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 64 M (0.53956835 0.46043165)
#> 2) V13>=0.17185 102 32 M (0.68627451 0.31372549)
#> 4) V28>=0.90125 33 1 M (0.96969697 0.03030303) *
#> 5) V28< 0.90125 69 31 M (0.55072464 0.44927536)
#> 10) V2>=0.0584 18 0 M (1.00000000 0.00000000) *
#> 11) V2< 0.0584 51 20 R (0.39215686 0.60784314)
#> 22) V54>=0.01225 21 6 M (0.71428571 0.28571429)
#> 44) V14>=0.2816 14 0 M (1.00000000 0.00000000) *
#> 45) V14< 0.2816 7 1 R (0.14285714 0.85714286) *
#> 23) V54< 0.01225 30 5 R (0.16666667 0.83333333) *
#> 3) V13< 0.17185 37 5 R (0.13513514 0.86486486) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 42 M (0.69784173 0.30215827)
#> 2) V34< 0.6751 116 22 M (0.81034483 0.18965517)
#> 4) V38>=0.12145 100 12 M (0.88000000 0.12000000)
#> 8) V12>=0.09685 88 5 M (0.94318182 0.05681818) *
#> 9) V12< 0.09685 12 5 R (0.41666667 0.58333333) *
#> 5) V38< 0.12145 16 6 R (0.37500000 0.62500000) *
#> 3) V34>=0.6751 23 3 R (0.13043478 0.86956522) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V49>=0.03395 84 22 M (0.73809524 0.26190476)
#> 4) V14>=0.16595 68 10 M (0.85294118 0.14705882)
#> 8) V16< 0.6777 58 4 M (0.93103448 0.06896552) *
#> 9) V16>=0.6777 10 4 R (0.40000000 0.60000000) *
#> 5) V14< 0.16595 16 4 R (0.25000000 0.75000000) *
#> 3) V49< 0.03395 55 11 R (0.20000000 0.80000000)
#> 6) V31< 0.41885 16 6 M (0.62500000 0.37500000) *
#> 7) V31>=0.41885 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V49>=0.0382 74 16 M (0.78378378 0.21621622)
#> 4) V37< 0.47715 52 3 M (0.94230769 0.05769231) *
#> 5) V37>=0.47715 22 9 R (0.40909091 0.59090909)
#> 10) V19< 0.37225 11 2 M (0.81818182 0.18181818) *
#> 11) V19>=0.37225 11 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0382 65 19 R (0.29230769 0.70769231)
#> 6) V31< 0.4072 20 6 M (0.70000000 0.30000000)
#> 12) V33>=0.26895 13 1 M (0.92307692 0.07692308) *
#> 13) V33< 0.26895 7 2 R (0.28571429 0.71428571) *
#> 7) V31>=0.4072 45 5 R (0.11111111 0.88888889) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V51>=0.01615 64 7 M (0.89062500 0.10937500)
#> 4) V34< 0.8689 56 2 M (0.96428571 0.03571429) *
#> 5) V34>=0.8689 8 3 R (0.37500000 0.62500000) *
#> 3) V51< 0.01615 75 30 R (0.40000000 0.60000000)
#> 6) V11>=0.19825 39 12 M (0.69230769 0.30769231)
#> 12) V25>=0.60775 30 4 M (0.86666667 0.13333333) *
#> 13) V25< 0.60775 9 1 R (0.11111111 0.88888889) *
#> 7) V11< 0.19825 36 3 R (0.08333333 0.91666667) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V51>=0.0129 64 11 M (0.82812500 0.17187500)
#> 4) V21>=0.5145 47 2 M (0.95744681 0.04255319) *
#> 5) V21< 0.5145 17 8 R (0.47058824 0.52941176) *
#> 3) V51< 0.0129 75 18 R (0.24000000 0.76000000)
#> 6) V23>=0.77305 23 9 M (0.60869565 0.39130435)
#> 12) V12>=0.17705 16 2 M (0.87500000 0.12500000) *
#> 13) V12< 0.17705 7 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.77305 52 4 R (0.07692308 0.92307692) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V37< 0.23695 55 6 M (0.89090909 0.10909091)
#> 4) V48>=0.052 46 0 M (1.00000000 0.00000000) *
#> 5) V48< 0.052 9 3 R (0.33333333 0.66666667) *
#> 3) V37>=0.23695 84 34 R (0.40476190 0.59523810)
#> 6) V21>=0.5504 46 17 M (0.63043478 0.36956522)
#> 12) V16< 0.6691 34 6 M (0.82352941 0.17647059)
#> 24) V47>=0.0876 25 1 M (0.96000000 0.04000000) *
#> 25) V47< 0.0876 9 4 R (0.44444444 0.55555556) *
#> 13) V16>=0.6691 12 1 R (0.08333333 0.91666667) *
#> 7) V21< 0.5504 38 5 R (0.13157895 0.86842105) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V41>=0.20445 76 18 M (0.76315789 0.23684211)
#> 4) V52>=0.00475 68 10 M (0.85294118 0.14705882)
#> 8) V60< 0.0117 58 4 M (0.93103448 0.06896552) *
#> 9) V60>=0.0117 10 4 R (0.40000000 0.60000000) *
#> 5) V52< 0.00475 8 0 R (0.00000000 1.00000000) *
#> 3) V41< 0.20445 63 14 R (0.22222222 0.77777778)
#> 6) V28< 0.4605 10 3 M (0.70000000 0.30000000) *
#> 7) V28>=0.4605 53 7 R (0.13207547 0.86792453)
#> 14) V17< 0.2346 8 2 M (0.75000000 0.25000000) *
#> 15) V17>=0.2346 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V9>=0.1161 94 27 M (0.71276596 0.28723404)
#> 4) V17< 0.81895 78 13 M (0.83333333 0.16666667)
#> 8) V13>=0.16365 71 7 M (0.90140845 0.09859155) *
#> 9) V13< 0.16365 7 1 R (0.14285714 0.85714286) *
#> 5) V17>=0.81895 16 2 R (0.12500000 0.87500000) *
#> 3) V9< 0.1161 45 9 R (0.20000000 0.80000000)
#> 6) V59>=0.0109 9 2 M (0.77777778 0.22222222) *
#> 7) V59< 0.0109 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V42>=0.29925 50 7 M (0.86000000 0.14000000)
#> 4) V42< 0.5763 43 2 M (0.95348837 0.04651163) *
#> 5) V42>=0.5763 7 2 R (0.28571429 0.71428571) *
#> 3) V42< 0.29925 89 28 R (0.31460674 0.68539326)
#> 6) V55< 0.0041 18 4 M (0.77777778 0.22222222) *
#> 7) V55>=0.0041 71 14 R (0.19718310 0.80281690)
#> 14) V49>=0.06195 13 4 M (0.69230769 0.30769231) *
#> 15) V49< 0.06195 58 5 R (0.08620690 0.91379310) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V51>=0.01335 70 11 M (0.84285714 0.15714286)
#> 4) V31>=0.30335 57 3 M (0.94736842 0.05263158) *
#> 5) V31< 0.30335 13 5 R (0.38461538 0.61538462) *
#> 3) V51< 0.01335 69 25 R (0.36231884 0.63768116)
#> 6) V59>=0.0108 14 2 M (0.85714286 0.14285714) *
#> 7) V59< 0.0108 55 13 R (0.23636364 0.76363636)
#> 14) V26>=0.9806 9 1 M (0.88888889 0.11111111) *
#> 15) V26< 0.9806 46 5 R (0.10869565 0.89130435) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V29>=0.7546 43 7 M (0.83720930 0.16279070)
#> 4) V3>=0.01525 34 1 M (0.97058824 0.02941176) *
#> 5) V3< 0.01525 9 3 R (0.33333333 0.66666667) *
#> 3) V29< 0.7546 96 36 R (0.37500000 0.62500000)
#> 6) V55>=0.0192 18 1 M (0.94444444 0.05555556) *
#> 7) V55< 0.0192 78 19 R (0.24358974 0.75641026)
#> 14) V51>=0.0172 22 10 M (0.54545455 0.45454545)
#> 28) V26< 0.52305 8 0 M (1.00000000 0.00000000) *
#> 29) V26>=0.52305 14 4 R (0.28571429 0.71428571) *
#> 15) V51< 0.0172 56 7 R (0.12500000 0.87500000) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V1>=0.0128 113 37 M (0.67256637 0.32743363)
#> 4) V52>=0.0039 101 26 M (0.74257426 0.25742574)
#> 8) V34< 0.69215 87 16 M (0.81609195 0.18390805)
#> 16) V51>=0.0084 68 5 M (0.92647059 0.07352941) *
#> 17) V51< 0.0084 19 8 R (0.42105263 0.57894737) *
#> 9) V34>=0.69215 14 4 R (0.28571429 0.71428571) *
#> 5) V52< 0.0039 12 1 R (0.08333333 0.91666667) *
#> 3) V1< 0.0128 26 2 R (0.07692308 0.92307692) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V11>=0.1687 96 20 M (0.79166667 0.20833333)
#> 4) V17< 0.44485 59 3 M (0.94915254 0.05084746) *
#> 5) V17>=0.44485 37 17 M (0.54054054 0.45945946)
#> 10) V31< 0.5521 25 5 M (0.80000000 0.20000000)
#> 20) V56>=0.00875 18 0 M (1.00000000 0.00000000) *
#> 21) V56< 0.00875 7 2 R (0.28571429 0.71428571) *
#> 11) V31>=0.5521 12 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1687 43 11 R (0.25581395 0.74418605)
#> 6) V20>=0.86495 9 0 M (1.00000000 0.00000000) *
#> 7) V20< 0.86495 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V49>=0.0594 48 7 M (0.85416667 0.14583333)
#> 4) V58< 0.01505 40 1 M (0.97500000 0.02500000) *
#> 5) V58>=0.01505 8 2 R (0.25000000 0.75000000) *
#> 3) V49< 0.0594 91 38 R (0.41758242 0.58241758)
#> 6) V58>=0.0096 27 4 M (0.85185185 0.14814815)
#> 12) V14>=0.2933 20 0 M (1.00000000 0.00000000) *
#> 13) V14< 0.2933 7 3 R (0.42857143 0.57142857) *
#> 7) V58< 0.0096 64 15 R (0.23437500 0.76562500)
#> 14) V23>=0.7505 19 8 M (0.57894737 0.42105263) *
#> 15) V23< 0.7505 45 4 R (0.08888889 0.91111111) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V13>=0.17185 108 31 M (0.71296296 0.28703704)
#> 4) V52>=0.00885 70 8 M (0.88571429 0.11428571) *
#> 5) V52< 0.00885 38 15 R (0.39473684 0.60526316)
#> 10) V43>=0.19315 19 5 M (0.73684211 0.26315789) *
#> 11) V43< 0.19315 19 1 R (0.05263158 0.94736842) *
#> 3) V13< 0.17185 31 5 R (0.16129032 0.83870968) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V42>=0.0871 121 39 M (0.67768595 0.32231405)
#> 4) V20>=0.50125 77 11 M (0.85714286 0.14285714)
#> 8) V30< 0.66065 68 5 M (0.92647059 0.07352941) *
#> 9) V30>=0.66065 9 3 R (0.33333333 0.66666667) *
#> 5) V20< 0.50125 44 16 R (0.36363636 0.63636364)
#> 10) V4>=0.04875 17 4 M (0.76470588 0.23529412) *
#> 11) V4< 0.04875 27 3 R (0.11111111 0.88888889) *
#> 3) V42< 0.0871 18 1 R (0.05555556 0.94444444) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V37< 0.23445 59 14 M (0.76271186 0.23728814)
#> 4) V11>=0.11955 52 7 M (0.86538462 0.13461538)
#> 8) V33>=0.10425 45 1 M (0.97777778 0.02222222) *
#> 9) V33< 0.10425 7 1 R (0.14285714 0.85714286) *
#> 5) V11< 0.11955 7 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.23445 80 28 R (0.35000000 0.65000000)
#> 6) V22>=0.94125 10 0 M (1.00000000 0.00000000) *
#> 7) V22< 0.94125 70 18 R (0.25714286 0.74285714)
#> 14) V45>=0.27435 13 4 M (0.69230769 0.30769231) *
#> 15) V45< 0.27435 57 9 R (0.15789474 0.84210526)
#> 30) V56>=0.01105 11 5 M (0.54545455 0.45454545) *
#> 31) V56< 0.01105 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V28>=0.92885 23 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.92885 116 44 R (0.37931034 0.62068966)
#> 6) V58>=0.00355 84 41 M (0.51190476 0.48809524)
#> 12) V40< 0.458 59 19 M (0.67796610 0.32203390)
#> 24) V42>=0.11125 51 11 M (0.78431373 0.21568627)
#> 48) V20>=0.45405 41 3 M (0.92682927 0.07317073) *
#> 49) V20< 0.45405 10 2 R (0.20000000 0.80000000) *
#> 25) V42< 0.11125 8 0 R (0.00000000 1.00000000) *
#> 13) V40>=0.458 25 3 R (0.12000000 0.88000000) *
#> 7) V58< 0.00355 32 1 R (0.03125000 0.96875000) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.4964029 0.5035971)
#> 2) V51>=0.01615 55 11 M (0.8000000 0.2000000)
#> 4) V1>=0.02025 33 0 M (1.0000000 0.0000000) *
#> 5) V1< 0.02025 22 11 M (0.5000000 0.5000000)
#> 10) V11>=0.17 8 0 M (1.0000000 0.0000000) *
#> 11) V11< 0.17 14 3 R (0.2142857 0.7857143) *
#> 3) V51< 0.01615 84 25 R (0.2976190 0.7023810)
#> 6) V27>=0.91975 18 4 M (0.7777778 0.2222222) *
#> 7) V27< 0.91975 66 11 R (0.1666667 0.8333333)
#> 14) V19>=0.91985 9 3 M (0.6666667 0.3333333) *
#> 15) V19< 0.91985 57 5 R (0.0877193 0.9122807) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V56< 0.0091 93 31 M (0.66666667 0.33333333)
#> 4) V47>=0.05195 76 16 M (0.78947368 0.21052632)
#> 8) V24>=0.43955 66 8 M (0.87878788 0.12121212)
#> 16) V37< 0.23695 41 0 M (1.00000000 0.00000000) *
#> 17) V37>=0.23695 25 8 M (0.68000000 0.32000000)
#> 34) V27>=0.6767 15 1 M (0.93333333 0.06666667) *
#> 35) V27< 0.6767 10 3 R (0.30000000 0.70000000) *
#> 9) V24< 0.43955 10 2 R (0.20000000 0.80000000) *
#> 5) V47< 0.05195 17 2 R (0.11764706 0.88235294) *
#> 3) V56>=0.0091 46 11 R (0.23913043 0.76086957)
#> 6) V49>=0.0432 16 6 M (0.62500000 0.37500000) *
#> 7) V49< 0.0432 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V23>=0.8285 32 4 M (0.87500000 0.12500000)
#> 4) V39>=0.18545 25 0 M (1.00000000 0.00000000) *
#> 5) V39< 0.18545 7 3 R (0.42857143 0.57142857) *
#> 3) V23< 0.8285 107 37 R (0.34579439 0.65420561)
#> 6) V53>=0.0174 17 2 M (0.88235294 0.11764706) *
#> 7) V53< 0.0174 90 22 R (0.24444444 0.75555556)
#> 14) V28>=0.94915 9 0 M (1.00000000 0.00000000) *
#> 15) V28< 0.94915 81 13 R (0.16049383 0.83950617)
#> 30) V48< 0.0239 8 2 M (0.75000000 0.25000000) *
#> 31) V48>=0.0239 73 7 R (0.09589041 0.90410959) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V9>=0.1645 60 14 M (0.76666667 0.23333333)
#> 4) V49>=0.04425 39 2 M (0.94871795 0.05128205) *
#> 5) V49< 0.04425 21 9 R (0.42857143 0.57142857)
#> 10) V51>=0.02445 7 0 M (1.00000000 0.00000000) *
#> 11) V51< 0.02445 14 2 R (0.14285714 0.85714286) *
#> 3) V9< 0.1645 79 26 R (0.32911392 0.67088608)
#> 6) V31< 0.4119 35 14 M (0.60000000 0.40000000)
#> 12) V36>=0.21335 23 2 M (0.91304348 0.08695652) *
#> 13) V36< 0.21335 12 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.4119 44 5 R (0.11363636 0.88636364) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V32>=0.2709 114 35 M (0.69298246 0.30701754)
#> 4) V37< 0.46775 77 11 M (0.85714286 0.14285714)
#> 8) V16< 0.76775 70 4 M (0.94285714 0.05714286) *
#> 9) V16>=0.76775 7 0 R (0.00000000 1.00000000) *
#> 5) V37>=0.46775 37 13 R (0.35135135 0.64864865)
#> 10) V35>=0.6315 16 4 M (0.75000000 0.25000000) *
#> 11) V35< 0.6315 21 1 R (0.04761905 0.95238095) *
#> 3) V32< 0.2709 25 5 R (0.20000000 0.80000000)
#> 6) V24< 0.53335 9 4 M (0.55555556 0.44444444) *
#> 7) V24>=0.53335 16 0 R (0.00000000 1.00000000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V36< 0.46475 89 29 M (0.67415730 0.32584270)
#> 4) V42>=0.29975 31 0 M (1.00000000 0.00000000) *
#> 5) V42< 0.29975 58 29 M (0.50000000 0.50000000)
#> 10) V23>=0.6341 35 10 M (0.71428571 0.28571429)
#> 20) V11>=0.11725 24 1 M (0.95833333 0.04166667) *
#> 21) V11< 0.11725 11 2 R (0.18181818 0.81818182) *
#> 11) V23< 0.6341 23 4 R (0.17391304 0.82608696)
#> 22) V4>=0.06245 7 3 M (0.57142857 0.42857143) *
#> 23) V4< 0.06245 16 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.46475 50 9 R (0.18000000 0.82000000)
#> 6) V10>=0.2961 9 1 M (0.88888889 0.11111111) *
#> 7) V10< 0.2961 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V52>=0.0068 100 33 M (0.6700000 0.3300000)
#> 4) V8< 0.2062 80 17 M (0.7875000 0.2125000)
#> 8) V39>=0.2213 57 6 M (0.8947368 0.1052632) *
#> 9) V39< 0.2213 23 11 M (0.5217391 0.4782609)
#> 18) V36< 0.43825 14 2 M (0.8571429 0.1428571) *
#> 19) V36>=0.43825 9 0 R (0.0000000 1.0000000) *
#> 5) V8>=0.2062 20 4 R (0.2000000 0.8000000)
#> 10) V30< 0.50165 7 3 M (0.5714286 0.4285714) *
#> 11) V30>=0.50165 13 0 R (0.0000000 1.0000000) *
#> 3) V52< 0.0068 39 8 R (0.2051282 0.7948718)
#> 6) V23>=0.86275 11 3 M (0.7272727 0.2727273) *
#> 7) V23< 0.86275 28 0 R (0.0000000 1.0000000) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V49>=0.05925 40 5 M (0.87500000 0.12500000)
#> 4) V15< 0.56595 33 1 M (0.96969697 0.03030303) *
#> 5) V15>=0.56595 7 3 R (0.42857143 0.57142857) *
#> 3) V49< 0.05925 99 34 R (0.34343434 0.65656566)
#> 6) V12>=0.1962 68 34 M (0.50000000 0.50000000)
#> 12) V37< 0.4835 43 12 M (0.72093023 0.27906977)
#> 24) V17< 0.6929 30 3 M (0.90000000 0.10000000) *
#> 25) V17>=0.6929 13 4 R (0.30769231 0.69230769) *
#> 13) V37>=0.4835 25 3 R (0.12000000 0.88000000) *
#> 7) V12< 0.1962 31 0 R (0.00000000 1.00000000) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V48>=0.07485 69 18 M (0.73913043 0.26086957)
#> 4) V42< 0.56575 59 9 M (0.84745763 0.15254237)
#> 8) V58>=0.00335 51 2 M (0.96078431 0.03921569) *
#> 9) V58< 0.00335 8 1 R (0.12500000 0.87500000) *
#> 5) V42>=0.56575 10 1 R (0.10000000 0.90000000) *
#> 3) V48< 0.07485 70 26 R (0.37142857 0.62857143)
#> 6) V22>=0.6481 42 17 M (0.59523810 0.40476190)
#> 12) V48< 0.05615 32 7 M (0.78125000 0.21875000)
#> 24) V43>=0.18465 22 1 M (0.95454545 0.04545455) *
#> 25) V43< 0.18465 10 4 R (0.40000000 0.60000000) *
#> 13) V48>=0.05615 10 0 R (0.00000000 1.00000000) *
#> 7) V22< 0.6481 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V33>=0.305 85 24 M (0.71764706 0.28235294)
#> 4) V11>=0.1687 59 8 M (0.86440678 0.13559322)
#> 8) V5< 0.14395 52 3 M (0.94230769 0.05769231) *
#> 9) V5>=0.14395 7 2 R (0.28571429 0.71428571) *
#> 5) V11< 0.1687 26 10 R (0.38461538 0.61538462)
#> 10) V1>=0.02065 12 2 M (0.83333333 0.16666667) *
#> 11) V1< 0.02065 14 0 R (0.00000000 1.00000000) *
#> 3) V33< 0.305 54 17 R (0.31481481 0.68518519)
#> 6) V53>=0.01205 12 0 M (1.00000000 0.00000000) *
#> 7) V53< 0.01205 42 5 R (0.11904762 0.88095238) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V4>=0.0361 76 30 M (0.60526316 0.39473684)
#> 4) V37< 0.4644 45 9 M (0.80000000 0.20000000)
#> 8) V39>=0.17245 32 2 M (0.93750000 0.06250000) *
#> 9) V39< 0.17245 13 6 R (0.46153846 0.53846154) *
#> 5) V37>=0.4644 31 10 R (0.32258065 0.67741935)
#> 10) V23>=0.7109 8 0 M (1.00000000 0.00000000) *
#> 11) V23< 0.7109 23 2 R (0.08695652 0.91304348) *
#> 3) V4< 0.0361 63 12 R (0.19047619 0.80952381)
#> 6) V28>=0.95425 7 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.95425 56 5 R (0.08928571 0.91071429) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V21>=0.56825 88 34 M (0.61363636 0.38636364)
#> 4) V51>=0.01235 46 6 M (0.86956522 0.13043478)
#> 8) V42>=0.093 37 1 M (0.97297297 0.02702703) *
#> 9) V42< 0.093 9 4 R (0.44444444 0.55555556) *
#> 5) V51< 0.01235 42 14 R (0.33333333 0.66666667)
#> 10) V43>=0.2039 16 4 M (0.75000000 0.25000000) *
#> 11) V43< 0.2039 26 2 R (0.07692308 0.92307692) *
#> 3) V21< 0.56825 51 8 R (0.15686275 0.84313725)
#> 6) V16< 0.2109 11 4 M (0.63636364 0.36363636) *
#> 7) V16>=0.2109 40 1 R (0.02500000 0.97500000) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V54>=0.01485 29 1 M (0.96551724 0.03448276) *
#> 3) V54< 0.01485 110 39 R (0.35454545 0.64545455)
#> 6) V45>=0.2797 29 8 M (0.72413793 0.27586207)
#> 12) V10>=0.0838 22 1 M (0.95454545 0.04545455) *
#> 13) V10< 0.0838 7 0 R (0.00000000 1.00000000) *
#> 7) V45< 0.2797 81 18 R (0.22222222 0.77777778)
#> 14) V37< 0.18745 25 11 M (0.56000000 0.44000000)
#> 28) V59>=0.00455 16 3 M (0.81250000 0.18750000) *
#> 29) V59< 0.00455 9 1 R (0.11111111 0.88888889) *
#> 15) V37>=0.18745 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V34< 0.72935 118 38 M (0.67796610 0.32203390)
#> 4) V52>=0.00975 70 10 M (0.85714286 0.14285714)
#> 8) V58< 0.01575 58 2 M (0.96551724 0.03448276) *
#> 9) V58>=0.01575 12 4 R (0.33333333 0.66666667) *
#> 5) V52< 0.00975 48 20 R (0.41666667 0.58333333)
#> 10) V55< 0.00715 17 3 M (0.82352941 0.17647059) *
#> 11) V55>=0.00715 31 6 R (0.19354839 0.80645161)
#> 22) V24>=0.897 7 2 M (0.71428571 0.28571429) *
#> 23) V24< 0.897 24 1 R (0.04166667 0.95833333) *
#> 3) V34>=0.72935 21 0 R (0.00000000 1.00000000) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V23>=0.7845 47 12 M (0.74468085 0.25531915)
#> 4) V13>=0.1173 40 5 M (0.87500000 0.12500000) *
#> 5) V13< 0.1173 7 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7845 92 29 R (0.31521739 0.68478261)
#> 6) V54>=0.02155 9 0 M (1.00000000 0.00000000) *
#> 7) V54< 0.02155 83 20 R (0.24096386 0.75903614)
#> 14) V4>=0.05195 27 12 M (0.55555556 0.44444444)
#> 28) V50>=0.01225 13 0 M (1.00000000 0.00000000) *
#> 29) V50< 0.01225 14 2 R (0.14285714 0.85714286) *
#> 15) V4< 0.05195 56 5 R (0.08928571 0.91071429) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V11>=0.1998 89 25 M (0.71910112 0.28089888)
#> 4) V6< 0.2495 81 17 M (0.79012346 0.20987654)
#> 8) V20< 0.9295 71 9 M (0.87323944 0.12676056)
#> 16) V37< 0.80875 64 5 M (0.92187500 0.07812500) *
#> 17) V37>=0.80875 7 3 R (0.42857143 0.57142857) *
#> 9) V20>=0.9295 10 2 R (0.20000000 0.80000000) *
#> 5) V6>=0.2495 8 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1998 50 12 R (0.24000000 0.76000000)
#> 6) V49>=0.0733 11 2 M (0.81818182 0.18181818) *
#> 7) V49< 0.0733 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V2>=0.0587 24 1 M (0.95833333 0.04166667) *
#> 3) V2< 0.0587 115 53 R (0.46086957 0.53913043)
#> 6) V28>=0.95425 16 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.95425 99 37 R (0.37373737 0.62626263)
#> 14) V55>=0.0194 14 1 M (0.92857143 0.07142857) *
#> 15) V55< 0.0194 85 24 R (0.28235294 0.71764706)
#> 30) V9>=0.1645 37 17 M (0.54054054 0.45945946)
#> 60) V3< 0.0363 19 2 M (0.89473684 0.10526316) *
#> 61) V3>=0.0363 18 3 R (0.16666667 0.83333333) *
#> 31) V9< 0.1645 48 4 R (0.08333333 0.91666667)
#> 62) V54>=0.0155 7 3 M (0.57142857 0.42857143) *
#> 63) V54< 0.0155 41 0 R (0.00000000 1.00000000) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V4>=0.05215 46 7 M (0.84782609 0.15217391)
#> 4) V6< 0.1637 39 1 M (0.97435897 0.02564103) *
#> 5) V6>=0.1637 7 1 R (0.14285714 0.85714286) *
#> 3) V4< 0.05215 93 36 R (0.38709677 0.61290323)
#> 6) V50< 0.0157 31 8 M (0.74193548 0.25806452)
#> 12) V19>=0.33425 24 1 M (0.95833333 0.04166667) *
#> 13) V19< 0.33425 7 0 R (0.00000000 1.00000000) *
#> 7) V50>=0.0157 62 13 R (0.20967742 0.79032258)
#> 14) V55< 0.0049 10 3 M (0.70000000 0.30000000) *
#> 15) V55>=0.0049 52 6 R (0.11538462 0.88461538) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V45>=0.3586 31 3 M (0.90322581 0.09677419) *
#> 3) V45< 0.3586 108 29 R (0.26851852 0.73148148)
#> 6) V20>=0.95105 12 1 M (0.91666667 0.08333333) *
#> 7) V20< 0.95105 96 18 R (0.18750000 0.81250000)
#> 14) V57< 0.0057 35 14 R (0.40000000 0.60000000)
#> 28) V12>=0.1519 18 4 M (0.77777778 0.22222222) *
#> 29) V12< 0.1519 17 0 R (0.00000000 1.00000000) *
#> 15) V57>=0.0057 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V31< 0.43575 58 19 M (0.67241379 0.32758621)
#> 4) V39>=0.1791 46 9 M (0.80434783 0.19565217)
#> 8) V30>=0.24555 37 2 M (0.94594595 0.05405405) *
#> 9) V30< 0.24555 9 2 R (0.22222222 0.77777778) *
#> 5) V39< 0.1791 12 2 R (0.16666667 0.83333333) *
#> 3) V31>=0.43575 81 20 R (0.24691358 0.75308642)
#> 6) V37< 0.19795 17 4 M (0.76470588 0.23529412) *
#> 7) V37>=0.19795 64 7 R (0.10937500 0.89062500) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V36< 0.4421 82 22 M (0.73170732 0.26829268)
#> 4) V48>=0.07465 45 2 M (0.95555556 0.04444444) *
#> 5) V48< 0.07465 37 17 R (0.45945946 0.54054054)
#> 10) V43>=0.18465 19 4 M (0.78947368 0.21052632) *
#> 11) V43< 0.18465 18 2 R (0.11111111 0.88888889) *
#> 3) V36>=0.4421 57 15 R (0.26315789 0.73684211)
#> 6) V31< 0.44225 21 8 M (0.61904762 0.38095238)
#> 12) V17< 0.3076 11 0 M (1.00000000 0.00000000) *
#> 13) V17>=0.3076 10 2 R (0.20000000 0.80000000) *
#> 7) V31>=0.44225 36 2 R (0.05555556 0.94444444) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V52>=0.0053 123 41 M (0.66666667 0.33333333)
#> 4) V10>=0.0781 108 28 M (0.74074074 0.25925926)
#> 8) V32>=0.2487 87 15 M (0.82758621 0.17241379)
#> 16) V1>=0.01035 74 6 M (0.91891892 0.08108108) *
#> 17) V1< 0.01035 13 4 R (0.30769231 0.69230769) *
#> 9) V32< 0.2487 21 8 R (0.38095238 0.61904762)
#> 18) V23< 0.6342 7 1 M (0.85714286 0.14285714) *
#> 19) V23>=0.6342 14 2 R (0.14285714 0.85714286) *
#> 5) V10< 0.0781 15 2 R (0.13333333 0.86666667) *
#> 3) V52< 0.0053 16 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V51>=0.0136 58 14 M (0.75862069 0.24137931)
#> 4) V41< 0.71285 49 5 M (0.89795918 0.10204082) *
#> 5) V41>=0.71285 9 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.0136 81 24 R (0.29629630 0.70370370)
#> 6) V15< 0.45675 46 23 M (0.50000000 0.50000000)
#> 12) V14>=0.2826 15 0 M (1.00000000 0.00000000) *
#> 13) V14< 0.2826 31 8 R (0.25806452 0.74193548)
#> 26) V1< 0.01365 9 2 M (0.77777778 0.22222222) *
#> 27) V1>=0.01365 22 1 R (0.04545455 0.95454545) *
#> 7) V15>=0.45675 35 1 R (0.02857143 0.97142857) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V11>=0.19615 81 23 M (0.71604938 0.28395062)
#> 4) V17< 0.44485 39 1 M (0.97435897 0.02564103) *
#> 5) V17>=0.44485 42 20 R (0.47619048 0.52380952)
#> 10) V45< 0.0858 15 1 M (0.93333333 0.06666667) *
#> 11) V45>=0.0858 27 6 R (0.22222222 0.77777778)
#> 22) V23>=0.82325 9 3 M (0.66666667 0.33333333) *
#> 23) V23< 0.82325 18 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.19615 58 15 R (0.25862069 0.74137931)
#> 6) V4>=0.0543 16 2 M (0.87500000 0.12500000) *
#> 7) V4< 0.0543 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V43>=0.2435 55 12 M (0.78181818 0.21818182)
#> 4) V1>=0.0133 46 5 M (0.89130435 0.10869565) *
#> 5) V1< 0.0133 9 2 R (0.22222222 0.77777778) *
#> 3) V43< 0.2435 84 30 R (0.35714286 0.64285714)
#> 6) V37< 0.3727 45 19 M (0.57777778 0.42222222)
#> 12) V4>=0.03805 24 4 M (0.83333333 0.16666667) *
#> 13) V4< 0.03805 21 6 R (0.28571429 0.71428571)
#> 26) V35< 0.1615 7 2 M (0.71428571 0.28571429) *
#> 27) V35>=0.1615 14 1 R (0.07142857 0.92857143) *
#> 7) V37>=0.3727 39 4 R (0.10256410 0.89743590)
#> 14) V27< 0.3112 7 3 M (0.57142857 0.42857143) *
#> 15) V27>=0.3112 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V27< 0.55445 47 10 M (0.78723404 0.21276596)
#> 4) V36< 0.4927 38 3 M (0.92105263 0.07894737) *
#> 5) V36>=0.4927 9 2 R (0.22222222 0.77777778) *
#> 3) V27>=0.55445 92 28 R (0.30434783 0.69565217)
#> 6) V29>=0.76335 30 8 M (0.73333333 0.26666667)
#> 12) V49>=0.025 23 1 M (0.95652174 0.04347826) *
#> 13) V49< 0.025 7 0 R (0.00000000 1.00000000) *
#> 7) V29< 0.76335 62 6 R (0.09677419 0.90322581)
#> 14) V6>=0.1654 7 3 M (0.57142857 0.42857143) *
#> 15) V6< 0.1654 55 2 R (0.03636364 0.96363636) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V23>=0.867 22 1 M (0.95454545 0.04545455) *
#> 3) V23< 0.867 117 37 R (0.31623932 0.68376068)
#> 6) V4>=0.04495 52 23 M (0.55769231 0.44230769)
#> 12) V17< 0.44485 23 2 M (0.91304348 0.08695652) *
#> 13) V17>=0.44485 29 8 R (0.27586207 0.72413793)
#> 26) V27< 0.4749 8 1 M (0.87500000 0.12500000) *
#> 27) V27>=0.4749 21 1 R (0.04761905 0.95238095) *
#> 7) V4< 0.04495 65 8 R (0.12307692 0.87692308)
#> 14) V45>=0.3857 8 2 M (0.75000000 0.25000000) *
#> 15) V45< 0.3857 57 2 R (0.03508772 0.96491228) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V9>=0.1073 91 40 M (0.56043956 0.43956044)
#> 4) V6< 0.20405 77 26 M (0.66233766 0.33766234)
#> 8) V52>=0.00885 51 8 M (0.84313725 0.15686275) *
#> 9) V52< 0.00885 26 8 R (0.30769231 0.69230769)
#> 18) V40>=0.28445 8 1 M (0.87500000 0.12500000) *
#> 19) V40< 0.28445 18 1 R (0.05555556 0.94444444) *
#> 5) V6>=0.20405 14 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1073 48 5 R (0.10416667 0.89583333)
#> 6) V11>=0.1952 7 3 M (0.57142857 0.42857143) *
#> 7) V11< 0.1952 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V48>=0.0743 68 29 M (0.57352941 0.42647059)
#> 4) V27>=0.71595 22 1 M (0.95454545 0.04545455) *
#> 5) V27< 0.71595 46 18 R (0.39130435 0.60869565)
#> 10) V29< 0.48 16 2 M (0.87500000 0.12500000) *
#> 11) V29>=0.48 30 4 R (0.13333333 0.86666667)
#> 22) V29>=0.7057 7 3 M (0.57142857 0.42857143) *
#> 23) V29< 0.7057 23 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.0743 71 12 R (0.16901408 0.83098592)
#> 6) V27>=0.94025 8 1 M (0.87500000 0.12500000) *
#> 7) V27< 0.94025 63 5 R (0.07936508 0.92063492) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V56>=0.0057 90 42 M (0.53333333 0.46666667)
#> 4) V49>=0.03335 62 20 M (0.67741935 0.32258065)
#> 8) V17< 0.8842 52 10 M (0.80769231 0.19230769)
#> 16) V14>=0.1525 41 2 M (0.95121951 0.04878049) *
#> 17) V14< 0.1525 11 3 R (0.27272727 0.72727273) *
#> 9) V17>=0.8842 10 0 R (0.00000000 1.00000000) *
#> 5) V49< 0.03335 28 6 R (0.21428571 0.78571429)
#> 10) V3< 0.0266 7 2 M (0.71428571 0.28571429) *
#> 11) V3>=0.0266 21 1 R (0.04761905 0.95238095) *
#> 3) V56< 0.0057 49 3 R (0.06122449 0.93877551) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V54>=0.0157 26 3 M (0.88461538 0.11538462) *
#> 3) V54< 0.0157 113 28 R (0.24778761 0.75221239)
#> 6) V55>=0.02515 8 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.02515 105 20 R (0.19047619 0.80952381)
#> 14) V26>=0.9315 15 4 M (0.73333333 0.26666667) *
#> 15) V26< 0.9315 90 9 R (0.10000000 0.90000000)
#> 30) V3< 0.0126 7 3 M (0.57142857 0.42857143) *
#> 31) V3>=0.0126 83 5 R (0.06024096 0.93975904)
#> 62) V14>=0.3541 22 5 R (0.22727273 0.77272727)
#> 124) V33>=0.3101 7 2 M (0.71428571 0.28571429) *
#> 125) V33< 0.3101 15 0 R (0.00000000 1.00000000) *
#> 63) V14< 0.3541 61 0 R (0.00000000 1.00000000) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V37< 0.4787 85 38 M (0.55294118 0.44705882)
#> 4) V58>=0.0031 63 17 M (0.73015873 0.26984127)
#> 8) V13>=0.16055 50 7 M (0.86000000 0.14000000)
#> 16) V52>=0.0068 43 2 M (0.95348837 0.04651163) *
#> 17) V52< 0.0068 7 2 R (0.28571429 0.71428571) *
#> 9) V13< 0.16055 13 3 R (0.23076923 0.76923077) *
#> 5) V58< 0.0031 22 1 R (0.04545455 0.95454545) *
#> 3) V37>=0.4787 54 8 R (0.14814815 0.85185185)
#> 6) V29>=0.82155 9 3 M (0.66666667 0.33333333) *
#> 7) V29< 0.82155 45 2 R (0.04444444 0.95555556) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.4604317 0.5395683)
#> 2) V23>=0.7845 55 15 M (0.7272727 0.2727273)
#> 4) V43>=0.0798 48 8 M (0.8333333 0.1666667)
#> 8) V37< 0.6016 40 2 M (0.9500000 0.0500000) *
#> 9) V37>=0.6016 8 2 R (0.2500000 0.7500000) *
#> 5) V43< 0.0798 7 0 R (0.0000000 1.0000000) *
#> 3) V23< 0.7845 84 24 R (0.2857143 0.7142857)
#> 6) V28>=0.94915 9 0 M (1.0000000 0.0000000) *
#> 7) V28< 0.94915 75 15 R (0.2000000 0.8000000)
#> 14) V1>=0.02905 25 12 M (0.5200000 0.4800000)
#> 28) V60>=0.00675 11 0 M (1.0000000 0.0000000) *
#> 29) V60< 0.00675 14 2 R (0.1428571 0.8571429) *
#> 15) V1< 0.02905 50 2 R (0.0400000 0.9600000) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V39>=0.2942 71 24 M (0.66197183 0.33802817)
#> 4) V14>=0.14415 56 10 M (0.82142857 0.17857143)
#> 8) V30>=0.2638 43 3 M (0.93023256 0.06976744) *
#> 9) V30< 0.2638 13 6 R (0.46153846 0.53846154) *
#> 5) V14< 0.14415 15 1 R (0.06666667 0.93333333) *
#> 3) V39< 0.2942 68 18 R (0.26470588 0.73529412)
#> 6) V60< 0.00155 9 0 M (1.00000000 0.00000000) *
#> 7) V60>=0.00155 59 9 R (0.15254237 0.84745763)
#> 14) V31>=0.62945 7 1 M (0.85714286 0.14285714) *
#> 15) V31< 0.62945 52 3 R (0.05769231 0.94230769) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V16< 0.3964 66 19 M (0.71212121 0.28787879)
#> 4) V11>=0.1687 42 2 M (0.95238095 0.04761905) *
#> 5) V11< 0.1687 24 7 R (0.29166667 0.70833333)
#> 10) V17< 0.1464 7 1 M (0.85714286 0.14285714) *
#> 11) V17>=0.1464 17 1 R (0.05882353 0.94117647) *
#> 3) V16>=0.3964 73 24 R (0.32876712 0.67123288)
#> 6) V28< 0.41295 20 3 M (0.85000000 0.15000000) *
#> 7) V28>=0.41295 53 7 R (0.13207547 0.86792453) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V20>=0.50385 94 25 M (0.73404255 0.26595745)
#> 4) V42>=0.079 81 13 M (0.83950617 0.16049383)
#> 8) V51>=0.0126 47 0 M (1.00000000 0.00000000) *
#> 9) V51< 0.0126 34 13 M (0.61764706 0.38235294)
#> 18) V23>=0.764 17 1 M (0.94117647 0.05882353) *
#> 19) V23< 0.764 17 5 R (0.29411765 0.70588235) *
#> 5) V42< 0.079 13 1 R (0.07692308 0.92307692) *
#> 3) V20< 0.50385 45 7 R (0.15555556 0.84444444)
#> 6) V54>=0.0158 7 1 M (0.85714286 0.14285714) *
#> 7) V54< 0.0158 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.434 94 29 M (0.69148936 0.30851064)
#> 4) V11>=0.1119 81 16 M (0.80246914 0.19753086)
#> 8) V17< 0.92735 73 8 M (0.89041096 0.10958904)
#> 16) V1>=0.0144 62 2 M (0.96774194 0.03225806) *
#> 17) V1< 0.0144 11 5 R (0.45454545 0.54545455) *
#> 9) V17>=0.92735 8 0 R (0.00000000 1.00000000) *
#> 5) V11< 0.1119 13 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.434 45 8 R (0.17777778 0.82222222)
#> 6) V31< 0.3638 11 3 M (0.72727273 0.27272727) *
#> 7) V31>=0.3638 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V42>=0.0871 123 43 M (0.65040650 0.34959350)
#> 4) V20>=0.51445 73 12 M (0.83561644 0.16438356)
#> 8) V31< 0.5552 65 4 M (0.93846154 0.06153846) *
#> 9) V31>=0.5552 8 0 R (0.00000000 1.00000000) *
#> 5) V20< 0.51445 50 19 R (0.38000000 0.62000000)
#> 10) V31>=0.80705 14 1 M (0.92857143 0.07142857) *
#> 11) V31< 0.80705 36 6 R (0.16666667 0.83333333) *
#> 3) V42< 0.0871 16 1 R (0.06250000 0.93750000) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V49>=0.05925 39 5 M (0.87179487 0.12820513)
#> 4) V39>=0.17185 30 0 M (1.00000000 0.00000000) *
#> 5) V39< 0.17185 9 4 R (0.44444444 0.55555556) *
#> 3) V49< 0.05925 100 40 R (0.40000000 0.60000000)
#> 6) V57< 0.0055 55 21 M (0.61818182 0.38181818)
#> 12) V39< 0.4507 44 10 M (0.77272727 0.22727273)
#> 24) V37>=0.08235 37 3 M (0.91891892 0.08108108) *
#> 25) V37< 0.08235 7 0 R (0.00000000 1.00000000) *
#> 13) V39>=0.4507 11 0 R (0.00000000 1.00000000) *
#> 7) V57>=0.0055 45 6 R (0.13333333 0.86666667) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V12>=0.1962 100 29 M (0.71000000 0.29000000)
#> 4) V32>=0.0894 92 21 M (0.77173913 0.22826087)
#> 8) V38< 0.6626 85 14 M (0.83529412 0.16470588)
#> 16) V58>=0.0031 63 2 M (0.96825397 0.03174603) *
#> 17) V58< 0.0031 22 10 R (0.45454545 0.54545455)
#> 34) V27>=0.83605 11 1 M (0.90909091 0.09090909) *
#> 35) V27< 0.83605 11 0 R (0.00000000 1.00000000) *
#> 9) V38>=0.6626 7 0 R (0.00000000 1.00000000) *
#> 5) V32< 0.0894 8 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.1962 39 11 R (0.28205128 0.71794872)
#> 6) V25< 0.55335 10 1 M (0.90000000 0.10000000) *
#> 7) V25>=0.55335 29 2 R (0.06896552 0.93103448) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V36< 0.40615 71 22 M (0.69014085 0.30985915)
#> 4) V11>=0.1018 58 10 M (0.82758621 0.17241379)
#> 8) V32>=0.15855 49 2 M (0.95918367 0.04081633) *
#> 9) V32< 0.15855 9 1 R (0.11111111 0.88888889) *
#> 5) V11< 0.1018 13 1 R (0.07692308 0.92307692) *
#> 3) V36>=0.40615 68 19 R (0.27941176 0.72058824)
#> 6) V54>=0.016 14 3 M (0.78571429 0.21428571) *
#> 7) V54< 0.016 54 8 R (0.14814815 0.85185185)
#> 14) V45>=0.3586 14 6 M (0.57142857 0.42857143) *
#> 15) V45< 0.3586 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V24>=0.4308 105 42 M (0.60000000 0.40000000)
#> 4) V10>=0.08815 87 27 M (0.68965517 0.31034483)
#> 8) V47>=0.0611 71 14 M (0.80281690 0.19718310)
#> 16) V34< 0.6803 61 6 M (0.90163934 0.09836066) *
#> 17) V34>=0.6803 10 2 R (0.20000000 0.80000000) *
#> 9) V47< 0.0611 16 3 R (0.18750000 0.81250000) *
#> 5) V10< 0.08815 18 3 R (0.16666667 0.83333333) *
#> 3) V24< 0.4308 34 3 R (0.08823529 0.91176471) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V14>=0.1525 105 38 M (0.63809524 0.36190476)
#> 4) V51>=0.01235 60 10 M (0.83333333 0.16666667)
#> 8) V42>=0.0871 52 4 M (0.92307692 0.07692308) *
#> 9) V42< 0.0871 8 2 R (0.25000000 0.75000000) *
#> 5) V51< 0.01235 45 17 R (0.37777778 0.62222222)
#> 10) V8>=0.2095 12 1 M (0.91666667 0.08333333) *
#> 11) V8< 0.2095 33 6 R (0.18181818 0.81818182)
#> 22) V26< 0.622 7 2 M (0.71428571 0.28571429) *
#> 23) V26>=0.622 26 1 R (0.03846154 0.96153846) *
#> 3) V14< 0.1525 34 5 R (0.14705882 0.85294118)
#> 6) V27>=0.80305 7 2 M (0.71428571 0.28571429) *
#> 7) V27< 0.80305 27 0 R (0.00000000 1.00000000) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V23>=0.7505 40 7 M (0.82500000 0.17500000)
#> 4) V21>=0.67445 31 1 M (0.96774194 0.03225806) *
#> 5) V21< 0.67445 9 3 R (0.33333333 0.66666667) *
#> 3) V23< 0.7505 99 34 R (0.34343434 0.65656566)
#> 6) V16< 0.22625 14 1 M (0.92857143 0.07142857) *
#> 7) V16>=0.22625 85 21 R (0.24705882 0.75294118)
#> 14) V59>=0.0111 20 4 M (0.80000000 0.20000000)
#> 28) V11>=0.19285 13 0 M (1.00000000 0.00000000) *
#> 29) V11< 0.19285 7 3 R (0.42857143 0.57142857) *
#> 15) V59< 0.0111 65 5 R (0.07692308 0.92307692)
#> 30) V54>=0.0147 7 3 M (0.57142857 0.42857143) *
#> 31) V54< 0.0147 58 1 R (0.01724138 0.98275862) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V2>=0.0677 15 0 M (1.00000000 0.00000000) *
#> 3) V2< 0.0677 124 43 R (0.34677419 0.65322581)
#> 6) V39>=0.28455 56 25 M (0.55357143 0.44642857)
#> 12) V31< 0.44235 26 3 M (0.88461538 0.11538462) *
#> 13) V31>=0.44235 30 8 R (0.26666667 0.73333333)
#> 26) V29>=0.7777 8 1 M (0.87500000 0.12500000) *
#> 27) V29< 0.7777 22 1 R (0.04545455 0.95454545) *
#> 7) V39< 0.28455 68 12 R (0.17647059 0.82352941)
#> 14) V51>=0.0172 18 8 M (0.55555556 0.44444444) *
#> 15) V51< 0.0172 50 2 R (0.04000000 0.96000000) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V23>=0.7845 39 7 M (0.82051282 0.17948718)
#> 4) V15>=0.12195 32 2 M (0.93750000 0.06250000) *
#> 5) V15< 0.12195 7 2 R (0.28571429 0.71428571) *
#> 3) V23< 0.7845 100 25 R (0.25000000 0.75000000)
#> 6) V54>=0.01595 14 2 M (0.85714286 0.14285714) *
#> 7) V54< 0.01595 86 13 R (0.15116279 0.84883721)
#> 14) V29< 0.2907 9 1 M (0.88888889 0.11111111) *
#> 15) V29>=0.2907 77 5 R (0.06493506 0.93506494)
#> 30) V35< 0.1534 8 3 M (0.62500000 0.37500000) *
#> 31) V35>=0.1534 69 0 R (0.00000000 1.00000000) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V12>=0.2281 77 29 M (0.62337662 0.37662338)
#> 4) V16< 0.37675 36 3 M (0.91666667 0.08333333) *
#> 5) V16>=0.37675 41 15 R (0.36585366 0.63414634)
#> 10) V55>=0.0194 8 0 M (1.00000000 0.00000000) *
#> 11) V55< 0.0194 33 7 R (0.21212121 0.78787879)
#> 22) V53>=0.0121 9 3 M (0.66666667 0.33333333) *
#> 23) V53< 0.0121 24 1 R (0.04166667 0.95833333) *
#> 3) V12< 0.2281 62 10 R (0.16129032 0.83870968)
#> 6) V4>=0.06765 7 1 M (0.85714286 0.14285714) *
#> 7) V4< 0.06765 55 4 R (0.07272727 0.92727273)
#> 14) V53< 0.00405 7 3 M (0.57142857 0.42857143) *
#> 15) V53>=0.00405 48 0 R (0.00000000 1.00000000) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 R (0.38848921 0.61151079)
#> 2) V9>=0.11875 95 44 M (0.53684211 0.46315789)
#> 4) V47>=0.06475 73 23 M (0.68493151 0.31506849)
#> 8) V5< 0.07305 41 3 M (0.92682927 0.07317073) *
#> 9) V5>=0.07305 32 12 R (0.37500000 0.62500000)
#> 18) V37< 0.1872 12 1 M (0.91666667 0.08333333) *
#> 19) V37>=0.1872 20 1 R (0.05000000 0.95000000) *
#> 5) V47< 0.06475 22 1 R (0.04545455 0.95454545) *
#> 3) V9< 0.11875 44 3 R (0.06818182 0.93181818) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V28>=0.94915 18 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.94915 121 39 R (0.32231405 0.67768595)
#> 6) V31< 0.4119 52 21 M (0.59615385 0.40384615)
#> 12) V26< 0.63585 27 2 M (0.92592593 0.07407407) *
#> 13) V26>=0.63585 25 6 R (0.24000000 0.76000000)
#> 26) V25>=0.82775 8 2 M (0.75000000 0.25000000) *
#> 27) V25< 0.82775 17 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.4119 69 8 R (0.11594203 0.88405797) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V52>=0.00675 109 43 M (0.60550459 0.39449541)
#> 4) V52< 0.01655 76 18 M (0.76315789 0.23684211)
#> 8) V42>=0.0871 69 11 M (0.84057971 0.15942029)
#> 16) V42< 0.4932 61 4 M (0.93442623 0.06557377) *
#> 17) V42>=0.4932 8 1 R (0.12500000 0.87500000) *
#> 9) V42< 0.0871 7 0 R (0.00000000 1.00000000) *
#> 5) V52>=0.01655 33 8 R (0.24242424 0.75757576)
#> 10) V56>=0.00715 12 4 M (0.66666667 0.33333333) *
#> 11) V56< 0.00715 21 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.00675 30 2 R (0.06666667 0.93333333) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V49>=0.0594 37 4 M (0.89189189 0.10810811) *
#> 3) V49< 0.0594 102 28 R (0.27450980 0.72549020)
#> 6) V26>=0.9496 11 1 M (0.90909091 0.09090909) *
#> 7) V26< 0.9496 91 18 R (0.19780220 0.80219780)
#> 14) V28< 0.35285 10 1 M (0.90000000 0.10000000) *
#> 15) V28>=0.35285 81 9 R (0.11111111 0.88888889)
#> 30) V59>=0.0121 7 3 M (0.57142857 0.42857143) *
#> 31) V59< 0.0121 74 5 R (0.06756757 0.93243243) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V55< 0.00345 25 3 M (0.88000000 0.12000000) *
#> 3) V55>=0.00345 114 34 R (0.29824561 0.70175439)
#> 6) V51>=0.01615 33 11 M (0.66666667 0.33333333)
#> 12) V12>=0.23395 16 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.23395 17 6 R (0.35294118 0.64705882) *
#> 7) V51< 0.01615 81 12 R (0.14814815 0.85185185)
#> 14) V16< 0.2097 10 3 M (0.70000000 0.30000000) *
#> 15) V16>=0.2097 71 5 R (0.07042254 0.92957746) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V31< 0.4623 73 25 M (0.65753425 0.34246575)
#> 4) V34>=0.3097 39 4 M (0.89743590 0.10256410)
#> 8) V5< 0.1092 32 0 M (1.00000000 0.00000000) *
#> 9) V5>=0.1092 7 3 R (0.42857143 0.57142857) *
#> 5) V34< 0.3097 34 13 R (0.38235294 0.61764706)
#> 10) V46>=0.07315 13 2 M (0.84615385 0.15384615) *
#> 11) V46< 0.07315 21 2 R (0.09523810 0.90476190) *
#> 3) V31>=0.4623 66 16 R (0.24242424 0.75757576)
#> 6) V49>=0.0583 23 9 M (0.60869565 0.39130435)
#> 12) V12>=0.2618 13 1 M (0.92307692 0.07692308) *
#> 13) V12< 0.2618 10 2 R (0.20000000 0.80000000) *
#> 7) V49< 0.0583 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V1>=0.0313 36 4 M (0.88888889 0.11111111) *
#> 3) V1< 0.0313 103 39 R (0.37864078 0.62135922)
#> 6) V55< 0.0061 35 10 M (0.71428571 0.28571429)
#> 12) V10>=0.12205 24 1 M (0.95833333 0.04166667) *
#> 13) V10< 0.12205 11 2 R (0.18181818 0.81818182) *
#> 7) V55>=0.0061 68 14 R (0.20588235 0.79411765)
#> 14) V50>=0.0329 8 1 M (0.87500000 0.12500000) *
#> 15) V50< 0.0329 60 7 R (0.11666667 0.88333333)
#> 30) V12>=0.3863 7 3 M (0.57142857 0.42857143) *
#> 31) V12< 0.3863 53 3 R (0.05660377 0.94339623) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V54>=0.012 40 8 M (0.80000000 0.20000000)
#> 4) V1>=0.02005 32 2 M (0.93750000 0.06250000) *
#> 5) V1< 0.02005 8 2 R (0.25000000 0.75000000) *
#> 3) V54< 0.012 99 28 R (0.28282828 0.71717172)
#> 6) V36< 0.4043 51 24 R (0.47058824 0.52941176)
#> 12) V40>=0.32115 15 1 M (0.93333333 0.06666667) *
#> 13) V40< 0.32115 36 10 R (0.27777778 0.72222222)
#> 26) V52>=0.0132 10 1 M (0.90000000 0.10000000) *
#> 27) V52< 0.0132 26 1 R (0.03846154 0.96153846) *
#> 7) V36>=0.4043 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V28>=0.91605 24 2 M (0.91666667 0.08333333) *
#> 3) V28< 0.91605 115 50 R (0.43478261 0.56521739)
#> 6) V31< 0.4671 58 19 M (0.67241379 0.32758621)
#> 12) V33>=0.27405 37 3 M (0.91891892 0.08108108) *
#> 13) V33< 0.27405 21 5 R (0.23809524 0.76190476)
#> 26) V16< 0.42835 7 2 M (0.71428571 0.28571429) *
#> 27) V16>=0.42835 14 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.4671 57 11 R (0.19298246 0.80701754)
#> 14) V52>=0.02705 7 1 M (0.85714286 0.14285714) *
#> 15) V52< 0.02705 50 5 R (0.10000000 0.90000000)
#> 30) V23>=0.86345 7 3 M (0.57142857 0.42857143) *
#> 31) V23< 0.86345 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V46>=0.0747 93 33 M (0.64516129 0.35483871)
#> 4) V36< 0.46475 47 5 M (0.89361702 0.10638298) *
#> 5) V36>=0.46475 46 18 R (0.39130435 0.60869565)
#> 10) V37>=0.67975 22 6 M (0.72727273 0.27272727)
#> 20) V37< 0.8145 15 1 M (0.93333333 0.06666667) *
#> 21) V37>=0.8145 7 2 R (0.28571429 0.71428571) *
#> 11) V37< 0.67975 24 2 R (0.08333333 0.91666667) *
#> 3) V46< 0.0747 46 10 R (0.21739130 0.78260870)
#> 6) V55>=0.0194 7 0 M (1.00000000 0.00000000) *
#> 7) V55< 0.0194 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V51>=0.0129 68 26 M (0.61764706 0.38235294)
#> 4) V49>=0.0376 44 6 M (0.86363636 0.13636364)
#> 8) V7< 0.15285 34 0 M (1.00000000 0.00000000) *
#> 9) V7>=0.15285 10 4 R (0.40000000 0.60000000) *
#> 5) V49< 0.0376 24 4 R (0.16666667 0.83333333) *
#> 3) V51< 0.0129 71 15 R (0.21126761 0.78873239)
#> 6) V26>=0.92035 7 0 M (1.00000000 0.00000000) *
#> 7) V26< 0.92035 64 8 R (0.12500000 0.87500000)
#> 14) V50< 0.0058 7 0 M (1.00000000 0.00000000) *
#> 15) V50>=0.0058 57 1 R (0.01754386 0.98245614) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V54>=0.01595 20 1 M (0.95000000 0.05000000) *
#> 3) V54< 0.01595 119 47 R (0.39495798 0.60504202)
#> 6) V45>=0.3857 17 2 M (0.88235294 0.11764706) *
#> 7) V45< 0.3857 102 32 R (0.31372549 0.68627451)
#> 14) V23>=0.7803 28 9 M (0.67857143 0.32142857)
#> 28) V47>=0.0689 19 2 M (0.89473684 0.10526316) *
#> 29) V47< 0.0689 9 2 R (0.22222222 0.77777778) *
#> 15) V23< 0.7803 74 13 R (0.17567568 0.82432432)
#> 30) V28>=0.95425 8 1 M (0.87500000 0.12500000) *
#> 31) V28< 0.95425 66 6 R (0.09090909 0.90909091) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V4>=0.0545 57 11 M (0.80701754 0.19298246)
#> 4) V6>=0.083 48 5 M (0.89583333 0.10416667)
#> 8) V6< 0.1715 41 0 M (1.00000000 0.00000000) *
#> 9) V6>=0.1715 7 2 R (0.28571429 0.71428571) *
#> 5) V6< 0.083 9 3 R (0.33333333 0.66666667) *
#> 3) V4< 0.0545 82 25 R (0.30487805 0.69512195)
#> 6) V28< 0.3343 9 0 M (1.00000000 0.00000000) *
#> 7) V28>=0.3343 73 16 R (0.21917808 0.78082192)
#> 14) V27>=0.9363 17 5 M (0.70588235 0.29411765) *
#> 15) V27< 0.9363 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V4>=0.0474 71 13 M (0.81690141 0.18309859)
#> 4) V13>=0.17595 63 6 M (0.90476190 0.09523810)
#> 8) V32>=0.17985 56 2 M (0.96428571 0.03571429) *
#> 9) V32< 0.17985 7 3 R (0.42857143 0.57142857) *
#> 5) V13< 0.17595 8 1 R (0.12500000 0.87500000) *
#> 3) V4< 0.0474 68 25 R (0.36764706 0.63235294)
#> 6) V50< 0.01595 26 8 M (0.69230769 0.30769231)
#> 12) V11>=0.1557 16 1 M (0.93750000 0.06250000) *
#> 13) V11< 0.1557 10 3 R (0.30000000 0.70000000) *
#> 7) V50>=0.01595 42 7 R (0.16666667 0.83333333)
#> 14) V45>=0.3671 9 3 M (0.66666667 0.33333333) *
#> 15) V45< 0.3671 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V31< 0.4623 67 17 M (0.74626866 0.25373134)
#> 4) V26< 0.583 28 0 M (1.00000000 0.00000000) *
#> 5) V26>=0.583 39 17 M (0.56410256 0.43589744)
#> 10) V46>=0.0777 29 7 M (0.75862069 0.24137931) *
#> 11) V46< 0.0777 10 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4623 72 21 R (0.29166667 0.70833333)
#> 6) V18< 0.2667 21 3 M (0.85714286 0.14285714) *
#> 7) V18>=0.2667 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V4>=0.0513 55 9 M (0.83636364 0.16363636)
#> 4) V6< 0.22635 47 3 M (0.93617021 0.06382979) *
#> 5) V6>=0.22635 8 2 R (0.25000000 0.75000000) *
#> 3) V4< 0.0513 84 29 R (0.34523810 0.65476190)
#> 6) V37< 0.1872 16 3 M (0.81250000 0.18750000) *
#> 7) V37>=0.1872 68 16 R (0.23529412 0.76470588)
#> 14) V10>=0.30585 7 1 M (0.85714286 0.14285714) *
#> 15) V10< 0.30585 61 10 R (0.16393443 0.83606557)
#> 30) V23>=0.86965 9 4 M (0.55555556 0.44444444) *
#> 31) V23< 0.86965 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V39>=0.14695 112 39 M (0.65178571 0.34821429)
#> 4) V52>=0.00885 75 14 M (0.81333333 0.18666667)
#> 8) V40< 0.6328 68 7 M (0.89705882 0.10294118)
#> 16) V17>=0.10325 61 2 M (0.96721311 0.03278689) *
#> 17) V17< 0.10325 7 2 R (0.28571429 0.71428571) *
#> 9) V40>=0.6328 7 0 R (0.00000000 1.00000000) *
#> 5) V52< 0.00885 37 12 R (0.32432432 0.67567568)
#> 10) V34>=0.4069 15 3 M (0.80000000 0.20000000) *
#> 11) V34< 0.4069 22 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.14695 27 3 R (0.11111111 0.88888889) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V37< 0.23445 47 10 M (0.78723404 0.21276596)
#> 4) V48>=0.05035 35 2 M (0.94285714 0.05714286) *
#> 5) V48< 0.05035 12 4 R (0.33333333 0.66666667) *
#> 3) V37>=0.23445 92 26 R (0.28260870 0.71739130)
#> 6) V43>=0.1855 58 26 R (0.44827586 0.55172414)
#> 12) V12>=0.2281 34 10 M (0.70588235 0.29411765)
#> 24) V11< 0.322 26 3 M (0.88461538 0.11538462) *
#> 25) V11>=0.322 8 1 R (0.12500000 0.87500000) *
#> 13) V12< 0.2281 24 2 R (0.08333333 0.91666667) *
#> 7) V43< 0.1855 34 0 R (0.00000000 1.00000000) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.5179856 0.4820144)
#> 2) V39>=0.2933 71 18 M (0.7464789 0.2535211)
#> 4) V37< 0.4835 41 0 M (1.0000000 0.0000000) *
#> 5) V37>=0.4835 30 12 R (0.4000000 0.6000000)
#> 10) V37>=0.7248 16 4 M (0.7500000 0.2500000) *
#> 11) V37< 0.7248 14 0 R (0.0000000 1.0000000) *
#> 3) V39< 0.2933 68 19 R (0.2794118 0.7205882)
#> 6) V9>=0.145 37 18 M (0.5135135 0.4864865)
#> 12) V55< 0.00715 17 2 M (0.8823529 0.1176471) *
#> 13) V55>=0.00715 20 4 R (0.2000000 0.8000000)
#> 26) V3>=0.0567 7 3 M (0.5714286 0.4285714) *
#> 27) V3< 0.0567 13 0 R (0.0000000 1.0000000) *
#> 7) V9< 0.145 31 0 R (0.0000000 1.0000000) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V43>=0.1861 82 34 M (0.58536585 0.41463415)
#> 4) V36< 0.52295 47 7 M (0.85106383 0.14893617)
#> 8) V18>=0.2047 40 2 M (0.95000000 0.05000000) *
#> 9) V18< 0.2047 7 2 R (0.28571429 0.71428571) *
#> 5) V36>=0.52295 35 8 R (0.22857143 0.77142857)
#> 10) V4>=0.0641 9 3 M (0.66666667 0.33333333) *
#> 11) V4< 0.0641 26 2 R (0.07692308 0.92307692) *
#> 3) V43< 0.1861 57 7 R (0.12280702 0.87719298) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V51>=0.01625 49 9 M (0.81632653 0.18367347)
#> 4) V42< 0.5387 42 4 M (0.90476190 0.09523810) *
#> 5) V42>=0.5387 7 2 R (0.28571429 0.71428571) *
#> 3) V51< 0.01625 90 23 R (0.25555556 0.74444444)
#> 6) V37< 0.35075 29 12 M (0.58620690 0.41379310)
#> 12) V12>=0.36075 10 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.36075 19 7 R (0.36842105 0.63157895) *
#> 7) V37>=0.35075 61 6 R (0.09836066 0.90163934) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V43>=0.10505 119 43 M (0.63865546 0.36134454)
#> 4) V56>=0.00285 103 28 M (0.72815534 0.27184466)
#> 8) V1>=0.01345 92 19 M (0.79347826 0.20652174)
#> 16) V37< 0.4645 57 4 M (0.92982456 0.07017544) *
#> 17) V37>=0.4645 35 15 M (0.57142857 0.42857143)
#> 34) V49>=0.0755 19 1 M (0.94736842 0.05263158) *
#> 35) V49< 0.0755 16 2 R (0.12500000 0.87500000) *
#> 9) V1< 0.01345 11 2 R (0.18181818 0.81818182) *
#> 5) V56< 0.00285 16 1 R (0.06250000 0.93750000) *
#> 3) V43< 0.10505 20 1 R (0.05000000 0.95000000) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V28>=0.94915 22 0 M (1.00000000 0.00000000) *
#> 3) V28< 0.94915 117 57 R (0.48717949 0.51282051)
#> 6) V31< 0.4623 64 21 M (0.67187500 0.32812500)
#> 12) V30>=0.2477 50 9 M (0.82000000 0.18000000)
#> 24) V50>=0.0078 42 4 M (0.90476190 0.09523810) *
#> 25) V50< 0.0078 8 3 R (0.37500000 0.62500000) *
#> 13) V30< 0.2477 14 2 R (0.14285714 0.85714286) *
#> 7) V31>=0.4623 53 14 R (0.26415094 0.73584906)
#> 14) V32>=0.82005 8 0 M (1.00000000 0.00000000) *
#> 15) V32< 0.82005 45 6 R (0.13333333 0.86666667)
#> 30) V6< 0.0458 7 2 M (0.71428571 0.28571429) *
#> 31) V6>=0.0458 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V56>=0.0052 95 29 M (0.69473684 0.30526316)
#> 4) V10>=0.0858 77 15 M (0.80519481 0.19480519)
#> 8) V34< 0.69705 69 9 M (0.86956522 0.13043478)
#> 16) V8< 0.17285 57 2 M (0.96491228 0.03508772) *
#> 17) V8>=0.17285 12 5 R (0.41666667 0.58333333) *
#> 9) V34>=0.69705 8 2 R (0.25000000 0.75000000) *
#> 5) V10< 0.0858 18 4 R (0.22222222 0.77777778) *
#> 3) V56< 0.0052 44 8 R (0.18181818 0.81818182)
#> 6) V5>=0.06605 9 4 M (0.55555556 0.44444444) *
#> 7) V5< 0.06605 35 3 R (0.08571429 0.91428571) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V39>=0.17245 104 37 M (0.64423077 0.35576923)
#> 4) V52>=0.00885 61 11 M (0.81967213 0.18032787)
#> 8) V38< 0.65835 51 2 M (0.96078431 0.03921569) *
#> 9) V38>=0.65835 10 1 R (0.10000000 0.90000000) *
#> 5) V52< 0.00885 43 17 R (0.39534884 0.60465116)
#> 10) V54>=0.01325 13 1 M (0.92307692 0.07692308) *
#> 11) V54< 0.01325 30 5 R (0.16666667 0.83333333)
#> 22) V40>=0.3028 7 2 M (0.71428571 0.28571429) *
#> 23) V40< 0.3028 23 0 R (0.00000000 1.00000000) *
#> 3) V39< 0.17245 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V45>=0.3857 29 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3857 110 42 R (0.38181818 0.61818182)
#> 6) V54>=0.0175 17 0 M (1.00000000 0.00000000) *
#> 7) V54< 0.0175 93 25 R (0.26881720 0.73118280)
#> 14) V11>=0.19645 56 24 R (0.42857143 0.57142857)
#> 28) V16< 0.34235 13 0 M (1.00000000 0.00000000) *
#> 29) V16>=0.34235 43 11 R (0.25581395 0.74418605)
#> 58) V56>=0.01055 13 4 M (0.69230769 0.30769231) *
#> 59) V56< 0.01055 30 2 R (0.06666667 0.93333333) *
#> 15) V11< 0.19645 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V55< 0.00665 68 15 M (0.77941176 0.22058824)
#> 4) V13>=0.16055 50 3 M (0.94000000 0.06000000) *
#> 5) V13< 0.16055 18 6 R (0.33333333 0.66666667) *
#> 3) V55>=0.00665 71 21 R (0.29577465 0.70422535)
#> 6) V51>=0.01235 33 13 M (0.60606061 0.39393939)
#> 12) V7< 0.11585 14 0 M (1.00000000 0.00000000) *
#> 13) V7>=0.11585 19 6 R (0.31578947 0.68421053) *
#> 7) V51< 0.01235 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V23>=0.7845 57 11 M (0.80701754 0.19298246)
#> 4) V46>=0.07265 47 4 M (0.91489362 0.08510638)
#> 8) V41< 0.39 40 0 M (1.00000000 0.00000000) *
#> 9) V41>=0.39 7 3 R (0.42857143 0.57142857) *
#> 5) V46< 0.07265 10 3 R (0.30000000 0.70000000) *
#> 3) V23< 0.7845 82 33 R (0.40243902 0.59756098)
#> 6) V48>=0.1351 26 4 M (0.84615385 0.15384615)
#> 12) V1>=0.0122 19 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.0122 7 3 R (0.42857143 0.57142857) *
#> 7) V48< 0.1351 56 11 R (0.19642857 0.80357143)
#> 14) V4>=0.0474 24 10 R (0.41666667 0.58333333)
#> 28) V57< 0.00925 9 0 M (1.00000000 0.00000000) *
#> 29) V57>=0.00925 15 1 R (0.06666667 0.93333333) *
#> 15) V4< 0.0474 32 1 R (0.03125000 0.96875000) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V23>=0.7845 60 8 M (0.86666667 0.13333333)
#> 4) V19>=0.41005 48 1 M (0.97916667 0.02083333) *
#> 5) V19< 0.41005 12 5 R (0.41666667 0.58333333) *
#> 3) V23< 0.7845 79 33 R (0.41772152 0.58227848)
#> 6) V45>=0.26515 21 3 M (0.85714286 0.14285714) *
#> 7) V45< 0.26515 58 15 R (0.25862069 0.74137931)
#> 14) V44< 0.04805 8 0 M (1.00000000 0.00000000) *
#> 15) V44>=0.04805 50 7 R (0.14000000 0.86000000) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V51>=0.0129 80 17 M (0.78750000 0.21250000)
#> 4) V40< 0.66535 71 8 M (0.88732394 0.11267606)
#> 8) V48>=0.07065 50 1 M (0.98000000 0.02000000) *
#> 9) V48< 0.07065 21 7 M (0.66666667 0.33333333)
#> 18) V11>=0.2524 12 1 M (0.91666667 0.08333333) *
#> 19) V11< 0.2524 9 3 R (0.33333333 0.66666667) *
#> 5) V40>=0.66535 9 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.0129 59 21 R (0.35593220 0.64406780)
#> 6) V33>=0.4139 32 12 M (0.62500000 0.37500000)
#> 12) V40< 0.4929 20 2 M (0.90000000 0.10000000) *
#> 13) V40>=0.4929 12 2 R (0.16666667 0.83333333) *
#> 7) V33< 0.4139 27 1 R (0.03703704 0.96296296) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V37< 0.4568 77 14 M (0.81818182 0.18181818)
#> 4) V21< 0.96375 70 8 M (0.88571429 0.11428571)
#> 8) V20>=0.3294 60 2 M (0.96666667 0.03333333) *
#> 9) V20< 0.3294 10 4 R (0.40000000 0.60000000) *
#> 5) V21>=0.96375 7 1 R (0.14285714 0.85714286) *
#> 3) V37>=0.4568 62 23 R (0.37096774 0.62903226)
#> 6) V46>=0.17005 26 7 M (0.73076923 0.26923077)
#> 12) V11>=0.16515 17 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.16515 9 2 R (0.22222222 0.77777778) *
#> 7) V46< 0.17005 36 4 R (0.11111111 0.88888889) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 49 M (0.64748201 0.35251799)
#> 2) V34< 0.67845 120 33 M (0.72500000 0.27500000)
#> 4) V34>=0.1348 109 24 M (0.77981651 0.22018349)
#> 8) V42>=0.08115 100 17 M (0.83000000 0.17000000)
#> 16) V31< 0.78715 93 11 M (0.88172043 0.11827957)
#> 32) V1>=0.0128 84 6 M (0.92857143 0.07142857) *
#> 33) V1< 0.0128 9 4 R (0.44444444 0.55555556) *
#> 17) V31>=0.78715 7 1 R (0.14285714 0.85714286) *
#> 9) V42< 0.08115 9 2 R (0.22222222 0.77777778) *
#> 5) V34< 0.1348 11 2 R (0.18181818 0.81818182) *
#> 3) V34>=0.67845 19 3 R (0.15789474 0.84210526) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 46 M (0.66906475 0.33093525)
#> 2) V11>=0.16095 103 20 M (0.80582524 0.19417476)
#> 4) V16< 0.3964 57 1 M (0.98245614 0.01754386) *
#> 5) V16>=0.3964 46 19 M (0.58695652 0.41304348)
#> 10) V37< 0.4645 36 9 M (0.75000000 0.25000000)
#> 20) V52>=0.01035 23 0 M (1.00000000 0.00000000) *
#> 21) V52< 0.01035 13 4 R (0.30769231 0.69230769) *
#> 11) V37>=0.4645 10 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.16095 36 10 R (0.27777778 0.72222222)
#> 6) V20>=0.8321 7 0 M (1.00000000 0.00000000) *
#> 7) V20< 0.8321 29 3 R (0.10344828 0.89655172) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 49 M (0.64748201 0.35251799)
#> 2) V49>=0.04425 64 8 M (0.87500000 0.12500000)
#> 4) V57< 0.0216 57 3 M (0.94736842 0.05263158) *
#> 5) V57>=0.0216 7 2 R (0.28571429 0.71428571) *
#> 3) V49< 0.04425 75 34 R (0.45333333 0.54666667)
#> 6) V19>=0.90615 17 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.90615 58 17 R (0.29310345 0.70689655)
#> 14) V7< 0.08865 12 3 M (0.75000000 0.25000000) *
#> 15) V7>=0.08865 46 8 R (0.17391304 0.82608696)
#> 30) V48>=0.07185 8 3 M (0.62500000 0.37500000) *
#> 31) V48< 0.07185 38 3 R (0.07894737 0.92105263) *
#>
#>
#> $weights
#> [1] 0.7834391 0.3894312 0.5984053 0.8419364 0.7811923 0.6573974 0.6360450
#> [8] 0.7157965 0.7002745 0.6286835 0.4993950 0.5571878 0.5203527 0.9623679
#> [15] 0.5553139 0.5556243 0.6459775 0.8125063 0.7890666 0.6948590 0.7866379
#> [22] 0.7754111 0.5695563 0.6645487 0.8117735 0.6747421 0.6914226 0.8520954
#> [29] 0.6719022 0.6922661 0.7252297 0.6534472 0.6350776 0.8051121 0.7056540
#> [36] 0.8278885 0.5285285 0.6621583 0.6061924 0.6803193 0.6499790 0.6979232
#> [43] 0.9506961 0.5680524 0.7264315 0.6273393 0.6534014 0.7413664 0.7910217
#> [50] 0.5786972 0.6976842 0.8493060 0.7004165 0.7657234 0.7903669 0.8188831
#> [57] 0.7134769 0.7295151 1.0049799 0.7206068 0.6351729 0.6615486 0.8177464
#> [64] 0.6156589 0.5894542 0.9293490 0.7074987 0.5971267 0.7230213 0.6159887
#> [71] 0.6320840 0.7533653 0.5922494 0.6123843 0.5723928 0.7366740 0.7112375
#> [78] 0.7447989 0.6087020 0.7010762 0.7472706 0.6496972 0.7091070 0.7612991
#> [85] 0.7340859 0.6530405 0.5254405 0.6146333 0.8783463 0.4629480 0.7282261
#> [92] 0.8092697 0.5989516 0.6678741 0.6953911 0.8441420 0.5838826 0.5356370
#> [99] 0.9987078 0.7357610
#>
#> $votes
#> [,1] [,2]
#> [1,] 19.150451 50.461873
#> [2,] 18.775373 50.836951
#> [3,] 18.066949 51.545375
#> [4,] 18.070861 51.541463
#> [5,] 17.405026 52.207298
#> [6,] 18.522024 51.090300
#> [7,] 18.014649 51.597675
#> [8,] 19.036769 50.575555
#> [9,] 18.513120 51.099204
#> [10,] 14.746643 54.865681
#> [11,] 17.980665 51.631659
#> [12,] 18.802512 50.809812
#> [13,] 17.469479 52.142845
#> [14,] 18.939932 50.672393
#> [15,] 17.663890 51.948434
#> [16,] 17.771458 51.840866
#> [17,] 16.373171 53.239153
#> [18,] 16.699342 52.912982
#> [19,] 17.694029 51.918295
#> [20,] 18.975839 50.636485
#> [21,] 17.684982 51.927342
#> [22,] 17.885070 51.727255
#> [23,] 18.160364 51.451960
#> [24,] 14.402404 55.209921
#> [25,] 16.327420 53.284904
#> [26,] 14.725103 54.887221
#> [27,] 17.208425 52.403899
#> [28,] 17.697443 51.914881
#> [29,] 13.930634 55.681690
#> [30,] 17.254298 52.358026
#> [31,] 18.126607 51.485718
#> [32,] 18.464270 51.148054
#> [33,] 18.669769 50.942555
#> [34,] 18.918134 50.694190
#> [35,] 9.085085 60.527239
#> [36,] 14.588649 55.023675
#> [37,] 14.926620 54.685704
#> [38,] 18.243406 51.368918
#> [39,] 13.776554 55.835770
#> [40,] 15.807692 53.804632
#> [41,] 13.456517 56.155807
#> [42,] 18.043648 51.568676
#> [43,] 14.149028 55.463297
#> [44,] 14.298637 55.313688
#> [45,] 14.587752 55.024572
#> [46,] 16.841190 52.771134
#> [47,] 17.966069 51.646255
#> [48,] 15.370140 54.242184
#> [49,] 17.365137 52.247187
#> [50,] 18.022641 51.589683
#> [51,] 17.254417 52.357907
#> [52,] 19.238025 50.374299
#> [53,] 17.718968 51.893356
#> [54,] 17.579983 52.032341
#> [55,] 14.833261 54.779063
#> [56,] 18.165457 51.446867
#> [57,] 18.367868 51.244457
#> [58,] 18.486866 51.125458
#> [59,] 18.564673 51.047651
#> [60,] 18.258725 51.353599
#> [61,] 18.584120 51.028204
#> [62,] 17.525317 52.087007
#> [63,] 17.807875 51.804449
#> [64,] 18.473077 51.139247
#> [65,] 50.514197 19.098127
#> [66,] 50.815337 18.796987
#> [67,] 50.528393 19.083931
#> [68,] 51.101104 18.511221
#> [69,] 52.139009 17.473316
#> [70,] 50.270621 19.341703
#> [71,] 50.942856 18.669469
#> [72,] 50.602392 19.009932
#> [73,] 51.171138 18.441187
#> [74,] 52.701140 16.911184
#> [75,] 51.205863 18.406462
#> [76,] 53.003445 16.608880
#> [77,] 53.637685 15.974639
#> [78,] 52.841195 16.771130
#> [79,] 50.957864 18.654461
#> [80,] 51.662838 17.949486
#> [81,] 58.538157 11.074167
#> [82,] 51.673695 17.938629
#> [83,] 51.423488 18.188836
#> [84,] 51.640415 17.971909
#> [85,] 52.545991 17.066333
#> [86,] 51.589579 18.022745
#> [87,] 51.869461 17.742863
#> [88,] 55.246916 14.365408
#> [89,] 51.106592 18.505732
#> [90,] 56.977155 12.635169
#> [91,] 51.050347 18.561977
#> [92,] 55.249640 14.362684
#> [93,] 52.147545 17.464779
#> [94,] 52.130747 17.481577
#> [95,] 59.149386 10.462938
#> [96,] 51.759193 17.853131
#> [97,] 50.644577 18.967747
#> [98,] 51.443050 18.169274
#> [99,] 59.600755 10.011570
#> [100,] 54.775013 14.837311
#> [101,] 52.677705 16.934619
#> [102,] 52.429627 17.182697
#> [103,] 50.827199 18.785126
#> [104,] 50.788730 18.823594
#> [105,] 51.943414 17.668910
#> [106,] 50.875822 18.736502
#> [107,] 54.216362 15.395963
#> [108,] 54.125388 15.486936
#> [109,] 50.892330 18.719994
#> [110,] 52.903139 16.709185
#> [111,] 50.607516 19.004808
#> [112,] 50.752718 18.859606
#> [113,] 52.263210 17.349115
#> [114,] 51.794723 17.817602
#> [115,] 51.900509 17.711815
#> [116,] 51.016675 18.595649
#> [117,] 50.586924 19.025400
#> [118,] 51.983539 17.628785
#> [119,] 54.405828 15.206497
#> [120,] 50.902216 18.710109
#> [121,] 51.377260 18.235064
#> [122,] 51.176508 18.435816
#> [123,] 63.182747 6.429577
#> [124,] 54.516210 15.096114
#> [125,] 53.515914 16.096410
#> [126,] 60.745986 8.866338
#> [127,] 65.389274 4.223050
#> [128,] 53.229854 16.382470
#> [129,] 56.093046 13.519279
#> [130,] 51.781386 17.830938
#> [131,] 51.488110 18.124214
#> [132,] 50.996607 18.615717
#> [133,] 52.412796 17.199528
#> [134,] 54.913219 14.699105
#> [135,] 52.244617 17.367707
#> [136,] 56.448375 13.163949
#> [137,] 51.859991 17.752333
#> [138,] 51.688618 17.923706
#> [139,] 51.715243 17.897081
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.2751014 0.72489856
#> [2,] 0.2697134 0.73028665
#> [3,] 0.2595366 0.74046336
#> [4,] 0.2595928 0.74040716
#> [5,] 0.2500279 0.74997205
#> [6,] 0.2660739 0.73392607
#> [7,] 0.2587853 0.74121466
#> [8,] 0.2734684 0.72653163
#> [9,] 0.2659460 0.73405399
#> [10,] 0.2118395 0.78816046
#> [11,] 0.2582972 0.74170284
#> [12,] 0.2701032 0.72989679
#> [13,] 0.2509538 0.74904618
#> [14,] 0.2720773 0.72792272
#> [15,] 0.2537466 0.74625341
#> [16,] 0.2552918 0.74470816
#> [17,] 0.2352051 0.76479494
#> [18,] 0.2398906 0.76010940
#> [19,] 0.2541795 0.74582045
#> [20,] 0.2725931 0.72740691
#> [21,] 0.2540496 0.74595042
#> [22,] 0.2569239 0.74307610
#> [23,] 0.2608786 0.73912142
#> [24,] 0.2068945 0.79310555
#> [25,] 0.2345478 0.76545217
#> [26,] 0.2115301 0.78846988
#> [27,] 0.2472037 0.75279629
#> [28,] 0.2542286 0.74577141
#> [29,] 0.2001174 0.79988265
#> [30,] 0.2478627 0.75213730
#> [31,] 0.2603936 0.73960636
#> [32,] 0.2652443 0.73475574
#> [33,] 0.2681963 0.73180369
#> [34,] 0.2717641 0.72823585
#> [35,] 0.1305097 0.86949027
#> [36,] 0.2095699 0.79043008
#> [37,] 0.2144250 0.78557504
#> [38,] 0.2620715 0.73792850
#> [39,] 0.1979040 0.80209605
#> [40,] 0.2270818 0.77291820
#> [41,] 0.1933065 0.80669347
#> [42,] 0.2592019 0.74079808
#> [43,] 0.2032546 0.79674536
#> [44,] 0.2054038 0.79459619
#> [45,] 0.2095570 0.79044297
#> [46,] 0.2419283 0.75807171
#> [47,] 0.2580875 0.74191253
#> [48,] 0.2207962 0.77920375
#> [49,] 0.2494549 0.75054507
#> [50,] 0.2589002 0.74109985
#> [51,] 0.2478644 0.75213560
#> [52,] 0.2763595 0.72364053
#> [53,] 0.2545378 0.74546219
#> [54,] 0.2525413 0.74745875
#> [55,] 0.2130838 0.78691617
#> [56,] 0.2609517 0.73904826
#> [57,] 0.2638594 0.73614058
#> [58,] 0.2655689 0.73443113
#> [59,] 0.2666866 0.73331341
#> [60,] 0.2622916 0.73770844
#> [61,] 0.2669660 0.73303405
#> [62,] 0.2517559 0.74824405
#> [63,] 0.2558150 0.74418502
#> [64,] 0.2653708 0.73462922
#> [65,] 0.7256502 0.27434979
#> [66,] 0.7299762 0.27002384
#> [67,] 0.7258541 0.27414587
#> [68,] 0.7340813 0.26591873
#> [69,] 0.7489911 0.25100894
#> [70,] 0.7221512 0.27784883
#> [71,] 0.7318080 0.26819200
#> [72,] 0.7269171 0.27308286
#> [73,] 0.7350873 0.26491267
#> [74,] 0.7570662 0.24293377
#> [75,] 0.7355862 0.26441383
#> [76,] 0.7614089 0.23859108
#> [77,] 0.7705200 0.22948004
#> [78,] 0.7590782 0.24092185
#> [79,] 0.7320236 0.26797641
#> [80,] 0.7421507 0.25784926
#> [81,] 0.8409166 0.15908343
#> [82,] 0.7423067 0.25769329
#> [83,] 0.7387124 0.26128758
#> [84,] 0.7418286 0.25817137
#> [85,] 0.7548375 0.24516252
#> [86,] 0.7410984 0.25890164
#> [87,] 0.7451189 0.25488106
#> [88,] 0.7936370 0.20636300
#> [89,] 0.7341601 0.26583988
#> [90,] 0.8184923 0.18150765
#> [91,] 0.7333521 0.26664786
#> [92,] 0.7936761 0.20632387
#> [93,] 0.7491137 0.25088631
#> [94,] 0.7488724 0.25112762
#> [95,] 0.8496970 0.15030295
#> [96,] 0.7435349 0.25646509
#> [97,] 0.7275231 0.27247685
#> [98,] 0.7389934 0.26100658
#> [99,] 0.8561811 0.14381892
#> [100,] 0.7868580 0.21314202
#> [101,] 0.7567296 0.24327042
#> [102,] 0.7531659 0.24683413
#> [103,] 0.7301466 0.26985345
#> [104,] 0.7295939 0.27040606
#> [105,] 0.7461813 0.25381871
#> [106,] 0.7308450 0.26915495
#> [107,] 0.7788328 0.22116720
#> [108,] 0.7775260 0.22247405
#> [109,] 0.7310822 0.26891781
#> [110,] 0.7599680 0.24003199
#> [111,] 0.7269908 0.27300924
#> [112,] 0.7290766 0.27092337
#> [113,] 0.7507752 0.24922476
#> [114,] 0.7440453 0.25595470
#> [115,] 0.7455650 0.25443504
#> [116,] 0.7328684 0.26713157
#> [117,] 0.7266949 0.27330505
#> [118,] 0.7467577 0.25324230
#> [119,] 0.7815545 0.21844547
#> [120,] 0.7312242 0.26877581
#> [121,] 0.7380483 0.26195166
#> [122,] 0.7351645 0.26483552
#> [123,] 0.9076374 0.09236262
#> [124,] 0.7831402 0.21685979
#> [125,] 0.7687707 0.23122931
#> [126,] 0.8726326 0.12736736
#> [127,] 0.9393347 0.06066527
#> [128,] 0.7646613 0.23533865
#> [129,] 0.8057919 0.19420812
#> [130,] 0.7438537 0.25614629
#> [131,] 0.7396407 0.26035927
#> [132,] 0.7325802 0.26741984
#> [133,] 0.7529241 0.24707590
#> [134,] 0.7888434 0.21115664
#> [135,] 0.7505082 0.24949184
#> [136,] 0.8108963 0.18910371
#> [137,] 0.7449829 0.25501710
#> [138,] 0.7425211 0.25747892
#> [139,] 0.7429036 0.25709644
#>
#> $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" "M" "M" "M" "M" "M" "M" "M" "M"
#> [73] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [91] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [109] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [127] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#>
#> $importance
#> V1 V10 V11 V12 V13 V14 V15 V16
#> 1.9183904 1.2254858 4.4589690 2.0279453 1.5405863 1.3730185 0.3428867 2.1998432
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 2.2239997 0.5303047 0.8728924 0.6889911 2.3475243 0.8719468 0.5064400 4.0091832
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.6121127 0.6071071 1.2558297 1.8593144 3.2709154 1.3724287 0.5772004 0.6657118
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 3.8864351 1.1800476 1.0740297 1.7294411 0.3448673 2.5835829 5.0561016 0.6276204
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.1260577 3.0091532 1.4376484 0.7708400 2.6960079 1.7506082 0.2137251 2.3003762
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 0.9776120 0.9725044 1.8262292 4.0537811 0.4702186 1.1167121 4.1854419 3.1617210
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.8200043 2.9539335 2.5110394 1.6219760 0.6731846 1.5960729 0.8537178 1.0802893
#> V60 V7 V8 V9
#> 0.5720343 0.3954351 0.4970698 1.5154529
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 75 64
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V37 V11 V51 V49 V23 V31 V28 V52
#> 5.0561016 4.4589690 4.1854419 4.0537811 4.0091832 3.8864351 3.2709154 3.1617210
#> V4 V54 V42 V36 V55 V20 V45 V17
#> 3.0091532 2.9539335 2.6960079 2.5835829 2.5110394 2.3475243 2.3003762 2.2239997
#> V16 V39 V12 V1 V27 V48 V43 V34
#> 2.1998432 2.1260577 2.0279453 1.9183904 1.8593144 1.8262292 1.7506082 1.7294411
#> V56 V58 V13 V9 V40 V14 V29 V26
#> 1.6219760 1.5960729 1.5405863 1.5154529 1.4376484 1.3730185 1.3724287 1.2558297
#> V10 V32 V50 V6 V33 V46 V47 V19
#> 1.2254858 1.1800476 1.1167121 1.0802893 1.0740297 0.9776120 0.9725044 0.8728924
#> V21 V59 V53 V41 V2 V57 V30 V38
#> 0.8719468 0.8537178 0.8200043 0.7708400 0.6889911 0.6731846 0.6657118 0.6276204
#> V24 V25 V3 V60 V18 V22 V8 V5
#> 0.6121127 0.6071071 0.5772004 0.5720343 0.5303047 0.5064400 0.4970698 0.4702186
#> V7 V35 V15 V44
#> 0.3954351 0.3448673 0.3428867 0.2137251
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.173913