{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing important libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier , RandomForestRegressor\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.tree import export_graphviz , plot_tree\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ensemble :\n",
    "    methods is a machine learning technique that combines several base models in order to produce one optimal predictive model.(however it is important to note that Ensemble Methods do not only pertain to Decision Trees)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Types of Ensemble Methods\n",
    "1. BAGGing, or Bootstrap AGGregating. BAGGing gets its name because it combines Bootstrapping and Aggregation to form one ensemble model. Given a sample of data, multiple bootstrapped subsamples are pulled. A Decision Tree is formed on each of the bootstrapped subsamples. After each subsample Decision Tree has been formed, an algorithm is used to aggregate over the Decision Trees to form the most efficient predictor. The image below will help explain:\n",
    "\n",
    "![](https://miro.medium.com/max/1400/0*PBGJw23ud8Sp7qO4.)\n",
    "\n",
    "1. Boosting: \n",
    "    The term ‘Boosting’ refers to a family of algorithms which converts weak learner to strong learners.To find weak rule, we apply base learning (ML) algorithms with a different distribution. Each time base learning algorithm is applied, it generates a new weak prediction rule. This is an iterative process. After many iterations, the boosting algorithm combines these weak rules into a single strong prediction rule.\n",
    "\n",
    "### For choosing the right distribution, here are the following steps:\n",
    "\n",
    "Step 1:  The base learner takes all the distributions and assign equal weight or attention to each observation.\n",
    "\n",
    "Step 2: If there is any prediction error caused by first base learning algorithm, then we pay higher attention to observations having prediction error. Then, we apply the next base learning algorithm.\n",
    "\n",
    "Step 3: Iterate Step 2 till the limit of base learning algorithm is reached or higher accuracy is achieved.\n",
    "\n",
    "Finally, it combines the outputs from weak learner and creates  a strong learner which eventually improves the prediction power of the model. Boosting pays higher focus on examples which are mis-classiﬁed or have higher errors by preceding weak rules.\n",
    "\n",
    "\n",
    "### Types of Boosting Algorithms\n",
    "Underlying engine used for boosting algorithms can be anything.  It can be decision stamp, margin-maximizing classification algorithm etc. There are many boosting algorithms which use other types of engine such as:\n",
    "\n",
    "1. AdaBoost (Adaptive Boosting)\n",
    "1. Gradient Tree Boosting\n",
    "1. XGBoost\n",
    "\n",
    "## AdaBoost (Adaptive Boosting) :\n",
    "It fits a sequence of weak learners on different weighted training data. It starts by predicting original data set and gives equal weight to each observation. If prediction is incorrect using the first learner, then it gives higher weight to observation which have been predicted incorrectly. Being an iterative process, it continues to add learner(s) until a limit is reached in the number of models or accuracy.\n",
    "\n",
    "Mostly, we use decision stamps with AdaBoost. But, we can use any machine learning algorithms as base learner if it accepts weight on training data set. We can use AdaBoost algorithms for both classification and regression problem.\n",
    "\n",
    "You can refer article [Getting smart with machine learning - AdaBoost](https://www.analyticsvidhya.com/blog/2015/05/boosting-algorithms-simplified/) to understand AdaBoost algorithms in more detail.\n",
    "\n",
    "You can tune the parameters to optimize the performance of algorithms, I’ve mentioned below the key parameters for tuning:\n",
    "\n",
    "n_estimators: It controls the number of weak learners.\n",
    "learning_rate:Controls the contribution of weak learners in the final combination. There is a trade-off between learning_rate and n_estimators.\n",
    "base_estimators: It helps to specify different ML algorithm.\n",
    "You can also tune the parameters of base learners to optimize its performance.\n",
    "\n",
    "## Gradient Boosting\n",
    "In gradient boosting, it trains many model sequentially. Each new model gradually minimizes the loss function (y = ax + b + e, e needs special attention as it is an error term) of the whole system using Gradient Descent method. The learning procedure consecutively fit new models to provide a more accurate estimate of the response variable.\n",
    "\n",
    "The principle idea behind this algorithm is to construct new base learners which can be maximally correlated with negative gradient of the loss function, associated with the whole ensemble.  You can refer article [Learn Gradient Boosting Algorithm](https://www.analyticsvidhya.com/blog/2015/09/complete-guide-boosting-methods/) to understand this concept using an example.\n",
    "\n",
    "In Python Sklearn library, we use Gradient Tree Boosting or GBRT. It is a generalization of boosting to arbitrary differentiable loss functions. It can be used for both regression and classification problems.\n",
    "\n",
    "1. n_estimators: It controls the number of weak learners.\n",
    "1. learning_rate:Controls the contribution of weak learners in the final combination. There is a trade-off between learning_rate and n_estimators.\n",
    "1. max_depth: maximum depth of the individual regression estimators. The maximum depth limits the number of nodes in the tree. Tune this parameter for best performance; the best value depends on the interaction of the input variables.\n",
    "\n",
    "You can tune loss function for better performance.\n",
    "\n",
    "## Extreme Gradient Boosting Machine (XGBM)\n",
    "Extreme Gradient Boosting or XGBoost is another popular boosting algorithm. In fact, XGBoost is simply an improvised version of the GBM algorithm! The working procedure of XGBoost is the same as GBM. The trees in XGBoost are built sequentially, trying to correct the errors of the previous trees.\n",
    "\n",
    "Here is an article that intuitively explains the math behind XGBoost and also implements XGBoost in Python:\n",
    "\n",
    "[An End-to-End Guide to Understand the Math behind XGBoost](https://www.analyticsvidhya.com/blog/2018/09/an-end-to-end-guide-to-understand-the-math-behind-xgboost/?utm_source=blog&utm_medium=4-boosting-algorithms-machine-learning)\n",
    "\n",
    "But there are certain features that make XGBoost slightly better than GBM:\n",
    "\n",
    "One of the most important points is that XGBM implements parallel preprocessing (at the node level) which makes it faster than GBM\n",
    "XGBoost also includes a variety of regularization techniques that reduce overfitting and improve overall performance. You can select the regularization technique by setting the hyperparameters of the XGBoost algorithm\n",
    "Learn about the different hyperparameters of XGBoost and how they play a role in the model training process here:\n",
    "\n",
    "[Guide to Hyperparameter Tuning for XGBoost in Python](https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/)\n",
    "Additionally, if you are using the XGBM algorithm, you don’t have to worry about imputing missing values in your dataset. The XGBM model can handle the missing values on its own. During the training process, the model learns whether missing values should be in the right or left node.\n",
    "\n",
    "1. LightGBM\n",
    "The LightGBM boosting algorithm is becoming more popular by the day due to its speed and efficiency. LightGBM is able to handle huge amounts of data with ease. But keep in mind that this algorithm does not perform well with a small number of data points.\n",
    "\n",
    "Let’s take a moment to understand why that’s the case.\n",
    "\n",
    "The trees in LightGBM have a leaf-wise growth, rather than a level-wise growth. After the first split, the next split is done only on the leaf node that has a higher delta loss.\n",
    "\n",
    "Consider the example I’ve illustrated in the below image:\n",
    "\n",
    "![](https://cdn.analyticsvidhya.com/wp-content/uploads/2017/06/11194227/depth.png)\n",
    "\n",
    "After the first split, the left node had a higher loss and is selected for the next split. Now, we have three leaf nodes, and the middle leaf node had the highest loss. The leaf-wise split of the LightGBM algorithm enables it to work with large datasets.\n",
    "\n",
    "In order to speed up the training process, LightGBM uses a histogram-based method for selecting the best split. For any continuous variable, instead of using the individual values, these are divided into bins or buckets. This makes the training process faster and lowers memory usage.\n",
    "\n",
    "Here’s an excellent article that compares the LightGBM and XGBoost Algorithms:\n",
    "\n",
    "[LightGBM vs XGBOOST: Which algorithm takes the crown?](https://www.analyticsvidhya.com/blog/2017/06/which-algorithm-takes-the-crown-light-gbm-vs-xgboost/?utm_source=blog&utm_medium=4-boosting-algorithms-machine-learning)\n",
    "\n",
    "## CatBoost\n",
    "As the name suggests, CatBoost is a boosting algorithm that can handle categorical variables in the data. Most machine learning algorithms cannot work with strings or categories in the data. Thus, converting categorical variables into numerical values is an essential preprocessing step.\n",
    "\n",
    "CatBoost can internally handle categorical variables in the data. These variables are transformed to numerical ones using various statistics on combinations of features.\n",
    "\n",
    "Another reason why CatBoost is being widely used is that it works well with the default set of hyperparameters. Hence, as a user, we do not have to spend a lot of time tuning the hyperparameters.\n",
    "\n",
    "Here is an article that implements CatBoost on a machine learning challenge:\n",
    "\n",
    "[CatBoost: A Machine Learning Library to Handle Categorical Data Automatically](https://www.analyticsvidhya.com/blog/2017/08/catboost-automated-categorical-data/?utm_source=blog&utm_medium=4-boosting-algorithms-machine-learning)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forest Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Position</th>\n",
       "      <th>Level</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Business Analyst</td>\n",
       "      <td>1</td>\n",
       "      <td>45000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Junior Consultant</td>\n",
       "      <td>2</td>\n",
       "      <td>50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Senior Consultant</td>\n",
       "      <td>3</td>\n",
       "      <td>60000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Manager</td>\n",
       "      <td>4</td>\n",
       "      <td>80000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Country Manager</td>\n",
       "      <td>5</td>\n",
       "      <td>110000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Region Manager</td>\n",
       "      <td>6</td>\n",
       "      <td>150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Partner</td>\n",
       "      <td>7</td>\n",
       "      <td>200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Senior Partner</td>\n",
       "      <td>8</td>\n",
       "      <td>300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>C-level</td>\n",
       "      <td>9</td>\n",
       "      <td>500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CEO</td>\n",
       "      <td>10</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Position  Level   Salary\n",
       "0   Business Analyst      1    45000\n",
       "1  Junior Consultant      2    50000\n",
       "2  Senior Consultant      3    60000\n",
       "3            Manager      4    80000\n",
       "4    Country Manager      5   110000\n",
       "5     Region Manager      6   150000\n",
       "6            Partner      7   200000\n",
       "7     Senior Partner      8   300000\n",
       "8            C-level      9   500000\n",
       "9                CEO     10  1000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r'/home/rahul/my_project_dir/python_learning/Class/Datasets/Position_Salaries.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10 entries, 0 to 9\n",
      "Data columns (total 3 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   Position  10 non-null     object\n",
      " 1   Level     10 non-null     int64 \n",
      " 2   Salary    10 non-null     int64 \n",
      "dtypes: int64(2), object(1)\n",
      "memory usage: 368.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Level</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10.00000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.50000</td>\n",
       "      <td>249500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.02765</td>\n",
       "      <td>299373.883668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>45000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.25000</td>\n",
       "      <td>65000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.50000</td>\n",
       "      <td>130000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.75000</td>\n",
       "      <td>275000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.00000</td>\n",
       "      <td>1000000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Level          Salary\n",
       "count  10.00000       10.000000\n",
       "mean    5.50000   249500.000000\n",
       "std     3.02765   299373.883668\n",
       "min     1.00000    45000.000000\n",
       "25%     3.25000    65000.000000\n",
       "50%     5.50000   130000.000000\n",
       "75%     7.75000   275000.000000\n",
       "max    10.00000  1000000.000000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.iloc[: ,1:2].values\n",
    "y = df.iloc[: , 2].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 8012 characters]\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X, y)\n",
    "plt.xlabel('Level')\n",
    "plt.ylabel('Salary')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',\n",
       "                      max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                      max_samples=None, min_impurity_decrease=0.0,\n",
       "                      min_impurity_split=None, min_samples_leaf=1,\n",
       "                      min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
       "                      n_estimators=2, n_jobs=None, oob_score=False,\n",
       "                      random_state=0, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = RandomForestRegressor(n_estimators=2 , random_state=0)\n",
    "reg.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1000000.])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.predict([[19]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9841546076386414"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1000000., 1000000., 1000000.])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.predict([[9.9] , [10] , [11]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.   ],\n",
       "       [1.001],\n",
       "       [1.002],\n",
       "       ...,\n",
       "       [9.997],\n",
       "       [9.998],\n",
       "       [9.999]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_grid = np.arange(min(X) , max(X) , 0.001)\n",
    "x_grid = x_grid.reshape(len(x_grid) ,1)\n",
    "x_grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f6676252c18>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 8844 characters]\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X,y ,color= 'm')\n",
    "plt.plot(x_grid , reg.predict(x_grid) ,'k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[DecisionTreeRegressor(ccp_alpha=0.0, criterion='mse', max_depth=None,\n",
       "                       max_features='auto', max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=209652396, splitter='best'),\n",
       " DecisionTreeRegressor(ccp_alpha=0.0, criterion='mse', max_depth=None,\n",
       "                       max_features='auto', max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=398764591, splitter='best')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.estimators_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(744.0, 978.48, 'X[0] <= 9.0\\nmse = 133036000000.0\\nsamples = 6\\nvalue = 287000.0'),\n",
       " Text(620.0, 761.0400000000001, 'X[0] <= 5.5\\nmse = 7429687500.0\\nsamples = 5\\nvalue = 108750.0'),\n",
       " Text(372.0, 543.6, 'X[0] <= 3.5\\nmse = 205555555.556\\nsamples = 3\\nvalue = 61666.667'),\n",
       " Text(248.0, 326.1600000000001, 'X[0] <= 2.0\\nmse = 56250000.0\\nsamples = 2\\nvalue = 52500.0'),\n",
       " Text(124.0, 108.72000000000003, 'mse = 0.0\\nsamples = 1\\nvalue = 45000.0'),\n",
       " Text(372.0, 108.72000000000003, 'mse = 0.0\\nsamples = 1\\nvalue = 60000.0'),\n",
       " Text(496.0, 326.1600000000001, 'mse = 0.0\\nsamples = 1\\nvalue = 80000.0'),\n",
       " Text(868.0, 543.6, 'X[0] <= 7.5\\nmse = 2500000000.0\\nsamples = 2\\nvalue = 250000.0'),\n",
       " Text(744.0, 326.1600000000001, 'mse = 0.0\\nsamples = 1\\nvalue = 200000.0'),\n",
       " Text(992.0, 326.1600000000001, 'mse = 0.0\\nsamples = 1\\nvalue = 300000.0'),\n",
       " Text(868.0, 761.0400000000001, 'mse = 0.0\\nsamples = 1\\nvalue = 1000000.0')]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 130880 characters]\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plot_tree(reg.estimators_[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "export_graphviz(reg.estimators_[0] , out_file='RFR.dot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "!['Random Forest regression'](rfr.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loading data \n",
    "digits = load_digits()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['DESCR', 'data', 'images', 'target', 'target_names']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(digits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _digits_dataset:\n",
      "\n",
      "Optical recognition of handwritten digits dataset\n",
      "--------------------------------------------------\n",
      "\n",
      "**Data Set Characteristics:**\n",
      "\n",
      "    :Number of Instances: 5620\n",
      "    :Number of Attributes: 64\n",
      "    :Attribute Information: 8x8 image of integer pixels in the range 0..16.\n",
      "    :Missing Attribute Values: None\n",
      "    :Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)\n",
      "    :Date: July; 1998\n",
      "\n",
      "This is a copy of the test set of the UCI ML hand-written digits datasets\n",
      "https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n",
      "\n",
      "The data set contains images of hand-written digits: 10 classes where\n",
      "each class refers to a digit.\n",
      "\n",
      "Preprocessing programs made available by NIST were used to extract\n",
      "normalized bitmaps of handwritten digits from a preprinted form. From a\n",
      "total of 43 people, 30 contributed to the training set and different 13\n",
      "to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of\n",
      "4x4 and the number of on pixels are counted in each block. This generates\n",
      "an input matrix of 8x8 where each element is an integer in the range\n",
      "0..16. This reduces dimensionality and gives invariance to small\n",
      "distortions.\n",
      "\n",
      "For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.\n",
      "T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.\n",
      "L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,\n",
      "1994.\n",
      "\n",
      ".. topic:: References\n",
      "\n",
      "  - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their\n",
      "    Applications to Handwritten Digit Recognition, MSc Thesis, Institute of\n",
      "    Graduate Studies in Science and Engineering, Bogazici University.\n",
      "  - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.\n",
      "  - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.\n",
      "    Linear dimensionalityreduction using relevance weighted LDA. School of\n",
      "    Electrical and Electronic Engineering Nanyang Technological University.\n",
      "    2005.\n",
      "  - Claudio Gentile. A New Approximate Maximal Margin Classification\n",
      "    Algorithm. NIPS. 2000.\n"
     ]
    }
   ],
   "source": [
    "print(digits.DESCR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.  0.  5. ...  0.  0.  0.]\n",
      " [ 0.  0.  0. ... 10.  0.  0.]\n",
      " [ 0.  0.  0. ... 16.  9.  0.]\n",
      " ...\n",
      " [ 0.  0.  1. ...  6.  0.  0.]\n",
      " [ 0.  0.  2. ... 12.  0.  0.]\n",
      " [ 0.  0. 10. ... 12.  1.  0.]]\n"
     ]
    }
   ],
   "source": [
    "print(digits.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7 8 9]\n"
     ]
    }
   ],
   "source": [
    "print(digits.target_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 ... 8 9 8]\n"
     ]
    }
   ],
   "source": [
    "print(digits.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1797\n"
     ]
    }
   ],
   "source": [
    "print(len(digits.images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6670af6a20>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(digits.images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = digits.data # independent variable\n",
    "y = digits.target # dependent variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting the data\n",
    "X_train , X_test , y_train , y_test = train_test_split(X, y , test_size = 0.2 , random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1437, 64)\n",
      "(360, 64)\n",
      "(1437,)\n",
      "(360,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
       "                       criterion='gini', max_depth=None, max_features='auto',\n",
       "                       max_leaf_nodes=None, max_samples=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, n_estimators=1000,\n",
       "                       n_jobs=None, oob_score=False, random_state=None,\n",
       "                       verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = RandomForestClassifier(n_estimators=1000)\n",
    "clf.fit(X_train , y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# training score\n",
    "clf.score(X_train , y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9777777777777777"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test score\n",
    "clf.score(X_test , y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[27,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "       [ 0, 35,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "       [ 1,  1, 34,  0,  0,  0,  0,  0,  0,  0],\n",
       "       [ 0,  0,  0, 29,  0,  0,  0,  0,  0,  0],\n",
       "       [ 0,  0,  0,  0, 29,  0,  0,  1,  0,  0],\n",
       "       [ 0,  0,  0,  0,  0, 39,  0,  0,  0,  1],\n",
       "       [ 0,  0,  0,  0,  0,  0, 44,  0,  0,  0],\n",
       "       [ 0,  0,  0,  0,  0,  0,  0, 39,  0,  0],\n",
       "       [ 0,  1,  0,  1,  0,  0,  0,  1, 36,  0],\n",
       "       [ 0,  0,  0,  0,  0,  1,  0,  0,  0, 40]])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creating confusin matrix\n",
    "cm = confusion_matrix(y_test , predictions)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6670333668>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 18912 characters]\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(10,7))\n",
    "sns.heatmap(cm , cmap='hot' , annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1917213111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=979803403, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1337251955, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1600011336, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=347969501, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1928197803, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1231060998, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1892066500, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1406139096, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1035820038, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2036170696, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1416896679, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1144278718, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1443987554, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=342069880, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=872087215, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1971342522, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=83633190, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1458734590, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1862878914, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2031171634, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=180603958, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=769692737, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1708559430, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1765763863, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1824619951, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1727232484, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1976565290, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1446348998, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=902967627, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2087143442, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=441493193, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=813067738, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2145057311, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=808138649, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2073098565, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1576954836, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1455033247, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=894442333, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1246380528, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1546135457, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1979643092, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1329260447, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1613975893, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1027855154, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=116527665, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=183330591, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1413160411, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1961832170, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=591284058, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=377210850, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=462192152, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=844609213, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1701854200, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=500171137, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1018350990, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1517242924, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1335042833, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=893401529, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1798486678, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2082793542, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1233750612, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1073270063, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1958003799, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1435032291, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1952044760, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1088459087, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1958073510, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=431688971, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2094627285, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1864565756, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=846255060, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=153111461, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=140367540, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1053165429, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=463548618, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1914449729, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1291388274, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1965235253, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1640111178, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1528004923, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2089064894, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1463901698, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=642143830, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1440237072, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=823975893, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1850990240, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=594250737, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1854913049, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1880457078, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1647067598, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1072316355, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=992482809, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1500202671, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=884044362, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=723052642, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=733987008, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1109638831, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=585159483, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2038846851, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1739655369, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1849977080, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1718342563, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=153780875, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=202661668, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=868921241, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=157802783, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=445909502, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1602801878, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=933456539, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=885804779, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=409864356, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2064099227, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1724122695, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1245210805, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=633127484, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=795979611, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1872631115, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1647582541, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1463846761, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1065560123, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=94318660, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1747084151, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=451208263, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=775661226, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1219576999, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1226691557, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=431548887, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=93154653, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=880128689, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=156506506, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=739210534, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1661082408, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1969209377, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1359527474, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1423087975, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1278363778, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2070559176, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=949201900, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1913282796, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=872231629, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1030253502, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=26895200, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2064927360, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=257669300, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1901154953, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1774495581, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=63545841, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1434841832, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1107423423, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1001769678, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=593258879, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1536217644, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=436229965, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=408465454, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1661133896, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1732412395, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=34549562, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=338539153, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1227114651, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1957658683, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1125478596, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=235597794, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1948129858, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1492014026, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=314814392, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1931049705, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=617197577, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1309271111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1406902509, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=232483636, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1589344659, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=121002020, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=557022623, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1256518400, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=853153093, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1119832890, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1293014408, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=217917312, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1544646763, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=392262514, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1499305785, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=277827844, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1951706156, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=280222013, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=636522847, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=452088309, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=847074750, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1461454738, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=341947598, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=99983453, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1376570478, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=757748989, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2066490332, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=238609754, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=762129701, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1531123937, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1699436119, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1910075039, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=145302819, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1102181070, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=595674731, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1029563143, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=810341499, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=984486196, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=539441546, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1204632560, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=282444778, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=354144830, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1423521784, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=251939657, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1497371448, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=760237252, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1034514353, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1448302626, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=440775683, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1471483817, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=427336198, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1454353299, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=441494471, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1932347866, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=475127133, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1284606043, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1676483830, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=84442996, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1263022338, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1054403227, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1220509024, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=586676493, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=560433797, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=487902334, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=311723336, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=838635889, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1270462601, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=784128603, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2041081045, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2107265597, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=884581846, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=812771682, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=114123404, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1687047217, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=486983192, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=138818720, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2065057336, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1972148720, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1253166582, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=460405167, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=422272699, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=999603030, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1577172818, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1251687303, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1721459271, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=502406083, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1661428905, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1539995694, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=418095644, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=469462860, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=93502572, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=171595656, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1843021632, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1264991706, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1712794747, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=262576667, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=393302786, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2112783571, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=197469161, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1115077848, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1097526954, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2072490848, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=422555172, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1442878478, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1796246344, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=863965335, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=92984818, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=832698427, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=242961315, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=411267448, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1781984527, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=282745785, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=469102156, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2056486023, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=217937221, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=498749210, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2094681451, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1212193993, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1590297270, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1853401344, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1535356572, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=790993395, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=906615800, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1247093757, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2089221653, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1772242502, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=163110712, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1622780303, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=641035508, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1125464608, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1285481263, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=757626701, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1642387009, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1803073225, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=911914787, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1262725725, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1375557346, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1936726105, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1135916560, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=155208250, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=685932495, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1734731260, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=996416703, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1742631811, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1692569464, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1098091244, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=600394423, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=99995928, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=749828243, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=518181772, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1941640275, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1327888415, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=112152811, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1872150115, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=694965497, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=258317595, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=27331111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1875843019, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=498399300, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1695811035, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=123898866, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1517622926, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1209272812, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=568178458, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=492377679, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=236903906, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=345196275, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=447111919, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=814988443, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1574687026, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=775550005, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=42246404, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=862198015, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1552680110, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=237232860, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1987804648, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1160174667, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=452430171, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=224678920, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1202114761, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=237719335, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2033118601, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1170018639, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1747070425, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=874404030, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1872315364, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1046876697, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1212160066, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1844455488, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1865460529, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=212361268, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1527117806, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1412648111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=313239426, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1664605281, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2068458691, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1598529982, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1723793528, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1622654573, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1328016171, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=332622452, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=267993317, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1338141170, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1408980872, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=814526849, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1808178635, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1689941903, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=400807103, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1138796032, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=680555781, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2008297773, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=360513294, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=201093807, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=237869680, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=340241789, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1975487546, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1912052299, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1485995150, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=446244058, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=655601406, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1345291439, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=284167148, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=545093526, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=114707677, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=91185201, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1489548625, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=532981676, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1531394270, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1768995608, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1060521038, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2031632324, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2028323064, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=635403623, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1558286709, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=603694221, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1542398085, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1095010348, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=967801605, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=91461941, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=316058387, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=739664198, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=881090046, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=378213099, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1591293585, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1446183303, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1076655717, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=797792150, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1906806173, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=5256122, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1513609613, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=161642763, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1706693132, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1581702067, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1245222163, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=624562471, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=302813938, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=224896438, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1878513163, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2080544154, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1585233428, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=472583686, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1875955284, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1788366911, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1727302796, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2025461490, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1689053003, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=817282890, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1829858245, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=162233238, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=931766603, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=238266316, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1338152319, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=405331357, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=141964434, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1326166477, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1979055238, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1190221444, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=280270885, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1887464785, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=862828022, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=657396719, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=484955689, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1527911337, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1005101325, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=158868589, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1051150473, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1845590820, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1664560141, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1706834024, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1698378531, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1553370744, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=662545638, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1388307888, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=993014130, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1928262206, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=106591735, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1441147717, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1219029100, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1477455623, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1336148517, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=41382252, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=476020192, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=727576398, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2080508547, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1212441776, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1605703996, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=429844310, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=899220019, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1524103408, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1494685746, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=14332985, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1004493557, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1695536950, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=858818207, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2085218239, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1332951063, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1588939274, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=928094789, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=178349551, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1770928387, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1487357470, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=991007287, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1704036160, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2053029557, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=743242472, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1459638214, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2297782, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=204003384, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1523943317, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1589089111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1946541137, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1974313250, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1508287866, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=559108197, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1765557629, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2128518760, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=475868719, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1391066275, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=395825199, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1240323233, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1508016831, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1250500125, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1520849901, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=776953911, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1780770411, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2056107268, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=722709356, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1407826301, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1200196519, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1709735223, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=235102564, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=348285221, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1396814124, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=972260487, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1017779581, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1723517259, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1372786947, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2082351833, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=322179519, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=358316180, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1313426319, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1373375468, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=339457321, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1926794578, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=437409242, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=480868817, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1210714873, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=567594551, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1717963211, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1028047056, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1135289318, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1203600517, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1649974842, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=235839930, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1737113343, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1668379552, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1489820211, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1961853083, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1940956596, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=693335069, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1541958516, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=252012659, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=764700007, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=811806165, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=922830985, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=278902016, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1051306473, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1337290464, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1338433696, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1708141029, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=345910187, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1964537941, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1069135860, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=906302765, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1658746609, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1415110488, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=289859795, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=843032399, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=265453525, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=942543745, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1350827314, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1427355183, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=622479066, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=628262847, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1668806538, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1322153361, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=398688252, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=870569465, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1219402207, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1971917587, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=99298748, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1217688587, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=86052396, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1657353005, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=728601585, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1341563332, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1169561517, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1157613011, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=687783303, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1279618773, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=936168004, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1332407065, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=490082442, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1069962239, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1158552402, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1843742816, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=860914430, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1872418487, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1271589895, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=882805444, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=169256815, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=302237965, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1635989834, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=278966680, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=903525028, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=990351331, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=417062500, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=179668281, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1466395100, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1220092636, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=968032767, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=853600376, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=305644523, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=369970008, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=903483456, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1073791999, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1916455311, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=166238417, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=550007310, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=348695778, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1329427554, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=769556721, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2135574893, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=226933901, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=352542724, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=226628415, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1599324685, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1174347188, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1953551250, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=597626104, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1971100578, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1588820695, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1420671667, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1940444589, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1732077117, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=322086936, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=547002310, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=676345354, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1182263058, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1061519010, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1389843307, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=23218491, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=689423631, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1374101184, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=916529588, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=877737331, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1794788101, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1805599246, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1944318223, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=324140719, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1077627711, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=850941697, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1417069065, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=321128394, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=731347318, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1252224676, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=109536111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1312714733, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=881155307, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1450356984, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=932742295, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1802119574, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1437195679, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=310224032, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=748773613, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=885121204, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1123921027, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=85371152, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1282154165, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=381628116, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1596839925, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1363422097, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1235355713, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1339306158, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2012780823, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2000153471, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1299874564, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1426651794, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=409338397, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=731056091, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1136284778, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=729722996, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1332733792, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=325439815, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1311301687, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1405710680, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=467125174, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=60984679, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=436866010, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=621030698, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=75095145, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=202812590, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1449094285, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2020696428, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=569253583, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1284723935, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1294288598, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1904038410, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=207868176, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=247251438, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=424010745, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1172104263, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=626363054, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1416923971, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=269095904, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1164772554, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=257137564, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1691745205, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1502500417, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1222091363, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=152710511, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2098995178, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1718642820, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1928919116, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1146474384, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=963662123, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1687381926, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=516318170, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=64216414, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1728501654, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=734706090, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=123620663, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=523542812, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1657403871, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1846201777, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=83164524, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1944161433, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=657434991, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=849976566, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1207161567, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=861631159, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1093232141, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=621010421, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1983993797, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1326511431, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1108729727, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1873250527, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=506636756, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1618704837, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=958721087, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=521489852, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1083997612, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1407429013, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=91201189, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1834754425, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1370627708, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=163938577, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=428556702, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1578380015, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=41351582, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2110979924, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=327845168, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=501983879, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=226945219, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1528327630, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1518485581, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1955989704, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=180747518, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1635421048, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=174797190, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1743598702, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1561514938, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=475739562, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2143589698, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1049792075, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2133314917, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=888553765, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1161181491, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=899743745, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1917600788, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=910244504, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1092453748, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1723364676, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1733838231, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1044189611, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2102042268, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1433814156, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=913180865, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=358271433, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1269105997, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=536126565, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1140996621, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=190785380, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2123872051, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=90183249, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1664283252, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1337347261, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1518562597, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1429265190, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1488460191, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1398380427, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=387841541, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=167937872, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=96708838, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=891431978, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=834911900, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1964086383, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=558988056, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=162345213, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=360686826, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=176387478, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=402438801, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1001997583, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1121275286, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=90681998, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1735441686, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=727287666, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=599488598, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1099788375, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=221718773, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1597945496, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1450712364, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=755483292, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1276449884, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=519772785, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=177940597, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=117965279, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=592338715, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=245324854, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1123503153, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=239656127, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1063943741, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1732584665, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1558284953, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=853116314, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1444011516, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1754898781, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=557580136, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=144379267, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2056739771, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=210180567, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1579241563, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=941944739, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1416859176, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=964968009, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=914022780, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1175524658, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1552713549, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=376211091, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1100964780, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2052357724, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2107953046, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=457620549, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=355812137, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1367771295, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=604087324, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=751667554, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1034440938, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=635507329, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1554891474, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=550133772, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=278602890, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=936326778, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=80159375, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1660981459, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1649816181, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=343087198, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=238521542, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1999536055, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=940203369, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2003055661, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=378826440, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1563556341, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=752385194, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1871347082, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=794042629, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2127954127, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1349485152, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=812820270, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1840521296, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2121102251, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1561355580, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1881158239, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=357446041, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=152652982, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1337802481, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=328077896, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=710623582, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2057725593, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=49853655, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1358553114, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=227831340, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1110393239, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=343641117, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2079459741, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=62345916, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2039220495, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=82938491, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1584333998, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1333556677, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=965693121, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=567833206, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=870212440, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1230051417, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2127098926, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1091104795, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2054287849, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=723715705, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1366922682, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2138877687, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1039611782, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1289604041, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1189746852, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=759059741, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1772010416, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=227204990, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=848129284, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=990329009, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1084974834, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=981984884, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1900260066, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=794511008, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1873281679, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=36618687, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=508854151, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1551560187, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=45687096, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=126345484, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1451968727, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1600893090, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1982198377, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2020553498, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=229453291, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=869400943, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=984244028, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=900170877, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=417358587, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=133137481, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=653660555, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1728179068, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=528113611, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1709007019, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=262089411, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=457194730, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=635169261, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1810542370, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2108139269, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1398572439, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=749481879, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1973283869, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1898125768, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=897062852, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1310973612, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1971208074, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1461445062, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=823933261, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1535315645, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1535731490, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2015971394, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1538733275, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1319651547, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1576728217, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=654958172, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1857738330, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1363746879, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1360930022, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=448370226, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1323532565, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1351427094, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1237263089, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=784556614, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=10232635, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1356262564, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1718803710, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1819917524, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=505389190, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1665896994, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1655818111, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1206060161, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2065527010, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=340836816, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=115491966, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1238442228, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2029311746, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1917556550, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=969587464, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=181117977, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=258577766, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=193198842, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1458901961, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=921237425, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1618670273, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=2048331094, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1201618949, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1807325375, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1543939455, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=781623597, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=644352528, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=975959868, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=721537675, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1088653033, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1198080789, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=410390592, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1378486939, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1670305232, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1503274638, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=200504073, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1481975628, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=1921860548, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=667463489, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=105440432, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=349269100, splitter='best'),\n",
       " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                        max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                        min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                        min_samples_leaf=1, min_samples_split=2,\n",
       "                        min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                        random_state=403234844, splitter='best')]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.estimators_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(579.4597184531885, 1057.0, 'X[38] <= 0.5\\ngini = 0.9\\nsamples = 903\\nvalue = [152, 144, 136, 153, 141, 152, 152, 140, 132, 135]'),\n",
       " Text(287.2810379918589, 996.6, 'X[21] <= 0.5\\ngini = 0.851\\nsamples = 414\\nvalue = [5, 133, 132, 66, 18, 98, 42, 26, 119, 31]'),\n",
       " Text(126.43962008141112, 936.2, 'X[25] <= 3.5\\ngini = 0.715\\nsamples = 130\\nvalue = [0, 34, 35, 2, 5, 90, 40, 0, 0, 0]'),\n",
       " Text(74.19810040705563, 875.8, 'X[5] <= 9.5\\ngini = 0.756\\nsamples = 76\\nvalue = [0, 33, 33, 2, 1, 22, 28, 0, 0, 0]'),\n",
       " Text(68.14111261872456, 815.4000000000001, 'X[19] <= 11.5\\ngini = 0.712\\nsamples = 67\\nvalue = [0, 33, 33, 2, 1, 5, 28, 0, 0, 0]'),\n",
       " Text(30.28493894165536, 755.0, 'X[46] <= 5.5\\ngini = 0.465\\nsamples = 29\\nvalue = [0, 1, 29, 2, 0, 2, 7, 0, 0, 0]'),\n",
       " Text(18.170963364993217, 694.6, 'X[13] <= 7.0\\ngini = 0.174\\nsamples = 23\\nvalue = [0, 1, 29, 0, 0, 2, 0, 0, 0, 0]'),\n",
       " Text(12.113975576662144, 634.2, 'X[27] <= 14.0\\ngini = 0.064\\nsamples = 21\\nvalue = [0, 1, 29, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(6.056987788331072, 573.8, 'gini = 0.0\\nsamples = 20\\nvalue = [0, 0, 29, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(18.170963364993217, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(24.227951153324288, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 2, 0, 0, 0, 0]'),\n",
       " Text(42.398914518317504, 694.6, 'X[20] <= 7.0\\ngini = 0.346\\nsamples = 6\\nvalue = [0, 0, 0, 2, 0, 0, 7, 0, 0, 0]'),\n",
       " Text(36.34192672998643, 634.2, 'gini = 0.0\\nsamples = 5\\nvalue = [0, 0, 0, 0, 0, 0, 7, 0, 0, 0]'),\n",
       " Text(48.455902306648575, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 2, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(105.99728629579376, 755.0, 'X[9] <= 3.0\\ngini = 0.599\\nsamples = 38\\nvalue = [0, 32, 4, 0, 1, 3, 21, 0, 0, 0]'),\n",
       " Text(84.79782903663501, 694.6, 'X[60] <= 14.5\\ngini = 0.515\\nsamples = 32\\nvalue = [0, 32, 0, 0, 1, 1, 21, 0, 0, 0]'),\n",
       " Text(60.56987788331072, 634.2, 'X[54] <= 2.5\\ngini = 0.447\\nsamples = 14\\nvalue = [0, 7, 0, 0, 1, 0, 18, 0, 0, 0]'),\n",
       " Text(48.455902306648575, 573.8, 'X[59] <= 8.0\\ngini = 0.494\\nsamples = 5\\nvalue = [0, 6, 0, 0, 1, 0, 2, 0, 0, 0]'),\n",
       " Text(42.398914518317504, 513.4, 'X[59] <= 4.0\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 1, 0, 2, 0, 0, 0]'),\n",
       " Text(36.34192672998643, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(48.455902306648575, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(54.512890094979646, 513.4, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 6, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(72.68385345997287, 573.8, 'X[20] <= 6.5\\ngini = 0.111\\nsamples = 9\\nvalue = [0, 1, 0, 0, 0, 0, 16, 0, 0, 0]'),\n",
       " Text(66.6268656716418, 513.4, 'gini = 0.0\\nsamples = 8\\nvalue = [0, 0, 0, 0, 0, 0, 16, 0, 0, 0]'),\n",
       " Text(78.74084124830394, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(109.02578018995929, 634.2, 'X[4] <= 15.5\\ngini = 0.245\\nsamples = 18\\nvalue = [0, 25, 0, 0, 0, 1, 3, 0, 0, 0]'),\n",
       " Text(96.91180461329715, 573.8, 'X[45] <= 11.5\\ngini = 0.074\\nsamples = 16\\nvalue = [0, 25, 0, 0, 0, 0, 1, 0, 0, 0]'),\n",
       " Text(90.85481682496608, 513.4, 'gini = 0.0\\nsamples = 15\\nvalue = [0, 25, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(102.96879240162822, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 0, 0]'),\n",
       " Text(121.13975576662143, 573.8, 'X[13] <= 1.5\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 1, 2, 0, 0, 0]'),\n",
       " Text(115.08276797829036, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(127.1967435549525, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(127.1967435549525, 694.6, 'X[50] <= 9.5\\ngini = 0.444\\nsamples = 6\\nvalue = [0, 0, 4, 0, 0, 2, 0, 0, 0, 0]'),\n",
       " Text(121.13975576662143, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 2, 0, 0, 0, 0]'),\n",
       " Text(133.2537313432836, 634.2, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 4, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(80.2550881953867, 815.4000000000001, 'gini = 0.0\\nsamples = 9\\nvalue = [0, 0, 0, 0, 0, 17, 0, 0, 0, 0]'),\n",
       " Text(178.68113975576662, 875.8, 'X[61] <= 10.0\\ngini = 0.367\\nsamples = 54\\nvalue = [0, 1, 2, 0, 4, 68, 12, 0, 0, 0]'),\n",
       " Text(157.48168249660787, 815.4000000000001, 'X[42] <= 10.5\\ngini = 0.105\\nsamples = 42\\nvalue = [0, 0, 0, 0, 4, 68, 0, 0, 0, 0]'),\n",
       " Text(145.36770691994573, 755.0, 'X[10] <= 9.5\\ngini = 0.029\\nsamples = 39\\nvalue = [0, 0, 0, 0, 1, 67, 0, 0, 0, 0]'),\n",
       " Text(139.31071913161466, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(151.4246947082768, 694.6, 'gini = 0.0\\nsamples = 38\\nvalue = [0, 0, 0, 0, 0, 67, 0, 0, 0, 0]'),\n",
       " Text(169.59565807327002, 755.0, 'X[36] <= 6.0\\ngini = 0.375\\nsamples = 3\\nvalue = [0, 0, 0, 0, 3, 1, 0, 0, 0, 0]'),\n",
       " Text(163.53867028493895, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(175.6526458616011, 694.6, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 3, 0, 0, 0, 0, 0]'),\n",
       " Text(199.88059701492537, 815.4000000000001, 'X[33] <= 4.0\\ngini = 0.338\\nsamples = 12\\nvalue = [0, 1, 2, 0, 0, 0, 12, 0, 0, 0]'),\n",
       " Text(193.8236092265943, 755.0, 'X[3] <= 12.5\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 1, 2, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(187.76662143826323, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(199.88059701492537, 694.6, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 2, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(205.93758480325644, 755.0, 'gini = 0.0\\nsamples = 9\\nvalue = [0, 0, 0, 0, 0, 0, 12, 0, 0, 0]'),\n",
       " Text(448.1224559023066, 936.2, 'X[45] <= 4.5\\ngini = 0.817\\nsamples = 284\\nvalue = [5, 99, 97, 64, 13, 8, 2, 26, 119, 31]'),\n",
       " Text(315.3419267299864, 875.8, 'X[27] <= 9.5\\ngini = 0.736\\nsamples = 130\\nvalue = [0, 49, 86, 4, 8, 0, 0, 25, 37, 3]'),\n",
       " Text(248.33649932157394, 815.4000000000001, 'X[61] <= 1.5\\ngini = 0.376\\nsamples = 62\\nvalue = [0, 5, 81, 1, 4, 0, 0, 12, 1, 0]'),\n",
       " Text(224.10854816824965, 755.0, 'X[42] <= 1.5\\ngini = 0.688\\nsamples = 13\\nvalue = [0, 3, 5, 1, 4, 0, 0, 12, 0, 0]'),\n",
       " Text(211.9945725915875, 694.6, 'X[29] <= 6.5\\ngini = 0.32\\nsamples = 8\\nvalue = [0, 3, 0, 0, 0, 0, 0, 12, 0, 0]'),\n",
       " Text(205.93758480325644, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 3, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(218.05156037991858, 634.2, 'gini = 0.0\\nsamples = 7\\nvalue = [0, 0, 0, 0, 0, 0, 0, 12, 0, 0]'),\n",
       " Text(236.2225237449118, 694.6, 'X[53] <= 8.5\\ngini = 0.58\\nsamples = 5\\nvalue = [0, 0, 5, 1, 4, 0, 0, 0, 0, 0]'),\n",
       " Text(230.16553595658073, 634.2, 'X[9] <= 1.0\\ngini = 0.32\\nsamples = 4\\nvalue = [0, 0, 0, 1, 4, 0, 0, 0, 0, 0]'),\n",
       " Text(224.10854816824965, 573.8, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 4, 0, 0, 0, 0, 0]'),\n",
       " Text(236.2225237449118, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(242.27951153324287, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 5, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(272.56445047489825, 755.0, 'X[44] <= 15.5\\ngini = 0.074\\nsamples = 49\\nvalue = [0, 2, 76, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(260.4504748982361, 694.6, 'X[28] <= 7.0\\ngini = 0.028\\nsamples = 44\\nvalue = [0, 0, 70, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(254.393487109905, 634.2, 'X[53] <= 4.0\\ngini = 0.32\\nsamples = 4\\nvalue = [0, 0, 4, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(248.33649932157394, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(260.4504748982361, 573.8, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 4, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(266.5074626865672, 634.2, 'gini = 0.0\\nsamples = 40\\nvalue = [0, 0, 66, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(284.6784260515604, 694.6, 'X[27] <= 5.5\\ngini = 0.375\\nsamples = 5\\nvalue = [0, 2, 6, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(278.6214382632293, 634.2, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 6, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(290.73541383989146, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 2, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(382.3473541383989, 815.4000000000001, 'X[43] <= 15.5\\ngini = 0.703\\nsamples = 68\\nvalue = [0, 44, 5, 3, 4, 0, 0, 13, 36, 3]'),\n",
       " Text(334.64857530529173, 755.0, 'X[50] <= 3.5\\ngini = 0.622\\nsamples = 39\\nvalue = [0, 9, 5, 2, 3, 0, 0, 3, 35, 3]'),\n",
       " Text(308.9063772048847, 694.6, 'X[44] <= 6.0\\ngini = 0.755\\nsamples = 10\\nvalue = [0, 5, 0, 1, 2, 0, 0, 3, 0, 3]'),\n",
       " Text(302.8493894165536, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 3, 0, 0]'),\n",
       " Text(314.96336499321575, 634.2, 'X[21] <= 4.0\\ngini = 0.678\\nsamples = 9\\nvalue = [0, 5, 0, 1, 2, 0, 0, 0, 0, 3]'),\n",
       " Text(308.9063772048847, 573.8, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 4, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(321.0203527815468, 573.8, 'X[17] <= 3.5\\ngini = 0.694\\nsamples = 6\\nvalue = [0, 1, 0, 1, 2, 0, 0, 0, 0, 3]'),\n",
       " Text(314.96336499321575, 513.4, 'X[21] <= 13.5\\ngini = 0.625\\nsamples = 3\\nvalue = [0, 1, 0, 1, 2, 0, 0, 0, 0, 0]'),\n",
       " Text(308.9063772048847, 453.0, 'X[61] <= 6.5\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 1, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(302.8493894165536, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(314.96336499321575, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(321.0203527815468, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 2, 0, 0, 0, 0, 0]'),\n",
       " Text(327.0773405698779, 513.4, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(360.3907734056988, 694.6, 'X[13] <= 8.0\\ngini = 0.401\\nsamples = 29\\nvalue = [0, 4, 5, 1, 1, 0, 0, 0, 35, 0]'),\n",
       " Text(339.19131614654003, 634.2, 'X[42] <= 4.5\\ngini = 0.449\\nsamples = 6\\nvalue = [0, 0, 5, 0, 1, 0, 0, 0, 1, 0]'),\n",
       " Text(333.13432835820896, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(345.2483039348711, 573.8, 'X[51] <= 7.0\\ngini = 0.278\\nsamples = 5\\nvalue = [0, 0, 5, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(339.19131614654003, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(351.3052917232022, 513.4, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 5, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(381.59023066485753, 634.2, 'X[33] <= 1.5\\ngini = 0.229\\nsamples = 23\\nvalue = [0, 4, 0, 1, 0, 0, 0, 0, 34, 0]'),\n",
       " Text(369.4762550881954, 573.8, 'X[35] <= 9.5\\ngini = 0.069\\nsamples = 18\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 27, 0]'),\n",
       " Text(363.4192672998643, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(375.53324287652646, 513.4, 'gini = 0.0\\nsamples = 17\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 27, 0]'),\n",
       " Text(393.70420624151967, 573.8, 'X[52] <= 6.0\\ngini = 0.463\\nsamples = 5\\nvalue = [0, 4, 0, 0, 0, 0, 0, 0, 7, 0]'),\n",
       " Text(387.6472184531886, 513.4, 'X[52] <= 2.5\\ngini = 0.32\\nsamples = 2\\nvalue = [0, 4, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(381.59023066485753, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(393.70420624151967, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 4, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(399.76119402985074, 513.4, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 6, 0]'),\n",
       " Text(430.0461329715061, 755.0, 'X[30] <= 2.5\\ngini = 0.424\\nsamples = 29\\nvalue = [0, 35, 0, 1, 1, 0, 0, 10, 1, 0]'),\n",
       " Text(423.989145183175, 694.6, 'X[60] <= 4.0\\ngini = 0.264\\nsamples = 26\\nvalue = [0, 35, 0, 1, 1, 0, 0, 3, 1, 0]'),\n",
       " Text(411.8751696065129, 634.2, 'X[51] <= 10.5\\ngini = 0.375\\nsamples = 2\\nvalue = [0, 0, 0, 0, 1, 0, 0, 3, 0, 0]'),\n",
       " Text(405.8181818181818, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 3, 0, 0]'),\n",
       " Text(417.93215739484395, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(436.10312075983717, 634.2, 'X[19] <= 6.0\\ngini = 0.104\\nsamples = 24\\nvalue = [0, 35, 0, 1, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(430.0461329715061, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(442.16010854816824, 573.8, 'X[51] <= 14.0\\ngini = 0.054\\nsamples = 23\\nvalue = [0, 35, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(436.10312075983717, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(448.2170963364993, 513.4, 'gini = 0.0\\nsamples = 22\\nvalue = [0, 35, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(436.10312075983717, 694.6, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 0, 7, 0, 0]'),\n",
       " Text(580.9029850746268, 875.8, 'X[2] <= 5.5\\ngini = 0.782\\nsamples = 154\\nvalue = [5, 50, 11, 60, 5, 8, 2, 1, 82, 28]'),\n",
       " Text(528.472184531886, 815.4000000000001, 'X[50] <= 6.0\\ngini = 0.727\\nsamples = 89\\nvalue = [4, 46, 4, 10, 5, 0, 2, 0, 55, 17]'),\n",
       " Text(492.1302578018996, 755.0, 'X[12] <= 14.5\\ngini = 0.644\\nsamples = 43\\nvalue = [0, 40, 0, 7, 3, 0, 0, 0, 11, 13]'),\n",
       " Text(475.47354138398913, 694.6, 'X[4] <= 10.5\\ngini = 0.756\\nsamples = 24\\nvalue = [0, 5, 0, 7, 3, 0, 0, 0, 10, 13]'),\n",
       " Text(460.33107191316145, 634.2, 'X[20] <= 12.0\\ngini = 0.415\\nsamples = 9\\nvalue = [0, 5, 0, 0, 0, 0, 0, 0, 0, 12]'),\n",
       " Text(454.2740841248304, 573.8, 'gini = 0.0\\nsamples = 5\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 12]'),\n",
       " Text(466.3880597014925, 573.8, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 5, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(490.6160108548168, 634.2, 'X[18] <= 10.0\\ngini = 0.639\\nsamples = 15\\nvalue = [0, 0, 0, 7, 3, 0, 0, 0, 10, 1]'),\n",
       " Text(478.50203527815466, 573.8, 'X[59] <= 6.0\\ngini = 0.406\\nsamples = 5\\nvalue = [0, 0, 0, 6, 1, 0, 0, 0, 1, 0]'),\n",
       " Text(472.4450474898236, 513.4, 'X[35] <= 12.5\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 1, 0]'),\n",
       " Text(466.3880597014925, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(478.50203527815466, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(484.55902306648574, 513.4, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 6, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(502.72998643147895, 573.8, 'X[21] <= 6.5\\ngini = 0.485\\nsamples = 10\\nvalue = [0, 0, 0, 1, 2, 0, 0, 0, 9, 1]'),\n",
       " Text(496.6729986431479, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 2, 0, 0, 0, 0, 0]'),\n",
       " Text(508.78697421981, 513.4, 'X[44] <= 3.5\\ngini = 0.314\\nsamples = 9\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 9, 1]'),\n",
       " Text(502.72998643147895, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(514.8439620081411, 453.0, 'X[51] <= 1.0\\ngini = 0.18\\nsamples = 8\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 9, 1]'),\n",
       " Text(508.78697421981, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(520.9009497964722, 392.6, 'gini = 0.0\\nsamples = 7\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 9, 0]'),\n",
       " Text(508.78697421981, 694.6, 'X[22] <= 3.5\\ngini = 0.054\\nsamples = 19\\nvalue = [0, 35, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(502.72998643147895, 634.2, 'gini = 0.0\\nsamples = 18\\nvalue = [0, 35, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(514.8439620081411, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(564.8141112618724, 755.0, 'X[43] <= 15.5\\ngini = 0.572\\nsamples = 46\\nvalue = [4, 6, 4, 3, 2, 0, 2, 0, 44, 4]'),\n",
       " Text(548.157394843962, 694.6, 'X[34] <= 0.5\\ngini = 0.48\\nsamples = 42\\nvalue = [4, 0, 4, 3, 1, 0, 2, 0, 44, 4]'),\n",
       " Text(533.0149253731344, 634.2, 'X[49] <= 2.0\\ngini = 0.708\\nsamples = 8\\nvalue = [0, 0, 4, 3, 0, 0, 0, 0, 1, 4]'),\n",
       " Text(526.9579375848033, 573.8, 'X[60] <= 11.0\\ngini = 0.594\\nsamples = 6\\nvalue = [0, 0, 4, 3, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(520.9009497964722, 513.4, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 4, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(533.0149253731344, 513.4, 'X[12] <= 12.0\\ngini = 0.375\\nsamples = 4\\nvalue = [0, 0, 0, 3, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(526.9579375848033, 453.0, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 3, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(539.0719131614654, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(539.0719131614654, 573.8, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 4]'),\n",
       " Text(563.2998643147897, 634.2, 'X[35] <= 6.0\\ngini = 0.252\\nsamples = 34\\nvalue = [4, 0, 0, 0, 1, 0, 2, 0, 43, 0]'),\n",
       " Text(551.1858887381276, 573.8, 'X[36] <= 8.0\\ngini = 0.32\\nsamples = 4\\nvalue = [4, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(545.1289009497965, 513.4, 'gini = 0.0\\nsamples = 3\\nvalue = [4, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(557.2428765264586, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(575.4138398914519, 573.8, 'X[29] <= 0.5\\ngini = 0.085\\nsamples = 30\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 43, 0]'),\n",
       " Text(569.3568521031208, 513.4, 'X[26] <= 15.0\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 1, 0]'),\n",
       " Text(563.2998643147897, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(575.4138398914519, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(581.4708276797829, 513.4, 'gini = 0.0\\nsamples = 28\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 42, 0]'),\n",
       " Text(581.4708276797829, 694.6, 'X[53] <= 6.0\\ngini = 0.245\\nsamples = 4\\nvalue = [0, 6, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(575.4138398914519, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(587.527815468114, 634.2, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 6, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(633.3337856173677, 815.4000000000001, 'X[18] <= 3.5\\ngini = 0.707\\nsamples = 65\\nvalue = [1, 4, 7, 50, 0, 8, 0, 1, 27, 11]'),\n",
       " Text(611.7557666214383, 755.0, 'X[8] <= 0.5\\ngini = 0.203\\nsamples = 26\\nvalue = [0, 0, 3, 40, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(605.6987788331072, 694.6, 'X[54] <= 12.0\\ngini = 0.13\\nsamples = 25\\nvalue = [0, 0, 3, 40, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(599.6417910447761, 634.2, 'X[60] <= 2.0\\ngini = 0.048\\nsamples = 24\\nvalue = [0, 0, 1, 40, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(593.5848032564451, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(605.6987788331072, 573.8, 'gini = 0.0\\nsamples = 23\\nvalue = [0, 0, 0, 40, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(611.7557666214383, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 2, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(617.8127544097694, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(654.9118046132971, 755.0, 'X[3] <= 6.5\\ngini = 0.77\\nsamples = 39\\nvalue = [1, 4, 4, 10, 0, 8, 0, 1, 25, 11]'),\n",
       " Text(648.8548168249661, 694.6, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 5, 0, 0, 0, 0]'),\n",
       " Text(660.9687924016282, 694.6, 'X[12] <= 15.5\\ngini = 0.745\\nsamples = 37\\nvalue = [1, 4, 4, 10, 0, 3, 0, 1, 25, 11]'),\n",
       " Text(623.8697421981004, 634.2, 'X[49] <= 3.0\\ngini = 0.626\\nsamples = 27\\nvalue = [1, 2, 3, 2, 0, 1, 0, 1, 24, 8]'),\n",
       " Text(617.8127544097694, 573.8, 'X[12] <= 3.5\\ngini = 0.747\\nsamples = 20\\nvalue = [1, 2, 3, 2, 0, 1, 0, 1, 12, 8]'),\n",
       " Text(611.7557666214383, 513.4, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 5, 0]'),\n",
       " Text(623.8697421981004, 513.4, 'X[37] <= 9.5\\ngini = 0.787\\nsamples = 18\\nvalue = [1, 2, 3, 2, 0, 1, 0, 1, 7, 8]'),\n",
       " Text(595.0990502035278, 453.0, 'X[12] <= 14.5\\ngini = 0.58\\nsamples = 9\\nvalue = [0, 2, 1, 0, 0, 0, 0, 1, 6, 0]'),\n",
       " Text(582.9850746268656, 392.6, 'X[60] <= 3.0\\ngini = 0.245\\nsamples = 7\\nvalue = [0, 0, 0, 0, 0, 0, 0, 1, 6, 0]'),\n",
       " Text(576.9280868385346, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 1, 0, 0]'),\n",
       " Text(589.0420624151967, 332.19999999999993, 'gini = 0.0\\nsamples = 6\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 6, 0]'),\n",
       " Text(607.2130257801899, 392.6, 'X[46] <= 3.5\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 2, 1, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(601.1560379918589, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 2, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(613.270013568521, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(652.640434192673, 453.0, 'X[41] <= 2.0\\ngini = 0.667\\nsamples = 9\\nvalue = [1, 0, 2, 2, 0, 1, 0, 0, 1, 8]'),\n",
       " Text(637.4979647218453, 392.6, 'X[62] <= 1.5\\ngini = 0.568\\nsamples = 7\\nvalue = [0, 0, 2, 2, 0, 1, 0, 0, 0, 8]'),\n",
       " Text(625.3839891451831, 332.19999999999993, 'X[26] <= 14.5\\ngini = 0.198\\nsamples = 5\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 8]'),\n",
       " Text(619.3270013568521, 271.79999999999995, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 8]'),\n",
       " Text(631.4409769335142, 271.79999999999995, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(649.6119402985074, 332.19999999999993, 'X[10] <= 15.0\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 0, 2, 2, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(643.5549525101763, 271.79999999999995, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 2, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(655.6689280868385, 271.79999999999995, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 2, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(667.7829036635006, 392.6, 'X[21] <= 8.5\\ngini = 0.5\\nsamples = 2\\nvalue = [1, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(661.7259158751696, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(673.8398914518317, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [1, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(629.9267299864315, 573.8, 'gini = 0.0\\nsamples = 7\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 12, 0]'),\n",
       " Text(698.067842605156, 634.2, 'X[9] <= 5.0\\ngini = 0.713\\nsamples = 10\\nvalue = [0, 2, 1, 8, 0, 2, 0, 0, 1, 3]'),\n",
       " Text(692.0108548168249, 573.8, 'X[54] <= 2.0\\ngini = 0.765\\nsamples = 7\\nvalue = [0, 2, 1, 0, 0, 2, 0, 0, 1, 3]'),\n",
       " Text(679.8968792401628, 513.4, 'X[43] <= 0.5\\ngini = 0.64\\nsamples = 5\\nvalue = [0, 2, 0, 0, 0, 2, 0, 0, 1, 0]'),\n",
       " Text(673.8398914518317, 453.0, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 2, 0, 0, 0, 0]'),\n",
       " Text(685.9538670284938, 453.0, 'X[20] <= 12.5\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 2, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(679.8968792401628, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(692.0108548168249, 392.6, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 2, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(704.1248303934871, 513.4, 'X[4] <= 12.0\\ngini = 0.375\\nsamples = 2\\nvalue = [0, 0, 1, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(698.067842605156, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(710.1818181818181, 453.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(704.1248303934871, 573.8, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 8, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(871.6383989145183, 996.6, 'X[26] <= 5.5\\ngini = 0.858\\nsamples = 489\\nvalue = [147, 11, 4, 87, 123, 54, 110, 114, 13, 104]'),\n",
       " Text(785.8941655359566, 936.2, 'X[28] <= 15.5\\ngini = 0.636\\nsamples = 126\\nvalue = [0, 0, 4, 77, 0, 0, 1, 90, 6, 22]'),\n",
       " Text(752.5807327001356, 875.8, 'X[60] <= 11.0\\ngini = 0.589\\nsamples = 73\\nvalue = [0, 0, 4, 18, 0, 0, 1, 68, 4, 19]'),\n",
       " Text(746.5237449118046, 815.4000000000001, 'gini = 0.0\\nsamples = 42\\nvalue = [0, 0, 0, 0, 0, 0, 0, 68, 0, 0]'),\n",
       " Text(758.6377204884667, 815.4000000000001, 'X[17] <= 2.5\\ngini = 0.661\\nsamples = 31\\nvalue = [0, 0, 4, 18, 0, 0, 1, 0, 4, 19]'),\n",
       " Text(740.4667571234735, 755.0, 'X[38] <= 3.5\\ngini = 0.631\\nsamples = 23\\nvalue = [0, 0, 4, 9, 0, 0, 1, 0, 2, 18]'),\n",
       " Text(722.2957937584803, 694.6, 'X[51] <= 8.0\\ngini = 0.663\\nsamples = 8\\nvalue = [0, 0, 4, 6, 0, 0, 1, 0, 2, 0]'),\n",
       " Text(716.2388059701492, 634.2, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 0, 6, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(728.3527815468113, 634.2, 'X[3] <= 13.0\\ngini = 0.571\\nsamples = 4\\nvalue = [0, 0, 4, 0, 0, 0, 1, 0, 2, 0]'),\n",
       " Text(722.2957937584803, 573.8, 'X[27] <= 7.5\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 2, 0]'),\n",
       " Text(716.2388059701492, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 0, 0]'),\n",
       " Text(728.3527815468113, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(734.4097693351424, 573.8, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 4, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(758.6377204884667, 694.6, 'X[58] <= 14.0\\ngini = 0.245\\nsamples = 15\\nvalue = [0, 0, 0, 3, 0, 0, 0, 0, 0, 18]'),\n",
       " Text(752.5807327001356, 634.2, 'X[14] <= 2.0\\ngini = 0.1\\nsamples = 13\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 18]'),\n",
       " Text(746.5237449118046, 573.8, 'gini = 0.0\\nsamples = 10\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 15]'),\n",
       " Text(758.6377204884667, 573.8, 'X[10] <= 13.0\\ngini = 0.375\\nsamples = 3\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(752.5807327001356, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(764.6947082767978, 513.4, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(764.6947082767978, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 2, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(776.80868385346, 755.0, 'X[18] <= 13.0\\ngini = 0.403\\nsamples = 8\\nvalue = [0, 0, 0, 9, 0, 0, 0, 0, 2, 1]'),\n",
       " Text(770.7516960651288, 694.6, 'gini = 0.0\\nsamples = 6\\nvalue = [0, 0, 0, 9, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(782.8656716417911, 694.6, 'X[19] <= 10.5\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 1]'),\n",
       " Text(776.80868385346, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(788.9226594301222, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(819.2075983717775, 875.8, 'X[12] <= 12.5\\ngini = 0.462\\nsamples = 53\\nvalue = [0, 0, 0, 59, 0, 0, 0, 22, 2, 3]'),\n",
       " Text(807.0936227951154, 815.4000000000001, 'X[53] <= 1.0\\ngini = 0.184\\nsamples = 24\\nvalue = [0, 0, 0, 36, 0, 0, 0, 1, 0, 3]'),\n",
       " Text(801.0366350067843, 755.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 1, 0, 0]'),\n",
       " Text(813.1506105834465, 755.0, 'X[50] <= 10.0\\ngini = 0.142\\nsamples = 23\\nvalue = [0, 0, 0, 36, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(807.0936227951154, 694.6, 'X[5] <= 6.0\\ngini = 0.245\\nsamples = 14\\nvalue = [0, 0, 0, 18, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(801.0366350067843, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(813.1506105834465, 634.2, 'gini = 0.0\\nsamples = 12\\nvalue = [0, 0, 0, 18, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(819.2075983717775, 694.6, 'gini = 0.0\\nsamples = 9\\nvalue = [0, 0, 0, 18, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(831.3215739484397, 815.4000000000001, 'X[53] <= 6.0\\ngini = 0.54\\nsamples = 29\\nvalue = [0, 0, 0, 23, 0, 0, 0, 21, 2, 0]'),\n",
       " Text(825.2645861601086, 755.0, 'gini = 0.0\\nsamples = 12\\nvalue = [0, 0, 0, 0, 0, 0, 0, 21, 0, 0]'),\n",
       " Text(837.3785617367707, 755.0, 'X[43] <= 5.5\\ngini = 0.147\\nsamples = 17\\nvalue = [0, 0, 0, 23, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(831.3215739484397, 694.6, 'gini = 0.0\\nsamples = 16\\nvalue = [0, 0, 0, 23, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(843.4355495251018, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(957.3826322930801, 936.2, 'X[28] <= 0.5\\ngini = 0.816\\nsamples = 363\\nvalue = [147, 11, 0, 10, 123, 54, 109, 24, 7, 82]'),\n",
       " Text(888.8629579375848, 875.8, 'X[54] <= 10.5\\ngini = 0.451\\nsamples = 129\\nvalue = [138, 1, 0, 2, 21, 0, 31, 0, 0, 0]'),\n",
       " Text(873.7204884667572, 815.4000000000001, 'X[10] <= 4.5\\ngini = 0.305\\nsamples = 109\\nvalue = [135, 1, 0, 2, 21, 0, 5, 0, 0, 0]'),\n",
       " Text(861.606512890095, 755.0, 'X[52] <= 10.0\\ngini = 0.333\\nsamples = 18\\nvalue = [4, 1, 0, 0, 20, 0, 0, 0, 0, 0]'),\n",
       " Text(855.549525101764, 694.6, 'X[58] <= 0.5\\ngini = 0.32\\nsamples = 4\\nvalue = [4, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(849.4925373134329, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(861.606512890095, 634.2, 'gini = 0.0\\nsamples = 3\\nvalue = [4, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(867.6635006784261, 694.6, 'gini = 0.0\\nsamples = 14\\nvalue = [0, 0, 0, 0, 20, 0, 0, 0, 0, 0]'),\n",
       " Text(885.8344640434193, 755.0, 'X[18] <= 2.5\\ngini = 0.11\\nsamples = 91\\nvalue = [131, 0, 0, 2, 1, 0, 5, 0, 0, 0]'),\n",
       " Text(879.7774762550882, 694.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 2, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(891.8914518317504, 694.6, 'X[30] <= 0.5\\ngini = 0.084\\nsamples = 90\\nvalue = [131, 0, 0, 0, 1, 0, 5, 0, 0, 0]'),\n",
       " Text(885.8344640434193, 634.2, 'gini = 0.0\\nsamples = 5\\nvalue = [0, 0, 0, 0, 0, 0, 5, 0, 0, 0]'),\n",
       " Text(897.9484396200814, 634.2, 'X[21] <= 0.5\\ngini = 0.015\\nsamples = 85\\nvalue = [131, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(891.8914518317504, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0]'),\n",
       " Text(904.0054274084125, 573.8, 'gini = 0.0\\nsamples = 84\\nvalue = [131, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(904.0054274084125, 815.4000000000001, 'X[21] <= 5.5\\ngini = 0.185\\nsamples = 20\\nvalue = [3, 0, 0, 0, 0, 0, 26, 0, 0, 0]'),\n",
       " Text(897.9484396200814, 755.0, 'gini = 0.0\\nsamples = 17\\nvalue = [0, 0, 0, 0, 0, 0, 26, 0, 0, 0]'),\n",
       " Text(910.0624151967436, 755.0, 'gini = 0.0\\nsamples = 3\\nvalue = [3, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1025.9023066485754, 875.8, 'X[44] <= 10.5\\ngini = 0.807\\nsamples = 234\\nvalue = [9, 10, 0, 8, 102, 54, 78, 24, 7, 82]'),\n",
       " Text(969.1180461329715, 815.4000000000001, 'X[13] <= 1.5\\ngini = 0.757\\nsamples = 156\\nvalue = [9, 5, 0, 8, 4, 54, 77, 9, 7, 80]'),\n",
       " Text(934.2903663500679, 755.0, 'X[5] <= 1.5\\ngini = 0.254\\nsamples = 51\\nvalue = [0, 0, 0, 0, 4, 8, 72, 0, 0, 0]'),\n",
       " Text(916.1194029850747, 694.6, 'X[21] <= 0.5\\ngini = 0.081\\nsamples = 42\\nvalue = [0, 0, 0, 0, 2, 1, 69, 0, 0, 0]'),\n",
       " Text(910.0624151967436, 634.2, 'gini = 0.0\\nsamples = 38\\nvalue = [0, 0, 0, 0, 0, 0, 67, 0, 0, 0]'),\n",
       " Text(922.1763907734057, 634.2, 'X[14] <= 1.5\\ngini = 0.64\\nsamples = 4\\nvalue = [0, 0, 0, 0, 2, 1, 2, 0, 0, 0]'),\n",
       " Text(916.1194029850747, 573.8, 'X[38] <= 6.0\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 1, 2, 0, 0, 0]'),\n",
       " Text(910.0624151967436, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(922.1763907734057, 513.4, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(928.2333785617368, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 2, 0, 0, 0, 0, 0]'),\n",
       " Text(952.4613297150611, 694.6, 'X[35] <= 13.5\\ngini = 0.569\\nsamples = 9\\nvalue = [0, 0, 0, 0, 2, 7, 3, 0, 0, 0]'),\n",
       " Text(946.40434192673, 634.2, 'X[3] <= 7.0\\ngini = 0.346\\nsamples = 6\\nvalue = [0, 0, 0, 0, 2, 7, 0, 0, 0, 0]'),\n",
       " Text(940.3473541383989, 573.8, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 2, 0, 0, 0, 0, 0]'),\n",
       " Text(952.4613297150611, 573.8, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 0, 0, 0, 7, 0, 0, 0, 0]'),\n",
       " Text(958.5183175033922, 634.2, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 3, 0, 0, 0]'),\n",
       " Text(1003.9457259158752, 755.0, 'X[20] <= 0.5\\ngini = 0.69\\nsamples = 105\\nvalue = [9, 5, 0, 8, 0, 46, 5, 9, 7, 80]'),\n",
       " Text(982.7462686567164, 694.6, 'X[5] <= 3.5\\ngini = 0.413\\nsamples = 25\\nvalue = [3, 0, 0, 0, 0, 31, 3, 0, 2, 2]'),\n",
       " Text(970.6322930800543, 634.2, 'X[50] <= 10.5\\ngini = 0.56\\nsamples = 3\\nvalue = [3, 0, 0, 0, 0, 0, 1, 0, 0, 1]'),\n",
       " Text(964.5753052917232, 573.8, 'X[19] <= 3.5\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 0, 1]'),\n",
       " Text(958.5183175033922, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(970.6322930800543, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 0, 0]'),\n",
       " Text(976.6892808683854, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [3, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(994.8602442333786, 634.2, 'X[34] <= 1.0\\ngini = 0.252\\nsamples = 22\\nvalue = [0, 0, 0, 0, 0, 31, 2, 0, 2, 1]'),\n",
       " Text(988.8032564450475, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 2, 0]'),\n",
       " Text(1000.9172320217097, 573.8, 'X[22] <= 3.0\\ngini = 0.164\\nsamples = 21\\nvalue = [0, 0, 0, 0, 0, 31, 2, 0, 0, 1]'),\n",
       " Text(994.8602442333786, 513.4, 'X[2] <= 1.5\\ngini = 0.114\\nsamples = 20\\nvalue = [0, 0, 0, 0, 0, 31, 2, 0, 0, 0]'),\n",
       " Text(988.8032564450475, 453.0, 'X[17] <= 1.5\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 1, 2, 0, 0, 0]'),\n",
       " Text(982.7462686567164, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(994.8602442333786, 392.6, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(1000.9172320217097, 453.0, 'gini = 0.0\\nsamples = 18\\nvalue = [0, 0, 0, 0, 0, 30, 0, 0, 0, 0]'),\n",
       " Text(1006.9742198100407, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(1025.145183175034, 694.6, 'X[45] <= 1.0\\ngini = 0.601\\nsamples = 80\\nvalue = [6, 5, 0, 8, 0, 15, 2, 9, 5, 78]'),\n",
       " Text(1019.0881953867029, 634.2, 'gini = 0.0\\nsamples = 6\\nvalue = [0, 0, 0, 0, 0, 0, 0, 9, 0, 0]'),\n",
       " Text(1031.202170963365, 634.2, 'X[28] <= 2.5\\ngini = 0.544\\nsamples = 74\\nvalue = [6, 5, 0, 8, 0, 15, 2, 0, 5, 78]'),\n",
       " Text(1025.145183175034, 573.8, 'gini = 0.0\\nsamples = 4\\nvalue = [6, 0, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1037.259158751696, 573.8, 'X[3] <= 2.0\\ngini = 0.497\\nsamples = 70\\nvalue = [0, 5, 0, 8, 0, 15, 2, 0, 5, 78]'),\n",
       " Text(1031.202170963365, 513.4, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 5, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1043.3161465400271, 513.4, 'X[59] <= 14.5\\ngini = 0.451\\nsamples = 66\\nvalue = [0, 0, 0, 8, 0, 15, 2, 0, 5, 78]'),\n",
       " Text(1019.0881953867029, 453.0, 'X[19] <= 13.5\\ngini = 0.242\\nsamples = 40\\nvalue = [0, 0, 0, 2, 0, 1, 2, 0, 4, 59]'),\n",
       " Text(1006.9742198100407, 392.6, 'X[29] <= 3.5\\ngini = 0.199\\nsamples = 37\\nvalue = [0, 0, 0, 2, 0, 1, 0, 0, 4, 58]'),\n",
       " Text(1000.9172320217097, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 4, 0]'),\n",
       " Text(1013.0312075983718, 332.19999999999993, 'X[2] <= 12.0\\ngini = 0.095\\nsamples = 36\\nvalue = [0, 0, 0, 2, 0, 1, 0, 0, 0, 58]'),\n",
       " Text(1006.9742198100407, 271.79999999999995, 'X[27] <= 2.0\\ngini = 0.064\\nsamples = 35\\nvalue = [0, 0, 0, 2, 0, 0, 0, 0, 0, 58]'),\n",
       " Text(994.8602442333786, 211.39999999999998, 'X[61] <= 15.5\\ngini = 0.5\\nsamples = 2\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(988.8032564450475, 151.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1000.9172320217097, 151.0, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(1019.0881953867029, 211.39999999999998, 'X[20] <= 15.0\\ngini = 0.034\\nsamples = 33\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 57]'),\n",
       " Text(1013.0312075983718, 151.0, 'gini = 0.0\\nsamples = 29\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 52]'),\n",
       " Text(1025.145183175034, 151.0, 'X[61] <= 11.5\\ngini = 0.278\\nsamples = 4\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 5]'),\n",
       " Text(1019.0881953867029, 90.59999999999991, 'X[60] <= 10.0\\ngini = 0.444\\nsamples = 2\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 2]'),\n",
       " Text(1013.0312075983718, 30.200000000000045, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 2]'),\n",
       " Text(1025.145183175034, 30.200000000000045, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 1, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1031.202170963365, 90.59999999999991, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(1019.0881953867029, 271.79999999999995, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(1031.202170963365, 392.6, 'X[33] <= 0.5\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 1]'),\n",
       " Text(1025.145183175034, 332.19999999999993, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]'),\n",
       " Text(1037.259158751696, 332.19999999999993, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 2, 0, 0, 0]'),\n",
       " Text(1067.5440976933514, 453.0, 'X[5] <= 9.5\\ngini = 0.629\\nsamples = 26\\nvalue = [0, 0, 0, 6, 0, 14, 0, 0, 1, 19]'),\n",
       " Text(1061.4871099050204, 392.6, 'X[21] <= 5.0\\ngini = 0.453\\nsamples = 17\\nvalue = [0, 0, 0, 6, 0, 1, 0, 0, 1, 19]'),\n",
       " Text(1049.3731343283582, 332.19999999999993, 'X[30] <= 0.5\\ngini = 0.245\\nsamples = 3\\nvalue = [0, 0, 0, 6, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(1043.3161465400271, 271.79999999999995, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 6, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1055.4301221166893, 271.79999999999995, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 1, 0, 0, 0, 0]'),\n",
       " Text(1073.6010854816825, 332.19999999999993, 'X[10] <= 15.5\\ngini = 0.095\\nsamples = 14\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 19]'),\n",
       " Text(1067.5440976933514, 271.79999999999995, 'X[10] <= 14.5\\ngini = 0.375\\nsamples = 4\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 3]'),\n",
       " Text(1061.4871099050204, 211.39999999999998, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 3]'),\n",
       " Text(1073.6010854816825, 211.39999999999998, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 1, 0]'),\n",
       " Text(1079.6580732700136, 271.79999999999995, 'gini = 0.0\\nsamples = 10\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 16]'),\n",
       " Text(1073.6010854816825, 392.6, 'gini = 0.0\\nsamples = 9\\nvalue = [0, 0, 0, 0, 0, 13, 0, 0, 0, 0]'),\n",
       " Text(1082.686567164179, 815.4000000000001, 'X[5] <= 10.0\\ngini = 0.327\\nsamples = 78\\nvalue = [0, 5, 0, 0, 98, 0, 1, 15, 0, 2]'),\n",
       " Text(1061.4871099050204, 755.0, 'X[19] <= 3.5\\ngini = 0.096\\nsamples = 63\\nvalue = [0, 1, 0, 0, 95, 0, 1, 3, 0, 0]'),\n",
       " Text(1049.3731343283582, 694.6, 'X[42] <= 13.0\\ngini = 0.49\\nsamples = 4\\nvalue = [0, 0, 0, 0, 4, 0, 0, 3, 0, 0]'),\n",
       " Text(1043.3161465400271, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 0, 0, 0, 3, 0, 0]'),\n",
       " Text(1055.4301221166893, 634.2, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 0, 0, 4, 0, 0, 0, 0, 0]'),\n",
       " Text(1073.6010854816825, 694.6, 'X[53] <= 13.5\\ngini = 0.042\\nsamples = 59\\nvalue = [0, 1, 0, 0, 91, 0, 1, 0, 0, 0]'),\n",
       " Text(1067.5440976933514, 634.2, 'X[25] <= 0.5\\ngini = 0.022\\nsamples = 58\\nvalue = [0, 1, 0, 0, 91, 0, 0, 0, 0, 0]'),\n",
       " Text(1061.4871099050204, 573.8, 'X[46] <= 0.5\\ngini = 0.18\\nsamples = 5\\nvalue = [0, 1, 0, 0, 9, 0, 0, 0, 0, 0]'),\n",
       " Text(1055.4301221166893, 513.4, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1067.5440976933514, 513.4, 'gini = 0.0\\nsamples = 4\\nvalue = [0, 0, 0, 0, 9, 0, 0, 0, 0, 0]'),\n",
       " Text(1073.6010854816825, 573.8, 'gini = 0.0\\nsamples = 53\\nvalue = [0, 0, 0, 0, 82, 0, 0, 0, 0, 0]'),\n",
       " Text(1079.6580732700136, 634.2, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 1, 0, 0, 0]'),\n",
       " Text(1103.8860244233379, 755.0, 'X[3] <= 6.0\\ngini = 0.608\\nsamples = 15\\nvalue = [0, 4, 0, 0, 3, 0, 0, 12, 0, 2]'),\n",
       " Text(1097.8290366350068, 694.6, 'X[22] <= 6.0\\ngini = 0.642\\nsamples = 7\\nvalue = [0, 4, 0, 0, 3, 0, 0, 0, 0, 2]'),\n",
       " Text(1091.7720488466757, 634.2, 'X[22] <= 2.5\\ngini = 0.48\\nsamples = 4\\nvalue = [0, 0, 0, 0, 3, 0, 0, 0, 0, 2]'),\n",
       " Text(1085.7150610583446, 573.8, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 0, 0, 0, 3, 0, 0, 0, 0, 0]'),\n",
       " Text(1097.8290366350068, 573.8, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 2]'),\n",
       " Text(1103.8860244233379, 634.2, 'gini = 0.0\\nsamples = 3\\nvalue = [0, 4, 0, 0, 0, 0, 0, 0, 0, 0]'),\n",
       " Text(1109.943012211669, 694.6, 'gini = 0.0\\nsamples = 8\\nvalue = [0, 0, 0, 0, 0, 0, 0, 12, 0, 0]')]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "[encoded data, 147180 characters]\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plot_tree(clf.estimators_[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "export_graphviz(clf.estimators_[0] , out_file='RFC.dot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Decision Tree Classifier](rfc.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
