Histogram-based gradient boosting, squared loss (Geron Ch 6, morie.fn hmhgb)

Histogram-based gradient boosting, squared loss (Geron Ch 6, morie.fn hmhgb)

Usage

morie_geron_histogram_gradient_boosting(
  X,
  y,
  max_iter = 100,
  learning_rate = 0.1,
  max_bins = 255,
  max_depth = 3,
  min_samples_leaf = 1
)

Arguments

X, y

Design matrix and targets.

max_iter

Rounds.

learning_rate

Shrinkage.

max_bins

Bins per feature.

max_depth

Tree depth.

min_samples_leaf

Min rows/leaf.

Value

List with prediction, train_mse, mse_history, baseline, trees, bins_used, bin_edges, estimate, n, method.

Examples

V <- c(1, 2, 3, 4, 5, 6, 7, 8)
morie_geron_histogram_gradient_boosting(V, V)
#> $prediction
#> [1] 1.000093 2.000066 3.000040 4.000013 4.999987 5.999960 6.999934 7.999907
#> 
#> $train_mse
#> [1] 3.703917e-09
#> 
#> $mse_history
#>   [1] 5.250000e+00 4.252500e+00 3.444525e+00 2.790065e+00 2.259953e+00
#>   [6] 1.830562e+00 1.482755e+00 1.201032e+00 9.728356e-01 7.879968e-01
#>  [11] 6.382774e-01 5.170047e-01 4.187738e-01 3.392068e-01 2.747575e-01
#>  [16] 2.225536e-01 1.802684e-01 1.460174e-01 1.182741e-01 9.580202e-02
#>  [21] 7.759964e-02 6.285570e-02 5.091312e-02 4.123963e-02 3.340410e-02
#>  [26] 2.705732e-02 2.191643e-02 1.775231e-02 1.437937e-02 1.164729e-02
#>  [31] 9.434304e-03 7.641786e-03 6.189847e-03 5.013776e-03 4.061159e-03
#>  [36] 3.289538e-03 2.664526e-03 2.158266e-03 1.748196e-03 1.416038e-03
#>  [41] 1.146991e-03 9.290628e-04 7.525409e-04 6.095581e-04 4.937421e-04
#>  [46] 3.999311e-04 3.239442e-04 2.623948e-04 2.125398e-04 1.721572e-04
#>  [51] 1.394473e-04 1.129523e-04 9.149140e-05 7.410804e-05 6.002751e-05
#>  [56] 4.862228e-05 3.938405e-05 3.190108e-05 2.583987e-05 2.093030e-05
#>  [61] 1.695354e-05 1.373237e-05 1.112322e-05 9.009807e-06 7.297944e-06
#>  [66] 5.911334e-06 4.788181e-06 3.878427e-06 3.141525e-06 2.544636e-06
#>  [71] 2.061155e-06 1.669535e-06 1.352324e-06 1.095382e-06 8.872596e-07
#>  [76] 7.186803e-07 5.821310e-07 4.715261e-07 3.819362e-07 3.093683e-07
#>  [81] 2.505883e-07 2.029765e-07 1.644110e-07 1.331729e-07 1.078701e-07
#>  [86] 8.737474e-08 7.077354e-08 5.732657e-08 4.643452e-08 3.761196e-08
#>  [91] 3.046569e-08 2.467721e-08 1.998854e-08 1.619072e-08 1.311448e-08
#>  [96] 1.062273e-08 8.604410e-09 6.969572e-09 5.645354e-09 4.572736e-09
#> [101] 3.703917e-09
#> 
#> $baseline
#> [1] 4.5
#> 
#> $trees
#> $trees[[1]]
#> $trees[[1]]$feature
#> [1] 1
#> 
#> $trees[[1]]$bin0
#> [1] 3
#> 
#> $trees[[1]]$gain
#> [1] 32
#> 
#> $trees[[1]]$left
#> $trees[[1]]$left$feature
#> [1] 1
#> 
#> $trees[[1]]$left$bin0
#> [1] 1
#> 
#> $trees[[1]]$left$gain
#> [1] 4
#> 
#> $trees[[1]]$left$left
#> $trees[[1]]$left$left$feature
#> [1] 1
#> 
#> $trees[[1]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[1]]$left$left$gain
#> [1] 0.5
#> 
#> $trees[[1]]$left$left$left
#> $trees[[1]]$left$left$left$leaf
#> [1] -3.5
#> 
#> 
#> $trees[[1]]$left$left$right
#> $trees[[1]]$left$left$right$leaf
#> [1] -2.5
#> 
#> 
#> 
#> $trees[[1]]$left$right
#> $trees[[1]]$left$right$feature
#> [1] 1
#> 
#> $trees[[1]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[1]]$left$right$gain
#> [1] 0.5
#> 
#> $trees[[1]]$left$right$left
#> $trees[[1]]$left$right$left$leaf
#> [1] -1.5
#> 
#> 
#> $trees[[1]]$left$right$right
#> $trees[[1]]$left$right$right$leaf
#> [1] -0.5
#> 
#> 
#> 
#> 
#> $trees[[1]]$right
#> $trees[[1]]$right$feature
#> [1] 1
#> 
#> $trees[[1]]$right$bin0
#> [1] 5
#> 
#> $trees[[1]]$right$gain
#> [1] 4
#> 
#> $trees[[1]]$right$left
#> $trees[[1]]$right$left$feature
#> [1] 1
#> 
#> $trees[[1]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[1]]$right$left$gain
#> [1] 0.5
#> 
#> $trees[[1]]$right$left$left
#> $trees[[1]]$right$left$left$leaf
#> [1] 0.5
#> 
#> 
#> $trees[[1]]$right$left$right
#> $trees[[1]]$right$left$right$leaf
#> [1] 1.5
#> 
#> 
#> 
#> $trees[[1]]$right$right
#> $trees[[1]]$right$right$feature
#> [1] 1
#> 
#> $trees[[1]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[1]]$right$right$gain
#> [1] 0.5
#> 
#> $trees[[1]]$right$right$left
#> $trees[[1]]$right$right$left$leaf
#> [1] 2.5
#> 
#> 
#> $trees[[1]]$right$right$right
#> $trees[[1]]$right$right$right$leaf
#> [1] 3.5
#> 
#> 
#> 
#> 
#> 
#> $trees[[2]]
#> $trees[[2]]$feature
#> [1] 1
#> 
#> $trees[[2]]$bin0
#> [1] 3
#> 
#> $trees[[2]]$gain
#> [1] 25.92
#> 
#> $trees[[2]]$left
#> $trees[[2]]$left$feature
#> [1] 1
#> 
#> $trees[[2]]$left$bin0
#> [1] 1
#> 
#> $trees[[2]]$left$gain
#> [1] 3.24
#> 
#> $trees[[2]]$left$left
#> $trees[[2]]$left$left$feature
#> [1] 1
#> 
#> $trees[[2]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[2]]$left$left$gain
#> [1] 0.405
#> 
#> $trees[[2]]$left$left$left
#> $trees[[2]]$left$left$left$leaf
#> [1] -3.15
#> 
#> 
#> $trees[[2]]$left$left$right
#> $trees[[2]]$left$left$right$leaf
#> [1] -2.25
#> 
#> 
#> 
#> $trees[[2]]$left$right
#> $trees[[2]]$left$right$feature
#> [1] 1
#> 
#> $trees[[2]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[2]]$left$right$gain
#> [1] 0.405
#> 
#> $trees[[2]]$left$right$left
#> $trees[[2]]$left$right$left$leaf
#> [1] -1.35
#> 
#> 
#> $trees[[2]]$left$right$right
#> $trees[[2]]$left$right$right$leaf
#> [1] -0.45
#> 
#> 
#> 
#> 
#> $trees[[2]]$right
#> $trees[[2]]$right$feature
#> [1] 1
#> 
#> $trees[[2]]$right$bin0
#> [1] 5
#> 
#> $trees[[2]]$right$gain
#> [1] 3.24
#> 
#> $trees[[2]]$right$left
#> $trees[[2]]$right$left$feature
#> [1] 1
#> 
#> $trees[[2]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[2]]$right$left$gain
#> [1] 0.405
#> 
#> $trees[[2]]$right$left$left
#> $trees[[2]]$right$left$left$leaf
#> [1] 0.45
#> 
#> 
#> $trees[[2]]$right$left$right
#> $trees[[2]]$right$left$right$leaf
#> [1] 1.35
#> 
#> 
#> 
#> $trees[[2]]$right$right
#> $trees[[2]]$right$right$feature
#> [1] 1
#> 
#> $trees[[2]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[2]]$right$right$gain
#> [1] 0.405
#> 
#> $trees[[2]]$right$right$left
#> $trees[[2]]$right$right$left$leaf
#> [1] 2.25
#> 
#> 
#> $trees[[2]]$right$right$right
#> $trees[[2]]$right$right$right$leaf
#> [1] 3.15
#> 
#> 
#> 
#> 
#> 
#> $trees[[3]]
#> $trees[[3]]$feature
#> [1] 1
#> 
#> $trees[[3]]$bin0
#> [1] 3
#> 
#> $trees[[3]]$gain
#> [1] 20.9952
#> 
#> $trees[[3]]$left
#> $trees[[3]]$left$feature
#> [1] 1
#> 
#> $trees[[3]]$left$bin0
#> [1] 1
#> 
#> $trees[[3]]$left$gain
#> [1] 2.6244
#> 
#> $trees[[3]]$left$left
#> $trees[[3]]$left$left$feature
#> [1] 1
#> 
#> $trees[[3]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[3]]$left$left$gain
#> [1] 0.32805
#> 
#> $trees[[3]]$left$left$left
#> $trees[[3]]$left$left$left$leaf
#> [1] -2.835
#> 
#> 
#> $trees[[3]]$left$left$right
#> $trees[[3]]$left$left$right$leaf
#> [1] -2.025
#> 
#> 
#> 
#> $trees[[3]]$left$right
#> $trees[[3]]$left$right$feature
#> [1] 1
#> 
#> $trees[[3]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[3]]$left$right$gain
#> [1] 0.32805
#> 
#> $trees[[3]]$left$right$left
#> $trees[[3]]$left$right$left$leaf
#> [1] -1.215
#> 
#> 
#> $trees[[3]]$left$right$right
#> $trees[[3]]$left$right$right$leaf
#> [1] -0.405
#> 
#> 
#> 
#> 
#> $trees[[3]]$right
#> $trees[[3]]$right$feature
#> [1] 1
#> 
#> $trees[[3]]$right$bin0
#> [1] 5
#> 
#> $trees[[3]]$right$gain
#> [1] 2.6244
#> 
#> $trees[[3]]$right$left
#> $trees[[3]]$right$left$feature
#> [1] 1
#> 
#> $trees[[3]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[3]]$right$left$gain
#> [1] 0.32805
#> 
#> $trees[[3]]$right$left$left
#> $trees[[3]]$right$left$left$leaf
#> [1] 0.405
#> 
#> 
#> $trees[[3]]$right$left$right
#> $trees[[3]]$right$left$right$leaf
#> [1] 1.215
#> 
#> 
#> 
#> $trees[[3]]$right$right
#> $trees[[3]]$right$right$feature
#> [1] 1
#> 
#> $trees[[3]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[3]]$right$right$gain
#> [1] 0.32805
#> 
#> $trees[[3]]$right$right$left
#> $trees[[3]]$right$right$left$leaf
#> [1] 2.025
#> 
#> 
#> $trees[[3]]$right$right$right
#> $trees[[3]]$right$right$right$leaf
#> [1] 2.835
#> 
#> 
#> 
#> 
#> 
#> $trees[[4]]
#> $trees[[4]]$feature
#> [1] 1
#> 
#> $trees[[4]]$bin0
#> [1] 3
#> 
#> $trees[[4]]$gain
#> [1] 17.00611
#> 
#> $trees[[4]]$left
#> $trees[[4]]$left$feature
#> [1] 1
#> 
#> $trees[[4]]$left$bin0
#> [1] 1
#> 
#> $trees[[4]]$left$gain
#> [1] 2.125764
#> 
#> $trees[[4]]$left$left
#> $trees[[4]]$left$left$feature
#> [1] 1
#> 
#> $trees[[4]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[4]]$left$left$gain
#> [1] 0.2657205
#> 
#> $trees[[4]]$left$left$left
#> $trees[[4]]$left$left$left$leaf
#> [1] -2.5515
#> 
#> 
#> $trees[[4]]$left$left$right
#> $trees[[4]]$left$left$right$leaf
#> [1] -1.8225
#> 
#> 
#> 
#> $trees[[4]]$left$right
#> $trees[[4]]$left$right$feature
#> [1] 1
#> 
#> $trees[[4]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[4]]$left$right$gain
#> [1] 0.2657205
#> 
#> $trees[[4]]$left$right$left
#> $trees[[4]]$left$right$left$leaf
#> [1] -1.0935
#> 
#> 
#> $trees[[4]]$left$right$right
#> $trees[[4]]$left$right$right$leaf
#> [1] -0.3645
#> 
#> 
#> 
#> 
#> $trees[[4]]$right
#> $trees[[4]]$right$feature
#> [1] 1
#> 
#> $trees[[4]]$right$bin0
#> [1] 5
#> 
#> $trees[[4]]$right$gain
#> [1] 2.125764
#> 
#> $trees[[4]]$right$left
#> $trees[[4]]$right$left$feature
#> [1] 1
#> 
#> $trees[[4]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[4]]$right$left$gain
#> [1] 0.2657205
#> 
#> $trees[[4]]$right$left$left
#> $trees[[4]]$right$left$left$leaf
#> [1] 0.3645
#> 
#> 
#> $trees[[4]]$right$left$right
#> $trees[[4]]$right$left$right$leaf
#> [1] 1.0935
#> 
#> 
#> 
#> $trees[[4]]$right$right
#> $trees[[4]]$right$right$feature
#> [1] 1
#> 
#> $trees[[4]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[4]]$right$right$gain
#> [1] 0.2657205
#> 
#> $trees[[4]]$right$right$left
#> $trees[[4]]$right$right$left$leaf
#> [1] 1.8225
#> 
#> 
#> $trees[[4]]$right$right$right
#> $trees[[4]]$right$right$right$leaf
#> [1] 2.5515
#> 
#> 
#> 
#> 
#> 
#> $trees[[5]]
#> $trees[[5]]$feature
#> [1] 1
#> 
#> $trees[[5]]$bin0
#> [1] 3
#> 
#> $trees[[5]]$gain
#> [1] 13.77495
#> 
#> $trees[[5]]$left
#> $trees[[5]]$left$feature
#> [1] 1
#> 
#> $trees[[5]]$left$bin0
#> [1] 1
#> 
#> $trees[[5]]$left$gain
#> [1] 1.721869
#> 
#> $trees[[5]]$left$left
#> $trees[[5]]$left$left$feature
#> [1] 1
#> 
#> $trees[[5]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[5]]$left$left$gain
#> [1] 0.2152336
#> 
#> $trees[[5]]$left$left$left
#> $trees[[5]]$left$left$left$leaf
#> [1] -2.29635
#> 
#> 
#> $trees[[5]]$left$left$right
#> $trees[[5]]$left$left$right$leaf
#> [1] -1.64025
#> 
#> 
#> 
#> $trees[[5]]$left$right
#> $trees[[5]]$left$right$feature
#> [1] 1
#> 
#> $trees[[5]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[5]]$left$right$gain
#> [1] 0.2152336
#> 
#> $trees[[5]]$left$right$left
#> $trees[[5]]$left$right$left$leaf
#> [1] -0.98415
#> 
#> 
#> $trees[[5]]$left$right$right
#> $trees[[5]]$left$right$right$leaf
#> [1] -0.32805
#> 
#> 
#> 
#> 
#> $trees[[5]]$right
#> $trees[[5]]$right$feature
#> [1] 1
#> 
#> $trees[[5]]$right$bin0
#> [1] 5
#> 
#> $trees[[5]]$right$gain
#> [1] 1.721869
#> 
#> $trees[[5]]$right$left
#> $trees[[5]]$right$left$feature
#> [1] 1
#> 
#> $trees[[5]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[5]]$right$left$gain
#> [1] 0.2152336
#> 
#> $trees[[5]]$right$left$left
#> $trees[[5]]$right$left$left$leaf
#> [1] 0.32805
#> 
#> 
#> $trees[[5]]$right$left$right
#> $trees[[5]]$right$left$right$leaf
#> [1] 0.98415
#> 
#> 
#> 
#> $trees[[5]]$right$right
#> $trees[[5]]$right$right$feature
#> [1] 1
#> 
#> $trees[[5]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[5]]$right$right$gain
#> [1] 0.2152336
#> 
#> $trees[[5]]$right$right$left
#> $trees[[5]]$right$right$left$leaf
#> [1] 1.64025
#> 
#> 
#> $trees[[5]]$right$right$right
#> $trees[[5]]$right$right$right$leaf
#> [1] 2.29635
#> 
#> 
#> 
#> 
#> 
#> $trees[[6]]
#> $trees[[6]]$feature
#> [1] 1
#> 
#> $trees[[6]]$bin0
#> [1] 3
#> 
#> $trees[[6]]$gain
#> [1] 11.15771
#> 
#> $trees[[6]]$left
#> $trees[[6]]$left$feature
#> [1] 1
#> 
#> $trees[[6]]$left$bin0
#> [1] 1
#> 
#> $trees[[6]]$left$gain
#> [1] 1.394714
#> 
#> $trees[[6]]$left$left
#> $trees[[6]]$left$left$feature
#> [1] 1
#> 
#> $trees[[6]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[6]]$left$left$gain
#> [1] 0.1743392
#> 
#> $trees[[6]]$left$left$left
#> $trees[[6]]$left$left$left$leaf
#> [1] -2.066715
#> 
#> 
#> $trees[[6]]$left$left$right
#> $trees[[6]]$left$left$right$leaf
#> [1] -1.476225
#> 
#> 
#> 
#> $trees[[6]]$left$right
#> $trees[[6]]$left$right$feature
#> [1] 1
#> 
#> $trees[[6]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[6]]$left$right$gain
#> [1] 0.1743392
#> 
#> $trees[[6]]$left$right$left
#> $trees[[6]]$left$right$left$leaf
#> [1] -0.885735
#> 
#> 
#> $trees[[6]]$left$right$right
#> $trees[[6]]$left$right$right$leaf
#> [1] -0.295245
#> 
#> 
#> 
#> 
#> $trees[[6]]$right
#> $trees[[6]]$right$feature
#> [1] 1
#> 
#> $trees[[6]]$right$bin0
#> [1] 5
#> 
#> $trees[[6]]$right$gain
#> [1] 1.394714
#> 
#> $trees[[6]]$right$left
#> $trees[[6]]$right$left$feature
#> [1] 1
#> 
#> $trees[[6]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[6]]$right$left$gain
#> [1] 0.1743392
#> 
#> $trees[[6]]$right$left$left
#> $trees[[6]]$right$left$left$leaf
#> [1] 0.295245
#> 
#> 
#> $trees[[6]]$right$left$right
#> $trees[[6]]$right$left$right$leaf
#> [1] 0.885735
#> 
#> 
#> 
#> $trees[[6]]$right$right
#> $trees[[6]]$right$right$feature
#> [1] 1
#> 
#> $trees[[6]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[6]]$right$right$gain
#> [1] 0.1743392
#> 
#> $trees[[6]]$right$right$left
#> $trees[[6]]$right$right$left$leaf
#> [1] 1.476225
#> 
#> 
#> $trees[[6]]$right$right$right
#> $trees[[6]]$right$right$right$leaf
#> [1] 2.066715
#> 
#> 
#> 
#> 
#> 
#> $trees[[7]]
#> $trees[[7]]$feature
#> [1] 1
#> 
#> $trees[[7]]$bin0
#> [1] 3
#> 
#> $trees[[7]]$gain
#> [1] 9.037745
#> 
#> $trees[[7]]$left
#> $trees[[7]]$left$feature
#> [1] 1
#> 
#> $trees[[7]]$left$bin0
#> [1] 1
#> 
#> $trees[[7]]$left$gain
#> [1] 1.129718
#> 
#> $trees[[7]]$left$left
#> $trees[[7]]$left$left$feature
#> [1] 1
#> 
#> $trees[[7]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[7]]$left$left$gain
#> [1] 0.1412148
#> 
#> $trees[[7]]$left$left$left
#> $trees[[7]]$left$left$left$leaf
#> [1] -1.860044
#> 
#> 
#> $trees[[7]]$left$left$right
#> $trees[[7]]$left$left$right$leaf
#> [1] -1.328602
#> 
#> 
#> 
#> $trees[[7]]$left$right
#> $trees[[7]]$left$right$feature
#> [1] 1
#> 
#> $trees[[7]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[7]]$left$right$gain
#> [1] 0.1412148
#> 
#> $trees[[7]]$left$right$left
#> $trees[[7]]$left$right$left$leaf
#> [1] -0.7971615
#> 
#> 
#> $trees[[7]]$left$right$right
#> $trees[[7]]$left$right$right$leaf
#> [1] -0.2657205
#> 
#> 
#> 
#> 
#> $trees[[7]]$right
#> $trees[[7]]$right$feature
#> [1] 1
#> 
#> $trees[[7]]$right$bin0
#> [1] 5
#> 
#> $trees[[7]]$right$gain
#> [1] 1.129718
#> 
#> $trees[[7]]$right$left
#> $trees[[7]]$right$left$feature
#> [1] 1
#> 
#> $trees[[7]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[7]]$right$left$gain
#> [1] 0.1412148
#> 
#> $trees[[7]]$right$left$left
#> $trees[[7]]$right$left$left$leaf
#> [1] 0.2657205
#> 
#> 
#> $trees[[7]]$right$left$right
#> $trees[[7]]$right$left$right$leaf
#> [1] 0.7971615
#> 
#> 
#> 
#> $trees[[7]]$right$right
#> $trees[[7]]$right$right$feature
#> [1] 1
#> 
#> $trees[[7]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[7]]$right$right$gain
#> [1] 0.1412148
#> 
#> $trees[[7]]$right$right$left
#> $trees[[7]]$right$right$left$leaf
#> [1] 1.328603
#> 
#> 
#> $trees[[7]]$right$right$right
#> $trees[[7]]$right$right$right$leaf
#> [1] 1.860044
#> 
#> 
#> 
#> 
#> 
#> $trees[[8]]
#> $trees[[8]]$feature
#> [1] 1
#> 
#> $trees[[8]]$bin0
#> [1] 3
#> 
#> $trees[[8]]$gain
#> [1] 7.320574
#> 
#> $trees[[8]]$left
#> $trees[[8]]$left$feature
#> [1] 1
#> 
#> $trees[[8]]$left$bin0
#> [1] 1
#> 
#> $trees[[8]]$left$gain
#> [1] 0.9150717
#> 
#> $trees[[8]]$left$left
#> $trees[[8]]$left$left$feature
#> [1] 1
#> 
#> $trees[[8]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[8]]$left$left$gain
#> [1] 0.114384
#> 
#> $trees[[8]]$left$left$left
#> $trees[[8]]$left$left$left$leaf
#> [1] -1.674039
#> 
#> 
#> $trees[[8]]$left$left$right
#> $trees[[8]]$left$left$right$leaf
#> [1] -1.195742
#> 
#> 
#> 
#> $trees[[8]]$left$right
#> $trees[[8]]$left$right$feature
#> [1] 1
#> 
#> $trees[[8]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[8]]$left$right$gain
#> [1] 0.114384
#> 
#> $trees[[8]]$left$right$left
#> $trees[[8]]$left$right$left$leaf
#> [1] -0.7174453
#> 
#> 
#> $trees[[8]]$left$right$right
#> $trees[[8]]$left$right$right$leaf
#> [1] -0.2391485
#> 
#> 
#> 
#> 
#> $trees[[8]]$right
#> $trees[[8]]$right$feature
#> [1] 1
#> 
#> $trees[[8]]$right$bin0
#> [1] 5
#> 
#> $trees[[8]]$right$gain
#> [1] 0.9150717
#> 
#> $trees[[8]]$right$left
#> $trees[[8]]$right$left$feature
#> [1] 1
#> 
#> $trees[[8]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[8]]$right$left$gain
#> [1] 0.114384
#> 
#> $trees[[8]]$right$left$left
#> $trees[[8]]$right$left$left$leaf
#> [1] 0.2391485
#> 
#> 
#> $trees[[8]]$right$left$right
#> $trees[[8]]$right$left$right$leaf
#> [1] 0.7174453
#> 
#> 
#> 
#> $trees[[8]]$right$right
#> $trees[[8]]$right$right$feature
#> [1] 1
#> 
#> $trees[[8]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[8]]$right$right$gain
#> [1] 0.114384
#> 
#> $trees[[8]]$right$right$left
#> $trees[[8]]$right$right$left$leaf
#> [1] 1.195742
#> 
#> 
#> $trees[[8]]$right$right$right
#> $trees[[8]]$right$right$right$leaf
#> [1] 1.674039
#> 
#> 
#> 
#> 
#> 
#> $trees[[9]]
#> $trees[[9]]$feature
#> [1] 1
#> 
#> $trees[[9]]$bin0
#> [1] 3
#> 
#> $trees[[9]]$gain
#> [1] 5.929665
#> 
#> $trees[[9]]$left
#> $trees[[9]]$left$feature
#> [1] 1
#> 
#> $trees[[9]]$left$bin0
#> [1] 1
#> 
#> $trees[[9]]$left$gain
#> [1] 0.7412081
#> 
#> $trees[[9]]$left$left
#> $trees[[9]]$left$left$feature
#> [1] 1
#> 
#> $trees[[9]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[9]]$left$left$gain
#> [1] 0.09265101
#> 
#> $trees[[9]]$left$left$left
#> $trees[[9]]$left$left$left$leaf
#> [1] -1.506635
#> 
#> 
#> $trees[[9]]$left$left$right
#> $trees[[9]]$left$left$right$leaf
#> [1] -1.076168
#> 
#> 
#> 
#> $trees[[9]]$left$right
#> $trees[[9]]$left$right$feature
#> [1] 1
#> 
#> $trees[[9]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[9]]$left$right$gain
#> [1] 0.09265101
#> 
#> $trees[[9]]$left$right$left
#> $trees[[9]]$left$right$left$leaf
#> [1] -0.6457008
#> 
#> 
#> $trees[[9]]$left$right$right
#> $trees[[9]]$left$right$right$leaf
#> [1] -0.2152336
#> 
#> 
#> 
#> 
#> $trees[[9]]$right
#> $trees[[9]]$right$feature
#> [1] 1
#> 
#> $trees[[9]]$right$bin0
#> [1] 5
#> 
#> $trees[[9]]$right$gain
#> [1] 0.7412081
#> 
#> $trees[[9]]$right$left
#> $trees[[9]]$right$left$feature
#> [1] 1
#> 
#> $trees[[9]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[9]]$right$left$gain
#> [1] 0.09265101
#> 
#> $trees[[9]]$right$left$left
#> $trees[[9]]$right$left$left$leaf
#> [1] 0.2152336
#> 
#> 
#> $trees[[9]]$right$left$right
#> $trees[[9]]$right$left$right$leaf
#> [1] 0.6457008
#> 
#> 
#> 
#> $trees[[9]]$right$right
#> $trees[[9]]$right$right$feature
#> [1] 1
#> 
#> $trees[[9]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[9]]$right$right$gain
#> [1] 0.09265101
#> 
#> $trees[[9]]$right$right$left
#> $trees[[9]]$right$right$left$leaf
#> [1] 1.076168
#> 
#> 
#> $trees[[9]]$right$right$right
#> $trees[[9]]$right$right$right$leaf
#> [1] 1.506635
#> 
#> 
#> 
#> 
#> 
#> $trees[[10]]
#> $trees[[10]]$feature
#> [1] 1
#> 
#> $trees[[10]]$bin0
#> [1] 3
#> 
#> $trees[[10]]$gain
#> [1] 4.803028
#> 
#> $trees[[10]]$left
#> $trees[[10]]$left$feature
#> [1] 1
#> 
#> $trees[[10]]$left$bin0
#> [1] 1
#> 
#> $trees[[10]]$left$gain
#> [1] 0.6003785
#> 
#> $trees[[10]]$left$left
#> $trees[[10]]$left$left$feature
#> [1] 1
#> 
#> $trees[[10]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[10]]$left$left$gain
#> [1] 0.07504732
#> 
#> $trees[[10]]$left$left$left
#> $trees[[10]]$left$left$left$leaf
#> [1] -1.355972
#> 
#> 
#> $trees[[10]]$left$left$right
#> $trees[[10]]$left$left$right$leaf
#> [1] -0.9685512
#> 
#> 
#> 
#> $trees[[10]]$left$right
#> $trees[[10]]$left$right$feature
#> [1] 1
#> 
#> $trees[[10]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[10]]$left$right$gain
#> [1] 0.07504732
#> 
#> $trees[[10]]$left$right$left
#> $trees[[10]]$left$right$left$leaf
#> [1] -0.5811307
#> 
#> 
#> $trees[[10]]$left$right$right
#> $trees[[10]]$left$right$right$leaf
#> [1] -0.1937102
#> 
#> 
#> 
#> 
#> $trees[[10]]$right
#> $trees[[10]]$right$feature
#> [1] 1
#> 
#> $trees[[10]]$right$bin0
#> [1] 5
#> 
#> $trees[[10]]$right$gain
#> [1] 0.6003785
#> 
#> $trees[[10]]$right$left
#> $trees[[10]]$right$left$feature
#> [1] 1
#> 
#> $trees[[10]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[10]]$right$left$gain
#> [1] 0.07504732
#> 
#> $trees[[10]]$right$left$left
#> $trees[[10]]$right$left$left$leaf
#> [1] 0.1937102
#> 
#> 
#> $trees[[10]]$right$left$right
#> $trees[[10]]$right$left$right$leaf
#> [1] 0.5811307
#> 
#> 
#> 
#> $trees[[10]]$right$right
#> $trees[[10]]$right$right$feature
#> [1] 1
#> 
#> $trees[[10]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[10]]$right$right$gain
#> [1] 0.07504732
#> 
#> $trees[[10]]$right$right$left
#> $trees[[10]]$right$right$left$leaf
#> [1] 0.9685512
#> 
#> 
#> $trees[[10]]$right$right$right
#> $trees[[10]]$right$right$right$leaf
#> [1] 1.355972
#> 
#> 
#> 
#> 
#> 
#> $trees[[11]]
#> $trees[[11]]$feature
#> [1] 1
#> 
#> $trees[[11]]$bin0
#> [1] 3
#> 
#> $trees[[11]]$gain
#> [1] 3.890453
#> 
#> $trees[[11]]$left
#> $trees[[11]]$left$feature
#> [1] 1
#> 
#> $trees[[11]]$left$bin0
#> [1] 1
#> 
#> $trees[[11]]$left$gain
#> [1] 0.4863066
#> 
#> $trees[[11]]$left$left
#> $trees[[11]]$left$left$feature
#> [1] 1
#> 
#> $trees[[11]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[11]]$left$left$gain
#> [1] 0.06078833
#> 
#> $trees[[11]]$left$left$left
#> $trees[[11]]$left$left$left$leaf
#> [1] -1.220375
#> 
#> 
#> $trees[[11]]$left$left$right
#> $trees[[11]]$left$left$right$leaf
#> [1] -0.8716961
#> 
#> 
#> 
#> $trees[[11]]$left$right
#> $trees[[11]]$left$right$feature
#> [1] 1
#> 
#> $trees[[11]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[11]]$left$right$gain
#> [1] 0.06078833
#> 
#> $trees[[11]]$left$right$left
#> $trees[[11]]$left$right$left$leaf
#> [1] -0.5230177
#> 
#> 
#> $trees[[11]]$left$right$right
#> $trees[[11]]$left$right$right$leaf
#> [1] -0.1743392
#> 
#> 
#> 
#> 
#> $trees[[11]]$right
#> $trees[[11]]$right$feature
#> [1] 1
#> 
#> $trees[[11]]$right$bin0
#> [1] 5
#> 
#> $trees[[11]]$right$gain
#> [1] 0.4863066
#> 
#> $trees[[11]]$right$left
#> $trees[[11]]$right$left$feature
#> [1] 1
#> 
#> $trees[[11]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[11]]$right$left$gain
#> [1] 0.06078833
#> 
#> $trees[[11]]$right$left$left
#> $trees[[11]]$right$left$left$leaf
#> [1] 0.1743392
#> 
#> 
#> $trees[[11]]$right$left$right
#> $trees[[11]]$right$left$right$leaf
#> [1] 0.5230177
#> 
#> 
#> 
#> $trees[[11]]$right$right
#> $trees[[11]]$right$right$feature
#> [1] 1
#> 
#> $trees[[11]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[11]]$right$right$gain
#> [1] 0.06078833
#> 
#> $trees[[11]]$right$right$left
#> $trees[[11]]$right$right$left$leaf
#> [1] 0.8716961
#> 
#> 
#> $trees[[11]]$right$right$right
#> $trees[[11]]$right$right$right$leaf
#> [1] 1.220375
#> 
#> 
#> 
#> 
#> 
#> $trees[[12]]
#> $trees[[12]]$feature
#> [1] 1
#> 
#> $trees[[12]]$bin0
#> [1] 3
#> 
#> $trees[[12]]$gain
#> [1] 3.151267
#> 
#> $trees[[12]]$left
#> $trees[[12]]$left$feature
#> [1] 1
#> 
#> $trees[[12]]$left$bin0
#> [1] 1
#> 
#> $trees[[12]]$left$gain
#> [1] 0.3939084
#> 
#> $trees[[12]]$left$left
#> $trees[[12]]$left$left$feature
#> [1] 1
#> 
#> $trees[[12]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[12]]$left$left$gain
#> [1] 0.04923855
#> 
#> $trees[[12]]$left$left$left
#> $trees[[12]]$left$left$left$leaf
#> [1] -1.098337
#> 
#> 
#> $trees[[12]]$left$left$right
#> $trees[[12]]$left$left$right$leaf
#> [1] -0.7845265
#> 
#> 
#> 
#> $trees[[12]]$left$right
#> $trees[[12]]$left$right$feature
#> [1] 1
#> 
#> $trees[[12]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[12]]$left$right$gain
#> [1] 0.04923855
#> 
#> $trees[[12]]$left$right$left
#> $trees[[12]]$left$right$left$leaf
#> [1] -0.4707159
#> 
#> 
#> $trees[[12]]$left$right$right
#> $trees[[12]]$left$right$right$leaf
#> [1] -0.1569053
#> 
#> 
#> 
#> 
#> $trees[[12]]$right
#> $trees[[12]]$right$feature
#> [1] 1
#> 
#> $trees[[12]]$right$bin0
#> [1] 5
#> 
#> $trees[[12]]$right$gain
#> [1] 0.3939084
#> 
#> $trees[[12]]$right$left
#> $trees[[12]]$right$left$feature
#> [1] 1
#> 
#> $trees[[12]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[12]]$right$left$gain
#> [1] 0.04923855
#> 
#> $trees[[12]]$right$left$left
#> $trees[[12]]$right$left$left$leaf
#> [1] 0.1569053
#> 
#> 
#> $trees[[12]]$right$left$right
#> $trees[[12]]$right$left$right$leaf
#> [1] 0.4707159
#> 
#> 
#> 
#> $trees[[12]]$right$right
#> $trees[[12]]$right$right$feature
#> [1] 1
#> 
#> $trees[[12]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[12]]$right$right$gain
#> [1] 0.04923855
#> 
#> $trees[[12]]$right$right$left
#> $trees[[12]]$right$right$left$leaf
#> [1] 0.7845265
#> 
#> 
#> $trees[[12]]$right$right$right
#> $trees[[12]]$right$right$right$leaf
#> [1] 1.098337
#> 
#> 
#> 
#> 
#> 
#> $trees[[13]]
#> $trees[[13]]$feature
#> [1] 1
#> 
#> $trees[[13]]$bin0
#> [1] 3
#> 
#> $trees[[13]]$gain
#> [1] 2.552526
#> 
#> $trees[[13]]$left
#> $trees[[13]]$left$feature
#> [1] 1
#> 
#> $trees[[13]]$left$bin0
#> [1] 1
#> 
#> $trees[[13]]$left$gain
#> [1] 0.3190658
#> 
#> $trees[[13]]$left$left
#> $trees[[13]]$left$left$feature
#> [1] 1
#> 
#> $trees[[13]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[13]]$left$left$gain
#> [1] 0.03988322
#> 
#> $trees[[13]]$left$left$left
#> $trees[[13]]$left$left$left$leaf
#> [1] -0.9885034
#> 
#> 
#> $trees[[13]]$left$left$right
#> $trees[[13]]$left$left$right$leaf
#> [1] -0.7060738
#> 
#> 
#> 
#> $trees[[13]]$left$right
#> $trees[[13]]$left$right$feature
#> [1] 1
#> 
#> $trees[[13]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[13]]$left$right$gain
#> [1] 0.03988322
#> 
#> $trees[[13]]$left$right$left
#> $trees[[13]]$left$right$left$leaf
#> [1] -0.4236443
#> 
#> 
#> $trees[[13]]$left$right$right
#> $trees[[13]]$left$right$right$leaf
#> [1] -0.1412148
#> 
#> 
#> 
#> 
#> $trees[[13]]$right
#> $trees[[13]]$right$feature
#> [1] 1
#> 
#> $trees[[13]]$right$bin0
#> [1] 5
#> 
#> $trees[[13]]$right$gain
#> [1] 0.3190658
#> 
#> $trees[[13]]$right$left
#> $trees[[13]]$right$left$feature
#> [1] 1
#> 
#> $trees[[13]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[13]]$right$left$gain
#> [1] 0.03988322
#> 
#> $trees[[13]]$right$left$left
#> $trees[[13]]$right$left$left$leaf
#> [1] 0.1412148
#> 
#> 
#> $trees[[13]]$right$left$right
#> $trees[[13]]$right$left$right$leaf
#> [1] 0.4236443
#> 
#> 
#> 
#> $trees[[13]]$right$right
#> $trees[[13]]$right$right$feature
#> [1] 1
#> 
#> $trees[[13]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[13]]$right$right$gain
#> [1] 0.03988322
#> 
#> $trees[[13]]$right$right$left
#> $trees[[13]]$right$right$left$leaf
#> [1] 0.7060738
#> 
#> 
#> $trees[[13]]$right$right$right
#> $trees[[13]]$right$right$right$leaf
#> [1] 0.9885034
#> 
#> 
#> 
#> 
#> 
#> $trees[[14]]
#> $trees[[14]]$feature
#> [1] 1
#> 
#> $trees[[14]]$bin0
#> [1] 3
#> 
#> $trees[[14]]$gain
#> [1] 2.067546
#> 
#> $trees[[14]]$left
#> $trees[[14]]$left$feature
#> [1] 1
#> 
#> $trees[[14]]$left$bin0
#> [1] 1
#> 
#> $trees[[14]]$left$gain
#> [1] 0.2584433
#> 
#> $trees[[14]]$left$left
#> $trees[[14]]$left$left$feature
#> [1] 1
#> 
#> $trees[[14]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[14]]$left$left$gain
#> [1] 0.03230541
#> 
#> $trees[[14]]$left$left$left
#> $trees[[14]]$left$left$left$leaf
#> [1] -0.889653
#> 
#> 
#> $trees[[14]]$left$left$right
#> $trees[[14]]$left$left$right$leaf
#> [1] -0.6354665
#> 
#> 
#> 
#> $trees[[14]]$left$right
#> $trees[[14]]$left$right$feature
#> [1] 1
#> 
#> $trees[[14]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[14]]$left$right$gain
#> [1] 0.03230541
#> 
#> $trees[[14]]$left$right$left
#> $trees[[14]]$left$right$left$leaf
#> [1] -0.3812799
#> 
#> 
#> $trees[[14]]$left$right$right
#> $trees[[14]]$left$right$right$leaf
#> [1] -0.1270933
#> 
#> 
#> 
#> 
#> $trees[[14]]$right
#> $trees[[14]]$right$feature
#> [1] 1
#> 
#> $trees[[14]]$right$bin0
#> [1] 5
#> 
#> $trees[[14]]$right$gain
#> [1] 0.2584433
#> 
#> $trees[[14]]$right$left
#> $trees[[14]]$right$left$feature
#> [1] 1
#> 
#> $trees[[14]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[14]]$right$left$gain
#> [1] 0.03230541
#> 
#> $trees[[14]]$right$left$left
#> $trees[[14]]$right$left$left$leaf
#> [1] 0.1270933
#> 
#> 
#> $trees[[14]]$right$left$right
#> $trees[[14]]$right$left$right$leaf
#> [1] 0.3812799
#> 
#> 
#> 
#> $trees[[14]]$right$right
#> $trees[[14]]$right$right$feature
#> [1] 1
#> 
#> $trees[[14]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[14]]$right$right$gain
#> [1] 0.03230541
#> 
#> $trees[[14]]$right$right$left
#> $trees[[14]]$right$right$left$leaf
#> [1] 0.6354665
#> 
#> 
#> $trees[[14]]$right$right$right
#> $trees[[14]]$right$right$right$leaf
#> [1] 0.889653
#> 
#> 
#> 
#> 
#> 
#> $trees[[15]]
#> $trees[[15]]$feature
#> [1] 1
#> 
#> $trees[[15]]$bin0
#> [1] 3
#> 
#> $trees[[15]]$gain
#> [1] 1.674712
#> 
#> $trees[[15]]$left
#> $trees[[15]]$left$feature
#> [1] 1
#> 
#> $trees[[15]]$left$bin0
#> [1] 1
#> 
#> $trees[[15]]$left$gain
#> [1] 0.2093391
#> 
#> $trees[[15]]$left$left
#> $trees[[15]]$left$left$feature
#> [1] 1
#> 
#> $trees[[15]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[15]]$left$left$gain
#> [1] 0.02616738
#> 
#> $trees[[15]]$left$left$left
#> $trees[[15]]$left$left$left$leaf
#> [1] -0.8006877
#> 
#> 
#> $trees[[15]]$left$left$right
#> $trees[[15]]$left$left$right$leaf
#> [1] -0.5719198
#> 
#> 
#> 
#> $trees[[15]]$left$right
#> $trees[[15]]$left$right$feature
#> [1] 1
#> 
#> $trees[[15]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[15]]$left$right$gain
#> [1] 0.02616738
#> 
#> $trees[[15]]$left$right$left
#> $trees[[15]]$left$right$left$leaf
#> [1] -0.3431519
#> 
#> 
#> $trees[[15]]$left$right$right
#> $trees[[15]]$left$right$right$leaf
#> [1] -0.114384
#> 
#> 
#> 
#> 
#> $trees[[15]]$right
#> $trees[[15]]$right$feature
#> [1] 1
#> 
#> $trees[[15]]$right$bin0
#> [1] 5
#> 
#> $trees[[15]]$right$gain
#> [1] 0.2093391
#> 
#> $trees[[15]]$right$left
#> $trees[[15]]$right$left$feature
#> [1] 1
#> 
#> $trees[[15]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[15]]$right$left$gain
#> [1] 0.02616738
#> 
#> $trees[[15]]$right$left$left
#> $trees[[15]]$right$left$left$leaf
#> [1] 0.114384
#> 
#> 
#> $trees[[15]]$right$left$right
#> $trees[[15]]$right$left$right$leaf
#> [1] 0.3431519
#> 
#> 
#> 
#> $trees[[15]]$right$right
#> $trees[[15]]$right$right$feature
#> [1] 1
#> 
#> $trees[[15]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[15]]$right$right$gain
#> [1] 0.02616738
#> 
#> $trees[[15]]$right$right$left
#> $trees[[15]]$right$right$left$leaf
#> [1] 0.5719198
#> 
#> 
#> $trees[[15]]$right$right$right
#> $trees[[15]]$right$right$right$leaf
#> [1] 0.8006877
#> 
#> 
#> 
#> 
#> 
#> $trees[[16]]
#> $trees[[16]]$feature
#> [1] 1
#> 
#> $trees[[16]]$bin0
#> [1] 3
#> 
#> $trees[[16]]$gain
#> [1] 1.356517
#> 
#> $trees[[16]]$left
#> $trees[[16]]$left$feature
#> [1] 1
#> 
#> $trees[[16]]$left$bin0
#> [1] 1
#> 
#> $trees[[16]]$left$gain
#> [1] 0.1695646
#> 
#> $trees[[16]]$left$left
#> $trees[[16]]$left$left$feature
#> [1] 1
#> 
#> $trees[[16]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[16]]$left$left$gain
#> [1] 0.02119558
#> 
#> $trees[[16]]$left$left$left
#> $trees[[16]]$left$left$left$leaf
#> [1] -0.720619
#> 
#> 
#> $trees[[16]]$left$left$right
#> $trees[[16]]$left$left$right$leaf
#> [1] -0.5147278
#> 
#> 
#> 
#> $trees[[16]]$left$right
#> $trees[[16]]$left$right$feature
#> [1] 1
#> 
#> $trees[[16]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[16]]$left$right$gain
#> [1] 0.02119558
#> 
#> $trees[[16]]$left$right$left
#> $trees[[16]]$left$right$left$leaf
#> [1] -0.3088367
#> 
#> 
#> $trees[[16]]$left$right$right
#> $trees[[16]]$left$right$right$leaf
#> [1] -0.1029456
#> 
#> 
#> 
#> 
#> $trees[[16]]$right
#> $trees[[16]]$right$feature
#> [1] 1
#> 
#> $trees[[16]]$right$bin0
#> [1] 5
#> 
#> $trees[[16]]$right$gain
#> [1] 0.1695646
#> 
#> $trees[[16]]$right$left
#> $trees[[16]]$right$left$feature
#> [1] 1
#> 
#> $trees[[16]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[16]]$right$left$gain
#> [1] 0.02119558
#> 
#> $trees[[16]]$right$left$left
#> $trees[[16]]$right$left$left$leaf
#> [1] 0.1029456
#> 
#> 
#> $trees[[16]]$right$left$right
#> $trees[[16]]$right$left$right$leaf
#> [1] 0.3088367
#> 
#> 
#> 
#> $trees[[16]]$right$right
#> $trees[[16]]$right$right$feature
#> [1] 1
#> 
#> $trees[[16]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[16]]$right$right$gain
#> [1] 0.02119558
#> 
#> $trees[[16]]$right$right$left
#> $trees[[16]]$right$right$left$leaf
#> [1] 0.5147278
#> 
#> 
#> $trees[[16]]$right$right$right
#> $trees[[16]]$right$right$right$leaf
#> [1] 0.720619
#> 
#> 
#> 
#> 
#> 
#> $trees[[17]]
#> $trees[[17]]$feature
#> [1] 1
#> 
#> $trees[[17]]$bin0
#> [1] 3
#> 
#> $trees[[17]]$gain
#> [1] 1.098779
#> 
#> $trees[[17]]$left
#> $trees[[17]]$left$feature
#> [1] 1
#> 
#> $trees[[17]]$left$bin0
#> [1] 1
#> 
#> $trees[[17]]$left$gain
#> [1] 0.1373474
#> 
#> $trees[[17]]$left$left
#> $trees[[17]]$left$left$feature
#> [1] 1
#> 
#> $trees[[17]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[17]]$left$left$gain
#> [1] 0.01716842
#> 
#> $trees[[17]]$left$left$left
#> $trees[[17]]$left$left$left$leaf
#> [1] -0.6485571
#> 
#> 
#> $trees[[17]]$left$left$right
#> $trees[[17]]$left$left$right$leaf
#> [1] -0.463255
#> 
#> 
#> 
#> $trees[[17]]$left$right
#> $trees[[17]]$left$right$feature
#> [1] 1
#> 
#> $trees[[17]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[17]]$left$right$gain
#> [1] 0.01716842
#> 
#> $trees[[17]]$left$right$left
#> $trees[[17]]$left$right$left$leaf
#> [1] -0.277953
#> 
#> 
#> $trees[[17]]$left$right$right
#> $trees[[17]]$left$right$right$leaf
#> [1] -0.09265101
#> 
#> 
#> 
#> 
#> $trees[[17]]$right
#> $trees[[17]]$right$feature
#> [1] 1
#> 
#> $trees[[17]]$right$bin0
#> [1] 5
#> 
#> $trees[[17]]$right$gain
#> [1] 0.1373474
#> 
#> $trees[[17]]$right$left
#> $trees[[17]]$right$left$feature
#> [1] 1
#> 
#> $trees[[17]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[17]]$right$left$gain
#> [1] 0.01716842
#> 
#> $trees[[17]]$right$left$left
#> $trees[[17]]$right$left$left$leaf
#> [1] 0.09265101
#> 
#> 
#> $trees[[17]]$right$left$right
#> $trees[[17]]$right$left$right$leaf
#> [1] 0.277953
#> 
#> 
#> 
#> $trees[[17]]$right$right
#> $trees[[17]]$right$right$feature
#> [1] 1
#> 
#> $trees[[17]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[17]]$right$right$gain
#> [1] 0.01716842
#> 
#> $trees[[17]]$right$right$left
#> $trees[[17]]$right$right$left$leaf
#> [1] 0.463255
#> 
#> 
#> $trees[[17]]$right$right$right
#> $trees[[17]]$right$right$right$leaf
#> [1] 0.6485571
#> 
#> 
#> 
#> 
#> 
#> $trees[[18]]
#> $trees[[18]]$feature
#> [1] 1
#> 
#> $trees[[18]]$bin0
#> [1] 3
#> 
#> $trees[[18]]$gain
#> [1] 0.8900108
#> 
#> $trees[[18]]$left
#> $trees[[18]]$left$feature
#> [1] 1
#> 
#> $trees[[18]]$left$bin0
#> [1] 1
#> 
#> $trees[[18]]$left$gain
#> [1] 0.1112514
#> 
#> $trees[[18]]$left$left
#> $trees[[18]]$left$left$feature
#> [1] 1
#> 
#> $trees[[18]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[18]]$left$left$gain
#> [1] 0.01390642
#> 
#> $trees[[18]]$left$left$left
#> $trees[[18]]$left$left$left$leaf
#> [1] -0.5837014
#> 
#> 
#> $trees[[18]]$left$left$right
#> $trees[[18]]$left$left$right$leaf
#> [1] -0.4169295
#> 
#> 
#> 
#> $trees[[18]]$left$right
#> $trees[[18]]$left$right$feature
#> [1] 1
#> 
#> $trees[[18]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[18]]$left$right$gain
#> [1] 0.01390642
#> 
#> $trees[[18]]$left$right$left
#> $trees[[18]]$left$right$left$leaf
#> [1] -0.2501577
#> 
#> 
#> $trees[[18]]$left$right$right
#> $trees[[18]]$left$right$right$leaf
#> [1] -0.08338591
#> 
#> 
#> 
#> 
#> $trees[[18]]$right
#> $trees[[18]]$right$feature
#> [1] 1
#> 
#> $trees[[18]]$right$bin0
#> [1] 5
#> 
#> $trees[[18]]$right$gain
#> [1] 0.1112514
#> 
#> $trees[[18]]$right$left
#> $trees[[18]]$right$left$feature
#> [1] 1
#> 
#> $trees[[18]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[18]]$right$left$gain
#> [1] 0.01390642
#> 
#> $trees[[18]]$right$left$left
#> $trees[[18]]$right$left$left$leaf
#> [1] 0.08338591
#> 
#> 
#> $trees[[18]]$right$left$right
#> $trees[[18]]$right$left$right$leaf
#> [1] 0.2501577
#> 
#> 
#> 
#> $trees[[18]]$right$right
#> $trees[[18]]$right$right$feature
#> [1] 1
#> 
#> $trees[[18]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[18]]$right$right$gain
#> [1] 0.01390642
#> 
#> $trees[[18]]$right$right$left
#> $trees[[18]]$right$right$left$leaf
#> [1] 0.4169295
#> 
#> 
#> $trees[[18]]$right$right$right
#> $trees[[18]]$right$right$right$leaf
#> [1] 0.5837014
#> 
#> 
#> 
#> 
#> 
#> $trees[[19]]
#> $trees[[19]]$feature
#> [1] 1
#> 
#> $trees[[19]]$bin0
#> [1] 3
#> 
#> $trees[[19]]$gain
#> [1] 0.7209088
#> 
#> $trees[[19]]$left
#> $trees[[19]]$left$feature
#> [1] 1
#> 
#> $trees[[19]]$left$bin0
#> [1] 1
#> 
#> $trees[[19]]$left$gain
#> [1] 0.0901136
#> 
#> $trees[[19]]$left$left
#> $trees[[19]]$left$left$feature
#> [1] 1
#> 
#> $trees[[19]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[19]]$left$left$gain
#> [1] 0.0112642
#> 
#> $trees[[19]]$left$left$left
#> $trees[[19]]$left$left$left$leaf
#> [1] -0.5253312
#> 
#> 
#> $trees[[19]]$left$left$right
#> $trees[[19]]$left$left$right$leaf
#> [1] -0.3752366
#> 
#> 
#> 
#> $trees[[19]]$left$right
#> $trees[[19]]$left$right$feature
#> [1] 1
#> 
#> $trees[[19]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[19]]$left$right$gain
#> [1] 0.0112642
#> 
#> $trees[[19]]$left$right$left
#> $trees[[19]]$left$right$left$leaf
#> [1] -0.225142
#> 
#> 
#> $trees[[19]]$left$right$right
#> $trees[[19]]$left$right$right$leaf
#> [1] -0.07504732
#> 
#> 
#> 
#> 
#> $trees[[19]]$right
#> $trees[[19]]$right$feature
#> [1] 1
#> 
#> $trees[[19]]$right$bin0
#> [1] 5
#> 
#> $trees[[19]]$right$gain
#> [1] 0.0901136
#> 
#> $trees[[19]]$right$left
#> $trees[[19]]$right$left$feature
#> [1] 1
#> 
#> $trees[[19]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[19]]$right$left$gain
#> [1] 0.0112642
#> 
#> $trees[[19]]$right$left$left
#> $trees[[19]]$right$left$left$leaf
#> [1] 0.07504732
#> 
#> 
#> $trees[[19]]$right$left$right
#> $trees[[19]]$right$left$right$leaf
#> [1] 0.225142
#> 
#> 
#> 
#> $trees[[19]]$right$right
#> $trees[[19]]$right$right$feature
#> [1] 1
#> 
#> $trees[[19]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[19]]$right$right$gain
#> [1] 0.0112642
#> 
#> $trees[[19]]$right$right$left
#> $trees[[19]]$right$right$left$leaf
#> [1] 0.3752366
#> 
#> 
#> $trees[[19]]$right$right$right
#> $trees[[19]]$right$right$right$leaf
#> [1] 0.5253312
#> 
#> 
#> 
#> 
#> 
#> $trees[[20]]
#> $trees[[20]]$feature
#> [1] 1
#> 
#> $trees[[20]]$bin0
#> [1] 3
#> 
#> $trees[[20]]$gain
#> [1] 0.5839361
#> 
#> $trees[[20]]$left
#> $trees[[20]]$left$feature
#> [1] 1
#> 
#> $trees[[20]]$left$bin0
#> [1] 1
#> 
#> $trees[[20]]$left$gain
#> [1] 0.07299201
#> 
#> $trees[[20]]$left$left
#> $trees[[20]]$left$left$feature
#> [1] 1
#> 
#> $trees[[20]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[20]]$left$left$gain
#> [1] 0.009124002
#> 
#> $trees[[20]]$left$left$left
#> $trees[[20]]$left$left$left$leaf
#> [1] -0.4727981
#> 
#> 
#> $trees[[20]]$left$left$right
#> $trees[[20]]$left$left$right$leaf
#> [1] -0.3377129
#> 
#> 
#> 
#> $trees[[20]]$left$right
#> $trees[[20]]$left$right$feature
#> [1] 1
#> 
#> $trees[[20]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[20]]$left$right$gain
#> [1] 0.009124002
#> 
#> $trees[[20]]$left$right$left
#> $trees[[20]]$left$right$left$leaf
#> [1] -0.2026278
#> 
#> 
#> $trees[[20]]$left$right$right
#> $trees[[20]]$left$right$right$leaf
#> [1] -0.06754259
#> 
#> 
#> 
#> 
#> $trees[[20]]$right
#> $trees[[20]]$right$feature
#> [1] 1
#> 
#> $trees[[20]]$right$bin0
#> [1] 5
#> 
#> $trees[[20]]$right$gain
#> [1] 0.07299201
#> 
#> $trees[[20]]$right$left
#> $trees[[20]]$right$left$feature
#> [1] 1
#> 
#> $trees[[20]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[20]]$right$left$gain
#> [1] 0.009124002
#> 
#> $trees[[20]]$right$left$left
#> $trees[[20]]$right$left$left$leaf
#> [1] 0.06754259
#> 
#> 
#> $trees[[20]]$right$left$right
#> $trees[[20]]$right$left$right$leaf
#> [1] 0.2026278
#> 
#> 
#> 
#> $trees[[20]]$right$right
#> $trees[[20]]$right$right$feature
#> [1] 1
#> 
#> $trees[[20]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[20]]$right$right$gain
#> [1] 0.009124002
#> 
#> $trees[[20]]$right$right$left
#> $trees[[20]]$right$right$left$leaf
#> [1] 0.3377129
#> 
#> 
#> $trees[[20]]$right$right$right
#> $trees[[20]]$right$right$right$leaf
#> [1] 0.4727981
#> 
#> 
#> 
#> 
#> 
#> $trees[[21]]
#> $trees[[21]]$feature
#> [1] 1
#> 
#> $trees[[21]]$bin0
#> [1] 3
#> 
#> $trees[[21]]$gain
#> [1] 0.4729883
#> 
#> $trees[[21]]$left
#> $trees[[21]]$left$feature
#> [1] 1
#> 
#> $trees[[21]]$left$bin0
#> [1] 1
#> 
#> $trees[[21]]$left$gain
#> [1] 0.05912353
#> 
#> $trees[[21]]$left$left
#> $trees[[21]]$left$left$feature
#> [1] 1
#> 
#> $trees[[21]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[21]]$left$left$gain
#> [1] 0.007390441
#> 
#> $trees[[21]]$left$left$left
#> $trees[[21]]$left$left$left$leaf
#> [1] -0.4255183
#> 
#> 
#> $trees[[21]]$left$left$right
#> $trees[[21]]$left$left$right$leaf
#> [1] -0.3039416
#> 
#> 
#> 
#> $trees[[21]]$left$right
#> $trees[[21]]$left$right$feature
#> [1] 1
#> 
#> $trees[[21]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[21]]$left$right$gain
#> [1] 0.007390441
#> 
#> $trees[[21]]$left$right$left
#> $trees[[21]]$left$right$left$leaf
#> [1] -0.182365
#> 
#> 
#> $trees[[21]]$left$right$right
#> $trees[[21]]$left$right$right$leaf
#> [1] -0.06078833
#> 
#> 
#> 
#> 
#> $trees[[21]]$right
#> $trees[[21]]$right$feature
#> [1] 1
#> 
#> $trees[[21]]$right$bin0
#> [1] 5
#> 
#> $trees[[21]]$right$gain
#> [1] 0.05912353
#> 
#> $trees[[21]]$right$left
#> $trees[[21]]$right$left$feature
#> [1] 1
#> 
#> $trees[[21]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[21]]$right$left$gain
#> [1] 0.007390441
#> 
#> $trees[[21]]$right$left$left
#> $trees[[21]]$right$left$left$leaf
#> [1] 0.06078833
#> 
#> 
#> $trees[[21]]$right$left$right
#> $trees[[21]]$right$left$right$leaf
#> [1] 0.182365
#> 
#> 
#> 
#> $trees[[21]]$right$right
#> $trees[[21]]$right$right$feature
#> [1] 1
#> 
#> $trees[[21]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[21]]$right$right$gain
#> [1] 0.007390441
#> 
#> $trees[[21]]$right$right$left
#> $trees[[21]]$right$right$left$leaf
#> [1] 0.3039416
#> 
#> 
#> $trees[[21]]$right$right$right
#> $trees[[21]]$right$right$right$leaf
#> [1] 0.4255183
#> 
#> 
#> 
#> 
#> 
#> $trees[[22]]
#> $trees[[22]]$feature
#> [1] 1
#> 
#> $trees[[22]]$bin0
#> [1] 3
#> 
#> $trees[[22]]$gain
#> [1] 0.3831205
#> 
#> $trees[[22]]$left
#> $trees[[22]]$left$feature
#> [1] 1
#> 
#> $trees[[22]]$left$bin0
#> [1] 1
#> 
#> $trees[[22]]$left$gain
#> [1] 0.04789006
#> 
#> $trees[[22]]$left$left
#> $trees[[22]]$left$left$feature
#> [1] 1
#> 
#> $trees[[22]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[22]]$left$left$gain
#> [1] 0.005986258
#> 
#> $trees[[22]]$left$left$left
#> $trees[[22]]$left$left$left$leaf
#> [1] -0.3829665
#> 
#> 
#> $trees[[22]]$left$left$right
#> $trees[[22]]$left$left$right$leaf
#> [1] -0.2735475
#> 
#> 
#> 
#> $trees[[22]]$left$right
#> $trees[[22]]$left$right$feature
#> [1] 1
#> 
#> $trees[[22]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[22]]$left$right$gain
#> [1] 0.005986258
#> 
#> $trees[[22]]$left$right$left
#> $trees[[22]]$left$right$left$leaf
#> [1] -0.1641285
#> 
#> 
#> $trees[[22]]$left$right$right
#> $trees[[22]]$left$right$right$leaf
#> [1] -0.05470949
#> 
#> 
#> 
#> 
#> $trees[[22]]$right
#> $trees[[22]]$right$feature
#> [1] 1
#> 
#> $trees[[22]]$right$bin0
#> [1] 5
#> 
#> $trees[[22]]$right$gain
#> [1] 0.04789006
#> 
#> $trees[[22]]$right$left
#> $trees[[22]]$right$left$feature
#> [1] 1
#> 
#> $trees[[22]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[22]]$right$left$gain
#> [1] 0.005986258
#> 
#> $trees[[22]]$right$left$left
#> $trees[[22]]$right$left$left$leaf
#> [1] 0.05470949
#> 
#> 
#> $trees[[22]]$right$left$right
#> $trees[[22]]$right$left$right$leaf
#> [1] 0.1641285
#> 
#> 
#> 
#> $trees[[22]]$right$right
#> $trees[[22]]$right$right$feature
#> [1] 1
#> 
#> $trees[[22]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[22]]$right$right$gain
#> [1] 0.005986258
#> 
#> $trees[[22]]$right$right$left
#> $trees[[22]]$right$right$left$leaf
#> [1] 0.2735475
#> 
#> 
#> $trees[[22]]$right$right$right
#> $trees[[22]]$right$right$right$leaf
#> [1] 0.3829665
#> 
#> 
#> 
#> 
#> 
#> $trees[[23]]
#> $trees[[23]]$feature
#> [1] 1
#> 
#> $trees[[23]]$bin0
#> [1] 3
#> 
#> $trees[[23]]$gain
#> [1] 0.3103276
#> 
#> $trees[[23]]$left
#> $trees[[23]]$left$feature
#> [1] 1
#> 
#> $trees[[23]]$left$bin0
#> [1] 1
#> 
#> $trees[[23]]$left$gain
#> [1] 0.03879095
#> 
#> $trees[[23]]$left$left
#> $trees[[23]]$left$left$feature
#> [1] 1
#> 
#> $trees[[23]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[23]]$left$left$gain
#> [1] 0.004848869
#> 
#> $trees[[23]]$left$left$left
#> $trees[[23]]$left$left$left$leaf
#> [1] -0.3446698
#> 
#> 
#> $trees[[23]]$left$left$right
#> $trees[[23]]$left$left$right$leaf
#> [1] -0.2461927
#> 
#> 
#> 
#> $trees[[23]]$left$right
#> $trees[[23]]$left$right$feature
#> [1] 1
#> 
#> $trees[[23]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[23]]$left$right$gain
#> [1] 0.004848869
#> 
#> $trees[[23]]$left$right$left
#> $trees[[23]]$left$right$left$leaf
#> [1] -0.1477156
#> 
#> 
#> $trees[[23]]$left$right$right
#> $trees[[23]]$left$right$right$leaf
#> [1] -0.04923855
#> 
#> 
#> 
#> 
#> $trees[[23]]$right
#> $trees[[23]]$right$feature
#> [1] 1
#> 
#> $trees[[23]]$right$bin0
#> [1] 5
#> 
#> $trees[[23]]$right$gain
#> [1] 0.03879095
#> 
#> $trees[[23]]$right$left
#> $trees[[23]]$right$left$feature
#> [1] 1
#> 
#> $trees[[23]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[23]]$right$left$gain
#> [1] 0.004848869
#> 
#> $trees[[23]]$right$left$left
#> $trees[[23]]$right$left$left$leaf
#> [1] 0.04923855
#> 
#> 
#> $trees[[23]]$right$left$right
#> $trees[[23]]$right$left$right$leaf
#> [1] 0.1477156
#> 
#> 
#> 
#> $trees[[23]]$right$right
#> $trees[[23]]$right$right$feature
#> [1] 1
#> 
#> $trees[[23]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[23]]$right$right$gain
#> [1] 0.004848869
#> 
#> $trees[[23]]$right$right$left
#> $trees[[23]]$right$right$left$leaf
#> [1] 0.2461927
#> 
#> 
#> $trees[[23]]$right$right$right
#> $trees[[23]]$right$right$right$leaf
#> [1] 0.3446698
#> 
#> 
#> 
#> 
#> 
#> $trees[[24]]
#> $trees[[24]]$feature
#> [1] 1
#> 
#> $trees[[24]]$bin0
#> [1] 3
#> 
#> $trees[[24]]$gain
#> [1] 0.2513654
#> 
#> $trees[[24]]$left
#> $trees[[24]]$left$feature
#> [1] 1
#> 
#> $trees[[24]]$left$bin0
#> [1] 1
#> 
#> $trees[[24]]$left$gain
#> [1] 0.03142067
#> 
#> $trees[[24]]$left$left
#> $trees[[24]]$left$left$feature
#> [1] 1
#> 
#> $trees[[24]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[24]]$left$left$gain
#> [1] 0.003927584
#> 
#> $trees[[24]]$left$left$left
#> $trees[[24]]$left$left$left$leaf
#> [1] -0.3102028
#> 
#> 
#> $trees[[24]]$left$left$right
#> $trees[[24]]$left$left$right$leaf
#> [1] -0.2215735
#> 
#> 
#> 
#> $trees[[24]]$left$right
#> $trees[[24]]$left$right$feature
#> [1] 1
#> 
#> $trees[[24]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[24]]$left$right$gain
#> [1] 0.003927584
#> 
#> $trees[[24]]$left$right$left
#> $trees[[24]]$left$right$left$leaf
#> [1] -0.1329441
#> 
#> 
#> $trees[[24]]$left$right$right
#> $trees[[24]]$left$right$right$leaf
#> [1] -0.04431469
#> 
#> 
#> 
#> 
#> $trees[[24]]$right
#> $trees[[24]]$right$feature
#> [1] 1
#> 
#> $trees[[24]]$right$bin0
#> [1] 5
#> 
#> $trees[[24]]$right$gain
#> [1] 0.03142067
#> 
#> $trees[[24]]$right$left
#> $trees[[24]]$right$left$feature
#> [1] 1
#> 
#> $trees[[24]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[24]]$right$left$gain
#> [1] 0.003927584
#> 
#> $trees[[24]]$right$left$left
#> $trees[[24]]$right$left$left$leaf
#> [1] 0.04431469
#> 
#> 
#> $trees[[24]]$right$left$right
#> $trees[[24]]$right$left$right$leaf
#> [1] 0.1329441
#> 
#> 
#> 
#> $trees[[24]]$right$right
#> $trees[[24]]$right$right$feature
#> [1] 1
#> 
#> $trees[[24]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[24]]$right$right$gain
#> [1] 0.003927584
#> 
#> $trees[[24]]$right$right$left
#> $trees[[24]]$right$right$left$leaf
#> [1] 0.2215735
#> 
#> 
#> $trees[[24]]$right$right$right
#> $trees[[24]]$right$right$right$leaf
#> [1] 0.3102028
#> 
#> 
#> 
#> 
#> 
#> $trees[[25]]
#> $trees[[25]]$feature
#> [1] 1
#> 
#> $trees[[25]]$bin0
#> [1] 3
#> 
#> $trees[[25]]$gain
#> [1] 0.2036059
#> 
#> $trees[[25]]$left
#> $trees[[25]]$left$feature
#> [1] 1
#> 
#> $trees[[25]]$left$bin0
#> [1] 1
#> 
#> $trees[[25]]$left$gain
#> [1] 0.02545074
#> 
#> $trees[[25]]$left$left
#> $trees[[25]]$left$left$feature
#> [1] 1
#> 
#> $trees[[25]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[25]]$left$left$gain
#> [1] 0.003181343
#> 
#> $trees[[25]]$left$left$left
#> $trees[[25]]$left$left$left$leaf
#> [1] -0.2791826
#> 
#> 
#> $trees[[25]]$left$left$right
#> $trees[[25]]$left$left$right$leaf
#> [1] -0.1994161
#> 
#> 
#> 
#> $trees[[25]]$left$right
#> $trees[[25]]$left$right$feature
#> [1] 1
#> 
#> $trees[[25]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[25]]$left$right$gain
#> [1] 0.003181343
#> 
#> $trees[[25]]$left$right$left
#> $trees[[25]]$left$right$left$leaf
#> [1] -0.1196497
#> 
#> 
#> $trees[[25]]$left$right$right
#> $trees[[25]]$left$right$right$leaf
#> [1] -0.03988322
#> 
#> 
#> 
#> 
#> $trees[[25]]$right
#> $trees[[25]]$right$feature
#> [1] 1
#> 
#> $trees[[25]]$right$bin0
#> [1] 5
#> 
#> $trees[[25]]$right$gain
#> [1] 0.02545074
#> 
#> $trees[[25]]$right$left
#> $trees[[25]]$right$left$feature
#> [1] 1
#> 
#> $trees[[25]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[25]]$right$left$gain
#> [1] 0.003181343
#> 
#> $trees[[25]]$right$left$left
#> $trees[[25]]$right$left$left$leaf
#> [1] 0.03988322
#> 
#> 
#> $trees[[25]]$right$left$right
#> $trees[[25]]$right$left$right$leaf
#> [1] 0.1196497
#> 
#> 
#> 
#> $trees[[25]]$right$right
#> $trees[[25]]$right$right$feature
#> [1] 1
#> 
#> $trees[[25]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[25]]$right$right$gain
#> [1] 0.003181343
#> 
#> $trees[[25]]$right$right$left
#> $trees[[25]]$right$right$left$leaf
#> [1] 0.1994161
#> 
#> 
#> $trees[[25]]$right$right$right
#> $trees[[25]]$right$right$right$leaf
#> [1] 0.2791826
#> 
#> 
#> 
#> 
#> 
#> $trees[[26]]
#> $trees[[26]]$feature
#> [1] 1
#> 
#> $trees[[26]]$bin0
#> [1] 3
#> 
#> $trees[[26]]$gain
#> [1] 0.1649208
#> 
#> $trees[[26]]$left
#> $trees[[26]]$left$feature
#> [1] 1
#> 
#> $trees[[26]]$left$bin0
#> [1] 1
#> 
#> $trees[[26]]$left$gain
#> [1] 0.0206151
#> 
#> $trees[[26]]$left$left
#> $trees[[26]]$left$left$feature
#> [1] 1
#> 
#> $trees[[26]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[26]]$left$left$gain
#> [1] 0.002576888
#> 
#> $trees[[26]]$left$left$left
#> $trees[[26]]$left$left$left$leaf
#> [1] -0.2512643
#> 
#> 
#> $trees[[26]]$left$left$right
#> $trees[[26]]$left$left$right$leaf
#> [1] -0.1794745
#> 
#> 
#> 
#> $trees[[26]]$left$right
#> $trees[[26]]$left$right$feature
#> [1] 1
#> 
#> $trees[[26]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[26]]$left$right$gain
#> [1] 0.002576888
#> 
#> $trees[[26]]$left$right$left
#> $trees[[26]]$left$right$left$leaf
#> [1] -0.1076847
#> 
#> 
#> $trees[[26]]$left$right$right
#> $trees[[26]]$left$right$right$leaf
#> [1] -0.0358949
#> 
#> 
#> 
#> 
#> $trees[[26]]$right
#> $trees[[26]]$right$feature
#> [1] 1
#> 
#> $trees[[26]]$right$bin0
#> [1] 5
#> 
#> $trees[[26]]$right$gain
#> [1] 0.0206151
#> 
#> $trees[[26]]$right$left
#> $trees[[26]]$right$left$feature
#> [1] 1
#> 
#> $trees[[26]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[26]]$right$left$gain
#> [1] 0.002576888
#> 
#> $trees[[26]]$right$left$left
#> $trees[[26]]$right$left$left$leaf
#> [1] 0.0358949
#> 
#> 
#> $trees[[26]]$right$left$right
#> $trees[[26]]$right$left$right$leaf
#> [1] 0.1076847
#> 
#> 
#> 
#> $trees[[26]]$right$right
#> $trees[[26]]$right$right$feature
#> [1] 1
#> 
#> $trees[[26]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[26]]$right$right$gain
#> [1] 0.002576888
#> 
#> $trees[[26]]$right$right$left
#> $trees[[26]]$right$right$left$leaf
#> [1] 0.1794745
#> 
#> 
#> $trees[[26]]$right$right$right
#> $trees[[26]]$right$right$right$leaf
#> [1] 0.2512643
#> 
#> 
#> 
#> 
#> 
#> $trees[[27]]
#> $trees[[27]]$feature
#> [1] 1
#> 
#> $trees[[27]]$bin0
#> [1] 3
#> 
#> $trees[[27]]$gain
#> [1] 0.1335859
#> 
#> $trees[[27]]$left
#> $trees[[27]]$left$feature
#> [1] 1
#> 
#> $trees[[27]]$left$bin0
#> [1] 1
#> 
#> $trees[[27]]$left$gain
#> [1] 0.01669823
#> 
#> $trees[[27]]$left$left
#> $trees[[27]]$left$left$feature
#> [1] 1
#> 
#> $trees[[27]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[27]]$left$left$gain
#> [1] 0.002087279
#> 
#> $trees[[27]]$left$left$left
#> $trees[[27]]$left$left$left$leaf
#> [1] -0.2261379
#> 
#> 
#> $trees[[27]]$left$left$right
#> $trees[[27]]$left$left$right$leaf
#> [1] -0.161527
#> 
#> 
#> 
#> $trees[[27]]$left$right
#> $trees[[27]]$left$right$feature
#> [1] 1
#> 
#> $trees[[27]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[27]]$left$right$gain
#> [1] 0.002087279
#> 
#> $trees[[27]]$left$right$left
#> $trees[[27]]$left$right$left$leaf
#> [1] -0.09691623
#> 
#> 
#> $trees[[27]]$left$right$right
#> $trees[[27]]$left$right$right$leaf
#> [1] -0.03230541
#> 
#> 
#> 
#> 
#> $trees[[27]]$right
#> $trees[[27]]$right$feature
#> [1] 1
#> 
#> $trees[[27]]$right$bin0
#> [1] 5
#> 
#> $trees[[27]]$right$gain
#> [1] 0.01669823
#> 
#> $trees[[27]]$right$left
#> $trees[[27]]$right$left$feature
#> [1] 1
#> 
#> $trees[[27]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[27]]$right$left$gain
#> [1] 0.002087279
#> 
#> $trees[[27]]$right$left$left
#> $trees[[27]]$right$left$left$leaf
#> [1] 0.03230541
#> 
#> 
#> $trees[[27]]$right$left$right
#> $trees[[27]]$right$left$right$leaf
#> [1] 0.09691623
#> 
#> 
#> 
#> $trees[[27]]$right$right
#> $trees[[27]]$right$right$feature
#> [1] 1
#> 
#> $trees[[27]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[27]]$right$right$gain
#> [1] 0.002087279
#> 
#> $trees[[27]]$right$right$left
#> $trees[[27]]$right$right$left$leaf
#> [1] 0.161527
#> 
#> 
#> $trees[[27]]$right$right$right
#> $trees[[27]]$right$right$right$leaf
#> [1] 0.2261379
#> 
#> 
#> 
#> 
#> 
#> $trees[[28]]
#> $trees[[28]]$feature
#> [1] 1
#> 
#> $trees[[28]]$bin0
#> [1] 3
#> 
#> $trees[[28]]$gain
#> [1] 0.1082045
#> 
#> $trees[[28]]$left
#> $trees[[28]]$left$feature
#> [1] 1
#> 
#> $trees[[28]]$left$bin0
#> [1] 1
#> 
#> $trees[[28]]$left$gain
#> [1] 0.01352557
#> 
#> $trees[[28]]$left$left
#> $trees[[28]]$left$left$feature
#> [1] 1
#> 
#> $trees[[28]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[28]]$left$left$gain
#> [1] 0.001690696
#> 
#> $trees[[28]]$left$left$left
#> $trees[[28]]$left$left$left$leaf
#> [1] -0.2035241
#> 
#> 
#> $trees[[28]]$left$left$right
#> $trees[[28]]$left$left$right$leaf
#> [1] -0.1453743
#> 
#> 
#> 
#> $trees[[28]]$left$right
#> $trees[[28]]$left$right$feature
#> [1] 1
#> 
#> $trees[[28]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[28]]$left$right$gain
#> [1] 0.001690696
#> 
#> $trees[[28]]$left$right$left
#> $trees[[28]]$left$right$left$leaf
#> [1] -0.08722461
#> 
#> 
#> $trees[[28]]$left$right$right
#> $trees[[28]]$left$right$right$leaf
#> [1] -0.02907487
#> 
#> 
#> 
#> 
#> $trees[[28]]$right
#> $trees[[28]]$right$feature
#> [1] 1
#> 
#> $trees[[28]]$right$bin0
#> [1] 5
#> 
#> $trees[[28]]$right$gain
#> [1] 0.01352557
#> 
#> $trees[[28]]$right$left
#> $trees[[28]]$right$left$feature
#> [1] 1
#> 
#> $trees[[28]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[28]]$right$left$gain
#> [1] 0.001690696
#> 
#> $trees[[28]]$right$left$left
#> $trees[[28]]$right$left$left$leaf
#> [1] 0.02907487
#> 
#> 
#> $trees[[28]]$right$left$right
#> $trees[[28]]$right$left$right$leaf
#> [1] 0.08722461
#> 
#> 
#> 
#> $trees[[28]]$right$right
#> $trees[[28]]$right$right$feature
#> [1] 1
#> 
#> $trees[[28]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[28]]$right$right$gain
#> [1] 0.001690696
#> 
#> $trees[[28]]$right$right$left
#> $trees[[28]]$right$right$left$leaf
#> [1] 0.1453743
#> 
#> 
#> $trees[[28]]$right$right$right
#> $trees[[28]]$right$right$right$leaf
#> [1] 0.2035241
#> 
#> 
#> 
#> 
#> 
#> $trees[[29]]
#> $trees[[29]]$feature
#> [1] 1
#> 
#> $trees[[29]]$bin0
#> [1] 3
#> 
#> $trees[[29]]$gain
#> [1] 0.08764568
#> 
#> $trees[[29]]$left
#> $trees[[29]]$left$feature
#> [1] 1
#> 
#> $trees[[29]]$left$bin0
#> [1] 1
#> 
#> $trees[[29]]$left$gain
#> [1] 0.01095571
#> 
#> $trees[[29]]$left$left
#> $trees[[29]]$left$left$feature
#> [1] 1
#> 
#> $trees[[29]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[29]]$left$left$gain
#> [1] 0.001369464
#> 
#> $trees[[29]]$left$left$left
#> $trees[[29]]$left$left$left$leaf
#> [1] -0.1831717
#> 
#> 
#> $trees[[29]]$left$left$right
#> $trees[[29]]$left$left$right$leaf
#> [1] -0.1308369
#> 
#> 
#> 
#> $trees[[29]]$left$right
#> $trees[[29]]$left$right$feature
#> [1] 1
#> 
#> $trees[[29]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[29]]$left$right$gain
#> [1] 0.001369464
#> 
#> $trees[[29]]$left$right$left
#> $trees[[29]]$left$right$left$leaf
#> [1] -0.07850214
#> 
#> 
#> $trees[[29]]$left$right$right
#> $trees[[29]]$left$right$right$leaf
#> [1] -0.02616738
#> 
#> 
#> 
#> 
#> $trees[[29]]$right
#> $trees[[29]]$right$feature
#> [1] 1
#> 
#> $trees[[29]]$right$bin0
#> [1] 5
#> 
#> $trees[[29]]$right$gain
#> [1] 0.01095571
#> 
#> $trees[[29]]$right$left
#> $trees[[29]]$right$left$feature
#> [1] 1
#> 
#> $trees[[29]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[29]]$right$left$gain
#> [1] 0.001369464
#> 
#> $trees[[29]]$right$left$left
#> $trees[[29]]$right$left$left$leaf
#> [1] 0.02616738
#> 
#> 
#> $trees[[29]]$right$left$right
#> $trees[[29]]$right$left$right$leaf
#> [1] 0.07850214
#> 
#> 
#> 
#> $trees[[29]]$right$right
#> $trees[[29]]$right$right$feature
#> [1] 1
#> 
#> $trees[[29]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[29]]$right$right$gain
#> [1] 0.001369464
#> 
#> $trees[[29]]$right$right$left
#> $trees[[29]]$right$right$left$leaf
#> [1] 0.1308369
#> 
#> 
#> $trees[[29]]$right$right$right
#> $trees[[29]]$right$right$right$leaf
#> [1] 0.1831717
#> 
#> 
#> 
#> 
#> 
#> $trees[[30]]
#> $trees[[30]]$feature
#> [1] 1
#> 
#> $trees[[30]]$bin0
#> [1] 3
#> 
#> $trees[[30]]$gain
#> [1] 0.070993
#> 
#> $trees[[30]]$left
#> $trees[[30]]$left$feature
#> [1] 1
#> 
#> $trees[[30]]$left$bin0
#> [1] 1
#> 
#> $trees[[30]]$left$gain
#> [1] 0.008874125
#> 
#> $trees[[30]]$left$left
#> $trees[[30]]$left$left$feature
#> [1] 1
#> 
#> $trees[[30]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[30]]$left$left$gain
#> [1] 0.001109266
#> 
#> $trees[[30]]$left$left$left
#> $trees[[30]]$left$left$left$leaf
#> [1] -0.1648545
#> 
#> 
#> $trees[[30]]$left$left$right
#> $trees[[30]]$left$left$right$leaf
#> [1] -0.1177532
#> 
#> 
#> 
#> $trees[[30]]$left$right
#> $trees[[30]]$left$right$feature
#> [1] 1
#> 
#> $trees[[30]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[30]]$left$right$gain
#> [1] 0.001109266
#> 
#> $trees[[30]]$left$right$left
#> $trees[[30]]$left$right$left$leaf
#> [1] -0.07065193
#> 
#> 
#> $trees[[30]]$left$right$right
#> $trees[[30]]$left$right$right$leaf
#> [1] -0.02355064
#> 
#> 
#> 
#> 
#> $trees[[30]]$right
#> $trees[[30]]$right$feature
#> [1] 1
#> 
#> $trees[[30]]$right$bin0
#> [1] 5
#> 
#> $trees[[30]]$right$gain
#> [1] 0.008874125
#> 
#> $trees[[30]]$right$left
#> $trees[[30]]$right$left$feature
#> [1] 1
#> 
#> $trees[[30]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[30]]$right$left$gain
#> [1] 0.001109266
#> 
#> $trees[[30]]$right$left$left
#> $trees[[30]]$right$left$left$leaf
#> [1] 0.02355064
#> 
#> 
#> $trees[[30]]$right$left$right
#> $trees[[30]]$right$left$right$leaf
#> [1] 0.07065193
#> 
#> 
#> 
#> $trees[[30]]$right$right
#> $trees[[30]]$right$right$feature
#> [1] 1
#> 
#> $trees[[30]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[30]]$right$right$gain
#> [1] 0.001109266
#> 
#> $trees[[30]]$right$right$left
#> $trees[[30]]$right$right$left$leaf
#> [1] 0.1177532
#> 
#> 
#> $trees[[30]]$right$right$right
#> $trees[[30]]$right$right$right$leaf
#> [1] 0.1648545
#> 
#> 
#> 
#> 
#> 
#> $trees[[31]]
#> $trees[[31]]$feature
#> [1] 1
#> 
#> $trees[[31]]$bin0
#> [1] 3
#> 
#> $trees[[31]]$gain
#> [1] 0.05750433
#> 
#> $trees[[31]]$left
#> $trees[[31]]$left$feature
#> [1] 1
#> 
#> $trees[[31]]$left$bin0
#> [1] 1
#> 
#> $trees[[31]]$left$gain
#> [1] 0.007188041
#> 
#> $trees[[31]]$left$left
#> $trees[[31]]$left$left$feature
#> [1] 1
#> 
#> $trees[[31]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[31]]$left$left$gain
#> [1] 0.0008985051
#> 
#> $trees[[31]]$left$left$left
#> $trees[[31]]$left$left$left$leaf
#> [1] -0.1483691
#> 
#> 
#> $trees[[31]]$left$left$right
#> $trees[[31]]$left$left$right$leaf
#> [1] -0.1059779
#> 
#> 
#> 
#> $trees[[31]]$left$right
#> $trees[[31]]$left$right$feature
#> [1] 1
#> 
#> $trees[[31]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[31]]$left$right$gain
#> [1] 0.0008985051
#> 
#> $trees[[31]]$left$right$left
#> $trees[[31]]$left$right$left$leaf
#> [1] -0.06358674
#> 
#> 
#> $trees[[31]]$left$right$right
#> $trees[[31]]$left$right$right$leaf
#> [1] -0.02119558
#> 
#> 
#> 
#> 
#> $trees[[31]]$right
#> $trees[[31]]$right$feature
#> [1] 1
#> 
#> $trees[[31]]$right$bin0
#> [1] 5
#> 
#> $trees[[31]]$right$gain
#> [1] 0.007188041
#> 
#> $trees[[31]]$right$left
#> $trees[[31]]$right$left$feature
#> [1] 1
#> 
#> $trees[[31]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[31]]$right$left$gain
#> [1] 0.0008985051
#> 
#> $trees[[31]]$right$left$left
#> $trees[[31]]$right$left$left$leaf
#> [1] 0.02119558
#> 
#> 
#> $trees[[31]]$right$left$right
#> $trees[[31]]$right$left$right$leaf
#> [1] 0.06358674
#> 
#> 
#> 
#> $trees[[31]]$right$right
#> $trees[[31]]$right$right$feature
#> [1] 1
#> 
#> $trees[[31]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[31]]$right$right$gain
#> [1] 0.0008985051
#> 
#> $trees[[31]]$right$right$left
#> $trees[[31]]$right$right$left$leaf
#> [1] 0.1059779
#> 
#> 
#> $trees[[31]]$right$right$right
#> $trees[[31]]$right$right$right$leaf
#> [1] 0.1483691
#> 
#> 
#> 
#> 
#> 
#> $trees[[32]]
#> $trees[[32]]$feature
#> [1] 1
#> 
#> $trees[[32]]$bin0
#> [1] 3
#> 
#> $trees[[32]]$gain
#> [1] 0.04657851
#> 
#> $trees[[32]]$left
#> $trees[[32]]$left$feature
#> [1] 1
#> 
#> $trees[[32]]$left$bin0
#> [1] 1
#> 
#> $trees[[32]]$left$gain
#> [1] 0.005822313
#> 
#> $trees[[32]]$left$left
#> $trees[[32]]$left$left$feature
#> [1] 1
#> 
#> $trees[[32]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[32]]$left$left$gain
#> [1] 0.0007277892
#> 
#> $trees[[32]]$left$left$left
#> $trees[[32]]$left$left$left$leaf
#> [1] -0.1335321
#> 
#> 
#> $trees[[32]]$left$left$right
#> $trees[[32]]$left$left$right$leaf
#> [1] -0.09538011
#> 
#> 
#> 
#> $trees[[32]]$left$right
#> $trees[[32]]$left$right$feature
#> [1] 1
#> 
#> $trees[[32]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[32]]$left$right$gain
#> [1] 0.0007277892
#> 
#> $trees[[32]]$left$right$left
#> $trees[[32]]$left$right$left$leaf
#> [1] -0.05722806
#> 
#> 
#> $trees[[32]]$left$right$right
#> $trees[[32]]$left$right$right$leaf
#> [1] -0.01907602
#> 
#> 
#> 
#> 
#> $trees[[32]]$right
#> $trees[[32]]$right$feature
#> [1] 1
#> 
#> $trees[[32]]$right$bin0
#> [1] 5
#> 
#> $trees[[32]]$right$gain
#> [1] 0.005822313
#> 
#> $trees[[32]]$right$left
#> $trees[[32]]$right$left$feature
#> [1] 1
#> 
#> $trees[[32]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[32]]$right$left$gain
#> [1] 0.0007277892
#> 
#> $trees[[32]]$right$left$left
#> $trees[[32]]$right$left$left$leaf
#> [1] 0.01907602
#> 
#> 
#> $trees[[32]]$right$left$right
#> $trees[[32]]$right$left$right$leaf
#> [1] 0.05722806
#> 
#> 
#> 
#> $trees[[32]]$right$right
#> $trees[[32]]$right$right$feature
#> [1] 1
#> 
#> $trees[[32]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[32]]$right$right$gain
#> [1] 0.0007277892
#> 
#> $trees[[32]]$right$right$left
#> $trees[[32]]$right$right$left$leaf
#> [1] 0.09538011
#> 
#> 
#> $trees[[32]]$right$right$right
#> $trees[[32]]$right$right$right$leaf
#> [1] 0.1335321
#> 
#> 
#> 
#> 
#> 
#> $trees[[33]]
#> $trees[[33]]$feature
#> [1] 1
#> 
#> $trees[[33]]$bin0
#> [1] 3
#> 
#> $trees[[33]]$gain
#> [1] 0.03772859
#> 
#> $trees[[33]]$left
#> $trees[[33]]$left$feature
#> [1] 1
#> 
#> $trees[[33]]$left$bin0
#> [1] 1
#> 
#> $trees[[33]]$left$gain
#> [1] 0.004716074
#> 
#> $trees[[33]]$left$left
#> $trees[[33]]$left$left$feature
#> [1] 1
#> 
#> $trees[[33]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[33]]$left$left$gain
#> [1] 0.0005895092
#> 
#> $trees[[33]]$left$left$left
#> $trees[[33]]$left$left$left$leaf
#> [1] -0.1201789
#> 
#> 
#> $trees[[33]]$left$left$right
#> $trees[[33]]$left$left$right$leaf
#> [1] -0.0858421
#> 
#> 
#> 
#> $trees[[33]]$left$right
#> $trees[[33]]$left$right$feature
#> [1] 1
#> 
#> $trees[[33]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[33]]$left$right$gain
#> [1] 0.0005895092
#> 
#> $trees[[33]]$left$right$left
#> $trees[[33]]$left$right$left$leaf
#> [1] -0.05150526
#> 
#> 
#> $trees[[33]]$left$right$right
#> $trees[[33]]$left$right$right$leaf
#> [1] -0.01716842
#> 
#> 
#> 
#> 
#> $trees[[33]]$right
#> $trees[[33]]$right$feature
#> [1] 1
#> 
#> $trees[[33]]$right$bin0
#> [1] 5
#> 
#> $trees[[33]]$right$gain
#> [1] 0.004716074
#> 
#> $trees[[33]]$right$left
#> $trees[[33]]$right$left$feature
#> [1] 1
#> 
#> $trees[[33]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[33]]$right$left$gain
#> [1] 0.0005895092
#> 
#> $trees[[33]]$right$left$left
#> $trees[[33]]$right$left$left$leaf
#> [1] 0.01716842
#> 
#> 
#> $trees[[33]]$right$left$right
#> $trees[[33]]$right$left$right$leaf
#> [1] 0.05150526
#> 
#> 
#> 
#> $trees[[33]]$right$right
#> $trees[[33]]$right$right$feature
#> [1] 1
#> 
#> $trees[[33]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[33]]$right$right$gain
#> [1] 0.0005895092
#> 
#> $trees[[33]]$right$right$left
#> $trees[[33]]$right$right$left$leaf
#> [1] 0.0858421
#> 
#> 
#> $trees[[33]]$right$right$right
#> $trees[[33]]$right$right$right$leaf
#> [1] 0.1201789
#> 
#> 
#> 
#> 
#> 
#> $trees[[34]]
#> $trees[[34]]$feature
#> [1] 1
#> 
#> $trees[[34]]$bin0
#> [1] 3
#> 
#> $trees[[34]]$gain
#> [1] 0.03056016
#> 
#> $trees[[34]]$left
#> $trees[[34]]$left$feature
#> [1] 1
#> 
#> $trees[[34]]$left$bin0
#> [1] 1
#> 
#> $trees[[34]]$left$gain
#> [1] 0.00382002
#> 
#> $trees[[34]]$left$left
#> $trees[[34]]$left$left$feature
#> [1] 1
#> 
#> $trees[[34]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[34]]$left$left$gain
#> [1] 0.0004775025
#> 
#> $trees[[34]]$left$left$left
#> $trees[[34]]$left$left$left$leaf
#> [1] -0.108161
#> 
#> 
#> $trees[[34]]$left$left$right
#> $trees[[34]]$left$left$right$leaf
#> [1] -0.07725789
#> 
#> 
#> 
#> $trees[[34]]$left$right
#> $trees[[34]]$left$right$feature
#> [1] 1
#> 
#> $trees[[34]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[34]]$left$right$gain
#> [1] 0.0004775025
#> 
#> $trees[[34]]$left$right$left
#> $trees[[34]]$left$right$left$leaf
#> [1] -0.04635473
#> 
#> 
#> $trees[[34]]$left$right$right
#> $trees[[34]]$left$right$right$leaf
#> [1] -0.01545158
#> 
#> 
#> 
#> 
#> $trees[[34]]$right
#> $trees[[34]]$right$feature
#> [1] 1
#> 
#> $trees[[34]]$right$bin0
#> [1] 5
#> 
#> $trees[[34]]$right$gain
#> [1] 0.00382002
#> 
#> $trees[[34]]$right$left
#> $trees[[34]]$right$left$feature
#> [1] 1
#> 
#> $trees[[34]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[34]]$right$left$gain
#> [1] 0.0004775025
#> 
#> $trees[[34]]$right$left$left
#> $trees[[34]]$right$left$left$leaf
#> [1] 0.01545158
#> 
#> 
#> $trees[[34]]$right$left$right
#> $trees[[34]]$right$left$right$leaf
#> [1] 0.04635473
#> 
#> 
#> 
#> $trees[[34]]$right$right
#> $trees[[34]]$right$right$feature
#> [1] 1
#> 
#> $trees[[34]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[34]]$right$right$gain
#> [1] 0.0004775025
#> 
#> $trees[[34]]$right$right$left
#> $trees[[34]]$right$right$left$leaf
#> [1] 0.07725789
#> 
#> 
#> $trees[[34]]$right$right$right
#> $trees[[34]]$right$right$right$leaf
#> [1] 0.108161
#> 
#> 
#> 
#> 
#> 
#> $trees[[35]]
#> $trees[[35]]$feature
#> [1] 1
#> 
#> $trees[[35]]$bin0
#> [1] 3
#> 
#> $trees[[35]]$gain
#> [1] 0.02475373
#> 
#> $trees[[35]]$left
#> $trees[[35]]$left$feature
#> [1] 1
#> 
#> $trees[[35]]$left$bin0
#> [1] 1
#> 
#> $trees[[35]]$left$gain
#> [1] 0.003094216
#> 
#> $trees[[35]]$left$left
#> $trees[[35]]$left$left$feature
#> [1] 1
#> 
#> $trees[[35]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[35]]$left$left$gain
#> [1] 0.000386777
#> 
#> $trees[[35]]$left$left$left
#> $trees[[35]]$left$left$left$leaf
#> [1] -0.09734494
#> 
#> 
#> $trees[[35]]$left$left$right
#> $trees[[35]]$left$left$right$leaf
#> [1] -0.0695321
#> 
#> 
#> 
#> $trees[[35]]$left$right
#> $trees[[35]]$left$right$feature
#> [1] 1
#> 
#> $trees[[35]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[35]]$left$right$gain
#> [1] 0.000386777
#> 
#> $trees[[35]]$left$right$left
#> $trees[[35]]$left$right$left$leaf
#> [1] -0.04171926
#> 
#> 
#> $trees[[35]]$left$right$right
#> $trees[[35]]$left$right$right$leaf
#> [1] -0.01390642
#> 
#> 
#> 
#> 
#> $trees[[35]]$right
#> $trees[[35]]$right$feature
#> [1] 1
#> 
#> $trees[[35]]$right$bin0
#> [1] 5
#> 
#> $trees[[35]]$right$gain
#> [1] 0.003094216
#> 
#> $trees[[35]]$right$left
#> $trees[[35]]$right$left$feature
#> [1] 1
#> 
#> $trees[[35]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[35]]$right$left$gain
#> [1] 0.000386777
#> 
#> $trees[[35]]$right$left$left
#> $trees[[35]]$right$left$left$leaf
#> [1] 0.01390642
#> 
#> 
#> $trees[[35]]$right$left$right
#> $trees[[35]]$right$left$right$leaf
#> [1] 0.04171926
#> 
#> 
#> 
#> $trees[[35]]$right$right
#> $trees[[35]]$right$right$feature
#> [1] 1
#> 
#> $trees[[35]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[35]]$right$right$gain
#> [1] 0.000386777
#> 
#> $trees[[35]]$right$right$left
#> $trees[[35]]$right$right$left$leaf
#> [1] 0.0695321
#> 
#> 
#> $trees[[35]]$right$right$right
#> $trees[[35]]$right$right$right$leaf
#> [1] 0.09734494
#> 
#> 
#> 
#> 
#> 
#> $trees[[36]]
#> $trees[[36]]$feature
#> [1] 1
#> 
#> $trees[[36]]$bin0
#> [1] 3
#> 
#> $trees[[36]]$gain
#> [1] 0.02005052
#> 
#> $trees[[36]]$left
#> $trees[[36]]$left$feature
#> [1] 1
#> 
#> $trees[[36]]$left$bin0
#> [1] 1
#> 
#> $trees[[36]]$left$gain
#> [1] 0.002506315
#> 
#> $trees[[36]]$left$left
#> $trees[[36]]$left$left$feature
#> [1] 1
#> 
#> $trees[[36]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[36]]$left$left$gain
#> [1] 0.0003132894
#> 
#> $trees[[36]]$left$left$left
#> $trees[[36]]$left$left$left$leaf
#> [1] -0.08761044
#> 
#> 
#> $trees[[36]]$left$left$right
#> $trees[[36]]$left$left$right$leaf
#> [1] -0.06257889
#> 
#> 
#> 
#> $trees[[36]]$left$right
#> $trees[[36]]$left$right$feature
#> [1] 1
#> 
#> $trees[[36]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[36]]$left$right$gain
#> [1] 0.0003132894
#> 
#> $trees[[36]]$left$right$left
#> $trees[[36]]$left$right$left$leaf
#> [1] -0.03754733
#> 
#> 
#> $trees[[36]]$left$right$right
#> $trees[[36]]$left$right$right$leaf
#> [1] -0.01251578
#> 
#> 
#> 
#> 
#> $trees[[36]]$right
#> $trees[[36]]$right$feature
#> [1] 1
#> 
#> $trees[[36]]$right$bin0
#> [1] 5
#> 
#> $trees[[36]]$right$gain
#> [1] 0.002506315
#> 
#> $trees[[36]]$right$left
#> $trees[[36]]$right$left$feature
#> [1] 1
#> 
#> $trees[[36]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[36]]$right$left$gain
#> [1] 0.0003132894
#> 
#> $trees[[36]]$right$left$left
#> $trees[[36]]$right$left$left$leaf
#> [1] 0.01251578
#> 
#> 
#> $trees[[36]]$right$left$right
#> $trees[[36]]$right$left$right$leaf
#> [1] 0.03754733
#> 
#> 
#> 
#> $trees[[36]]$right$right
#> $trees[[36]]$right$right$feature
#> [1] 1
#> 
#> $trees[[36]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[36]]$right$right$gain
#> [1] 0.0003132894
#> 
#> $trees[[36]]$right$right$left
#> $trees[[36]]$right$right$left$leaf
#> [1] 0.06257889
#> 
#> 
#> $trees[[36]]$right$right$right
#> $trees[[36]]$right$right$right$leaf
#> [1] 0.08761044
#> 
#> 
#> 
#> 
#> 
#> $trees[[37]]
#> $trees[[37]]$feature
#> [1] 1
#> 
#> $trees[[37]]$bin0
#> [1] 3
#> 
#> $trees[[37]]$gain
#> [1] 0.01624092
#> 
#> $trees[[37]]$left
#> $trees[[37]]$left$feature
#> [1] 1
#> 
#> $trees[[37]]$left$bin0
#> [1] 1
#> 
#> $trees[[37]]$left$gain
#> [1] 0.002030115
#> 
#> $trees[[37]]$left$left
#> $trees[[37]]$left$left$feature
#> [1] 1
#> 
#> $trees[[37]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[37]]$left$left$gain
#> [1] 0.0002537644
#> 
#> $trees[[37]]$left$left$left
#> $trees[[37]]$left$left$left$leaf
#> [1] -0.0788494
#> 
#> 
#> $trees[[37]]$left$left$right
#> $trees[[37]]$left$left$right$leaf
#> [1] -0.056321
#> 
#> 
#> 
#> $trees[[37]]$left$right
#> $trees[[37]]$left$right$feature
#> [1] 1
#> 
#> $trees[[37]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[37]]$left$right$gain
#> [1] 0.0002537644
#> 
#> $trees[[37]]$left$right$left
#> $trees[[37]]$left$right$left$leaf
#> [1] -0.0337926
#> 
#> 
#> $trees[[37]]$left$right$right
#> $trees[[37]]$left$right$right$leaf
#> [1] -0.0112642
#> 
#> 
#> 
#> 
#> $trees[[37]]$right
#> $trees[[37]]$right$feature
#> [1] 1
#> 
#> $trees[[37]]$right$bin0
#> [1] 5
#> 
#> $trees[[37]]$right$gain
#> [1] 0.002030115
#> 
#> $trees[[37]]$right$left
#> $trees[[37]]$right$left$feature
#> [1] 1
#> 
#> $trees[[37]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[37]]$right$left$gain
#> [1] 0.0002537644
#> 
#> $trees[[37]]$right$left$left
#> $trees[[37]]$right$left$left$leaf
#> [1] 0.0112642
#> 
#> 
#> $trees[[37]]$right$left$right
#> $trees[[37]]$right$left$right$leaf
#> [1] 0.0337926
#> 
#> 
#> 
#> $trees[[37]]$right$right
#> $trees[[37]]$right$right$feature
#> [1] 1
#> 
#> $trees[[37]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[37]]$right$right$gain
#> [1] 0.0002537644
#> 
#> $trees[[37]]$right$right$left
#> $trees[[37]]$right$right$left$leaf
#> [1] 0.056321
#> 
#> 
#> $trees[[37]]$right$right$right
#> $trees[[37]]$right$right$right$leaf
#> [1] 0.0788494
#> 
#> 
#> 
#> 
#> 
#> $trees[[38]]
#> $trees[[38]]$feature
#> [1] 1
#> 
#> $trees[[38]]$bin0
#> [1] 3
#> 
#> $trees[[38]]$gain
#> [1] 0.01315515
#> 
#> $trees[[38]]$left
#> $trees[[38]]$left$feature
#> [1] 1
#> 
#> $trees[[38]]$left$bin0
#> [1] 1
#> 
#> $trees[[38]]$left$gain
#> [1] 0.001644393
#> 
#> $trees[[38]]$left$left
#> $trees[[38]]$left$left$feature
#> [1] 1
#> 
#> $trees[[38]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[38]]$left$left$gain
#> [1] 0.0002055492
#> 
#> $trees[[38]]$left$left$left
#> $trees[[38]]$left$left$left$leaf
#> [1] -0.07096446
#> 
#> 
#> $trees[[38]]$left$left$right
#> $trees[[38]]$left$left$right$leaf
#> [1] -0.0506889
#> 
#> 
#> 
#> $trees[[38]]$left$right
#> $trees[[38]]$left$right$feature
#> [1] 1
#> 
#> $trees[[38]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[38]]$left$right$gain
#> [1] 0.0002055492
#> 
#> $trees[[38]]$left$right$left
#> $trees[[38]]$left$right$left$leaf
#> [1] -0.03041334
#> 
#> 
#> $trees[[38]]$left$right$right
#> $trees[[38]]$left$right$right$leaf
#> [1] -0.01013778
#> 
#> 
#> 
#> 
#> $trees[[38]]$right
#> $trees[[38]]$right$feature
#> [1] 1
#> 
#> $trees[[38]]$right$bin0
#> [1] 5
#> 
#> $trees[[38]]$right$gain
#> [1] 0.001644393
#> 
#> $trees[[38]]$right$left
#> $trees[[38]]$right$left$feature
#> [1] 1
#> 
#> $trees[[38]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[38]]$right$left$gain
#> [1] 0.0002055492
#> 
#> $trees[[38]]$right$left$left
#> $trees[[38]]$right$left$left$leaf
#> [1] 0.01013778
#> 
#> 
#> $trees[[38]]$right$left$right
#> $trees[[38]]$right$left$right$leaf
#> [1] 0.03041334
#> 
#> 
#> 
#> $trees[[38]]$right$right
#> $trees[[38]]$right$right$feature
#> [1] 1
#> 
#> $trees[[38]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[38]]$right$right$gain
#> [1] 0.0002055492
#> 
#> $trees[[38]]$right$right$left
#> $trees[[38]]$right$right$left$leaf
#> [1] 0.0506889
#> 
#> 
#> $trees[[38]]$right$right$right
#> $trees[[38]]$right$right$right$leaf
#> [1] 0.07096446
#> 
#> 
#> 
#> 
#> 
#> $trees[[39]]
#> $trees[[39]]$feature
#> [1] 1
#> 
#> $trees[[39]]$bin0
#> [1] 3
#> 
#> $trees[[39]]$gain
#> [1] 0.01065567
#> 
#> $trees[[39]]$left
#> $trees[[39]]$left$feature
#> [1] 1
#> 
#> $trees[[39]]$left$bin0
#> [1] 1
#> 
#> $trees[[39]]$left$gain
#> [1] 0.001331959
#> 
#> $trees[[39]]$left$left
#> $trees[[39]]$left$left$feature
#> [1] 1
#> 
#> $trees[[39]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[39]]$left$left$gain
#> [1] 0.0001664948
#> 
#> $trees[[39]]$left$left$left
#> $trees[[39]]$left$left$left$leaf
#> [1] -0.06386801
#> 
#> 
#> $trees[[39]]$left$left$right
#> $trees[[39]]$left$left$right$leaf
#> [1] -0.04562001
#> 
#> 
#> 
#> $trees[[39]]$left$right
#> $trees[[39]]$left$right$feature
#> [1] 1
#> 
#> $trees[[39]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[39]]$left$right$gain
#> [1] 0.0001664948
#> 
#> $trees[[39]]$left$right$left
#> $trees[[39]]$left$right$left$leaf
#> [1] -0.02737201
#> 
#> 
#> $trees[[39]]$left$right$right
#> $trees[[39]]$left$right$right$leaf
#> [1] -0.009124002
#> 
#> 
#> 
#> 
#> $trees[[39]]$right
#> $trees[[39]]$right$feature
#> [1] 1
#> 
#> $trees[[39]]$right$bin0
#> [1] 5
#> 
#> $trees[[39]]$right$gain
#> [1] 0.001331959
#> 
#> $trees[[39]]$right$left
#> $trees[[39]]$right$left$feature
#> [1] 1
#> 
#> $trees[[39]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[39]]$right$left$gain
#> [1] 0.0001664948
#> 
#> $trees[[39]]$right$left$left
#> $trees[[39]]$right$left$left$leaf
#> [1] 0.009124002
#> 
#> 
#> $trees[[39]]$right$left$right
#> $trees[[39]]$right$left$right$leaf
#> [1] 0.02737201
#> 
#> 
#> 
#> $trees[[39]]$right$right
#> $trees[[39]]$right$right$feature
#> [1] 1
#> 
#> $trees[[39]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[39]]$right$right$gain
#> [1] 0.0001664948
#> 
#> $trees[[39]]$right$right$left
#> $trees[[39]]$right$right$left$leaf
#> [1] 0.04562001
#> 
#> 
#> $trees[[39]]$right$right$right
#> $trees[[39]]$right$right$right$leaf
#> [1] 0.06386801
#> 
#> 
#> 
#> 
#> 
#> $trees[[40]]
#> $trees[[40]]$feature
#> [1] 1
#> 
#> $trees[[40]]$bin0
#> [1] 3
#> 
#> $trees[[40]]$gain
#> [1] 0.008631091
#> 
#> $trees[[40]]$left
#> $trees[[40]]$left$feature
#> [1] 1
#> 
#> $trees[[40]]$left$bin0
#> [1] 1
#> 
#> $trees[[40]]$left$gain
#> [1] 0.001078886
#> 
#> $trees[[40]]$left$left
#> $trees[[40]]$left$left$feature
#> [1] 1
#> 
#> $trees[[40]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[40]]$left$left$gain
#> [1] 0.0001348608
#> 
#> $trees[[40]]$left$left$left
#> $trees[[40]]$left$left$left$leaf
#> [1] -0.05748121
#> 
#> 
#> $trees[[40]]$left$left$right
#> $trees[[40]]$left$left$right$leaf
#> [1] -0.04105801
#> 
#> 
#> 
#> $trees[[40]]$left$right
#> $trees[[40]]$left$right$feature
#> [1] 1
#> 
#> $trees[[40]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[40]]$left$right$gain
#> [1] 0.0001348608
#> 
#> $trees[[40]]$left$right$left
#> $trees[[40]]$left$right$left$leaf
#> [1] -0.0246348
#> 
#> 
#> $trees[[40]]$left$right$right
#> $trees[[40]]$left$right$right$leaf
#> [1] -0.008211602
#> 
#> 
#> 
#> 
#> $trees[[40]]$right
#> $trees[[40]]$right$feature
#> [1] 1
#> 
#> $trees[[40]]$right$bin0
#> [1] 5
#> 
#> $trees[[40]]$right$gain
#> [1] 0.001078886
#> 
#> $trees[[40]]$right$left
#> $trees[[40]]$right$left$feature
#> [1] 1
#> 
#> $trees[[40]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[40]]$right$left$gain
#> [1] 0.0001348608
#> 
#> $trees[[40]]$right$left$left
#> $trees[[40]]$right$left$left$leaf
#> [1] 0.008211602
#> 
#> 
#> $trees[[40]]$right$left$right
#> $trees[[40]]$right$left$right$leaf
#> [1] 0.0246348
#> 
#> 
#> 
#> $trees[[40]]$right$right
#> $trees[[40]]$right$right$feature
#> [1] 1
#> 
#> $trees[[40]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[40]]$right$right$gain
#> [1] 0.0001348608
#> 
#> $trees[[40]]$right$right$left
#> $trees[[40]]$right$right$left$leaf
#> [1] 0.04105801
#> 
#> 
#> $trees[[40]]$right$right$right
#> $trees[[40]]$right$right$right$leaf
#> [1] 0.05748121
#> 
#> 
#> 
#> 
#> 
#> $trees[[41]]
#> $trees[[41]]$feature
#> [1] 1
#> 
#> $trees[[41]]$bin0
#> [1] 3
#> 
#> $trees[[41]]$gain
#> [1] 0.006991184
#> 
#> $trees[[41]]$left
#> $trees[[41]]$left$feature
#> [1] 1
#> 
#> $trees[[41]]$left$bin0
#> [1] 1
#> 
#> $trees[[41]]$left$gain
#> [1] 0.000873898
#> 
#> $trees[[41]]$left$left
#> $trees[[41]]$left$left$feature
#> [1] 1
#> 
#> $trees[[41]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[41]]$left$left$gain
#> [1] 0.0001092373
#> 
#> $trees[[41]]$left$left$left
#> $trees[[41]]$left$left$left$leaf
#> [1] -0.05173309
#> 
#> 
#> $trees[[41]]$left$left$right
#> $trees[[41]]$left$left$right$leaf
#> [1] -0.03695221
#> 
#> 
#> 
#> $trees[[41]]$left$right
#> $trees[[41]]$left$right$feature
#> [1] 1
#> 
#> $trees[[41]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[41]]$left$right$gain
#> [1] 0.0001092373
#> 
#> $trees[[41]]$left$right$left
#> $trees[[41]]$left$right$left$leaf
#> [1] -0.02217132
#> 
#> 
#> $trees[[41]]$left$right$right
#> $trees[[41]]$left$right$right$leaf
#> [1] -0.007390441
#> 
#> 
#> 
#> 
#> $trees[[41]]$right
#> $trees[[41]]$right$feature
#> [1] 1
#> 
#> $trees[[41]]$right$bin0
#> [1] 5
#> 
#> $trees[[41]]$right$gain
#> [1] 0.000873898
#> 
#> $trees[[41]]$right$left
#> $trees[[41]]$right$left$feature
#> [1] 1
#> 
#> $trees[[41]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[41]]$right$left$gain
#> [1] 0.0001092373
#> 
#> $trees[[41]]$right$left$left
#> $trees[[41]]$right$left$left$leaf
#> [1] 0.007390441
#> 
#> 
#> $trees[[41]]$right$left$right
#> $trees[[41]]$right$left$right$leaf
#> [1] 0.02217132
#> 
#> 
#> 
#> $trees[[41]]$right$right
#> $trees[[41]]$right$right$feature
#> [1] 1
#> 
#> $trees[[41]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[41]]$right$right$gain
#> [1] 0.0001092373
#> 
#> $trees[[41]]$right$right$left
#> $trees[[41]]$right$right$left$leaf
#> [1] 0.03695221
#> 
#> 
#> $trees[[41]]$right$right$right
#> $trees[[41]]$right$right$right$leaf
#> [1] 0.05173309
#> 
#> 
#> 
#> 
#> 
#> $trees[[42]]
#> $trees[[42]]$feature
#> [1] 1
#> 
#> $trees[[42]]$bin0
#> [1] 3
#> 
#> $trees[[42]]$gain
#> [1] 0.005662859
#> 
#> $trees[[42]]$left
#> $trees[[42]]$left$feature
#> [1] 1
#> 
#> $trees[[42]]$left$bin0
#> [1] 1
#> 
#> $trees[[42]]$left$gain
#> [1] 0.0007078574
#> 
#> $trees[[42]]$left$left
#> $trees[[42]]$left$left$feature
#> [1] 1
#> 
#> $trees[[42]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[42]]$left$left$gain
#> [1] 8.848217e-05
#> 
#> $trees[[42]]$left$left$left
#> $trees[[42]]$left$left$left$leaf
#> [1] -0.04655978
#> 
#> 
#> $trees[[42]]$left$left$right
#> $trees[[42]]$left$left$right$leaf
#> [1] -0.03325699
#> 
#> 
#> 
#> $trees[[42]]$left$right
#> $trees[[42]]$left$right$feature
#> [1] 1
#> 
#> $trees[[42]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[42]]$left$right$gain
#> [1] 8.848217e-05
#> 
#> $trees[[42]]$left$right$left
#> $trees[[42]]$left$right$left$leaf
#> [1] -0.01995419
#> 
#> 
#> $trees[[42]]$left$right$right
#> $trees[[42]]$left$right$right$leaf
#> [1] -0.006651397
#> 
#> 
#> 
#> 
#> $trees[[42]]$right
#> $trees[[42]]$right$feature
#> [1] 1
#> 
#> $trees[[42]]$right$bin0
#> [1] 5
#> 
#> $trees[[42]]$right$gain
#> [1] 0.0007078574
#> 
#> $trees[[42]]$right$left
#> $trees[[42]]$right$left$feature
#> [1] 1
#> 
#> $trees[[42]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[42]]$right$left$gain
#> [1] 8.848217e-05
#> 
#> $trees[[42]]$right$left$left
#> $trees[[42]]$right$left$left$leaf
#> [1] 0.006651397
#> 
#> 
#> $trees[[42]]$right$left$right
#> $trees[[42]]$right$left$right$leaf
#> [1] 0.01995419
#> 
#> 
#> 
#> $trees[[42]]$right$right
#> $trees[[42]]$right$right$feature
#> [1] 1
#> 
#> $trees[[42]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[42]]$right$right$gain
#> [1] 8.848217e-05
#> 
#> $trees[[42]]$right$right$left
#> $trees[[42]]$right$right$left$leaf
#> [1] 0.03325699
#> 
#> 
#> $trees[[42]]$right$right$right
#> $trees[[42]]$right$right$right$leaf
#> [1] 0.04655978
#> 
#> 
#> 
#> 
#> 
#> $trees[[43]]
#> $trees[[43]]$feature
#> [1] 1
#> 
#> $trees[[43]]$bin0
#> [1] 3
#> 
#> $trees[[43]]$gain
#> [1] 0.004586916
#> 
#> $trees[[43]]$left
#> $trees[[43]]$left$feature
#> [1] 1
#> 
#> $trees[[43]]$left$bin0
#> [1] 1
#> 
#> $trees[[43]]$left$gain
#> [1] 0.0005733645
#> 
#> $trees[[43]]$left$left
#> $trees[[43]]$left$left$feature
#> [1] 1
#> 
#> $trees[[43]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[43]]$left$left$gain
#> [1] 7.167056e-05
#> 
#> $trees[[43]]$left$left$left
#> $trees[[43]]$left$left$left$leaf
#> [1] -0.0419038
#> 
#> 
#> $trees[[43]]$left$left$right
#> $trees[[43]]$left$left$right$leaf
#> [1] -0.02993129
#> 
#> 
#> 
#> $trees[[43]]$left$right
#> $trees[[43]]$left$right$feature
#> [1] 1
#> 
#> $trees[[43]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[43]]$left$right$gain
#> [1] 7.167056e-05
#> 
#> $trees[[43]]$left$right$left
#> $trees[[43]]$left$right$left$leaf
#> [1] -0.01795877
#> 
#> 
#> $trees[[43]]$left$right$right
#> $trees[[43]]$left$right$right$leaf
#> [1] -0.005986258
#> 
#> 
#> 
#> 
#> $trees[[43]]$right
#> $trees[[43]]$right$feature
#> [1] 1
#> 
#> $trees[[43]]$right$bin0
#> [1] 5
#> 
#> $trees[[43]]$right$gain
#> [1] 0.0005733645
#> 
#> $trees[[43]]$right$left
#> $trees[[43]]$right$left$feature
#> [1] 1
#> 
#> $trees[[43]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[43]]$right$left$gain
#> [1] 7.167056e-05
#> 
#> $trees[[43]]$right$left$left
#> $trees[[43]]$right$left$left$leaf
#> [1] 0.005986258
#> 
#> 
#> $trees[[43]]$right$left$right
#> $trees[[43]]$right$left$right$leaf
#> [1] 0.01795877
#> 
#> 
#> 
#> $trees[[43]]$right$right
#> $trees[[43]]$right$right$feature
#> [1] 1
#> 
#> $trees[[43]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[43]]$right$right$gain
#> [1] 7.167056e-05
#> 
#> $trees[[43]]$right$right$left
#> $trees[[43]]$right$right$left$leaf
#> [1] 0.02993129
#> 
#> 
#> $trees[[43]]$right$right$right
#> $trees[[43]]$right$right$right$leaf
#> [1] 0.0419038
#> 
#> 
#> 
#> 
#> 
#> $trees[[44]]
#> $trees[[44]]$feature
#> [1] 1
#> 
#> $trees[[44]]$bin0
#> [1] 3
#> 
#> $trees[[44]]$gain
#> [1] 0.003715402
#> 
#> $trees[[44]]$left
#> $trees[[44]]$left$feature
#> [1] 1
#> 
#> $trees[[44]]$left$bin0
#> [1] 1
#> 
#> $trees[[44]]$left$gain
#> [1] 0.0004644252
#> 
#> $trees[[44]]$left$left
#> $trees[[44]]$left$left$feature
#> [1] 1
#> 
#> $trees[[44]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[44]]$left$left$gain
#> [1] 5.805315e-05
#> 
#> $trees[[44]]$left$left$left
#> $trees[[44]]$left$left$left$leaf
#> [1] -0.03771342
#> 
#> 
#> $trees[[44]]$left$left$right
#> $trees[[44]]$left$left$right$leaf
#> [1] -0.02693816
#> 
#> 
#> 
#> $trees[[44]]$left$right
#> $trees[[44]]$left$right$feature
#> [1] 1
#> 
#> $trees[[44]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[44]]$left$right$gain
#> [1] 5.805315e-05
#> 
#> $trees[[44]]$left$right$left
#> $trees[[44]]$left$right$left$leaf
#> [1] -0.0161629
#> 
#> 
#> $trees[[44]]$left$right$right
#> $trees[[44]]$left$right$right$leaf
#> [1] -0.005387632
#> 
#> 
#> 
#> 
#> $trees[[44]]$right
#> $trees[[44]]$right$feature
#> [1] 1
#> 
#> $trees[[44]]$right$bin0
#> [1] 5
#> 
#> $trees[[44]]$right$gain
#> [1] 0.0004644252
#> 
#> $trees[[44]]$right$left
#> $trees[[44]]$right$left$feature
#> [1] 1
#> 
#> $trees[[44]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[44]]$right$left$gain
#> [1] 5.805315e-05
#> 
#> $trees[[44]]$right$left$left
#> $trees[[44]]$right$left$left$leaf
#> [1] 0.005387632
#> 
#> 
#> $trees[[44]]$right$left$right
#> $trees[[44]]$right$left$right$leaf
#> [1] 0.0161629
#> 
#> 
#> 
#> $trees[[44]]$right$right
#> $trees[[44]]$right$right$feature
#> [1] 1
#> 
#> $trees[[44]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[44]]$right$right$gain
#> [1] 5.805315e-05
#> 
#> $trees[[44]]$right$right$left
#> $trees[[44]]$right$right$left$leaf
#> [1] 0.02693816
#> 
#> 
#> $trees[[44]]$right$right$right
#> $trees[[44]]$right$right$right$leaf
#> [1] 0.03771342
#> 
#> 
#> 
#> 
#> 
#> $trees[[45]]
#> $trees[[45]]$feature
#> [1] 1
#> 
#> $trees[[45]]$bin0
#> [1] 3
#> 
#> $trees[[45]]$gain
#> [1] 0.003009475
#> 
#> $trees[[45]]$left
#> $trees[[45]]$left$feature
#> [1] 1
#> 
#> $trees[[45]]$left$bin0
#> [1] 1
#> 
#> $trees[[45]]$left$gain
#> [1] 0.0003761844
#> 
#> $trees[[45]]$left$left
#> $trees[[45]]$left$left$feature
#> [1] 1
#> 
#> $trees[[45]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[45]]$left$left$gain
#> [1] 4.702305e-05
#> 
#> $trees[[45]]$left$left$left
#> $trees[[45]]$left$left$left$leaf
#> [1] -0.03394208
#> 
#> 
#> $trees[[45]]$left$left$right
#> $trees[[45]]$left$left$right$leaf
#> [1] -0.02424434
#> 
#> 
#> 
#> $trees[[45]]$left$right
#> $trees[[45]]$left$right$feature
#> [1] 1
#> 
#> $trees[[45]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[45]]$left$right$gain
#> [1] 4.702305e-05
#> 
#> $trees[[45]]$left$right$left
#> $trees[[45]]$left$right$left$leaf
#> [1] -0.01454661
#> 
#> 
#> $trees[[45]]$left$right$right
#> $trees[[45]]$left$right$right$leaf
#> [1] -0.004848869
#> 
#> 
#> 
#> 
#> $trees[[45]]$right
#> $trees[[45]]$right$feature
#> [1] 1
#> 
#> $trees[[45]]$right$bin0
#> [1] 5
#> 
#> $trees[[45]]$right$gain
#> [1] 0.0003761844
#> 
#> $trees[[45]]$right$left
#> $trees[[45]]$right$left$feature
#> [1] 1
#> 
#> $trees[[45]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[45]]$right$left$gain
#> [1] 4.702305e-05
#> 
#> $trees[[45]]$right$left$left
#> $trees[[45]]$right$left$left$leaf
#> [1] 0.004848869
#> 
#> 
#> $trees[[45]]$right$left$right
#> $trees[[45]]$right$left$right$leaf
#> [1] 0.01454661
#> 
#> 
#> 
#> $trees[[45]]$right$right
#> $trees[[45]]$right$right$feature
#> [1] 1
#> 
#> $trees[[45]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[45]]$right$right$gain
#> [1] 4.702305e-05
#> 
#> $trees[[45]]$right$right$left
#> $trees[[45]]$right$right$left$leaf
#> [1] 0.02424434
#> 
#> 
#> $trees[[45]]$right$right$right
#> $trees[[45]]$right$right$right$leaf
#> [1] 0.03394208
#> 
#> 
#> 
#> 
#> 
#> $trees[[46]]
#> $trees[[46]]$feature
#> [1] 1
#> 
#> $trees[[46]]$bin0
#> [1] 3
#> 
#> $trees[[46]]$gain
#> [1] 0.002437675
#> 
#> $trees[[46]]$left
#> $trees[[46]]$left$feature
#> [1] 1
#> 
#> $trees[[46]]$left$bin0
#> [1] 1
#> 
#> $trees[[46]]$left$gain
#> [1] 0.0003047094
#> 
#> $trees[[46]]$left$left
#> $trees[[46]]$left$left$feature
#> [1] 1
#> 
#> $trees[[46]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[46]]$left$left$gain
#> [1] 3.808867e-05
#> 
#> $trees[[46]]$left$left$left
#> $trees[[46]]$left$left$left$leaf
#> [1] -0.03054787
#> 
#> 
#> $trees[[46]]$left$left$right
#> $trees[[46]]$left$left$right$leaf
#> [1] -0.02181991
#> 
#> 
#> 
#> $trees[[46]]$left$right
#> $trees[[46]]$left$right$feature
#> [1] 1
#> 
#> $trees[[46]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[46]]$left$right$gain
#> [1] 3.808867e-05
#> 
#> $trees[[46]]$left$right$left
#> $trees[[46]]$left$right$left$leaf
#> [1] -0.01309195
#> 
#> 
#> $trees[[46]]$left$right$right
#> $trees[[46]]$left$right$right$leaf
#> [1] -0.004363982
#> 
#> 
#> 
#> 
#> $trees[[46]]$right
#> $trees[[46]]$right$feature
#> [1] 1
#> 
#> $trees[[46]]$right$bin0
#> [1] 5
#> 
#> $trees[[46]]$right$gain
#> [1] 0.0003047094
#> 
#> $trees[[46]]$right$left
#> $trees[[46]]$right$left$feature
#> [1] 1
#> 
#> $trees[[46]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[46]]$right$left$gain
#> [1] 3.808867e-05
#> 
#> $trees[[46]]$right$left$left
#> $trees[[46]]$right$left$left$leaf
#> [1] 0.004363982
#> 
#> 
#> $trees[[46]]$right$left$right
#> $trees[[46]]$right$left$right$leaf
#> [1] 0.01309195
#> 
#> 
#> 
#> $trees[[46]]$right$right
#> $trees[[46]]$right$right$feature
#> [1] 1
#> 
#> $trees[[46]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[46]]$right$right$gain
#> [1] 3.808867e-05
#> 
#> $trees[[46]]$right$right$left
#> $trees[[46]]$right$right$left$leaf
#> [1] 0.02181991
#> 
#> 
#> $trees[[46]]$right$right$right
#> $trees[[46]]$right$right$right$leaf
#> [1] 0.03054787
#> 
#> 
#> 
#> 
#> 
#> $trees[[47]]
#> $trees[[47]]$feature
#> [1] 1
#> 
#> $trees[[47]]$bin0
#> [1] 3
#> 
#> $trees[[47]]$gain
#> [1] 0.001974517
#> 
#> $trees[[47]]$left
#> $trees[[47]]$left$feature
#> [1] 1
#> 
#> $trees[[47]]$left$bin0
#> [1] 1
#> 
#> $trees[[47]]$left$gain
#> [1] 0.0002468146
#> 
#> $trees[[47]]$left$left
#> $trees[[47]]$left$left$feature
#> [1] 1
#> 
#> $trees[[47]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[47]]$left$left$gain
#> [1] 3.085183e-05
#> 
#> $trees[[47]]$left$left$left
#> $trees[[47]]$left$left$left$leaf
#> [1] -0.02749309
#> 
#> 
#> $trees[[47]]$left$left$right
#> $trees[[47]]$left$left$right$leaf
#> [1] -0.01963792
#> 
#> 
#> 
#> $trees[[47]]$left$right
#> $trees[[47]]$left$right$feature
#> [1] 1
#> 
#> $trees[[47]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[47]]$left$right$gain
#> [1] 3.085183e-05
#> 
#> $trees[[47]]$left$right$left
#> $trees[[47]]$left$right$left$leaf
#> [1] -0.01178275
#> 
#> 
#> $trees[[47]]$left$right$right
#> $trees[[47]]$left$right$right$leaf
#> [1] -0.003927584
#> 
#> 
#> 
#> 
#> $trees[[47]]$right
#> $trees[[47]]$right$feature
#> [1] 1
#> 
#> $trees[[47]]$right$bin0
#> [1] 5
#> 
#> $trees[[47]]$right$gain
#> [1] 0.0002468146
#> 
#> $trees[[47]]$right$left
#> $trees[[47]]$right$left$feature
#> [1] 1
#> 
#> $trees[[47]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[47]]$right$left$gain
#> [1] 3.085183e-05
#> 
#> $trees[[47]]$right$left$left
#> $trees[[47]]$right$left$left$leaf
#> [1] 0.003927584
#> 
#> 
#> $trees[[47]]$right$left$right
#> $trees[[47]]$right$left$right$leaf
#> [1] 0.01178275
#> 
#> 
#> 
#> $trees[[47]]$right$right
#> $trees[[47]]$right$right$feature
#> [1] 1
#> 
#> $trees[[47]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[47]]$right$right$gain
#> [1] 3.085183e-05
#> 
#> $trees[[47]]$right$right$left
#> $trees[[47]]$right$right$left$leaf
#> [1] 0.01963792
#> 
#> 
#> $trees[[47]]$right$right$right
#> $trees[[47]]$right$right$right$leaf
#> [1] 0.02749309
#> 
#> 
#> 
#> 
#> 
#> $trees[[48]]
#> $trees[[48]]$feature
#> [1] 1
#> 
#> $trees[[48]]$bin0
#> [1] 3
#> 
#> $trees[[48]]$gain
#> [1] 0.001599359
#> 
#> $trees[[48]]$left
#> $trees[[48]]$left$feature
#> [1] 1
#> 
#> $trees[[48]]$left$bin0
#> [1] 1
#> 
#> $trees[[48]]$left$gain
#> [1] 0.0001999198
#> 
#> $trees[[48]]$left$left
#> $trees[[48]]$left$left$feature
#> [1] 1
#> 
#> $trees[[48]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[48]]$left$left$gain
#> [1] 2.498998e-05
#> 
#> $trees[[48]]$left$left$left
#> $trees[[48]]$left$left$left$leaf
#> [1] -0.02474378
#> 
#> 
#> $trees[[48]]$left$left$right
#> $trees[[48]]$left$left$right$leaf
#> [1] -0.01767413
#> 
#> 
#> 
#> $trees[[48]]$left$right
#> $trees[[48]]$left$right$feature
#> [1] 1
#> 
#> $trees[[48]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[48]]$left$right$gain
#> [1] 2.498998e-05
#> 
#> $trees[[48]]$left$right$left
#> $trees[[48]]$left$right$left$leaf
#> [1] -0.01060448
#> 
#> 
#> $trees[[48]]$left$right$right
#> $trees[[48]]$left$right$right$leaf
#> [1] -0.003534825
#> 
#> 
#> 
#> 
#> $trees[[48]]$right
#> $trees[[48]]$right$feature
#> [1] 1
#> 
#> $trees[[48]]$right$bin0
#> [1] 5
#> 
#> $trees[[48]]$right$gain
#> [1] 0.0001999198
#> 
#> $trees[[48]]$right$left
#> $trees[[48]]$right$left$feature
#> [1] 1
#> 
#> $trees[[48]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[48]]$right$left$gain
#> [1] 2.498998e-05
#> 
#> $trees[[48]]$right$left$left
#> $trees[[48]]$right$left$left$leaf
#> [1] 0.003534825
#> 
#> 
#> $trees[[48]]$right$left$right
#> $trees[[48]]$right$left$right$leaf
#> [1] 0.01060448
#> 
#> 
#> 
#> $trees[[48]]$right$right
#> $trees[[48]]$right$right$feature
#> [1] 1
#> 
#> $trees[[48]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[48]]$right$right$gain
#> [1] 2.498998e-05
#> 
#> $trees[[48]]$right$right$left
#> $trees[[48]]$right$right$left$leaf
#> [1] 0.01767413
#> 
#> 
#> $trees[[48]]$right$right$right
#> $trees[[48]]$right$right$right$leaf
#> [1] 0.02474378
#> 
#> 
#> 
#> 
#> 
#> $trees[[49]]
#> $trees[[49]]$feature
#> [1] 1
#> 
#> $trees[[49]]$bin0
#> [1] 3
#> 
#> $trees[[49]]$gain
#> [1] 0.001295481
#> 
#> $trees[[49]]$left
#> $trees[[49]]$left$feature
#> [1] 1
#> 
#> $trees[[49]]$left$bin0
#> [1] 1
#> 
#> $trees[[49]]$left$gain
#> [1] 0.0001619351
#> 
#> $trees[[49]]$left$left
#> $trees[[49]]$left$left$feature
#> [1] 1
#> 
#> $trees[[49]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[49]]$left$left$gain
#> [1] 2.024188e-05
#> 
#> $trees[[49]]$left$left$left
#> $trees[[49]]$left$left$left$leaf
#> [1] -0.0222694
#> 
#> 
#> $trees[[49]]$left$left$right
#> $trees[[49]]$left$left$right$leaf
#> [1] -0.01590671
#> 
#> 
#> 
#> $trees[[49]]$left$right
#> $trees[[49]]$left$right$feature
#> [1] 1
#> 
#> $trees[[49]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[49]]$left$right$gain
#> [1] 2.024188e-05
#> 
#> $trees[[49]]$left$right$left
#> $trees[[49]]$left$right$left$leaf
#> [1] -0.009544028
#> 
#> 
#> $trees[[49]]$left$right$right
#> $trees[[49]]$left$right$right$leaf
#> [1] -0.003181343
#> 
#> 
#> 
#> 
#> $trees[[49]]$right
#> $trees[[49]]$right$feature
#> [1] 1
#> 
#> $trees[[49]]$right$bin0
#> [1] 5
#> 
#> $trees[[49]]$right$gain
#> [1] 0.0001619351
#> 
#> $trees[[49]]$right$left
#> $trees[[49]]$right$left$feature
#> [1] 1
#> 
#> $trees[[49]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[49]]$right$left$gain
#> [1] 2.024188e-05
#> 
#> $trees[[49]]$right$left$left
#> $trees[[49]]$right$left$left$leaf
#> [1] 0.003181343
#> 
#> 
#> $trees[[49]]$right$left$right
#> $trees[[49]]$right$left$right$leaf
#> [1] 0.009544028
#> 
#> 
#> 
#> $trees[[49]]$right$right
#> $trees[[49]]$right$right$feature
#> [1] 1
#> 
#> $trees[[49]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[49]]$right$right$gain
#> [1] 2.024188e-05
#> 
#> $trees[[49]]$right$right$left
#> $trees[[49]]$right$right$left$leaf
#> [1] 0.01590671
#> 
#> 
#> $trees[[49]]$right$right$right
#> $trees[[49]]$right$right$right$leaf
#> [1] 0.0222694
#> 
#> 
#> 
#> 
#> 
#> $trees[[50]]
#> $trees[[50]]$feature
#> [1] 1
#> 
#> $trees[[50]]$bin0
#> [1] 3
#> 
#> $trees[[50]]$gain
#> [1] 0.001049339
#> 
#> $trees[[50]]$left
#> $trees[[50]]$left$feature
#> [1] 1
#> 
#> $trees[[50]]$left$bin0
#> [1] 1
#> 
#> $trees[[50]]$left$gain
#> [1] 0.0001311674
#> 
#> $trees[[50]]$left$left
#> $trees[[50]]$left$left$feature
#> [1] 1
#> 
#> $trees[[50]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[50]]$left$left$gain
#> [1] 1.639593e-05
#> 
#> $trees[[50]]$left$left$left
#> $trees[[50]]$left$left$left$leaf
#> [1] -0.02004246
#> 
#> 
#> $trees[[50]]$left$left$right
#> $trees[[50]]$left$left$right$leaf
#> [1] -0.01431604
#> 
#> 
#> 
#> $trees[[50]]$left$right
#> $trees[[50]]$left$right$feature
#> [1] 1
#> 
#> $trees[[50]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[50]]$left$right$gain
#> [1] 1.639593e-05
#> 
#> $trees[[50]]$left$right$left
#> $trees[[50]]$left$right$left$leaf
#> [1] -0.008589625
#> 
#> 
#> $trees[[50]]$left$right$right
#> $trees[[50]]$left$right$right$leaf
#> [1] -0.002863208
#> 
#> 
#> 
#> 
#> $trees[[50]]$right
#> $trees[[50]]$right$feature
#> [1] 1
#> 
#> $trees[[50]]$right$bin0
#> [1] 5
#> 
#> $trees[[50]]$right$gain
#> [1] 0.0001311674
#> 
#> $trees[[50]]$right$left
#> $trees[[50]]$right$left$feature
#> [1] 1
#> 
#> $trees[[50]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[50]]$right$left$gain
#> [1] 1.639593e-05
#> 
#> $trees[[50]]$right$left$left
#> $trees[[50]]$right$left$left$leaf
#> [1] 0.002863208
#> 
#> 
#> $trees[[50]]$right$left$right
#> $trees[[50]]$right$left$right$leaf
#> [1] 0.008589625
#> 
#> 
#> 
#> $trees[[50]]$right$right
#> $trees[[50]]$right$right$feature
#> [1] 1
#> 
#> $trees[[50]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[50]]$right$right$gain
#> [1] 1.639593e-05
#> 
#> $trees[[50]]$right$right$left
#> $trees[[50]]$right$right$left$leaf
#> [1] 0.01431604
#> 
#> 
#> $trees[[50]]$right$right$right
#> $trees[[50]]$right$right$right$leaf
#> [1] 0.02004246
#> 
#> 
#> 
#> 
#> 
#> $trees[[51]]
#> $trees[[51]]$feature
#> [1] 1
#> 
#> $trees[[51]]$bin0
#> [1] 3
#> 
#> $trees[[51]]$gain
#> [1] 0.0008499648
#> 
#> $trees[[51]]$left
#> $trees[[51]]$left$feature
#> [1] 1
#> 
#> $trees[[51]]$left$bin0
#> [1] 1
#> 
#> $trees[[51]]$left$gain
#> [1] 0.0001062456
#> 
#> $trees[[51]]$left$left
#> $trees[[51]]$left$left$feature
#> [1] 1
#> 
#> $trees[[51]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[51]]$left$left$gain
#> [1] 1.32807e-05
#> 
#> $trees[[51]]$left$left$left
#> $trees[[51]]$left$left$left$leaf
#> [1] -0.01803821
#> 
#> 
#> $trees[[51]]$left$left$right
#> $trees[[51]]$left$left$right$leaf
#> [1] -0.01288444
#> 
#> 
#> 
#> $trees[[51]]$left$right
#> $trees[[51]]$left$right$feature
#> [1] 1
#> 
#> $trees[[51]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[51]]$left$right$gain
#> [1] 1.32807e-05
#> 
#> $trees[[51]]$left$right$left
#> $trees[[51]]$left$right$left$leaf
#> [1] -0.007730663
#> 
#> 
#> $trees[[51]]$left$right$right
#> $trees[[51]]$left$right$right$leaf
#> [1] -0.002576888
#> 
#> 
#> 
#> 
#> $trees[[51]]$right
#> $trees[[51]]$right$feature
#> [1] 1
#> 
#> $trees[[51]]$right$bin0
#> [1] 5
#> 
#> $trees[[51]]$right$gain
#> [1] 0.0001062456
#> 
#> $trees[[51]]$right$left
#> $trees[[51]]$right$left$feature
#> [1] 1
#> 
#> $trees[[51]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[51]]$right$left$gain
#> [1] 1.32807e-05
#> 
#> $trees[[51]]$right$left$left
#> $trees[[51]]$right$left$left$leaf
#> [1] 0.002576888
#> 
#> 
#> $trees[[51]]$right$left$right
#> $trees[[51]]$right$left$right$leaf
#> [1] 0.007730663
#> 
#> 
#> 
#> $trees[[51]]$right$right
#> $trees[[51]]$right$right$feature
#> [1] 1
#> 
#> $trees[[51]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[51]]$right$right$gain
#> [1] 1.32807e-05
#> 
#> $trees[[51]]$right$right$left
#> $trees[[51]]$right$right$left$leaf
#> [1] 0.01288444
#> 
#> 
#> $trees[[51]]$right$right$right
#> $trees[[51]]$right$right$right$leaf
#> [1] 0.01803821
#> 
#> 
#> 
#> 
#> 
#> $trees[[52]]
#> $trees[[52]]$feature
#> [1] 1
#> 
#> $trees[[52]]$bin0
#> [1] 3
#> 
#> $trees[[52]]$gain
#> [1] 0.0006884715
#> 
#> $trees[[52]]$left
#> $trees[[52]]$left$feature
#> [1] 1
#> 
#> $trees[[52]]$left$bin0
#> [1] 1
#> 
#> $trees[[52]]$left$gain
#> [1] 8.605893e-05
#> 
#> $trees[[52]]$left$left
#> $trees[[52]]$left$left$feature
#> [1] 1
#> 
#> $trees[[52]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[52]]$left$left$gain
#> [1] 1.075737e-05
#> 
#> $trees[[52]]$left$left$left
#> $trees[[52]]$left$left$left$leaf
#> [1] -0.01623439
#> 
#> 
#> $trees[[52]]$left$left$right
#> $trees[[52]]$left$left$right$leaf
#> [1] -0.01159599
#> 
#> 
#> 
#> $trees[[52]]$left$right
#> $trees[[52]]$left$right$feature
#> [1] 1
#> 
#> $trees[[52]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[52]]$left$right$gain
#> [1] 1.075737e-05
#> 
#> $trees[[52]]$left$right$left
#> $trees[[52]]$left$right$left$leaf
#> [1] -0.006957597
#> 
#> 
#> $trees[[52]]$left$right$right
#> $trees[[52]]$left$right$right$leaf
#> [1] -0.002319199
#> 
#> 
#> 
#> 
#> $trees[[52]]$right
#> $trees[[52]]$right$feature
#> [1] 1
#> 
#> $trees[[52]]$right$bin0
#> [1] 5
#> 
#> $trees[[52]]$right$gain
#> [1] 8.605893e-05
#> 
#> $trees[[52]]$right$left
#> $trees[[52]]$right$left$feature
#> [1] 1
#> 
#> $trees[[52]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[52]]$right$left$gain
#> [1] 1.075737e-05
#> 
#> $trees[[52]]$right$left$left
#> $trees[[52]]$right$left$left$leaf
#> [1] 0.002319199
#> 
#> 
#> $trees[[52]]$right$left$right
#> $trees[[52]]$right$left$right$leaf
#> [1] 0.006957597
#> 
#> 
#> 
#> $trees[[52]]$right$right
#> $trees[[52]]$right$right$feature
#> [1] 1
#> 
#> $trees[[52]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[52]]$right$right$gain
#> [1] 1.075737e-05
#> 
#> $trees[[52]]$right$right$left
#> $trees[[52]]$right$right$left$leaf
#> [1] 0.01159599
#> 
#> 
#> $trees[[52]]$right$right$right
#> $trees[[52]]$right$right$right$leaf
#> [1] 0.01623439
#> 
#> 
#> 
#> 
#> 
#> $trees[[53]]
#> $trees[[53]]$feature
#> [1] 1
#> 
#> $trees[[53]]$bin0
#> [1] 3
#> 
#> $trees[[53]]$gain
#> [1] 0.0005576619
#> 
#> $trees[[53]]$left
#> $trees[[53]]$left$feature
#> [1] 1
#> 
#> $trees[[53]]$left$bin0
#> [1] 1
#> 
#> $trees[[53]]$left$gain
#> [1] 6.970774e-05
#> 
#> $trees[[53]]$left$left
#> $trees[[53]]$left$left$feature
#> [1] 1
#> 
#> $trees[[53]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[53]]$left$left$gain
#> [1] 8.713467e-06
#> 
#> $trees[[53]]$left$left$left
#> $trees[[53]]$left$left$left$leaf
#> [1] -0.01461095
#> 
#> 
#> $trees[[53]]$left$left$right
#> $trees[[53]]$left$left$right$leaf
#> [1] -0.01043639
#> 
#> 
#> 
#> $trees[[53]]$left$right
#> $trees[[53]]$left$right$feature
#> [1] 1
#> 
#> $trees[[53]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[53]]$left$right$gain
#> [1] 8.713467e-06
#> 
#> $trees[[53]]$left$right$left
#> $trees[[53]]$left$right$left$leaf
#> [1] -0.006261837
#> 
#> 
#> $trees[[53]]$left$right$right
#> $trees[[53]]$left$right$right$leaf
#> [1] -0.002087279
#> 
#> 
#> 
#> 
#> $trees[[53]]$right
#> $trees[[53]]$right$feature
#> [1] 1
#> 
#> $trees[[53]]$right$bin0
#> [1] 5
#> 
#> $trees[[53]]$right$gain
#> [1] 6.970774e-05
#> 
#> $trees[[53]]$right$left
#> $trees[[53]]$right$left$feature
#> [1] 1
#> 
#> $trees[[53]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[53]]$right$left$gain
#> [1] 8.713467e-06
#> 
#> $trees[[53]]$right$left$left
#> $trees[[53]]$right$left$left$leaf
#> [1] 0.002087279
#> 
#> 
#> $trees[[53]]$right$left$right
#> $trees[[53]]$right$left$right$leaf
#> [1] 0.006261837
#> 
#> 
#> 
#> $trees[[53]]$right$right
#> $trees[[53]]$right$right$feature
#> [1] 1
#> 
#> $trees[[53]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[53]]$right$right$gain
#> [1] 8.713467e-06
#> 
#> $trees[[53]]$right$right$left
#> $trees[[53]]$right$right$left$leaf
#> [1] 0.01043639
#> 
#> 
#> $trees[[53]]$right$right$right
#> $trees[[53]]$right$right$right$leaf
#> [1] 0.01461095
#> 
#> 
#> 
#> 
#> 
#> $trees[[54]]
#> $trees[[54]]$feature
#> [1] 1
#> 
#> $trees[[54]]$bin0
#> [1] 3
#> 
#> $trees[[54]]$gain
#> [1] 0.0004517061
#> 
#> $trees[[54]]$left
#> $trees[[54]]$left$feature
#> [1] 1
#> 
#> $trees[[54]]$left$bin0
#> [1] 1
#> 
#> $trees[[54]]$left$gain
#> [1] 5.646327e-05
#> 
#> $trees[[54]]$left$left
#> $trees[[54]]$left$left$feature
#> [1] 1
#> 
#> $trees[[54]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[54]]$left$left$gain
#> [1] 7.057908e-06
#> 
#> $trees[[54]]$left$left$left
#> $trees[[54]]$left$left$left$leaf
#> [1] -0.01314986
#> 
#> 
#> $trees[[54]]$left$left$right
#> $trees[[54]]$left$left$right$leaf
#> [1] -0.009392755
#> 
#> 
#> 
#> $trees[[54]]$left$right
#> $trees[[54]]$left$right$feature
#> [1] 1
#> 
#> $trees[[54]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[54]]$left$right$gain
#> [1] 7.057908e-06
#> 
#> $trees[[54]]$left$right$left
#> $trees[[54]]$left$right$left$leaf
#> [1] -0.005635653
#> 
#> 
#> $trees[[54]]$left$right$right
#> $trees[[54]]$left$right$right$leaf
#> [1] -0.001878551
#> 
#> 
#> 
#> 
#> $trees[[54]]$right
#> $trees[[54]]$right$feature
#> [1] 1
#> 
#> $trees[[54]]$right$bin0
#> [1] 5
#> 
#> $trees[[54]]$right$gain
#> [1] 5.646327e-05
#> 
#> $trees[[54]]$right$left
#> $trees[[54]]$right$left$feature
#> [1] 1
#> 
#> $trees[[54]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[54]]$right$left$gain
#> [1] 7.057908e-06
#> 
#> $trees[[54]]$right$left$left
#> $trees[[54]]$right$left$left$leaf
#> [1] 0.001878551
#> 
#> 
#> $trees[[54]]$right$left$right
#> $trees[[54]]$right$left$right$leaf
#> [1] 0.005635653
#> 
#> 
#> 
#> $trees[[54]]$right$right
#> $trees[[54]]$right$right$feature
#> [1] 1
#> 
#> $trees[[54]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[54]]$right$right$gain
#> [1] 7.057908e-06
#> 
#> $trees[[54]]$right$right$left
#> $trees[[54]]$right$right$left$leaf
#> [1] 0.009392755
#> 
#> 
#> $trees[[54]]$right$right$right
#> $trees[[54]]$right$right$right$leaf
#> [1] 0.01314986
#> 
#> 
#> 
#> 
#> 
#> $trees[[55]]
#> $trees[[55]]$feature
#> [1] 1
#> 
#> $trees[[55]]$bin0
#> [1] 3
#> 
#> $trees[[55]]$gain
#> [1] 0.000365882
#> 
#> $trees[[55]]$left
#> $trees[[55]]$left$feature
#> [1] 1
#> 
#> $trees[[55]]$left$bin0
#> [1] 1
#> 
#> $trees[[55]]$left$gain
#> [1] 4.573525e-05
#> 
#> $trees[[55]]$left$left
#> $trees[[55]]$left$left$feature
#> [1] 1
#> 
#> $trees[[55]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[55]]$left$left$gain
#> [1] 5.716906e-06
#> 
#> $trees[[55]]$left$left$left
#> $trees[[55]]$left$left$left$leaf
#> [1] -0.01183487
#> 
#> 
#> $trees[[55]]$left$left$right
#> $trees[[55]]$left$left$right$leaf
#> [1] -0.00845348
#> 
#> 
#> 
#> $trees[[55]]$left$right
#> $trees[[55]]$left$right$feature
#> [1] 1
#> 
#> $trees[[55]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[55]]$left$right$gain
#> [1] 5.716906e-06
#> 
#> $trees[[55]]$left$right$left
#> $trees[[55]]$left$right$left$leaf
#> [1] -0.005072088
#> 
#> 
#> $trees[[55]]$left$right$right
#> $trees[[55]]$left$right$right$leaf
#> [1] -0.001690696
#> 
#> 
#> 
#> 
#> $trees[[55]]$right
#> $trees[[55]]$right$feature
#> [1] 1
#> 
#> $trees[[55]]$right$bin0
#> [1] 5
#> 
#> $trees[[55]]$right$gain
#> [1] 4.573525e-05
#> 
#> $trees[[55]]$right$left
#> $trees[[55]]$right$left$feature
#> [1] 1
#> 
#> $trees[[55]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[55]]$right$left$gain
#> [1] 5.716906e-06
#> 
#> $trees[[55]]$right$left$left
#> $trees[[55]]$right$left$left$leaf
#> [1] 0.001690696
#> 
#> 
#> $trees[[55]]$right$left$right
#> $trees[[55]]$right$left$right$leaf
#> [1] 0.005072088
#> 
#> 
#> 
#> $trees[[55]]$right$right
#> $trees[[55]]$right$right$feature
#> [1] 1
#> 
#> $trees[[55]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[55]]$right$right$gain
#> [1] 5.716906e-06
#> 
#> $trees[[55]]$right$right$left
#> $trees[[55]]$right$right$left$leaf
#> [1] 0.00845348
#> 
#> 
#> $trees[[55]]$right$right$right
#> $trees[[55]]$right$right$right$leaf
#> [1] 0.01183487
#> 
#> 
#> 
#> 
#> 
#> $trees[[56]]
#> $trees[[56]]$feature
#> [1] 1
#> 
#> $trees[[56]]$bin0
#> [1] 3
#> 
#> $trees[[56]]$gain
#> [1] 0.0002963644
#> 
#> $trees[[56]]$left
#> $trees[[56]]$left$feature
#> [1] 1
#> 
#> $trees[[56]]$left$bin0
#> [1] 1
#> 
#> $trees[[56]]$left$gain
#> [1] 3.704555e-05
#> 
#> $trees[[56]]$left$left
#> $trees[[56]]$left$left$feature
#> [1] 1
#> 
#> $trees[[56]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[56]]$left$left$gain
#> [1] 4.630694e-06
#> 
#> $trees[[56]]$left$left$left
#> $trees[[56]]$left$left$left$leaf
#> [1] -0.01065138
#> 
#> 
#> $trees[[56]]$left$left$right
#> $trees[[56]]$left$left$right$leaf
#> [1] -0.007608132
#> 
#> 
#> 
#> $trees[[56]]$left$right
#> $trees[[56]]$left$right$feature
#> [1] 1
#> 
#> $trees[[56]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[56]]$left$right$gain
#> [1] 4.630694e-06
#> 
#> $trees[[56]]$left$right$left
#> $trees[[56]]$left$right$left$leaf
#> [1] -0.004564879
#> 
#> 
#> $trees[[56]]$left$right$right
#> $trees[[56]]$left$right$right$leaf
#> [1] -0.001521626
#> 
#> 
#> 
#> 
#> $trees[[56]]$right
#> $trees[[56]]$right$feature
#> [1] 1
#> 
#> $trees[[56]]$right$bin0
#> [1] 5
#> 
#> $trees[[56]]$right$gain
#> [1] 3.704555e-05
#> 
#> $trees[[56]]$right$left
#> $trees[[56]]$right$left$feature
#> [1] 1
#> 
#> $trees[[56]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[56]]$right$left$gain
#> [1] 4.630694e-06
#> 
#> $trees[[56]]$right$left$left
#> $trees[[56]]$right$left$left$leaf
#> [1] 0.001521626
#> 
#> 
#> $trees[[56]]$right$left$right
#> $trees[[56]]$right$left$right$leaf
#> [1] 0.004564879
#> 
#> 
#> 
#> $trees[[56]]$right$right
#> $trees[[56]]$right$right$feature
#> [1] 1
#> 
#> $trees[[56]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[56]]$right$right$gain
#> [1] 4.630694e-06
#> 
#> $trees[[56]]$right$right$left
#> $trees[[56]]$right$right$left$leaf
#> [1] 0.007608132
#> 
#> 
#> $trees[[56]]$right$right$right
#> $trees[[56]]$right$right$right$leaf
#> [1] 0.01065138
#> 
#> 
#> 
#> 
#> 
#> $trees[[57]]
#> $trees[[57]]$feature
#> [1] 1
#> 
#> $trees[[57]]$bin0
#> [1] 3
#> 
#> $trees[[57]]$gain
#> [1] 0.0002400552
#> 
#> $trees[[57]]$left
#> $trees[[57]]$left$feature
#> [1] 1
#> 
#> $trees[[57]]$left$bin0
#> [1] 1
#> 
#> $trees[[57]]$left$gain
#> [1] 3.000689e-05
#> 
#> $trees[[57]]$left$left
#> $trees[[57]]$left$left$feature
#> [1] 1
#> 
#> $trees[[57]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[57]]$left$left$gain
#> [1] 3.750862e-06
#> 
#> $trees[[57]]$left$left$left
#> $trees[[57]]$left$left$left$leaf
#> [1] -0.009586246
#> 
#> 
#> $trees[[57]]$left$left$right
#> $trees[[57]]$left$left$right$leaf
#> [1] -0.006847319
#> 
#> 
#> 
#> $trees[[57]]$left$right
#> $trees[[57]]$left$right$feature
#> [1] 1
#> 
#> $trees[[57]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[57]]$left$right$gain
#> [1] 3.750862e-06
#> 
#> $trees[[57]]$left$right$left
#> $trees[[57]]$left$right$left$leaf
#> [1] -0.004108391
#> 
#> 
#> $trees[[57]]$left$right$right
#> $trees[[57]]$left$right$right$leaf
#> [1] -0.001369464
#> 
#> 
#> 
#> 
#> $trees[[57]]$right
#> $trees[[57]]$right$feature
#> [1] 1
#> 
#> $trees[[57]]$right$bin0
#> [1] 5
#> 
#> $trees[[57]]$right$gain
#> [1] 3.000689e-05
#> 
#> $trees[[57]]$right$left
#> $trees[[57]]$right$left$feature
#> [1] 1
#> 
#> $trees[[57]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[57]]$right$left$gain
#> [1] 3.750862e-06
#> 
#> $trees[[57]]$right$left$left
#> $trees[[57]]$right$left$left$leaf
#> [1] 0.001369464
#> 
#> 
#> $trees[[57]]$right$left$right
#> $trees[[57]]$right$left$right$leaf
#> [1] 0.004108391
#> 
#> 
#> 
#> $trees[[57]]$right$right
#> $trees[[57]]$right$right$feature
#> [1] 1
#> 
#> $trees[[57]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[57]]$right$right$gain
#> [1] 3.750862e-06
#> 
#> $trees[[57]]$right$right$left
#> $trees[[57]]$right$right$left$leaf
#> [1] 0.006847319
#> 
#> 
#> $trees[[57]]$right$right$right
#> $trees[[57]]$right$right$right$leaf
#> [1] 0.009586246
#> 
#> 
#> 
#> 
#> 
#> $trees[[58]]
#> $trees[[58]]$feature
#> [1] 1
#> 
#> $trees[[58]]$bin0
#> [1] 3
#> 
#> $trees[[58]]$gain
#> [1] 0.0001944447
#> 
#> $trees[[58]]$left
#> $trees[[58]]$left$feature
#> [1] 1
#> 
#> $trees[[58]]$left$bin0
#> [1] 1
#> 
#> $trees[[58]]$left$gain
#> [1] 2.430558e-05
#> 
#> $trees[[58]]$left$left
#> $trees[[58]]$left$left$feature
#> [1] 1
#> 
#> $trees[[58]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[58]]$left$left$gain
#> [1] 3.038198e-06
#> 
#> $trees[[58]]$left$left$left
#> $trees[[58]]$left$left$left$leaf
#> [1] -0.008627621
#> 
#> 
#> $trees[[58]]$left$left$right
#> $trees[[58]]$left$left$right$leaf
#> [1] -0.006162587
#> 
#> 
#> 
#> $trees[[58]]$left$right
#> $trees[[58]]$left$right$feature
#> [1] 1
#> 
#> $trees[[58]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[58]]$left$right$gain
#> [1] 3.038198e-06
#> 
#> $trees[[58]]$left$right$left
#> $trees[[58]]$left$right$left$leaf
#> [1] -0.003697552
#> 
#> 
#> $trees[[58]]$left$right$right
#> $trees[[58]]$left$right$right$leaf
#> [1] -0.001232517
#> 
#> 
#> 
#> 
#> $trees[[58]]$right
#> $trees[[58]]$right$feature
#> [1] 1
#> 
#> $trees[[58]]$right$bin0
#> [1] 5
#> 
#> $trees[[58]]$right$gain
#> [1] 2.430558e-05
#> 
#> $trees[[58]]$right$left
#> $trees[[58]]$right$left$feature
#> [1] 1
#> 
#> $trees[[58]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[58]]$right$left$gain
#> [1] 3.038198e-06
#> 
#> $trees[[58]]$right$left$left
#> $trees[[58]]$right$left$left$leaf
#> [1] 0.001232517
#> 
#> 
#> $trees[[58]]$right$left$right
#> $trees[[58]]$right$left$right$leaf
#> [1] 0.003697552
#> 
#> 
#> 
#> $trees[[58]]$right$right
#> $trees[[58]]$right$right$feature
#> [1] 1
#> 
#> $trees[[58]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[58]]$right$right$gain
#> [1] 3.038198e-06
#> 
#> $trees[[58]]$right$right$left
#> $trees[[58]]$right$right$left$leaf
#> [1] 0.006162587
#> 
#> 
#> $trees[[58]]$right$right$right
#> $trees[[58]]$right$right$right$leaf
#> [1] 0.008627621
#> 
#> 
#> 
#> 
#> 
#> $trees[[59]]
#> $trees[[59]]$feature
#> [1] 1
#> 
#> $trees[[59]]$bin0
#> [1] 3
#> 
#> $trees[[59]]$gain
#> [1] 0.0001575002
#> 
#> $trees[[59]]$left
#> $trees[[59]]$left$feature
#> [1] 1
#> 
#> $trees[[59]]$left$bin0
#> [1] 1
#> 
#> $trees[[59]]$left$gain
#> [1] 1.968752e-05
#> 
#> $trees[[59]]$left$left
#> $trees[[59]]$left$left$feature
#> [1] 1
#> 
#> $trees[[59]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[59]]$left$left$gain
#> [1] 2.46094e-06
#> 
#> $trees[[59]]$left$left$left
#> $trees[[59]]$left$left$left$leaf
#> [1] -0.007764859
#> 
#> 
#> $trees[[59]]$left$left$right
#> $trees[[59]]$left$left$right$leaf
#> [1] -0.005546328
#> 
#> 
#> 
#> $trees[[59]]$left$right
#> $trees[[59]]$left$right$feature
#> [1] 1
#> 
#> $trees[[59]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[59]]$left$right$gain
#> [1] 2.46094e-06
#> 
#> $trees[[59]]$left$right$left
#> $trees[[59]]$left$right$left$leaf
#> [1] -0.003327797
#> 
#> 
#> $trees[[59]]$left$right$right
#> $trees[[59]]$left$right$right$leaf
#> [1] -0.001109266
#> 
#> 
#> 
#> 
#> $trees[[59]]$right
#> $trees[[59]]$right$feature
#> [1] 1
#> 
#> $trees[[59]]$right$bin0
#> [1] 5
#> 
#> $trees[[59]]$right$gain
#> [1] 1.968752e-05
#> 
#> $trees[[59]]$right$left
#> $trees[[59]]$right$left$feature
#> [1] 1
#> 
#> $trees[[59]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[59]]$right$left$gain
#> [1] 2.46094e-06
#> 
#> $trees[[59]]$right$left$left
#> $trees[[59]]$right$left$left$leaf
#> [1] 0.001109266
#> 
#> 
#> $trees[[59]]$right$left$right
#> $trees[[59]]$right$left$right$leaf
#> [1] 0.003327797
#> 
#> 
#> 
#> $trees[[59]]$right$right
#> $trees[[59]]$right$right$feature
#> [1] 1
#> 
#> $trees[[59]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[59]]$right$right$gain
#> [1] 2.46094e-06
#> 
#> $trees[[59]]$right$right$left
#> $trees[[59]]$right$right$left$leaf
#> [1] 0.005546328
#> 
#> 
#> $trees[[59]]$right$right$right
#> $trees[[59]]$right$right$right$leaf
#> [1] 0.007764859
#> 
#> 
#> 
#> 
#> 
#> $trees[[60]]
#> $trees[[60]]$feature
#> [1] 1
#> 
#> $trees[[60]]$bin0
#> [1] 3
#> 
#> $trees[[60]]$gain
#> [1] 0.0001275752
#> 
#> $trees[[60]]$left
#> $trees[[60]]$left$feature
#> [1] 1
#> 
#> $trees[[60]]$left$bin0
#> [1] 1
#> 
#> $trees[[60]]$left$gain
#> [1] 1.594689e-05
#> 
#> $trees[[60]]$left$left
#> $trees[[60]]$left$left$feature
#> [1] 1
#> 
#> $trees[[60]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[60]]$left$left$gain
#> [1] 1.993362e-06
#> 
#> $trees[[60]]$left$left$left
#> $trees[[60]]$left$left$left$leaf
#> [1] -0.006988373
#> 
#> 
#> $trees[[60]]$left$left$right
#> $trees[[60]]$left$left$right$leaf
#> [1] -0.004991695
#> 
#> 
#> 
#> $trees[[60]]$left$right
#> $trees[[60]]$left$right$feature
#> [1] 1
#> 
#> $trees[[60]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[60]]$left$right$gain
#> [1] 1.993362e-06
#> 
#> $trees[[60]]$left$right$left
#> $trees[[60]]$left$right$left$leaf
#> [1] -0.002995017
#> 
#> 
#> $trees[[60]]$left$right$right
#> $trees[[60]]$left$right$right$leaf
#> [1] -0.0009983391
#> 
#> 
#> 
#> 
#> $trees[[60]]$right
#> $trees[[60]]$right$feature
#> [1] 1
#> 
#> $trees[[60]]$right$bin0
#> [1] 5
#> 
#> $trees[[60]]$right$gain
#> [1] 1.594689e-05
#> 
#> $trees[[60]]$right$left
#> $trees[[60]]$right$left$feature
#> [1] 1
#> 
#> $trees[[60]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[60]]$right$left$gain
#> [1] 1.993362e-06
#> 
#> $trees[[60]]$right$left$left
#> $trees[[60]]$right$left$left$leaf
#> [1] 0.0009983391
#> 
#> 
#> $trees[[60]]$right$left$right
#> $trees[[60]]$right$left$right$leaf
#> [1] 0.002995017
#> 
#> 
#> 
#> $trees[[60]]$right$right
#> $trees[[60]]$right$right$feature
#> [1] 1
#> 
#> $trees[[60]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[60]]$right$right$gain
#> [1] 1.993362e-06
#> 
#> $trees[[60]]$right$right$left
#> $trees[[60]]$right$right$left$leaf
#> [1] 0.004991695
#> 
#> 
#> $trees[[60]]$right$right$right
#> $trees[[60]]$right$right$right$leaf
#> [1] 0.006988373
#> 
#> 
#> 
#> 
#> 
#> $trees[[61]]
#> $trees[[61]]$feature
#> [1] 1
#> 
#> $trees[[61]]$bin0
#> [1] 3
#> 
#> $trees[[61]]$gain
#> [1] 0.0001033359
#> 
#> $trees[[61]]$left
#> $trees[[61]]$left$feature
#> [1] 1
#> 
#> $trees[[61]]$left$bin0
#> [1] 1
#> 
#> $trees[[61]]$left$gain
#> [1] 1.291698e-05
#> 
#> $trees[[61]]$left$left
#> $trees[[61]]$left$left$feature
#> [1] 1
#> 
#> $trees[[61]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[61]]$left$left$gain
#> [1] 1.614623e-06
#> 
#> $trees[[61]]$left$left$left
#> $trees[[61]]$left$left$left$leaf
#> [1] -0.006289536
#> 
#> 
#> $trees[[61]]$left$left$right
#> $trees[[61]]$left$left$right$leaf
#> [1] -0.004492526
#> 
#> 
#> 
#> $trees[[61]]$left$right
#> $trees[[61]]$left$right$feature
#> [1] 1
#> 
#> $trees[[61]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[61]]$left$right$gain
#> [1] 1.614623e-06
#> 
#> $trees[[61]]$left$right$left
#> $trees[[61]]$left$right$left$leaf
#> [1] -0.002695515
#> 
#> 
#> $trees[[61]]$left$right$right
#> $trees[[61]]$left$right$right$leaf
#> [1] -0.0008985051
#> 
#> 
#> 
#> 
#> $trees[[61]]$right
#> $trees[[61]]$right$feature
#> [1] 1
#> 
#> $trees[[61]]$right$bin0
#> [1] 5
#> 
#> $trees[[61]]$right$gain
#> [1] 1.291698e-05
#> 
#> $trees[[61]]$right$left
#> $trees[[61]]$right$left$feature
#> [1] 1
#> 
#> $trees[[61]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[61]]$right$left$gain
#> [1] 1.614623e-06
#> 
#> $trees[[61]]$right$left$left
#> $trees[[61]]$right$left$left$leaf
#> [1] 0.0008985051
#> 
#> 
#> $trees[[61]]$right$left$right
#> $trees[[61]]$right$left$right$leaf
#> [1] 0.002695515
#> 
#> 
#> 
#> $trees[[61]]$right$right
#> $trees[[61]]$right$right$feature
#> [1] 1
#> 
#> $trees[[61]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[61]]$right$right$gain
#> [1] 1.614623e-06
#> 
#> $trees[[61]]$right$right$left
#> $trees[[61]]$right$right$left$leaf
#> [1] 0.004492526
#> 
#> 
#> $trees[[61]]$right$right$right
#> $trees[[61]]$right$right$right$leaf
#> [1] 0.006289536
#> 
#> 
#> 
#> 
#> 
#> $trees[[62]]
#> $trees[[62]]$feature
#> [1] 1
#> 
#> $trees[[62]]$bin0
#> [1] 3
#> 
#> $trees[[62]]$gain
#> [1] 8.370206e-05
#> 
#> $trees[[62]]$left
#> $trees[[62]]$left$feature
#> [1] 1
#> 
#> $trees[[62]]$left$bin0
#> [1] 1
#> 
#> $trees[[62]]$left$gain
#> [1] 1.046276e-05
#> 
#> $trees[[62]]$left$left
#> $trees[[62]]$left$left$feature
#> [1] 1
#> 
#> $trees[[62]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[62]]$left$left$gain
#> [1] 1.307845e-06
#> 
#> $trees[[62]]$left$left$left
#> $trees[[62]]$left$left$left$leaf
#> [1] -0.005660582
#> 
#> 
#> $trees[[62]]$left$left$right
#> $trees[[62]]$left$left$right$leaf
#> [1] -0.004043273
#> 
#> 
#> 
#> $trees[[62]]$left$right
#> $trees[[62]]$left$right$feature
#> [1] 1
#> 
#> $trees[[62]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[62]]$left$right$gain
#> [1] 1.307845e-06
#> 
#> $trees[[62]]$left$right$left
#> $trees[[62]]$left$right$left$leaf
#> [1] -0.002425964
#> 
#> 
#> $trees[[62]]$left$right$right
#> $trees[[62]]$left$right$right$leaf
#> [1] -0.0008086546
#> 
#> 
#> 
#> 
#> $trees[[62]]$right
#> $trees[[62]]$right$feature
#> [1] 1
#> 
#> $trees[[62]]$right$bin0
#> [1] 5
#> 
#> $trees[[62]]$right$gain
#> [1] 1.046276e-05
#> 
#> $trees[[62]]$right$left
#> $trees[[62]]$right$left$feature
#> [1] 1
#> 
#> $trees[[62]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[62]]$right$left$gain
#> [1] 1.307845e-06
#> 
#> $trees[[62]]$right$left$left
#> $trees[[62]]$right$left$left$leaf
#> [1] 0.0008086546
#> 
#> 
#> $trees[[62]]$right$left$right
#> $trees[[62]]$right$left$right$leaf
#> [1] 0.002425964
#> 
#> 
#> 
#> $trees[[62]]$right$right
#> $trees[[62]]$right$right$feature
#> [1] 1
#> 
#> $trees[[62]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[62]]$right$right$gain
#> [1] 1.307845e-06
#> 
#> $trees[[62]]$right$right$left
#> $trees[[62]]$right$right$left$leaf
#> [1] 0.004043273
#> 
#> 
#> $trees[[62]]$right$right$right
#> $trees[[62]]$right$right$right$leaf
#> [1] 0.005660582
#> 
#> 
#> 
#> 
#> 
#> $trees[[63]]
#> $trees[[63]]$feature
#> [1] 1
#> 
#> $trees[[63]]$bin0
#> [1] 3
#> 
#> $trees[[63]]$gain
#> [1] 6.779867e-05
#> 
#> $trees[[63]]$left
#> $trees[[63]]$left$feature
#> [1] 1
#> 
#> $trees[[63]]$left$bin0
#> [1] 1
#> 
#> $trees[[63]]$left$gain
#> [1] 8.474833e-06
#> 
#> $trees[[63]]$left$left
#> $trees[[63]]$left$left$feature
#> [1] 1
#> 
#> $trees[[63]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[63]]$left$left$gain
#> [1] 1.059354e-06
#> 
#> $trees[[63]]$left$left$left
#> $trees[[63]]$left$left$left$leaf
#> [1] -0.005094524
#> 
#> 
#> $trees[[63]]$left$left$right
#> $trees[[63]]$left$left$right$leaf
#> [1] -0.003638946
#> 
#> 
#> 
#> $trees[[63]]$left$right
#> $trees[[63]]$left$right$feature
#> [1] 1
#> 
#> $trees[[63]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[63]]$left$right$gain
#> [1] 1.059354e-06
#> 
#> $trees[[63]]$left$right$left
#> $trees[[63]]$left$right$left$leaf
#> [1] -0.002183368
#> 
#> 
#> $trees[[63]]$left$right$right
#> $trees[[63]]$left$right$right$leaf
#> [1] -0.0007277892
#> 
#> 
#> 
#> 
#> $trees[[63]]$right
#> $trees[[63]]$right$feature
#> [1] 1
#> 
#> $trees[[63]]$right$bin0
#> [1] 5
#> 
#> $trees[[63]]$right$gain
#> [1] 8.474833e-06
#> 
#> $trees[[63]]$right$left
#> $trees[[63]]$right$left$feature
#> [1] 1
#> 
#> $trees[[63]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[63]]$right$left$gain
#> [1] 1.059354e-06
#> 
#> $trees[[63]]$right$left$left
#> $trees[[63]]$right$left$left$leaf
#> [1] 0.0007277892
#> 
#> 
#> $trees[[63]]$right$left$right
#> $trees[[63]]$right$left$right$leaf
#> [1] 0.002183368
#> 
#> 
#> 
#> $trees[[63]]$right$right
#> $trees[[63]]$right$right$feature
#> [1] 1
#> 
#> $trees[[63]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[63]]$right$right$gain
#> [1] 1.059354e-06
#> 
#> $trees[[63]]$right$right$left
#> $trees[[63]]$right$right$left$leaf
#> [1] 0.003638946
#> 
#> 
#> $trees[[63]]$right$right$right
#> $trees[[63]]$right$right$right$leaf
#> [1] 0.005094524
#> 
#> 
#> 
#> 
#> 
#> $trees[[64]]
#> $trees[[64]]$feature
#> [1] 1
#> 
#> $trees[[64]]$bin0
#> [1] 3
#> 
#> $trees[[64]]$gain
#> [1] 5.491692e-05
#> 
#> $trees[[64]]$left
#> $trees[[64]]$left$feature
#> [1] 1
#> 
#> $trees[[64]]$left$bin0
#> [1] 1
#> 
#> $trees[[64]]$left$gain
#> [1] 6.864615e-06
#> 
#> $trees[[64]]$left$left
#> $trees[[64]]$left$left$feature
#> [1] 1
#> 
#> $trees[[64]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[64]]$left$left$gain
#> [1] 8.580769e-07
#> 
#> $trees[[64]]$left$left$left
#> $trees[[64]]$left$left$left$leaf
#> [1] -0.004585072
#> 
#> 
#> $trees[[64]]$left$left$right
#> $trees[[64]]$left$left$right$leaf
#> [1] -0.003275051
#> 
#> 
#> 
#> $trees[[64]]$left$right
#> $trees[[64]]$left$right$feature
#> [1] 1
#> 
#> $trees[[64]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[64]]$left$right$gain
#> [1] 8.580769e-07
#> 
#> $trees[[64]]$left$right$left
#> $trees[[64]]$left$right$left$leaf
#> [1] -0.001965031
#> 
#> 
#> $trees[[64]]$left$right$right
#> $trees[[64]]$left$right$right$leaf
#> [1] -0.0006550103
#> 
#> 
#> 
#> 
#> $trees[[64]]$right
#> $trees[[64]]$right$feature
#> [1] 1
#> 
#> $trees[[64]]$right$bin0
#> [1] 5
#> 
#> $trees[[64]]$right$gain
#> [1] 6.864615e-06
#> 
#> $trees[[64]]$right$left
#> $trees[[64]]$right$left$feature
#> [1] 1
#> 
#> $trees[[64]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[64]]$right$left$gain
#> [1] 8.580769e-07
#> 
#> $trees[[64]]$right$left$left
#> $trees[[64]]$right$left$left$leaf
#> [1] 0.0006550103
#> 
#> 
#> $trees[[64]]$right$left$right
#> $trees[[64]]$right$left$right$leaf
#> [1] 0.001965031
#> 
#> 
#> 
#> $trees[[64]]$right$right
#> $trees[[64]]$right$right$feature
#> [1] 1
#> 
#> $trees[[64]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[64]]$right$right$gain
#> [1] 8.580769e-07
#> 
#> $trees[[64]]$right$right$left
#> $trees[[64]]$right$right$left$leaf
#> [1] 0.003275051
#> 
#> 
#> $trees[[64]]$right$right$right
#> $trees[[64]]$right$right$right$leaf
#> [1] 0.004585072
#> 
#> 
#> 
#> 
#> 
#> $trees[[65]]
#> $trees[[65]]$feature
#> [1] 1
#> 
#> $trees[[65]]$bin0
#> [1] 3
#> 
#> $trees[[65]]$gain
#> [1] 4.44827e-05
#> 
#> $trees[[65]]$left
#> $trees[[65]]$left$feature
#> [1] 1
#> 
#> $trees[[65]]$left$bin0
#> [1] 1
#> 
#> $trees[[65]]$left$gain
#> [1] 5.560338e-06
#> 
#> $trees[[65]]$left$left
#> $trees[[65]]$left$left$feature
#> [1] 1
#> 
#> $trees[[65]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[65]]$left$left$gain
#> [1] 6.950423e-07
#> 
#> $trees[[65]]$left$left$left
#> $trees[[65]]$left$left$left$leaf
#> [1] -0.004126565
#> 
#> 
#> $trees[[65]]$left$left$right
#> $trees[[65]]$left$left$right$leaf
#> [1] -0.002947546
#> 
#> 
#> 
#> $trees[[65]]$left$right
#> $trees[[65]]$left$right$feature
#> [1] 1
#> 
#> $trees[[65]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[65]]$left$right$gain
#> [1] 6.950423e-07
#> 
#> $trees[[65]]$left$right$left
#> $trees[[65]]$left$right$left$leaf
#> [1] -0.001768528
#> 
#> 
#> $trees[[65]]$left$right$right
#> $trees[[65]]$left$right$right$leaf
#> [1] -0.0005895092
#> 
#> 
#> 
#> 
#> $trees[[65]]$right
#> $trees[[65]]$right$feature
#> [1] 1
#> 
#> $trees[[65]]$right$bin0
#> [1] 5
#> 
#> $trees[[65]]$right$gain
#> [1] 5.560338e-06
#> 
#> $trees[[65]]$right$left
#> $trees[[65]]$right$left$feature
#> [1] 1
#> 
#> $trees[[65]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[65]]$right$left$gain
#> [1] 6.950423e-07
#> 
#> $trees[[65]]$right$left$left
#> $trees[[65]]$right$left$left$leaf
#> [1] 0.0005895092
#> 
#> 
#> $trees[[65]]$right$left$right
#> $trees[[65]]$right$left$right$leaf
#> [1] 0.001768528
#> 
#> 
#> 
#> $trees[[65]]$right$right
#> $trees[[65]]$right$right$feature
#> [1] 1
#> 
#> $trees[[65]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[65]]$right$right$gain
#> [1] 6.950423e-07
#> 
#> $trees[[65]]$right$right$left
#> $trees[[65]]$right$right$left$leaf
#> [1] 0.002947546
#> 
#> 
#> $trees[[65]]$right$right$right
#> $trees[[65]]$right$right$right$leaf
#> [1] 0.004126565
#> 
#> 
#> 
#> 
#> 
#> $trees[[66]]
#> $trees[[66]]$feature
#> [1] 1
#> 
#> $trees[[66]]$bin0
#> [1] 3
#> 
#> $trees[[66]]$gain
#> [1] 3.603099e-05
#> 
#> $trees[[66]]$left
#> $trees[[66]]$left$feature
#> [1] 1
#> 
#> $trees[[66]]$left$bin0
#> [1] 1
#> 
#> $trees[[66]]$left$gain
#> [1] 4.503874e-06
#> 
#> $trees[[66]]$left$left
#> $trees[[66]]$left$left$feature
#> [1] 1
#> 
#> $trees[[66]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[66]]$left$left$gain
#> [1] 5.629842e-07
#> 
#> $trees[[66]]$left$left$left
#> $trees[[66]]$left$left$left$leaf
#> [1] -0.003713908
#> 
#> 
#> $trees[[66]]$left$left$right
#> $trees[[66]]$left$left$right$leaf
#> [1] -0.002652792
#> 
#> 
#> 
#> $trees[[66]]$left$right
#> $trees[[66]]$left$right$feature
#> [1] 1
#> 
#> $trees[[66]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[66]]$left$right$gain
#> [1] 5.629842e-07
#> 
#> $trees[[66]]$left$right$left
#> $trees[[66]]$left$right$left$leaf
#> [1] -0.001591675
#> 
#> 
#> $trees[[66]]$left$right$right
#> $trees[[66]]$left$right$right$leaf
#> [1] -0.0005305583
#> 
#> 
#> 
#> 
#> $trees[[66]]$right
#> $trees[[66]]$right$feature
#> [1] 1
#> 
#> $trees[[66]]$right$bin0
#> [1] 5
#> 
#> $trees[[66]]$right$gain
#> [1] 4.503874e-06
#> 
#> $trees[[66]]$right$left
#> $trees[[66]]$right$left$feature
#> [1] 1
#> 
#> $trees[[66]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[66]]$right$left$gain
#> [1] 5.629842e-07
#> 
#> $trees[[66]]$right$left$left
#> $trees[[66]]$right$left$left$leaf
#> [1] 0.0005305583
#> 
#> 
#> $trees[[66]]$right$left$right
#> $trees[[66]]$right$left$right$leaf
#> [1] 0.001591675
#> 
#> 
#> 
#> $trees[[66]]$right$right
#> $trees[[66]]$right$right$feature
#> [1] 1
#> 
#> $trees[[66]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[66]]$right$right$gain
#> [1] 5.629842e-07
#> 
#> $trees[[66]]$right$right$left
#> $trees[[66]]$right$right$left$leaf
#> [1] 0.002652792
#> 
#> 
#> $trees[[66]]$right$right$right
#> $trees[[66]]$right$right$right$leaf
#> [1] 0.003713908
#> 
#> 
#> 
#> 
#> 
#> $trees[[67]]
#> $trees[[67]]$feature
#> [1] 1
#> 
#> $trees[[67]]$bin0
#> [1] 3
#> 
#> $trees[[67]]$gain
#> [1] 2.91851e-05
#> 
#> $trees[[67]]$left
#> $trees[[67]]$left$feature
#> [1] 1
#> 
#> $trees[[67]]$left$bin0
#> [1] 1
#> 
#> $trees[[67]]$left$gain
#> [1] 3.648138e-06
#> 
#> $trees[[67]]$left$left
#> $trees[[67]]$left$left$feature
#> [1] 1
#> 
#> $trees[[67]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[67]]$left$left$gain
#> [1] 4.560172e-07
#> 
#> $trees[[67]]$left$left$left
#> $trees[[67]]$left$left$left$leaf
#> [1] -0.003342517
#> 
#> 
#> $trees[[67]]$left$left$right
#> $trees[[67]]$left$left$right$leaf
#> [1] -0.002387512
#> 
#> 
#> 
#> $trees[[67]]$left$right
#> $trees[[67]]$left$right$feature
#> [1] 1
#> 
#> $trees[[67]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[67]]$left$right$gain
#> [1] 4.560172e-07
#> 
#> $trees[[67]]$left$right$left
#> $trees[[67]]$left$right$left$leaf
#> [1] -0.001432507
#> 
#> 
#> $trees[[67]]$left$right$right
#> $trees[[67]]$left$right$right$leaf
#> [1] -0.0004775025
#> 
#> 
#> 
#> 
#> $trees[[67]]$right
#> $trees[[67]]$right$feature
#> [1] 1
#> 
#> $trees[[67]]$right$bin0
#> [1] 5
#> 
#> $trees[[67]]$right$gain
#> [1] 3.648138e-06
#> 
#> $trees[[67]]$right$left
#> $trees[[67]]$right$left$feature
#> [1] 1
#> 
#> $trees[[67]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[67]]$right$left$gain
#> [1] 4.560172e-07
#> 
#> $trees[[67]]$right$left$left
#> $trees[[67]]$right$left$left$leaf
#> [1] 0.0004775025
#> 
#> 
#> $trees[[67]]$right$left$right
#> $trees[[67]]$right$left$right$leaf
#> [1] 0.001432507
#> 
#> 
#> 
#> $trees[[67]]$right$right
#> $trees[[67]]$right$right$feature
#> [1] 1
#> 
#> $trees[[67]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[67]]$right$right$gain
#> [1] 4.560172e-07
#> 
#> $trees[[67]]$right$right$left
#> $trees[[67]]$right$right$left$leaf
#> [1] 0.002387512
#> 
#> 
#> $trees[[67]]$right$right$right
#> $trees[[67]]$right$right$right$leaf
#> [1] 0.003342517
#> 
#> 
#> 
#> 
#> 
#> $trees[[68]]
#> $trees[[68]]$feature
#> [1] 1
#> 
#> $trees[[68]]$bin0
#> [1] 3
#> 
#> $trees[[68]]$gain
#> [1] 2.363993e-05
#> 
#> $trees[[68]]$left
#> $trees[[68]]$left$feature
#> [1] 1
#> 
#> $trees[[68]]$left$bin0
#> [1] 1
#> 
#> $trees[[68]]$left$gain
#> [1] 2.954992e-06
#> 
#> $trees[[68]]$left$left
#> $trees[[68]]$left$left$feature
#> [1] 1
#> 
#> $trees[[68]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[68]]$left$left$gain
#> [1] 3.69374e-07
#> 
#> $trees[[68]]$left$left$left
#> $trees[[68]]$left$left$left$leaf
#> [1] -0.003008266
#> 
#> 
#> $trees[[68]]$left$left$right
#> $trees[[68]]$left$left$right$leaf
#> [1] -0.002148761
#> 
#> 
#> 
#> $trees[[68]]$left$right
#> $trees[[68]]$left$right$feature
#> [1] 1
#> 
#> $trees[[68]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[68]]$left$right$gain
#> [1] 3.69374e-07
#> 
#> $trees[[68]]$left$right$left
#> $trees[[68]]$left$right$left$leaf
#> [1] -0.001289257
#> 
#> 
#> $trees[[68]]$left$right$right
#> $trees[[68]]$left$right$right$leaf
#> [1] -0.0004297522
#> 
#> 
#> 
#> 
#> $trees[[68]]$right
#> $trees[[68]]$right$feature
#> [1] 1
#> 
#> $trees[[68]]$right$bin0
#> [1] 5
#> 
#> $trees[[68]]$right$gain
#> [1] 2.954992e-06
#> 
#> $trees[[68]]$right$left
#> $trees[[68]]$right$left$feature
#> [1] 1
#> 
#> $trees[[68]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[68]]$right$left$gain
#> [1] 3.69374e-07
#> 
#> $trees[[68]]$right$left$left
#> $trees[[68]]$right$left$left$leaf
#> [1] 0.0004297522
#> 
#> 
#> $trees[[68]]$right$left$right
#> $trees[[68]]$right$left$right$leaf
#> [1] 0.001289257
#> 
#> 
#> 
#> $trees[[68]]$right$right
#> $trees[[68]]$right$right$feature
#> [1] 1
#> 
#> $trees[[68]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[68]]$right$right$gain
#> [1] 3.69374e-07
#> 
#> $trees[[68]]$right$right$left
#> $trees[[68]]$right$right$left$leaf
#> [1] 0.002148761
#> 
#> 
#> $trees[[68]]$right$right$right
#> $trees[[68]]$right$right$right$leaf
#> [1] 0.003008266
#> 
#> 
#> 
#> 
#> 
#> $trees[[69]]
#> $trees[[69]]$feature
#> [1] 1
#> 
#> $trees[[69]]$bin0
#> [1] 3
#> 
#> $trees[[69]]$gain
#> [1] 1.914835e-05
#> 
#> $trees[[69]]$left
#> $trees[[69]]$left$feature
#> [1] 1
#> 
#> $trees[[69]]$left$bin0
#> [1] 1
#> 
#> $trees[[69]]$left$gain
#> [1] 2.393543e-06
#> 
#> $trees[[69]]$left$left
#> $trees[[69]]$left$left$feature
#> [1] 1
#> 
#> $trees[[69]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[69]]$left$left$gain
#> [1] 2.991929e-07
#> 
#> $trees[[69]]$left$left$left
#> $trees[[69]]$left$left$left$leaf
#> [1] -0.002707439
#> 
#> 
#> $trees[[69]]$left$left$right
#> $trees[[69]]$left$left$right$leaf
#> [1] -0.001933885
#> 
#> 
#> 
#> $trees[[69]]$left$right
#> $trees[[69]]$left$right$feature
#> [1] 1
#> 
#> $trees[[69]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[69]]$left$right$gain
#> [1] 2.991929e-07
#> 
#> $trees[[69]]$left$right$left
#> $trees[[69]]$left$right$left$leaf
#> [1] -0.001160331
#> 
#> 
#> $trees[[69]]$left$right$right
#> $trees[[69]]$left$right$right$leaf
#> [1] -0.000386777
#> 
#> 
#> 
#> 
#> $trees[[69]]$right
#> $trees[[69]]$right$feature
#> [1] 1
#> 
#> $trees[[69]]$right$bin0
#> [1] 5
#> 
#> $trees[[69]]$right$gain
#> [1] 2.393543e-06
#> 
#> $trees[[69]]$right$left
#> $trees[[69]]$right$left$feature
#> [1] 1
#> 
#> $trees[[69]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[69]]$right$left$gain
#> [1] 2.991929e-07
#> 
#> $trees[[69]]$right$left$left
#> $trees[[69]]$right$left$left$leaf
#> [1] 0.000386777
#> 
#> 
#> $trees[[69]]$right$left$right
#> $trees[[69]]$right$left$right$leaf
#> [1] 0.001160331
#> 
#> 
#> 
#> $trees[[69]]$right$right
#> $trees[[69]]$right$right$feature
#> [1] 1
#> 
#> $trees[[69]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[69]]$right$right$gain
#> [1] 2.991929e-07
#> 
#> $trees[[69]]$right$right$left
#> $trees[[69]]$right$right$left$leaf
#> [1] 0.001933885
#> 
#> 
#> $trees[[69]]$right$right$right
#> $trees[[69]]$right$right$right$leaf
#> [1] 0.002707439
#> 
#> 
#> 
#> 
#> 
#> $trees[[70]]
#> $trees[[70]]$feature
#> [1] 1
#> 
#> $trees[[70]]$bin0
#> [1] 3
#> 
#> $trees[[70]]$gain
#> [1] 1.551016e-05
#> 
#> $trees[[70]]$left
#> $trees[[70]]$left$feature
#> [1] 1
#> 
#> $trees[[70]]$left$bin0
#> [1] 1
#> 
#> $trees[[70]]$left$gain
#> [1] 1.93877e-06
#> 
#> $trees[[70]]$left$left
#> $trees[[70]]$left$left$feature
#> [1] 1
#> 
#> $trees[[70]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[70]]$left$left$gain
#> [1] 2.423463e-07
#> 
#> $trees[[70]]$left$left$left
#> $trees[[70]]$left$left$left$leaf
#> [1] -0.002436695
#> 
#> 
#> $trees[[70]]$left$left$right
#> $trees[[70]]$left$left$right$leaf
#> [1] -0.001740497
#> 
#> 
#> 
#> $trees[[70]]$left$right
#> $trees[[70]]$left$right$feature
#> [1] 1
#> 
#> $trees[[70]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[70]]$left$right$gain
#> [1] 2.423463e-07
#> 
#> $trees[[70]]$left$right$left
#> $trees[[70]]$left$right$left$leaf
#> [1] -0.001044298
#> 
#> 
#> $trees[[70]]$left$right$right
#> $trees[[70]]$left$right$right$leaf
#> [1] -0.0003480993
#> 
#> 
#> 
#> 
#> $trees[[70]]$right
#> $trees[[70]]$right$feature
#> [1] 1
#> 
#> $trees[[70]]$right$bin0
#> [1] 5
#> 
#> $trees[[70]]$right$gain
#> [1] 1.93877e-06
#> 
#> $trees[[70]]$right$left
#> $trees[[70]]$right$left$feature
#> [1] 1
#> 
#> $trees[[70]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[70]]$right$left$gain
#> [1] 2.423463e-07
#> 
#> $trees[[70]]$right$left$left
#> $trees[[70]]$right$left$left$leaf
#> [1] 0.0003480993
#> 
#> 
#> $trees[[70]]$right$left$right
#> $trees[[70]]$right$left$right$leaf
#> [1] 0.001044298
#> 
#> 
#> 
#> $trees[[70]]$right$right
#> $trees[[70]]$right$right$feature
#> [1] 1
#> 
#> $trees[[70]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[70]]$right$right$gain
#> [1] 2.423463e-07
#> 
#> $trees[[70]]$right$right$left
#> $trees[[70]]$right$right$left$leaf
#> [1] 0.001740497
#> 
#> 
#> $trees[[70]]$right$right$right
#> $trees[[70]]$right$right$right$leaf
#> [1] 0.002436695
#> 
#> 
#> 
#> 
#> 
#> $trees[[71]]
#> $trees[[71]]$feature
#> [1] 1
#> 
#> $trees[[71]]$bin0
#> [1] 3
#> 
#> $trees[[71]]$gain
#> [1] 1.256323e-05
#> 
#> $trees[[71]]$left
#> $trees[[71]]$left$feature
#> [1] 1
#> 
#> $trees[[71]]$left$bin0
#> [1] 1
#> 
#> $trees[[71]]$left$gain
#> [1] 1.570404e-06
#> 
#> $trees[[71]]$left$left
#> $trees[[71]]$left$left$feature
#> [1] 1
#> 
#> $trees[[71]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[71]]$left$left$gain
#> [1] 1.963005e-07
#> 
#> $trees[[71]]$left$left$left
#> $trees[[71]]$left$left$left$leaf
#> [1] -0.002193026
#> 
#> 
#> $trees[[71]]$left$left$right
#> $trees[[71]]$left$left$right$leaf
#> [1] -0.001566447
#> 
#> 
#> 
#> $trees[[71]]$left$right
#> $trees[[71]]$left$right$feature
#> [1] 1
#> 
#> $trees[[71]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[71]]$left$right$gain
#> [1] 1.963005e-07
#> 
#> $trees[[71]]$left$right$left
#> $trees[[71]]$left$right$left$leaf
#> [1] -0.0009398681
#> 
#> 
#> $trees[[71]]$left$right$right
#> $trees[[71]]$left$right$right$leaf
#> [1] -0.0003132894
#> 
#> 
#> 
#> 
#> $trees[[71]]$right
#> $trees[[71]]$right$feature
#> [1] 1
#> 
#> $trees[[71]]$right$bin0
#> [1] 5
#> 
#> $trees[[71]]$right$gain
#> [1] 1.570404e-06
#> 
#> $trees[[71]]$right$left
#> $trees[[71]]$right$left$feature
#> [1] 1
#> 
#> $trees[[71]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[71]]$right$left$gain
#> [1] 1.963005e-07
#> 
#> $trees[[71]]$right$left$left
#> $trees[[71]]$right$left$left$leaf
#> [1] 0.0003132894
#> 
#> 
#> $trees[[71]]$right$left$right
#> $trees[[71]]$right$left$right$leaf
#> [1] 0.0009398681
#> 
#> 
#> 
#> $trees[[71]]$right$right
#> $trees[[71]]$right$right$feature
#> [1] 1
#> 
#> $trees[[71]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[71]]$right$right$gain
#> [1] 1.963005e-07
#> 
#> $trees[[71]]$right$right$left
#> $trees[[71]]$right$right$left$leaf
#> [1] 0.001566447
#> 
#> 
#> $trees[[71]]$right$right$right
#> $trees[[71]]$right$right$right$leaf
#> [1] 0.002193026
#> 
#> 
#> 
#> 
#> 
#> $trees[[72]]
#> $trees[[72]]$feature
#> [1] 1
#> 
#> $trees[[72]]$bin0
#> [1] 3
#> 
#> $trees[[72]]$gain
#> [1] 1.017622e-05
#> 
#> $trees[[72]]$left
#> $trees[[72]]$left$feature
#> [1] 1
#> 
#> $trees[[72]]$left$bin0
#> [1] 1
#> 
#> $trees[[72]]$left$gain
#> [1] 1.272027e-06
#> 
#> $trees[[72]]$left$left
#> $trees[[72]]$left$left$feature
#> [1] 1
#> 
#> $trees[[72]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[72]]$left$left$gain
#> [1] 1.590034e-07
#> 
#> $trees[[72]]$left$left$left
#> $trees[[72]]$left$left$left$leaf
#> [1] -0.001973723
#> 
#> 
#> $trees[[72]]$left$left$right
#> $trees[[72]]$left$left$right$leaf
#> [1] -0.001409802
#> 
#> 
#> 
#> $trees[[72]]$left$right
#> $trees[[72]]$left$right$feature
#> [1] 1
#> 
#> $trees[[72]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[72]]$left$right$gain
#> [1] 1.590034e-07
#> 
#> $trees[[72]]$left$right$left
#> $trees[[72]]$left$right$left$leaf
#> [1] -0.0008458813
#> 
#> 
#> $trees[[72]]$left$right$right
#> $trees[[72]]$left$right$right$leaf
#> [1] -0.0002819604
#> 
#> 
#> 
#> 
#> $trees[[72]]$right
#> $trees[[72]]$right$feature
#> [1] 1
#> 
#> $trees[[72]]$right$bin0
#> [1] 5
#> 
#> $trees[[72]]$right$gain
#> [1] 1.272027e-06
#> 
#> $trees[[72]]$right$left
#> $trees[[72]]$right$left$feature
#> [1] 1
#> 
#> $trees[[72]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[72]]$right$left$gain
#> [1] 1.590034e-07
#> 
#> $trees[[72]]$right$left$left
#> $trees[[72]]$right$left$left$leaf
#> [1] 0.0002819604
#> 
#> 
#> $trees[[72]]$right$left$right
#> $trees[[72]]$right$left$right$leaf
#> [1] 0.0008458813
#> 
#> 
#> 
#> $trees[[72]]$right$right
#> $trees[[72]]$right$right$feature
#> [1] 1
#> 
#> $trees[[72]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[72]]$right$right$gain
#> [1] 1.590034e-07
#> 
#> $trees[[72]]$right$right$left
#> $trees[[72]]$right$right$left$leaf
#> [1] 0.001409802
#> 
#> 
#> $trees[[72]]$right$right$right
#> $trees[[72]]$right$right$right$leaf
#> [1] 0.001973723
#> 
#> 
#> 
#> 
#> 
#> $trees[[73]]
#> $trees[[73]]$feature
#> [1] 1
#> 
#> $trees[[73]]$bin0
#> [1] 3
#> 
#> $trees[[73]]$gain
#> [1] 8.242735e-06
#> 
#> $trees[[73]]$left
#> $trees[[73]]$left$feature
#> [1] 1
#> 
#> $trees[[73]]$left$bin0
#> [1] 1
#> 
#> $trees[[73]]$left$gain
#> [1] 1.030342e-06
#> 
#> $trees[[73]]$left$left
#> $trees[[73]]$left$left$feature
#> [1] 1
#> 
#> $trees[[73]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[73]]$left$left$gain
#> [1] 1.287927e-07
#> 
#> $trees[[73]]$left$left$left
#> $trees[[73]]$left$left$left$leaf
#> [1] -0.001776351
#> 
#> 
#> $trees[[73]]$left$left$right
#> $trees[[73]]$left$left$right$leaf
#> [1] -0.001268822
#> 
#> 
#> 
#> $trees[[73]]$left$right
#> $trees[[73]]$left$right$feature
#> [1] 1
#> 
#> $trees[[73]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[73]]$left$right$gain
#> [1] 1.287927e-07
#> 
#> $trees[[73]]$left$right$left
#> $trees[[73]]$left$right$left$leaf
#> [1] -0.0007612932
#> 
#> 
#> $trees[[73]]$left$right$right
#> $trees[[73]]$left$right$right$leaf
#> [1] -0.0002537644
#> 
#> 
#> 
#> 
#> $trees[[73]]$right
#> $trees[[73]]$right$feature
#> [1] 1
#> 
#> $trees[[73]]$right$bin0
#> [1] 5
#> 
#> $trees[[73]]$right$gain
#> [1] 1.030342e-06
#> 
#> $trees[[73]]$right$left
#> $trees[[73]]$right$left$feature
#> [1] 1
#> 
#> $trees[[73]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[73]]$right$left$gain
#> [1] 1.287927e-07
#> 
#> $trees[[73]]$right$left$left
#> $trees[[73]]$right$left$left$leaf
#> [1] 0.0002537644
#> 
#> 
#> $trees[[73]]$right$left$right
#> $trees[[73]]$right$left$right$leaf
#> [1] 0.0007612932
#> 
#> 
#> 
#> $trees[[73]]$right$right
#> $trees[[73]]$right$right$feature
#> [1] 1
#> 
#> $trees[[73]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[73]]$right$right$gain
#> [1] 1.287927e-07
#> 
#> $trees[[73]]$right$right$left
#> $trees[[73]]$right$right$left$leaf
#> [1] 0.001268822
#> 
#> 
#> $trees[[73]]$right$right$right
#> $trees[[73]]$right$right$right$leaf
#> [1] 0.001776351
#> 
#> 
#> 
#> 
#> 
#> $trees[[74]]
#> $trees[[74]]$feature
#> [1] 1
#> 
#> $trees[[74]]$bin0
#> [1] 3
#> 
#> $trees[[74]]$gain
#> [1] 6.676615e-06
#> 
#> $trees[[74]]$left
#> $trees[[74]]$left$feature
#> [1] 1
#> 
#> $trees[[74]]$left$bin0
#> [1] 1
#> 
#> $trees[[74]]$left$gain
#> [1] 8.345769e-07
#> 
#> $trees[[74]]$left$left
#> $trees[[74]]$left$left$feature
#> [1] 1
#> 
#> $trees[[74]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[74]]$left$left$gain
#> [1] 1.043221e-07
#> 
#> $trees[[74]]$left$left$left
#> $trees[[74]]$left$left$left$leaf
#> [1] -0.001598716
#> 
#> 
#> $trees[[74]]$left$left$right
#> $trees[[74]]$left$left$right$leaf
#> [1] -0.00114194
#> 
#> 
#> 
#> $trees[[74]]$left$right
#> $trees[[74]]$left$right$feature
#> [1] 1
#> 
#> $trees[[74]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[74]]$left$right$gain
#> [1] 1.043221e-07
#> 
#> $trees[[74]]$left$right$left
#> $trees[[74]]$left$right$left$leaf
#> [1] -0.0006851639
#> 
#> 
#> $trees[[74]]$left$right$right
#> $trees[[74]]$left$right$right$leaf
#> [1] -0.000228388
#> 
#> 
#> 
#> 
#> $trees[[74]]$right
#> $trees[[74]]$right$feature
#> [1] 1
#> 
#> $trees[[74]]$right$bin0
#> [1] 5
#> 
#> $trees[[74]]$right$gain
#> [1] 8.345769e-07
#> 
#> $trees[[74]]$right$left
#> $trees[[74]]$right$left$feature
#> [1] 1
#> 
#> $trees[[74]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[74]]$right$left$gain
#> [1] 1.043221e-07
#> 
#> $trees[[74]]$right$left$left
#> $trees[[74]]$right$left$left$leaf
#> [1] 0.000228388
#> 
#> 
#> $trees[[74]]$right$left$right
#> $trees[[74]]$right$left$right$leaf
#> [1] 0.0006851639
#> 
#> 
#> 
#> $trees[[74]]$right$right
#> $trees[[74]]$right$right$feature
#> [1] 1
#> 
#> $trees[[74]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[74]]$right$right$gain
#> [1] 1.043221e-07
#> 
#> $trees[[74]]$right$right$left
#> $trees[[74]]$right$right$left$leaf
#> [1] 0.00114194
#> 
#> 
#> $trees[[74]]$right$right$right
#> $trees[[74]]$right$right$right$leaf
#> [1] 0.001598716
#> 
#> 
#> 
#> 
#> 
#> $trees[[75]]
#> $trees[[75]]$feature
#> [1] 1
#> 
#> $trees[[75]]$bin0
#> [1] 3
#> 
#> $trees[[75]]$gain
#> [1] 5.408058e-06
#> 
#> $trees[[75]]$left
#> $trees[[75]]$left$feature
#> [1] 1
#> 
#> $trees[[75]]$left$bin0
#> [1] 1
#> 
#> $trees[[75]]$left$gain
#> [1] 6.760073e-07
#> 
#> $trees[[75]]$left$left
#> $trees[[75]]$left$left$feature
#> [1] 1
#> 
#> $trees[[75]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[75]]$left$left$gain
#> [1] 8.450091e-08
#> 
#> $trees[[75]]$left$left$left
#> $trees[[75]]$left$left$left$leaf
#> [1] -0.001438844
#> 
#> 
#> $trees[[75]]$left$left$right
#> $trees[[75]]$left$left$right$leaf
#> [1] -0.001027746
#> 
#> 
#> 
#> $trees[[75]]$left$right
#> $trees[[75]]$left$right$feature
#> [1] 1
#> 
#> $trees[[75]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[75]]$left$right$gain
#> [1] 8.450091e-08
#> 
#> $trees[[75]]$left$right$left
#> $trees[[75]]$left$right$left$leaf
#> [1] -0.0006166475
#> 
#> 
#> $trees[[75]]$left$right$right
#> $trees[[75]]$left$right$right$leaf
#> [1] -0.0002055492
#> 
#> 
#> 
#> 
#> $trees[[75]]$right
#> $trees[[75]]$right$feature
#> [1] 1
#> 
#> $trees[[75]]$right$bin0
#> [1] 5
#> 
#> $trees[[75]]$right$gain
#> [1] 6.760073e-07
#> 
#> $trees[[75]]$right$left
#> $trees[[75]]$right$left$feature
#> [1] 1
#> 
#> $trees[[75]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[75]]$right$left$gain
#> [1] 8.450091e-08
#> 
#> $trees[[75]]$right$left$left
#> $trees[[75]]$right$left$left$leaf
#> [1] 0.0002055492
#> 
#> 
#> $trees[[75]]$right$left$right
#> $trees[[75]]$right$left$right$leaf
#> [1] 0.0006166475
#> 
#> 
#> 
#> $trees[[75]]$right$right
#> $trees[[75]]$right$right$feature
#> [1] 1
#> 
#> $trees[[75]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[75]]$right$right$gain
#> [1] 8.450091e-08
#> 
#> $trees[[75]]$right$right$left
#> $trees[[75]]$right$right$left$leaf
#> [1] 0.001027746
#> 
#> 
#> $trees[[75]]$right$right$right
#> $trees[[75]]$right$right$right$leaf
#> [1] 0.001438844
#> 
#> 
#> 
#> 
#> 
#> $trees[[76]]
#> $trees[[76]]$feature
#> [1] 1
#> 
#> $trees[[76]]$bin0
#> [1] 3
#> 
#> $trees[[76]]$gain
#> [1] 4.380527e-06
#> 
#> $trees[[76]]$left
#> $trees[[76]]$left$feature
#> [1] 1
#> 
#> $trees[[76]]$left$bin0
#> [1] 1
#> 
#> $trees[[76]]$left$gain
#> [1] 5.475659e-07
#> 
#> $trees[[76]]$left$left
#> $trees[[76]]$left$left$feature
#> [1] 1
#> 
#> $trees[[76]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[76]]$left$left$gain
#> [1] 6.844574e-08
#> 
#> $trees[[76]]$left$left$left
#> $trees[[76]]$left$left$left$leaf
#> [1] -0.00129496
#> 
#> 
#> $trees[[76]]$left$left$right
#> $trees[[76]]$left$left$right$leaf
#> [1] -0.0009249712
#> 
#> 
#> 
#> $trees[[76]]$left$right
#> $trees[[76]]$left$right$feature
#> [1] 1
#> 
#> $trees[[76]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[76]]$left$right$gain
#> [1] 6.844574e-08
#> 
#> $trees[[76]]$left$right$left
#> $trees[[76]]$left$right$left$leaf
#> [1] -0.0005549827
#> 
#> 
#> $trees[[76]]$left$right$right
#> $trees[[76]]$left$right$right$leaf
#> [1] -0.0001849942
#> 
#> 
#> 
#> 
#> $trees[[76]]$right
#> $trees[[76]]$right$feature
#> [1] 1
#> 
#> $trees[[76]]$right$bin0
#> [1] 5
#> 
#> $trees[[76]]$right$gain
#> [1] 5.475659e-07
#> 
#> $trees[[76]]$right$left
#> $trees[[76]]$right$left$feature
#> [1] 1
#> 
#> $trees[[76]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[76]]$right$left$gain
#> [1] 6.844574e-08
#> 
#> $trees[[76]]$right$left$left
#> $trees[[76]]$right$left$left$leaf
#> [1] 0.0001849942
#> 
#> 
#> $trees[[76]]$right$left$right
#> $trees[[76]]$right$left$right$leaf
#> [1] 0.0005549827
#> 
#> 
#> 
#> $trees[[76]]$right$right
#> $trees[[76]]$right$right$feature
#> [1] 1
#> 
#> $trees[[76]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[76]]$right$right$gain
#> [1] 6.844574e-08
#> 
#> $trees[[76]]$right$right$left
#> $trees[[76]]$right$right$left$leaf
#> [1] 0.0009249712
#> 
#> 
#> $trees[[76]]$right$right$right
#> $trees[[76]]$right$right$right$leaf
#> [1] 0.00129496
#> 
#> 
#> 
#> 
#> 
#> $trees[[77]]
#> $trees[[77]]$feature
#> [1] 1
#> 
#> $trees[[77]]$bin0
#> [1] 3
#> 
#> $trees[[77]]$gain
#> [1] 3.548227e-06
#> 
#> $trees[[77]]$left
#> $trees[[77]]$left$feature
#> [1] 1
#> 
#> $trees[[77]]$left$bin0
#> [1] 1
#> 
#> $trees[[77]]$left$gain
#> [1] 4.435284e-07
#> 
#> $trees[[77]]$left$left
#> $trees[[77]]$left$left$feature
#> [1] 1
#> 
#> $trees[[77]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[77]]$left$left$gain
#> [1] 5.544105e-08
#> 
#> $trees[[77]]$left$left$left
#> $trees[[77]]$left$left$left$leaf
#> [1] -0.001165464
#> 
#> 
#> $trees[[77]]$left$left$right
#> $trees[[77]]$left$left$right$leaf
#> [1] -0.0008324741
#> 
#> 
#> 
#> $trees[[77]]$left$right
#> $trees[[77]]$left$right$feature
#> [1] 1
#> 
#> $trees[[77]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[77]]$left$right$gain
#> [1] 5.544105e-08
#> 
#> $trees[[77]]$left$right$left
#> $trees[[77]]$left$right$left$leaf
#> [1] -0.0004994845
#> 
#> 
#> $trees[[77]]$left$right$right
#> $trees[[77]]$left$right$right$leaf
#> [1] -0.0001664948
#> 
#> 
#> 
#> 
#> $trees[[77]]$right
#> $trees[[77]]$right$feature
#> [1] 1
#> 
#> $trees[[77]]$right$bin0
#> [1] 5
#> 
#> $trees[[77]]$right$gain
#> [1] 4.435284e-07
#> 
#> $trees[[77]]$right$left
#> $trees[[77]]$right$left$feature
#> [1] 1
#> 
#> $trees[[77]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[77]]$right$left$gain
#> [1] 5.544105e-08
#> 
#> $trees[[77]]$right$left$left
#> $trees[[77]]$right$left$left$leaf
#> [1] 0.0001664948
#> 
#> 
#> $trees[[77]]$right$left$right
#> $trees[[77]]$right$left$right$leaf
#> [1] 0.0004994845
#> 
#> 
#> 
#> $trees[[77]]$right$right
#> $trees[[77]]$right$right$feature
#> [1] 1
#> 
#> $trees[[77]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[77]]$right$right$gain
#> [1] 5.544105e-08
#> 
#> $trees[[77]]$right$right$left
#> $trees[[77]]$right$right$left$leaf
#> [1] 0.0008324741
#> 
#> 
#> $trees[[77]]$right$right$right
#> $trees[[77]]$right$right$right$leaf
#> [1] 0.001165464
#> 
#> 
#> 
#> 
#> 
#> $trees[[78]]
#> $trees[[78]]$feature
#> [1] 1
#> 
#> $trees[[78]]$bin0
#> [1] 3
#> 
#> $trees[[78]]$gain
#> [1] 2.874064e-06
#> 
#> $trees[[78]]$left
#> $trees[[78]]$left$feature
#> [1] 1
#> 
#> $trees[[78]]$left$bin0
#> [1] 1
#> 
#> $trees[[78]]$left$gain
#> [1] 3.59258e-07
#> 
#> $trees[[78]]$left$left
#> $trees[[78]]$left$left$feature
#> [1] 1
#> 
#> $trees[[78]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[78]]$left$left$gain
#> [1] 4.490725e-08
#> 
#> $trees[[78]]$left$left$left
#> $trees[[78]]$left$left$left$leaf
#> [1] -0.001048917
#> 
#> 
#> $trees[[78]]$left$left$right
#> $trees[[78]]$left$left$right$leaf
#> [1] -0.0007492267
#> 
#> 
#> 
#> $trees[[78]]$left$right
#> $trees[[78]]$left$right$feature
#> [1] 1
#> 
#> $trees[[78]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[78]]$left$right$gain
#> [1] 4.490725e-08
#> 
#> $trees[[78]]$left$right$left
#> $trees[[78]]$left$right$left$leaf
#> [1] -0.000449536
#> 
#> 
#> $trees[[78]]$left$right$right
#> $trees[[78]]$left$right$right$leaf
#> [1] -0.0001498453
#> 
#> 
#> 
#> 
#> $trees[[78]]$right
#> $trees[[78]]$right$feature
#> [1] 1
#> 
#> $trees[[78]]$right$bin0
#> [1] 5
#> 
#> $trees[[78]]$right$gain
#> [1] 3.59258e-07
#> 
#> $trees[[78]]$right$left
#> $trees[[78]]$right$left$feature
#> [1] 1
#> 
#> $trees[[78]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[78]]$right$left$gain
#> [1] 4.490725e-08
#> 
#> $trees[[78]]$right$left$left
#> $trees[[78]]$right$left$left$leaf
#> [1] 0.0001498453
#> 
#> 
#> $trees[[78]]$right$left$right
#> $trees[[78]]$right$left$right$leaf
#> [1] 0.000449536
#> 
#> 
#> 
#> $trees[[78]]$right$right
#> $trees[[78]]$right$right$feature
#> [1] 1
#> 
#> $trees[[78]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[78]]$right$right$gain
#> [1] 4.490725e-08
#> 
#> $trees[[78]]$right$right$left
#> $trees[[78]]$right$right$left$leaf
#> [1] 0.0007492267
#> 
#> 
#> $trees[[78]]$right$right$right
#> $trees[[78]]$right$right$right$leaf
#> [1] 0.001048917
#> 
#> 
#> 
#> 
#> 
#> $trees[[79]]
#> $trees[[79]]$feature
#> [1] 1
#> 
#> $trees[[79]]$bin0
#> [1] 3
#> 
#> $trees[[79]]$gain
#> [1] 2.327992e-06
#> 
#> $trees[[79]]$left
#> $trees[[79]]$left$feature
#> [1] 1
#> 
#> $trees[[79]]$left$bin0
#> [1] 1
#> 
#> $trees[[79]]$left$gain
#> [1] 2.90999e-07
#> 
#> $trees[[79]]$left$left
#> $trees[[79]]$left$left$feature
#> [1] 1
#> 
#> $trees[[79]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[79]]$left$left$gain
#> [1] 3.637487e-08
#> 
#> $trees[[79]]$left$left$left
#> $trees[[79]]$left$left$left$leaf
#> [1] -0.0009440256
#> 
#> 
#> $trees[[79]]$left$left$right
#> $trees[[79]]$left$left$right$leaf
#> [1] -0.000674304
#> 
#> 
#> 
#> $trees[[79]]$left$right
#> $trees[[79]]$left$right$feature
#> [1] 1
#> 
#> $trees[[79]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[79]]$left$right$gain
#> [1] 3.637487e-08
#> 
#> $trees[[79]]$left$right$left
#> $trees[[79]]$left$right$left$leaf
#> [1] -0.0004045824
#> 
#> 
#> $trees[[79]]$left$right$right
#> $trees[[79]]$left$right$right$leaf
#> [1] -0.0001348608
#> 
#> 
#> 
#> 
#> $trees[[79]]$right
#> $trees[[79]]$right$feature
#> [1] 1
#> 
#> $trees[[79]]$right$bin0
#> [1] 5
#> 
#> $trees[[79]]$right$gain
#> [1] 2.90999e-07
#> 
#> $trees[[79]]$right$left
#> $trees[[79]]$right$left$feature
#> [1] 1
#> 
#> $trees[[79]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[79]]$right$left$gain
#> [1] 3.637487e-08
#> 
#> $trees[[79]]$right$left$left
#> $trees[[79]]$right$left$left$leaf
#> [1] 0.0001348608
#> 
#> 
#> $trees[[79]]$right$left$right
#> $trees[[79]]$right$left$right$leaf
#> [1] 0.0004045824
#> 
#> 
#> 
#> $trees[[79]]$right$right
#> $trees[[79]]$right$right$feature
#> [1] 1
#> 
#> $trees[[79]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[79]]$right$right$gain
#> [1] 3.637487e-08
#> 
#> $trees[[79]]$right$right$left
#> $trees[[79]]$right$right$left$leaf
#> [1] 0.000674304
#> 
#> 
#> $trees[[79]]$right$right$right
#> $trees[[79]]$right$right$right$leaf
#> [1] 0.0009440256
#> 
#> 
#> 
#> 
#> 
#> $trees[[80]]
#> $trees[[80]]$feature
#> [1] 1
#> 
#> $trees[[80]]$bin0
#> [1] 3
#> 
#> $trees[[80]]$gain
#> [1] 1.885673e-06
#> 
#> $trees[[80]]$left
#> $trees[[80]]$left$feature
#> [1] 1
#> 
#> $trees[[80]]$left$bin0
#> [1] 1
#> 
#> $trees[[80]]$left$gain
#> [1] 2.357092e-07
#> 
#> $trees[[80]]$left$left
#> $trees[[80]]$left$left$feature
#> [1] 1
#> 
#> $trees[[80]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[80]]$left$left$gain
#> [1] 2.946365e-08
#> 
#> $trees[[80]]$left$left$left
#> $trees[[80]]$left$left$left$leaf
#> [1] -0.0008496231
#> 
#> 
#> $trees[[80]]$left$left$right
#> $trees[[80]]$left$left$right$leaf
#> [1] -0.0006068736
#> 
#> 
#> 
#> $trees[[80]]$left$right
#> $trees[[80]]$left$right$feature
#> [1] 1
#> 
#> $trees[[80]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[80]]$left$right$gain
#> [1] 2.946365e-08
#> 
#> $trees[[80]]$left$right$left
#> $trees[[80]]$left$right$left$leaf
#> [1] -0.0003641242
#> 
#> 
#> $trees[[80]]$left$right$right
#> $trees[[80]]$left$right$right$leaf
#> [1] -0.0001213747
#> 
#> 
#> 
#> 
#> $trees[[80]]$right
#> $trees[[80]]$right$feature
#> [1] 1
#> 
#> $trees[[80]]$right$bin0
#> [1] 5
#> 
#> $trees[[80]]$right$gain
#> [1] 2.357092e-07
#> 
#> $trees[[80]]$right$left
#> $trees[[80]]$right$left$feature
#> [1] 1
#> 
#> $trees[[80]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[80]]$right$left$gain
#> [1] 2.946365e-08
#> 
#> $trees[[80]]$right$left$left
#> $trees[[80]]$right$left$left$leaf
#> [1] 0.0001213747
#> 
#> 
#> $trees[[80]]$right$left$right
#> $trees[[80]]$right$left$right$leaf
#> [1] 0.0003641242
#> 
#> 
#> 
#> $trees[[80]]$right$right
#> $trees[[80]]$right$right$feature
#> [1] 1
#> 
#> $trees[[80]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[80]]$right$right$gain
#> [1] 2.946365e-08
#> 
#> $trees[[80]]$right$right$left
#> $trees[[80]]$right$right$left$leaf
#> [1] 0.0006068736
#> 
#> 
#> $trees[[80]]$right$right$right
#> $trees[[80]]$right$right$right$leaf
#> [1] 0.0008496231
#> 
#> 
#> 
#> 
#> 
#> $trees[[81]]
#> $trees[[81]]$feature
#> [1] 1
#> 
#> $trees[[81]]$bin0
#> [1] 3
#> 
#> $trees[[81]]$gain
#> [1] 1.527395e-06
#> 
#> $trees[[81]]$left
#> $trees[[81]]$left$feature
#> [1] 1
#> 
#> $trees[[81]]$left$bin0
#> [1] 1
#> 
#> $trees[[81]]$left$gain
#> [1] 1.909244e-07
#> 
#> $trees[[81]]$left$left
#> $trees[[81]]$left$left$feature
#> [1] 1
#> 
#> $trees[[81]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[81]]$left$left$gain
#> [1] 2.386555e-08
#> 
#> $trees[[81]]$left$left$left
#> $trees[[81]]$left$left$left$leaf
#> [1] -0.0007646608
#> 
#> 
#> $trees[[81]]$left$left$right
#> $trees[[81]]$left$left$right$leaf
#> [1] -0.0005461863
#> 
#> 
#> 
#> $trees[[81]]$left$right
#> $trees[[81]]$left$right$feature
#> [1] 1
#> 
#> $trees[[81]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[81]]$left$right$gain
#> [1] 2.386555e-08
#> 
#> $trees[[81]]$left$right$left
#> $trees[[81]]$left$right$left$leaf
#> [1] -0.0003277118
#> 
#> 
#> $trees[[81]]$left$right$right
#> $trees[[81]]$left$right$right$leaf
#> [1] -0.0001092373
#> 
#> 
#> 
#> 
#> $trees[[81]]$right
#> $trees[[81]]$right$feature
#> [1] 1
#> 
#> $trees[[81]]$right$bin0
#> [1] 5
#> 
#> $trees[[81]]$right$gain
#> [1] 1.909244e-07
#> 
#> $trees[[81]]$right$left
#> $trees[[81]]$right$left$feature
#> [1] 1
#> 
#> $trees[[81]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[81]]$right$left$gain
#> [1] 2.386555e-08
#> 
#> $trees[[81]]$right$left$left
#> $trees[[81]]$right$left$left$leaf
#> [1] 0.0001092373
#> 
#> 
#> $trees[[81]]$right$left$right
#> $trees[[81]]$right$left$right$leaf
#> [1] 0.0003277118
#> 
#> 
#> 
#> $trees[[81]]$right$right
#> $trees[[81]]$right$right$feature
#> [1] 1
#> 
#> $trees[[81]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[81]]$right$right$gain
#> [1] 2.386555e-08
#> 
#> $trees[[81]]$right$right$left
#> $trees[[81]]$right$right$left$leaf
#> [1] 0.0005461863
#> 
#> 
#> $trees[[81]]$right$right$right
#> $trees[[81]]$right$right$right$leaf
#> [1] 0.0007646608
#> 
#> 
#> 
#> 
#> 
#> $trees[[82]]
#> $trees[[82]]$feature
#> [1] 1
#> 
#> $trees[[82]]$bin0
#> [1] 3
#> 
#> $trees[[82]]$gain
#> [1] 1.23719e-06
#> 
#> $trees[[82]]$left
#> $trees[[82]]$left$feature
#> [1] 1
#> 
#> $trees[[82]]$left$bin0
#> [1] 1
#> 
#> $trees[[82]]$left$gain
#> [1] 1.546488e-07
#> 
#> $trees[[82]]$left$left
#> $trees[[82]]$left$left$feature
#> [1] 1
#> 
#> $trees[[82]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[82]]$left$left$gain
#> [1] 1.93311e-08
#> 
#> $trees[[82]]$left$left$left
#> $trees[[82]]$left$left$left$leaf
#> [1] -0.0006881947
#> 
#> 
#> $trees[[82]]$left$left$right
#> $trees[[82]]$left$left$right$leaf
#> [1] -0.0004915676
#> 
#> 
#> 
#> $trees[[82]]$left$right
#> $trees[[82]]$left$right$feature
#> [1] 1
#> 
#> $trees[[82]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[82]]$left$right$gain
#> [1] 1.93311e-08
#> 
#> $trees[[82]]$left$right$left
#> $trees[[82]]$left$right$left$leaf
#> [1] -0.0002949406
#> 
#> 
#> $trees[[82]]$left$right$right
#> $trees[[82]]$left$right$right$leaf
#> [1] -9.831353e-05
#> 
#> 
#> 
#> 
#> $trees[[82]]$right
#> $trees[[82]]$right$feature
#> [1] 1
#> 
#> $trees[[82]]$right$bin0
#> [1] 5
#> 
#> $trees[[82]]$right$gain
#> [1] 1.546488e-07
#> 
#> $trees[[82]]$right$left
#> $trees[[82]]$right$left$feature
#> [1] 1
#> 
#> $trees[[82]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[82]]$right$left$gain
#> [1] 1.93311e-08
#> 
#> $trees[[82]]$right$left$left
#> $trees[[82]]$right$left$left$leaf
#> [1] 9.831353e-05
#> 
#> 
#> $trees[[82]]$right$left$right
#> $trees[[82]]$right$left$right$leaf
#> [1] 0.0002949406
#> 
#> 
#> 
#> $trees[[82]]$right$right
#> $trees[[82]]$right$right$feature
#> [1] 1
#> 
#> $trees[[82]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[82]]$right$right$gain
#> [1] 1.93311e-08
#> 
#> $trees[[82]]$right$right$left
#> $trees[[82]]$right$right$left$leaf
#> [1] 0.0004915676
#> 
#> 
#> $trees[[82]]$right$right$right
#> $trees[[82]]$right$right$right$leaf
#> [1] 0.0006881947
#> 
#> 
#> 
#> 
#> 
#> $trees[[83]]
#> $trees[[83]]$feature
#> [1] 1
#> 
#> $trees[[83]]$bin0
#> [1] 3
#> 
#> $trees[[83]]$gain
#> [1] 1.002124e-06
#> 
#> $trees[[83]]$left
#> $trees[[83]]$left$feature
#> [1] 1
#> 
#> $trees[[83]]$left$bin0
#> [1] 1
#> 
#> $trees[[83]]$left$gain
#> [1] 1.252655e-07
#> 
#> $trees[[83]]$left$left
#> $trees[[83]]$left$left$feature
#> [1] 1
#> 
#> $trees[[83]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[83]]$left$left$gain
#> [1] 1.565819e-08
#> 
#> $trees[[83]]$left$left$left
#> $trees[[83]]$left$left$left$leaf
#> [1] -0.0006193752
#> 
#> 
#> $trees[[83]]$left$left$right
#> $trees[[83]]$left$left$right$leaf
#> [1] -0.0004424109
#> 
#> 
#> 
#> $trees[[83]]$left$right
#> $trees[[83]]$left$right$feature
#> [1] 1
#> 
#> $trees[[83]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[83]]$left$right$gain
#> [1] 1.565819e-08
#> 
#> $trees[[83]]$left$right$left
#> $trees[[83]]$left$right$left$leaf
#> [1] -0.0002654465
#> 
#> 
#> $trees[[83]]$left$right$right
#> $trees[[83]]$left$right$right$leaf
#> [1] -8.848217e-05
#> 
#> 
#> 
#> 
#> $trees[[83]]$right
#> $trees[[83]]$right$feature
#> [1] 1
#> 
#> $trees[[83]]$right$bin0
#> [1] 5
#> 
#> $trees[[83]]$right$gain
#> [1] 1.252655e-07
#> 
#> $trees[[83]]$right$left
#> $trees[[83]]$right$left$feature
#> [1] 1
#> 
#> $trees[[83]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[83]]$right$left$gain
#> [1] 1.565819e-08
#> 
#> $trees[[83]]$right$left$left
#> $trees[[83]]$right$left$left$leaf
#> [1] 8.848217e-05
#> 
#> 
#> $trees[[83]]$right$left$right
#> $trees[[83]]$right$left$right$leaf
#> [1] 0.0002654465
#> 
#> 
#> 
#> $trees[[83]]$right$right
#> $trees[[83]]$right$right$feature
#> [1] 1
#> 
#> $trees[[83]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[83]]$right$right$gain
#> [1] 1.565819e-08
#> 
#> $trees[[83]]$right$right$left
#> $trees[[83]]$right$right$left$leaf
#> [1] 0.0004424109
#> 
#> 
#> $trees[[83]]$right$right$right
#> $trees[[83]]$right$right$right$leaf
#> [1] 0.0006193752
#> 
#> 
#> 
#> 
#> 
#> $trees[[84]]
#> $trees[[84]]$feature
#> [1] 1
#> 
#> $trees[[84]]$bin0
#> [1] 3
#> 
#> $trees[[84]]$gain
#> [1] 8.117206e-07
#> 
#> $trees[[84]]$left
#> $trees[[84]]$left$feature
#> [1] 1
#> 
#> $trees[[84]]$left$bin0
#> [1] 1
#> 
#> $trees[[84]]$left$gain
#> [1] 1.014651e-07
#> 
#> $trees[[84]]$left$left
#> $trees[[84]]$left$left$feature
#> [1] 1
#> 
#> $trees[[84]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[84]]$left$left$gain
#> [1] 1.268313e-08
#> 
#> $trees[[84]]$left$left$left
#> $trees[[84]]$left$left$left$leaf
#> [1] -0.0005574377
#> 
#> 
#> $trees[[84]]$left$left$right
#> $trees[[84]]$left$left$right$leaf
#> [1] -0.0003981698
#> 
#> 
#> 
#> $trees[[84]]$left$right
#> $trees[[84]]$left$right$feature
#> [1] 1
#> 
#> $trees[[84]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[84]]$left$right$gain
#> [1] 1.268313e-08
#> 
#> $trees[[84]]$left$right$left
#> $trees[[84]]$left$right$left$leaf
#> [1] -0.0002389019
#> 
#> 
#> $trees[[84]]$left$right$right
#> $trees[[84]]$left$right$right$leaf
#> [1] -7.963396e-05
#> 
#> 
#> 
#> 
#> $trees[[84]]$right
#> $trees[[84]]$right$feature
#> [1] 1
#> 
#> $trees[[84]]$right$bin0
#> [1] 5
#> 
#> $trees[[84]]$right$gain
#> [1] 1.014651e-07
#> 
#> $trees[[84]]$right$left
#> $trees[[84]]$right$left$feature
#> [1] 1
#> 
#> $trees[[84]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[84]]$right$left$gain
#> [1] 1.268313e-08
#> 
#> $trees[[84]]$right$left$left
#> $trees[[84]]$right$left$left$leaf
#> [1] 7.963396e-05
#> 
#> 
#> $trees[[84]]$right$left$right
#> $trees[[84]]$right$left$right$leaf
#> [1] 0.0002389019
#> 
#> 
#> 
#> $trees[[84]]$right$right
#> $trees[[84]]$right$right$feature
#> [1] 1
#> 
#> $trees[[84]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[84]]$right$right$gain
#> [1] 1.268313e-08
#> 
#> $trees[[84]]$right$right$left
#> $trees[[84]]$right$right$left$leaf
#> [1] 0.0003981698
#> 
#> 
#> $trees[[84]]$right$right$right
#> $trees[[84]]$right$right$right$leaf
#> [1] 0.0005574377
#> 
#> 
#> 
#> 
#> 
#> $trees[[85]]
#> $trees[[85]]$feature
#> [1] 1
#> 
#> $trees[[85]]$bin0
#> [1] 3
#> 
#> $trees[[85]]$gain
#> [1] 6.574937e-07
#> 
#> $trees[[85]]$left
#> $trees[[85]]$left$feature
#> [1] 1
#> 
#> $trees[[85]]$left$bin0
#> [1] 1
#> 
#> $trees[[85]]$left$gain
#> [1] 8.218671e-08
#> 
#> $trees[[85]]$left$left
#> $trees[[85]]$left$left$feature
#> [1] 1
#> 
#> $trees[[85]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[85]]$left$left$gain
#> [1] 1.027334e-08
#> 
#> $trees[[85]]$left$left$left
#> $trees[[85]]$left$left$left$leaf
#> [1] -0.0005016939
#> 
#> 
#> $trees[[85]]$left$left$right
#> $trees[[85]]$left$left$right$leaf
#> [1] -0.0003583528
#> 
#> 
#> 
#> $trees[[85]]$left$right
#> $trees[[85]]$left$right$feature
#> [1] 1
#> 
#> $trees[[85]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[85]]$left$right$gain
#> [1] 1.027334e-08
#> 
#> $trees[[85]]$left$right$left
#> $trees[[85]]$left$right$left$leaf
#> [1] -0.0002150117
#> 
#> 
#> $trees[[85]]$left$right$right
#> $trees[[85]]$left$right$right$leaf
#> [1] -7.167056e-05
#> 
#> 
#> 
#> 
#> $trees[[85]]$right
#> $trees[[85]]$right$feature
#> [1] 1
#> 
#> $trees[[85]]$right$bin0
#> [1] 5
#> 
#> $trees[[85]]$right$gain
#> [1] 8.218671e-08
#> 
#> $trees[[85]]$right$left
#> $trees[[85]]$right$left$feature
#> [1] 1
#> 
#> $trees[[85]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[85]]$right$left$gain
#> [1] 1.027334e-08
#> 
#> $trees[[85]]$right$left$left
#> $trees[[85]]$right$left$left$leaf
#> [1] 7.167056e-05
#> 
#> 
#> $trees[[85]]$right$left$right
#> $trees[[85]]$right$left$right$leaf
#> [1] 0.0002150117
#> 
#> 
#> 
#> $trees[[85]]$right$right
#> $trees[[85]]$right$right$feature
#> [1] 1
#> 
#> $trees[[85]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[85]]$right$right$gain
#> [1] 1.027334e-08
#> 
#> $trees[[85]]$right$right$left
#> $trees[[85]]$right$right$left$leaf
#> [1] 0.0003583528
#> 
#> 
#> $trees[[85]]$right$right$right
#> $trees[[85]]$right$right$right$leaf
#> [1] 0.0005016939
#> 
#> 
#> 
#> 
#> 
#> $trees[[86]]
#> $trees[[86]]$feature
#> [1] 1
#> 
#> $trees[[86]]$bin0
#> [1] 3
#> 
#> $trees[[86]]$gain
#> [1] 5.325699e-07
#> 
#> $trees[[86]]$left
#> $trees[[86]]$left$feature
#> [1] 1
#> 
#> $trees[[86]]$left$bin0
#> [1] 1
#> 
#> $trees[[86]]$left$gain
#> [1] 6.657123e-08
#> 
#> $trees[[86]]$left$left
#> $trees[[86]]$left$left$feature
#> [1] 1
#> 
#> $trees[[86]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[86]]$left$left$gain
#> [1] 8.321404e-09
#> 
#> $trees[[86]]$left$left$left
#> $trees[[86]]$left$left$left$leaf
#> [1] -0.0004515245
#> 
#> 
#> $trees[[86]]$left$left$right
#> $trees[[86]]$left$left$right$leaf
#> [1] -0.0003225175
#> 
#> 
#> 
#> $trees[[86]]$left$right
#> $trees[[86]]$left$right$feature
#> [1] 1
#> 
#> $trees[[86]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[86]]$left$right$gain
#> [1] 8.321404e-09
#> 
#> $trees[[86]]$left$right$left
#> $trees[[86]]$left$right$left$leaf
#> [1] -0.0001935105
#> 
#> 
#> $trees[[86]]$left$right$right
#> $trees[[86]]$left$right$right$leaf
#> [1] -6.45035e-05
#> 
#> 
#> 
#> 
#> $trees[[86]]$right
#> $trees[[86]]$right$feature
#> [1] 1
#> 
#> $trees[[86]]$right$bin0
#> [1] 5
#> 
#> $trees[[86]]$right$gain
#> [1] 6.657123e-08
#> 
#> $trees[[86]]$right$left
#> $trees[[86]]$right$left$feature
#> [1] 1
#> 
#> $trees[[86]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[86]]$right$left$gain
#> [1] 8.321404e-09
#> 
#> $trees[[86]]$right$left$left
#> $trees[[86]]$right$left$left$leaf
#> [1] 6.45035e-05
#> 
#> 
#> $trees[[86]]$right$left$right
#> $trees[[86]]$right$left$right$leaf
#> [1] 0.0001935105
#> 
#> 
#> 
#> $trees[[86]]$right$right
#> $trees[[86]]$right$right$feature
#> [1] 1
#> 
#> $trees[[86]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[86]]$right$right$gain
#> [1] 8.321404e-09
#> 
#> $trees[[86]]$right$right$left
#> $trees[[86]]$right$right$left$leaf
#> [1] 0.0003225175
#> 
#> 
#> $trees[[86]]$right$right$right
#> $trees[[86]]$right$right$right$leaf
#> [1] 0.0004515245
#> 
#> 
#> 
#> 
#> 
#> $trees[[87]]
#> $trees[[87]]$feature
#> [1] 1
#> 
#> $trees[[87]]$bin0
#> [1] 3
#> 
#> $trees[[87]]$gain
#> [1] 4.313816e-07
#> 
#> $trees[[87]]$left
#> $trees[[87]]$left$feature
#> [1] 1
#> 
#> $trees[[87]]$left$bin0
#> [1] 1
#> 
#> $trees[[87]]$left$gain
#> [1] 5.39227e-08
#> 
#> $trees[[87]]$left$left
#> $trees[[87]]$left$left$feature
#> [1] 1
#> 
#> $trees[[87]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[87]]$left$left$gain
#> [1] 6.740337e-09
#> 
#> $trees[[87]]$left$left$left
#> $trees[[87]]$left$left$left$leaf
#> [1] -0.0004063721
#> 
#> 
#> $trees[[87]]$left$left$right
#> $trees[[87]]$left$left$right$leaf
#> [1] -0.0002902658
#> 
#> 
#> 
#> $trees[[87]]$left$right
#> $trees[[87]]$left$right$feature
#> [1] 1
#> 
#> $trees[[87]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[87]]$left$right$gain
#> [1] 6.740337e-09
#> 
#> $trees[[87]]$left$right$left
#> $trees[[87]]$left$right$left$leaf
#> [1] -0.0001741595
#> 
#> 
#> $trees[[87]]$left$right$right
#> $trees[[87]]$left$right$right$leaf
#> [1] -5.805315e-05
#> 
#> 
#> 
#> 
#> $trees[[87]]$right
#> $trees[[87]]$right$feature
#> [1] 1
#> 
#> $trees[[87]]$right$bin0
#> [1] 5
#> 
#> $trees[[87]]$right$gain
#> [1] 5.39227e-08
#> 
#> $trees[[87]]$right$left
#> $trees[[87]]$right$left$feature
#> [1] 1
#> 
#> $trees[[87]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[87]]$right$left$gain
#> [1] 6.740337e-09
#> 
#> $trees[[87]]$right$left$left
#> $trees[[87]]$right$left$left$leaf
#> [1] 5.805315e-05
#> 
#> 
#> $trees[[87]]$right$left$right
#> $trees[[87]]$right$left$right$leaf
#> [1] 0.0001741595
#> 
#> 
#> 
#> $trees[[87]]$right$right
#> $trees[[87]]$right$right$feature
#> [1] 1
#> 
#> $trees[[87]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[87]]$right$right$gain
#> [1] 6.740337e-09
#> 
#> $trees[[87]]$right$right$left
#> $trees[[87]]$right$right$left$leaf
#> [1] 0.0002902658
#> 
#> 
#> $trees[[87]]$right$right$right
#> $trees[[87]]$right$right$right$leaf
#> [1] 0.0004063721
#> 
#> 
#> 
#> 
#> 
#> $trees[[88]]
#> $trees[[88]]$feature
#> [1] 1
#> 
#> $trees[[88]]$bin0
#> [1] 3
#> 
#> $trees[[88]]$gain
#> [1] 3.494191e-07
#> 
#> $trees[[88]]$left
#> $trees[[88]]$left$feature
#> [1] 1
#> 
#> $trees[[88]]$left$bin0
#> [1] 1
#> 
#> $trees[[88]]$left$gain
#> [1] 4.367739e-08
#> 
#> $trees[[88]]$left$left
#> $trees[[88]]$left$left$feature
#> [1] 1
#> 
#> $trees[[88]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[88]]$left$left$gain
#> [1] 5.459673e-09
#> 
#> $trees[[88]]$left$left$left
#> $trees[[88]]$left$left$left$leaf
#> [1] -0.0003657349
#> 
#> 
#> $trees[[88]]$left$left$right
#> $trees[[88]]$left$left$right$leaf
#> [1] -0.0002612392
#> 
#> 
#> 
#> $trees[[88]]$left$right
#> $trees[[88]]$left$right$feature
#> [1] 1
#> 
#> $trees[[88]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[88]]$left$right$gain
#> [1] 5.459673e-09
#> 
#> $trees[[88]]$left$right$left
#> $trees[[88]]$left$right$left$leaf
#> [1] -0.0001567435
#> 
#> 
#> $trees[[88]]$left$right$right
#> $trees[[88]]$left$right$right$leaf
#> [1] -5.224784e-05
#> 
#> 
#> 
#> 
#> $trees[[88]]$right
#> $trees[[88]]$right$feature
#> [1] 1
#> 
#> $trees[[88]]$right$bin0
#> [1] 5
#> 
#> $trees[[88]]$right$gain
#> [1] 4.367739e-08
#> 
#> $trees[[88]]$right$left
#> $trees[[88]]$right$left$feature
#> [1] 1
#> 
#> $trees[[88]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[88]]$right$left$gain
#> [1] 5.459673e-09
#> 
#> $trees[[88]]$right$left$left
#> $trees[[88]]$right$left$left$leaf
#> [1] 5.224784e-05
#> 
#> 
#> $trees[[88]]$right$left$right
#> $trees[[88]]$right$left$right$leaf
#> [1] 0.0001567435
#> 
#> 
#> 
#> $trees[[88]]$right$right
#> $trees[[88]]$right$right$feature
#> [1] 1
#> 
#> $trees[[88]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[88]]$right$right$gain
#> [1] 5.459673e-09
#> 
#> $trees[[88]]$right$right$left
#> $trees[[88]]$right$right$left$leaf
#> [1] 0.0002612392
#> 
#> 
#> $trees[[88]]$right$right$right
#> $trees[[88]]$right$right$right$leaf
#> [1] 0.0003657349
#> 
#> 
#> 
#> 
#> 
#> $trees[[89]]
#> $trees[[89]]$feature
#> [1] 1
#> 
#> $trees[[89]]$bin0
#> [1] 3
#> 
#> $trees[[89]]$gain
#> [1] 2.830295e-07
#> 
#> $trees[[89]]$left
#> $trees[[89]]$left$feature
#> [1] 1
#> 
#> $trees[[89]]$left$bin0
#> [1] 1
#> 
#> $trees[[89]]$left$gain
#> [1] 3.537868e-08
#> 
#> $trees[[89]]$left$left
#> $trees[[89]]$left$left$feature
#> [1] 1
#> 
#> $trees[[89]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[89]]$left$left$gain
#> [1] 4.422335e-09
#> 
#> $trees[[89]]$left$left$left
#> $trees[[89]]$left$left$left$leaf
#> [1] -0.0003291614
#> 
#> 
#> $trees[[89]]$left$left$right
#> $trees[[89]]$left$left$right$leaf
#> [1] -0.0002351153
#> 
#> 
#> 
#> $trees[[89]]$left$right
#> $trees[[89]]$left$right$feature
#> [1] 1
#> 
#> $trees[[89]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[89]]$left$right$gain
#> [1] 4.422335e-09
#> 
#> $trees[[89]]$left$right$left
#> $trees[[89]]$left$right$left$leaf
#> [1] -0.0001410692
#> 
#> 
#> $trees[[89]]$left$right$right
#> $trees[[89]]$left$right$right$leaf
#> [1] -4.702305e-05
#> 
#> 
#> 
#> 
#> $trees[[89]]$right
#> $trees[[89]]$right$feature
#> [1] 1
#> 
#> $trees[[89]]$right$bin0
#> [1] 5
#> 
#> $trees[[89]]$right$gain
#> [1] 3.537868e-08
#> 
#> $trees[[89]]$right$left
#> $trees[[89]]$right$left$feature
#> [1] 1
#> 
#> $trees[[89]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[89]]$right$left$gain
#> [1] 4.422335e-09
#> 
#> $trees[[89]]$right$left$left
#> $trees[[89]]$right$left$left$leaf
#> [1] 4.702305e-05
#> 
#> 
#> $trees[[89]]$right$left$right
#> $trees[[89]]$right$left$right$leaf
#> [1] 0.0001410692
#> 
#> 
#> 
#> $trees[[89]]$right$right
#> $trees[[89]]$right$right$feature
#> [1] 1
#> 
#> $trees[[89]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[89]]$right$right$gain
#> [1] 4.422335e-09
#> 
#> $trees[[89]]$right$right$left
#> $trees[[89]]$right$right$left$leaf
#> [1] 0.0002351153
#> 
#> 
#> $trees[[89]]$right$right$right
#> $trees[[89]]$right$right$right$leaf
#> [1] 0.0003291614
#> 
#> 
#> 
#> 
#> 
#> $trees[[90]]
#> $trees[[90]]$feature
#> [1] 1
#> 
#> $trees[[90]]$bin0
#> [1] 3
#> 
#> $trees[[90]]$gain
#> [1] 2.292539e-07
#> 
#> $trees[[90]]$left
#> $trees[[90]]$left$feature
#> [1] 1
#> 
#> $trees[[90]]$left$bin0
#> [1] 1
#> 
#> $trees[[90]]$left$gain
#> [1] 2.865673e-08
#> 
#> $trees[[90]]$left$left
#> $trees[[90]]$left$left$feature
#> [1] 1
#> 
#> $trees[[90]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[90]]$left$left$gain
#> [1] 3.582092e-09
#> 
#> $trees[[90]]$left$left$left
#> $trees[[90]]$left$left$left$leaf
#> [1] -0.0002962452
#> 
#> 
#> $trees[[90]]$left$left$right
#> $trees[[90]]$left$left$right$leaf
#> [1] -0.0002116037
#> 
#> 
#> 
#> $trees[[90]]$left$right
#> $trees[[90]]$left$right$feature
#> [1] 1
#> 
#> $trees[[90]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[90]]$left$right$gain
#> [1] 3.582092e-09
#> 
#> $trees[[90]]$left$right$left
#> $trees[[90]]$left$right$left$leaf
#> [1] -0.0001269622
#> 
#> 
#> $trees[[90]]$left$right$right
#> $trees[[90]]$left$right$right$leaf
#> [1] -4.232075e-05
#> 
#> 
#> 
#> 
#> $trees[[90]]$right
#> $trees[[90]]$right$feature
#> [1] 1
#> 
#> $trees[[90]]$right$bin0
#> [1] 5
#> 
#> $trees[[90]]$right$gain
#> [1] 2.865673e-08
#> 
#> $trees[[90]]$right$left
#> $trees[[90]]$right$left$feature
#> [1] 1
#> 
#> $trees[[90]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[90]]$right$left$gain
#> [1] 3.582092e-09
#> 
#> $trees[[90]]$right$left$left
#> $trees[[90]]$right$left$left$leaf
#> [1] 4.232075e-05
#> 
#> 
#> $trees[[90]]$right$left$right
#> $trees[[90]]$right$left$right$leaf
#> [1] 0.0001269622
#> 
#> 
#> 
#> $trees[[90]]$right$right
#> $trees[[90]]$right$right$feature
#> [1] 1
#> 
#> $trees[[90]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[90]]$right$right$gain
#> [1] 3.582092e-09
#> 
#> $trees[[90]]$right$right$left
#> $trees[[90]]$right$right$left$leaf
#> [1] 0.0002116037
#> 
#> 
#> $trees[[90]]$right$right$right
#> $trees[[90]]$right$right$right$leaf
#> [1] 0.0002962452
#> 
#> 
#> 
#> 
#> 
#> $trees[[91]]
#> $trees[[91]]$feature
#> [1] 1
#> 
#> $trees[[91]]$bin0
#> [1] 3
#> 
#> $trees[[91]]$gain
#> [1] 1.856956e-07
#> 
#> $trees[[91]]$left
#> $trees[[91]]$left$feature
#> [1] 1
#> 
#> $trees[[91]]$left$bin0
#> [1] 1
#> 
#> $trees[[91]]$left$gain
#> [1] 2.321195e-08
#> 
#> $trees[[91]]$left$left
#> $trees[[91]]$left$left$feature
#> [1] 1
#> 
#> $trees[[91]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[91]]$left$left$gain
#> [1] 2.901494e-09
#> 
#> $trees[[91]]$left$left$left
#> $trees[[91]]$left$left$left$leaf
#> [1] -0.0002666207
#> 
#> 
#> $trees[[91]]$left$left$right
#> $trees[[91]]$left$left$right$leaf
#> [1] -0.0001904434
#> 
#> 
#> 
#> $trees[[91]]$left$right
#> $trees[[91]]$left$right$feature
#> [1] 1
#> 
#> $trees[[91]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[91]]$left$right$gain
#> [1] 2.901494e-09
#> 
#> $trees[[91]]$left$right$left
#> $trees[[91]]$left$right$left$leaf
#> [1] -0.000114266
#> 
#> 
#> $trees[[91]]$left$right$right
#> $trees[[91]]$left$right$right$leaf
#> [1] -3.808867e-05
#> 
#> 
#> 
#> 
#> $trees[[91]]$right
#> $trees[[91]]$right$feature
#> [1] 1
#> 
#> $trees[[91]]$right$bin0
#> [1] 5
#> 
#> $trees[[91]]$right$gain
#> [1] 2.321195e-08
#> 
#> $trees[[91]]$right$left
#> $trees[[91]]$right$left$feature
#> [1] 1
#> 
#> $trees[[91]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[91]]$right$left$gain
#> [1] 2.901494e-09
#> 
#> $trees[[91]]$right$left$left
#> $trees[[91]]$right$left$left$leaf
#> [1] 3.808867e-05
#> 
#> 
#> $trees[[91]]$right$left$right
#> $trees[[91]]$right$left$right$leaf
#> [1] 0.000114266
#> 
#> 
#> 
#> $trees[[91]]$right$right
#> $trees[[91]]$right$right$feature
#> [1] 1
#> 
#> $trees[[91]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[91]]$right$right$gain
#> [1] 2.901494e-09
#> 
#> $trees[[91]]$right$right$left
#> $trees[[91]]$right$right$left$leaf
#> [1] 0.0001904434
#> 
#> 
#> $trees[[91]]$right$right$right
#> $trees[[91]]$right$right$right$leaf
#> [1] 0.0002666207
#> 
#> 
#> 
#> 
#> 
#> $trees[[92]]
#> $trees[[92]]$feature
#> [1] 1
#> 
#> $trees[[92]]$bin0
#> [1] 3
#> 
#> $trees[[92]]$gain
#> [1] 1.504135e-07
#> 
#> $trees[[92]]$left
#> $trees[[92]]$left$feature
#> [1] 1
#> 
#> $trees[[92]]$left$bin0
#> [1] 1
#> 
#> $trees[[92]]$left$gain
#> [1] 1.880168e-08
#> 
#> $trees[[92]]$left$left
#> $trees[[92]]$left$left$feature
#> [1] 1
#> 
#> $trees[[92]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[92]]$left$left$gain
#> [1] 2.35021e-09
#> 
#> $trees[[92]]$left$left$left
#> $trees[[92]]$left$left$left$leaf
#> [1] -0.0002399586
#> 
#> 
#> $trees[[92]]$left$left$right
#> $trees[[92]]$left$left$right$leaf
#> [1] -0.000171399
#> 
#> 
#> 
#> $trees[[92]]$left$right
#> $trees[[92]]$left$right$feature
#> [1] 1
#> 
#> $trees[[92]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[92]]$left$right$gain
#> [1] 2.35021e-09
#> 
#> $trees[[92]]$left$right$left
#> $trees[[92]]$left$right$left$leaf
#> [1] -0.0001028394
#> 
#> 
#> $trees[[92]]$left$right$right
#> $trees[[92]]$left$right$right$leaf
#> [1] -3.427981e-05
#> 
#> 
#> 
#> 
#> $trees[[92]]$right
#> $trees[[92]]$right$feature
#> [1] 1
#> 
#> $trees[[92]]$right$bin0
#> [1] 5
#> 
#> $trees[[92]]$right$gain
#> [1] 1.880168e-08
#> 
#> $trees[[92]]$right$left
#> $trees[[92]]$right$left$feature
#> [1] 1
#> 
#> $trees[[92]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[92]]$right$left$gain
#> [1] 2.35021e-09
#> 
#> $trees[[92]]$right$left$left
#> $trees[[92]]$right$left$left$leaf
#> [1] 3.427981e-05
#> 
#> 
#> $trees[[92]]$right$left$right
#> $trees[[92]]$right$left$right$leaf
#> [1] 0.0001028394
#> 
#> 
#> 
#> $trees[[92]]$right$right
#> $trees[[92]]$right$right$feature
#> [1] 1
#> 
#> $trees[[92]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[92]]$right$right$gain
#> [1] 2.35021e-09
#> 
#> $trees[[92]]$right$right$left
#> $trees[[92]]$right$right$left$leaf
#> [1] 0.000171399
#> 
#> 
#> $trees[[92]]$right$right$right
#> $trees[[92]]$right$right$right$leaf
#> [1] 0.0002399586
#> 
#> 
#> 
#> 
#> 
#> $trees[[93]]
#> $trees[[93]]$feature
#> [1] 1
#> 
#> $trees[[93]]$bin0
#> [1] 3
#> 
#> $trees[[93]]$gain
#> [1] 1.218349e-07
#> 
#> $trees[[93]]$left
#> $trees[[93]]$left$feature
#> [1] 1
#> 
#> $trees[[93]]$left$bin0
#> [1] 1
#> 
#> $trees[[93]]$left$gain
#> [1] 1.522936e-08
#> 
#> $trees[[93]]$left$left
#> $trees[[93]]$left$left$feature
#> [1] 1
#> 
#> $trees[[93]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[93]]$left$left$gain
#> [1] 1.90367e-09
#> 
#> $trees[[93]]$left$left$left
#> $trees[[93]]$left$left$left$leaf
#> [1] -0.0002159628
#> 
#> 
#> $trees[[93]]$left$left$right
#> $trees[[93]]$left$left$right$leaf
#> [1] -0.0001542591
#> 
#> 
#> 
#> $trees[[93]]$left$right
#> $trees[[93]]$left$right$feature
#> [1] 1
#> 
#> $trees[[93]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[93]]$left$right$gain
#> [1] 1.90367e-09
#> 
#> $trees[[93]]$left$right$left
#> $trees[[93]]$left$right$left$leaf
#> [1] -9.255548e-05
#> 
#> 
#> $trees[[93]]$left$right$right
#> $trees[[93]]$left$right$right$leaf
#> [1] -3.085183e-05
#> 
#> 
#> 
#> 
#> $trees[[93]]$right
#> $trees[[93]]$right$feature
#> [1] 1
#> 
#> $trees[[93]]$right$bin0
#> [1] 5
#> 
#> $trees[[93]]$right$gain
#> [1] 1.522936e-08
#> 
#> $trees[[93]]$right$left
#> $trees[[93]]$right$left$feature
#> [1] 1
#> 
#> $trees[[93]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[93]]$right$left$gain
#> [1] 1.90367e-09
#> 
#> $trees[[93]]$right$left$left
#> $trees[[93]]$right$left$left$leaf
#> [1] 3.085183e-05
#> 
#> 
#> $trees[[93]]$right$left$right
#> $trees[[93]]$right$left$right$leaf
#> [1] 9.255548e-05
#> 
#> 
#> 
#> $trees[[93]]$right$right
#> $trees[[93]]$right$right$feature
#> [1] 1
#> 
#> $trees[[93]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[93]]$right$right$gain
#> [1] 1.90367e-09
#> 
#> $trees[[93]]$right$right$left
#> $trees[[93]]$right$right$left$leaf
#> [1] 0.0001542591
#> 
#> 
#> $trees[[93]]$right$right$right
#> $trees[[93]]$right$right$right$leaf
#> [1] 0.0002159628
#> 
#> 
#> 
#> 
#> 
#> $trees[[94]]
#> $trees[[94]]$feature
#> [1] 1
#> 
#> $trees[[94]]$bin0
#> [1] 3
#> 
#> $trees[[94]]$gain
#> [1] 9.868627e-08
#> 
#> $trees[[94]]$left
#> $trees[[94]]$left$feature
#> [1] 1
#> 
#> $trees[[94]]$left$bin0
#> [1] 1
#> 
#> $trees[[94]]$left$gain
#> [1] 1.233578e-08
#> 
#> $trees[[94]]$left$left
#> $trees[[94]]$left$left$feature
#> [1] 1
#> 
#> $trees[[94]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[94]]$left$left$gain
#> [1] 1.541973e-09
#> 
#> $trees[[94]]$left$left$left
#> $trees[[94]]$left$left$left$leaf
#> [1] -0.0001943665
#> 
#> 
#> $trees[[94]]$left$left$right
#> $trees[[94]]$left$left$right$leaf
#> [1] -0.0001388332
#> 
#> 
#> 
#> $trees[[94]]$left$right
#> $trees[[94]]$left$right$feature
#> [1] 1
#> 
#> $trees[[94]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[94]]$left$right$gain
#> [1] 1.541973e-09
#> 
#> $trees[[94]]$left$right$left
#> $trees[[94]]$left$right$left$leaf
#> [1] -8.329993e-05
#> 
#> 
#> $trees[[94]]$left$right$right
#> $trees[[94]]$left$right$right$leaf
#> [1] -2.776664e-05
#> 
#> 
#> 
#> 
#> $trees[[94]]$right
#> $trees[[94]]$right$feature
#> [1] 1
#> 
#> $trees[[94]]$right$bin0
#> [1] 5
#> 
#> $trees[[94]]$right$gain
#> [1] 1.233578e-08
#> 
#> $trees[[94]]$right$left
#> $trees[[94]]$right$left$feature
#> [1] 1
#> 
#> $trees[[94]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[94]]$right$left$gain
#> [1] 1.541973e-09
#> 
#> $trees[[94]]$right$left$left
#> $trees[[94]]$right$left$left$leaf
#> [1] 2.776664e-05
#> 
#> 
#> $trees[[94]]$right$left$right
#> $trees[[94]]$right$left$right$leaf
#> [1] 8.329993e-05
#> 
#> 
#> 
#> $trees[[94]]$right$right
#> $trees[[94]]$right$right$feature
#> [1] 1
#> 
#> $trees[[94]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[94]]$right$right$gain
#> [1] 1.541973e-09
#> 
#> $trees[[94]]$right$right$left
#> $trees[[94]]$right$right$left$leaf
#> [1] 0.0001388332
#> 
#> 
#> $trees[[94]]$right$right$right
#> $trees[[94]]$right$right$right$leaf
#> [1] 0.0001943665
#> 
#> 
#> 
#> 
#> 
#> $trees[[95]]
#> $trees[[95]]$feature
#> [1] 1
#> 
#> $trees[[95]]$bin0
#> [1] 3
#> 
#> $trees[[95]]$gain
#> [1] 7.993588e-08
#> 
#> $trees[[95]]$left
#> $trees[[95]]$left$feature
#> [1] 1
#> 
#> $trees[[95]]$left$bin0
#> [1] 1
#> 
#> $trees[[95]]$left$gain
#> [1] 9.991985e-09
#> 
#> $trees[[95]]$left$left
#> $trees[[95]]$left$left$feature
#> [1] 1
#> 
#> $trees[[95]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[95]]$left$left$gain
#> [1] 1.248998e-09
#> 
#> $trees[[95]]$left$left$left
#> $trees[[95]]$left$left$left$leaf
#> [1] -0.0001749299
#> 
#> 
#> $trees[[95]]$left$left$right
#> $trees[[95]]$left$left$right$leaf
#> [1] -0.0001249499
#> 
#> 
#> 
#> $trees[[95]]$left$right
#> $trees[[95]]$left$right$feature
#> [1] 1
#> 
#> $trees[[95]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[95]]$left$right$gain
#> [1] 1.248998e-09
#> 
#> $trees[[95]]$left$right$left
#> $trees[[95]]$left$right$left$leaf
#> [1] -7.496994e-05
#> 
#> 
#> $trees[[95]]$left$right$right
#> $trees[[95]]$left$right$right$leaf
#> [1] -2.498998e-05
#> 
#> 
#> 
#> 
#> $trees[[95]]$right
#> $trees[[95]]$right$feature
#> [1] 1
#> 
#> $trees[[95]]$right$bin0
#> [1] 5
#> 
#> $trees[[95]]$right$gain
#> [1] 9.991985e-09
#> 
#> $trees[[95]]$right$left
#> $trees[[95]]$right$left$feature
#> [1] 1
#> 
#> $trees[[95]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[95]]$right$left$gain
#> [1] 1.248998e-09
#> 
#> $trees[[95]]$right$left$left
#> $trees[[95]]$right$left$left$leaf
#> [1] 2.498998e-05
#> 
#> 
#> $trees[[95]]$right$left$right
#> $trees[[95]]$right$left$right$leaf
#> [1] 7.496994e-05
#> 
#> 
#> 
#> $trees[[95]]$right$right
#> $trees[[95]]$right$right$feature
#> [1] 1
#> 
#> $trees[[95]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[95]]$right$right$gain
#> [1] 1.248998e-09
#> 
#> $trees[[95]]$right$right$left
#> $trees[[95]]$right$right$left$leaf
#> [1] 0.0001249499
#> 
#> 
#> $trees[[95]]$right$right$right
#> $trees[[95]]$right$right$right$leaf
#> [1] 0.0001749299
#> 
#> 
#> 
#> 
#> 
#> $trees[[96]]
#> $trees[[96]]$feature
#> [1] 1
#> 
#> $trees[[96]]$bin0
#> [1] 3
#> 
#> $trees[[96]]$gain
#> [1] 6.474806e-08
#> 
#> $trees[[96]]$left
#> $trees[[96]]$left$feature
#> [1] 1
#> 
#> $trees[[96]]$left$bin0
#> [1] 1
#> 
#> $trees[[96]]$left$gain
#> [1] 8.093508e-09
#> 
#> $trees[[96]]$left$left
#> $trees[[96]]$left$left$feature
#> [1] 1
#> 
#> $trees[[96]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[96]]$left$left$gain
#> [1] 1.011688e-09
#> 
#> $trees[[96]]$left$left$left
#> $trees[[96]]$left$left$left$leaf
#> [1] -0.0001574369
#> 
#> 
#> $trees[[96]]$left$left$right
#> $trees[[96]]$left$left$right$leaf
#> [1] -0.0001124549
#> 
#> 
#> 
#> $trees[[96]]$left$right
#> $trees[[96]]$left$right$feature
#> [1] 1
#> 
#> $trees[[96]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[96]]$left$right$gain
#> [1] 1.011688e-09
#> 
#> $trees[[96]]$left$right$left
#> $trees[[96]]$left$right$left$leaf
#> [1] -6.747294e-05
#> 
#> 
#> $trees[[96]]$left$right$right
#> $trees[[96]]$left$right$right$leaf
#> [1] -2.249098e-05
#> 
#> 
#> 
#> 
#> $trees[[96]]$right
#> $trees[[96]]$right$feature
#> [1] 1
#> 
#> $trees[[96]]$right$bin0
#> [1] 5
#> 
#> $trees[[96]]$right$gain
#> [1] 8.093508e-09
#> 
#> $trees[[96]]$right$left
#> $trees[[96]]$right$left$feature
#> [1] 1
#> 
#> $trees[[96]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[96]]$right$left$gain
#> [1] 1.011688e-09
#> 
#> $trees[[96]]$right$left$left
#> $trees[[96]]$right$left$left$leaf
#> [1] 2.249098e-05
#> 
#> 
#> $trees[[96]]$right$left$right
#> $trees[[96]]$right$left$right$leaf
#> [1] 6.747294e-05
#> 
#> 
#> 
#> $trees[[96]]$right$right
#> $trees[[96]]$right$right$feature
#> [1] 1
#> 
#> $trees[[96]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[96]]$right$right$gain
#> [1] 1.011688e-09
#> 
#> $trees[[96]]$right$right$left
#> $trees[[96]]$right$right$left$leaf
#> [1] 0.0001124549
#> 
#> 
#> $trees[[96]]$right$right$right
#> $trees[[96]]$right$right$right$leaf
#> [1] 0.0001574369
#> 
#> 
#> 
#> 
#> 
#> $trees[[97]]
#> $trees[[97]]$feature
#> [1] 1
#> 
#> $trees[[97]]$bin0
#> [1] 3
#> 
#> $trees[[97]]$gain
#> [1] 5.244593e-08
#> 
#> $trees[[97]]$left
#> $trees[[97]]$left$feature
#> [1] 1
#> 
#> $trees[[97]]$left$bin0
#> [1] 1
#> 
#> $trees[[97]]$left$gain
#> [1] 6.555741e-09
#> 
#> $trees[[97]]$left$left
#> $trees[[97]]$left$left$feature
#> [1] 1
#> 
#> $trees[[97]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[97]]$left$left$gain
#> [1] 8.194677e-10
#> 
#> $trees[[97]]$left$left$left
#> $trees[[97]]$left$left$left$leaf
#> [1] -0.0001416932
#> 
#> 
#> $trees[[97]]$left$left$right
#> $trees[[97]]$left$left$right$leaf
#> [1] -0.0001012094
#> 
#> 
#> 
#> $trees[[97]]$left$right
#> $trees[[97]]$left$right$feature
#> [1] 1
#> 
#> $trees[[97]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[97]]$left$right$gain
#> [1] 8.194677e-10
#> 
#> $trees[[97]]$left$right$left
#> $trees[[97]]$left$right$left$leaf
#> [1] -6.072565e-05
#> 
#> 
#> $trees[[97]]$left$right$right
#> $trees[[97]]$left$right$right$leaf
#> [1] -2.024188e-05
#> 
#> 
#> 
#> 
#> $trees[[97]]$right
#> $trees[[97]]$right$feature
#> [1] 1
#> 
#> $trees[[97]]$right$bin0
#> [1] 5
#> 
#> $trees[[97]]$right$gain
#> [1] 6.555741e-09
#> 
#> $trees[[97]]$right$left
#> $trees[[97]]$right$left$feature
#> [1] 1
#> 
#> $trees[[97]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[97]]$right$left$gain
#> [1] 8.194677e-10
#> 
#> $trees[[97]]$right$left$left
#> $trees[[97]]$right$left$left$leaf
#> [1] 2.024188e-05
#> 
#> 
#> $trees[[97]]$right$left$right
#> $trees[[97]]$right$left$right$leaf
#> [1] 6.072565e-05
#> 
#> 
#> 
#> $trees[[97]]$right$right
#> $trees[[97]]$right$right$feature
#> [1] 1
#> 
#> $trees[[97]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[97]]$right$right$gain
#> [1] 8.194677e-10
#> 
#> $trees[[97]]$right$right$left
#> $trees[[97]]$right$right$left$leaf
#> [1] 0.0001012094
#> 
#> 
#> $trees[[97]]$right$right$right
#> $trees[[97]]$right$right$right$leaf
#> [1] 0.0001416932
#> 
#> 
#> 
#> 
#> 
#> $trees[[98]]
#> $trees[[98]]$feature
#> [1] 1
#> 
#> $trees[[98]]$bin0
#> [1] 3
#> 
#> $trees[[98]]$gain
#> [1] 4.24812e-08
#> 
#> $trees[[98]]$left
#> $trees[[98]]$left$feature
#> [1] 1
#> 
#> $trees[[98]]$left$bin0
#> [1] 1
#> 
#> $trees[[98]]$left$gain
#> [1] 5.31015e-09
#> 
#> $trees[[98]]$left$left
#> $trees[[98]]$left$left$feature
#> [1] 1
#> 
#> $trees[[98]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[98]]$left$left$gain
#> [1] 6.637688e-10
#> 
#> $trees[[98]]$left$left$left
#> $trees[[98]]$left$left$left$leaf
#> [1] -0.0001275239
#> 
#> 
#> $trees[[98]]$left$left$right
#> $trees[[98]]$left$left$right$leaf
#> [1] -9.108847e-05
#> 
#> 
#> 
#> $trees[[98]]$left$right
#> $trees[[98]]$left$right$feature
#> [1] 1
#> 
#> $trees[[98]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[98]]$left$right$gain
#> [1] 6.637688e-10
#> 
#> $trees[[98]]$left$right$left
#> $trees[[98]]$left$right$left$leaf
#> [1] -5.465308e-05
#> 
#> 
#> $trees[[98]]$left$right$right
#> $trees[[98]]$left$right$right$leaf
#> [1] -1.821769e-05
#> 
#> 
#> 
#> 
#> $trees[[98]]$right
#> $trees[[98]]$right$feature
#> [1] 1
#> 
#> $trees[[98]]$right$bin0
#> [1] 5
#> 
#> $trees[[98]]$right$gain
#> [1] 5.31015e-09
#> 
#> $trees[[98]]$right$left
#> $trees[[98]]$right$left$feature
#> [1] 1
#> 
#> $trees[[98]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[98]]$right$left$gain
#> [1] 6.637688e-10
#> 
#> $trees[[98]]$right$left$left
#> $trees[[98]]$right$left$left$leaf
#> [1] 1.821769e-05
#> 
#> 
#> $trees[[98]]$right$left$right
#> $trees[[98]]$right$left$right$leaf
#> [1] 5.465308e-05
#> 
#> 
#> 
#> $trees[[98]]$right$right
#> $trees[[98]]$right$right$feature
#> [1] 1
#> 
#> $trees[[98]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[98]]$right$right$gain
#> [1] 6.637688e-10
#> 
#> $trees[[98]]$right$right$left
#> $trees[[98]]$right$right$left$leaf
#> [1] 9.108847e-05
#> 
#> 
#> $trees[[98]]$right$right$right
#> $trees[[98]]$right$right$right$leaf
#> [1] 0.0001275239
#> 
#> 
#> 
#> 
#> 
#> $trees[[99]]
#> $trees[[99]]$feature
#> [1] 1
#> 
#> $trees[[99]]$bin0
#> [1] 3
#> 
#> $trees[[99]]$gain
#> [1] 3.440977e-08
#> 
#> $trees[[99]]$left
#> $trees[[99]]$left$feature
#> [1] 1
#> 
#> $trees[[99]]$left$bin0
#> [1] 1
#> 
#> $trees[[99]]$left$gain
#> [1] 4.301222e-09
#> 
#> $trees[[99]]$left$left
#> $trees[[99]]$left$left$feature
#> [1] 1
#> 
#> $trees[[99]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[99]]$left$left$gain
#> [1] 5.376527e-10
#> 
#> $trees[[99]]$left$left$left
#> $trees[[99]]$left$left$left$leaf
#> [1] -0.0001147715
#> 
#> 
#> $trees[[99]]$left$left$right
#> $trees[[99]]$left$left$right$leaf
#> [1] -8.197963e-05
#> 
#> 
#> 
#> $trees[[99]]$left$right
#> $trees[[99]]$left$right$feature
#> [1] 1
#> 
#> $trees[[99]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[99]]$left$right$gain
#> [1] 5.376527e-10
#> 
#> $trees[[99]]$left$right$left
#> $trees[[99]]$left$right$left$leaf
#> [1] -4.918778e-05
#> 
#> 
#> $trees[[99]]$left$right$right
#> $trees[[99]]$left$right$right$leaf
#> [1] -1.639593e-05
#> 
#> 
#> 
#> 
#> $trees[[99]]$right
#> $trees[[99]]$right$feature
#> [1] 1
#> 
#> $trees[[99]]$right$bin0
#> [1] 5
#> 
#> $trees[[99]]$right$gain
#> [1] 4.301222e-09
#> 
#> $trees[[99]]$right$left
#> $trees[[99]]$right$left$feature
#> [1] 1
#> 
#> $trees[[99]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[99]]$right$left$gain
#> [1] 5.376527e-10
#> 
#> $trees[[99]]$right$left$left
#> $trees[[99]]$right$left$left$leaf
#> [1] 1.639593e-05
#> 
#> 
#> $trees[[99]]$right$left$right
#> $trees[[99]]$right$left$right$leaf
#> [1] 4.918778e-05
#> 
#> 
#> 
#> $trees[[99]]$right$right
#> $trees[[99]]$right$right$feature
#> [1] 1
#> 
#> $trees[[99]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[99]]$right$right$gain
#> [1] 5.376527e-10
#> 
#> $trees[[99]]$right$right$left
#> $trees[[99]]$right$right$left$leaf
#> [1] 8.197963e-05
#> 
#> 
#> $trees[[99]]$right$right$right
#> $trees[[99]]$right$right$right$leaf
#> [1] 0.0001147715
#> 
#> 
#> 
#> 
#> 
#> $trees[[100]]
#> $trees[[100]]$feature
#> [1] 1
#> 
#> $trees[[100]]$bin0
#> [1] 3
#> 
#> $trees[[100]]$gain
#> [1] 2.787192e-08
#> 
#> $trees[[100]]$left
#> $trees[[100]]$left$feature
#> [1] 1
#> 
#> $trees[[100]]$left$bin0
#> [1] 1
#> 
#> $trees[[100]]$left$gain
#> [1] 3.48399e-09
#> 
#> $trees[[100]]$left$left
#> $trees[[100]]$left$left$feature
#> [1] 1
#> 
#> $trees[[100]]$left$left$bin0
#> [1] 0
#> 
#> $trees[[100]]$left$left$gain
#> [1] 4.354987e-10
#> 
#> $trees[[100]]$left$left$left
#> $trees[[100]]$left$left$left$leaf
#> [1] -0.0001032943
#> 
#> 
#> $trees[[100]]$left$left$right
#> $trees[[100]]$left$left$right$leaf
#> [1] -7.378166e-05
#> 
#> 
#> 
#> $trees[[100]]$left$right
#> $trees[[100]]$left$right$feature
#> [1] 1
#> 
#> $trees[[100]]$left$right$bin0
#> [1] 2
#> 
#> $trees[[100]]$left$right$gain
#> [1] 4.354987e-10
#> 
#> $trees[[100]]$left$right$left
#> $trees[[100]]$left$right$left$leaf
#> [1] -4.4269e-05
#> 
#> 
#> $trees[[100]]$left$right$right
#> $trees[[100]]$left$right$right$leaf
#> [1] -1.475633e-05
#> 
#> 
#> 
#> 
#> $trees[[100]]$right
#> $trees[[100]]$right$feature
#> [1] 1
#> 
#> $trees[[100]]$right$bin0
#> [1] 5
#> 
#> $trees[[100]]$right$gain
#> [1] 3.48399e-09
#> 
#> $trees[[100]]$right$left
#> $trees[[100]]$right$left$feature
#> [1] 1
#> 
#> $trees[[100]]$right$left$bin0
#> [1] 4
#> 
#> $trees[[100]]$right$left$gain
#> [1] 4.354987e-10
#> 
#> $trees[[100]]$right$left$left
#> $trees[[100]]$right$left$left$leaf
#> [1] 1.475633e-05
#> 
#> 
#> $trees[[100]]$right$left$right
#> $trees[[100]]$right$left$right$leaf
#> [1] 4.4269e-05
#> 
#> 
#> 
#> $trees[[100]]$right$right
#> $trees[[100]]$right$right$feature
#> [1] 1
#> 
#> $trees[[100]]$right$right$bin0
#> [1] 6
#> 
#> $trees[[100]]$right$right$gain
#> [1] 4.354987e-10
#> 
#> $trees[[100]]$right$right$left
#> $trees[[100]]$right$right$left$leaf
#> [1] 7.378166e-05
#> 
#> 
#> $trees[[100]]$right$right$right
#> $trees[[100]]$right$right$right$leaf
#> [1] 0.0001032943
#> 
#> 
#> 
#> 
#> 
#> 
#> $bins_used
#> [1] 8
#> 
#> $bin_edges
#> $bin_edges[[1]]
#> [1] 1 2 3 4 5 6 7
#> 
#> 
#> $learning_rate
#> [1] 0.1
#> 
#> $estimate
#> [1] 3.703917e-09
#> 
#> $n
#> [1] 8
#> 
#> $method
#> [1] "Histogram-based gradient boosting (squared loss)"
#>