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/chapters/chapter2/data_and_basic_modeling.html#sec-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', predict_raw = 'FALSE'
# 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 67 M (0.51798561 0.48201439)
#> 2) V11>=0.1791 78 18 M (0.76923077 0.23076923)
#> 4) V17< 0.6929 55 3 M (0.94545455 0.05454545) *
#> 5) V17>=0.6929 23 8 R (0.34782609 0.65217391)
#> 10) V57< 0.00535 7 0 M (1.00000000 0.00000000) *
#> 11) V57>=0.00535 16 1 R (0.06250000 0.93750000) *
#> 3) V11< 0.1791 61 12 R (0.19672131 0.80327869)
#> 6) V4>=0.0503 14 3 M (0.78571429 0.21428571) *
#> 7) V4< 0.0503 47 1 R (0.02127660 0.97872340) *
#>
#> $trees[[2]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V12>=0.2248 75 20 M (0.73333333 0.26666667)
#> 4) V7< 0.2123 66 11 M (0.83333333 0.16666667)
#> 8) V48>=0.0444 52 2 M (0.96153846 0.03846154) *
#> 9) V48< 0.0444 14 5 R (0.35714286 0.64285714) *
#> 5) V7>=0.2123 9 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2248 64 11 R (0.17187500 0.82812500)
#> 6) V19>=0.80275 10 2 M (0.80000000 0.20000000) *
#> 7) V19< 0.80275 54 3 R (0.05555556 0.94444444) *
#>
#> $trees[[3]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V10>=0.0923 110 37 M (0.66363636 0.33636364)
#> 4) V46>=0.06695 80 15 M (0.81250000 0.18750000)
#> 8) V16< 0.70335 70 8 M (0.88571429 0.11428571)
#> 16) V9>=0.15245 47 0 M (1.00000000 0.00000000) *
#> 17) V9< 0.15245 23 8 M (0.65217391 0.34782609)
#> 34) V49>=0.02885 16 2 M (0.87500000 0.12500000) *
#> 35) V49< 0.02885 7 1 R (0.14285714 0.85714286) *
#> 9) V16>=0.70335 10 3 R (0.30000000 0.70000000) *
#> 5) V46< 0.06695 30 8 R (0.26666667 0.73333333)
#> 10) V28< 0.5663 7 1 M (0.85714286 0.14285714) *
#> 11) V28>=0.5663 23 2 R (0.08695652 0.91304348) *
#> 3) V10< 0.0923 29 1 R (0.03448276 0.96551724) *
#>
#> $trees[[4]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V36< 0.40615 75 19 M (0.74666667 0.25333333)
#> 4) V42>=0.04415 67 11 M (0.83582090 0.16417910)
#> 8) V52>=0.0069 55 4 M (0.92727273 0.07272727) *
#> 9) V52< 0.0069 12 5 R (0.41666667 0.58333333) *
#> 5) V42< 0.04415 8 0 R (0.00000000 1.00000000) *
#> 3) V36>=0.40615 64 13 R (0.20312500 0.79687500)
#> 6) V20>=0.87095 8 0 M (1.00000000 0.00000000) *
#> 7) V20< 0.87095 56 5 R (0.08928571 0.91071429) *
#>
#> $trees[[5]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.5395683 0.4604317)
#> 2) V12>=0.14715 105 35 M (0.6666667 0.3333333)
#> 4) V26>=0.40365 86 20 M (0.7674419 0.2325581)
#> 8) V55< 0.0067 36 0 M (1.0000000 0.0000000) *
#> 9) V55>=0.0067 50 20 M (0.6000000 0.4000000)
#> 18) V55>=0.01105 26 3 M (0.8846154 0.1153846) *
#> 19) V55< 0.01105 24 7 R (0.2916667 0.7083333)
#> 38) V3< 0.0285 12 5 M (0.5833333 0.4166667) *
#> 39) V3>=0.0285 12 0 R (0.0000000 1.0000000) *
#> 5) V26< 0.40365 19 4 R (0.2105263 0.7894737) *
#> 3) V12< 0.14715 34 5 R (0.1470588 0.8529412)
#> 6) V42>=0.32665 7 2 M (0.7142857 0.2857143) *
#> 7) V42< 0.32665 27 0 R (0.0000000 1.0000000) *
#>
#> $trees[[6]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.4388489 0.5611511)
#> 2) V9>=0.1509 60 18 M (0.7000000 0.3000000)
#> 4) V51>=0.01235 42 5 M (0.8809524 0.1190476) *
#> 5) V51< 0.01235 18 5 R (0.2777778 0.7222222) *
#> 3) V9< 0.1509 79 19 R (0.2405063 0.7594937)
#> 6) V20>=0.86495 21 8 M (0.6190476 0.3809524)
#> 12) V28< 0.4985 13 0 M (1.0000000 0.0000000) *
#> 13) V28>=0.4985 8 0 R (0.0000000 1.0000000) *
#> 7) V20< 0.86495 58 6 R (0.1034483 0.8965517) *
#>
#> $trees[[7]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V47>=0.06235 104 40 M (0.61538462 0.38461538)
#> 4) V36< 0.46475 63 11 M (0.82539683 0.17460317)
#> 8) V1>=0.0144 52 3 M (0.94230769 0.05769231) *
#> 9) V1< 0.0144 11 3 R (0.27272727 0.72727273) *
#> 5) V36>=0.46475 41 12 R (0.29268293 0.70731707)
#> 10) V11>=0.25125 8 0 M (1.00000000 0.00000000) *
#> 11) V11< 0.25125 33 4 R (0.12121212 0.87878788)
#> 22) V16< 0.1821 7 3 M (0.57142857 0.42857143) *
#> 23) V16>=0.1821 26 0 R (0.00000000 1.00000000) *
#> 3) V47< 0.06235 35 3 R (0.08571429 0.91428571) *
#>
#> $trees[[8]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V21>=0.7983 41 6 M (0.85365854 0.14634146)
#> 4) V16< 0.6801 34 0 M (1.00000000 0.00000000) *
#> 5) V16>=0.6801 7 1 R (0.14285714 0.85714286) *
#> 3) V21< 0.7983 98 33 R (0.33673469 0.66326531)
#> 6) V11>=0.1961 52 22 M (0.57692308 0.42307692)
#> 12) V55< 0.00925 23 1 M (0.95652174 0.04347826) *
#> 13) V55>=0.00925 29 8 R (0.27586207 0.72413793)
#> 26) V48>=0.0755 9 2 M (0.77777778 0.22222222) *
#> 27) V48< 0.0755 20 1 R (0.05000000 0.95000000) *
#> 7) V11< 0.1961 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[9]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V31< 0.40345 50 12 M (0.76000000 0.24000000)
#> 4) V30>=0.13885 41 3 M (0.92682927 0.07317073) *
#> 5) V30< 0.13885 9 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.40345 89 31 R (0.34831461 0.65168539)
#> 6) V28>=0.66175 44 16 M (0.63636364 0.36363636)
#> 12) V42>=0.26655 26 0 M (1.00000000 0.00000000) *
#> 13) V42< 0.26655 18 2 R (0.11111111 0.88888889) *
#> 7) V28< 0.66175 45 3 R (0.06666667 0.93333333) *
#>
#> $trees[[10]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V12>=0.15395 98 34 M (0.65306122 0.34693878)
#> 4) V39< 0.368 61 10 M (0.83606557 0.16393443)
#> 8) V6< 0.143 47 2 M (0.95744681 0.04255319) *
#> 9) V6>=0.143 14 6 R (0.42857143 0.57142857) *
#> 5) V39>=0.368 37 13 R (0.35135135 0.64864865)
#> 10) V45>=0.2726 12 2 M (0.83333333 0.16666667) *
#> 11) V45< 0.2726 25 3 R (0.12000000 0.88000000) *
#> 3) V12< 0.15395 41 9 R (0.21951220 0.78048780)
#> 6) V52>=0.02075 7 1 M (0.85714286 0.14285714) *
#> 7) V52< 0.02075 34 3 R (0.08823529 0.91176471) *
#>
#> $trees[[11]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V37< 0.3939 85 24 M (0.71764706 0.28235294)
#> 4) V51>=0.01285 53 5 M (0.90566038 0.09433962)
#> 8) V10>=0.1116 46 1 M (0.97826087 0.02173913) *
#> 9) V10< 0.1116 7 3 R (0.42857143 0.57142857) *
#> 5) V51< 0.01285 32 13 R (0.40625000 0.59375000)
#> 10) V41>=0.28095 11 1 M (0.90909091 0.09090909) *
#> 11) V41< 0.28095 21 3 R (0.14285714 0.85714286) *
#> 3) V37>=0.3939 54 12 R (0.22222222 0.77777778)
#> 6) V27>=0.82755 9 2 M (0.77777778 0.22222222) *
#> 7) V27< 0.82755 45 5 R (0.11111111 0.88888889)
#> 14) V20>=0.83155 9 4 M (0.55555556 0.44444444) *
#> 15) V20< 0.83155 36 0 R (0.00000000 1.00000000) *
#>
#> $trees[[12]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V37< 0.47585 91 38 M (0.58241758 0.41758242)
#> 4) V48>=0.07485 42 2 M (0.95238095 0.04761905) *
#> 5) V48< 0.07485 49 13 R (0.26530612 0.73469388)
#> 10) V29< 0.3291 8 1 M (0.87500000 0.12500000) *
#> 11) V29>=0.3291 41 6 R (0.14634146 0.85365854)
#> 22) V41>=0.276 10 4 M (0.60000000 0.40000000) *
#> 23) V41< 0.276 31 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.47585 48 5 R (0.10416667 0.89583333) *
#>
#> $trees[[13]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.4604317 0.5395683)
#> 2) V55< 0.0066 60 14 M (0.7666667 0.2333333)
#> 4) V10>=0.13065 40 1 M (0.9750000 0.0250000) *
#> 5) V10< 0.13065 20 7 R (0.3500000 0.6500000)
#> 10) V5>=0.08145 7 0 M (1.0000000 0.0000000) *
#> 11) V5< 0.08145 13 0 R (0.0000000 1.0000000) *
#> 3) V55>=0.0066 79 18 R (0.2278481 0.7721519)
#> 6) V21>=0.86385 9 0 M (1.0000000 0.0000000) *
#> 7) V21< 0.86385 70 9 R (0.1285714 0.8714286) *
#>
#> $trees[[14]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V5>=0.05075 95 27 M (0.71578947 0.28421053)
#> 4) V38>=0.13605 79 13 M (0.83544304 0.16455696)
#> 8) V48>=0.04695 63 4 M (0.93650794 0.06349206) *
#> 9) V48< 0.04695 16 7 R (0.43750000 0.56250000) *
#> 5) V38< 0.13605 16 2 R (0.12500000 0.87500000) *
#> 3) V5< 0.05075 44 9 R (0.20454545 0.79545455)
#> 6) V50< 0.00625 7 1 M (0.85714286 0.14285714) *
#> 7) V50>=0.00625 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[15]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V12>=0.22995 83 19 M (0.77108434 0.22891566)
#> 4) V7< 0.21725 74 10 M (0.86486486 0.13513514)
#> 8) V52>=0.0069 65 4 M (0.93846154 0.06153846) *
#> 9) V52< 0.0069 9 3 R (0.33333333 0.66666667) *
#> 5) V7>=0.21725 9 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.22995 56 17 R (0.30357143 0.69642857)
#> 6) V1>=0.02065 31 14 M (0.54838710 0.45161290)
#> 12) V27< 0.78095 20 4 M (0.80000000 0.20000000)
#> 24) V20>=0.56585 13 0 M (1.00000000 0.00000000) *
#> 25) V20< 0.56585 7 3 R (0.42857143 0.57142857) *
#> 13) V27>=0.78095 11 1 R (0.09090909 0.90909091) *
#> 7) V1< 0.02065 25 0 R (0.00000000 1.00000000) *
#>
#> $trees[[16]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V10>=0.1301 104 29 M (0.72115385 0.27884615)
#> 4) V17< 0.90505 92 17 M (0.81521739 0.18478261)
#> 8) V23< 0.9337 85 10 M (0.88235294 0.11764706)
#> 16) V57< 0.0136 78 5 M (0.93589744 0.06410256) *
#> 17) V57>=0.0136 7 2 R (0.28571429 0.71428571) *
#> 9) V23>=0.9337 7 0 R (0.00000000 1.00000000) *
#> 5) V17>=0.90505 12 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.1301 35 8 R (0.22857143 0.77142857)
#> 6) V2>=0.0513 9 1 M (0.88888889 0.11111111) *
#> 7) V2< 0.0513 26 0 R (0.00000000 1.00000000) *
#>
#> $trees[[17]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V48>=0.0755 62 16 M (0.74193548 0.25806452)
#> 4) V36< 0.5093 43 3 M (0.93023256 0.06976744) *
#> 5) V36>=0.5093 19 6 R (0.31578947 0.68421053) *
#> 3) V48< 0.0755 77 23 R (0.29870130 0.70129870)
#> 6) V22>=0.68675 37 14 M (0.62162162 0.37837838)
#> 12) V42>=0.18325 19 0 M (1.00000000 0.00000000) *
#> 13) V42< 0.18325 18 4 R (0.22222222 0.77777778) *
#> 7) V22< 0.68675 40 0 R (0.00000000 1.00000000) *
#>
#> $trees[[18]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V45>=0.26515 21 0 M (1.00000000 0.00000000) *
#> 3) V45< 0.26515 118 44 R (0.37288136 0.62711864)
#> 6) V57< 0.0056 37 9 M (0.75675676 0.24324324)
#> 12) V10>=0.12165 30 2 M (0.93333333 0.06666667) *
#> 13) V10< 0.12165 7 0 R (0.00000000 1.00000000) *
#> 7) V57>=0.0056 81 16 R (0.19753086 0.80246914)
#> 14) V21>=0.86385 12 2 M (0.83333333 0.16666667) *
#> 15) V21< 0.86385 69 6 R (0.08695652 0.91304348) *
#>
#> $trees[[19]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V39>=0.17305 112 35 M (0.68750000 0.31250000)
#> 4) V5>=0.0335 97 22 M (0.77319588 0.22680412)
#> 8) V7< 0.2145 87 14 M (0.83908046 0.16091954)
#> 16) V8>=0.0911 68 3 M (0.95588235 0.04411765) *
#> 17) V8< 0.0911 19 8 R (0.42105263 0.57894737) *
#> 9) V7>=0.2145 10 2 R (0.20000000 0.80000000) *
#> 5) V5< 0.0335 15 2 R (0.13333333 0.86666667) *
#> 3) V39< 0.17305 27 2 R (0.07407407 0.92592593) *
#>
#> $trees[[20]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V36< 0.52905 100 24 M (0.76000000 0.24000000)
#> 4) V39< 0.42825 89 14 M (0.84269663 0.15730337)
#> 8) V42>=0.08325 77 4 M (0.94805195 0.05194805) *
#> 9) V42< 0.08325 12 2 R (0.16666667 0.83333333) *
#> 5) V39>=0.42825 11 1 R (0.09090909 0.90909091) *
#> 3) V36>=0.52905 39 9 R (0.23076923 0.76923077)
#> 6) V11>=0.31535 7 0 M (1.00000000 0.00000000) *
#> 7) V11< 0.31535 32 2 R (0.06250000 0.93750000) *
#>
#> $trees[[21]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V12>=0.3604 32 2 M (0.93750000 0.06250000) *
#> 3) V12< 0.3604 107 42 R (0.39252336 0.60747664)
#> 6) V28>=0.92415 18 0 M (1.00000000 0.00000000) *
#> 7) V28< 0.92415 89 24 R (0.26966292 0.73033708)
#> 14) V27< 0.53465 21 6 M (0.71428571 0.28571429)
#> 28) V57>=0.0099 12 0 M (1.00000000 0.00000000) *
#> 29) V57< 0.0099 9 3 R (0.33333333 0.66666667) *
#> 15) V27>=0.53465 68 9 R (0.13235294 0.86764706)
#> 30) V25>=0.93195 7 2 M (0.71428571 0.28571429) *
#> 31) V25< 0.93195 61 4 R (0.06557377 0.93442623) *
#>
#> $trees[[22]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V59>=0.00735 61 11 M (0.81967213 0.18032787)
#> 4) V36< 0.5604 48 3 M (0.93750000 0.06250000) *
#> 5) V36>=0.5604 13 5 R (0.38461538 0.61538462) *
#> 3) V59< 0.00735 78 32 R (0.41025641 0.58974359)
#> 6) V29>=0.86515 18 0 M (1.00000000 0.00000000) *
#> 7) V29< 0.86515 60 14 R (0.23333333 0.76666667)
#> 14) V57< 0.0055 21 8 M (0.61904762 0.38095238)
#> 28) V54>=0.0074 10 0 M (1.00000000 0.00000000) *
#> 29) V54< 0.0074 11 3 R (0.27272727 0.72727273) *
#> 15) V57>=0.0055 39 1 R (0.02564103 0.97435897) *
#>
#> $trees[[23]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V5>=0.03885 101 29 M (0.71287129 0.28712871)
#> 4) V16< 0.6819 88 17 M (0.80681818 0.19318182)
#> 8) V52>=0.00835 61 1 M (0.98360656 0.01639344) *
#> 9) V52< 0.00835 27 11 R (0.40740741 0.59259259)
#> 18) V47>=0.115 9 0 M (1.00000000 0.00000000) *
#> 19) V47< 0.115 18 2 R (0.11111111 0.88888889) *
#> 5) V16>=0.6819 13 1 R (0.07692308 0.92307692) *
#> 3) V5< 0.03885 38 7 R (0.18421053 0.81578947)
#> 6) V30>=0.67235 9 2 M (0.77777778 0.22222222) *
#> 7) V30< 0.67235 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[24]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 M (0.56115108 0.43884892)
#> 2) V9>=0.1607 70 16 M (0.77142857 0.22857143)
#> 4) V15< 0.67995 61 9 M (0.85245902 0.14754098)
#> 8) V5>=0.0321 54 4 M (0.92592593 0.07407407) *
#> 9) V5< 0.0321 7 2 R (0.28571429 0.71428571) *
#> 5) V15>=0.67995 9 2 R (0.22222222 0.77777778) *
#> 3) V9< 0.1607 69 24 R (0.34782609 0.65217391)
#> 6) V60< 0.0036 17 3 M (0.82352941 0.17647059) *
#> 7) V60>=0.0036 52 10 R (0.19230769 0.80769231)
#> 14) V4>=0.05995 11 2 M (0.81818182 0.18181818) *
#> 15) V4< 0.05995 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[25]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.4316547 0.5683453)
#> 2) V48>=0.04695 90 36 M (0.6000000 0.4000000)
#> 4) V52>=0.0113 56 12 M (0.7857143 0.2142857)
#> 8) V38< 0.65185 49 6 M (0.8775510 0.1224490) *
#> 9) V38>=0.65185 7 1 R (0.1428571 0.8571429) *
#> 5) V52< 0.0113 34 10 R (0.2941176 0.7058824)
#> 10) V21>=0.6696 14 4 M (0.7142857 0.2857143) *
#> 11) V21< 0.6696 20 0 R (0.0000000 1.0000000) *
#> 3) V48< 0.04695 49 6 R (0.1224490 0.8775510) *
#>
#> $trees[[26]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V31< 0.3838 56 13 M (0.76785714 0.23214286)
#> 4) V21>=0.6232 35 0 M (1.00000000 0.00000000) *
#> 5) V21< 0.6232 21 8 R (0.38095238 0.61904762)
#> 10) V36< 0.1848 8 0 M (1.00000000 0.00000000) *
#> 11) V36>=0.1848 13 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.3838 83 19 R (0.22891566 0.77108434)
#> 6) V27>=0.8167 18 5 M (0.72222222 0.27777778) *
#> 7) V27< 0.8167 65 6 R (0.09230769 0.90769231)
#> 14) V44>=0.29875 8 3 M (0.62500000 0.37500000) *
#> 15) V44< 0.29875 57 1 R (0.01754386 0.98245614) *
#>
#> $trees[[27]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V27< 0.50485 40 6 M (0.85000000 0.15000000)
#> 4) V5< 0.1265 31 0 M (1.00000000 0.00000000) *
#> 5) V5>=0.1265 9 3 R (0.33333333 0.66666667) *
#> 3) V27>=0.50485 99 27 R (0.27272727 0.72727273)
#> 6) V11>=0.17815 51 25 M (0.50980392 0.49019608)
#> 12) V15< 0.2395 16 0 M (1.00000000 0.00000000) *
#> 13) V15>=0.2395 35 10 R (0.28571429 0.71428571)
#> 26) V23>=0.7796 8 1 M (0.87500000 0.12500000) *
#> 27) V23< 0.7796 27 3 R (0.11111111 0.88888889) *
#> 7) V11< 0.17815 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[28]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V31< 0.4113 64 22 M (0.65625000 0.34375000)
#> 4) V11>=0.28545 26 1 M (0.96153846 0.03846154) *
#> 5) V11< 0.28545 38 17 R (0.44736842 0.55263158)
#> 10) V22>=0.89785 12 0 M (1.00000000 0.00000000) *
#> 11) V22< 0.89785 26 5 R (0.19230769 0.80769231)
#> 22) V4>=0.0623 8 3 M (0.62500000 0.37500000) *
#> 23) V4< 0.0623 18 0 R (0.00000000 1.00000000) *
#> 3) V31>=0.4113 75 14 R (0.18666667 0.81333333)
#> 6) V37< 0.23695 11 3 M (0.72727273 0.27272727) *
#> 7) V37>=0.23695 64 6 R (0.09375000 0.90625000) *
#>
#> $trees[[29]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V12>=0.2244 79 33 M (0.58227848 0.41772152)
#> 4) V52>=0.00675 61 16 M (0.73770492 0.26229508)
#> 8) V22< 0.8771 51 7 M (0.86274510 0.13725490)
#> 16) V6< 0.1796 44 2 M (0.95454545 0.04545455) *
#> 17) V6>=0.1796 7 2 R (0.28571429 0.71428571) *
#> 9) V22>=0.8771 10 1 R (0.10000000 0.90000000) *
#> 5) V52< 0.00675 18 1 R (0.05555556 0.94444444) *
#> 3) V12< 0.2244 60 10 R (0.16666667 0.83333333)
#> 6) V26< 0.4212 11 4 M (0.63636364 0.36363636) *
#> 7) V26>=0.4212 49 3 R (0.06122449 0.93877551) *
#>
#> $trees[[30]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.51079137 0.48920863)
#> 2) V49>=0.0594 51 11 M (0.78431373 0.21568627)
#> 4) V28>=0.5381 37 2 M (0.94594595 0.05405405) *
#> 5) V28< 0.5381 14 5 R (0.35714286 0.64285714) *
#> 3) V49< 0.0594 88 31 R (0.35227273 0.64772727)
#> 6) V26>=0.978 11 1 M (0.90909091 0.09090909) *
#> 7) V26< 0.978 77 21 R (0.27272727 0.72727273)
#> 14) V54>=0.0218 9 1 M (0.88888889 0.11111111) *
#> 15) V54< 0.0218 68 13 R (0.19117647 0.80882353)
#> 30) V29>=0.86595 9 3 M (0.66666667 0.33333333) *
#> 31) V29< 0.86595 59 7 R (0.11864407 0.88135593) *
#>
#> $trees[[31]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V4>=0.0719 50 11 M (0.78000000 0.22000000)
#> 4) V34>=0.19145 42 3 M (0.92857143 0.07142857) *
#> 5) V34< 0.19145 8 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.0719 89 28 R (0.31460674 0.68539326)
#> 6) V11>=0.1745 53 26 M (0.50943396 0.49056604)
#> 12) V48>=0.0743 25 3 M (0.88000000 0.12000000) *
#> 13) V48< 0.0743 28 5 R (0.17857143 0.82142857)
#> 26) V27< 0.60035 7 2 M (0.71428571 0.28571429) *
#> 27) V27>=0.60035 21 0 R (0.00000000 1.00000000) *
#> 7) V11< 0.1745 36 1 R (0.02777778 0.97222222) *
#>
#> $trees[[32]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V1>=0.0196 103 34 M (0.66990291 0.33009709)
#> 4) V37< 0.47715 76 14 M (0.81578947 0.18421053)
#> 8) V41>=0.12415 66 6 M (0.90909091 0.09090909)
#> 16) V52>=0.00725 59 1 M (0.98305085 0.01694915) *
#> 17) V52< 0.00725 7 2 R (0.28571429 0.71428571) *
#> 9) V41< 0.12415 10 2 R (0.20000000 0.80000000) *
#> 5) V37>=0.47715 27 7 R (0.25925926 0.74074074)
#> 10) V45>=0.3507 7 0 M (1.00000000 0.00000000) *
#> 11) V45< 0.3507 20 0 R (0.00000000 1.00000000) *
#> 3) V1< 0.0196 36 6 R (0.16666667 0.83333333)
#> 6) V27>=0.84915 7 2 M (0.71428571 0.28571429) *
#> 7) V27< 0.84915 29 1 R (0.03448276 0.96551724) *
#>
#> $trees[[33]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V45>=0.1973 35 3 M (0.91428571 0.08571429) *
#> 3) V45< 0.1973 104 41 R (0.39423077 0.60576923)
#> 6) V12>=0.3822 19 1 M (0.94736842 0.05263158) *
#> 7) V12< 0.3822 85 23 R (0.27058824 0.72941176)
#> 14) V10>=0.14955 45 21 R (0.46666667 0.53333333)
#> 28) V50< 0.01425 14 0 M (1.00000000 0.00000000) *
#> 29) V50>=0.01425 31 7 R (0.22580645 0.77419355)
#> 58) V20>=0.90045 8 2 M (0.75000000 0.25000000) *
#> 59) V20< 0.90045 23 1 R (0.04347826 0.95652174) *
#> 15) V10< 0.14955 40 2 R (0.05000000 0.95000000) *
#>
#> $trees[[34]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V31< 0.3751 50 12 M (0.76000000 0.24000000)
#> 4) V27< 0.6819 35 2 M (0.94285714 0.05714286) *
#> 5) V27>=0.6819 15 5 R (0.33333333 0.66666667) *
#> 3) V31>=0.3751 89 27 R (0.30337079 0.69662921)
#> 6) V36< 0.39715 37 14 M (0.62162162 0.37837838)
#> 12) V13< 0.37305 25 2 M (0.92000000 0.08000000) *
#> 13) V13>=0.37305 12 0 R (0.00000000 1.00000000) *
#> 7) V36>=0.39715 52 4 R (0.07692308 0.92307692)
#> 14) V35>=0.6273 7 3 M (0.57142857 0.42857143) *
#> 15) V35< 0.6273 45 0 R (0.00000000 1.00000000) *
#>
#> $trees[[35]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V25>=0.92595 24 3 M (0.8750000 0.1250000) *
#> 3) V25< 0.92595 115 37 R (0.3217391 0.6782609)
#> 6) V45>=0.2383 21 5 M (0.7619048 0.2380952)
#> 12) V28>=0.5942 14 0 M (1.0000000 0.0000000) *
#> 13) V28< 0.5942 7 2 R (0.2857143 0.7142857) *
#> 7) V45< 0.2383 94 21 R (0.2234043 0.7765957)
#> 14) V37< 0.1152 9 1 M (0.8888889 0.1111111) *
#> 15) V37>=0.1152 85 13 R (0.1529412 0.8470588) *
#>
#> $trees[[36]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 M (0.51798561 0.48201439)
#> 2) V31< 0.3743 48 7 M (0.85416667 0.14583333)
#> 4) V8>=0.06425 41 2 M (0.95121951 0.04878049) *
#> 5) V8< 0.06425 7 2 R (0.28571429 0.71428571) *
#> 3) V31>=0.3743 91 31 R (0.34065934 0.65934066)
#> 6) V26>=0.9894 11 0 M (1.00000000 0.00000000) *
#> 7) V26< 0.9894 80 20 R (0.25000000 0.75000000)
#> 14) V49>=0.04425 35 17 R (0.48571429 0.51428571)
#> 28) V7< 0.1563 23 6 M (0.73913043 0.26086957)
#> 56) V38< 0.27225 14 0 M (1.00000000 0.00000000) *
#> 57) V38>=0.27225 9 3 R (0.33333333 0.66666667) *
#> 29) V7>=0.1563 12 0 R (0.00000000 1.00000000) *
#> 15) V49< 0.04425 45 3 R (0.06666667 0.93333333) *
#>
#> $trees[[37]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V39>=0.1385 116 37 M (0.68103448 0.31896552)
#> 4) V48>=0.04925 86 17 M (0.80232558 0.19767442)
#> 8) V41< 0.59685 79 11 M (0.86075949 0.13924051)
#> 16) V52>=0.00865 63 2 M (0.96825397 0.03174603) *
#> 17) V52< 0.00865 16 7 R (0.43750000 0.56250000) *
#> 9) V41>=0.59685 7 1 R (0.14285714 0.85714286) *
#> 5) V48< 0.04925 30 10 R (0.33333333 0.66666667)
#> 10) V55< 0.00405 8 1 M (0.87500000 0.12500000) *
#> 11) V55>=0.00405 22 3 R (0.13636364 0.86363636) *
#> 3) V39< 0.1385 23 2 R (0.08695652 0.91304348) *
#>
#> $trees[[38]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V11>=0.1707 97 25 M (0.74226804 0.25773196)
#> 4) V17< 0.6929 75 11 M (0.85333333 0.14666667)
#> 8) V6< 0.1552 63 4 M (0.93650794 0.06349206) *
#> 9) V6>=0.1552 12 5 R (0.41666667 0.58333333) *
#> 5) V17>=0.6929 22 8 R (0.36363636 0.63636364)
#> 10) V35>=0.36355 7 1 M (0.85714286 0.14285714) *
#> 11) V35< 0.36355 15 2 R (0.13333333 0.86666667) *
#> 3) V11< 0.1707 42 10 R (0.23809524 0.76190476)
#> 6) V20>=0.84665 12 3 M (0.75000000 0.25000000) *
#> 7) V20< 0.84665 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[39]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V43>=0.2006 68 14 M (0.79411765 0.20588235)
#> 4) V20>=0.4883 44 0 M (1.00000000 0.00000000) *
#> 5) V20< 0.4883 24 10 R (0.41666667 0.58333333)
#> 10) V15< 0.16895 10 1 M (0.90000000 0.10000000) *
#> 11) V15>=0.16895 14 1 R (0.07142857 0.92857143) *
#> 3) V43< 0.2006 71 22 R (0.30985915 0.69014085)
#> 6) V11>=0.28545 27 9 M (0.66666667 0.33333333)
#> 12) V31< 0.3751 15 0 M (1.00000000 0.00000000) *
#> 13) V31>=0.3751 12 3 R (0.25000000 0.75000000) *
#> 7) V11< 0.28545 44 4 R (0.09090909 0.90909091) *
#>
#> $trees[[40]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 M (0.58992806 0.41007194)
#> 2) V37< 0.4771 103 27 M (0.73786408 0.26213592)
#> 4) V23< 0.9452 88 14 M (0.84090909 0.15909091)
#> 8) V32>=0.16505 80 7 M (0.91250000 0.08750000)
#> 16) V38>=0.13625 73 3 M (0.95890411 0.04109589) *
#> 17) V38< 0.13625 7 3 R (0.42857143 0.57142857) *
#> 9) V32< 0.16505 8 1 R (0.12500000 0.87500000) *
#> 5) V23>=0.9452 15 2 R (0.13333333 0.86666667) *
#> 3) V37>=0.4771 36 6 R (0.16666667 0.83333333)
#> 6) V27>=0.82755 7 3 M (0.57142857 0.42857143) *
#> 7) V27< 0.82755 29 2 R (0.06896552 0.93103448) *
#>
#> $trees[[41]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V54>=0.01595 32 0 M (1.00000000 0.00000000) *
#> 3) V54< 0.01595 107 47 R (0.43925234 0.56074766)
#> 6) V22>=0.733 51 15 M (0.70588235 0.29411765)
#> 12) V43>=0.0798 42 7 M (0.83333333 0.16666667) *
#> 13) V43< 0.0798 9 1 R (0.11111111 0.88888889) *
#> 7) V22< 0.733 56 11 R (0.19642857 0.80357143)
#> 14) V48>=0.0755 24 11 R (0.45833333 0.54166667)
#> 28) V36< 0.37865 10 0 M (1.00000000 0.00000000) *
#> 29) V36>=0.37865 14 1 R (0.07142857 0.92857143) *
#> 15) V48< 0.0755 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[42]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V52>=0.0094 99 29 M (0.70707071 0.29292929)
#> 4) V11>=0.1117 81 14 M (0.82716049 0.17283951)
#> 8) V7< 0.2101 71 6 M (0.91549296 0.08450704) *
#> 9) V7>=0.2101 10 2 R (0.20000000 0.80000000) *
#> 5) V11< 0.1117 18 3 R (0.16666667 0.83333333) *
#> 3) V52< 0.0094 40 9 R (0.22500000 0.77500000)
#> 6) V45>=0.16055 15 7 M (0.53333333 0.46666667) *
#> 7) V45< 0.16055 25 1 R (0.04000000 0.96000000) *
#>
#> $trees[[43]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 R (0.47482014 0.52517986)
#> 2) V11>=0.32535 28 2 M (0.92857143 0.07142857) *
#> 3) V11< 0.32535 111 40 R (0.36036036 0.63963964)
#> 6) V55< 0.0067 47 19 M (0.59574468 0.40425532)
#> 12) V42>=0.18295 30 3 M (0.90000000 0.10000000) *
#> 13) V42< 0.18295 17 1 R (0.05882353 0.94117647) *
#> 7) V55>=0.0067 64 12 R (0.18750000 0.81250000)
#> 14) V26< 0.4766 11 4 M (0.63636364 0.36363636) *
#> 15) V26>=0.4766 53 5 R (0.09433962 0.90566038) *
#>
#> $trees[[44]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V52>=0.00945 93 22 M (0.76344086 0.23655914)
#> 4) V11>=0.1117 79 10 M (0.87341772 0.12658228)
#> 8) V16< 0.6731 72 5 M (0.93055556 0.06944444)
#> 16) V41< 0.5719 65 1 M (0.98461538 0.01538462) *
#> 17) V41>=0.5719 7 3 R (0.42857143 0.57142857) *
#> 9) V16>=0.6731 7 2 R (0.28571429 0.71428571) *
#> 5) V11< 0.1117 14 2 R (0.14285714 0.85714286) *
#> 3) V52< 0.00945 46 10 R (0.21739130 0.78260870)
#> 6) V45>=0.23475 8 2 M (0.75000000 0.25000000) *
#> 7) V45< 0.23475 38 4 R (0.10526316 0.89473684) *
#>
#> $trees[[45]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 54 M (0.61151079 0.38848921)
#> 2) V37< 0.47585 100 25 M (0.75000000 0.25000000)
#> 4) V54>=0.008 64 6 M (0.90625000 0.09375000)
#> 8) V5>=0.0389 55 1 M (0.98181818 0.01818182) *
#> 9) V5< 0.0389 9 4 R (0.44444444 0.55555556) *
#> 5) V54< 0.008 36 17 R (0.47222222 0.52777778)
#> 10) V27< 0.4764 12 1 M (0.91666667 0.08333333) *
#> 11) V27>=0.4764 24 6 R (0.25000000 0.75000000)
#> 22) V60>=0.00725 7 2 M (0.71428571 0.28571429) *
#> 23) V60< 0.00725 17 1 R (0.05882353 0.94117647) *
#> 3) V37>=0.47585 39 10 R (0.25641026 0.74358974)
#> 6) V17< 0.19045 10 0 M (1.00000000 0.00000000) *
#> 7) V17>=0.19045 29 0 R (0.00000000 1.00000000) *
#>
#> $trees[[46]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V37< 0.23695 43 6 M (0.86046512 0.13953488) *
#> 3) V37>=0.23695 96 38 R (0.39583333 0.60416667)
#> 6) V21>=0.80235 33 7 M (0.78787879 0.21212121) *
#> 7) V21< 0.80235 63 12 R (0.19047619 0.80952381)
#> 14) V26>=0.90375 8 1 M (0.87500000 0.12500000) *
#> 15) V26< 0.90375 55 5 R (0.09090909 0.90909091)
#> 30) V16< 0.17975 7 3 M (0.57142857 0.42857143) *
#> 31) V16>=0.17975 48 1 R (0.02083333 0.97916667) *
#>
#> $trees[[47]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V27< 0.50485 48 10 M (0.79166667 0.20833333)
#> 4) V57< 0.0098 37 3 M (0.91891892 0.08108108) *
#> 5) V57>=0.0098 11 4 R (0.36363636 0.63636364) *
#> 3) V27>=0.50485 91 32 R (0.35164835 0.64835165)
#> 6) V12>=0.2109 54 24 M (0.55555556 0.44444444)
#> 12) V19< 0.66385 29 4 M (0.86206897 0.13793103)
#> 24) V59< 0.0083 22 0 M (1.00000000 0.00000000) *
#> 25) V59>=0.0083 7 3 R (0.42857143 0.57142857) *
#> 13) V19>=0.66385 25 5 R (0.20000000 0.80000000)
#> 26) V34< 0.2438 7 2 M (0.71428571 0.28571429) *
#> 27) V34>=0.2438 18 0 R (0.00000000 1.00000000) *
#> 7) V12< 0.2109 37 2 R (0.05405405 0.94594595) *
#>
#> $trees[[48]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V9>=0.11465 104 46 M (0.55769231 0.44230769)
#> 4) V46>=0.0677 66 17 M (0.74242424 0.25757576)
#> 8) V16< 0.6982 57 8 M (0.85964912 0.14035088)
#> 16) V51>=0.0108 44 1 M (0.97727273 0.02272727) *
#> 17) V51< 0.0108 13 6 R (0.46153846 0.53846154) *
#> 9) V16>=0.6982 9 0 R (0.00000000 1.00000000) *
#> 5) V46< 0.0677 38 9 R (0.23684211 0.76315789)
#> 10) V28< 0.49155 10 2 M (0.80000000 0.20000000) *
#> 11) V28>=0.49155 28 1 R (0.03571429 0.96428571) *
#> 3) V9< 0.11465 35 4 R (0.11428571 0.88571429)
#> 6) V18>=0.66965 7 3 M (0.57142857 0.42857143) *
#> 7) V18< 0.66965 28 0 R (0.00000000 1.00000000) *
#>
#> $trees[[49]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V11>=0.1707 90 31 M (0.65555556 0.34444444)
#> 4) V6< 0.1809 80 21 M (0.73750000 0.26250000)
#> 8) V33>=0.2064 61 8 M (0.86885246 0.13114754)
#> 16) V38>=0.13605 54 4 M (0.92592593 0.07407407) *
#> 17) V38< 0.13605 7 3 R (0.42857143 0.57142857) *
#> 9) V33< 0.2064 19 6 R (0.31578947 0.68421053) *
#> 5) V6>=0.1809 10 0 R (0.00000000 1.00000000) *
#> 3) V11< 0.1707 49 8 R (0.16326531 0.83673469)
#> 6) V25< 0.54295 7 1 M (0.85714286 0.14285714) *
#> 7) V25>=0.54295 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[50]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V52>=0.0088 102 37 M (0.63725490 0.36274510)
#> 4) V11>=0.2081 50 5 M (0.90000000 0.10000000)
#> 8) V2>=0.0213 43 1 M (0.97674419 0.02325581) *
#> 9) V2< 0.0213 7 3 R (0.42857143 0.57142857) *
#> 5) V11< 0.2081 52 20 R (0.38461538 0.61538462)
#> 10) V54< 0.0052 12 0 M (1.00000000 0.00000000) *
#> 11) V54>=0.0052 40 8 R (0.20000000 0.80000000)
#> 22) V33< 0.24685 8 0 M (1.00000000 0.00000000) *
#> 23) V33>=0.24685 32 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.0088 37 3 R (0.08108108 0.91891892) *
#>
#> $trees[[51]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.57553957 0.42446043)
#> 2) V36< 0.40695 83 20 M (0.75903614 0.24096386)
#> 4) V11>=0.10315 73 11 M (0.84931507 0.15068493)
#> 8) V43>=0.07505 65 6 M (0.90769231 0.09230769) *
#> 9) V43< 0.07505 8 3 R (0.37500000 0.62500000) *
#> 5) V11< 0.10315 10 1 R (0.10000000 0.90000000) *
#> 3) V36>=0.40695 56 17 R (0.30357143 0.69642857)
#> 6) V45>=0.2726 13 1 M (0.92307692 0.07692308) *
#> 7) V45< 0.2726 43 5 R (0.11627907 0.88372093) *
#>
#> $trees[[52]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V31< 0.4513 79 20 M (0.74683544 0.25316456)
#> 4) V21>=0.57125 64 9 M (0.85937500 0.14062500)
#> 8) V52>=0.00675 56 3 M (0.94642857 0.05357143) *
#> 9) V52< 0.00675 8 2 R (0.25000000 0.75000000) *
#> 5) V21< 0.57125 15 4 R (0.26666667 0.73333333) *
#> 3) V31>=0.4513 60 15 R (0.25000000 0.75000000)
#> 6) V44>=0.4327 8 0 M (1.00000000 0.00000000) *
#> 7) V44< 0.4327 52 7 R (0.13461538 0.86538462) *
#>
#> $trees[[53]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 M (0.56834532 0.43165468)
#> 2) V59>=0.01115 35 2 M (0.94285714 0.05714286) *
#> 3) V59< 0.01115 104 46 R (0.44230769 0.55769231)
#> 6) V48>=0.0747 48 13 M (0.72916667 0.27083333)
#> 12) V37< 0.23695 24 0 M (1.00000000 0.00000000) *
#> 13) V37>=0.23695 24 11 R (0.45833333 0.54166667)
#> 26) V29>=0.7804 8 0 M (1.00000000 0.00000000) *
#> 27) V29< 0.7804 16 3 R (0.18750000 0.81250000) *
#> 7) V48< 0.0747 56 11 R (0.19642857 0.80357143)
#> 14) V57< 0.00425 10 2 M (0.80000000 0.20000000) *
#> 15) V57>=0.00425 46 3 R (0.06521739 0.93478261) *
#>
#> $trees[[54]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V9>=0.11465 93 23 M (0.75268817 0.24731183)
#> 4) V47>=0.04325 85 15 M (0.82352941 0.17647059)
#> 8) V17< 0.8842 76 7 M (0.90789474 0.09210526) *
#> 9) V17>=0.8842 9 1 R (0.11111111 0.88888889) *
#> 5) V47< 0.04325 8 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.11465 46 13 R (0.28260870 0.71739130)
#> 6) V9< 0.0617 19 7 M (0.63157895 0.36842105) *
#> 7) V9>=0.0617 27 1 R (0.03703704 0.96296296) *
#>
#> $trees[[55]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V42>=0.26655 69 21 M (0.69565217 0.30434783)
#> 4) V37< 0.47715 48 4 M (0.91666667 0.08333333) *
#> 5) V37>=0.47715 21 4 R (0.19047619 0.80952381)
#> 10) V23< 0.4391 7 3 M (0.57142857 0.42857143) *
#> 11) V23>=0.4391 14 0 R (0.00000000 1.00000000) *
#> 3) V42< 0.26655 70 17 R (0.24285714 0.75714286)
#> 6) V28< 0.54175 16 5 M (0.68750000 0.31250000) *
#> 7) V28>=0.54175 54 6 R (0.11111111 0.88888889) *
#>
#> $trees[[56]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V55< 0.00405 31 2 M (0.93548387 0.06451613) *
#> 3) V55>=0.00405 108 39 R (0.36111111 0.63888889)
#> 6) V37< 0.5221 64 29 M (0.54687500 0.45312500)
#> 12) V33>=0.2052 41 10 M (0.75609756 0.24390244)
#> 24) V39>=0.28715 25 1 M (0.96000000 0.04000000) *
#> 25) V39< 0.28715 16 7 R (0.43750000 0.56250000) *
#> 13) V33< 0.2052 23 4 R (0.17391304 0.82608696)
#> 26) V34< 0.1882 7 3 M (0.57142857 0.42857143) *
#> 27) V34>=0.1882 16 0 R (0.00000000 1.00000000) *
#> 7) V37>=0.5221 44 4 R (0.09090909 0.90909091)
#> 14) V18< 0.21915 7 3 M (0.57142857 0.42857143) *
#> 15) V18>=0.21915 37 0 R (0.00000000 1.00000000) *
#>
#> $trees[[57]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V51>=0.0127 69 22 M (0.68115942 0.31884058)
#> 4) V11>=0.1714 40 2 M (0.95000000 0.05000000) *
#> 5) V11< 0.1714 29 9 R (0.31034483 0.68965517)
#> 10) V54>=0.01655 11 2 M (0.81818182 0.18181818) *
#> 11) V54< 0.01655 18 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.0127 70 15 R (0.21428571 0.78571429)
#> 6) V4< 0.01435 7 0 M (1.00000000 0.00000000) *
#> 7) V4>=0.01435 63 8 R (0.12698413 0.87301587)
#> 14) V60>=0.00785 12 5 M (0.58333333 0.41666667) *
#> 15) V60< 0.00785 51 1 R (0.01960784 0.98039216) *
#>
#> $trees[[58]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 R (0.44604317 0.55395683)
#> 2) V36< 0.21475 41 8 M (0.80487805 0.19512195)
#> 4) V15< 0.5125 30 1 M (0.96666667 0.03333333) *
#> 5) V15>=0.5125 11 4 R (0.36363636 0.63636364) *
#> 3) V36>=0.21475 98 29 R (0.29591837 0.70408163)
#> 6) V45>=0.26515 18 4 M (0.77777778 0.22222222) *
#> 7) V45< 0.26515 80 15 R (0.18750000 0.81250000)
#> 14) V28< 0.49415 18 7 M (0.61111111 0.38888889) *
#> 15) V28>=0.49415 62 4 R (0.06451613 0.93548387) *
#>
#> $trees[[59]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 52 R (0.37410072 0.62589928)
#> 2) V36< 0.52295 94 43 M (0.54255319 0.45744681)
#> 4) V23>=0.7505 49 7 M (0.85714286 0.14285714)
#> 8) V12>=0.07645 40 1 M (0.97500000 0.02500000) *
#> 9) V12< 0.07645 9 3 R (0.33333333 0.66666667) *
#> 5) V23< 0.7505 45 9 R (0.20000000 0.80000000)
#> 10) V53>=0.0174 7 1 M (0.85714286 0.14285714) *
#> 11) V53< 0.0174 38 3 R (0.07894737 0.92105263) *
#> 3) V36>=0.52295 45 1 R (0.02222222 0.97777778) *
#>
#> $trees[[60]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V47>=0.0611 102 34 M (0.66666667 0.33333333)
#> 4) V36< 0.497 72 12 M (0.83333333 0.16666667)
#> 8) V6>=0.03765 63 6 M (0.90476190 0.09523810)
#> 16) V15< 0.528 56 2 M (0.96428571 0.03571429) *
#> 17) V15>=0.528 7 3 R (0.42857143 0.57142857) *
#> 9) V6< 0.03765 9 3 R (0.33333333 0.66666667) *
#> 5) V36>=0.497 30 8 R (0.26666667 0.73333333)
#> 10) V31< 0.4033 9 2 M (0.77777778 0.22222222) *
#> 11) V31>=0.4033 21 1 R (0.04761905 0.95238095) *
#> 3) V47< 0.0611 37 7 R (0.18918919 0.81081081)
#> 6) V18>=0.9166 7 0 M (1.00000000 0.00000000) *
#> 7) V18< 0.9166 30 0 R (0.00000000 1.00000000) *
#>
#> $trees[[61]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V12>=0.2244 77 25 M (0.67532468 0.32467532)
#> 4) V51>=0.01275 35 2 M (0.94285714 0.05714286) *
#> 5) V51< 0.01275 42 19 R (0.45238095 0.54761905)
#> 10) V55< 0.00385 18 2 M (0.88888889 0.11111111) *
#> 11) V55>=0.00385 24 3 R (0.12500000 0.87500000) *
#> 3) V12< 0.2244 62 12 R (0.19354839 0.80645161)
#> 6) V26< 0.4789 13 3 M (0.76923077 0.23076923) *
#> 7) V26>=0.4789 49 2 R (0.04081633 0.95918367) *
#>
#> $trees[[62]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.5467626 0.4532374)
#> 2) V36< 0.5253 96 26 M (0.7291667 0.2708333)
#> 4) V22>=0.3009 87 17 M (0.8045977 0.1954023)
#> 8) V48>=0.0747 50 1 M (0.9800000 0.0200000) *
#> 9) V48< 0.0747 37 16 M (0.5675676 0.4324324)
#> 18) V12>=0.14715 26 5 M (0.8076923 0.1923077)
#> 36) V8< 0.16305 18 0 M (1.0000000 0.0000000) *
#> 37) V8>=0.16305 8 3 R (0.3750000 0.6250000) *
#> 19) V12< 0.14715 11 0 R (0.0000000 1.0000000) *
#> 5) V22< 0.3009 9 0 R (0.0000000 1.0000000) *
#> 3) V36>=0.5253 43 6 R (0.1395349 0.8604651)
#> 6) V45>=0.27435 11 5 M (0.5454545 0.4545455) *
#> 7) V45< 0.27435 32 0 R (0.0000000 1.0000000) *
#>
#> $trees[[63]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 M (0.5107914 0.4892086)
#> 2) V21>=0.62765 80 22 M (0.7250000 0.2750000)
#> 4) V59>=0.00695 50 2 M (0.9600000 0.0400000) *
#> 5) V59< 0.00695 30 10 R (0.3333333 0.6666667)
#> 10) V50< 0.01465 11 3 M (0.7272727 0.2727273) *
#> 11) V50>=0.01465 19 2 R (0.1052632 0.8947368) *
#> 3) V21< 0.62765 59 13 R (0.2203390 0.7796610)
#> 6) V28>=0.8947 10 2 M (0.8000000 0.2000000) *
#> 7) V28< 0.8947 49 5 R (0.1020408 0.8979592) *
#>
#> $trees[[64]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V31< 0.385 51 9 M (0.82352941 0.17647059)
#> 4) V20>=0.49015 44 3 M (0.93181818 0.06818182) *
#> 5) V20< 0.49015 7 1 R (0.14285714 0.85714286) *
#> 3) V31>=0.385 88 23 R (0.26136364 0.73863636)
#> 6) V36< 0.15385 20 5 M (0.75000000 0.25000000)
#> 12) V12>=0.2422 13 0 M (1.00000000 0.00000000) *
#> 13) V12< 0.2422 7 2 R (0.28571429 0.71428571) *
#> 7) V36>=0.15385 68 8 R (0.11764706 0.88235294)
#> 14) V52>=0.0209 8 2 M (0.75000000 0.25000000) *
#> 15) V52< 0.0209 60 2 R (0.03333333 0.96666667) *
#>
#> $trees[[65]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V9>=0.11465 99 32 M (0.67676768 0.32323232)
#> 4) V50>=0.01785 46 4 M (0.91304348 0.08695652)
#> 8) V36< 0.6036 39 0 M (1.00000000 0.00000000) *
#> 9) V36>=0.6036 7 3 R (0.42857143 0.57142857) *
#> 5) V50< 0.01785 53 25 R (0.47169811 0.52830189)
#> 10) V58< 0.0046 19 1 M (0.94736842 0.05263158) *
#> 11) V58>=0.0046 34 7 R (0.20588235 0.79411765)
#> 22) V37< 0.1455 7 1 M (0.85714286 0.14285714) *
#> 23) V37>=0.1455 27 1 R (0.03703704 0.96296296) *
#> 3) V9< 0.11465 40 2 R (0.05000000 0.95000000) *
#>
#> $trees[[66]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 62 M (0.55395683 0.44604317)
#> 2) V4>=0.03755 95 27 M (0.71578947 0.28421053)
#> 4) V5>=0.0313 88 20 M (0.77272727 0.22727273)
#> 8) V58>=0.0038 78 12 M (0.84615385 0.15384615)
#> 16) V16< 0.6819 65 5 M (0.92307692 0.07692308) *
#> 17) V16>=0.6819 13 6 R (0.46153846 0.53846154) *
#> 9) V58< 0.0038 10 2 R (0.20000000 0.80000000) *
#> 5) V5< 0.0313 7 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.03755 44 9 R (0.20454545 0.79545455)
#> 6) V50< 0.01245 11 3 M (0.72727273 0.27272727) *
#> 7) V50>=0.01245 33 1 R (0.03030303 0.96969697) *
#>
#> $trees[[67]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 68 R (0.48920863 0.51079137)
#> 2) V48>=0.07485 76 23 M (0.69736842 0.30263158)
#> 4) V41< 0.59825 61 10 M (0.83606557 0.16393443)
#> 8) V17< 0.90505 54 4 M (0.92592593 0.07407407) *
#> 9) V17>=0.90505 7 1 R (0.14285714 0.85714286) *
#> 5) V41>=0.59825 15 2 R (0.13333333 0.86666667) *
#> 3) V48< 0.07485 63 15 R (0.23809524 0.76190476)
#> 6) V52>=0.0093 31 14 R (0.45161290 0.54838710)
#> 12) V36< 0.2766 18 5 M (0.72222222 0.27777778) *
#> 13) V36>=0.2766 13 1 R (0.07692308 0.92307692) *
#> 7) V52< 0.0093 32 1 R (0.03125000 0.96875000) *
#>
#> $trees[[68]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V4>=0.0623 51 13 M (0.74509804 0.25490196)
#> 4) V32< 0.4398 36 1 M (0.97222222 0.02777778) *
#> 5) V32>=0.4398 15 3 R (0.20000000 0.80000000) *
#> 3) V4< 0.0623 88 29 R (0.32954545 0.67045455)
#> 6) V31>=0.7688 11 1 M (0.90909091 0.09090909) *
#> 7) V31< 0.7688 77 19 R (0.24675325 0.75324675)
#> 14) V28< 0.37175 9 0 M (1.00000000 0.00000000) *
#> 15) V28>=0.37175 68 10 R (0.14705882 0.85294118) *
#>
#> $trees[[69]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 47 M (0.66187050 0.33812950)
#> 2) V52>=0.007 109 24 M (0.77981651 0.22018349)
#> 4) V42>=0.08765 101 16 M (0.84158416 0.15841584)
#> 8) V40< 0.5099 90 8 M (0.91111111 0.08888889)
#> 16) V27< 0.99935 83 4 M (0.95180723 0.04819277) *
#> 17) V27>=0.99935 7 3 R (0.42857143 0.57142857) *
#> 9) V40>=0.5099 11 3 R (0.27272727 0.72727273) *
#> 5) V42< 0.08765 8 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.007 30 7 R (0.23333333 0.76666667)
#> 6) V23>=0.8029 8 1 M (0.87500000 0.12500000) *
#> 7) V23< 0.8029 22 0 R (0.00000000 1.00000000) *
#>
#> $trees[[70]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 59 M (0.5755396 0.4244604)
#> 2) V12>=0.20395 86 18 M (0.7906977 0.2093023)
#> 4) V47>=0.0614 74 10 M (0.8648649 0.1351351) *
#> 5) V47< 0.0614 12 4 R (0.3333333 0.6666667) *
#> 3) V12< 0.20395 53 12 R (0.2264151 0.7735849)
#> 6) V21>=0.7898 15 3 M (0.8000000 0.2000000) *
#> 7) V21< 0.7898 38 0 R (0.0000000 1.0000000) *
#>
#> $trees[[71]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 66 M (0.52517986 0.47482014)
#> 2) V10>=0.1331 87 26 M (0.70114943 0.29885057)
#> 4) V14< 0.36235 57 7 M (0.87719298 0.12280702) *
#> 5) V14>=0.36235 30 11 R (0.36666667 0.63333333)
#> 10) V31< 0.3743 15 4 M (0.73333333 0.26666667) *
#> 11) V31>=0.3743 15 0 R (0.00000000 1.00000000) *
#> 3) V10< 0.1331 52 12 R (0.23076923 0.76923077)
#> 6) V21>=0.8088 14 3 M (0.78571429 0.21428571) *
#> 7) V21< 0.8088 38 1 R (0.02631579 0.97368421) *
#>
#> $trees[[72]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V37< 0.4771 100 45 M (0.55000000 0.45000000)
#> 4) V41>=0.20065 48 7 M (0.85416667 0.14583333)
#> 8) V5>=0.03825 41 2 M (0.95121951 0.04878049) *
#> 9) V5< 0.03825 7 2 R (0.28571429 0.71428571) *
#> 5) V41< 0.20065 52 14 R (0.26923077 0.73076923)
#> 10) V26>=0.9496 8 0 M (1.00000000 0.00000000) *
#> 11) V26< 0.9496 44 6 R (0.13636364 0.86363636)
#> 22) V28< 0.465 7 1 M (0.85714286 0.14285714) *
#> 23) V28>=0.465 37 0 R (0.00000000 1.00000000) *
#> 3) V37>=0.4771 39 3 R (0.07692308 0.92307692) *
#>
#> $trees[[73]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V28>=0.87555 30 3 M (0.9000000 0.1000000) *
#> 3) V28< 0.87555 109 31 R (0.2844037 0.7155963)
#> 6) V1>=0.05245 7 0 M (1.0000000 0.0000000) *
#> 7) V1< 0.05245 102 24 R (0.2352941 0.7647059)
#> 14) V15< 0.5394 67 24 R (0.3582090 0.6417910)
#> 28) V36< 0.52295 41 17 M (0.5853659 0.4146341)
#> 56) V46>=0.1031 19 0 M (1.0000000 0.0000000) *
#> 57) V46< 0.1031 22 5 R (0.2272727 0.7727273)
#> 114) V10>=0.1713 7 2 M (0.7142857 0.2857143) *
#> 115) V10< 0.1713 15 0 R (0.0000000 1.0000000) *
#> 29) V36>=0.52295 26 0 R (0.0000000 1.0000000) *
#> 15) V15>=0.5394 35 0 R (0.0000000 1.0000000) *
#>
#> $trees[[74]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.43165468 0.56834532)
#> 2) V12>=0.20395 83 30 M (0.63855422 0.36144578)
#> 4) V52>=0.0109 49 5 M (0.89795918 0.10204082) *
#> 5) V52< 0.0109 34 9 R (0.26470588 0.73529412)
#> 10) V60< 0.00385 11 2 M (0.81818182 0.18181818) *
#> 11) V60>=0.00385 23 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.20395 56 7 R (0.12500000 0.87500000)
#> 6) V20>=0.86785 10 4 M (0.60000000 0.40000000) *
#> 7) V20< 0.86785 46 1 R (0.02173913 0.97826087) *
#>
#> $trees[[75]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 R (0.45323741 0.54676259)
#> 2) V39>=0.13735 108 46 M (0.57407407 0.42592593)
#> 4) V37< 0.18745 32 3 M (0.90625000 0.09375000) *
#> 5) V37>=0.18745 76 33 R (0.43421053 0.56578947)
#> 10) V39>=0.24575 53 21 M (0.60377358 0.39622642)
#> 20) V30>=0.14085 44 12 M (0.72727273 0.27272727)
#> 40) V31< 0.3838 22 1 M (0.95454545 0.04545455) *
#> 41) V31>=0.3838 22 11 M (0.50000000 0.50000000)
#> 82) V29>=0.85005 10 0 M (1.00000000 0.00000000) *
#> 83) V29< 0.85005 12 1 R (0.08333333 0.91666667) *
#> 21) V30< 0.14085 9 0 R (0.00000000 1.00000000) *
#> 11) V39< 0.24575 23 1 R (0.04347826 0.95652174) *
#> 3) V39< 0.13735 31 1 R (0.03225806 0.96774194) *
#>
#> $trees[[76]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V9>=0.11455 90 31 M (0.65555556 0.34444444)
#> 4) V16< 0.6843 63 10 M (0.84126984 0.15873016)
#> 8) V55< 0.0176 56 5 M (0.91071429 0.08928571) *
#> 9) V55>=0.0176 7 2 R (0.28571429 0.71428571) *
#> 5) V16>=0.6843 27 6 R (0.22222222 0.77777778)
#> 10) V27< 0.50485 7 1 M (0.85714286 0.14285714) *
#> 11) V27>=0.50485 20 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.11455 49 8 R (0.16326531 0.83673469)
#> 6) V4>=0.05925 7 1 M (0.85714286 0.14285714) *
#> 7) V4< 0.05925 42 2 R (0.04761905 0.95238095) *
#>
#> $trees[[77]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.4028777 0.5971223)
#> 2) V48>=0.07485 58 22 M (0.6206897 0.3793103)
#> 4) V37< 0.47715 32 4 M (0.8750000 0.1250000) *
#> 5) V37>=0.47715 26 8 R (0.3076923 0.6923077)
#> 10) V9>=0.2084 9 1 M (0.8888889 0.1111111) *
#> 11) V9< 0.2084 17 0 R (0.0000000 1.0000000) *
#> 3) V48< 0.07485 81 20 R (0.2469136 0.7530864)
#> 6) V18>=0.91965 9 0 M (1.0000000 0.0000000) *
#> 7) V18< 0.91965 72 11 R (0.1527778 0.8472222)
#> 14) V28< 0.35095 8 2 M (0.7500000 0.2500000) *
#> 15) V28>=0.35095 64 5 R (0.0781250 0.9218750) *
#>
#> $trees[[78]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 R (0.46043165 0.53956835)
#> 2) V45>=0.26515 27 2 M (0.92592593 0.07407407) *
#> 3) V45< 0.26515 112 39 R (0.34821429 0.65178571)
#> 6) V36< 0.3943 69 31 M (0.55072464 0.44927536)
#> 12) V11>=0.1707 49 13 M (0.73469388 0.26530612)
#> 24) V51>=0.01285 30 0 M (1.00000000 0.00000000) *
#> 25) V51< 0.01285 19 6 R (0.31578947 0.68421053) *
#> 13) V11< 0.1707 20 2 R (0.10000000 0.90000000) *
#> 7) V36>=0.3943 43 1 R (0.02325581 0.97674419) *
#>
#> $trees[[79]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 R (0.46762590 0.53237410)
#> 2) V25>=0.9128 25 2 M (0.92000000 0.08000000) *
#> 3) V25< 0.9128 114 42 R (0.36842105 0.63157895)
#> 6) V56< 0.0047 22 2 M (0.90909091 0.09090909) *
#> 7) V56>=0.0047 92 22 R (0.23913043 0.76086957)
#> 14) V47< 0.0293 7 0 M (1.00000000 0.00000000) *
#> 15) V47>=0.0293 85 15 R (0.17647059 0.82352941)
#> 30) V29>=0.71475 15 5 M (0.66666667 0.33333333) *
#> 31) V29< 0.71475 70 5 R (0.07142857 0.92857143)
#> 62) V59>=0.01075 7 3 M (0.57142857 0.42857143) *
#> 63) V59< 0.01075 63 1 R (0.01587302 0.98412698) *
#>
#> $trees[[80]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 61 R (0.43884892 0.56115108)
#> 2) V42>=0.18325 103 45 M (0.56310680 0.43689320)
#> 4) V55< 0.0064 41 4 M (0.90243902 0.09756098) *
#> 5) V55>=0.0064 62 21 R (0.33870968 0.66129032)
#> 10) V23>=0.8275 17 2 M (0.88235294 0.11764706) *
#> 11) V23< 0.8275 45 6 R (0.13333333 0.86666667)
#> 22) V52>=0.01765 9 4 M (0.55555556 0.44444444) *
#> 23) V52< 0.01765 36 1 R (0.02777778 0.97222222) *
#> 3) V42< 0.18325 36 3 R (0.08333333 0.91666667) *
#>
#> $trees[[81]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 65 M (0.53237410 0.46762590)
#> 2) V12>=0.2244 89 25 M (0.71910112 0.28089888)
#> 4) V51>=0.0108 60 7 M (0.88333333 0.11666667) *
#> 5) V51< 0.0108 29 11 R (0.37931034 0.62068966)
#> 10) V57< 0.0045 7 0 M (1.00000000 0.00000000) *
#> 11) V57>=0.0045 22 4 R (0.18181818 0.81818182)
#> 22) V30< 0.43345 7 3 M (0.57142857 0.42857143) *
#> 23) V30>=0.43345 15 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2244 50 10 R (0.20000000 0.80000000)
#> 6) V19>=0.80275 8 1 M (0.87500000 0.12500000) *
#> 7) V19< 0.80275 42 3 R (0.07142857 0.92857143) *
#>
#> $trees[[82]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V42>=0.08325 107 50 M (0.53271028 0.46728972)
#> 4) V21>=0.65735 51 10 M (0.80392157 0.19607843)
#> 8) V38>=0.18765 43 4 M (0.90697674 0.09302326) *
#> 9) V38< 0.18765 8 2 R (0.25000000 0.75000000) *
#> 5) V21< 0.65735 56 16 R (0.28571429 0.71428571)
#> 10) V27>=0.83755 14 3 M (0.78571429 0.21428571) *
#> 11) V27< 0.83755 42 5 R (0.11904762 0.88095238) *
#> 3) V42< 0.08325 32 0 R (0.00000000 1.00000000) *
#>
#> $trees[[83]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 R (0.39568345 0.60431655)
#> 2) V9>=0.15095 58 21 M (0.63793103 0.36206897)
#> 4) V13< 0.38745 36 5 M (0.86111111 0.13888889)
#> 8) V51< 0.01845 27 0 M (1.00000000 0.00000000) *
#> 9) V51>=0.01845 9 4 R (0.44444444 0.55555556) *
#> 5) V13>=0.38745 22 6 R (0.27272727 0.72727273)
#> 10) V8< 0.17125 9 3 M (0.66666667 0.33333333) *
#> 11) V8>=0.17125 13 0 R (0.00000000 1.00000000) *
#> 3) V9< 0.15095 81 18 R (0.22222222 0.77777778)
#> 6) V44< 0.05775 7 0 M (1.00000000 0.00000000) *
#> 7) V44>=0.05775 74 11 R (0.14864865 0.85135135)
#> 14) V42>=0.26655 32 11 R (0.34375000 0.65625000)
#> 28) V37< 0.47715 12 1 M (0.91666667 0.08333333) *
#> 29) V37>=0.47715 20 0 R (0.00000000 1.00000000) *
#> 15) V42< 0.26655 42 0 R (0.00000000 1.00000000) *
#>
#> $trees[[84]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 60 R (0.4316547 0.5683453)
#> 2) V52>=0.0088 78 29 M (0.6282051 0.3717949)
#> 4) V21>=0.86385 20 0 M (1.0000000 0.0000000) *
#> 5) V21< 0.86385 58 29 M (0.5000000 0.5000000)
#> 10) V27>=0.85 15 0 M (1.0000000 0.0000000) *
#> 11) V27< 0.85 43 14 R (0.3255814 0.6744186)
#> 22) V44>=0.27655 8 0 M (1.0000000 0.0000000) *
#> 23) V44< 0.27655 35 6 R (0.1714286 0.8285714)
#> 46) V37< 0.2307 10 4 M (0.6000000 0.4000000) *
#> 47) V37>=0.2307 25 0 R (0.0000000 1.0000000) *
#> 3) V52< 0.0088 61 11 R (0.1803279 0.8196721)
#> 6) V57< 0.0036 11 3 M (0.7272727 0.2727273) *
#> 7) V57>=0.0036 50 3 R (0.0600000 0.9400000) *
#>
#> $trees[[85]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 57 R (0.41007194 0.58992806)
#> 2) V52>=0.0129 48 13 M (0.72916667 0.27083333)
#> 4) V42>=0.2686 30 2 M (0.93333333 0.06666667) *
#> 5) V42< 0.2686 18 7 R (0.38888889 0.61111111) *
#> 3) V52< 0.0129 91 22 R (0.24175824 0.75824176)
#> 6) V35< 0.1028 7 0 M (1.00000000 0.00000000) *
#> 7) V35>=0.1028 84 15 R (0.17857143 0.82142857)
#> 14) V11>=0.3049 11 3 M (0.72727273 0.27272727) *
#> 15) V11< 0.3049 73 7 R (0.09589041 0.90410959)
#> 30) V57< 0.00385 24 7 R (0.29166667 0.70833333)
#> 60) V3>=0.0128 9 2 M (0.77777778 0.22222222) *
#> 61) V3< 0.0128 15 0 R (0.00000000 1.00000000) *
#> 31) V57>=0.00385 49 0 R (0.00000000 1.00000000) *
#>
#> $trees[[86]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.41726619 0.58273381)
#> 2) V4>=0.06935 41 10 M (0.75609756 0.24390244)
#> 4) V26>=0.27325 34 3 M (0.91176471 0.08823529) *
#> 5) V26< 0.27325 7 0 R (0.00000000 1.00000000) *
#> 3) V4< 0.06935 98 27 R (0.27551020 0.72448980)
#> 6) V60< 0.00375 34 12 M (0.64705882 0.35294118)
#> 12) V11>=0.1714 18 0 M (1.00000000 0.00000000) *
#> 13) V11< 0.1714 16 4 R (0.25000000 0.75000000) *
#> 7) V60>=0.00375 64 5 R (0.07812500 0.92187500) *
#>
#> $trees[[87]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V52>=0.01 80 18 M (0.77500000 0.22500000)
#> 4) V41< 0.59685 72 10 M (0.86111111 0.13888889)
#> 8) V40< 0.5256 61 4 M (0.93442623 0.06557377) *
#> 9) V40>=0.5256 11 5 R (0.45454545 0.54545455) *
#> 5) V41>=0.59685 8 0 R (0.00000000 1.00000000) *
#> 3) V52< 0.01 59 13 R (0.22033898 0.77966102)
#> 6) V22>=0.9367 7 0 M (1.00000000 0.00000000) *
#> 7) V22< 0.9367 52 6 R (0.11538462 0.88461538) *
#>
#> $trees[[88]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 R (0.4172662 0.5827338)
#> 2) V11>=0.1791 86 35 M (0.5930233 0.4069767)
#> 4) V45>=0.2383 25 0 M (1.0000000 0.0000000) *
#> 5) V45< 0.2383 61 26 R (0.4262295 0.5737705)
#> 10) V23>=0.762 27 7 M (0.7407407 0.2592593)
#> 20) V36< 0.28145 17 0 M (1.0000000 0.0000000) *
#> 21) V36>=0.28145 10 3 R (0.3000000 0.7000000) *
#> 11) V23< 0.762 34 6 R (0.1764706 0.8235294) *
#> 3) V11< 0.1791 53 7 R (0.1320755 0.8679245) *
#>
#> $trees[[89]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V48>=0.0747 71 12 M (0.83098592 0.16901408)
#> 4) V41< 0.59825 63 4 M (0.93650794 0.06349206) *
#> 5) V41>=0.59825 8 0 R (0.00000000 1.00000000) *
#> 3) V48< 0.0747 68 16 R (0.23529412 0.76470588)
#> 6) V31< 0.385 30 14 R (0.46666667 0.53333333)
#> 12) V33>=0.2085 16 3 M (0.81250000 0.18750000) *
#> 13) V33< 0.2085 14 1 R (0.07142857 0.92857143) *
#> 7) V31>=0.385 38 2 R (0.05263158 0.94736842) *
#>
#> $trees[[90]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 63 M (0.54676259 0.45323741)
#> 2) V31< 0.467 71 15 M (0.78873239 0.21126761)
#> 4) V21>=0.6232 57 5 M (0.91228070 0.08771930) *
#> 5) V21< 0.6232 14 4 R (0.28571429 0.71428571) *
#> 3) V31>=0.467 68 20 R (0.29411765 0.70588235)
#> 6) V29>=0.71015 27 8 M (0.70370370 0.29629630)
#> 12) V2>=0.03315 17 0 M (1.00000000 0.00000000) *
#> 13) V2< 0.03315 10 2 R (0.20000000 0.80000000) *
#> 7) V29< 0.71015 41 1 R (0.02439024 0.97560976) *
#>
#> $trees[[91]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 M (0.50359712 0.49640288)
#> 2) V10>=0.0943 111 42 M (0.62162162 0.37837838)
#> 4) V17< 0.90305 94 28 M (0.70212766 0.29787234)
#> 8) V46>=0.06695 65 10 M (0.84615385 0.15384615)
#> 16) V36< 0.53785 53 3 M (0.94339623 0.05660377) *
#> 17) V36>=0.53785 12 5 R (0.41666667 0.58333333) *
#> 9) V46< 0.06695 29 11 R (0.37931034 0.62068966)
#> 18) V28< 0.49155 10 0 M (1.00000000 0.00000000) *
#> 19) V28>=0.49155 19 1 R (0.05263158 0.94736842) *
#> 5) V17>=0.90305 17 3 R (0.17647059 0.82352941) *
#> 3) V10< 0.0943 28 1 R (0.03571429 0.96428571) *
#>
#> $trees[[92]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 55 M (0.60431655 0.39568345)
#> 2) V39>=0.16175 116 34 M (0.70689655 0.29310345)
#> 4) V52>=0.00835 77 7 M (0.90909091 0.09090909) *
#> 5) V52< 0.00835 39 12 R (0.30769231 0.69230769)
#> 10) V23>=0.7505 11 1 M (0.90909091 0.09090909) *
#> 11) V23< 0.7505 28 2 R (0.07142857 0.92857143) *
#> 3) V39< 0.16175 23 2 R (0.08695652 0.91304348) *
#>
#> $trees[[93]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 69 R (0.49640288 0.50359712)
#> 2) V30>=0.5204 76 24 M (0.68421053 0.31578947)
#> 4) V9>=0.10055 63 11 M (0.82539683 0.17460317)
#> 8) V48>=0.0747 43 0 M (1.00000000 0.00000000) *
#> 9) V48< 0.0747 20 9 R (0.45000000 0.55000000)
#> 18) V32< 0.4928 9 0 M (1.00000000 0.00000000) *
#> 19) V32>=0.4928 11 0 R (0.00000000 1.00000000) *
#> 5) V9< 0.10055 13 0 R (0.00000000 1.00000000) *
#> 3) V30< 0.5204 63 17 R (0.26984127 0.73015873)
#> 6) V48< 0.02295 7 0 M (1.00000000 0.00000000) *
#> 7) V48>=0.02295 56 10 R (0.17857143 0.82142857)
#> 14) V55>=0.0193 8 2 M (0.75000000 0.25000000) *
#> 15) V55< 0.0193 48 4 R (0.08333333 0.91666667) *
#>
#> $trees[[94]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 64 M (0.53956835 0.46043165)
#> 2) V51>=0.01165 94 30 M (0.68085106 0.31914894)
#> 4) V37< 0.47715 72 13 M (0.81944444 0.18055556)
#> 8) V58>=0.0031 63 6 M (0.90476190 0.09523810) *
#> 9) V58< 0.0031 9 2 R (0.22222222 0.77777778) *
#> 5) V37>=0.47715 22 5 R (0.22727273 0.77272727)
#> 10) V45>=0.25095 7 2 M (0.71428571 0.28571429) *
#> 11) V45< 0.25095 15 0 R (0.00000000 1.00000000) *
#> 3) V51< 0.01165 45 11 R (0.24444444 0.75555556)
#> 6) V52>=0.0091 18 8 M (0.55555556 0.44444444) *
#> 7) V52< 0.0091 27 1 R (0.03703704 0.96296296) *
#>
#> $trees[[95]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 R (0.40287770 0.59712230)
#> 2) V55< 0.00405 31 7 M (0.77419355 0.22580645)
#> 4) V12>=0.1328 23 1 M (0.95652174 0.04347826) *
#> 5) V12< 0.1328 8 2 R (0.25000000 0.75000000) *
#> 3) V55>=0.00405 108 32 R (0.29629630 0.70370370)
#> 6) V27< 0.571 50 24 M (0.52000000 0.48000000)
#> 12) V48>=0.07485 26 6 M (0.76923077 0.23076923)
#> 24) V43< 0.26855 19 0 M (1.00000000 0.00000000) *
#> 25) V43>=0.26855 7 1 R (0.14285714 0.85714286) *
#> 13) V48< 0.07485 24 6 R (0.25000000 0.75000000)
#> 26) V18>=0.7798 7 2 M (0.71428571 0.28571429) *
#> 27) V18< 0.7798 17 1 R (0.05882353 0.94117647) *
#> 7) V27>=0.571 58 6 R (0.10344828 0.89655172) *
#>
#> $trees[[96]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 67 R (0.48201439 0.51798561)
#> 2) V52>=0.0122 69 23 M (0.66666667 0.33333333)
#> 4) V3>=0.01695 58 13 M (0.77586207 0.22413793)
#> 8) V38< 0.6344 48 5 M (0.89583333 0.10416667)
#> 16) V49>=0.02385 41 0 M (1.00000000 0.00000000) *
#> 17) V49< 0.02385 7 2 R (0.28571429 0.71428571) *
#> 9) V38>=0.6344 10 2 R (0.20000000 0.80000000) *
#> 5) V3< 0.01695 11 1 R (0.09090909 0.90909091) *
#> 3) V52< 0.0122 70 21 R (0.30000000 0.70000000)
#> 6) V23>=0.8922 11 1 M (0.90909091 0.09090909) *
#> 7) V23< 0.8922 59 11 R (0.18644068 0.81355932)
#> 14) V26< 0.30195 7 1 M (0.85714286 0.14285714) *
#> 15) V26>=0.30195 52 5 R (0.09615385 0.90384615) *
#>
#> $trees[[97]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 58 M (0.58273381 0.41726619)
#> 2) V46>=0.2382 30 1 M (0.96666667 0.03333333) *
#> 3) V46< 0.2382 109 52 R (0.47706422 0.52293578)
#> 6) V31< 0.4623 54 15 M (0.72222222 0.27777778)
#> 12) V55< 0.00505 27 1 M (0.96296296 0.03703704) *
#> 13) V55>=0.00505 27 13 R (0.48148148 0.51851852)
#> 26) V12>=0.3849 9 0 M (1.00000000 0.00000000) *
#> 27) V12< 0.3849 18 4 R (0.22222222 0.77777778) *
#> 7) V31>=0.4623 55 13 R (0.23636364 0.76363636)
#> 14) V35< 0.16855 12 2 M (0.83333333 0.16666667) *
#> 15) V35>=0.16855 43 3 R (0.06976744 0.93023256) *
#>
#> $trees[[98]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 56 M (0.59712230 0.40287770)
#> 2) V36< 0.40335 79 17 M (0.78481013 0.21518987)
#> 4) V41>=0.1641 64 6 M (0.90625000 0.09375000)
#> 8) V47>=0.06235 55 1 M (0.98181818 0.01818182) *
#> 9) V47< 0.06235 9 4 R (0.44444444 0.55555556) *
#> 5) V41< 0.1641 15 4 R (0.26666667 0.73333333) *
#> 3) V36>=0.40335 60 21 R (0.35000000 0.65000000)
#> 6) V20>=0.8462 16 3 M (0.81250000 0.18750000) *
#> 7) V20< 0.8462 44 8 R (0.18181818 0.81818182)
#> 14) V44>=0.45185 7 1 M (0.85714286 0.14285714) *
#> 15) V44< 0.45185 37 2 R (0.05405405 0.94594595) *
#>
#> $trees[[99]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V12>=0.2244 87 19 M (0.78160920 0.21839080)
#> 4) V17< 0.9893 77 9 M (0.88311688 0.11688312)
#> 8) V57< 0.0129 68 4 M (0.94117647 0.05882353) *
#> 9) V57>=0.0129 9 4 R (0.44444444 0.55555556) *
#> 5) V17>=0.9893 10 0 R (0.00000000 1.00000000) *
#> 3) V12< 0.2244 52 18 R (0.34615385 0.65384615)
#> 6) V20>=0.8321 22 5 M (0.77272727 0.22727273)
#> 12) V1>=0.0206 15 0 M (1.00000000 0.00000000) *
#> 13) V1< 0.0206 7 2 R (0.28571429 0.71428571) *
#> 7) V20< 0.8321 30 1 R (0.03333333 0.96666667) *
#>
#> $trees[[100]]
#> n= 139
#>
#> node), split, n, loss, yval, (yprob)
#> * denotes terminal node
#>
#> 1) root 139 53 M (0.61870504 0.38129496)
#> 2) V59>=0.011 43 5 M (0.88372093 0.11627907) *
#> 3) V59< 0.011 96 48 M (0.50000000 0.50000000)
#> 6) V10>=0.1301 72 26 M (0.63888889 0.36111111)
#> 12) V15< 0.53075 53 9 M (0.83018868 0.16981132)
#> 24) V56< 0.01355 46 2 M (0.95652174 0.04347826) *
#> 25) V56>=0.01355 7 0 R (0.00000000 1.00000000) *
#> 13) V15>=0.53075 19 2 R (0.10526316 0.89473684) *
#> 7) V10< 0.1301 24 2 R (0.08333333 0.91666667) *
#>
#>
#> $weights
#> [1] 0.7346456 0.7549866 0.9001183 0.7665218 0.6495369 0.7573053 0.6687117
#> [8] 0.8628795 0.7705297 0.6477676 0.8816671 0.7322167 0.7598162 0.5259776
#> [15] 0.8386246 0.6309685 0.7316167 0.8252539 0.6714985 0.6487725 0.6174820
#> [22] 0.6553223 0.8301430 0.6804379 0.5174393 0.8117122 0.8372549 0.9127206
#> [29] 0.8775156 0.6785992 0.7045543 0.7059382 0.7914628 0.6721720 0.5703834
#> [36] 0.8090651 0.6606580 0.7018888 0.7801408 0.6337856 0.7294492 0.5925567
#> [43] 0.7009770 0.7133822 0.9013609 0.5557503 0.6395432 0.8328996 0.7015881
#> [50] 0.6724615 0.6481560 0.6550971 0.8010237 0.7349841 0.6242356 0.6001612
#> [57] 0.7103115 0.6045698 0.7355458 0.8242335 0.7023339 0.8225450 0.7575472
#> [64] 0.6731398 0.7532021 0.6154174 0.7615688 0.7404660 0.6895406 0.5200250
#> [71] 0.6043559 0.8645757 1.0933633 0.8694144 1.0158039 0.6539421 0.7373825
#> [78] 0.9233619 0.6596927 0.7581482 0.6850666 0.5464843 0.6873639 0.8054651
#> [85] 0.7014087 0.7014765 0.5215430 0.6182621 0.7441152 0.6794918 0.7919227
#> [92] 0.6753576 0.7732274 0.5870672 0.7503450 0.6535032 0.6880859 0.6194250
#> [99] 0.8047706 0.8624818
#>
#> $votes
#> [,1] [,2]
#> [1,] 16.683447 55.61562
#> [2,] 19.256871 53.04220
#> [3,] 18.441853 53.85722
#> [4,] 18.220959 54.07811
#> [5,] 19.978354 52.32071
#> [6,] 17.422754 54.87631
#> [7,] 18.230309 54.06876
#> [8,] 18.861634 53.43743
#> [9,] 17.438872 54.86020
#> [10,] 7.780683 64.51838
#> [11,] 17.340376 54.95869
#> [12,] 16.615753 55.68332
#> [13,] 17.912440 54.38663
#> [14,] 17.964061 54.33501
#> [15,] 18.788644 53.51042
#> [16,] 18.689661 53.60941
#> [17,] 19.109848 53.18922
#> [18,] 18.709989 53.58908
#> [19,] 15.955717 56.34335
#> [20,] 15.505198 56.79387
#> [21,] 18.766438 53.53263
#> [22,] 18.182920 54.11615
#> [23,] 17.767080 54.53199
#> [24,] 17.494952 54.80412
#> [25,] 19.080365 53.21870
#> [26,] 18.344993 53.95407
#> [27,] 18.584632 53.71444
#> [28,] 15.052973 57.24610
#> [29,] 10.519596 61.77947
#> [30,] 16.060072 56.23900
#> [31,] 16.412944 55.88612
#> [32,] 18.150969 54.14810
#> [33,] 13.674308 58.62476
#> [34,] 19.243265 53.05580
#> [35,] 17.712499 54.58657
#> [36,] 18.334962 53.96411
#> [37,] 17.928793 54.37028
#> [38,] 18.020726 54.27834
#> [39,] 8.952340 63.34673
#> [40,] 13.674131 58.62494
#> [41,] 16.824080 55.47499
#> [42,] 14.782718 57.51635
#> [43,] 18.344080 53.95499
#> [44,] 9.755931 62.54314
#> [45,] 16.869703 55.42937
#> [46,] 18.107145 54.19192
#> [47,] 17.550798 54.74827
#> [48,] 13.529995 58.76907
#> [49,] 17.066427 55.23264
#> [50,] 17.989559 54.30951
#> [51,] 16.817969 55.48110
#> [52,] 16.061418 56.23765
#> [53,] 18.690707 53.60836
#> [54,] 18.104431 54.19464
#> [55,] 18.028750 54.27032
#> [56,] 18.698955 53.60011
#> [57,] 17.867005 54.43206
#> [58,] 18.427671 53.87140
#> [59,] 19.239806 53.05926
#> [60,] 19.326001 52.97307
#> [61,] 17.340878 54.95819
#> [62,] 17.931723 54.36734
#> [63,] 18.150044 54.14902
#> [64,] 14.226414 58.07265
#> [65,] 18.455169 53.84390
#> [66,] 18.408815 53.89025
#> [67,] 54.447814 17.85125
#> [68,] 53.306634 18.99243
#> [69,] 53.136333 19.16274
#> [70,] 53.380380 18.91869
#> [71,] 54.678998 17.62007
#> [72,] 52.894299 19.40477
#> [73,] 54.243962 18.05511
#> [74,] 53.253417 19.04565
#> [75,] 53.193335 19.10573
#> [76,] 53.149767 19.14930
#> [77,] 54.166599 18.13247
#> [78,] 54.374184 17.92488
#> [79,] 53.585769 18.71330
#> [80,] 54.691535 17.60753
#> [81,] 56.475074 15.82399
#> [82,] 53.676308 18.62276
#> [83,] 54.134725 18.16434
#> [84,] 53.447108 18.85196
#> [85,] 57.564676 14.73439
#> [86,] 57.634733 14.66434
#> [87,] 54.086822 18.21225
#> [88,] 54.304623 17.99445
#> [89,] 54.740143 17.55893
#> [90,] 55.438279 16.86079
#> [91,] 53.146717 19.15235
#> [92,] 53.870110 18.42896
#> [93,] 55.140547 17.15852
#> [94,] 55.897310 16.40176
#> [95,] 54.767465 17.53160
#> [96,] 55.739152 16.55992
#> [97,] 53.719689 18.57938
#> [98,] 62.144653 10.15442
#> [99,] 57.820904 14.47816
#> [100,] 55.891960 16.40711
#> [101,] 52.653774 19.64529
#> [102,] 54.139330 18.15974
#> [103,] 54.109083 18.18999
#> [104,] 54.115268 18.18380
#> [105,] 53.335712 18.96336
#> [106,] 57.068932 15.23014
#> [107,] 53.504795 18.79427
#> [108,] 57.142926 15.15614
#> [109,] 53.974334 18.32473
#> [110,] 55.785452 16.51362
#> [111,] 54.417377 17.88169
#> [112,] 55.028980 17.27009
#> [113,] 54.080512 18.21856
#> [114,] 54.186708 18.11236
#> [115,] 53.967736 18.33133
#> [116,] 53.421974 18.87709
#> [117,] 53.683928 18.61514
#> [118,] 54.340473 17.95860
#> [119,] 53.070946 19.22812
#> [120,] 54.013891 18.28518
#> [121,] 53.312273 18.98680
#> [122,] 53.680919 18.61815
#> [123,] 53.522360 18.77671
#> [124,] 58.515674 13.78339
#> [125,] 59.275625 13.02344
#> [126,] 62.167521 10.13155
#> [127,] 58.890830 13.40824
#> [128,] 55.859848 16.43922
#> [129,] 55.263857 17.03521
#> [130,] 53.813371 18.48570
#> [131,] 57.975576 14.32349
#> [132,] 55.004528 17.29454
#> [133,] 54.580272 17.71880
#> [134,] 58.661369 13.63770
#> [135,] 54.735242 17.56383
#> [136,] 54.812468 17.48660
#> [137,] 57.515255 14.78381
#> [138,] 54.826104 17.47296
#> [139,] 53.182009 19.11706
#>
#> $prob
#> [,1] [,2]
#> [1,] 0.2307560 0.7692440
#> [2,] 0.2663502 0.7336498
#> [3,] 0.2550773 0.7449227
#> [4,] 0.2520220 0.7479780
#> [5,] 0.2763293 0.7236707
#> [6,] 0.2409817 0.7590183
#> [7,] 0.2521514 0.7478486
#> [8,] 0.2608835 0.7391165
#> [9,] 0.2412047 0.7587953
#> [10,] 0.1076180 0.8923820
#> [11,] 0.2398423 0.7601577
#> [12,] 0.2298197 0.7701803
#> [13,] 0.2477548 0.7522452
#> [14,] 0.2484688 0.7515312
#> [15,] 0.2598739 0.7401261
#> [16,] 0.2585049 0.7414951
#> [17,] 0.2643167 0.7356833
#> [18,] 0.2587860 0.7412140
#> [19,] 0.2206905 0.7793095
#> [20,] 0.2144592 0.7855408
#> [21,] 0.2595668 0.7404332
#> [22,] 0.2514959 0.7485041
#> [23,] 0.2457442 0.7542558
#> [24,] 0.2419803 0.7580197
#> [25,] 0.2639089 0.7360911
#> [26,] 0.2537376 0.7462624
#> [27,] 0.2570522 0.7429478
#> [28,] 0.2082042 0.7917958
#> [29,] 0.1455011 0.8544989
#> [30,] 0.2221339 0.7778661
#> [31,] 0.2270146 0.7729854
#> [32,] 0.2510540 0.7489460
#> [33,] 0.1891353 0.8108647
#> [34,] 0.2661620 0.7338380
#> [35,] 0.2449893 0.7550107
#> [36,] 0.2535989 0.7464011
#> [37,] 0.2479810 0.7520190
#> [38,] 0.2492525 0.7507475
#> [39,] 0.1238237 0.8761763
#> [40,] 0.1891329 0.8108671
#> [41,] 0.2327012 0.7672988
#> [42,] 0.2044662 0.7955338
#> [43,] 0.2537250 0.7462750
#> [44,] 0.1349385 0.8650615
#> [45,] 0.2333322 0.7666678
#> [46,] 0.2504478 0.7495522
#> [47,] 0.2427528 0.7572472
#> [48,] 0.1871393 0.8128607
#> [49,] 0.2360532 0.7639468
#> [50,] 0.2488215 0.7511785
#> [51,] 0.2326167 0.7673833
#> [52,] 0.2221525 0.7778475
#> [53,] 0.2585193 0.7414807
#> [54,] 0.2504103 0.7495897
#> [55,] 0.2493635 0.7506365
#> [56,] 0.2586334 0.7413666
#> [57,] 0.2471264 0.7528736
#> [58,] 0.2548812 0.7451188
#> [59,] 0.2661142 0.7338858
#> [60,] 0.2673064 0.7326936
#> [61,] 0.2398493 0.7601507
#> [62,] 0.2480215 0.7519785
#> [63,] 0.2510412 0.7489588
#> [64,] 0.1967718 0.8032282
#> [65,] 0.2552615 0.7447385
#> [66,] 0.2546204 0.7453796
#> [67,] 0.7530915 0.2469085
#> [68,] 0.7373073 0.2626927
#> [69,] 0.7349518 0.2650482
#> [70,] 0.7383274 0.2616726
#> [71,] 0.7562891 0.2437109
#> [72,] 0.7316042 0.2683958
#> [73,] 0.7502719 0.2497281
#> [74,] 0.7365713 0.2634287
#> [75,] 0.7357403 0.2642597
#> [76,] 0.7351377 0.2648623
#> [77,] 0.7492019 0.2507981
#> [78,] 0.7520731 0.2479269
#> [79,] 0.7411682 0.2588318
#> [80,] 0.7564625 0.2435375
#> [81,] 0.7811314 0.2188686
#> [82,] 0.7424205 0.2575795
#> [83,] 0.7487610 0.2512390
#> [84,] 0.7392503 0.2607497
#> [85,] 0.7962022 0.2037978
#> [86,] 0.7971712 0.2028288
#> [87,] 0.7480985 0.2519015
#> [88,] 0.7511110 0.2488890
#> [89,] 0.7571348 0.2428652
#> [90,] 0.7667911 0.2332089
#> [91,] 0.7350955 0.2649045
#> [92,] 0.7451010 0.2548990
#> [93,] 0.7626730 0.2373270
#> [94,] 0.7731401 0.2268599
#> [95,] 0.7575127 0.2424873
#> [96,] 0.7709526 0.2290474
#> [97,] 0.7430205 0.2569795
#> [98,] 0.8595498 0.1404502
#> [99,] 0.7997462 0.2002538
#> [100,] 0.7730661 0.2269339
#> [101,] 0.7282774 0.2717226
#> [102,] 0.7488247 0.2511753
#> [103,] 0.7484064 0.2515936
#> [104,] 0.7484919 0.2515081
#> [105,] 0.7377095 0.2622905
#> [106,] 0.7893453 0.2106547
#> [107,] 0.7400482 0.2599518
#> [108,] 0.7903688 0.2096312
#> [109,] 0.7465426 0.2534574
#> [110,] 0.7715930 0.2284070
#> [111,] 0.7526705 0.2473295
#> [112,] 0.7611299 0.2388701
#> [113,] 0.7480112 0.2519888
#> [114,] 0.7494800 0.2505200
#> [115,] 0.7464513 0.2535487
#> [116,] 0.7389027 0.2610973
#> [117,] 0.7425259 0.2574741
#> [118,] 0.7516068 0.2483932
#> [119,] 0.7340474 0.2659526
#> [120,] 0.7470897 0.2529103
#> [121,] 0.7373853 0.2626147
#> [122,] 0.7424842 0.2575158
#> [123,] 0.7402911 0.2597089
#> [124,] 0.8093559 0.1906441
#> [125,] 0.8198671 0.1801329
#> [126,] 0.8598661 0.1401339
#> [127,] 0.8145448 0.1854552
#> [128,] 0.7726220 0.2273780
#> [129,] 0.7643785 0.2356215
#> [130,] 0.7443162 0.2556838
#> [131,] 0.8018855 0.1981145
#> [132,] 0.7607917 0.2392083
#> [133,] 0.7549236 0.2450764
#> [134,] 0.8113710 0.1886290
#> [135,] 0.7570670 0.2429330
#> [136,] 0.7581352 0.2418648
#> [137,] 0.7955186 0.2044814
#> [138,] 0.7583238 0.2416762
#> [139,] 0.7355836 0.2644164
#>
#> $class
#> [1] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [19] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [37] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R"
#> [55] "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "R" "M" "M" "M" "M" "M" "M"
#> [73] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [91] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [109] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#> [127] "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M" "M"
#>
#> $importance
#> V1 V10 V11 V12 V13 V14 V15 V16
#> 0.9694130 2.4129780 5.0441412 4.7226404 0.4449609 0.1752170 1.2869696 1.4973687
#> V17 V18 V19 V2 V20 V21 V22 V23
#> 1.9030347 0.7463243 0.5810392 0.4124389 1.9078146 2.9950094 1.5000466 2.0869201
#> V24 V25 V26 V27 V28 V29 V3 V30
#> 0.0000000 0.6775577 1.7524150 2.8270389 3.2473202 1.4145725 0.3705660 1.0180856
#> V31 V32 V33 V34 V35 V36 V37 V38
#> 3.8763382 0.6429834 0.7618308 0.3781171 0.5606445 5.2820442 4.2705314 0.7717418
#> V39 V4 V40 V41 V42 V43 V44 V45
#> 2.0342948 1.9717514 0.2192320 1.9696570 2.6082622 0.7529630 0.8286009 2.5426902
#> V46 V47 V48 V49 V5 V50 V51 V52
#> 1.4138629 1.3236858 3.9593699 0.6355480 1.6173551 0.8240685 1.8083601 4.9905602
#> V53 V54 V55 V56 V57 V58 V59 V6
#> 0.1490139 1.2010698 2.7229376 0.5688451 1.6642429 0.5364373 1.1747157 0.6648923
#> V60 V7 V8 V9
#> 0.9597621 1.0068142 0.4753451 2.8375583
#>
#> $terms
#> Class ~ V1 + V10 + V11 + V12 + V13 + V14 + V15 + V16 + V17 +
#> V18 + V19 + V2 + V20 + V21 + V22 + V23 + V24 + V25 + V26 +
#> V27 + V28 + V29 + V3 + V30 + V31 + V32 + V33 + V34 + V35 +
#> V36 + V37 + V38 + V39 + V4 + V40 + V41 + V42 + V43 + V44 +
#> V45 + V46 + V47 + V48 + V49 + V5 + V50 + V51 + V52 + V53 +
#> V54 + V55 + V56 + V57 + V58 + V59 + V6 + V60 + V7 + V8 +
#> V9
#> attr(,"variables")
#> list(Class, V1, V10, V11, V12, V13, V14, V15, V16, V17, V18,
#> V19, V2, V20, V21, V22, V23, V24, V25, V26, V27, V28, V29,
#> V3, V30, V31, V32, V33, V34, V35, V36, V37, V38, V39, V4,
#> V40, V41, V42, V43, V44, V45, V46, V47, V48, V49, V5, V50,
#> V51, V52, V53, V54, V55, V56, V57, V58, V59, V6, V60, V7,
#> V8, V9)
#> attr(,"factors")
#> V1 V10 V11 V12 V13 V14 V15 V16 V17 V18 V19 V2 V20 V21 V22 V23 V24 V25 V26
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V27 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 V28 V29 V3 V30 V31 V32 V33 V34 V35 V36 V37 V38 V39 V4 V40 V41 V42 V43
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 V45 V46 V47 V48 V49 V5 V50 V51 V52 V53 V54 V55 V56 V57 V58 V59 V6 V60
#> Class 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V11 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V18 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V21 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V22 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V24 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V27 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V44 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V45 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V46 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V47 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V48 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V49 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V5 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
#> V50 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
#> V51 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
#> V52 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
#> V53 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
#> V54 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
#> V55 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
#> V56 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
#> V57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
#> V58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
#> V59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0
#> V6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
#> V60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
#> V7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V9 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> V7 V8 V9
#> Class 0 0 0
#> V1 0 0 0
#> V10 0 0 0
#> V11 0 0 0
#> V12 0 0 0
#> V13 0 0 0
#> V14 0 0 0
#> V15 0 0 0
#> V16 0 0 0
#> V17 0 0 0
#> V18 0 0 0
#> V19 0 0 0
#> V2 0 0 0
#> V20 0 0 0
#> V21 0 0 0
#> V22 0 0 0
#> V23 0 0 0
#> V24 0 0 0
#> V25 0 0 0
#> V26 0 0 0
#> V27 0 0 0
#> V28 0 0 0
#> V29 0 0 0
#> V3 0 0 0
#> V30 0 0 0
#> V31 0 0 0
#> V32 0 0 0
#> V33 0 0 0
#> V34 0 0 0
#> V35 0 0 0
#> V36 0 0 0
#> V37 0 0 0
#> V38 0 0 0
#> V39 0 0 0
#> V4 0 0 0
#> V40 0 0 0
#> V41 0 0 0
#> V42 0 0 0
#> V43 0 0 0
#> V44 0 0 0
#> V45 0 0 0
#> V46 0 0 0
#> V47 0 0 0
#> V48 0 0 0
#> V49 0 0 0
#> V5 0 0 0
#> V50 0 0 0
#> V51 0 0 0
#> V52 0 0 0
#> V53 0 0 0
#> V54 0 0 0
#> V55 0 0 0
#> V56 0 0 0
#> V57 0 0 0
#> V58 0 0 0
#> V59 0 0 0
#> V6 0 0 0
#> V60 0 0 0
#> V7 1 0 0
#> V8 0 1 0
#> V9 0 0 1
#> attr(,"term.labels")
#> [1] "V1" "V10" "V11" "V12" "V13" "V14" "V15" "V16" "V17" "V18" "V19" "V2"
#> [13] "V20" "V21" "V22" "V23" "V24" "V25" "V26" "V27" "V28" "V29" "V3" "V30"
#> [25] "V31" "V32" "V33" "V34" "V35" "V36" "V37" "V38" "V39" "V4" "V40" "V41"
#> [37] "V42" "V43" "V44" "V45" "V46" "V47" "V48" "V49" "V5" "V50" "V51" "V52"
#> [49] "V53" "V54" "V55" "V56" "V57" "V58" "V59" "V6" "V60" "V7" "V8" "V9"
#> attr(,"order")
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> [39] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#> attr(,"intercept")
#> [1] 1
#> attr(,"response")
#> [1] 1
#> attr(,"predvars")
#> list(Class, V1, V10, V11, V12, V13, V14, V15, V16, V17, V18,
#> V19, V2, V20, V21, V22, V23, V24, V25, V26, V27, V28, V29,
#> V3, V30, V31, V32, V33, V34, V35, V36, V37, V38, V39, V4,
#> V40, V41, V42, V43, V44, V45, V46, V47, V48, V49, V5, V50,
#> V51, V52, V53, V54, V55, V56, V57, V58, V59, V6, V60, V7,
#> V8, V9)
#> attr(,"dataClasses")
#> Class V1 V10 V11 V12 V13 V14 V15
#> "factor" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V16 V17 V18 V19 V2 V20 V21 V22
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V23 V24 V25 V26 V27 V28 V29 V3
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V30 V31 V32 V33 V34 V35 V36 V37
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V38 V39 V4 V40 V41 V42 V43 V44
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V45 V46 V47 V48 V49 V5 V50 V51
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V52 V53 V54 V55 V56 V57 V58 V59
#> "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric"
#> V6 V60 V7 V8 V9
#> "numeric" "numeric" "numeric" "numeric" "numeric"
#>
#> $call
#> adabag::boosting(formula = formula, data = data, control = list(
#> minsplit = 20L, minbucket = 7, cp = 0.01, maxcompete = 4L,
#> maxsurrogate = 5L, usesurrogate = 2L, surrogatestyle = 0L,
#> maxdepth = 30L, xval = 0L))
#>
#> attr(,"vardep.summary")
#> M R
#> 73 66
#> attr(,"class")
#> [1] "boosting"
print(learner$importance())
#> V36 V11 V52 V12 V37 V48 V31 V28
#> 5.2820442 5.0441412 4.9905602 4.7226404 4.2705314 3.9593699 3.8763382 3.2473202
#> V21 V9 V27 V55 V42 V45 V10 V23
#> 2.9950094 2.8375583 2.8270389 2.7229376 2.6082622 2.5426902 2.4129780 2.0869201
#> V39 V4 V41 V20 V17 V51 V26 V57
#> 2.0342948 1.9717514 1.9696570 1.9078146 1.9030347 1.8083601 1.7524150 1.6642429
#> V5 V22 V16 V29 V46 V47 V15 V54
#> 1.6173551 1.5000466 1.4973687 1.4145725 1.4138629 1.3236858 1.2869696 1.2010698
#> V59 V30 V7 V1 V60 V44 V50 V38
#> 1.1747157 1.0180856 1.0068142 0.9694130 0.9597621 0.8286009 0.8240685 0.7717418
#> V33 V43 V18 V25 V6 V32 V49 V19
#> 0.7618308 0.7529630 0.7463243 0.6775577 0.6648923 0.6429834 0.6355480 0.5810392
#> V56 V35 V58 V8 V13 V2 V34 V3
#> 0.5688451 0.5606445 0.5364373 0.4753451 0.4449609 0.4124389 0.3781171 0.3705660
#> V40 V14 V53 V24
#> 0.2192320 0.1752170 0.1490139 0.0000000
# Make predictions for the test rows
predictions = learner$predict(task, row_ids = ids$test)
# Score the predictions
predictions$score()
#> classif.ce
#> 0.1449275