project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Disease Diagnosis Using Machine Learning (ML)\n",
    "The project is inteneded to apply multiple supervised classfication Machine Learning algorithms to a health care data set to check the ability of the ML models to diagnose the disease accurately."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Loading and Data Exploration \n",
    "We are going to start by loading the dataset from the file into the pandas dataframe. Note: The additional new modules  will be imported as required during the code implementation of the project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "      <th>Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\n",
       "0            6      148             72             35        0  33.6   \n",
       "1            1       85             66             29        0  26.6   \n",
       "2            8      183             64              0        0  23.3   \n",
       "3            1       89             66             23       94  28.1   \n",
       "4            0      137             40             35      168  43.1   \n",
       "\n",
       "   DiabetesPedigreeFunction  Age  Outcome  \n",
       "0                     0.627   50        1  \n",
       "1                     0.351   31        0  \n",
       "2                     0.672   32        1  \n",
       "3                     0.167   21        0  \n",
       "4                     2.288   33        1  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas\n",
    "data_file = \"diabetes.csv\" # the data file location\n",
    "df = pandas.read_csv(data_file) # reading the data from the data file as pandas dataframe\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we will explore the dataset by finding the column names, number of instances for each class values and computing other statistical description of each column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "The instances present in the data set are\n",
      "(768, 9) \n",
      "\n",
      "And, the columns in the dataset are:\n",
      " Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\n",
      "       'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],\n",
      "      dtype='object') \n",
      "\n",
      "The datatype of each column of the dataset is as below: \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Pregnancies               768 non-null    int64  \n",
      " 1   Glucose                   768 non-null    int64  \n",
      " 2   BloodPressure             768 non-null    int64  \n",
      " 3   SkinThickness             768 non-null    int64  \n",
      " 4   Insulin                   768 non-null    int64  \n",
      " 5   BMI                       768 non-null    float64\n",
      " 6   DiabetesPedigreeFunction  768 non-null    float64\n",
      " 7   Age                       768 non-null    int64  \n",
      " 8   Outcome                   768 non-null    int64  \n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nThe instances present in the data set are\")\n",
    "print(df.shape,'\\n')\n",
    "print (\"And, the columns in the dataset are:\\n\", (df.columns),'\\n')\n",
    "\n",
    "print(\"The datatype of each column of the dataset is as below: \\n\")\n",
    "print(df.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset has 8 attribute columns and the class varaible that indicates where the diagnosis of diabetes\n",
    "is positive or negative is Outcome variable. Outcome 1 means positively diagnosed with diabetes and 0 means negatively diagonsed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The distribution of diabetes dataset based on Outcome class is:\n",
      "\n",
      "Outcome\n",
      "0    500\n",
      "1    268\n",
      "dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "print(\"The distribution of diabetes dataset based on Outcome class is:\\n\" )\n",
    "print(df.groupby('Outcome').size())\n",
    "print(\" \")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The statistical description of each of the attribue of the given diabetes dateset is as below:\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pregnancies</th>\n",
       "      <th>Glucose</th>\n",
       "      <th>BloodPressure</th>\n",
       "      <th>SkinThickness</th>\n",
       "      <th>Insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>DiabetesPedigreeFunction</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
       "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
       "mean      3.845052  120.894531      69.105469      20.536458   79.799479   \n",
       "std       3.369578   31.972618      19.355807      15.952218  115.244002   \n",
       "min       0.000000    0.000000       0.000000       0.000000    0.000000   \n",
       "25%       1.000000   99.000000      62.000000       0.000000    0.000000   \n",
       "50%       3.000000  117.000000      72.000000      23.000000   30.500000   \n",
       "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
       "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
       "\n",
       "              BMI  DiabetesPedigreeFunction         Age  \n",
       "count  768.000000                768.000000  768.000000  \n",
       "mean    31.992578                  0.471876   33.240885  \n",
       "std      7.884160                  0.331329   11.760232  \n",
       "min      0.000000                  0.078000   21.000000  \n",
       "25%     27.300000                  0.243750   24.000000  \n",
       "50%     32.000000                  0.372500   29.000000  \n",
       "75%     36.600000                  0.626250   41.000000  \n",
       "max     67.100000                  2.420000   81.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"The statistical description of each of the attribue of the given diabetes dateset is as below:\")\n",
    "df.drop('Outcome',axis=1).describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Visualization\n",
    "Here, we plot histograms and box plots of attributes to check the constancy of any variable. If any variable is constant through out that can be dropped while traing ML models to diagnose the diabetes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " HISTORGRAMS \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n"
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    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 144x144 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# importing module to plot and describing the font size for the plots\n",
    "import matplotlib.pyplot as plt\n",
    "font = {'family' : 'normal',\n",
    "        'weight' : 'bold',\n",
    "        'size'   : 22}\n",
    "\n",
    "plt.rc('font', **font)\n",
    "\n",
    "print(' HISTORGRAMS ')\n",
    "#Dropping the column with Outcome and drawing historgram for each attribute\n",
    "temp_df = df.drop('Outcome',axis=1)\n",
    "temp_df.hist(figsize=(20,20), layout=(4,2))\n",
    "plt.figure(figsize=(2, 2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, no attribue is constant through out due to which we are not going to drop any of the attributes for the further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#drawing box plot for each attribute\n",
    "temp_df.plot(kind='box', subplots=True, layout=(4,2),\\\n",
    "sharex=False, sharey=False,figsize=(20,20))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotted histogram and box plot helped in exploring about range of\n",
      "values for each attribute of the given data set.\n"
     ]
    }
   ],
   "source": [
    "print('Plotted histogram and box plot helped in exploring about range of\\\n",
    "\\nvalues for each attribute of the given data set.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Trainin and Evaluation\n",
    "Now we will train different classification ML algorithms and evaluate their performance to diagnose the diabetes\n",
    "based on the given attributes in the dataset. We will be using some classification ML algorithms from scikit-learn library in the beginning and then we will use the ML algorithms from the AutoGluon Library\n",
    "\n",
    "We made sure same training and test are used during the evaluaton of ML from scikit-learn and autogluon by defining the split with the parameter seed = 42.\n",
    "\n",
    "Also, In general, only one (mostly accuracy) evaluation metric is used to evaluate the performance of the ML algorithms. However, in our study we are using four evaluation metrics primarily because the two reasons.  The first reason is that in the used diabetes dataset Outcome class variables is highly imbalanced toward the  value 0, and the accuracy measure from the imbalanced dataset can be misleading. The next reason is that we are trying to avoid the case of accuracy paradox by considering four evaluation metrics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets start by splitting the dataset into train and test dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hence, we have splitted the data into 70 percent as a\n",
      "training data set and the rest as test data. We used name validation for the test dataset\n"
     ]
    }
   ],
   "source": [
    "from sklearn import model_selection\n",
    "\n",
    "print('Hence, we have splitted the data into 70 percent as a\\\n",
    "\\ntraining data set and the rest as test data. We used name validation for the test dataset')\n",
    "array = df.values\n",
    "X = array[:,0:7]\n",
    "Y = array[:,8]\n",
    "seed = 42\n",
    "X_train,X_validation,Y_train,Y_validation= \\\n",
    "model_selection.train_test_split(X,Y,test_size=0.70,random_state=seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RANDOM FOREST CLASSIFER RESULTS:\n",
      "Accuracy score: 0.741635687732342\n",
      "Confusion matrix:\n",
      " [[293  56]\n",
      " [ 83 106]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.78      0.84      0.81       349\n",
      "         1.0       0.65      0.56      0.60       189\n",
      "\n",
      "    accuracy                           0.74       538\n",
      "   macro avg       0.72      0.70      0.71       538\n",
      "weighted avg       0.74      0.74      0.74       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Random Forest Classifier\n",
    "print('RANDOM FOREST CLASSIFER RESULTS:')\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import confusion_matrix\n",
    "num_trees = 100\n",
    "max_features = 7\n",
    "model_rf= RandomForestClassifier(n_estimators=num_trees,\\\n",
    "max_features=max_features)\n",
    "model_rf=model_rf.fit(X_train,Y_train)\n",
    "predictions_rf = model_rf.predict(X_validation)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,\\\n",
    "predictions_rf))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_rf))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_rf))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision Tree Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision tree classifier results: \n",
      "Accuracy score: 0.6468401486988847\n",
      "Confusion matrix:\n",
      " [[255  94]\n",
      " [ 96  93]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.73      0.73      0.73       349\n",
      "         1.0       0.50      0.49      0.49       189\n",
      "\n",
      "    accuracy                           0.65       538\n",
      "   macro avg       0.61      0.61      0.61       538\n",
      "weighted avg       0.65      0.65      0.65       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Using Decision Tree classifier\n",
    "print('Decision tree classifier results: ')\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "model_dt= DecisionTreeClassifier()\n",
    "model_dt=model_dt.fit(X_train,Y_train)\n",
    "predictions_dt = model_dt.predict(X_validation)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,predictions_dt))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_dt))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_dt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Naive Bayes Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naïve Bayes classifier Results:\n",
      "Accuracy score: 0.7732342007434945\n",
      "Confusion matrix:\n",
      " [[301  48]\n",
      " [ 74 115]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.80      0.86      0.83       349\n",
      "         1.0       0.71      0.61      0.65       189\n",
      "\n",
      "    accuracy                           0.77       538\n",
      "   macro avg       0.75      0.74      0.74       538\n",
      "weighted avg       0.77      0.77      0.77       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Using Naïve Bayes classifier\n",
    "print('Naïve Bayes classifier Results:')\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "model_nb=GaussianNB()\n",
    "model_nb=model_nb.fit(X_train,Y_train)\n",
    "predictions_nb = model_nb.predict(X_validation)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,predictions_nb))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_nb))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_nb))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perceptron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perceptron results: \n",
      "Accuracy score: 0.48698884758364314\n",
      "Confusion matrix:\n",
      " [[122 227]\n",
      " [ 49 140]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.71      0.35      0.47       349\n",
      "         1.0       0.38      0.74      0.50       189\n",
      "\n",
      "    accuracy                           0.49       538\n",
      "   macro avg       0.55      0.55      0.49       538\n",
      "weighted avg       0.60      0.49      0.48       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Using Perceptron\n",
    "print('Perceptron results: ')\n",
    "from sklearn.linear_model import Perceptron\n",
    "model_pn=Perceptron( eta0=0.01, shuffle=True)\n",
    "model_pn=model_pn.fit(X_train,Y_train)\n",
    "predictions_pn = model_pn.predict(X_validation)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,predictions_pn))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_pn))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_pn))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multilayer Perceptron"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multilayer Perceptron Results: \n",
      "Accuracy score: 0.6821561338289963\n",
      "Confusion matrix:\n",
      " [[267  82]\n",
      " [ 89 100]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.75      0.77      0.76       349\n",
      "         1.0       0.55      0.53      0.54       189\n",
      "\n",
      "    accuracy                           0.68       538\n",
      "   macro avg       0.65      0.65      0.65       538\n",
      "weighted avg       0.68      0.68      0.68       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Using Multilayer Perceptron\n",
    "print('Multilayer Perceptron Results: ')\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "ss = StandardScaler()\n",
    "ss.fit(X_train)\n",
    "X_train1 = ss.transform(X_train)\n",
    "X_validation1 = ss.transform(X_validation)\n",
    "model_mlp=MLPClassifier(solver = 'lbfgs',hidden_layer_sizes=(13,13),max_iter=500)\n",
    "model_mlp=model_mlp.fit(X_train1,Y_train)\n",
    "predictions_mlp = model_mlp.predict(X_validation1)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,predictions_mlp))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_mlp))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_mlp))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VotingClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score: 0.7174721189591078\n",
      "Confusion matrix:\n",
      " [[270  79]\n",
      " [ 73 116]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.79      0.77      0.78       349\n",
      "         1.0       0.59      0.61      0.60       189\n",
      "\n",
      "    accuracy                           0.72       538\n",
      "   macro avg       0.69      0.69      0.69       538\n",
      "weighted avg       0.72      0.72      0.72       538\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import VotingClassifier\n",
    "kfold = model_selection.KFold(n_splits=10)\n",
    "# create the sub models\n",
    "estimators = []\n",
    "model1 = RandomForestClassifier()\n",
    "estimators.append(('rf', model1))\n",
    "model2 = DecisionTreeClassifier()\n",
    "estimators.append(('cart', model2))\n",
    "model3 = MLPClassifier()\n",
    "estimators.append(('mlp', model3))\n",
    "model4=GaussianNB()\n",
    "estimators.append(('nb',model4))\n",
    "# create the ensemble model\n",
    "ensemble = VotingClassifier(estimators,voting='soft')\n",
    "model_ensemble=ensemble.fit(X_train,Y_train)\n",
    "predictions_en = model_ensemble.predict(X_validation)\n",
    "print('Accuracy score:',accuracy_score(Y_validation,predictions_en))\n",
    "print('Confusion matrix:\\n',confusion_matrix(Y_validation,predictions_en))\n",
    "print('\\nClassification Report: \\n',classification_report(Y_validation,\\\n",
    "predictions_en))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagonising Disease using ML in AutoGluon's Tabular Prediction\n",
    "Now, we will perfrom AutoGluons's Tabular Prediction to train multiple ML classifiction algorithms with diabetest dataset.\n",
    "Let's download the required modules first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "\u001b[?25hBuilding wheels for collected packages: autograd, openml, liac-arff, kaggle\n",
      "  Building wheel for autograd (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for autograd: filename=autograd-1.3-py3-none-any.whl size=47988 sha256=9a581a628fbdf501c248b35a152406877f373281925c2b31dada078bc1f5b6b4\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-9kk5l8ub/wheels/b2/a5/3c/929b91003a3b75a175ccba7cef35200a1890cdb46903f18072\n",
      "  Building wheel for openml (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for openml: filename=openml-0.12.2-py3-none-any.whl size=137326 sha256=8f329e54015d6916767c9c309fdf840681a3c32d7b6f27a3495ea1bcadedfe62\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-9kk5l8ub/wheels/98/26/5e/da1e991a1a0ec37114d8f3e80952168a9c9ce19b8a123dc0e6\n",
      "  Building wheel for liac-arff (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for liac-arff: filename=liac_arff-2.5.0-py3-none-any.whl size=11732 sha256=82f1708a12b300e7ba1bea753b67e21ffc8436b0aec6105eea044626f1a84696\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-9kk5l8ub/wheels/53/ba/da/8562a6a6dbb428fd1ecc21053106df3948645cd991958f669b\n",
      "  Building wheel for kaggle (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73051 sha256=5b9c53f6c57c9792dc78c4b020556324eae1c43a968b87855c955d10933fa320\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-9kk5l8ub/wheels/77/47/e4/44a4ba1b7dfd53faaa35f59f1175e123b213ff401a8a56876b\n",
      "Successfully built autograd openml liac-arff kaggle\n",
      "Installing collected packages: typing-extensions, scipy, Pillow, murmurhash, cymem, catalogue, wasabi, typer, text-unidecode, srsly, smart-open, pydantic, preshed, ConfigSpace, blis, autograd, xmltodict, torch, thinc, spacy-loggers, spacy-legacy, python-slugify, portalocker, pathy, minio, liac-arff, langcodes, fastprogress, fastcore, autogluon.core, yacs, xxhash, torchvision, tokenizers, spacy, sentencepiece, sacremoses, sacrebleu, openml, kaggle, fastdownload, autogluon.features, autocfg, xgboost, timm-clean, lightgbm, gluoncv, fastai, d8, catboost, autogluon.tabular, autogluon.mxnet, autogluon-contrib-nlp, autogluon.vision, autogluon.text, autogluon.extra, autogluon\n",
      "  Attempting uninstall: typing-extensions\n",
      "    Found existing installation: typing-extensions 4.0.1\n",
      "    Uninstalling typing-extensions-4.0.1:\n",
      "      Successfully uninstalled typing-extensions-4.0.1\n",
      "  Attempting uninstall: scipy\n",
      "    Found existing installation: scipy 1.5.3\n",
      "    Uninstalling scipy-1.5.3:\n",
      "      Successfully uninstalled scipy-1.5.3\n",
      "  Attempting uninstall: Pillow\n",
      "    Found existing installation: Pillow 8.4.0\n",
      "    Uninstalling Pillow-8.4.0:\n",
      "      Successfully uninstalled Pillow-8.4.0\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "aiobotocore 1.3.0 requires botocore<1.20.50,>=1.20.49, but you have botocore 1.23.25 which is incompatible.\u001b[0m\n",
      "Successfully installed ConfigSpace-0.4.19 Pillow-8.3.2 autocfg-0.0.8 autogluon-0.3.1 autogluon-contrib-nlp-0.0.1b20210201 autogluon.core-0.3.1 autogluon.extra-0.3.1 autogluon.features-0.3.1 autogluon.mxnet-0.3.1 autogluon.tabular-0.3.1 autogluon.text-0.3.1 autogluon.vision-0.3.1 autograd-1.3 blis-0.7.5 catalogue-2.0.6 catboost-0.25.1 cymem-2.0.6 d8-0.0.2.post0 fastai-2.5.3 fastcore-1.3.27 fastdownload-0.0.5 fastprogress-1.0.0 gluoncv-0.10.4.post4 kaggle-1.5.12 langcodes-3.3.0 liac-arff-2.5.0 lightgbm-3.3.2 minio-7.1.2 murmurhash-1.0.6 openml-0.12.2 pathy-0.6.1 portalocker-2.3.2 preshed-3.0.6 pydantic-1.8.2 python-slugify-5.0.2 sacrebleu-2.0.0 sacremoses-0.0.47 scipy-1.5.4 sentencepiece-0.1.95 smart-open-5.2.1 spacy-3.2.1 spacy-legacy-3.0.8 spacy-loggers-1.0.1 srsly-2.4.2 text-unidecode-1.3 thinc-8.0.13 timm-clean-0.4.12 tokenizers-0.9.4 torch-1.10.1 torchvision-0.11.2 typer-0.4.0 typing-extensions-3.10.0.2 wasabi-0.9.0 xgboost-1.4.2 xmltodict-0.12.0 xxhash-2.0.2 yacs-0.1.8\n"
     ]
    }
   ],
   "source": [
    "!pip install -U pip\n",
    "!pip install -U setuptools wheel\n",
    "!pip install -U \"mxnet<2.0.0\" bokeh==2.0.1\n",
    "!pip install autogluon --no-cache-dir\n",
    "# Without --no-cache-dir, smaller aws instances may have trouble installing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing the TabularPrdictor.\n",
    "from autogluon.tabular import TabularPredictor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "# splitting the dataset into train and test\n",
    "train,test =  np.split(df.sample(frac=1, random_state=42), \n",
    "                       [int(.7*len(df))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The distribution of train dataset based on Outcome class is:\n",
      "\n",
      "Outcome\n",
      "0    348\n",
      "1    189\n",
      "dtype: int64\n",
      " \n"
     ]
    }
   ],
   "source": [
    "print(\"The distribution of train dataset based on Outcome class is:\\n\" )\n",
    "print(train.groupby('Outcome').size())\n",
    "print(\" \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Train a model using AutoGluon’s Tabular Prediction\n",
    "Requirements:\n",
    "* We are prediting `Outcome`, so it is the label we are setting.\n",
    "* Use the `accuracy` as the metric to use for evaluation.\n",
    "* Set a time limit of 10 minutes (600 seconds).\n",
    "* Use the preset `best_quality` to focus on creating the best mo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No path specified. Models will be saved in: \"AutogluonModels/ag-20220114_064333/\"\n",
      "Presets specified: ['best_quality']\n",
      "Beginning AutoGluon training ... Time limit = 600s\n",
      "AutoGluon will save models to \"AutogluonModels/ag-20220114_064333/\"\n",
      "AutoGluon Version:  0.3.1\n",
      "Train Data Rows:    537\n",
      "Train Data Columns: 8\n",
      "Preprocessing data ...\n",
      "AutoGluon infers your prediction problem is: 'binary' (because only two unique label-values observed).\n",
      "\t2 unique label values:  [0, 1]\n",
      "\tIf 'binary' is not the correct problem_type, please manually specify the problem_type argument in fit() (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n",
      "NumExpr defaulting to 2 threads.\n",
      "Selected class <--> label mapping:  class 1 = 1, class 0 = 0\n",
      "Using Feature Generators to preprocess the data ...\n",
      "Fitting AutoMLPipelineFeatureGenerator...\n",
      "\tAvailable Memory:                    3262.31 MB\n",
      "\tTrain Data (Original)  Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n",
      "\tStage 1 Generators:\n",
      "\t\tFitting AsTypeFeatureGenerator...\n",
      "\tStage 2 Generators:\n",
      "\t\tFitting FillNaFeatureGenerator...\n",
      "\tStage 3 Generators:\n",
      "\t\tFitting IdentityFeatureGenerator...\n",
      "\tStage 4 Generators:\n",
      "\t\tFitting DropUniqueFeatureGenerator...\n",
      "\tTypes of features in original data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\tTypes of features in processed data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\t0.0s = Fit runtime\n",
      "\t8 features in original data used to generate 8 features in processed data.\n",
      "\tTrain Data (Processed) Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "Data preprocessing and feature engineering runtime = 0.17s ...\n",
      "AutoGluon will gauge predictive performance using evaluation metric: 'accuracy'\n",
      "\tTo change this, specify the eval_metric argument of fit()\n",
      "Fitting 13 L1 models ...\n",
      "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 599.83s of the 599.82s of remaining time.\n",
      "\t0.7225\t = Validation score   (accuracy)\n",
      "\t0.03s\t = Training   runtime\n",
      "\t0.11s\t = Validation runtime\n",
      "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 599.66s of the 599.65s of remaining time.\n",
      "\t0.7188\t = Validation score   (accuracy)\n",
      "\t0.0s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 599.53s of the 599.53s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.2s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 597.29s of the 597.29s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: RandomForestGini_BAG_L1 ... Training model for up to 596.37s of the 596.37s of remaining time.\n",
      "\t0.7672\t = Validation score   (accuracy)\n",
      "\t0.65s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: RandomForestEntr_BAG_L1 ... Training model for up to 595.57s of the 595.56s of remaining time.\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t0.74s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 594.68s of the 594.67s of remaining time.\n",
      "\t0.7952\t = Validation score   (accuracy)\n",
      "\t1.32s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: ExtraTreesGini_BAG_L1 ... Training model for up to 593.33s of the 593.33s of remaining time.\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t0.64s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: ExtraTreesEntr_BAG_L1 ... Training model for up to 592.53s of the 592.53s of remaining time.\n",
      "\t0.7654\t = Validation score   (accuracy)\n",
      "\t0.64s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 591.73s of the 591.73s of remaining time.\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t7.23s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 584.35s of the 584.35s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t1.16s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 583.05s of the 583.05s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t17.54s\t = Training   runtime\n",
      "\t0.62s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 564.85s of the 564.85s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t1.76s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Repeating k-fold bagging: 2/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 563.04s of the 563.03s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t3.14s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 562.06s of the 562.06s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t1.87s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 561.03s of the 561.03s of remaining time.\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t2.56s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 559.76s of the 559.76s of remaining time.\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "No improvement since epoch 2: early stopping\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t10.12s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 556.73s of the 556.73s of remaining time.\n",
      "\t0.7635\t = Validation score   (accuracy)\n",
      "\t2.08s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 555.68s of the 555.68s of remaining time.\n",
      "\t0.7281\t = Validation score   (accuracy)\n",
      "\t27.3s\t = Training   runtime\n",
      "\t1.24s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 545.26s of the 545.26s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7654\t = Validation score   (accuracy)\n",
      "\t4.15s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Repeating k-fold bagging: 3/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 542.73s of the 542.73s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t4.06s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 541.76s of the 541.76s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t2.89s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 540.7s of the 540.7s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t3.89s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 539.34s of the 539.34s of remaining time.\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t13.13s\t = Training   runtime\n",
      "\t0.24s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 536.18s of the 536.18s of remaining time.\n",
      "\t0.7616\t = Validation score   (accuracy)\n",
      "\t2.94s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 535.21s of the 535.2s of remaining time.\n",
      "\t0.7412\t = Validation score   (accuracy)\n",
      "\t36.81s\t = Training   runtime\n",
      "\t1.86s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 525.04s of the 525.04s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t6.2s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Repeating k-fold bagging: 4/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 522.91s of the 522.9s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t4.99s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 521.94s of the 521.93s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t3.89s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 520.9s of the 520.9s of remaining time.\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t5.25s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 519.51s of the 519.51s of remaining time.\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t16.04s\t = Training   runtime\n",
      "\t0.32s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 516.46s of the 516.46s of remaining time.\n",
      "\t0.7616\t = Validation score   (accuracy)\n",
      "\t3.76s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 515.51s of the 515.51s of remaining time.\n",
      "\t0.7486\t = Validation score   (accuracy)\n",
      "\t47.24s\t = Training   runtime\n",
      "\t2.49s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 504.42s of the 504.41s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t8.2s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Repeating k-fold bagging: 5/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 502.33s of the 502.32s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t5.94s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 501.33s of the 501.33s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t4.95s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 500.22s of the 500.22s of remaining time.\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t6.41s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 499.02s of the 499.02s of remaining time.\n",
      "No improvement since epoch 8: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t19.07s\t = Training   runtime\n",
      "\t0.4s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 495.83s of the 495.83s of remaining time.\n",
      "\t0.7672\t = Validation score   (accuracy)\n",
      "\t4.59s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 494.88s of the 494.87s of remaining time.\n",
      "\t0.7467\t = Validation score   (accuracy)\n",
      "\t56.77s\t = Training   runtime\n",
      "\t3.12s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 484.68s of the 484.68s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7709\t = Validation score   (accuracy)\n",
      "\t10.57s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Repeating k-fold bagging: 6/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 482.15s of the 482.15s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t6.9s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 481.16s of the 481.15s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t5.94s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 480.13s of the 480.12s of remaining time.\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t7.67s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 478.84s of the 478.84s of remaining time.\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t21.88s\t = Training   runtime\n",
      "\t0.48s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 475.88s of the 475.88s of remaining time.\n",
      "\t0.7709\t = Validation score   (accuracy)\n",
      "\t5.57s\t = Training   runtime\n",
      "\t0.14s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 474.77s of the 474.76s of remaining time.\n",
      "\t0.7486\t = Validation score   (accuracy)\n",
      "\t66.67s\t = Training   runtime\n",
      "\t3.74s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 464.21s of the 464.21s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t12.64s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Repeating k-fold bagging: 7/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 462.04s of the 462.04s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t7.8s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 461.1s of the 461.09s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t6.97s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 460.02s of the 460.02s of remaining time.\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t8.94s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 458.73s of the 458.72s of remaining time.\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t24.76s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 455.69s of the 455.69s of remaining time.\n",
      "\t0.7691\t = Validation score   (accuracy)\n",
      "\t6.47s\t = Training   runtime\n",
      "\t0.17s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 454.66s of the 454.66s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t78.85s\t = Training   runtime\n",
      "\t4.37s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 441.82s of the 441.82s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t14.78s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Repeating k-fold bagging: 8/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 439.56s of the 439.56s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t8.73s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 438.59s of the 438.59s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t7.97s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 437.55s of the 437.54s of remaining time.\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t10.29s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 436.16s of the 436.16s of remaining time.\n",
      "No improvement since epoch 2: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t27.5s\t = Training   runtime\n",
      "\t0.63s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 433.27s of the 433.27s of remaining time.\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t7.33s\t = Training   runtime\n",
      "\t0.19s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 432.28s of the 432.28s of remaining time.\n",
      "\t0.7467\t = Validation score   (accuracy)\n",
      "\t90.24s\t = Training   runtime\n",
      "\t4.99s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 420.23s of the 420.23s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t17.31s\t = Training   runtime\n",
      "\t0.14s\t = Validation runtime\n",
      "Repeating k-fold bagging: 9/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 417.5s of the 417.49s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t9.67s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 416.51s of the 416.51s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t9.06s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 415.38s of the 415.38s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t11.5s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 414.14s of the 414.14s of remaining time.\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t30.41s\t = Training   runtime\n",
      "\t0.71s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 411.09s of the 411.08s of remaining time.\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t8.32s\t = Training   runtime\n",
      "\t0.21s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 409.96s of the 409.96s of remaining time.\n",
      "\t0.7505\t = Validation score   (accuracy)\n",
      "\t101.2s\t = Training   runtime\n",
      "\t5.61s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 398.35s of the 398.35s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t19.58s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Repeating k-fold bagging: 10/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 395.96s of the 395.95s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t10.57s\t = Training   runtime\n",
      "\t0.15s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 395.01s of the 395.01s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t10.02s\t = Training   runtime\n",
      "\t0.15s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 394.01s of the 394.01s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t12.68s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 392.8s of the 392.79s of remaining time.\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 8: early stopping\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t33.35s\t = Training   runtime\n",
      "\t0.79s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 389.71s of the 389.7s of remaining time.\n",
      "\t0.7691\t = Validation score   (accuracy)\n",
      "\t9.18s\t = Training   runtime\n",
      "\t0.24s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 388.71s of the 388.71s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t114.82s\t = Training   runtime\n",
      "\t6.24s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 374.42s of the 374.41s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t21.33s\t = Training   runtime\n",
      "\t0.17s\t = Validation runtime\n",
      "Repeating k-fold bagging: 11/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 372.61s of the 372.61s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t11.58s\t = Training   runtime\n",
      "\t0.17s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 371.54s of the 371.54s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7989\t = Validation score   (accuracy)\n",
      "\t11.05s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 370.48s of the 370.47s of remaining time.\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t13.99s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 369.13s of the 369.13s of remaining time.\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t36.2s\t = Training   runtime\n",
      "\t0.87s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 366.13s of the 366.13s of remaining time.\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t10.15s\t = Training   runtime\n",
      "\t0.26s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 365.03s of the 365.03s of remaining time.\n",
      "\t0.7505\t = Validation score   (accuracy)\n",
      "\t126.01s\t = Training   runtime\n",
      "\t6.87s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 353.18s of the 353.18s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t23.63s\t = Training   runtime\n",
      "\t0.19s\t = Validation runtime\n",
      "Repeating k-fold bagging: 12/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 350.73s of the 350.73s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t12.47s\t = Training   runtime\n",
      "\t0.18s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 349.8s of the 349.8s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.797\t = Validation score   (accuracy)\n",
      "\t12.05s\t = Training   runtime\n",
      "\t0.18s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 348.74s of the 348.74s of remaining time.\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t15.37s\t = Training   runtime\n",
      "\t0.11s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 347.33s of the 347.33s of remaining time.\n",
      "No improvement since epoch 2: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t39.03s\t = Training   runtime\n",
      "\t0.95s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 344.35s of the 344.35s of remaining time.\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t11.02s\t = Training   runtime\n",
      "\t0.28s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 343.34s of the 343.34s of remaining time.\n",
      "\t0.7467\t = Validation score   (accuracy)\n",
      "\t135.53s\t = Training   runtime\n",
      "\t7.49s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 333.17s of the 333.17s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t25.81s\t = Training   runtime\n",
      "\t0.21s\t = Validation runtime\n",
      "Repeating k-fold bagging: 13/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 330.88s of the 330.88s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t13.4s\t = Training   runtime\n",
      "\t0.2s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 329.9s of the 329.9s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7952\t = Validation score   (accuracy)\n",
      "\t13.06s\t = Training   runtime\n",
      "\t0.19s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 328.86s of the 328.85s of remaining time.\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t16.56s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 327.63s of the 327.63s of remaining time.\n",
      "No improvement since epoch 7: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t41.96s\t = Training   runtime\n",
      "\t1.02s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 324.55s of the 324.54s of remaining time.\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t11.89s\t = Training   runtime\n",
      "\t0.31s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 323.55s of the 323.55s of remaining time.\n",
      "\t0.7449\t = Validation score   (accuracy)\n",
      "\t146.58s\t = Training   runtime\n",
      "\t8.1s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 311.84s of the 311.83s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t27.71s\t = Training   runtime\n",
      "\t0.22s\t = Validation runtime\n",
      "Repeating k-fold bagging: 14/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 309.85s of the 309.85s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t14.34s\t = Training   runtime\n",
      "\t0.21s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 308.87s of the 308.87s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t14.06s\t = Training   runtime\n",
      "\t0.2s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 307.82s of the 307.81s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t17.84s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 306.5s of the 306.49s of remaining time.\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t44.95s\t = Training   runtime\n",
      "\t1.1s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 303.35s of the 303.35s of remaining time.\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t12.72s\t = Training   runtime\n",
      "\t0.33s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 302.4s of the 302.4s of remaining time.\n",
      "\t0.7467\t = Validation score   (accuracy)\n",
      "\t156.19s\t = Training   runtime\n",
      "\t8.72s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 292.14s of the 292.13s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t29.49s\t = Training   runtime\n",
      "\t0.24s\t = Validation runtime\n",
      "Repeating k-fold bagging: 15/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 290.29s of the 290.29s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t15.29s\t = Training   runtime\n",
      "\t0.23s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 289.28s of the 289.28s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7989\t = Validation score   (accuracy)\n",
      "\t15.06s\t = Training   runtime\n",
      "\t0.22s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 288.24s of the 288.23s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t19.07s\t = Training   runtime\n",
      "\t0.14s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 286.97s of the 286.97s of remaining time.\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t47.76s\t = Training   runtime\n",
      "\t1.18s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 284.01s of the 284.0s of remaining time.\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t13.55s\t = Training   runtime\n",
      "\t0.35s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 283.05s of the 283.05s of remaining time.\n",
      "\t0.7542\t = Validation score   (accuracy)\n",
      "\t167.71s\t = Training   runtime\n",
      "\t9.34s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 270.85s of the 270.85s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.797\t = Validation score   (accuracy)\n",
      "\t31.9s\t = Training   runtime\n",
      "\t0.28s\t = Validation runtime\n",
      "Repeating k-fold bagging: 16/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 268.34s of the 268.33s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7747\t = Validation score   (accuracy)\n",
      "\t16.43s\t = Training   runtime\n",
      "\t0.25s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 267.14s of the 267.14s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.797\t = Validation score   (accuracy)\n",
      "\t16.42s\t = Training   runtime\n",
      "\t0.23s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 265.72s of the 265.72s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t21.54s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 263.19s of the 263.19s of remaining time.\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t57.62s\t = Training   runtime\n",
      "\t1.43s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 252.87s of the 252.87s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t18.64s\t = Training   runtime\n",
      "\t0.44s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 247.31s of the 247.31s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t204.5s\t = Training   runtime\n",
      "\t11.08s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 208.61s of the 208.61s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7989\t = Validation score   (accuracy)\n",
      "\t35.57s\t = Training   runtime\n",
      "\t0.31s\t = Validation runtime\n",
      "Repeating k-fold bagging: 17/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 204.82s of the 204.81s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t17.37s\t = Training   runtime\n",
      "\t0.27s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 203.83s of the 203.82s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7952\t = Validation score   (accuracy)\n",
      "\t17.46s\t = Training   runtime\n",
      "\t0.25s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 202.73s of the 202.72s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t22.82s\t = Training   runtime\n",
      "\t0.17s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 201.41s of the 201.41s of remaining time.\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t62.16s\t = Training   runtime\n",
      "\t1.51s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 196.72s of the 196.71s of remaining time.\n",
      "\t0.7803\t = Validation score   (accuracy)\n",
      "\t19.57s\t = Training   runtime\n",
      "\t0.46s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 195.65s of the 195.65s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t211.49s\t = Training   runtime\n",
      "\t11.7s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 188.0s of the 188.0s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t37.81s\t = Training   runtime\n",
      "\t0.33s\t = Validation runtime\n",
      "Repeating k-fold bagging: 18/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 185.64s of the 185.64s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t18.31s\t = Training   runtime\n",
      "\t0.29s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 184.65s of the 184.64s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.8007\t = Validation score   (accuracy)\n",
      "\t18.47s\t = Training   runtime\n",
      "\t0.26s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 183.59s of the 183.59s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t24.03s\t = Training   runtime\n",
      "\t0.18s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 182.35s of the 182.34s of remaining time.\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t65.11s\t = Training   runtime\n",
      "\t1.59s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 179.24s of the 179.23s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t20.49s\t = Training   runtime\n",
      "\t0.48s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 178.17s of the 178.17s of remaining time.\n",
      "\t0.7561\t = Validation score   (accuracy)\n",
      "\t220.66s\t = Training   runtime\n",
      "\t12.32s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 168.33s of the 168.32s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t40.01s\t = Training   runtime\n",
      "\t0.35s\t = Validation runtime\n",
      "Repeating k-fold bagging: 19/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 166.0s of the 165.99s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7728\t = Validation score   (accuracy)\n",
      "\t19.24s\t = Training   runtime\n",
      "\t0.31s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 165.02s of the 165.02s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t19.48s\t = Training   runtime\n",
      "\t0.28s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 163.95s of the 163.95s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t25.61s\t = Training   runtime\n",
      "\t0.19s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 162.32s of the 162.32s of remaining time.\n",
      "No improvement since epoch 9: early stopping\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t68.15s\t = Training   runtime\n",
      "\t1.67s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 159.12s of the 159.12s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t21.43s\t = Training   runtime\n",
      "\t0.51s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 158.05s of the 158.04s of remaining time.\n",
      "\t0.7598\t = Validation score   (accuracy)\n",
      "\t231.72s\t = Training   runtime\n",
      "\t12.94s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 146.32s of the 146.32s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t41.88s\t = Training   runtime\n",
      "\t0.37s\t = Validation runtime\n",
      "Repeating k-fold bagging: 20/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 144.38s of the 144.37s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t20.14s\t = Training   runtime\n",
      "\t0.32s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 143.42s of the 143.42s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t20.49s\t = Training   runtime\n",
      "\t0.29s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 142.36s of the 142.36s of remaining time.\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t26.97s\t = Training   runtime\n",
      "\t0.2s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 140.96s of the 140.96s of remaining time.\n",
      "No improvement since epoch 7: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t71.81s\t = Training   runtime\n",
      "\t1.76s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 137.14s of the 137.13s of remaining time.\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t22.94s\t = Training   runtime\n",
      "\t0.53s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 135.45s of the 135.45s of remaining time.\n",
      "\t0.7598\t = Validation score   (accuracy)\n",
      "\t261.16s\t = Training   runtime\n",
      "\t14.3s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 104.53s of the 104.53s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t54.41s\t = Training   runtime\n",
      "\t0.45s\t = Validation runtime\n",
      "Completed 20/20 k-fold bagging repeats ...\n",
      "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 91.27s of remaining time.\n",
      "\t0.8026\t = Validation score   (accuracy)\n",
      "\t1.88s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "AutoGluon training complete, total runtime = 510.68s ...\n",
      "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20220114_064333/\")\n"
     ]
    }
   ],
   "source": [
    "predictor = TabularPredictor(label='Outcome',eval_metric='accuracy').fit(train_data=train,time_limit=600,presets='best_quality')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review AutoGluon's training run with ranking of models that did the best.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Summary of fit() ***\n",
      "Estimated performance of each model:\n",
      "                      model  score_val  pred_time_val    fit_time  pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  fit_order\n",
      "0       WeightedEnsemble_L2   0.802607       2.698806  175.566044                0.001508           1.881861            2       True         14\n",
      "1           LightGBM_BAG_L1   0.793296       0.291143   20.493546                0.291143          20.493546            1       True          4\n",
      "2      LightGBMLarge_BAG_L1   0.789572       0.453669   54.407889                0.453669          54.407889            1       True         13\n",
      "3    NeuralNetFastAI_BAG_L1   0.789572       1.756501   71.808233                1.756501          71.808233            1       True         10\n",
      "4           CatBoost_BAG_L1   0.778399       0.195985   26.974516                0.195985          26.974516            1       True          7\n",
      "5     ExtraTreesGini_BAG_L1   0.776536       0.124639    0.642416                0.124639           0.642416            1       True          8\n",
      "6         LightGBMXT_BAG_L1   0.776536       0.320700   20.143813                0.320700          20.143813            1       True          3\n",
      "7            XGBoost_BAG_L1   0.776536       0.530804   22.944497                0.530804          22.944497            1       True         11\n",
      "8   RandomForestEntr_BAG_L1   0.772812       0.124424    0.738745                0.124424           0.738745            1       True          6\n",
      "9   RandomForestGini_BAG_L1   0.767225       0.120493    0.648950                0.120493           0.648950            1       True          5\n",
      "10    ExtraTreesEntr_BAG_L1   0.765363       0.123407    0.641912                0.123407           0.641912            1       True          9\n",
      "11    NeuralNetMXNet_BAG_L1   0.759777      14.304178  261.163005               14.304178         261.163005            1       True         12\n",
      "12    KNeighborsUnif_BAG_L1   0.722533       0.105365    0.030600                0.105365           0.030600            1       True          1\n",
      "13    KNeighborsDist_BAG_L1   0.718808       0.101705    0.004622                0.101705           0.004622            1       True          2\n",
      "Number of models trained: 14\n",
      "Types of models trained:\n",
      "{'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_TabularNeuralNet', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XGBoost'}\n",
      "Bagging used: True  (with 5 folds)\n",
      "Multi-layer stack-ensembling used: False \n",
      "Feature Metadata (Processed):\n",
      "(raw dtype, special dtypes):\n",
      "('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "Plot summary of models saved to file: AutogluonModels/ag-20220114_064333/SummaryOfModels.html\n",
      "*** End of fit() summary ***\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n",
       "  'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n",
       "  'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'RandomForestGini_BAG_L1': 'StackerEnsembleModel_RF',\n",
       "  'RandomForestEntr_BAG_L1': 'StackerEnsembleModel_RF',\n",
       "  'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n",
       "  'ExtraTreesGini_BAG_L1': 'StackerEnsembleModel_XT',\n",
       "  'ExtraTreesEntr_BAG_L1': 'StackerEnsembleModel_XT',\n",
       "  'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n",
       "  'XGBoost_BAG_L1': 'StackerEnsembleModel_XGBoost',\n",
       "  'NeuralNetMXNet_BAG_L1': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'LightGBMLarge_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'WeightedEnsemble_L2': 'WeightedEnsembleModel'},\n",
       " 'model_performance': {'KNeighborsUnif_BAG_L1': 0.7225325884543762,\n",
       "  'KNeighborsDist_BAG_L1': 0.7188081936685289,\n",
       "  'LightGBMXT_BAG_L1': 0.776536312849162,\n",
       "  'LightGBM_BAG_L1': 0.7932960893854749,\n",
       "  'RandomForestGini_BAG_L1': 0.7672253258845437,\n",
       "  'RandomForestEntr_BAG_L1': 0.7728119180633147,\n",
       "  'CatBoost_BAG_L1': 0.7783985102420856,\n",
       "  'ExtraTreesGini_BAG_L1': 0.776536312849162,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.7653631284916201,\n",
       "  'NeuralNetFastAI_BAG_L1': 0.7895716945996276,\n",
       "  'XGBoost_BAG_L1': 0.776536312849162,\n",
       "  'NeuralNetMXNet_BAG_L1': 0.7597765363128491,\n",
       "  'LightGBMLarge_BAG_L1': 0.7895716945996276,\n",
       "  'WeightedEnsemble_L2': 0.8026070763500931},\n",
       " 'model_best': 'WeightedEnsemble_L2',\n",
       " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/KNeighborsUnif_BAG_L1/',\n",
       "  'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/KNeighborsDist_BAG_L1/',\n",
       "  'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/LightGBMXT_BAG_L1/',\n",
       "  'LightGBM_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/LightGBM_BAG_L1/',\n",
       "  'RandomForestGini_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/RandomForestGini_BAG_L1/',\n",
       "  'RandomForestEntr_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/RandomForestEntr_BAG_L1/',\n",
       "  'CatBoost_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/CatBoost_BAG_L1/',\n",
       "  'ExtraTreesGini_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/ExtraTreesGini_BAG_L1/',\n",
       "  'ExtraTreesEntr_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/ExtraTreesEntr_BAG_L1/',\n",
       "  'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/NeuralNetFastAI_BAG_L1/',\n",
       "  'XGBoost_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/XGBoost_BAG_L1/',\n",
       "  'NeuralNetMXNet_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/NeuralNetMXNet_BAG_L1/',\n",
       "  'LightGBMLarge_BAG_L1': 'AutogluonModels/ag-20220114_064333/models/LightGBMLarge_BAG_L1/',\n",
       "  'WeightedEnsemble_L2': 'AutogluonModels/ag-20220114_064333/models/WeightedEnsemble_L2/'},\n",
       " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.030599594116210938,\n",
       "  'KNeighborsDist_BAG_L1': 0.0046215057373046875,\n",
       "  'LightGBMXT_BAG_L1': 20.143813371658325,\n",
       "  'LightGBM_BAG_L1': 20.49354577064514,\n",
       "  'RandomForestGini_BAG_L1': 0.6489498615264893,\n",
       "  'RandomForestEntr_BAG_L1': 0.7387452125549316,\n",
       "  'CatBoost_BAG_L1': 26.97451615333557,\n",
       "  'ExtraTreesGini_BAG_L1': 0.6424157619476318,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.6419124603271484,\n",
       "  'NeuralNetFastAI_BAG_L1': 71.80823254585266,\n",
       "  'XGBoost_BAG_L1': 22.944496631622314,\n",
       "  'NeuralNetMXNet_BAG_L1': 261.1630051136017,\n",
       "  'LightGBMLarge_BAG_L1': 54.407888889312744,\n",
       "  'WeightedEnsemble_L2': 1.8818607330322266},\n",
       " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10536456108093262,\n",
       "  'KNeighborsDist_BAG_L1': 0.10170459747314453,\n",
       "  'LightGBMXT_BAG_L1': 0.32070040702819824,\n",
       "  'LightGBM_BAG_L1': 0.29114270210266113,\n",
       "  'RandomForestGini_BAG_L1': 0.12049317359924316,\n",
       "  'RandomForestEntr_BAG_L1': 0.12442445755004883,\n",
       "  'CatBoost_BAG_L1': 0.1959850788116455,\n",
       "  'ExtraTreesGini_BAG_L1': 0.12463879585266113,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.12340736389160156,\n",
       "  'NeuralNetFastAI_BAG_L1': 1.7565009593963623,\n",
       "  'XGBoost_BAG_L1': 0.5308041572570801,\n",
       "  'NeuralNetMXNet_BAG_L1': 14.30417776107788,\n",
       "  'LightGBMLarge_BAG_L1': 0.45366907119750977,\n",
       "  'WeightedEnsemble_L2': 0.0015079975128173828},\n",
       " 'num_bag_folds': 5,\n",
       " 'max_stack_level': 2,\n",
       " 'num_classes': 2,\n",
       " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'LightGBMXT_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'RandomForestGini_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'RandomForestEntr_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'CatBoost_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'ExtraTreesGini_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'ExtraTreesEntr_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'XGBoost_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBMLarge_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'WeightedEnsemble_L2': {'use_orig_features': False,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True}},\n",
       " 'leaderboard':                       model  score_val  pred_time_val    fit_time  \\\n",
       " 0       WeightedEnsemble_L2   0.802607       2.698806  175.566044   \n",
       " 1           LightGBM_BAG_L1   0.793296       0.291143   20.493546   \n",
       " 2      LightGBMLarge_BAG_L1   0.789572       0.453669   54.407889   \n",
       " 3    NeuralNetFastAI_BAG_L1   0.789572       1.756501   71.808233   \n",
       " 4           CatBoost_BAG_L1   0.778399       0.195985   26.974516   \n",
       " 5     ExtraTreesGini_BAG_L1   0.776536       0.124639    0.642416   \n",
       " 6         LightGBMXT_BAG_L1   0.776536       0.320700   20.143813   \n",
       " 7            XGBoost_BAG_L1   0.776536       0.530804   22.944497   \n",
       " 8   RandomForestEntr_BAG_L1   0.772812       0.124424    0.738745   \n",
       " 9   RandomForestGini_BAG_L1   0.767225       0.120493    0.648950   \n",
       " 10    ExtraTreesEntr_BAG_L1   0.765363       0.123407    0.641912   \n",
       " 11    NeuralNetMXNet_BAG_L1   0.759777      14.304178  261.163005   \n",
       " 12    KNeighborsUnif_BAG_L1   0.722533       0.105365    0.030600   \n",
       " 13    KNeighborsDist_BAG_L1   0.718808       0.101705    0.004622   \n",
       " \n",
       "     pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  \\\n",
       " 0                 0.001508           1.881861            2       True   \n",
       " 1                 0.291143          20.493546            1       True   \n",
       " 2                 0.453669          54.407889            1       True   \n",
       " 3                 1.756501          71.808233            1       True   \n",
       " 4                 0.195985          26.974516            1       True   \n",
       " 5                 0.124639           0.642416            1       True   \n",
       " 6                 0.320700          20.143813            1       True   \n",
       " 7                 0.530804          22.944497            1       True   \n",
       " 8                 0.124424           0.738745            1       True   \n",
       " 9                 0.120493           0.648950            1       True   \n",
       " 10                0.123407           0.641912            1       True   \n",
       " 11               14.304178         261.163005            1       True   \n",
       " 12                0.105365           0.030600            1       True   \n",
       " 13                0.101705           0.004622            1       True   \n",
       " \n",
       "     fit_order  \n",
       " 0          14  \n",
       " 1           4  \n",
       " 2          13  \n",
       " 3          10  \n",
       " 4           7  \n",
       " 5           8  \n",
       " 6           3  \n",
       " 7          11  \n",
       " 8           6  \n",
       " 9           5  \n",
       " 10          9  \n",
       " 11         12  \n",
       " 12          1  \n",
       " 13          2  }"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='model'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictor.leaderboard(silent=True).plot(kind=\"bar\", x=\"model\", y=\"score_val\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score: 0.7402597402597403\n",
      "Confusion matrix:\n",
      " [[133  19]\n",
      " [ 41  38]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.76      0.88      0.82       152\n",
      "           1       0.67      0.48      0.56        79\n",
      "\n",
      "    accuracy                           0.74       231\n",
      "   macro avg       0.72      0.68      0.69       231\n",
      "weighted avg       0.73      0.74      0.73       231\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Evaluation\n",
    "predictions = predictor.predict(test)\n",
    "print('Accuracy score:',accuracy_score(test['Outcome'].values,predictions))\n",
    "print('Confusion matrix:\\n',confusion_matrix(test['Outcome'].values,predictions))\n",
    "print('\\nClassification Report: \\n',classification_report(test['Outcome'].values,predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training with Hyper parameter optimization\n",
    "* There are many options for hyper parameter optimization.\n",
    "* Options are to change the AutoGluon higher level parameters or the individual model hyperparameters.\n",
    "* The hyperparameters of the models themselves that are in AutoGluon. Those need the `hyperparameter` and `hyperparameter_tune_kwargs` arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No path specified. Models will be saved in: \"AutogluonModels/ag-20220114_065516/\"\n",
      "Presets specified: ['best_quality']\n",
      "Warning: hyperparameter tuning is currently experimental and may cause the process to hang.\n",
      "Beginning AutoGluon training ... Time limit = 600s\n",
      "AutoGluon will save models to \"AutogluonModels/ag-20220114_065516/\"\n",
      "AutoGluon Version:  0.3.1\n",
      "Train Data Rows:    537\n",
      "Train Data Columns: 8\n",
      "Preprocessing data ...\n",
      "AutoGluon infers your prediction problem is: 'binary' (because only two unique label-values observed).\n",
      "\t2 unique label values:  [0, 1]\n",
      "\tIf 'binary' is not the correct problem_type, please manually specify the problem_type argument in fit() (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n",
      "Selected class <--> label mapping:  class 1 = 1, class 0 = 0\n",
      "Using Feature Generators to preprocess the data ...\n",
      "Fitting AutoMLPipelineFeatureGenerator...\n",
      "\tAvailable Memory:                    3048.83 MB\n",
      "\tTrain Data (Original)  Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n",
      "\tStage 1 Generators:\n",
      "\t\tFitting AsTypeFeatureGenerator...\n",
      "\tStage 2 Generators:\n",
      "\t\tFitting FillNaFeatureGenerator...\n",
      "\tStage 3 Generators:\n",
      "\t\tFitting IdentityFeatureGenerator...\n",
      "\tStage 4 Generators:\n",
      "\t\tFitting DropUniqueFeatureGenerator...\n",
      "\tTypes of features in original data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\tTypes of features in processed data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\t0.0s = Fit runtime\n",
      "\t8 features in original data used to generate 8 features in processed data.\n",
      "\tTrain Data (Processed) Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "Data preprocessing and feature engineering runtime = 0.06s ...\n",
      "AutoGluon will gauge predictive performance using evaluation metric: 'accuracy'\n",
      "\tTo change this, specify the eval_metric argument of fit()\n",
      "Fitting 2 L1 models ...\n",
      "Hyperparameter tuning model: LightGBM_BAG_L1 ...\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\tTime limit exceeded\n",
      "Fitted model: LightGBM_BAG_L1/T0 ...\n",
      "\t0.8148\t = Validation score   (accuracy)\n",
      "\t0.19s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T1 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T2 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T3 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T4 ...\n",
      "\t0.7593\t = Validation score   (accuracy)\n",
      "\t0.21s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T5 ...\n",
      "\t0.7315\t = Validation score   (accuracy)\n",
      "\t0.22s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T6 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T7 ...\n",
      "\t0.7407\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T8 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T9 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T10 ...\n",
      "\t0.8148\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T11 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T12 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T13 ...\n",
      "\t0.7037\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T14 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T15 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T16 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T17 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T18 ...\n",
      "\t0.7685\t = Validation score   (accuracy)\n",
      "\t0.22s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T19 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T20 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T21 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T22 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T23 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T24 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T25 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T26 ...\n",
      "\t0.6852\t = Validation score   (accuracy)\n",
      "\t0.24s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T27 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T28 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T29 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T30 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T31 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T32 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T33 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.2s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T34 ...\n",
      "\t0.7407\t = Validation score   (accuracy)\n",
      "\t0.23s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T35 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T36 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T37 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T38 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T39 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T40 ...\n",
      "\t0.8148\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T41 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T42 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T43 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T44 ...\n",
      "\t0.7685\t = Validation score   (accuracy)\n",
      "\t0.19s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T45 ...\n",
      "\t0.7593\t = Validation score   (accuracy)\n",
      "\t0.2s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T46 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T47 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T48 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T49 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T50 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T51 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T52 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T53 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T54 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T55 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T56 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T57 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T58 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.19s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T59 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T60 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T61 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T62 ...\n",
      "\t0.6944\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T63 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T64 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T65 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T66 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T67 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T68 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.16s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T69 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T70 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T71 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T72 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.18s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T73 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T74 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T75 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.17s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T76 ...\n",
      "\t0.787\t = Validation score   (accuracy)\n",
      "\t0.22s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T77 ...\n",
      "\t0.8056\t = Validation score   (accuracy)\n",
      "\t0.21s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: LightGBM_BAG_L1/T78 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t0.21s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Hyperparameter tuning model: NeuralNetMXNet_BAG_L1 ...\n",
      "\tRan out of time, stopping training early. (Stopping on epoch 7)\n",
      "\tTime limit exceeded\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T0 ...\n",
      "\t0.6852\t = Validation score   (accuracy)\n",
      "\t0.43s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T1 ...\n",
      "\t0.7778\t = Validation score   (accuracy)\n",
      "\t1.0s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T2 ...\n",
      "\t0.6944\t = Validation score   (accuracy)\n",
      "\t0.71s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T3 ...\n",
      "\t0.6481\t = Validation score   (accuracy)\n",
      "\t0.46s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T4 ...\n",
      "\t0.8148\t = Validation score   (accuracy)\n",
      "\t6.86s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T5 ...\n",
      "\t0.7593\t = Validation score   (accuracy)\n",
      "\t2.98s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T6 ...\n",
      "\t0.7963\t = Validation score   (accuracy)\n",
      "\t5.48s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitted model: NeuralNetMXNet_BAG_L1/T7 ...\n",
      "\t0.7407\t = Validation score   (accuracy)\n",
      "\t1.73s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T0 ... Training model for up to 508.35s of the 508.35s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t3.14s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T1 ... Training model for up to 505.17s of the 505.17s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t3.0s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T2 ... Training model for up to 502.17s of the 502.17s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t3.03s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T3 ... Training model for up to 499.14s of the 499.14s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t3.16s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T4 ... Training model for up to 496.0s of the 496.0s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t3.16s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T5 ... Training model for up to 492.86s of the 492.86s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7765\t = Validation score   (accuracy)\n",
      "\t2.97s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T6 ... Training model for up to 489.97s of the 489.97s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.91s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T7 ... Training model for up to 487.08s of the 487.07s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t3.0s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T8 ... Training model for up to 484.1s of the 484.1s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.98s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T9 ... Training model for up to 481.15s of the 481.15s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.9s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T10 ... Training model for up to 478.25s of the 478.25s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t2.91s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T11 ... Training model for up to 475.36s of the 475.36s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.91s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T12 ... Training model for up to 472.46s of the 472.46s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.99s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T13 ... Training model for up to 469.46s of the 469.46s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7709\t = Validation score   (accuracy)\n",
      "\t2.92s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T14 ... Training model for up to 466.52s of the 466.52s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.77s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T15 ... Training model for up to 463.77s of the 463.77s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.96s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T16 ... Training model for up to 460.79s of the 460.79s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.87s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T17 ... Training model for up to 457.91s of the 457.91s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.81s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T18 ... Training model for up to 455.07s of the 455.07s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t2.89s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T19 ... Training model for up to 452.25s of the 452.25s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.86s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T20 ... Training model for up to 449.4s of the 449.4s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.98s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T21 ... Training model for up to 446.46s of the 446.46s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t3.15s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T22 ... Training model for up to 443.32s of the 443.32s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.97s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T23 ... Training model for up to 440.34s of the 440.34s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t3.01s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T24 ... Training model for up to 437.34s of the 437.34s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t3.13s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T25 ... Training model for up to 434.21s of the 434.21s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t3.06s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T26 ... Training model for up to 431.13s of the 431.13s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7672\t = Validation score   (accuracy)\n",
      "\t2.89s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T27 ... Training model for up to 428.3s of the 428.3s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.77s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T28 ... Training model for up to 425.53s of the 425.53s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.99s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T29 ... Training model for up to 422.53s of the 422.53s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t3.02s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T30 ... Training model for up to 419.52s of the 419.52s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.91s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T31 ... Training model for up to 416.62s of the 416.62s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.83s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T32 ... Training model for up to 413.8s of the 413.8s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.92s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T33 ... Training model for up to 410.94s of the 410.93s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t3.24s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T34 ... Training model for up to 407.76s of the 407.76s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7784\t = Validation score   (accuracy)\n",
      "\t3.02s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T35 ... Training model for up to 404.8s of the 404.8s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.93s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T36 ... Training model for up to 401.84s of the 401.84s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t3.49s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T37 ... Training model for up to 398.37s of the 398.37s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.89s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T38 ... Training model for up to 395.51s of the 395.51s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.88s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T39 ... Training model for up to 392.6s of the 392.6s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.8s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T40 ... Training model for up to 389.8s of the 389.8s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t2.86s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T41 ... Training model for up to 386.97s of the 386.97s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t2.79s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T42 ... Training model for up to 384.1s of the 384.1s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.78s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T43 ... Training model for up to 381.27s of the 381.27s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.9s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T44 ... Training model for up to 378.36s of the 378.36s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.784\t = Validation score   (accuracy)\n",
      "\t2.96s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T45 ... Training model for up to 375.45s of the 375.45s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7821\t = Validation score   (accuracy)\n",
      "\t3.07s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T46 ... Training model for up to 372.41s of the 372.41s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.74s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T47 ... Training model for up to 369.67s of the 369.67s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t2.92s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T48 ... Training model for up to 366.77s of the 366.77s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.96s\t = Training   runtime\n",
      "\t0.11s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T49 ... Training model for up to 363.8s of the 363.8s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t16.65s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T50 ... Training model for up to 347.1s of the 347.09s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.83s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T51 ... Training model for up to 344.26s of the 344.26s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t3.05s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T52 ... Training model for up to 341.24s of the 341.24s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.98s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T53 ... Training model for up to 338.3s of the 338.3s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t2.86s\t = Training   runtime\n",
      "\t0.11s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T54 ... Training model for up to 335.42s of the 335.42s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t2.87s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T55 ... Training model for up to 332.56s of the 332.56s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.85s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T56 ... Training model for up to 329.74s of the 329.74s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t3.14s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T57 ... Training model for up to 326.61s of the 326.61s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.96s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T58 ... Training model for up to 323.71s of the 323.71s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t3.03s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T59 ... Training model for up to 320.72s of the 320.72s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t2.99s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T60 ... Training model for up to 317.75s of the 317.75s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7858\t = Validation score   (accuracy)\n",
      "\t3.16s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T61 ... Training model for up to 314.61s of the 314.61s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t3.01s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T62 ... Training model for up to 311.62s of the 311.62s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7691\t = Validation score   (accuracy)\n",
      "\t2.46s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T63 ... Training model for up to 309.19s of the 309.19s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T64 ... Training model for up to 308.45s of the 308.45s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T65 ... Training model for up to 307.71s of the 307.71s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T66 ... Training model for up to 306.96s of the 306.96s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.9s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T67 ... Training model for up to 306.2s of the 306.2s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t0.9s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T68 ... Training model for up to 305.44s of the 305.43s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.89s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T69 ... Training model for up to 304.68s of the 304.68s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.9s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T70 ... Training model for up to 303.91s of the 303.91s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t0.9s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T71 ... Training model for up to 303.15s of the 303.15s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.89s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T72 ... Training model for up to 302.39s of the 302.39s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t0.89s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T73 ... Training model for up to 301.64s of the 301.64s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T74 ... Training model for up to 300.89s of the 300.89s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t0.88s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T75 ... Training model for up to 300.14s of the 300.14s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.89s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T76 ... Training model for up to 299.39s of the 299.39s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7877\t = Validation score   (accuracy)\n",
      "\t0.93s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T77 ... Training model for up to 298.65s of the 298.65s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7914\t = Validation score   (accuracy)\n",
      "\t0.92s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1/T78 ... Training model for up to 297.9s of the 297.9s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.7896\t = Validation score   (accuracy)\n",
      "\t0.93s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T0 ... Training model for up to 297.15s of the 297.15s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6872\t = Validation score   (accuracy)\n",
      "\t2.65s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T1 ... Training model for up to 294.35s of the 294.35s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.7244\t = Validation score   (accuracy)\n",
      "\t3.22s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T2 ... Training model for up to 291.57s of the 291.57s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6797\t = Validation score   (accuracy)\n",
      "\t2.92s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T3 ... Training model for up to 288.8s of the 288.8s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6629\t = Validation score   (accuracy)\n",
      "\t2.68s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T4 ... Training model for up to 286.02s of the 286.02s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.743\t = Validation score   (accuracy)\n",
      "\t9.07s\t = Training   runtime\n",
      "\t0.62s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T5 ... Training model for up to 283.24s of the 283.24s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6965\t = Validation score   (accuracy)\n",
      "\t5.19s\t = Training   runtime\n",
      "\t0.59s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T6 ... Training model for up to 280.47s of the 280.47s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6872\t = Validation score   (accuracy)\n",
      "\t7.66s\t = Training   runtime\n",
      "\t0.6s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1/T7 ... Training model for up to 277.71s of the 277.71s of remaining time.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "Attempting to fit model without HPO, but search space is provided. fit() will only consider default hyperparameter values from search space.\n",
      "\t0.6834\t = Validation score   (accuracy)\n",
      "\t3.96s\t = Training   runtime\n",
      "\t0.55s\t = Validation runtime\n",
      "Completed 1/20 k-fold bagging repeats ...\n",
      "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 274.88s of remaining time.\n",
      "\t0.7933\t = Validation score   (accuracy)\n",
      "\t0.54s\t = Training   runtime\n",
      "\t0.0s\t = Validation runtime\n",
      "AutoGluon training complete, total runtime = 325.68s ...\n",
      "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20220114_065516/\")\n"
     ]
    }
   ],
   "source": [
    "import autogluon.core as ag\n",
    "\n",
    "nn_options = {  # specifies non-default hyperparameter values for neural network models\n",
    "    'num_epochs': 10,  # number of training epochs (controls training time of NN models)\n",
    "    'learning_rate': ag.space.Real(1e-4, 1e-2, default=5e-4, log=True),  # learning rate used in training (real-valued hyperparameter searched on log-scale)\n",
    "    'activation': ag.space.Categorical('relu', 'softrelu', 'tanh'),  # activation function used in NN (categorical hyperparameter, default = first entry)\n",
    "    'layers': ag.space.Categorical([100], [1000], [200, 100], [300, 200, 100]),  # each choice for categorical hyperparameter 'layers' corresponds to list of sizes for each NN layer to use\n",
    "    'dropout_prob': ag.space.Real(0.0, 0.5, default=0.1),  # dropout probability (real-valued hyperparameter)\n",
    "}\n",
    "\n",
    "gbm_options = {  # specifies non-default hyperparameter values for lightGBM gradient boosted trees\n",
    "    'num_boost_round': 100,  # number of boosting rounds (controls training time of GBM models)\n",
    "    'num_leaves': ag.space.Int(lower=26, upper=66, default=36),  # number of leaves in trees (integer hyperparameter)\n",
    "}\n",
    "\n",
    "hyperparameters = {  # hyperparameters of each model type\n",
    "                   'GBM': gbm_options,\n",
    "                   'NN': nn_options,  # NOTE: comment this line out if you get errors on Mac OSX\n",
    "                  }  # When these keys are missing from hyperparameters dict, no models of that type are trained\n",
    "\n",
    "time_limit = 10*60  # train various models for ~2 min\n",
    "search_strategy = 'auto'  # to tune hyperparameters using Bayesian optimization routine with a local scheduler\n",
    "\n",
    "hyperparameter_tune_kwargs = {  # HPO is not performed unless hyperparameter_tune_kwargs is specified\n",
    "    'scheduler' : 'local',\n",
    "    'searcher': search_strategy,\n",
    "}\n",
    "\n",
    "predictor_new_hpo = TabularPredictor(label='Outcome',eval_metric='accuracy').fit(\n",
    "    train_data=train, time_limit=time_limit,presets='best_quality',\n",
    "    hyperparameters=hyperparameters, hyperparameter_tune_kwargs=hyperparameter_tune_kwargs,\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Summary of fit() ***\n",
      "Estimated performance of each model:\n",
      "                       model  score_val  pred_time_val   fit_time  pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  fit_order\n",
      "0        LightGBM_BAG_L1/T10   0.793296       0.047302   2.914901                0.047302           2.914901            1       True         11\n",
      "1        LightGBM_BAG_L1/T40   0.793296       0.083991   2.856898                0.083991           2.856898            1       True         41\n",
      "2         LightGBM_BAG_L1/T0   0.793296       0.102673   3.144835                0.102673           3.144835            1       True          1\n",
      "3        WeightedEnsemble_L2   0.793296       0.104172   3.684409                0.001499           0.539574            2       True         88\n",
      "4        LightGBM_BAG_L1/T77   0.791434       0.014151   0.922911                0.014151           0.922911            1       True         78\n",
      "5        LightGBM_BAG_L1/T67   0.791434       0.014343   0.904844                0.014343           0.904844            1       True         68\n",
      "6        LightGBM_BAG_L1/T70   0.791434       0.014402   0.903578                0.014402           0.903578            1       True         71\n",
      "7        LightGBM_BAG_L1/T37   0.791434       0.030764   2.889385                0.030764           2.889385            1       True         38\n",
      "8        LightGBM_BAG_L1/T21   0.791434       0.063812   3.150362                0.063812           3.150362            1       True         22\n",
      "9        LightGBM_BAG_L1/T38   0.791434       0.066577   2.883643                0.066577           2.883643            1       True         39\n",
      "10       LightGBM_BAG_L1/T39   0.791434       0.068652   2.799926                0.068652           2.799926            1       True         40\n",
      "11       LightGBM_BAG_L1/T27   0.791434       0.079694   2.772119                0.079694           2.772119            1       True         28\n",
      "12       LightGBM_BAG_L1/T12   0.791434       0.081730   2.994519                0.081730           2.994519            1       True         13\n",
      "13       LightGBM_BAG_L1/T46   0.791434       0.083593   2.740761                0.083593           2.740761            1       True         47\n",
      "14       LightGBM_BAG_L1/T42   0.791434       0.083867   2.776865                0.083867           2.776865            1       True         43\n",
      "15       LightGBM_BAG_L1/T61   0.791434       0.084487   3.005272                0.084487           3.005272            1       True         62\n",
      "16       LightGBM_BAG_L1/T53   0.791434       0.106176   2.856871                0.106176           2.856871            1       True         54\n",
      "17       LightGBM_BAG_L1/T48   0.791434       0.107053   2.959215                0.107053           2.959215            1       True         49\n",
      "18       LightGBM_BAG_L1/T64   0.789572       0.013557   0.879529                0.013557           0.879529            1       True         65\n",
      "19       LightGBM_BAG_L1/T63   0.789572       0.013632   0.881788                0.013632           0.881788            1       True         64\n",
      "20       LightGBM_BAG_L1/T71   0.789572       0.014105   0.893196                0.014105           0.893196            1       True         72\n",
      "21       LightGBM_BAG_L1/T68   0.789572       0.014157   0.886182                0.014157           0.886182            1       True         69\n",
      "22       LightGBM_BAG_L1/T75   0.789572       0.014234   0.888463                0.014234           0.888463            1       True         76\n",
      "23       LightGBM_BAG_L1/T65   0.789572       0.014310   0.884713                0.014310           0.884713            1       True         66\n",
      "24       LightGBM_BAG_L1/T69   0.789572       0.014391   0.900160                0.014391           0.900160            1       True         70\n",
      "25       LightGBM_BAG_L1/T78   0.789572       0.014421   0.930124                0.014421           0.930124            1       True         79\n",
      "26       LightGBM_BAG_L1/T66   0.789572       0.014759   0.896963                0.014759           0.896963            1       True         67\n",
      "27       LightGBM_BAG_L1/T32   0.789572       0.030620   2.916349                0.030620           2.916349            1       True         33\n",
      "28       LightGBM_BAG_L1/T52   0.789572       0.047019   2.978875                0.047019           2.978875            1       True         53\n",
      "29       LightGBM_BAG_L1/T14   0.789572       0.051324   2.769862                0.051324           2.769862            1       True         15\n",
      "30        LightGBM_BAG_L1/T1   0.789572       0.063708   3.000372                0.063708           3.000372            1       True          2\n",
      "31       LightGBM_BAG_L1/T11   0.789572       0.064055   2.910486                0.064055           2.910486            1       True         12\n",
      "32        LightGBM_BAG_L1/T3   0.789572       0.067570   3.164448                0.067570           3.164448            1       True          4\n",
      "33       LightGBM_BAG_L1/T31   0.789572       0.067585   2.831118                0.067585           2.831118            1       True         32\n",
      "34       LightGBM_BAG_L1/T43   0.789572       0.080018   2.897370                0.080018           2.897370            1       True         44\n",
      "35       LightGBM_BAG_L1/T22   0.789572       0.080293   2.972678                0.080293           2.972678            1       True         23\n",
      "36       LightGBM_BAG_L1/T30   0.789572       0.080417   2.911951                0.080417           2.911951            1       True         31\n",
      "37       LightGBM_BAG_L1/T54   0.789572       0.080505   2.867037                0.080505           2.867037            1       True         55\n",
      "38       LightGBM_BAG_L1/T29   0.789572       0.080712   3.018953                0.080712           3.018953            1       True         30\n",
      "39       LightGBM_BAG_L1/T25   0.789572       0.082366   3.058391                0.082366           3.058391            1       True         26\n",
      "40       LightGBM_BAG_L1/T51   0.789572       0.084730   3.047316                0.084730           3.047316            1       True         52\n",
      "41       LightGBM_BAG_L1/T50   0.789572       0.097451   2.825222                0.097451           2.825222            1       True         51\n",
      "42       LightGBM_BAG_L1/T49   0.789572       0.101998  16.653957                0.101998          16.653957            1       True         50\n",
      "43        LightGBM_BAG_L1/T9   0.789572       0.102214   2.900345                0.102214           2.900345            1       True         10\n",
      "44       LightGBM_BAG_L1/T76   0.787709       0.013979   0.929611                0.013979           0.929611            1       True         77\n",
      "45       LightGBM_BAG_L1/T74   0.787709       0.013982   0.883051                0.013982           0.883051            1       True         75\n",
      "46       LightGBM_BAG_L1/T73   0.787709       0.014042   0.882957                0.014042           0.882957            1       True         74\n",
      "47       LightGBM_BAG_L1/T72   0.787709       0.014205   0.893345                0.014205           0.893345            1       True         73\n",
      "48       LightGBM_BAG_L1/T57   0.787709       0.030611   2.962914                0.030611           2.962914            1       True         58\n",
      "49        LightGBM_BAG_L1/T8   0.787709       0.047291   2.984990                0.047291           2.984990            1       True          9\n",
      "50       LightGBM_BAG_L1/T28   0.787709       0.050872   2.994753                0.050872           2.994753            1       True         29\n",
      "51       LightGBM_BAG_L1/T55   0.787709       0.050957   2.845205                0.050957           2.845205            1       True         56\n",
      "52       LightGBM_BAG_L1/T23   0.787709       0.063831   3.013907                0.063831           3.013907            1       True         24\n",
      "53       LightGBM_BAG_L1/T20   0.787709       0.063885   2.981789                0.063885           2.981789            1       True         21\n",
      "54       LightGBM_BAG_L1/T15   0.787709       0.067881   2.958124                0.067881           2.958124            1       True         16\n",
      "55        LightGBM_BAG_L1/T6   0.787709       0.076966   2.911898                0.076966           2.911898            1       True          7\n",
      "56       LightGBM_BAG_L1/T36   0.787709       0.084262   3.494442                0.084262           3.494442            1       True         37\n",
      "57       LightGBM_BAG_L1/T33   0.787709       0.088263   3.243846                0.088263           3.243846            1       True         34\n",
      "58       LightGBM_BAG_L1/T16   0.787709       0.097220   2.870917                0.097220           2.870917            1       True         17\n",
      "59       LightGBM_BAG_L1/T19   0.787709       0.098032   2.860669                0.098032           2.860669            1       True         20\n",
      "60       LightGBM_BAG_L1/T59   0.787709       0.099538   2.991412                0.099538           2.991412            1       True         60\n",
      "61       LightGBM_BAG_L1/T35   0.787709       0.100783   2.927409                0.100783           2.927409            1       True         36\n",
      "62       LightGBM_BAG_L1/T17   0.787709       0.101235   2.811049                0.101235           2.811049            1       True         18\n",
      "63       LightGBM_BAG_L1/T56   0.787709       0.103183   3.138912                0.103183           3.138912            1       True         57\n",
      "64       LightGBM_BAG_L1/T60   0.785847       0.047469   3.160780                0.047469           3.160780            1       True         61\n",
      "65       LightGBM_BAG_L1/T58   0.785847       0.067446   3.033455                0.067446           3.033455            1       True         59\n",
      "66       LightGBM_BAG_L1/T24   0.785847       0.080979   3.134664                0.080979           3.134664            1       True         25\n",
      "67        LightGBM_BAG_L1/T2   0.785847       0.084071   3.030868                0.084071           3.030868            1       True          3\n",
      "68       LightGBM_BAG_L1/T47   0.785847       0.085123   2.917202                0.085123           2.917202            1       True         48\n",
      "69       LightGBM_BAG_L1/T41   0.785847       0.086107   2.793047                0.086107           2.793047            1       True         42\n",
      "70       LightGBM_BAG_L1/T44   0.783985       0.063779   2.962262                0.063779           2.962262            1       True         45\n",
      "71       LightGBM_BAG_L1/T18   0.783985       0.069309   2.890142                0.069309           2.890142            1       True         19\n",
      "72       LightGBM_BAG_L1/T45   0.782123       0.091506   3.074271                0.091506           3.074271            1       True         46\n",
      "73        LightGBM_BAG_L1/T4   0.782123       0.103945   3.157234                0.103945           3.157234            1       True          5\n",
      "74       LightGBM_BAG_L1/T34   0.778399       0.047334   3.023738                0.047334           3.023738            1       True         35\n",
      "75        LightGBM_BAG_L1/T7   0.778399       0.077710   2.995671                0.077710           2.995671            1       True          8\n",
      "76        LightGBM_BAG_L1/T5   0.776536       0.037426   2.967716                0.037426           2.967716            1       True          6\n",
      "77       LightGBM_BAG_L1/T13   0.770950       0.071573   2.922541                0.071573           2.922541            1       True         14\n",
      "78       LightGBM_BAG_L1/T62   0.769088       0.077735   2.457734                0.077735           2.457734            1       True         63\n",
      "79       LightGBM_BAG_L1/T26   0.767225       0.067264   2.891887                0.067264           2.891887            1       True         27\n",
      "80  NeuralNetMXNet_BAG_L1/T4   0.743017       0.623959   9.070358                0.623959           9.070358            1       True         84\n",
      "81  NeuralNetMXNet_BAG_L1/T1   0.724395       0.548197   3.219113                0.548197           3.219113            1       True         81\n",
      "82  NeuralNetMXNet_BAG_L1/T5   0.696462       0.585385   5.189273                0.585385           5.189273            1       True         85\n",
      "83  NeuralNetMXNet_BAG_L1/T0   0.687151       0.553646   2.648140                0.553646           2.648140            1       True         80\n",
      "84  NeuralNetMXNet_BAG_L1/T6   0.687151       0.602627   7.661781                0.602627           7.661781            1       True         86\n",
      "85  NeuralNetMXNet_BAG_L1/T7   0.683426       0.545464   3.961234                0.545464           3.961234            1       True         87\n",
      "86  NeuralNetMXNet_BAG_L1/T2   0.679702       0.554539   2.916134                0.554539           2.916134            1       True         82\n",
      "87  NeuralNetMXNet_BAG_L1/T3   0.662942       0.547554   2.675761                0.547554           2.675761            1       True         83\n",
      "Number of models trained: 88\n",
      "Types of models trained:\n",
      "{'StackerEnsembleModel_TabularNeuralNet', 'WeightedEnsembleModel', 'StackerEnsembleModel_LGB'}\n",
      "Bagging used: True  (with 5 folds)\n",
      "Multi-layer stack-ensembling used: False \n",
      "Feature Metadata (Processed):\n",
      "(raw dtype, special dtypes):\n",
      "('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "Plot summary of models saved to file: AutogluonModels/ag-20220114_065516/SummaryOfModels.html\n",
      "*** End of fit() summary ***\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'model_types': {'LightGBM_BAG_L1/T0': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T1': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T2': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T3': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T4': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T5': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T6': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T7': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T8': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T9': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T10': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T11': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T12': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T13': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T14': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T15': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T16': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T17': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T18': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T19': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T20': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T21': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T22': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T23': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T24': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T25': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T26': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T27': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T28': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T29': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T30': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T31': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T32': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T33': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T34': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T35': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T36': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T37': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T38': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T39': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T40': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T41': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T42': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T43': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T44': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T45': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T46': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T47': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T48': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T49': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T50': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T51': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T52': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T53': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T54': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T55': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T56': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T57': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T58': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T59': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T60': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T61': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T62': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T63': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T64': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T65': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T66': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T67': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T68': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T69': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T70': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T71': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T72': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T73': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T74': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T75': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T76': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T77': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1/T78': 'StackerEnsembleModel_LGB',\n",
       "  'NeuralNetMXNet_BAG_L1/T0': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T1': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T2': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T3': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T4': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T5': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T6': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'NeuralNetMXNet_BAG_L1/T7': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'WeightedEnsemble_L2': 'WeightedEnsembleModel'},\n",
       " 'model_performance': {'LightGBM_BAG_L1/T0': 0.7932960893854749,\n",
       "  'LightGBM_BAG_L1/T1': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T2': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T3': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T4': 0.7821229050279329,\n",
       "  'LightGBM_BAG_L1/T5': 0.776536312849162,\n",
       "  'LightGBM_BAG_L1/T6': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T7': 0.7783985102420856,\n",
       "  'LightGBM_BAG_L1/T8': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T9': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T10': 0.7932960893854749,\n",
       "  'LightGBM_BAG_L1/T11': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T12': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T13': 0.770949720670391,\n",
       "  'LightGBM_BAG_L1/T14': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T15': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T16': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T17': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T18': 0.7839851024208566,\n",
       "  'LightGBM_BAG_L1/T19': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T20': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T21': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T22': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T23': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T24': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T25': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T26': 0.7672253258845437,\n",
       "  'LightGBM_BAG_L1/T27': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T28': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T29': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T30': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T31': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T32': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T33': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T34': 0.7783985102420856,\n",
       "  'LightGBM_BAG_L1/T35': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T36': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T37': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T38': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T39': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T40': 0.7932960893854749,\n",
       "  'LightGBM_BAG_L1/T41': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T42': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T43': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T44': 0.7839851024208566,\n",
       "  'LightGBM_BAG_L1/T45': 0.7821229050279329,\n",
       "  'LightGBM_BAG_L1/T46': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T47': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T48': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T49': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T50': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T51': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T52': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T53': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T54': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T55': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T56': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T57': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T58': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T59': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T60': 0.7858472998137802,\n",
       "  'LightGBM_BAG_L1/T61': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T62': 0.7690875232774674,\n",
       "  'LightGBM_BAG_L1/T63': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T64': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T65': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T66': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T67': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T68': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T69': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T70': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T71': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T72': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T73': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T74': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T75': 0.7895716945996276,\n",
       "  'LightGBM_BAG_L1/T76': 0.7877094972067039,\n",
       "  'LightGBM_BAG_L1/T77': 0.7914338919925512,\n",
       "  'LightGBM_BAG_L1/T78': 0.7895716945996276,\n",
       "  'NeuralNetMXNet_BAG_L1/T0': 0.6871508379888268,\n",
       "  'NeuralNetMXNet_BAG_L1/T1': 0.7243947858472998,\n",
       "  'NeuralNetMXNet_BAG_L1/T2': 0.6797020484171322,\n",
       "  'NeuralNetMXNet_BAG_L1/T3': 0.6629422718808193,\n",
       "  'NeuralNetMXNet_BAG_L1/T4': 0.7430167597765364,\n",
       "  'NeuralNetMXNet_BAG_L1/T5': 0.6964618249534451,\n",
       "  'NeuralNetMXNet_BAG_L1/T6': 0.6871508379888268,\n",
       "  'NeuralNetMXNet_BAG_L1/T7': 0.6834264432029795,\n",
       "  'WeightedEnsemble_L2': 0.7932960893854749},\n",
       " 'model_best': 'WeightedEnsemble_L2',\n",
       " 'model_paths': {'LightGBM_BAG_L1/T0': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T0/',\n",
       "  'LightGBM_BAG_L1/T1': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T1/',\n",
       "  'LightGBM_BAG_L1/T2': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T2/',\n",
       "  'LightGBM_BAG_L1/T3': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T3/',\n",
       "  'LightGBM_BAG_L1/T4': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T4/',\n",
       "  'LightGBM_BAG_L1/T5': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T5/',\n",
       "  'LightGBM_BAG_L1/T6': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T6/',\n",
       "  'LightGBM_BAG_L1/T7': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T7/',\n",
       "  'LightGBM_BAG_L1/T8': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T8/',\n",
       "  'LightGBM_BAG_L1/T9': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T9/',\n",
       "  'LightGBM_BAG_L1/T10': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T10/',\n",
       "  'LightGBM_BAG_L1/T11': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T11/',\n",
       "  'LightGBM_BAG_L1/T12': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T12/',\n",
       "  'LightGBM_BAG_L1/T13': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T13/',\n",
       "  'LightGBM_BAG_L1/T14': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T14/',\n",
       "  'LightGBM_BAG_L1/T15': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T15/',\n",
       "  'LightGBM_BAG_L1/T16': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T16/',\n",
       "  'LightGBM_BAG_L1/T17': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T17/',\n",
       "  'LightGBM_BAG_L1/T18': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T18/',\n",
       "  'LightGBM_BAG_L1/T19': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T19/',\n",
       "  'LightGBM_BAG_L1/T20': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T20/',\n",
       "  'LightGBM_BAG_L1/T21': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T21/',\n",
       "  'LightGBM_BAG_L1/T22': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T22/',\n",
       "  'LightGBM_BAG_L1/T23': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T23/',\n",
       "  'LightGBM_BAG_L1/T24': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T24/',\n",
       "  'LightGBM_BAG_L1/T25': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T25/',\n",
       "  'LightGBM_BAG_L1/T26': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T26/',\n",
       "  'LightGBM_BAG_L1/T27': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T27/',\n",
       "  'LightGBM_BAG_L1/T28': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T28/',\n",
       "  'LightGBM_BAG_L1/T29': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T29/',\n",
       "  'LightGBM_BAG_L1/T30': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T30/',\n",
       "  'LightGBM_BAG_L1/T31': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T31/',\n",
       "  'LightGBM_BAG_L1/T32': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T32/',\n",
       "  'LightGBM_BAG_L1/T33': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T33/',\n",
       "  'LightGBM_BAG_L1/T34': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T34/',\n",
       "  'LightGBM_BAG_L1/T35': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T35/',\n",
       "  'LightGBM_BAG_L1/T36': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T36/',\n",
       "  'LightGBM_BAG_L1/T37': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T37/',\n",
       "  'LightGBM_BAG_L1/T38': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T38/',\n",
       "  'LightGBM_BAG_L1/T39': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T39/',\n",
       "  'LightGBM_BAG_L1/T40': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T40/',\n",
       "  'LightGBM_BAG_L1/T41': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T41/',\n",
       "  'LightGBM_BAG_L1/T42': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T42/',\n",
       "  'LightGBM_BAG_L1/T43': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T43/',\n",
       "  'LightGBM_BAG_L1/T44': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T44/',\n",
       "  'LightGBM_BAG_L1/T45': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T45/',\n",
       "  'LightGBM_BAG_L1/T46': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T46/',\n",
       "  'LightGBM_BAG_L1/T47': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T47/',\n",
       "  'LightGBM_BAG_L1/T48': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T48/',\n",
       "  'LightGBM_BAG_L1/T49': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T49/',\n",
       "  'LightGBM_BAG_L1/T50': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T50/',\n",
       "  'LightGBM_BAG_L1/T51': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T51/',\n",
       "  'LightGBM_BAG_L1/T52': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T52/',\n",
       "  'LightGBM_BAG_L1/T53': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T53/',\n",
       "  'LightGBM_BAG_L1/T54': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T54/',\n",
       "  'LightGBM_BAG_L1/T55': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T55/',\n",
       "  'LightGBM_BAG_L1/T56': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T56/',\n",
       "  'LightGBM_BAG_L1/T57': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T57/',\n",
       "  'LightGBM_BAG_L1/T58': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T58/',\n",
       "  'LightGBM_BAG_L1/T59': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T59/',\n",
       "  'LightGBM_BAG_L1/T60': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T60/',\n",
       "  'LightGBM_BAG_L1/T61': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T61/',\n",
       "  'LightGBM_BAG_L1/T62': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T62/',\n",
       "  'LightGBM_BAG_L1/T63': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T63/',\n",
       "  'LightGBM_BAG_L1/T64': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T64/',\n",
       "  'LightGBM_BAG_L1/T65': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T65/',\n",
       "  'LightGBM_BAG_L1/T66': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T66/',\n",
       "  'LightGBM_BAG_L1/T67': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T67/',\n",
       "  'LightGBM_BAG_L1/T68': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T68/',\n",
       "  'LightGBM_BAG_L1/T69': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T69/',\n",
       "  'LightGBM_BAG_L1/T70': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T70/',\n",
       "  'LightGBM_BAG_L1/T71': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T71/',\n",
       "  'LightGBM_BAG_L1/T72': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T72/',\n",
       "  'LightGBM_BAG_L1/T73': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T73/',\n",
       "  'LightGBM_BAG_L1/T74': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T74/',\n",
       "  'LightGBM_BAG_L1/T75': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T75/',\n",
       "  'LightGBM_BAG_L1/T76': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T76/',\n",
       "  'LightGBM_BAG_L1/T77': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T77/',\n",
       "  'LightGBM_BAG_L1/T78': 'AutogluonModels/ag-20220114_065516/models/LightGBM_BAG_L1/T78/',\n",
       "  'NeuralNetMXNet_BAG_L1/T0': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T0/',\n",
       "  'NeuralNetMXNet_BAG_L1/T1': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T1/',\n",
       "  'NeuralNetMXNet_BAG_L1/T2': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T2/',\n",
       "  'NeuralNetMXNet_BAG_L1/T3': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T3/',\n",
       "  'NeuralNetMXNet_BAG_L1/T4': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T4/',\n",
       "  'NeuralNetMXNet_BAG_L1/T5': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T5/',\n",
       "  'NeuralNetMXNet_BAG_L1/T6': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T6/',\n",
       "  'NeuralNetMXNet_BAG_L1/T7': 'AutogluonModels/ag-20220114_065516/models/NeuralNetMXNet_BAG_L1/T7/',\n",
       "  'WeightedEnsemble_L2': 'AutogluonModels/ag-20220114_065516/models/WeightedEnsemble_L2/'},\n",
       " 'model_fit_times': {'LightGBM_BAG_L1/T0': 3.1448354721069336,\n",
       "  'LightGBM_BAG_L1/T1': 3.0003721714019775,\n",
       "  'LightGBM_BAG_L1/T2': 3.0308682918548584,\n",
       "  'LightGBM_BAG_L1/T3': 3.1644480228424072,\n",
       "  'LightGBM_BAG_L1/T4': 3.157233715057373,\n",
       "  'LightGBM_BAG_L1/T5': 2.9677162170410156,\n",
       "  'LightGBM_BAG_L1/T6': 2.911897659301758,\n",
       "  'LightGBM_BAG_L1/T7': 2.995671033859253,\n",
       "  'LightGBM_BAG_L1/T8': 2.984990119934082,\n",
       "  'LightGBM_BAG_L1/T9': 2.9003446102142334,\n",
       "  'LightGBM_BAG_L1/T10': 2.9149010181427,\n",
       "  'LightGBM_BAG_L1/T11': 2.9104862213134766,\n",
       "  'LightGBM_BAG_L1/T12': 2.994518995285034,\n",
       "  'LightGBM_BAG_L1/T13': 2.9225409030914307,\n",
       "  'LightGBM_BAG_L1/T14': 2.7698616981506348,\n",
       "  'LightGBM_BAG_L1/T15': 2.9581241607666016,\n",
       "  'LightGBM_BAG_L1/T16': 2.8709170818328857,\n",
       "  'LightGBM_BAG_L1/T17': 2.811048746109009,\n",
       "  'LightGBM_BAG_L1/T18': 2.890141725540161,\n",
       "  'LightGBM_BAG_L1/T19': 2.860668659210205,\n",
       "  'LightGBM_BAG_L1/T20': 2.9817891120910645,\n",
       "  'LightGBM_BAG_L1/T21': 3.1503615379333496,\n",
       "  'LightGBM_BAG_L1/T22': 2.9726779460906982,\n",
       "  'LightGBM_BAG_L1/T23': 3.0139074325561523,\n",
       "  'LightGBM_BAG_L1/T24': 3.1346640586853027,\n",
       "  'LightGBM_BAG_L1/T25': 3.0583908557891846,\n",
       "  'LightGBM_BAG_L1/T26': 2.8918874263763428,\n",
       "  'LightGBM_BAG_L1/T27': 2.7721188068389893,\n",
       "  'LightGBM_BAG_L1/T28': 2.9947526454925537,\n",
       "  'LightGBM_BAG_L1/T29': 3.018953323364258,\n",
       "  'LightGBM_BAG_L1/T30': 2.9119505882263184,\n",
       "  'LightGBM_BAG_L1/T31': 2.831117630004883,\n",
       "  'LightGBM_BAG_L1/T32': 2.916349172592163,\n",
       "  'LightGBM_BAG_L1/T33': 3.2438461780548096,\n",
       "  'LightGBM_BAG_L1/T34': 3.023737907409668,\n",
       "  'LightGBM_BAG_L1/T35': 2.9274091720581055,\n",
       "  'LightGBM_BAG_L1/T36': 3.4944419860839844,\n",
       "  'LightGBM_BAG_L1/T37': 2.8893845081329346,\n",
       "  'LightGBM_BAG_L1/T38': 2.883643388748169,\n",
       "  'LightGBM_BAG_L1/T39': 2.7999260425567627,\n",
       "  'LightGBM_BAG_L1/T40': 2.856898069381714,\n",
       "  'LightGBM_BAG_L1/T41': 2.7930474281311035,\n",
       "  'LightGBM_BAG_L1/T42': 2.776864528656006,\n",
       "  'LightGBM_BAG_L1/T43': 2.897369861602783,\n",
       "  'LightGBM_BAG_L1/T44': 2.96226167678833,\n",
       "  'LightGBM_BAG_L1/T45': 3.0742712020874023,\n",
       "  'LightGBM_BAG_L1/T46': 2.740760564804077,\n",
       "  'LightGBM_BAG_L1/T47': 2.9172019958496094,\n",
       "  'LightGBM_BAG_L1/T48': 2.9592151641845703,\n",
       "  'LightGBM_BAG_L1/T49': 16.65395712852478,\n",
       "  'LightGBM_BAG_L1/T50': 2.8252220153808594,\n",
       "  'LightGBM_BAG_L1/T51': 3.047316312789917,\n",
       "  'LightGBM_BAG_L1/T52': 2.9788753986358643,\n",
       "  'LightGBM_BAG_L1/T53': 2.8568713665008545,\n",
       "  'LightGBM_BAG_L1/T54': 2.867037296295166,\n",
       "  'LightGBM_BAG_L1/T55': 2.8452048301696777,\n",
       "  'LightGBM_BAG_L1/T56': 3.1389122009277344,\n",
       "  'LightGBM_BAG_L1/T57': 2.962913990020752,\n",
       "  'LightGBM_BAG_L1/T58': 3.0334551334381104,\n",
       "  'LightGBM_BAG_L1/T59': 2.9914121627807617,\n",
       "  'LightGBM_BAG_L1/T60': 3.1607799530029297,\n",
       "  'LightGBM_BAG_L1/T61': 3.0052719116210938,\n",
       "  'LightGBM_BAG_L1/T62': 2.457733631134033,\n",
       "  'LightGBM_BAG_L1/T63': 0.8817877769470215,\n",
       "  'LightGBM_BAG_L1/T64': 0.8795289993286133,\n",
       "  'LightGBM_BAG_L1/T65': 0.8847126960754395,\n",
       "  'LightGBM_BAG_L1/T66': 0.8969626426696777,\n",
       "  'LightGBM_BAG_L1/T67': 0.9048442840576172,\n",
       "  'LightGBM_BAG_L1/T68': 0.8861823081970215,\n",
       "  'LightGBM_BAG_L1/T69': 0.9001603126525879,\n",
       "  'LightGBM_BAG_L1/T70': 0.9035780429840088,\n",
       "  'LightGBM_BAG_L1/T71': 0.893195629119873,\n",
       "  'LightGBM_BAG_L1/T72': 0.8933451175689697,\n",
       "  'LightGBM_BAG_L1/T73': 0.8829569816589355,\n",
       "  'LightGBM_BAG_L1/T74': 0.8830506801605225,\n",
       "  'LightGBM_BAG_L1/T75': 0.8884632587432861,\n",
       "  'LightGBM_BAG_L1/T76': 0.9296114444732666,\n",
       "  'LightGBM_BAG_L1/T77': 0.9229109287261963,\n",
       "  'LightGBM_BAG_L1/T78': 0.9301242828369141,\n",
       "  'NeuralNetMXNet_BAG_L1/T0': 2.6481404304504395,\n",
       "  'NeuralNetMXNet_BAG_L1/T1': 3.2191131114959717,\n",
       "  'NeuralNetMXNet_BAG_L1/T2': 2.9161336421966553,\n",
       "  'NeuralNetMXNet_BAG_L1/T3': 2.6757609844207764,\n",
       "  'NeuralNetMXNet_BAG_L1/T4': 9.07035756111145,\n",
       "  'NeuralNetMXNet_BAG_L1/T5': 5.189273357391357,\n",
       "  'NeuralNetMXNet_BAG_L1/T6': 7.661780834197998,\n",
       "  'NeuralNetMXNet_BAG_L1/T7': 3.9612340927124023,\n",
       "  'WeightedEnsemble_L2': 0.5395739078521729},\n",
       " 'model_pred_times': {'LightGBM_BAG_L1/T0': 0.10267281532287598,\n",
       "  'LightGBM_BAG_L1/T1': 0.06370759010314941,\n",
       "  'LightGBM_BAG_L1/T2': 0.08407068252563477,\n",
       "  'LightGBM_BAG_L1/T3': 0.06757044792175293,\n",
       "  'LightGBM_BAG_L1/T4': 0.10394501686096191,\n",
       "  'LightGBM_BAG_L1/T5': 0.03742551803588867,\n",
       "  'LightGBM_BAG_L1/T6': 0.0769658088684082,\n",
       "  'LightGBM_BAG_L1/T7': 0.07770967483520508,\n",
       "  'LightGBM_BAG_L1/T8': 0.047290802001953125,\n",
       "  'LightGBM_BAG_L1/T9': 0.10221433639526367,\n",
       "  'LightGBM_BAG_L1/T10': 0.0473017692565918,\n",
       "  'LightGBM_BAG_L1/T11': 0.06405520439147949,\n",
       "  'LightGBM_BAG_L1/T12': 0.08173036575317383,\n",
       "  'LightGBM_BAG_L1/T13': 0.07157301902770996,\n",
       "  'LightGBM_BAG_L1/T14': 0.051323890686035156,\n",
       "  'LightGBM_BAG_L1/T15': 0.06788110733032227,\n",
       "  'LightGBM_BAG_L1/T16': 0.09721970558166504,\n",
       "  'LightGBM_BAG_L1/T17': 0.10123467445373535,\n",
       "  'LightGBM_BAG_L1/T18': 0.06930875778198242,\n",
       "  'LightGBM_BAG_L1/T19': 0.09803152084350586,\n",
       "  'LightGBM_BAG_L1/T20': 0.06388521194458008,\n",
       "  'LightGBM_BAG_L1/T21': 0.0638115406036377,\n",
       "  'LightGBM_BAG_L1/T22': 0.08029317855834961,\n",
       "  'LightGBM_BAG_L1/T23': 0.06383061408996582,\n",
       "  'LightGBM_BAG_L1/T24': 0.0809791088104248,\n",
       "  'LightGBM_BAG_L1/T25': 0.08236575126647949,\n",
       "  'LightGBM_BAG_L1/T26': 0.06726431846618652,\n",
       "  'LightGBM_BAG_L1/T27': 0.07969355583190918,\n",
       "  'LightGBM_BAG_L1/T28': 0.050872087478637695,\n",
       "  'LightGBM_BAG_L1/T29': 0.08071231842041016,\n",
       "  'LightGBM_BAG_L1/T30': 0.08041715621948242,\n",
       "  'LightGBM_BAG_L1/T31': 0.06758522987365723,\n",
       "  'LightGBM_BAG_L1/T32': 0.030620336532592773,\n",
       "  'LightGBM_BAG_L1/T33': 0.08826255798339844,\n",
       "  'LightGBM_BAG_L1/T34': 0.04733419418334961,\n",
       "  'LightGBM_BAG_L1/T35': 0.10078263282775879,\n",
       "  'LightGBM_BAG_L1/T36': 0.08426237106323242,\n",
       "  'LightGBM_BAG_L1/T37': 0.030763626098632812,\n",
       "  'LightGBM_BAG_L1/T38': 0.06657719612121582,\n",
       "  'LightGBM_BAG_L1/T39': 0.06865167617797852,\n",
       "  'LightGBM_BAG_L1/T40': 0.08399128913879395,\n",
       "  'LightGBM_BAG_L1/T41': 0.08610701560974121,\n",
       "  'LightGBM_BAG_L1/T42': 0.08386707305908203,\n",
       "  'LightGBM_BAG_L1/T43': 0.08001828193664551,\n",
       "  'LightGBM_BAG_L1/T44': 0.06377887725830078,\n",
       "  'LightGBM_BAG_L1/T45': 0.0915060043334961,\n",
       "  'LightGBM_BAG_L1/T46': 0.08359313011169434,\n",
       "  'LightGBM_BAG_L1/T47': 0.08512282371520996,\n",
       "  'LightGBM_BAG_L1/T48': 0.10705256462097168,\n",
       "  'LightGBM_BAG_L1/T49': 0.10199761390686035,\n",
       "  'LightGBM_BAG_L1/T50': 0.09745144844055176,\n",
       "  'LightGBM_BAG_L1/T51': 0.08473038673400879,\n",
       "  'LightGBM_BAG_L1/T52': 0.04701852798461914,\n",
       "  'LightGBM_BAG_L1/T53': 0.10617613792419434,\n",
       "  'LightGBM_BAG_L1/T54': 0.0805051326751709,\n",
       "  'LightGBM_BAG_L1/T55': 0.050957441329956055,\n",
       "  'LightGBM_BAG_L1/T56': 0.10318326950073242,\n",
       "  'LightGBM_BAG_L1/T57': 0.030611038208007812,\n",
       "  'LightGBM_BAG_L1/T58': 0.06744599342346191,\n",
       "  'LightGBM_BAG_L1/T59': 0.09953784942626953,\n",
       "  'LightGBM_BAG_L1/T60': 0.04746866226196289,\n",
       "  'LightGBM_BAG_L1/T61': 0.08448672294616699,\n",
       "  'LightGBM_BAG_L1/T62': 0.07773542404174805,\n",
       "  'LightGBM_BAG_L1/T63': 0.01363229751586914,\n",
       "  'LightGBM_BAG_L1/T64': 0.013557195663452148,\n",
       "  'LightGBM_BAG_L1/T65': 0.01430964469909668,\n",
       "  'LightGBM_BAG_L1/T66': 0.014759063720703125,\n",
       "  'LightGBM_BAG_L1/T67': 0.01434326171875,\n",
       "  'LightGBM_BAG_L1/T68': 0.014156818389892578,\n",
       "  'LightGBM_BAG_L1/T69': 0.014390707015991211,\n",
       "  'LightGBM_BAG_L1/T70': 0.014402389526367188,\n",
       "  'LightGBM_BAG_L1/T71': 0.014104843139648438,\n",
       "  'LightGBM_BAG_L1/T72': 0.014204978942871094,\n",
       "  'LightGBM_BAG_L1/T73': 0.014041662216186523,\n",
       "  'LightGBM_BAG_L1/T74': 0.013982295989990234,\n",
       "  'LightGBM_BAG_L1/T75': 0.014234066009521484,\n",
       "  'LightGBM_BAG_L1/T76': 0.013978958129882812,\n",
       "  'LightGBM_BAG_L1/T77': 0.014151334762573242,\n",
       "  'LightGBM_BAG_L1/T78': 0.014421224594116211,\n",
       "  'NeuralNetMXNet_BAG_L1/T0': 0.5536463260650635,\n",
       "  'NeuralNetMXNet_BAG_L1/T1': 0.54819655418396,\n",
       "  'NeuralNetMXNet_BAG_L1/T2': 0.5545394420623779,\n",
       "  'NeuralNetMXNet_BAG_L1/T3': 0.547553539276123,\n",
       "  'NeuralNetMXNet_BAG_L1/T4': 0.6239590644836426,\n",
       "  'NeuralNetMXNet_BAG_L1/T5': 0.5853848457336426,\n",
       "  'NeuralNetMXNet_BAG_L1/T6': 0.6026268005371094,\n",
       "  'NeuralNetMXNet_BAG_L1/T7': 0.545464277267456,\n",
       "  'WeightedEnsemble_L2': 0.0014989376068115234},\n",
       " 'num_bag_folds': 5,\n",
       " 'max_stack_level': 2,\n",
       " 'num_classes': 2,\n",
       " 'model_hyperparams': {'LightGBM_BAG_L1/T0': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T2': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T3': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T4': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T5': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T6': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T7': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T8': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T9': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T10': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T11': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T12': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T13': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T14': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T15': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T16': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T17': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T18': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T19': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T20': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T21': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T22': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T23': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T24': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T25': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T26': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T27': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T28': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T29': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T30': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T31': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T32': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T33': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T34': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T35': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T36': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T37': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T38': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T39': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T40': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T41': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T42': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T43': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T44': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T45': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T46': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T47': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T48': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T49': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T50': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T51': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T52': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T53': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T54': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T55': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T56': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T57': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T58': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T59': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T60': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T61': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T62': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T63': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T64': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T65': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T66': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T67': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T68': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T69': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T70': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T71': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T72': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T73': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T74': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T75': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T76': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T77': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1/T78': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T0': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T2': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T3': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T4': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T5': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T6': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1/T7': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'WeightedEnsemble_L2': {'use_orig_features': False,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True}},\n",
       " 'leaderboard':                        model  score_val  pred_time_val  fit_time  \\\n",
       " 0        LightGBM_BAG_L1/T10   0.793296       0.047302  2.914901   \n",
       " 1        LightGBM_BAG_L1/T40   0.793296       0.083991  2.856898   \n",
       " 2         LightGBM_BAG_L1/T0   0.793296       0.102673  3.144835   \n",
       " 3        WeightedEnsemble_L2   0.793296       0.104172  3.684409   \n",
       " 4        LightGBM_BAG_L1/T77   0.791434       0.014151  0.922911   \n",
       " ..                       ...        ...            ...       ...   \n",
       " 83  NeuralNetMXNet_BAG_L1/T0   0.687151       0.553646  2.648140   \n",
       " 84  NeuralNetMXNet_BAG_L1/T6   0.687151       0.602627  7.661781   \n",
       " 85  NeuralNetMXNet_BAG_L1/T7   0.683426       0.545464  3.961234   \n",
       " 86  NeuralNetMXNet_BAG_L1/T2   0.679702       0.554539  2.916134   \n",
       " 87  NeuralNetMXNet_BAG_L1/T3   0.662942       0.547554  2.675761   \n",
       " \n",
       "     pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  \\\n",
       " 0                 0.047302           2.914901            1       True   \n",
       " 1                 0.083991           2.856898            1       True   \n",
       " 2                 0.102673           3.144835            1       True   \n",
       " 3                 0.001499           0.539574            2       True   \n",
       " 4                 0.014151           0.922911            1       True   \n",
       " ..                     ...                ...          ...        ...   \n",
       " 83                0.553646           2.648140            1       True   \n",
       " 84                0.602627           7.661781            1       True   \n",
       " 85                0.545464           3.961234            1       True   \n",
       " 86                0.554539           2.916134            1       True   \n",
       " 87                0.547554           2.675761            1       True   \n",
       " \n",
       "     fit_order  \n",
       " 0          11  \n",
       " 1          41  \n",
       " 2           1  \n",
       " 3          88  \n",
       " 4          78  \n",
       " ..        ...  \n",
       " 83         80  \n",
       " 84         86  \n",
       " 85         87  \n",
       " 86         82  \n",
       " 87         83  \n",
       " \n",
       " [88 rows x 9 columns]}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor_new_hpo.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score: 0.7186147186147186\n",
      "Confusion matrix:\n",
      " [[129  23]\n",
      " [ 42  37]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.75      0.85      0.80       152\n",
      "           1       0.62      0.47      0.53        79\n",
      "\n",
      "    accuracy                           0.72       231\n",
      "   macro avg       0.69      0.66      0.67       231\n",
      "weighted avg       0.71      0.72      0.71       231\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#  Evaluation\n",
    "prediction_new_hpo = predictor_new_hpo.predict(test)\n",
    "\n",
    "print('Accuracy score:',accuracy_score(test['Outcome'].values,prediction_new_hpo))\n",
    "print('Confusion matrix:\\n',confusion_matrix(test['Outcome'].values,prediction_new_hpo))\n",
    "print('\\nClassification Report: \\n',classification_report(test['Outcome'].values,prediction_new_hpo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, the accuarcy decreased after hyperparameter tuning. This could have happened because the WeightedEnsemble method was used for prediction when the hyperparameters tuning was not done. After hyper parameters were tuened LightGBM_BAG_L1/T10 came on top as best performed and was used for predicition. Based on teh result of predictions on both cases, it seems the WeighedEnsemble ML seems to be the superior one interms of performance. Having said that, futrue reseach  is recommended with extensive tuning of different hyper parameters before reaching solid conclusion. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ML training with eval metric = f1\n",
    "Lets train the AutoGluon ML with evaluation metric f1 as the train set is imbalanced for the Outcome class and\n",
    "and the accuracy may be misleading when the datasets are imbalanced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No path specified. Models will be saved in: \"AutogluonModels/ag-20220114_070850/\"\n",
      "Presets specified: ['best_quality']\n",
      "Beginning AutoGluon training ... Time limit = 600s\n",
      "AutoGluon will save models to \"AutogluonModels/ag-20220114_070850/\"\n",
      "AutoGluon Version:  0.3.1\n",
      "Train Data Rows:    537\n",
      "Train Data Columns: 8\n",
      "Preprocessing data ...\n",
      "AutoGluon infers your prediction problem is: 'binary' (because only two unique label-values observed).\n",
      "\t2 unique label values:  [0, 1]\n",
      "\tIf 'binary' is not the correct problem_type, please manually specify the problem_type argument in fit() (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n",
      "Selected class <--> label mapping:  class 1 = 1, class 0 = 0\n",
      "Using Feature Generators to preprocess the data ...\n",
      "Fitting AutoMLPipelineFeatureGenerator...\n",
      "\tAvailable Memory:                    2882.35 MB\n",
      "\tTrain Data (Original)  Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n",
      "\tStage 1 Generators:\n",
      "\t\tFitting AsTypeFeatureGenerator...\n",
      "\tStage 2 Generators:\n",
      "\t\tFitting FillNaFeatureGenerator...\n",
      "\tStage 3 Generators:\n",
      "\t\tFitting IdentityFeatureGenerator...\n",
      "\tStage 4 Generators:\n",
      "\t\tFitting DropUniqueFeatureGenerator...\n",
      "\tTypes of features in original data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\tTypes of features in processed data (raw dtype, special dtypes):\n",
      "\t\t('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "\t\t('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "\t0.0s = Fit runtime\n",
      "\t8 features in original data used to generate 8 features in processed data.\n",
      "\tTrain Data (Processed) Memory Usage: 0.03 MB (0.0% of available memory)\n",
      "Data preprocessing and feature engineering runtime = 0.05s ...\n",
      "AutoGluon will gauge predictive performance using evaluation metric: 'f1'\n",
      "\tTo change this, specify the eval_metric argument of fit()\n",
      "Fitting 13 L1 models ...\n",
      "Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 599.95s of the 599.95s of remaining time.\n",
      "\t0.5918\t = Validation score   (f1)\n",
      "\t0.0s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 599.83s of the 599.82s of remaining time.\n",
      "\t0.5863\t = Validation score   (f1)\n",
      "\t0.0s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 599.71s of the 599.7s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6704\t = Validation score   (f1)\n",
      "\t4.68s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 594.97s of the 594.96s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6873\t = Validation score   (f1)\n",
      "\t3.95s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Fitting model: RandomForestGini_BAG_L1 ... Training model for up to 590.96s of the 590.96s of remaining time.\n",
      "\t0.6418\t = Validation score   (f1)\n",
      "\t0.65s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: RandomForestEntr_BAG_L1 ... Training model for up to 590.16s of the 590.16s of remaining time.\n",
      "\t0.6554\t = Validation score   (f1)\n",
      "\t0.74s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 589.26s of the 589.25s of remaining time.\n",
      "\t0.6856\t = Validation score   (f1)\n",
      "\t1.6s\t = Training   runtime\n",
      "\t0.01s\t = Validation runtime\n",
      "Fitting model: ExtraTreesGini_BAG_L1 ... Training model for up to 587.62s of the 587.61s of remaining time.\n",
      "\t0.6512\t = Validation score   (f1)\n",
      "\t0.64s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: ExtraTreesEntr_BAG_L1 ... Training model for up to 586.81s of the 586.81s of remaining time.\n",
      "\t0.6358\t = Validation score   (f1)\n",
      "\t0.64s\t = Training   runtime\n",
      "\t0.13s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 586.01s of the 586.01s of remaining time.\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "\t0.6883\t = Validation score   (f1)\n",
      "\t3.15s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 582.7s of the 582.69s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:09:07] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:08] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:08] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:09] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:09] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6758\t = Validation score   (f1)\n",
      "\t2.77s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 579.77s of the 579.77s of remaining time.\n",
      "\t0.5855\t = Validation score   (f1)\n",
      "\t7.55s\t = Training   runtime\n",
      "\t0.74s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 571.44s of the 571.44s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6535\t = Validation score   (f1)\n",
      "\t6.43s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Repeating k-fold bagging: 2/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 564.84s of the 564.84s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6477\t = Validation score   (f1)\n",
      "\t8.9s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 560.57s of the 560.57s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6761\t = Validation score   (f1)\n",
      "\t8.09s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 556.38s of the 556.38s of remaining time.\n",
      "\t0.6476\t = Validation score   (f1)\n",
      "\t2.93s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 555.02s of the 555.02s of remaining time.\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "\t0.6817\t = Validation score   (f1)\n",
      "\t6.04s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 551.97s of the 551.97s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:09:38] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:38] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:39] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:39] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:09:40] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6501\t = Validation score   (f1)\n",
      "\t5.26s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 549.35s of the 549.35s of remaining time.\n",
      "\t0.5885\t = Validation score   (f1)\n",
      "\t17.28s\t = Training   runtime\n",
      "\t1.47s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 538.85s of the 538.85s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.663\t = Validation score   (f1)\n",
      "\t13.46s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Repeating k-fold bagging: 3/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 531.63s of the 531.63s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6496\t = Validation score   (f1)\n",
      "\t13.33s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 527.15s of the 527.15s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6629\t = Validation score   (f1)\n",
      "\t12.5s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 522.69s of the 522.69s of remaining time.\n",
      "\t0.6629\t = Validation score   (f1)\n",
      "\t4.24s\t = Training   runtime\n",
      "\t0.03s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 521.35s of the 521.35s of remaining time.\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "\t0.6891\t = Validation score   (f1)\n",
      "\t9.02s\t = Training   runtime\n",
      "\t0.24s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 518.21s of the 518.21s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:10:12] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:12] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:13] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:13] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:13] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6462\t = Validation score   (f1)\n",
      "\t7.39s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 515.94s of the 515.94s of remaining time.\n",
      "\t0.6218\t = Validation score   (f1)\n",
      "\t27.73s\t = Training   runtime\n",
      "\t2.2s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 504.73s of the 504.72s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6629\t = Validation score   (f1)\n",
      "\t20.25s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Repeating k-fold bagging: 4/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 497.76s of the 497.75s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6514\t = Validation score   (f1)\n",
      "\t17.79s\t = Training   runtime\n",
      "\t0.07s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 493.25s of the 493.24s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6554\t = Validation score   (f1)\n",
      "\t16.48s\t = Training   runtime\n",
      "\t0.06s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 489.21s of the 489.21s of remaining time.\n",
      "\t0.6609\t = Validation score   (f1)\n",
      "\t5.73s\t = Training   runtime\n",
      "\t0.04s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 487.68s of the 487.68s of remaining time.\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "\t0.6927\t = Validation score   (f1)\n",
      "\t12.05s\t = Training   runtime\n",
      "\t0.33s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 484.49s of the 484.48s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:10:45] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:46] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:46] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:47] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:10:47] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6409\t = Validation score   (f1)\n",
      "\t10.19s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 481.54s of the 481.54s of remaining time.\n",
      "\t0.6006\t = Validation score   (f1)\n",
      "\t36.71s\t = Training   runtime\n",
      "\t2.95s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 471.76s of the 471.76s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6555\t = Validation score   (f1)\n",
      "\t26.86s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Repeating k-fold bagging: 5/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 464.99s of the 464.99s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6629\t = Validation score   (f1)\n",
      "\t22.96s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 459.75s of the 459.75s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6648\t = Validation score   (f1)\n",
      "\t23.15s\t = Training   runtime\n",
      "\t0.08s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 453.03s of the 453.03s of remaining time.\n",
      "\t0.6609\t = Validation score   (f1)\n",
      "\t7.61s\t = Training   runtime\n",
      "\t0.05s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 451.12s of the 451.12s of remaining time.\n",
      "No improvement since epoch 6: early stopping\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "\t0.6943\t = Validation score   (f1)\n",
      "\t16.04s\t = Training   runtime\n",
      "\t0.42s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 446.94s of the 446.94s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:11:23] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:11:24] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:11:25] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:11:26] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:11:27] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6482\t = Validation score   (f1)\n",
      "\t15.82s\t = Training   runtime\n",
      "\t0.12s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 441.07s of the 441.07s of remaining time.\n",
      "\t0.6066\t = Validation score   (f1)\n",
      "\t72.65s\t = Training   runtime\n",
      "\t4.99s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 402.89s of the 402.89s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6723\t = Validation score   (f1)\n",
      "\t72.98s\t = Training   runtime\n",
      "\t0.18s\t = Validation runtime\n",
      "Repeating k-fold bagging: 6/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 355.54s of the 355.53s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.661\t = Validation score   (f1)\n",
      "\t52.58s\t = Training   runtime\n",
      "\t0.22s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 325.56s of the 325.56s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6629\t = Validation score   (f1)\n",
      "\t45.26s\t = Training   runtime\n",
      "\t0.17s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 303.21s of the 303.21s of remaining time.\n",
      "\t0.6686\t = Validation score   (f1)\n",
      "\t17.27s\t = Training   runtime\n",
      "\t0.09s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 293.42s of the 293.42s of remaining time.\n",
      "No improvement since epoch 5: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "\t0.6893\t = Validation score   (f1)\n",
      "\t30.13s\t = Training   runtime\n",
      "\t0.66s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 278.77s of the 278.77s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:14:11] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:14:17] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:14:33] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:14:36] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:14:40] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6648\t = Validation score   (f1)\n",
      "\t46.7s\t = Training   runtime\n",
      "\t0.26s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 247.34s of the 247.34s of remaining time.\n",
      "\t0.5791\t = Validation score   (f1)\n",
      "\t101.36s\t = Training   runtime\n",
      "\t6.27s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 217.25s of the 217.25s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6685\t = Validation score   (f1)\n",
      "\t78.5s\t = Training   runtime\n",
      "\t0.2s\t = Validation runtime\n",
      "Repeating k-fold bagging: 7/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 211.62s of the 211.62s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.661\t = Validation score   (f1)\n",
      "\t56.91s\t = Training   runtime\n",
      "\t0.24s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 207.24s of the 207.23s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6704\t = Validation score   (f1)\n",
      "\t49.2s\t = Training   runtime\n",
      "\t0.18s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 203.25s of the 203.25s of remaining time.\n",
      "\t0.6628\t = Validation score   (f1)\n",
      "\t18.58s\t = Training   runtime\n",
      "\t0.1s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 201.9s of the 201.9s of remaining time.\n",
      "No improvement since epoch 2: early stopping\n",
      "No improvement since epoch 9: early stopping\n",
      "No improvement since epoch 7: early stopping\n",
      "\t0.6968\t = Validation score   (f1)\n",
      "\t33.32s\t = Training   runtime\n",
      "\t0.75s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 198.56s of the 198.55s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:15:31] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:15:32] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:15:32] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:15:33] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:15:33] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6575\t = Validation score   (f1)\n",
      "\t49.26s\t = Training   runtime\n",
      "\t0.28s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 195.85s of the 195.85s of remaining time.\n",
      "\t0.5791\t = Validation score   (f1)\n",
      "\t110.78s\t = Training   runtime\n",
      "\t7.01s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 185.66s of the 185.66s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6685\t = Validation score   (f1)\n",
      "\t86.86s\t = Training   runtime\n",
      "\t0.23s\t = Validation runtime\n",
      "Repeating k-fold bagging: 8/20\n",
      "Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 177.07s of the 177.07s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6648\t = Validation score   (f1)\n",
      "\t74.77s\t = Training   runtime\n",
      "\t0.3s\t = Validation runtime\n",
      "Fitting model: LightGBM_BAG_L1 ... Training model for up to 159.01s of the 159.01s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6779\t = Validation score   (f1)\n",
      "\t74.99s\t = Training   runtime\n",
      "\t0.26s\t = Validation runtime\n",
      "Fitting model: CatBoost_BAG_L1 ... Training model for up to 132.91s of the 132.91s of remaining time.\n",
      "\t0.6667\t = Validation score   (f1)\n",
      "\t28.02s\t = Training   runtime\n",
      "\t0.16s\t = Validation runtime\n",
      "Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 123.28s of the 123.27s of remaining time.\n",
      "No improvement since epoch 2: early stopping\n",
      "No improvement since epoch 4: early stopping\n",
      "No improvement since epoch 3: early stopping\n",
      "No improvement since epoch 6: early stopping\n",
      "\t0.6913\t = Validation score   (f1)\n",
      "\t46.57s\t = Training   runtime\n",
      "\t1.01s\t = Validation runtime\n",
      "Fitting model: XGBoost_BAG_L1 ... Training model for up to 109.42s of the 109.42s of remaining time.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[07:17:01] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:17:03] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:17:06] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:17:08] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n",
      "[07:17:12] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\t0.6556\t = Validation score   (f1)\n",
      "\t79.28s\t = Training   runtime\n",
      "\t0.37s\t = Validation runtime\n",
      "Fitting model: NeuralNetMXNet_BAG_L1 ... Training model for up to 78.94s of the 78.94s of remaining time.\n",
      "\t0.5893\t = Validation score   (f1)\n",
      "\t133.2s\t = Training   runtime\n",
      "\t9.14s\t = Validation runtime\n",
      "Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 54.21s of the 54.21s of remaining time.\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\tRan out of time, early stopping on iteration 337. Best iteration is:\n",
      "\t[255]\ttrain_set's binary_logloss: 0.00410377\ttrain_set's f1: 1\tvalid_set's binary_logloss: 0.638326\tvalid_set's f1: 0.759494\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "\t0.6648\t = Validation score   (f1)\n",
      "\t130.78s\t = Training   runtime\n",
      "\t0.36s\t = Validation runtime\n",
      "Completed 8/20 k-fold bagging repeats ...\n",
      "Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.0s of the 9.09s of remaining time.\n",
      "\t0.7123\t = Validation score   (f1)\n",
      "\t5.68s\t = Training   runtime\n",
      "\t0.02s\t = Validation runtime\n",
      "AutoGluon training complete, total runtime = 596.69s ...\n",
      "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"AutogluonModels/ag-20220114_070850/\")\n"
     ]
    }
   ],
   "source": [
    "predictor = TabularPredictor(label='Outcome',eval_metric='f1').fit(train_data=train,time_limit=600,presets='best_quality')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Summary of fit() ***\n",
      "Estimated performance of each model:\n",
      "                      model  score_val  pred_time_val    fit_time  pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  fit_order\n",
      "0       WeightedEnsemble_L2   0.712329       1.795759  207.161918                0.019053           5.680517            2       True         14\n",
      "1    NeuralNetFastAI_BAG_L1   0.691293       1.014626   46.571180                1.014626          46.571180            1       True         10\n",
      "2           LightGBM_BAG_L1   0.677871       0.263802   74.987325                0.263802          74.987325            1       True          4\n",
      "3           CatBoost_BAG_L1   0.666667       0.157141   28.015697                0.157141          28.015697            1       True          7\n",
      "4      LightGBMLarge_BAG_L1   0.664804       0.363584  130.782917                0.363584         130.782917            1       True         13\n",
      "5         LightGBMXT_BAG_L1   0.664773       0.303729   74.773378                0.303729          74.773378            1       True          3\n",
      "6            XGBoost_BAG_L1   0.655556       0.371764   79.279789                0.371764          79.279789            1       True         11\n",
      "7   RandomForestEntr_BAG_L1   0.655367       0.125004    0.742871                0.125004           0.742871            1       True          6\n",
      "8     ExtraTreesGini_BAG_L1   0.651163       0.126515    0.643107                0.126515           0.643107            1       True          8\n",
      "9   RandomForestGini_BAG_L1   0.641834       0.124819    0.647315                0.124819           0.647315            1       True          5\n",
      "10    ExtraTreesEntr_BAG_L1   0.635838       0.126816    0.644084                0.126816           0.644084            1       True          9\n",
      "11    KNeighborsUnif_BAG_L1   0.591781       0.101794    0.004953                0.101794           0.004953            1       True          1\n",
      "12    NeuralNetMXNet_BAG_L1   0.589286       9.143511  133.201227                9.143511         133.201227            1       True         12\n",
      "13    KNeighborsDist_BAG_L1   0.586301       0.101856    0.004780                0.101856           0.004780            1       True          2\n",
      "Number of models trained: 14\n",
      "Types of models trained:\n",
      "{'StackerEnsembleModel_NNFastAiTabular', 'StackerEnsembleModel_TabularNeuralNet', 'StackerEnsembleModel_LGB', 'StackerEnsembleModel_KNN', 'StackerEnsembleModel_RF', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_CatBoost', 'StackerEnsembleModel_XGBoost'}\n",
      "Bagging used: True  (with 5 folds)\n",
      "Multi-layer stack-ensembling used: False \n",
      "Feature Metadata (Processed):\n",
      "(raw dtype, special dtypes):\n",
      "('float', []) : 2 | ['BMI', 'DiabetesPedigreeFunction']\n",
      "('int', [])   : 6 | ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', ...]\n",
      "Plot summary of models saved to file: AutogluonModels/ag-20220114_070850/SummaryOfModels.html\n",
      "*** End of fit() summary ***\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',\n",
       "  'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',\n",
       "  'LightGBMXT_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'LightGBM_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'RandomForestGini_BAG_L1': 'StackerEnsembleModel_RF',\n",
       "  'RandomForestEntr_BAG_L1': 'StackerEnsembleModel_RF',\n",
       "  'CatBoost_BAG_L1': 'StackerEnsembleModel_CatBoost',\n",
       "  'ExtraTreesGini_BAG_L1': 'StackerEnsembleModel_XT',\n",
       "  'ExtraTreesEntr_BAG_L1': 'StackerEnsembleModel_XT',\n",
       "  'NeuralNetFastAI_BAG_L1': 'StackerEnsembleModel_NNFastAiTabular',\n",
       "  'XGBoost_BAG_L1': 'StackerEnsembleModel_XGBoost',\n",
       "  'NeuralNetMXNet_BAG_L1': 'StackerEnsembleModel_TabularNeuralNet',\n",
       "  'LightGBMLarge_BAG_L1': 'StackerEnsembleModel_LGB',\n",
       "  'WeightedEnsemble_L2': 'WeightedEnsembleModel'},\n",
       " 'model_performance': {'KNeighborsUnif_BAG_L1': 0.5917808219178083,\n",
       "  'KNeighborsDist_BAG_L1': 0.5863013698630137,\n",
       "  'LightGBMXT_BAG_L1': 0.6647727272727274,\n",
       "  'LightGBM_BAG_L1': 0.6778711484593838,\n",
       "  'RandomForestGini_BAG_L1': 0.6418338108882521,\n",
       "  'RandomForestEntr_BAG_L1': 0.655367231638418,\n",
       "  'CatBoost_BAG_L1': 0.6666666666666666,\n",
       "  'ExtraTreesGini_BAG_L1': 0.6511627906976744,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.6358381502890174,\n",
       "  'NeuralNetFastAI_BAG_L1': 0.6912928759894459,\n",
       "  'XGBoost_BAG_L1': 0.6555555555555556,\n",
       "  'NeuralNetMXNet_BAG_L1': 0.5892857142857143,\n",
       "  'LightGBMLarge_BAG_L1': 0.664804469273743,\n",
       "  'WeightedEnsemble_L2': 0.7123287671232876},\n",
       " 'model_best': 'WeightedEnsemble_L2',\n",
       " 'model_paths': {'KNeighborsUnif_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/KNeighborsUnif_BAG_L1/',\n",
       "  'KNeighborsDist_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/KNeighborsDist_BAG_L1/',\n",
       "  'LightGBMXT_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/LightGBMXT_BAG_L1/',\n",
       "  'LightGBM_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/LightGBM_BAG_L1/',\n",
       "  'RandomForestGini_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/RandomForestGini_BAG_L1/',\n",
       "  'RandomForestEntr_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/RandomForestEntr_BAG_L1/',\n",
       "  'CatBoost_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/CatBoost_BAG_L1/',\n",
       "  'ExtraTreesGini_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/ExtraTreesGini_BAG_L1/',\n",
       "  'ExtraTreesEntr_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/ExtraTreesEntr_BAG_L1/',\n",
       "  'NeuralNetFastAI_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/NeuralNetFastAI_BAG_L1/',\n",
       "  'XGBoost_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/XGBoost_BAG_L1/',\n",
       "  'NeuralNetMXNet_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/NeuralNetMXNet_BAG_L1/',\n",
       "  'LightGBMLarge_BAG_L1': 'AutogluonModels/ag-20220114_070850/models/LightGBMLarge_BAG_L1/',\n",
       "  'WeightedEnsemble_L2': 'AutogluonModels/ag-20220114_070850/models/WeightedEnsemble_L2/'},\n",
       " 'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.0049533843994140625,\n",
       "  'KNeighborsDist_BAG_L1': 0.004780292510986328,\n",
       "  'LightGBMXT_BAG_L1': 74.77337837219238,\n",
       "  'LightGBM_BAG_L1': 74.98732542991638,\n",
       "  'RandomForestGini_BAG_L1': 0.647315263748169,\n",
       "  'RandomForestEntr_BAG_L1': 0.742870569229126,\n",
       "  'CatBoost_BAG_L1': 28.015697479248047,\n",
       "  'ExtraTreesGini_BAG_L1': 0.6431066989898682,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.6440837383270264,\n",
       "  'NeuralNetFastAI_BAG_L1': 46.57117962837219,\n",
       "  'XGBoost_BAG_L1': 79.27978920936584,\n",
       "  'NeuralNetMXNet_BAG_L1': 133.2012267112732,\n",
       "  'LightGBMLarge_BAG_L1': 130.7829167842865,\n",
       "  'WeightedEnsemble_L2': 5.680516719818115},\n",
       " 'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.10179424285888672,\n",
       "  'KNeighborsDist_BAG_L1': 0.10185599327087402,\n",
       "  'LightGBMXT_BAG_L1': 0.3037288188934326,\n",
       "  'LightGBM_BAG_L1': 0.26380181312561035,\n",
       "  'RandomForestGini_BAG_L1': 0.12481856346130371,\n",
       "  'RandomForestEntr_BAG_L1': 0.12500381469726562,\n",
       "  'CatBoost_BAG_L1': 0.15714097023010254,\n",
       "  'ExtraTreesGini_BAG_L1': 0.12651467323303223,\n",
       "  'ExtraTreesEntr_BAG_L1': 0.1268155574798584,\n",
       "  'NeuralNetFastAI_BAG_L1': 1.0146257877349854,\n",
       "  'XGBoost_BAG_L1': 0.3717641830444336,\n",
       "  'NeuralNetMXNet_BAG_L1': 9.143510818481445,\n",
       "  'LightGBMLarge_BAG_L1': 0.3635835647583008,\n",
       "  'WeightedEnsemble_L2': 0.019052505493164062},\n",
       " 'num_bag_folds': 5,\n",
       " 'max_stack_level': 2,\n",
       " 'num_classes': 2,\n",
       " 'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'KNeighborsDist_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'LightGBMXT_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBM_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'RandomForestGini_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'RandomForestEntr_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'CatBoost_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'ExtraTreesGini_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'ExtraTreesEntr_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True,\n",
       "   'use_child_oof': True},\n",
       "  'NeuralNetFastAI_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'XGBoost_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'NeuralNetMXNet_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'LightGBMLarge_BAG_L1': {'use_orig_features': True,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True},\n",
       "  'WeightedEnsemble_L2': {'use_orig_features': False,\n",
       "   'max_base_models': 25,\n",
       "   'max_base_models_per_type': 5,\n",
       "   'save_bag_folds': True}},\n",
       " 'leaderboard':                       model  score_val  pred_time_val    fit_time  \\\n",
       " 0       WeightedEnsemble_L2   0.712329       1.795759  207.161918   \n",
       " 1    NeuralNetFastAI_BAG_L1   0.691293       1.014626   46.571180   \n",
       " 2           LightGBM_BAG_L1   0.677871       0.263802   74.987325   \n",
       " 3           CatBoost_BAG_L1   0.666667       0.157141   28.015697   \n",
       " 4      LightGBMLarge_BAG_L1   0.664804       0.363584  130.782917   \n",
       " 5         LightGBMXT_BAG_L1   0.664773       0.303729   74.773378   \n",
       " 6            XGBoost_BAG_L1   0.655556       0.371764   79.279789   \n",
       " 7   RandomForestEntr_BAG_L1   0.655367       0.125004    0.742871   \n",
       " 8     ExtraTreesGini_BAG_L1   0.651163       0.126515    0.643107   \n",
       " 9   RandomForestGini_BAG_L1   0.641834       0.124819    0.647315   \n",
       " 10    ExtraTreesEntr_BAG_L1   0.635838       0.126816    0.644084   \n",
       " 11    KNeighborsUnif_BAG_L1   0.591781       0.101794    0.004953   \n",
       " 12    NeuralNetMXNet_BAG_L1   0.589286       9.143511  133.201227   \n",
       " 13    KNeighborsDist_BAG_L1   0.586301       0.101856    0.004780   \n",
       " \n",
       "     pred_time_val_marginal  fit_time_marginal  stack_level  can_infer  \\\n",
       " 0                 0.019053           5.680517            2       True   \n",
       " 1                 1.014626          46.571180            1       True   \n",
       " 2                 0.263802          74.987325            1       True   \n",
       " 3                 0.157141          28.015697            1       True   \n",
       " 4                 0.363584         130.782917            1       True   \n",
       " 5                 0.303729          74.773378            1       True   \n",
       " 6                 0.371764          79.279789            1       True   \n",
       " 7                 0.125004           0.742871            1       True   \n",
       " 8                 0.126515           0.643107            1       True   \n",
       " 9                 0.124819           0.647315            1       True   \n",
       " 10                0.126816           0.644084            1       True   \n",
       " 11                0.101794           0.004953            1       True   \n",
       " 12                9.143511         133.201227            1       True   \n",
       " 13                0.101856           0.004780            1       True   \n",
       " \n",
       "     fit_order  \n",
       " 0          14  \n",
       " 1          10  \n",
       " 2           4  \n",
       " 3           7  \n",
       " 4          13  \n",
       " 5           3  \n",
       " 6          11  \n",
       " 7           6  \n",
       " 8           8  \n",
       " 9           5  \n",
       " 10          9  \n",
       " 11          1  \n",
       " 12         12  \n",
       " 13          2  }"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.fit_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='model'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictor.leaderboard(silent=True).plot(kind=\"bar\", x=\"model\", y=\"score_val\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy score: 0.7359307359307359\n",
      "Confusion matrix:\n",
      " [[129  23]\n",
      " [ 38  41]]\n",
      "\n",
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.77      0.85      0.81       152\n",
      "           1       0.64      0.52      0.57        79\n",
      "\n",
      "    accuracy                           0.74       231\n",
      "   macro avg       0.71      0.68      0.69       231\n",
      "weighted avg       0.73      0.74      0.73       231\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Making prediction\n",
    "predictions = predictor.predict(test)\n",
    "## Evaluation\n",
    "print('Accuracy score:',accuracy_score(test['Outcome'].values,predictions))\n",
    "print('Confusion matrix:\\n',confusion_matrix(test['Outcome'].values,predictions))\n",
    "print('\\nClassification Report: \\n',classification_report(test['Outcome'].values,predictions))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}