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 63 M (0.5467626 0.4532374)
#> 2) V11>=0.17095 87 18 M (0.7931034 0.2068966)
#> 4) V17< 0.90305 78 10 M (0.8717949 0.1282051) *
#> 5) V17>=0.90305 9 1 R (0.1111111 0.8888889) *
#> 3) V11< 0.17095 52 7 R (0.1346154 0.8653846)
#> 6) V45>=0.16305 12 5 M (0.5833333 0.4166667) *
#> 7) V45< 0.16305 40 0 R (0.0000000 1.0000000) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V49>=0.0368 75 23 M (0.69333333 0.30666667)
#> 4) V37< 0.4634 48 3 M (0.93750000 0.06250000) *
#> 5) V37>=0.4634 27 7 R (0.25925926 0.74074074)
#> 10) V45>=0.3148 9 2 M (0.77777778 0.22222222) *
#> 11) V45< 0.3148 18 0 R (0.00000000 1.00000000) *
#> 3) V49< 0.0368 64 9 R (0.14062500 0.85937500)
#> 6) V19>=0.7425 8 0 M (1.00000000 0.00000000) *
#> 7) V19< 0.7425 56 1 R (0.01785714 0.98214286) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V52>=0.00935 81 21 M (0.7407407 0.2592593)
#> 4) V1>=0.01285 65 9 M (0.8615385 0.1384615) *
#> 5) V1< 0.01285 16 4 R (0.2500000 0.7500000) *
#> 3) V52< 0.00935 58 15 R (0.2586207 0.7413793)
#> 6) V24>=0.9332 9 1 M (0.8888889 0.1111111) *
#> 7) V24< 0.9332 49 7 R (0.1428571 0.8571429) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V47>=0.0892 95 33 M (0.65263158 0.34736842)
#> 4) V16< 0.66455 80 19 M (0.76250000 0.23750000)
#> 8) V41< 0.5995 69 8 M (0.88405797 0.11594203)
#> 16) V30>=0.39205 59 2 M (0.96610169 0.03389831) *
#> 17) V30< 0.39205 10 4 R (0.40000000 0.60000000) *
#> 9) V41>=0.5995 11 0 R (0.00000000 1.00000000) *
#> 5) V16>=0.66455 15 1 R (0.06666667 0.93333333) *
#> 3) V47< 0.0892 44 8 R (0.18181818 0.81818182)
#> 6) V28< 0.45465 10 3 M (0.70000000 0.30000000) *
#> 7) V28>=0.45465 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.1786 93 27 M (0.70967742 0.29032258)
#> 4) V9< 0.3316 81 16 M (0.80246914 0.19753086)
#> 8) V8>=0.10425 63 6 M (0.90476190 0.09523810)
#> 16) V39>=0.1365 56 2 M (0.96428571 0.03571429) *
#> 17) V39< 0.1365 7 3 R (0.42857143 0.57142857) *
#> 9) V8< 0.10425 18 8 R (0.44444444 0.55555556) *
#> 5) V9>=0.3316 12 1 R (0.08333333 0.91666667) *
#> 3) V12< 0.1786 46 8 R (0.17391304 0.82608696)
#> 6) V22>=0.94125 7 1 M (0.85714286 0.14285714) *
#> 7) V22< 0.94125 39 2 R (0.05128205 0.94871795) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V23>=0.78505 59 10 M (0.83050847 0.16949153)
#> 4) V13>=0.2391 44 1 M (0.97727273 0.02272727) *
#> 5) V13< 0.2391 15 6 R (0.40000000 0.60000000) *
#> 3) V23< 0.78505 80 25 R (0.31250000 0.68750000)
#> 6) V51>=0.01535 31 10 M (0.67741935 0.32258065)
#> 12) V12>=0.2248 20 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.2248 11 1 R (0.09090909 0.90909091) *
#> 7) V51< 0.01535 49 4 R (0.08163265 0.91836735) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.5899281 0.4100719)
#> 2) V36< 0.45655 87 19 M (0.7816092 0.2183908)
#> 4) V47>=0.0468 77 11 M (0.8571429 0.1428571)
#> 8) V9>=0.1073 64 3 M (0.9531250 0.0468750) *
#> 9) V9< 0.1073 13 5 R (0.3846154 0.6153846) *
#> 5) V47< 0.0468 10 2 R (0.2000000 0.8000000) *
#> 3) V36>=0.45655 52 14 R (0.2692308 0.7307692)
#> 6) V10>=0.2924 9 0 M (1.0000000 0.0000000) *
#> 7) V10< 0.2924 43 5 R (0.1162791 0.8837209)
#> 14) V25>=0.83865 7 2 M (0.7142857 0.2857143) *
#> 15) V25< 0.83865 36 0 R (0.0000000 1.0000000) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V11>=0.10985 113 55 M (0.51327434 0.48672566)
#> 4) V33< 0.5482 89 33 M (0.62921348 0.37078652)
#> 8) V55< 0.00685 40 4 M (0.90000000 0.10000000) *
#> 9) V55>=0.00685 49 20 R (0.40816327 0.59183673)
#> 18) V58>=0.00965 20 4 M (0.80000000 0.20000000)
#> 36) V11>=0.27085 13 0 M (1.00000000 0.00000000) *
#> 37) V11< 0.27085 7 3 R (0.42857143 0.57142857) *
#> 19) V58< 0.00965 29 4 R (0.13793103 0.86206897) *
#> 5) V33>=0.5482 24 2 R (0.08333333 0.91666667) *
#> 3) V11< 0.10985 26 0 R (0.00000000 1.00000000) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V11>=0.10815 115 42 M (0.63478261 0.36521739)
#> 4) V36< 0.4542 75 16 M (0.78666667 0.21333333)
#> 8) V42>=0.10195 67 9 M (0.86567164 0.13432836)
#> 16) V17< 0.92605 57 3 M (0.94736842 0.05263158) *
#> 17) V17>=0.92605 10 4 R (0.40000000 0.60000000) *
#> 9) V42< 0.10195 8 1 R (0.12500000 0.87500000) *
#> 5) V36>=0.4542 40 14 R (0.35000000 0.65000000)
#> 10) V39>=0.30225 22 8 M (0.63636364 0.36363636)
#> 20) V40< 0.61 13 1 M (0.92307692 0.07692308) *
#> 21) V40>=0.61 9 2 R (0.22222222 0.77777778) *
#> 11) V39< 0.30225 18 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.10815 24 0 R (0.00000000 1.00000000) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V51>=0.01325 69 16 M (0.76811594 0.23188406)
#> 4) V41< 0.59825 58 7 M (0.87931034 0.12068966) *
#> 5) V41>=0.59825 11 2 R (0.18181818 0.81818182) *
#> 3) V51< 0.01325 70 24 R (0.34285714 0.65714286)
#> 6) V39>=0.2716 31 11 M (0.64516129 0.35483871)
#> 12) V29>=0.4101 22 2 M (0.90909091 0.09090909) *
#> 13) V29< 0.4101 9 0 R (0.00000000 1.00000000) *
#> 7) V39< 0.2716 39 4 R (0.10256410 0.89743590) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V9>=0.15935 58 13 M (0.77586207 0.22413793)
#> 4) V16< 0.39975 33 0 M (1.00000000 0.00000000) *
#> 5) V16>=0.39975 25 12 R (0.48000000 0.52000000)
#> 10) V40< 0.192 12 1 M (0.91666667 0.08333333) *
#> 11) V40>=0.192 13 1 R (0.07692308 0.92307692) *
#> 3) V9< 0.15935 81 28 R (0.34567901 0.65432099)
#> 6) V49>=0.0844 16 1 M (0.93750000 0.06250000) *
#> 7) V49< 0.0844 65 13 R (0.20000000 0.80000000)
#> 14) V12>=0.20075 28 13 R (0.46428571 0.53571429)
#> 28) V38>=0.42265 8 0 M (1.00000000 0.00000000) *
#> 29) V38< 0.42265 20 5 R (0.25000000 0.75000000)
#> 58) V45< 0.1326 8 3 M (0.62500000 0.37500000) *
#> 59) V45>=0.1326 12 0 R (0.00000000 1.00000000) *
#> 15) V12< 0.20075 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V11>=0.1707 79 18 M (0.77215190 0.22784810)
#> 4) V51>=0.0129 43 0 M (1.00000000 0.00000000) *
#> 5) V51< 0.0129 36 18 M (0.50000000 0.50000000)
#> 10) V16< 0.4036 16 1 M (0.93750000 0.06250000) *
#> 11) V16>=0.4036 20 3 R (0.15000000 0.85000000) *
#> 3) V11< 0.1707 60 9 R (0.15000000 0.85000000)
#> 6) V5>=0.09735 9 2 M (0.77777778 0.22222222) *
#> 7) V5< 0.09735 51 2 R (0.03921569 0.96078431) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V52>=0.00885 97 30 M (0.69072165 0.30927835)
#> 4) V1>=0.02605 46 4 M (0.91304348 0.08695652) *
#> 5) V1< 0.02605 51 25 R (0.49019608 0.50980392)
#> 10) V59< 0.00505 24 4 M (0.83333333 0.16666667)
#> 20) V11>=0.1968 17 0 M (1.00000000 0.00000000) *
#> 21) V11< 0.1968 7 3 R (0.42857143 0.57142857) *
#> 11) V59>=0.00505 27 5 R (0.18518519 0.81481481)
#> 22) V3< 0.0284 7 3 M (0.57142857 0.42857143) *
#> 23) V3>=0.0284 20 1 R (0.05000000 0.95000000) *
#> 3) V52< 0.00885 42 8 R (0.19047619 0.80952381)
#> 6) V57< 0.0057 8 2 M (0.75000000 0.25000000) *
#> 7) V57>=0.0057 34 2 R (0.05882353 0.94117647) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V45>=0.3298 25 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.3298 114 47 R (0.41228070 0.58771930)
#> 6) V36< 0.3979 77 32 M (0.58441558 0.41558442)
#> 12) V11>=0.15895 58 16 M (0.72413793 0.27586207)
#> 24) V32>=0.0894 51 9 M (0.82352941 0.17647059)
#> 48) V17< 0.9452 41 1 M (0.97560976 0.02439024) *
#> 49) V17>=0.9452 10 2 R (0.20000000 0.80000000) *
#> 25) V32< 0.0894 7 0 R (0.00000000 1.00000000) *
#> 13) V11< 0.15895 19 3 R (0.15789474 0.84210526) *
#> 7) V36>=0.3979 37 2 R (0.05405405 0.94594595) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V4>=0.07835 31 3 M (0.90322581 0.09677419) *
#> 3) V4< 0.07835 108 40 R (0.37037037 0.62962963)
#> 6) V28>=0.8234 40 13 M (0.67500000 0.32500000)
#> 12) V49>=0.0258 29 2 M (0.93103448 0.06896552) *
#> 13) V49< 0.0258 11 0 R (0.00000000 1.00000000) *
#> 7) V28< 0.8234 68 13 R (0.19117647 0.80882353)
#> 14) V23>=0.8285 20 9 M (0.55000000 0.45000000)
#> 28) V13>=0.1639 10 0 M (1.00000000 0.00000000) *
#> 29) V13< 0.1639 10 1 R (0.10000000 0.90000000) *
#> 15) V23< 0.8285 48 2 R (0.04166667 0.95833333) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V56>=0.0146 29 1 M (0.96551724 0.03448276) *
#> 3) V56< 0.0146 110 39 R (0.35454545 0.64545455)
#> 6) V22>=0.9323 14 0 M (1.00000000 0.00000000) *
#> 7) V22< 0.9323 96 25 R (0.26041667 0.73958333)
#> 14) V27>=0.9009 19 4 M (0.78947368 0.21052632) *
#> 15) V27< 0.9009 77 10 R (0.12987013 0.87012987)
#> 30) V54>=0.0151 10 3 M (0.70000000 0.30000000) *
#> 31) V54< 0.0151 67 3 R (0.04477612 0.95522388) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V23>=0.7962 50 12 M (0.76000000 0.24000000)
#> 4) V42>=0.08525 41 4 M (0.90243902 0.09756098) *
#> 5) V42< 0.08525 9 1 R (0.11111111 0.88888889) *
#> 3) V23< 0.7962 89 32 R (0.35955056 0.64044944)
#> 6) V2>=0.0677 14 1 M (0.92857143 0.07142857) *
#> 7) V2< 0.0677 75 19 R (0.25333333 0.74666667)
#> 14) V27>=0.8167 24 8 M (0.66666667 0.33333333)
#> 28) V58< 0.0086 17 1 M (0.94117647 0.05882353) *
#> 29) V58>=0.0086 7 0 R (0.00000000 1.00000000) *
#> 15) V27< 0.8167 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V27< 0.55535 44 8 M (0.81818182 0.18181818)
#> 4) V23>=0.48635 35 1 M (0.97142857 0.02857143) *
#> 5) V23< 0.48635 9 2 R (0.22222222 0.77777778) *
#> 3) V27>=0.55535 95 28 R (0.29473684 0.70526316)
#> 6) V48>=0.0766 40 15 M (0.62500000 0.37500000)
#> 12) V26>=0.73665 22 1 M (0.95454545 0.04545455) *
#> 13) V26< 0.73665 18 4 R (0.22222222 0.77777778) *
#> 7) V48< 0.0766 55 3 R (0.05454545 0.94545455) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V21>=0.6416 78 23 M (0.70512821 0.29487179)
#> 4) V56>=0.00195 63 8 M (0.87301587 0.12698413)
#> 8) V27< 0.588 40 0 M (1.00000000 0.00000000) *
#> 9) V27>=0.588 23 8 M (0.65217391 0.34782609)
#> 18) V44>=0.15035 15 0 M (1.00000000 0.00000000) *
#> 19) V44< 0.15035 8 0 R (0.00000000 1.00000000) *
#> 5) V56< 0.00195 15 0 R (0.00000000 1.00000000) *
#> 3) V21< 0.6416 61 13 R (0.21311475 0.78688525)
#> 6) V27>=0.8444 15 5 M (0.66666667 0.33333333) *
#> 7) V27< 0.8444 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V47>=0.05925 102 43 M (0.57843137 0.42156863)
#> 4) V37< 0.1872 33 1 M (0.96969697 0.03030303) *
#> 5) V37>=0.1872 69 27 R (0.39130435 0.60869565)
#> 10) V48< 0.06145 16 2 M (0.87500000 0.12500000) *
#> 11) V48>=0.06145 53 13 R (0.24528302 0.75471698)
#> 22) V45>=0.471 7 0 M (1.00000000 0.00000000) *
#> 23) V45< 0.471 46 6 R (0.13043478 0.86956522)
#> 46) V3< 0.0133 9 3 M (0.66666667 0.33333333) *
#> 47) V3>=0.0133 37 0 R (0.00000000 1.00000000) *
#> 3) V47< 0.05925 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V11>=0.1573 100 27 M (0.73000000 0.27000000)
#> 4) V38>=0.2463 62 8 M (0.87096774 0.12903226)
#> 8) V36< 0.72915 54 3 M (0.94444444 0.05555556) *
#> 9) V36>=0.72915 8 3 R (0.37500000 0.62500000) *
#> 5) V38< 0.2463 38 19 M (0.50000000 0.50000000)
#> 10) V48>=0.0562 23 5 M (0.78260870 0.21739130)
#> 20) V28>=0.5062 14 0 M (1.00000000 0.00000000) *
#> 21) V28< 0.5062 9 4 R (0.44444444 0.55555556) *
#> 11) V48< 0.0562 15 1 R (0.06666667 0.93333333) *
#> 3) V11< 0.1573 39 5 R (0.12820513 0.87179487)
#> 6) V16>=0.33075 7 2 M (0.71428571 0.28571429) *
#> 7) V16< 0.33075 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V1>=0.0133 104 31 M (0.70192308 0.29807692)
#> 4) V18>=0.14685 95 22 M (0.76842105 0.23157895)
#> 8) V36< 0.41575 53 3 M (0.94339623 0.05660377) *
#> 9) V36>=0.41575 42 19 M (0.54761905 0.45238095)
#> 18) V39>=0.35885 26 4 M (0.84615385 0.15384615) *
#> 19) V39< 0.35885 16 1 R (0.06250000 0.93750000) *
#> 5) V18< 0.14685 9 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.0133 35 5 R (0.14285714 0.85714286)
#> 6) V48>=0.07635 7 3 M (0.57142857 0.42857143) *
#> 7) V48< 0.07635 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V27< 0.55535 51 10 M (0.80392157 0.19607843)
#> 4) V4>=0.0379 44 4 M (0.90909091 0.09090909) *
#> 5) V4< 0.0379 7 1 R (0.14285714 0.85714286) *
#> 3) V27>=0.55535 88 21 R (0.23863636 0.76136364)
#> 6) V6< 0.04865 9 1 M (0.88888889 0.11111111) *
#> 7) V6>=0.04865 79 13 R (0.16455696 0.83544304)
#> 14) V34< 0.26195 20 10 M (0.50000000 0.50000000)
#> 28) V46>=0.0866 12 2 M (0.83333333 0.16666667) *
#> 29) V46< 0.0866 8 0 R (0.00000000 1.00000000) *
#> 15) V34>=0.26195 59 3 R (0.05084746 0.94915254) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V11>=0.1707 96 29 M (0.69791667 0.30208333)
#> 4) V36< 0.4607 71 12 M (0.83098592 0.16901408)
#> 8) V47>=0.021 64 5 M (0.92187500 0.07812500) *
#> 9) V47< 0.021 7 0 R (0.00000000 1.00000000) *
#> 5) V36>=0.4607 25 8 R (0.32000000 0.68000000)
#> 10) V45>=0.34395 8 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.34395 17 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 43 4 R (0.09302326 0.90697674)
#> 6) V19>=0.75015 7 3 M (0.57142857 0.42857143) *
#> 7) V19< 0.75015 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V2>=0.0705 25 0 M (1.00000000 0.00000000) *
#> 3) V2< 0.0705 114 31 R (0.27192982 0.72807018)
#> 6) V6< 0.0482 13 2 M (0.84615385 0.15384615) *
#> 7) V6>=0.0482 101 20 R (0.19801980 0.80198020)
#> 14) V53>=0.01665 11 2 M (0.81818182 0.18181818) *
#> 15) V53< 0.01665 90 11 R (0.12222222 0.87777778)
#> 30) V23>=0.78505 28 9 R (0.32142857 0.67857143)
#> 60) V13>=0.27235 7 0 M (1.00000000 0.00000000) *
#> 61) V13< 0.27235 21 2 R (0.09523810 0.90476190) *
#> 31) V23< 0.78505 62 2 R (0.03225806 0.96774194) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V2>=0.06865 16 0 M (1.00000000 0.00000000) *
#> 3) V2< 0.06865 123 46 R (0.37398374 0.62601626)
#> 6) V55< 0.00635 44 15 M (0.65909091 0.34090909)
#> 12) V11>=0.16565 25 1 M (0.96000000 0.04000000) *
#> 13) V11< 0.16565 19 5 R (0.26315789 0.73684211) *
#> 7) V55>=0.00635 79 17 R (0.21518987 0.78481013)
#> 14) V19>=0.92125 10 2 M (0.80000000 0.20000000) *
#> 15) V19< 0.92125 69 9 R (0.13043478 0.86956522)
#> 30) V24>=0.92795 8 3 M (0.62500000 0.37500000) *
#> 31) V24< 0.92795 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V51>=0.01615 59 10 M (0.83050847 0.16949153)
#> 4) V48>=0.05395 52 4 M (0.92307692 0.07692308) *
#> 5) V48< 0.05395 7 1 R (0.14285714 0.85714286) *
#> 3) V51< 0.01615 80 30 R (0.37500000 0.62500000)
#> 6) V55< 0.0035 25 4 M (0.84000000 0.16000000)
#> 12) V10>=0.16315 18 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.16315 7 3 R (0.42857143 0.57142857) *
#> 7) V55>=0.0035 55 9 R (0.16363636 0.83636364)
#> 14) V60>=0.00885 9 3 M (0.66666667 0.33333333) *
#> 15) V60< 0.00885 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V60< 0.00365 45 8 M (0.82222222 0.17777778)
#> 4) V39>=0.1385 38 3 M (0.92105263 0.07894737) *
#> 5) V39< 0.1385 7 2 R (0.28571429 0.71428571) *
#> 3) V60>=0.00365 94 32 R (0.34042553 0.65957447)
#> 6) V53>=0.015 22 4 M (0.81818182 0.18181818)
#> 12) V21>=0.4863 15 0 M (1.00000000 0.00000000) *
#> 13) V21< 0.4863 7 3 R (0.42857143 0.57142857) *
#> 7) V53< 0.015 72 14 R (0.19444444 0.80555556)
#> 14) V27>=0.91975 9 1 M (0.88888889 0.11111111) *
#> 15) V27< 0.91975 63 6 R (0.09523810 0.90476190) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V37< 0.18745 50 12 M (0.76000000 0.24000000)
#> 4) V10>=0.07365 43 5 M (0.88372093 0.11627907) *
#> 5) V10< 0.07365 7 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.18745 89 28 R (0.31460674 0.68539326)
#> 6) V45>=0.35835 14 1 M (0.92857143 0.07142857) *
#> 7) V45< 0.35835 75 15 R (0.20000000 0.80000000)
#> 14) V54>=0.02155 7 0 M (1.00000000 0.00000000) *
#> 15) V54< 0.02155 68 8 R (0.11764706 0.88235294) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V11>=0.1707 93 26 M (0.72043011 0.27956989)
#> 4) V8< 0.2922 79 12 M (0.84810127 0.15189873)
#> 8) V16< 0.7473 72 7 M (0.90277778 0.09722222) *
#> 9) V16>=0.7473 7 2 R (0.28571429 0.71428571) *
#> 5) V8>=0.2922 14 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 46 13 R (0.28260870 0.71739130)
#> 6) V45>=0.16305 21 8 M (0.61904762 0.38095238)
#> 12) V33< 0.50605 12 0 M (1.00000000 0.00000000) *
#> 13) V33>=0.50605 9 1 R (0.11111111 0.88888889) *
#> 7) V45< 0.16305 25 0 R (0.00000000 1.00000000) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.4676259 0.5323741)
#> 2) V2>=0.0677 21 0 M (1.0000000 0.0000000) *
#> 3) V2< 0.0677 118 44 R (0.3728814 0.6271186)
#> 6) V55< 0.0065 38 9 M (0.7631579 0.2368421)
#> 12) V39>=0.1738 29 3 M (0.8965517 0.1034483) *
#> 13) V39< 0.1738 9 3 R (0.3333333 0.6666667) *
#> 7) V55>=0.0065 80 15 R (0.1875000 0.8125000)
#> 14) V12>=0.397 11 4 M (0.6363636 0.3636364) *
#> 15) V12< 0.397 69 8 R (0.1159420 0.8840580) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.4748201 0.5251799)
#> 2) V60< 0.0052 61 19 M (0.6885246 0.3114754)
#> 4) V34>=0.22945 42 5 M (0.8809524 0.1190476) *
#> 5) V34< 0.22945 19 5 R (0.2631579 0.7368421) *
#> 3) V60>=0.0052 78 24 R (0.3076923 0.6923077)
#> 6) V56>=0.01565 11 0 M (1.0000000 0.0000000) *
#> 7) V56< 0.01565 67 13 R (0.1940299 0.8059701)
#> 14) V23>=0.84715 10 3 M (0.7000000 0.3000000) *
#> 15) V23< 0.84715 57 6 R (0.1052632 0.8947368)
#> 30) V45< 0.0674 7 2 M (0.7142857 0.2857143) *
#> 31) V45>=0.0674 50 1 R (0.0200000 0.9800000) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V37< 0.39155 82 26 M (0.68292683 0.31707317)
#> 4) V42>=0.08525 66 12 M (0.81818182 0.18181818)
#> 8) V18>=0.2115 56 4 M (0.92857143 0.07142857) *
#> 9) V18< 0.2115 10 2 R (0.20000000 0.80000000) *
#> 5) V42< 0.08525 16 2 R (0.12500000 0.87500000) *
#> 3) V37>=0.39155 57 15 R (0.26315789 0.73684211)
#> 6) V44>=0.43735 7 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.43735 50 8 R (0.16000000 0.84000000)
#> 14) V24>=0.9259 10 4 M (0.60000000 0.40000000) *
#> 15) V24< 0.9259 40 2 R (0.05000000 0.95000000) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V45>=0.3586 23 1 M (0.95652174 0.04347826) *
#> 3) V45< 0.3586 116 41 R (0.35344828 0.64655172)
#> 6) V23>=0.7911 41 16 M (0.60975610 0.39024390)
#> 12) V11>=0.11145 29 4 M (0.86206897 0.13793103) *
#> 13) V11< 0.11145 12 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.7911 75 16 R (0.21333333 0.78666667)
#> 14) V28>=0.9374 10 2 M (0.80000000 0.20000000) *
#> 15) V28< 0.9374 65 8 R (0.12307692 0.87692308)
#> 30) V28< 0.29255 7 2 M (0.71428571 0.28571429) *
#> 31) V28>=0.29255 58 3 R (0.05172414 0.94827586) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V23>=0.78505 55 18 M (0.67272727 0.32727273)
#> 4) V21>=0.53195 44 8 M (0.81818182 0.18181818)
#> 8) V11>=0.1573 32 1 M (0.96875000 0.03125000) *
#> 9) V11< 0.1573 12 5 R (0.41666667 0.58333333) *
#> 5) V21< 0.53195 11 1 R (0.09090909 0.90909091) *
#> 3) V23< 0.78505 84 23 R (0.27380952 0.72619048)
#> 6) V3>=0.08545 8 0 M (1.00000000 0.00000000) *
#> 7) V3< 0.08545 76 15 R (0.19736842 0.80263158)
#> 14) V27>=0.91975 7 0 M (1.00000000 0.00000000) *
#> 15) V27< 0.91975 69 8 R (0.11594203 0.88405797)
#> 30) V49>=0.07585 7 3 M (0.57142857 0.42857143) *
#> 31) V49< 0.07585 62 4 R (0.06451613 0.93548387) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V59>=0.01105 26 0 M (1.00000000 0.00000000) *
#> 3) V59< 0.01105 113 44 R (0.38938053 0.61061947)
#> 6) V29>=0.86515 15 1 M (0.93333333 0.06666667) *
#> 7) V29< 0.86515 98 30 R (0.30612245 0.69387755)
#> 14) V55< 0.00375 20 5 M (0.75000000 0.25000000)
#> 28) V20>=0.50635 13 0 M (1.00000000 0.00000000) *
#> 29) V20< 0.50635 7 2 R (0.28571429 0.71428571) *
#> 15) V55>=0.00375 78 15 R (0.19230769 0.80769231)
#> 30) V27< 0.2999 11 3 M (0.72727273 0.27272727) *
#> 31) V27>=0.2999 67 7 R (0.10447761 0.89552239) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V23>=0.79225 43 6 M (0.86046512 0.13953488)
#> 4) V13>=0.1586 35 1 M (0.97142857 0.02857143) *
#> 5) V13< 0.1586 8 3 R (0.37500000 0.62500000) *
#> 3) V23< 0.79225 96 28 R (0.29166667 0.70833333)
#> 6) V52>=0.0211 11 1 M (0.90909091 0.09090909) *
#> 7) V52< 0.0211 85 18 R (0.21176471 0.78823529)
#> 14) V55< 0.0037 15 4 M (0.73333333 0.26666667) *
#> 15) V55>=0.0037 70 7 R (0.10000000 0.90000000) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.1573 85 25 M (0.70588235 0.29411765)
#> 4) V38>=0.14285 77 17 M (0.77922078 0.22077922)
#> 8) V32>=0.17985 69 10 M (0.85507246 0.14492754)
#> 16) V52>=0.0032 62 6 M (0.90322581 0.09677419) *
#> 17) V52< 0.0032 7 3 R (0.42857143 0.57142857) *
#> 9) V32< 0.17985 8 1 R (0.12500000 0.87500000) *
#> 5) V38< 0.14285 8 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1573 54 15 R (0.27777778 0.72222222)
#> 6) V49>=0.0558 19 6 M (0.68421053 0.31578947) *
#> 7) V49< 0.0558 35 2 R (0.05714286 0.94285714) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V37< 0.4568 94 29 M (0.69148936 0.30851064)
#> 4) V16< 0.6846 74 13 M (0.82432432 0.17567568)
#> 8) V18>=0.17655 66 6 M (0.90909091 0.09090909) *
#> 9) V18< 0.17655 8 1 R (0.12500000 0.87500000) *
#> 5) V16>=0.6846 20 4 R (0.20000000 0.80000000)
#> 10) V15>=0.65335 7 3 M (0.57142857 0.42857143) *
#> 11) V15< 0.65335 13 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.4568 45 5 R (0.11111111 0.88888889)
#> 6) V26>=0.7121 7 3 M (0.57142857 0.42857143) *
#> 7) V26< 0.7121 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V23>=0.78505 48 13 M (0.72916667 0.27083333)
#> 4) V36< 0.50825 36 3 M (0.91666667 0.08333333) *
#> 5) V36>=0.50825 12 2 R (0.16666667 0.83333333) *
#> 3) V23< 0.78505 91 23 R (0.25274725 0.74725275)
#> 6) V45>=0.48105 7 0 M (1.00000000 0.00000000) *
#> 7) V45< 0.48105 84 16 R (0.19047619 0.80952381)
#> 14) V36< 0.1307 10 3 M (0.70000000 0.30000000) *
#> 15) V36>=0.1307 74 9 R (0.12162162 0.87837838) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.4532374 0.5467626)
#> 2) V22>=0.93045 15 0 M (1.0000000 0.0000000) *
#> 3) V22< 0.93045 124 48 R (0.3870968 0.6129032)
#> 6) V28>=0.8976 18 2 M (0.8888889 0.1111111) *
#> 7) V28< 0.8976 106 32 R (0.3018868 0.6981132)
#> 14) V28< 0.2184 12 0 M (1.0000000 0.0000000) *
#> 15) V28>=0.2184 94 20 R (0.2127660 0.7872340)
#> 30) V2>=0.0876 8 0 M (1.0000000 0.0000000) *
#> 31) V2< 0.0876 86 12 R (0.1395349 0.8604651)
#> 62) V57< 0.00425 22 9 R (0.4090909 0.5909091)
#> 124) V10>=0.19805 10 1 M (0.9000000 0.1000000) *
#> 125) V10< 0.19805 12 0 R (0.0000000 1.0000000) *
#> 63) V57>=0.00425 64 3 R (0.0468750 0.9531250) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V25>=0.72995 62 13 M (0.79032258 0.20967742)
#> 4) V36< 0.46565 55 7 M (0.87272727 0.12727273)
#> 8) V12>=0.1749 47 2 M (0.95744681 0.04255319) *
#> 9) V12< 0.1749 8 3 R (0.37500000 0.62500000) *
#> 5) V36>=0.46565 7 1 R (0.14285714 0.85714286) *
#> 3) V25< 0.72995 77 26 R (0.33766234 0.66233766)
#> 6) V56>=0.0146 15 2 M (0.86666667 0.13333333) *
#> 7) V56< 0.0146 62 13 R (0.20967742 0.79032258)
#> 14) V59< 0.005 19 8 M (0.57894737 0.42105263) *
#> 15) V59>=0.005 43 2 R (0.04651163 0.95348837) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V41>=0.20445 87 34 M (0.60919540 0.39080460)
#> 4) V24>=0.61325 47 8 M (0.82978723 0.17021277)
#> 8) V36< 0.50435 34 0 M (1.00000000 0.00000000) *
#> 9) V36>=0.50435 13 5 R (0.38461538 0.61538462) *
#> 5) V24< 0.61325 40 14 R (0.35000000 0.65000000)
#> 10) V32< 0.3307 11 1 M (0.90909091 0.09090909) *
#> 11) V32>=0.3307 29 4 R (0.13793103 0.86206897)
#> 22) V44>=0.34205 7 3 M (0.57142857 0.42857143) *
#> 23) V44< 0.34205 22 0 R (0.00000000 1.00000000) *
#> 3) V41< 0.20445 52 9 R (0.17307692 0.82692308) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V11>=0.17045 101 35 M (0.65346535 0.34653465)
#> 4) V57< 0.0057 54 7 M (0.87037037 0.12962963)
#> 8) V32< 0.66335 45 1 M (0.97777778 0.02222222) *
#> 9) V32>=0.66335 9 3 R (0.33333333 0.66666667) *
#> 5) V57>=0.0057 47 19 R (0.40425532 0.59574468)
#> 10) V51>=0.0189 18 2 M (0.88888889 0.11111111) *
#> 11) V51< 0.0189 29 3 R (0.10344828 0.89655172) *
#> 3) V11< 0.17045 38 8 R (0.21052632 0.78947368)
#> 6) V5>=0.0726 8 1 M (0.87500000 0.12500000) *
#> 7) V5< 0.0726 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V1>=0.0133 114 35 M (0.69298246 0.30701754)
#> 4) V39>=0.16175 96 20 M (0.79166667 0.20833333)
#> 8) V51< 0.03045 85 10 M (0.88235294 0.11764706)
#> 16) V30< 0.74395 72 3 M (0.95833333 0.04166667) *
#> 17) V30>=0.74395 13 6 R (0.46153846 0.53846154) *
#> 9) V51>=0.03045 11 1 R (0.09090909 0.90909091) *
#> 5) V39< 0.16175 18 3 R (0.16666667 0.83333333) *
#> 3) V1< 0.0133 25 3 R (0.12000000 0.88000000) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V9>=0.1666 66 12 M (0.81818182 0.18181818)
#> 4) V52>=0.005 58 4 M (0.93103448 0.06896552)
#> 8) V7< 0.2001 51 0 M (1.00000000 0.00000000) *
#> 9) V7>=0.2001 7 3 R (0.42857143 0.57142857) *
#> 5) V52< 0.005 8 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.1666 73 31 R (0.42465753 0.57534247)
#> 6) V33< 0.5457 49 18 M (0.63265306 0.36734694)
#> 12) V34>=0.36615 28 1 M (0.96428571 0.03571429) *
#> 13) V34< 0.36615 21 4 R (0.19047619 0.80952381)
#> 26) V43>=0.17755 7 3 M (0.57142857 0.42857143) *
#> 27) V43< 0.17755 14 0 R (0.00000000 1.00000000) *
#> 7) V33>=0.5457 24 0 R (0.00000000 1.00000000) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V11>=0.2081 94 37 M (0.60638298 0.39361702)
#> 4) V18>=0.20925 78 21 M (0.73076923 0.26923077)
#> 8) V40< 0.6248 69 12 M (0.82608696 0.17391304)
#> 16) V17< 0.9452 62 6 M (0.90322581 0.09677419)
#> 32) V9< 0.28345 55 1 M (0.98181818 0.01818182) *
#> 33) V9>=0.28345 7 2 R (0.28571429 0.71428571) *
#> 17) V17>=0.9452 7 1 R (0.14285714 0.85714286) *
#> 9) V40>=0.6248 9 0 R (0.00000000 1.00000000) *
#> 5) V18< 0.20925 16 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.2081 45 8 R (0.17777778 0.82222222)
#> 6) V5>=0.0861 9 2 M (0.77777778 0.22222222) *
#> 7) V5< 0.0861 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V2>=0.08305 26 0 M (1.00000000 0.00000000) *
#> 3) V2< 0.08305 113 43 R (0.38053097 0.61946903)
#> 6) V23>=0.78455 34 8 M (0.76470588 0.23529412)
#> 12) V10>=0.16915 22 0 M (1.00000000 0.00000000) *
#> 13) V10< 0.16915 12 4 R (0.33333333 0.66666667) *
#> 7) V23< 0.78455 79 17 R (0.21518987 0.78481013)
#> 14) V28>=0.92735 14 3 M (0.78571429 0.21428571) *
#> 15) V28< 0.92735 65 6 R (0.09230769 0.90769231)
#> 30) V52>=0.017 7 3 M (0.57142857 0.42857143) *
#> 31) V52< 0.017 58 2 R (0.03448276 0.96551724) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V47>=0.18975 37 4 M (0.89189189 0.10810811) *
#> 3) V47< 0.18975 102 39 R (0.38235294 0.61764706)
#> 6) V54>=0.02105 15 1 M (0.93333333 0.06666667) *
#> 7) V54< 0.02105 87 25 R (0.28735632 0.71264368)
#> 14) V26>=0.9315 20 4 M (0.80000000 0.20000000)
#> 28) V10>=0.1937 13 0 M (1.00000000 0.00000000) *
#> 29) V10< 0.1937 7 3 R (0.42857143 0.57142857) *
#> 15) V26< 0.9315 67 9 R (0.13432836 0.86567164) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V1>=0.01155 120 38 M (0.68333333 0.31666667)
#> 4) V36< 0.41575 65 8 M (0.87692308 0.12307692)
#> 8) V31>=0.25015 53 1 M (0.98113208 0.01886792) *
#> 9) V31< 0.25015 12 5 R (0.41666667 0.58333333) *
#> 5) V36>=0.41575 55 25 R (0.45454545 0.54545455)
#> 10) V45>=0.1728 32 7 M (0.78125000 0.21875000)
#> 20) V3>=0.04375 22 0 M (1.00000000 0.00000000) *
#> 21) V3< 0.04375 10 3 R (0.30000000 0.70000000) *
#> 11) V45< 0.1728 23 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.01155 19 1 R (0.05263158 0.94736842) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V23>=0.751 52 6 M (0.88461538 0.11538462)
#> 4) V3< 0.05155 44 1 M (0.97727273 0.02272727) *
#> 5) V3>=0.05155 8 3 R (0.37500000 0.62500000) *
#> 3) V23< 0.751 87 38 R (0.43678161 0.56321839)
#> 6) V4>=0.0505 27 4 M (0.85185185 0.14814815) *
#> 7) V4< 0.0505 60 15 R (0.25000000 0.75000000)
#> 14) V45>=0.471 7 0 M (1.00000000 0.00000000) *
#> 15) V45< 0.471 53 8 R (0.15094340 0.84905660)
#> 30) V28>=0.92735 11 4 M (0.63636364 0.36363636) *
#> 31) V28< 0.92735 42 1 R (0.02380952 0.97619048) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V37< 0.44055 83 20 M (0.75903614 0.24096386)
#> 4) V26< 0.6613 36 0 M (1.00000000 0.00000000) *
#> 5) V26>=0.6613 47 20 M (0.57446809 0.42553191)
#> 10) V42>=0.20645 31 5 M (0.83870968 0.16129032)
#> 20) V52>=0.0086 24 0 M (1.00000000 0.00000000) *
#> 21) V52< 0.0086 7 2 R (0.28571429 0.71428571) *
#> 11) V42< 0.20645 16 1 R (0.06250000 0.93750000) *
#> 3) V37>=0.44055 56 15 R (0.26785714 0.73214286)
#> 6) V45>=0.35835 14 2 M (0.85714286 0.14285714) *
#> 7) V45< 0.35835 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V11>=0.10985 119 40 M (0.66386555 0.33613445)
#> 4) V8< 0.2361 98 22 M (0.77551020 0.22448980)
#> 8) V36< 0.44445 74 9 M (0.87837838 0.12162162)
#> 16) V17< 0.95605 67 5 M (0.92537313 0.07462687) *
#> 17) V17>=0.95605 7 3 R (0.42857143 0.57142857) *
#> 9) V36>=0.44445 24 11 R (0.45833333 0.54166667)
#> 18) V44>=0.3931 9 0 M (1.00000000 0.00000000) *
#> 19) V44< 0.3931 15 2 R (0.13333333 0.86666667) *
#> 5) V8>=0.2361 21 3 R (0.14285714 0.85714286) *
#> 3) V11< 0.10985 20 1 R (0.05000000 0.95000000) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V4>=0.02085 117 45 M (0.61538462 0.38461538)
#> 4) V24>=0.62395 56 8 M (0.85714286 0.14285714)
#> 8) V12>=0.13855 49 3 M (0.93877551 0.06122449) *
#> 9) V12< 0.13855 7 2 R (0.28571429 0.71428571) *
#> 5) V24< 0.62395 61 24 R (0.39344262 0.60655738)
#> 10) V28< 0.2819 13 0 M (1.00000000 0.00000000) *
#> 11) V28>=0.2819 48 11 R (0.22916667 0.77083333)
#> 22) V44>=0.4103 7 0 M (1.00000000 0.00000000) *
#> 23) V44< 0.4103 41 4 R (0.09756098 0.90243902)
#> 46) V13< 0.2392 7 3 M (0.57142857 0.42857143) *
#> 47) V13>=0.2392 34 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.02085 22 0 R (0.00000000 1.00000000) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V23>=0.70225 53 13 M (0.75471698 0.24528302)
#> 4) V52< 0.02875 43 4 M (0.90697674 0.09302326) *
#> 5) V52>=0.02875 10 1 R (0.10000000 0.90000000) *
#> 3) V23< 0.70225 86 28 R (0.32558140 0.67441860)
#> 6) V43< 0.1677 32 11 M (0.65625000 0.34375000)
#> 12) V31< 0.3751 18 0 M (1.00000000 0.00000000) *
#> 13) V31>=0.3751 14 3 R (0.21428571 0.78571429) *
#> 7) V43>=0.1677 54 7 R (0.12962963 0.87037037)
#> 14) V44>=0.3931 7 1 M (0.85714286 0.14285714) *
#> 15) V44< 0.3931 47 1 R (0.02127660 0.97872340) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V11>=0.1534 96 36 M (0.62500000 0.37500000)
#> 4) V15< 0.2048 27 0 M (1.00000000 0.00000000) *
#> 5) V15>=0.2048 69 33 R (0.47826087 0.52173913)
#> 10) V21>=0.53485 44 14 M (0.68181818 0.31818182)
#> 20) V26< 0.583 21 0 M (1.00000000 0.00000000) *
#> 21) V26>=0.583 23 9 R (0.39130435 0.60869565)
#> 42) V23>=0.78455 8 0 M (1.00000000 0.00000000) *
#> 43) V23< 0.78455 15 1 R (0.06666667 0.93333333) *
#> 11) V21< 0.53485 25 3 R (0.12000000 0.88000000) *
#> 3) V11< 0.1534 43 7 R (0.16279070 0.83720930)
#> 6) V55< 0.004 8 1 M (0.87500000 0.12500000) *
#> 7) V55>=0.004 35 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V12>=0.22545 89 24 M (0.73033708 0.26966292)
#> 4) V52>=0.0046 77 12 M (0.84415584 0.15584416)
#> 8) V39< 0.42825 68 5 M (0.92647059 0.07352941) *
#> 9) V39>=0.42825 9 2 R (0.22222222 0.77777778) *
#> 5) V52< 0.0046 12 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.22545 50 8 R (0.16000000 0.84000000)
#> 6) V53< 0.0066 14 6 M (0.57142857 0.42857143) *
#> 7) V53>=0.0066 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V12>=0.19455 93 30 M (0.67741935 0.32258065)
#> 4) V52>=0.00415 83 20 M (0.75903614 0.24096386)
#> 8) V58>=0.0023 73 10 M (0.86301370 0.13698630)
#> 16) V30>=0.24555 65 4 M (0.93846154 0.06153846) *
#> 17) V30< 0.24555 8 2 R (0.25000000 0.75000000) *
#> 9) V58< 0.0023 10 0 R (0.00000000 1.00000000) *
#> 5) V52< 0.00415 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.19455 46 6 R (0.13043478 0.86956522)
#> 6) V1>=0.02075 10 4 M (0.60000000 0.40000000) *
#> 7) V1< 0.02075 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V49>=0.036 77 21 M (0.72727273 0.27272727)
#> 4) V53>=0.0038 68 13 M (0.80882353 0.19117647)
#> 8) V31>=0.3178 56 6 M (0.89285714 0.10714286)
#> 16) V17< 0.66915 47 1 M (0.97872340 0.02127660) *
#> 17) V17>=0.66915 9 4 R (0.44444444 0.55555556) *
#> 9) V31< 0.3178 12 5 R (0.41666667 0.58333333) *
#> 5) V53< 0.0038 9 1 R (0.11111111 0.88888889) *
#> 3) V49< 0.036 62 18 R (0.29032258 0.70967742)
#> 6) V31< 0.3572 28 11 M (0.60714286 0.39285714)
#> 12) V33>=0.19515 17 0 M (1.00000000 0.00000000) *
#> 13) V33< 0.19515 11 0 R (0.00000000 1.00000000) *
#> 7) V31>=0.3572 34 1 R (0.02941176 0.97058824) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V53>=0.01935 30 0 M (1.00000000 0.00000000) *
#> 3) V53< 0.01935 109 47 R (0.43119266 0.56880734)
#> 6) V23>=0.43305 76 30 M (0.60526316 0.39473684)
#> 12) V2>=0.0157 55 13 M (0.76363636 0.23636364)
#> 24) V28>=0.614 33 2 M (0.93939394 0.06060606) *
#> 25) V28< 0.614 22 11 M (0.50000000 0.50000000)
#> 50) V27< 0.5625 13 2 M (0.84615385 0.15384615) *
#> 51) V27>=0.5625 9 0 R (0.00000000 1.00000000) *
#> 13) V2< 0.0157 21 4 R (0.19047619 0.80952381)
#> 26) V38< 0.2245 7 3 M (0.57142857 0.42857143) *
#> 27) V38>=0.2245 14 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.43305 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V2>=0.06865 20 1 M (0.95000000 0.05000000) *
#> 3) V2< 0.06865 119 37 R (0.31092437 0.68907563)
#> 6) V27>=0.8167 31 9 M (0.70967742 0.29032258)
#> 12) V11>=0.15895 23 2 M (0.91304348 0.08695652) *
#> 13) V11< 0.15895 8 1 R (0.12500000 0.87500000) *
#> 7) V27< 0.8167 88 15 R (0.17045455 0.82954545)
#> 14) V19>=0.91985 11 2 M (0.81818182 0.18181818) *
#> 15) V19< 0.91985 77 6 R (0.07792208 0.92207792)
#> 30) V8< 0.0642 7 3 M (0.57142857 0.42857143) *
#> 31) V8>=0.0642 70 2 R (0.02857143 0.97142857) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V11>=0.1707 79 26 M (0.67088608 0.32911392)
#> 4) V36< 0.32 36 2 M (0.94444444 0.05555556) *
#> 5) V36>=0.32 43 19 R (0.44186047 0.55813953)
#> 10) V38>=0.3362 21 4 M (0.80952381 0.19047619)
#> 20) V56>=0.00715 14 0 M (1.00000000 0.00000000) *
#> 21) V56< 0.00715 7 3 R (0.42857143 0.57142857) *
#> 11) V38< 0.3362 22 2 R (0.09090909 0.90909091) *
#> 3) V11< 0.1707 60 12 R (0.20000000 0.80000000)
#> 6) V32< 0.1007 9 0 M (1.00000000 0.00000000) *
#> 7) V32>=0.1007 51 3 R (0.05882353 0.94117647) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V39>=0.16325 115 44 M (0.61739130 0.38260870)
#> 4) V42>=0.0871 101 31 M (0.69306931 0.30693069)
#> 8) V27< 0.6083 54 5 M (0.90740741 0.09259259)
#> 16) V31< 0.45455 47 1 M (0.97872340 0.02127660) *
#> 17) V31>=0.45455 7 3 R (0.42857143 0.57142857) *
#> 9) V27>=0.6083 47 21 R (0.44680851 0.55319149)
#> 18) V5< 0.04045 11 0 M (1.00000000 0.00000000) *
#> 19) V5>=0.04045 36 10 R (0.27777778 0.72222222)
#> 38) V53>=0.0136 7 0 M (1.00000000 0.00000000) *
#> 39) V53< 0.0136 29 3 R (0.10344828 0.89655172) *
#> 5) V42< 0.0871 14 1 R (0.07142857 0.92857143) *
#> 3) V39< 0.16325 24 2 R (0.08333333 0.91666667) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 M (0.62589928 0.37410072)
#> 2) V1>=0.01285 111 26 M (0.76576577 0.23423423)
#> 4) V49>=0.036 72 7 M (0.90277778 0.09722222)
#> 8) V30>=0.48585 46 0 M (1.00000000 0.00000000) *
#> 9) V30< 0.48585 26 7 M (0.73076923 0.26923077)
#> 18) V53>=0.0132 18 0 M (1.00000000 0.00000000) *
#> 19) V53< 0.0132 8 1 R (0.12500000 0.87500000) *
#> 5) V49< 0.036 39 19 M (0.51282051 0.48717949)
#> 10) V11>=0.28665 14 0 M (1.00000000 0.00000000) *
#> 11) V11< 0.28665 25 6 R (0.24000000 0.76000000)
#> 22) V53< 0.00675 9 3 M (0.66666667 0.33333333) *
#> 23) V53>=0.00675 16 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.01285 28 2 R (0.07142857 0.92857143) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V20>=0.50125 81 19 M (0.76543210 0.23456790)
#> 4) V44>=0.1616 38 1 M (0.97368421 0.02631579) *
#> 5) V44< 0.1616 43 18 M (0.58139535 0.41860465)
#> 10) V8>=0.1043 24 3 M (0.87500000 0.12500000) *
#> 11) V8< 0.1043 19 4 R (0.21052632 0.78947368) *
#> 3) V20< 0.50125 58 17 R (0.29310345 0.70689655)
#> 6) V44>=0.43295 9 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.43295 49 8 R (0.16326531 0.83673469)
#> 14) V16< 0.19385 8 2 M (0.75000000 0.25000000) *
#> 15) V16>=0.19385 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V23>=0.79225 51 10 M (0.80392157 0.19607843)
#> 4) V21>=0.6496 37 1 M (0.97297297 0.02702703) *
#> 5) V21< 0.6496 14 5 R (0.35714286 0.64285714) *
#> 3) V23< 0.79225 88 31 R (0.35227273 0.64772727)
#> 6) V40>=0.33145 33 10 M (0.69696970 0.30303030)
#> 12) V40< 0.63165 26 3 M (0.88461538 0.11538462) *
#> 13) V40>=0.63165 7 0 R (0.00000000 1.00000000) *
#> 7) V40< 0.33145 55 8 R (0.14545455 0.85454545)
#> 14) V14>=0.53545 9 2 M (0.77777778 0.22222222) *
#> 15) V14< 0.53545 46 1 R (0.02173913 0.97826087) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V36< 0.47405 110 40 M (0.63636364 0.36363636)
#> 4) V43>=0.2422 37 0 M (1.00000000 0.00000000) *
#> 5) V43< 0.2422 73 33 R (0.45205479 0.54794521)
#> 10) V31>=0.60565 15 0 M (1.00000000 0.00000000) *
#> 11) V31< 0.60565 58 18 R (0.31034483 0.68965517)
#> 22) V22>=0.96205 7 0 M (1.00000000 0.00000000) *
#> 23) V22< 0.96205 51 11 R (0.21568627 0.78431373)
#> 46) V35>=0.3498 7 0 M (1.00000000 0.00000000) *
#> 47) V35< 0.3498 44 4 R (0.09090909 0.90909091) *
#> 3) V36>=0.47405 29 3 R (0.10344828 0.89655172) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V53>=0.015 24 1 M (0.95833333 0.04166667) *
#> 3) V53< 0.015 115 46 R (0.40000000 0.60000000)
#> 6) V11>=0.1707 78 35 M (0.55128205 0.44871795)
#> 12) V47>=0.0771 47 9 M (0.80851064 0.19148936)
#> 24) V16< 0.66545 39 2 M (0.94871795 0.05128205) *
#> 25) V16>=0.66545 8 1 R (0.12500000 0.87500000) *
#> 13) V47< 0.0771 31 5 R (0.16129032 0.83870968)
#> 26) V22>=0.8312 7 2 M (0.71428571 0.28571429) *
#> 27) V22< 0.8312 24 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.1707 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V49>=0.06035 43 4 M (0.90697674 0.09302326) *
#> 3) V49< 0.06035 96 33 R (0.34375000 0.65625000)
#> 6) V19>=0.8286 24 4 M (0.83333333 0.16666667)
#> 12) V31< 0.30535 17 0 M (1.00000000 0.00000000) *
#> 13) V31>=0.30535 7 3 R (0.42857143 0.57142857) *
#> 7) V19< 0.8286 72 13 R (0.18055556 0.81944444)
#> 14) V27>=0.91975 11 3 M (0.72727273 0.27272727) *
#> 15) V27< 0.91975 61 5 R (0.08196721 0.91803279) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V25>=0.3663 112 36 M (0.67857143 0.32142857)
#> 4) V29>=0.6712 52 4 M (0.92307692 0.07692308) *
#> 5) V29< 0.6712 60 28 R (0.46666667 0.53333333)
#> 10) V23>=0.8259 29 5 M (0.82758621 0.17241379)
#> 20) V5>=0.06565 20 0 M (1.00000000 0.00000000) *
#> 21) V5< 0.06565 9 4 R (0.44444444 0.55555556) *
#> 11) V23< 0.8259 31 4 R (0.12903226 0.87096774)
#> 22) V25< 0.5863 7 3 M (0.57142857 0.42857143) *
#> 23) V25>=0.5863 24 0 R (0.00000000 1.00000000) *
#> 3) V25< 0.3663 27 3 R (0.11111111 0.88888889) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V2>=0.0819 24 0 M (1.00000000 0.00000000) *
#> 3) V2< 0.0819 115 48 R (0.41739130 0.58260870)
#> 6) V37< 0.18745 43 15 M (0.65116279 0.34883721)
#> 12) V35>=0.10675 34 6 M (0.82352941 0.17647059)
#> 24) V36< 0.20215 26 1 M (0.96153846 0.03846154) *
#> 25) V36>=0.20215 8 3 R (0.37500000 0.62500000) *
#> 13) V35< 0.10675 9 0 R (0.00000000 1.00000000) *
#> 7) V37>=0.18745 72 20 R (0.27777778 0.72222222)
#> 14) V45>=0.3857 11 2 M (0.81818182 0.18181818) *
#> 15) V45< 0.3857 61 11 R (0.18032787 0.81967213)
#> 30) V53>=0.0164 9 3 M (0.66666667 0.33333333) *
#> 31) V53< 0.0164 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V23>=0.78505 48 8 M (0.83333333 0.16666667)
#> 4) V41>=0.10445 39 2 M (0.94871795 0.05128205) *
#> 5) V41< 0.10445 9 3 R (0.33333333 0.66666667) *
#> 3) V23< 0.78505 91 37 R (0.40659341 0.59340659)
#> 6) V52>=0.024 21 1 M (0.95238095 0.04761905) *
#> 7) V52< 0.024 70 17 R (0.24285714 0.75714286)
#> 14) V28>=0.95425 12 0 M (1.00000000 0.00000000) *
#> 15) V28< 0.95425 58 5 R (0.08620690 0.91379310) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V37< 0.3295 65 17 M (0.73846154 0.26153846)
#> 4) V33>=0.14455 52 6 M (0.88461538 0.11538462) *
#> 5) V33< 0.14455 13 2 R (0.15384615 0.84615385) *
#> 3) V37>=0.3295 74 22 R (0.29729730 0.70270270)
#> 6) V2>=0.0885 12 0 M (1.00000000 0.00000000) *
#> 7) V2< 0.0885 62 10 R (0.16129032 0.83870968)
#> 14) V31< 0.35775 11 5 M (0.54545455 0.45454545) *
#> 15) V31>=0.35775 51 4 R (0.07843137 0.92156863) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V51>=0.01365 71 22 M (0.69014085 0.30985915)
#> 4) V11>=0.17095 49 3 M (0.93877551 0.06122449) *
#> 5) V11< 0.17095 22 3 R (0.13636364 0.86363636) *
#> 3) V51< 0.01365 68 19 R (0.27941176 0.72058824)
#> 6) V23>=0.8259 23 8 M (0.65217391 0.34782609)
#> 12) V13>=0.1371 15 0 M (1.00000000 0.00000000) *
#> 13) V13< 0.1371 8 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.8259 45 4 R (0.08888889 0.91111111) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V2>=0.0666 23 1 M (0.95652174 0.04347826) *
#> 3) V2< 0.0666 116 55 R (0.47413793 0.52586207)
#> 6) V57< 0.00575 50 14 M (0.72000000 0.28000000)
#> 12) V37< 0.44055 37 2 M (0.94594595 0.05405405) *
#> 13) V37>=0.44055 13 1 R (0.07692308 0.92307692) *
#> 7) V57>=0.00575 66 19 R (0.28787879 0.71212121)
#> 14) V45>=0.36685 8 0 M (1.00000000 0.00000000) *
#> 15) V45< 0.36685 58 11 R (0.18965517 0.81034483)
#> 30) V54>=0.01755 10 2 M (0.80000000 0.20000000) *
#> 31) V54< 0.01755 48 3 R (0.06250000 0.93750000) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V44>=0.14195 78 19 M (0.75641026 0.24358974)
#> 4) V52>=0.00445 61 6 M (0.90163934 0.09836066) *
#> 5) V52< 0.00445 17 4 R (0.23529412 0.76470588) *
#> 3) V44< 0.14195 61 18 R (0.29508197 0.70491803)
#> 6) V22>=0.99235 7 0 M (1.00000000 0.00000000) *
#> 7) V22< 0.99235 54 11 R (0.20370370 0.79629630)
#> 14) V40>=0.3543 7 1 M (0.85714286 0.14285714) *
#> 15) V40< 0.3543 47 5 R (0.10638298 0.89361702) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V3>=0.08545 16 0 M (1.00000000 0.00000000) *
#> 3) V3< 0.08545 123 52 R (0.42276423 0.57723577)
#> 6) V57< 0.0131 97 46 M (0.52577320 0.47422680)
#> 12) V23>=0.70225 51 13 M (0.74509804 0.25490196)
#> 24) V53< 0.0115 40 4 M (0.90000000 0.10000000)
#> 48) V11>=0.1573 33 0 M (1.00000000 0.00000000) *
#> 49) V11< 0.1573 7 3 R (0.42857143 0.57142857) *
#> 25) V53>=0.0115 11 2 R (0.18181818 0.81818182) *
#> 13) V23< 0.70225 46 13 R (0.28260870 0.71739130)
#> 26) V43< 0.16265 15 5 M (0.66666667 0.33333333) *
#> 27) V43>=0.16265 31 3 R (0.09677419 0.90322581) *
#> 7) V57>=0.0131 26 1 R (0.03846154 0.96153846) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.5323741 0.4676259)
#> 2) V58>=0.00615 72 17 M (0.7638889 0.2361111)
#> 4) V8>=0.07395 56 7 M (0.8750000 0.1250000) *
#> 5) V8< 0.07395 16 6 R (0.3750000 0.6250000) *
#> 3) V58< 0.00615 67 19 R (0.2835821 0.7164179)
#> 6) V17< 0.2209 18 4 M (0.7777778 0.2222222) *
#> 7) V17>=0.2209 49 5 R (0.1020408 0.8979592) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.5179856 0.4820144)
#> 2) V12>=0.20395 79 24 M (0.6962025 0.3037975)
#> 4) V32>=0.0809 71 16 M (0.7746479 0.2253521)
#> 8) V52>=0.00665 57 7 M (0.8771930 0.1228070)
#> 16) V58>=0.0023 50 2 M (0.9600000 0.0400000) *
#> 17) V58< 0.0023 7 2 R (0.2857143 0.7142857) *
#> 9) V52< 0.00665 14 5 R (0.3571429 0.6428571) *
#> 5) V32< 0.0809 8 0 R (0.0000000 1.0000000) *
#> 3) V12< 0.20395 60 17 R (0.2833333 0.7166667)
#> 6) V22>=0.96205 10 0 M (1.0000000 0.0000000) *
#> 7) V22< 0.96205 50 7 R (0.1400000 0.8600000)
#> 14) V45>=0.39395 10 3 M (0.7000000 0.3000000) *
#> 15) V45< 0.39395 40 0 R (0.0000000 1.0000000) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V23>=0.762 62 12 M (0.80645161 0.19354839)
#> 4) V39>=0.1385 53 5 M (0.90566038 0.09433962) *
#> 5) V39< 0.1385 9 2 R (0.22222222 0.77777778) *
#> 3) V23< 0.762 77 30 R (0.38961039 0.61038961)
#> 6) V44>=0.39465 15 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.39465 62 15 R (0.24193548 0.75806452)
#> 14) V27< 0.23005 9 1 M (0.88888889 0.11111111) *
#> 15) V27>=0.23005 53 7 R (0.13207547 0.86792453)
#> 30) V36< 0.17015 13 6 M (0.53846154 0.46153846) *
#> 31) V36>=0.17015 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V44>=0.13975 84 27 M (0.67857143 0.32142857)
#> 4) V20>=0.4067 61 10 M (0.83606557 0.16393443)
#> 8) V5< 0.1062 52 2 M (0.96153846 0.03846154) *
#> 9) V5>=0.1062 9 1 R (0.11111111 0.88888889) *
#> 5) V20< 0.4067 23 6 R (0.26086957 0.73913043)
#> 10) V23< 0.5545 8 2 M (0.75000000 0.25000000) *
#> 11) V23>=0.5545 15 0 R (0.00000000 1.00000000) *
#> 3) V44< 0.13975 55 13 R (0.23636364 0.76363636)
#> 6) V36< 0.14965 13 4 M (0.69230769 0.30769231) *
#> 7) V36>=0.14965 42 4 R (0.09523810 0.90476190) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V55< 0.0035 18 1 M (0.94444444 0.05555556) *
#> 3) V55>=0.0035 121 40 R (0.33057851 0.66942149)
#> 6) V26>=0.9964 10 0 M (1.00000000 0.00000000) *
#> 7) V26< 0.9964 111 30 R (0.27027027 0.72972973)
#> 14) V44>=0.39465 9 0 M (1.00000000 0.00000000) *
#> 15) V44< 0.39465 102 21 R (0.20588235 0.79411765)
#> 30) V54>=0.0228 8 0 M (1.00000000 0.00000000) *
#> 31) V54< 0.0228 94 13 R (0.13829787 0.86170213) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V54>=0.02155 18 0 M (1.00000000 0.00000000) *
#> 3) V54< 0.02155 121 48 R (0.39669421 0.60330579)
#> 6) V1>=0.02005 72 32 M (0.55555556 0.44444444)
#> 12) V52>=0.00865 47 13 M (0.72340426 0.27659574)
#> 24) V58< 0.01545 39 5 M (0.87179487 0.12820513)
#> 48) V15< 0.5287 32 0 M (1.00000000 0.00000000) *
#> 49) V15>=0.5287 7 2 R (0.28571429 0.71428571) *
#> 25) V58>=0.01545 8 0 R (0.00000000 1.00000000) *
#> 13) V52< 0.00865 25 6 R (0.24000000 0.76000000)
#> 26) V22>=0.83085 8 2 M (0.75000000 0.25000000) *
#> 27) V22< 0.83085 17 0 R (0.00000000 1.00000000) *
#> 7) V1< 0.02005 49 8 R (0.16326531 0.83673469)
#> 14) V23>=0.79225 12 5 M (0.58333333 0.41666667) *
#> 15) V23< 0.79225 37 1 R (0.02702703 0.97297297) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V59>=0.01105 39 9 M (0.76923077 0.23076923)
#> 4) V8< 0.1676 31 1 M (0.96774194 0.03225806) *
#> 5) V8>=0.1676 8 0 R (0.00000000 1.00000000) *
#> 3) V59< 0.01105 100 27 R (0.27000000 0.73000000)
#> 6) V27>=0.6886 40 17 M (0.57500000 0.42500000)
#> 12) V48>=0.07465 17 1 M (0.94117647 0.05882353) *
#> 13) V48< 0.07465 23 7 R (0.30434783 0.69565217)
#> 26) V57< 0.00455 7 1 M (0.85714286 0.14285714) *
#> 27) V57>=0.00455 16 1 R (0.06250000 0.93750000) *
#> 7) V27< 0.6886 60 4 R (0.06666667 0.93333333) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V34< 0.52675 112 36 M (0.67857143 0.32142857)
#> 4) V1>=0.01345 89 18 M (0.79775281 0.20224719)
#> 8) V38>=0.14035 81 10 M (0.87654321 0.12345679)
#> 16) V30< 0.73245 74 6 M (0.91891892 0.08108108) *
#> 17) V30>=0.73245 7 3 R (0.42857143 0.57142857) *
#> 9) V38< 0.14035 8 0 R (0.00000000 1.00000000) *
#> 5) V1< 0.01345 23 5 R (0.21739130 0.78260870)
#> 10) V53>=0.0084 7 2 M (0.71428571 0.28571429) *
#> 11) V53< 0.0084 16 0 R (0.00000000 1.00000000) *
#> 3) V34>=0.52675 27 1 R (0.03703704 0.96296296) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V11>=0.1573 89 22 M (0.75280899 0.24719101)
#> 4) V17< 0.50895 49 4 M (0.91836735 0.08163265) *
#> 5) V17>=0.50895 40 18 M (0.55000000 0.45000000)
#> 10) V55>=0.01295 19 1 M (0.94736842 0.05263158) *
#> 11) V55< 0.01295 21 4 R (0.19047619 0.80952381)
#> 22) V11< 0.254 7 3 M (0.57142857 0.42857143) *
#> 23) V11>=0.254 14 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1573 50 8 R (0.16000000 0.84000000)
#> 6) V6>=0.12455 9 3 M (0.66666667 0.33333333) *
#> 7) V6< 0.12455 41 2 R (0.04878049 0.95121951) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V45>=0.35835 22 1 M (0.95454545 0.04545455) *
#> 3) V45< 0.35835 117 44 R (0.37606838 0.62393162)
#> 6) V36< 0.47405 88 44 M (0.50000000 0.50000000)
#> 12) V42>=0.08525 68 24 M (0.64705882 0.35294118)
#> 24) V5>=0.02005 57 13 M (0.77192982 0.22807018)
#> 48) V23>=0.75095 26 0 M (1.00000000 0.00000000) *
#> 49) V23< 0.75095 31 13 M (0.58064516 0.41935484)
#> 98) V13>=0.27 22 4 M (0.81818182 0.18181818) *
#> 99) V13< 0.27 9 0 R (0.00000000 1.00000000) *
#> 25) V5< 0.02005 11 0 R (0.00000000 1.00000000) *
#> 13) V42< 0.08525 20 0 R (0.00000000 1.00000000) *
#> 7) V36>=0.47405 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V43>=0.27185 44 10 M (0.77272727 0.22727273)
#> 4) V1>=0.01265 35 3 M (0.91428571 0.08571429) *
#> 5) V1< 0.01265 9 2 R (0.22222222 0.77777778) *
#> 3) V43< 0.27185 95 30 R (0.31578947 0.68421053)
#> 6) V27< 0.2999 10 0 M (1.00000000 0.00000000) *
#> 7) V27>=0.2999 85 20 R (0.23529412 0.76470588)
#> 14) V26>=0.95705 9 0 M (1.00000000 0.00000000) *
#> 15) V26< 0.95705 76 11 R (0.14473684 0.85526316) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V31< 0.385 61 18 M (0.70491803 0.29508197)
#> 4) V31>=0.25015 38 2 M (0.94736842 0.05263158) *
#> 5) V31< 0.25015 23 7 R (0.30434783 0.69565217)
#> 10) V58< 0.00805 9 2 M (0.77777778 0.22222222) *
#> 11) V58>=0.00805 14 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.385 78 14 R (0.17948718 0.82051282)
#> 6) V45>=0.4446 7 0 M (1.00000000 0.00000000) *
#> 7) V45< 0.4446 71 7 R (0.09859155 0.90140845)
#> 14) V28>=0.91185 8 3 M (0.62500000 0.37500000) *
#> 15) V28< 0.91185 63 2 R (0.03174603 0.96825397) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V23>=0.7932 63 15 M (0.76190476 0.23809524)
#> 4) V12>=0.1786 39 0 M (1.00000000 0.00000000) *
#> 5) V12< 0.1786 24 9 R (0.37500000 0.62500000)
#> 10) V22>=0.94125 10 1 M (0.90000000 0.10000000) *
#> 11) V22< 0.94125 14 0 R (0.00000000 1.00000000) *
#> 3) V23< 0.7932 76 25 R (0.32894737 0.67105263)
#> 6) V45>=0.4446 9 0 M (1.00000000 0.00000000) *
#> 7) V45< 0.4446 67 16 R (0.23880597 0.76119403)
#> 14) V16< 0.20665 15 5 M (0.66666667 0.33333333) *
#> 15) V16>=0.20665 52 6 R (0.11538462 0.88461538)
#> 30) V44< 0.08265 7 2 M (0.71428571 0.28571429) *
#> 31) V44>=0.08265 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V44>=0.13015 85 35 M (0.58823529 0.41176471)
#> 4) V8>=0.16725 33 4 M (0.87878788 0.12121212)
#> 8) V37< 0.7724 26 0 M (1.00000000 0.00000000) *
#> 9) V37>=0.7724 7 3 R (0.42857143 0.57142857) *
#> 5) V8< 0.16725 52 21 R (0.40384615 0.59615385)
#> 10) V23>=0.762 21 5 M (0.76190476 0.23809524)
#> 20) V11>=0.1573 12 0 M (1.00000000 0.00000000) *
#> 21) V11< 0.1573 9 4 R (0.44444444 0.55555556) *
#> 11) V23< 0.762 31 5 R (0.16129032 0.83870968)
#> 22) V45>=0.2726 7 3 M (0.57142857 0.42857143) *
#> 23) V45< 0.2726 24 1 R (0.04166667 0.95833333) *
#> 3) V44< 0.13015 54 7 R (0.12962963 0.87037037)
#> 6) V33>=0.4142 7 2 M (0.71428571 0.28571429) *
#> 7) V33< 0.4142 47 2 R (0.04255319 0.95744681) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 R (0.42446043 0.57553957)
#> 2) V11>=0.21675 70 22 M (0.68571429 0.31428571)
#> 4) V54>=0.008 45 6 M (0.86666667 0.13333333) *
#> 5) V54< 0.008 25 9 R (0.36000000 0.64000000)
#> 10) V15< 0.53265 10 1 M (0.90000000 0.10000000) *
#> 11) V15>=0.53265 15 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.21675 69 11 R (0.15942029 0.84057971)
#> 6) V47>=0.17365 9 3 M (0.66666667 0.33333333) *
#> 7) V47< 0.17365 60 5 R (0.08333333 0.91666667) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V37< 0.44605 71 20 M (0.71830986 0.28169014)
#> 4) V1>=0.02065 44 5 M (0.88636364 0.11363636) *
#> 5) V1< 0.02065 27 12 R (0.44444444 0.55555556)
#> 10) V34>=0.34245 11 0 M (1.00000000 0.00000000) *
#> 11) V34< 0.34245 16 1 R (0.06250000 0.93750000) *
#> 3) V37>=0.44605 68 11 R (0.16176471 0.83823529)
#> 6) V27>=0.90335 11 4 M (0.63636364 0.36363636) *
#> 7) V27< 0.90335 57 4 R (0.07017544 0.92982456) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V23>=0.83135 45 10 M (0.77777778 0.22222222)
#> 4) V4>=0.02755 37 3 M (0.91891892 0.08108108) *
#> 5) V4< 0.02755 8 1 R (0.12500000 0.87500000) *
#> 3) V23< 0.83135 94 30 R (0.31914894 0.68085106)
#> 6) V57< 0.0055 31 12 M (0.61290323 0.38709677)
#> 12) V38< 0.45705 21 2 M (0.90476190 0.09523810) *
#> 13) V38>=0.45705 10 0 R (0.00000000 1.00000000) *
#> 7) V57>=0.0055 63 11 R (0.17460317 0.82539683)
#> 14) V37>=0.71825 7 0 M (1.00000000 0.00000000) *
#> 15) V37< 0.71825 56 4 R (0.07142857 0.92857143) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 51 R (0.36690647 0.63309353)
#> 2) V9>=0.16735 50 19 M (0.62000000 0.38000000)
#> 4) V52>=0.00495 41 10 M (0.75609756 0.24390244)
#> 8) V56>=0.0032 33 4 M (0.87878788 0.12121212) *
#> 9) V56< 0.0032 8 2 R (0.25000000 0.75000000) *
#> 5) V52< 0.00495 9 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.16735 89 20 R (0.22471910 0.77528090)
#> 6) V55>=0.02055 10 1 M (0.90000000 0.10000000) *
#> 7) V55< 0.02055 79 11 R (0.13924051 0.86075949)
#> 14) V28>=0.9271 9 4 M (0.55555556 0.44444444) *
#> 15) V28< 0.9271 70 6 R (0.08571429 0.91428571)
#> 30) V4>=0.0611 9 4 M (0.55555556 0.44444444) *
#> 31) V4< 0.0611 61 1 R (0.01639344 0.98360656) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V31< 0.4434 83 31 M (0.62650602 0.37349398)
#> 4) V30>=0.1654 68 16 M (0.76470588 0.23529412)
#> 8) V42>=0.08525 59 8 M (0.86440678 0.13559322)
#> 16) V20>=0.4982 52 2 M (0.96153846 0.03846154) *
#> 17) V20< 0.4982 7 1 R (0.14285714 0.85714286) *
#> 9) V42< 0.08525 9 1 R (0.11111111 0.88888889) *
#> 5) V30< 0.1654 15 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4434 56 10 R (0.17857143 0.82142857)
#> 6) V27>=0.86295 9 2 M (0.77777778 0.22222222) *
#> 7) V27< 0.86295 47 3 R (0.06382979 0.93617021) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V17>=0.39525 68 21 M (0.6911765 0.3088235)
#> 4) V36< 0.52325 58 11 M (0.8103448 0.1896552)
#> 8) V30< 0.6454 50 4 M (0.9200000 0.0800000) *
#> 9) V30>=0.6454 8 1 R (0.1250000 0.8750000) *
#> 5) V36>=0.52325 10 0 R (0.0000000 1.0000000) *
#> 3) V17< 0.39525 71 11 R (0.1549296 0.8450704)
#> 6) V11>=0.26665 11 3 M (0.7272727 0.2727273) *
#> 7) V11< 0.26665 60 3 R (0.0500000 0.9500000) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V11>=0.1168 108 52 M (0.51851852 0.48148148)
#> 4) V23>=0.79225 29 1 M (0.96551724 0.03448276) *
#> 5) V23< 0.79225 79 28 R (0.35443038 0.64556962)
#> 10) V2>=0.08545 10 0 M (1.00000000 0.00000000) *
#> 11) V2< 0.08545 69 18 R (0.26086957 0.73913043)
#> 22) V16< 0.22 18 5 M (0.72222222 0.27777778) *
#> 23) V16>=0.22 51 5 R (0.09803922 0.90196078)
#> 46) V27< 0.31275 7 3 M (0.57142857 0.42857143) *
#> 47) V27>=0.31275 44 1 R (0.02272727 0.97727273) *
#> 3) V11< 0.1168 31 1 R (0.03225806 0.96774194) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V4>=0.0481 43 9 M (0.79069767 0.20930233)
#> 4) V47>=0.0801 26 0 M (1.00000000 0.00000000) *
#> 5) V47< 0.0801 17 8 R (0.47058824 0.52941176) *
#> 3) V4< 0.0481 96 28 R (0.29166667 0.70833333)
#> 6) V23>=0.7299 41 18 M (0.56097561 0.43902439)
#> 12) V36< 0.47835 24 1 M (0.95833333 0.04166667) *
#> 13) V36>=0.47835 17 0 R (0.00000000 1.00000000) *
#> 7) V23< 0.7299 55 5 R (0.09090909 0.90909091) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V37< 0.18745 36 7 M (0.80555556 0.19444444)
#> 4) V49>=0.0285 29 2 M (0.93103448 0.06896552) *
#> 5) V49< 0.0285 7 2 R (0.28571429 0.71428571) *
#> 3) V37>=0.18745 103 37 R (0.35922330 0.64077670)
#> 6) V2>=0.06865 11 0 M (1.00000000 0.00000000) *
#> 7) V2< 0.06865 92 26 R (0.28260870 0.71739130)
#> 14) V2< 0.0303 42 19 M (0.54761905 0.45238095)
#> 28) V39>=0.3547 20 1 M (0.95000000 0.05000000) *
#> 29) V39< 0.3547 22 4 R (0.18181818 0.81818182)
#> 58) V2< 0.0098 7 3 M (0.57142857 0.42857143) *
#> 59) V2>=0.0098 15 0 R (0.00000000 1.00000000) *
#> 15) V2>=0.0303 50 3 R (0.06000000 0.94000000) *
#>
#>
#> $weights
#> [1] 0.7346456 0.8180350 0.5030246 0.7170148 0.5387239 0.6943967 0.7451432
#> [8] 0.6233285 0.8896590 0.6784156 0.7935335 0.8269936 0.6820060 0.8359045
#> [15] 0.9332696 0.7596668 0.9735168 0.6186070 0.7300551 0.6593430 0.8125812
#> [22] 0.7440426 0.5863654 1.0499814 0.8105960 0.8294028 0.6829287 0.6062686
#> [29] 0.6596616 0.8061015 0.6234485 0.5841469 0.6981393 0.8744784 0.8169458
#> [36] 0.7964187 0.5942474 0.6983396 0.6196611 0.7149452 0.8476598 0.6713361
#> [43] 0.7852578 0.6835752 0.6051857 0.8089803 0.7164248 0.8049933 0.4936254
#> [50] 0.6183430 0.7461248 0.8101022 0.6658839 0.7379198 0.8080781 0.9062246
#> [57] 0.5582265 0.8075050 1.0130156 0.5663848 0.7215666 0.7970669 0.5752344
#> [64] 0.6675700 0.7653497 0.8382207 0.8230536 0.8195624 0.6551744 0.4976905
#> [71] 0.6544427 0.8769868 0.6709689 0.8961754 0.8901906 0.5892535 0.7179075
#> [78] 0.3925813 0.7585644 0.7329853 0.5309134 0.5633880 0.7063457 0.5981336
#> [85] 0.4811143 0.8281124 1.0182418 0.5866364 0.6564828 0.8287250 0.5792705
#> [92] 0.6469424 0.5352762 0.8323460 0.7974122 0.8579357 0.7928308 0.9262102
#> [99] 0.6902977 0.5428173
#>
#> $votes
#> [,1] [,2]
#> [1,] 17.489652 54.869156
#> [2,] 17.819497 54.539311
#> [3,] 18.583485 53.775323
#> [4,] 18.547065 53.811743
#> [5,] 18.652528 53.706281
#> [6,] 18.584003 53.774805
#> [7,] 16.826990 55.531818
#> [8,] 18.398589 53.960219
#> [9,] 18.840901 53.517907
#> [10,] 17.319873 55.038935
#> [11,] 17.720697 54.638111
#> [12,] 17.099255 55.259553
#> [13,] 17.961324 54.397485
#> [14,] 17.796954 54.561854
#> [15,] 19.088781 53.270027
#> [16,] 18.379008 53.979800
#> [17,] 19.020704 53.338104
#> [18,] 16.175574 56.183234
#> [19,] 14.066103 58.292706
#> [20,] 17.942137 54.416671
#> [21,] 18.316690 54.042118
#> [22,] 17.390985 54.967823
#> [23,] 14.917428 57.441380
#> [24,] 16.259154 56.099655
#> [25,] 17.633146 54.725662
#> [26,] 18.228154 54.130654
#> [27,] 19.017803 53.341005
#> [28,] 17.089732 55.269076
#> [29,] 16.837047 55.521761
#> [30,] 15.674539 56.684270
#> [31,] 15.099274 57.259534
#> [32,] 15.428688 56.930120
#> [33,] 6.803658 65.555151
#> [34,] 17.986565 54.372243
#> [35,] 18.607647 53.751161
#> [36,] 18.917966 53.440842
#> [37,] 18.348033 54.010776
#> [38,] 18.661237 53.697571
#> [39,] 10.371813 61.986996
#> [40,] 16.235015 56.123793
#> [41,] 18.920202 53.438606
#> [42,] 16.170954 56.187854
#> [43,] 18.987428 53.371380
#> [44,] 19.860940 52.497868
#> [45,] 12.846807 59.512001
#> [46,] 8.420589 63.938219
#> [47,] 18.790254 53.568554
#> [48,] 16.324929 56.033879
#> [49,] 15.478177 56.880631
#> [50,] 16.832947 55.525861
#> [51,] 17.273600 55.085209
#> [52,] 17.928213 54.430595
#> [53,] 18.617732 53.741076
#> [54,] 17.838306 54.520502
#> [55,] 17.694701 54.664107
#> [56,] 18.850080 53.508729
#> [57,] 19.597678 52.761131
#> [58,] 18.881026 53.477782
#> [59,] 17.946824 54.411984
#> [60,] 13.642874 58.715934
#> [61,] 18.744633 53.614175
#> [62,] 18.047688 54.311121
#> [63,] 15.642542 56.716266
#> [64,] 17.642262 54.716546
#> [65,] 17.729236 54.629572
#> [66,] 53.887031 18.471777
#> [67,] 52.887915 19.470894
#> [68,] 53.339494 19.019314
#> [69,] 53.679956 18.678852
#> [70,] 52.803389 19.555419
#> [71,] 53.753479 18.605329
#> [72,] 53.774404 18.584405
#> [73,] 54.228497 18.130311
#> [74,] 53.972262 18.386546
#> [75,] 55.617513 16.741295
#> [76,] 55.917240 16.441568
#> [77,] 55.078408 17.280400
#> [78,] 53.225869 19.132939
#> [79,] 55.833783 16.525025
#> [80,] 63.693282 8.665526
#> [81,] 57.618696 14.740112
#> [82,] 56.079928 16.278881
#> [83,] 58.780938 13.577871
#> [84,] 56.872921 15.485888
#> [85,] 60.178061 12.180747
#> [86,] 55.023559 17.335249
#> [87,] 59.322046 13.036762
#> [88,] 54.721171 17.637638
#> [89,] 56.011505 16.347304
#> [90,] 56.603895 15.754913
#> [91,] 54.225498 18.133311
#> [92,] 55.178009 17.180800
#> [93,] 54.337046 18.021762
#> [94,] 56.706680 15.652128
#> [95,] 54.035549 18.323259
#> [96,] 54.631080 17.727728
#> [97,] 53.848664 18.510144
#> [98,] 53.230052 19.128756
#> [99,] 54.994752 17.364056
#> [100,] 57.117587 15.241221
#> [101,] 58.575811 13.782997
#> [102,] 55.813930 16.544879
#> [103,] 54.857856 17.500952
#> [104,] 53.025877 19.332931
#> [105,] 55.689455 16.669353
#> [106,] 53.543409 18.815399
#> [107,] 54.353298 18.005510
#> [108,] 53.853905 18.504904
#> [109,] 53.951698 18.407110
#> [110,] 54.775071 17.583737
#> [111,] 56.609942 15.748866
#> [112,] 54.803046 17.555762
#> [113,] 53.836498 18.522311
#> [114,] 54.689136 17.669672
#> [115,] 54.854782 17.504026
#> [116,] 53.939585 18.419223
#> [117,] 52.777640 19.581168
#> [118,] 53.856452 18.502356
#> [119,] 52.858597 19.500211
#> [120,] 53.868975 18.489833
#> [121,] 59.248977 13.109832
#> [122,] 55.269218 17.089590
#> [123,] 53.491150 18.867658
#> [124,] 56.535912 15.822896
#> [125,] 56.109291 16.249517
#> [126,] 56.062403 16.296405
#> [127,] 55.395423 16.963385
#> [128,] 55.200244 17.158565
#> [129,] 54.309315 18.049494
#> [130,] 54.099140 18.259669
#> [131,] 60.500916 11.857892
#> [132,] 57.655897 14.702911
#> [133,] 58.552809 13.805999
#> [134,] 55.388949 16.969860
#> [135,] 60.182940 12.175869
#> [136,] 55.865418 16.493391
#> [137,] 55.465519 16.893289
#> [138,] 55.765291 16.593518
#> [139,] 55.449370 16.909439
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.24170730 0.7582927
#> [2,] 0.24626577 0.7537342
#> [3,] 0.25682409 0.7431759
#> [4,] 0.25632076 0.7436792
#> [5,] 0.25777826 0.7422217
#> [6,] 0.25683125 0.7431687
#> [7,] 0.23254930 0.7674507
#> [8,] 0.25426883 0.7457312
#> [9,] 0.26038159 0.7396184
#> [10,] 0.23936095 0.7606390
#> [11,] 0.24490035 0.7550996
#> [12,] 0.23631201 0.7636880
#> [13,] 0.24822581 0.7517742
#> [14,] 0.24595422 0.7540458
#> [15,] 0.26380729 0.7361927
#> [16,] 0.25399821 0.7460018
#> [17,] 0.26286646 0.7371335
#> [18,] 0.22354671 0.7764533
#> [19,] 0.19439379 0.8056062
#> [20,] 0.24796065 0.7520394
#> [21,] 0.25313698 0.7468630
#> [22,] 0.24034372 0.7596563
#> [23,] 0.20615912 0.7938409
#> [24,] 0.22470179 0.7752982
#> [25,] 0.24369039 0.7563096
#> [26,] 0.25191341 0.7480866
#> [27,] 0.26282637 0.7371736
#> [28,] 0.23618040 0.7638196
#> [29,] 0.23268829 0.7673117
#> [30,] 0.21662240 0.7833776
#> [31,] 0.20867223 0.7913278
#> [32,] 0.21322474 0.7867753
#> [33,] 0.09402667 0.9059733
#> [34,] 0.24857464 0.7514254
#> [35,] 0.25715801 0.7428420
#> [36,] 0.26144662 0.7385534
#> [37,] 0.25357013 0.7464299
#> [38,] 0.25789862 0.7421014
#> [39,] 0.14333863 0.8566614
#> [40,] 0.22436819 0.7756318
#> [41,] 0.26147752 0.7385225
#> [42,] 0.22348287 0.7765171
#> [43,] 0.26240659 0.7375934
#> [44,] 0.27447854 0.7255215
#> [45,] 0.17754309 0.8224569
#> [46,] 0.11637269 0.8836273
#> [47,] 0.25968164 0.7403184
#> [48,] 0.22561080 0.7743892
#> [49,] 0.21390868 0.7860913
#> [50,] 0.23263162 0.7673684
#> [51,] 0.23872145 0.7612785
#> [52,] 0.24776822 0.7522318
#> [53,] 0.25729739 0.7427026
#> [54,] 0.24652571 0.7534743
#> [55,] 0.24454108 0.7554589
#> [56,] 0.26050843 0.7394916
#> [57,] 0.27084025 0.7291598
#> [58,] 0.26093611 0.7390639
#> [59,] 0.24802542 0.7519746
#> [60,] 0.18854476 0.8114552
#> [61,] 0.25905116 0.7409488
#> [62,] 0.24941936 0.7505806
#> [63,] 0.21618020 0.7838198
#> [64,] 0.24381637 0.7561836
#> [65,] 0.24501835 0.7549817
#> [66,] 0.74471971 0.2552803
#> [67,] 0.73091191 0.2690881
#> [68,] 0.73715274 0.2628473
#> [69,] 0.74185794 0.2581421
#> [70,] 0.72974377 0.2702562
#> [71,] 0.74287403 0.2571260
#> [72,] 0.74316320 0.2568368
#> [73,] 0.74943878 0.2505612
#> [74,] 0.74589761 0.2541024
#> [75,] 0.76863501 0.2313650
#> [76,] 0.77277724 0.2272228
#> [77,] 0.76118457 0.2388154
#> [78,] 0.73558245 0.2644176
#> [79,] 0.77162386 0.2283761
#> [80,] 0.88024227 0.1197577
#> [81,] 0.79629139 0.2037086
#> [82,] 0.77502558 0.2249744
#> [83,] 0.81235359 0.1876464
#> [84,] 0.78598476 0.2140152
#> [85,] 0.83166186 0.1683381
#> [86,] 0.76042656 0.2395734
#> [87,] 0.81983172 0.1801683
#> [88,] 0.75624754 0.2437525
#> [89,] 0.77407998 0.2259200
#> [90,] 0.78226682 0.2177332
#> [91,] 0.74939733 0.2506027
#> [92,] 0.76256105 0.2374390
#> [93,] 0.75093894 0.2490611
#> [94,] 0.78368731 0.2163127
#> [95,] 0.74677224 0.2532278
#> [96,] 0.75500249 0.2449975
#> [97,] 0.74418949 0.2558105
#> [98,] 0.73564025 0.2643597
#> [99,] 0.76002845 0.2399716
#> [100,] 0.78936605 0.2106339
#> [101,] 0.80951873 0.1904813
#> [102,] 0.77134949 0.2286505
#> [103,] 0.75813653 0.2418635
#> [104,] 0.73281855 0.2671814
#> [105,] 0.76962925 0.2303707
#> [106,] 0.73997085 0.2600291
#> [107,] 0.75116354 0.2488365
#> [108,] 0.74426191 0.2557381
#> [109,] 0.74561341 0.2543866
#> [110,] 0.75699244 0.2430076
#> [111,] 0.78235040 0.2176496
#> [112,] 0.75737906 0.2426209
#> [113,] 0.74402134 0.2559787
#> [114,] 0.75580482 0.2441952
#> [115,] 0.75809405 0.2419060
#> [116,] 0.74544602 0.2545540
#> [117,] 0.72938792 0.2706121
#> [118,] 0.74429712 0.2557029
#> [119,] 0.73050674 0.2694933
#> [120,] 0.74447018 0.2555298
#> [121,] 0.81882190 0.1811781
#> [122,] 0.76382156 0.2361784
#> [123,] 0.73924864 0.2607514
#> [124,] 0.78132730 0.2186727
#> [125,] 0.77543139 0.2245686
#> [126,] 0.77478340 0.2252166
#> [127,] 0.76556572 0.2344343
#> [128,] 0.76286833 0.2371317
#> [129,] 0.75055568 0.2494443
#> [130,] 0.74765106 0.2523489
#> [131,] 0.83612372 0.1638763
#> [132,] 0.79680551 0.2031945
#> [133,] 0.80920085 0.1907992
#> [134,] 0.76547624 0.2345238
#> [135,] 0.83172928 0.1682707
#> [136,] 0.77206105 0.2279389
#> [137,] 0.76653445 0.2334655
#> [138,] 0.77067730 0.2293227
#> [139,] 0.76631126 0.2336887
#>
#> $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" "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
#> 2.15378107 0.87491761 8.26453378 2.16412255 1.19825961 0.19954763 0.60431061
#> V16 V17 V18 V19 V2 V20 V21
#> 1.88576332 1.56722142 0.80527099 1.08511357 3.65759496 0.78022207 1.02835106
#> V22 V23 V24 V25 V26 V27 V28
#> 1.65240354 6.63347779 0.78528161 0.62632348 1.14108701 3.62239116 2.68214633
#> V29 V3 V30 V31 V32 V33 V34
#> 0.58345141 0.78536019 0.96832056 2.06262407 1.14452443 1.33275346 0.98879826
#> V35 V36 V37 V38 V39 V4 V40
#> 0.40205423 4.06213566 3.33279051 1.15367245 1.67874267 1.60696736 1.14024095
#> V41 V42 V43 V44 V45 V46 V47
#> 0.86636294 1.69207532 0.98730169 2.58329009 4.29002120 0.10814580 1.73129630
#> V48 V49 V5 V50 V51 V52 V53
#> 0.98423223 2.32290934 1.18587948 0.00000000 1.73920095 2.92713533 1.99936341
#> V54 V55 V56 V57 V58 V59 V6
#> 1.24611563 2.33451118 1.30462950 1.16462371 1.31684537 0.91889026 0.48362670
#> V60 V7 V8 V9
#> 0.50031140 0.08996315 1.40875129 1.15996034
#>
#> $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"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 74 65
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V11 V23 V45 V36 V2 V27 V37
#> 8.26453378 6.63347779 4.29002120 4.06213566 3.65759496 3.62239116 3.33279051
#> V52 V28 V44 V55 V49 V12 V1
#> 2.92713533 2.68214633 2.58329009 2.33451118 2.32290934 2.16412255 2.15378107
#> V31 V53 V16 V51 V47 V42 V39
#> 2.06262407 1.99936341 1.88576332 1.73920095 1.73129630 1.69207532 1.67874267
#> V22 V4 V17 V8 V33 V58 V56
#> 1.65240354 1.60696736 1.56722142 1.40875129 1.33275346 1.31684537 1.30462950
#> V54 V13 V5 V57 V9 V38 V32
#> 1.24611563 1.19825961 1.18587948 1.16462371 1.15996034 1.15367245 1.14452443
#> V26 V40 V19 V21 V34 V43 V48
#> 1.14108701 1.14024095 1.08511357 1.02835106 0.98879826 0.98730169 0.98423223
#> V30 V59 V10 V41 V18 V3 V24
#> 0.96832056 0.91889026 0.87491761 0.86636294 0.80527099 0.78536019 0.78528161
#> V20 V25 V15 V29 V60 V6 V35
#> 0.78022207 0.62632348 0.60431061 0.58345141 0.50031140 0.48362670 0.40205423
#> V14 V46 V7 V50
#> 0.19954763 0.10814580 0.08996315 0.00000000
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1449275