{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold, GridSearchCV\n",
    "from sklearn.metrics import confusion_matrix, mean_squared_error, mean_absolute_error, r2_score\n",
    "import xgboost\n",
    "import time\n",
    "from joblib import dump, load\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('final_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['minute', 'position_name', 'shot_body_part_name', 'shot_technique_name',\n",
       "       'shot_type_name', 'shot_first_time', 'shot_one_on_one',\n",
       "       'shot_aerial_won', 'shot_open_goal', 'shot_follows_dribble',\n",
       "       'shot_redirect', 'x1', 'y1', 'number_of_players_opponents',\n",
       "       'number_of_players_teammates', 'is_goal', 'angle', 'distance',\n",
       "       'x_player_opponent_Goalkeeper', 'x_player_opponent_8',\n",
       "       'x_player_opponent_1', 'x_player_opponent_2', 'x_player_opponent_3',\n",
       "       'x_player_teammate_1', 'x_player_opponent_4', 'x_player_opponent_5',\n",
       "       'x_player_opponent_6', 'x_player_teammate_2', 'x_player_opponent_9',\n",
       "       'x_player_opponent_10', 'x_player_opponent_11', 'x_player_teammate_3',\n",
       "       'x_player_teammate_4', 'x_player_teammate_5', 'x_player_teammate_6',\n",
       "       'x_player_teammate_7', 'x_player_teammate_8', 'x_player_teammate_9',\n",
       "       'x_player_teammate_10', 'y_player_opponent_Goalkeeper',\n",
       "       'y_player_opponent_8', 'y_player_opponent_1', 'y_player_opponent_2',\n",
       "       'y_player_opponent_3', 'y_player_teammate_1', 'y_player_opponent_4',\n",
       "       'y_player_opponent_5', 'y_player_opponent_6', 'y_player_teammate_2',\n",
       "       'y_player_opponent_9', 'y_player_opponent_10', 'y_player_opponent_11',\n",
       "       'y_player_teammate_3', 'y_player_teammate_4', 'y_player_teammate_5',\n",
       "       'y_player_teammate_6', 'y_player_teammate_7', 'y_player_teammate_8',\n",
       "       'y_player_teammate_9', 'y_player_teammate_10', 'x_player_opponent_7',\n",
       "       'y_player_opponent_7', 'x_player_teammate_Goalkeeper',\n",
       "       'y_player_teammate_Goalkeeper'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>minute</th>\n",
       "      <th>position_name</th>\n",
       "      <th>shot_body_part_name</th>\n",
       "      <th>shot_technique_name</th>\n",
       "      <th>shot_type_name</th>\n",
       "      <th>shot_first_time</th>\n",
       "      <th>shot_one_on_one</th>\n",
       "      <th>shot_aerial_won</th>\n",
       "      <th>shot_open_goal</th>\n",
       "      <th>shot_follows_dribble</th>\n",
       "      <th>...</th>\n",
       "      <th>y_player_teammate_5</th>\n",
       "      <th>y_player_teammate_6</th>\n",
       "      <th>y_player_teammate_7</th>\n",
       "      <th>y_player_teammate_8</th>\n",
       "      <th>y_player_teammate_9</th>\n",
       "      <th>y_player_teammate_10</th>\n",
       "      <th>x_player_opponent_7</th>\n",
       "      <th>y_player_opponent_7</th>\n",
       "      <th>x_player_teammate_Goalkeeper</th>\n",
       "      <th>y_player_teammate_Goalkeeper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Right Center Forward</td>\n",
       "      <td>Right Foot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Open Play</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>Right Center Forward</td>\n",
       "      <td>Left Foot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Open Play</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>Center Midfield</td>\n",
       "      <td>Right Foot</td>\n",
       "      <td>Half Volley</td>\n",
       "      <td>Open Play</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>48.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>Left Center Midfield</td>\n",
       "      <td>Right Foot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Open Play</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Right Center Back</td>\n",
       "      <td>Left Foot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Open Play</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   minute         position_name shot_body_part_name shot_technique_name  \\\n",
       "0       0  Right Center Forward          Right Foot              Normal   \n",
       "1       5  Right Center Forward           Left Foot              Normal   \n",
       "2       5       Center Midfield          Right Foot         Half Volley   \n",
       "3       5  Left Center Midfield          Right Foot              Normal   \n",
       "4       5     Right Center Back           Left Foot              Normal   \n",
       "\n",
       "  shot_type_name  shot_first_time  shot_one_on_one  shot_aerial_won  \\\n",
       "0      Open Play            False            False            False   \n",
       "1      Open Play            False            False            False   \n",
       "2      Open Play             True            False            False   \n",
       "3      Open Play            False            False            False   \n",
       "4      Open Play             True            False            False   \n",
       "\n",
       "   shot_open_goal  shot_follows_dribble  ...  y_player_teammate_5  \\\n",
       "0           False                 False  ...                  NaN   \n",
       "1           False                 False  ...                  NaN   \n",
       "2           False                 False  ...                 48.9   \n",
       "3           False                 False  ...                  NaN   \n",
       "4           False                 False  ...                  NaN   \n",
       "\n",
       "   y_player_teammate_6  y_player_teammate_7  y_player_teammate_8  \\\n",
       "0                  NaN                  NaN                  NaN   \n",
       "1                  NaN                  NaN                  NaN   \n",
       "2                  NaN                  NaN                  NaN   \n",
       "3                  NaN                  NaN                  NaN   \n",
       "4                  NaN                  NaN                  NaN   \n",
       "\n",
       "   y_player_teammate_9  y_player_teammate_10  x_player_opponent_7  \\\n",
       "0                  NaN                   NaN                  NaN   \n",
       "1                  NaN                   NaN                  NaN   \n",
       "2                  NaN                   NaN                  NaN   \n",
       "3                  NaN                   NaN                  NaN   \n",
       "4                  NaN                   NaN                  NaN   \n",
       "\n",
       "   y_player_opponent_7  x_player_teammate_Goalkeeper  \\\n",
       "0                  NaN                           NaN   \n",
       "1                  NaN                           NaN   \n",
       "2                  NaN                           NaN   \n",
       "3                  NaN                           NaN   \n",
       "4                  NaN                           NaN   \n",
       "\n",
       "   y_player_teammate_Goalkeeper  \n",
       "0                           NaN  \n",
       "1                           NaN  \n",
       "2                           NaN  \n",
       "3                           NaN  \n",
       "4                           NaN  \n",
       "\n",
       "[5 rows x 64 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change the type of categorical features to 'category' \n",
    "df[['position_name', \n",
    "    'shot_technique_name', \n",
    "    'shot_type_name', \n",
    "    'number_of_players_opponents', \n",
    "    'number_of_players_teammates', \n",
    "    'shot_body_part_name']] = df[['position_name', \n",
    "                                  'shot_technique_name', \n",
    "                                  'shot_type_name', \n",
    "                                  'number_of_players_opponents', \n",
    "                                  'number_of_players_teammates', \n",
    "                                  'shot_body_part_name']].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting the dataset into features (X) and the target variable (y)\n",
    "y = pd.DataFrame(df['is_goal'])\n",
    "X = df.drop(['is_goal'], axis=1)\n",
    "\n",
    "# Splitting the data into a training set and a test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
    "\n",
    "# Create cross-validation \n",
    "cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shots attempted in the training set: 27085\n",
      "Goals scored in the training set: 3588\n"
     ]
    }
   ],
   "source": [
    "count_class_0, count_class_1 = y_train.value_counts()\n",
    "\n",
    "# Display the count of shots attempted in the training set\n",
    "print('Shots attempted in the training set:', count_class_0)\n",
    "\n",
    "# Display the count of successful goals in the training set\n",
    "print('Goals scored in the training set:', count_class_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Class imbalance in training data: 7.549\n"
     ]
    }
   ],
   "source": [
    "# Class imbalance in training data\n",
    "scale_pos_weight = count_class_0 / count_class_1\n",
    "print(f' Class imbalance in training data: {scale_pos_weight:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training XGBoost model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the xgboost model\n",
    "xgb_model = xgboost.XGBClassifier(enable_categorical=True, tree_method='hist', objective='binary:logistic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining the hyper-parameter grid for XG Boost\n",
    "param_grid_xgb = {'learning_rate': [0.01, 0.001, 0.0001],\n",
    "              'max_depth': [3, 5, 7, 8, 9],\n",
    "              'n_estimators': [100, 150, 200, 250, 300],\n",
    "              'scale_pos_weight': [1, scale_pos_weight]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Starting the timer\n",
    "start_time = time.time()\n",
    "\n",
    "# Perform grid search with cross-validation\n",
    "grid_xg = GridSearchCV(xgb_model, param_grid=param_grid_xgb, cv=cv, scoring='neg_mean_squared_error', n_jobs=-1)\n",
    "\n",
    "# Fit the best model on the entire training set\n",
    "grid_xg.fit(X_train, y_train)\n",
    "\n",
    "# Take the best parameters for xgboost model\n",
    "best_xgb_model = grid_xg.best_estimator_\n",
    "\n",
    "# Stopping the timer\n",
    "stop_time = time.time()\n",
    "\n",
    "# Training Time\n",
    "xgb_training_time = stop_time - start_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters:  {'learning_rate': 0.01, 'max_depth': 3, 'n_estimators': 300, 'scale_pos_weight': 1}\n",
      "Model Training Time: 912.022 seconds\n"
     ]
    }
   ],
   "source": [
    "# Print the best parameters and training time\n",
    "print(\"Best parameters: \", grid_xg.best_params_)\n",
    "print (f\"Model Training Time: {xgb_training_time:.3f} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluate the model on training set\n",
    "y_pred_train = best_xgb_model.predict(X_train)\n",
    "\n",
    "# Confusion Matrix for Training Data\n",
    "cm_train_xg = confusion_matrix(y_train, y_pred_train)\n",
    "ax = sns.heatmap(cm_train_xg, annot=True, cmap='BuPu', fmt='g', linewidth=1.5)\n",
    "ax.set_xlabel('Predicted')\n",
    "ax.set_ylabel('Actual')\n",
    "ax.set_title('Confusion Matrix - Train Set')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Evaluate the model on test set\n",
    "y_pred_test = best_xgb_model.predict(X_test)\n",
    "\n",
    "# Confusion Matrix for Testig Data\n",
    "cm_test_xgb = confusion_matrix(y_test, y_pred_test)\n",
    "ax = sns.heatmap(cm_test_xgb, annot=True, cmap='Blues', fmt='g', linewidth=1.5)\n",
    "ax.set_xlabel('Predicted')\n",
    "ax.set_ylabel('Actual')\n",
    "ax.set_title('Confusion Matrix - Test Set')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The test dataset contains 7669 shots, with 914 of them being goals.\n"
     ]
    }
   ],
   "source": [
    "# Number of goals in test set\n",
    "print(f'The test dataset contains {len(y_test)} shots, with {y_test.sum()[\"is_goal\"]} of them being goals.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot feature importance with Gain\n",
    "xgboost.plot_importance(best_xgb_model, importance_type='gain', xlabel='Gain', max_num_features=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot feature importance with Weight\n",
    "xgboost.plot_importance(best_xgb_model, importance_type='weight', xlabel='Weight', max_num_features=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating MAE, RMSE and R2 for training and test sets \n",
    "mae_train = mean_absolute_error(y_train, y_pred_train)\n",
    "rmse_train = mean_squared_error(y_train, y_pred_train, squared=False)\n",
    "r2_train = r2_score(y_train, y_pred_train)\n",
    "\n",
    "mae_test = mean_absolute_error(y_test, y_pred_test)\n",
    "rmse_test = mean_squared_error(y_test, y_pred_test, squared=False)\n",
    "r2_test = r2_score(y_test, y_pred_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_57229_row0_col0, #T_57229_row0_col1, #T_57229_row0_col2, #T_57229_row0_col3, #T_57229_row0_col4, #T_57229_row0_col5, #T_57229_row0_col6 {\n",
       "  font-weight: bold;\n",
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       "}\n",
       "</style>\n",
       "<table id=\"T_57229\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_57229_level0_col0\" class=\"col_heading level0 col0\" >Training MAE</th>\n",
       "      <th id=\"T_57229_level0_col1\" class=\"col_heading level0 col1\" >Training RMSE</th>\n",
       "      <th id=\"T_57229_level0_col2\" class=\"col_heading level0 col2\" >Training R2</th>\n",
       "      <th id=\"T_57229_level0_col3\" class=\"col_heading level0 col3\" >Testing MAE</th>\n",
       "      <th id=\"T_57229_level0_col4\" class=\"col_heading level0 col4\" >Testing RMSE</th>\n",
       "      <th id=\"T_57229_level0_col5\" class=\"col_heading level0 col5\" >Testing R2</th>\n",
       "      <th id=\"T_57229_level0_col6\" class=\"col_heading level0 col6\" >Training Time (mins)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >Model Name</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_57229_level0_row0\" class=\"row_heading level0 row0\" >XG Boost</th>\n",
       "      <td id=\"T_57229_row0_col0\" class=\"data row0 col0\" >0.10305</td>\n",
       "      <td id=\"T_57229_row0_col1\" class=\"data row0 col1\" >0.32102</td>\n",
       "      <td id=\"T_57229_row0_col2\" class=\"data row0 col2\" >0.00230</td>\n",
       "      <td id=\"T_57229_row0_col3\" class=\"data row0 col3\" >0.10497</td>\n",
       "      <td id=\"T_57229_row0_col4\" class=\"data row0 col4\" >0.32399</td>\n",
       "      <td id=\"T_57229_row0_col5\" class=\"data row0 col5\" >0.00009</td>\n",
       "      <td id=\"T_57229_row0_col6\" class=\"data row0 col6\" >15.20037</td>\n",
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       "  </tbody>\n",
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       "<pandas.io.formats.style.Styler at 0x28e464b10>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating of dataframe of summary results\n",
    "summary_df = pd.DataFrame({'Model Name':['XG Boost'],\n",
    "                          'Training MAE': mae_train, \n",
    "                          'Training RMSE': rmse_train,\n",
    "                          'Training R2':r2_train,\n",
    "                          'Testing MAE': mae_test, \n",
    "                          'Testing RMSE': rmse_test,\n",
    "                          'Testing R2':r2_test,\n",
    "                          'Training Time (mins)': xgb_training_time/60})\n",
    "summary_df.set_index('Model Name', inplace=True)\n",
    "\n",
    "# Displaying summary of results\n",
    "summary_df.style.format(precision =5).set_properties(**{'font-weight': 'bold',\n",
    "            'border': '2.0px solid grey','color': 'white'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Keeping the xgboost model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the model\n",
    "dump(best_xgb_model, 'xgboost.joblib') \n",
    "\n",
    "# Load the model\n",
    "model = load('xgboost.joblib')"
   ]
  }
 ],
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