Random Forest Regression.ipynb

{
  "cells": [
    {
      "metadata": {
        "trusted": true,
        "scrolled": true
      },
      "cell_type": "code",
      "source": "import pandas as pd\n\ndf = pd.read_csv('Data/pacific-heights.csv')\ndf.head()",
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 1,
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>address</th>\n      <th>bathrooms</th>\n      <th>bedrooms</th>\n      <th>finishedsqft</th>\n      <th>lastsolddate</th>\n      <th>lastsoldprice</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>neighborhood</th>\n      <th>totalrooms</th>\n      <th>usecode</th>\n      <th>yearbuilt</th>\n      <th>zipcode</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2243 Franklin St</td>\n      <td>2.0</td>\n      <td>2</td>\n      <td>1463</td>\n      <td>2/5/2016</td>\n      <td>1950000</td>\n      <td>37.795139</td>\n      <td>-122.425309</td>\n      <td>Pacific Heights</td>\n      <td>7</td>\n      <td>Condominium</td>\n      <td>1900</td>\n      <td>94109</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2002 Pacific Ave APT 4</td>\n      <td>3.5</td>\n      <td>3</td>\n      <td>3291</td>\n      <td>1/22/2016</td>\n      <td>4200000</td>\n      <td>37.794429</td>\n      <td>-122.428513</td>\n      <td>Pacific Heights</td>\n      <td>7</td>\n      <td>Condominium</td>\n      <td>1961</td>\n      <td>94109</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1945 Washington St APT 411</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>653</td>\n      <td>12/16/2015</td>\n      <td>665000</td>\n      <td>37.792472</td>\n      <td>-122.425281</td>\n      <td>Pacific Heights</td>\n      <td>3</td>\n      <td>Condominium</td>\n      <td>1987</td>\n      <td>94109</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1896 Pacific Ave APT 802</td>\n      <td>2.5</td>\n      <td>2</td>\n      <td>2272</td>\n      <td>12/17/2014</td>\n      <td>2735000</td>\n      <td>37.794706</td>\n      <td>-122.426347</td>\n      <td>Pacific Heights</td>\n      <td>6</td>\n      <td>Condominium</td>\n      <td>1924</td>\n      <td>94109</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1840 Washington St APT 603</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>837</td>\n      <td>12/2/2015</td>\n      <td>1050000</td>\n      <td>37.793212</td>\n      <td>-122.423744</td>\n      <td>Pacific Heights</td>\n      <td>3</td>\n      <td>Condominium</td>\n      <td>2012</td>\n      <td>94109</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
            "text/plain": "                      address  bathrooms  bedrooms  finishedsqft lastsolddate  \\\n0            2243 Franklin St        2.0         2          1463     2/5/2016   \n1      2002 Pacific Ave APT 4        3.5         3          3291    1/22/2016   \n2  1945 Washington St APT 411        1.0         1           653   12/16/2015   \n3    1896 Pacific Ave APT 802        2.5         2          2272   12/17/2014   \n4  1840 Washington St APT 603        1.0         1           837    12/2/2015   \n\n   lastsoldprice   latitude   longitude     neighborhood  totalrooms  \\\n0        1950000  37.795139 -122.425309  Pacific Heights           7   \n1        4200000  37.794429 -122.428513  Pacific Heights           7   \n2         665000  37.792472 -122.425281  Pacific Heights           3   \n3        2735000  37.794706 -122.426347  Pacific Heights           6   \n4        1050000  37.793212 -122.423744  Pacific Heights           3   \n\n       usecode  yearbuilt  zipcode  \n0  Condominium       1900    94109  \n1  Condominium       1961    94109  \n2  Condominium       1987    94109  \n3  Condominium       1924    94109  \n4  Condominium       2012    94109  "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.shape",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/plain": "(439, 13)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "corr_matrix = df.corr()\ncorr_matrix[\"lastsoldprice\"].sort_values(ascending=False)",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
            "text/plain": "lastsoldprice    1.000000\nfinishedsqft     0.840864\nbathrooms        0.768179\ntotalrooms       0.670726\nbedrooms         0.606579\nzipcode          0.296032\nlatitude         0.126480\nyearbuilt       -0.214365\nlongitude       -0.309462\nName: lastsoldprice, dtype: float64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df = pd.get_dummies(df, columns=['usecode'])\ndf.head()",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 4,
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>address</th>\n      <th>bathrooms</th>\n      <th>bedrooms</th>\n      <th>finishedsqft</th>\n      <th>lastsolddate</th>\n      <th>lastsoldprice</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>neighborhood</th>\n      <th>totalrooms</th>\n      <th>yearbuilt</th>\n      <th>zipcode</th>\n      <th>usecode_Condominium</th>\n      <th>usecode_Cooperative</th>\n      <th>usecode_Duplex</th>\n      <th>usecode_MultiFamily2To4</th>\n      <th>usecode_SingleFamily</th>\n      <th>usecode_Townhouse</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2243 Franklin St</td>\n      <td>2.0</td>\n      <td>2</td>\n      <td>1463</td>\n      <td>2/5/2016</td>\n      <td>1950000</td>\n      <td>37.795139</td>\n      <td>-122.425309</td>\n      <td>Pacific Heights</td>\n      <td>7</td>\n      <td>1900</td>\n      <td>94109</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2002 Pacific Ave APT 4</td>\n      <td>3.5</td>\n      <td>3</td>\n      <td>3291</td>\n      <td>1/22/2016</td>\n      <td>4200000</td>\n      <td>37.794429</td>\n      <td>-122.428513</td>\n      <td>Pacific Heights</td>\n      <td>7</td>\n      <td>1961</td>\n      <td>94109</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1945 Washington St APT 411</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>653</td>\n      <td>12/16/2015</td>\n      <td>665000</td>\n      <td>37.792472</td>\n      <td>-122.425281</td>\n      <td>Pacific Heights</td>\n      <td>3</td>\n      <td>1987</td>\n      <td>94109</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1896 Pacific Ave APT 802</td>\n      <td>2.5</td>\n      <td>2</td>\n      <td>2272</td>\n      <td>12/17/2014</td>\n      <td>2735000</td>\n      <td>37.794706</td>\n      <td>-122.426347</td>\n      <td>Pacific Heights</td>\n      <td>6</td>\n      <td>1924</td>\n      <td>94109</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1840 Washington St APT 603</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>837</td>\n      <td>12/2/2015</td>\n      <td>1050000</td>\n      <td>37.793212</td>\n      <td>-122.423744</td>\n      <td>Pacific Heights</td>\n      <td>3</td>\n      <td>2012</td>\n      <td>94109</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
            "text/plain": "                      address  bathrooms  bedrooms  finishedsqft lastsolddate  \\\n0            2243 Franklin St        2.0         2          1463     2/5/2016   \n1      2002 Pacific Ave APT 4        3.5         3          3291    1/22/2016   \n2  1945 Washington St APT 411        1.0         1           653   12/16/2015   \n3    1896 Pacific Ave APT 802        2.5         2          2272   12/17/2014   \n4  1840 Washington St APT 603        1.0         1           837    12/2/2015   \n\n   lastsoldprice   latitude   longitude     neighborhood  totalrooms  \\\n0        1950000  37.795139 -122.425309  Pacific Heights           7   \n1        4200000  37.794429 -122.428513  Pacific Heights           7   \n2         665000  37.792472 -122.425281  Pacific Heights           3   \n3        2735000  37.794706 -122.426347  Pacific Heights           6   \n4        1050000  37.793212 -122.423744  Pacific Heights           3   \n\n   yearbuilt  zipcode  usecode_Condominium  usecode_Cooperative  \\\n0       1900    94109                    1                    0   \n1       1961    94109                    1                    0   \n2       1987    94109                    1                    0   \n3       1924    94109                    1                    0   \n4       2012    94109                    1                    0   \n\n   usecode_Duplex  usecode_MultiFamily2To4  usecode_SingleFamily  \\\n0               0                        0                     0   \n1               0                        0                     0   \n2               0                        0                     0   \n3               0                        0                     0   \n4               0                        0                     0   \n\n   usecode_Townhouse  \n0                  0  \n1                  0  \n2                  0  \n3                  0  \n4                  0  "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "corr_matrix = df.corr()\ncorr_matrix[\"lastsoldprice\"].sort_values(ascending=False)",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
            "text/plain": "lastsoldprice              1.000000\nfinishedsqft               0.840864\nbathrooms                  0.768179\ntotalrooms                 0.670726\nusecode_SingleFamily       0.638482\nbedrooms                   0.606579\nzipcode                    0.296032\nlatitude                   0.126480\nusecode_Duplex             0.006292\nusecode_MultiFamily2To4   -0.019009\nusecode_Townhouse         -0.025467\nusecode_Cooperative       -0.025556\nyearbuilt                 -0.214365\nlongitude                 -0.309462\nusecode_Condominium       -0.598575\nName: lastsoldprice, dtype: float64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Filter the dataset down to the most significant columns\ndf = df[['bathrooms', 'bedrooms', 'finishedsqft', 'totalrooms', 'usecode_Condominium', 'usecode_SingleFamily', 'lastsoldprice']]\ndf.head()",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>bathrooms</th>\n      <th>bedrooms</th>\n      <th>finishedsqft</th>\n      <th>totalrooms</th>\n      <th>usecode_Condominium</th>\n      <th>usecode_SingleFamily</th>\n      <th>lastsoldprice</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2.0</td>\n      <td>2</td>\n      <td>1463</td>\n      <td>7</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1950000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>3.5</td>\n      <td>3</td>\n      <td>3291</td>\n      <td>7</td>\n      <td>1</td>\n      <td>0</td>\n      <td>4200000</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1.0</td>\n      <td>1</td>\n      <td>653</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>665000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2.5</td>\n      <td>2</td>\n      <td>2272</td>\n      <td>6</td>\n      <td>1</td>\n      <td>0</td>\n      <td>2735000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1.0</td>\n      <td>1</td>\n      <td>837</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1050000</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
            "text/plain": "   bathrooms  bedrooms  finishedsqft  totalrooms  usecode_Condominium  \\\n0        2.0         2          1463           7                    1   \n1        3.5         3          3291           7                    1   \n2        1.0         1           653           3                    1   \n3        2.5         2          2272           6                    1   \n4        1.0         1           837           3                    1   \n\n   usecode_SingleFamily  lastsoldprice  \n0                     0        1950000  \n1                     0        4200000  \n2                     0         665000  \n3                     0        2735000  \n4                     0        1050000  "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "corr_matrix = df.corr()\ncorr_matrix[\"lastsoldprice\"].sort_values(ascending=False)",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/plain": "lastsoldprice           1.000000\nfinishedsqft            0.840864\nbathrooms               0.768179\ntotalrooms              0.670726\nusecode_SingleFamily    0.638482\nbedrooms                0.606579\nusecode_Condominium    -0.598575\nName: lastsoldprice, dtype: float64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from sklearn.ensemble import RandomForestRegressor\nfrom sklearn.model_selection import train_test_split\n\nx = df.drop('lastsoldprice', axis=1)\ny = df['lastsoldprice']\nx_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=1234)\n\nmodel = RandomForestRegressor(random_state=1234)\nmodel.fit(x_train, y_train)",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": "/home/nbuser/anaconda3_501/lib/python3.6/site-packages/sklearn/ensemble/forest.py:246: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n",
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "text/plain": "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=None,\n           oob_score=False, random_state=1234, verbose=0, warm_start=False)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Compute the model's R2 score\nmodel.score(x_test, y_test)",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "text/plain": "0.6056318155788993"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Compute the mean R2 score across five folds\nfrom sklearn.model_selection import cross_val_score\n\ncross_val_score(model, x, y, cv=5).mean()",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": "0.6872245462892278"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Use GridSearchCV to tune hyperparameters\nfrom sklearn.model_selection import GridSearchCV\n\nparam_grid = {\n    'bootstrap': [True, False],\n    'max_depth': [10, 50, 100],\n    'max_features': [2, 3, 4],\n    'min_samples_leaf': [3, 4, 5],\n    'min_samples_split': [5, 10, 15]\n}\n\ngrid_search = GridSearchCV(estimator=model, param_grid=param_grid, cv=5, verbose=2)\ngrid_search.fit(x, y)",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Fitting 5 folds for each of 162 candidates, totalling 810 fits\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n",
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.0s remaining:    0.0s\n",
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": "[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] 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min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=3, 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        },
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          "text": "[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=3, 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          "text": "[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, 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total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=2, 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          "text": "[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   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total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=4, 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        },
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          "text": "[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=50, max_features=4, 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total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=2, 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          "text": "[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   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min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, 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min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n",
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        },
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          "text": "[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=True, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n",
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          "text": "[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] 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min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, 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min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, 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          "text": "[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=10, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n",
          "name": "stdout"
        },
        {
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          "text": "[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   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min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, 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min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=2, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10 \n",
          "name": "stdout"
        },
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          "text": "[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] 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min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=3, 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min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15 \n",
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          "text": "[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   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min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=50, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=50, 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min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=3, min_samples_split=15, total=   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min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=2, min_samples_leaf=4, min_samples_split=5 \n",
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total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, 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max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=3, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=3, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=4, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n",
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": "[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=5, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=10, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n[CV] bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15 \n[CV]  bootstrap=False, max_depth=100, max_features=4, min_samples_leaf=5, min_samples_split=15, total=   0.0s\n",
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": "[Parallel(n_jobs=1)]: Done 810 out of 810 | elapsed:   15.0s finished\n",
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "GridSearchCV(cv=5, error_score='raise-deprecating',\n       estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n           max_features='auto', max_leaf_nodes=None,\n           min_impurity_decrease=0.0, min_impurity_split=None,\n           min_samples_leaf=1, min_samples_split=2,\n           min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=None,\n           oob_score=False, random_state=1234, verbose=0, warm_start=False),\n       fit_params=None, iid='warn', n_jobs=None,\n       param_grid={'bootstrap': [True, False], 'max_depth': [10, 50, 100], 'max_features': [2, 3, 4], 'min_samples_leaf': [3, 4, 5], 'min_samples_split': [5, 10, 15]},\n       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n       scoring=None, verbose=2)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Compute the mean R2 score across five folds using the best model\nbest_model = grid_search.best_estimator_\n\ncross_val_score(best_model, x, y, cv=5).mean()",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/plain": "0.72362277948079"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python36",
      "display_name": "Python 3.6",
      "language": "python"
    },
    "language_info": {
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "name": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.6",
      "file_extension": ".py",
      "codemirror_mode": {
        "version": 3,
        "name": "ipython"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}