model-RandomForest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# sklearn\n",
    "from sklearn.svm import SVC, LinearSVC\n",
    "from sklearn.metrics import classification_report, confusion_matrix  \n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split, RandomizedSearchCV\n",
    "\n",
    "\n",
    "#!pip install imbalanced-learn\n",
    "from imblearn.pipeline import make_pipeline\n",
    "from imblearn.over_sampling import RandomOverSampler\n",
    "\n",
    "\n",
    "from commons import get_dummies, load_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 12)\n",
      "(25000, 11)\n"
     ]
    }
   ],
   "source": [
    "# load data\n",
    "filename = \"data/traindata.csv\"\n",
    "df_data = load_data(filename)\n",
    "print(df_data.shape)\n",
    "evaluation_filename = 'data/testdata.csv'\n",
    "df_evaluation_data = load_data(evaluation_filename)\n",
    "print(df_evaluation_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4996, 12)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove anomalies\n",
    "anomalies_ids = [168, 404, 1848, 2374]\n",
    "df_data = df_data[~df_data['id'].isin(anomalies_ids)]\n",
    "df_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# feature engineering for \"day\" field. Do it for both training and testing data.\n",
    "weekend = [5,6]\n",
    "df_data['weekend'] = 0\n",
    "df_data.loc[df_data['day'].isin(weekend),'weekend'] = 1\n",
    "df_evaluation_data['weekend'] = 0\n",
    "df_evaluation_data.loc[df_evaluation_data['day'].isin(weekend),'weekend'] = 1\n",
    "df_data = get_dummies(df_data, columns = [\"day\"])\n",
    "df_evaluation_data = get_dummies(df_evaluation_data, columns=[\"day\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "8\n"
     ]
    }
   ],
   "source": [
    "# feature engineering for \"hour_start\". Do it for both training and testing data.\n",
    "hour_start_bins = pd.cut(df_data.hour_start, bins=8)\n",
    "df_data['start_hour_bins'] = hour_start_bins\n",
    "print(df_data.hour_start.nunique())\n",
    "print(hour_start_bins.nunique())\n",
    "df_data = get_dummies(df_data, ['start_hour_bins', 'hour_start'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n",
      "24\n"
     ]
    }
   ],
   "source": [
    "hour_start_bins = pd.cut(df_evaluation_data.hour_start, bins=8)\n",
    "df_evaluation_data['start_hour_bins'] = hour_start_bins\n",
    "print(hour_start_bins.nunique())\n",
    "print(df_evaluation_data.hour_start.nunique())\n",
    "df_evaluation_data = get_dummies(df_evaluation_data, ['start_hour_bins', 'hour_start'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# feature engineering for dist_*, for the training data.\n",
    "df_data[\"dist_max\"] = df_data[[\"dist_gtfsstops_train\",\"dist_gtfsstops_tram\",\"dist_gtfsstops_bus\"]].max(axis=1)\n",
    "df_data[\"dist_mean\"] = df_data[[\"dist_gtfsstops_train\",\"dist_gtfsstops_tram\",\"dist_gtfsstops_bus\"]].mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For the testing data.\n",
    "df_evaluation_data[\"dist_max\"] = df_evaluation_data[[\"dist_gtfsstops_train\",\"dist_gtfsstops_tram\",\"dist_gtfsstops_bus\"]].max(axis=1)\n",
    "df_evaluation_data[\"dist_mean\"] = df_evaluation_data[[\"dist_gtfsstops_train\",\"dist_gtfsstops_tram\",\"dist_gtfsstops_bus\"]].mean(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Select only the most important-significant features</h3>\n",
    "The selected features derived using the random forest technique \"clf_rf.feature_importances_\", and a lot of expiremintation. As it an be seen concerning the \"start_hour_bins\", only the first and the last were selected, because their contribution-importance was indicated as high."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "categorical_features = [ 'weekend', 'day_0',\n",
    "       'day_1', 'day_2', 'day_3', 'day_4', 'day_5',\n",
    "       'start_hour_bins_(-0.023, 2.875]', 'start_hour_bins_(2.875, 5.75]',\n",
    "       'start_hour_bins_(5.75, 8.625]', 'start_hour_bins_(8.625, 11.5]',\n",
    "       'start_hour_bins_(11.5, 14.375]', 'start_hour_bins_(14.375, 17.25]',\n",
    "       'start_hour_bins_(17.25, 20.125]', 'hour_start_0', 'hour_start_1',\n",
    "       'hour_start_2', 'hour_start_3', 'hour_start_4', 'hour_start_5',\n",
    "       'hour_start_6', 'hour_start_7', 'hour_start_8', 'hour_start_9',\n",
    "       'hour_start_10', 'hour_start_11', 'hour_start_12', 'hour_start_13',\n",
    "       'hour_start_14', 'hour_start_15', 'hour_start_16', 'hour_start_17',\n",
    "       'hour_start_18', 'hour_start_19', 'hour_start_20', 'hour_start_21',\n",
    "       'hour_start_22']\n",
    "\"\"\"\n",
    "categorical_features = [\"start_hour_bins_(5.75, 8.625]\", \"start_hour_bins_(14.375, 17.25]\", \"weekend\"]\n",
    "\n",
    "numerical_features = ['dur_in_sec',\"dist_max\", \"dist_mean\", 'dist_gtfsstops_all', 'dist_gtfsstops_train', 'dist_gtfsstops_tram', 'dist_gtfsstops_bus']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4996, 49)\n",
      "(25000, 48)\n"
     ]
    }
   ],
   "source": [
    "# scale numerical features\n",
    "scaler = StandardScaler()\n",
    "df_data.loc[:,numerical_features ] = scaler.fit_transform(df_data[numerical_features])\n",
    "print(df_data.shape)\n",
    "df_evaluation_data.loc[:,numerical_features ] = scaler.transform(df_evaluation_data[numerical_features])\n",
    "print(df_evaluation_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4996, 10)\n",
      "(25000, 10)\n"
     ]
    }
   ],
   "source": [
    "df_features = df_data[numerical_features + categorical_features]\n",
    "print(df_features.shape)\n",
    "df_features_evaluation = df_evaluation_data[numerical_features + categorical_features]\n",
    "print(df_features_evaluation.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4996,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_labels = df_data['purpose_validated']\n",
    "y_labels.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4496, 10) 4496\n",
      "(500, 10) 500\n"
     ]
    }
   ],
   "source": [
    "# Create training and testing sets (split)\n",
    "X_train, X_test, y_train, y_test = train_test_split(df_features, y_labels, test_size=0.1, random_state=42)\n",
    "print(X_train.shape, len(y_train))\n",
    "print(X_test.shape, len(y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Oversampling\n",
    "ros = RandomOverSampler(random_state=42)\n",
    "X_train, y_train = ros.fit_sample(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6165, 10)\n",
      "(6165,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3, 3, 4, 6, 9, 14, 23, 37, 61, 102, None]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.linspace(start=0,stop=10,num=10, dtype=int)\n",
    "#np.arange(start=0,stop=1,step=0.1)\n",
    "list(np.logspace(start=0,stop=2,num=10, dtype=int) + 2) + [None] # Only for illustration purposes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(np.linspace(start=1,stop=25,num=100, dtype=int)) # Only for illustration purposes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Cross-Validation</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 200 candidates, totalling 2000 fits\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   1.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.5s remaining:    0.0s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=12, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=13, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=7, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=17, max_features=auto, max_depth=225, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=16, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=23, max_features=auto, max_depth=22, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=8, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=15, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=21, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=24, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=10, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=7, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=7, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=148, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=2, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=51, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=21, max_features=auto, max_depth=85, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=4, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=19, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=24, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=15, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=23, max_features=auto, max_depth=48, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=25, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=9, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=6, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=20, max_features=auto, max_depth=102, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=25, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=20, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=20, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=7, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=10, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=12, max_features=auto, max_depth=30, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=8, max_features=auto, max_depth=27, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=7, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=18, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=17, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=17, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=5, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=13, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=14, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=20, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=20, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=6, max_features=auto, max_depth=182, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=7, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=10, max_features=auto, max_depth=134, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=3, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=20, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=22, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=15, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=20, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=7, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=9, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=21, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=12, max_features=auto, max_depth=241, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=24, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=22, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=8, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=10, max_features=auto, max_depth=143, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=16, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=16, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=2, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=5, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=4, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=5, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=10, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=6, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=21, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=25, max_features=auto, max_depth=43, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=4, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=5, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=55, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=23, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=11, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=3, max_features=auto, max_depth=153, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=None, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=12, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=3, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=20, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=13, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=14, max_features=auto, max_depth=15, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=17, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=5, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=6, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=16, max_features=auto, max_depth=164, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=15, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=8, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=25, max_features=auto, max_depth=33, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=4, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=6, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=16, max_features=auto, max_depth=77, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=17, max_features=auto, max_depth=159, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=10, max_features=auto, max_depth=61, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=15, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=2, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=18, max_features=auto, max_depth=34, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=11, max_features=auto, max_depth=277, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=25, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=5, max_features=auto, max_depth=129, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=32, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=10, max_features=auto, max_depth=37, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=14, max_features=auto, max_depth=98, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=6, max_features=auto, max_depth=50, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=2, max_features=auto, max_depth=31, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=67, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=22, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=20, max_features=auto, max_depth=20, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=11, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=22, max_features=auto, max_depth=267, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=3, max_features=auto, max_depth=26, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=10, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=7, max_features=auto, max_depth=45, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=113, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=25, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=23, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=6, max_features=auto, max_depth=72, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=12, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=21, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=17, max_features=auto, max_depth=63, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=22, min_samples_leaf=23, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=15, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=21, max_features=auto, max_depth=307, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=4, max_features=auto, max_depth=189, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=11, max_features=auto, max_depth=233, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=23, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=23, min_samples_leaf=13, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=14, min_samples_leaf=19, max_features=auto, max_depth=38, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=2, max_features=auto, max_depth=176, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=3, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=23, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=19, max_features=auto, max_depth=116, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=4, max_features=auto, max_depth=42, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=7, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=12, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=19, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=3, min_samples_leaf=18, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=22, max_features=auto, max_depth=210, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=23, max_features=auto, max_depth=196, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=7, max_features=auto, max_depth=296, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=12, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=18, max_features=auto, max_depth=16, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=5, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=16, max_features=auto, max_depth=92, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=3, max_features=auto, max_depth=258, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=5, min_samples_leaf=9, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=21, min_samples_leaf=2, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.7s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=24, max_features=auto, max_depth=286, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=7, min_samples_leaf=15, max_features=auto, max_depth=202, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=23, max_features=auto, max_depth=57, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=9, max_features=auto, max_depth=46, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=19, min_samples_leaf=9, max_features=auto, max_depth=75, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=20, max_features=auto, max_depth=29, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=8, max_features=auto, max_depth=40, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=5, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=8, min_samples_leaf=22, max_features=auto, max_depth=217, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=8, max_features=auto, max_depth=65, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=7, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=8, max_features=auto, max_depth=14, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=10, min_samples_leaf=20, max_features=auto, max_depth=23, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=13, min_samples_leaf=9, max_features=auto, max_depth=80, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=12, max_features=auto, max_depth=28, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=24, min_samples_leaf=24, max_features=auto, max_depth=170, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.8s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=25, min_samples_leaf=4, max_features=auto, max_depth=59, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.6s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=12, min_samples_leaf=16, max_features=auto, max_depth=21, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=18, min_samples_leaf=23, max_features=auto, max_depth=88, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=6, min_samples_leaf=14, max_features=auto, max_depth=18, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=2, min_samples_leaf=14, max_features=auto, max_depth=105, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=20, min_samples_leaf=14, max_features=auto, max_depth=109, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=11, min_samples_leaf=14, max_features=auto, max_depth=35, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=5, max_features=auto, max_depth=13, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=16, min_samples_leaf=10, max_features=auto, max_depth=125, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=4, min_samples_leaf=23, max_features=auto, max_depth=25, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=15, min_samples_leaf=17, max_features=auto, max_depth=83, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.4s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.5s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=17, min_samples_leaf=16, max_features=auto, max_depth=95, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "[CV] n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False \n",
      "[CV]  n_jobs=4, n_estimators=20, min_samples_split=9, min_samples_leaf=24, max_features=auto, max_depth=318, criterion=gini, bootstrap=False, total=   0.3s\n",
      "{'n_jobs': 4, 'n_estimators': 20, 'min_samples_split': 6, 'min_samples_leaf': 3, 'max_features': 'auto', 'max_depth': 153, 'criterion': 'gini', 'bootstrap': False}\n",
      "best score: 0.8058394160583942\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Done 2000 out of 2000 | elapsed: 15.0min finished\n",
      "/Users/taafoso2/PycharmProjects/why_do_we_move/.virtualenvs/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
      "  DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "do_hyper_param_tuning = False\n",
    "# Hyper_param tuning\n",
    "if do_hyper_param_tuning:\n",
    "    clf = RandomForestClassifier(random_state=42)\n",
    "    param_dist = {\n",
    "        \"max_depth\": list(np.unique(np.logspace(start=1,stop=2.5,num=100, dtype=int) + 2)) + [None],\n",
    "        \"max_features\": ['auto'],\n",
    "        \"min_samples_split\": np.unique(np.linspace(start=2,stop=25,num=100, dtype=int)),\n",
    "        \"min_samples_leaf\": np.unique(np.linspace(start=2,stop=25,num=100, dtype=int)),\n",
    "        \"bootstrap\": [False],\n",
    "        \"criterion\": [\"gini\"],\n",
    "        \"n_jobs\": [4],\n",
    "        \"n_estimators\": [20]\n",
    "    }\n",
    "    # run randomized search\n",
    "    n_iter_search = 200\n",
    "    random_search = RandomizedSearchCV(clf, param_distributions=param_dist,\n",
    "                                       n_iter=n_iter_search, cv=10, random_state=42, verbose=2)\n",
    "    random_search.fit(X_train, y_train)\n",
    "    print(random_search.best_params_)\n",
    "    print(f\"best score: {random_search.best_score_}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "score is mean accuracy. \n",
    "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html#sklearn.ensemble.RandomForestClassifier.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remember to always change the number of estimators to 200"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Model fitting using the best parametes</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=False, class_weight=None, criterion='gini',\n",
       "            max_depth=153, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=6,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=200, n_jobs=-1,\n",
       "            oob_score=False, random_state=42, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_rf = RandomForestClassifier(random_state=42)\n",
    "clf_rf.set_params(n_jobs= -1,\n",
    "                  n_estimators= 200,\n",
    "                  min_samples_split= 6,\n",
    "                  max_features= \"auto\",\n",
    "                  max_depth= 153,\n",
    "                  criterion= 'gini',\n",
    "                  bootstrap= False)\n",
    "clf_rf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Using the trained model to predicted the labels of the test data</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = clf_rf.predict(X_test)\n",
    "y_pred_prob = clf_rf.predict_proba(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 27   6  18   4   6]\n",
      " [  5 102  14   1   9]\n",
      " [ 22  11  59   7   9]\n",
      " [  7   1  14  48   7]\n",
      " [ 12   7  10   6  88]]\n"
     ]
    }
   ],
   "source": [
    "conf_matrix = confusion_matrix(y_test,y_pred)\n",
    "print(conf_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[results]\n",
    "    - A lot of misclassifications assined to class Errand, even though errand doesn't have that much support"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "      errand       0.37      0.44      0.40        61\n",
      "        home       0.80      0.78      0.79       131\n",
      "     leisure       0.51      0.55      0.53       108\n",
      "        wait       0.73      0.62      0.67        77\n",
      "        work       0.74      0.72      0.73       123\n",
      "\n",
      "   micro avg       0.65      0.65      0.65       500\n",
      "   macro avg       0.63      0.62      0.62       500\n",
      "weighted avg       0.66      0.65      0.65       500\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,y_pred, output_dict=False)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO train with all data and the same hyper-params!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_rf.feature_importances_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Submission CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_evaluation = clf_rf.predict(df_features_evaluation)\n",
    "y_pred_evaluation.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_evaluation_data['purpose_validated'] = y_pred_evaluation\n",
    "with open(\"data/submission.csv\", 'w') as outfile:\n",
    "    outfile.write(df_evaluation_data[[\"id\",\"purpose_validated\"]].to_csv(index=False))\n",
    "    outfile.flush"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}