{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('final_data.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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_deflected', 'shot_open_goal',\n",
       "       'shot_follows_dribble', 'shot_redirect', 'x1', 'y1',\n",
       "       'number_of_players_opponents', 'number_of_players_teammates', 'is_goal',\n",
       "       'angle', 'distance', 'x_player_opponent_Goalkeeper',\n",
       "       'x_player_opponent_8', 'x_player_opponent_1', 'x_player_opponent_2',\n",
       "       'x_player_opponent_3', 'x_player_teammate_1', 'x_player_opponent_4',\n",
       "       'x_player_opponent_5', 'x_player_opponent_6', 'x_player_teammate_2',\n",
       "       'x_player_opponent_9', 'x_player_opponent_10', 'x_player_opponent_11',\n",
       "       'x_player_teammate_3', 'x_player_teammate_4', 'x_player_teammate_5',\n",
       "       'x_player_teammate_6', 'x_player_teammate_7', 'x_player_teammate_8',\n",
       "       'x_player_teammate_9', 'x_player_teammate_10',\n",
       "       'y_player_opponent_Goalkeeper', 'y_player_opponent_8',\n",
       "       'y_player_opponent_1', 'y_player_opponent_2', 'y_player_opponent_3',\n",
       "       'y_player_teammate_1', 'y_player_opponent_4', 'y_player_opponent_5',\n",
       "       'y_player_opponent_6', 'y_player_teammate_2', 'y_player_opponent_9',\n",
       "       'y_player_opponent_10', 'y_player_opponent_11', 'y_player_teammate_3',\n",
       "       'y_player_teammate_4', 'y_player_teammate_5', 'y_player_teammate_6',\n",
       "       'y_player_teammate_7', 'y_player_teammate_8', 'y_player_teammate_9',\n",
       "       'y_player_teammate_10', 'x_player_opponent_7', 'y_player_opponent_7',\n",
       "       'x_player_teammate_Goalkeeper', 'y_player_teammate_Goalkeeper',\n",
       "       'shot_kick_off'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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_deflected</th>\n",
       "      <th>shot_open_goal</th>\n",
       "      <th>...</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",
       "      <th>shot_kick_off</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>False</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>False</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>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>False</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>False</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>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 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_deflected  shot_open_goal  ...  y_player_teammate_6  \\\n",
       "0           False           False  ...                  NaN   \n",
       "1           False           False  ...                  NaN   \n",
       "2           False           False  ...                  NaN   \n",
       "3           False           False  ...                  NaN   \n",
       "4           False           False  ...                  NaN   \n",
       "\n",
       "   y_player_teammate_7  y_player_teammate_8  y_player_teammate_9  \\\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_10  x_player_opponent_7  y_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",
       "   x_player_teammate_Goalkeeper  y_player_teammate_Goalkeeper  shot_kick_off  \n",
       "0                           NaN                           NaN          False  \n",
       "1                           NaN                           NaN          False  \n",
       "2                           NaN                           NaN          False  \n",
       "3                           NaN                           NaN          False  \n",
       "4                           NaN                           NaN          False  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 6,
   "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": 7,
   "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": 8,
   "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": 9,
   "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": 10,
   "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": 11,
   "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": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters:  {'learning_rate': 0.01, 'max_depth': 5, 'n_estimators': 300, 'scale_pos_weight': 1}\n",
      "Model Training Time: 1916.225 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": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vVrVq1VSyZEnVrl1btWvXNvVaAJdUsA8p4Vbz22+/GQMGDDAqVqxoeHh4GMWLFzeaNGlivPHGG8b58+dt/bKysozx48cblSpVMgoXLmyUK1fOGDNmjF0fw7j4WHO7du1yneefj9Ne7bFmwzCMr7/+2qhdu7bh4eFhVK9e3fjggw9yPda8evVqo2PHjkZQUJDh4eFhBAUFGT169LB7rPRKj7kahmF88803RpMmTQwvLy/D29vb6NChg/Hrr7/a9bl0vn8+Nj1//nxDkrF///6r3lPDsH+s+Wqu9ljz8OHDjcDAQMPLy8to0qSJkZiYeMXHkT/77DMjODjYKFSokN11Nm/e3KhVq9YVz3n5cVJTU40KFSoY9957r5GVlWXXb9iwYYabm5uRmJh4zWu4Edd6rHnJkiW5+uf1nlztseYr/Rz++efpSlJTU43p06cb4eHhRtmyZY3ChQsbxYsXN0JDQ4233nrLyMnJsev/999/G2PGjDGqVq1qeHh4GH5+fsb9999vTJkyxcjMzLT127Bhg9GgQQPDw8ODR5xxR7MYRj5WAwIAABQA1rAAAACXR2ABAAAuj8ACAABcHoEFAAC4PAILAABweQQWAADg8ggsAADA5fGmWwAATPaIpb1TjvO5sdwpx7kVUWEBAAAu77ausDgr0QK3un/+q+x8dk4BjQRwHZ7uN+/f7G7UBxx2WwcWAABcgcViKegh3PIILAAAmIwKi+O4gwAAwOVRYQEAwGRuTAk5jMACAIDJLExoOIw7CAAAXB4VFgAATMaUkOMILAAAmIwpIcdxBwEAgMujwgIAgMmYEnIcgQUAAJPx4jjHcQcBAIDLo8ICAIDJ+F1CjiOwAABgMqaEHEdgAQDAZCy6dRyRDwAAuDwqLAAAmIwXxzmOwAIAgMncLAQWR3EHAQCAy6PCAgCAySxi0a2jqLAAAGAyN4ubU7b8iI2NVaNGjVS8eHH5+/srIiJCu3fvtuvz4IMPymKx2G0DBw6063Pw4EG1a9dORYoUkb+/v0aOHKkLFy7Y9Vm7dq3uvfdeWa1WVa1aVXFxcbnGM2vWLFWsWFGenp4KCQnRjz/+mK/rIbAAAHAbWrdunaKiorRx40bFx8crKytLrVq1Unp6ul2/AQMG6MiRI7Zt8uTJtn3Z2dlq166dMjMztWHDBi1YsEBxcXEaO3asrc/+/fvVrl07tWjRQklJSRo6dKj69++vVatW2fosXrxY0dHRGjdunLZs2aJ69eopPDxcR48ezfP1WAzDMBy4Hy7tEUv7gh4C4BI+N5bbfT6fnVNAIwFch6f7zfs3+7+9nnTKcWafm3fD3z127Jj8/f21bt06NWvWTNLFCkv9+vU1bdq0K37nq6++Uvv27fXXX3+pdOnSkqS5c+dq9OjROnbsmDw8PDR69GitWLFC27dvt32ve/fuOn36tFauXClJCgkJUaNGjTRz5kxJUk5OjsqVK6enn35azz77bJ7GT4UFAACTWeTmlC0jI0Opqal2W0ZGRp7GcObMGUlSyZIl7doXLlwoPz8/1a5dW2PGjNHZs2dt+xITE1WnTh1bWJGk8PBwpaamaseOHbY+YWFhdscMDw9XYmKiJCkzM1ObN2+26+Pm5qawsDBbn7wgsAAAcIuIjY2Vj4+P3RYbG3vd7+Xk5Gjo0KFq0qSJateubWvv2bOnPvjgA3377bcaM2aM3n//ff3rX/+y7U9OTrYLK5Jsn5OTk6/ZJzU1VefOndPx48eVnZ19xT6XjpEXPCUEAIDJnPVq/jFjxig6OtquzWq1Xvd7UVFR2r59u9avX2/X/uST/5uqqlOnjgIDA9WyZUvt27dPVapUccqYnYXAAgCAyZz1yw+tVmueAsrlBg8erOXLlyshIUFly5a9Zt+QkBBJ0t69e1WlShUFBATkeponJSVFkhQQEGD770ttl/fx9vaWl5eX3N3d5e7ufsU+l46RF0wJAQBgsn8+OnyjW34YhqHBgwdr6dKlWrNmjSpVqnTd7yQlJUmSAgMDJUmhoaHatm2b3dM88fHx8vb2VnBwsK3P6tWr7Y4THx+v0NBQSZKHh4caNGhg1ycnJ0erV6+29ckLKiwAANyGoqKitGjRIn322WcqXry4bb2Ij4+PvLy8tG/fPi1atEht27bVXXfdpa1bt2rYsGFq1qyZ6tatK0lq1aqVgoOD9fjjj2vy5MlKTk7WCy+8oKioKFulZ+DAgZo5c6ZGjRqlJ554QmvWrNFHH32kFStW2MYSHR2tyMhINWzYUPfdd5+mTZum9PR09e3bN8/XQ2ABAMBkzpoSyo85c+ZIuvjo8uXmz5+vPn36yMPDQ998840tPJQrV05dunTRCy+8YOvr7u6u5cuXa9CgQQoNDVXRokUVGRmpCRMm2PpUqlRJK1as0LBhwzR9+nSVLVtWb7/9tsLDw219unXrpmPHjmns2LFKTk5W/fr1tXLlylwLca+F97AAdwDewwLkdjPfwzKi2BCnHGdK2nSnHOdWxBoWAADg8pgSAgDAZBbqAw4jsAAAYDJnvYflTkbkAwAALo8KCwAAJmNKyHEEFgAATOZmIbA4ijsIAABcHhUWAABM5iYW3TqKwAIAgMksTAk5jMACAIDJqLA4jsgHAABcHhUWAABMxlNCjiOwAABgMgtTQg4j8gEAAJdHhQUAALO5UWFxFIEFAACz8csPHcaUEAAAcHlUWAAAMJmFKSGHEVgAADAbU0IOY0oIAAC4PCosAACYjSkhhxFYAAAwG4HFYQQWAABMZmENi8NYwwIAAFweFRYAAMzGlJDDCCwAAJiNKSGHMSUEAABcHhUWAADMxpSQwwgsAACYzcKEhqO4gwAAwOVRYQEAwGT88kPHEVgAADAbgcVhTAkBAACXR4UFAACz8R4WhxFYAAAwG1NCDiOwAABgMn75oeNYwwIAAFweFRYAAMzGlJDDCCwAAJiNKSGHMSUEAABcHhUWAADMxpSQwwgsAACYjcDiMKaEAACAy6PCAgCAyXgPi+MILAAAmI0pIYcxJQQAAFweFRYAAMzGlJDDCCwAAJiNKSGHEVgAADAZi24dxxoWAADg8qiwAABgNqaEHEZgAQDAbAQWhzElBAAAXB4VFth0ffZRhXYOVZkaZZV5LlO7NuzUgtFxOvzbYbt+1RvX0OMvPa5qIdWVk52j/Um/a1z4WGWez5QkVb6nivpM6qOqje5WTnaOEj/ZoHei39b59POSpIciW2po3LArjuFx/146c+yMJKntv9up3eD28q/or2MHj2nJSx/p2/fXmHgHgBu3+adNinv3Xe3csUPHjh3T1Blv6KGwMNt+wzA0e+Yb+nTJEv3999+qf889en7sOFWoWNHuOAnr1urN2XO057fd8rBa1bBhI02bOfMmXw2cjkW3DiOwwKZ289paMWuF9mzaI/dC7nr85d4a//VERQUPUsbZDEkXw0rMyvH6OHaJ3nz6TeVcyFbFepWUk5MjSSoZWFITv3lR6xd/pzcHz5WXdxENmDZAQ+KGadKjsZKk9Yu/05aVm+3OPTRumAp7etjCSpuBbdQ7NlIzB7yhPZt+U7X7qivqrcFKO5WmTct/vIl3Bcibc2fPqXr16oro3FnRzzyTa//8d97Whx98oIkvx6pM2bKaNWOGBj05QEu/WC6r1SpJ+ubrrzV+7Fg9PXSo7mscouwL2dq7Z8/NvhSYgSkhhxFYYBPTZpzd5+l9puqDY4tUtUFV7fhuhySp/9T+Wj7jC30y6WNbv8srMI3aN1J21gXNjZojwzAkSbMHztIb22YpsEqgjuw7oszzmbZqjCR5+3mrzkN19Ua/Gba2Bx9/SCvf/ErrP/pOkpSyP0V3N7pbXUZ3IbDAJT3QrJkeaNbsivsMw9DC997TgKcGqkXLlpKkF195RQ81fUBrVn+jNm3b6cKFC5oU+7KGjRyhzl262r5bpWrVmzJ+wNUVaGA5fvy43n33XSUmJio5OVmSFBAQoPvvv199+vRRqVKlCnJ4d7yiPkUlSX+fTJMk+ZTyUfXGNbR24VpN+v5VBVYJ0KFdh/T+8+9r5/e/SpIKWQsrK/OCLaxIUua5i+Gk5gPBOrLvSK7zPNS7pTLOZmjDx9/b2gpbCyvrfJZdv4xzGbr7vmpyL+Su7AvZzr1YwESHDx3S8ePHFRIaamsrXry46tStq61Jv6hN23ba+euvOpqSIjeLmx7r3Fknjh9T9Ro1NWzkCN19d7UCHD2cgfewOK7AFt1u2rRJ1apV04wZM+Tj46NmzZqpWbNm8vHx0YwZM1SjRg399NNPBTW8O57FYlH/aQP06/odOrjjD0lSQOUASVKPmJ76+q1Vimk9Tvu27NOLq19SYNUgSdLWNVtVIqCEOo3orEKFC6mob1H1fqWPpIvTRVcS1u9hJSxaZ1d1+XnVFj3cv5Wq3FtFklS1QVW16h+uwh6F5e3nbdZlA6Y4fvy4JOkuv7vs2u+6y0/Hjx+TJB069Kckae6smXpy4EC9MWeuvH281T8yUmdOn76p44UJ3CzO2e5gBRZYnn76aT366KP6888/FRcXp0mTJmnSpEmKi4vTwYMH1bVrVz399NPXPU5GRoZSU1PttoyMjJtwBbe3gbMGqXztCnq1+2Rbm+X//7KsenOlVsd9o9+Tftc70W/r8O5DeviJhyVJf/56UNMipypieCctOfuJ3kv+QCn7k3Uq+ZRtncvlqjeuofLB5RX/ztd27Ysn/ldbvtqsVze+pqVZn+n5z/6jNQtWS5KMHCPXcYBb3aU/1/2fGqiwVq0UXKuWJrz0siwWi75etaqAR4dbUWxsrBo1aqTixYvL399fERER2r17t12f8+fPKyoqSnfddZeKFSumLl26KCUlxa7PwYMH1a5dOxUpUkT+/v4aOXKkLly4YNdn7dq1uvfee2W1WlW1alXFxcXlGs+sWbNUsWJFeXp6KiQkRD/+mL/p/QILLL/88ouGDRt2xTKZxWLRsGHDlJSUdN3jxMbGysfHx26LjY01YcR3jqfeGKiG7RvphRbP6cThE7b2U0dOSboYSi73584/5Vf+f9N3CR+uU2Tg4+pbJlK97uqhD2MWybuUt1J+T851rlb9W+n3n/dp35Z9du2Z5zM1o990PVqki/pXfEL9yvfV0QMpOpt61rYwF7hV+Pn5SZJOHD9h137ixHH5+V38u+P3/1PglatUse338PBQmbLllHwk91QqbjEWi3O2fFi3bp2ioqK0ceNGxcfHKysrS61atVJ6erqtz7Bhw/TFF19oyZIlWrdunf766y917tzZtj87O1vt2rVTZmamNmzYoAULFiguLk5jx4619dm/f7/atWunFi1aKCkpSUOHDlX//v216rKgvXjxYkVHR2vcuHHasmWL6tWrp/DwcB09ejTP11NggSUgIOCa6erHH39U6dKlr3ucMWPG6MyZM3bbmDFjnDnUO8pTbwxU406heuGh55VywD5lpxxI0YnDJ1Smelm79jLVyujYH7n/0J0+elrn08+rabdmyjqfpaT4JLv9nkU91eSxBxT/TvxVx5N9IVsnDp9QTk6OmnZvpk3Lf7RbHwPcCsqULSs/Pz/9sHGjrS0tLU3btm5V3fr1JEnBtWrJw8NDBw7st/XJysrSX38dVmBQ0E0fM5ysAKaEVq5cqT59+qhWrVqqV6+ebQZj8+aLT2meOXNG77zzjl5//XU99NBDatCggebPn68NGzZo4///Wf3666/166+/6oMPPlD9+vXVpk0bTZw4UbNmzVJm5sVp/Llz56pSpUp67bXXVLNmTQ0ePFhdu3bV1KlTbWN5/fXXNWDAAPXt21fBwcGaO3euihQponfffTfP11Ngi25HjBihJ598Ups3b1bLli1t4SQlJUWrV6/WW2+9pSlTplz3OFar1fZIIBwzcNYgNevZXC91fFHn/j4r39K+kqSzZ87a1pcsffUT9RjfS/t/2a/9Sb/rociWKlOjrF7p+r+qVruo9tq5YafOp51T/YfvUd9X+2rBswuUfibd7nxNuzWVeyF3rf3g21xjCbo7SNXuq6bdP/ymYiWKqWN0hMrXrqBpkVNz9QVcwdn0dB08+L/q4+HDh7Rr5075+PgoMChIvXr31ltvzlWFChVsjzWX8vfXQy0vvqulWLFierRbN82ZOVMBAYEKCgpS3LvvSJJahYcXyDXBiZy0/CQjIyPXsoe8/v/gmTMXq9MlS15cT7h582ZlZWUp7LL3BdWoUUPly5dXYmKiGjdurMTERNWpU8eugBAeHq5BgwZpx44duueee5SYmGh3jEt9hg4dKknKzMzU5s2b7YoJbm5uCgsLU2JiYp6vvcACS1RUlPz8/DR16lTNnj1b2dkXn/pwd3dXgwYNFBcXp8cee6yghndHavvvdpKk2HWv2LVP6zPVtn7k8+mfq7Cnh/pN7a/iJYtr/y/7Nfbh/yj5sumeu++rph7je8qrmJcO7TqkWU/NumIoCevXSomfJuYKMpLk5u6miOGdVKZ6GV3Iyta2b7dq9P0jdfQKlRzAFezYsUP9+0TaPk+ZNEmS9EhEhCa+HKu+/frr3LlzmjBunP7+O1X33HuvZs+bZ/d/NMNGjJS7eyE9/+xoZZw/rzp16+qtd+fL28fnpl8PXFNsbKzGjx9v1zZu3DjFxMRc83s5OTkaOnSomjRpotq1a0uSkpOT5eHhIV9fX7u+pUuXtj25m5ycnGu249Ln6/VJTU3VuXPndOrUKWVnZ1+xz65du65/0f+vQB9r7tatm7p166asrCzbKno/Pz8VLly4IId1x3rE0j5P/T6Z9LHde1j+aVrk63k6zugmI6+679CuQxp675A8HQdwBY3uu0+//LrzqvstFouinn5GUU/nfqncJYULF9bwUaM0fNQoM4aIguSkx5rHjBmj6Ohou7a8VFeioqK0fft2rV+/3injKAgu8eK4woULKzAwsKCHAQCAKSxOeiT5RpZBDB48WMuXL1dCQoLKlv3fGsSAgABlZmbq9OnTdlWWlJQUBQQE2Pr8c73ppaeILu/zzyeLUlJS5O3tLS8vL7m7u8vd3f2KfS4dIy/45YcAANyGDMPQ4MGDtXTpUq1Zs0aVKlWy29+gQQMVLlxYq1evtrXt3r1bBw8eVOj/v+QwNDRU27Zts3uaJz4+Xt7e3goODrb1ufwYl/pcOoaHh4caNGhg1ycnJ0erV6+29ckLl6iwAABwWyuAd75FRUVp0aJF+uyzz1S8eHHbmhMfHx95eXnJx8dH/fr1U3R0tEqWLClvb289/fTTCg0NVePGjSVJrVq1UnBwsB5//HFNnjxZycnJeuGFFxQVFWWr9AwcOFAzZ87UqFGj9MQTT2jNmjX66KOPtGLFCttYoqOjFRkZqYYNG+q+++7TtGnTlJ6err59++b5eggsAACYrQBezT9nzhxJ0oMPPmjXPn/+fPXp00eSNHXqVLm5ualLly7KyMhQeHi4Zs+ebevr7u6u5cuXa9CgQQoNDVXRokUVGRmpCRMm2PpUqlRJK1as0LBhwzR9+nSVLVtWb7/9tsIve7qtW7duOnbsmMaOHavk5GTVr19fK1euzNPrSy6xGLfxSy3yuogUuN19biy3+3w+O/dbh4E7jaf7zVsVMbnte045zqgvezvlOLciKiwAAJjtDv89QM5AYAEAwGzkFYfxlBAAAHB5VFgAADBbASy6vd0QWAAAMBvzGQ4jsAAAYDYqLA4j8wEAAJdHhQUAAJNZqLA4jMACAIDZyCsOY0oIAAC4PCosAACYjTfdOozAAgCA2VjD4jCmhAAAgMujwgIAgNkosDiMwAIAgNlYw+IwpoQAAIDLo8ICAIDZKLA4jMACAIDZeErIYQQWAABMZmENi8NYwwIAAFweFRYAAMxGgcVhBBYAAMzGGhaHMSUEAABcHhUWAADMxqJbhxFYAAAwG3nFYUwJAQAAl0eFBQAAs7Ho1mEEFgAAzMZ8hsO4hQAAwOVRYQEAwGxMCTmMwAIAgMksBBaHEVgAADAbCzAcxi0EAAAujwoLAABmY0rIYQQWAADMRmBxGFNCAADA5VFhAQDAbJQHHEZgAQDAbEwJOYzMBwAAXB4VFgAAzEaFxWEEFgAAzMZ8hsMILAAAmI0Ki8PIfAAAwOVRYQEAwGxUWBxGYAEAwGzMZziMWwgAAFweFRYAAMzGlJDDCCwAAJiNwOIwpoQAAIDLo8ICAIDZKA84jMACAIDZmBJyGJkPAAC4PCosAACYjQKLwwgsAACYzY3E4igCCwAAZmMNi8NYwwIAAFweFRYAAMxGgcVhBBYAAMzGGhaHMSUEAMBtKiEhQR06dFBQUJAsFouWLVtmt79Pnz6yWCx2W+vWre36nDx5Ur169ZK3t7d8fX3Vr18/paWl2fXZunWrmjZtKk9PT5UrV06TJ0/ONZYlS5aoRo0a8vT0VJ06dfTll1/m61oILAAAmM1icc6WT+np6apXr55mzZp11T6tW7fWkSNHbNuHH35ot79Xr17asWOH4uPjtXz5ciUkJOjJJ5+07U9NTVWrVq1UoUIFbd68Wa+++qpiYmI0b948W58NGzaoR48e6tevn37++WdFREQoIiJC27dvz/O1MCUEAIDZCmhGqE2bNmrTps01+1itVgUEBFxx386dO7Vy5Upt2rRJDRs2lCS98cYbatu2raZMmaKgoCAtXLhQmZmZevfdd+Xh4aFatWopKSlJr7/+ui3YTJ8+Xa1bt9bIkSMlSRMnTlR8fLxmzpypuXPn5ulaqLAAAHCLyMjIUGpqqt2WkZHh0DHXrl0rf39/Va9eXYMGDdKJEyds+xITE+Xr62sLK5IUFhYmNzc3/fDDD7Y+zZo1k4eHh61PeHi4du/erVOnTtn6hIWF2Z03PDxciYmJeR4ngQUAALO5WZyyxcbGysfHx26LjY294WG1bt1a7733nlavXq1JkyZp3bp1atOmjbKzsyVJycnJ8vf3t/tOoUKFVLJkSSUnJ9v6lC5d2q7Ppc/X63Npf17kaUro888/z/MBH3nkkTz3BQDgjuCkF8eNGTNG0dHRdm1Wq/WGj9e9e3fb/65Tp47q1q2rKlWqaO3atWrZsuUNH9cMeQosEREReTqYxWKxpTIAAOBcVqvVoYByPZUrV5afn5/27t2rli1bKiAgQEePHrXrc+HCBZ08edK27iUgIEApKSl2fS59vl6fq62duZI8TQnl5OTkaSOsAABwBRYnbSY7dOiQTpw4ocDAQElSaGioTp8+rc2bN9v6rFmzRjk5OQoJCbH1SUhIUFZWlq1PfHy8qlevrhIlStj6rF692u5c8fHxCg0NzfPYWMMCAIDZnLSGJb/S0tKUlJSkpKQkSdL+/fuVlJSkgwcPKi0tTSNHjtTGjRt14MABrV69Wh07dlTVqlUVHh4uSapZs6Zat26tAQMG6Mcff9T333+vwYMHq3v37goKCpIk9ezZUx4eHurXr5927NihxYsXa/r06XZTV0OGDNHKlSv12muvadeuXYqJidFPP/2kwYMH5/labuix5vT0dK1bt04HDx5UZmam3b5nnnnmRg4JAMDtq4B++eFPP/2kFi1a2D5fChGRkZGaM2eOtm7dqgULFuj06dMKCgpSq1atNHHiRLtpp4ULF2rw4MFq2bKl3Nzc1KVLF82YMcO238fHR19//bWioqLUoEED+fn5aezYsXbvarn//vu1aNEivfDCC3ruued09913a9myZapdu3aer8ViGIaRn4v/+eef1bZtW509e1bp6ekqWbKkjh8/riJFisjf31+///57fg5nqkcs7Qt6CIBL+NxYbvf5fHZOAY0EcB2e7jdvkuG1yeuccpzho5o75Ti3onz/tIYNG6YOHTro1KlT8vLy0saNG/XHH3+oQYMGmjJlihljBADg1ubmpO0Olu/LT0pK0vDhw+Xm5iZ3d3dlZGTYfm/Ac889Z8YYAQC4tRXQq/lvJ/kOLIULF5ab28Wv+fv76+DBg5IuzmH9+eefzh0dAACAbmDR7T333KNNmzbp7rvvVvPmzTV27FgdP35c77//fr4WzwAAcMe4w6sjzpDvCsvLL79sez77pZdeUokSJTRo0CAdO3bM7jczAgCA/8caFoflu8Jy+S9A8vf318qVK506IAAAgH+6ofewAACAfGBKyGH5DiyVKlWS5Ro33pXewwIAgEsgsDgs34Fl6NChdp+zsrL0888/a+XKlRo5cqSzxgUAAGCT78AyZMiQK7bPmjVLP/30k8MDAgDgtnOHL5h1BqfdwjZt2uiTTz5x1uEAALh98OI4hzlt0e3HH3+skiVLOutwTvHP358C4KKb+TtUAOiODxvOcEMvjrt80a1hGEpOTtaxY8c0e/Zspw4OAABAuoHA0rFjR7vA4ubmplKlSunBBx9UjRo1nDo4AABuCxQ1HZbvwBITE2PCMAAAuH1d63UgyJt8BxZ3d3cdOXJE/v7+du0nTpyQv7+/srOznTY4Rx0+dbaghwC4hDIlith9Tst0nb+nQEEp5uFe0ENAPuQ7sBiGccX2jIwMeXh4ODwgAABuO1RYHJbnwDJjxgxJF8tab7/9tooVK2bbl52drYSEBNawAABwBeQVx+U5sEydOlXSxQrL3Llz5e7+v1Kah4eHKlasqLlz5zp/hAAA4I6X58Cyf/9+SVKLFi306aefqkSJEqYNCgCA2wmLbh2X7zUs3377rRnjAADg9sVjzQ7L9y3s0qWLJk2alKt98uTJevTRR50yKAAAgMvlO7AkJCSobdu2udrbtGmjhIQEpwwKAIDbicViccp2J8v3lFBaWtoVH18uXLiwUlNTnTIoAABuK3d42HCGfFdY6tSpo8WLF+dq/+9//6vg4GCnDAoAgNsJv6zZcfmusPznP/9R586dtW/fPj300EOSpNWrV2vRokX6+OOPnT5AAACAfAeWDh06aNmyZXr55Zf18ccfy8vLS/Xq1dOaNWtUsmRJM8YIAMCt7U4vjzhBvgOLJLVr107t2rWTJKWmpurDDz/UiBEjtHnzZpf6XUIAALgCixuBxVE3/GR4QkKCIiMjFRQUpNdee00PPfSQNm7c6MyxAQAASMpnhSU5OVlxcXF65513lJqaqscee0wZGRlatmwZC24BALgaCiwOy3OFpUOHDqpevbq2bt2qadOm6a+//tIbb7xh5tgAALgt8B4Wx+W5wvLVV1/pmWee0aBBg3T33XebOSYAAAA7ea6wrF+/Xn///bcaNGigkJAQzZw5U8ePHzdzbAAA3BZ4D4vj8hxYGjdurLfeektHjhzRU089pf/+978KCgpSTk6O4uPj9ffff5s5TgAAbl0kFofl+ymhokWL6oknntD69eu1bds2DR8+XK+88or8/f31yCOPmDFGAABwh3PoF15Xr15dkydP1qFDh/Thhx86a0wAANxWWHTruBt6cdw/ubu7KyIiQhEREc44HAAAtxeHygOQnBRYAADA1d3p1RFnIPMBAACXR4UFAACzUWFxGIEFAACTkVccx5QQAABweVRYAAAwGYtuHUdgAQDAbMxnOIxbCAAAXB4VFgAATMaUkOMILAAAmI3A4jCmhAAAgMujwgIAgMkosDiOwAIAgNlILA4jsAAAYDKLG4HFUaxhAQAALo8KCwAAJmNGyHEEFgAAzEZicRhTQgAAwOVRYQEAwGS86dZxBBYAAMxGXnEYU0IAANymEhIS1KFDBwUFBclisWjZsmV2+w3D0NixYxUYGCgvLy+FhYVpz549dn1OnjypXr16ydvbW76+vurXr5/S0tLs+mzdulVNmzaVp6enypUrp8mTJ+cay5IlS1SjRg15enqqTp06+vLLL/N1LQQWAABMZnGzOGXLr/T0dNWrV0+zZs264v7JkydrxowZmjt3rn744QcVLVpU4eHhOn/+vK1Pr169tGPHDsXHx2v58uVKSEjQk08+adufmpqqVq1aqUKFCtq8ebNeffVVxcTEaN68ebY+GzZsUI8ePdSvXz/9/PPPioiIUEREhLZv3573e2gYhpHvO3CLOHzqbEEPAXAJZUoUsfuclpldQCMBXEcxD/ebdq641Xuu3ykP+rS8+4a/a7FYtHTpUkVEREi6WF0JCgrS8OHDNWLECEnSmTNnVLp0acXFxal79+7auXOngoODtWnTJjVs2FCStHLlSrVt21aHDh1SUFCQ5syZo+eff17Jycny8PCQJD377LNatmyZdu3aJUnq1q2b0tPTtXz5ctt4GjdurPr162vu3Ll5Gj8VFgAA7kD79+9XcnKywsLCbG0+Pj4KCQlRYmKiJCkxMVG+vr62sCJJYWFhcnNz0w8//GDr06xZM1tYkaTw8HDt3r1bp06dsvW5/DyX+lw6T16w6BYAAJM56ymhjIwMZWRk2LVZrVZZrdZ8Hys5OVmSVLp0abv20qVL2/YlJyfL39/fbn+hQoVUsmRJuz6VKlXKdYxL+0qUKKHk5ORrnicvqLAAAGAyi8U5W2xsrHx8fOy22NjYgr68m4IKCwAAJnPWa1jGjBmj6Ohou7Ybqa5IUkBAgCQpJSVFgYGBtvaUlBTVr1/f1ufo0aN237tw4YJOnjxp+35AQIBSUlLs+lz6fL0+l/bnBRUWAABuEVarVd7e3nbbjQaWSpUqKSAgQKtXr7a1paam6ocfflBoaKgkKTQ0VKdPn9bmzZttfdasWaOcnByFhITY+iQkJCgrK8vWJz4+XtWrV1eJEiVsfS4/z6U+l86TFwQWAABMZnHSf/IrLS1NSUlJSkpKknRxoW1SUpIOHjwoi8WioUOH6sUXX9Tnn3+ubdu2qXfv3goKCrI9SVSzZk21bt1aAwYM0I8//qjvv/9egwcPVvfu3RUUFCRJ6tmzpzw8PNSvXz/t2LFDixcv1vTp0+0qQUOGDNHKlSv12muvadeuXYqJidFPP/2kwYMH5/0e8lgzcPvjsWYgt5v5WPPCdfuccpxezavkq//atWvVokWLXO2RkZGKi4uTYRgaN26c5s2bp9OnT+uBBx7Q7NmzVa1aNVvfkydPavDgwfriiy/k5uamLl26aMaMGSpWrJitz9atWxUVFaVNmzbJz89PTz/9tEaPHm13ziVLluiFF17QgQMHdPfdd2vy5Mlq27Ztnq+FwALcAQgsQG53QmC5nbDoFgAAk/G7Dx1HYAEAwGT8tmbHsegWAAC4PCosAACYjPqK4wgsAACYjCkhxzElBAAAXB4VFgAATEaBxXEEFgAATEZecRyBBQAAk7GGxXGsYQEAAC6PCgsAACajwOI4AgsAACZjSshxTAkBAACXR4UFAACTUV9xHIEFAACTMSPkOKaEAACAy6PCAgCAyVh06zgCCwAAJiOuOI4pIQAA4PKosAAAYDJmhBxHYAEAwGSsYXEcgQUAAJORVxzHGhYAAODyqLAAAGAyC88JOYzAAgCAyZgSchxTQgAAwOVRYQEAwGRUWBxHYAEAwGRurGFxGFNCAADA5VFhAQDAZEwJOY7AAgCAyQgsjmNKCAAAuDwqLLimRQve0Xdr1+jgHwdktVpVq049DYgaovIVKtr6HD70p+a+MVXbf/lZWZlZahR6v56OHq2Sd92V63iZmZmK6ve49u35TfPe+6+qVqt+sT0jQ1MnvaTfdu/UHwf2K7RJU02cPPVmXSbgFEdTUjRj6mvasP47nT9/XmXLlVfMiy8puFbtXH1fnhCjT5Z8pOGjnlXPx3tLkn7a9KOeeqLPFY/93oeLVat2HRNHDzPxu4QcR2DBNf3y8xZ17NJN1YNrKSf7gt6eM1OjhgzS/A8/lZeXl86dO6dRQ/6tKlWr6bWZ8yRJ8+fN1vMjh2jW2+/Jzc2+iDdv5jTd5VdK+/b8ZteenZMjD6tVnR7toe/Wrr5p1wc4S+qZM3qidy81bHSfZsx5UyVKlNTBg3+ouLd3rr5rVn+jbVt/USl/f7v2evXra9W36+za5sx8Q5s2brxi6MGtg7jiOAILrmnStFl2n0f/Z7w6t2mp33b9qnr3NND2rUlKOfKX5r33oYoWLXaxz9gJ6vhwc/38049qcF9j23d/2LBeP/2wUTGvvKofE7+3O66Xl5eGjX5ekrRja5LS0v42+coA54p79x2VDghQzIsv29rKlC2bq9/RlBS9+vJLmvnmPA2JGmS3r3BhD/n5lbJ9zsrK0rpv16hbj178C/0Wx8/PcaxhQb6kp6VJkry9fSRJWZmZksWiwoU9bH08PKyyuLlp2y9JtraTJ07otdiJGhMzUZ5Wr5s6ZuBmSFi7RsHBtTUqeqjCmj+gno921qcfL7Hrk5OTo/8896we7/uEqlS9Ow/H/FZnTp/WIxGdzBo2cMtw6cDy559/6oknnrhmn4yMDKWmptptGRkZN2mEd5acnBzNmjZFtevWV6UqVSVJwbXryMvTS/NmTdf58+d07tw5zZ3xunKys3XyxHFJkmEYmjxxrDp06qrqNWsV5CUApjl86JA+/ui/Kl+hgmbOnaeuj3XXlFde1hefLbP1iXv3bbm7u6tHr3/l6ZifffqJQu9votIBASaNGjeLxeKc7U7m0oHl5MmTWrBgwTX7xMbGysfHx26LjY29SSO8s0x/NVb79+3Vf158xdbmW6Kkxr48WYnrE9SuRRN1CGuqtLQ03V29pq0EuvSjD3X27Fn1jLx2+ARuZTk5OapRM1iDhwxTjZrB6vzoY4ro0lWffLRYkrRzxw7994P3Nf7Fl/M0PZCSnKzEDd+rY+cuZg8dNwGBxXEFuobl888/v+b+33///brHGDNmjKKjo+3arFarQ+NCbtOnvKKN33+naXPfUSn/0nb7GoWEauEnX+jM6VNydy+kYsWLq0vbMAWWCZck/bx5k37dvlXhzULsvjewby+FhbfRs2Mn3rTrAMziV6qUKlWpYtdWqXIVrfkmXpL085bNOnnypNq1amnbn52dralTJmvRB+9p+apv7L77+bKl8vH1VbMHW5g/eOAWUKCBJSIiQhaLRYZhXLXP9f4lYrVaCSgmMgxDM16bpPXr1mjqrLcUGFTmqn19fEtIkrb89KNOnzqp+5s2lyQNjh6lJ56KsvU7fvyYRg/5t8ZOfEU1eUwTt4l69e/VHwf227UdPHBAgYFBkqS2HR7RfY1D7fYPHjhAbds/kmuNimEY+mLZUrXr8IgKFy5s7sBxU1h4TshhBRpYAgMDNXv2bHXs2PGK+5OSktSgQYObPCpcbvqrsVr99Vd6cfJUFSla1LYupWjRYrJ6ekqSvlr+mSpUrCQf3xL6ddtWzZr6qrp272V7V0vpgEC7Y3p5FZEkBZUtZ1etObB/ny5kXVBq6hmdO3tWe3/bLUm2d7UArqxX797q+3gvvfvWm3o4vLW2b9umTz9ZoufHxkiSfH195evra/edQoUKyc/PTxUrVbJr3/TDRh0+fEgRnbvepNHDbHf6dI4zFGhgadCggTZv3nzVwHK96gvM9/mnF59yGPbvAXbto14Yr9btH5Ek/fnHAb09+w39nXpGAYFB6tWnn7r2yNuiwsuNGfa0UpKP2D4/2bu7JGnNxp9vdPjATVOrdh1NmTZDM6dN1Vtz5yioTFkNH/Ws2rbvkO9jLfv0U9Wrf48qVa5swkiBW5PFKMBE8N133yk9PV2tW7e+4v709HT99NNPat68+Q0d//Cps44MD7htlClRxO5zWmZ2AY0EcB3FPNxv2rnW70xxynEeqFn6+p1uUwUaWMxGYAEuIrAAud3MwPL9LucEliY17tzA4tKPNQMAAEi8mh8AANPxan7HEVgAADAZccVxBBYAAExGgcVxrGEBAAAujwoLAAAmYw2L4wgsAACYjLziOKaEAACAy6PCAgCAyfjlh44jsAAAYDKmhBzHlBAAAHB5VFgAADAZTwk5jsACAIDJyCuOY0oIAAC4PAILAAAms1ics+VHTEyMLBaL3VajRg3b/vPnzysqKkp33XWXihUrpi5duiglJcXuGAcPHlS7du1UpEgR+fv7a+TIkbpw4YJdn7Vr1+ree++V1WpV1apVFRcXd6O36ZoILAAAmMzipP/kV61atXTkyBHbtn79etu+YcOG6YsvvtCSJUu0bt06/fXXX+rcubNtf3Z2ttq1a6fMzExt2LBBCxYsUFxcnMaOHWvrs3//frVr104tWrRQUlKShg4dqv79+2vVqlWO3bArsBiGYTj9qC7i8KmzBT0EwCWUKVHE7nNaZnYBjQRwHcU83G/auX7546RTjlOvQsk8942JidGyZcuUlJSUa9+ZM2dUqlQpLVq0SF27dpUk7dq1SzVr1lRiYqIaN26sr776Su3bt9dff/2l0qVLS5Lmzp2r0aNH69ixY/Lw8NDo0aO1YsUKbd++3Xbs7t276/Tp01q5cqVjF/sPVFgAALhFZGRkKDU11W7LyMi4av89e/YoKChIlStXVq9evXTw4EFJ0ubNm5WVlaWwsDBb3xo1aqh8+fJKTEyUJCUmJqpOnTq2sCJJ4eHhSk1N1Y4dO2x9Lj/GpT6XjuFMBBYAAEz2z7UkN7rFxsbKx8fHbouNjb3iOUNCQhQXF6eVK1dqzpw52r9/v5o2baq///5bycnJ8vDwkK+vr913SpcureTkZElScnKyXVi5tP/Svmv1SU1N1blz55xx62x4rBkAAJM567HmMWPGKDo62q7NarVesW+bNm1s/7tu3boKCQlRhQoV9NFHH8nLy8s5A7qJqLAAAHCLsFqt8vb2ttuuFlj+ydfXV9WqVdPevXsVEBCgzMxMnT592q5PSkqKAgICJEkBAQG5nhq69Pl6fby9vZ0eiggsAACYrKCeErpcWlqa9u3bp8DAQDVo0ECFCxfW6tWrbft3796tgwcPKjQ0VJIUGhqqbdu26ejRo7Y+8fHx8vb2VnBwsK3P5ce41OfSMZyJwAIAgMkK4j0sI0aM0Lp163TgwAFt2LBBnTp1kru7u3r06CEfHx/169dP0dHR+vbbb7V582b17dtXoaGhaty4sSSpVatWCg4O1uOPP65ffvlFq1at0gsvvKCoqChbVWfgwIH6/fffNWrUKO3atUuzZ8/WRx99pGHDhjn7FrKGBQCA29GhQ4fUo0cPnThxQqVKldIDDzygjRs3qlSpUpKkqVOnys3NTV26dFFGRobCw8M1e/Zs2/fd3d21fPlyDRo0SKGhoSpatKgiIyM1YcIEW59KlSppxYoVGjZsmKZPn66yZcvq7bffVnh4uNOvh/ewAHcA3sMC5HYz38Oy8/AZpxynZhkfpxznVkSFBQAAk/HLDx3HGhYAAODyqLAAAGAyKiyOI7AAAGAyRx9JBoEFAADTUWFxHGtYAACAy6PCAgCAySyUWBxGYAEAwGTkFccxJQQAAFweFRYAAEzGlJDjCCwAAJiMuOI4poQAAIDLo8ICAIDJmBJyHIEFAACTkVccx5QQAABweVRYAAAwGQUWxxFYAAAwG3NCDiOwAABgMuKK41jDAgAAXB4VFgAATMaMkOMILAAAmIy84jimhAAAgMujwgIAgNmYE3IYgQUAAJMRVxzHlBAAAHB5VFgAADAZM0KOI7AAAGA6EoujmBICAAAujwoLAAAmY0rIcQQWAABMRl5xHIEFAACTUWFxHGtYAACAy6PCAgCA6SixOIrAAgCAyZgSchxTQgAAwOVRYQEAwGQUWBxHYAEAwGwkFocxJQQAAFweFRYAAExmocTiMAILAAAm4ykhxzElBAAAXB4VFgAATEaBxXEEFgAAzMackMMILAAAmIy44jjWsAAAAJdHhQUAAJMxI+Q4AgsAACYjrziOKSEAAODyqLAAAGA25oQcRmABAMBkxBXHMSUEAABcHhUWAABMxoyQ4wgsAACYjsTiKKaEAACAy6PCAgCAyZgSchyBBQAAk5FXHEdgAQDAZFRYHMcaFgAA4PKosAAAYDpKLI6yGIZhFPQgAAC4nZ3PznHKcTzd79yJkTv3ygEAwC2DwALTZGRkKCYmRhkZGQU9FMCl8HfjzuPp7uaU7U7GlBBMk5qaKh8fH505c0be3t4FPRzAZfB3A8i/OzuuAQCAWwKBBQAAuDwCCwAAcHkEFpjGarVq3LhxslqtBT0UwKXwdwPIPxbdAgAAl0eFBQAAuDwCCwAAcHkEFgAA4PIILAAAwOURWGCaWbNmqWLFivL09FRISIh+/PHHgh4SUKASEhLUoUMHBQUFyWKxaNmyZQU9JOCWQWCBKRYvXqzo6GiNGzdOW7ZsUb169RQeHq6jR48W9NCAApOenq569epp1qxZBT0U4JbDY80wRUhIiBo1aqSZM2dKknJyclSuXDk9/fTTevbZZwt4dEDBs1gsWrp0qSIiIgp6KMAtgQoLnC4zM1ObN29WWFiYrc3NzU1hYWFKTEwswJEBAG5VBBY43fHjx5Wdna3SpUvbtZcuXVrJyckFNCoAwK2MwAIAAFwegQVO5+fnJ3d3d6WkpNi1p6SkKCAgoIBGBQC4lRFY4HQeHh5q0KCBVq9ebWvLycnR6tWrFRoaWoAjAwDcqgoV9ABwe4qOjlZkZKQaNmyo++67T9OmTVN6err69u1b0EMDCkxaWpr27t1r+7x//34lJSWpZMmSKl++fAGODHB9PNYM08ycOVOvvvqqkpOTVb9+fc2YMUMhISEFPSygwKxdu1YtWrTI1R4ZGam4uLibPyDgFkJgAQAALo81LAAAwOURWAAAgMsjsAAAAJdHYAEAAC6PwAIAAFwegQUAALg8AgsAAHB5BBbgNtSnTx9FRETYPj/44IMaOnToTR/H2rVrZbFYdPr06Zt+bgC3FwILcBP16dNHFotFFotFHh4eqlq1qiZMmKALFy6Yet5PP/1UEydOzFNfQgYAV8TvEgJustatW2v+/PnKyMjQl19+qaioKBUuXFhjxoyx65eZmSkPDw+nnLNkyZJOOQ4AFBQqLMBNZrVaFRAQoAoVKmjQoEEKCwvT559/bpvGeemllxQUFKTq1atLkv7880899thj8vX1VcmSJdWxY0cdOHDAdrzs7GxFR0fL19dXd911l0aNGqV//saNf04JZWRkaPTo0SpXrpysVquqVq2qd955RwcOHLD9rpsSJUrIYrGoT58+ki7+xu3Y2FhVqlRJXl5eqlevnj7++GO783z55ZeqVq2avLy81KJFC7txAoAjCCxAAfPy8lJmZqYkafXq1dq9e7fi4+O1fPlyZWVlKTw8XMWLF9d3332n77//XsWKFVPr1q1t33nttdcUFxend999V+vXr9fJkye1dOnSa56zd+/e+vDDDzVjxgzt3LlTb775pooVK6Zy5crpk08+kSTt3r1bR44c0fTp0yVJsbGxeu+99zR37lzt2LFDw4YN07/+9S+tW7dO0sVg1blzZ3Xo0EFJSUnq37+/nn32WbNuG4A7jQHgpomMjDQ6duxoGIZh5OTkGPHx8YbVajVGjBhhREZGGqVLlzYyMjJs/d9//32jevXqRk5Ojq0tIyPD8PLyMlatWmUYhmEEBgYakydPtu3PysoyypYtazuPYRhG8+bNjSFDhhiGYRi7d+82JBnx8fFXHOO3335rSDJOnTplazt//rxRpEgRY8OGDXZ9+/XrZ/To0cMwDMMYM2aMERwcbLd/9OjRuY4FADeCNSzATbZ8+XIVK1ZMWVlZysnJUc+ePRUTE6OoqCjVqVPHbt3KL7/8or1796p48eJ2xzh//rz27dunM2fO6MiRIwoJCbHtK1SokBo2bJhrWuiSpKQkubu7q3nz5nke8969e3X27Fk9/PDDdu2ZmZm65557JEk7d+60G4ckhYaG5vkcAHAtBBbgJmvRooXmzJkjDw8PBQUFqVCh//01LFq0qF3ftLQ0NWjQQAsXLsx1nFKlSt3Q+b28vPL9nbS0NEnSihUrVKZMGbt9Vqv1hsYBAPlBYAFusqJFi6pq1ap56nvvvfdq8eLF8vf3l7e39xX7BAYG6ocfflCzZs0kSRcuXNDmzZt17733XrF/nTp1lJOTo3Xr1iksLCzX/ksVnuzsbFtbcHCwrFarDh48eNXKTM2aNfX555/btW3cuPH6FwkAecCiW8CF9erVS35+furYsaO+++477d+/X2vXrtUzzzyjQ4cOSZKGDBmiV155RcuWLdOuXbv073//+5rvUKlYsaIiIyP1xBNPaNmyZbZjfvTRR5KkChUqyGKxaPny5Tp27JjS0tJUvHhxjRgxQsOGDdOCBQu0b98+bdmyRW+88YYWLFggSRo4cKD27NmjkSNHavfu3Vq0aJHi4uLMvkUA7hAEFsCFFSlSRAkJCSpfvrw6d+6smjVrql+/fjp//ryt4jJ8+HA9/vjjioyMVGhoqIoXL65OnTpd87hz5sxR165d9e9//1s1atTQgAEDlJ6eLkkqU6aMxo8fr2effValS5fW4MGDJUkTJ07Uf/7zH8XGxqpmzZpq3bq1VqxYoUqVKkmSypcvr08++UTLli1TvXr1NHfuXL388ssm3h0AdxKLcbWVeQAAAC6CCgsAAHB5BBYAAODyCCwAAMDlEVgAAIDLI7AAAACXR2ABAAAuj8ACAABcHoEFAAC4PAILAABweQQWAADg8ggsAADA5RFYAACAy/s/H7RLeiSkbHQAAAAASUVORK5CYII=",
      "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": 14,
   "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": 15,
   "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": 16,
   "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": 17,
   "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": 18,
   "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": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e5682_row0_col0, #T_e5682_row0_col1, #T_e5682_row0_col2, #T_e5682_row0_col3, #T_e5682_row0_col4, #T_e5682_row0_col5, #T_e5682_row0_col6 {\n",
       "  font-weight: bold;\n",
       "  border: 2.0px solid grey;\n",
       "  color: white;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e5682\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e5682_level0_col0\" class=\"col_heading level0 col0\" >Training MAE</th>\n",
       "      <th id=\"T_e5682_level0_col1\" class=\"col_heading level0 col1\" >Training RMSE</th>\n",
       "      <th id=\"T_e5682_level0_col2\" class=\"col_heading level0 col2\" >Training R2</th>\n",
       "      <th id=\"T_e5682_level0_col3\" class=\"col_heading level0 col3\" >Testing MAE</th>\n",
       "      <th id=\"T_e5682_level0_col4\" class=\"col_heading level0 col4\" >Testing RMSE</th>\n",
       "      <th id=\"T_e5682_level0_col5\" class=\"col_heading level0 col5\" >Testing R2</th>\n",
       "      <th id=\"T_e5682_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",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "      <th class=\"blank col6\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e5682_level0_row0\" class=\"row_heading level0 row0\" >XG Boost</th>\n",
       "      <td id=\"T_e5682_row0_col0\" class=\"data row0 col0\" >0.09934</td>\n",
       "      <td id=\"T_e5682_row0_col1\" class=\"data row0 col1\" >0.31518</td>\n",
       "      <td id=\"T_e5682_row0_col2\" class=\"data row0 col2\" >0.03828</td>\n",
       "      <td id=\"T_e5682_row0_col3\" class=\"data row0 col3\" >0.10366</td>\n",
       "      <td id=\"T_e5682_row0_col4\" class=\"data row0 col4\" >0.32197</td>\n",
       "      <td id=\"T_e5682_row0_col5\" class=\"data row0 col5\" >0.01251</td>\n",
       "      <td id=\"T_e5682_row0_col6\" class=\"data row0 col6\" >31.93709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x20007e22020>"
      ]
     },
     "execution_count": 19,
     "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": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the model\n",
    "dump(best_xgb_model, 'xgboost.joblib') \n",
    "\n",
    "# Load the model\n",
    "model = load('xgboost.joblib')"
   ]
  }
 ],
 "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": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}