helper.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AnyNode(id='root', rule='X1 <= 127.50000', split_column=1, split_value=127.5)\n",
      "├── AnyNode(id='c1', rule='X5 <= 29.95000', split_column=5, split_value=29.95, value=[174.0, 109.0], x=array([[  6.   , 148.   ,  72.   , ...,  33.6  ,   0.627,  50.   ],\n",
      "       [  8.   , 183.   ,  64.   , ...,  23.3  ,   0.672,  32.   ],\n",
      "       [  0.   , 137.   ,  40.   , ...,  43.1  ,   2.288,  33.   ],\n",
      "       ...,\n",
      "       [  7.   , 137.   ,  90.   , ...,  32.   ,   0.391,  39.   ],\n",
      "       [  6.   , 190.   ,  92.   , ...,  35.5  ,   0.278,  66.   ],\n",
      "       [  9.   , 170.   ,  74.   , ...,  44.   ,   0.403,  43.   ]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│   ├── AnyNode(id='c3', rule='X1 <= 157.50000', split_column=1, split_value=157.5, value=[150.0, 57.0], x=array([[6.000e+00, 1.480e+02, 7.200e+01, ..., 3.360e+01, 6.270e-01,\n",
      "        5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 4.000e+01, ..., 4.310e+01, 2.288e+00,\n",
      "        3.300e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, ..., 3.050e+01, 1.580e-01,\n",
      "        5.300e+01],\n",
      "       ...,\n",
      "       [7.000e+00, 1.370e+02, 9.000e+01, ..., 3.200e+01, 3.910e-01,\n",
      "        3.900e+01],\n",
      "       [6.000e+00, 1.900e+02, 9.200e+01, ..., 3.550e+01, 2.780e-01,\n",
      "        6.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, ..., 4.400e+01, 4.030e-01,\n",
      "        4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│   │   ├── AnyNode(id='c7', rule='X5 <= 46.10000', split_column=5, split_value=46.1, value=[80.0, 12.0], x=array([[2.000e+00, 1.970e+02, 7.000e+01, 4.500e+01, 5.430e+02, 3.050e+01,\n",
      "        1.580e-01, 5.300e+01],\n",
      "       [1.000e+01, 1.680e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.800e+01,\n",
      "        5.370e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.890e+02, 6.000e+01, 2.300e+01, 8.460e+02, 3.010e+01,\n",
      "        3.980e-01, 5.900e+01],\n",
      "       [7.000e+00, 1.960e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.980e+01,\n",
      "        4.510e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.600e+01, 3.600e+01, 2.450e+02, 3.160e+01,\n",
      "        8.510e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.800e+02, 6.400e+01, 2.500e+01, 7.000e+01, 3.400e+01,\n",
      "        2.710e-01, 2.600e+01],\n",
      "       [9.000e+00, 1.710e+02, 1.100e+02, 2.400e+01, 2.400e+02, 4.540e+01,\n",
      "        7.210e-01, 5.400e+01],\n",
      "       [0.000e+00, 1.800e+02, 6.600e+01, 3.900e+01, 0.000e+00, 4.200e+01,\n",
      "        1.893e+00, 2.500e+01],\n",
      "       [8.000e+00, 1.760e+02, 9.000e+01, 3.400e+01, 3.000e+02, 3.370e+01,\n",
      "        4.670e-01, 5.800e+01],\n",
      "       [7.000e+00, 1.870e+02, 6.800e+01, 3.900e+01, 3.040e+02, 3.770e+01,\n",
      "        2.540e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.630e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.900e+01,\n",
      "        1.222e+00, 3.300e+01],\n",
      "       [3.000e+00, 1.710e+02, 7.200e+01, 3.300e+01, 1.350e+02, 3.330e+01,\n",
      "        1.990e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.600e+02, 5.400e+01, 3.200e+01, 1.750e+02, 3.050e+01,\n",
      "        5.880e-01, 3.900e+01],\n",
      "       [0.000e+00, 1.620e+02, 7.600e+01, 5.600e+01, 1.000e+02, 5.320e+01,\n",
      "        7.590e-01, 2.500e+01],\n",
      "       [3.000e+00, 1.700e+02, 6.400e+01, 3.700e+01, 2.250e+02, 3.450e+01,\n",
      "        3.560e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.880e+02, 7.800e+01, 0.000e+00, 0.000e+00, 4.790e+01,\n",
      "        1.370e-01, 4.300e+01],\n",
      "       [1.700e+01, 1.630e+02, 7.200e+01, 4.100e+01, 1.140e+02, 4.090e+01,\n",
      "        8.170e-01, 4.700e+01],\n",
      "       [8.000e+00, 1.790e+02, 7.200e+01, 4.200e+01, 1.300e+02, 3.270e+01,\n",
      "        7.190e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.940e+02, 6.800e+01, 2.800e+01, 0.000e+00, 3.590e+01,\n",
      "        7.450e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.810e+02, 6.800e+01, 3.600e+01, 4.950e+02, 3.010e+01,\n",
      "        6.150e-01, 6.000e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.830e-01, 3.600e+01],\n",
      "       [5.000e+00, 1.580e+02, 8.400e+01, 4.100e+01, 2.100e+02, 3.940e+01,\n",
      "        3.950e-01, 2.900e+01],\n",
      "       [8.000e+00, 1.960e+02, 7.600e+01, 2.900e+01, 2.800e+02, 3.750e+01,\n",
      "        6.050e-01, 5.700e+01],\n",
      "       [5.000e+00, 1.620e+02, 1.040e+02, 0.000e+00, 0.000e+00, 3.770e+01,\n",
      "        1.510e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.840e+02, 8.400e+01, 3.300e+01, 0.000e+00, 3.550e+01,\n",
      "        3.550e-01, 4.100e+01],\n",
      "       [7.000e+00, 1.790e+02, 9.500e+01, 3.100e+01, 0.000e+00, 3.420e+01,\n",
      "        1.640e-01, 6.000e+01],\n",
      "       [0.000e+00, 1.770e+02, 6.000e+01, 2.900e+01, 4.780e+02, 3.460e+01,\n",
      "        1.072e+00, 2.100e+01],\n",
      "       [2.000e+00, 1.580e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        8.050e-01, 6.600e+01],\n",
      "       [3.000e+00, 1.620e+02, 5.200e+01, 3.800e+01, 0.000e+00, 3.720e+01,\n",
      "        6.520e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.970e+02, 7.000e+01, 3.900e+01, 7.440e+02, 3.670e+01,\n",
      "        2.329e+00, 3.100e+01],\n",
      "       [4.000e+00, 1.710e+02, 7.200e+01, 0.000e+00, 0.000e+00, 4.360e+01,\n",
      "        4.790e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.810e+02, 8.400e+01, 2.100e+01, 1.920e+02, 3.590e+01,\n",
      "        5.860e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.790e+02, 9.000e+01, 2.700e+01, 0.000e+00, 4.410e+01,\n",
      "        6.860e-01, 2.300e+01],\n",
      "       [9.000e+00, 1.640e+02, 8.400e+01, 2.100e+01, 0.000e+00, 3.080e+01,\n",
      "        8.310e-01, 3.200e+01],\n",
      "       [9.000e+00, 1.840e+02, 8.500e+01, 1.500e+01, 0.000e+00, 3.000e+01,\n",
      "        1.213e+00, 4.900e+01],\n",
      "       [0.000e+00, 1.650e+02, 9.000e+01, 3.300e+01, 6.800e+02, 5.230e+01,\n",
      "        4.270e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.910e+02, 6.800e+01, 1.500e+01, 1.300e+02, 3.090e+01,\n",
      "        2.990e-01, 3.400e+01],\n",
      "       [7.000e+00, 1.610e+02, 8.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        1.650e-01, 4.700e+01],\n",
      "       [0.000e+00, 1.670e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        8.390e-01, 3.000e+01],\n",
      "       [3.000e+00, 1.820e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        3.450e-01, 2.900e+01],\n",
      "       [1.000e+01, 1.790e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.510e+01,\n",
      "        2.000e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.800e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.330e+01,\n",
      "        2.820e-01, 4.100e+01],\n",
      "       [0.000e+00, 1.650e+02, 7.600e+01, 4.300e+01, 2.550e+02, 4.790e+01,\n",
      "        2.590e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.780e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.990e+01,\n",
      "        3.310e-01, 4.100e+01],\n",
      "       [9.000e+00, 1.650e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.020e-01, 4.900e+01],\n",
      "       [1.000e+00, 1.960e+02, 7.600e+01, 3.600e+01, 2.490e+02, 3.650e+01,\n",
      "        8.750e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.890e+02, 6.400e+01, 3.300e+01, 3.250e+02, 3.120e+01,\n",
      "        5.830e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.730e+02, 8.200e+01, 4.800e+01, 4.650e+02, 3.840e+01,\n",
      "        2.137e+00, 2.500e+01],\n",
      "       [5.000e+00, 1.660e+02, 7.600e+01, 0.000e+00, 0.000e+00, 4.570e+01,\n",
      "        3.400e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.580e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        8.030e-01, 3.100e+01],\n",
      "       [3.000e+00, 1.930e+02, 7.000e+01, 3.100e+01, 0.000e+00, 3.490e+01,\n",
      "        2.410e-01, 2.500e+01],\n",
      "       [5.000e+00, 1.680e+02, 6.400e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        1.350e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.720e+02, 6.800e+01, 4.900e+01, 5.790e+02, 4.240e+01,\n",
      "        7.020e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.730e+02, 8.400e+01, 3.300e+01, 4.740e+02, 3.570e+01,\n",
      "        2.580e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.840e+02, 7.800e+01, 3.900e+01, 2.770e+02, 3.700e+01,\n",
      "        2.640e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.810e+02, 6.400e+01, 3.000e+01, 1.800e+02, 3.410e+01,\n",
      "        3.280e-01, 3.800e+01],\n",
      "       [0.000e+00, 1.890e+02, 1.040e+02, 2.500e+01, 0.000e+00, 3.430e+01,\n",
      "        4.350e-01, 4.100e+01],\n",
      "       [0.000e+00, 1.800e+02, 7.800e+01, 6.300e+01, 1.400e+01, 5.940e+01,\n",
      "        2.420e+00, 2.500e+01],\n",
      "       [1.400e+01, 1.750e+02, 6.200e+01, 3.000e+01, 0.000e+00, 3.360e+01,\n",
      "        2.120e-01, 3.800e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.000e+01, 3.000e+01, 3.280e+02, 3.550e+01,\n",
      "        3.440e-01, 3.500e+01],\n",
      "       [0.000e+00, 1.730e+02, 7.800e+01, 3.200e+01, 2.650e+02, 4.650e+01,\n",
      "        1.159e+00, 5.800e+01],\n",
      "       [0.000e+00, 1.800e+02, 9.000e+01, 2.600e+01, 9.000e+01, 3.650e+01,\n",
      "        3.140e-01, 3.500e+01],\n",
      "       [3.000e+00, 1.630e+02, 7.000e+01, 1.800e+01, 1.050e+02, 3.160e+01,\n",
      "        2.680e-01, 2.800e+01],\n",
      "       [8.000e+00, 1.860e+02, 9.000e+01, 3.500e+01, 2.250e+02, 3.450e+01,\n",
      "        4.230e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.870e+02, 7.600e+01, 2.700e+01, 2.070e+02, 4.360e+01,\n",
      "        1.034e+00, 5.300e+01],\n",
      "       [1.000e+00, 1.640e+02, 8.200e+01, 4.300e+01, 6.700e+01, 3.280e+01,\n",
      "        3.410e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.980e+02, 6.600e+01, 3.200e+01, 2.740e+02, 4.130e+01,\n",
      "        5.020e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, 9.900e+01, 0.000e+00, 3.470e+01,\n",
      "        5.750e-01, 6.200e+01],\n",
      "       [3.000e+00, 1.760e+02, 8.600e+01, 2.700e+01, 1.560e+02, 3.330e+01,\n",
      "        1.154e+00, 5.200e+01],\n",
      "       [0.000e+00, 1.880e+02, 8.200e+01, 1.400e+01, 1.850e+02, 3.200e+01,\n",
      "        6.820e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.730e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        8.800e-02, 3.800e+01],\n",
      "       [1.000e+00, 1.810e+02, 7.800e+01, 4.200e+01, 2.930e+02, 4.000e+01,\n",
      "        1.258e+00, 2.200e+01],\n",
      "       [3.000e+00, 1.740e+02, 5.800e+01, 2.200e+01, 1.940e+02, 3.290e+01,\n",
      "        5.930e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.680e+02, 8.800e+01, 4.200e+01, 3.210e+02, 3.820e+01,\n",
      "        7.870e-01, 4.000e+01],\n",
      "       [6.000e+00, 1.830e+02, 9.400e+01, 0.000e+00, 0.000e+00, 4.080e+01,\n",
      "        1.461e+00, 4.500e+01],\n",
      "       [0.000e+00, 1.790e+02, 5.000e+01, 3.600e+01, 1.590e+02, 3.780e+01,\n",
      "        4.550e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.990e+02, 7.600e+01, 4.300e+01, 0.000e+00, 4.290e+01,\n",
      "        1.394e+00, 2.200e+01],\n",
      "       [8.000e+00, 1.670e+02, 1.060e+02, 4.600e+01, 2.310e+02, 3.760e+01,\n",
      "        1.650e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.650e+02, 6.800e+01, 2.600e+01, 1.680e+02, 3.360e+01,\n",
      "        6.310e-01, 4.900e+01],\n",
      "       [6.000e+00, 1.950e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.090e+01,\n",
      "        3.280e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.620e+02, 7.600e+01, 3.600e+01, 0.000e+00, 4.960e+01,\n",
      "        3.640e-01, 2.600e+01],\n",
      "       [1.300e+01, 1.580e+02, 1.140e+02, 0.000e+00, 0.000e+00, 4.230e+01,\n",
      "        2.570e-01, 4.400e+01],\n",
      "       [1.000e+00, 1.680e+02, 8.800e+01, 2.900e+01, 0.000e+00, 3.500e+01,\n",
      "        9.050e-01, 5.200e+01],\n",
      "       [9.000e+00, 1.640e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        1.480e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.580e+02, 6.400e+01, 1.300e+01, 3.870e+02, 3.120e+01,\n",
      "        2.950e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.870e+02, 5.000e+01, 3.300e+01, 3.920e+02, 3.390e+01,\n",
      "        8.260e-01, 3.400e+01],\n",
      "       [3.000e+00, 1.730e+02, 7.800e+01, 3.900e+01, 1.850e+02, 3.380e+01,\n",
      "        9.700e-01, 3.100e+01],\n",
      "       [2.000e+00, 1.740e+02, 8.800e+01, 3.700e+01, 1.200e+02, 4.450e+01,\n",
      "        6.460e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.870e+02, 7.000e+01, 2.200e+01, 2.000e+02, 3.640e+01,\n",
      "        4.080e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.810e+02, 8.800e+01, 4.400e+01, 5.100e+02, 4.330e+01,\n",
      "        2.220e-01, 2.600e+01],\n",
      "       [6.000e+00, 1.900e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.550e+01,\n",
      "        2.780e-01, 6.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, 3.100e+01, 0.000e+00, 4.400e+01,\n",
      "        4.030e-01, 4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │   ├── AnyNode(id='c15', rule=None, split_column=None, split_value=None, value=[4.0, 3.0], x=array([[0.000e+00, 1.620e+02, 7.600e+01, 5.600e+01, 1.000e+02, 5.320e+01,\n",
      "        7.590e-01, 2.500e+01],\n",
      "       [8.000e+00, 1.880e+02, 7.800e+01, 0.000e+00, 0.000e+00, 4.790e+01,\n",
      "        1.370e-01, 4.300e+01],\n",
      "       [0.000e+00, 1.650e+02, 9.000e+01, 3.300e+01, 6.800e+02, 5.230e+01,\n",
      "        4.270e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.650e+02, 7.600e+01, 4.300e+01, 2.550e+02, 4.790e+01,\n",
      "        2.590e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.800e+02, 7.800e+01, 6.300e+01, 1.400e+01, 5.940e+01,\n",
      "        2.420e+00, 2.500e+01],\n",
      "       [0.000e+00, 1.730e+02, 7.800e+01, 3.200e+01, 2.650e+02, 4.650e+01,\n",
      "        1.159e+00, 5.800e+01],\n",
      "       [0.000e+00, 1.620e+02, 7.600e+01, 3.600e+01, 0.000e+00, 4.960e+01,\n",
      "        3.640e-01, 2.600e+01]]), y=[1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0])\n",
      "│   │   │   └── AnyNode(id='c16', rule='X6 <= 1.32600', split_column=6, split_value=1.326, value=[76.0, 9.0], x=array([[2.000e+00, 1.970e+02, 7.000e+01, 4.500e+01, 5.430e+02, 3.050e+01,\n",
      "        1.580e-01, 5.300e+01],\n",
      "       [1.000e+01, 1.680e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.800e+01,\n",
      "        5.370e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.890e+02, 6.000e+01, 2.300e+01, 8.460e+02, 3.010e+01,\n",
      "        3.980e-01, 5.900e+01],\n",
      "       [7.000e+00, 1.960e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.980e+01,\n",
      "        4.510e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.600e+01, 3.600e+01, 2.450e+02, 3.160e+01,\n",
      "        8.510e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.800e+02, 6.400e+01, 2.500e+01, 7.000e+01, 3.400e+01,\n",
      "        2.710e-01, 2.600e+01],\n",
      "       [9.000e+00, 1.710e+02, 1.100e+02, 2.400e+01, 2.400e+02, 4.540e+01,\n",
      "        7.210e-01, 5.400e+01],\n",
      "       [0.000e+00, 1.800e+02, 6.600e+01, 3.900e+01, 0.000e+00, 4.200e+01,\n",
      "        1.893e+00, 2.500e+01],\n",
      "       [8.000e+00, 1.760e+02, 9.000e+01, 3.400e+01, 3.000e+02, 3.370e+01,\n",
      "        4.670e-01, 5.800e+01],\n",
      "       [7.000e+00, 1.870e+02, 6.800e+01, 3.900e+01, 3.040e+02, 3.770e+01,\n",
      "        2.540e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.630e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.900e+01,\n",
      "        1.222e+00, 3.300e+01],\n",
      "       [3.000e+00, 1.710e+02, 7.200e+01, 3.300e+01, 1.350e+02, 3.330e+01,\n",
      "        1.990e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.600e+02, 5.400e+01, 3.200e+01, 1.750e+02, 3.050e+01,\n",
      "        5.880e-01, 3.900e+01],\n",
      "       [3.000e+00, 1.700e+02, 6.400e+01, 3.700e+01, 2.250e+02, 3.450e+01,\n",
      "        3.560e-01, 3.000e+01],\n",
      "       [1.700e+01, 1.630e+02, 7.200e+01, 4.100e+01, 1.140e+02, 4.090e+01,\n",
      "        8.170e-01, 4.700e+01],\n",
      "       [8.000e+00, 1.790e+02, 7.200e+01, 4.200e+01, 1.300e+02, 3.270e+01,\n",
      "        7.190e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.940e+02, 6.800e+01, 2.800e+01, 0.000e+00, 3.590e+01,\n",
      "        7.450e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.810e+02, 6.800e+01, 3.600e+01, 4.950e+02, 3.010e+01,\n",
      "        6.150e-01, 6.000e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.830e-01, 3.600e+01],\n",
      "       [5.000e+00, 1.580e+02, 8.400e+01, 4.100e+01, 2.100e+02, 3.940e+01,\n",
      "        3.950e-01, 2.900e+01],\n",
      "       [8.000e+00, 1.960e+02, 7.600e+01, 2.900e+01, 2.800e+02, 3.750e+01,\n",
      "        6.050e-01, 5.700e+01],\n",
      "       [5.000e+00, 1.620e+02, 1.040e+02, 0.000e+00, 0.000e+00, 3.770e+01,\n",
      "        1.510e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.840e+02, 8.400e+01, 3.300e+01, 0.000e+00, 3.550e+01,\n",
      "        3.550e-01, 4.100e+01],\n",
      "       [7.000e+00, 1.790e+02, 9.500e+01, 3.100e+01, 0.000e+00, 3.420e+01,\n",
      "        1.640e-01, 6.000e+01],\n",
      "       [0.000e+00, 1.770e+02, 6.000e+01, 2.900e+01, 4.780e+02, 3.460e+01,\n",
      "        1.072e+00, 2.100e+01],\n",
      "       [2.000e+00, 1.580e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        8.050e-01, 6.600e+01],\n",
      "       [3.000e+00, 1.620e+02, 5.200e+01, 3.800e+01, 0.000e+00, 3.720e+01,\n",
      "        6.520e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.970e+02, 7.000e+01, 3.900e+01, 7.440e+02, 3.670e+01,\n",
      "        2.329e+00, 3.100e+01],\n",
      "       [4.000e+00, 1.710e+02, 7.200e+01, 0.000e+00, 0.000e+00, 4.360e+01,\n",
      "        4.790e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.810e+02, 8.400e+01, 2.100e+01, 1.920e+02, 3.590e+01,\n",
      "        5.860e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.790e+02, 9.000e+01, 2.700e+01, 0.000e+00, 4.410e+01,\n",
      "        6.860e-01, 2.300e+01],\n",
      "       [9.000e+00, 1.640e+02, 8.400e+01, 2.100e+01, 0.000e+00, 3.080e+01,\n",
      "        8.310e-01, 3.200e+01],\n",
      "       [9.000e+00, 1.840e+02, 8.500e+01, 1.500e+01, 0.000e+00, 3.000e+01,\n",
      "        1.213e+00, 4.900e+01],\n",
      "       [3.000e+00, 1.910e+02, 6.800e+01, 1.500e+01, 1.300e+02, 3.090e+01,\n",
      "        2.990e-01, 3.400e+01],\n",
      "       [7.000e+00, 1.610e+02, 8.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        1.650e-01, 4.700e+01],\n",
      "       [0.000e+00, 1.670e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        8.390e-01, 3.000e+01],\n",
      "       [3.000e+00, 1.820e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        3.450e-01, 2.900e+01],\n",
      "       [1.000e+01, 1.790e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.510e+01,\n",
      "        2.000e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.800e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.330e+01,\n",
      "        2.820e-01, 4.100e+01],\n",
      "       [7.000e+00, 1.780e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.990e+01,\n",
      "        3.310e-01, 4.100e+01],\n",
      "       [9.000e+00, 1.650e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.020e-01, 4.900e+01],\n",
      "       [1.000e+00, 1.960e+02, 7.600e+01, 3.600e+01, 2.490e+02, 3.650e+01,\n",
      "        8.750e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.890e+02, 6.400e+01, 3.300e+01, 3.250e+02, 3.120e+01,\n",
      "        5.830e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.730e+02, 8.200e+01, 4.800e+01, 4.650e+02, 3.840e+01,\n",
      "        2.137e+00, 2.500e+01],\n",
      "       [5.000e+00, 1.660e+02, 7.600e+01, 0.000e+00, 0.000e+00, 4.570e+01,\n",
      "        3.400e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.580e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        8.030e-01, 3.100e+01],\n",
      "       [3.000e+00, 1.930e+02, 7.000e+01, 3.100e+01, 0.000e+00, 3.490e+01,\n",
      "        2.410e-01, 2.500e+01],\n",
      "       [5.000e+00, 1.680e+02, 6.400e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        1.350e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.720e+02, 6.800e+01, 4.900e+01, 5.790e+02, 4.240e+01,\n",
      "        7.020e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.730e+02, 8.400e+01, 3.300e+01, 4.740e+02, 3.570e+01,\n",
      "        2.580e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.840e+02, 7.800e+01, 3.900e+01, 2.770e+02, 3.700e+01,\n",
      "        2.640e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.810e+02, 6.400e+01, 3.000e+01, 1.800e+02, 3.410e+01,\n",
      "        3.280e-01, 3.800e+01],\n",
      "       [0.000e+00, 1.890e+02, 1.040e+02, 2.500e+01, 0.000e+00, 3.430e+01,\n",
      "        4.350e-01, 4.100e+01],\n",
      "       [1.400e+01, 1.750e+02, 6.200e+01, 3.000e+01, 0.000e+00, 3.360e+01,\n",
      "        2.120e-01, 3.800e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.000e+01, 3.000e+01, 3.280e+02, 3.550e+01,\n",
      "        3.440e-01, 3.500e+01],\n",
      "       [0.000e+00, 1.800e+02, 9.000e+01, 2.600e+01, 9.000e+01, 3.650e+01,\n",
      "        3.140e-01, 3.500e+01],\n",
      "       [3.000e+00, 1.630e+02, 7.000e+01, 1.800e+01, 1.050e+02, 3.160e+01,\n",
      "        2.680e-01, 2.800e+01],\n",
      "       [8.000e+00, 1.860e+02, 9.000e+01, 3.500e+01, 2.250e+02, 3.450e+01,\n",
      "        4.230e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.870e+02, 7.600e+01, 2.700e+01, 2.070e+02, 4.360e+01,\n",
      "        1.034e+00, 5.300e+01],\n",
      "       [1.000e+00, 1.640e+02, 8.200e+01, 4.300e+01, 6.700e+01, 3.280e+01,\n",
      "        3.410e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.980e+02, 6.600e+01, 3.200e+01, 2.740e+02, 4.130e+01,\n",
      "        5.020e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, 9.900e+01, 0.000e+00, 3.470e+01,\n",
      "        5.750e-01, 6.200e+01],\n",
      "       [3.000e+00, 1.760e+02, 8.600e+01, 2.700e+01, 1.560e+02, 3.330e+01,\n",
      "        1.154e+00, 5.200e+01],\n",
      "       [0.000e+00, 1.880e+02, 8.200e+01, 1.400e+01, 1.850e+02, 3.200e+01,\n",
      "        6.820e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.730e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        8.800e-02, 3.800e+01],\n",
      "       [1.000e+00, 1.810e+02, 7.800e+01, 4.200e+01, 2.930e+02, 4.000e+01,\n",
      "        1.258e+00, 2.200e+01],\n",
      "       [3.000e+00, 1.740e+02, 5.800e+01, 2.200e+01, 1.940e+02, 3.290e+01,\n",
      "        5.930e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.680e+02, 8.800e+01, 4.200e+01, 3.210e+02, 3.820e+01,\n",
      "        7.870e-01, 4.000e+01],\n",
      "       [6.000e+00, 1.830e+02, 9.400e+01, 0.000e+00, 0.000e+00, 4.080e+01,\n",
      "        1.461e+00, 4.500e+01],\n",
      "       [0.000e+00, 1.790e+02, 5.000e+01, 3.600e+01, 1.590e+02, 3.780e+01,\n",
      "        4.550e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.990e+02, 7.600e+01, 4.300e+01, 0.000e+00, 4.290e+01,\n",
      "        1.394e+00, 2.200e+01],\n",
      "       [8.000e+00, 1.670e+02, 1.060e+02, 4.600e+01, 2.310e+02, 3.760e+01,\n",
      "        1.650e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.650e+02, 6.800e+01, 2.600e+01, 1.680e+02, 3.360e+01,\n",
      "        6.310e-01, 4.900e+01],\n",
      "       [6.000e+00, 1.950e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.090e+01,\n",
      "        3.280e-01, 3.100e+01],\n",
      "       [1.300e+01, 1.580e+02, 1.140e+02, 0.000e+00, 0.000e+00, 4.230e+01,\n",
      "        2.570e-01, 4.400e+01],\n",
      "       [1.000e+00, 1.680e+02, 8.800e+01, 2.900e+01, 0.000e+00, 3.500e+01,\n",
      "        9.050e-01, 5.200e+01],\n",
      "       [9.000e+00, 1.640e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        1.480e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.580e+02, 6.400e+01, 1.300e+01, 3.870e+02, 3.120e+01,\n",
      "        2.950e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.870e+02, 5.000e+01, 3.300e+01, 3.920e+02, 3.390e+01,\n",
      "        8.260e-01, 3.400e+01],\n",
      "       [3.000e+00, 1.730e+02, 7.800e+01, 3.900e+01, 1.850e+02, 3.380e+01,\n",
      "        9.700e-01, 3.100e+01],\n",
      "       [2.000e+00, 1.740e+02, 8.800e+01, 3.700e+01, 1.200e+02, 4.450e+01,\n",
      "        6.460e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.870e+02, 7.000e+01, 2.200e+01, 2.000e+02, 3.640e+01,\n",
      "        4.080e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.810e+02, 8.800e+01, 4.400e+01, 5.100e+02, 4.330e+01,\n",
      "        2.220e-01, 2.600e+01],\n",
      "       [6.000e+00, 1.900e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.550e+01,\n",
      "        2.780e-01, 6.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, 3.100e+01, 0.000e+00, 4.400e+01,\n",
      "        4.030e-01, 4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │       ├── AnyNode(id='c31', rule=None, split_column=None, split_value=None, value=[3.0, 2.0], x=array([[  0.   , 180.   ,  66.   ,  39.   ,   0.   ,  42.   ,   1.893,\n",
      "         25.   ],\n",
      "       [  4.   , 197.   ,  70.   ,  39.   , 744.   ,  36.7  ,   2.329,\n",
      "         31.   ],\n",
      "       [  3.   , 173.   ,  82.   ,  48.   , 465.   ,  38.4  ,   2.137,\n",
      "         25.   ],\n",
      "       [  6.   , 183.   ,  94.   ,   0.   ,   0.   ,  40.8  ,   1.461,\n",
      "         45.   ],\n",
      "       [  1.   , 199.   ,  76.   ,  43.   ,   0.   ,  42.9  ,   1.394,\n",
      "         22.   ]]), y=[1.0, 0.0, 1.0, 0.0, 1.0])\n",
      "│   │   │       └── AnyNode(id='c32', rule='X6 <= 0.34250', split_column=6, split_value=0.3425, value=[73.0, 7.0], x=array([[2.000e+00, 1.970e+02, 7.000e+01, 4.500e+01, 5.430e+02, 3.050e+01,\n",
      "        1.580e-01, 5.300e+01],\n",
      "       [1.000e+01, 1.680e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.800e+01,\n",
      "        5.370e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.890e+02, 6.000e+01, 2.300e+01, 8.460e+02, 3.010e+01,\n",
      "        3.980e-01, 5.900e+01],\n",
      "       [7.000e+00, 1.960e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.980e+01,\n",
      "        4.510e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.600e+01, 3.600e+01, 2.450e+02, 3.160e+01,\n",
      "        8.510e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.800e+02, 6.400e+01, 2.500e+01, 7.000e+01, 3.400e+01,\n",
      "        2.710e-01, 2.600e+01],\n",
      "       [9.000e+00, 1.710e+02, 1.100e+02, 2.400e+01, 2.400e+02, 4.540e+01,\n",
      "        7.210e-01, 5.400e+01],\n",
      "       [8.000e+00, 1.760e+02, 9.000e+01, 3.400e+01, 3.000e+02, 3.370e+01,\n",
      "        4.670e-01, 5.800e+01],\n",
      "       [7.000e+00, 1.870e+02, 6.800e+01, 3.900e+01, 3.040e+02, 3.770e+01,\n",
      "        2.540e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.630e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.900e+01,\n",
      "        1.222e+00, 3.300e+01],\n",
      "       [3.000e+00, 1.710e+02, 7.200e+01, 3.300e+01, 1.350e+02, 3.330e+01,\n",
      "        1.990e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.600e+02, 5.400e+01, 3.200e+01, 1.750e+02, 3.050e+01,\n",
      "        5.880e-01, 3.900e+01],\n",
      "       [3.000e+00, 1.700e+02, 6.400e+01, 3.700e+01, 2.250e+02, 3.450e+01,\n",
      "        3.560e-01, 3.000e+01],\n",
      "       [1.700e+01, 1.630e+02, 7.200e+01, 4.100e+01, 1.140e+02, 4.090e+01,\n",
      "        8.170e-01, 4.700e+01],\n",
      "       [8.000e+00, 1.790e+02, 7.200e+01, 4.200e+01, 1.300e+02, 3.270e+01,\n",
      "        7.190e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.940e+02, 6.800e+01, 2.800e+01, 0.000e+00, 3.590e+01,\n",
      "        7.450e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.810e+02, 6.800e+01, 3.600e+01, 4.950e+02, 3.010e+01,\n",
      "        6.150e-01, 6.000e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.830e-01, 3.600e+01],\n",
      "       [5.000e+00, 1.580e+02, 8.400e+01, 4.100e+01, 2.100e+02, 3.940e+01,\n",
      "        3.950e-01, 2.900e+01],\n",
      "       [8.000e+00, 1.960e+02, 7.600e+01, 2.900e+01, 2.800e+02, 3.750e+01,\n",
      "        6.050e-01, 5.700e+01],\n",
      "       [5.000e+00, 1.620e+02, 1.040e+02, 0.000e+00, 0.000e+00, 3.770e+01,\n",
      "        1.510e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.840e+02, 8.400e+01, 3.300e+01, 0.000e+00, 3.550e+01,\n",
      "        3.550e-01, 4.100e+01],\n",
      "       [7.000e+00, 1.790e+02, 9.500e+01, 3.100e+01, 0.000e+00, 3.420e+01,\n",
      "        1.640e-01, 6.000e+01],\n",
      "       [0.000e+00, 1.770e+02, 6.000e+01, 2.900e+01, 4.780e+02, 3.460e+01,\n",
      "        1.072e+00, 2.100e+01],\n",
      "       [2.000e+00, 1.580e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        8.050e-01, 6.600e+01],\n",
      "       [3.000e+00, 1.620e+02, 5.200e+01, 3.800e+01, 0.000e+00, 3.720e+01,\n",
      "        6.520e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.710e+02, 7.200e+01, 0.000e+00, 0.000e+00, 4.360e+01,\n",
      "        4.790e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.810e+02, 8.400e+01, 2.100e+01, 1.920e+02, 3.590e+01,\n",
      "        5.860e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.790e+02, 9.000e+01, 2.700e+01, 0.000e+00, 4.410e+01,\n",
      "        6.860e-01, 2.300e+01],\n",
      "       [9.000e+00, 1.640e+02, 8.400e+01, 2.100e+01, 0.000e+00, 3.080e+01,\n",
      "        8.310e-01, 3.200e+01],\n",
      "       [9.000e+00, 1.840e+02, 8.500e+01, 1.500e+01, 0.000e+00, 3.000e+01,\n",
      "        1.213e+00, 4.900e+01],\n",
      "       [3.000e+00, 1.910e+02, 6.800e+01, 1.500e+01, 1.300e+02, 3.090e+01,\n",
      "        2.990e-01, 3.400e+01],\n",
      "       [7.000e+00, 1.610e+02, 8.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        1.650e-01, 4.700e+01],\n",
      "       [0.000e+00, 1.670e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        8.390e-01, 3.000e+01],\n",
      "       [3.000e+00, 1.820e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        3.450e-01, 2.900e+01],\n",
      "       [1.000e+01, 1.790e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.510e+01,\n",
      "        2.000e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.800e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.330e+01,\n",
      "        2.820e-01, 4.100e+01],\n",
      "       [7.000e+00, 1.780e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.990e+01,\n",
      "        3.310e-01, 4.100e+01],\n",
      "       [9.000e+00, 1.650e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.020e-01, 4.900e+01],\n",
      "       [1.000e+00, 1.960e+02, 7.600e+01, 3.600e+01, 2.490e+02, 3.650e+01,\n",
      "        8.750e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.890e+02, 6.400e+01, 3.300e+01, 3.250e+02, 3.120e+01,\n",
      "        5.830e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.660e+02, 7.600e+01, 0.000e+00, 0.000e+00, 4.570e+01,\n",
      "        3.400e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.580e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        8.030e-01, 3.100e+01],\n",
      "       [3.000e+00, 1.930e+02, 7.000e+01, 3.100e+01, 0.000e+00, 3.490e+01,\n",
      "        2.410e-01, 2.500e+01],\n",
      "       [5.000e+00, 1.680e+02, 6.400e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        1.350e-01, 4.100e+01],\n",
      "       [1.000e+00, 1.720e+02, 6.800e+01, 4.900e+01, 5.790e+02, 4.240e+01,\n",
      "        7.020e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.730e+02, 8.400e+01, 3.300e+01, 4.740e+02, 3.570e+01,\n",
      "        2.580e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.840e+02, 7.800e+01, 3.900e+01, 2.770e+02, 3.700e+01,\n",
      "        2.640e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.810e+02, 6.400e+01, 3.000e+01, 1.800e+02, 3.410e+01,\n",
      "        3.280e-01, 3.800e+01],\n",
      "       [0.000e+00, 1.890e+02, 1.040e+02, 2.500e+01, 0.000e+00, 3.430e+01,\n",
      "        4.350e-01, 4.100e+01],\n",
      "       [1.400e+01, 1.750e+02, 6.200e+01, 3.000e+01, 0.000e+00, 3.360e+01,\n",
      "        2.120e-01, 3.800e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.000e+01, 3.000e+01, 3.280e+02, 3.550e+01,\n",
      "        3.440e-01, 3.500e+01],\n",
      "       [0.000e+00, 1.800e+02, 9.000e+01, 2.600e+01, 9.000e+01, 3.650e+01,\n",
      "        3.140e-01, 3.500e+01],\n",
      "       [3.000e+00, 1.630e+02, 7.000e+01, 1.800e+01, 1.050e+02, 3.160e+01,\n",
      "        2.680e-01, 2.800e+01],\n",
      "       [8.000e+00, 1.860e+02, 9.000e+01, 3.500e+01, 2.250e+02, 3.450e+01,\n",
      "        4.230e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.870e+02, 7.600e+01, 2.700e+01, 2.070e+02, 4.360e+01,\n",
      "        1.034e+00, 5.300e+01],\n",
      "       [1.000e+00, 1.640e+02, 8.200e+01, 4.300e+01, 6.700e+01, 3.280e+01,\n",
      "        3.410e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.980e+02, 6.600e+01, 3.200e+01, 2.740e+02, 4.130e+01,\n",
      "        5.020e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, 9.900e+01, 0.000e+00, 3.470e+01,\n",
      "        5.750e-01, 6.200e+01],\n",
      "       [3.000e+00, 1.760e+02, 8.600e+01, 2.700e+01, 1.560e+02, 3.330e+01,\n",
      "        1.154e+00, 5.200e+01],\n",
      "       [0.000e+00, 1.880e+02, 8.200e+01, 1.400e+01, 1.850e+02, 3.200e+01,\n",
      "        6.820e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.730e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        8.800e-02, 3.800e+01],\n",
      "       [1.000e+00, 1.810e+02, 7.800e+01, 4.200e+01, 2.930e+02, 4.000e+01,\n",
      "        1.258e+00, 2.200e+01],\n",
      "       [3.000e+00, 1.740e+02, 5.800e+01, 2.200e+01, 1.940e+02, 3.290e+01,\n",
      "        5.930e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.680e+02, 8.800e+01, 4.200e+01, 3.210e+02, 3.820e+01,\n",
      "        7.870e-01, 4.000e+01],\n",
      "       [0.000e+00, 1.790e+02, 5.000e+01, 3.600e+01, 1.590e+02, 3.780e+01,\n",
      "        4.550e-01, 2.200e+01],\n",
      "       [8.000e+00, 1.670e+02, 1.060e+02, 4.600e+01, 2.310e+02, 3.760e+01,\n",
      "        1.650e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.650e+02, 6.800e+01, 2.600e+01, 1.680e+02, 3.360e+01,\n",
      "        6.310e-01, 4.900e+01],\n",
      "       [6.000e+00, 1.950e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.090e+01,\n",
      "        3.280e-01, 3.100e+01],\n",
      "       [1.300e+01, 1.580e+02, 1.140e+02, 0.000e+00, 0.000e+00, 4.230e+01,\n",
      "        2.570e-01, 4.400e+01],\n",
      "       [1.000e+00, 1.680e+02, 8.800e+01, 2.900e+01, 0.000e+00, 3.500e+01,\n",
      "        9.050e-01, 5.200e+01],\n",
      "       [9.000e+00, 1.640e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        1.480e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.580e+02, 6.400e+01, 1.300e+01, 3.870e+02, 3.120e+01,\n",
      "        2.950e-01, 2.400e+01],\n",
      "       [7.000e+00, 1.870e+02, 5.000e+01, 3.300e+01, 3.920e+02, 3.390e+01,\n",
      "        8.260e-01, 3.400e+01],\n",
      "       [3.000e+00, 1.730e+02, 7.800e+01, 3.900e+01, 1.850e+02, 3.380e+01,\n",
      "        9.700e-01, 3.100e+01],\n",
      "       [2.000e+00, 1.740e+02, 8.800e+01, 3.700e+01, 1.200e+02, 4.450e+01,\n",
      "        6.460e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.870e+02, 7.000e+01, 2.200e+01, 2.000e+02, 3.640e+01,\n",
      "        4.080e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.810e+02, 8.800e+01, 4.400e+01, 5.100e+02, 4.330e+01,\n",
      "        2.220e-01, 2.600e+01],\n",
      "       [6.000e+00, 1.900e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.550e+01,\n",
      "        2.780e-01, 6.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, 3.100e+01, 0.000e+00, 4.400e+01,\n",
      "        4.030e-01, 4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │           ├── AnyNode(id='c49', rule='X1 <= 166.00000', split_column=1, split_value=166.0, value=[49.0, 1.0], x=array([[1.000e+01, 1.680e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.800e+01,\n",
      "        5.370e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.890e+02, 6.000e+01, 2.300e+01, 8.460e+02, 3.010e+01,\n",
      "        3.980e-01, 5.900e+01],\n",
      "       [7.000e+00, 1.960e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.980e+01,\n",
      "        4.510e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.600e+01, 3.600e+01, 2.450e+02, 3.160e+01,\n",
      "        8.510e-01, 2.800e+01],\n",
      "       [9.000e+00, 1.710e+02, 1.100e+02, 2.400e+01, 2.400e+02, 4.540e+01,\n",
      "        7.210e-01, 5.400e+01],\n",
      "       [8.000e+00, 1.760e+02, 9.000e+01, 3.400e+01, 3.000e+02, 3.370e+01,\n",
      "        4.670e-01, 5.800e+01],\n",
      "       [1.000e+00, 1.630e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.900e+01,\n",
      "        1.222e+00, 3.300e+01],\n",
      "       [7.000e+00, 1.600e+02, 5.400e+01, 3.200e+01, 1.750e+02, 3.050e+01,\n",
      "        5.880e-01, 3.900e+01],\n",
      "       [3.000e+00, 1.700e+02, 6.400e+01, 3.700e+01, 2.250e+02, 3.450e+01,\n",
      "        3.560e-01, 3.000e+01],\n",
      "       [1.700e+01, 1.630e+02, 7.200e+01, 4.100e+01, 1.140e+02, 4.090e+01,\n",
      "        8.170e-01, 4.700e+01],\n",
      "       [8.000e+00, 1.790e+02, 7.200e+01, 4.200e+01, 1.300e+02, 3.270e+01,\n",
      "        7.190e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.940e+02, 6.800e+01, 2.800e+01, 0.000e+00, 3.590e+01,\n",
      "        7.450e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.810e+02, 6.800e+01, 3.600e+01, 4.950e+02, 3.010e+01,\n",
      "        6.150e-01, 6.000e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.040e+01,\n",
      "        3.830e-01, 3.600e+01],\n",
      "       [5.000e+00, 1.580e+02, 8.400e+01, 4.100e+01, 2.100e+02, 3.940e+01,\n",
      "        3.950e-01, 2.900e+01],\n",
      "       [8.000e+00, 1.960e+02, 7.600e+01, 2.900e+01, 2.800e+02, 3.750e+01,\n",
      "        6.050e-01, 5.700e+01],\n",
      "       [7.000e+00, 1.840e+02, 8.400e+01, 3.300e+01, 0.000e+00, 3.550e+01,\n",
      "        3.550e-01, 4.100e+01],\n",
      "       [0.000e+00, 1.770e+02, 6.000e+01, 2.900e+01, 4.780e+02, 3.460e+01,\n",
      "        1.072e+00, 2.100e+01],\n",
      "       [2.000e+00, 1.580e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        8.050e-01, 6.600e+01],\n",
      "       [3.000e+00, 1.620e+02, 5.200e+01, 3.800e+01, 0.000e+00, 3.720e+01,\n",
      "        6.520e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.710e+02, 7.200e+01, 0.000e+00, 0.000e+00, 4.360e+01,\n",
      "        4.790e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.810e+02, 8.400e+01, 2.100e+01, 1.920e+02, 3.590e+01,\n",
      "        5.860e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.790e+02, 9.000e+01, 2.700e+01, 0.000e+00, 4.410e+01,\n",
      "        6.860e-01, 2.300e+01],\n",
      "       [9.000e+00, 1.640e+02, 8.400e+01, 2.100e+01, 0.000e+00, 3.080e+01,\n",
      "        8.310e-01, 3.200e+01],\n",
      "       [9.000e+00, 1.840e+02, 8.500e+01, 1.500e+01, 0.000e+00, 3.000e+01,\n",
      "        1.213e+00, 4.900e+01],\n",
      "       [0.000e+00, 1.670e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        8.390e-01, 3.000e+01],\n",
      "       [3.000e+00, 1.820e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        3.450e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.960e+02, 7.600e+01, 3.600e+01, 2.490e+02, 3.650e+01,\n",
      "        8.750e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.890e+02, 6.400e+01, 3.300e+01, 3.250e+02, 3.120e+01,\n",
      "        5.830e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.580e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        8.030e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.720e+02, 6.800e+01, 4.900e+01, 5.790e+02, 4.240e+01,\n",
      "        7.020e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.890e+02, 1.040e+02, 2.500e+01, 0.000e+00, 3.430e+01,\n",
      "        4.350e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.580e+02, 7.000e+01, 3.000e+01, 3.280e+02, 3.550e+01,\n",
      "        3.440e-01, 3.500e+01],\n",
      "       [8.000e+00, 1.860e+02, 9.000e+01, 3.500e+01, 2.250e+02, 3.450e+01,\n",
      "        4.230e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.870e+02, 7.600e+01, 2.700e+01, 2.070e+02, 4.360e+01,\n",
      "        1.034e+00, 5.300e+01],\n",
      "       [0.000e+00, 1.980e+02, 6.600e+01, 3.200e+01, 2.740e+02, 4.130e+01,\n",
      "        5.020e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, 9.900e+01, 0.000e+00, 3.470e+01,\n",
      "        5.750e-01, 6.200e+01],\n",
      "       [3.000e+00, 1.760e+02, 8.600e+01, 2.700e+01, 1.560e+02, 3.330e+01,\n",
      "        1.154e+00, 5.200e+01],\n",
      "       [0.000e+00, 1.880e+02, 8.200e+01, 1.400e+01, 1.850e+02, 3.200e+01,\n",
      "        6.820e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.810e+02, 7.800e+01, 4.200e+01, 2.930e+02, 4.000e+01,\n",
      "        1.258e+00, 2.200e+01],\n",
      "       [3.000e+00, 1.740e+02, 5.800e+01, 2.200e+01, 1.940e+02, 3.290e+01,\n",
      "        5.930e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.680e+02, 8.800e+01, 4.200e+01, 3.210e+02, 3.820e+01,\n",
      "        7.870e-01, 4.000e+01],\n",
      "       [0.000e+00, 1.790e+02, 5.000e+01, 3.600e+01, 1.590e+02, 3.780e+01,\n",
      "        4.550e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.650e+02, 6.800e+01, 2.600e+01, 1.680e+02, 3.360e+01,\n",
      "        6.310e-01, 4.900e+01],\n",
      "       [1.000e+00, 1.680e+02, 8.800e+01, 2.900e+01, 0.000e+00, 3.500e+01,\n",
      "        9.050e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.870e+02, 5.000e+01, 3.300e+01, 3.920e+02, 3.390e+01,\n",
      "        8.260e-01, 3.400e+01],\n",
      "       [3.000e+00, 1.730e+02, 7.800e+01, 3.900e+01, 1.850e+02, 3.380e+01,\n",
      "        9.700e-01, 3.100e+01],\n",
      "       [2.000e+00, 1.740e+02, 8.800e+01, 3.700e+01, 1.200e+02, 4.450e+01,\n",
      "        6.460e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.870e+02, 7.000e+01, 2.200e+01, 2.000e+02, 3.640e+01,\n",
      "        4.080e-01, 3.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, 3.100e+01, 0.000e+00, 4.400e+01,\n",
      "        4.030e-01, 4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │           │   ├── AnyNode(id='c69', rule=None, split_column=None, split_value=None, value=[38.0, 0.0], x=array([[1.000e+01, 1.680e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.800e+01,\n",
      "        5.370e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.890e+02, 6.000e+01, 2.300e+01, 8.460e+02, 3.010e+01,\n",
      "        3.980e-01, 5.900e+01],\n",
      "       [7.000e+00, 1.960e+02, 9.000e+01, 0.000e+00, 0.000e+00, 3.980e+01,\n",
      "        4.510e-01, 4.100e+01],\n",
      "       [9.000e+00, 1.710e+02, 1.100e+02, 2.400e+01, 2.400e+02, 4.540e+01,\n",
      "        7.210e-01, 5.400e+01],\n",
      "       [8.000e+00, 1.760e+02, 9.000e+01, 3.400e+01, 3.000e+02, 3.370e+01,\n",
      "        4.670e-01, 5.800e+01],\n",
      "       [3.000e+00, 1.700e+02, 6.400e+01, 3.700e+01, 2.250e+02, 3.450e+01,\n",
      "        3.560e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.790e+02, 7.200e+01, 4.200e+01, 1.300e+02, 3.270e+01,\n",
      "        7.190e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.940e+02, 6.800e+01, 2.800e+01, 0.000e+00, 3.590e+01,\n",
      "        7.450e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.810e+02, 6.800e+01, 3.600e+01, 4.950e+02, 3.010e+01,\n",
      "        6.150e-01, 6.000e+01],\n",
      "       [8.000e+00, 1.960e+02, 7.600e+01, 2.900e+01, 2.800e+02, 3.750e+01,\n",
      "        6.050e-01, 5.700e+01],\n",
      "       [7.000e+00, 1.840e+02, 8.400e+01, 3.300e+01, 0.000e+00, 3.550e+01,\n",
      "        3.550e-01, 4.100e+01],\n",
      "       [0.000e+00, 1.770e+02, 6.000e+01, 2.900e+01, 4.780e+02, 3.460e+01,\n",
      "        1.072e+00, 2.100e+01],\n",
      "       [4.000e+00, 1.710e+02, 7.200e+01, 0.000e+00, 0.000e+00, 4.360e+01,\n",
      "        4.790e-01, 2.600e+01],\n",
      "       [7.000e+00, 1.810e+02, 8.400e+01, 2.100e+01, 1.920e+02, 3.590e+01,\n",
      "        5.860e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.790e+02, 9.000e+01, 2.700e+01, 0.000e+00, 4.410e+01,\n",
      "        6.860e-01, 2.300e+01],\n",
      "       [9.000e+00, 1.840e+02, 8.500e+01, 1.500e+01, 0.000e+00, 3.000e+01,\n",
      "        1.213e+00, 4.900e+01],\n",
      "       [0.000e+00, 1.670e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        8.390e-01, 3.000e+01],\n",
      "       [3.000e+00, 1.820e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        3.450e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.960e+02, 7.600e+01, 3.600e+01, 2.490e+02, 3.650e+01,\n",
      "        8.750e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.890e+02, 6.400e+01, 3.300e+01, 3.250e+02, 3.120e+01,\n",
      "        5.830e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.720e+02, 6.800e+01, 4.900e+01, 5.790e+02, 4.240e+01,\n",
      "        7.020e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.890e+02, 1.040e+02, 2.500e+01, 0.000e+00, 3.430e+01,\n",
      "        4.350e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.860e+02, 9.000e+01, 3.500e+01, 2.250e+02, 3.450e+01,\n",
      "        4.230e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.870e+02, 7.600e+01, 2.700e+01, 2.070e+02, 4.360e+01,\n",
      "        1.034e+00, 5.300e+01],\n",
      "       [0.000e+00, 1.980e+02, 6.600e+01, 3.200e+01, 2.740e+02, 4.130e+01,\n",
      "        5.020e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.970e+02, 7.000e+01, 9.900e+01, 0.000e+00, 3.470e+01,\n",
      "        5.750e-01, 6.200e+01],\n",
      "       [3.000e+00, 1.760e+02, 8.600e+01, 2.700e+01, 1.560e+02, 3.330e+01,\n",
      "        1.154e+00, 5.200e+01],\n",
      "       [0.000e+00, 1.880e+02, 8.200e+01, 1.400e+01, 1.850e+02, 3.200e+01,\n",
      "        6.820e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.810e+02, 7.800e+01, 4.200e+01, 2.930e+02, 4.000e+01,\n",
      "        1.258e+00, 2.200e+01],\n",
      "       [3.000e+00, 1.740e+02, 5.800e+01, 2.200e+01, 1.940e+02, 3.290e+01,\n",
      "        5.930e-01, 3.600e+01],\n",
      "       [7.000e+00, 1.680e+02, 8.800e+01, 4.200e+01, 3.210e+02, 3.820e+01,\n",
      "        7.870e-01, 4.000e+01],\n",
      "       [0.000e+00, 1.790e+02, 5.000e+01, 3.600e+01, 1.590e+02, 3.780e+01,\n",
      "        4.550e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.680e+02, 8.800e+01, 2.900e+01, 0.000e+00, 3.500e+01,\n",
      "        9.050e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.870e+02, 5.000e+01, 3.300e+01, 3.920e+02, 3.390e+01,\n",
      "        8.260e-01, 3.400e+01],\n",
      "       [3.000e+00, 1.730e+02, 7.800e+01, 3.900e+01, 1.850e+02, 3.380e+01,\n",
      "        9.700e-01, 3.100e+01],\n",
      "       [2.000e+00, 1.740e+02, 8.800e+01, 3.700e+01, 1.200e+02, 4.450e+01,\n",
      "        6.460e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.870e+02, 7.000e+01, 2.200e+01, 2.000e+02, 3.640e+01,\n",
      "        4.080e-01, 3.600e+01],\n",
      "       [9.000e+00, 1.700e+02, 7.400e+01, 3.100e+01, 0.000e+00, 4.400e+01,\n",
      "        4.030e-01, 4.300e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │           │   └── AnyNode(id='c70', rule=None, split_column=None, split_value=None, value=[11.0, 1.0], x=array([[  3.   , 158.   ,  76.   ,  36.   , 245.   ,  31.6  ,   0.851,\n",
      "         28.   ],\n",
      "       [  1.   , 163.   ,  72.   ,   0.   ,   0.   ,  39.   ,   1.222,\n",
      "         33.   ],\n",
      "       [  7.   , 160.   ,  54.   ,  32.   , 175.   ,  30.5  ,   0.588,\n",
      "         39.   ],\n",
      "       [ 17.   , 163.   ,  72.   ,  41.   , 114.   ,  40.9  ,   0.817,\n",
      "         47.   ],\n",
      "       [  7.   , 159.   ,  66.   ,   0.   ,   0.   ,  30.4  ,   0.383,\n",
      "         36.   ],\n",
      "       [  5.   , 158.   ,  84.   ,  41.   , 210.   ,  39.4  ,   0.395,\n",
      "         29.   ],\n",
      "       [  2.   , 158.   ,  90.   ,   0.   ,   0.   ,  31.6  ,   0.805,\n",
      "         66.   ],\n",
      "       [  3.   , 162.   ,  52.   ,  38.   ,   0.   ,  37.2  ,   0.652,\n",
      "         24.   ],\n",
      "       [  9.   , 164.   ,  84.   ,  21.   ,   0.   ,  30.8  ,   0.831,\n",
      "         32.   ],\n",
      "       [  4.   , 158.   ,  78.   ,   0.   ,   0.   ,  32.9  ,   0.803,\n",
      "         31.   ],\n",
      "       [  3.   , 158.   ,  70.   ,  30.   , 328.   ,  35.5  ,   0.344,\n",
      "         35.   ],\n",
      "       [  6.   , 165.   ,  68.   ,  26.   , 168.   ,  33.6  ,   0.631,\n",
      "         49.   ]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0])\n",
      "│   │   │           └── AnyNode(id='c50', rule='X5 <= 35.30000', split_column=5, split_value=35.3, value=[24.0, 6.0], x=array([[2.00e+00, 1.97e+02, 7.00e+01, 4.50e+01, 5.43e+02, 3.05e+01,\n",
      "        1.58e-01, 5.30e+01],\n",
      "       [3.00e+00, 1.80e+02, 6.40e+01, 2.50e+01, 7.00e+01, 3.40e+01,\n",
      "        2.71e-01, 2.60e+01],\n",
      "       [7.00e+00, 1.87e+02, 6.80e+01, 3.90e+01, 3.04e+02, 3.77e+01,\n",
      "        2.54e-01, 4.10e+01],\n",
      "       [3.00e+00, 1.71e+02, 7.20e+01, 3.30e+01, 1.35e+02, 3.33e+01,\n",
      "        1.99e-01, 2.40e+01],\n",
      "       [5.00e+00, 1.62e+02, 1.04e+02, 0.00e+00, 0.00e+00, 3.77e+01,\n",
      "        1.51e-01, 5.20e+01],\n",
      "       [7.00e+00, 1.79e+02, 9.50e+01, 3.10e+01, 0.00e+00, 3.42e+01,\n",
      "        1.64e-01, 6.00e+01],\n",
      "       [3.00e+00, 1.91e+02, 6.80e+01, 1.50e+01, 1.30e+02, 3.09e+01,\n",
      "        2.99e-01, 3.40e+01],\n",
      "       [7.00e+00, 1.61e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.04e+01,\n",
      "        1.65e-01, 4.70e+01],\n",
      "       [1.00e+01, 1.79e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.51e+01,\n",
      "        2.00e-01, 3.70e+01],\n",
      "       [1.00e+00, 1.80e+02, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e+01,\n",
      "        2.82e-01, 4.10e+01],\n",
      "       [7.00e+00, 1.78e+02, 8.40e+01, 0.00e+00, 0.00e+00, 3.99e+01,\n",
      "        3.31e-01, 4.10e+01],\n",
      "       [9.00e+00, 1.65e+02, 8.80e+01, 0.00e+00, 0.00e+00, 3.04e+01,\n",
      "        3.02e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.66e+02, 7.60e+01, 0.00e+00, 0.00e+00, 4.57e+01,\n",
      "        3.40e-01, 2.70e+01],\n",
      "       [3.00e+00, 1.93e+02, 7.00e+01, 3.10e+01, 0.00e+00, 3.49e+01,\n",
      "        2.41e-01, 2.50e+01],\n",
      "       [5.00e+00, 1.68e+02, 6.40e+01, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        1.35e-01, 4.10e+01],\n",
      "       [3.00e+00, 1.73e+02, 8.40e+01, 3.30e+01, 4.74e+02, 3.57e+01,\n",
      "        2.58e-01, 2.20e+01],\n",
      "       [4.00e+00, 1.84e+02, 7.80e+01, 3.90e+01, 2.77e+02, 3.70e+01,\n",
      "        2.64e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.81e+02, 6.40e+01, 3.00e+01, 1.80e+02, 3.41e+01,\n",
      "        3.28e-01, 3.80e+01],\n",
      "       [1.40e+01, 1.75e+02, 6.20e+01, 3.00e+01, 0.00e+00, 3.36e+01,\n",
      "        2.12e-01, 3.80e+01],\n",
      "       [0.00e+00, 1.80e+02, 9.00e+01, 2.60e+01, 9.00e+01, 3.65e+01,\n",
      "        3.14e-01, 3.50e+01],\n",
      "       [3.00e+00, 1.63e+02, 7.00e+01, 1.80e+01, 1.05e+02, 3.16e+01,\n",
      "        2.68e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.64e+02, 8.20e+01, 4.30e+01, 6.70e+01, 3.28e+01,\n",
      "        3.41e-01, 5.00e+01],\n",
      "       [1.00e+00, 1.73e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.68e+01,\n",
      "        8.80e-02, 3.80e+01],\n",
      "       [8.00e+00, 1.67e+02, 1.06e+02, 4.60e+01, 2.31e+02, 3.76e+01,\n",
      "        1.65e-01, 4.30e+01],\n",
      "       [6.00e+00, 1.95e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.09e+01,\n",
      "        3.28e-01, 3.10e+01],\n",
      "       [1.30e+01, 1.58e+02, 1.14e+02, 0.00e+00, 0.00e+00, 4.23e+01,\n",
      "        2.57e-01, 4.40e+01],\n",
      "       [9.00e+00, 1.64e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        1.48e-01, 4.50e+01],\n",
      "       [3.00e+00, 1.58e+02, 6.40e+01, 1.30e+01, 3.87e+02, 3.12e+01,\n",
      "        2.95e-01, 2.40e+01],\n",
      "       [0.00e+00, 1.81e+02, 8.80e+01, 4.40e+01, 5.10e+02, 4.33e+01,\n",
      "        2.22e-01, 2.60e+01],\n",
      "       [6.00e+00, 1.90e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.55e+01,\n",
      "        2.78e-01, 6.60e+01]]), y=[1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│   │   │               ├── AnyNode(id='c71', rule=None, split_column=None, split_value=None, value=[13.0, 0.0], x=array([[7.00e+00, 1.87e+02, 6.80e+01, 3.90e+01, 3.04e+02, 3.77e+01,\n",
      "        2.54e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.62e+02, 1.04e+02, 0.00e+00, 0.00e+00, 3.77e+01,\n",
      "        1.51e-01, 5.20e+01],\n",
      "       [1.00e+00, 1.80e+02, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e+01,\n",
      "        2.82e-01, 4.10e+01],\n",
      "       [7.00e+00, 1.78e+02, 8.40e+01, 0.00e+00, 0.00e+00, 3.99e+01,\n",
      "        3.31e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.66e+02, 7.60e+01, 0.00e+00, 0.00e+00, 4.57e+01,\n",
      "        3.40e-01, 2.70e+01],\n",
      "       [3.00e+00, 1.73e+02, 8.40e+01, 3.30e+01, 4.74e+02, 3.57e+01,\n",
      "        2.58e-01, 2.20e+01],\n",
      "       [4.00e+00, 1.84e+02, 7.80e+01, 3.90e+01, 2.77e+02, 3.70e+01,\n",
      "        2.64e-01, 3.10e+01],\n",
      "       [0.00e+00, 1.80e+02, 9.00e+01, 2.60e+01, 9.00e+01, 3.65e+01,\n",
      "        3.14e-01, 3.50e+01],\n",
      "       [1.00e+00, 1.73e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.68e+01,\n",
      "        8.80e-02, 3.80e+01],\n",
      "       [8.00e+00, 1.67e+02, 1.06e+02, 4.60e+01, 2.31e+02, 3.76e+01,\n",
      "        1.65e-01, 4.30e+01],\n",
      "       [1.30e+01, 1.58e+02, 1.14e+02, 0.00e+00, 0.00e+00, 4.23e+01,\n",
      "        2.57e-01, 4.40e+01],\n",
      "       [0.00e+00, 1.81e+02, 8.80e+01, 4.40e+01, 5.10e+02, 4.33e+01,\n",
      "        2.22e-01, 2.60e+01],\n",
      "       [6.00e+00, 1.90e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.55e+01,\n",
      "        2.78e-01, 6.60e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │   │               └── AnyNode(id='c72', rule=None, split_column=None, split_value=None, value=[11.0, 6.0], x=array([[2.00e+00, 1.97e+02, 7.00e+01, 4.50e+01, 5.43e+02, 3.05e+01,\n",
      "        1.58e-01, 5.30e+01],\n",
      "       [3.00e+00, 1.80e+02, 6.40e+01, 2.50e+01, 7.00e+01, 3.40e+01,\n",
      "        2.71e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.71e+02, 7.20e+01, 3.30e+01, 1.35e+02, 3.33e+01,\n",
      "        1.99e-01, 2.40e+01],\n",
      "       [7.00e+00, 1.79e+02, 9.50e+01, 3.10e+01, 0.00e+00, 3.42e+01,\n",
      "        1.64e-01, 6.00e+01],\n",
      "       [3.00e+00, 1.91e+02, 6.80e+01, 1.50e+01, 1.30e+02, 3.09e+01,\n",
      "        2.99e-01, 3.40e+01],\n",
      "       [7.00e+00, 1.61e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.04e+01,\n",
      "        1.65e-01, 4.70e+01],\n",
      "       [1.00e+01, 1.79e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.51e+01,\n",
      "        2.00e-01, 3.70e+01],\n",
      "       [9.00e+00, 1.65e+02, 8.80e+01, 0.00e+00, 0.00e+00, 3.04e+01,\n",
      "        3.02e-01, 4.90e+01],\n",
      "       [3.00e+00, 1.93e+02, 7.00e+01, 3.10e+01, 0.00e+00, 3.49e+01,\n",
      "        2.41e-01, 2.50e+01],\n",
      "       [5.00e+00, 1.68e+02, 6.40e+01, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        1.35e-01, 4.10e+01],\n",
      "       [1.00e+00, 1.81e+02, 6.40e+01, 3.00e+01, 1.80e+02, 3.41e+01,\n",
      "        3.28e-01, 3.80e+01],\n",
      "       [1.40e+01, 1.75e+02, 6.20e+01, 3.00e+01, 0.00e+00, 3.36e+01,\n",
      "        2.12e-01, 3.80e+01],\n",
      "       [3.00e+00, 1.63e+02, 7.00e+01, 1.80e+01, 1.05e+02, 3.16e+01,\n",
      "        2.68e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.64e+02, 8.20e+01, 4.30e+01, 6.70e+01, 3.28e+01,\n",
      "        3.41e-01, 5.00e+01],\n",
      "       [6.00e+00, 1.95e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.09e+01,\n",
      "        3.28e-01, 3.10e+01],\n",
      "       [9.00e+00, 1.64e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        1.48e-01, 4.50e+01],\n",
      "       [3.00e+00, 1.58e+02, 6.40e+01, 1.30e+01, 3.87e+02, 3.12e+01,\n",
      "        2.95e-01, 2.40e+01]]), y=[1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0])\n",
      "│   │   └── AnyNode(id='c8', rule='X7 <= 30.50000', split_column=7, split_value=30.5, value=[70.0, 45.0], x=array([[6.000e+00, 1.480e+02, 7.200e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        6.270e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 4.000e+01, 3.500e+01, 1.680e+02, 4.310e+01,\n",
      "        2.288e+00, 3.300e+01],\n",
      "       [1.100e+01, 1.430e+02, 9.400e+01, 3.300e+01, 1.460e+02, 3.660e+01,\n",
      "        2.540e-01, 5.100e+01],\n",
      "       [7.000e+00, 1.470e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.940e+01,\n",
      "        2.570e-01, 4.300e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.320e+01,\n",
      "        4.200e-01, 3.500e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.400e+01, 0.000e+00, 0.000e+00, 4.020e+01,\n",
      "        6.960e-01, 3.700e+01],\n",
      "       [7.000e+00, 1.500e+02, 6.600e+01, 4.200e+01, 3.420e+02, 3.470e+01,\n",
      "        7.180e-01, 4.200e+01],\n",
      "       [0.000e+00, 1.460e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.050e+01,\n",
      "        1.781e+00, 4.400e+01],\n",
      "       [8.000e+00, 1.330e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        2.700e-01, 3.900e+01],\n",
      "       [4.000e+00, 1.290e+02, 8.600e+01, 2.000e+01, 2.700e+02, 3.510e+01,\n",
      "        2.310e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.310e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.320e+01,\n",
      "        2.700e-01, 2.600e+01],\n",
      "       [5.000e+00, 1.370e+02, 1.080e+02, 0.000e+00, 0.000e+00, 4.880e+01,\n",
      "        2.270e-01, 3.700e+01],\n",
      "       [1.500e+01, 1.360e+02, 7.000e+01, 3.200e+01, 1.100e+02, 3.710e+01,\n",
      "        1.530e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.440e+02, 7.200e+01, 2.700e+01, 2.280e+02, 3.390e+01,\n",
      "        2.550e-01, 4.000e+01],\n",
      "       [8.000e+00, 1.550e+02, 6.200e+01, 2.600e+01, 4.950e+02, 3.400e+01,\n",
      "        5.430e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.460e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        5.390e-01, 6.100e+01],\n",
      "       [0.000e+00, 1.290e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        7.030e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.540e+02, 6.200e+01, 3.100e+01, 2.840e+02, 3.280e+01,\n",
      "        2.370e-01, 2.300e+01],\n",
      "       [5.000e+00, 1.470e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.370e+01,\n",
      "        2.180e-01, 6.500e+01],\n",
      "       [1.000e+00, 1.360e+02, 7.400e+01, 5.000e+01, 2.040e+02, 3.740e+01,\n",
      "        3.990e-01, 2.400e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 2.800e+01, 1.550e+02, 3.430e+01,\n",
      "        1.189e+00, 4.200e+01],\n",
      "       [1.000e+00, 1.530e+02, 8.200e+01, 4.200e+01, 4.850e+02, 4.060e+01,\n",
      "        6.870e-01, 2.300e+01],\n",
      "       [7.000e+00, 1.520e+02, 8.800e+01, 4.400e+01, 0.000e+00, 5.000e+01,\n",
      "        3.370e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.310e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        7.430e-01, 3.200e+01],\n",
      "       [3.000e+00, 1.480e+02, 6.600e+01, 2.500e+01, 0.000e+00, 3.250e+01,\n",
      "        2.560e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 7.000e+01, 2.300e+01, 1.300e+02, 3.540e+01,\n",
      "        5.420e-01, 2.900e+01],\n",
      "       [0.000e+00, 1.290e+02, 1.100e+02, 4.600e+01, 1.300e+02, 6.710e+01,\n",
      "        3.190e-01, 2.600e+01],\n",
      "       [5.000e+00, 1.430e+02, 7.800e+01, 0.000e+00, 0.000e+00, 4.500e+01,\n",
      "        1.900e-01, 4.700e+01],\n",
      "       [5.000e+00, 1.300e+02, 8.200e+01, 0.000e+00, 0.000e+00, 3.910e+01,\n",
      "        9.560e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.280e+02, 9.800e+01, 4.100e+01, 5.800e+01, 3.200e+01,\n",
      "        1.321e+00, 3.300e+01],\n",
      "       [5.000e+00, 1.390e+02, 8.000e+01, 3.500e+01, 1.600e+02, 3.160e+01,\n",
      "        3.610e-01, 2.500e+01],\n",
      "       [1.100e+01, 1.350e+02, 0.000e+00, 0.000e+00, 0.000e+00, 5.230e+01,\n",
      "        5.780e-01, 4.000e+01],\n",
      "       [4.000e+00, 1.480e+02, 6.000e+01, 2.700e+01, 3.180e+02, 3.090e+01,\n",
      "        1.500e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.380e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.010e+01,\n",
      "        2.360e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.470e+02, 8.500e+01, 5.400e+01, 0.000e+00, 4.280e+01,\n",
      "        3.750e-01, 2.400e+01],\n",
      "       [0.000e+00, 1.400e+02, 6.500e+01, 2.600e+01, 1.300e+02, 4.260e+01,\n",
      "        4.310e-01, 2.400e+01],\n",
      "       [1.200e+01, 1.510e+02, 7.000e+01, 4.000e+01, 2.710e+02, 4.180e+01,\n",
      "        7.420e-01, 3.800e+01],\n",
      "       [4.000e+00, 1.420e+02, 8.600e+01, 0.000e+00, 0.000e+00, 4.400e+01,\n",
      "        6.450e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 8.000e+01, 3.700e+01, 3.700e+02, 4.620e+01,\n",
      "        2.380e-01, 4.600e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.600e+01, 3.500e+01, 1.940e+02, 3.820e+01,\n",
      "        3.290e-01, 2.900e+01],\n",
      "       [1.100e+01, 1.550e+02, 7.600e+01, 2.800e+01, 1.500e+02, 3.330e+01,\n",
      "        1.353e+00, 5.100e+01],\n",
      "       [3.000e+00, 1.410e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.000e+01,\n",
      "        7.610e-01, 2.700e+01],\n",
      "       [3.000e+00, 1.420e+02, 8.000e+01, 1.500e+01, 0.000e+00, 3.240e+01,\n",
      "        2.000e-01, 6.300e+01],\n",
      "       [0.000e+00, 1.380e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.630e+01,\n",
      "        9.330e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.280e+02, 6.400e+01, 4.200e+01, 0.000e+00, 4.000e+01,\n",
      "        1.101e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.460e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.790e+01,\n",
      "        3.340e-01, 2.800e+01],\n",
      "       [1.000e+01, 1.290e+02, 7.600e+01, 2.800e+01, 1.220e+02, 3.590e+01,\n",
      "        2.800e-01, 3.900e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.800e+01, 1.500e+01, 1.550e+02, 3.240e+01,\n",
      "        2.620e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.550e+02, 8.400e+01, 4.400e+01, 5.450e+02, 3.870e+01,\n",
      "        6.190e-01, 3.400e+01],\n",
      "       [2.000e+00, 1.280e+02, 7.800e+01, 3.700e+01, 1.820e+02, 4.330e+01,\n",
      "        1.224e+00, 3.100e+01],\n",
      "       [1.000e+00, 1.280e+02, 4.800e+01, 4.500e+01, 1.940e+02, 4.050e+01,\n",
      "        6.130e-01, 2.400e+01],\n",
      "       [6.000e+00, 1.510e+02, 6.200e+01, 3.100e+01, 1.200e+02, 3.550e+01,\n",
      "        6.920e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.440e+02, 5.800e+01, 3.300e+01, 1.350e+02, 3.160e+01,\n",
      "        4.220e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.280e+02, 6.800e+01, 1.900e+01, 1.800e+02, 3.050e+01,\n",
      "        1.391e+00, 2.500e+01],\n",
      "       [9.000e+00, 1.520e+02, 7.800e+01, 3.400e+01, 1.710e+02, 3.420e+01,\n",
      "        8.930e-01, 3.300e+01],\n",
      "       [4.000e+00, 1.370e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        2.520e-01, 3.000e+01],\n",
      "       [1.300e+01, 1.290e+02, 0.000e+00, 3.000e+01, 0.000e+00, 3.990e+01,\n",
      "        5.690e-01, 4.400e+01],\n",
      "       [4.000e+00, 1.460e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        5.200e-01, 6.700e+01],\n",
      "       [4.000e+00, 1.470e+02, 7.400e+01, 2.500e+01, 2.930e+02, 3.490e+01,\n",
      "        3.850e-01, 3.000e+01],\n",
      "       [1.000e+00, 1.330e+02, 1.020e+02, 2.800e+01, 1.400e+02, 3.280e+01,\n",
      "        2.340e-01, 4.500e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.200e+01, 4.300e+01, 3.250e+02, 3.920e+01,\n",
      "        5.280e-01, 5.800e+01],\n",
      "       [4.000e+00, 1.560e+02, 7.500e+01, 0.000e+00, 0.000e+00, 4.830e+01,\n",
      "        2.380e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.440e+02, 8.200e+01, 2.600e+01, 2.850e+02, 3.200e+01,\n",
      "        4.520e-01, 5.800e+01],\n",
      "       [0.000e+00, 1.310e+02, 6.600e+01, 4.000e+01, 0.000e+00, 3.430e+01,\n",
      "        1.960e-01, 2.200e+01],\n",
      "       [5.000e+00, 1.360e+02, 8.400e+01, 4.100e+01, 8.800e+01, 3.500e+01,\n",
      "        2.860e-01, 3.500e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.400e+01, 2.300e+01, 3.100e+02, 4.240e+01,\n",
      "        1.076e+00, 2.200e+01],\n",
      "       [0.000e+00, 1.380e+02, 6.000e+01, 3.500e+01, 1.670e+02, 3.460e+01,\n",
      "        5.340e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.440e+02, 8.200e+01, 3.200e+01, 0.000e+00, 3.850e+01,\n",
      "        5.540e-01, 3.700e+01],\n",
      "       [8.000e+00, 1.510e+02, 7.800e+01, 3.200e+01, 2.100e+02, 4.290e+01,\n",
      "        5.160e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.350e+02, 9.400e+01, 4.600e+01, 1.450e+02, 4.060e+01,\n",
      "        2.840e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.410e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.240e+01,\n",
      "        2.050e-01, 2.900e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.500e+01, 3.300e+01, 0.000e+00, 3.740e+01,\n",
      "        2.440e-01, 4.100e+01],\n",
      "       [1.000e+01, 1.480e+02, 8.400e+01, 4.800e+01, 2.370e+02, 3.760e+01,\n",
      "        1.001e+00, 5.100e+01],\n",
      "       [6.000e+00, 1.540e+02, 7.800e+01, 4.100e+01, 1.400e+02, 4.610e+01,\n",
      "        5.710e-01, 2.700e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.000e+01, 0.000e+00, 4.130e+01,\n",
      "        6.070e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.370e+02, 7.000e+01, 3.800e+01, 0.000e+00, 3.320e+01,\n",
      "        1.700e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.450e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.420e+01,\n",
      "        6.300e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.350e+02, 6.800e+01, 4.200e+01, 2.500e+02, 4.230e+01,\n",
      "        3.650e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.390e+02, 6.200e+01, 4.100e+01, 4.800e+02, 4.070e+01,\n",
      "        5.360e-01, 2.100e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.800e+01, 3.400e+01, 1.650e+02, 3.030e+01,\n",
      "        7.710e-01, 5.300e+01],\n",
      "       [9.000e+00, 1.300e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.420e+01,\n",
      "        6.520e-01, 4.500e+01],\n",
      "       [4.000e+00, 1.320e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        3.020e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.290e+02, 9.200e+01, 4.900e+01, 1.550e+02, 3.640e+01,\n",
      "        9.680e-01, 3.200e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.200e+01, 2.500e+01, 1.900e+02, 3.240e+01,\n",
      "        5.490e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.310e+02, 6.800e+01, 2.100e+01, 1.660e+02, 3.310e+01,\n",
      "        1.600e-01, 2.800e+01],\n",
      "       [4.000e+00, 1.540e+02, 7.200e+01, 2.900e+01, 1.260e+02, 3.130e+01,\n",
      "        3.380e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.600e+01, 3.000e+01, 3.300e+02, 3.010e+01,\n",
      "        8.920e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.510e+02, 9.000e+01, 4.600e+01, 0.000e+00, 4.210e+01,\n",
      "        3.710e-01, 2.100e+01],\n",
      "       [8.000e+00, 1.430e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.490e+01,\n",
      "        1.290e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.320e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.440e+01,\n",
      "        4.020e-01, 4.400e+01],\n",
      "       [7.000e+00, 1.500e+02, 7.800e+01, 2.900e+01, 1.260e+02, 3.520e+01,\n",
      "        6.920e-01, 5.400e+01],\n",
      "       [0.000e+00, 1.520e+02, 8.200e+01, 3.900e+01, 2.720e+02, 4.150e+01,\n",
      "        2.700e-01, 2.700e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.400e+01, 2.600e+01, 1.440e+02, 3.610e+01,\n",
      "        5.570e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.320e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        3.930e-01, 2.100e+01],\n",
      "       [5.000e+00, 1.280e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.460e+01,\n",
      "        1.440e-01, 4.500e+01],\n",
      "       [4.000e+00, 1.280e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.430e+01,\n",
      "        3.030e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.570e+02, 7.400e+01, 3.500e+01, 4.400e+02, 3.940e+01,\n",
      "        1.340e-01, 3.000e+01],\n",
      "       [2.000e+00, 1.550e+02, 5.200e+01, 2.700e+01, 5.400e+02, 3.870e+01,\n",
      "        2.400e-01, 2.500e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.000e+01, 4.600e+01, 1.300e+02, 3.790e+01,\n",
      "        6.370e-01, 4.000e+01],\n",
      "       [4.000e+00, 1.450e+02, 8.200e+01, 1.800e+01, 0.000e+00, 3.250e+01,\n",
      "        2.350e-01, 7.000e+01],\n",
      "       [9.000e+00, 1.540e+02, 7.800e+01, 3.000e+01, 1.000e+02, 3.090e+01,\n",
      "        1.640e-01, 4.500e+01],\n",
      "       [2.000e+00, 1.290e+02, 7.400e+01, 2.600e+01, 2.050e+02, 3.320e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.600e+01, 1.800e+02, 4.610e+01,\n",
      "        3.350e-01, 4.600e+01],\n",
      "       [7.000e+00, 1.290e+02, 6.800e+01, 4.900e+01, 1.250e+02, 3.850e+01,\n",
      "        4.390e-01, 4.300e+01],\n",
      "       [7.000e+00, 1.420e+02, 9.000e+01, 2.400e+01, 4.800e+02, 3.040e+01,\n",
      "        1.280e-01, 4.300e+01],\n",
      "       [2.000e+00, 1.290e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        3.040e-01, 4.100e+01],\n",
      "       [1.000e+01, 1.290e+02, 6.200e+01, 3.600e+01, 0.000e+00, 4.120e+01,\n",
      "        4.410e-01, 3.800e+01],\n",
      "       [0.000e+00, 1.410e+02, 8.400e+01, 2.600e+01, 0.000e+00, 3.240e+01,\n",
      "        4.330e-01, 2.200e+01],\n",
      "       [9.000e+00, 1.400e+02, 9.400e+01, 0.000e+00, 0.000e+00, 3.270e+01,\n",
      "        7.340e-01, 4.500e+01],\n",
      "       [1.300e+01, 1.530e+02, 8.800e+01, 3.700e+01, 1.400e+02, 4.060e+01,\n",
      "        1.174e+00, 3.900e+01],\n",
      "       [1.000e+00, 1.470e+02, 9.400e+01, 4.100e+01, 0.000e+00, 4.930e+01,\n",
      "        3.580e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.360e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        1.182e+00, 2.200e+01],\n",
      "       [8.000e+00, 1.540e+02, 7.800e+01, 3.200e+01, 0.000e+00, 3.240e+01,\n",
      "        4.430e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.800e+01, 3.900e+01, 1.100e+02, 3.650e+01,\n",
      "        1.057e+00, 3.700e+01],\n",
      "       [7.000e+00, 1.370e+02, 9.000e+01, 4.100e+01, 0.000e+00, 3.200e+01,\n",
      "        3.910e-01, 3.900e+01]]), y=[1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0])\n",
      "│   │       ├── AnyNode(id='c17', rule='X6 <= 0.42950', split_column=6, split_value=0.4295, value=[47.0, 18.0], x=array([[6.000e+00, 1.480e+02, 7.200e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        6.270e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 4.000e+01, 3.500e+01, 1.680e+02, 4.310e+01,\n",
      "        2.288e+00, 3.300e+01],\n",
      "       [1.100e+01, 1.430e+02, 9.400e+01, 3.300e+01, 1.460e+02, 3.660e+01,\n",
      "        2.540e-01, 5.100e+01],\n",
      "       [7.000e+00, 1.470e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.940e+01,\n",
      "        2.570e-01, 4.300e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.320e+01,\n",
      "        4.200e-01, 3.500e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.400e+01, 0.000e+00, 0.000e+00, 4.020e+01,\n",
      "        6.960e-01, 3.700e+01],\n",
      "       [7.000e+00, 1.500e+02, 6.600e+01, 4.200e+01, 3.420e+02, 3.470e+01,\n",
      "        7.180e-01, 4.200e+01],\n",
      "       [0.000e+00, 1.460e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.050e+01,\n",
      "        1.781e+00, 4.400e+01],\n",
      "       [8.000e+00, 1.330e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        2.700e-01, 3.900e+01],\n",
      "       [5.000e+00, 1.370e+02, 1.080e+02, 0.000e+00, 0.000e+00, 4.880e+01,\n",
      "        2.270e-01, 3.700e+01],\n",
      "       [1.500e+01, 1.360e+02, 7.000e+01, 3.200e+01, 1.100e+02, 3.710e+01,\n",
      "        1.530e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.440e+02, 7.200e+01, 2.700e+01, 2.280e+02, 3.390e+01,\n",
      "        2.550e-01, 4.000e+01],\n",
      "       [8.000e+00, 1.550e+02, 6.200e+01, 2.600e+01, 4.950e+02, 3.400e+01,\n",
      "        5.430e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.460e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        5.390e-01, 6.100e+01],\n",
      "       [5.000e+00, 1.470e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.370e+01,\n",
      "        2.180e-01, 6.500e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 2.800e+01, 1.550e+02, 3.430e+01,\n",
      "        1.189e+00, 4.200e+01],\n",
      "       [7.000e+00, 1.520e+02, 8.800e+01, 4.400e+01, 0.000e+00, 5.000e+01,\n",
      "        3.370e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.310e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        7.430e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.430e+02, 7.800e+01, 0.000e+00, 0.000e+00, 4.500e+01,\n",
      "        1.900e-01, 4.700e+01],\n",
      "       [5.000e+00, 1.300e+02, 8.200e+01, 0.000e+00, 0.000e+00, 3.910e+01,\n",
      "        9.560e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.280e+02, 9.800e+01, 4.100e+01, 5.800e+01, 3.200e+01,\n",
      "        1.321e+00, 3.300e+01],\n",
      "       [1.100e+01, 1.350e+02, 0.000e+00, 0.000e+00, 0.000e+00, 5.230e+01,\n",
      "        5.780e-01, 4.000e+01],\n",
      "       [1.200e+01, 1.510e+02, 7.000e+01, 4.000e+01, 2.710e+02, 4.180e+01,\n",
      "        7.420e-01, 3.800e+01],\n",
      "       [6.000e+00, 1.340e+02, 8.000e+01, 3.700e+01, 3.700e+02, 4.620e+01,\n",
      "        2.380e-01, 4.600e+01],\n",
      "       [1.100e+01, 1.550e+02, 7.600e+01, 2.800e+01, 1.500e+02, 3.330e+01,\n",
      "        1.353e+00, 5.100e+01],\n",
      "       [3.000e+00, 1.420e+02, 8.000e+01, 1.500e+01, 0.000e+00, 3.240e+01,\n",
      "        2.000e-01, 6.300e+01],\n",
      "       [1.000e+01, 1.290e+02, 7.600e+01, 2.800e+01, 1.220e+02, 3.590e+01,\n",
      "        2.800e-01, 3.900e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.800e+01, 1.500e+01, 1.550e+02, 3.240e+01,\n",
      "        2.620e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.550e+02, 8.400e+01, 4.400e+01, 5.450e+02, 3.870e+01,\n",
      "        6.190e-01, 3.400e+01],\n",
      "       [2.000e+00, 1.280e+02, 7.800e+01, 3.700e+01, 1.820e+02, 4.330e+01,\n",
      "        1.224e+00, 3.100e+01],\n",
      "       [9.000e+00, 1.520e+02, 7.800e+01, 3.400e+01, 1.710e+02, 3.420e+01,\n",
      "        8.930e-01, 3.300e+01],\n",
      "       [1.300e+01, 1.290e+02, 0.000e+00, 3.000e+01, 0.000e+00, 3.990e+01,\n",
      "        5.690e-01, 4.400e+01],\n",
      "       [4.000e+00, 1.460e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        5.200e-01, 6.700e+01],\n",
      "       [1.000e+00, 1.330e+02, 1.020e+02, 2.800e+01, 1.400e+02, 3.280e+01,\n",
      "        2.340e-01, 4.500e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.200e+01, 4.300e+01, 3.250e+02, 3.920e+01,\n",
      "        5.280e-01, 5.800e+01],\n",
      "       [4.000e+00, 1.560e+02, 7.500e+01, 0.000e+00, 0.000e+00, 4.830e+01,\n",
      "        2.380e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.440e+02, 8.200e+01, 2.600e+01, 2.850e+02, 3.200e+01,\n",
      "        4.520e-01, 5.800e+01],\n",
      "       [5.000e+00, 1.360e+02, 8.400e+01, 4.100e+01, 8.800e+01, 3.500e+01,\n",
      "        2.860e-01, 3.500e+01],\n",
      "       [4.000e+00, 1.440e+02, 8.200e+01, 3.200e+01, 0.000e+00, 3.850e+01,\n",
      "        5.540e-01, 3.700e+01],\n",
      "       [8.000e+00, 1.510e+02, 7.800e+01, 3.200e+01, 2.100e+02, 4.290e+01,\n",
      "        5.160e-01, 3.600e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.500e+01, 3.300e+01, 0.000e+00, 3.740e+01,\n",
      "        2.440e-01, 4.100e+01],\n",
      "       [1.000e+01, 1.480e+02, 8.400e+01, 4.800e+01, 2.370e+02, 3.760e+01,\n",
      "        1.001e+00, 5.100e+01],\n",
      "       [0.000e+00, 1.450e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.420e+01,\n",
      "        6.300e-01, 3.100e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.800e+01, 3.400e+01, 1.650e+02, 3.030e+01,\n",
      "        7.710e-01, 5.300e+01],\n",
      "       [9.000e+00, 1.300e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.420e+01,\n",
      "        6.520e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.290e+02, 9.200e+01, 4.900e+01, 1.550e+02, 3.640e+01,\n",
      "        9.680e-01, 3.200e+01],\n",
      "       [4.000e+00, 1.540e+02, 7.200e+01, 2.900e+01, 1.260e+02, 3.130e+01,\n",
      "        3.380e-01, 3.700e+01],\n",
      "       [8.000e+00, 1.430e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.490e+01,\n",
      "        1.290e-01, 4.100e+01],\n",
      "       [3.000e+00, 1.320e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.440e+01,\n",
      "        4.020e-01, 4.400e+01],\n",
      "       [7.000e+00, 1.500e+02, 7.800e+01, 2.900e+01, 1.260e+02, 3.520e+01,\n",
      "        6.920e-01, 5.400e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.400e+01, 2.600e+01, 1.440e+02, 3.610e+01,\n",
      "        5.570e-01, 5.000e+01],\n",
      "       [5.000e+00, 1.280e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.460e+01,\n",
      "        1.440e-01, 4.500e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.000e+01, 4.600e+01, 1.300e+02, 3.790e+01,\n",
      "        6.370e-01, 4.000e+01],\n",
      "       [4.000e+00, 1.450e+02, 8.200e+01, 1.800e+01, 0.000e+00, 3.250e+01,\n",
      "        2.350e-01, 7.000e+01],\n",
      "       [9.000e+00, 1.540e+02, 7.800e+01, 3.000e+01, 1.000e+02, 3.090e+01,\n",
      "        1.640e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.600e+01, 1.800e+02, 4.610e+01,\n",
      "        3.350e-01, 4.600e+01],\n",
      "       [7.000e+00, 1.290e+02, 6.800e+01, 4.900e+01, 1.250e+02, 3.850e+01,\n",
      "        4.390e-01, 4.300e+01],\n",
      "       [7.000e+00, 1.420e+02, 9.000e+01, 2.400e+01, 4.800e+02, 3.040e+01,\n",
      "        1.280e-01, 4.300e+01],\n",
      "       [2.000e+00, 1.290e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        3.040e-01, 4.100e+01],\n",
      "       [1.000e+01, 1.290e+02, 6.200e+01, 3.600e+01, 0.000e+00, 4.120e+01,\n",
      "        4.410e-01, 3.800e+01],\n",
      "       [9.000e+00, 1.400e+02, 9.400e+01, 0.000e+00, 0.000e+00, 3.270e+01,\n",
      "        7.340e-01, 4.500e+01],\n",
      "       [1.300e+01, 1.530e+02, 8.800e+01, 3.700e+01, 1.400e+02, 4.060e+01,\n",
      "        1.174e+00, 3.900e+01],\n",
      "       [8.000e+00, 1.540e+02, 7.800e+01, 3.200e+01, 0.000e+00, 3.240e+01,\n",
      "        4.430e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.800e+01, 3.900e+01, 1.100e+02, 3.650e+01,\n",
      "        1.057e+00, 3.700e+01],\n",
      "       [7.000e+00, 1.370e+02, 9.000e+01, 4.100e+01, 0.000e+00, 3.200e+01,\n",
      "        3.910e-01, 3.900e+01]]), y=[1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0])\n",
      "│   │       │   ├── AnyNode(id='c33', rule='X5 <= 38.60000', split_column=5, split_value=38.6, value=[32.0, 5.0], x=array([[6.000e+00, 1.480e+02, 7.200e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        6.270e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 4.000e+01, 3.500e+01, 1.680e+02, 4.310e+01,\n",
      "        2.288e+00, 3.300e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.400e+01, 0.000e+00, 0.000e+00, 4.020e+01,\n",
      "        6.960e-01, 3.700e+01],\n",
      "       [7.000e+00, 1.500e+02, 6.600e+01, 4.200e+01, 3.420e+02, 3.470e+01,\n",
      "        7.180e-01, 4.200e+01],\n",
      "       [0.000e+00, 1.460e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.050e+01,\n",
      "        1.781e+00, 4.400e+01],\n",
      "       [8.000e+00, 1.550e+02, 6.200e+01, 2.600e+01, 4.950e+02, 3.400e+01,\n",
      "        5.430e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.460e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        5.390e-01, 6.100e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 2.800e+01, 1.550e+02, 3.430e+01,\n",
      "        1.189e+00, 4.200e+01],\n",
      "       [0.000e+00, 1.310e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        7.430e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.300e+02, 8.200e+01, 0.000e+00, 0.000e+00, 3.910e+01,\n",
      "        9.560e-01, 3.700e+01],\n",
      "       [1.000e+00, 1.280e+02, 9.800e+01, 4.100e+01, 5.800e+01, 3.200e+01,\n",
      "        1.321e+00, 3.300e+01],\n",
      "       [1.100e+01, 1.350e+02, 0.000e+00, 0.000e+00, 0.000e+00, 5.230e+01,\n",
      "        5.780e-01, 4.000e+01],\n",
      "       [1.200e+01, 1.510e+02, 7.000e+01, 4.000e+01, 2.710e+02, 4.180e+01,\n",
      "        7.420e-01, 3.800e+01],\n",
      "       [1.100e+01, 1.550e+02, 7.600e+01, 2.800e+01, 1.500e+02, 3.330e+01,\n",
      "        1.353e+00, 5.100e+01],\n",
      "       [5.000e+00, 1.550e+02, 8.400e+01, 4.400e+01, 5.450e+02, 3.870e+01,\n",
      "        6.190e-01, 3.400e+01],\n",
      "       [2.000e+00, 1.280e+02, 7.800e+01, 3.700e+01, 1.820e+02, 4.330e+01,\n",
      "        1.224e+00, 3.100e+01],\n",
      "       [9.000e+00, 1.520e+02, 7.800e+01, 3.400e+01, 1.710e+02, 3.420e+01,\n",
      "        8.930e-01, 3.300e+01],\n",
      "       [1.300e+01, 1.290e+02, 0.000e+00, 3.000e+01, 0.000e+00, 3.990e+01,\n",
      "        5.690e-01, 4.400e+01],\n",
      "       [4.000e+00, 1.460e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        5.200e-01, 6.700e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.200e+01, 4.300e+01, 3.250e+02, 3.920e+01,\n",
      "        5.280e-01, 5.800e+01],\n",
      "       [5.000e+00, 1.440e+02, 8.200e+01, 2.600e+01, 2.850e+02, 3.200e+01,\n",
      "        4.520e-01, 5.800e+01],\n",
      "       [4.000e+00, 1.440e+02, 8.200e+01, 3.200e+01, 0.000e+00, 3.850e+01,\n",
      "        5.540e-01, 3.700e+01],\n",
      "       [8.000e+00, 1.510e+02, 7.800e+01, 3.200e+01, 2.100e+02, 4.290e+01,\n",
      "        5.160e-01, 3.600e+01],\n",
      "       [1.000e+01, 1.480e+02, 8.400e+01, 4.800e+01, 2.370e+02, 3.760e+01,\n",
      "        1.001e+00, 5.100e+01],\n",
      "       [0.000e+00, 1.450e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.420e+01,\n",
      "        6.300e-01, 3.100e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.800e+01, 3.400e+01, 1.650e+02, 3.030e+01,\n",
      "        7.710e-01, 5.300e+01],\n",
      "       [9.000e+00, 1.300e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.420e+01,\n",
      "        6.520e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.290e+02, 9.200e+01, 4.900e+01, 1.550e+02, 3.640e+01,\n",
      "        9.680e-01, 3.200e+01],\n",
      "       [7.000e+00, 1.500e+02, 7.800e+01, 2.900e+01, 1.260e+02, 3.520e+01,\n",
      "        6.920e-01, 5.400e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.400e+01, 2.600e+01, 1.440e+02, 3.610e+01,\n",
      "        5.570e-01, 5.000e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.000e+01, 4.600e+01, 1.300e+02, 3.790e+01,\n",
      "        6.370e-01, 4.000e+01],\n",
      "       [7.000e+00, 1.290e+02, 6.800e+01, 4.900e+01, 1.250e+02, 3.850e+01,\n",
      "        4.390e-01, 4.300e+01],\n",
      "       [1.000e+01, 1.290e+02, 6.200e+01, 3.600e+01, 0.000e+00, 4.120e+01,\n",
      "        4.410e-01, 3.800e+01],\n",
      "       [9.000e+00, 1.400e+02, 9.400e+01, 0.000e+00, 0.000e+00, 3.270e+01,\n",
      "        7.340e-01, 4.500e+01],\n",
      "       [1.300e+01, 1.530e+02, 8.800e+01, 3.700e+01, 1.400e+02, 4.060e+01,\n",
      "        1.174e+00, 3.900e+01],\n",
      "       [8.000e+00, 1.540e+02, 7.800e+01, 3.200e+01, 0.000e+00, 3.240e+01,\n",
      "        4.430e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.800e+01, 3.900e+01, 1.100e+02, 3.650e+01,\n",
      "        1.057e+00, 3.700e+01]]), y=[1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│   │       │   │   ├── AnyNode(id='c51', rule=None, split_column=None, split_value=None, value=[10.0, 4.0], x=array([[0.000e+00, 1.370e+02, 4.000e+01, 3.500e+01, 1.680e+02, 4.310e+01,\n",
      "        2.288e+00, 3.300e+01],\n",
      "       [7.000e+00, 1.330e+02, 8.400e+01, 0.000e+00, 0.000e+00, 4.020e+01,\n",
      "        6.960e-01, 3.700e+01],\n",
      "       [0.000e+00, 1.460e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.050e+01,\n",
      "        1.781e+00, 4.400e+01],\n",
      "       [5.000e+00, 1.300e+02, 8.200e+01, 0.000e+00, 0.000e+00, 3.910e+01,\n",
      "        9.560e-01, 3.700e+01],\n",
      "       [1.100e+01, 1.350e+02, 0.000e+00, 0.000e+00, 0.000e+00, 5.230e+01,\n",
      "        5.780e-01, 4.000e+01],\n",
      "       [1.200e+01, 1.510e+02, 7.000e+01, 4.000e+01, 2.710e+02, 4.180e+01,\n",
      "        7.420e-01, 3.800e+01],\n",
      "       [5.000e+00, 1.550e+02, 8.400e+01, 4.400e+01, 5.450e+02, 3.870e+01,\n",
      "        6.190e-01, 3.400e+01],\n",
      "       [2.000e+00, 1.280e+02, 7.800e+01, 3.700e+01, 1.820e+02, 4.330e+01,\n",
      "        1.224e+00, 3.100e+01],\n",
      "       [1.300e+01, 1.290e+02, 0.000e+00, 3.000e+01, 0.000e+00, 3.990e+01,\n",
      "        5.690e-01, 4.400e+01],\n",
      "       [1.200e+01, 1.400e+02, 8.200e+01, 4.300e+01, 3.250e+02, 3.920e+01,\n",
      "        5.280e-01, 5.800e+01],\n",
      "       [8.000e+00, 1.510e+02, 7.800e+01, 3.200e+01, 2.100e+02, 4.290e+01,\n",
      "        5.160e-01, 3.600e+01],\n",
      "       [0.000e+00, 1.450e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.420e+01,\n",
      "        6.300e-01, 3.100e+01],\n",
      "       [1.000e+01, 1.290e+02, 6.200e+01, 3.600e+01, 0.000e+00, 4.120e+01,\n",
      "        4.410e-01, 3.800e+01],\n",
      "       [1.300e+01, 1.530e+02, 8.800e+01, 3.700e+01, 1.400e+02, 4.060e+01,\n",
      "        1.174e+00, 3.900e+01]]), y=[1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0])\n",
      "│   │       │   │   └── AnyNode(id='c52', rule='X2 <= 73.00000', split_column=2, split_value=73.0, value=[22.0, 1.0], x=array([[6.000e+00, 1.480e+02, 7.200e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        6.270e-01, 5.000e+01],\n",
      "       [7.000e+00, 1.500e+02, 6.600e+01, 4.200e+01, 3.420e+02, 3.470e+01,\n",
      "        7.180e-01, 4.200e+01],\n",
      "       [8.000e+00, 1.550e+02, 6.200e+01, 2.600e+01, 4.950e+02, 3.400e+01,\n",
      "        5.430e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.460e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        5.390e-01, 6.100e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 2.800e+01, 1.550e+02, 3.430e+01,\n",
      "        1.189e+00, 4.200e+01],\n",
      "       [0.000e+00, 1.310e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        7.430e-01, 3.200e+01],\n",
      "       [1.000e+00, 1.280e+02, 9.800e+01, 4.100e+01, 5.800e+01, 3.200e+01,\n",
      "        1.321e+00, 3.300e+01],\n",
      "       [1.100e+01, 1.550e+02, 7.600e+01, 2.800e+01, 1.500e+02, 3.330e+01,\n",
      "        1.353e+00, 5.100e+01],\n",
      "       [9.000e+00, 1.520e+02, 7.800e+01, 3.400e+01, 1.710e+02, 3.420e+01,\n",
      "        8.930e-01, 3.300e+01],\n",
      "       [4.000e+00, 1.460e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.850e+01,\n",
      "        5.200e-01, 6.700e+01],\n",
      "       [5.000e+00, 1.440e+02, 8.200e+01, 2.600e+01, 2.850e+02, 3.200e+01,\n",
      "        4.520e-01, 5.800e+01],\n",
      "       [4.000e+00, 1.440e+02, 8.200e+01, 3.200e+01, 0.000e+00, 3.850e+01,\n",
      "        5.540e-01, 3.700e+01],\n",
      "       [1.000e+01, 1.480e+02, 8.400e+01, 4.800e+01, 2.370e+02, 3.760e+01,\n",
      "        1.001e+00, 5.100e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.800e+01, 3.400e+01, 1.650e+02, 3.030e+01,\n",
      "        7.710e-01, 5.300e+01],\n",
      "       [9.000e+00, 1.300e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.420e+01,\n",
      "        6.520e-01, 4.500e+01],\n",
      "       [3.000e+00, 1.290e+02, 9.200e+01, 4.900e+01, 1.550e+02, 3.640e+01,\n",
      "        9.680e-01, 3.200e+01],\n",
      "       [7.000e+00, 1.500e+02, 7.800e+01, 2.900e+01, 1.260e+02, 3.520e+01,\n",
      "        6.920e-01, 5.400e+01],\n",
      "       [1.100e+01, 1.380e+02, 7.400e+01, 2.600e+01, 1.440e+02, 3.610e+01,\n",
      "        5.570e-01, 5.000e+01],\n",
      "       [9.000e+00, 1.450e+02, 8.000e+01, 4.600e+01, 1.300e+02, 3.790e+01,\n",
      "        6.370e-01, 4.000e+01],\n",
      "       [7.000e+00, 1.290e+02, 6.800e+01, 4.900e+01, 1.250e+02, 3.850e+01,\n",
      "        4.390e-01, 4.300e+01],\n",
      "       [9.000e+00, 1.400e+02, 9.400e+01, 0.000e+00, 0.000e+00, 3.270e+01,\n",
      "        7.340e-01, 4.500e+01],\n",
      "       [8.000e+00, 1.540e+02, 7.800e+01, 3.200e+01, 0.000e+00, 3.240e+01,\n",
      "        4.430e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.800e+01, 3.900e+01, 1.100e+02, 3.650e+01,\n",
      "        1.057e+00, 3.700e+01]]), y=[1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │       │   │       ├── AnyNode(id='c73', rule=None, split_column=None, split_value=None, value=[18.0, 0.0], x=array([[  4.   , 146.   ,  92.   ,   0.   ,   0.   ,  31.2  ,   0.539,\n",
      "         61.   ],\n",
      "       [  9.   , 156.   ,  86.   ,  28.   , 155.   ,  34.3  ,   1.189,\n",
      "         42.   ],\n",
      "       [  0.   , 131.   ,  88.   ,   0.   ,   0.   ,  31.6  ,   0.743,\n",
      "         32.   ],\n",
      "       [  1.   , 128.   ,  98.   ,  41.   ,  58.   ,  32.   ,   1.321,\n",
      "         33.   ],\n",
      "       [ 11.   , 155.   ,  76.   ,  28.   , 150.   ,  33.3  ,   1.353,\n",
      "         51.   ],\n",
      "       [  9.   , 152.   ,  78.   ,  34.   , 171.   ,  34.2  ,   0.893,\n",
      "         33.   ],\n",
      "       [  4.   , 146.   ,  78.   ,   0.   ,   0.   ,  38.5  ,   0.52 ,\n",
      "         67.   ],\n",
      "       [  5.   , 144.   ,  82.   ,  26.   , 285.   ,  32.   ,   0.452,\n",
      "         58.   ],\n",
      "       [  4.   , 144.   ,  82.   ,  32.   ,   0.   ,  38.5  ,   0.554,\n",
      "         37.   ],\n",
      "       [ 10.   , 148.   ,  84.   ,  48.   , 237.   ,  37.6  ,   1.001,\n",
      "         51.   ],\n",
      "       [  9.   , 145.   ,  88.   ,  34.   , 165.   ,  30.3  ,   0.771,\n",
      "         53.   ],\n",
      "       [  3.   , 129.   ,  92.   ,  49.   , 155.   ,  36.4  ,   0.968,\n",
      "         32.   ],\n",
      "       [  7.   , 150.   ,  78.   ,  29.   , 126.   ,  35.2  ,   0.692,\n",
      "         54.   ],\n",
      "       [ 11.   , 138.   ,  74.   ,  26.   , 144.   ,  36.1  ,   0.557,\n",
      "         50.   ],\n",
      "       [  9.   , 145.   ,  80.   ,  46.   , 130.   ,  37.9  ,   0.637,\n",
      "         40.   ],\n",
      "       [  9.   , 140.   ,  94.   ,   0.   ,   0.   ,  32.7  ,   0.734,\n",
      "         45.   ],\n",
      "       [  8.   , 154.   ,  78.   ,  32.   ,   0.   ,  32.4  ,   0.443,\n",
      "         45.   ],\n",
      "       [  1.   , 128.   ,  88.   ,  39.   , 110.   ,  36.5  ,   1.057,\n",
      "         37.   ]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │       │   │       └── AnyNode(id='c74', rule=None, split_column=None, split_value=None, value=[4.0, 1.0], x=array([[6.00e+00, 1.48e+02, 7.20e+01, 3.50e+01, 0.00e+00, 3.36e+01,\n",
      "        6.27e-01, 5.00e+01],\n",
      "       [7.00e+00, 1.50e+02, 6.60e+01, 4.20e+01, 3.42e+02, 3.47e+01,\n",
      "        7.18e-01, 4.20e+01],\n",
      "       [8.00e+00, 1.55e+02, 6.20e+01, 2.60e+01, 4.95e+02, 3.40e+01,\n",
      "        5.43e-01, 4.60e+01],\n",
      "       [9.00e+00, 1.30e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.42e+01,\n",
      "        6.52e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.29e+02, 6.80e+01, 4.90e+01, 1.25e+02, 3.85e+01,\n",
      "        4.39e-01, 4.30e+01]]), y=[1.0, 0.0, 1.0, 1.0, 1.0])\n",
      "│   │       │   └── AnyNode(id='c34', rule='X5 <= 45.55000', split_column=5, split_value=45.55, value=[15.0, 13.0], x=array([[1.10e+01, 1.43e+02, 9.40e+01, 3.30e+01, 1.46e+02, 3.66e+01,\n",
      "        2.54e-01, 5.10e+01],\n",
      "       [7.00e+00, 1.47e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.94e+01,\n",
      "        2.57e-01, 4.30e+01],\n",
      "       [1.10e+01, 1.38e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.32e+01,\n",
      "        4.20e-01, 3.50e+01],\n",
      "       [8.00e+00, 1.33e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        2.70e-01, 3.90e+01],\n",
      "       [5.00e+00, 1.37e+02, 1.08e+02, 0.00e+00, 0.00e+00, 4.88e+01,\n",
      "        2.27e-01, 3.70e+01],\n",
      "       [1.50e+01, 1.36e+02, 7.00e+01, 3.20e+01, 1.10e+02, 3.71e+01,\n",
      "        1.53e-01, 4.30e+01],\n",
      "       [6.00e+00, 1.44e+02, 7.20e+01, 2.70e+01, 2.28e+02, 3.39e+01,\n",
      "        2.55e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.47e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.37e+01,\n",
      "        2.18e-01, 6.50e+01],\n",
      "       [7.00e+00, 1.52e+02, 8.80e+01, 4.40e+01, 0.00e+00, 5.00e+01,\n",
      "        3.37e-01, 3.60e+01],\n",
      "       [5.00e+00, 1.43e+02, 7.80e+01, 0.00e+00, 0.00e+00, 4.50e+01,\n",
      "        1.90e-01, 4.70e+01],\n",
      "       [6.00e+00, 1.34e+02, 8.00e+01, 3.70e+01, 3.70e+02, 4.62e+01,\n",
      "        2.38e-01, 4.60e+01],\n",
      "       [3.00e+00, 1.42e+02, 8.00e+01, 1.50e+01, 0.00e+00, 3.24e+01,\n",
      "        2.00e-01, 6.30e+01],\n",
      "       [1.00e+01, 1.29e+02, 7.60e+01, 2.80e+01, 1.22e+02, 3.59e+01,\n",
      "        2.80e-01, 3.90e+01],\n",
      "       [7.00e+00, 1.33e+02, 8.80e+01, 1.50e+01, 1.55e+02, 3.24e+01,\n",
      "        2.62e-01, 3.70e+01],\n",
      "       [1.00e+00, 1.33e+02, 1.02e+02, 2.80e+01, 1.40e+02, 3.28e+01,\n",
      "        2.34e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.56e+02, 7.50e+01, 0.00e+00, 0.00e+00, 4.83e+01,\n",
      "        2.38e-01, 3.20e+01],\n",
      "       [5.00e+00, 1.36e+02, 8.40e+01, 4.10e+01, 8.80e+01, 3.50e+01,\n",
      "        2.86e-01, 3.50e+01],\n",
      "       [1.20e+01, 1.40e+02, 8.50e+01, 3.30e+01, 0.00e+00, 3.74e+01,\n",
      "        2.44e-01, 4.10e+01],\n",
      "       [4.00e+00, 1.54e+02, 7.20e+01, 2.90e+01, 1.26e+02, 3.13e+01,\n",
      "        3.38e-01, 3.70e+01],\n",
      "       [8.00e+00, 1.43e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.49e+01,\n",
      "        1.29e-01, 4.10e+01],\n",
      "       [3.00e+00, 1.32e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.44e+01,\n",
      "        4.02e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.28e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.46e+01,\n",
      "        1.44e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.45e+02, 8.20e+01, 1.80e+01, 0.00e+00, 3.25e+01,\n",
      "        2.35e-01, 7.00e+01],\n",
      "       [9.00e+00, 1.54e+02, 7.80e+01, 3.00e+01, 1.00e+02, 3.09e+01,\n",
      "        1.64e-01, 4.50e+01],\n",
      "       [1.00e+00, 1.44e+02, 8.20e+01, 4.60e+01, 1.80e+02, 4.61e+01,\n",
      "        3.35e-01, 4.60e+01],\n",
      "       [7.00e+00, 1.42e+02, 9.00e+01, 2.40e+01, 4.80e+02, 3.04e+01,\n",
      "        1.28e-01, 4.30e+01],\n",
      "       [2.00e+00, 1.29e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e+01,\n",
      "        3.04e-01, 4.10e+01],\n",
      "       [7.00e+00, 1.37e+02, 9.00e+01, 4.10e+01, 0.00e+00, 3.20e+01,\n",
      "        3.91e-01, 3.90e+01]]), y=[1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0])\n",
      "│   │       │       ├── AnyNode(id='c53', rule=None, split_column=None, split_value=None, value=[5.0, 0.0], x=array([[5.00e+00, 1.37e+02, 1.08e+02, 0.00e+00, 0.00e+00, 4.88e+01,\n",
      "        2.27e-01, 3.70e+01],\n",
      "       [7.00e+00, 1.52e+02, 8.80e+01, 4.40e+01, 0.00e+00, 5.00e+01,\n",
      "        3.37e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.34e+02, 8.00e+01, 3.70e+01, 3.70e+02, 4.62e+01,\n",
      "        2.38e-01, 4.60e+01],\n",
      "       [4.00e+00, 1.56e+02, 7.50e+01, 0.00e+00, 0.00e+00, 4.83e+01,\n",
      "        2.38e-01, 3.20e+01],\n",
      "       [1.00e+00, 1.44e+02, 8.20e+01, 4.60e+01, 1.80e+02, 4.61e+01,\n",
      "        3.35e-01, 4.60e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   │       │       └── AnyNode(id='c54', rule='X5 <= 32.45000', split_column=5, split_value=32.45, value=[10.0, 13.0], x=array([[1.10e+01, 1.43e+02, 9.40e+01, 3.30e+01, 1.46e+02, 3.66e+01,\n",
      "        2.54e-01, 5.10e+01],\n",
      "       [7.00e+00, 1.47e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.94e+01,\n",
      "        2.57e-01, 4.30e+01],\n",
      "       [1.10e+01, 1.38e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.32e+01,\n",
      "        4.20e-01, 3.50e+01],\n",
      "       [8.00e+00, 1.33e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        2.70e-01, 3.90e+01],\n",
      "       [1.50e+01, 1.36e+02, 7.00e+01, 3.20e+01, 1.10e+02, 3.71e+01,\n",
      "        1.53e-01, 4.30e+01],\n",
      "       [6.00e+00, 1.44e+02, 7.20e+01, 2.70e+01, 2.28e+02, 3.39e+01,\n",
      "        2.55e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.47e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.37e+01,\n",
      "        2.18e-01, 6.50e+01],\n",
      "       [5.00e+00, 1.43e+02, 7.80e+01, 0.00e+00, 0.00e+00, 4.50e+01,\n",
      "        1.90e-01, 4.70e+01],\n",
      "       [3.00e+00, 1.42e+02, 8.00e+01, 1.50e+01, 0.00e+00, 3.24e+01,\n",
      "        2.00e-01, 6.30e+01],\n",
      "       [1.00e+01, 1.29e+02, 7.60e+01, 2.80e+01, 1.22e+02, 3.59e+01,\n",
      "        2.80e-01, 3.90e+01],\n",
      "       [7.00e+00, 1.33e+02, 8.80e+01, 1.50e+01, 1.55e+02, 3.24e+01,\n",
      "        2.62e-01, 3.70e+01],\n",
      "       [1.00e+00, 1.33e+02, 1.02e+02, 2.80e+01, 1.40e+02, 3.28e+01,\n",
      "        2.34e-01, 4.50e+01],\n",
      "       [5.00e+00, 1.36e+02, 8.40e+01, 4.10e+01, 8.80e+01, 3.50e+01,\n",
      "        2.86e-01, 3.50e+01],\n",
      "       [1.20e+01, 1.40e+02, 8.50e+01, 3.30e+01, 0.00e+00, 3.74e+01,\n",
      "        2.44e-01, 4.10e+01],\n",
      "       [4.00e+00, 1.54e+02, 7.20e+01, 2.90e+01, 1.26e+02, 3.13e+01,\n",
      "        3.38e-01, 3.70e+01],\n",
      "       [8.00e+00, 1.43e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.49e+01,\n",
      "        1.29e-01, 4.10e+01],\n",
      "       [3.00e+00, 1.32e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.44e+01,\n",
      "        4.02e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.28e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.46e+01,\n",
      "        1.44e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.45e+02, 8.20e+01, 1.80e+01, 0.00e+00, 3.25e+01,\n",
      "        2.35e-01, 7.00e+01],\n",
      "       [9.00e+00, 1.54e+02, 7.80e+01, 3.00e+01, 1.00e+02, 3.09e+01,\n",
      "        1.64e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.42e+02, 9.00e+01, 2.40e+01, 4.80e+02, 3.04e+01,\n",
      "        1.28e-01, 4.30e+01],\n",
      "       [2.00e+00, 1.29e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e+01,\n",
      "        3.04e-01, 4.10e+01],\n",
      "       [7.00e+00, 1.37e+02, 9.00e+01, 4.10e+01, 0.00e+00, 3.20e+01,\n",
      "        3.91e-01, 3.90e+01]]), y=[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0])\n",
      "│   │       │           ├── AnyNode(id='c75', rule=None, split_column=None, split_value=None, value=[9.0, 8.0], x=array([[1.10e+01, 1.43e+02, 9.40e+01, 3.30e+01, 1.46e+02, 3.66e+01,\n",
      "        2.54e-01, 5.10e+01],\n",
      "       [7.00e+00, 1.47e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.94e+01,\n",
      "        2.57e-01, 4.30e+01],\n",
      "       [1.10e+01, 1.38e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.32e+01,\n",
      "        4.20e-01, 3.50e+01],\n",
      "       [8.00e+00, 1.33e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        2.70e-01, 3.90e+01],\n",
      "       [1.50e+01, 1.36e+02, 7.00e+01, 3.20e+01, 1.10e+02, 3.71e+01,\n",
      "        1.53e-01, 4.30e+01],\n",
      "       [6.00e+00, 1.44e+02, 7.20e+01, 2.70e+01, 2.28e+02, 3.39e+01,\n",
      "        2.55e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.47e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.37e+01,\n",
      "        2.18e-01, 6.50e+01],\n",
      "       [5.00e+00, 1.43e+02, 7.80e+01, 0.00e+00, 0.00e+00, 4.50e+01,\n",
      "        1.90e-01, 4.70e+01],\n",
      "       [1.00e+01, 1.29e+02, 7.60e+01, 2.80e+01, 1.22e+02, 3.59e+01,\n",
      "        2.80e-01, 3.90e+01],\n",
      "       [1.00e+00, 1.33e+02, 1.02e+02, 2.80e+01, 1.40e+02, 3.28e+01,\n",
      "        2.34e-01, 4.50e+01],\n",
      "       [5.00e+00, 1.36e+02, 8.40e+01, 4.10e+01, 8.80e+01, 3.50e+01,\n",
      "        2.86e-01, 3.50e+01],\n",
      "       [1.20e+01, 1.40e+02, 8.50e+01, 3.30e+01, 0.00e+00, 3.74e+01,\n",
      "        2.44e-01, 4.10e+01],\n",
      "       [8.00e+00, 1.43e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.49e+01,\n",
      "        1.29e-01, 4.10e+01],\n",
      "       [3.00e+00, 1.32e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.44e+01,\n",
      "        4.02e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.28e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.46e+01,\n",
      "        1.44e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.45e+02, 8.20e+01, 1.80e+01, 0.00e+00, 3.25e+01,\n",
      "        2.35e-01, 7.00e+01],\n",
      "       [2.00e+00, 1.29e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e+01,\n",
      "        3.04e-01, 4.10e+01]]), y=[1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0])\n",
      "│   │       │           └── AnyNode(id='c76', rule=None, split_column=None, split_value=None, value=[1.0, 5.0], x=array([[3.00e+00, 1.42e+02, 8.00e+01, 1.50e+01, 0.00e+00, 3.24e+01,\n",
      "        2.00e-01, 6.30e+01],\n",
      "       [7.00e+00, 1.33e+02, 8.80e+01, 1.50e+01, 1.55e+02, 3.24e+01,\n",
      "        2.62e-01, 3.70e+01],\n",
      "       [4.00e+00, 1.54e+02, 7.20e+01, 2.90e+01, 1.26e+02, 3.13e+01,\n",
      "        3.38e-01, 3.70e+01],\n",
      "       [9.00e+00, 1.54e+02, 7.80e+01, 3.00e+01, 1.00e+02, 3.09e+01,\n",
      "        1.64e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.42e+02, 9.00e+01, 2.40e+01, 4.80e+02, 3.04e+01,\n",
      "        1.28e-01, 4.30e+01],\n",
      "       [7.00e+00, 1.37e+02, 9.00e+01, 4.10e+01, 0.00e+00, 3.20e+01,\n",
      "        3.91e-01, 3.90e+01]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 0.0])\n",
      "│   │       └── AnyNode(id='c18', rule='X2 <= 61.00000', split_column=2, split_value=61.0, value=[23.0, 27.0], x=array([[4.000e+00, 1.290e+02, 8.600e+01, 2.000e+01, 2.700e+02, 3.510e+01,\n",
      "        2.310e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.310e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.320e+01,\n",
      "        2.700e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.290e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        7.030e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.540e+02, 6.200e+01, 3.100e+01, 2.840e+02, 3.280e+01,\n",
      "        2.370e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.360e+02, 7.400e+01, 5.000e+01, 2.040e+02, 3.740e+01,\n",
      "        3.990e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.530e+02, 8.200e+01, 4.200e+01, 4.850e+02, 4.060e+01,\n",
      "        6.870e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.480e+02, 6.600e+01, 2.500e+01, 0.000e+00, 3.250e+01,\n",
      "        2.560e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 7.000e+01, 2.300e+01, 1.300e+02, 3.540e+01,\n",
      "        5.420e-01, 2.900e+01],\n",
      "       [0.000e+00, 1.290e+02, 1.100e+02, 4.600e+01, 1.300e+02, 6.710e+01,\n",
      "        3.190e-01, 2.600e+01],\n",
      "       [5.000e+00, 1.390e+02, 8.000e+01, 3.500e+01, 1.600e+02, 3.160e+01,\n",
      "        3.610e-01, 2.500e+01],\n",
      "       [4.000e+00, 1.480e+02, 6.000e+01, 2.700e+01, 3.180e+02, 3.090e+01,\n",
      "        1.500e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.380e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.010e+01,\n",
      "        2.360e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.470e+02, 8.500e+01, 5.400e+01, 0.000e+00, 4.280e+01,\n",
      "        3.750e-01, 2.400e+01],\n",
      "       [0.000e+00, 1.400e+02, 6.500e+01, 2.600e+01, 1.300e+02, 4.260e+01,\n",
      "        4.310e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.420e+02, 8.600e+01, 0.000e+00, 0.000e+00, 4.400e+01,\n",
      "        6.450e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.600e+01, 3.500e+01, 1.940e+02, 3.820e+01,\n",
      "        3.290e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.410e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.000e+01,\n",
      "        7.610e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.380e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.630e+01,\n",
      "        9.330e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.280e+02, 6.400e+01, 4.200e+01, 0.000e+00, 4.000e+01,\n",
      "        1.101e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.460e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.790e+01,\n",
      "        3.340e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.280e+02, 4.800e+01, 4.500e+01, 1.940e+02, 4.050e+01,\n",
      "        6.130e-01, 2.400e+01],\n",
      "       [6.000e+00, 1.510e+02, 6.200e+01, 3.100e+01, 1.200e+02, 3.550e+01,\n",
      "        6.920e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.440e+02, 5.800e+01, 3.300e+01, 1.350e+02, 3.160e+01,\n",
      "        4.220e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.280e+02, 6.800e+01, 1.900e+01, 1.800e+02, 3.050e+01,\n",
      "        1.391e+00, 2.500e+01],\n",
      "       [4.000e+00, 1.370e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        2.520e-01, 3.000e+01],\n",
      "       [4.000e+00, 1.470e+02, 7.400e+01, 2.500e+01, 2.930e+02, 3.490e+01,\n",
      "        3.850e-01, 3.000e+01],\n",
      "       [0.000e+00, 1.310e+02, 6.600e+01, 4.000e+01, 0.000e+00, 3.430e+01,\n",
      "        1.960e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.400e+01, 2.300e+01, 3.100e+02, 4.240e+01,\n",
      "        1.076e+00, 2.200e+01],\n",
      "       [0.000e+00, 1.380e+02, 6.000e+01, 3.500e+01, 1.670e+02, 3.460e+01,\n",
      "        5.340e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.350e+02, 9.400e+01, 4.600e+01, 1.450e+02, 4.060e+01,\n",
      "        2.840e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.410e+02, 0.000e+00, 0.000e+00, 0.000e+00, 4.240e+01,\n",
      "        2.050e-01, 2.900e+01],\n",
      "       [6.000e+00, 1.540e+02, 7.800e+01, 4.100e+01, 1.400e+02, 4.610e+01,\n",
      "        5.710e-01, 2.700e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.000e+01, 0.000e+00, 4.130e+01,\n",
      "        6.070e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.370e+02, 7.000e+01, 3.800e+01, 0.000e+00, 3.320e+01,\n",
      "        1.700e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.350e+02, 6.800e+01, 4.200e+01, 2.500e+02, 4.230e+01,\n",
      "        3.650e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.390e+02, 6.200e+01, 4.100e+01, 4.800e+02, 4.070e+01,\n",
      "        5.360e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.320e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.290e+01,\n",
      "        3.020e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.200e+01, 2.500e+01, 1.900e+02, 3.240e+01,\n",
      "        5.490e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.310e+02, 6.800e+01, 2.100e+01, 1.660e+02, 3.310e+01,\n",
      "        1.600e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.600e+01, 3.000e+01, 3.300e+02, 3.010e+01,\n",
      "        8.920e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.510e+02, 9.000e+01, 4.600e+01, 0.000e+00, 4.210e+01,\n",
      "        3.710e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.520e+02, 8.200e+01, 3.900e+01, 2.720e+02, 4.150e+01,\n",
      "        2.700e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.320e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        3.930e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.280e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.430e+01,\n",
      "        3.030e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.570e+02, 7.400e+01, 3.500e+01, 4.400e+02, 3.940e+01,\n",
      "        1.340e-01, 3.000e+01],\n",
      "       [2.000e+00, 1.550e+02, 5.200e+01, 2.700e+01, 5.400e+02, 3.870e+01,\n",
      "        2.400e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.290e+02, 7.400e+01, 2.600e+01, 2.050e+02, 3.320e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.410e+02, 8.400e+01, 2.600e+01, 0.000e+00, 3.240e+01,\n",
      "        4.330e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.470e+02, 9.400e+01, 4.100e+01, 0.000e+00, 4.930e+01,\n",
      "        3.580e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.360e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        1.182e+00, 2.200e+01]]), y=[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0])\n",
      "│   │           ├── AnyNode(id='c35', rule='X5 <= 41.80000', split_column=5, split_value=41.8, value=[13.0, 27.0], x=array([[4.000e+00, 1.290e+02, 8.600e+01, 2.000e+01, 2.700e+02, 3.510e+01,\n",
      "        2.310e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.290e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        7.030e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.540e+02, 6.200e+01, 3.100e+01, 2.840e+02, 3.280e+01,\n",
      "        2.370e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.360e+02, 7.400e+01, 5.000e+01, 2.040e+02, 3.740e+01,\n",
      "        3.990e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.530e+02, 8.200e+01, 4.200e+01, 4.850e+02, 4.060e+01,\n",
      "        6.870e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.480e+02, 6.600e+01, 2.500e+01, 0.000e+00, 3.250e+01,\n",
      "        2.560e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 7.000e+01, 2.300e+01, 1.300e+02, 3.540e+01,\n",
      "        5.420e-01, 2.900e+01],\n",
      "       [0.000e+00, 1.290e+02, 1.100e+02, 4.600e+01, 1.300e+02, 6.710e+01,\n",
      "        3.190e-01, 2.600e+01],\n",
      "       [5.000e+00, 1.390e+02, 8.000e+01, 3.500e+01, 1.600e+02, 3.160e+01,\n",
      "        3.610e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.380e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.010e+01,\n",
      "        2.360e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.470e+02, 8.500e+01, 5.400e+01, 0.000e+00, 4.280e+01,\n",
      "        3.750e-01, 2.400e+01],\n",
      "       [0.000e+00, 1.400e+02, 6.500e+01, 2.600e+01, 1.300e+02, 4.260e+01,\n",
      "        4.310e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.420e+02, 8.600e+01, 0.000e+00, 0.000e+00, 4.400e+01,\n",
      "        6.450e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.600e+01, 3.500e+01, 1.940e+02, 3.820e+01,\n",
      "        3.290e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.280e+02, 6.400e+01, 4.200e+01, 0.000e+00, 4.000e+01,\n",
      "        1.101e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.460e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.790e+01,\n",
      "        3.340e-01, 2.800e+01],\n",
      "       [6.000e+00, 1.510e+02, 6.200e+01, 3.100e+01, 1.200e+02, 3.550e+01,\n",
      "        6.920e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.280e+02, 6.800e+01, 1.900e+01, 1.800e+02, 3.050e+01,\n",
      "        1.391e+00, 2.500e+01],\n",
      "       [4.000e+00, 1.370e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        2.520e-01, 3.000e+01],\n",
      "       [4.000e+00, 1.470e+02, 7.400e+01, 2.500e+01, 2.930e+02, 3.490e+01,\n",
      "        3.850e-01, 3.000e+01],\n",
      "       [0.000e+00, 1.310e+02, 6.600e+01, 4.000e+01, 0.000e+00, 3.430e+01,\n",
      "        1.960e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.400e+01, 2.300e+01, 3.100e+02, 4.240e+01,\n",
      "        1.076e+00, 2.200e+01],\n",
      "       [0.000e+00, 1.350e+02, 9.400e+01, 4.600e+01, 1.450e+02, 4.060e+01,\n",
      "        2.840e-01, 2.600e+01],\n",
      "       [6.000e+00, 1.540e+02, 7.800e+01, 4.100e+01, 1.400e+02, 4.610e+01,\n",
      "        5.710e-01, 2.700e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.000e+01, 0.000e+00, 4.130e+01,\n",
      "        6.070e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.370e+02, 7.000e+01, 3.800e+01, 0.000e+00, 3.320e+01,\n",
      "        1.700e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.350e+02, 6.800e+01, 4.200e+01, 2.500e+02, 4.230e+01,\n",
      "        3.650e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.390e+02, 6.200e+01, 4.100e+01, 4.800e+02, 4.070e+01,\n",
      "        5.360e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.200e+01, 2.500e+01, 1.900e+02, 3.240e+01,\n",
      "        5.490e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.310e+02, 6.800e+01, 2.100e+01, 1.660e+02, 3.310e+01,\n",
      "        1.600e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.600e+01, 3.000e+01, 3.300e+02, 3.010e+01,\n",
      "        8.920e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.510e+02, 9.000e+01, 4.600e+01, 0.000e+00, 4.210e+01,\n",
      "        3.710e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.520e+02, 8.200e+01, 3.900e+01, 2.720e+02, 4.150e+01,\n",
      "        2.700e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.320e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        3.930e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.280e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.430e+01,\n",
      "        3.030e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.570e+02, 7.400e+01, 3.500e+01, 4.400e+02, 3.940e+01,\n",
      "        1.340e-01, 3.000e+01],\n",
      "       [2.000e+00, 1.290e+02, 7.400e+01, 2.600e+01, 2.050e+02, 3.320e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.410e+02, 8.400e+01, 2.600e+01, 0.000e+00, 3.240e+01,\n",
      "        4.330e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.470e+02, 9.400e+01, 4.100e+01, 0.000e+00, 4.930e+01,\n",
      "        3.580e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.360e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        1.182e+00, 2.200e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0])\n",
      "│   │           │   ├── AnyNode(id='c55', rule=None, split_column=None, split_value=None, value=[6.0, 3.0], x=array([[  0.   , 129.   , 110.   ,  46.   , 130.   ,  67.1  ,   0.319,\n",
      "         26.   ],\n",
      "       [  0.   , 147.   ,  85.   ,  54.   ,   0.   ,  42.8  ,   0.375,\n",
      "         24.   ],\n",
      "       [  0.   , 140.   ,  65.   ,  26.   , 130.   ,  42.6  ,   0.431,\n",
      "         24.   ],\n",
      "       [  4.   , 142.   ,  86.   ,   0.   ,   0.   ,  44.   ,   0.645,\n",
      "         22.   ],\n",
      "       [  1.   , 143.   ,  84.   ,  23.   , 310.   ,  42.4  ,   1.076,\n",
      "         22.   ],\n",
      "       [  6.   , 154.   ,  78.   ,  41.   , 140.   ,  46.1  ,   0.571,\n",
      "         27.   ],\n",
      "       [  0.   , 135.   ,  68.   ,  42.   , 250.   ,  42.3  ,   0.365,\n",
      "         24.   ],\n",
      "       [  0.   , 151.   ,  90.   ,  46.   ,   0.   ,  42.1  ,   0.371,\n",
      "         21.   ],\n",
      "       [  1.   , 147.   ,  94.   ,  41.   ,   0.   ,  49.3  ,   0.358,\n",
      "         27.   ]]), y=[1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0])\n",
      "│   │           │   └── AnyNode(id='c56', rule='X2 <= 73.00000', split_column=2, split_value=73.0, value=[7.0, 24.0], x=array([[4.000e+00, 1.290e+02, 8.600e+01, 2.000e+01, 2.700e+02, 3.510e+01,\n",
      "        2.310e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.290e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        7.030e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.540e+02, 6.200e+01, 3.100e+01, 2.840e+02, 3.280e+01,\n",
      "        2.370e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.360e+02, 7.400e+01, 5.000e+01, 2.040e+02, 3.740e+01,\n",
      "        3.990e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.530e+02, 8.200e+01, 4.200e+01, 4.850e+02, 4.060e+01,\n",
      "        6.870e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.480e+02, 6.600e+01, 2.500e+01, 0.000e+00, 3.250e+01,\n",
      "        2.560e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 7.000e+01, 2.300e+01, 1.300e+02, 3.540e+01,\n",
      "        5.420e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.390e+02, 8.000e+01, 3.500e+01, 1.600e+02, 3.160e+01,\n",
      "        3.610e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.380e+02, 8.200e+01, 0.000e+00, 0.000e+00, 4.010e+01,\n",
      "        2.360e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.600e+01, 3.500e+01, 1.940e+02, 3.820e+01,\n",
      "        3.290e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.280e+02, 6.400e+01, 4.200e+01, 0.000e+00, 4.000e+01,\n",
      "        1.101e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.460e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.790e+01,\n",
      "        3.340e-01, 2.800e+01],\n",
      "       [6.000e+00, 1.510e+02, 6.200e+01, 3.100e+01, 1.200e+02, 3.550e+01,\n",
      "        6.920e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.280e+02, 6.800e+01, 1.900e+01, 1.800e+02, 3.050e+01,\n",
      "        1.391e+00, 2.500e+01],\n",
      "       [4.000e+00, 1.370e+02, 8.400e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        2.520e-01, 3.000e+01],\n",
      "       [4.000e+00, 1.470e+02, 7.400e+01, 2.500e+01, 2.930e+02, 3.490e+01,\n",
      "        3.850e-01, 3.000e+01],\n",
      "       [0.000e+00, 1.310e+02, 6.600e+01, 4.000e+01, 0.000e+00, 3.430e+01,\n",
      "        1.960e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.350e+02, 9.400e+01, 4.600e+01, 1.450e+02, 4.060e+01,\n",
      "        2.840e-01, 2.600e+01],\n",
      "       [1.000e+00, 1.440e+02, 8.200e+01, 4.000e+01, 0.000e+00, 4.130e+01,\n",
      "        6.070e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.370e+02, 7.000e+01, 3.800e+01, 0.000e+00, 3.320e+01,\n",
      "        1.700e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.390e+02, 6.200e+01, 4.100e+01, 4.800e+02, 4.070e+01,\n",
      "        5.360e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.200e+01, 2.500e+01, 1.900e+02, 3.240e+01,\n",
      "        5.490e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.310e+02, 6.800e+01, 2.100e+01, 1.660e+02, 3.310e+01,\n",
      "        1.600e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.430e+02, 8.600e+01, 3.000e+01, 3.300e+02, 3.010e+01,\n",
      "        8.920e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.520e+02, 8.200e+01, 3.900e+01, 2.720e+02, 4.150e+01,\n",
      "        2.700e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.320e+02, 7.800e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        3.930e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.280e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.430e+01,\n",
      "        3.030e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.570e+02, 7.400e+01, 3.500e+01, 4.400e+02, 3.940e+01,\n",
      "        1.340e-01, 3.000e+01],\n",
      "       [2.000e+00, 1.290e+02, 7.400e+01, 2.600e+01, 2.050e+02, 3.320e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.410e+02, 8.400e+01, 2.600e+01, 0.000e+00, 3.240e+01,\n",
      "        4.330e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.360e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        1.182e+00, 2.200e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "│   │           │       ├── AnyNode(id='c77', rule=None, split_column=None, split_value=None, value=[1.0, 16.0], x=array([[4.00e+00, 1.29e+02, 8.60e+01, 2.00e+01, 2.70e+02, 3.51e+01,\n",
      "        2.31e-01, 2.30e+01],\n",
      "       [0.00e+00, 1.29e+02, 8.00e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        7.03e-01, 2.90e+01],\n",
      "       [1.00e+00, 1.36e+02, 7.40e+01, 5.00e+01, 2.04e+02, 3.74e+01,\n",
      "        3.99e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.53e+02, 8.20e+01, 4.20e+01, 4.85e+02, 4.06e+01,\n",
      "        6.87e-01, 2.30e+01],\n",
      "       [5.00e+00, 1.39e+02, 8.00e+01, 3.50e+01, 1.60e+02, 3.16e+01,\n",
      "        3.61e-01, 2.50e+01],\n",
      "       [1.00e+00, 1.38e+02, 8.20e+01, 0.00e+00, 0.00e+00, 4.01e+01,\n",
      "        2.36e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.46e+02, 7.60e+01, 3.50e+01, 1.94e+02, 3.82e+01,\n",
      "        3.29e-01, 2.90e+01],\n",
      "       [4.00e+00, 1.37e+02, 8.40e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        2.52e-01, 3.00e+01],\n",
      "       [4.00e+00, 1.47e+02, 7.40e+01, 2.50e+01, 2.93e+02, 3.49e+01,\n",
      "        3.85e-01, 3.00e+01],\n",
      "       [0.00e+00, 1.35e+02, 9.40e+01, 4.60e+01, 1.45e+02, 4.06e+01,\n",
      "        2.84e-01, 2.60e+01],\n",
      "       [1.00e+00, 1.44e+02, 8.20e+01, 4.00e+01, 0.00e+00, 4.13e+01,\n",
      "        6.07e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.43e+02, 8.60e+01, 3.00e+01, 3.30e+02, 3.01e+01,\n",
      "        8.92e-01, 2.30e+01],\n",
      "       [0.00e+00, 1.52e+02, 8.20e+01, 3.90e+01, 2.72e+02, 4.15e+01,\n",
      "        2.70e-01, 2.70e+01],\n",
      "       [0.00e+00, 1.32e+02, 7.80e+01, 0.00e+00, 0.00e+00, 3.24e+01,\n",
      "        3.93e-01, 2.10e+01],\n",
      "       [2.00e+00, 1.57e+02, 7.40e+01, 3.50e+01, 4.40e+02, 3.94e+01,\n",
      "        1.34e-01, 3.00e+01],\n",
      "       [2.00e+00, 1.29e+02, 7.40e+01, 2.60e+01, 2.05e+02, 3.32e+01,\n",
      "        5.91e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.41e+02, 8.40e+01, 2.60e+01, 0.00e+00, 3.24e+01,\n",
      "        4.33e-01, 2.20e+01]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "│   │           │       └── AnyNode(id='c78', rule=None, split_column=None, split_value=None, value=[6.0, 8.0], x=array([[4.000e+00, 1.540e+02, 6.200e+01, 3.100e+01, 2.840e+02, 3.280e+01,\n",
      "        2.370e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.480e+02, 6.600e+01, 2.500e+01, 0.000e+00, 3.250e+01,\n",
      "        2.560e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.340e+02, 7.000e+01, 2.300e+01, 1.300e+02, 3.540e+01,\n",
      "        5.420e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.280e+02, 6.400e+01, 4.200e+01, 0.000e+00, 4.000e+01,\n",
      "        1.101e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.460e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.790e+01,\n",
      "        3.340e-01, 2.800e+01],\n",
      "       [6.000e+00, 1.510e+02, 6.200e+01, 3.100e+01, 1.200e+02, 3.550e+01,\n",
      "        6.920e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.280e+02, 6.800e+01, 1.900e+01, 1.800e+02, 3.050e+01,\n",
      "        1.391e+00, 2.500e+01],\n",
      "       [0.000e+00, 1.310e+02, 6.600e+01, 4.000e+01, 0.000e+00, 3.430e+01,\n",
      "        1.960e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.370e+02, 7.000e+01, 3.800e+01, 0.000e+00, 3.320e+01,\n",
      "        1.700e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.390e+02, 6.200e+01, 4.100e+01, 4.800e+02, 4.070e+01,\n",
      "        5.360e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.200e+01, 2.500e+01, 1.900e+02, 3.240e+01,\n",
      "        5.490e-01, 2.700e+01],\n",
      "       [4.000e+00, 1.310e+02, 6.800e+01, 2.100e+01, 1.660e+02, 3.310e+01,\n",
      "        1.600e-01, 2.800e+01],\n",
      "       [4.000e+00, 1.280e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.430e+01,\n",
      "        3.030e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.360e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        1.182e+00, 2.200e+01]]), y=[0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0])\n",
      "│   │           └── AnyNode(id='c36', rule=None, split_column=None, split_value=None, value=[10.0, 0.0], x=array([[0.00e+00, 1.31e+02, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e+01,\n",
      "        2.70e-01, 2.60e+01],\n",
      "       [4.00e+00, 1.48e+02, 6.00e+01, 2.70e+01, 3.18e+02, 3.09e+01,\n",
      "        1.50e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.41e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        7.61e-01, 2.70e+01],\n",
      "       [0.00e+00, 1.38e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e+01,\n",
      "        9.33e-01, 2.50e+01],\n",
      "       [1.00e+00, 1.28e+02, 4.80e+01, 4.50e+01, 1.94e+02, 4.05e+01,\n",
      "        6.13e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.44e+02, 5.80e+01, 3.30e+01, 1.35e+02, 3.16e+01,\n",
      "        4.22e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.38e+02, 6.00e+01, 3.50e+01, 1.67e+02, 3.46e+01,\n",
      "        5.34e-01, 2.10e+01],\n",
      "       [0.00e+00, 1.41e+02, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e+01,\n",
      "        2.05e-01, 2.90e+01],\n",
      "       [4.00e+00, 1.32e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.29e+01,\n",
      "        3.02e-01, 2.30e+01],\n",
      "       [2.00e+00, 1.55e+02, 5.20e+01, 2.70e+01, 5.40e+02, 3.87e+01,\n",
      "        2.40e-01, 2.50e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "│   └── AnyNode(id='c4', rule='X1 <= 145.50000', split_column=1, split_value=145.5, value=[24.0, 52.0], x=array([[8.000e+00, 1.830e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        6.720e-01, 3.200e+01],\n",
      "       [1.000e+01, 1.390e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.710e+01,\n",
      "        1.441e+00, 5.700e+01],\n",
      "       [5.000e+00, 1.660e+02, 7.200e+01, 1.900e+01, 1.750e+02, 2.580e+01,\n",
      "        5.870e-01, 5.100e+01],\n",
      "       [1.300e+01, 1.450e+02, 8.200e+01, 1.900e+01, 1.100e+02, 2.220e+01,\n",
      "        2.450e-01, 5.700e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        2.940e-01, 4.000e+01],\n",
      "       [1.000e+00, 1.460e+02, 5.600e+01, 0.000e+00, 0.000e+00, 2.970e+01,\n",
      "        5.640e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.410e+02, 5.800e+01, 3.400e+01, 1.280e+02, 2.540e+01,\n",
      "        6.990e-01, 2.400e+01],\n",
      "       [4.000e+00, 1.460e+02, 8.500e+01, 2.700e+01, 1.000e+02, 2.890e+01,\n",
      "        1.890e-01, 2.700e+01],\n",
      "       [5.000e+00, 1.390e+02, 6.400e+01, 3.500e+01, 1.400e+02, 2.860e+01,\n",
      "        4.110e-01, 2.600e+01],\n",
      "       [4.000e+00, 1.340e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.380e+01,\n",
      "        2.770e-01, 6.000e+01],\n",
      "       [2.000e+00, 1.420e+02, 8.200e+01, 1.800e+01, 6.400e+01, 2.470e+01,\n",
      "        7.610e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.510e+02, 6.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        1.790e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.440e+02, 5.800e+01, 2.800e+01, 1.400e+02, 2.950e+01,\n",
      "        2.870e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.320e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.680e+01,\n",
      "        1.860e-01, 6.900e+01],\n",
      "       [4.000e+00, 1.730e+02, 7.000e+01, 1.400e+01, 1.680e+02, 2.970e+01,\n",
      "        3.610e-01, 3.300e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.110e+01,\n",
      "        2.680e-01, 5.500e+01],\n",
      "       [4.000e+00, 1.510e+02, 9.000e+01, 3.800e+01, 0.000e+00, 2.970e+01,\n",
      "        2.940e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.410e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.760e+01,\n",
      "        2.440e-01, 4.000e+01],\n",
      "       [7.000e+00, 1.420e+02, 6.000e+01, 3.300e+01, 1.900e+02, 2.880e+01,\n",
      "        6.870e-01, 6.100e+01],\n",
      "       [3.000e+00, 1.390e+02, 5.400e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        4.020e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.290e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.800e+01,\n",
      "        2.840e-01, 2.700e+01],\n",
      "       [1.000e+00, 1.930e+02, 5.000e+01, 1.600e+01, 3.750e+02, 2.590e+01,\n",
      "        6.550e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.460e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.750e+01,\n",
      "        2.400e-01, 2.800e+01],\n",
      "       [7.000e+00, 1.360e+02, 7.400e+01, 2.600e+01, 1.350e+02, 2.600e+01,\n",
      "        6.470e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.610e+02, 5.000e+01, 0.000e+00, 0.000e+00, 2.190e+01,\n",
      "        2.540e-01, 6.500e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.000e+01, 3.800e+01, 3.600e+02, 2.800e+01,\n",
      "        3.370e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.500e+02, 7.600e+01, 0.000e+00, 0.000e+00, 2.100e+01,\n",
      "        2.070e-01, 3.700e+01],\n",
      "       [1.000e+01, 1.610e+02, 6.800e+01, 2.300e+01, 1.320e+02, 2.550e+01,\n",
      "        3.260e-01, 4.700e+01],\n",
      "       [0.000e+00, 1.370e+02, 6.800e+01, 1.400e+01, 1.480e+02, 2.480e+01,\n",
      "        1.430e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.550e+02, 7.400e+01, 1.700e+01, 9.600e+01, 2.660e+01,\n",
      "        4.330e-01, 2.700e+01],\n",
      "       [6.000e+00, 1.940e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.350e+01,\n",
      "        1.290e-01, 5.900e+01],\n",
      "       [4.000e+00, 1.290e+02, 6.000e+01, 1.200e+01, 2.310e+02, 2.750e+01,\n",
      "        5.270e-01, 3.100e+01],\n",
      "       [1.300e+01, 1.520e+02, 9.000e+01, 3.300e+01, 2.900e+01, 2.680e+01,\n",
      "        7.310e-01, 4.300e+01],\n",
      "       [1.000e+00, 1.570e+02, 7.200e+01, 2.100e+01, 1.680e+02, 2.560e+01,\n",
      "        1.230e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.300e+02, 7.000e+01, 1.300e+01, 1.050e+02, 2.590e+01,\n",
      "        4.720e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.390e+02, 4.600e+01, 1.900e+01, 8.300e+01, 2.870e+01,\n",
      "        6.540e-01, 2.200e+01],\n",
      "       [5.000e+00, 1.580e+02, 7.000e+01, 0.000e+00, 0.000e+00, 2.980e+01,\n",
      "        2.070e-01, 6.300e+01],\n",
      "       [1.000e+00, 1.310e+02, 6.400e+01, 1.400e+01, 4.150e+02, 2.370e+01,\n",
      "        3.890e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.370e+02, 6.100e+01, 0.000e+00, 0.000e+00, 2.420e+01,\n",
      "        1.510e-01, 5.500e+01],\n",
      "       [8.000e+00, 1.970e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.191e+00, 3.900e+01],\n",
      "       [1.000e+00, 1.430e+02, 7.400e+01, 2.200e+01, 6.100e+01, 2.620e+01,\n",
      "        2.560e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.290e+02, 6.400e+01, 2.900e+01, 1.150e+02, 2.640e+01,\n",
      "        2.190e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.390e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        1.670e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.470e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.990e+01,\n",
      "        4.340e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.340e+02, 7.000e+01, 0.000e+00, 0.000e+00, 2.890e+01,\n",
      "        5.420e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.350e+02, 5.400e+01, 0.000e+00, 0.000e+00, 2.670e+01,\n",
      "        6.870e-01, 6.200e+01],\n",
      "       [9.000e+00, 1.340e+02, 7.400e+01, 3.300e+01, 6.000e+01, 2.590e+01,\n",
      "        4.600e-01, 8.100e+01],\n",
      "       [7.000e+00, 1.360e+02, 9.000e+01, 0.000e+00, 0.000e+00, 2.990e+01,\n",
      "        2.100e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 8.400e+01, 2.700e+01, 0.000e+00, 2.730e+01,\n",
      "        2.310e-01, 5.900e+01],\n",
      "       [4.000e+00, 1.320e+02, 8.600e+01, 3.100e+01, 0.000e+00, 2.800e+01,\n",
      "        4.190e-01, 6.300e+01],\n",
      "       [8.000e+00, 1.940e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        5.510e-01, 6.700e+01],\n",
      "       [6.000e+00, 1.660e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.660e+01,\n",
      "        3.040e-01, 6.600e+01],\n",
      "       [7.000e+00, 1.950e+02, 7.000e+01, 3.300e+01, 1.450e+02, 2.510e+01,\n",
      "        1.630e-01, 5.500e+01],\n",
      "       [6.000e+00, 1.540e+02, 7.400e+01, 3.200e+01, 1.930e+02, 2.930e+01,\n",
      "        8.390e-01, 3.900e+01],\n",
      "       [1.000e+00, 1.300e+02, 6.000e+01, 2.300e+01, 1.700e+02, 2.860e+01,\n",
      "        6.920e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.390e+02, 6.200e+01, 1.700e+01, 2.100e+02, 2.210e+01,\n",
      "        2.070e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.290e+02, 9.000e+01, 7.000e+00, 3.260e+02, 1.960e+01,\n",
      "        5.820e-01, 6.000e+01],\n",
      "       [4.000e+00, 1.890e+02, 1.100e+02, 3.100e+01, 0.000e+00, 2.850e+01,\n",
      "        6.800e-01, 3.700e+01],\n",
      "       [2.000e+00, 1.300e+02, 9.600e+01, 0.000e+00, 0.000e+00, 2.260e+01,\n",
      "        2.680e-01, 2.100e+01],\n",
      "       [1.000e+01, 1.330e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.700e+01,\n",
      "        2.450e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.830e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.840e+01,\n",
      "        2.120e-01, 3.600e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.200e+01, 1.700e+01, 1.830e+02, 2.750e+01,\n",
      "        1.150e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.470e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.950e+01,\n",
      "        1.780e-01, 5.000e+01],\n",
      "       [1.000e+00, 1.670e+02, 7.400e+01, 1.700e+01, 1.440e+02, 2.340e+01,\n",
      "        4.470e-01, 3.300e+01],\n",
      "       [1.100e+01, 1.360e+02, 8.400e+01, 3.500e+01, 1.300e+02, 2.830e+01,\n",
      "        2.600e-01, 4.200e+01],\n",
      "       [1.000e+01, 1.620e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.770e+01,\n",
      "        1.820e-01, 5.400e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 0.000e+00, 0.000e+00, 2.480e+01,\n",
      "        2.300e-01, 5.300e+01],\n",
      "       [5.000e+00, 1.360e+02, 8.200e+01, 0.000e+00, 0.000e+00, 0.000e+00,\n",
      "        6.400e-01, 6.900e+01],\n",
      "       [3.000e+00, 1.300e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.310e+01,\n",
      "        3.140e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.400e+02, 7.400e+01, 2.600e+01, 1.800e+02, 2.410e+01,\n",
      "        8.280e-01, 2.300e+01],\n",
      "       [3.000e+00, 1.690e+02, 7.400e+01, 1.900e+01, 1.250e+02, 2.990e+01,\n",
      "        2.680e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.340e+02, 5.800e+01, 2.000e+01, 2.910e+02, 2.640e+01,\n",
      "        3.520e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.490e+02, 6.800e+01, 2.900e+01, 1.270e+02, 2.930e+01,\n",
      "        3.490e-01, 4.200e+01],\n",
      "       [2.000e+00, 1.750e+02, 8.800e+01, 0.000e+00, 0.000e+00, 2.290e+01,\n",
      "        3.260e-01, 2.200e+01],\n",
      "       [3.000e+00, 1.300e+02, 7.800e+01, 2.300e+01, 7.900e+01, 2.840e+01,\n",
      "        3.230e-01, 3.400e+01],\n",
      "       [6.000e+00, 1.620e+02, 6.200e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        1.780e-01, 5.000e+01]]), y=[1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│       ├── AnyNode(id='c9', rule='X4 <= 14.50000', split_column=4, split_value=14.5, value=[18.0, 17.0], x=array([[8.000e+00, 1.830e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        6.720e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.660e+02, 7.200e+01, 1.900e+01, 1.750e+02, 2.580e+01,\n",
      "        5.870e-01, 5.100e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        2.940e-01, 4.000e+01],\n",
      "       [1.000e+00, 1.460e+02, 5.600e+01, 0.000e+00, 0.000e+00, 2.970e+01,\n",
      "        5.640e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.460e+02, 8.500e+01, 2.700e+01, 1.000e+02, 2.890e+01,\n",
      "        1.890e-01, 2.700e+01],\n",
      "       [1.000e+00, 1.510e+02, 6.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        1.790e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.730e+02, 7.000e+01, 1.400e+01, 1.680e+02, 2.970e+01,\n",
      "        3.610e-01, 3.300e+01],\n",
      "       [4.000e+00, 1.510e+02, 9.000e+01, 3.800e+01, 0.000e+00, 2.970e+01,\n",
      "        2.940e-01, 3.600e+01],\n",
      "       [1.000e+00, 1.930e+02, 5.000e+01, 1.600e+01, 3.750e+02, 2.590e+01,\n",
      "        6.550e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.460e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.750e+01,\n",
      "        2.400e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.610e+02, 5.000e+01, 0.000e+00, 0.000e+00, 2.190e+01,\n",
      "        2.540e-01, 6.500e+01],\n",
      "       [2.000e+00, 1.460e+02, 7.000e+01, 3.800e+01, 3.600e+02, 2.800e+01,\n",
      "        3.370e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.500e+02, 7.600e+01, 0.000e+00, 0.000e+00, 2.100e+01,\n",
      "        2.070e-01, 3.700e+01],\n",
      "       [1.000e+01, 1.610e+02, 6.800e+01, 2.300e+01, 1.320e+02, 2.550e+01,\n",
      "        3.260e-01, 4.700e+01],\n",
      "       [2.000e+00, 1.550e+02, 7.400e+01, 1.700e+01, 9.600e+01, 2.660e+01,\n",
      "        4.330e-01, 2.700e+01],\n",
      "       [6.000e+00, 1.940e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.350e+01,\n",
      "        1.290e-01, 5.900e+01],\n",
      "       [1.300e+01, 1.520e+02, 9.000e+01, 3.300e+01, 2.900e+01, 2.680e+01,\n",
      "        7.310e-01, 4.300e+01],\n",
      "       [1.000e+00, 1.570e+02, 7.200e+01, 2.100e+01, 1.680e+02, 2.560e+01,\n",
      "        1.230e-01, 2.400e+01],\n",
      "       [5.000e+00, 1.580e+02, 7.000e+01, 0.000e+00, 0.000e+00, 2.980e+01,\n",
      "        2.070e-01, 6.300e+01],\n",
      "       [8.000e+00, 1.970e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.191e+00, 3.900e+01],\n",
      "       [5.000e+00, 1.470e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.990e+01,\n",
      "        4.340e-01, 2.800e+01],\n",
      "       [8.000e+00, 1.940e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        5.510e-01, 6.700e+01],\n",
      "       [6.000e+00, 1.660e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.660e+01,\n",
      "        3.040e-01, 6.600e+01],\n",
      "       [7.000e+00, 1.950e+02, 7.000e+01, 3.300e+01, 1.450e+02, 2.510e+01,\n",
      "        1.630e-01, 5.500e+01],\n",
      "       [6.000e+00, 1.540e+02, 7.400e+01, 3.200e+01, 1.930e+02, 2.930e+01,\n",
      "        8.390e-01, 3.900e+01],\n",
      "       [4.000e+00, 1.890e+02, 1.100e+02, 3.100e+01, 0.000e+00, 2.850e+01,\n",
      "        6.800e-01, 3.700e+01],\n",
      "       [4.000e+00, 1.830e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.840e+01,\n",
      "        2.120e-01, 3.600e+01],\n",
      "       [6.000e+00, 1.470e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.950e+01,\n",
      "        1.780e-01, 5.000e+01],\n",
      "       [1.000e+00, 1.670e+02, 7.400e+01, 1.700e+01, 1.440e+02, 2.340e+01,\n",
      "        4.470e-01, 3.300e+01],\n",
      "       [1.000e+01, 1.620e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.770e+01,\n",
      "        1.820e-01, 5.400e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 0.000e+00, 0.000e+00, 2.480e+01,\n",
      "        2.300e-01, 5.300e+01],\n",
      "       [3.000e+00, 1.690e+02, 7.400e+01, 1.900e+01, 1.250e+02, 2.990e+01,\n",
      "        2.680e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.490e+02, 6.800e+01, 2.900e+01, 1.270e+02, 2.930e+01,\n",
      "        3.490e-01, 4.200e+01],\n",
      "       [2.000e+00, 1.750e+02, 8.800e+01, 0.000e+00, 0.000e+00, 2.290e+01,\n",
      "        3.260e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.620e+02, 6.200e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        1.780e-01, 5.000e+01]]), y=[1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0])\n",
      "│       │   ├── AnyNode(id='c19', rule=None, split_column=None, split_value=None, value=[10.0, 4.0], x=array([[5.00e+00, 1.66e+02, 7.20e+01, 1.90e+01, 1.75e+02, 2.58e+01,\n",
      "        5.87e-01, 5.10e+01],\n",
      "       [4.00e+00, 1.46e+02, 8.50e+01, 2.70e+01, 1.00e+02, 2.89e+01,\n",
      "        1.89e-01, 2.70e+01],\n",
      "       [4.00e+00, 1.73e+02, 7.00e+01, 1.40e+01, 1.68e+02, 2.97e+01,\n",
      "        3.61e-01, 3.30e+01],\n",
      "       [1.00e+00, 1.93e+02, 5.00e+01, 1.60e+01, 3.75e+02, 2.59e+01,\n",
      "        6.55e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.46e+02, 7.00e+01, 3.80e+01, 3.60e+02, 2.80e+01,\n",
      "        3.37e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.61e+02, 6.80e+01, 2.30e+01, 1.32e+02, 2.55e+01,\n",
      "        3.26e-01, 4.70e+01],\n",
      "       [2.00e+00, 1.55e+02, 7.40e+01, 1.70e+01, 9.60e+01, 2.66e+01,\n",
      "        4.33e-01, 2.70e+01],\n",
      "       [1.30e+01, 1.52e+02, 9.00e+01, 3.30e+01, 2.90e+01, 2.68e+01,\n",
      "        7.31e-01, 4.30e+01],\n",
      "       [1.00e+00, 1.57e+02, 7.20e+01, 2.10e+01, 1.68e+02, 2.56e+01,\n",
      "        1.23e-01, 2.40e+01],\n",
      "       [7.00e+00, 1.95e+02, 7.00e+01, 3.30e+01, 1.45e+02, 2.51e+01,\n",
      "        1.63e-01, 5.50e+01],\n",
      "       [6.00e+00, 1.54e+02, 7.40e+01, 3.20e+01, 1.93e+02, 2.93e+01,\n",
      "        8.39e-01, 3.90e+01],\n",
      "       [1.00e+00, 1.67e+02, 7.40e+01, 1.70e+01, 1.44e+02, 2.34e+01,\n",
      "        4.47e-01, 3.30e+01],\n",
      "       [3.00e+00, 1.69e+02, 7.40e+01, 1.90e+01, 1.25e+02, 2.99e+01,\n",
      "        2.68e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.49e+02, 6.80e+01, 2.90e+01, 1.27e+02, 2.93e+01,\n",
      "        3.49e-01, 4.20e+01]]), y=[1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0])\n",
      "│       │   └── AnyNode(id='c20', rule='X0 <= 5.50000', split_column=0, split_value=5.5, value=[8.0, 13.0], x=array([[8.000e+00, 1.830e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        6.720e-01, 3.200e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        2.940e-01, 4.000e+01],\n",
      "       [1.000e+00, 1.460e+02, 5.600e+01, 0.000e+00, 0.000e+00, 2.970e+01,\n",
      "        5.640e-01, 2.900e+01],\n",
      "       [1.000e+00, 1.510e+02, 6.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        1.790e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.510e+02, 9.000e+01, 3.800e+01, 0.000e+00, 2.970e+01,\n",
      "        2.940e-01, 3.600e+01],\n",
      "       [2.000e+00, 1.460e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.750e+01,\n",
      "        2.400e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.610e+02, 5.000e+01, 0.000e+00, 0.000e+00, 2.190e+01,\n",
      "        2.540e-01, 6.500e+01],\n",
      "       [3.000e+00, 1.500e+02, 7.600e+01, 0.000e+00, 0.000e+00, 2.100e+01,\n",
      "        2.070e-01, 3.700e+01],\n",
      "       [6.000e+00, 1.940e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.350e+01,\n",
      "        1.290e-01, 5.900e+01],\n",
      "       [5.000e+00, 1.580e+02, 7.000e+01, 0.000e+00, 0.000e+00, 2.980e+01,\n",
      "        2.070e-01, 6.300e+01],\n",
      "       [8.000e+00, 1.970e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.191e+00, 3.900e+01],\n",
      "       [5.000e+00, 1.470e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.990e+01,\n",
      "        4.340e-01, 2.800e+01],\n",
      "       [8.000e+00, 1.940e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        5.510e-01, 6.700e+01],\n",
      "       [6.000e+00, 1.660e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.660e+01,\n",
      "        3.040e-01, 6.600e+01],\n",
      "       [4.000e+00, 1.890e+02, 1.100e+02, 3.100e+01, 0.000e+00, 2.850e+01,\n",
      "        6.800e-01, 3.700e+01],\n",
      "       [4.000e+00, 1.830e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.840e+01,\n",
      "        2.120e-01, 3.600e+01],\n",
      "       [6.000e+00, 1.470e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.950e+01,\n",
      "        1.780e-01, 5.000e+01],\n",
      "       [1.000e+01, 1.620e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.770e+01,\n",
      "        1.820e-01, 5.400e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 0.000e+00, 0.000e+00, 2.480e+01,\n",
      "        2.300e-01, 5.300e+01],\n",
      "       [2.000e+00, 1.750e+02, 8.800e+01, 0.000e+00, 0.000e+00, 2.290e+01,\n",
      "        3.260e-01, 2.200e+01],\n",
      "       [6.000e+00, 1.620e+02, 6.200e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        1.780e-01, 5.000e+01]]), y=[1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0])\n",
      "│       │       ├── AnyNode(id='c37', rule=None, split_column=None, split_value=None, value=[6.0, 4.0], x=array([[8.000e+00, 1.830e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        6.720e-01, 3.200e+01],\n",
      "       [7.000e+00, 1.590e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        2.940e-01, 4.000e+01],\n",
      "       [6.000e+00, 1.940e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.350e+01,\n",
      "        1.290e-01, 5.900e+01],\n",
      "       [8.000e+00, 1.970e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.191e+00, 3.900e+01],\n",
      "       [8.000e+00, 1.940e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.610e+01,\n",
      "        5.510e-01, 6.700e+01],\n",
      "       [6.000e+00, 1.660e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.660e+01,\n",
      "        3.040e-01, 6.600e+01],\n",
      "       [6.000e+00, 1.470e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.950e+01,\n",
      "        1.780e-01, 5.000e+01],\n",
      "       [1.000e+01, 1.620e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.770e+01,\n",
      "        1.820e-01, 5.400e+01],\n",
      "       [9.000e+00, 1.560e+02, 8.600e+01, 0.000e+00, 0.000e+00, 2.480e+01,\n",
      "        2.300e-01, 5.300e+01],\n",
      "       [6.000e+00, 1.620e+02, 6.200e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        1.780e-01, 5.000e+01]]), y=[1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│       │       └── AnyNode(id='c38', rule=None, split_column=None, split_value=None, value=[2.0, 9.0], x=array([[1.00e+00, 1.46e+02, 5.60e+01, 0.00e+00, 0.00e+00, 2.97e+01,\n",
      "        5.64e-01, 2.90e+01],\n",
      "       [1.00e+00, 1.51e+02, 6.00e+01, 0.00e+00, 0.00e+00, 2.61e+01,\n",
      "        1.79e-01, 2.20e+01],\n",
      "       [4.00e+00, 1.51e+02, 9.00e+01, 3.80e+01, 0.00e+00, 2.97e+01,\n",
      "        2.94e-01, 3.60e+01],\n",
      "       [2.00e+00, 1.46e+02, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e+01,\n",
      "        2.40e-01, 2.80e+01],\n",
      "       [0.00e+00, 1.61e+02, 5.00e+01, 0.00e+00, 0.00e+00, 2.19e+01,\n",
      "        2.54e-01, 6.50e+01],\n",
      "       [3.00e+00, 1.50e+02, 7.60e+01, 0.00e+00, 0.00e+00, 2.10e+01,\n",
      "        2.07e-01, 3.70e+01],\n",
      "       [5.00e+00, 1.58e+02, 7.00e+01, 0.00e+00, 0.00e+00, 2.98e+01,\n",
      "        2.07e-01, 6.30e+01],\n",
      "       [5.00e+00, 1.47e+02, 7.50e+01, 0.00e+00, 0.00e+00, 2.99e+01,\n",
      "        4.34e-01, 2.80e+01],\n",
      "       [4.00e+00, 1.89e+02, 1.10e+02, 3.10e+01, 0.00e+00, 2.85e+01,\n",
      "        6.80e-01, 3.70e+01],\n",
      "       [4.00e+00, 1.83e+02, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e+01,\n",
      "        2.12e-01, 3.60e+01],\n",
      "       [2.00e+00, 1.75e+02, 8.80e+01, 0.00e+00, 0.00e+00, 2.29e+01,\n",
      "        3.26e-01, 2.20e+01]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0])\n",
      "│       └── AnyNode(id='c10', rule='X4 <= 132.50000', split_column=4, split_value=132.5, value=[6.0, 35.0], x=array([[1.000e+01, 1.390e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.710e+01,\n",
      "        1.441e+00, 5.700e+01],\n",
      "       [1.300e+01, 1.450e+02, 8.200e+01, 1.900e+01, 1.100e+02, 2.220e+01,\n",
      "        2.450e-01, 5.700e+01],\n",
      "       [2.000e+00, 1.410e+02, 5.800e+01, 3.400e+01, 1.280e+02, 2.540e+01,\n",
      "        6.990e-01, 2.400e+01],\n",
      "       [5.000e+00, 1.390e+02, 6.400e+01, 3.500e+01, 1.400e+02, 2.860e+01,\n",
      "        4.110e-01, 2.600e+01],\n",
      "       [4.000e+00, 1.340e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.380e+01,\n",
      "        2.770e-01, 6.000e+01],\n",
      "       [2.000e+00, 1.420e+02, 8.200e+01, 1.800e+01, 6.400e+01, 2.470e+01,\n",
      "        7.610e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.440e+02, 5.800e+01, 2.800e+01, 1.400e+02, 2.950e+01,\n",
      "        2.870e-01, 3.700e+01],\n",
      "       [5.000e+00, 1.320e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.680e+01,\n",
      "        1.860e-01, 6.900e+01],\n",
      "       [3.000e+00, 1.280e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.110e+01,\n",
      "        2.680e-01, 5.500e+01],\n",
      "       [4.000e+00, 1.410e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.760e+01,\n",
      "        2.440e-01, 4.000e+01],\n",
      "       [7.000e+00, 1.420e+02, 6.000e+01, 3.300e+01, 1.900e+02, 2.880e+01,\n",
      "        6.870e-01, 6.100e+01],\n",
      "       [3.000e+00, 1.390e+02, 5.400e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        4.020e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.290e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.800e+01,\n",
      "        2.840e-01, 2.700e+01],\n",
      "       [7.000e+00, 1.360e+02, 7.400e+01, 2.600e+01, 1.350e+02, 2.600e+01,\n",
      "        6.470e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.370e+02, 6.800e+01, 1.400e+01, 1.480e+02, 2.480e+01,\n",
      "        1.430e-01, 2.100e+01],\n",
      "       [4.000e+00, 1.290e+02, 6.000e+01, 1.200e+01, 2.310e+02, 2.750e+01,\n",
      "        5.270e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.300e+02, 7.000e+01, 1.300e+01, 1.050e+02, 2.590e+01,\n",
      "        4.720e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.390e+02, 4.600e+01, 1.900e+01, 8.300e+01, 2.870e+01,\n",
      "        6.540e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.310e+02, 6.400e+01, 1.400e+01, 4.150e+02, 2.370e+01,\n",
      "        3.890e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.370e+02, 6.100e+01, 0.000e+00, 0.000e+00, 2.420e+01,\n",
      "        1.510e-01, 5.500e+01],\n",
      "       [1.000e+00, 1.430e+02, 7.400e+01, 2.200e+01, 6.100e+01, 2.620e+01,\n",
      "        2.560e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.290e+02, 6.400e+01, 2.900e+01, 1.150e+02, 2.640e+01,\n",
      "        2.190e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.390e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        1.670e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.340e+02, 7.000e+01, 0.000e+00, 0.000e+00, 2.890e+01,\n",
      "        5.420e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.350e+02, 5.400e+01, 0.000e+00, 0.000e+00, 2.670e+01,\n",
      "        6.870e-01, 6.200e+01],\n",
      "       [9.000e+00, 1.340e+02, 7.400e+01, 3.300e+01, 6.000e+01, 2.590e+01,\n",
      "        4.600e-01, 8.100e+01],\n",
      "       [7.000e+00, 1.360e+02, 9.000e+01, 0.000e+00, 0.000e+00, 2.990e+01,\n",
      "        2.100e-01, 5.000e+01],\n",
      "       [0.000e+00, 1.370e+02, 8.400e+01, 2.700e+01, 0.000e+00, 2.730e+01,\n",
      "        2.310e-01, 5.900e+01],\n",
      "       [4.000e+00, 1.320e+02, 8.600e+01, 3.100e+01, 0.000e+00, 2.800e+01,\n",
      "        4.190e-01, 6.300e+01],\n",
      "       [1.000e+00, 1.300e+02, 6.000e+01, 2.300e+01, 1.700e+02, 2.860e+01,\n",
      "        6.920e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.390e+02, 6.200e+01, 1.700e+01, 2.100e+02, 2.210e+01,\n",
      "        2.070e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.290e+02, 9.000e+01, 7.000e+00, 3.260e+02, 1.960e+01,\n",
      "        5.820e-01, 6.000e+01],\n",
      "       [2.000e+00, 1.300e+02, 9.600e+01, 0.000e+00, 0.000e+00, 2.260e+01,\n",
      "        2.680e-01, 2.100e+01],\n",
      "       [1.000e+01, 1.330e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.700e+01,\n",
      "        2.450e-01, 3.600e+01],\n",
      "       [1.000e+00, 1.280e+02, 8.200e+01, 1.700e+01, 1.830e+02, 2.750e+01,\n",
      "        1.150e-01, 2.200e+01],\n",
      "       [1.100e+01, 1.360e+02, 8.400e+01, 3.500e+01, 1.300e+02, 2.830e+01,\n",
      "        2.600e-01, 4.200e+01],\n",
      "       [5.000e+00, 1.360e+02, 8.200e+01, 0.000e+00, 0.000e+00, 0.000e+00,\n",
      "        6.400e-01, 6.900e+01],\n",
      "       [3.000e+00, 1.300e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.310e+01,\n",
      "        3.140e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.400e+02, 7.400e+01, 2.600e+01, 1.800e+02, 2.410e+01,\n",
      "        8.280e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.340e+02, 5.800e+01, 2.000e+01, 2.910e+02, 2.640e+01,\n",
      "        3.520e-01, 2.100e+01],\n",
      "       [3.000e+00, 1.300e+02, 7.800e+01, 2.300e+01, 7.900e+01, 2.840e+01,\n",
      "        3.230e-01, 3.400e+01]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "│           ├── AnyNode(id='c21', rule=None, split_column=None, split_value=None, value=[0.0, 13.0], x=array([[5.00e+00, 1.39e+02, 6.40e+01, 3.50e+01, 1.40e+02, 2.86e+01,\n",
      "        4.11e-01, 2.60e+01],\n",
      "       [4.00e+00, 1.44e+02, 5.80e+01, 2.80e+01, 1.40e+02, 2.95e+01,\n",
      "        2.87e-01, 3.70e+01],\n",
      "       [7.00e+00, 1.42e+02, 6.00e+01, 3.30e+01, 1.90e+02, 2.88e+01,\n",
      "        6.87e-01, 6.10e+01],\n",
      "       [7.00e+00, 1.36e+02, 7.40e+01, 2.60e+01, 1.35e+02, 2.60e+01,\n",
      "        6.47e-01, 5.10e+01],\n",
      "       [0.00e+00, 1.37e+02, 6.80e+01, 1.40e+01, 1.48e+02, 2.48e+01,\n",
      "        1.43e-01, 2.10e+01],\n",
      "       [4.00e+00, 1.29e+02, 6.00e+01, 1.20e+01, 2.31e+02, 2.75e+01,\n",
      "        5.27e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.31e+02, 6.40e+01, 1.40e+01, 4.15e+02, 2.37e+01,\n",
      "        3.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.30e+02, 6.00e+01, 2.30e+01, 1.70e+02, 2.86e+01,\n",
      "        6.92e-01, 2.10e+01],\n",
      "       [0.00e+00, 1.39e+02, 6.20e+01, 1.70e+01, 2.10e+02, 2.21e+01,\n",
      "        2.07e-01, 2.10e+01],\n",
      "       [6.00e+00, 1.29e+02, 9.00e+01, 7.00e+00, 3.26e+02, 1.96e+01,\n",
      "        5.82e-01, 6.00e+01],\n",
      "       [1.00e+00, 1.28e+02, 8.20e+01, 1.70e+01, 1.83e+02, 2.75e+01,\n",
      "        1.15e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.40e+02, 7.40e+01, 2.60e+01, 1.80e+02, 2.41e+01,\n",
      "        8.28e-01, 2.30e+01],\n",
      "       [0.00e+00, 1.34e+02, 5.80e+01, 2.00e+01, 2.91e+02, 2.64e+01,\n",
      "        3.52e-01, 2.10e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "│           └── AnyNode(id='c22', rule='X5 <= 28.15000', split_column=5, split_value=28.15, value=[6.0, 22.0], x=array([[ 10.   , 139.   ,  80.   ,   0.   ,   0.   ,  27.1  ,   1.441,\n",
      "         57.   ],\n",
      "       [ 13.   , 145.   ,  82.   ,  19.   , 110.   ,  22.2  ,   0.245,\n",
      "         57.   ],\n",
      "       [  2.   , 141.   ,  58.   ,  34.   , 128.   ,  25.4  ,   0.699,\n",
      "         24.   ],\n",
      "       [  4.   , 134.   ,  72.   ,   0.   ,   0.   ,  23.8  ,   0.277,\n",
      "         60.   ],\n",
      "       [  2.   , 142.   ,  82.   ,  18.   ,  64.   ,  24.7  ,   0.761,\n",
      "         21.   ],\n",
      "       [  5.   , 132.   ,  80.   ,   0.   ,   0.   ,  26.8  ,   0.186,\n",
      "         69.   ],\n",
      "       [  3.   , 128.   ,  78.   ,   0.   ,   0.   ,  21.1  ,   0.268,\n",
      "         55.   ],\n",
      "       [  4.   , 141.   ,  74.   ,   0.   ,   0.   ,  27.6  ,   0.244,\n",
      "         40.   ],\n",
      "       [  3.   , 139.   ,  54.   ,   0.   ,   0.   ,  25.6  ,   0.402,\n",
      "         22.   ],\n",
      "       [  2.   , 129.   ,  84.   ,   0.   ,   0.   ,  28.   ,   0.284,\n",
      "         27.   ],\n",
      "       [  1.   , 130.   ,  70.   ,  13.   , 105.   ,  25.9  ,   0.472,\n",
      "         22.   ],\n",
      "       [  1.   , 139.   ,  46.   ,  19.   ,  83.   ,  28.7  ,   0.654,\n",
      "         22.   ],\n",
      "       [  6.   , 137.   ,  61.   ,   0.   ,   0.   ,  24.2  ,   0.151,\n",
      "         55.   ],\n",
      "       [  1.   , 143.   ,  74.   ,  22.   ,  61.   ,  26.2  ,   0.256,\n",
      "         21.   ],\n",
      "       [  3.   , 129.   ,  64.   ,  29.   , 115.   ,  26.4  ,   0.219,\n",
      "         28.   ],\n",
      "       [  2.   , 139.   ,  75.   ,   0.   ,   0.   ,  25.6  ,   0.167,\n",
      "         29.   ],\n",
      "       [  2.   , 134.   ,  70.   ,   0.   ,   0.   ,  28.9  ,   0.542,\n",
      "         23.   ],\n",
      "       [  1.   , 135.   ,  54.   ,   0.   ,   0.   ,  26.7  ,   0.687,\n",
      "         62.   ],\n",
      "       [  9.   , 134.   ,  74.   ,  33.   ,  60.   ,  25.9  ,   0.46 ,\n",
      "         81.   ],\n",
      "       [  7.   , 136.   ,  90.   ,   0.   ,   0.   ,  29.9  ,   0.21 ,\n",
      "         50.   ],\n",
      "       [  0.   , 137.   ,  84.   ,  27.   ,   0.   ,  27.3  ,   0.231,\n",
      "         59.   ],\n",
      "       [  4.   , 132.   ,  86.   ,  31.   ,   0.   ,  28.   ,   0.419,\n",
      "         63.   ],\n",
      "       [  2.   , 130.   ,  96.   ,   0.   ,   0.   ,  22.6  ,   0.268,\n",
      "         21.   ],\n",
      "       [ 10.   , 133.   ,  68.   ,   0.   ,   0.   ,  27.   ,   0.245,\n",
      "         36.   ],\n",
      "       [ 11.   , 136.   ,  84.   ,  35.   , 130.   ,  28.3  ,   0.26 ,\n",
      "         42.   ],\n",
      "       [  5.   , 136.   ,  82.   ,   0.   ,   0.   ,   0.   ,   0.64 ,\n",
      "         69.   ],\n",
      "       [  3.   , 130.   ,  64.   ,   0.   ,   0.   ,  23.1  ,   0.314,\n",
      "         22.   ],\n",
      "       [  3.   , 130.   ,  78.   ,  23.   ,  79.   ,  28.4  ,   0.323,\n",
      "         34.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0])\n",
      "│               ├── AnyNode(id='c39', rule=None, split_column=None, split_value=None, value=[3.0, 2.0], x=array([[  1.   , 139.   ,  46.   ,  19.   ,  83.   ,  28.7  ,   0.654,\n",
      "         22.   ],\n",
      "       [  2.   , 134.   ,  70.   ,   0.   ,   0.   ,  28.9  ,   0.542,\n",
      "         23.   ],\n",
      "       [  7.   , 136.   ,  90.   ,   0.   ,   0.   ,  29.9  ,   0.21 ,\n",
      "         50.   ],\n",
      "       [ 11.   , 136.   ,  84.   ,  35.   , 130.   ,  28.3  ,   0.26 ,\n",
      "         42.   ],\n",
      "       [  3.   , 130.   ,  78.   ,  23.   ,  79.   ,  28.4  ,   0.323,\n",
      "         34.   ]]), y=[0.0, 1.0, 0.0, 1.0, 1.0])\n",
      "│               └── AnyNode(id='c40', rule='X2 <= 73.00000', split_column=2, split_value=73.0, value=[3.0, 20.0], x=array([[ 10.   , 139.   ,  80.   ,   0.   ,   0.   ,  27.1  ,   1.441,\n",
      "         57.   ],\n",
      "       [ 13.   , 145.   ,  82.   ,  19.   , 110.   ,  22.2  ,   0.245,\n",
      "         57.   ],\n",
      "       [  2.   , 141.   ,  58.   ,  34.   , 128.   ,  25.4  ,   0.699,\n",
      "         24.   ],\n",
      "       [  4.   , 134.   ,  72.   ,   0.   ,   0.   ,  23.8  ,   0.277,\n",
      "         60.   ],\n",
      "       [  2.   , 142.   ,  82.   ,  18.   ,  64.   ,  24.7  ,   0.761,\n",
      "         21.   ],\n",
      "       [  5.   , 132.   ,  80.   ,   0.   ,   0.   ,  26.8  ,   0.186,\n",
      "         69.   ],\n",
      "       [  3.   , 128.   ,  78.   ,   0.   ,   0.   ,  21.1  ,   0.268,\n",
      "         55.   ],\n",
      "       [  4.   , 141.   ,  74.   ,   0.   ,   0.   ,  27.6  ,   0.244,\n",
      "         40.   ],\n",
      "       [  3.   , 139.   ,  54.   ,   0.   ,   0.   ,  25.6  ,   0.402,\n",
      "         22.   ],\n",
      "       [  2.   , 129.   ,  84.   ,   0.   ,   0.   ,  28.   ,   0.284,\n",
      "         27.   ],\n",
      "       [  1.   , 130.   ,  70.   ,  13.   , 105.   ,  25.9  ,   0.472,\n",
      "         22.   ],\n",
      "       [  6.   , 137.   ,  61.   ,   0.   ,   0.   ,  24.2  ,   0.151,\n",
      "         55.   ],\n",
      "       [  1.   , 143.   ,  74.   ,  22.   ,  61.   ,  26.2  ,   0.256,\n",
      "         21.   ],\n",
      "       [  3.   , 129.   ,  64.   ,  29.   , 115.   ,  26.4  ,   0.219,\n",
      "         28.   ],\n",
      "       [  2.   , 139.   ,  75.   ,   0.   ,   0.   ,  25.6  ,   0.167,\n",
      "         29.   ],\n",
      "       [  1.   , 135.   ,  54.   ,   0.   ,   0.   ,  26.7  ,   0.687,\n",
      "         62.   ],\n",
      "       [  9.   , 134.   ,  74.   ,  33.   ,  60.   ,  25.9  ,   0.46 ,\n",
      "         81.   ],\n",
      "       [  0.   , 137.   ,  84.   ,  27.   ,   0.   ,  27.3  ,   0.231,\n",
      "         59.   ],\n",
      "       [  4.   , 132.   ,  86.   ,  31.   ,   0.   ,  28.   ,   0.419,\n",
      "         63.   ],\n",
      "       [  2.   , 130.   ,  96.   ,   0.   ,   0.   ,  22.6  ,   0.268,\n",
      "         21.   ],\n",
      "       [ 10.   , 133.   ,  68.   ,   0.   ,   0.   ,  27.   ,   0.245,\n",
      "         36.   ],\n",
      "       [  5.   , 136.   ,  82.   ,   0.   ,   0.   ,   0.   ,   0.64 ,\n",
      "         69.   ],\n",
      "       [  3.   , 130.   ,  64.   ,   0.   ,   0.   ,  23.1  ,   0.314,\n",
      "         22.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "│                   ├── AnyNode(id='c57', rule=None, split_column=None, split_value=None, value=[0.0, 14.0], x=array([[ 10.   , 139.   ,  80.   ,   0.   ,   0.   ,  27.1  ,   1.441,\n",
      "         57.   ],\n",
      "       [ 13.   , 145.   ,  82.   ,  19.   , 110.   ,  22.2  ,   0.245,\n",
      "         57.   ],\n",
      "       [  2.   , 142.   ,  82.   ,  18.   ,  64.   ,  24.7  ,   0.761,\n",
      "         21.   ],\n",
      "       [  5.   , 132.   ,  80.   ,   0.   ,   0.   ,  26.8  ,   0.186,\n",
      "         69.   ],\n",
      "       [  3.   , 128.   ,  78.   ,   0.   ,   0.   ,  21.1  ,   0.268,\n",
      "         55.   ],\n",
      "       [  4.   , 141.   ,  74.   ,   0.   ,   0.   ,  27.6  ,   0.244,\n",
      "         40.   ],\n",
      "       [  2.   , 129.   ,  84.   ,   0.   ,   0.   ,  28.   ,   0.284,\n",
      "         27.   ],\n",
      "       [  1.   , 143.   ,  74.   ,  22.   ,  61.   ,  26.2  ,   0.256,\n",
      "         21.   ],\n",
      "       [  2.   , 139.   ,  75.   ,   0.   ,   0.   ,  25.6  ,   0.167,\n",
      "         29.   ],\n",
      "       [  9.   , 134.   ,  74.   ,  33.   ,  60.   ,  25.9  ,   0.46 ,\n",
      "         81.   ],\n",
      "       [  0.   , 137.   ,  84.   ,  27.   ,   0.   ,  27.3  ,   0.231,\n",
      "         59.   ],\n",
      "       [  4.   , 132.   ,  86.   ,  31.   ,   0.   ,  28.   ,   0.419,\n",
      "         63.   ],\n",
      "       [  2.   , 130.   ,  96.   ,   0.   ,   0.   ,  22.6  ,   0.268,\n",
      "         21.   ],\n",
      "       [  5.   , 136.   ,  82.   ,   0.   ,   0.   ,   0.   ,   0.64 ,\n",
      "         69.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "│                   └── AnyNode(id='c58', rule=None, split_column=None, split_value=None, value=[3.0, 6.0], x=array([[  2.   , 141.   ,  58.   ,  34.   , 128.   ,  25.4  ,   0.699,\n",
      "         24.   ],\n",
      "       [  4.   , 134.   ,  72.   ,   0.   ,   0.   ,  23.8  ,   0.277,\n",
      "         60.   ],\n",
      "       [  3.   , 139.   ,  54.   ,   0.   ,   0.   ,  25.6  ,   0.402,\n",
      "         22.   ],\n",
      "       [  1.   , 130.   ,  70.   ,  13.   , 105.   ,  25.9  ,   0.472,\n",
      "         22.   ],\n",
      "       [  6.   , 137.   ,  61.   ,   0.   ,   0.   ,  24.2  ,   0.151,\n",
      "         55.   ],\n",
      "       [  3.   , 129.   ,  64.   ,  29.   , 115.   ,  26.4  ,   0.219,\n",
      "         28.   ],\n",
      "       [  1.   , 135.   ,  54.   ,   0.   ,   0.   ,  26.7  ,   0.687,\n",
      "         62.   ],\n",
      "       [ 10.   , 133.   ,  68.   ,   0.   ,   0.   ,  27.   ,   0.245,\n",
      "         36.   ],\n",
      "       [  3.   , 130.   ,  64.   ,   0.   ,   0.   ,  23.1  ,   0.314,\n",
      "         22.   ]]), y=[0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0])\n",
      "└── AnyNode(id='c2', rule='X7 <= 28.50000', split_column=7, split_value=28.5, value=[94.0, 391.0], x=array([[  1.   ,  85.   ,  66.   , ...,  26.6  ,   0.351,  31.   ],\n",
      "       [  1.   ,  89.   ,  66.   , ...,  28.1  ,   0.167,  21.   ],\n",
      "       [  5.   , 116.   ,  74.   , ...,  25.6  ,   0.201,  30.   ],\n",
      "       ...,\n",
      "       [  5.   , 121.   ,  72.   , ...,  26.2  ,   0.245,  30.   ],\n",
      "       [  1.   , 126.   ,  60.   , ...,  30.1  ,   0.349,  47.   ],\n",
      "       [  1.   ,  93.   ,  70.   , ...,  30.4  ,   0.315,  23.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0])\n",
      "    ├── AnyNode(id='c5', rule='X5 <= 26.35000', split_column=5, split_value=26.35, value=[71.0, 143.0], x=array([[  1.   ,  85.   ,  66.   , ...,  26.6  ,   0.351,  31.   ],\n",
      "       [  5.   , 116.   ,  74.   , ...,  25.6  ,   0.201,  30.   ],\n",
      "       [ 10.   , 115.   ,   0.   , ...,  35.3  ,   0.134,  29.   ],\n",
      "       ...,\n",
      "       [ 10.   , 101.   ,  76.   , ...,  32.9  ,   0.171,  63.   ],\n",
      "       [  5.   , 121.   ,  72.   , ...,  26.2  ,   0.245,  30.   ],\n",
      "       [  1.   , 126.   ,  60.   , ...,  30.1  ,   0.349,  47.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0])\n",
      "    │   ├── AnyNode(id='c11', rule='X1 <= 99.50000', split_column=1, split_value=99.5, value=[69.0, 104.0], x=array([[  1.   ,  85.   ,  66.   , ...,  26.6  ,   0.351,  31.   ],\n",
      "       [ 10.   , 115.   ,   0.   , ...,  35.3  ,   0.134,  29.   ],\n",
      "       [  4.   , 110.   ,  92.   , ...,  37.6  ,   0.191,  30.   ],\n",
      "       ...,\n",
      "       [  0.   , 123.   ,  72.   , ...,  36.3  ,   0.258,  52.   ],\n",
      "       [ 10.   , 101.   ,  76.   , ...,  32.9  ,   0.171,  63.   ],\n",
      "       [  1.   , 126.   ,  60.   , ...,  30.1  ,   0.349,  47.   ]]), y=[0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0])\n",
      "    │   │   ├── AnyNode(id='c23', rule='X6 <= 0.56100', split_column=6, split_value=0.5609999999999999, value=[59.0, 59.0], x=array([[1.000e+01, 1.150e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.530e+01,\n",
      "        1.340e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.100e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.760e+01,\n",
      "        1.910e-01, 3.000e+01],\n",
      "       [7.000e+00, 1.000e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.000e+01,\n",
      "        4.840e-01, 3.200e+01],\n",
      "       [0.000e+00, 1.180e+02, 8.400e+01, 4.700e+01, 2.300e+02, 4.580e+01,\n",
      "        5.510e-01, 3.100e+01],\n",
      "       [7.000e+00, 1.070e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.960e+01,\n",
      "        2.540e-01, 3.100e+01],\n",
      "       [1.000e+00, 1.030e+02, 3.000e+01, 3.800e+01, 8.300e+01, 4.330e+01,\n",
      "        1.830e-01, 3.300e+01],\n",
      "       [1.000e+00, 1.150e+02, 7.000e+01, 3.000e+01, 9.600e+01, 3.460e+01,\n",
      "        5.290e-01, 3.200e+01],\n",
      "       [9.000e+00, 1.190e+02, 8.000e+01, 3.500e+01, 0.000e+00, 2.900e+01,\n",
      "        2.630e-01, 2.900e+01],\n",
      "       [1.000e+01, 1.250e+02, 7.000e+01, 2.600e+01, 1.150e+02, 3.110e+01,\n",
      "        2.050e-01, 4.100e+01],\n",
      "       [5.000e+00, 1.170e+02, 9.200e+01, 0.000e+00, 0.000e+00, 3.410e+01,\n",
      "        3.370e-01, 3.800e+01],\n",
      "       [5.000e+00, 1.090e+02, 7.500e+01, 2.600e+01, 0.000e+00, 3.600e+01,\n",
      "        5.460e-01, 6.000e+01],\n",
      "       [1.000e+01, 1.220e+02, 7.800e+01, 3.100e+01, 0.000e+00, 2.760e+01,\n",
      "        5.120e-01, 4.500e+01],\n",
      "       [9.000e+00, 1.020e+02, 7.600e+01, 3.700e+01, 0.000e+00, 3.290e+01,\n",
      "        6.650e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.110e+02, 7.200e+01, 4.700e+01, 2.070e+02, 3.710e+01,\n",
      "        1.390e+00, 5.600e+01],\n",
      "       [7.000e+00, 1.030e+02, 6.600e+01, 3.200e+01, 0.000e+00, 3.910e+01,\n",
      "        3.440e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.000e+02, 8.800e+01, 6.000e+01, 1.100e+02, 4.680e+01,\n",
      "        9.620e-01, 3.100e+01],\n",
      "       [7.000e+00, 1.140e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        2.580e-01, 4.200e+01],\n",
      "       [0.000e+00, 1.090e+02, 8.800e+01, 3.000e+01, 0.000e+00, 3.250e+01,\n",
      "        8.550e-01, 3.800e+01],\n",
      "       [2.000e+00, 1.090e+02, 9.200e+01, 0.000e+00, 0.000e+00, 4.270e+01,\n",
      "        8.450e-01, 5.400e+01],\n",
      "       [1.300e+01, 1.260e+02, 9.000e+01, 0.000e+00, 0.000e+00, 4.340e+01,\n",
      "        5.830e-01, 4.200e+01],\n",
      "       [1.300e+01, 1.060e+02, 7.200e+01, 5.400e+01, 0.000e+00, 3.660e+01,\n",
      "        1.780e-01, 4.500e+01],\n",
      "       [4.000e+00, 1.230e+02, 8.000e+01, 1.500e+01, 1.760e+02, 3.200e+01,\n",
      "        4.430e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.220e+02, 9.000e+01, 5.100e+01, 2.200e+02, 4.970e+01,\n",
      "        3.250e-01, 3.100e+01],\n",
      "       [5.000e+00, 1.240e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.400e+01,\n",
      "        2.200e-01, 3.800e+01],\n",
      "       [3.000e+00, 1.200e+02, 7.000e+01, 3.000e+01, 1.350e+02, 4.290e+01,\n",
      "        4.520e-01, 3.000e+01],\n",
      "       [1.000e+00, 1.170e+02, 8.800e+01, 2.400e+01, 1.450e+02, 3.450e+01,\n",
      "        4.030e-01, 4.000e+01],\n",
      "       [0.000e+00, 1.050e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.790e+01,\n",
      "        7.410e-01, 6.200e+01],\n",
      "       [9.000e+00, 1.220e+02, 5.600e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        1.114e+00, 3.300e+01],\n",
      "       [2.000e+00, 1.250e+02, 6.000e+01, 2.000e+01, 1.400e+02, 3.380e+01,\n",
      "        8.800e-02, 3.100e+01],\n",
      "       [5.000e+00, 1.060e+02, 8.200e+01, 3.000e+01, 0.000e+00, 3.950e+01,\n",
      "        2.860e-01, 3.800e+01],\n",
      "       [1.000e+01, 1.080e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        2.720e-01, 4.200e+01],\n",
      "       [2.000e+00, 1.060e+02, 6.400e+01, 3.500e+01, 1.190e+02, 3.050e+01,\n",
      "        1.400e+00, 3.400e+01],\n",
      "       [7.000e+00, 1.020e+02, 7.400e+01, 4.000e+01, 1.050e+02, 3.720e+01,\n",
      "        2.040e-01, 4.500e+01],\n",
      "       [6.000e+00, 1.040e+02, 7.400e+01, 1.800e+01, 1.560e+02, 2.990e+01,\n",
      "        7.220e-01, 4.100e+01],\n",
      "       [4.000e+00, 1.200e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.960e+01,\n",
      "        7.090e-01, 3.400e+01],\n",
      "       [4.000e+00, 1.100e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.190e+01,\n",
      "        4.710e-01, 2.900e+01],\n",
      "       [3.000e+00, 1.110e+02, 9.000e+01, 1.200e+01, 7.800e+01, 2.840e+01,\n",
      "        4.950e-01, 2.900e+01],\n",
      "       [6.000e+00, 1.020e+02, 8.200e+01, 0.000e+00, 0.000e+00, 3.080e+01,\n",
      "        1.800e-01, 3.600e+01],\n",
      "       [8.000e+00, 1.090e+02, 7.600e+01, 3.900e+01, 1.140e+02, 2.790e+01,\n",
      "        6.400e-01, 3.100e+01],\n",
      "       [9.000e+00, 1.230e+02, 7.000e+01, 4.400e+01, 9.400e+01, 3.310e+01,\n",
      "        3.740e-01, 4.000e+01],\n",
      "       [0.000e+00, 1.080e+02, 6.800e+01, 2.000e+01, 0.000e+00, 2.730e+01,\n",
      "        7.870e-01, 3.200e+01],\n",
      "       [6.000e+00, 1.030e+02, 7.200e+01, 3.200e+01, 1.900e+02, 3.770e+01,\n",
      "        3.240e-01, 5.500e+01],\n",
      "       [9.000e+00, 1.120e+02, 8.200e+01, 3.200e+01, 1.750e+02, 3.420e+01,\n",
      "        2.600e-01, 3.600e+01],\n",
      "       [6.000e+00, 1.250e+02, 6.800e+01, 3.000e+01, 1.200e+02, 3.000e+01,\n",
      "        4.640e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.120e+02, 6.600e+01, 0.000e+00, 0.000e+00, 3.780e+01,\n",
      "        2.610e-01, 4.100e+01],\n",
      "       [4.000e+00, 1.220e+02, 6.800e+01, 0.000e+00, 0.000e+00, 3.500e+01,\n",
      "        3.940e-01, 2.900e+01],\n",
      "       [6.000e+00, 1.190e+02, 5.000e+01, 2.200e+01, 1.760e+02, 2.710e+01,\n",
      "        1.318e+00, 3.300e+01],\n",
      "       [1.000e+01, 1.220e+02, 6.800e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        2.580e-01, 4.100e+01],\n",
      "       [9.000e+00, 1.240e+02, 7.000e+01, 3.300e+01, 4.020e+02, 3.540e+01,\n",
      "        2.820e-01, 3.400e+01],\n",
      "       [9.000e+00, 1.060e+02, 5.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        3.800e-01, 4.200e+01],\n",
      "       [3.000e+00, 1.110e+02, 5.600e+01, 3.900e+01, 0.000e+00, 3.010e+01,\n",
      "        5.570e-01, 3.000e+01],\n",
      "       [4.000e+00, 1.230e+02, 6.200e+01, 0.000e+00, 0.000e+00, 3.200e+01,\n",
      "        2.260e-01, 3.500e+01],\n",
      "       [1.000e+01, 1.010e+02, 8.600e+01, 3.700e+01, 0.000e+00, 4.560e+01,\n",
      "        1.136e+00, 3.800e+01],\n",
      "       [1.300e+01, 1.060e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.420e+01,\n",
      "        2.510e-01, 5.200e+01],\n",
      "       [7.000e+00, 1.060e+02, 6.000e+01, 2.400e+01, 0.000e+00, 2.650e+01,\n",
      "        2.960e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.080e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.700e+01,\n",
      "        2.590e-01, 5.200e+01],\n",
      "       [1.000e+00, 1.190e+02, 8.600e+01, 3.900e+01, 2.200e+02, 4.560e+01,\n",
      "        8.080e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.080e+02, 7.200e+01, 4.300e+01, 7.500e+01, 3.610e+01,\n",
      "        2.630e-01, 3.300e+01],\n",
      "       [1.400e+01, 1.000e+02, 7.800e+01, 2.500e+01, 1.840e+02, 3.660e+01,\n",
      "        4.120e-01, 4.600e+01],\n",
      "       [2.000e+00, 1.200e+02, 7.600e+01, 3.700e+01, 1.050e+02, 3.970e+01,\n",
      "        2.150e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.240e+02, 6.800e+01, 2.800e+01, 2.050e+02, 3.290e+01,\n",
      "        8.750e-01, 3.000e+01],\n",
      "       [7.000e+00, 1.090e+02, 8.000e+01, 3.100e+01, 0.000e+00, 3.590e+01,\n",
      "        1.127e+00, 4.300e+01],\n",
      "       [0.000e+00, 1.240e+02, 7.000e+01, 2.000e+01, 0.000e+00, 2.740e+01,\n",
      "        2.540e-01, 3.600e+01],\n",
      "       [1.000e+00, 1.220e+02, 6.400e+01, 3.200e+01, 1.560e+02, 3.510e+01,\n",
      "        6.920e-01, 3.000e+01],\n",
      "       [6.000e+00, 1.050e+02, 7.000e+01, 3.200e+01, 6.800e+01, 3.080e+01,\n",
      "        1.220e-01, 3.700e+01],\n",
      "       [0.000e+00, 1.170e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.380e+01,\n",
      "        9.320e-01, 4.400e+01],\n",
      "       [5.000e+00, 1.150e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        3.430e-01, 4.400e+01],\n",
      "       [5.000e+00, 1.220e+02, 8.600e+01, 0.000e+00, 0.000e+00, 3.470e+01,\n",
      "        2.900e-01, 3.300e+01],\n",
      "       [8.000e+00, 1.260e+02, 8.800e+01, 3.600e+01, 1.080e+02, 3.850e+01,\n",
      "        3.490e-01, 4.900e+01],\n",
      "       [5.000e+00, 1.030e+02, 1.080e+02, 3.700e+01, 0.000e+00, 3.920e+01,\n",
      "        3.050e-01, 6.500e+01],\n",
      "       [6.000e+00, 1.240e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.760e+01,\n",
      "        3.680e-01, 2.900e+01],\n",
      "       [5.000e+00, 1.160e+02, 7.400e+01, 2.900e+01, 0.000e+00, 3.230e+01,\n",
      "        6.600e-01, 3.500e+01],\n",
      "       [8.000e+00, 1.050e+02, 1.000e+02, 3.600e+01, 0.000e+00, 4.330e+01,\n",
      "        2.390e-01, 4.500e+01],\n",
      "       [1.000e+00, 1.000e+02, 6.600e+01, 2.900e+01, 1.960e+02, 3.200e+01,\n",
      "        4.440e-01, 4.200e+01],\n",
      "       [4.000e+00, 1.150e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.890e+01,\n",
      "        3.760e-01, 4.600e+01],\n",
      "       [6.000e+00, 1.070e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        7.270e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.080e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        9.550e-01, 3.300e+01],\n",
      "       [4.000e+00, 1.170e+02, 6.200e+01, 1.200e+01, 0.000e+00, 2.970e+01,\n",
      "        3.800e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.200e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.000e+01,\n",
      "        1.830e-01, 3.800e+01],\n",
      "       [2.000e+00, 1.050e+02, 8.000e+01, 4.500e+01, 1.910e+02, 3.370e+01,\n",
      "        7.110e-01, 2.900e+01],\n",
      "       [0.000e+00, 1.230e+02, 8.800e+01, 3.700e+01, 0.000e+00, 3.520e+01,\n",
      "        1.970e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.250e+02, 7.000e+01, 1.800e+01, 1.220e+02, 2.890e+01,\n",
      "        1.144e+00, 4.500e+01],\n",
      "       [7.000e+00, 1.250e+02, 8.600e+01, 0.000e+00, 0.000e+00, 3.760e+01,\n",
      "        3.040e-01, 5.100e+01],\n",
      "       [0.000e+00, 1.050e+02, 9.000e+01, 0.000e+00, 0.000e+00, 2.960e+01,\n",
      "        1.970e-01, 4.600e+01],\n",
      "       [8.000e+00, 1.000e+02, 7.400e+01, 4.000e+01, 2.150e+02, 3.940e+01,\n",
      "        6.610e-01, 4.300e+01],\n",
      "       [6.000e+00, 1.140e+02, 8.800e+01, 0.000e+00, 0.000e+00, 2.780e+01,\n",
      "        2.470e-01, 6.600e+01],\n",
      "       [8.000e+00, 1.100e+02, 7.600e+01, 0.000e+00, 0.000e+00, 2.780e+01,\n",
      "        2.370e-01, 5.800e+01],\n",
      "       [1.100e+01, 1.030e+02, 6.800e+01, 4.000e+01, 0.000e+00, 4.620e+01,\n",
      "        1.260e-01, 4.200e+01],\n",
      "       [6.000e+00, 1.250e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.380e+01,\n",
      "        1.210e-01, 5.400e+01],\n",
      "       [0.000e+00, 1.210e+02, 6.600e+01, 3.000e+01, 1.650e+02, 3.430e+01,\n",
      "        2.030e-01, 3.300e+01],\n",
      "       [1.200e+01, 1.210e+02, 7.800e+01, 1.700e+01, 0.000e+00, 2.650e+01,\n",
      "        2.590e-01, 6.200e+01],\n",
      "       [8.000e+00, 1.000e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.870e+01,\n",
      "        1.900e-01, 4.200e+01],\n",
      "       [8.000e+00, 1.240e+02, 7.600e+01, 2.400e+01, 6.000e+02, 2.870e+01,\n",
      "        6.870e-01, 5.200e+01],\n",
      "       [1.100e+01, 1.110e+02, 8.400e+01, 4.000e+01, 0.000e+00, 4.680e+01,\n",
      "        9.250e-01, 4.500e+01],\n",
      "       [6.000e+00, 1.230e+02, 7.200e+01, 4.500e+01, 2.300e+02, 3.360e+01,\n",
      "        7.330e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.240e+02, 7.400e+01, 3.600e+01, 0.000e+00, 2.780e+01,\n",
      "        1.000e-01, 3.000e+01],\n",
      "       [6.000e+00, 1.170e+02, 9.600e+01, 0.000e+00, 0.000e+00, 2.870e+01,\n",
      "        1.570e-01, 3.000e+01],\n",
      "       [9.000e+00, 1.120e+02, 8.200e+01, 2.400e+01, 0.000e+00, 2.820e+01,\n",
      "        1.282e+00, 5.000e+01],\n",
      "       [7.000e+00, 1.140e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        7.320e-01, 3.400e+01],\n",
      "       [1.300e+01, 1.040e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        4.650e-01, 3.800e+01],\n",
      "       [5.000e+00, 1.040e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.880e+01,\n",
      "        1.530e-01, 4.800e+01],\n",
      "       [1.000e+00, 1.200e+02, 8.000e+01, 4.800e+01, 2.000e+02, 3.890e+01,\n",
      "        1.162e+00, 4.100e+01],\n",
      "       [1.100e+01, 1.270e+02, 1.060e+02, 0.000e+00, 0.000e+00, 3.900e+01,\n",
      "        1.900e-01, 5.100e+01],\n",
      "       [6.000e+00, 1.150e+02, 6.000e+01, 3.900e+01, 0.000e+00, 3.370e+01,\n",
      "        2.450e-01, 4.000e+01],\n",
      "       [1.000e+01, 1.110e+02, 7.000e+01, 2.700e+01, 0.000e+00, 2.750e+01,\n",
      "        1.410e-01, 4.000e+01],\n",
      "       [1.000e+00, 1.070e+02, 5.000e+01, 1.900e+01, 0.000e+00, 2.830e+01,\n",
      "        1.810e-01, 2.900e+01],\n",
      "       [6.000e+00, 1.250e+02, 7.800e+01, 3.100e+01, 0.000e+00, 2.760e+01,\n",
      "        5.650e-01, 4.900e+01],\n",
      "       [5.000e+00, 1.260e+02, 7.800e+01, 2.700e+01, 2.200e+01, 2.960e+01,\n",
      "        4.390e-01, 4.000e+01],\n",
      "       [3.000e+00, 1.020e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.950e+01,\n",
      "        1.210e-01, 3.200e+01],\n",
      "       [5.000e+00, 1.170e+02, 8.600e+01, 3.000e+01, 1.050e+02, 3.910e+01,\n",
      "        2.510e-01, 4.200e+01],\n",
      "       [1.000e+00, 1.110e+02, 9.400e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        2.650e-01, 4.500e+01],\n",
      "       [4.000e+00, 1.120e+02, 7.800e+01, 4.000e+01, 0.000e+00, 3.940e+01,\n",
      "        2.360e-01, 3.800e+01],\n",
      "       [1.000e+00, 1.020e+02, 7.400e+01, 0.000e+00, 0.000e+00, 3.950e+01,\n",
      "        2.930e-01, 4.200e+01],\n",
      "       [1.100e+01, 1.200e+02, 8.000e+01, 3.700e+01, 1.500e+02, 4.230e+01,\n",
      "        7.850e-01, 4.800e+01],\n",
      "       [1.200e+01, 1.000e+02, 8.400e+01, 3.300e+01, 1.050e+02, 3.000e+01,\n",
      "        4.880e-01, 4.600e+01],\n",
      "       [0.000e+00, 1.230e+02, 7.200e+01, 0.000e+00, 0.000e+00, 3.630e+01,\n",
      "        2.580e-01, 5.200e+01],\n",
      "       [1.000e+01, 1.010e+02, 7.600e+01, 4.800e+01, 1.800e+02, 3.290e+01,\n",
      "        1.710e-01, 6.300e+01],\n",
      "       [1.000e+00, 1.260e+02, 6.000e+01, 0.000e+00, 0.000e+00, 3.010e+01,\n",
      "        3.490e-01, 4.700e+01]]), y=[0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0])\n",
      "    │   │   │   ├── AnyNode(id='c41', rule='X0 <= 6.50000', split_column=0, split_value=6.5, value=[25.0, 9.0], x=array([[9.000e+00, 1.020e+02, 7.600e+01, 3.700e+01, 0.000e+00, 3.290e+01,\n",
      "        6.650e-01, 4.600e+01],\n",
      "       [4.000e+00, 1.110e+02, 7.200e+01, 4.700e+01, 2.070e+02, 3.710e+01,\n",
      "        1.390e+00, 5.600e+01],\n",
      "       [0.000e+00, 1.000e+02, 8.800e+01, 6.000e+01, 1.100e+02, 4.680e+01,\n",
      "        9.620e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.090e+02, 8.800e+01, 3.000e+01, 0.000e+00, 3.250e+01,\n",
      "        8.550e-01, 3.800e+01],\n",
      "       [2.000e+00, 1.090e+02, 9.200e+01, 0.000e+00, 0.000e+00, 4.270e+01,\n",
      "        8.450e-01, 5.400e+01],\n",
      "       [1.300e+01, 1.260e+02, 9.000e+01, 0.000e+00, 0.000e+00, 4.340e+01,\n",
      "        5.830e-01, 4.200e+01],\n",
      "       [0.000e+00, 1.050e+02, 8.400e+01, 0.000e+00, 0.000e+00, 2.790e+01,\n",
      "        7.410e-01, 6.200e+01],\n",
      "       [9.000e+00, 1.220e+02, 5.600e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        1.114e+00, 3.300e+01],\n",
      "       [2.000e+00, 1.060e+02, 6.400e+01, 3.500e+01, 1.190e+02, 3.050e+01,\n",
      "        1.400e+00, 3.400e+01],\n",
      "       [6.000e+00, 1.040e+02, 7.400e+01, 1.800e+01, 1.560e+02, 2.990e+01,\n",
      "        7.220e-01, 4.100e+01],\n",
      "       [4.000e+00, 1.200e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.960e+01,\n",
      "        7.090e-01, 3.400e+01],\n",
      "       [8.000e+00, 1.090e+02, 7.600e+01, 3.900e+01, 1.140e+02, 2.790e+01,\n",
      "        6.400e-01, 3.100e+01],\n",
      "       [0.000e+00, 1.080e+02, 6.800e+01, 2.000e+01, 0.000e+00, 2.730e+01,\n",
      "        7.870e-01, 3.200e+01],\n",
      "       [6.000e+00, 1.190e+02, 5.000e+01, 2.200e+01, 1.760e+02, 2.710e+01,\n",
      "        1.318e+00, 3.300e+01],\n",
      "       [1.000e+01, 1.010e+02, 8.600e+01, 3.700e+01, 0.000e+00, 4.560e+01,\n",
      "        1.136e+00, 3.800e+01],\n",
      "       [1.000e+00, 1.190e+02, 8.600e+01, 3.900e+01, 2.200e+02, 4.560e+01,\n",
      "        8.080e-01, 2.900e+01],\n",
      "       [2.000e+00, 1.240e+02, 6.800e+01, 2.800e+01, 2.050e+02, 3.290e+01,\n",
      "        8.750e-01, 3.000e+01],\n",
      "       [7.000e+00, 1.090e+02, 8.000e+01, 3.100e+01, 0.000e+00, 3.590e+01,\n",
      "        1.127e+00, 4.300e+01],\n",
      "       [1.000e+00, 1.220e+02, 6.400e+01, 3.200e+01, 1.560e+02, 3.510e+01,\n",
      "        6.920e-01, 3.000e+01],\n",
      "       [0.000e+00, 1.170e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.380e+01,\n",
      "        9.320e-01, 4.400e+01],\n",
      "       [5.000e+00, 1.160e+02, 7.400e+01, 2.900e+01, 0.000e+00, 3.230e+01,\n",
      "        6.600e-01, 3.500e+01],\n",
      "       [6.000e+00, 1.070e+02, 8.800e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        7.270e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.080e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        9.550e-01, 3.300e+01],\n",
      "       [2.000e+00, 1.050e+02, 8.000e+01, 4.500e+01, 1.910e+02, 3.370e+01,\n",
      "        7.110e-01, 2.900e+01],\n",
      "       [4.000e+00, 1.250e+02, 7.000e+01, 1.800e+01, 1.220e+02, 2.890e+01,\n",
      "        1.144e+00, 4.500e+01],\n",
      "       [8.000e+00, 1.000e+02, 7.400e+01, 4.000e+01, 2.150e+02, 3.940e+01,\n",
      "        6.610e-01, 4.300e+01],\n",
      "       [8.000e+00, 1.240e+02, 7.600e+01, 2.400e+01, 6.000e+02, 2.870e+01,\n",
      "        6.870e-01, 5.200e+01],\n",
      "       [1.100e+01, 1.110e+02, 8.400e+01, 4.000e+01, 0.000e+00, 4.680e+01,\n",
      "        9.250e-01, 4.500e+01],\n",
      "       [6.000e+00, 1.230e+02, 7.200e+01, 4.500e+01, 2.300e+02, 3.360e+01,\n",
      "        7.330e-01, 3.400e+01],\n",
      "       [9.000e+00, 1.120e+02, 8.200e+01, 2.400e+01, 0.000e+00, 2.820e+01,\n",
      "        1.282e+00, 5.000e+01],\n",
      "       [7.000e+00, 1.140e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        7.320e-01, 3.400e+01],\n",
      "       [1.000e+00, 1.200e+02, 8.000e+01, 4.800e+01, 2.000e+02, 3.890e+01,\n",
      "        1.162e+00, 4.100e+01],\n",
      "       [6.000e+00, 1.250e+02, 7.800e+01, 3.100e+01, 0.000e+00, 2.760e+01,\n",
      "        5.650e-01, 4.900e+01],\n",
      "       [1.100e+01, 1.200e+02, 8.000e+01, 3.700e+01, 1.500e+02, 4.230e+01,\n",
      "        7.850e-01, 4.800e+01]]), y=[1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0])\n",
      "    │   │   │   │   ├── AnyNode(id='c59', rule=None, split_column=None, split_value=None, value=[13.0, 0.0], x=array([[9.000e+00, 1.020e+02, 7.600e+01, 3.700e+01, 0.000e+00, 3.290e+01,\n",
      "        6.650e-01, 4.600e+01],\n",
      "       [1.300e+01, 1.260e+02, 9.000e+01, 0.000e+00, 0.000e+00, 4.340e+01,\n",
      "        5.830e-01, 4.200e+01],\n",
      "       [9.000e+00, 1.220e+02, 5.600e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        1.114e+00, 3.300e+01],\n",
      "       [8.000e+00, 1.090e+02, 7.600e+01, 3.900e+01, 1.140e+02, 2.790e+01,\n",
      "        6.400e-01, 3.100e+01],\n",
      "       [1.000e+01, 1.010e+02, 8.600e+01, 3.700e+01, 0.000e+00, 4.560e+01,\n",
      "        1.136e+00, 3.800e+01],\n",
      "       [7.000e+00, 1.090e+02, 8.000e+01, 3.100e+01, 0.000e+00, 3.590e+01,\n",
      "        1.127e+00, 4.300e+01],\n",
      "       [8.000e+00, 1.080e+02, 7.000e+01, 0.000e+00, 0.000e+00, 3.050e+01,\n",
      "        9.550e-01, 3.300e+01],\n",
      "       [8.000e+00, 1.000e+02, 7.400e+01, 4.000e+01, 2.150e+02, 3.940e+01,\n",
      "        6.610e-01, 4.300e+01],\n",
      "       [8.000e+00, 1.240e+02, 7.600e+01, 2.400e+01, 6.000e+02, 2.870e+01,\n",
      "        6.870e-01, 5.200e+01],\n",
      "       [1.100e+01, 1.110e+02, 8.400e+01, 4.000e+01, 0.000e+00, 4.680e+01,\n",
      "        9.250e-01, 4.500e+01],\n",
      "       [9.000e+00, 1.120e+02, 8.200e+01, 2.400e+01, 0.000e+00, 2.820e+01,\n",
      "        1.282e+00, 5.000e+01],\n",
      "       [7.000e+00, 1.140e+02, 6.400e+01, 0.000e+00, 0.000e+00, 2.740e+01,\n",
      "        7.320e-01, 3.400e+01],\n",
      "       [1.100e+01, 1.200e+02, 8.000e+01, 3.700e+01, 1.500e+02, 4.230e+01,\n",
      "        7.850e-01, 4.800e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0])\n",
      "    │   │   │   │   └── AnyNode(id='c60', rule='X4 <= 120.50000', split_column=4, split_value=120.5, value=[12.0, 9.0], x=array([[  4.   , 111.   ,  72.   ,  47.   , 207.   ,  37.1  ,   1.39 ,\n",
      "         56.   ],\n",
      "       [  0.   , 100.   ,  88.   ,  60.   , 110.   ,  46.8  ,   0.962,\n",
      "         31.   ],\n",
      "       [  0.   , 109.   ,  88.   ,  30.   ,   0.   ,  32.5  ,   0.855,\n",
      "         38.   ],\n",
      "       [  2.   , 109.   ,  92.   ,   0.   ,   0.   ,  42.7  ,   0.845,\n",
      "         54.   ],\n",
      "       [  0.   , 105.   ,  84.   ,   0.   ,   0.   ,  27.9  ,   0.741,\n",
      "         62.   ],\n",
      "       [  2.   , 106.   ,  64.   ,  35.   , 119.   ,  30.5  ,   1.4  ,\n",
      "         34.   ],\n",
      "       [  6.   , 104.   ,  74.   ,  18.   , 156.   ,  29.9  ,   0.722,\n",
      "         41.   ],\n",
      "       [  4.   , 120.   ,  68.   ,   0.   ,   0.   ,  29.6  ,   0.709,\n",
      "         34.   ],\n",
      "       [  0.   , 108.   ,  68.   ,  20.   ,   0.   ,  27.3  ,   0.787,\n",
      "         32.   ],\n",
      "       [  6.   , 119.   ,  50.   ,  22.   , 176.   ,  27.1  ,   1.318,\n",
      "         33.   ],\n",
      "       [  1.   , 119.   ,  86.   ,  39.   , 220.   ,  45.6  ,   0.808,\n",
      "         29.   ],\n",
      "       [  2.   , 124.   ,  68.   ,  28.   , 205.   ,  32.9  ,   0.875,\n",
      "         30.   ],\n",
      "       [  1.   , 122.   ,  64.   ,  32.   , 156.   ,  35.1  ,   0.692,\n",
      "         30.   ],\n",
      "       [  0.   , 117.   ,   0.   ,   0.   ,   0.   ,  33.8  ,   0.932,\n",
      "         44.   ],\n",
      "       [  5.   , 116.   ,  74.   ,  29.   ,   0.   ,  32.3  ,   0.66 ,\n",
      "         35.   ],\n",
      "       [  6.   , 107.   ,  88.   ,   0.   ,   0.   ,  36.8  ,   0.727,\n",
      "         31.   ],\n",
      "       [  2.   , 105.   ,  80.   ,  45.   , 191.   ,  33.7  ,   0.711,\n",
      "         29.   ],\n",
      "       [  4.   , 125.   ,  70.   ,  18.   , 122.   ,  28.9  ,   1.144,\n",
      "         45.   ],\n",
      "       [  6.   , 123.   ,  72.   ,  45.   , 230.   ,  33.6  ,   0.733,\n",
      "         34.   ],\n",
      "       [  1.   , 120.   ,  80.   ,  48.   , 200.   ,  38.9  ,   1.162,\n",
      "         41.   ],\n",
      "       [  6.   , 125.   ,  78.   ,  31.   ,   0.   ,  27.6  ,   0.565,\n",
      "         49.   ]]), y=[1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0])\n",
      "    │   │   │   │       ├── AnyNode(id='c79', rule=None, split_column=None, split_value=None, value=[8.0, 2.0], x=array([[  4.   , 111.   ,  72.   ,  47.   , 207.   ,  37.1  ,   1.39 ,\n",
      "         56.   ],\n",
      "       [  6.   , 104.   ,  74.   ,  18.   , 156.   ,  29.9  ,   0.722,\n",
      "         41.   ],\n",
      "       [  6.   , 119.   ,  50.   ,  22.   , 176.   ,  27.1  ,   1.318,\n",
      "         33.   ],\n",
      "       [  1.   , 119.   ,  86.   ,  39.   , 220.   ,  45.6  ,   0.808,\n",
      "         29.   ],\n",
      "       [  2.   , 124.   ,  68.   ,  28.   , 205.   ,  32.9  ,   0.875,\n",
      "         30.   ],\n",
      "       [  1.   , 122.   ,  64.   ,  32.   , 156.   ,  35.1  ,   0.692,\n",
      "         30.   ],\n",
      "       [  2.   , 105.   ,  80.   ,  45.   , 191.   ,  33.7  ,   0.711,\n",
      "         29.   ],\n",
      "       [  4.   , 125.   ,  70.   ,  18.   , 122.   ,  28.9  ,   1.144,\n",
      "         45.   ],\n",
      "       [  6.   , 123.   ,  72.   ,  45.   , 230.   ,  33.6  ,   0.733,\n",
      "         34.   ],\n",
      "       [  1.   , 120.   ,  80.   ,  48.   , 200.   ,  38.9  ,   1.162,\n",
      "         41.   ]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0])\n",
      "    │   │   │   │       └── AnyNode(id='c80', rule=None, split_column=None, split_value=None, value=[4.0, 7.0], x=array([[  0.   , 100.   ,  88.   ,  60.   , 110.   ,  46.8  ,   0.962,\n",
      "         31.   ],\n",
      "       [  0.   , 109.   ,  88.   ,  30.   ,   0.   ,  32.5  ,   0.855,\n",
      "         38.   ],\n",
      "       [  2.   , 109.   ,  92.   ,   0.   ,   0.   ,  42.7  ,   0.845,\n",
      "         54.   ],\n",
      "       [  0.   , 105.   ,  84.   ,   0.   ,   0.   ,  27.9  ,   0.741,\n",
      "         62.   ],\n",
      "       [  2.   , 106.   ,  64.   ,  35.   , 119.   ,  30.5  ,   1.4  ,\n",
      "         34.   ],\n",
      "       [  4.   , 120.   ,  68.   ,   0.   ,   0.   ,  29.6  ,   0.709,\n",
      "         34.   ],\n",
      "       [  0.   , 108.   ,  68.   ,  20.   ,   0.   ,  27.3  ,   0.787,\n",
      "         32.   ],\n",
      "       [  0.   , 117.   ,   0.   ,   0.   ,   0.   ,  33.8  ,   0.932,\n",
      "         44.   ],\n",
      "       [  5.   , 116.   ,  74.   ,  29.   ,   0.   ,  32.3  ,   0.66 ,\n",
      "         35.   ],\n",
      "       [  6.   , 107.   ,  88.   ,   0.   ,   0.   ,  36.8  ,   0.727,\n",
      "         31.   ],\n",
      "       [  6.   , 125.   ,  78.   ,  31.   ,   0.   ,  27.6  ,   0.565,\n",
      "         49.   ]]), y=[0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0])\n",
      "    │   │   │   └── AnyNode(id='c42', rule='X6 <= 0.20000', split_column=6, split_value=0.2, value=[34.0, 50.0], x=array([[1.00e+01, 1.15e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        1.34e-01, 2.90e+01],\n",
      "       [4.00e+00, 1.10e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        1.91e-01, 3.00e+01],\n",
      "       [7.00e+00, 1.00e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        4.84e-01, 3.20e+01],\n",
      "       [0.00e+00, 1.18e+02, 8.40e+01, 4.70e+01, 2.30e+02, 4.58e+01,\n",
      "        5.51e-01, 3.10e+01],\n",
      "       [7.00e+00, 1.07e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        2.54e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.03e+02, 3.00e+01, 3.80e+01, 8.30e+01, 4.33e+01,\n",
      "        1.83e-01, 3.30e+01],\n",
      "       [1.00e+00, 1.15e+02, 7.00e+01, 3.00e+01, 9.60e+01, 3.46e+01,\n",
      "        5.29e-01, 3.20e+01],\n",
      "       [9.00e+00, 1.19e+02, 8.00e+01, 3.50e+01, 0.00e+00, 2.90e+01,\n",
      "        2.63e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.25e+02, 7.00e+01, 2.60e+01, 1.15e+02, 3.11e+01,\n",
      "        2.05e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.17e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.41e+01,\n",
      "        3.37e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.09e+02, 7.50e+01, 2.60e+01, 0.00e+00, 3.60e+01,\n",
      "        5.46e-01, 6.00e+01],\n",
      "       [1.00e+01, 1.22e+02, 7.80e+01, 3.10e+01, 0.00e+00, 2.76e+01,\n",
      "        5.12e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.03e+02, 6.60e+01, 3.20e+01, 0.00e+00, 3.91e+01,\n",
      "        3.44e-01, 3.10e+01],\n",
      "       [7.00e+00, 1.14e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.58e-01, 4.20e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.20e+01, 5.40e+01, 0.00e+00, 3.66e+01,\n",
      "        1.78e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.23e+02, 8.00e+01, 1.50e+01, 1.76e+02, 3.20e+01,\n",
      "        4.43e-01, 3.40e+01],\n",
      "       [1.00e+00, 1.22e+02, 9.00e+01, 5.10e+01, 2.20e+02, 4.97e+01,\n",
      "        3.25e-01, 3.10e+01],\n",
      "       [5.00e+00, 1.24e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        2.20e-01, 3.80e+01],\n",
      "       [3.00e+00, 1.20e+02, 7.00e+01, 3.00e+01, 1.35e+02, 4.29e+01,\n",
      "        4.52e-01, 3.00e+01],\n",
      "       [1.00e+00, 1.17e+02, 8.80e+01, 2.40e+01, 1.45e+02, 3.45e+01,\n",
      "        4.03e-01, 4.00e+01],\n",
      "       [2.00e+00, 1.25e+02, 6.00e+01, 2.00e+01, 1.40e+02, 3.38e+01,\n",
      "        8.80e-02, 3.10e+01],\n",
      "       [5.00e+00, 1.06e+02, 8.20e+01, 3.00e+01, 0.00e+00, 3.95e+01,\n",
      "        2.86e-01, 3.80e+01],\n",
      "       [1.00e+01, 1.08e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.24e+01,\n",
      "        2.72e-01, 4.20e+01],\n",
      "       [7.00e+00, 1.02e+02, 7.40e+01, 4.00e+01, 1.05e+02, 3.72e+01,\n",
      "        2.04e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.10e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.19e+01,\n",
      "        4.71e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.11e+02, 9.00e+01, 1.20e+01, 7.80e+01, 2.84e+01,\n",
      "        4.95e-01, 2.90e+01],\n",
      "       [6.00e+00, 1.02e+02, 8.20e+01, 0.00e+00, 0.00e+00, 3.08e+01,\n",
      "        1.80e-01, 3.60e+01],\n",
      "       [9.00e+00, 1.23e+02, 7.00e+01, 4.40e+01, 9.40e+01, 3.31e+01,\n",
      "        3.74e-01, 4.00e+01],\n",
      "       [6.00e+00, 1.03e+02, 7.20e+01, 3.20e+01, 1.90e+02, 3.77e+01,\n",
      "        3.24e-01, 5.50e+01],\n",
      "       [9.00e+00, 1.12e+02, 8.20e+01, 3.20e+01, 1.75e+02, 3.42e+01,\n",
      "        2.60e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.25e+02, 6.80e+01, 3.00e+01, 1.20e+02, 3.00e+01,\n",
      "        4.64e-01, 3.20e+01],\n",
      "       [5.00e+00, 1.12e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.78e+01,\n",
      "        2.61e-01, 4.10e+01],\n",
      "       [4.00e+00, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.50e+01,\n",
      "        3.94e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        2.58e-01, 4.10e+01],\n",
      "       [9.00e+00, 1.24e+02, 7.00e+01, 3.30e+01, 4.02e+02, 3.54e+01,\n",
      "        2.82e-01, 3.40e+01],\n",
      "       [9.00e+00, 1.06e+02, 5.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.80e-01, 4.20e+01],\n",
      "       [3.00e+00, 1.11e+02, 5.60e+01, 3.90e+01, 0.00e+00, 3.01e+01,\n",
      "        5.57e-01, 3.00e+01],\n",
      "       [4.00e+00, 1.23e+02, 6.20e+01, 0.00e+00, 0.00e+00, 3.20e+01,\n",
      "        2.26e-01, 3.50e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.42e+01,\n",
      "        2.51e-01, 5.20e+01],\n",
      "       [7.00e+00, 1.06e+02, 6.00e+01, 2.40e+01, 0.00e+00, 2.65e+01,\n",
      "        2.96e-01, 2.90e+01],\n",
      "       [2.00e+00, 1.08e+02, 8.00e+01, 0.00e+00, 0.00e+00, 2.70e+01,\n",
      "        2.59e-01, 5.20e+01],\n",
      "       [5.00e+00, 1.08e+02, 7.20e+01, 4.30e+01, 7.50e+01, 3.61e+01,\n",
      "        2.63e-01, 3.30e+01],\n",
      "       [1.40e+01, 1.00e+02, 7.80e+01, 2.50e+01, 1.84e+02, 3.66e+01,\n",
      "        4.12e-01, 4.60e+01],\n",
      "       [2.00e+00, 1.20e+02, 7.60e+01, 3.70e+01, 1.05e+02, 3.97e+01,\n",
      "        2.15e-01, 2.90e+01],\n",
      "       [0.00e+00, 1.24e+02, 7.00e+01, 2.00e+01, 0.00e+00, 2.74e+01,\n",
      "        2.54e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.05e+02, 7.00e+01, 3.20e+01, 6.80e+01, 3.08e+01,\n",
      "        1.22e-01, 3.70e+01],\n",
      "       [5.00e+00, 1.15e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.43e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.22e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.47e+01,\n",
      "        2.90e-01, 3.30e+01],\n",
      "       [8.00e+00, 1.26e+02, 8.80e+01, 3.60e+01, 1.08e+02, 3.85e+01,\n",
      "        3.49e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.03e+02, 1.08e+02, 3.70e+01, 0.00e+00, 3.92e+01,\n",
      "        3.05e-01, 6.50e+01],\n",
      "       [6.00e+00, 1.24e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.76e+01,\n",
      "        3.68e-01, 2.90e+01],\n",
      "       [8.00e+00, 1.05e+02, 1.00e+02, 3.60e+01, 0.00e+00, 4.33e+01,\n",
      "        2.39e-01, 4.50e+01],\n",
      "       [1.00e+00, 1.00e+02, 6.60e+01, 2.90e+01, 1.96e+02, 3.20e+01,\n",
      "        4.44e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.15e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.89e+01,\n",
      "        3.76e-01, 4.60e+01],\n",
      "       [4.00e+00, 1.17e+02, 6.20e+01, 1.20e+01, 0.00e+00, 2.97e+01,\n",
      "        3.80e-01, 3.00e+01],\n",
      "       [8.00e+00, 1.20e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        1.83e-01, 3.80e+01],\n",
      "       [0.00e+00, 1.23e+02, 8.80e+01, 3.70e+01, 0.00e+00, 3.52e+01,\n",
      "        1.97e-01, 2.90e+01],\n",
      "       [7.00e+00, 1.25e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        3.04e-01, 5.10e+01],\n",
      "       [0.00e+00, 1.05e+02, 9.00e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        1.97e-01, 4.60e+01],\n",
      "       [6.00e+00, 1.14e+02, 8.80e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.47e-01, 6.60e+01],\n",
      "       [8.00e+00, 1.10e+02, 7.60e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.37e-01, 5.80e+01],\n",
      "       [1.10e+01, 1.03e+02, 6.80e+01, 4.00e+01, 0.00e+00, 4.62e+01,\n",
      "        1.26e-01, 4.20e+01],\n",
      "       [6.00e+00, 1.25e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.38e+01,\n",
      "        1.21e-01, 5.40e+01],\n",
      "       [0.00e+00, 1.21e+02, 6.60e+01, 3.00e+01, 1.65e+02, 3.43e+01,\n",
      "        2.03e-01, 3.30e+01],\n",
      "       [1.20e+01, 1.21e+02, 7.80e+01, 1.70e+01, 0.00e+00, 2.65e+01,\n",
      "        2.59e-01, 6.20e+01],\n",
      "       [8.00e+00, 1.00e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.87e+01,\n",
      "        1.90e-01, 4.20e+01],\n",
      "       [1.00e+00, 1.24e+02, 7.40e+01, 3.60e+01, 0.00e+00, 2.78e+01,\n",
      "        1.00e-01, 3.00e+01],\n",
      "       [6.00e+00, 1.17e+02, 9.60e+01, 0.00e+00, 0.00e+00, 2.87e+01,\n",
      "        1.57e-01, 3.00e+01],\n",
      "       [1.30e+01, 1.04e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        4.65e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.04e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.88e+01,\n",
      "        1.53e-01, 4.80e+01],\n",
      "       [1.10e+01, 1.27e+02, 1.06e+02, 0.00e+00, 0.00e+00, 3.90e+01,\n",
      "        1.90e-01, 5.10e+01],\n",
      "       [6.00e+00, 1.15e+02, 6.00e+01, 3.90e+01, 0.00e+00, 3.37e+01,\n",
      "        2.45e-01, 4.00e+01],\n",
      "       [1.00e+01, 1.11e+02, 7.00e+01, 2.70e+01, 0.00e+00, 2.75e+01,\n",
      "        1.41e-01, 4.00e+01],\n",
      "       [1.00e+00, 1.07e+02, 5.00e+01, 1.90e+01, 0.00e+00, 2.83e+01,\n",
      "        1.81e-01, 2.90e+01],\n",
      "       [5.00e+00, 1.26e+02, 7.80e+01, 2.70e+01, 2.20e+01, 2.96e+01,\n",
      "        4.39e-01, 4.00e+01],\n",
      "       [3.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.95e+01,\n",
      "        1.21e-01, 3.20e+01],\n",
      "       [5.00e+00, 1.17e+02, 8.60e+01, 3.00e+01, 1.05e+02, 3.91e+01,\n",
      "        2.51e-01, 4.20e+01],\n",
      "       [1.00e+00, 1.11e+02, 9.40e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.65e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.12e+02, 7.80e+01, 4.00e+01, 0.00e+00, 3.94e+01,\n",
      "        2.36e-01, 3.80e+01],\n",
      "       [1.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.95e+01,\n",
      "        2.93e-01, 4.20e+01],\n",
      "       [1.20e+01, 1.00e+02, 8.40e+01, 3.30e+01, 1.05e+02, 3.00e+01,\n",
      "        4.88e-01, 4.60e+01],\n",
      "       [0.00e+00, 1.23e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.63e+01,\n",
      "        2.58e-01, 5.20e+01],\n",
      "       [1.00e+01, 1.01e+02, 7.60e+01, 4.80e+01, 1.80e+02, 3.29e+01,\n",
      "        1.71e-01, 6.30e+01],\n",
      "       [1.00e+00, 1.26e+02, 6.00e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        3.49e-01, 4.70e+01]]), y=[0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0])\n",
      "    │   │   │       ├── AnyNode(id='c61', rule='X0 <= 1.50000', split_column=0, split_value=1.5, value=[30.0, 33.0], x=array([[7.00e+00, 1.00e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        4.84e-01, 3.20e+01],\n",
      "       [0.00e+00, 1.18e+02, 8.40e+01, 4.70e+01, 2.30e+02, 4.58e+01,\n",
      "        5.51e-01, 3.10e+01],\n",
      "       [7.00e+00, 1.07e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        2.54e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.15e+02, 7.00e+01, 3.00e+01, 9.60e+01, 3.46e+01,\n",
      "        5.29e-01, 3.20e+01],\n",
      "       [9.00e+00, 1.19e+02, 8.00e+01, 3.50e+01, 0.00e+00, 2.90e+01,\n",
      "        2.63e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.25e+02, 7.00e+01, 2.60e+01, 1.15e+02, 3.11e+01,\n",
      "        2.05e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.17e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.41e+01,\n",
      "        3.37e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.09e+02, 7.50e+01, 2.60e+01, 0.00e+00, 3.60e+01,\n",
      "        5.46e-01, 6.00e+01],\n",
      "       [1.00e+01, 1.22e+02, 7.80e+01, 3.10e+01, 0.00e+00, 2.76e+01,\n",
      "        5.12e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.03e+02, 6.60e+01, 3.20e+01, 0.00e+00, 3.91e+01,\n",
      "        3.44e-01, 3.10e+01],\n",
      "       [7.00e+00, 1.14e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.58e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.23e+02, 8.00e+01, 1.50e+01, 1.76e+02, 3.20e+01,\n",
      "        4.43e-01, 3.40e+01],\n",
      "       [1.00e+00, 1.22e+02, 9.00e+01, 5.10e+01, 2.20e+02, 4.97e+01,\n",
      "        3.25e-01, 3.10e+01],\n",
      "       [5.00e+00, 1.24e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        2.20e-01, 3.80e+01],\n",
      "       [3.00e+00, 1.20e+02, 7.00e+01, 3.00e+01, 1.35e+02, 4.29e+01,\n",
      "        4.52e-01, 3.00e+01],\n",
      "       [1.00e+00, 1.17e+02, 8.80e+01, 2.40e+01, 1.45e+02, 3.45e+01,\n",
      "        4.03e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.06e+02, 8.20e+01, 3.00e+01, 0.00e+00, 3.95e+01,\n",
      "        2.86e-01, 3.80e+01],\n",
      "       [1.00e+01, 1.08e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.24e+01,\n",
      "        2.72e-01, 4.20e+01],\n",
      "       [7.00e+00, 1.02e+02, 7.40e+01, 4.00e+01, 1.05e+02, 3.72e+01,\n",
      "        2.04e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.10e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.19e+01,\n",
      "        4.71e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.11e+02, 9.00e+01, 1.20e+01, 7.80e+01, 2.84e+01,\n",
      "        4.95e-01, 2.90e+01],\n",
      "       [9.00e+00, 1.23e+02, 7.00e+01, 4.40e+01, 9.40e+01, 3.31e+01,\n",
      "        3.74e-01, 4.00e+01],\n",
      "       [6.00e+00, 1.03e+02, 7.20e+01, 3.20e+01, 1.90e+02, 3.77e+01,\n",
      "        3.24e-01, 5.50e+01],\n",
      "       [9.00e+00, 1.12e+02, 8.20e+01, 3.20e+01, 1.75e+02, 3.42e+01,\n",
      "        2.60e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.25e+02, 6.80e+01, 3.00e+01, 1.20e+02, 3.00e+01,\n",
      "        4.64e-01, 3.20e+01],\n",
      "       [5.00e+00, 1.12e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.78e+01,\n",
      "        2.61e-01, 4.10e+01],\n",
      "       [4.00e+00, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.50e+01,\n",
      "        3.94e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        2.58e-01, 4.10e+01],\n",
      "       [9.00e+00, 1.24e+02, 7.00e+01, 3.30e+01, 4.02e+02, 3.54e+01,\n",
      "        2.82e-01, 3.40e+01],\n",
      "       [9.00e+00, 1.06e+02, 5.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.80e-01, 4.20e+01],\n",
      "       [3.00e+00, 1.11e+02, 5.60e+01, 3.90e+01, 0.00e+00, 3.01e+01,\n",
      "        5.57e-01, 3.00e+01],\n",
      "       [4.00e+00, 1.23e+02, 6.20e+01, 0.00e+00, 0.00e+00, 3.20e+01,\n",
      "        2.26e-01, 3.50e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.42e+01,\n",
      "        2.51e-01, 5.20e+01],\n",
      "       [7.00e+00, 1.06e+02, 6.00e+01, 2.40e+01, 0.00e+00, 2.65e+01,\n",
      "        2.96e-01, 2.90e+01],\n",
      "       [2.00e+00, 1.08e+02, 8.00e+01, 0.00e+00, 0.00e+00, 2.70e+01,\n",
      "        2.59e-01, 5.20e+01],\n",
      "       [5.00e+00, 1.08e+02, 7.20e+01, 4.30e+01, 7.50e+01, 3.61e+01,\n",
      "        2.63e-01, 3.30e+01],\n",
      "       [1.40e+01, 1.00e+02, 7.80e+01, 2.50e+01, 1.84e+02, 3.66e+01,\n",
      "        4.12e-01, 4.60e+01],\n",
      "       [2.00e+00, 1.20e+02, 7.60e+01, 3.70e+01, 1.05e+02, 3.97e+01,\n",
      "        2.15e-01, 2.90e+01],\n",
      "       [0.00e+00, 1.24e+02, 7.00e+01, 2.00e+01, 0.00e+00, 2.74e+01,\n",
      "        2.54e-01, 3.60e+01],\n",
      "       [5.00e+00, 1.15e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.43e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.22e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.47e+01,\n",
      "        2.90e-01, 3.30e+01],\n",
      "       [8.00e+00, 1.26e+02, 8.80e+01, 3.60e+01, 1.08e+02, 3.85e+01,\n",
      "        3.49e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.03e+02, 1.08e+02, 3.70e+01, 0.00e+00, 3.92e+01,\n",
      "        3.05e-01, 6.50e+01],\n",
      "       [6.00e+00, 1.24e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.76e+01,\n",
      "        3.68e-01, 2.90e+01],\n",
      "       [8.00e+00, 1.05e+02, 1.00e+02, 3.60e+01, 0.00e+00, 4.33e+01,\n",
      "        2.39e-01, 4.50e+01],\n",
      "       [1.00e+00, 1.00e+02, 6.60e+01, 2.90e+01, 1.96e+02, 3.20e+01,\n",
      "        4.44e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.15e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.89e+01,\n",
      "        3.76e-01, 4.60e+01],\n",
      "       [4.00e+00, 1.17e+02, 6.20e+01, 1.20e+01, 0.00e+00, 2.97e+01,\n",
      "        3.80e-01, 3.00e+01],\n",
      "       [7.00e+00, 1.25e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        3.04e-01, 5.10e+01],\n",
      "       [6.00e+00, 1.14e+02, 8.80e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.47e-01, 6.60e+01],\n",
      "       [8.00e+00, 1.10e+02, 7.60e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.37e-01, 5.80e+01],\n",
      "       [0.00e+00, 1.21e+02, 6.60e+01, 3.00e+01, 1.65e+02, 3.43e+01,\n",
      "        2.03e-01, 3.30e+01],\n",
      "       [1.20e+01, 1.21e+02, 7.80e+01, 1.70e+01, 0.00e+00, 2.65e+01,\n",
      "        2.59e-01, 6.20e+01],\n",
      "       [1.30e+01, 1.04e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        4.65e-01, 3.80e+01],\n",
      "       [6.00e+00, 1.15e+02, 6.00e+01, 3.90e+01, 0.00e+00, 3.37e+01,\n",
      "        2.45e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.26e+02, 7.80e+01, 2.70e+01, 2.20e+01, 2.96e+01,\n",
      "        4.39e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.17e+02, 8.60e+01, 3.00e+01, 1.05e+02, 3.91e+01,\n",
      "        2.51e-01, 4.20e+01],\n",
      "       [1.00e+00, 1.11e+02, 9.40e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.65e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.12e+02, 7.80e+01, 4.00e+01, 0.00e+00, 3.94e+01,\n",
      "        2.36e-01, 3.80e+01],\n",
      "       [1.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.95e+01,\n",
      "        2.93e-01, 4.20e+01],\n",
      "       [1.20e+01, 1.00e+02, 8.40e+01, 3.30e+01, 1.05e+02, 3.00e+01,\n",
      "        4.88e-01, 4.60e+01],\n",
      "       [0.00e+00, 1.23e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.63e+01,\n",
      "        2.58e-01, 5.20e+01],\n",
      "       [1.00e+00, 1.26e+02, 6.00e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        3.49e-01, 4.70e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0])\n",
      "    │   │   │       │   ├── AnyNode(id='c81', rule='X2 <= 67.00000', split_column=2, split_value=67.0, value=[21.0, 31.0], x=array([[7.00e+00, 1.00e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        4.84e-01, 3.20e+01],\n",
      "       [7.00e+00, 1.07e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        2.54e-01, 3.10e+01],\n",
      "       [9.00e+00, 1.19e+02, 8.00e+01, 3.50e+01, 0.00e+00, 2.90e+01,\n",
      "        2.63e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.25e+02, 7.00e+01, 2.60e+01, 1.15e+02, 3.11e+01,\n",
      "        2.05e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.17e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.41e+01,\n",
      "        3.37e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.09e+02, 7.50e+01, 2.60e+01, 0.00e+00, 3.60e+01,\n",
      "        5.46e-01, 6.00e+01],\n",
      "       [1.00e+01, 1.22e+02, 7.80e+01, 3.10e+01, 0.00e+00, 2.76e+01,\n",
      "        5.12e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.03e+02, 6.60e+01, 3.20e+01, 0.00e+00, 3.91e+01,\n",
      "        3.44e-01, 3.10e+01],\n",
      "       [7.00e+00, 1.14e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.58e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.23e+02, 8.00e+01, 1.50e+01, 1.76e+02, 3.20e+01,\n",
      "        4.43e-01, 3.40e+01],\n",
      "       [5.00e+00, 1.24e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        2.20e-01, 3.80e+01],\n",
      "       [3.00e+00, 1.20e+02, 7.00e+01, 3.00e+01, 1.35e+02, 4.29e+01,\n",
      "        4.52e-01, 3.00e+01],\n",
      "       [5.00e+00, 1.06e+02, 8.20e+01, 3.00e+01, 0.00e+00, 3.95e+01,\n",
      "        2.86e-01, 3.80e+01],\n",
      "       [1.00e+01, 1.08e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.24e+01,\n",
      "        2.72e-01, 4.20e+01],\n",
      "       [7.00e+00, 1.02e+02, 7.40e+01, 4.00e+01, 1.05e+02, 3.72e+01,\n",
      "        2.04e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.10e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.19e+01,\n",
      "        4.71e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.11e+02, 9.00e+01, 1.20e+01, 7.80e+01, 2.84e+01,\n",
      "        4.95e-01, 2.90e+01],\n",
      "       [9.00e+00, 1.23e+02, 7.00e+01, 4.40e+01, 9.40e+01, 3.31e+01,\n",
      "        3.74e-01, 4.00e+01],\n",
      "       [6.00e+00, 1.03e+02, 7.20e+01, 3.20e+01, 1.90e+02, 3.77e+01,\n",
      "        3.24e-01, 5.50e+01],\n",
      "       [9.00e+00, 1.12e+02, 8.20e+01, 3.20e+01, 1.75e+02, 3.42e+01,\n",
      "        2.60e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.25e+02, 6.80e+01, 3.00e+01, 1.20e+02, 3.00e+01,\n",
      "        4.64e-01, 3.20e+01],\n",
      "       [5.00e+00, 1.12e+02, 6.60e+01, 0.00e+00, 0.00e+00, 3.78e+01,\n",
      "        2.61e-01, 4.10e+01],\n",
      "       [4.00e+00, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.50e+01,\n",
      "        3.94e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        2.58e-01, 4.10e+01],\n",
      "       [9.00e+00, 1.24e+02, 7.00e+01, 3.30e+01, 4.02e+02, 3.54e+01,\n",
      "        2.82e-01, 3.40e+01],\n",
      "       [9.00e+00, 1.06e+02, 5.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.80e-01, 4.20e+01],\n",
      "       [3.00e+00, 1.11e+02, 5.60e+01, 3.90e+01, 0.00e+00, 3.01e+01,\n",
      "        5.57e-01, 3.00e+01],\n",
      "       [4.00e+00, 1.23e+02, 6.20e+01, 0.00e+00, 0.00e+00, 3.20e+01,\n",
      "        2.26e-01, 3.50e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.42e+01,\n",
      "        2.51e-01, 5.20e+01],\n",
      "       [7.00e+00, 1.06e+02, 6.00e+01, 2.40e+01, 0.00e+00, 2.65e+01,\n",
      "        2.96e-01, 2.90e+01],\n",
      "       [2.00e+00, 1.08e+02, 8.00e+01, 0.00e+00, 0.00e+00, 2.70e+01,\n",
      "        2.59e-01, 5.20e+01],\n",
      "       [5.00e+00, 1.08e+02, 7.20e+01, 4.30e+01, 7.50e+01, 3.61e+01,\n",
      "        2.63e-01, 3.30e+01],\n",
      "       [1.40e+01, 1.00e+02, 7.80e+01, 2.50e+01, 1.84e+02, 3.66e+01,\n",
      "        4.12e-01, 4.60e+01],\n",
      "       [2.00e+00, 1.20e+02, 7.60e+01, 3.70e+01, 1.05e+02, 3.97e+01,\n",
      "        2.15e-01, 2.90e+01],\n",
      "       [5.00e+00, 1.15e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.43e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.22e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.47e+01,\n",
      "        2.90e-01, 3.30e+01],\n",
      "       [8.00e+00, 1.26e+02, 8.80e+01, 3.60e+01, 1.08e+02, 3.85e+01,\n",
      "        3.49e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.03e+02, 1.08e+02, 3.70e+01, 0.00e+00, 3.92e+01,\n",
      "        3.05e-01, 6.50e+01],\n",
      "       [6.00e+00, 1.24e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.76e+01,\n",
      "        3.68e-01, 2.90e+01],\n",
      "       [8.00e+00, 1.05e+02, 1.00e+02, 3.60e+01, 0.00e+00, 4.33e+01,\n",
      "        2.39e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.15e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.89e+01,\n",
      "        3.76e-01, 4.60e+01],\n",
      "       [4.00e+00, 1.17e+02, 6.20e+01, 1.20e+01, 0.00e+00, 2.97e+01,\n",
      "        3.80e-01, 3.00e+01],\n",
      "       [7.00e+00, 1.25e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        3.04e-01, 5.10e+01],\n",
      "       [6.00e+00, 1.14e+02, 8.80e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.47e-01, 6.60e+01],\n",
      "       [8.00e+00, 1.10e+02, 7.60e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.37e-01, 5.80e+01],\n",
      "       [1.20e+01, 1.21e+02, 7.80e+01, 1.70e+01, 0.00e+00, 2.65e+01,\n",
      "        2.59e-01, 6.20e+01],\n",
      "       [1.30e+01, 1.04e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        4.65e-01, 3.80e+01],\n",
      "       [6.00e+00, 1.15e+02, 6.00e+01, 3.90e+01, 0.00e+00, 3.37e+01,\n",
      "        2.45e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.26e+02, 7.80e+01, 2.70e+01, 2.20e+01, 2.96e+01,\n",
      "        4.39e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.17e+02, 8.60e+01, 3.00e+01, 1.05e+02, 3.91e+01,\n",
      "        2.51e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.12e+02, 7.80e+01, 4.00e+01, 0.00e+00, 3.94e+01,\n",
      "        2.36e-01, 3.80e+01],\n",
      "       [1.20e+01, 1.00e+02, 8.40e+01, 3.30e+01, 1.05e+02, 3.00e+01,\n",
      "        4.88e-01, 4.60e+01]]), y=[1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   ├── AnyNode(id='c91', rule='X5 <= 34.45000', split_column=5, split_value=34.45, value=[12.0, 28.0], x=array([[7.00e+00, 1.07e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        2.54e-01, 3.10e+01],\n",
      "       [9.00e+00, 1.19e+02, 8.00e+01, 3.50e+01, 0.00e+00, 2.90e+01,\n",
      "        2.63e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.25e+02, 7.00e+01, 2.60e+01, 1.15e+02, 3.11e+01,\n",
      "        2.05e-01, 4.10e+01],\n",
      "       [5.00e+00, 1.17e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.41e+01,\n",
      "        3.37e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.09e+02, 7.50e+01, 2.60e+01, 0.00e+00, 3.60e+01,\n",
      "        5.46e-01, 6.00e+01],\n",
      "       [1.00e+01, 1.22e+02, 7.80e+01, 3.10e+01, 0.00e+00, 2.76e+01,\n",
      "        5.12e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.23e+02, 8.00e+01, 1.50e+01, 1.76e+02, 3.20e+01,\n",
      "        4.43e-01, 3.40e+01],\n",
      "       [5.00e+00, 1.24e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        2.20e-01, 3.80e+01],\n",
      "       [3.00e+00, 1.20e+02, 7.00e+01, 3.00e+01, 1.35e+02, 4.29e+01,\n",
      "        4.52e-01, 3.00e+01],\n",
      "       [5.00e+00, 1.06e+02, 8.20e+01, 3.00e+01, 0.00e+00, 3.95e+01,\n",
      "        2.86e-01, 3.80e+01],\n",
      "       [7.00e+00, 1.02e+02, 7.40e+01, 4.00e+01, 1.05e+02, 3.72e+01,\n",
      "        2.04e-01, 4.50e+01],\n",
      "       [3.00e+00, 1.11e+02, 9.00e+01, 1.20e+01, 7.80e+01, 2.84e+01,\n",
      "        4.95e-01, 2.90e+01],\n",
      "       [9.00e+00, 1.23e+02, 7.00e+01, 4.40e+01, 9.40e+01, 3.31e+01,\n",
      "        3.74e-01, 4.00e+01],\n",
      "       [6.00e+00, 1.03e+02, 7.20e+01, 3.20e+01, 1.90e+02, 3.77e+01,\n",
      "        3.24e-01, 5.50e+01],\n",
      "       [9.00e+00, 1.12e+02, 8.20e+01, 3.20e+01, 1.75e+02, 3.42e+01,\n",
      "        2.60e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.25e+02, 6.80e+01, 3.00e+01, 1.20e+02, 3.00e+01,\n",
      "        4.64e-01, 3.20e+01],\n",
      "       [4.00e+00, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.50e+01,\n",
      "        3.94e-01, 2.90e+01],\n",
      "       [1.00e+01, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        2.58e-01, 4.10e+01],\n",
      "       [9.00e+00, 1.24e+02, 7.00e+01, 3.30e+01, 4.02e+02, 3.54e+01,\n",
      "        2.82e-01, 3.40e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.00e+01, 0.00e+00, 0.00e+00, 3.42e+01,\n",
      "        2.51e-01, 5.20e+01],\n",
      "       [2.00e+00, 1.08e+02, 8.00e+01, 0.00e+00, 0.00e+00, 2.70e+01,\n",
      "        2.59e-01, 5.20e+01],\n",
      "       [5.00e+00, 1.08e+02, 7.20e+01, 4.30e+01, 7.50e+01, 3.61e+01,\n",
      "        2.63e-01, 3.30e+01],\n",
      "       [1.40e+01, 1.00e+02, 7.80e+01, 2.50e+01, 1.84e+02, 3.66e+01,\n",
      "        4.12e-01, 4.60e+01],\n",
      "       [2.00e+00, 1.20e+02, 7.60e+01, 3.70e+01, 1.05e+02, 3.97e+01,\n",
      "        2.15e-01, 2.90e+01],\n",
      "       [5.00e+00, 1.15e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.43e-01, 4.40e+01],\n",
      "       [5.00e+00, 1.22e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.47e+01,\n",
      "        2.90e-01, 3.30e+01],\n",
      "       [8.00e+00, 1.26e+02, 8.80e+01, 3.60e+01, 1.08e+02, 3.85e+01,\n",
      "        3.49e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.03e+02, 1.08e+02, 3.70e+01, 0.00e+00, 3.92e+01,\n",
      "        3.05e-01, 6.50e+01],\n",
      "       [6.00e+00, 1.24e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.76e+01,\n",
      "        3.68e-01, 2.90e+01],\n",
      "       [8.00e+00, 1.05e+02, 1.00e+02, 3.60e+01, 0.00e+00, 4.33e+01,\n",
      "        2.39e-01, 4.50e+01],\n",
      "       [4.00e+00, 1.15e+02, 7.20e+01, 0.00e+00, 0.00e+00, 2.89e+01,\n",
      "        3.76e-01, 4.60e+01],\n",
      "       [7.00e+00, 1.25e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        3.04e-01, 5.10e+01],\n",
      "       [6.00e+00, 1.14e+02, 8.80e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.47e-01, 6.60e+01],\n",
      "       [8.00e+00, 1.10e+02, 7.60e+01, 0.00e+00, 0.00e+00, 2.78e+01,\n",
      "        2.37e-01, 5.80e+01],\n",
      "       [1.20e+01, 1.21e+02, 7.80e+01, 1.70e+01, 0.00e+00, 2.65e+01,\n",
      "        2.59e-01, 6.20e+01],\n",
      "       [1.30e+01, 1.04e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        4.65e-01, 3.80e+01],\n",
      "       [5.00e+00, 1.26e+02, 7.80e+01, 2.70e+01, 2.20e+01, 2.96e+01,\n",
      "        4.39e-01, 4.00e+01],\n",
      "       [5.00e+00, 1.17e+02, 8.60e+01, 3.00e+01, 1.05e+02, 3.91e+01,\n",
      "        2.51e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.12e+02, 7.80e+01, 4.00e+01, 0.00e+00, 3.94e+01,\n",
      "        2.36e-01, 3.80e+01],\n",
      "       [1.20e+01, 1.00e+02, 8.40e+01, 3.30e+01, 1.05e+02, 3.00e+01,\n",
      "        4.88e-01, 4.60e+01]]), y=[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   │   ├── AnyNode(id='c95', rule=None, split_column=None, split_value=None, value=[2.0, 15.0], x=array([[5.00e+00, 1.09e+02, 7.50e+01, 2.60e+01, 0.00e+00, 3.60e+01,\n",
      "        5.46e-01, 6.00e+01],\n",
      "       [3.00e+00, 1.20e+02, 7.00e+01, 3.00e+01, 1.35e+02, 4.29e+01,\n",
      "        4.52e-01, 3.00e+01],\n",
      "       [5.00e+00, 1.06e+02, 8.20e+01, 3.00e+01, 0.00e+00, 3.95e+01,\n",
      "        2.86e-01, 3.80e+01],\n",
      "       [7.00e+00, 1.02e+02, 7.40e+01, 4.00e+01, 1.05e+02, 3.72e+01,\n",
      "        2.04e-01, 4.50e+01],\n",
      "       [6.00e+00, 1.03e+02, 7.20e+01, 3.20e+01, 1.90e+02, 3.77e+01,\n",
      "        3.24e-01, 5.50e+01],\n",
      "       [4.00e+00, 1.22e+02, 6.80e+01, 0.00e+00, 0.00e+00, 3.50e+01,\n",
      "        3.94e-01, 2.90e+01],\n",
      "       [9.00e+00, 1.24e+02, 7.00e+01, 3.30e+01, 4.02e+02, 3.54e+01,\n",
      "        2.82e-01, 3.40e+01],\n",
      "       [5.00e+00, 1.08e+02, 7.20e+01, 4.30e+01, 7.50e+01, 3.61e+01,\n",
      "        2.63e-01, 3.30e+01],\n",
      "       [1.40e+01, 1.00e+02, 7.80e+01, 2.50e+01, 1.84e+02, 3.66e+01,\n",
      "        4.12e-01, 4.60e+01],\n",
      "       [2.00e+00, 1.20e+02, 7.60e+01, 3.70e+01, 1.05e+02, 3.97e+01,\n",
      "        2.15e-01, 2.90e+01],\n",
      "       [5.00e+00, 1.22e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.47e+01,\n",
      "        2.90e-01, 3.30e+01],\n",
      "       [8.00e+00, 1.26e+02, 8.80e+01, 3.60e+01, 1.08e+02, 3.85e+01,\n",
      "        3.49e-01, 4.90e+01],\n",
      "       [5.00e+00, 1.03e+02, 1.08e+02, 3.70e+01, 0.00e+00, 3.92e+01,\n",
      "        3.05e-01, 6.50e+01],\n",
      "       [8.00e+00, 1.05e+02, 1.00e+02, 3.60e+01, 0.00e+00, 4.33e+01,\n",
      "        2.39e-01, 4.50e+01],\n",
      "       [7.00e+00, 1.25e+02, 8.60e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        3.04e-01, 5.10e+01],\n",
      "       [5.00e+00, 1.17e+02, 8.60e+01, 3.00e+01, 1.05e+02, 3.91e+01,\n",
      "        2.51e-01, 4.20e+01],\n",
      "       [4.00e+00, 1.12e+02, 7.80e+01, 4.00e+01, 0.00e+00, 3.94e+01,\n",
      "        2.36e-01, 3.80e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   │   └── AnyNode(id='c96', rule='X6 <= 0.40750', split_column=6, split_value=0.4075, value=[10.0, 13.0], x=array([[  7.   , 107.   ,  74.   ,   0.   ,   0.   ,  29.6  ,   0.254,\n",
      "         31.   ],\n",
      "       [  9.   , 119.   ,  80.   ,  35.   ,   0.   ,  29.   ,   0.263,\n",
      "         29.   ],\n",
      "       [ 10.   , 125.   ,  70.   ,  26.   , 115.   ,  31.1  ,   0.205,\n",
      "         41.   ],\n",
      "       [  5.   , 117.   ,  92.   ,   0.   ,   0.   ,  34.1  ,   0.337,\n",
      "         38.   ],\n",
      "       [ 10.   , 122.   ,  78.   ,  31.   ,   0.   ,  27.6  ,   0.512,\n",
      "         45.   ],\n",
      "       [  4.   , 123.   ,  80.   ,  15.   , 176.   ,  32.   ,   0.443,\n",
      "         34.   ],\n",
      "       [  5.   , 124.   ,  74.   ,   0.   ,   0.   ,  34.   ,   0.22 ,\n",
      "         38.   ],\n",
      "       [  3.   , 111.   ,  90.   ,  12.   ,  78.   ,  28.4  ,   0.495,\n",
      "         29.   ],\n",
      "       [  9.   , 123.   ,  70.   ,  44.   ,  94.   ,  33.1  ,   0.374,\n",
      "         40.   ],\n",
      "       [  9.   , 112.   ,  82.   ,  32.   , 175.   ,  34.2  ,   0.26 ,\n",
      "         36.   ],\n",
      "       [  6.   , 125.   ,  68.   ,  30.   , 120.   ,  30.   ,   0.464,\n",
      "         32.   ],\n",
      "       [ 10.   , 122.   ,  68.   ,   0.   ,   0.   ,  31.2  ,   0.258,\n",
      "         41.   ],\n",
      "       [ 13.   , 106.   ,  70.   ,   0.   ,   0.   ,  34.2  ,   0.251,\n",
      "         52.   ],\n",
      "       [  2.   , 108.   ,  80.   ,   0.   ,   0.   ,  27.   ,   0.259,\n",
      "         52.   ],\n",
      "       [  5.   , 115.   ,  76.   ,   0.   ,   0.   ,  31.2  ,   0.343,\n",
      "         44.   ],\n",
      "       [  6.   , 124.   ,  72.   ,   0.   ,   0.   ,  27.6  ,   0.368,\n",
      "         29.   ],\n",
      "       [  4.   , 115.   ,  72.   ,   0.   ,   0.   ,  28.9  ,   0.376,\n",
      "         46.   ],\n",
      "       [  6.   , 114.   ,  88.   ,   0.   ,   0.   ,  27.8  ,   0.247,\n",
      "         66.   ],\n",
      "       [  8.   , 110.   ,  76.   ,   0.   ,   0.   ,  27.8  ,   0.237,\n",
      "         58.   ],\n",
      "       [ 12.   , 121.   ,  78.   ,  17.   ,   0.   ,  26.5  ,   0.259,\n",
      "         62.   ],\n",
      "       [ 13.   , 104.   ,  72.   ,   0.   ,   0.   ,  31.2  ,   0.465,\n",
      "         38.   ],\n",
      "       [  5.   , 126.   ,  78.   ,  27.   ,  22.   ,  29.6  ,   0.439,\n",
      "         40.   ],\n",
      "       [ 12.   , 100.   ,  84.   ,  33.   , 105.   ,  30.   ,   0.488,\n",
      "         46.   ]]), y=[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   │       ├── AnyNode(id='c97', rule=None, split_column=None, split_value=None, value=[1.0, 6.0], x=array([[ 10.   , 122.   ,  78.   ,  31.   ,   0.   ,  27.6  ,   0.512,\n",
      "         45.   ],\n",
      "       [  4.   , 123.   ,  80.   ,  15.   , 176.   ,  32.   ,   0.443,\n",
      "         34.   ],\n",
      "       [  3.   , 111.   ,  90.   ,  12.   ,  78.   ,  28.4  ,   0.495,\n",
      "         29.   ],\n",
      "       [  6.   , 125.   ,  68.   ,  30.   , 120.   ,  30.   ,   0.464,\n",
      "         32.   ],\n",
      "       [ 13.   , 104.   ,  72.   ,   0.   ,   0.   ,  31.2  ,   0.465,\n",
      "         38.   ],\n",
      "       [  5.   , 126.   ,  78.   ,  27.   ,  22.   ,  29.6  ,   0.439,\n",
      "         40.   ],\n",
      "       [ 12.   , 100.   ,  84.   ,  33.   , 105.   ,  30.   ,   0.488,\n",
      "         46.   ]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   │       └── AnyNode(id='c98', rule=None, split_column=None, split_value=None, value=[9.0, 7.0], x=array([[  7.   , 107.   ,  74.   ,   0.   ,   0.   ,  29.6  ,   0.254,\n",
      "         31.   ],\n",
      "       [  9.   , 119.   ,  80.   ,  35.   ,   0.   ,  29.   ,   0.263,\n",
      "         29.   ],\n",
      "       [ 10.   , 125.   ,  70.   ,  26.   , 115.   ,  31.1  ,   0.205,\n",
      "         41.   ],\n",
      "       [  5.   , 117.   ,  92.   ,   0.   ,   0.   ,  34.1  ,   0.337,\n",
      "         38.   ],\n",
      "       [  5.   , 124.   ,  74.   ,   0.   ,   0.   ,  34.   ,   0.22 ,\n",
      "         38.   ],\n",
      "       [  9.   , 123.   ,  70.   ,  44.   ,  94.   ,  33.1  ,   0.374,\n",
      "         40.   ],\n",
      "       [  9.   , 112.   ,  82.   ,  32.   , 175.   ,  34.2  ,   0.26 ,\n",
      "         36.   ],\n",
      "       [ 10.   , 122.   ,  68.   ,   0.   ,   0.   ,  31.2  ,   0.258,\n",
      "         41.   ],\n",
      "       [ 13.   , 106.   ,  70.   ,   0.   ,   0.   ,  34.2  ,   0.251,\n",
      "         52.   ],\n",
      "       [  2.   , 108.   ,  80.   ,   0.   ,   0.   ,  27.   ,   0.259,\n",
      "         52.   ],\n",
      "       [  5.   , 115.   ,  76.   ,   0.   ,   0.   ,  31.2  ,   0.343,\n",
      "         44.   ],\n",
      "       [  6.   , 124.   ,  72.   ,   0.   ,   0.   ,  27.6  ,   0.368,\n",
      "         29.   ],\n",
      "       [  4.   , 115.   ,  72.   ,   0.   ,   0.   ,  28.9  ,   0.376,\n",
      "         46.   ],\n",
      "       [  6.   , 114.   ,  88.   ,   0.   ,   0.   ,  27.8  ,   0.247,\n",
      "         66.   ],\n",
      "       [  8.   , 110.   ,  76.   ,   0.   ,   0.   ,  27.8  ,   0.237,\n",
      "         58.   ],\n",
      "       [ 12.   , 121.   ,  78.   ,  17.   ,   0.   ,  26.5  ,   0.259,\n",
      "         62.   ]]), y=[1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 0.0])\n",
      "    │   │   │       │   │   └── AnyNode(id='c92', rule=None, split_column=None, split_value=None, value=[9.0, 3.0], x=array([[  7.   , 100.   ,   0.   ,   0.   ,   0.   ,  30.   ,   0.484,\n",
      "         32.   ],\n",
      "       [  7.   , 103.   ,  66.   ,  32.   ,   0.   ,  39.1  ,   0.344,\n",
      "         31.   ],\n",
      "       [  7.   , 114.   ,  66.   ,   0.   ,   0.   ,  32.8  ,   0.258,\n",
      "         42.   ],\n",
      "       [ 10.   , 108.   ,  66.   ,   0.   ,   0.   ,  32.4  ,   0.272,\n",
      "         42.   ],\n",
      "       [  4.   , 110.   ,  66.   ,   0.   ,   0.   ,  31.9  ,   0.471,\n",
      "         29.   ],\n",
      "       [  5.   , 112.   ,  66.   ,   0.   ,   0.   ,  37.8  ,   0.261,\n",
      "         41.   ],\n",
      "       [  9.   , 106.   ,  52.   ,   0.   ,   0.   ,  31.2  ,   0.38 ,\n",
      "         42.   ],\n",
      "       [  3.   , 111.   ,  56.   ,  39.   ,   0.   ,  30.1  ,   0.557,\n",
      "         30.   ],\n",
      "       [  4.   , 123.   ,  62.   ,   0.   ,   0.   ,  32.   ,   0.226,\n",
      "         35.   ],\n",
      "       [  7.   , 106.   ,  60.   ,  24.   ,   0.   ,  26.5  ,   0.296,\n",
      "         29.   ],\n",
      "       [  4.   , 117.   ,  62.   ,  12.   ,   0.   ,  29.7  ,   0.38 ,\n",
      "         30.   ],\n",
      "       [  6.   , 115.   ,  60.   ,  39.   ,   0.   ,  33.7  ,   0.245,\n",
      "         40.   ]]), y=[1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0])\n",
      "    │   │   │       │   └── AnyNode(id='c82', rule=None, split_column=None, split_value=None, value=[9.0, 2.0], x=array([[0.00e+00, 1.18e+02, 8.40e+01, 4.70e+01, 2.30e+02, 4.58e+01,\n",
      "        5.51e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.15e+02, 7.00e+01, 3.00e+01, 9.60e+01, 3.46e+01,\n",
      "        5.29e-01, 3.20e+01],\n",
      "       [1.00e+00, 1.22e+02, 9.00e+01, 5.10e+01, 2.20e+02, 4.97e+01,\n",
      "        3.25e-01, 3.10e+01],\n",
      "       [1.00e+00, 1.17e+02, 8.80e+01, 2.40e+01, 1.45e+02, 3.45e+01,\n",
      "        4.03e-01, 4.00e+01],\n",
      "       [0.00e+00, 1.24e+02, 7.00e+01, 2.00e+01, 0.00e+00, 2.74e+01,\n",
      "        2.54e-01, 3.60e+01],\n",
      "       [1.00e+00, 1.00e+02, 6.60e+01, 2.90e+01, 1.96e+02, 3.20e+01,\n",
      "        4.44e-01, 4.20e+01],\n",
      "       [0.00e+00, 1.21e+02, 6.60e+01, 3.00e+01, 1.65e+02, 3.43e+01,\n",
      "        2.03e-01, 3.30e+01],\n",
      "       [1.00e+00, 1.11e+02, 9.40e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        2.65e-01, 4.50e+01],\n",
      "       [1.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 3.95e+01,\n",
      "        2.93e-01, 4.20e+01],\n",
      "       [0.00e+00, 1.23e+02, 7.20e+01, 0.00e+00, 0.00e+00, 3.63e+01,\n",
      "        2.58e-01, 5.20e+01],\n",
      "       [1.00e+00, 1.26e+02, 6.00e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        3.49e-01, 4.70e+01]]), y=[1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0])\n",
      "    │   │   │       └── AnyNode(id='c62', rule='X0 <= 5.50000', split_column=0, split_value=5.5, value=[4.0, 17.0], x=array([[1.00e+01, 1.15e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        1.34e-01, 2.90e+01],\n",
      "       [4.00e+00, 1.10e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        1.91e-01, 3.00e+01],\n",
      "       [1.00e+00, 1.03e+02, 3.00e+01, 3.80e+01, 8.30e+01, 4.33e+01,\n",
      "        1.83e-01, 3.30e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.20e+01, 5.40e+01, 0.00e+00, 3.66e+01,\n",
      "        1.78e-01, 4.50e+01],\n",
      "       [2.00e+00, 1.25e+02, 6.00e+01, 2.00e+01, 1.40e+02, 3.38e+01,\n",
      "        8.80e-02, 3.10e+01],\n",
      "       [6.00e+00, 1.02e+02, 8.20e+01, 0.00e+00, 0.00e+00, 3.08e+01,\n",
      "        1.80e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.05e+02, 7.00e+01, 3.20e+01, 6.80e+01, 3.08e+01,\n",
      "        1.22e-01, 3.70e+01],\n",
      "       [8.00e+00, 1.20e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        1.83e-01, 3.80e+01],\n",
      "       [0.00e+00, 1.23e+02, 8.80e+01, 3.70e+01, 0.00e+00, 3.52e+01,\n",
      "        1.97e-01, 2.90e+01],\n",
      "       [0.00e+00, 1.05e+02, 9.00e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        1.97e-01, 4.60e+01],\n",
      "       [1.10e+01, 1.03e+02, 6.80e+01, 4.00e+01, 0.00e+00, 4.62e+01,\n",
      "        1.26e-01, 4.20e+01],\n",
      "       [6.00e+00, 1.25e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.38e+01,\n",
      "        1.21e-01, 5.40e+01],\n",
      "       [8.00e+00, 1.00e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.87e+01,\n",
      "        1.90e-01, 4.20e+01],\n",
      "       [1.00e+00, 1.24e+02, 7.40e+01, 3.60e+01, 0.00e+00, 2.78e+01,\n",
      "        1.00e-01, 3.00e+01],\n",
      "       [6.00e+00, 1.17e+02, 9.60e+01, 0.00e+00, 0.00e+00, 2.87e+01,\n",
      "        1.57e-01, 3.00e+01],\n",
      "       [5.00e+00, 1.04e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.88e+01,\n",
      "        1.53e-01, 4.80e+01],\n",
      "       [1.10e+01, 1.27e+02, 1.06e+02, 0.00e+00, 0.00e+00, 3.90e+01,\n",
      "        1.90e-01, 5.10e+01],\n",
      "       [1.00e+01, 1.11e+02, 7.00e+01, 2.70e+01, 0.00e+00, 2.75e+01,\n",
      "        1.41e-01, 4.00e+01],\n",
      "       [1.00e+00, 1.07e+02, 5.00e+01, 1.90e+01, 0.00e+00, 2.83e+01,\n",
      "        1.81e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.95e+01,\n",
      "        1.21e-01, 3.20e+01],\n",
      "       [1.00e+01, 1.01e+02, 7.60e+01, 4.80e+01, 1.80e+02, 3.29e+01,\n",
      "        1.71e-01, 6.30e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0])\n",
      "    │   │   │           ├── AnyNode(id='c83', rule=None, split_column=None, split_value=None, value=[4.0, 8.0], x=array([[1.00e+01, 1.15e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        1.34e-01, 2.90e+01],\n",
      "       [1.30e+01, 1.06e+02, 7.20e+01, 5.40e+01, 0.00e+00, 3.66e+01,\n",
      "        1.78e-01, 4.50e+01],\n",
      "       [6.00e+00, 1.02e+02, 8.20e+01, 0.00e+00, 0.00e+00, 3.08e+01,\n",
      "        1.80e-01, 3.60e+01],\n",
      "       [6.00e+00, 1.05e+02, 7.00e+01, 3.20e+01, 6.80e+01, 3.08e+01,\n",
      "        1.22e-01, 3.70e+01],\n",
      "       [8.00e+00, 1.20e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.00e+01,\n",
      "        1.83e-01, 3.80e+01],\n",
      "       [1.10e+01, 1.03e+02, 6.80e+01, 4.00e+01, 0.00e+00, 4.62e+01,\n",
      "        1.26e-01, 4.20e+01],\n",
      "       [6.00e+00, 1.25e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.38e+01,\n",
      "        1.21e-01, 5.40e+01],\n",
      "       [8.00e+00, 1.00e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.87e+01,\n",
      "        1.90e-01, 4.20e+01],\n",
      "       [6.00e+00, 1.17e+02, 9.60e+01, 0.00e+00, 0.00e+00, 2.87e+01,\n",
      "        1.57e-01, 3.00e+01],\n",
      "       [1.10e+01, 1.27e+02, 1.06e+02, 0.00e+00, 0.00e+00, 3.90e+01,\n",
      "        1.90e-01, 5.10e+01],\n",
      "       [1.00e+01, 1.11e+02, 7.00e+01, 2.70e+01, 0.00e+00, 2.75e+01,\n",
      "        1.41e-01, 4.00e+01],\n",
      "       [1.00e+01, 1.01e+02, 7.60e+01, 4.80e+01, 1.80e+02, 3.29e+01,\n",
      "        1.71e-01, 6.30e+01]]), y=[0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0])\n",
      "    │   │   │           └── AnyNode(id='c84', rule=None, split_column=None, split_value=None, value=[0.0, 9.0], x=array([[4.00e+00, 1.10e+02, 9.20e+01, 0.00e+00, 0.00e+00, 3.76e+01,\n",
      "        1.91e-01, 3.00e+01],\n",
      "       [1.00e+00, 1.03e+02, 3.00e+01, 3.80e+01, 8.30e+01, 4.33e+01,\n",
      "        1.83e-01, 3.30e+01],\n",
      "       [2.00e+00, 1.25e+02, 6.00e+01, 2.00e+01, 1.40e+02, 3.38e+01,\n",
      "        8.80e-02, 3.10e+01],\n",
      "       [0.00e+00, 1.23e+02, 8.80e+01, 3.70e+01, 0.00e+00, 3.52e+01,\n",
      "        1.97e-01, 2.90e+01],\n",
      "       [0.00e+00, 1.05e+02, 9.00e+01, 0.00e+00, 0.00e+00, 2.96e+01,\n",
      "        1.97e-01, 4.60e+01],\n",
      "       [1.00e+00, 1.24e+02, 7.40e+01, 3.60e+01, 0.00e+00, 2.78e+01,\n",
      "        1.00e-01, 3.00e+01],\n",
      "       [5.00e+00, 1.04e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.88e+01,\n",
      "        1.53e-01, 4.80e+01],\n",
      "       [1.00e+00, 1.07e+02, 5.00e+01, 1.90e+01, 0.00e+00, 2.83e+01,\n",
      "        1.81e-01, 2.90e+01],\n",
      "       [3.00e+00, 1.02e+02, 7.40e+01, 0.00e+00, 0.00e+00, 2.95e+01,\n",
      "        1.21e-01, 3.20e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │   │   └── AnyNode(id='c24', rule='X6 <= 0.71600', split_column=6, split_value=0.716, value=[10.0, 45.0], x=array([[1.000e+00, 8.500e+01, 6.600e+01, 2.900e+01, 0.000e+00, 2.660e+01,\n",
      "        3.510e-01, 3.100e+01],\n",
      "       [8.000e+00, 9.900e+01, 8.400e+01, 0.000e+00, 0.000e+00, 3.540e+01,\n",
      "        3.880e-01, 5.000e+01],\n",
      "       [5.000e+00, 9.900e+01, 7.400e+01, 2.700e+01, 0.000e+00, 2.900e+01,\n",
      "        2.030e-01, 3.200e+01],\n",
      "       [7.000e+00, 6.200e+01, 7.800e+01, 0.000e+00, 0.000e+00, 3.260e+01,\n",
      "        3.910e-01, 4.100e+01],\n",
      "       [7.000e+00, 8.300e+01, 7.800e+01, 2.600e+01, 7.100e+01, 2.930e+01,\n",
      "        7.670e-01, 3.600e+01],\n",
      "       [7.000e+00, 8.100e+01, 7.800e+01, 4.000e+01, 4.800e+01, 4.670e+01,\n",
      "        2.610e-01, 4.200e+01],\n",
      "       [8.000e+00, 8.400e+01, 7.400e+01, 3.100e+01, 0.000e+00, 3.830e+01,\n",
      "        4.570e-01, 3.900e+01],\n",
      "       [9.000e+00, 5.700e+01, 8.000e+01, 3.700e+01, 0.000e+00, 3.280e+01,\n",
      "        9.600e-02, 4.100e+01],\n",
      "       [2.000e+00, 7.500e+01, 6.400e+01, 2.400e+01, 5.500e+01, 2.970e+01,\n",
      "        3.700e-01, 3.300e+01],\n",
      "       [6.000e+00, 8.500e+01, 7.800e+01, 0.000e+00, 0.000e+00, 3.120e+01,\n",
      "        3.820e-01, 4.200e+01],\n",
      "       [5.000e+00, 8.500e+01, 7.400e+01, 2.200e+01, 0.000e+00, 2.900e+01,\n",
      "        1.224e+00, 3.200e+01],\n",
      "       [1.200e+01, 9.200e+01, 6.200e+01, 7.000e+00, 2.580e+02, 2.760e+01,\n",
      "        9.260e-01, 4.400e+01],\n",
      "       [5.000e+00, 9.600e+01, 7.400e+01, 1.800e+01, 6.700e+01, 3.360e+01,\n",
      "        9.970e-01, 4.300e+01],\n",
      "       [5.000e+00, 7.700e+01, 8.200e+01, 4.100e+01, 4.200e+01, 3.580e+01,\n",
      "        1.560e-01, 3.500e+01],\n",
      "       [8.000e+00, 9.500e+01, 7.200e+01, 0.000e+00, 0.000e+00, 3.680e+01,\n",
      "        4.850e-01, 5.700e+01],\n",
      "       [5.000e+00, 0.000e+00, 8.000e+01, 3.200e+01, 0.000e+00, 4.100e+01,\n",
      "        3.460e-01, 3.700e+01],\n",
      "       [4.000e+00, 9.200e+01, 8.000e+01, 0.000e+00, 0.000e+00, 4.220e+01,\n",
      "        2.370e-01, 2.900e+01],\n",
      "       [3.000e+00, 6.100e+01, 8.200e+01, 2.800e+01, 0.000e+00, 3.440e+01,\n",
      "        2.430e-01, 4.600e+01],\n",
      "       [1.200e+01, 8.800e+01, 7.400e+01, 4.000e+01, 5.400e+01, 3.530e+01,\n",
      "        3.780e-01, 4.800e+01],\n",
      "       [5.000e+00, 9.900e+01, 5.400e+01, 2.800e+01, 8.300e+01, 3.400e+01,\n",
      "        4.990e-01, 3.000e+01],\n",
      "       [0.000e+00, 9.300e+01, 1.000e+02, 3.900e+01, 7.200e+01, 4.340e+01,\n",
      "        1.021e+00, 3.500e+01],\n",
      "       [4.000e+00, 9.500e+01, 6.400e+01, 0.000e+00, 0.000e+00, 3.200e+01,\n",
      "        1.610e-01, 3.100e+01],\n",
      "       [9.000e+00, 7.200e+01, 7.800e+01, 2.500e+01, 0.000e+00, 3.160e+01,\n",
      "        2.800e-01, 3.800e+01],\n",
      "       [1.000e+00, 9.500e+01, 8.200e+01, 2.500e+01, 1.800e+02, 3.500e+01,\n",
      "        2.330e-01, 4.300e+01],\n",
      "       [3.000e+00, 8.900e+01, 7.400e+01, 1.600e+01, 8.500e+01, 3.040e+01,\n",
      "        5.510e-01, 3.800e+01],\n",
      "       [8.000e+00, 7.400e+01, 7.000e+01, 4.000e+01, 4.900e+01, 3.530e+01,\n",
      "        7.050e-01, 3.900e+01],\n",
      "       [5.000e+00, 8.800e+01, 7.800e+01, 3.000e+01, 0.000e+00, 2.760e+01,\n",
      "        2.580e-01, 3.700e+01],\n",
      "       [2.000e+00, 8.900e+01, 9.000e+01, 3.000e+01, 0.000e+00, 3.350e+01,\n",
      "        2.920e-01, 4.200e+01],\n",
      "       [4.000e+00, 9.900e+01, 6.800e+01, 3.800e+01, 0.000e+00, 3.280e+01,\n",
      "        1.450e-01, 3.300e+01],\n",
      "       [6.000e+00, 0.000e+00, 6.800e+01, 4.100e+01, 0.000e+00, 3.900e+01,\n",
      "        7.270e-01, 4.100e+01],\n",
      "       [7.000e+00, 9.400e+01, 6.400e+01, 2.500e+01, 7.900e+01, 3.330e+01,\n",
      "        7.380e-01, 4.100e+01],\n",
      "       [3.000e+00, 9.600e+01, 7.800e+01, 3.900e+01, 0.000e+00, 3.730e+01,\n",
      "        2.380e-01, 4.000e+01],\n",
      "       [1.000e+01, 7.500e+01, 8.200e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        2.630e-01, 3.800e+01],\n",
      "       [1.200e+01, 8.400e+01, 7.200e+01, 3.100e+01, 0.000e+00, 2.970e+01,\n",
      "        2.970e-01, 4.600e+01],\n",
      "       [1.300e+01, 7.600e+01, 6.000e+01, 0.000e+00, 0.000e+00, 3.280e+01,\n",
      "        1.800e-01, 4.100e+01],\n",
      "       [1.000e+00, 8.600e+01, 6.600e+01, 5.200e+01, 6.500e+01, 4.130e+01,\n",
      "        9.170e-01, 2.900e+01],\n",
      "       [6.000e+00, 9.100e+01, 0.000e+00, 0.000e+00, 0.000e+00, 2.980e+01,\n",
      "        5.010e-01, 3.100e+01],\n",
      "       [1.000e+01, 9.000e+01, 8.500e+01, 3.200e+01, 0.000e+00, 3.490e+01,\n",
      "        8.250e-01, 5.600e+01],\n",
      "       [1.000e+00, 8.800e+01, 7.800e+01, 2.900e+01, 7.600e+01, 3.200e+01,\n",
      "        3.650e-01, 2.900e+01],\n",
      "       [1.000e+00, 9.700e+01, 7.000e+01, 4.000e+01, 0.000e+00, 3.810e+01,\n",
      "        2.180e-01, 3.000e+01],\n",
      "       [1.100e+01, 8.500e+01, 7.400e+01, 0.000e+00, 0.000e+00, 3.010e+01,\n",
      "        3.000e-01, 3.500e+01],\n",
      "       [6.000e+00, 9.900e+01, 6.000e+01, 1.900e+01, 5.400e+01, 2.690e+01,\n",
      "        4.970e-01, 3.200e+01],\n",
      "       [6.000e+00, 9.200e+01, 6.200e+01, 3.200e+01, 1.260e+02, 3.200e+01,\n",
      "        8.500e-02, 4.600e+01],\n",
      "       [3.000e+00, 7.800e+01, 7.000e+01, 0.000e+00, 0.000e+00, 3.250e+01,\n",
      "        2.700e-01, 3.900e+01],\n",
      "       [0.000e+00, 6.700e+01, 7.600e+01, 0.000e+00, 0.000e+00, 4.530e+01,\n",
      "        1.940e-01, 4.600e+01],\n",
      "       [4.000e+00, 9.000e+01, 8.800e+01, 4.700e+01, 5.400e+01, 3.770e+01,\n",
      "        3.620e-01, 2.900e+01],\n",
      "       [7.000e+00, 9.700e+01, 7.600e+01, 3.200e+01, 9.100e+01, 4.090e+01,\n",
      "        8.710e-01, 3.200e+01],\n",
      "       [4.000e+00, 9.000e+01, 0.000e+00, 0.000e+00, 0.000e+00, 2.800e+01,\n",
      "        6.100e-01, 3.100e+01],\n",
      "       [6.000e+00, 9.800e+01, 5.800e+01, 3.300e+01, 1.900e+02, 3.400e+01,\n",
      "        4.300e-01, 4.300e+01],\n",
      "       [1.000e+01, 6.800e+01, 1.060e+02, 2.300e+01, 4.900e+01, 3.550e+01,\n",
      "        2.850e-01, 4.700e+01],\n",
      "       [8.000e+00, 9.100e+01, 8.200e+01, 0.000e+00, 0.000e+00, 3.560e+01,\n",
      "        5.870e-01, 6.800e+01],\n",
      "       [5.000e+00, 9.700e+01, 7.600e+01, 2.700e+01, 0.000e+00, 3.560e+01,\n",
      "        3.780e-01, 5.200e+01],\n",
      "       [4.000e+00, 8.300e+01, 8.600e+01, 1.900e+01, 0.000e+00, 2.930e+01,\n",
      "        3.170e-01, 3.400e+01],\n",
      "       [8.000e+00, 6.500e+01, 7.200e+01, 2.300e+01, 0.000e+00, 3.200e+01,\n",
      "        6.000e-01, 4.200e+01],\n",
      "       [1.000e+00, 8.100e+01, 7.400e+01, 4.100e+01, 5.700e+01, 4.630e+01,\n",
      "        1.096e+00, 3.200e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0])\n",
      "    │   │       ├── AnyNode(id='c43', rule=None, split_column=None, split_value=None, value=[5.0, 6.0], x=array([[  7.   ,  83.   ,  78.   ,  26.   ,  71.   ,  29.3  ,   0.767,\n",
      "         36.   ],\n",
      "       [  5.   ,  85.   ,  74.   ,  22.   ,   0.   ,  29.   ,   1.224,\n",
      "         32.   ],\n",
      "       [ 12.   ,  92.   ,  62.   ,   7.   , 258.   ,  27.6  ,   0.926,\n",
      "         44.   ],\n",
      "       [  5.   ,  96.   ,  74.   ,  18.   ,  67.   ,  33.6  ,   0.997,\n",
      "         43.   ],\n",
      "       [  0.   ,  93.   , 100.   ,  39.   ,  72.   ,  43.4  ,   1.021,\n",
      "         35.   ],\n",
      "       [  6.   ,   0.   ,  68.   ,  41.   ,   0.   ,  39.   ,   0.727,\n",
      "         41.   ],\n",
      "       [  7.   ,  94.   ,  64.   ,  25.   ,  79.   ,  33.3  ,   0.738,\n",
      "         41.   ],\n",
      "       [  1.   ,  86.   ,  66.   ,  52.   ,  65.   ,  41.3  ,   0.917,\n",
      "         29.   ],\n",
      "       [ 10.   ,  90.   ,  85.   ,  32.   ,   0.   ,  34.9  ,   0.825,\n",
      "         56.   ],\n",
      "       [  7.   ,  97.   ,  76.   ,  32.   ,  91.   ,  40.9  ,   0.871,\n",
      "         32.   ],\n",
      "       [  1.   ,  81.   ,  74.   ,  41.   ,  57.   ,  46.3  ,   1.096,\n",
      "         32.   ]]), y=[0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0])\n",
      "    │   │       └── AnyNode(id='c44', rule='X1 <= 93.50000', split_column=1, split_value=93.5, value=[5.0, 39.0], x=array([[1.00e+00, 8.50e+01, 6.60e+01, 2.90e+01, 0.00e+00, 2.66e+01,\n",
      "        3.51e-01, 3.10e+01],\n",
      "       [8.00e+00, 9.90e+01, 8.40e+01, 0.00e+00, 0.00e+00, 3.54e+01,\n",
      "        3.88e-01, 5.00e+01],\n",
      "       [5.00e+00, 9.90e+01, 7.40e+01, 2.70e+01, 0.00e+00, 2.90e+01,\n",
      "        2.03e-01, 3.20e+01],\n",
      "       [7.00e+00, 6.20e+01, 7.80e+01, 0.00e+00, 0.00e+00, 3.26e+01,\n",
      "        3.91e-01, 4.10e+01],\n",
      "       [7.00e+00, 8.10e+01, 7.80e+01, 4.00e+01, 4.80e+01, 4.67e+01,\n",
      "        2.61e-01, 4.20e+01],\n",
      "       [8.00e+00, 8.40e+01, 7.40e+01, 3.10e+01, 0.00e+00, 3.83e+01,\n",
      "        4.57e-01, 3.90e+01],\n",
      "       [9.00e+00, 5.70e+01, 8.00e+01, 3.70e+01, 0.00e+00, 3.28e+01,\n",
      "        9.60e-02, 4.10e+01],\n",
      "       [2.00e+00, 7.50e+01, 6.40e+01, 2.40e+01, 5.50e+01, 2.97e+01,\n",
      "        3.70e-01, 3.30e+01],\n",
      "       [6.00e+00, 8.50e+01, 7.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.82e-01, 4.20e+01],\n",
      "       [5.00e+00, 7.70e+01, 8.20e+01, 4.10e+01, 4.20e+01, 3.58e+01,\n",
      "        1.56e-01, 3.50e+01],\n",
      "       [8.00e+00, 9.50e+01, 7.20e+01, 0.00e+00, 0.00e+00, 3.68e+01,\n",
      "        4.85e-01, 5.70e+01],\n",
      "       [5.00e+00, 0.00e+00, 8.00e+01, 3.20e+01, 0.00e+00, 4.10e+01,\n",
      "        3.46e-01, 3.70e+01],\n",
      "       [4.00e+00, 9.20e+01, 8.00e+01, 0.00e+00, 0.00e+00, 4.22e+01,\n",
      "        2.37e-01, 2.90e+01],\n",
      "       [3.00e+00, 6.10e+01, 8.20e+01, 2.80e+01, 0.00e+00, 3.44e+01,\n",
      "        2.43e-01, 4.60e+01],\n",
      "       [1.20e+01, 8.80e+01, 7.40e+01, 4.00e+01, 5.40e+01, 3.53e+01,\n",
      "        3.78e-01, 4.80e+01],\n",
      "       [5.00e+00, 9.90e+01, 5.40e+01, 2.80e+01, 8.30e+01, 3.40e+01,\n",
      "        4.99e-01, 3.00e+01],\n",
      "       [4.00e+00, 9.50e+01, 6.40e+01, 0.00e+00, 0.00e+00, 3.20e+01,\n",
      "        1.61e-01, 3.10e+01],\n",
      "       [9.00e+00, 7.20e+01, 7.80e+01, 2.50e+01, 0.00e+00, 3.16e+01,\n",
      "        2.80e-01, 3.80e+01],\n",
      "       [1.00e+00, 9.50e+01, 8.20e+01, 2.50e+01, 1.80e+02, 3.50e+01,\n",
      "        2.33e-01, 4.30e+01],\n",
      "       [3.00e+00, 8.90e+01, 7.40e+01, 1.60e+01, 8.50e+01, 3.04e+01,\n",
      "        5.51e-01, 3.80e+01],\n",
      "       [8.00e+00, 7.40e+01, 7.00e+01, 4.00e+01, 4.90e+01, 3.53e+01,\n",
      "        7.05e-01, 3.90e+01],\n",
      "       [5.00e+00, 8.80e+01, 7.80e+01, 3.00e+01, 0.00e+00, 2.76e+01,\n",
      "        2.58e-01, 3.70e+01],\n",
      "       [2.00e+00, 8.90e+01, 9.00e+01, 3.00e+01, 0.00e+00, 3.35e+01,\n",
      "        2.92e-01, 4.20e+01],\n",
      "       [4.00e+00, 9.90e+01, 6.80e+01, 3.80e+01, 0.00e+00, 3.28e+01,\n",
      "        1.45e-01, 3.30e+01],\n",
      "       [3.00e+00, 9.60e+01, 7.80e+01, 3.90e+01, 0.00e+00, 3.73e+01,\n",
      "        2.38e-01, 4.00e+01],\n",
      "       [1.00e+01, 7.50e+01, 8.20e+01, 0.00e+00, 0.00e+00, 3.33e+01,\n",
      "        2.63e-01, 3.80e+01],\n",
      "       [1.20e+01, 8.40e+01, 7.20e+01, 3.10e+01, 0.00e+00, 2.97e+01,\n",
      "        2.97e-01, 4.60e+01],\n",
      "       [1.30e+01, 7.60e+01, 6.00e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        1.80e-01, 4.10e+01],\n",
      "       [6.00e+00, 9.10e+01, 0.00e+00, 0.00e+00, 0.00e+00, 2.98e+01,\n",
      "        5.01e-01, 3.10e+01],\n",
      "       [1.00e+00, 8.80e+01, 7.80e+01, 2.90e+01, 7.60e+01, 3.20e+01,\n",
      "        3.65e-01, 2.90e+01],\n",
      "       [1.00e+00, 9.70e+01, 7.00e+01, 4.00e+01, 0.00e+00, 3.81e+01,\n",
      "        2.18e-01, 3.00e+01],\n",
      "       [1.10e+01, 8.50e+01, 7.40e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        3.00e-01, 3.50e+01],\n",
      "       [6.00e+00, 9.90e+01, 6.00e+01, 1.90e+01, 5.40e+01, 2.69e+01,\n",
      "        4.97e-01, 3.20e+01],\n",
      "       [6.00e+00, 9.20e+01, 6.20e+01, 3.20e+01, 1.26e+02, 3.20e+01,\n",
      "        8.50e-02, 4.60e+01],\n",
      "       [3.00e+00, 7.80e+01, 7.00e+01, 0.00e+00, 0.00e+00, 3.25e+01,\n",
      "        2.70e-01, 3.90e+01],\n",
      "       [0.00e+00, 6.70e+01, 7.60e+01, 0.00e+00, 0.00e+00, 4.53e+01,\n",
      "        1.94e-01, 4.60e+01],\n",
      "       [4.00e+00, 9.00e+01, 8.80e+01, 4.70e+01, 5.40e+01, 3.77e+01,\n",
      "        3.62e-01, 2.90e+01],\n",
      "       [4.00e+00, 9.00e+01, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e+01,\n",
      "        6.10e-01, 3.10e+01],\n",
      "       [6.00e+00, 9.80e+01, 5.80e+01, 3.30e+01, 1.90e+02, 3.40e+01,\n",
      "        4.30e-01, 4.30e+01],\n",
      "       [1.00e+01, 6.80e+01, 1.06e+02, 2.30e+01, 4.90e+01, 3.55e+01,\n",
      "        2.85e-01, 4.70e+01],\n",
      "       [8.00e+00, 9.10e+01, 8.20e+01, 0.00e+00, 0.00e+00, 3.56e+01,\n",
      "        5.87e-01, 6.80e+01],\n",
      "       [5.00e+00, 9.70e+01, 7.60e+01, 2.70e+01, 0.00e+00, 3.56e+01,\n",
      "        3.78e-01, 5.20e+01],\n",
      "       [4.00e+00, 8.30e+01, 8.60e+01, 1.90e+01, 0.00e+00, 2.93e+01,\n",
      "        3.17e-01, 3.40e+01],\n",
      "       [8.00e+00, 6.50e+01, 7.20e+01, 2.30e+01, 0.00e+00, 3.20e+01,\n",
      "        6.00e-01, 4.20e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0])\n",
      "    │   │           ├── AnyNode(id='c63', rule=None, split_column=None, split_value=None, value=[3.0, 9.0], x=array([[8.00e+00, 9.90e+01, 8.40e+01, 0.00e+00, 0.00e+00, 3.54e+01,\n",
      "        3.88e-01, 5.00e+01],\n",
      "       [5.00e+00, 9.90e+01, 7.40e+01, 2.70e+01, 0.00e+00, 2.90e+01,\n",
      "        2.03e-01, 3.20e+01],\n",
      "       [8.00e+00, 9.50e+01, 7.20e+01, 0.00e+00, 0.00e+00, 3.68e+01,\n",
      "        4.85e-01, 5.70e+01],\n",
      "       [5.00e+00, 9.90e+01, 5.40e+01, 2.80e+01, 8.30e+01, 3.40e+01,\n",
      "        4.99e-01, 3.00e+01],\n",
      "       [4.00e+00, 9.50e+01, 6.40e+01, 0.00e+00, 0.00e+00, 3.20e+01,\n",
      "        1.61e-01, 3.10e+01],\n",
      "       [1.00e+00, 9.50e+01, 8.20e+01, 2.50e+01, 1.80e+02, 3.50e+01,\n",
      "        2.33e-01, 4.30e+01],\n",
      "       [4.00e+00, 9.90e+01, 6.80e+01, 3.80e+01, 0.00e+00, 3.28e+01,\n",
      "        1.45e-01, 3.30e+01],\n",
      "       [3.00e+00, 9.60e+01, 7.80e+01, 3.90e+01, 0.00e+00, 3.73e+01,\n",
      "        2.38e-01, 4.00e+01],\n",
      "       [1.00e+00, 9.70e+01, 7.00e+01, 4.00e+01, 0.00e+00, 3.81e+01,\n",
      "        2.18e-01, 3.00e+01],\n",
      "       [6.00e+00, 9.90e+01, 6.00e+01, 1.90e+01, 5.40e+01, 2.69e+01,\n",
      "        4.97e-01, 3.20e+01],\n",
      "       [6.00e+00, 9.80e+01, 5.80e+01, 3.30e+01, 1.90e+02, 3.40e+01,\n",
      "        4.30e-01, 4.30e+01],\n",
      "       [5.00e+00, 9.70e+01, 7.60e+01, 2.70e+01, 0.00e+00, 3.56e+01,\n",
      "        3.78e-01, 5.20e+01]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "    │   │           └── AnyNode(id='c64', rule='X3 <= 30.50000', split_column=3, split_value=30.5, value=[2.0, 30.0], x=array([[1.00e+00, 8.50e+01, 6.60e+01, 2.90e+01, 0.00e+00, 2.66e+01,\n",
      "        3.51e-01, 3.10e+01],\n",
      "       [7.00e+00, 6.20e+01, 7.80e+01, 0.00e+00, 0.00e+00, 3.26e+01,\n",
      "        3.91e-01, 4.10e+01],\n",
      "       [7.00e+00, 8.10e+01, 7.80e+01, 4.00e+01, 4.80e+01, 4.67e+01,\n",
      "        2.61e-01, 4.20e+01],\n",
      "       [8.00e+00, 8.40e+01, 7.40e+01, 3.10e+01, 0.00e+00, 3.83e+01,\n",
      "        4.57e-01, 3.90e+01],\n",
      "       [9.00e+00, 5.70e+01, 8.00e+01, 3.70e+01, 0.00e+00, 3.28e+01,\n",
      "        9.60e-02, 4.10e+01],\n",
      "       [2.00e+00, 7.50e+01, 6.40e+01, 2.40e+01, 5.50e+01, 2.97e+01,\n",
      "        3.70e-01, 3.30e+01],\n",
      "       [6.00e+00, 8.50e+01, 7.80e+01, 0.00e+00, 0.00e+00, 3.12e+01,\n",
      "        3.82e-01, 4.20e+01],\n",
      "       [5.00e+00, 7.70e+01, 8.20e+01, 4.10e+01, 4.20e+01, 3.58e+01,\n",
      "        1.56e-01, 3.50e+01],\n",
      "       [5.00e+00, 0.00e+00, 8.00e+01, 3.20e+01, 0.00e+00, 4.10e+01,\n",
      "        3.46e-01, 3.70e+01],\n",
      "       [4.00e+00, 9.20e+01, 8.00e+01, 0.00e+00, 0.00e+00, 4.22e+01,\n",
      "        2.37e-01, 2.90e+01],\n",
      "       [3.00e+00, 6.10e+01, 8.20e+01, 2.80e+01, 0.00e+00, 3.44e+01,\n",
      "        2.43e-01, 4.60e+01],\n",
      "       [1.20e+01, 8.80e+01, 7.40e+01, 4.00e+01, 5.40e+01, 3.53e+01,\n",
      "        3.78e-01, 4.80e+01],\n",
      "       [9.00e+00, 7.20e+01, 7.80e+01, 2.50e+01, 0.00e+00, 3.16e+01,\n",
      "        2.80e-01, 3.80e+01],\n",
      "       [3.00e+00, 8.90e+01, 7.40e+01, 1.60e+01, 8.50e+01, 3.04e+01,\n",
      "        5.51e-01, 3.80e+01],\n",
      "       [8.00e+00, 7.40e+01, 7.00e+01, 4.00e+01, 4.90e+01, 3.53e+01,\n",
      "        7.05e-01, 3.90e+01],\n",
      "       [5.00e+00, 8.80e+01, 7.80e+01, 3.00e+01, 0.00e+00, 2.76e+01,\n",
      "        2.58e-01, 3.70e+01],\n",
      "       [2.00e+00, 8.90e+01, 9.00e+01, 3.00e+01, 0.00e+00, 3.35e+01,\n",
      "        2.92e-01, 4.20e+01],\n",
      "       [1.00e+01, 7.50e+01, 8.20e+01, 0.00e+00, 0.00e+00, 3.33e+01,\n",
      "        2.63e-01, 3.80e+01],\n",
      "       [1.20e+01, 8.40e+01, 7.20e+01, 3.10e+01, 0.00e+00, 2.97e+01,\n",
      "        2.97e-01, 4.60e+01],\n",
      "       [1.30e+01, 7.60e+01, 6.00e+01, 0.00e+00, 0.00e+00, 3.28e+01,\n",
      "        1.80e-01, 4.10e+01],\n",
      "       [6.00e+00, 9.10e+01, 0.00e+00, 0.00e+00, 0.00e+00, 2.98e+01,\n",
      "        5.01e-01, 3.10e+01],\n",
      "       [1.00e+00, 8.80e+01, 7.80e+01, 2.90e+01, 7.60e+01, 3.20e+01,\n",
      "        3.65e-01, 2.90e+01],\n",
      "       [1.10e+01, 8.50e+01, 7.40e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        3.00e-01, 3.50e+01],\n",
      "       [6.00e+00, 9.20e+01, 6.20e+01, 3.20e+01, 1.26e+02, 3.20e+01,\n",
      "        8.50e-02, 4.60e+01],\n",
      "       [3.00e+00, 7.80e+01, 7.00e+01, 0.00e+00, 0.00e+00, 3.25e+01,\n",
      "        2.70e-01, 3.90e+01],\n",
      "       [0.00e+00, 6.70e+01, 7.60e+01, 0.00e+00, 0.00e+00, 4.53e+01,\n",
      "        1.94e-01, 4.60e+01],\n",
      "       [4.00e+00, 9.00e+01, 8.80e+01, 4.70e+01, 5.40e+01, 3.77e+01,\n",
      "        3.62e-01, 2.90e+01],\n",
      "       [4.00e+00, 9.00e+01, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e+01,\n",
      "        6.10e-01, 3.10e+01],\n",
      "       [1.00e+01, 6.80e+01, 1.06e+02, 2.30e+01, 4.90e+01, 3.55e+01,\n",
      "        2.85e-01, 4.70e+01],\n",
      "       [8.00e+00, 9.10e+01, 8.20e+01, 0.00e+00, 0.00e+00, 3.56e+01,\n",
      "        5.87e-01, 6.80e+01],\n",
      "       [4.00e+00, 8.30e+01, 8.60e+01, 1.90e+01, 0.00e+00, 2.93e+01,\n",
      "        3.17e-01, 3.40e+01],\n",
      "       [8.00e+00, 6.50e+01, 7.20e+01, 2.30e+01, 0.00e+00, 3.20e+01,\n",
      "        6.00e-01, 4.20e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │   │               ├── AnyNode(id='c85', rule=None, split_column=None, split_value=None, value=[2.0, 8.0], x=array([[7.00e+00, 8.10e+01, 7.80e+01, 4.00e+01, 4.80e+01, 4.67e+01,\n",
      "        2.61e-01, 4.20e+01],\n",
      "       [8.00e+00, 8.40e+01, 7.40e+01, 3.10e+01, 0.00e+00, 3.83e+01,\n",
      "        4.57e-01, 3.90e+01],\n",
      "       [9.00e+00, 5.70e+01, 8.00e+01, 3.70e+01, 0.00e+00, 3.28e+01,\n",
      "        9.60e-02, 4.10e+01],\n",
      "       [5.00e+00, 7.70e+01, 8.20e+01, 4.10e+01, 4.20e+01, 3.58e+01,\n",
      "        1.56e-01, 3.50e+01],\n",
      "       [5.00e+00, 0.00e+00, 8.00e+01, 3.20e+01, 0.00e+00, 4.10e+01,\n",
      "        3.46e-01, 3.70e+01],\n",
      "       [1.20e+01, 8.80e+01, 7.40e+01, 4.00e+01, 5.40e+01, 3.53e+01,\n",
      "        3.78e-01, 4.80e+01],\n",
      "       [8.00e+00, 7.40e+01, 7.00e+01, 4.00e+01, 4.90e+01, 3.53e+01,\n",
      "        7.05e-01, 3.90e+01],\n",
      "       [1.20e+01, 8.40e+01, 7.20e+01, 3.10e+01, 0.00e+00, 2.97e+01,\n",
      "        2.97e-01, 4.60e+01],\n",
      "       [6.00e+00, 9.20e+01, 6.20e+01, 3.20e+01, 1.26e+02, 3.20e+01,\n",
      "        8.50e-02, 4.60e+01],\n",
      "       [4.00e+00, 9.00e+01, 8.80e+01, 4.70e+01, 5.40e+01, 3.77e+01,\n",
      "        3.62e-01, 2.90e+01]]), y=[0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0])\n",
      "    │   │               └── AnyNode(id='c86', rule=None, split_column=None, split_value=None, value=[0.0, 22.0], x=array([[  1.   ,  85.   ,  66.   ,  29.   ,   0.   ,  26.6  ,   0.351,\n",
      "         31.   ],\n",
      "       [  7.   ,  62.   ,  78.   ,   0.   ,   0.   ,  32.6  ,   0.391,\n",
      "         41.   ],\n",
      "       [  2.   ,  75.   ,  64.   ,  24.   ,  55.   ,  29.7  ,   0.37 ,\n",
      "         33.   ],\n",
      "       [  6.   ,  85.   ,  78.   ,   0.   ,   0.   ,  31.2  ,   0.382,\n",
      "         42.   ],\n",
      "       [  4.   ,  92.   ,  80.   ,   0.   ,   0.   ,  42.2  ,   0.237,\n",
      "         29.   ],\n",
      "       [  3.   ,  61.   ,  82.   ,  28.   ,   0.   ,  34.4  ,   0.243,\n",
      "         46.   ],\n",
      "       [  9.   ,  72.   ,  78.   ,  25.   ,   0.   ,  31.6  ,   0.28 ,\n",
      "         38.   ],\n",
      "       [  3.   ,  89.   ,  74.   ,  16.   ,  85.   ,  30.4  ,   0.551,\n",
      "         38.   ],\n",
      "       [  5.   ,  88.   ,  78.   ,  30.   ,   0.   ,  27.6  ,   0.258,\n",
      "         37.   ],\n",
      "       [  2.   ,  89.   ,  90.   ,  30.   ,   0.   ,  33.5  ,   0.292,\n",
      "         42.   ],\n",
      "       [ 10.   ,  75.   ,  82.   ,   0.   ,   0.   ,  33.3  ,   0.263,\n",
      "         38.   ],\n",
      "       [ 13.   ,  76.   ,  60.   ,   0.   ,   0.   ,  32.8  ,   0.18 ,\n",
      "         41.   ],\n",
      "       [  6.   ,  91.   ,   0.   ,   0.   ,   0.   ,  29.8  ,   0.501,\n",
      "         31.   ],\n",
      "       [  1.   ,  88.   ,  78.   ,  29.   ,  76.   ,  32.   ,   0.365,\n",
      "         29.   ],\n",
      "       [ 11.   ,  85.   ,  74.   ,   0.   ,   0.   ,  30.1  ,   0.3  ,\n",
      "         35.   ],\n",
      "       [  3.   ,  78.   ,  70.   ,   0.   ,   0.   ,  32.5  ,   0.27 ,\n",
      "         39.   ],\n",
      "       [  0.   ,  67.   ,  76.   ,   0.   ,   0.   ,  45.3  ,   0.194,\n",
      "         46.   ],\n",
      "       [  4.   ,  90.   ,   0.   ,   0.   ,   0.   ,  28.   ,   0.61 ,\n",
      "         31.   ],\n",
      "       [ 10.   ,  68.   , 106.   ,  23.   ,  49.   ,  35.5  ,   0.285,\n",
      "         47.   ],\n",
      "       [  8.   ,  91.   ,  82.   ,   0.   ,   0.   ,  35.6  ,   0.587,\n",
      "         68.   ],\n",
      "       [  4.   ,  83.   ,  86.   ,  19.   ,   0.   ,  29.3  ,   0.317,\n",
      "         34.   ],\n",
      "       [  8.   ,  65.   ,  72.   ,  23.   ,   0.   ,  32.   ,   0.6  ,\n",
      "         42.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │   └── AnyNode(id='c12', rule='X5 <= 21.25000', split_column=5, split_value=21.25, value=[2.0, 39.0], x=array([[5.000e+00, 1.160e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        2.010e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.250e+02, 9.600e+01, 0.000e+00, 0.000e+00, 0.000e+00,\n",
      "        2.320e-01, 5.400e+01],\n",
      "       [4.000e+00, 1.030e+02, 6.000e+01, 3.300e+01, 1.920e+02, 2.400e+01,\n",
      "        9.660e-01, 3.300e+01],\n",
      "       [7.000e+00, 1.060e+02, 9.200e+01, 1.800e+01, 0.000e+00, 2.270e+01,\n",
      "        2.350e-01, 4.800e+01],\n",
      "       [5.000e+00, 8.800e+01, 6.600e+01, 2.100e+01, 2.300e+01, 2.440e+01,\n",
      "        3.420e-01, 3.000e+01],\n",
      "       [5.000e+00, 4.400e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.500e+01,\n",
      "        5.870e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.140e+02, 6.500e+01, 0.000e+00, 0.000e+00, 2.190e+01,\n",
      "        4.320e-01, 3.700e+01],\n",
      "       [6.000e+00, 8.700e+01, 8.000e+01, 0.000e+00, 0.000e+00, 2.320e+01,\n",
      "        8.400e-02, 3.200e+01],\n",
      "       [8.000e+00, 8.500e+01, 5.500e+01, 2.000e+01, 0.000e+00, 2.440e+01,\n",
      "        1.360e-01, 4.200e+01],\n",
      "       [7.000e+00, 1.190e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.520e+01,\n",
      "        2.090e-01, 3.700e+01],\n",
      "       [3.000e+00, 1.220e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.300e+01,\n",
      "        2.540e-01, 4.000e+01],\n",
      "       [5.000e+00, 1.140e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.490e+01,\n",
      "        7.440e-01, 5.700e+01],\n",
      "       [8.000e+00, 1.120e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.360e+01,\n",
      "        8.400e-01, 5.800e+01],\n",
      "       [6.000e+00, 8.000e+01, 6.600e+01, 3.000e+01, 0.000e+00, 2.620e+01,\n",
      "        3.130e-01, 4.100e+01],\n",
      "       [3.000e+00, 9.900e+01, 8.000e+01, 1.100e+01, 6.400e+01, 1.930e+01,\n",
      "        2.840e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.180e+02, 7.200e+01, 1.900e+01, 0.000e+00, 2.310e+01,\n",
      "        1.476e+00, 4.600e+01],\n",
      "       [1.200e+01, 1.060e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.360e+01,\n",
      "        1.370e-01, 4.400e+01],\n",
      "       [1.000e+00, 9.500e+01, 7.400e+01, 2.100e+01, 7.300e+01, 2.590e+01,\n",
      "        6.730e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.160e+02, 7.200e+01, 1.200e+01, 8.700e+01, 2.210e+01,\n",
      "        4.630e-01, 3.700e+01],\n",
      "       [3.000e+00, 9.600e+01, 5.600e+01, 3.400e+01, 1.150e+02, 2.470e+01,\n",
      "        9.440e-01, 3.900e+01],\n",
      "       [1.000e+00, 9.000e+01, 6.800e+01, 8.000e+00, 0.000e+00, 2.450e+01,\n",
      "        1.138e+00, 3.600e+01],\n",
      "       [2.000e+00, 1.190e+02, 0.000e+00, 0.000e+00, 0.000e+00, 1.960e+01,\n",
      "        8.320e-01, 7.200e+01],\n",
      "       [9.000e+00, 1.200e+02, 7.200e+01, 2.200e+01, 5.600e+01, 2.080e+01,\n",
      "        7.330e-01, 4.800e+01],\n",
      "       [1.000e+01, 1.150e+02, 9.800e+01, 0.000e+00, 0.000e+00, 2.400e+01,\n",
      "        1.022e+00, 3.400e+01],\n",
      "       [7.000e+00, 1.140e+02, 7.600e+01, 1.700e+01, 1.100e+02, 2.380e+01,\n",
      "        4.660e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.260e+02, 7.400e+01, 3.800e+01, 7.500e+01, 2.590e+01,\n",
      "        1.620e-01, 3.900e+01],\n",
      "       [5.000e+00, 1.100e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.600e+01,\n",
      "        2.920e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.200e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.500e+01,\n",
      "        4.090e-01, 6.400e+01],\n",
      "       [9.000e+00, 9.100e+01, 6.800e+01, 0.000e+00, 0.000e+00, 2.420e+01,\n",
      "        2.000e-01, 5.800e+01],\n",
      "       [0.000e+00, 1.110e+02, 6.500e+01, 0.000e+00, 0.000e+00, 2.460e+01,\n",
      "        6.600e-01, 3.100e+01],\n",
      "       [0.000e+00, 5.700e+01, 6.000e+01, 0.000e+00, 0.000e+00, 2.170e+01,\n",
      "        7.350e-01, 6.700e+01],\n",
      "       [7.000e+00, 1.240e+02, 7.000e+01, 3.300e+01, 2.150e+02, 2.550e+01,\n",
      "        1.610e-01, 3.700e+01],\n",
      "       [6.000e+00, 1.080e+02, 4.400e+01, 2.000e+01, 1.300e+02, 2.400e+01,\n",
      "        8.130e-01, 3.500e+01],\n",
      "       [6.000e+00, 1.030e+02, 6.600e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        2.490e-01, 2.900e+01],\n",
      "       [1.000e+01, 9.200e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.670e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.070e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.460e+01,\n",
      "        8.560e-01, 3.400e+01],\n",
      "       [1.000e+01, 1.150e+02, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
      "        2.610e-01, 3.000e+01],\n",
      "       [1.000e+01, 9.400e+01, 7.200e+01, 1.800e+01, 0.000e+00, 2.310e+01,\n",
      "        5.950e-01, 5.600e+01],\n",
      "       [2.000e+00, 1.050e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        5.600e-01, 5.300e+01],\n",
      "       [9.000e+00, 8.900e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.250e+01,\n",
      "        1.420e-01, 3.300e+01],\n",
      "       [5.000e+00, 1.210e+02, 7.200e+01, 2.300e+01, 1.120e+02, 2.620e+01,\n",
      "        2.450e-01, 3.000e+01]]), y=[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │       ├── AnyNode(id='c25', rule=None, split_column=None, split_value=None, value=[0.0, 36.0], x=array([[5.000e+00, 1.160e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.560e+01,\n",
      "        2.010e-01, 3.000e+01],\n",
      "       [4.000e+00, 1.030e+02, 6.000e+01, 3.300e+01, 1.920e+02, 2.400e+01,\n",
      "        9.660e-01, 3.300e+01],\n",
      "       [7.000e+00, 1.060e+02, 9.200e+01, 1.800e+01, 0.000e+00, 2.270e+01,\n",
      "        2.350e-01, 4.800e+01],\n",
      "       [5.000e+00, 8.800e+01, 6.600e+01, 2.100e+01, 2.300e+01, 2.440e+01,\n",
      "        3.420e-01, 3.000e+01],\n",
      "       [5.000e+00, 4.400e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.500e+01,\n",
      "        5.870e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.140e+02, 6.500e+01, 0.000e+00, 0.000e+00, 2.190e+01,\n",
      "        4.320e-01, 3.700e+01],\n",
      "       [6.000e+00, 8.700e+01, 8.000e+01, 0.000e+00, 0.000e+00, 2.320e+01,\n",
      "        8.400e-02, 3.200e+01],\n",
      "       [8.000e+00, 8.500e+01, 5.500e+01, 2.000e+01, 0.000e+00, 2.440e+01,\n",
      "        1.360e-01, 4.200e+01],\n",
      "       [7.000e+00, 1.190e+02, 0.000e+00, 0.000e+00, 0.000e+00, 2.520e+01,\n",
      "        2.090e-01, 3.700e+01],\n",
      "       [3.000e+00, 1.220e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.300e+01,\n",
      "        2.540e-01, 4.000e+01],\n",
      "       [5.000e+00, 1.140e+02, 7.400e+01, 0.000e+00, 0.000e+00, 2.490e+01,\n",
      "        7.440e-01, 5.700e+01],\n",
      "       [8.000e+00, 1.120e+02, 7.200e+01, 0.000e+00, 0.000e+00, 2.360e+01,\n",
      "        8.400e-01, 5.800e+01],\n",
      "       [6.000e+00, 8.000e+01, 6.600e+01, 3.000e+01, 0.000e+00, 2.620e+01,\n",
      "        3.130e-01, 4.100e+01],\n",
      "       [8.000e+00, 1.180e+02, 7.200e+01, 1.900e+01, 0.000e+00, 2.310e+01,\n",
      "        1.476e+00, 4.600e+01],\n",
      "       [1.200e+01, 1.060e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.360e+01,\n",
      "        1.370e-01, 4.400e+01],\n",
      "       [1.000e+00, 9.500e+01, 7.400e+01, 2.100e+01, 7.300e+01, 2.590e+01,\n",
      "        6.730e-01, 3.600e+01],\n",
      "       [4.000e+00, 1.160e+02, 7.200e+01, 1.200e+01, 8.700e+01, 2.210e+01,\n",
      "        4.630e-01, 3.700e+01],\n",
      "       [3.000e+00, 9.600e+01, 5.600e+01, 3.400e+01, 1.150e+02, 2.470e+01,\n",
      "        9.440e-01, 3.900e+01],\n",
      "       [1.000e+00, 9.000e+01, 6.800e+01, 8.000e+00, 0.000e+00, 2.450e+01,\n",
      "        1.138e+00, 3.600e+01],\n",
      "       [1.000e+01, 1.150e+02, 9.800e+01, 0.000e+00, 0.000e+00, 2.400e+01,\n",
      "        1.022e+00, 3.400e+01],\n",
      "       [7.000e+00, 1.140e+02, 7.600e+01, 1.700e+01, 1.100e+02, 2.380e+01,\n",
      "        4.660e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.260e+02, 7.400e+01, 3.800e+01, 7.500e+01, 2.590e+01,\n",
      "        1.620e-01, 3.900e+01],\n",
      "       [5.000e+00, 1.100e+02, 6.800e+01, 0.000e+00, 0.000e+00, 2.600e+01,\n",
      "        2.920e-01, 3.000e+01],\n",
      "       [8.000e+00, 1.200e+02, 7.800e+01, 0.000e+00, 0.000e+00, 2.500e+01,\n",
      "        4.090e-01, 6.400e+01],\n",
      "       [9.000e+00, 9.100e+01, 6.800e+01, 0.000e+00, 0.000e+00, 2.420e+01,\n",
      "        2.000e-01, 5.800e+01],\n",
      "       [0.000e+00, 1.110e+02, 6.500e+01, 0.000e+00, 0.000e+00, 2.460e+01,\n",
      "        6.600e-01, 3.100e+01],\n",
      "       [0.000e+00, 5.700e+01, 6.000e+01, 0.000e+00, 0.000e+00, 2.170e+01,\n",
      "        7.350e-01, 6.700e+01],\n",
      "       [7.000e+00, 1.240e+02, 7.000e+01, 3.300e+01, 2.150e+02, 2.550e+01,\n",
      "        1.610e-01, 3.700e+01],\n",
      "       [6.000e+00, 1.080e+02, 4.400e+01, 2.000e+01, 1.300e+02, 2.400e+01,\n",
      "        8.130e-01, 3.500e+01],\n",
      "       [6.000e+00, 1.030e+02, 6.600e+01, 0.000e+00, 0.000e+00, 2.430e+01,\n",
      "        2.490e-01, 2.900e+01],\n",
      "       [1.000e+01, 9.200e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.590e+01,\n",
      "        1.670e-01, 3.100e+01],\n",
      "       [8.000e+00, 1.070e+02, 8.000e+01, 0.000e+00, 0.000e+00, 2.460e+01,\n",
      "        8.560e-01, 3.400e+01],\n",
      "       [1.000e+01, 9.400e+01, 7.200e+01, 1.800e+01, 0.000e+00, 2.310e+01,\n",
      "        5.950e-01, 5.600e+01],\n",
      "       [2.000e+00, 1.050e+02, 7.500e+01, 0.000e+00, 0.000e+00, 2.330e+01,\n",
      "        5.600e-01, 5.300e+01],\n",
      "       [9.000e+00, 8.900e+01, 6.200e+01, 0.000e+00, 0.000e+00, 2.250e+01,\n",
      "        1.420e-01, 3.300e+01],\n",
      "       [5.000e+00, 1.210e+02, 7.200e+01, 2.300e+01, 1.120e+02, 2.620e+01,\n",
      "        2.450e-01, 3.000e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "    │       └── AnyNode(id='c26', rule=None, split_column=None, split_value=None, value=[2.0, 3.0], x=array([[  8.   , 125.   ,  96.   ,   0.   ,   0.   ,   0.   ,   0.232,\n",
      "         54.   ],\n",
      "       [  3.   ,  99.   ,  80.   ,  11.   ,  64.   ,  19.3  ,   0.284,\n",
      "         30.   ],\n",
      "       [  2.   , 119.   ,   0.   ,   0.   ,   0.   ,  19.6  ,   0.832,\n",
      "         72.   ],\n",
      "       [  9.   , 120.   ,  72.   ,  22.   ,  56.   ,  20.8  ,   0.733,\n",
      "         48.   ],\n",
      "       [ 10.   , 115.   ,   0.   ,   0.   ,   0.   ,   0.   ,   0.261,\n",
      "         30.   ]]), y=[1.0, 0.0, 0.0, 0.0, 1.0])\n",
      "    └── AnyNode(id='c6', rule='X5 <= 30.95000', split_column=5, split_value=30.95, value=[23.0, 248.0], x=array([[  1.   ,  89.   ,  66.   , ...,  28.1  ,   0.167,  21.   ],\n",
      "       [  3.   ,  78.   ,  50.   , ...,  31.   ,   0.248,  26.   ],\n",
      "       [  3.   , 126.   ,  88.   , ...,  39.3  ,   0.704,  27.   ],\n",
      "       ...,\n",
      "       [  2.   ,  88.   ,  58.   , ...,  28.4  ,   0.766,  22.   ],\n",
      "       [  2.   , 122.   ,  70.   , ...,  36.8  ,   0.34 ,  27.   ],\n",
      "       [  1.   ,  93.   ,  70.   , ...,  30.4  ,   0.315,  23.   ]]), y=[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        ├── AnyNode(id='c13', rule='X2 <= 53.00000', split_column=2, split_value=53.0, value=[21.0, 99.0], x=array([[3.000e+00, 7.800e+01, 5.000e+01, 3.200e+01, 8.800e+01, 3.100e+01,\n",
      "        2.480e-01, 2.600e+01],\n",
      "       [3.000e+00, 1.260e+02, 8.800e+01, 4.100e+01, 2.350e+02, 3.930e+01,\n",
      "        7.040e-01, 2.700e+01],\n",
      "       [2.000e+00, 9.000e+01, 6.800e+01, 4.200e+01, 0.000e+00, 3.820e+01,\n",
      "        5.030e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.050e+02, 6.400e+01, 4.100e+01, 1.420e+02, 4.150e+01,\n",
      "        1.730e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.000e+02, 6.600e+01, 2.000e+01, 9.000e+01, 3.290e+01,\n",
      "        8.670e-01, 2.800e+01],\n",
      "       [1.000e+00, 7.900e+01, 7.500e+01, 3.000e+01, 0.000e+00, 3.200e+01,\n",
      "        3.960e-01, 2.200e+01],\n",
      "       [5.000e+00, 9.500e+01, 7.200e+01, 3.300e+01, 0.000e+00, 3.770e+01,\n",
      "        3.700e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.100e+02, 7.400e+01, 2.900e+01, 1.250e+02, 3.240e+01,\n",
      "        6.980e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.000e+02, 6.800e+01, 2.500e+01, 7.100e+01, 3.850e+01,\n",
      "        3.240e-01, 2.600e+01],\n",
      "       [2.000e+00, 9.200e+01, 6.200e+01, 2.800e+01, 0.000e+00, 3.160e+01,\n",
      "        1.300e-01, 2.400e+01],\n",
      "       [2.000e+00, 8.500e+01, 6.500e+01, 0.000e+00, 0.000e+00, 3.960e+01,\n",
      "        9.300e-01, 2.700e+01],\n",
      "       [3.000e+00, 8.300e+01, 5.800e+01, 3.100e+01, 1.800e+01, 3.430e+01,\n",
      "        3.360e-01, 2.500e+01],\n",
      "       [0.000e+00, 9.500e+01, 8.500e+01, 2.500e+01, 3.600e+01, 3.740e+01,\n",
      "        2.470e-01, 2.400e+01],\n",
      "       [1.000e+00, 8.900e+01, 7.600e+01, 3.400e+01, 3.700e+01, 3.120e+01,\n",
      "        1.920e-01, 2.300e+01],\n",
      "       [4.000e+00, 7.600e+01, 6.200e+01, 0.000e+00, 0.000e+00, 3.400e+01,\n",
      "        3.910e-01, 2.500e+01],\n",
      "       [5.000e+00, 7.800e+01, 4.800e+01, 0.000e+00, 0.000e+00, 3.370e+01,\n",
      "        6.540e-01, 2.500e+01],\n",
      "       [6.000e+00, 1.110e+02, 6.400e+01, 3.900e+01, 0.000e+00, 3.420e+01,\n",
      "        2.600e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.070e+02, 7.400e+01, 3.000e+01, 1.000e+02, 3.360e+01,\n",
      "        4.040e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.130e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        2.780e-01, 2.300e+01],\n",
      "       [1.000e+00, 8.800e+01, 3.000e+01, 4.200e+01, 9.900e+01, 5.500e+01,\n",
      "        4.960e-01, 2.600e+01],\n",
      "       [1.000e+00, 1.180e+02, 5.800e+01, 3.600e+01, 9.400e+01, 3.330e+01,\n",
      "        2.610e-01, 2.300e+01],\n",
      "       [5.000e+00, 1.050e+02, 7.200e+01, 2.900e+01, 3.250e+02, 3.690e+01,\n",
      "        1.590e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.080e+02, 5.200e+01, 2.600e+01, 6.300e+01, 3.250e+01,\n",
      "        3.180e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.140e+02, 8.000e+01, 3.400e+01, 2.850e+02, 4.420e+01,\n",
      "        1.670e-01, 2.700e+01],\n",
      "       [1.000e+00, 7.900e+01, 6.000e+01, 4.200e+01, 4.800e+01, 4.350e+01,\n",
      "        6.780e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.190e+02, 6.400e+01, 1.800e+01, 9.200e+01, 3.490e+01,\n",
      "        7.250e-01, 2.300e+01],\n",
      "       [4.000e+00, 1.090e+02, 6.400e+01, 4.400e+01, 9.900e+01, 3.480e+01,\n",
      "        9.050e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.130e+02, 8.000e+01, 1.600e+01, 0.000e+00, 3.100e+01,\n",
      "        8.740e-01, 2.100e+01],\n",
      "       [1.000e+00, 9.600e+01, 6.400e+01, 2.700e+01, 8.700e+01, 3.320e+01,\n",
      "        2.890e-01, 2.100e+01],\n",
      "       [5.000e+00, 1.090e+02, 6.200e+01, 4.100e+01, 1.290e+02, 3.580e+01,\n",
      "        5.140e-01, 2.500e+01],\n",
      "       [1.000e+00, 8.700e+01, 7.800e+01, 2.700e+01, 3.200e+01, 3.460e+01,\n",
      "        1.010e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.010e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.570e+01,\n",
      "        1.980e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.170e+02, 8.000e+01, 3.100e+01, 5.300e+01, 4.520e+01,\n",
      "        8.900e-02, 2.400e+01],\n",
      "       [4.000e+00, 9.100e+01, 7.000e+01, 3.200e+01, 8.800e+01, 3.310e+01,\n",
      "        4.460e-01, 2.200e+01],\n",
      "       [0.000e+00, 8.600e+01, 6.800e+01, 3.200e+01, 0.000e+00, 3.580e+01,\n",
      "        2.380e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.130e+02, 6.400e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        5.430e-01, 2.100e+01],\n",
      "       [4.000e+00, 9.500e+01, 7.000e+01, 3.200e+01, 0.000e+00, 3.210e+01,\n",
      "        6.120e-01, 2.400e+01],\n",
      "       [1.000e+00, 7.100e+01, 7.800e+01, 5.000e+01, 4.500e+01, 3.320e+01,\n",
      "        4.220e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.000e+02, 7.000e+01, 5.200e+01, 5.700e+01, 4.050e+01,\n",
      "        6.770e-01, 2.500e+01],\n",
      "       [0.000e+00, 7.800e+01, 8.800e+01, 2.900e+01, 4.000e+01, 3.690e+01,\n",
      "        4.340e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.070e+02, 6.200e+01, 3.000e+01, 7.400e+01, 3.660e+01,\n",
      "        7.570e-01, 2.500e+01],\n",
      "       [5.000e+00, 1.150e+02, 9.800e+01, 0.000e+00, 0.000e+00, 5.290e+01,\n",
      "        2.090e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.060e+02, 7.000e+01, 3.700e+01, 1.480e+02, 3.940e+01,\n",
      "        6.050e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.120e+02, 6.800e+01, 2.200e+01, 9.400e+01, 3.410e+01,\n",
      "        3.150e-01, 2.600e+01],\n",
      "       [3.000e+00, 1.150e+02, 6.600e+01, 3.900e+01, 1.400e+02, 3.810e+01,\n",
      "        1.500e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.120e+02, 7.400e+01, 3.000e+01, 0.000e+00, 3.160e+01,\n",
      "        1.970e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.120e+02, 7.500e+01, 3.200e+01, 0.000e+00, 3.570e+01,\n",
      "        1.480e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.020e+02, 8.600e+01, 3.600e+01, 1.200e+02, 4.550e+01,\n",
      "        1.270e-01, 2.300e+01],\n",
      "       [2.000e+00, 8.700e+01, 5.800e+01, 1.600e+01, 5.200e+01, 3.270e+01,\n",
      "        1.660e-01, 2.500e+01],\n",
      "       [1.000e+00, 0.000e+00, 6.800e+01, 3.500e+01, 0.000e+00, 3.200e+01,\n",
      "        3.890e-01, 2.200e+01],\n",
      "       [3.000e+00, 9.000e+01, 7.800e+01, 0.000e+00, 0.000e+00, 4.270e+01,\n",
      "        5.590e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.250e+02, 5.000e+01, 4.000e+01, 1.670e+02, 3.330e+01,\n",
      "        9.620e-01, 2.800e+01],\n",
      "       [0.000e+00, 8.400e+01, 6.400e+01, 2.200e+01, 6.600e+01, 3.580e+01,\n",
      "        5.450e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.050e+02, 5.800e+01, 4.000e+01, 9.400e+01, 3.490e+01,\n",
      "        2.250e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.220e+02, 5.200e+01, 4.300e+01, 1.580e+02, 3.620e+01,\n",
      "        8.160e-01, 2.800e+01],\n",
      "       [1.000e+00, 8.700e+01, 6.000e+01, 3.700e+01, 7.500e+01, 3.720e+01,\n",
      "        5.090e-01, 2.200e+01],\n",
      "       [3.000e+00, 1.000e+02, 6.800e+01, 2.300e+01, 8.100e+01, 3.160e+01,\n",
      "        9.490e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.230e+02, 4.800e+01, 3.200e+01, 1.650e+02, 4.210e+01,\n",
      "        5.200e-01, 2.600e+01],\n",
      "       [6.000e+00, 1.020e+02, 9.000e+01, 3.900e+01, 0.000e+00, 3.570e+01,\n",
      "        6.740e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.120e+02, 7.200e+01, 3.000e+01, 1.760e+02, 3.440e+01,\n",
      "        5.280e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.190e+02, 8.800e+01, 4.100e+01, 1.700e+02, 4.530e+01,\n",
      "        5.070e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.020e+02, 6.400e+01, 4.600e+01, 7.800e+01, 4.060e+01,\n",
      "        4.960e-01, 2.100e+01],\n",
      "       [2.000e+00, 8.300e+01, 6.600e+01, 2.300e+01, 5.000e+01, 3.220e+01,\n",
      "        4.970e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.170e+02, 6.400e+01, 2.700e+01, 1.200e+02, 3.320e+01,\n",
      "        2.300e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.500e+01, 8.000e+01, 4.500e+01, 9.200e+01, 3.650e+01,\n",
      "        3.300e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.040e+02, 6.400e+01, 3.700e+01, 6.400e+01, 3.360e+01,\n",
      "        5.100e-01, 2.200e+01],\n",
      "       [0.000e+00, 9.100e+01, 6.800e+01, 3.200e+01, 2.100e+02, 3.990e+01,\n",
      "        3.810e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.000e+02, 5.400e+01, 2.800e+01, 1.050e+02, 3.780e+01,\n",
      "        4.980e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.700e+01, 6.400e+01, 3.600e+01, 1.000e+02, 3.680e+01,\n",
      "        6.000e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.190e+02, 6.600e+01, 2.700e+01, 0.000e+00, 3.880e+01,\n",
      "        2.590e-01, 2.200e+01],\n",
      "       [0.000e+00, 8.400e+01, 8.200e+01, 3.100e+01, 1.250e+02, 3.820e+01,\n",
      "        2.330e-01, 2.300e+01],\n",
      "       [2.000e+00, 8.300e+01, 6.500e+01, 2.800e+01, 6.600e+01, 3.680e+01,\n",
      "        6.290e-01, 2.400e+01],\n",
      "       [3.000e+00, 8.400e+01, 7.200e+01, 3.200e+01, 0.000e+00, 3.720e+01,\n",
      "        2.670e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.240e+02, 8.000e+01, 3.300e+01, 1.300e+02, 3.320e+01,\n",
      "        3.050e-01, 2.600e+01],\n",
      "       [3.000e+00, 1.250e+02, 5.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        1.510e-01, 2.400e+01],\n",
      "       [0.000e+00, 1.070e+02, 7.600e+01, 0.000e+00, 0.000e+00, 4.530e+01,\n",
      "        6.860e-01, 2.400e+01],\n",
      "       [1.000e+00, 7.700e+01, 5.600e+01, 3.000e+01, 5.600e+01, 3.330e+01,\n",
      "        1.251e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.270e+02, 8.000e+01, 3.700e+01, 2.100e+02, 3.630e+01,\n",
      "        8.040e-01, 2.300e+01],\n",
      "       [4.000e+00, 8.400e+01, 9.000e+01, 2.300e+01, 5.600e+01, 3.950e+01,\n",
      "        1.590e-01, 2.500e+01],\n",
      "       [3.000e+00, 8.400e+01, 6.800e+01, 3.000e+01, 1.060e+02, 3.190e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [1.000e+00, 8.400e+01, 6.400e+01, 2.300e+01, 1.150e+02, 3.690e+01,\n",
      "        4.710e-01, 2.800e+01],\n",
      "       [1.000e+00, 8.700e+01, 6.800e+01, 3.400e+01, 7.700e+01, 3.760e+01,\n",
      "        4.010e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.100e+01, 8.000e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        6.010e-01, 2.700e+01],\n",
      "       [1.000e+00, 9.900e+01, 7.200e+01, 3.000e+01, 1.800e+01, 3.860e+01,\n",
      "        4.120e-01, 2.100e+01],\n",
      "       [2.000e+00, 9.800e+01, 6.000e+01, 1.700e+01, 1.200e+02, 3.470e+01,\n",
      "        1.980e-01, 2.200e+01],\n",
      "       [1.000e+00, 1.190e+02, 4.400e+01, 4.700e+01, 6.300e+01, 3.550e+01,\n",
      "        2.800e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.180e+02, 8.000e+01, 0.000e+00, 0.000e+00, 4.290e+01,\n",
      "        6.930e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.120e+02, 7.800e+01, 5.000e+01, 1.400e+02, 3.940e+01,\n",
      "        1.750e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.240e+02, 6.000e+01, 3.200e+01, 0.000e+00, 3.580e+01,\n",
      "        5.140e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.050e+02, 8.000e+01, 2.800e+01, 0.000e+00, 3.250e+01,\n",
      "        8.780e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.190e+02, 0.000e+00, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        1.410e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.120e+02, 8.600e+01, 4.200e+01, 1.600e+02, 3.840e+01,\n",
      "        2.460e-01, 2.800e+01],\n",
      "       [0.000e+00, 9.400e+01, 7.000e+01, 2.700e+01, 1.150e+02, 4.350e+01,\n",
      "        3.470e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.020e+02, 7.800e+01, 4.000e+01, 9.000e+01, 3.450e+01,\n",
      "        2.380e-01, 2.400e+01],\n",
      "       [2.000e+00, 9.400e+01, 7.600e+01, 1.800e+01, 6.600e+01, 3.160e+01,\n",
      "        6.490e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.170e+02, 6.000e+01, 2.300e+01, 1.060e+02, 3.380e+01,\n",
      "        4.660e-01, 2.700e+01],\n",
      "       [5.000e+00, 1.230e+02, 7.400e+01, 4.000e+01, 7.700e+01, 3.410e+01,\n",
      "        2.690e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.060e+02, 7.000e+01, 2.800e+01, 1.350e+02, 3.420e+01,\n",
      "        1.420e-01, 2.200e+01],\n",
      "       [3.000e+00, 8.000e+01, 8.200e+01, 3.100e+01, 7.000e+01, 3.420e+01,\n",
      "        1.292e+00, 2.700e+01],\n",
      "       [1.000e+00, 1.120e+02, 8.000e+01, 4.500e+01, 1.320e+02, 3.480e+01,\n",
      "        2.170e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.230e+02, 1.000e+02, 3.500e+01, 2.400e+02, 5.730e+01,\n",
      "        8.800e-01, 2.200e+01],\n",
      "       [0.000e+00, 9.300e+01, 6.000e+01, 0.000e+00, 0.000e+00, 3.530e+01,\n",
      "        2.630e-01, 2.500e+01],\n",
      "       [3.000e+00, 1.210e+02, 5.200e+01, 0.000e+00, 0.000e+00, 3.600e+01,\n",
      "        1.270e-01, 2.500e+01],\n",
      "       [0.000e+00, 9.500e+01, 6.400e+01, 3.900e+01, 1.050e+02, 4.460e+01,\n",
      "        3.660e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.250e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        5.360e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.210e+02, 7.000e+01, 3.200e+01, 9.500e+01, 3.910e+01,\n",
      "        8.860e-01, 2.300e+01],\n",
      "       [4.000e+00, 1.270e+02, 8.800e+01, 1.100e+01, 1.550e+02, 3.450e+01,\n",
      "        5.980e-01, 2.800e+01],\n",
      "       [4.000e+00, 1.180e+02, 7.000e+01, 0.000e+00, 0.000e+00, 4.450e+01,\n",
      "        9.040e-01, 2.600e+01],\n",
      "       [2.000e+00, 1.220e+02, 7.600e+01, 2.700e+01, 2.000e+02, 3.590e+01,\n",
      "        4.830e-01, 2.600e+01],\n",
      "       [6.000e+00, 8.000e+01, 8.000e+01, 3.600e+01, 0.000e+00, 3.980e+01,\n",
      "        1.770e-01, 2.800e+01],\n",
      "       [2.000e+00, 1.270e+02, 4.600e+01, 2.100e+01, 3.350e+02, 3.440e+01,\n",
      "        1.760e-01, 2.200e+01],\n",
      "       [2.000e+00, 9.300e+01, 6.400e+01, 3.200e+01, 1.600e+02, 3.800e+01,\n",
      "        6.740e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.080e+02, 6.000e+01, 4.600e+01, 1.780e+02, 3.550e+01,\n",
      "        4.150e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.140e+02, 6.600e+01, 3.600e+01, 2.000e+02, 3.810e+01,\n",
      "        2.890e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.160e+02, 7.800e+01, 2.900e+01, 1.800e+02, 3.610e+01,\n",
      "        4.960e-01, 2.500e+01],\n",
      "       [4.000e+00, 9.500e+01, 6.000e+01, 3.200e+01, 0.000e+00, 3.540e+01,\n",
      "        2.840e-01, 2.800e+01],\n",
      "       [2.000e+00, 9.900e+01, 6.000e+01, 1.700e+01, 1.600e+02, 3.660e+01,\n",
      "        4.530e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.210e+02, 7.800e+01, 3.900e+01, 7.400e+01, 3.900e+01,\n",
      "        2.610e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.060e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.750e+01,\n",
      "        1.970e-01, 2.600e+01],\n",
      "       [2.000e+00, 1.220e+02, 7.000e+01, 2.700e+01, 0.000e+00, 3.680e+01,\n",
      "        3.400e-01, 2.700e+01]]), y=[1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   ├── AnyNode(id='c27', rule='X6 <= 0.50050', split_column=6, split_value=0.5005, value=[16.0, 93.0], x=array([[3.000e+00, 1.260e+02, 8.800e+01, 4.100e+01, 2.350e+02, 3.930e+01,\n",
      "        7.040e-01, 2.700e+01],\n",
      "       [2.000e+00, 9.000e+01, 6.800e+01, 4.200e+01, 0.000e+00, 3.820e+01,\n",
      "        5.030e-01, 2.700e+01],\n",
      "       [0.000e+00, 1.050e+02, 6.400e+01, 4.100e+01, 1.420e+02, 4.150e+01,\n",
      "        1.730e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.000e+02, 6.600e+01, 2.000e+01, 9.000e+01, 3.290e+01,\n",
      "        8.670e-01, 2.800e+01],\n",
      "       [1.000e+00, 7.900e+01, 7.500e+01, 3.000e+01, 0.000e+00, 3.200e+01,\n",
      "        3.960e-01, 2.200e+01],\n",
      "       [5.000e+00, 9.500e+01, 7.200e+01, 3.300e+01, 0.000e+00, 3.770e+01,\n",
      "        3.700e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.100e+02, 7.400e+01, 2.900e+01, 1.250e+02, 3.240e+01,\n",
      "        6.980e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.000e+02, 6.800e+01, 2.500e+01, 7.100e+01, 3.850e+01,\n",
      "        3.240e-01, 2.600e+01],\n",
      "       [2.000e+00, 9.200e+01, 6.200e+01, 2.800e+01, 0.000e+00, 3.160e+01,\n",
      "        1.300e-01, 2.400e+01],\n",
      "       [2.000e+00, 8.500e+01, 6.500e+01, 0.000e+00, 0.000e+00, 3.960e+01,\n",
      "        9.300e-01, 2.700e+01],\n",
      "       [3.000e+00, 8.300e+01, 5.800e+01, 3.100e+01, 1.800e+01, 3.430e+01,\n",
      "        3.360e-01, 2.500e+01],\n",
      "       [0.000e+00, 9.500e+01, 8.500e+01, 2.500e+01, 3.600e+01, 3.740e+01,\n",
      "        2.470e-01, 2.400e+01],\n",
      "       [1.000e+00, 8.900e+01, 7.600e+01, 3.400e+01, 3.700e+01, 3.120e+01,\n",
      "        1.920e-01, 2.300e+01],\n",
      "       [4.000e+00, 7.600e+01, 6.200e+01, 0.000e+00, 0.000e+00, 3.400e+01,\n",
      "        3.910e-01, 2.500e+01],\n",
      "       [6.000e+00, 1.110e+02, 6.400e+01, 3.900e+01, 0.000e+00, 3.420e+01,\n",
      "        2.600e-01, 2.400e+01],\n",
      "       [2.000e+00, 1.070e+02, 7.400e+01, 3.000e+01, 1.000e+02, 3.360e+01,\n",
      "        4.040e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.130e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.330e+01,\n",
      "        2.780e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.180e+02, 5.800e+01, 3.600e+01, 9.400e+01, 3.330e+01,\n",
      "        2.610e-01, 2.300e+01],\n",
      "       [5.000e+00, 1.050e+02, 7.200e+01, 2.900e+01, 3.250e+02, 3.690e+01,\n",
      "        1.590e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.140e+02, 8.000e+01, 3.400e+01, 2.850e+02, 4.420e+01,\n",
      "        1.670e-01, 2.700e+01],\n",
      "       [1.000e+00, 7.900e+01, 6.000e+01, 4.200e+01, 4.800e+01, 4.350e+01,\n",
      "        6.780e-01, 2.300e+01],\n",
      "       [0.000e+00, 1.190e+02, 6.400e+01, 1.800e+01, 9.200e+01, 3.490e+01,\n",
      "        7.250e-01, 2.300e+01],\n",
      "       [4.000e+00, 1.090e+02, 6.400e+01, 4.400e+01, 9.900e+01, 3.480e+01,\n",
      "        9.050e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.130e+02, 8.000e+01, 1.600e+01, 0.000e+00, 3.100e+01,\n",
      "        8.740e-01, 2.100e+01],\n",
      "       [1.000e+00, 9.600e+01, 6.400e+01, 2.700e+01, 8.700e+01, 3.320e+01,\n",
      "        2.890e-01, 2.100e+01],\n",
      "       [5.000e+00, 1.090e+02, 6.200e+01, 4.100e+01, 1.290e+02, 3.580e+01,\n",
      "        5.140e-01, 2.500e+01],\n",
      "       [1.000e+00, 8.700e+01, 7.800e+01, 2.700e+01, 3.200e+01, 3.460e+01,\n",
      "        1.010e-01, 2.200e+01],\n",
      "       [0.000e+00, 1.010e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.570e+01,\n",
      "        1.980e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.170e+02, 8.000e+01, 3.100e+01, 5.300e+01, 4.520e+01,\n",
      "        8.900e-02, 2.400e+01],\n",
      "       [4.000e+00, 9.100e+01, 7.000e+01, 3.200e+01, 8.800e+01, 3.310e+01,\n",
      "        4.460e-01, 2.200e+01],\n",
      "       [0.000e+00, 8.600e+01, 6.800e+01, 3.200e+01, 0.000e+00, 3.580e+01,\n",
      "        2.380e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.130e+02, 6.400e+01, 3.500e+01, 0.000e+00, 3.360e+01,\n",
      "        5.430e-01, 2.100e+01],\n",
      "       [4.000e+00, 9.500e+01, 7.000e+01, 3.200e+01, 0.000e+00, 3.210e+01,\n",
      "        6.120e-01, 2.400e+01],\n",
      "       [1.000e+00, 7.100e+01, 7.800e+01, 5.000e+01, 4.500e+01, 3.320e+01,\n",
      "        4.220e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.000e+02, 7.000e+01, 5.200e+01, 5.700e+01, 4.050e+01,\n",
      "        6.770e-01, 2.500e+01],\n",
      "       [0.000e+00, 7.800e+01, 8.800e+01, 2.900e+01, 4.000e+01, 3.690e+01,\n",
      "        4.340e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.070e+02, 6.200e+01, 3.000e+01, 7.400e+01, 3.660e+01,\n",
      "        7.570e-01, 2.500e+01],\n",
      "       [5.000e+00, 1.150e+02, 9.800e+01, 0.000e+00, 0.000e+00, 5.290e+01,\n",
      "        2.090e-01, 2.800e+01],\n",
      "       [0.000e+00, 1.060e+02, 7.000e+01, 3.700e+01, 1.480e+02, 3.940e+01,\n",
      "        6.050e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.120e+02, 6.800e+01, 2.200e+01, 9.400e+01, 3.410e+01,\n",
      "        3.150e-01, 2.600e+01],\n",
      "       [3.000e+00, 1.150e+02, 6.600e+01, 3.900e+01, 1.400e+02, 3.810e+01,\n",
      "        1.500e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.120e+02, 7.400e+01, 3.000e+01, 0.000e+00, 3.160e+01,\n",
      "        1.970e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.120e+02, 7.500e+01, 3.200e+01, 0.000e+00, 3.570e+01,\n",
      "        1.480e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.020e+02, 8.600e+01, 3.600e+01, 1.200e+02, 4.550e+01,\n",
      "        1.270e-01, 2.300e+01],\n",
      "       [2.000e+00, 8.700e+01, 5.800e+01, 1.600e+01, 5.200e+01, 3.270e+01,\n",
      "        1.660e-01, 2.500e+01],\n",
      "       [1.000e+00, 0.000e+00, 6.800e+01, 3.500e+01, 0.000e+00, 3.200e+01,\n",
      "        3.890e-01, 2.200e+01],\n",
      "       [3.000e+00, 9.000e+01, 7.800e+01, 0.000e+00, 0.000e+00, 4.270e+01,\n",
      "        5.590e-01, 2.100e+01],\n",
      "       [0.000e+00, 8.400e+01, 6.400e+01, 2.200e+01, 6.600e+01, 3.580e+01,\n",
      "        5.450e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.050e+02, 5.800e+01, 4.000e+01, 9.400e+01, 3.490e+01,\n",
      "        2.250e-01, 2.500e+01],\n",
      "       [1.000e+00, 8.700e+01, 6.000e+01, 3.700e+01, 7.500e+01, 3.720e+01,\n",
      "        5.090e-01, 2.200e+01],\n",
      "       [3.000e+00, 1.000e+02, 6.800e+01, 2.300e+01, 8.100e+01, 3.160e+01,\n",
      "        9.490e-01, 2.800e+01],\n",
      "       [6.000e+00, 1.020e+02, 9.000e+01, 3.900e+01, 0.000e+00, 3.570e+01,\n",
      "        6.740e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.120e+02, 7.200e+01, 3.000e+01, 1.760e+02, 3.440e+01,\n",
      "        5.280e-01, 2.500e+01],\n",
      "       [1.000e+00, 1.190e+02, 8.800e+01, 4.100e+01, 1.700e+02, 4.530e+01,\n",
      "        5.070e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.020e+02, 6.400e+01, 4.600e+01, 7.800e+01, 4.060e+01,\n",
      "        4.960e-01, 2.100e+01],\n",
      "       [2.000e+00, 8.300e+01, 6.600e+01, 2.300e+01, 5.000e+01, 3.220e+01,\n",
      "        4.970e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.170e+02, 6.400e+01, 2.700e+01, 1.200e+02, 3.320e+01,\n",
      "        2.300e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.500e+01, 8.000e+01, 4.500e+01, 9.200e+01, 3.650e+01,\n",
      "        3.300e-01, 2.600e+01],\n",
      "       [0.000e+00, 1.040e+02, 6.400e+01, 3.700e+01, 6.400e+01, 3.360e+01,\n",
      "        5.100e-01, 2.200e+01],\n",
      "       [0.000e+00, 9.100e+01, 6.800e+01, 3.200e+01, 2.100e+02, 3.990e+01,\n",
      "        3.810e-01, 2.500e+01],\n",
      "       [2.000e+00, 1.000e+02, 5.400e+01, 2.800e+01, 1.050e+02, 3.780e+01,\n",
      "        4.980e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.700e+01, 6.400e+01, 3.600e+01, 1.000e+02, 3.680e+01,\n",
      "        6.000e-01, 2.500e+01],\n",
      "       [0.000e+00, 1.190e+02, 6.600e+01, 2.700e+01, 0.000e+00, 3.880e+01,\n",
      "        2.590e-01, 2.200e+01],\n",
      "       [0.000e+00, 8.400e+01, 8.200e+01, 3.100e+01, 1.250e+02, 3.820e+01,\n",
      "        2.330e-01, 2.300e+01],\n",
      "       [2.000e+00, 8.300e+01, 6.500e+01, 2.800e+01, 6.600e+01, 3.680e+01,\n",
      "        6.290e-01, 2.400e+01],\n",
      "       [3.000e+00, 8.400e+01, 7.200e+01, 3.200e+01, 0.000e+00, 3.720e+01,\n",
      "        2.670e-01, 2.800e+01],\n",
      "       [3.000e+00, 1.240e+02, 8.000e+01, 3.300e+01, 1.300e+02, 3.320e+01,\n",
      "        3.050e-01, 2.600e+01],\n",
      "       [3.000e+00, 1.250e+02, 5.800e+01, 0.000e+00, 0.000e+00, 3.160e+01,\n",
      "        1.510e-01, 2.400e+01],\n",
      "       [0.000e+00, 1.070e+02, 7.600e+01, 0.000e+00, 0.000e+00, 4.530e+01,\n",
      "        6.860e-01, 2.400e+01],\n",
      "       [1.000e+00, 7.700e+01, 5.600e+01, 3.000e+01, 5.600e+01, 3.330e+01,\n",
      "        1.251e+00, 2.400e+01],\n",
      "       [0.000e+00, 1.270e+02, 8.000e+01, 3.700e+01, 2.100e+02, 3.630e+01,\n",
      "        8.040e-01, 2.300e+01],\n",
      "       [4.000e+00, 8.400e+01, 9.000e+01, 2.300e+01, 5.600e+01, 3.950e+01,\n",
      "        1.590e-01, 2.500e+01],\n",
      "       [3.000e+00, 8.400e+01, 6.800e+01, 3.000e+01, 1.060e+02, 3.190e+01,\n",
      "        5.910e-01, 2.500e+01],\n",
      "       [1.000e+00, 8.400e+01, 6.400e+01, 2.300e+01, 1.150e+02, 3.690e+01,\n",
      "        4.710e-01, 2.800e+01],\n",
      "       [1.000e+00, 8.700e+01, 6.800e+01, 3.400e+01, 7.700e+01, 3.760e+01,\n",
      "        4.010e-01, 2.400e+01],\n",
      "       [0.000e+00, 9.100e+01, 8.000e+01, 0.000e+00, 0.000e+00, 3.240e+01,\n",
      "        6.010e-01, 2.700e+01],\n",
      "       [1.000e+00, 9.900e+01, 7.200e+01, 3.000e+01, 1.800e+01, 3.860e+01,\n",
      "        4.120e-01, 2.100e+01],\n",
      "       [2.000e+00, 9.800e+01, 6.000e+01, 1.700e+01, 1.200e+02, 3.470e+01,\n",
      "        1.980e-01, 2.200e+01],\n",
      "       [2.000e+00, 1.180e+02, 8.000e+01, 0.000e+00, 0.000e+00, 4.290e+01,\n",
      "        6.930e-01, 2.100e+01],\n",
      "       [2.000e+00, 1.120e+02, 7.800e+01, 5.000e+01, 1.400e+02, 3.940e+01,\n",
      "        1.750e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.240e+02, 6.000e+01, 3.200e+01, 0.000e+00, 3.580e+01,\n",
      "        5.140e-01, 2.100e+01],\n",
      "       [6.000e+00, 1.050e+02, 8.000e+01, 2.800e+01, 0.000e+00, 3.250e+01,\n",
      "        8.780e-01, 2.600e+01],\n",
      "       [2.000e+00, 1.120e+02, 8.600e+01, 4.200e+01, 1.600e+02, 3.840e+01,\n",
      "        2.460e-01, 2.800e+01],\n",
      "       [0.000e+00, 9.400e+01, 7.000e+01, 2.700e+01, 1.150e+02, 4.350e+01,\n",
      "        3.470e-01, 2.100e+01],\n",
      "       [0.000e+00, 1.020e+02, 7.800e+01, 4.000e+01, 9.000e+01, 3.450e+01,\n",
      "        2.380e-01, 2.400e+01],\n",
      "       [2.000e+00, 9.400e+01, 7.600e+01, 1.800e+01, 6.600e+01, 3.160e+01,\n",
      "        6.490e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.170e+02, 6.000e+01, 2.300e+01, 1.060e+02, 3.380e+01,\n",
      "        4.660e-01, 2.700e+01],\n",
      "       [5.000e+00, 1.230e+02, 7.400e+01, 4.000e+01, 7.700e+01, 3.410e+01,\n",
      "        2.690e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.060e+02, 7.000e+01, 2.800e+01, 1.350e+02, 3.420e+01,\n",
      "        1.420e-01, 2.200e+01],\n",
      "       [3.000e+00, 8.000e+01, 8.200e+01, 3.100e+01, 7.000e+01, 3.420e+01,\n",
      "        1.292e+00, 2.700e+01],\n",
      "       [1.000e+00, 1.120e+02, 8.000e+01, 4.500e+01, 1.320e+02, 3.480e+01,\n",
      "        2.170e-01, 2.400e+01],\n",
      "       [3.000e+00, 1.230e+02, 1.000e+02, 3.500e+01, 2.400e+02, 5.730e+01,\n",
      "        8.800e-01, 2.200e+01],\n",
      "       [0.000e+00, 9.300e+01, 6.000e+01, 0.000e+00, 0.000e+00, 3.530e+01,\n",
      "        2.630e-01, 2.500e+01],\n",
      "       [0.000e+00, 9.500e+01, 6.400e+01, 3.900e+01, 1.050e+02, 4.460e+01,\n",
      "        3.660e-01, 2.200e+01],\n",
      "       [4.000e+00, 1.250e+02, 8.000e+01, 0.000e+00, 0.000e+00, 3.230e+01,\n",
      "        5.360e-01, 2.700e+01],\n",
      "       [2.000e+00, 1.210e+02, 7.000e+01, 3.200e+01, 9.500e+01, 3.910e+01,\n",
      "        8.860e-01, 2.300e+01],\n",
      "       [4.000e+00, 1.270e+02, 8.800e+01, 1.100e+01, 1.550e+02, 3.450e+01,\n",
      "        5.980e-01, 2.800e+01],\n",
      "       [4.000e+00, 1.180e+02, 7.000e+01, 0.000e+00, 0.000e+00, 4.450e+01,\n",
      "        9.040e-01, 2.600e+01],\n",
      "       [2.000e+00, 1.220e+02, 7.600e+01, 2.700e+01, 2.000e+02, 3.590e+01,\n",
      "        4.830e-01, 2.600e+01],\n",
      "       [6.000e+00, 8.000e+01, 8.000e+01, 3.600e+01, 0.000e+00, 3.980e+01,\n",
      "        1.770e-01, 2.800e+01],\n",
      "       [2.000e+00, 9.300e+01, 6.400e+01, 3.200e+01, 1.600e+02, 3.800e+01,\n",
      "        6.740e-01, 2.300e+01],\n",
      "       [1.000e+00, 1.080e+02, 6.000e+01, 4.600e+01, 1.780e+02, 3.550e+01,\n",
      "        4.150e-01, 2.400e+01],\n",
      "       [1.000e+00, 1.140e+02, 6.600e+01, 3.600e+01, 2.000e+02, 3.810e+01,\n",
      "        2.890e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.160e+02, 7.800e+01, 2.900e+01, 1.800e+02, 3.610e+01,\n",
      "        4.960e-01, 2.500e+01],\n",
      "       [4.000e+00, 9.500e+01, 6.000e+01, 3.200e+01, 0.000e+00, 3.540e+01,\n",
      "        2.840e-01, 2.800e+01],\n",
      "       [2.000e+00, 9.900e+01, 6.000e+01, 1.700e+01, 1.600e+02, 3.660e+01,\n",
      "        4.530e-01, 2.100e+01],\n",
      "       [1.000e+00, 1.210e+02, 7.800e+01, 3.900e+01, 7.400e+01, 3.900e+01,\n",
      "        2.610e-01, 2.800e+01],\n",
      "       [1.000e+00, 1.060e+02, 7.600e+01, 0.000e+00, 0.000e+00, 3.750e+01,\n",
      "        1.970e-01, 2.600e+01],\n",
      "       [2.000e+00, 1.220e+02, 7.000e+01, 2.700e+01, 0.000e+00, 3.680e+01,\n",
      "        3.400e-01, 2.700e+01]]), y=[0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │   ├── AnyNode(id='c45', rule='X6 <= 0.54400', split_column=6, split_value=0.544, value=[11.0, 30.0], x=array([[  3.   , 126.   ,  88.   ,  41.   , 235.   ,  39.3  ,   0.704,\n",
      "         27.   ],\n",
      "       [  2.   ,  90.   ,  68.   ,  42.   ,   0.   ,  38.2  ,   0.503,\n",
      "         27.   ],\n",
      "       [  2.   , 100.   ,  66.   ,  20.   ,  90.   ,  32.9  ,   0.867,\n",
      "         28.   ],\n",
      "       [  2.   , 110.   ,  74.   ,  29.   , 125.   ,  32.4  ,   0.698,\n",
      "         27.   ],\n",
      "       [  2.   ,  85.   ,  65.   ,   0.   ,   0.   ,  39.6  ,   0.93 ,\n",
      "         27.   ],\n",
      "       [  1.   ,  79.   ,  60.   ,  42.   ,  48.   ,  43.5  ,   0.678,\n",
      "         23.   ],\n",
      "       [  0.   , 119.   ,  64.   ,  18.   ,  92.   ,  34.9  ,   0.725,\n",
      "         23.   ],\n",
      "       [  4.   , 109.   ,  64.   ,  44.   ,  99.   ,  34.8  ,   0.905,\n",
      "         26.   ],\n",
      "       [  0.   , 113.   ,  80.   ,  16.   ,   0.   ,  31.   ,   0.874,\n",
      "         21.   ],\n",
      "       [  5.   , 109.   ,  62.   ,  41.   , 129.   ,  35.8  ,   0.514,\n",
      "         25.   ],\n",
      "       [  1.   , 113.   ,  64.   ,  35.   ,   0.   ,  33.6  ,   0.543,\n",
      "         21.   ],\n",
      "       [  4.   ,  95.   ,  70.   ,  32.   ,   0.   ,  32.1  ,   0.612,\n",
      "         24.   ],\n",
      "       [  2.   , 100.   ,  70.   ,  52.   ,  57.   ,  40.5  ,   0.677,\n",
      "         25.   ],\n",
      "       [  0.   , 107.   ,  62.   ,  30.   ,  74.   ,  36.6  ,   0.757,\n",
      "         25.   ],\n",
      "       [  0.   , 106.   ,  70.   ,  37.   , 148.   ,  39.4  ,   0.605,\n",
      "         22.   ],\n",
      "       [  3.   ,  90.   ,  78.   ,   0.   ,   0.   ,  42.7  ,   0.559,\n",
      "         21.   ],\n",
      "       [  0.   ,  84.   ,  64.   ,  22.   ,  66.   ,  35.8  ,   0.545,\n",
      "         21.   ],\n",
      "       [  1.   ,  87.   ,  60.   ,  37.   ,  75.   ,  37.2  ,   0.509,\n",
      "         22.   ],\n",
      "       [  3.   , 100.   ,  68.   ,  23.   ,  81.   ,  31.6  ,   0.949,\n",
      "         28.   ],\n",
      "       [  6.   , 102.   ,  90.   ,  39.   ,   0.   ,  35.7  ,   0.674,\n",
      "         28.   ],\n",
      "       [  1.   , 112.   ,  72.   ,  30.   , 176.   ,  34.4  ,   0.528,\n",
      "         25.   ],\n",
      "       [  1.   , 119.   ,  88.   ,  41.   , 170.   ,  45.3  ,   0.507,\n",
      "         26.   ],\n",
      "       [  0.   , 104.   ,  64.   ,  37.   ,  64.   ,  33.6  ,   0.51 ,\n",
      "         22.   ],\n",
      "       [  0.   ,  97.   ,  64.   ,  36.   , 100.   ,  36.8  ,   0.6  ,\n",
      "         25.   ],\n",
      "       [  2.   ,  83.   ,  65.   ,  28.   ,  66.   ,  36.8  ,   0.629,\n",
      "         24.   ],\n",
      "       [  0.   , 107.   ,  76.   ,   0.   ,   0.   ,  45.3  ,   0.686,\n",
      "         24.   ],\n",
      "       [  1.   ,  77.   ,  56.   ,  30.   ,  56.   ,  33.3  ,   1.251,\n",
      "         24.   ],\n",
      "       [  0.   , 127.   ,  80.   ,  37.   , 210.   ,  36.3  ,   0.804,\n",
      "         23.   ],\n",
      "       [  3.   ,  84.   ,  68.   ,  30.   , 106.   ,  31.9  ,   0.591,\n",
      "         25.   ],\n",
      "       [  0.   ,  91.   ,  80.   ,   0.   ,   0.   ,  32.4  ,   0.601,\n",
      "         27.   ],\n",
      "       [  2.   , 118.   ,  80.   ,   0.   ,   0.   ,  42.9  ,   0.693,\n",
      "         21.   ],\n",
      "       [  1.   , 124.   ,  60.   ,  32.   ,   0.   ,  35.8  ,   0.514,\n",
      "         21.   ],\n",
      "       [  6.   , 105.   ,  80.   ,  28.   ,   0.   ,  32.5  ,   0.878,\n",
      "         26.   ],\n",
      "       [  2.   ,  94.   ,  76.   ,  18.   ,  66.   ,  31.6  ,   0.649,\n",
      "         23.   ],\n",
      "       [  3.   ,  80.   ,  82.   ,  31.   ,  70.   ,  34.2  ,   1.292,\n",
      "         27.   ],\n",
      "       [  3.   , 123.   , 100.   ,  35.   , 240.   ,  57.3  ,   0.88 ,\n",
      "         22.   ],\n",
      "       [  4.   , 125.   ,  80.   ,   0.   ,   0.   ,  32.3  ,   0.536,\n",
      "         27.   ],\n",
      "       [  2.   , 121.   ,  70.   ,  32.   ,  95.   ,  39.1  ,   0.886,\n",
      "         23.   ],\n",
      "       [  4.   , 127.   ,  88.   ,  11.   , 155.   ,  34.5  ,   0.598,\n",
      "         28.   ],\n",
      "       [  4.   , 118.   ,  70.   ,   0.   ,   0.   ,  44.5  ,   0.904,\n",
      "         26.   ],\n",
      "       [  2.   ,  93.   ,  64.   ,  32.   , 160.   ,  38.   ,   0.674,\n",
      "         23.   ]]), y=[0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0])\n",
      "        │   │   │   ├── AnyNode(id='c65', rule='X2 <= 67.00000', split_column=2, split_value=67.0, value=[6.0, 26.0], x=array([[  3.   , 126.   ,  88.   ,  41.   , 235.   ,  39.3  ,   0.704,\n",
      "         27.   ],\n",
      "       [  2.   , 100.   ,  66.   ,  20.   ,  90.   ,  32.9  ,   0.867,\n",
      "         28.   ],\n",
      "       [  2.   , 110.   ,  74.   ,  29.   , 125.   ,  32.4  ,   0.698,\n",
      "         27.   ],\n",
      "       [  2.   ,  85.   ,  65.   ,   0.   ,   0.   ,  39.6  ,   0.93 ,\n",
      "         27.   ],\n",
      "       [  1.   ,  79.   ,  60.   ,  42.   ,  48.   ,  43.5  ,   0.678,\n",
      "         23.   ],\n",
      "       [  0.   , 119.   ,  64.   ,  18.   ,  92.   ,  34.9  ,   0.725,\n",
      "         23.   ],\n",
      "       [  4.   , 109.   ,  64.   ,  44.   ,  99.   ,  34.8  ,   0.905,\n",
      "         26.   ],\n",
      "       [  0.   , 113.   ,  80.   ,  16.   ,   0.   ,  31.   ,   0.874,\n",
      "         21.   ],\n",
      "       [  4.   ,  95.   ,  70.   ,  32.   ,   0.   ,  32.1  ,   0.612,\n",
      "         24.   ],\n",
      "       [  2.   , 100.   ,  70.   ,  52.   ,  57.   ,  40.5  ,   0.677,\n",
      "         25.   ],\n",
      "       [  0.   , 107.   ,  62.   ,  30.   ,  74.   ,  36.6  ,   0.757,\n",
      "         25.   ],\n",
      "       [  0.   , 106.   ,  70.   ,  37.   , 148.   ,  39.4  ,   0.605,\n",
      "         22.   ],\n",
      "       [  3.   ,  90.   ,  78.   ,   0.   ,   0.   ,  42.7  ,   0.559,\n",
      "         21.   ],\n",
      "       [  0.   ,  84.   ,  64.   ,  22.   ,  66.   ,  35.8  ,   0.545,\n",
      "         21.   ],\n",
      "       [  3.   , 100.   ,  68.   ,  23.   ,  81.   ,  31.6  ,   0.949,\n",
      "         28.   ],\n",
      "       [  6.   , 102.   ,  90.   ,  39.   ,   0.   ,  35.7  ,   0.674,\n",
      "         28.   ],\n",
      "       [  0.   ,  97.   ,  64.   ,  36.   , 100.   ,  36.8  ,   0.6  ,\n",
      "         25.   ],\n",
      "       [  2.   ,  83.   ,  65.   ,  28.   ,  66.   ,  36.8  ,   0.629,\n",
      "         24.   ],\n",
      "       [  0.   , 107.   ,  76.   ,   0.   ,   0.   ,  45.3  ,   0.686,\n",
      "         24.   ],\n",
      "       [  1.   ,  77.   ,  56.   ,  30.   ,  56.   ,  33.3  ,   1.251,\n",
      "         24.   ],\n",
      "       [  0.   , 127.   ,  80.   ,  37.   , 210.   ,  36.3  ,   0.804,\n",
      "         23.   ],\n",
      "       [  3.   ,  84.   ,  68.   ,  30.   , 106.   ,  31.9  ,   0.591,\n",
      "         25.   ],\n",
      "       [  0.   ,  91.   ,  80.   ,   0.   ,   0.   ,  32.4  ,   0.601,\n",
      "         27.   ],\n",
      "       [  2.   , 118.   ,  80.   ,   0.   ,   0.   ,  42.9  ,   0.693,\n",
      "         21.   ],\n",
      "       [  6.   , 105.   ,  80.   ,  28.   ,   0.   ,  32.5  ,   0.878,\n",
      "         26.   ],\n",
      "       [  2.   ,  94.   ,  76.   ,  18.   ,  66.   ,  31.6  ,   0.649,\n",
      "         23.   ],\n",
      "       [  3.   ,  80.   ,  82.   ,  31.   ,  70.   ,  34.2  ,   1.292,\n",
      "         27.   ],\n",
      "       [  3.   , 123.   , 100.   ,  35.   , 240.   ,  57.3  ,   0.88 ,\n",
      "         22.   ],\n",
      "       [  2.   , 121.   ,  70.   ,  32.   ,  95.   ,  39.1  ,   0.886,\n",
      "         23.   ],\n",
      "       [  4.   , 127.   ,  88.   ,  11.   , 155.   ,  34.5  ,   0.598,\n",
      "         28.   ],\n",
      "       [  4.   , 118.   ,  70.   ,   0.   ,   0.   ,  44.5  ,   0.904,\n",
      "         26.   ],\n",
      "       [  2.   ,  93.   ,  64.   ,  32.   , 160.   ,  38.   ,   0.674,\n",
      "         23.   ]]), y=[0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "        │   │   │   │   ├── AnyNode(id='c87', rule='X2 <= 79.00000', split_column=2, split_value=79.0, value=[2.0, 19.0], x=array([[  3.   , 126.   ,  88.   ,  41.   , 235.   ,  39.3  ,   0.704,\n",
      "         27.   ],\n",
      "       [  2.   , 110.   ,  74.   ,  29.   , 125.   ,  32.4  ,   0.698,\n",
      "         27.   ],\n",
      "       [  0.   , 113.   ,  80.   ,  16.   ,   0.   ,  31.   ,   0.874,\n",
      "         21.   ],\n",
      "       [  4.   ,  95.   ,  70.   ,  32.   ,   0.   ,  32.1  ,   0.612,\n",
      "         24.   ],\n",
      "       [  2.   , 100.   ,  70.   ,  52.   ,  57.   ,  40.5  ,   0.677,\n",
      "         25.   ],\n",
      "       [  0.   , 106.   ,  70.   ,  37.   , 148.   ,  39.4  ,   0.605,\n",
      "         22.   ],\n",
      "       [  3.   ,  90.   ,  78.   ,   0.   ,   0.   ,  42.7  ,   0.559,\n",
      "         21.   ],\n",
      "       [  3.   , 100.   ,  68.   ,  23.   ,  81.   ,  31.6  ,   0.949,\n",
      "         28.   ],\n",
      "       [  6.   , 102.   ,  90.   ,  39.   ,   0.   ,  35.7  ,   0.674,\n",
      "         28.   ],\n",
      "       [  0.   , 107.   ,  76.   ,   0.   ,   0.   ,  45.3  ,   0.686,\n",
      "         24.   ],\n",
      "       [  0.   , 127.   ,  80.   ,  37.   , 210.   ,  36.3  ,   0.804,\n",
      "         23.   ],\n",
      "       [  3.   ,  84.   ,  68.   ,  30.   , 106.   ,  31.9  ,   0.591,\n",
      "         25.   ],\n",
      "       [  0.   ,  91.   ,  80.   ,   0.   ,   0.   ,  32.4  ,   0.601,\n",
      "         27.   ],\n",
      "       [  2.   , 118.   ,  80.   ,   0.   ,   0.   ,  42.9  ,   0.693,\n",
      "         21.   ],\n",
      "       [  6.   , 105.   ,  80.   ,  28.   ,   0.   ,  32.5  ,   0.878,\n",
      "         26.   ],\n",
      "       [  2.   ,  94.   ,  76.   ,  18.   ,  66.   ,  31.6  ,   0.649,\n",
      "         23.   ],\n",
      "       [  3.   ,  80.   ,  82.   ,  31.   ,  70.   ,  34.2  ,   1.292,\n",
      "         27.   ],\n",
      "       [  3.   , 123.   , 100.   ,  35.   , 240.   ,  57.3  ,   0.88 ,\n",
      "         22.   ],\n",
      "       [  2.   , 121.   ,  70.   ,  32.   ,  95.   ,  39.1  ,   0.886,\n",
      "         23.   ],\n",
      "       [  4.   , 127.   ,  88.   ,  11.   , 155.   ,  34.5  ,   0.598,\n",
      "         28.   ],\n",
      "       [  4.   , 118.   ,  70.   ,   0.   ,   0.   ,  44.5  ,   0.904,\n",
      "         26.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │   │   │   │   ├── AnyNode(id='c93', rule=None, split_column=None, split_value=None, value=[2.0, 8.0], x=array([[  3.   , 126.   ,  88.   ,  41.   , 235.   ,  39.3  ,   0.704,\n",
      "         27.   ],\n",
      "       [  0.   , 113.   ,  80.   ,  16.   ,   0.   ,  31.   ,   0.874,\n",
      "         21.   ],\n",
      "       [  6.   , 102.   ,  90.   ,  39.   ,   0.   ,  35.7  ,   0.674,\n",
      "         28.   ],\n",
      "       [  0.   , 127.   ,  80.   ,  37.   , 210.   ,  36.3  ,   0.804,\n",
      "         23.   ],\n",
      "       [  0.   ,  91.   ,  80.   ,   0.   ,   0.   ,  32.4  ,   0.601,\n",
      "         27.   ],\n",
      "       [  2.   , 118.   ,  80.   ,   0.   ,   0.   ,  42.9  ,   0.693,\n",
      "         21.   ],\n",
      "       [  6.   , 105.   ,  80.   ,  28.   ,   0.   ,  32.5  ,   0.878,\n",
      "         26.   ],\n",
      "       [  3.   ,  80.   ,  82.   ,  31.   ,  70.   ,  34.2  ,   1.292,\n",
      "         27.   ],\n",
      "       [  3.   , 123.   , 100.   ,  35.   , 240.   ,  57.3  ,   0.88 ,\n",
      "         22.   ],\n",
      "       [  4.   , 127.   ,  88.   ,  11.   , 155.   ,  34.5  ,   0.598,\n",
      "         28.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0])\n",
      "        │   │   │   │   │   └── AnyNode(id='c94', rule=None, split_column=None, split_value=None, value=[0.0, 11.0], x=array([[  2.   , 110.   ,  74.   ,  29.   , 125.   ,  32.4  ,   0.698,\n",
      "         27.   ],\n",
      "       [  4.   ,  95.   ,  70.   ,  32.   ,   0.   ,  32.1  ,   0.612,\n",
      "         24.   ],\n",
      "       [  2.   , 100.   ,  70.   ,  52.   ,  57.   ,  40.5  ,   0.677,\n",
      "         25.   ],\n",
      "       [  0.   , 106.   ,  70.   ,  37.   , 148.   ,  39.4  ,   0.605,\n",
      "         22.   ],\n",
      "       [  3.   ,  90.   ,  78.   ,   0.   ,   0.   ,  42.7  ,   0.559,\n",
      "         21.   ],\n",
      "       [  3.   , 100.   ,  68.   ,  23.   ,  81.   ,  31.6  ,   0.949,\n",
      "         28.   ],\n",
      "       [  0.   , 107.   ,  76.   ,   0.   ,   0.   ,  45.3  ,   0.686,\n",
      "         24.   ],\n",
      "       [  3.   ,  84.   ,  68.   ,  30.   , 106.   ,  31.9  ,   0.591,\n",
      "         25.   ],\n",
      "       [  2.   ,  94.   ,  76.   ,  18.   ,  66.   ,  31.6  ,   0.649,\n",
      "         23.   ],\n",
      "       [  2.   , 121.   ,  70.   ,  32.   ,  95.   ,  39.1  ,   0.886,\n",
      "         23.   ],\n",
      "       [  4.   , 118.   ,  70.   ,   0.   ,   0.   ,  44.5  ,   0.904,\n",
      "         26.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │   │   │   └── AnyNode(id='c88', rule=None, split_column=None, split_value=None, value=[4.0, 7.0], x=array([[  2.   , 100.   ,  66.   ,  20.   ,  90.   ,  32.9  ,   0.867,\n",
      "         28.   ],\n",
      "       [  2.   ,  85.   ,  65.   ,   0.   ,   0.   ,  39.6  ,   0.93 ,\n",
      "         27.   ],\n",
      "       [  1.   ,  79.   ,  60.   ,  42.   ,  48.   ,  43.5  ,   0.678,\n",
      "         23.   ],\n",
      "       [  0.   , 119.   ,  64.   ,  18.   ,  92.   ,  34.9  ,   0.725,\n",
      "         23.   ],\n",
      "       [  4.   , 109.   ,  64.   ,  44.   ,  99.   ,  34.8  ,   0.905,\n",
      "         26.   ],\n",
      "       [  0.   , 107.   ,  62.   ,  30.   ,  74.   ,  36.6  ,   0.757,\n",
      "         25.   ],\n",
      "       [  0.   ,  84.   ,  64.   ,  22.   ,  66.   ,  35.8  ,   0.545,\n",
      "         21.   ],\n",
      "       [  0.   ,  97.   ,  64.   ,  36.   , 100.   ,  36.8  ,   0.6  ,\n",
      "         25.   ],\n",
      "       [  2.   ,  83.   ,  65.   ,  28.   ,  66.   ,  36.8  ,   0.629,\n",
      "         24.   ],\n",
      "       [  1.   ,  77.   ,  56.   ,  30.   ,  56.   ,  33.3  ,   1.251,\n",
      "         24.   ],\n",
      "       [  2.   ,  93.   ,  64.   ,  32.   , 160.   ,  38.   ,   0.674,\n",
      "         23.   ]]), y=[1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "        │   │   │   └── AnyNode(id='c66', rule=None, split_column=None, split_value=None, value=[5.0, 4.0], x=array([[  2.   ,  90.   ,  68.   ,  42.   ,   0.   ,  38.2  ,   0.503,\n",
      "         27.   ],\n",
      "       [  5.   , 109.   ,  62.   ,  41.   , 129.   ,  35.8  ,   0.514,\n",
      "         25.   ],\n",
      "       [  1.   , 113.   ,  64.   ,  35.   ,   0.   ,  33.6  ,   0.543,\n",
      "         21.   ],\n",
      "       [  1.   ,  87.   ,  60.   ,  37.   ,  75.   ,  37.2  ,   0.509,\n",
      "         22.   ],\n",
      "       [  1.   , 112.   ,  72.   ,  30.   , 176.   ,  34.4  ,   0.528,\n",
      "         25.   ],\n",
      "       [  1.   , 119.   ,  88.   ,  41.   , 170.   ,  45.3  ,   0.507,\n",
      "         26.   ],\n",
      "       [  0.   , 104.   ,  64.   ,  37.   ,  64.   ,  33.6  ,   0.51 ,\n",
      "         22.   ],\n",
      "       [  1.   , 124.   ,  60.   ,  32.   ,   0.   ,  35.8  ,   0.514,\n",
      "         21.   ],\n",
      "       [  4.   , 125.   ,  80.   ,   0.   ,   0.   ,  32.3  ,   0.536,\n",
      "         27.   ]]), y=[1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0])\n",
      "        │   │   └── AnyNode(id='c46', rule='X2 <= 83.50000', split_column=2, split_value=83.5, value=[5.0, 63.0], x=array([[0.00e+00, 1.05e+02, 6.40e+01, 4.10e+01, 1.42e+02, 4.15e+01,\n",
      "        1.73e-01, 2.20e+01],\n",
      "       [1.00e+00, 7.90e+01, 7.50e+01, 3.00e+01, 0.00e+00, 3.20e+01,\n",
      "        3.96e-01, 2.20e+01],\n",
      "       [5.00e+00, 9.50e+01, 7.20e+01, 3.30e+01, 0.00e+00, 3.77e+01,\n",
      "        3.70e-01, 2.70e+01],\n",
      "       [2.00e+00, 1.00e+02, 6.80e+01, 2.50e+01, 7.10e+01, 3.85e+01,\n",
      "        3.24e-01, 2.60e+01],\n",
      "       [2.00e+00, 9.20e+01, 6.20e+01, 2.80e+01, 0.00e+00, 3.16e+01,\n",
      "        1.30e-01, 2.40e+01],\n",
      "       [3.00e+00, 8.30e+01, 5.80e+01, 3.10e+01, 1.80e+01, 3.43e+01,\n",
      "        3.36e-01, 2.50e+01],\n",
      "       [0.00e+00, 9.50e+01, 8.50e+01, 2.50e+01, 3.60e+01, 3.74e+01,\n",
      "        2.47e-01, 2.40e+01],\n",
      "       [1.00e+00, 8.90e+01, 7.60e+01, 3.40e+01, 3.70e+01, 3.12e+01,\n",
      "        1.92e-01, 2.30e+01],\n",
      "       [4.00e+00, 7.60e+01, 6.20e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        3.91e-01, 2.50e+01],\n",
      "       [6.00e+00, 1.11e+02, 6.40e+01, 3.90e+01, 0.00e+00, 3.42e+01,\n",
      "        2.60e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.07e+02, 7.40e+01, 3.00e+01, 1.00e+02, 3.36e+01,\n",
      "        4.04e-01, 2.30e+01],\n",
      "       [0.00e+00, 1.13e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.33e+01,\n",
      "        2.78e-01, 2.30e+01],\n",
      "       [1.00e+00, 1.18e+02, 5.80e+01, 3.60e+01, 9.40e+01, 3.33e+01,\n",
      "        2.61e-01, 2.30e+01],\n",
      "       [5.00e+00, 1.05e+02, 7.20e+01, 2.90e+01, 3.25e+02, 3.69e+01,\n",
      "        1.59e-01, 2.80e+01],\n",
      "       [0.00e+00, 1.14e+02, 8.00e+01, 3.40e+01, 2.85e+02, 4.42e+01,\n",
      "        1.67e-01, 2.70e+01],\n",
      "       [1.00e+00, 9.60e+01, 6.40e+01, 2.70e+01, 8.70e+01, 3.32e+01,\n",
      "        2.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 8.70e+01, 7.80e+01, 2.70e+01, 3.20e+01, 3.46e+01,\n",
      "        1.01e-01, 2.20e+01],\n",
      "       [0.00e+00, 1.01e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.57e+01,\n",
      "        1.98e-01, 2.60e+01],\n",
      "       [0.00e+00, 1.17e+02, 8.00e+01, 3.10e+01, 5.30e+01, 4.52e+01,\n",
      "        8.90e-02, 2.40e+01],\n",
      "       [4.00e+00, 9.10e+01, 7.00e+01, 3.20e+01, 8.80e+01, 3.31e+01,\n",
      "        4.46e-01, 2.20e+01],\n",
      "       [0.00e+00, 8.60e+01, 6.80e+01, 3.20e+01, 0.00e+00, 3.58e+01,\n",
      "        2.38e-01, 2.50e+01],\n",
      "       [1.00e+00, 7.10e+01, 7.80e+01, 5.00e+01, 4.50e+01, 3.32e+01,\n",
      "        4.22e-01, 2.10e+01],\n",
      "       [0.00e+00, 7.80e+01, 8.80e+01, 2.90e+01, 4.00e+01, 3.69e+01,\n",
      "        4.34e-01, 2.10e+01],\n",
      "       [5.00e+00, 1.15e+02, 9.80e+01, 0.00e+00, 0.00e+00, 5.29e+01,\n",
      "        2.09e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.12e+02, 6.80e+01, 2.20e+01, 9.40e+01, 3.41e+01,\n",
      "        3.15e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.15e+02, 6.60e+01, 3.90e+01, 1.40e+02, 3.81e+01,\n",
      "        1.50e-01, 2.80e+01],\n",
      "       [3.00e+00, 1.12e+02, 7.40e+01, 3.00e+01, 0.00e+00, 3.16e+01,\n",
      "        1.97e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.50e+01, 3.20e+01, 0.00e+00, 3.57e+01,\n",
      "        1.48e-01, 2.10e+01],\n",
      "       [2.00e+00, 1.02e+02, 8.60e+01, 3.60e+01, 1.20e+02, 4.55e+01,\n",
      "        1.27e-01, 2.30e+01],\n",
      "       [2.00e+00, 8.70e+01, 5.80e+01, 1.60e+01, 5.20e+01, 3.27e+01,\n",
      "        1.66e-01, 2.50e+01],\n",
      "       [1.00e+00, 0.00e+00, 6.80e+01, 3.50e+01, 0.00e+00, 3.20e+01,\n",
      "        3.89e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.05e+02, 5.80e+01, 4.00e+01, 9.40e+01, 3.49e+01,\n",
      "        2.25e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.02e+02, 6.40e+01, 4.60e+01, 7.80e+01, 4.06e+01,\n",
      "        4.96e-01, 2.10e+01],\n",
      "       [2.00e+00, 8.30e+01, 6.60e+01, 2.30e+01, 5.00e+01, 3.22e+01,\n",
      "        4.97e-01, 2.20e+01],\n",
      "       [4.00e+00, 1.17e+02, 6.40e+01, 2.70e+01, 1.20e+02, 3.32e+01,\n",
      "        2.30e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.50e+01, 8.00e+01, 4.50e+01, 9.20e+01, 3.65e+01,\n",
      "        3.30e-01, 2.60e+01],\n",
      "       [0.00e+00, 9.10e+01, 6.80e+01, 3.20e+01, 2.10e+02, 3.99e+01,\n",
      "        3.81e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.00e+02, 5.40e+01, 2.80e+01, 1.05e+02, 3.78e+01,\n",
      "        4.98e-01, 2.40e+01],\n",
      "       [0.00e+00, 1.19e+02, 6.60e+01, 2.70e+01, 0.00e+00, 3.88e+01,\n",
      "        2.59e-01, 2.20e+01],\n",
      "       [0.00e+00, 8.40e+01, 8.20e+01, 3.10e+01, 1.25e+02, 3.82e+01,\n",
      "        2.33e-01, 2.30e+01],\n",
      "       [3.00e+00, 8.40e+01, 7.20e+01, 3.20e+01, 0.00e+00, 3.72e+01,\n",
      "        2.67e-01, 2.80e+01],\n",
      "       [3.00e+00, 1.24e+02, 8.00e+01, 3.30e+01, 1.30e+02, 3.32e+01,\n",
      "        3.05e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.25e+02, 5.80e+01, 0.00e+00, 0.00e+00, 3.16e+01,\n",
      "        1.51e-01, 2.40e+01],\n",
      "       [4.00e+00, 8.40e+01, 9.00e+01, 2.30e+01, 5.60e+01, 3.95e+01,\n",
      "        1.59e-01, 2.50e+01],\n",
      "       [1.00e+00, 8.40e+01, 6.40e+01, 2.30e+01, 1.15e+02, 3.69e+01,\n",
      "        4.71e-01, 2.80e+01],\n",
      "       [1.00e+00, 8.70e+01, 6.80e+01, 3.40e+01, 7.70e+01, 3.76e+01,\n",
      "        4.01e-01, 2.40e+01],\n",
      "       [1.00e+00, 9.90e+01, 7.20e+01, 3.00e+01, 1.80e+01, 3.86e+01,\n",
      "        4.12e-01, 2.10e+01],\n",
      "       [2.00e+00, 9.80e+01, 6.00e+01, 1.70e+01, 1.20e+02, 3.47e+01,\n",
      "        1.98e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.80e+01, 5.00e+01, 1.40e+02, 3.94e+01,\n",
      "        1.75e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.12e+02, 8.60e+01, 4.20e+01, 1.60e+02, 3.84e+01,\n",
      "        2.46e-01, 2.80e+01],\n",
      "       [0.00e+00, 9.40e+01, 7.00e+01, 2.70e+01, 1.15e+02, 4.35e+01,\n",
      "        3.47e-01, 2.10e+01],\n",
      "       [0.00e+00, 1.02e+02, 7.80e+01, 4.00e+01, 9.00e+01, 3.45e+01,\n",
      "        2.38e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.17e+02, 6.00e+01, 2.30e+01, 1.06e+02, 3.38e+01,\n",
      "        4.66e-01, 2.70e+01],\n",
      "       [5.00e+00, 1.23e+02, 7.40e+01, 4.00e+01, 7.70e+01, 3.41e+01,\n",
      "        2.69e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.00e+01, 2.80e+01, 1.35e+02, 3.42e+01,\n",
      "        1.42e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.12e+02, 8.00e+01, 4.50e+01, 1.32e+02, 3.48e+01,\n",
      "        2.17e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.30e+01, 6.00e+01, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        2.63e-01, 2.50e+01],\n",
      "       [0.00e+00, 9.50e+01, 6.40e+01, 3.90e+01, 1.05e+02, 4.46e+01,\n",
      "        3.66e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.60e+01, 2.70e+01, 2.00e+02, 3.59e+01,\n",
      "        4.83e-01, 2.60e+01],\n",
      "       [6.00e+00, 8.00e+01, 8.00e+01, 3.60e+01, 0.00e+00, 3.98e+01,\n",
      "        1.77e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.08e+02, 6.00e+01, 4.60e+01, 1.78e+02, 3.55e+01,\n",
      "        4.15e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.14e+02, 6.60e+01, 3.60e+01, 2.00e+02, 3.81e+01,\n",
      "        2.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.16e+02, 7.80e+01, 2.90e+01, 1.80e+02, 3.61e+01,\n",
      "        4.96e-01, 2.50e+01],\n",
      "       [4.00e+00, 9.50e+01, 6.00e+01, 3.20e+01, 0.00e+00, 3.54e+01,\n",
      "        2.84e-01, 2.80e+01],\n",
      "       [2.00e+00, 9.90e+01, 6.00e+01, 1.70e+01, 1.60e+02, 3.66e+01,\n",
      "        4.53e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.21e+02, 7.80e+01, 3.90e+01, 7.40e+01, 3.90e+01,\n",
      "        2.61e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.75e+01,\n",
      "        1.97e-01, 2.60e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.00e+01, 2.70e+01, 0.00e+00, 3.68e+01,\n",
      "        3.40e-01, 2.70e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │       ├── AnyNode(id='c67', rule=None, split_column=None, split_value=None, value=[3.0, 3.0], x=array([[0.00e+00, 9.50e+01, 8.50e+01, 2.50e+01, 3.60e+01, 3.74e+01,\n",
      "        2.47e-01, 2.40e+01],\n",
      "       [0.00e+00, 7.80e+01, 8.80e+01, 2.90e+01, 4.00e+01, 3.69e+01,\n",
      "        4.34e-01, 2.10e+01],\n",
      "       [5.00e+00, 1.15e+02, 9.80e+01, 0.00e+00, 0.00e+00, 5.29e+01,\n",
      "        2.09e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.02e+02, 8.60e+01, 3.60e+01, 1.20e+02, 4.55e+01,\n",
      "        1.27e-01, 2.30e+01],\n",
      "       [4.00e+00, 8.40e+01, 9.00e+01, 2.30e+01, 5.60e+01, 3.95e+01,\n",
      "        1.59e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.12e+02, 8.60e+01, 4.20e+01, 1.60e+02, 3.84e+01,\n",
      "        2.46e-01, 2.80e+01]]), y=[1.0, 0.0, 1.0, 1.0, 0.0, 0.0])\n",
      "        │   │       └── AnyNode(id='c68', rule='X5 <= 33.45000', split_column=5, split_value=33.45, value=[2.0, 60.0], x=array([[0.00e+00, 1.05e+02, 6.40e+01, 4.10e+01, 1.42e+02, 4.15e+01,\n",
      "        1.73e-01, 2.20e+01],\n",
      "       [1.00e+00, 7.90e+01, 7.50e+01, 3.00e+01, 0.00e+00, 3.20e+01,\n",
      "        3.96e-01, 2.20e+01],\n",
      "       [5.00e+00, 9.50e+01, 7.20e+01, 3.30e+01, 0.00e+00, 3.77e+01,\n",
      "        3.70e-01, 2.70e+01],\n",
      "       [2.00e+00, 1.00e+02, 6.80e+01, 2.50e+01, 7.10e+01, 3.85e+01,\n",
      "        3.24e-01, 2.60e+01],\n",
      "       [2.00e+00, 9.20e+01, 6.20e+01, 2.80e+01, 0.00e+00, 3.16e+01,\n",
      "        1.30e-01, 2.40e+01],\n",
      "       [3.00e+00, 8.30e+01, 5.80e+01, 3.10e+01, 1.80e+01, 3.43e+01,\n",
      "        3.36e-01, 2.50e+01],\n",
      "       [1.00e+00, 8.90e+01, 7.60e+01, 3.40e+01, 3.70e+01, 3.12e+01,\n",
      "        1.92e-01, 2.30e+01],\n",
      "       [4.00e+00, 7.60e+01, 6.20e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        3.91e-01, 2.50e+01],\n",
      "       [6.00e+00, 1.11e+02, 6.40e+01, 3.90e+01, 0.00e+00, 3.42e+01,\n",
      "        2.60e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.07e+02, 7.40e+01, 3.00e+01, 1.00e+02, 3.36e+01,\n",
      "        4.04e-01, 2.30e+01],\n",
      "       [0.00e+00, 1.13e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.33e+01,\n",
      "        2.78e-01, 2.30e+01],\n",
      "       [1.00e+00, 1.18e+02, 5.80e+01, 3.60e+01, 9.40e+01, 3.33e+01,\n",
      "        2.61e-01, 2.30e+01],\n",
      "       [5.00e+00, 1.05e+02, 7.20e+01, 2.90e+01, 3.25e+02, 3.69e+01,\n",
      "        1.59e-01, 2.80e+01],\n",
      "       [0.00e+00, 1.14e+02, 8.00e+01, 3.40e+01, 2.85e+02, 4.42e+01,\n",
      "        1.67e-01, 2.70e+01],\n",
      "       [1.00e+00, 9.60e+01, 6.40e+01, 2.70e+01, 8.70e+01, 3.32e+01,\n",
      "        2.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 8.70e+01, 7.80e+01, 2.70e+01, 3.20e+01, 3.46e+01,\n",
      "        1.01e-01, 2.20e+01],\n",
      "       [0.00e+00, 1.01e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.57e+01,\n",
      "        1.98e-01, 2.60e+01],\n",
      "       [0.00e+00, 1.17e+02, 8.00e+01, 3.10e+01, 5.30e+01, 4.52e+01,\n",
      "        8.90e-02, 2.40e+01],\n",
      "       [4.00e+00, 9.10e+01, 7.00e+01, 3.20e+01, 8.80e+01, 3.31e+01,\n",
      "        4.46e-01, 2.20e+01],\n",
      "       [0.00e+00, 8.60e+01, 6.80e+01, 3.20e+01, 0.00e+00, 3.58e+01,\n",
      "        2.38e-01, 2.50e+01],\n",
      "       [1.00e+00, 7.10e+01, 7.80e+01, 5.00e+01, 4.50e+01, 3.32e+01,\n",
      "        4.22e-01, 2.10e+01],\n",
      "       [2.00e+00, 1.12e+02, 6.80e+01, 2.20e+01, 9.40e+01, 3.41e+01,\n",
      "        3.15e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.15e+02, 6.60e+01, 3.90e+01, 1.40e+02, 3.81e+01,\n",
      "        1.50e-01, 2.80e+01],\n",
      "       [3.00e+00, 1.12e+02, 7.40e+01, 3.00e+01, 0.00e+00, 3.16e+01,\n",
      "        1.97e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.50e+01, 3.20e+01, 0.00e+00, 3.57e+01,\n",
      "        1.48e-01, 2.10e+01],\n",
      "       [2.00e+00, 8.70e+01, 5.80e+01, 1.60e+01, 5.20e+01, 3.27e+01,\n",
      "        1.66e-01, 2.50e+01],\n",
      "       [1.00e+00, 0.00e+00, 6.80e+01, 3.50e+01, 0.00e+00, 3.20e+01,\n",
      "        3.89e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.05e+02, 5.80e+01, 4.00e+01, 9.40e+01, 3.49e+01,\n",
      "        2.25e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.02e+02, 6.40e+01, 4.60e+01, 7.80e+01, 4.06e+01,\n",
      "        4.96e-01, 2.10e+01],\n",
      "       [2.00e+00, 8.30e+01, 6.60e+01, 2.30e+01, 5.00e+01, 3.22e+01,\n",
      "        4.97e-01, 2.20e+01],\n",
      "       [4.00e+00, 1.17e+02, 6.40e+01, 2.70e+01, 1.20e+02, 3.32e+01,\n",
      "        2.30e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.50e+01, 8.00e+01, 4.50e+01, 9.20e+01, 3.65e+01,\n",
      "        3.30e-01, 2.60e+01],\n",
      "       [0.00e+00, 9.10e+01, 6.80e+01, 3.20e+01, 2.10e+02, 3.99e+01,\n",
      "        3.81e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.00e+02, 5.40e+01, 2.80e+01, 1.05e+02, 3.78e+01,\n",
      "        4.98e-01, 2.40e+01],\n",
      "       [0.00e+00, 1.19e+02, 6.60e+01, 2.70e+01, 0.00e+00, 3.88e+01,\n",
      "        2.59e-01, 2.20e+01],\n",
      "       [0.00e+00, 8.40e+01, 8.20e+01, 3.10e+01, 1.25e+02, 3.82e+01,\n",
      "        2.33e-01, 2.30e+01],\n",
      "       [3.00e+00, 8.40e+01, 7.20e+01, 3.20e+01, 0.00e+00, 3.72e+01,\n",
      "        2.67e-01, 2.80e+01],\n",
      "       [3.00e+00, 1.24e+02, 8.00e+01, 3.30e+01, 1.30e+02, 3.32e+01,\n",
      "        3.05e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.25e+02, 5.80e+01, 0.00e+00, 0.00e+00, 3.16e+01,\n",
      "        1.51e-01, 2.40e+01],\n",
      "       [1.00e+00, 8.40e+01, 6.40e+01, 2.30e+01, 1.15e+02, 3.69e+01,\n",
      "        4.71e-01, 2.80e+01],\n",
      "       [1.00e+00, 8.70e+01, 6.80e+01, 3.40e+01, 7.70e+01, 3.76e+01,\n",
      "        4.01e-01, 2.40e+01],\n",
      "       [1.00e+00, 9.90e+01, 7.20e+01, 3.00e+01, 1.80e+01, 3.86e+01,\n",
      "        4.12e-01, 2.10e+01],\n",
      "       [2.00e+00, 9.80e+01, 6.00e+01, 1.70e+01, 1.20e+02, 3.47e+01,\n",
      "        1.98e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.80e+01, 5.00e+01, 1.40e+02, 3.94e+01,\n",
      "        1.75e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.40e+01, 7.00e+01, 2.70e+01, 1.15e+02, 4.35e+01,\n",
      "        3.47e-01, 2.10e+01],\n",
      "       [0.00e+00, 1.02e+02, 7.80e+01, 4.00e+01, 9.00e+01, 3.45e+01,\n",
      "        2.38e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.17e+02, 6.00e+01, 2.30e+01, 1.06e+02, 3.38e+01,\n",
      "        4.66e-01, 2.70e+01],\n",
      "       [5.00e+00, 1.23e+02, 7.40e+01, 4.00e+01, 7.70e+01, 3.41e+01,\n",
      "        2.69e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.00e+01, 2.80e+01, 1.35e+02, 3.42e+01,\n",
      "        1.42e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.12e+02, 8.00e+01, 4.50e+01, 1.32e+02, 3.48e+01,\n",
      "        2.17e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.30e+01, 6.00e+01, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        2.63e-01, 2.50e+01],\n",
      "       [0.00e+00, 9.50e+01, 6.40e+01, 3.90e+01, 1.05e+02, 4.46e+01,\n",
      "        3.66e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.60e+01, 2.70e+01, 2.00e+02, 3.59e+01,\n",
      "        4.83e-01, 2.60e+01],\n",
      "       [6.00e+00, 8.00e+01, 8.00e+01, 3.60e+01, 0.00e+00, 3.98e+01,\n",
      "        1.77e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.08e+02, 6.00e+01, 4.60e+01, 1.78e+02, 3.55e+01,\n",
      "        4.15e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.14e+02, 6.60e+01, 3.60e+01, 2.00e+02, 3.81e+01,\n",
      "        2.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.16e+02, 7.80e+01, 2.90e+01, 1.80e+02, 3.61e+01,\n",
      "        4.96e-01, 2.50e+01],\n",
      "       [4.00e+00, 9.50e+01, 6.00e+01, 3.20e+01, 0.00e+00, 3.54e+01,\n",
      "        2.84e-01, 2.80e+01],\n",
      "       [2.00e+00, 9.90e+01, 6.00e+01, 1.70e+01, 1.60e+02, 3.66e+01,\n",
      "        4.53e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.21e+02, 7.80e+01, 3.90e+01, 7.40e+01, 3.90e+01,\n",
      "        2.61e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.75e+01,\n",
      "        1.97e-01, 2.60e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.00e+01, 2.70e+01, 0.00e+00, 3.68e+01,\n",
      "        3.40e-01, 2.70e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │           ├── AnyNode(id='c89', rule=None, split_column=None, split_value=None, value=[0.0, 47.0], x=array([[0.00e+00, 1.05e+02, 6.40e+01, 4.10e+01, 1.42e+02, 4.15e+01,\n",
      "        1.73e-01, 2.20e+01],\n",
      "       [5.00e+00, 9.50e+01, 7.20e+01, 3.30e+01, 0.00e+00, 3.77e+01,\n",
      "        3.70e-01, 2.70e+01],\n",
      "       [2.00e+00, 1.00e+02, 6.80e+01, 2.50e+01, 7.10e+01, 3.85e+01,\n",
      "        3.24e-01, 2.60e+01],\n",
      "       [3.00e+00, 8.30e+01, 5.80e+01, 3.10e+01, 1.80e+01, 3.43e+01,\n",
      "        3.36e-01, 2.50e+01],\n",
      "       [4.00e+00, 7.60e+01, 6.20e+01, 0.00e+00, 0.00e+00, 3.40e+01,\n",
      "        3.91e-01, 2.50e+01],\n",
      "       [6.00e+00, 1.11e+02, 6.40e+01, 3.90e+01, 0.00e+00, 3.42e+01,\n",
      "        2.60e-01, 2.40e+01],\n",
      "       [2.00e+00, 1.07e+02, 7.40e+01, 3.00e+01, 1.00e+02, 3.36e+01,\n",
      "        4.04e-01, 2.30e+01],\n",
      "       [5.00e+00, 1.05e+02, 7.20e+01, 2.90e+01, 3.25e+02, 3.69e+01,\n",
      "        1.59e-01, 2.80e+01],\n",
      "       [0.00e+00, 1.14e+02, 8.00e+01, 3.40e+01, 2.85e+02, 4.42e+01,\n",
      "        1.67e-01, 2.70e+01],\n",
      "       [1.00e+00, 8.70e+01, 7.80e+01, 2.70e+01, 3.20e+01, 3.46e+01,\n",
      "        1.01e-01, 2.20e+01],\n",
      "       [0.00e+00, 1.01e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.57e+01,\n",
      "        1.98e-01, 2.60e+01],\n",
      "       [0.00e+00, 1.17e+02, 8.00e+01, 3.10e+01, 5.30e+01, 4.52e+01,\n",
      "        8.90e-02, 2.40e+01],\n",
      "       [0.00e+00, 8.60e+01, 6.80e+01, 3.20e+01, 0.00e+00, 3.58e+01,\n",
      "        2.38e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.12e+02, 6.80e+01, 2.20e+01, 9.40e+01, 3.41e+01,\n",
      "        3.15e-01, 2.60e+01],\n",
      "       [3.00e+00, 1.15e+02, 6.60e+01, 3.90e+01, 1.40e+02, 3.81e+01,\n",
      "        1.50e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.50e+01, 3.20e+01, 0.00e+00, 3.57e+01,\n",
      "        1.48e-01, 2.10e+01],\n",
      "       [2.00e+00, 1.05e+02, 5.80e+01, 4.00e+01, 9.40e+01, 3.49e+01,\n",
      "        2.25e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.02e+02, 6.40e+01, 4.60e+01, 7.80e+01, 4.06e+01,\n",
      "        4.96e-01, 2.10e+01],\n",
      "       [0.00e+00, 9.50e+01, 8.00e+01, 4.50e+01, 9.20e+01, 3.65e+01,\n",
      "        3.30e-01, 2.60e+01],\n",
      "       [0.00e+00, 9.10e+01, 6.80e+01, 3.20e+01, 2.10e+02, 3.99e+01,\n",
      "        3.81e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.00e+02, 5.40e+01, 2.80e+01, 1.05e+02, 3.78e+01,\n",
      "        4.98e-01, 2.40e+01],\n",
      "       [0.00e+00, 1.19e+02, 6.60e+01, 2.70e+01, 0.00e+00, 3.88e+01,\n",
      "        2.59e-01, 2.20e+01],\n",
      "       [0.00e+00, 8.40e+01, 8.20e+01, 3.10e+01, 1.25e+02, 3.82e+01,\n",
      "        2.33e-01, 2.30e+01],\n",
      "       [3.00e+00, 8.40e+01, 7.20e+01, 3.20e+01, 0.00e+00, 3.72e+01,\n",
      "        2.67e-01, 2.80e+01],\n",
      "       [1.00e+00, 8.40e+01, 6.40e+01, 2.30e+01, 1.15e+02, 3.69e+01,\n",
      "        4.71e-01, 2.80e+01],\n",
      "       [1.00e+00, 8.70e+01, 6.80e+01, 3.40e+01, 7.70e+01, 3.76e+01,\n",
      "        4.01e-01, 2.40e+01],\n",
      "       [1.00e+00, 9.90e+01, 7.20e+01, 3.00e+01, 1.80e+01, 3.86e+01,\n",
      "        4.12e-01, 2.10e+01],\n",
      "       [2.00e+00, 9.80e+01, 6.00e+01, 1.70e+01, 1.20e+02, 3.47e+01,\n",
      "        1.98e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.12e+02, 7.80e+01, 5.00e+01, 1.40e+02, 3.94e+01,\n",
      "        1.75e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.40e+01, 7.00e+01, 2.70e+01, 1.15e+02, 4.35e+01,\n",
      "        3.47e-01, 2.10e+01],\n",
      "       [0.00e+00, 1.02e+02, 7.80e+01, 4.00e+01, 9.00e+01, 3.45e+01,\n",
      "        2.38e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.17e+02, 6.00e+01, 2.30e+01, 1.06e+02, 3.38e+01,\n",
      "        4.66e-01, 2.70e+01],\n",
      "       [5.00e+00, 1.23e+02, 7.40e+01, 4.00e+01, 7.70e+01, 3.41e+01,\n",
      "        2.69e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.00e+01, 2.80e+01, 1.35e+02, 3.42e+01,\n",
      "        1.42e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.12e+02, 8.00e+01, 4.50e+01, 1.32e+02, 3.48e+01,\n",
      "        2.17e-01, 2.40e+01],\n",
      "       [0.00e+00, 9.30e+01, 6.00e+01, 0.00e+00, 0.00e+00, 3.53e+01,\n",
      "        2.63e-01, 2.50e+01],\n",
      "       [0.00e+00, 9.50e+01, 6.40e+01, 3.90e+01, 1.05e+02, 4.46e+01,\n",
      "        3.66e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.60e+01, 2.70e+01, 2.00e+02, 3.59e+01,\n",
      "        4.83e-01, 2.60e+01],\n",
      "       [6.00e+00, 8.00e+01, 8.00e+01, 3.60e+01, 0.00e+00, 3.98e+01,\n",
      "        1.77e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.08e+02, 6.00e+01, 4.60e+01, 1.78e+02, 3.55e+01,\n",
      "        4.15e-01, 2.40e+01],\n",
      "       [1.00e+00, 1.14e+02, 6.60e+01, 3.60e+01, 2.00e+02, 3.81e+01,\n",
      "        2.89e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.16e+02, 7.80e+01, 2.90e+01, 1.80e+02, 3.61e+01,\n",
      "        4.96e-01, 2.50e+01],\n",
      "       [4.00e+00, 9.50e+01, 6.00e+01, 3.20e+01, 0.00e+00, 3.54e+01,\n",
      "        2.84e-01, 2.80e+01],\n",
      "       [2.00e+00, 9.90e+01, 6.00e+01, 1.70e+01, 1.60e+02, 3.66e+01,\n",
      "        4.53e-01, 2.10e+01],\n",
      "       [1.00e+00, 1.21e+02, 7.80e+01, 3.90e+01, 7.40e+01, 3.90e+01,\n",
      "        2.61e-01, 2.80e+01],\n",
      "       [1.00e+00, 1.06e+02, 7.60e+01, 0.00e+00, 0.00e+00, 3.75e+01,\n",
      "        1.97e-01, 2.60e+01],\n",
      "       [2.00e+00, 1.22e+02, 7.00e+01, 2.70e+01, 0.00e+00, 3.68e+01,\n",
      "        3.40e-01, 2.70e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   │           └── AnyNode(id='c90', rule=None, split_column=None, split_value=None, value=[2.0, 13.0], x=array([[  1.   ,  79.   ,  75.   ,  30.   ,   0.   ,  32.   ,   0.396,\n",
      "         22.   ],\n",
      "       [  2.   ,  92.   ,  62.   ,  28.   ,   0.   ,  31.6  ,   0.13 ,\n",
      "         24.   ],\n",
      "       [  1.   ,  89.   ,  76.   ,  34.   ,  37.   ,  31.2  ,   0.192,\n",
      "         23.   ],\n",
      "       [  0.   , 113.   ,  76.   ,   0.   ,   0.   ,  33.3  ,   0.278,\n",
      "         23.   ],\n",
      "       [  1.   , 118.   ,  58.   ,  36.   ,  94.   ,  33.3  ,   0.261,\n",
      "         23.   ],\n",
      "       [  1.   ,  96.   ,  64.   ,  27.   ,  87.   ,  33.2  ,   0.289,\n",
      "         21.   ],\n",
      "       [  4.   ,  91.   ,  70.   ,  32.   ,  88.   ,  33.1  ,   0.446,\n",
      "         22.   ],\n",
      "       [  1.   ,  71.   ,  78.   ,  50.   ,  45.   ,  33.2  ,   0.422,\n",
      "         21.   ],\n",
      "       [  3.   , 112.   ,  74.   ,  30.   ,   0.   ,  31.6  ,   0.197,\n",
      "         25.   ],\n",
      "       [  2.   ,  87.   ,  58.   ,  16.   ,  52.   ,  32.7  ,   0.166,\n",
      "         25.   ],\n",
      "       [  1.   ,   0.   ,  68.   ,  35.   ,   0.   ,  32.   ,   0.389,\n",
      "         22.   ],\n",
      "       [  2.   ,  83.   ,  66.   ,  23.   ,  50.   ,  32.2  ,   0.497,\n",
      "         22.   ],\n",
      "       [  4.   , 117.   ,  64.   ,  27.   , 120.   ,  33.2  ,   0.23 ,\n",
      "         24.   ],\n",
      "       [  3.   , 124.   ,  80.   ,  33.   , 130.   ,  33.2  ,   0.305,\n",
      "         26.   ],\n",
      "       [  3.   , 125.   ,  58.   ,   0.   ,   0.   ,  31.6  ,   0.151,\n",
      "         24.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "        │   └── AnyNode(id='c28', rule=None, split_column=None, split_value=None, value=[5.0, 6.0], x=array([[3.00e+00, 7.80e+01, 5.00e+01, 3.20e+01, 8.80e+01, 3.10e+01,\n",
      "        2.48e-01, 2.60e+01],\n",
      "       [5.00e+00, 7.80e+01, 4.80e+01, 0.00e+00, 0.00e+00, 3.37e+01,\n",
      "        6.54e-01, 2.50e+01],\n",
      "       [1.00e+00, 8.80e+01, 3.00e+01, 4.20e+01, 9.90e+01, 5.50e+01,\n",
      "        4.96e-01, 2.60e+01],\n",
      "       [2.00e+00, 1.08e+02, 5.20e+01, 2.60e+01, 6.30e+01, 3.25e+01,\n",
      "        3.18e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.25e+02, 5.00e+01, 4.00e+01, 1.67e+02, 3.33e+01,\n",
      "        9.62e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.22e+02, 5.20e+01, 4.30e+01, 1.58e+02, 3.62e+01,\n",
      "        8.16e-01, 2.80e+01],\n",
      "       [2.00e+00, 1.23e+02, 4.80e+01, 3.20e+01, 1.65e+02, 4.21e+01,\n",
      "        5.20e-01, 2.60e+01],\n",
      "       [1.00e+00, 1.19e+02, 4.40e+01, 4.70e+01, 6.30e+01, 3.55e+01,\n",
      "        2.80e-01, 2.50e+01],\n",
      "       [0.00e+00, 1.19e+02, 0.00e+00, 0.00e+00, 0.00e+00, 3.24e+01,\n",
      "        1.41e-01, 2.40e+01],\n",
      "       [3.00e+00, 1.21e+02, 5.20e+01, 0.00e+00, 0.00e+00, 3.60e+01,\n",
      "        1.27e-01, 2.50e+01],\n",
      "       [2.00e+00, 1.27e+02, 4.60e+01, 2.10e+01, 3.35e+02, 3.44e+01,\n",
      "        1.76e-01, 2.20e+01]]), y=[1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 1.0, 0.0])\n",
      "        └── AnyNode(id='c14', rule='X0 <= 5.50000', split_column=0, split_value=5.5, value=[2.0, 149.0], x=array([[  1.   ,  89.   ,  66.   , ...,  28.1  ,   0.167,  21.   ],\n",
      "       [  1.   ,  97.   ,  66.   , ...,  23.2  ,   0.487,  22.   ],\n",
      "       [  3.   ,  88.   ,  58.   , ...,  24.8  ,   0.267,  22.   ],\n",
      "       ...,\n",
      "       [  3.   , 108.   ,  62.   , ...,  26.   ,   0.223,  25.   ],\n",
      "       [  2.   ,  88.   ,  58.   , ...,  28.4  ,   0.766,  22.   ],\n",
      "       [  1.   ,  93.   ,  70.   , ...,  30.4  ,   0.315,  23.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "            ├── AnyNode(id='c29', rule=None, split_column=None, split_value=None, value=[1.0, 6.0], x=array([[  6.   ,  92.   ,  92.   ,   0.   ,   0.   ,  19.9  ,   0.188,\n",
      "         28.   ],\n",
      "       [  7.   , 105.   ,   0.   ,   0.   ,   0.   ,   0.   ,   0.305,\n",
      "         24.   ],\n",
      "       [  6.   ,  93.   ,  50.   ,  30.   ,  64.   ,  28.7  ,   0.356,\n",
      "         23.   ],\n",
      "       [  6.   , 114.   ,   0.   ,   0.   ,   0.   ,   0.   ,   0.189,\n",
      "         26.   ],\n",
      "       [  6.   , 109.   ,  60.   ,  27.   ,   0.   ,  25.   ,   0.206,\n",
      "         27.   ],\n",
      "       [  6.   ,  96.   ,   0.   ,   0.   ,   0.   ,  23.7  ,   0.19 ,\n",
      "         28.   ],\n",
      "       [  8.   , 120.   ,  86.   ,   0.   ,   0.   ,  28.4  ,   0.259,\n",
      "         22.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0])\n",
      "            └── AnyNode(id='c30', rule='X6 <= 0.67200', split_column=6, split_value=0.672, value=[1.0, 143.0], x=array([[  1.   ,  89.   ,  66.   , ...,  28.1  ,   0.167,  21.   ],\n",
      "       [  1.   ,  97.   ,  66.   , ...,  23.2  ,   0.487,  22.   ],\n",
      "       [  3.   ,  88.   ,  58.   , ...,  24.8  ,   0.267,  22.   ],\n",
      "       ...,\n",
      "       [  3.   , 108.   ,  62.   , ...,  26.   ,   0.223,  25.   ],\n",
      "       [  2.   ,  88.   ,  58.   , ...,  28.4  ,   0.766,  22.   ],\n",
      "       [  1.   ,  93.   ,  70.   , ...,  30.4  ,   0.315,  23.   ]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "                ├── AnyNode(id='c47', rule=None, split_column=None, split_value=None, value=[1.0, 18.0], x=array([[  1.   , 126.   ,  56.   ,  29.   , 152.   ,  28.7  ,   0.801,\n",
      "         21.   ],\n",
      "       [  1.   , 109.   ,  56.   ,  21.   , 135.   ,  25.2  ,   0.833,\n",
      "         23.   ],\n",
      "       [  2.   ,  87.   ,   0.   ,  23.   ,   0.   ,  28.9  ,   0.773,\n",
      "         25.   ],\n",
      "       [  3.   , 107.   ,  62.   ,  13.   ,  48.   ,  22.9  ,   0.678,\n",
      "         23.   ],\n",
      "       [  2.   , 108.   ,  62.   ,  10.   , 278.   ,  25.3  ,   0.881,\n",
      "         22.   ],\n",
      "       [  0.   , 118.   ,  64.   ,  23.   ,  89.   ,   0.   ,   1.731,\n",
      "         21.   ],\n",
      "       [  1.   , 107.   ,  72.   ,  30.   ,  82.   ,  30.8  ,   0.821,\n",
      "         24.   ],\n",
      "       [  1.   , 109.   ,  60.   ,   8.   , 182.   ,  25.4  ,   0.947,\n",
      "         21.   ],\n",
      "       [  1.   ,  90.   ,  62.   ,  18.   ,  59.   ,  25.1  ,   1.268,\n",
      "         25.   ],\n",
      "       [  2.   , 127.   ,  58.   ,  24.   , 275.   ,  27.7  ,   1.6  ,\n",
      "         25.   ],\n",
      "       [  1.   ,  97.   ,  68.   ,  21.   ,   0.   ,  27.2  ,   1.095,\n",
      "         22.   ],\n",
      "       [  2.   ,  84.   ,  50.   ,  23.   ,  76.   ,  30.4  ,   0.968,\n",
      "         21.   ],\n",
      "       [  2.   , 122.   ,  60.   ,  18.   , 106.   ,  29.8  ,   0.717,\n",
      "         22.   ],\n",
      "       [  2.   ,  95.   ,  54.   ,  14.   ,  88.   ,  26.1  ,   0.748,\n",
      "         22.   ],\n",
      "       [  2.   ,  82.   ,  52.   ,  22.   , 115.   ,  28.5  ,   1.699,\n",
      "         25.   ],\n",
      "       [  2.   ,  92.   ,  76.   ,  20.   ,   0.   ,  24.2  ,   1.698,\n",
      "         28.   ],\n",
      "       [  0.   , 102.   ,  86.   ,  17.   , 105.   ,  29.3  ,   0.695,\n",
      "         27.   ],\n",
      "       [  3.   , 103.   ,  72.   ,  30.   , 152.   ,  27.6  ,   0.73 ,\n",
      "         27.   ],\n",
      "       [  2.   ,  88.   ,  58.   ,  26.   ,  16.   ,  28.4  ,   0.766,\n",
      "         22.   ]]), y=[0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n",
      "                └── AnyNode(id='c48', rule=None, split_column=None, split_value=None, value=[0.0, 125.0], x=array([[1.00e+00, 8.90e+01, 6.60e+01, 2.30e+01, 9.40e+01, 2.81e+01,\n",
      "        1.67e-01, 2.10e+01],\n",
      "       [1.00e+00, 9.70e+01, 6.60e+01, 1.50e+01, 1.40e+02, 2.32e+01,\n",
      "        4.87e-01, 2.20e+01],\n",
      "       [3.00e+00, 8.80e+01, 5.80e+01, 1.10e+01, 5.40e+01, 2.48e+01,\n",
      "        2.67e-01, 2.20e+01],\n",
      "       [2.00e+00, 7.10e+01, 7.00e+01, 2.70e+01, 0.00e+00, 2.80e+01,\n",
      "        5.86e-01, 2.20e+01],\n",
      "       [1.00e+00, 1.03e+02, 8.00e+01, 1.10e+01, 8.20e+01, 1.94e+01,\n",
      "        4.91e-01, 2.20e+01],\n",
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      "       [2.00e+00, 9.20e+01, 5.20e+01, 0.00e+00, 0.00e+00, 3.01e+01,\n",
      "        1.41e-01, 2.20e+01],\n",
      "       [2.00e+00, 1.06e+02, 5.60e+01, 2.70e+01, 1.65e+02, 2.90e+01,\n",
      "        4.26e-01, 2.20e+01],\n",
      "       [0.00e+00, 1.26e+02, 8.60e+01, 2.70e+01, 1.20e+02, 2.74e+01,\n",
      "        5.15e-01, 2.10e+01],\n",
      "       [3.00e+00, 1.02e+02, 4.40e+01, 2.00e+01, 9.40e+01, 3.08e+01,\n",
      "        4.00e-01, 2.60e+01],\n",
      "       [1.00e+00, 1.09e+02, 5.80e+01, 1.80e+01, 1.16e+02, 2.85e+01,\n",
      "        2.19e-01, 2.20e+01],\n",
      "       [3.00e+00, 1.08e+02, 6.20e+01, 2.40e+01, 0.00e+00, 2.60e+01,\n",
      "        2.23e-01, 2.50e+01],\n",
      "       [1.00e+00, 9.30e+01, 7.00e+01, 3.10e+01, 0.00e+00, 3.04e+01,\n",
      "        3.15e-01, 2.30e+01]]), y=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0])\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "from anytree import AnyNode, RenderTree\n",
    "import numpy as np\n",
    "from numpy import genfromtxt\n",
    "from queue import LifoQueue as lifo\n",
    "\n",
    "# Global nodes\n",
    "nodes = {}\n",
    "\n",
    "\n",
    "# Print a decision tree\n",
    "def print_tree(t):\n",
    "    print(RenderTree(t))\n",
    "\n",
    "\n",
    "# @todo make y separate from x and check if it 0 or 1\n",
    "# @todo change the height and width parameter\n",
    "# @todo fix the rule comparison. All the rules are <=. The values from the split are correct.\n",
    "# @todo add image command to show the tree\n",
    "# @todo nfeet\n",
    "def tree_grow(x, y, nmin=8, minleaf=3, nfeat=None): #wrong parameters, more than we asked. It should work in a loop and not recursive\n",
    "    if nfeat is None:\n",
    "        nfeat = x.shape[1]\n",
    "    parent = None\n",
    "    #nodes_to_examine = lifo()\n",
    "    nodes_to_examine = []\n",
    "    node_counter = 2 # for iteration between nodes\n",
    "    while True:\n",
    "        target_col, target_value = best_split(x, y, nmin, minleaf, nfeat)  # parameters for overfitting should be passed on best split and examined there\n",
    "        #count the number of instances per class for the child nodes\n",
    "        #To access root\n",
    "        if parent is None:\n",
    "            root = AnyNode(id='root', rule=('X%d <= %.5f' % (target_col, target_value)), split_value=target_value, split_column = target_col)\n",
    "            nodes[root.id] = root\n",
    "            x_l = x[x[:, target_col] > target_value, :]\n",
    "            x_r = x[x[:, target_col] <= target_value, :]\n",
    "            y_l = []\n",
    "            y_r = []\n",
    "            helper = x[:, target_col]\n",
    "            for i in range(len(helper)):\n",
    "                if helper[i] > target_value:\n",
    "                    y_l.append(y[i])\n",
    "                else:\n",
    "                    y_r.append(y[i])\n",
    "            number_of_class_a_split_1 = sum(y_l)\n",
    "            number_of_class_b_split_1 = len(y_l) - number_of_class_a_split_1\n",
    "            number_of_class_a_split_2 =  sum(y_r)\n",
    "            number_of_class_b_split_2 = len(y_r) - number_of_class_a_split_2\n",
    "            child_left = AnyNode(id='c1', parent=root, rule=None, x=x_l, y=y_l,\n",
    "                                 value=[number_of_class_a_split_1, number_of_class_b_split_1])\n",
    "            child_right = AnyNode(id='c2', parent=root, rule=None, x= x_r, y = y_r,\n",
    "                                  value=[number_of_class_a_split_2, number_of_class_b_split_2])\n",
    "            #trial for pred\n",
    "            root.children= [child_left,child_right]\n",
    "            nodes[child_left.id] = child_left\n",
    "            nodes[child_right.id] = child_right\n",
    "            nodes_to_examine.append(child_left)\n",
    "            nodes_to_examine.append(child_right)\n",
    "            parent = 1\n",
    "        #any other node\n",
    "        else:\n",
    "            #check if lifo empty, if it is break as there are no other nodes to examine\n",
    "            if not nodes_to_examine:\n",
    "                break\n",
    "            #get node from lifo\n",
    "            candidate = nodes_to_examine[0]\n",
    "            nodes_to_examine = nodes_to_examine[1:]\n",
    "            x_c = candidate.x #get the instances that belong to the node\n",
    "            y_c = candidate.y\n",
    "            #second check\n",
    "            if x_c.shape[0] < nmin or x_c.shape[0] < 2*minleaf:\n",
    "                continue\n",
    "            target_col, target_value = best_split(x_c, y_c, nmin, minleaf,\n",
    "                                                  nfeat)  #get the split for the node\n",
    "            if target_value is None and target_col is None:\n",
    "                continue\n",
    "            else:\n",
    "                node_counter = node_counter + 1\n",
    "                x_l = x_c[x_c[:, target_col] > target_value, :]\n",
    "                x_r = x_c[x_c[:, target_col] <= target_value, :]\n",
    "                \"\"\"\n",
    "                if x_l.shape[0] < minleaf or x_r.shape[0] < minleaf:\n",
    "                    break\n",
    "                    \"\"\"\n",
    "                y_l = []\n",
    "                y_r = []\n",
    "                helper = x_c[:, target_col]\n",
    "                for i in range(len(helper)):\n",
    "                    if helper[i] > target_value:\n",
    "                        y_l.append(y_c[i])\n",
    "                    else:\n",
    "                        y_r.append(y_c[i])\n",
    "                number_of_class_a_split_1 = sum(y_l)\n",
    "                number_of_class_b_split_1 = len(y_l) - number_of_class_a_split_1\n",
    "                number_of_class_a_split_2 = sum(y_r)\n",
    "                number_of_class_b_split_2 = len(y_r) - number_of_class_a_split_2\n",
    "                child_left = AnyNode(id='c%d' % node_counter,\n",
    "                                     parent=candidate, split_value = None, split_column = None,\n",
    "                                     rule=None, x=x_l, y = y_l,\n",
    "                                     value=[number_of_class_a_split_1, number_of_class_b_split_1])\n",
    "                node_counter = node_counter + 1\n",
    "                child_right = AnyNode(id='c%d' % node_counter,\n",
    "                                      parent=candidate, split_value = None, split_column = None,\n",
    "                                      rule=None, x=x_r, y = y_r,\n",
    "                                      value=[number_of_class_a_split_2, number_of_class_b_split_2])\n",
    "                candidate.rule = ('X%d <= %.5f' % (target_col, target_value))\n",
    "                candidate.children = [child_left, child_right]\n",
    "                candidate.split_column = target_col\n",
    "                candidate.split_value = target_value\n",
    "                nodes[child_left.id] = child_left\n",
    "                nodes[child_right.id] = child_right\n",
    "                nodes_to_examine.append(child_left)\n",
    "                nodes_to_examine.append(child_right)\n",
    "    return nodes['root']\n",
    "\n",
    "def best_split(x, y, nmin, minleaf,  nfeat): #x,y inputs + plus overfitting parameters\n",
    "    parent_impurity = gini_index(y)\n",
    "    number_of_col = x.shape[1]\n",
    "    target = None\n",
    "    col_target = None\n",
    "    best_quality = 0\n",
    "    # if parent has lower instances than nmin this node becomes a leaf -- return 2 Nones\n",
    "    if x.shape[0] < nmin:\n",
    "        return target, col_target\n",
    "    #check nfeat parameter. Either all features will be examined or a random sample of them with length of nfeat\n",
    "    if nfeat == number_of_col:\n",
    "        feat = list(range(number_of_col))\n",
    "    else:\n",
    "        feat = random.sample(range(0, number_of_col - 1), nfeat)\n",
    "    for j in feat:# examine each feature\n",
    "        xcolumn = x[:, j]\n",
    "        x_sorted = np.sort(np.unique(xcolumn))\n",
    "        x_splitpoints = []\n",
    "        for i in range(x_sorted.shape[0]-1):\n",
    "            x_splitpoints.append((x_sorted[i]+x_sorted[i+1])/2)\n",
    "        qualities = np.array([])\n",
    "        x_kept = []\n",
    "        for point in x_splitpoints: # examine all possible splitpoints\n",
    "            child1 = []\n",
    "            child2 = []\n",
    "            for i in range(len(xcolumn)):\n",
    "                if xcolumn[i] > point:\n",
    "                    child1.append(y[i])\n",
    "                else:\n",
    "                    child2.append(y[i])\n",
    "            # check if the split is possible according to minleaf constrains\n",
    "            if len(child1) < minleaf or len(child2) < minleaf:\n",
    "                continue\n",
    "            ratio = len(child1) / len(y)\n",
    "            qualities = np.append(qualities,\n",
    "                                   parent_impurity - ratio * gini_index(child1) - (1 - ratio) * gini_index(child2))\n",
    "            x_kept.append(point)\n",
    "        if not list(qualities):\n",
    "            continue\n",
    "        candidate = np.max(qualities)\n",
    "        ind = np.argmax(qualities)\n",
    "        if candidate > best_quality:\n",
    "            best_quality = candidate\n",
    "            target = x_kept[ind]\n",
    "            col_target = j\n",
    "    return col_target, target\n",
    "\n",
    "\n",
    "# Calculate the Gini index for a split dataset\n",
    "def gini_index(labels):\n",
    "    labels = list(labels)\n",
    "    numerator = np.sum(labels)\n",
    "    div = len(labels)\n",
    "    return (numerator/div)*(1-numerator/div)\n",
    "\n",
    "\n",
    "dataset = [[2.771244718, 1.784783929, 0],\n",
    "           [1.728571309, 1.169761413, 0],\n",
    "           [3.678319846, 2.81281357, 0],\n",
    "           [3.961043357, 2.61995032, 0],\n",
    "           [2.999208922, 2.209014212, 0],\n",
    "           [7.497545867, 3.162953546, 1],\n",
    "           [9.00220326, 3.339047188, 1],\n",
    "           [7.444542326, 0.476683375, 1],\n",
    "           [10.12493903, 3.234550982, 1],\n",
    "           [6.642287351, 3.319983761, 1]]\n",
    "\n",
    "credit_data = [\n",
    "    [22, 0, 0, 28, 1, 0],\n",
    "    [46, 0, 1, 32, 0, 0],\n",
    "    [24, 1, 1, 24, 1, 0],\n",
    "    [25, 0, 0, 27, 1, 0],\n",
    "    [29, 1, 1, 32, 0, 0],\n",
    "    [45, 1, 1, 30, 0, 1],\n",
    "    [63, 1, 1, 58, 1, 1],\n",
    "    [63, 1, 1, 58, 1, 1],\n",
    "    [63, 1, 1, 58, 1, 1],\n",
    "    [63, 1, 1, 58, 1, 1],\n",
    "    [63, 1, 1, 58, 0, 0],\n",
    "    [36, 1, 0, 52, 1, 1],\n",
    "    [23, 0, 1, 40, 0, 1],\n",
    "    [50, 1, 1, 28, 0, 1]\n",
    "]\n",
    "\n",
    "# dataset = np.array(credit_data)\n",
    "\n",
    "pima = genfromtxt('pima_numbers.csv', delimiter=',')\n",
    "\n",
    "x = pima[:, :-1]\n",
    "y = pima[:,-1]\n",
    "tree = tree_grow(x, y, 20, 5 )\n",
    "print_tree(tree)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tree_pred(x, tree):\n",
    "    predictions = []\n",
    "    for xpred in x:\n",
    "        pred = None\n",
    "        p = tree\n",
    "        while(True):\n",
    "            if p.rule == None:\n",
    "                if p.value[0] > p.value[1]:\n",
    "                    predictions.append(1)\n",
    "                    break\n",
    "                else:\n",
    "                    predictions.append(0)\n",
    "                    break\n",
    "            else:\n",
    "                col = p.split_column\n",
    "                val = p.split_value\n",
    "                if xpred[col] > val:\n",
    "                    new_p = p.children[0]\n",
    "                else:\n",
    "                    new_p = p.children[1]\n",
    "                p = new_p\n",
    "    return predictions\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = tree_pred(x, tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8567708333333334"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "accuracy_score(y,pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[444,  56],\n",
       "       [ 54, 214]], dtype=int64)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix as conf\n",
    "conf(y,pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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