.22985 20 1 R (0.05000000 0.95000000) *
#> 5) V39< 0.134 15 1 R (0.06666667 0.93333333) *
#> 3) V1< 0.01285 24 1 R (0.04166667 0.95833333) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V9>=0.10785 88 26 M (0.70454545 0.29545455)
#> 4) V17< 0.71605 64 8 M (0.87500000 0.12500000)
#> 8) V49>=0.0226 55 2 M (0.96363636 0.03636364) *
#> 9) V49< 0.0226 9 3 R (0.33333333 0.66666667) *
#> 5) V17>=0.71605 24 6 R (0.25000000 0.75000000)
#> 10) V40< 0.15485 7 1 M (0.85714286 0.14285714) *
#> 11) V40>=0.15485 17 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.10785 51 12 R (0.23529412 0.76470588)
#> 6) V1>=0.0294 13 2 M (0.84615385 0.15384615) *
#> 7) V1< 0.0294 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V32< 0.328 58 16 M (0.72413793 0.27586207)
#> 4) V44>=0.1384 41 2 M (0.95121951 0.04878049) *
#> 5) V44< 0.1384 17 3 R (0.17647059 0.82352941) *
#> 3) V32>=0.328 81 17 R (0.20987654 0.79012346)
#> 6) V10>=0.16625 32 15 R (0.46875000 0.53125000)
#> 12) V17< 0.35515 14 1 M (0.92857143 0.07142857) *
#> 13) V17>=0.35515 18 2 R (0.11111111 0.88888889) *
#> 7) V10< 0.16625 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V31< 0.4623 70 15 M (0.78571429 0.21428571)
#> 4) V20>=0.4982 62 8 M (0.87096774 0.12903226)
#> 8) V8>=0.04235 54 2 M (0.96296296 0.03703704) *
#> 9) V8< 0.04235 8 2 R (0.25000000 0.75000000) *
#> 5) V20< 0.4982 8 1 R (0.12500000 0.87500000) *
#> 3) V31>=0.4623 69 18 R (0.26086957 0.73913043)
#> 6) V28>=0.91545 12 1 M (0.91666667 0.08333333) *
#> 7) V28< 0.91545 57 7 R (0.12280702 0.87719298)
#> 14) V52>=0.0206 7 2 M (0.71428571 0.28571429) *
#> 15) V52< 0.0206 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V4>=0.0317 98 34 M (0.6530612 0.3469388)
#> 4) V58>=0.0038 80 19 M (0.7625000 0.2375000)
#> 8) V46>=0.07445 69 11 M (0.8405797 0.1594203)
#> 16) V2< 0.02895 37 0 M (1.0000000 0.0000000) *
#> 17) V2>=0.02895 32 11 M (0.6562500 0.3437500)
#> 34) V43>=0.24365 22 3 M (0.8636364 0.1363636) *
#> 35) V43< 0.24365 10 2 R (0.2000000 0.8000000) *
#> 9) V46< 0.07445 11 3 R (0.2727273 0.7272727) *
#> 5) V58< 0.0038 18 3 R (0.1666667 0.8333333) *
#> 3) V4< 0.0317 41 7 R (0.1707317 0.8292683) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V3< 0.0387 75 20 M (0.73333333 0.26666667)
#> 4) V10>=0.121 64 9 M (0.85937500 0.14062500)
#> 8) V39< 0.44435 53 2 M (0.96226415 0.03773585) *
#> 9) V39>=0.44435 11 4 R (0.36363636 0.63636364) *
#> 5) V10< 0.121 11 0 R (0.00000000 1.00000000) *
#> 3) V3>=0.0387 64 17 R (0.26562500 0.73437500)
#> 6) V28< 0.34595 8 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.34595 56 9 R (0.16071429 0.83928571)
#> 14) V1>=0.0482 11 4 M (0.63636364 0.36363636) *
#> 15) V1< 0.0482 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V23>=0.86615 25 1 M (0.96000000 0.04000000) *
#> 3) V23< 0.86615 114 46 R (0.40350877 0.59649123)
#> 6) V45>=0.34885 20 2 M (0.90000000 0.10000000) *
#> 7) V45< 0.34885 94 28 R (0.29787234 0.70212766)
#> 14) V28< 0.37175 13 2 M (0.84615385 0.15384615) *
#> 15) V28>=0.37175 81 17 R (0.20987654 0.79012346)
#> 30) V14< 0.0459 7 0 M (1.00000000 0.00000000) *
#> 31) V14>=0.0459 74 10 R (0.13513514 0.86486486)
#> 62) V48< 0.02745 7 3 M (0.57142857 0.42857143) *
#> 63) V48>=0.02745 67 6 R (0.08955224 0.91044776) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V31< 0.4623 63 10 M (0.84126984 0.15873016)
#> 4) V21< 0.993 56 4 M (0.92857143 0.07142857) *
#> 5) V21>=0.993 7 1 R (0.14285714 0.85714286) *
#> 3) V31>=0.4623 76 30 R (0.39473684 0.60526316)
#> 6) V27>=0.83755 32 7 M (0.78125000 0.21875000)
#> 12) V2>=0.0219 24 0 M (1.00000000 0.00000000) *
#> 13) V2< 0.0219 8 1 R (0.12500000 0.87500000) *
#> 7) V27< 0.83755 44 5 R (0.11363636 0.88636364) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V9>=0.10865 84 24 M (0.71428571 0.28571429)
#> 4) V16< 0.6718 70 13 M (0.81428571 0.18571429)
#> 8) V22>=0.2878 62 7 M (0.88709677 0.11290323)
#> 16) V46>=0.0644 55 3 M (0.94545455 0.05454545) *
#> 17) V46< 0.0644 7 3 R (0.42857143 0.57142857) *
#> 9) V22< 0.2878 8 2 R (0.25000000 0.75000000) *
#> 5) V16>=0.6718 14 3 R (0.21428571 0.78571429) *
#> 3) V9< 0.10865 55 12 R (0.21818182 0.78181818)
#> 6) V29< 0.463 11 1 M (0.90909091 0.09090909) *
#> 7) V29>=0.463 44 2 R (0.04545455 0.95454545) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V37< 0.5102 85 19 M (0.77647059 0.22352941)
#> 4) V58>=0.00285 76 10 M (0.86842105 0.13157895)
#> 8) V30>=0.24885 69 5 M (0.92753623 0.07246377) *
#> 9) V30< 0.24885 7 2 R (0.28571429 0.71428571) *
#> 5) V58< 0.00285 9 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.5102 54 15 R (0.27777778 0.72222222)
#> 6) V59< 0.00275 12 0 M (1.00000000 0.00000000) *
#> 7) V59>=0.00275 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V11>=0.1707 88 25 M (0.71590909 0.28409091)
#> 4) V51>=0.0136 51 3 M (0.94117647 0.05882353) *
#> 5) V51< 0.0136 37 15 R (0.40540541 0.59459459)
#> 10) V15< 0.1094 7 0 M (1.00000000 0.00000000) *
#> 11) V15>=0.1094 30 8 R (0.26666667 0.73333333)
#> 22) V56>=0.00705 11 3 M (0.72727273 0.27272727) *
#> 23) V56< 0.00705 19 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 51 11 R (0.21568627 0.78431373)
#> 6) V1>=0.02795 14 3 M (0.78571429 0.21428571) *
#> 7) V1< 0.02795 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.5539568 0.4460432)
#> 2) V5>=0.03905 109 36 M (0.6697248 0.3302752)
#> 4) V14>=0.14415 99 26 M (0.7373737 0.2626263)
#> 8) V30>=0.26155 84 15 M (0.8214286 0.1785714)
#> 16) V38>=0.13625 76 9 M (0.8815789 0.1184211) *
#> 17) V38< 0.13625 8 2 R (0.2500000 0.7500000) *
#> 9) V30< 0.26155 15 4 R (0.2666667 0.7333333) *
#> 5) V14< 0.14415 10 0 R (0.0000000 1.0000000) *
#> 3) V5< 0.03905 30 4 R (0.1333333 0.8666667) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V11>=0.2389 65 12 M (0.81538462 0.18461538)
#> 4) V6< 0.20405 54 1 M (0.98148148 0.01851852) *
#> 5) V6>=0.20405 11 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.2389 74 21 R (0.28378378 0.71621622)
#> 6) V9>=0.10785 39 19 M (0.51282051 0.48717949)
#> 12) V9< 0.1836 21 2 M (0.90476190 0.09523810) *
#> 13) V9>=0.1836 18 1 R (0.05555556 0.94444444) *
#> 7) V9< 0.10785 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.4820144 0.5179856)
#> 2) V12>=0.12705 114 47 M (0.5877193 0.4122807)
#> 4) V34< 0.69215 89 25 M (0.7191011 0.2808989)
#> 8) V53>=0.0045 75 14 M (0.8133333 0.1866667)
#> 16) V1>=0.0129 66 8 M (0.8787879 0.1212121) *
#> 17) V1< 0.0129 9 3 R (0.3333333 0.6666667) *
#> 9) V53< 0.0045 14 3 R (0.2142857 0.7857143) *
#> 5) V34>=0.69215 25 3 R (0.1200000 0.8800000) *
#> 3) V12< 0.12705 25 0 R (0.0000000 1.0000000) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V51>=0.0136 83 29 M (0.65060241 0.34939759)
#> 4) V36< 0.43495 44 3 M (0.93181818 0.06818182) *
#> 5) V36>=0.43495 39 13 R (0.33333333 0.66666667)
#> 10) V1>=0.0448 11 0 M (1.00000000 0.00000000) *
#> 11) V1< 0.0448 28 2 R (0.07142857 0.92857143) *
#> 3) V51< 0.0136 56 9 R (0.16071429 0.83928571)
#> 6) V8< 0.06885 12 5 M (0.58333333 0.41666667) *
#> 7) V8>=0.06885 44 2 R (0.04545455 0.95454545) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V10>=0.2221 50 6 M (0.88000000 0.12000000) *
#> 3) V10< 0.2221 89 29 R (0.32584270 0.67415730)
#> 6) V20>=0.87155 21 3 M (0.85714286 0.14285714) *
#> 7) V20< 0.87155 68 11 R (0.16176471 0.83823529)
#> 14) V4>=0.0926 8 1 M (0.87500000 0.12500000) *
#> 15) V4< 0.0926 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V14< 0.33215 72 23 M (0.68055556 0.31944444)
#> 4) V11>=0.21705 30 1 M (0.96666667 0.03333333) *
#> 5) V11< 0.21705 42 20 R (0.47619048 0.52380952)
#> 10) V49>=0.0339 26 6 M (0.76923077 0.23076923)
#> 20) V15>=0.19145 19 0 M (1.00000000 0.00000000) *
#> 21) V15< 0.19145 7 1 R (0.14285714 0.85714286) *
#> 11) V49< 0.0339 16 0 R (0.00000000 1.00000000) *
#> 3) V14>=0.33215 67 13 R (0.19402985 0.80597015)
#> 6) V23>=0.83195 11 1 M (0.90909091 0.09090909) *
#> 7) V23< 0.83195 56 3 R (0.05357143 0.94642857) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V41< 0.10805 27 1 M (0.96296296 0.03703704) *
#> 3) V41>=0.10805 112 37 R (0.33035714 0.66964286)
#> 6) V23>=0.9415 11 0 M (1.00000000 0.00000000) *
#> 7) V23< 0.9415 101 26 R (0.25742574 0.74257426)
#> 14) V28>=0.854 15 4 M (0.73333333 0.26666667) *
#> 15) V28< 0.854 86 15 R (0.17441860 0.82558140)
#> 30) V54>=0.01515 18 7 M (0.61111111 0.38888889) *
#> 31) V54< 0.01515 68 4 R (0.05882353 0.94117647)
#> 62) V28< 0.37365 7 3 M (0.57142857 0.42857143) *
#> 63) V28>=0.37365 61 0 R (0.00000000 1.00000000) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V12>=0.2569 61 18 M (0.70491803 0.29508197)
#> 4) V22>=0.3589 52 9 M (0.82692308 0.17307692)
#> 8) V15< 0.645 41 2 M (0.95121951 0.04878049) *
#> 9) V15>=0.645 11 4 R (0.36363636 0.63636364) *
#> 5) V22< 0.3589 9 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2569 78 19 R (0.24358974 0.75641026)
#> 6) V7< 0.0398 8 1 M (0.87500000 0.12500000) *
#> 7) V7>=0.0398 70 12 R (0.17142857 0.82857143)
#> 14) V36< 0.2167 17 7 M (0.58823529 0.41176471) *
#> 15) V36>=0.2167 53 2 R (0.03773585 0.96226415) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V46>=0.19925 31 5 M (0.83870968 0.16129032)
#> 4) V4>=0.0369 22 0 M (1.00000000 0.00000000) *
#> 5) V4< 0.0369 9 4 R (0.44444444 0.55555556) *
#> 3) V46< 0.19925 108 34 R (0.31481481 0.68518519)
#> 6) V28< 0.37175 14 1 M (0.92857143 0.07142857) *
#> 7) V28>=0.37175 94 21 R (0.22340426 0.77659574)
#> 14) V36< 0.2167 28 12 M (0.57142857 0.42857143)
#> 28) V11>=0.1618 17 1 M (0.94117647 0.05882353) *
#> 29) V11< 0.1618 11 0 R (0.00000000 1.00000000) *
#> 15) V36>=0.2167 66 5 R (0.07575758 0.92424242)
#> 30) V7< 0.06525 7 3 M (0.57142857 0.42857143) *
#> 31) V7>=0.06525 59 1 R (0.01694915 0.98305085) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V12>=0.17205 92 39 M (0.57608696 0.42391304)
#> 4) V45>=0.1986 26 1 M (0.96153846 0.03846154) *
#> 5) V45< 0.1986 66 28 R (0.42424242 0.57575758)
#> 10) V44< 0.10155 19 1 M (0.94736842 0.05263158) *
#> 11) V44>=0.10155 47 10 R (0.21276596 0.78723404)
#> 22) V40< 0.3123 14 6 M (0.57142857 0.42857143) *
#> 23) V40>=0.3123 33 2 R (0.06060606 0.93939394) *
#> 3) V12< 0.17205 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V5>=0.03835 114 43 M (0.62280702 0.37719298)
#> 4) V42>=0.11755 101 30 M (0.70297030 0.29702970)
#> 8) V8>=0.0367 91 20 M (0.78021978 0.21978022)
#> 16) V3< 0.07635 78 10 M (0.87179487 0.12820513)
#> 32) V1>=0.01265 71 5 M (0.92957746 0.07042254) *
#> 33) V1< 0.01265 7 2 R (0.28571429 0.71428571) *
#> 17) V3>=0.07635 13 3 R (0.23076923 0.76923077) *
#> 9) V8< 0.0367 10 0 R (0.00000000 1.00000000) *
#> 5) V42< 0.11755 13 0 R (0.00000000 1.00000000) *
#> 3) V5< 0.03835 25 2 R (0.08000000 0.92000000) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V12>=0.1962 83 25 M (0.69879518 0.30120482)
#> 4) V21< 0.99695 74 16 M (0.78378378 0.21621622)
#> 8) V52>=0.00515 64 9 M (0.85937500 0.14062500) *
#> 9) V52< 0.00515 10 3 R (0.30000000 0.70000000) *
#> 5) V21>=0.99695 9 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.1962 56 14 R (0.25000000 0.75000000)
#> 6) V20>=0.8348 13 3 M (0.76923077 0.23076923) *
#> 7) V20< 0.8348 43 4 R (0.09302326 0.90697674)
#> 14) V50>=0.0291 7 3 M (0.57142857 0.42857143) *
#> 15) V50< 0.0291 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V12>=0.1677 93 35 M (0.62365591 0.37634409)
#> 4) V31< 0.5415 49 6 M (0.87755102 0.12244898)
#> 8) V1>=0.01275 39 0 M (1.00000000 0.00000000) *
#> 9) V1< 0.01275 10 4 R (0.40000000 0.60000000) *
#> 5) V31>=0.5415 44 15 R (0.34090909 0.65909091)
#> 10) V38< 0.18645 12 1 M (0.91666667 0.08333333) *
#> 11) V38>=0.18645 32 4 R (0.12500000 0.87500000)
#> 22) V42>=0.37165 7 3 M (0.57142857 0.42857143) *
#> 23) V42< 0.37165 25 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.1677 46 6 R (0.13043478 0.86956522)
#> 6) V40< 0.189 8 3 M (0.62500000 0.37500000) *
#> 7) V40>=0.189 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 45 R (0.32374101 0.67625899)
#> 2) V1>=0.041 31 9 M (0.70967742 0.29032258)
#> 4) V57>=0.00875 20 0 M (1.00000000 0.00000000) *
#> 5) V57< 0.00875 11 2 R (0.18181818 0.81818182) *
#> 3) V1< 0.041 108 23 R (0.21296296 0.78703704)
#> 6) V11>=0.218 31 14 M (0.54838710 0.45161290)
#> 12) V16< 0.6019 14 0 M (1.00000000 0.00000000) *
#> 13) V16>=0.6019 17 3 R (0.17647059 0.82352941) *
#> 7) V11< 0.218 77 6 R (0.07792208 0.92207792) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V51>=0.01605 64 13 M (0.79687500 0.20312500)
#> 4) V36< 0.5296 48 2 M (0.95833333 0.04166667) *
#> 5) V36>=0.5296 16 5 R (0.31250000 0.68750000) *
#> 3) V51< 0.01605 75 26 R (0.34666667 0.65333333)
#> 6) V31< 0.3944 35 10 M (0.71428571 0.28571429)
#> 12) V38>=0.29075 26 1 M (0.96153846 0.03846154) *
#> 13) V38< 0.29075 9 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.3944 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V54>=0.016 35 5 M (0.85714286 0.14285714) *
#> 3) V54< 0.016 104 43 R (0.41346154 0.58653846)
#> 6) V36< 0.2167 39 9 M (0.76923077 0.23076923)
#> 12) V46>=0.0665 30 1 M (0.96666667 0.03333333) *
#> 13) V46< 0.0665 9 1 R (0.11111111 0.88888889) *
#> 7) V36>=0.2167 65 13 R (0.20000000 0.80000000)
#> 14) V45>=0.2124 14 5 M (0.64285714 0.35714286) *
#> 15) V45< 0.2124 51 4 R (0.07843137 0.92156863) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.44265 86 23 M (0.73255814 0.26744186)
#> 4) V38>=0.0905 74 11 M (0.85135135 0.14864865)
#> 8) V1>=0.01565 67 4 M (0.94029851 0.05970149) *
#> 9) V1< 0.01565 7 0 R (0.00000000 1.00000000) *
#> 5) V38< 0.0905 12 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.44265 53 10 R (0.18867925 0.81132075)
#> 6) V12>=0.2059 21 10 R (0.47619048 0.52380952)
#> 12) V45>=0.19595 8 0 M (1.00000000 0.00000000) *
#> 13) V45< 0.19595 13 2 R (0.15384615 0.84615385) *
#> 7) V12< 0.2059 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V54>=0.01215 57 20 M (0.64912281 0.35087719)
#> 4) V39< 0.45915 37 4 M (0.89189189 0.10810811)
#> 8) V15>=0.18465 30 0 M (1.00000000 0.00000000) *
#> 9) V15< 0.18465 7 3 R (0.42857143 0.57142857) *
#> 5) V39>=0.45915 20 4 R (0.20000000 0.80000000)
#> 10) V1>=0.03125 7 3 M (0.57142857 0.42857143) *
#> 11) V1< 0.03125 13 0 R (0.00000000 1.00000000) *
#> 3) V54< 0.01215 82 17 R (0.20731707 0.79268293)
#> 6) V28>=0.94915 8 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.94915 74 9 R (0.12162162 0.87837838)
#> 14) V23>=0.83135 11 5 M (0.54545455 0.45454545) *
#> 15) V23< 0.83135 63 3 R (0.04761905 0.95238095) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.4604317 0.5395683)
#> 2) V27>=0.8084 42 6 M (0.8571429 0.1428571)
#> 4) V11>=0.17625 32 0 M (1.0000000 0.0000000) *
#> 5) V11< 0.17625 10 4 R (0.4000000 0.6000000) *
#> 3) V27< 0.8084 97 28 R (0.2886598 0.7113402)
#> 6) V33>=0.77475 9 0 M (1.0000000 0.0000000) *
#> 7) V33< 0.77475 88 19 R (0.2159091 0.7840909)
#> 14) V20>=0.87155 18 6 M (0.6666667 0.3333333) *
#> 15) V20< 0.87155 70 7 R (0.1000000 0.9000000) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V44>=0.1384 88 26 M (0.70454545 0.29545455)
#> 4) V36< 0.5093 63 8 M (0.87301587 0.12698413) *
#> 5) V36>=0.5093 25 7 R (0.28000000 0.72000000)
#> 10) V45>=0.33005 9 2 M (0.77777778 0.22222222) *
#> 11) V45< 0.33005 16 0 R (0.00000000 1.00000000) *
#> 3) V44< 0.1384 51 11 R (0.21568627 0.78431373)
#> 6) V7< 0.075 12 2 M (0.83333333 0.16666667) *
#> 7) V7>=0.075 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.4460432 0.5539568)
#> 2) V12>=0.11565 108 46 M (0.5740741 0.4259259)
#> 4) V48>=0.0753 69 18 M (0.7391304 0.2608696)
#> 8) V52>=0.0053 59 9 M (0.8474576 0.1525424)
#> 16) V22>=0.3155 50 2 M (0.9600000 0.0400000) *
#> 17) V22< 0.3155 9 2 R (0.2222222 0.7777778) *
#> 9) V52< 0.0053 10 1 R (0.1000000 0.9000000) *
#> 5) V48< 0.0753 39 11 R (0.2820513 0.7179487)
#> 10) V11>=0.27915 12 4 M (0.6666667 0.3333333) *
#> 11) V11< 0.27915 27 3 R (0.1111111 0.8888889) *
#> 3) V12< 0.11565 31 0 R (0.0000000 1.0000000) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V22>=0.3255 112 34 M (0.69642857 0.30357143)
#> 4) V48>=0.07465 70 8 M (0.88571429 0.11428571)
#> 8) V36< 0.54725 61 3 M (0.95081967 0.04918033) *
#> 9) V36>=0.54725 9 4 R (0.44444444 0.55555556) *
#> 5) V48< 0.07465 42 16 R (0.38095238 0.61904762)
#> 10) V42>=0.326 9 0 M (1.00000000 0.00000000) *
#> 11) V42< 0.326 33 7 R (0.21212121 0.78787879) *
#> 3) V22< 0.3255 27 5 R (0.18518519 0.81481481)
#> 6) V11>=0.2781 7 2 M (0.71428571 0.28571429) *
#> 7) V11< 0.2781 20 0 R (0.00000000 1.00000000) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V30< 0.62125 70 17 M (0.75714286 0.24285714)
#> 4) V51>=0.00985 50 4 M (0.92000000 0.08000000) *
#> 5) V51< 0.00985 20 7 R (0.35000000 0.65000000)
#> 10) V45>=0.15665 7 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.15665 13 0 R (0.00000000 1.00000000) *
#> 3) V30>=0.62125 69 16 R (0.23188406 0.76811594)
#> 6) V27>=0.70405 20 6 M (0.70000000 0.30000000)
#> 12) V12>=0.2459 13 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.2459 7 1 R (0.14285714 0.85714286) *
#> 7) V27< 0.70405 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V43>=0.24365 54 16 M (0.70370370 0.29629630)
#> 4) V38< 0.82785 46 8 M (0.82608696 0.17391304)
#> 8) V49>=0.02635 39 3 M (0.92307692 0.07692308) *
#> 9) V49< 0.02635 7 2 R (0.28571429 0.71428571) *
#> 5) V38>=0.82785 8 0 R (0.00000000 1.00000000) *
#> 3) V43< 0.24365 85 17 R (0.20000000 0.80000000)
#> 6) V28< 0.39655 13 4 M (0.69230769 0.30769231) *
#> 7) V28>=0.39655 72 8 R (0.11111111 0.88888889)
#> 14) V50< 0.0096 9 4 M (0.55555556 0.44444444) *
#> 15) V50>=0.0096 63 3 R (0.04761905 0.95238095) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V18< 0.2987 35 7 M (0.80000000 0.20000000)
#> 4) V3>=0.03215 28 2 M (0.92857143 0.07142857) *
#> 5) V3< 0.03215 7 2 R (0.28571429 0.71428571) *
#> 3) V18>=0.2987 104 31 R (0.29807692 0.70192308)
#> 6) V28< 0.37175 14 1 M (0.92857143 0.07142857) *
#> 7) V28>=0.37175 90 18 R (0.20000000 0.80000000)
#> 14) V27>=0.8084 25 10 M (0.60000000 0.40000000)
#> 28) V11>=0.2426 15 0 M (1.00000000 0.00000000) *
#> 29) V11< 0.2426 10 0 R (0.00000000 1.00000000) *
#> 15) V27< 0.8084 65 3 R (0.04615385 0.95384615) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V9>=0.1117 93 28 M (0.69892473 0.30107527)
#> 4) V46>=0.0644 74 13 M (0.82432432 0.17567568)
#> 8) V16< 0.69445 65 6 M (0.90769231 0.09230769) *
#> 9) V16>=0.69445 9 2 R (0.22222222 0.77777778) *
#> 5) V46< 0.0644 19 4 R (0.21052632 0.78947368) *
#> 3) V9< 0.1117 46 11 R (0.23913043 0.76086957)
#> 6) V4>=0.0796 10 1 M (0.90000000 0.10000000) *
#> 7) V4< 0.0796 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.34095 34 2 M (0.94117647 0.05882353) *
#> 3) V11< 0.34095 105 43 R (0.40952381 0.59047619)
#> 6) V5>=0.03905 74 34 M (0.54054054 0.45945946)
#> 12) V2< 0.02865 26 1 M (0.96153846 0.03846154) *
#> 13) V2>=0.02865 48 15 R (0.31250000 0.68750000)
#> 26) V37< 0.47585 21 7 M (0.66666667 0.33333333)
#> 52) V38>=0.2984 13 0 M (1.00000000 0.00000000) *
#> 53) V38< 0.2984 8 1 R (0.12500000 0.87500000) *
#> 27) V37>=0.47585 27 1 R (0.03703704 0.96296296) *
#> 7) V5< 0.03905 31 3 R (0.09677419 0.90322581) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.4820144 0.5179856)
#> 2) V2>=0.05905 30 4 M (0.8666667 0.1333333) *
#> 3) V2< 0.05905 109 41 R (0.3761468 0.6238532)
#> 6) V27>=0.88465 20 2 M (0.9000000 0.1000000) *
#> 7) V27< 0.88465 89 23 R (0.2584270 0.7415730)
#> 14) V49>=0.07405 18 4 M (0.7777778 0.2222222) *
#> 15) V49< 0.07405 71 9 R (0.1267606 0.8732394)
#> 30) V19>=0.92575 7 1 M (0.8571429 0.1428571) *
#> 31) V19< 0.92575 64 3 R (0.0468750 0.9531250) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V31< 0.54855 86 31 M (0.63953488 0.36046512)
#> 4) V12>=0.1962 55 9 M (0.83636364 0.16363636)
#> 8) V38>=0.2463 41 0 M (1.00000000 0.00000000) *
#> 9) V38< 0.2463 14 5 R (0.35714286 0.64285714) *
#> 5) V12< 0.1962 31 9 R (0.29032258 0.70967742)
#> 10) V22>=0.9015 8 0 M (1.00000000 0.00000000) *
#> 11) V22< 0.9015 23 1 R (0.04347826 0.95652174) *
#> 3) V31>=0.54855 53 12 R (0.22641509 0.77358491)
#> 6) V40< 0.16245 11 2 M (0.81818182 0.18181818) *
#> 7) V40>=0.16245 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V12>=0.1694 102 37 M (0.63725490 0.36274510)
#> 4) V1>=0.013 88 24 M (0.72727273 0.27272727)
#> 8) V31< 0.7379 70 10 M (0.85714286 0.14285714)
#> 16) V53>=0.0045 63 4 M (0.93650794 0.06349206)
#> 32) V10>=0.0947 56 0 M (1.00000000 0.00000000) *
#> 33) V10< 0.0947 7 3 R (0.42857143 0.57142857) *
#> 17) V53< 0.0045 7 1 R (0.14285714 0.85714286) *
#> 9) V31>=0.7379 18 4 R (0.22222222 0.77777778) *
#> 5) V1< 0.013 14 1 R (0.07142857 0.92857143) *
#> 3) V12< 0.1694 37 5 R (0.13513514 0.86486486)
#> 6) V26< 0.4766 7 2 M (0.71428571 0.28571429) *
#> 7) V26>=0.4766 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V51>=0.01235 80 18 M (0.77500000 0.22500000)
#> 4) V56< 0.0135 62 6 M (0.90322581 0.09677419) *
#> 5) V56>=0.0135 18 6 R (0.33333333 0.66666667) *
#> 3) V51< 0.01235 59 18 R (0.30508475 0.69491525)
#> 6) V54< 0.00555 17 4 M (0.76470588 0.23529412) *
#> 7) V54>=0.00555 42 5 R (0.11904762 0.88095238)
#> 14) V23>=0.8285 9 4 M (0.55555556 0.44444444) *
#> 15) V23< 0.8285 33 0 R (0.00000000 1.00000000) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V30>=0.2477 121 43 M (0.64462810 0.35537190)
#> 4) V58>=0.00285 104 28 M (0.73076923 0.26923077)
#> 8) V12>=0.08825 92 17 M (0.81521739 0.18478261)
#> 16) V47>=0.0611 81 9 M (0.88888889 0.11111111) *
#> 17) V47< 0.0611 11 3 R (0.27272727 0.72727273) *
#> 9) V12< 0.08825 12 1 R (0.08333333 0.91666667) *
#> 5) V58< 0.00285 17 2 R (0.11764706 0.88235294) *
#> 3) V30< 0.2477 18 1 R (0.05555556 0.94444444) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V45>=0.3486 20 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3486 119 49 R (0.41176471 0.58823529)
#> 6) V37< 0.54985 83 35 M (0.57831325 0.42168675)
#> 12) V56>=0.0095 30 3 M (0.90000000 0.10000000) *
#> 13) V56< 0.0095 53 21 R (0.39622642 0.60377358)
#> 26) V60< 0.0058 30 11 M (0.63333333 0.36666667)
#> 52) V11>=0.1588 17 1 M (0.94117647 0.05882353) *
#> 53) V11< 0.1588 13 3 R (0.23076923 0.76923077) *
#> 27) V60>=0.0058 23 2 R (0.08695652 0.91304348) *
#> 7) V37>=0.54985 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V31< 0.4623 64 19 M (0.70312500 0.29687500)
#> 4) V1>=0.02045 40 4 M (0.90000000 0.10000000) *
#> 5) V1< 0.02045 24 9 R (0.37500000 0.62500000)
#> 10) V41< 0.28465 11 2 M (0.81818182 0.18181818) *
#> 11) V41>=0.28465 13 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4623 75 19 R (0.25333333 0.74666667)
#> 6) V26>=0.9964 9 0 M (1.00000000 0.00000000) *
#> 7) V26< 0.9964 66 10 R (0.15151515 0.84848485)
#> 14) V45>=0.2241 10 4 M (0.60000000 0.40000000) *
#> 15) V45< 0.2241 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V36< 0.497 96 33 M (0.65625000 0.34375000)
#> 4) V58>=0.002 84 21 M (0.75000000 0.25000000)
#> 8) V21>=0.25485 77 14 M (0.81818182 0.18181818)
#> 16) V39< 0.5056 70 8 M (0.88571429 0.11428571)
#> 32) V42>=0.1062 63 3 M (0.95238095 0.04761905) *
#> 33) V42< 0.1062 7 2 R (0.28571429 0.71428571) *
#> 17) V39>=0.5056 7 1 R (0.14285714 0.85714286) *
#> 9) V21< 0.25485 7 0 R (0.00000000 1.00000000) *
#> 5) V58< 0.002 12 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.497 43 5 R (0.11627907 0.88372093)
#> 6) V27>=0.83755 7 3 M (0.57142857 0.42857143) *
#> 7) V27< 0.83755 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V9>=0.10785 89 39 M (0.56179775 0.43820225)
#> 4) V15< 0.44255 61 14 M (0.77049180 0.22950820)
#> 8) V22>=0.3155 53 7 M (0.86792453 0.13207547)
#> 16) V46>=0.0497 46 2 M (0.95652174 0.04347826) *
#> 17) V46< 0.0497 7 2 R (0.28571429 0.71428571) *
#> 9) V22< 0.3155 8 1 R (0.12500000 0.87500000) *
#> 5) V15>=0.44255 28 3 R (0.10714286 0.89285714) *
#> 3) V9< 0.10785 50 8 R (0.16000000 0.84000000)
#> 6) V9< 0.0617 14 6 M (0.57142857 0.42857143) *
#> 7) V9>=0.0617 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.55005 91 27 M (0.70329670 0.29670330)
#> 4) V51>=0.009 69 12 M (0.82608696 0.17391304)
#> 8) V59>=0.0044 53 2 M (0.96226415 0.03773585) *
#> 9) V59< 0.0044 16 6 R (0.37500000 0.62500000) *
#> 5) V51< 0.009 22 7 R (0.31818182 0.68181818)
#> 10) V1>=0.02825 9 2 M (0.77777778 0.22222222) *
#> 11) V1< 0.02825 13 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.55005 48 9 R (0.18750000 0.81250000)
#> 6) V56< 0.00415 9 2 M (0.77777778 0.22222222) *
#> 7) V56>=0.00415 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V36< 0.5047 95 34 M (0.64210526 0.35789474)
#> 4) V28< 0.4722 42 2 M (0.95238095 0.04761905) *
#> 5) V28>=0.4722 53 21 R (0.39622642 0.60377358)
#> 10) V41>=0.29555 18 2 M (0.88888889 0.11111111) *
#> 11) V41< 0.29555 35 5 R (0.14285714 0.85714286)
#> 22) V35< 0.12955 8 3 M (0.62500000 0.37500000) *
#> 23) V35>=0.12955 27 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.5047 44 7 R (0.15909091 0.84090909)
#> 6) V46>=0.22985 9 3 M (0.66666667 0.33333333) *
#> 7) V46< 0.22985 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V37< 0.47795 82 28 M (0.65853659 0.34146341)
#> 4) V44>=0.1384 44 4 M (0.90909091 0.09090909) *
#> 5) V44< 0.1384 38 14 R (0.36842105 0.63157895)
#> 10) V57< 0.0055 15 1 M (0.93333333 0.06666667) *
#> 11) V57>=0.0055 23 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.47795 57 15 R (0.26315789 0.73684211)
#> 6) V1>=0.0727 9 0 M (1.00000000 0.00000000) *
#> 7) V1< 0.0727 48 6 R (0.12500000 0.87500000)
#> 14) V2< 0.0231 7 2 M (0.71428571 0.28571429) *
#> 15) V2>=0.0231 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V31< 0.4671 57 17 M (0.70175439 0.29824561)
#> 4) V26< 0.58425 30 1 M (0.96666667 0.03333333) *
#> 5) V26>=0.58425 27 11 R (0.40740741 0.59259259)
#> 10) V55< 0.00465 8 0 M (1.00000000 0.00000000) *
#> 11) V55>=0.00465 19 3 R (0.15789474 0.84210526) *
#> 3) V31>=0.4671 82 16 R (0.19512195 0.80487805)
#> 6) V15< 0.14975 19 7 M (0.63157895 0.36842105) *
#> 7) V15>=0.14975 63 4 R (0.06349206 0.93650794) *
#>
#>
#> $weights
#> [1] 0.8630811 0.8625592 0.9367806 0.6535612 0.7188439 0.8352851 1.0880458
#> [8] 0.6793451 0.6202230 0.7206114 1.1706579 0.7345429 0.7762874 0.5881950
#> [15] 0.7530476 0.6032637 0.6123107 0.7762843 0.7058568 0.7592744 0.7741010
#> [22] 0.6705515 0.4863088 0.7822011 0.8305650 0.7787524 0.6440645 0.6956896
#> [29] 0.6434841 0.6468324 0.5979321 0.5906721 1.1316780 0.7711806 0.7010524
#> [36] 0.7945165 0.9616175 0.6613653 0.9407478 0.6861927 0.6718745 0.9801935
#> [43] 0.9395419 0.7851403 0.9676998 0.9191871 0.6348654 0.5643278 0.8501911
#> [50] 0.8557358 1.0048574 0.7173599 0.8875082 0.6353492 0.7638679 0.6912605
#> [57] 0.8471878 0.7372213 0.7486288 0.8680048 0.6849352 0.7259423 0.6343868
#> [64] 0.7426564 0.5651488 1.0283164 0.7189196 0.6471526 0.8325743 0.8000068
#> [71] 0.8619332 0.5919303 0.6860700 0.9573428 0.8767206 0.6906918 0.7925824
#> [78] 0.6497210 0.6716607 0.7345946 0.7594416 0.6971023 0.7843230 0.6146596
#> [85] 0.7370874 0.7751455 0.8719035 0.6546769 0.8116805 0.7199062 0.4930890
#> [92] 0.6878158 0.7539091 0.8631824 0.7440402 0.6745335 0.7209688 0.8134631
#> [99] 0.8860034 0.7177272
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.451090 56.540421
#> [2,] 18.788139 57.203371
#> [3,] 17.993362 57.998148
#> [4,] 17.416817 58.574694
#> [5,] 18.896920 57.094590
#> [6,] 12.207377 63.784134
#> [7,] 17.774534 58.216976
#> [8,] 17.098466 58.893045
#> [9,] 19.124413 56.867098
#> [10,] 14.119382 61.872128
#> [11,] 19.385892 56.605618
#> [12,] 18.525852 57.465658
#> [13,] 18.476453 57.515057
#> [14,] 19.606060 56.385451
#> [15,] 16.167275 59.824236
#> [16,] 15.653742 60.337768
#> [17,] 15.420224 60.571287
#> [18,] 18.971365 57.020145
#> [19,] 18.541432 57.450078
#> [20,] 20.008844 55.982667
#> [21,] 15.931817 60.059693
#> [22,] 17.820535 58.170976
#> [23,] 18.918034 57.073477
#> [24,] 19.166644 56.824867
#> [25,] 12.563852 63.427659
#> [26,] 18.248349 57.743161
#> [27,] 12.054270 63.937240
#> [28,] 18.834933 57.156577
#> [29,] 9.491250 66.500260
#> [30,] 18.385118 57.606392
#> [31,] 19.847525 56.143986
#> [32,] 18.126097 57.865414
#> [33,] 18.014858 57.976653
#> [34,] 17.537077 58.454433
#> [35,] 18.725246 57.266265
#> [36,] 11.780848 64.210663
#> [37,] 18.864130 57.127380
#> [38,] 19.456646 56.534864
#> [39,] 16.114868 59.876642
#> [40,] 19.333947 56.657563
#> [41,] 17.125353 58.866158
#> [42,] 17.657635 58.333876
#> [43,] 17.054067 58.937443
#> [44,] 6.660462 69.331048
#> [45,] 10.623306 65.368205
#> [46,] 8.787311 67.204200
#> [47,] 15.274578 60.716932
#> [48,] 12.253280 63.738230
#> [49,] 17.053461 58.938049
#> [50,] 13.343969 62.647541
#> [51,] 14.034186 61.957325
#> [52,] 19.120776 56.870734
#> [53,] 18.535736 57.455775
#> [54,] 18.962879 57.028631
#> [55,] 18.475903 57.515607
#> [56,] 18.461359 57.530151
#> [57,] 18.085188 57.906323
#> [58,] 17.346279 58.645231
#> [59,] 17.854748 58.136763
#> [60,] 15.069192 60.922319
#> [61,] 16.589656 59.401854
#> [62,] 17.635282 58.356228
#> [63,] 19.403609 56.587901
#> [64,] 18.118061 57.873450
#> [65,] 18.373080 57.618430
#> [66,] 19.081806 56.909705
#> [67,] 56.051837 19.939673
#> [68,] 60.197216 15.794295
#> [69,] 57.708881 18.282630
#> [70,] 58.405594 17.585916
#> [71,] 58.540893 17.450617
#> [72,] 57.418540 18.572971
#> [73,] 58.069231 17.922279
#> [74,] 57.704008 18.287502
#> [75,] 56.829431 19.162079
#> [76,] 58.359277 17.632234
#> [77,] 58.291314 17.700197
#> [78,] 57.920997 18.070514
#> [79,] 57.546421 18.445090
#> [80,] 68.740369 7.251141
#> [81,] 56.017311 19.974199
#> [82,] 57.172192 18.819319
#> [83,] 58.196134 17.795377
#> [84,] 61.535110 14.456400
#> [85,] 65.024396 10.967115
#> [86,] 63.360297 12.631214
#> [87,] 57.944295 18.047216
#> [88,] 57.181526 18.809985
#> [89,] 58.998797 16.992713
#> [90,] 57.282160 18.709350
#> [91,] 58.765719 17.225791
#> [92,] 57.077851 18.913659
#> [93,] 57.192058 18.799452
#> [94,] 60.829394 15.162116
#> [95,] 58.022110 17.969400
#> [96,] 57.043524 18.947986
#> [97,] 60.563691 15.427820
#> [98,] 58.020345 17.971166
#> [99,] 59.233758 16.757752
#> [100,] 57.797309 18.194201
#> [101,] 59.187369 16.804141
#> [102,] 62.101668 13.889842
#> [103,] 59.926998 16.064512
#> [104,] 58.354060 17.637451
#> [105,] 57.069584 18.921926
#> [106,] 57.636428 18.355083
#> [107,] 57.638947 18.352563
#> [108,] 57.690172 18.301339
#> [109,] 57.147526 18.843985
#> [110,] 57.243617 18.747893
#> [111,] 57.818962 18.172549
#> [112,] 57.938139 18.053372
#> [113,] 58.265075 17.726435
#> [114,] 56.916246 19.075264
#> [115,] 57.814171 18.177339
#> [116,] 58.703990 17.287520
#> [117,] 58.387624 17.603886
#> [118,] 59.856091 16.135419
#> [119,] 59.727777 16.263733
#> [120,] 58.697042 17.294468
#> [121,] 56.287803 19.703707
#> [122,] 65.539782 10.451728
#> [123,] 58.830029 17.161482
#> [124,] 57.213613 18.777898
#> [125,] 61.274437 14.717074
#> [126,] 64.872989 11.118521
#> [127,] 62.818441 13.173070
#> [128,] 59.797832 16.193679
#> [129,] 59.398339 16.593171
#> [130,] 59.826921 16.164590
#> [131,] 58.573415 17.418095
#> [132,] 59.337468 16.654043
#> [133,] 61.673726 14.317785
#> [134,] 57.032458 18.959052
#> [135,] 57.974537 18.016973
#> [136,] 60.506192 15.485318
#> [137,] 57.783790 18.207720
#> [138,] 58.458561 17.532949
#> [139,] 56.887625 19.103886
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.25596398 0.74403602
#> [2,] 0.24723997 0.75276003
#> [3,] 0.23678122 0.76321878
#> [4,] 0.22919424 0.77080576
#> [5,] 0.24867146 0.75132854
#> [6,] 0.16064132 0.83935868
#> [7,] 0.23390158 0.76609842
#> [8,] 0.22500495 0.77499505
#> [9,] 0.25166512 0.74833488
#> [10,] 0.18580210 0.81419790
#> [11,] 0.25510602 0.74489398
#> [12,] 0.24378845 0.75621155
#> [13,] 0.24313839 0.75686161
#> [14,] 0.25800329 0.74199671
#> [15,] 0.21275106 0.78724894
#> [16,] 0.20599330 0.79400670
#> [17,] 0.20292035 0.79707965
#> [18,] 0.24965111 0.75034889
#> [19,] 0.24399347 0.75600653
#> [20,] 0.26330367 0.73669633
#> [21,] 0.20965259 0.79034741
#> [22,] 0.23450691 0.76549309
#> [23,] 0.24894931 0.75105069
#> [24,] 0.25222086 0.74777914
#> [25,] 0.16533231 0.83466769
#> [26,] 0.24013668 0.75986332
#> [27,] 0.15862653 0.84137347
#> [28,] 0.24785576 0.75214424
#> [29,] 0.12489883 0.87510117
#> [30,] 0.24193648 0.75806352
#> [31,] 0.26118082 0.73881918
#> [32,] 0.23852791 0.76147209
#> [33,] 0.23706409 0.76293591
#> [34,] 0.23077679 0.76922321
#> [35,] 0.24641234 0.75358766
#> [36,] 0.15502847 0.84497153
#> [37,] 0.24823997 0.75176003
#> [38,] 0.25603710 0.74396290
#> [39,] 0.21206143 0.78793857
#> [40,] 0.25442247 0.74557753
#> [41,] 0.22535876 0.77464124
#> [42,] 0.23236326 0.76763674
#> [43,] 0.22442069 0.77557931
#> [44,] 0.08764745 0.91235255
#> [45,] 0.13979595 0.86020405
#> [46,] 0.11563543 0.88436457
#> [47,] 0.20100375 0.79899625
#> [48,] 0.16124538 0.83875462
#> [49,] 0.22441272 0.77558728
#> [50,] 0.17559816 0.82440184
#> [51,] 0.18468097 0.81531903
#> [52,] 0.25161726 0.74838274
#> [53,] 0.24391851 0.75608149
#> [54,] 0.24953944 0.75046056
#> [55,] 0.24313115 0.75686885
#> [56,] 0.24293976 0.75706024
#> [57,] 0.23798958 0.76201042
#> [58,] 0.22826602 0.77173398
#> [59,] 0.23495714 0.76504286
#> [60,] 0.19830099 0.80169901
#> [61,] 0.21830933 0.78169067
#> [62,] 0.23206911 0.76793089
#> [63,] 0.25533917 0.74466083
#> [64,] 0.23842217 0.76157783
#> [65,] 0.24177806 0.75822194
#> [66,] 0.25110444 0.74889556
#> [67,] 0.73760657 0.26239343
#> [68,] 0.79215712 0.20784288
#> [69,] 0.75941221 0.24058779
#> [70,] 0.76858051 0.23141949
#> [71,] 0.77036096 0.22963904
#> [72,] 0.75559150 0.24440850
#> [73,] 0.76415420 0.23584580
#> [74,] 0.75934809 0.24065191
#> [75,] 0.74783921 0.25216079
#> [76,] 0.76797101 0.23202899
#> [77,] 0.76707666 0.23292334
#> [78,] 0.76220352 0.23779648
#> [79,] 0.75727434 0.24272566
#> [80,] 0.90457959 0.09542041
#> [81,] 0.73715223 0.26284777
#> [82,] 0.75234972 0.24765028
#> [83,] 0.76582415 0.23417585
#> [84,] 0.80976296 0.19023704
#> [85,] 0.85567974 0.14432026
#> [86,] 0.83378125 0.16621875
#> [87,] 0.76251010 0.23748990
#> [88,] 0.75247255 0.24752745
#> [89,] 0.77638669 0.22361331
#> [90,] 0.75379684 0.24620316
#> [91,] 0.77331953 0.22668047
#> [92,] 0.75110826 0.24889174
#> [93,] 0.75261115 0.24738885
#> [94,] 0.80047618 0.19952382
#> [95,] 0.76353411 0.23646589
#> [96,] 0.75065654 0.24934346
#> [97,] 0.79697969 0.20302031
#> [98,] 0.76351088 0.23648912
#> [99,] 0.77947862 0.22052138
#> [100,] 0.76057587 0.23942413
#> [101,] 0.77886817 0.22113183
#> [102,] 0.81721850 0.18278150
#> [103,] 0.78860123 0.21139877
#> [104,] 0.76790235 0.23209765
#> [105,] 0.75099947 0.24900053
#> [106,] 0.75845877 0.24154123
#> [107,] 0.75849193 0.24150807
#> [108,] 0.75916601 0.24083399
#> [109,] 0.75202513 0.24797487
#> [110,] 0.75328964 0.24671036
#> [111,] 0.76086081 0.23913919
#> [112,] 0.76242910 0.23757090
#> [113,] 0.76673137 0.23326863
#> [114,] 0.74898164 0.25101836
#> [115,] 0.76079776 0.23920224
#> [116,] 0.77250722 0.22749278
#> [117,] 0.76834404 0.23165596
#> [118,] 0.78766814 0.21233186
#> [119,] 0.78597960 0.21402040
#> [120,] 0.77241578 0.22758422
#> [121,] 0.74071173 0.25928827
#> [122,] 0.86246190 0.13753810
#> [123,] 0.77416581 0.22583419
#> [124,] 0.75289479 0.24710521
#> [125,] 0.80633266 0.19366734
#> [126,] 0.85368733 0.14631267
#> [127,] 0.82665077 0.17334923
#> [128,] 0.78690148 0.21309852
#> [129,] 0.78164441 0.21835559
#> [130,] 0.78728427 0.21271573
#> [131,] 0.77078893 0.22921107
#> [132,] 0.78084338 0.21915662
#> [133,] 0.81158705 0.18841295
#> [134,] 0.75051092 0.24948908
#> [135,] 0.76290808 0.23709192
#> [136,] 0.79622305 0.20377695
#> [137,] 0.76039797 0.23960203
#> [138,] 0.76927753 0.23072247
#> [139,] 0.74860500 0.25139500
#>
#> $class
#> [1] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [19] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [37] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [55] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "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
#> 5.8226260 1.7194860 5.1176078 5.6772709 0.4369927 1.2336263 2.0363494 1.2133552
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 1.1646809 0.5413934 0.6084059 1.8480063 0.9645119 0.8831046 1.3224207 1.9212777
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.4329667 0.3441623 1.6245944 4.0842330 3.8472204 0.4610326 0.8724954 1.2599255
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 4.7368630 0.3383719 0.1779211 0.2345151 0.4406019 7.1745520 2.5645761 1.6691887
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 1.0118664 1.3591576 1.1355263 0.9457802 1.1608427 0.9059677 1.5351463 1.9742059
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 3.1088126 0.2333644 0.6974711 1.6161700 2.5294210 0.1256762 5.1093616 1.0310234
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.9063767 1.6571777 0.4191487 0.7669452 0.6097778 0.9845007 0.9510585 1.1546084
#> V60 V7 V8 V9
#> 0.8272417 0.5672932 0.5222525 3.3794897
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 73 66
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V36 V1 V12 V11 V51 V31 V27 V28
#> 7.1745520 5.8226260 5.6772709 5.1176078 5.1093616 4.7368630 4.0842330 3.8472204
#> V9 V46 V37 V5 V15 V45 V23 V2
#> 3.3794897 3.1088126 2.5645761 2.5294210 2.0363494 1.9742059 1.9212777 1.8480063
#> V10 V38 V54 V26 V49 V44 V4 V22
#> 1.7194860 1.6691887 1.6571777 1.6245944 1.6161700 1.5351463 1.3591576 1.3224207
#> V30 V14 V16 V17 V42 V6 V40 V52
#> 1.2599255 1.2336263 1.2133552 1.1646809 1.1608427 1.1546084 1.1355263 1.0310234
#> V39 V58 V20 V59 V41 V53 V43 V21
#> 1.0118664 0.9845007 0.9645119 0.9510585 0.9457802 0.9063767 0.9059677 0.8831046
#> V3 V60 V56 V48 V57 V19 V7 V18
#> 0.8724954 0.8272417 0.7669452 0.6974711 0.6097778 0.6084059 0.5672932 0.5413934
#> V8 V29 V35 V13 V24 V55 V25 V32
#> 0.5222525 0.4610326 0.4406019 0.4369927 0.4329667 0.4191487 0.3441623 0.3383719
#> V34 V47 V33 V50
#> 0.2345151 0.2333644 0.1779211 0.1256762
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1884058