{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "95ad8a4c",
   "metadata": {},
   "source": [
    "# Lesson 26: multilayer perceptron demonstration\n",
    "\n",
    "## Notebook set up\n",
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5b95b6b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Third party imports\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neural_network import MLPRegressor\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d2230f",
   "metadata": {},
   "source": [
    "## 1. Data preparation\n",
    "\n",
    "### 1.1. Load California housing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e5eb80ea",
   "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>MedInc</th>\n",
       "      <th>HouseAge</th>\n",
       "      <th>AveRooms</th>\n",
       "      <th>AveBedrms</th>\n",
       "      <th>Population</th>\n",
       "      <th>AveOccup</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>MedHouseVal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.3252</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.984127</td>\n",
       "      <td>1.023810</td>\n",
       "      <td>322.0</td>\n",
       "      <td>2.555556</td>\n",
       "      <td>37.88</td>\n",
       "      <td>-122.23</td>\n",
       "      <td>4.526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.3014</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6.238137</td>\n",
       "      <td>0.971880</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>2.109842</td>\n",
       "      <td>37.86</td>\n",
       "      <td>-122.22</td>\n",
       "      <td>3.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.2574</td>\n",
       "      <td>52.0</td>\n",
       "      <td>8.288136</td>\n",
       "      <td>1.073446</td>\n",
       "      <td>496.0</td>\n",
       "      <td>2.802260</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.24</td>\n",
       "      <td>3.521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.6431</td>\n",
       "      <td>52.0</td>\n",
       "      <td>5.817352</td>\n",
       "      <td>1.073059</td>\n",
       "      <td>558.0</td>\n",
       "      <td>2.547945</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.8462</td>\n",
       "      <td>52.0</td>\n",
       "      <td>6.281853</td>\n",
       "      <td>1.081081</td>\n",
       "      <td>565.0</td>\n",
       "      <td>2.181467</td>\n",
       "      <td>37.85</td>\n",
       "      <td>-122.25</td>\n",
       "      <td>3.422</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MedInc  HouseAge  AveRooms  AveBedrms  Population  AveOccup  Latitude  \\\n",
       "0  8.3252      41.0  6.984127   1.023810       322.0  2.555556     37.88   \n",
       "1  8.3014      21.0  6.238137   0.971880      2401.0  2.109842     37.86   \n",
       "2  7.2574      52.0  8.288136   1.073446       496.0  2.802260     37.85   \n",
       "3  5.6431      52.0  5.817352   1.073059       558.0  2.547945     37.85   \n",
       "4  3.8462      52.0  6.281853   1.081081       565.0  2.181467     37.85   \n",
       "\n",
       "   Longitude  MedHouseVal  \n",
       "0    -122.23        4.526  \n",
       "1    -122.22        3.585  \n",
       "2    -122.24        3.521  \n",
       "3    -122.25        3.413  \n",
       "4    -122.25        3.422  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "housing_df = pd.read_csv('https://gperdrizet.github.io/FSA_devops/assets/data/unit2/california_housing.csv')\n",
    "housing_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "938615ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   MedInc       20640 non-null  float64\n",
      " 1   HouseAge     20640 non-null  float64\n",
      " 2   AveRooms     20640 non-null  float64\n",
      " 3   AveBedrms    20640 non-null  float64\n",
      " 4   Population   20640 non-null  float64\n",
      " 5   AveOccup     20640 non-null  float64\n",
      " 6   Latitude     20640 non-null  float64\n",
      " 7   Longitude    20640 non-null  float64\n",
      " 8   MedHouseVal  20640 non-null  float64\n",
      "dtypes: float64(9)\n",
      "memory usage: 1.4 MB\n"
     ]
    }
   ],
   "source": [
    "housing_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7bc2d44b",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = 'MedHouseVal'\n",
    "features = ['MedInc','HouseAge','AveRooms','AveBedrms','Population','AveOccup','Latitude','Longitude']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e76eca5",
   "metadata": {},
   "source": [
    "### 1.2. Train test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9c0275ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_df, testing_df = train_test_split(housing_df, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b61c6cd1",
   "metadata": {},
   "source": [
    "### 1.3. Standard scale\n",
    "\n",
    "#### Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "69da384f",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_scaler = StandardScaler()\n",
    "feature_scaler.fit(training_df[features])\n",
    "\n",
    "training_df[features] = feature_scaler.transform(training_df[features])\n",
    "testing_df[features] = feature_scaler.transform(testing_df[features])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55ef70ec",
   "metadata": {},
   "source": [
    "#### Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "64d425d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "label_scaler = StandardScaler()\n",
    "label_scaler.fit(training_df[label].to_frame())\n",
    "\n",
    "training_df[label] = label_scaler.transform(training_df[label].to_frame())\n",
    "testing_df[label] = label_scaler.transform(testing_df[label].to_frame())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc15d133",
   "metadata": {},
   "source": [
    "### 1.4. Handle outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "086e48c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in features:\n",
    "\n",
    "    q1 = training_df[feature].quantile(0.25)\n",
    "    q3 = training_df[feature].quantile(0.75)\n",
    "    iqr = q3 - q1\n",
    "\n",
    "    lower_bound = q1 - 1.5 * iqr\n",
    "    upper_bound = q3 + 1.5 * iqr\n",
    "\n",
    "    training_df[feature] = training_df[feature].clip(lower=lower_bound, upper=upper_bound)\n",
    "    testing_df[feature] = testing_df[feature].clip(lower=lower_bound, upper=upper_bound)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71d551a0",
   "metadata": {},
   "source": [
    "## 2. Linear regression model\n",
    "\n",
    "### 2.1. Fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8947ad18",
   "metadata": {},
   "outputs": [],
   "source": [
    "linear_model = LinearRegression(n_jobs=-1)\n",
    "fit_result = linear_model.fit(training_df[features], training_df[label])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2f5c2d",
   "metadata": {},
   "source": [
    "### 2.2. Test set evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "87b723ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression R² on test set: 0.6586\n"
     ]
    }
   ],
   "source": [
    "linear_predictions = linear_model.predict(testing_df[features])\n",
    "linear_rsquared = linear_model.score(testing_df[features], testing_df[label])\n",
    "print(f'Linear Regression R² on test set: {linear_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba5daec5",
   "metadata": {},
   "source": [
    "### 2.3. Performance analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9101675f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(8,4))\n",
    "\n",
    "axes[0].set_title('Linear regression predictions')\n",
    "axes[0].scatter(\n",
    "    testing_df[label],linear_predictions, \n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()], \n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[0].set_xlabel('True values (standardized)')\n",
    "axes[0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1].set_title('Residuals vs predicted values')\n",
    "axes[1].scatter(\n",
    "    linear_predictions, testing_df[label] - linear_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[1].axhline(0, color='red', linestyle='--')\n",
    "axes[1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b94f754",
   "metadata": {},
   "source": [
    "## 3. Multilayer perceptron (MLP) model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b87cff04",
   "metadata": {},
   "source": [
    "### 3.1. Single epoch training function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d40e9a81",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model: MLPRegressor, df: pd.DataFrame, training_history: dict) -> tuple[MLPRegressor, dict]:\n",
    "    '''Trains sklearn MLP regression model on given dataframe using validation split.\n",
    "    Returns the updated model and training history dictionary.'''\n",
    "\n",
    "    global features, label\n",
    "\n",
    "    df, val_df = train_test_split(df, random_state=315)\n",
    "    model.partial_fit(df[features], df[label])\n",
    "\n",
    "    training_history['training_rsquared'].append(model.score(df[features], df[label]))\n",
    "    training_history['validation_rsquared'].append(model.score(val_df[features], val_df[label]))\n",
    "\n",
    "    return model, training_history"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27f40767",
   "metadata": {},
   "source": [
    "### 3.2. Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "11bcf05e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15 - training R²: 0.5775 - validation R²: 0.5732\n",
      "Epoch 2/15 - training R²: 0.6500 - validation R²: 0.6483\n",
      "Epoch 3/15 - training R²: 0.6870 - validation R²: 0.6868\n",
      "Epoch 4/15 - training R²: 0.7059 - validation R²: 0.7050\n",
      "Epoch 5/15 - training R²: 0.7185 - validation R²: 0.7161\n",
      "Epoch 6/15 - training R²: 0.7282 - validation R²: 0.7242\n",
      "Epoch 7/15 - training R²: 0.7359 - validation R²: 0.7304\n",
      "Epoch 8/15 - training R²: 0.7418 - validation R²: 0.7352\n",
      "Epoch 9/15 - training R²: 0.7465 - validation R²: 0.7389\n",
      "Epoch 10/15 - training R²: 0.7500 - validation R²: 0.7417\n",
      "Epoch 11/15 - training R²: 0.7534 - validation R²: 0.7441\n",
      "Epoch 12/15 - training R²: 0.7561 - validation R²: 0.7463\n",
      "Epoch 13/15 - training R²: 0.7586 - validation R²: 0.7482\n",
      "Epoch 14/15 - training R²: 0.7609 - validation R²: 0.7499\n",
      "Epoch 15/15 - training R²: 0.7627 - validation R²: 0.7514\n"
     ]
    }
   ],
   "source": [
    "epochs = 15\n",
    "\n",
    "training_history = {\n",
    "    'training_rsquared': [],\n",
    "    'validation_rsquared': []\n",
    "}\n",
    "\n",
    "mlp_model = MLPRegressor(\n",
    "    hidden_layer_sizes=(64, 32),\n",
    "    activation='relu',\n",
    "    learning_rate_init=0.001,\n",
    "    warm_start=True,\n",
    "    random_state=315\n",
    ")\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    mlp_model, training_history = train(mlp_model, training_df, training_history)\n",
    "\n",
    "    print(\n",
    "        f'Epoch {epoch+1}/{epochs} - ' +\n",
    "        f'training R²: {training_history[\"training_rsquared\"][-1]:.4f} - ' +\n",
    "        f'validation R²: {training_history[\"validation_rsquared\"][-1]:.4f}'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54ac06fb",
   "metadata": {},
   "source": [
    "### 3.3. Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "877a872a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(\n",
    "    range(1, epochs + 1), training_history['training_rsquared'],\n",
    "    label='Training R²'\n",
    ")\n",
    "plt.plot(\n",
    "    range(1, epochs + 1), training_history['validation_rsquared'],\n",
    "    label='Validation R²'\n",
    ")\n",
    "plt.title('Learning curves')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('R²')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22e35a61",
   "metadata": {},
   "source": [
    "### 3.4. Test set evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cae0465d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MLP R² on test set: 0.7495\n"
     ]
    }
   ],
   "source": [
    "mlp_predictions = mlp_model.predict(testing_df[features])\n",
    "mlp_rsquared = mlp_model.score(testing_df[features], testing_df[label])\n",
    "print(f'MLP R² on test set: {mlp_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "439ac712",
   "metadata": {},
   "source": [
    "### 3.5. Performance analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2849762",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YMAt6oD3MeO3atUy+h42NDWxtbSGRSBQ+R+qQk5ODmzdvylyzh4cHgH+uecaMGRgxYgQWLVqE3r17Y+bMmTh48OATqWSQHAtCt2HWrFlYvHgxSktLMX78eJVyIJRhamrKDGraQJ7Vhm0ZAcAMFnPmzJEbNzpo0CCtydVV6Ovr826nKIr529PTE7dv30ZsbCxOnjyJmJgYbNu2DWvXruVNmCQQCKrh5+eH5557DgAwefJkjBw5ErNmzcLt27chFAqZceiDDz6QsYDT9OvXDwAwatQo5Obm4ujRozh9+jR+/PFHhIeHY/v27Vi0aJHGssobO1tbW6X+z83Nxbhx4zBgwAB88803cHZ2hpGREU6cOIHw8HCFCzFNxpqZM2di/vz5uHbtGoYMGYKDBw9i3LhxUkYoXd8jGu58ArTPKS+99BL+85//8L6HXsh2JZ0p44wZM/Dpp5+ivLwcZmZmOHbsGEJDQ2Fg8M+y9t1338WuXbvw3nvvISAgAObm5hAIBJg5c6bSBb2i55U977W1tcHb2xvffPMN7/7Ozs4A2j/Tixcv4o8//kBcXBxOnjyJAwcOYOzYsTh9+rTcufRxhCgWhG7DlClT8NZbbyEpKUnKEtGV5OTkSFmP7ty5g7a2NqXdr+kKKa2trUoVm759++LGjRugKEomgU8Z7u7uOHXqFMRisUKvhaphUXQ/i9u3b8PNzY3Z3tTUhPz8/A4raaamppgxYwZmzJiBpqYmhISE4NNPP8Xq1atJuUMCQQvo6+tj8+bNePHFF7F161asWrWK+Q4bGhqq9N21srLC/PnzMX/+fNTW1mLUqFFYv3693EVz37590dbWhtzcXClrM9/YZWlpyVv1h+sFPX78OBobG3Hs2DG4uLgw2+mQEmV0dKyZPHky3nrrLWbuyc7OxurVq2X2U/cescnJycGLL77I/F9bW4v79+/j1VdfVfped3d31NbWqjSfnD17FrW1tVIeAVXnk7a2NmRmZmLIkCFy95M3n3SGjDQzZszAhg0bEBMTg969e6O6uhozZ86U2ufQoUOYN28evv76a2ZbQ0ODStWnFD2v7LnR3d0df/31F8aNG6d0ntXT08O4ceMwbtw4fPPNN/jss8/w0Ucf4Y8//tCqAbSrIaFQhG6DUChEREQE1q9fj9dee62rxQHQHmrA5ocffgAApuKRPPT19TF16lTExMTgxo0bMq+zS92++uqrKCkpwaFDh5ht9fX12Llzp1L5pk6dCoqieK1xbK+BqampSoNpYGAgjIyM8P3330u9/6effkJVVVWHqr1UVFRI/W9kZAQvLy9QFKWzXiIEwtPImDFj4Ofnh2+//RYNDQ2ws7PDmDFjsGPHDty/f19mf/Y4xP2eCoVC9OvXj7fsNQ09DnIr99HVf9i4u7ujqqpKKnTo/v37+P3336X2oy237PGnqqoKu3btkiuHvGtQZ6yxsLBAUFAQDh48iF9//RVGRkaYPHmywuOrco/Y7Ny5U0qOiIgItLS0KJ1PgPY8xMTERJw6dUrmNYlEwvSBevXVV9HS0iJVnre1tZWZuxQxefJk6OnpYePGjTIWfVXmk86QkcbT0xPe3t44cOAADhw4AAcHB4waNUpqH319fSm5gfY5nOsl48Pd3R1JSUloampitsXGxqKoqEhqv+nTp+PevXuIjIyUOcajR49QV1cHoD3fiQutvKn6/DwuEI8FoVuhakk8oL2e9aZNm2S2jxkzBiNHjtSKPPn5+Zg4cSJeeeUVJCYmMmUVBw8erPS9n3/+Of744w/4+/tj8eLF8PLyglgsRlpaGuLj45mBZvHixdi6dSvmzp2L1NRUODg4YO/evSqVwnvxxRfxxhtv4Pvvv0dOTg5eeeUVtLW14dKlS3jxxRfxzjvvAAB8fX0RHx+Pb775Bo6OjhCJRPD395c5nq2tLVavXo0NGzbglVdewcSJE3H79m1s27YNw4YNk0rUVpWXX34Z9vb2GDFiBHr37o2srCxs3boVwcHBMDMzU/t4BAJBPitXrsS0adOwe/duvP322/jvf/+LkSNHwtvbG4sXL4abmxsePHiAxMREFBcX46+//gIAeHl5YcyYMfD19YWVlRWuXr2KQ4cOMWMIH0OGDEFoaCi2bduGqqoqDB8+HGfPnsWdO3dk9p05cyY+/PBDTJkyBStWrEB9fT0iIiLg4eEhlUj78ssvw8jICK+99hreeust1NbWIjIyEnZ2drzKERtNx5oZM2Zgzpw52LZtG4KCgmTCcTtyj9g0NTVh3LhxmD59OjOujhw5EhMnTlT63pUrV+LYsWOYMGEC3nzzTfj6+qKurg4ZGRk4dOgQ7t69CxsbG7z22msYMWIEVq1ahbt378LLywuHDx9WKaegX79++Oijj/DJJ5/ghRdeQEhICIyNjZGSkgJHR0ds3rwZQPt8EhERgU2bNqFfv36ws7PD2LFjO0VGNjNmzMDatWthYmKChQsXyiScT5gwAXv37oW5uTm8vLyQmJiI+Ph4WFtbKz32okWLcOjQIbzyyiuYPn06cnNzsW/fPpl8ojfeeAMHDx7E22+/jT/++AMjRoxAa2srbt26hYMHDzL9SDZu3IiLFy8iODgYffv2RVlZGbZt2wYnJyetrVe6DV1Si4pAoKTLzSpCXrlZeT+ffPIJRVHtZeE6WuaULsOXmZlJvf7665SZmRllaWlJvfPOO9SjR49kZJFX+vbBgwfU8uXLKWdnZ8rQ0JCyt7enxo0bR+3cuVNqv4KCAmrixIlUz549KRsbG+pf//oXdfLkSaXlZimqvUzfli1bqAEDBlBGRkaUra0tNX78eCo1NZXZ59atW9SoUaOoHj16UACYMnrccrM0W7dupQYMGEAZGhpSvXv3ppYuXUpVVlZK7SPv/nJl3LFjBzVq1CjK2tqaMjY2ptzd3amVK1dSVVVVvPeMQCAoRtHY2draSrm7u1Pu7u5US0sLRVEUlZubS82dO5eyt7enDA0NqT59+lATJkygDh06xLxv06ZNlJ+fH2VhYUH16NGDGjBgAPXpp59KlUflKw376NEjasWKFZS1tTVlampKvfbaa1RRUZFMuVmKoqjTp09Tzz77LGVkZEQ988wz1L59+3iPeezYMWrQoEGUiYkJ5erqSn3xxRdUVFSUzFjFLf2p6VhTXV3NjJH79u2TeV2Ve8QH/XlduHCBWrJkCWVpaUkJhUJq9uzZVEVFhdS+fPMdTU1NDbV69WqqX79+lJGREWVjY0MNHz6c+uqrr6RkqKiooN544w2qV69elLm5OfXGG29Q6enpSsvN0kRFRVFDhw6ljI2NKUtLS2r06NHUmTNnmNdLS0up4OBgyszMjAIg9RloW0ZF5OTkMPP+5cuXZV6vrKyk5s+fT9nY2FBCoZAKCgqibt26JVNKlq/cLEVR1Ndff0316dOHMjY2pkaMGEFdvXpV5pmjKIpqamqivvjiC2rgwIHMPfP19aU2bNjAPHtnz56lJk2aRDk6OlJGRkaUo6MjFRoaKlOa90lAQFEcPxGBQGCaxD18+FDlClIEAoFAIHDZvXs35s+fj5SUFCbZnkB4UiE5FgQCgUAgEAgEAkFjiGJBIBAIBAKBQCAQNIYoFgQCgUAgEAgEAkFjSI4FgUAgEAgEAoFA0BjisSAQCAQCgUAgEAgaQxQLAoFAIBAIBAKBoDFPVYO8trY2lJSUwMzMTGnrdQKBQHhaoCgKNTU1MDMzQ69evZ7K8ZHMDwQCgcAPPUc4OjrKNCLk8lQpFiUlJXB2du5qMQgEAqHbUlVVhV69enW1GJ0OmR8IBAJBMUVFRXByclK4z1OlWJiZmQFovzFP48RJIBAIfFRXV8PZ2RlFRUXMOPm0QeYHAoFA4IeeI1SZH54qxYJ2b/fq1YtMHAQCgcDhaQ2DAsj8QCAQCMpQZX4gydsEAoFAIBAIBAJBY4hiQSAQCAQCgUAgEDSGKBYEAoFAIBAIBAJBY4hiQSAQCAQCgUAgEDSGKBYEAoFAIBAIBAJBY4hiQSAQCAQCgUAgEDSGKBYEAoFAIBAIBAJBY4hiQSAQCAQCgUAgEDSGKBYEAoFAIBAIBAJBY4hiQSAQCAQCgUAgEDSGKBYEAoHwhFBSUoKYmBiUlJR0tSiEJwTyTBEIBHUgigWBQCA8ISQmJiI6OhqJiYldLQrhCYE8UwQCQR0MuloAAoFAIGiHgIAAqd8EgqaQZ4pAIKgDUSwIBALhCcHR0RFTp07tajEITxDkmSIQCOpAQqEIBAKBQCAQCASCxhDFgkAgEAgEAoFAIGgMUSwIBAKBQCAQCASCxhDFgkAgEAgEAoFAIGgMUSwIBAKBQCAQCASCxhDFgkAgEAgEAoFAIGgMUSwIBAKBQCAQCASCxhDFgkAgEAgEAoFAIGgMUSwIBAKBQCBonZKSEsTExKCkpKSrRSEQCJ0EUSwIBAKBQCBoncTERERHRyMxMbGrRSEQCJ3EY6NYREREYNCgQejVqxd69eqFgIAA/O9//+tqsQgEAoFAIPAQEBCA0NBQBAQEdLUoBAKhkzDoagFUxcnJCZ9//jn69+8PiqLw888/Y9KkSUhPT8fAgQO7WjwCgUAgEAgsHB0dMXXq1K4Wg0AgdCKPjWLx2muvSf3/6aefIiIiAklJSUSxIBAIBAKBQCAQupjHRrFg09rait9++w11dXXExUogEAgEAoFAIHQDHivFIiMjAwEBAWhoaIBQKMTvv/8OLy8vufs3NjaisbGR+b+6urozxCQQCIQuoaSkBImJiQgICICjo2NXi0MgEAiEp4zHJnkbAJ555hlcu3YNycnJWLp0KebNm4fMzEy5+2/evBnm5ubMj7OzcydKSyAQCJ1LXFwcvvrqK8TFxXW1KAQCgUB4CnmsFAsjIyP069cPvr6+2Lx5MwYPHozvvvtO7v6rV69GVVUV81NUVNSJ0hIIBAKhsyCVAwkEAqHreaxCobi0tbVJhTpxMTY2hrGxcSdKRCAQCF1HcHAwrKysnsrcM1I5kEAgELqex0axWL16NcaPHw8XFxfU1NTgl19+wfnz53Hq1KmuFo1AIBAIXQypHEggEAhdz2OjWJSVlWHu3Lm4f/8+zM3NMWjQIJw6dQovvfRSV4tGIBAI3QK60zGAp7p/gCqVA0lxDwKBQNA+j41i8dNPP3W1CAQCgdCtoRfRT2MoFKBe5cDNmzdjw4YNnSwhgUAgPNk8VsnbBAKBQCDIQ53KgaS4B4FAIGifx8ZjQSAQCARZ2L0rnvZQKLpyIAD4+voiJSUF3333HXbs2CGzLynuQSAQCNqHKBYEAoHwGMNWJhobG1FQUKCwWt7ThLLKgQTtQZozEggEgCgWBAKB8FjDzqsIDQ1Feno6duzYgVmzZnWxZJ0LqRzYtTzt3jICgdAOUSwIBALhMcbR0ZFZyLW2toKiKLS2tnaxVJ0PqRzYtTzthQMIBEI7RLEgEAiEJ4Sqqiq0tbWhqqqqq0XpdEjlwK6FreB2FiT8ikDofqitWDQ2NiI5ORkFBQWor6+Hra0thg4dCpFIpAv5CAQCgaAizc3NUr8JhCcZEn5FIHQ/VFYsEhIS8N133+H48eNobm6Gubk5evToAbFYjMbGRri5uWHJkiV4++23YWZmpkuZCQQCgcCDoaGh1G8C4UmGhF8RCN0PlfpYTJw4ETNmzICrqytOnz6NmpoaVFRUoLi4GPX19cjJycHHH3+Ms2fPwsPDA2fOnNG13AQCLyUlJYiJiUFJSUlXi0IgdDp2dnbQ19eHnZ1dV4tCIOgcOvyKhEERCN0HlTwWwcHBiImJkWsFc3Nzg5ubG9OM6P79+1oVkkBQFeIaJzztUBTV1SIQCAQC4SlFJcXirbfeUvmAXl5e8PLy6rBABIImENc4QVs8jomhZWVlaGtrQ1lZWVeLQiAQCISnEJVCoQiExwXiGidoC9r7lZiY2NWiqExlZaXUbwLhaYWExRIIXYNKHgtLS0sIBAKVDigWizUSiEAgELoDqni/NPFqaMsjwj4OXWb2aSw3SyCwIWGxBELXoJJi8e233zJ/V1RUYNOmTQgKCmIm3MTERJw6dQpr1qzRiZAEAoHQ2ahSl1+TxYu2Fj7s4zg4OCAnJwcODg4dPh6B8CRAwmIJhK5BJcVi3rx5zN9Tp07Fxo0b8c477zDbVqxYga1btyI+Ph5hYWHal5JAIBBUoLPzIjRZvGhr4cM+zqNHjwCA+U0gPK10RcM+AoHQgRyLU6dO4ZVXXpHZ/sorryA+Pl4rQhEIBEJH6Oy8CE1yerSVD8Q+jrGxMQAwvwkEgjRpaWlYuXIl0tLSuloUAuGJRO3O29bW1jh69Cj+/e9/S20/evQorK2ttSYYgUAgqMvTHv7Q0tIi9ZtAIEgTHR3NhA76+Ph0sTQEwpOH2orFhg0bsGjRIpw/fx7+/v4AgOTkZJw8eRKRkZFaF5BAIBBUpaPhD49jaVkpKArYvh1uYjEKAFRXV3e1RARCtyQ0NFTqN4FA0C5qKxZvvvkmPD098f333+Pw4cMAAE9PT1y+fJlRNAgEAuFx4rGuIFNZCSxaBBw+jF2GhhgIkM7bBIIcfHx8pDwVj71RgUDoZqitWACAv78/9u/fr21ZCAQCoUt4bEOoEhKAWbOAwkLA0BBpzz8Po+vXefPgCASCLI+1UYFA6IZ0qEFebm4uPv74Y8yaNYvp8Pq///0PN2/e1KpwBAKBoAhtNcHqDo0V1b4WigL+8592pcLdHfjzT6SOGgXjHj0gFAp1KyyB8IQQEBCA0NDQx8+oQCB0U9RWLC5cuABvb28kJycjJiYGtbW1AIC//voL69at07qABAKBII/u3h1bHWVB7WsRCIC9e9vDoNLSgOeew61bt1BZWYlbt25pKDmB8HTQHYwKBMKThNqhUKtWrcKmTZvw/vvvw8zMjNk+duxYbN26VavCEQgEgiK6cwhTSUkJwsPDkZWVBUB5mIVK1/K//wF//QWsWtX+v5sbwCqaUVlZiZaWFlRWVmomPIFAIBAIHUBtxSIjIwO//PKLzHY7OzuUl5drRSgCQReQJL0nj+7cBCsxMRGZmZnw8vJilAVFz6C8aykpKUHSxYt4+fx5CHfsaN84fDgwapTMvgUFBWhtbUVBQYH2L4hAIBAIBCWorVhYWFjg/v37EIlEUtvT09PRp08frQlGIGgbkqRHADpPwWR7IOjzdOQZvP777xi0Zg2EtBfi3XcBPz/efWlPBfFYEAgEAqErUDvHYubMmfjwww9RWloKgUCAtrY2JCQk4IMPPsDcuXN1ISOBoBVIkh4B6Ly8DEdHRwQEBCAxMZHJsVD7GYyOxsurVqFfZSXaLCyAI0eA778HTEx4dx8yZAj09fUxZMgQrVwDgUDQXpEIAuFpQG3F4rPPPsOAAQPg7OyM2tpaeHl5YdSoURg+fDg+/vhjXchIIGgFkqTX+XSnCZmWRSQSqbW41+QauEqMWs/gihXArFnQq60FXngBetevA5MmKXxLSEgIXF1dERISorasBAKBn+5eJIJA6E6orVgYGRkhMjISeXl5iI2Nxb59+3Dr1i3s3bsX+vr6upCRQCA8pnSnCZmWJT8/Xy0FU9Vr4FNANPKSPfccoKcHrF0LnDsHODsrfcu+ffuQn5+Pffv2qX8+AoHAC/09FolE3cZQQiB0V9TOsbh48SLjsXBmTXTNzc1ITEzEKJ6EQgKB8HSiSqWjrsh56Mj76EWFPDn58ifUSi6nKKCkBKBz1ebObVcuvLxUlrWyshJtbW0kx4JAUBNVCivExMSQPD0CQQlqeyzGjBmDwYMHIykpSWq7WCzGiy++qDXBCATC448qoT+dmfPQkVA4+n35+fkK5dTIOyEWA1Ontidls6vrqaFUEAiEjqPKOETy9AgE5ajtsQDaE7jHjRuH//73v3jzzTeZ7RRFaUsuAoHwhKDMI9Gde1GwUSZnh0vfXr4MzJoFFBUBhobAn38CEyd2SEZDQ0Op311FYWEhCgoKUF9fD1tbWwwcOBDGxsZdKhOBoAhVxqHuXN6aQOguqK1YCAQCrF69Gi+88ALmzp2L69ev4+uvv2ZeIxAIBDbKSqzSkzWdo9Bd+4yos6goKSlBXFwcACA4OJj/elpbgc2bgXXrgLY2oH9/4NdfAR+fDsuop6cn9bszuXv3LiIiIvDrr7+iuLhYytBkZGSEF154AUuWLMHUqVO7RD4CQREdVRpIfyQCQRq1R3d6sggJCcGlS5dw6NAhjB8/HhKJRNuyEQiEboo6lZJUDR/oToneXNStDJWYmIioqChERUXxX09JCRAYCKxZ065UvPEGkJqqkVIBAPfu3ZP63VmsWLECgwcPRn5+PjZt2oTMzExUVVWhqakJpaWlOHHiBEaOHIm1a9di0KBBSElJ6VT5CARdQY9bcXFxJLGbQEAHQ6Fohg4diitXrmDy5MkYN26ctmQiEAjdHHUavalqCezOIVGqXC/bchkQEICQkBDk5ubKNBMFAKxfD5w/D5iaAtu2tSdqawEbGxtUVFTAxsZGK8dTFVNTU+Tl5cHa2lrmNTs7O4wdOxZjx47FunXrcPLkSRQVFWHYsGGdKiOBoAvo8UosFiM8PByff/45Nm3ahKCgoC6WjEDoGtRWLObNm4cePXow/9vb2+PChQtYsmQJLl68qFXhCARC90QXSoC6oUb0Ih6AWqEIHQldUOV6aeVDLBbDysoKFhYWKC8vR35+Pny4nogtW9qTtD//HPDwUEkGVQgKCsKDBw86fVGzefNmlfd95ZVXdCgJgdC5sEM5d+7ciYyMDGzbto0oFoSnFrUVi127dslsMzY2xs8//6wVgQgEQvdHFSVAl7HHbA8CALVKQKrjbaFR5XrZlsvo6GgEBQX9EwJ25w6waxewaRMgEADm5sDhwyqdWx3KyspQX1+PsrIyrR+bQCDIx9HREZs2bcK2bduwbNmyrhaHQOgyVFIsrl+/jmeffRZ6enq4fv26wn0HDRqkFcEIBMLjTUcW8KrC50Gg/+6qKlRsy6WVldU/59+3D1i6FKitBfr2BZYs0ep52SQmJqKpqanT81SGDh2qcvGOtLQ0HUtDIHQNQUFBjKeCJHUTnlZUUiyGDBmC0tJS2NnZYciQIRAIBFIVP+j/BQIBWltbdSYsgUDoWtSZLJUt4DWZeLkeBPbfqlah0lQGpbLV1gJvvgnQ3txRo4BXX9XKOeTJ/eqrr+Lnn3/Gq1o6j6pMnjyZ+buhoQHbtm2Dl5cX89knJSXh5s2bxJJLeGrQpWGFQOjOqKRY5Ofnw9bWlvmbQCA8naibtB0QECB34a6riVcdj4TOJv9r14AZM4DsbEBPD1i7Fvj4Y0BfX+HbVFV05MmdlJSER48eyTQw1TXr1q1j/l60aBFWrFiBTz75RGafoqIincmwefNmHD58GLdu3UKPHj0wfPhwfPHFF3jmmWd0dk4CQR7scUil8tMEwhOCSopF3759ef8mEAhPF+qGESlauOs6JEkVVJVBLc/Gnj3A4sVAUxPQpw/wyy/t3goVUFXRCQgIgFgshlgsRklJCSNTeXk5KIpCObt7dyfz22+/4erVqzLb58yZg+eeew5RUVE6Oe+FCxewfPlyDBs2DC0tLfi///s/vPzyy8jMzISpqalOzkkgyIM9DsXExCAqKgoSiQQ7d+4kVaMITzQqKRbHjh1T+YATO9gxlkAgdH/UbSKlaOH+OHWxVcuz4eYGtLQAr73WnrDNU4JVHqoqOo6OjrCyskJ0dDSsrKwYmfr374979+6hf//+Kp9T2/To0QMJCQkyMiQkJMDExERn5z158qTU/7t374adnR1SU1MxSkXFjtD5PA25CAEBAViwYAG2bt1KqkYRnnhUUizY8bMAeHMsaHSVY0Hc3ATC40dH8hk6c6GhjoeA/VtGTmPjfxSIkSOBpCTguefaK0CpgabeFjs7OxgYGMDOzk6t82qT9957D0uXLkVaWhr8/PwAAMnJyYiKisKaNWs6TY6qqioAgJWVVaedk6A+yr6DT4Li4ejoiMWLF8PFxQXbtm3DjBkzEBMT81hfE4EgD5U6b7e1tTE/p0+fxpAhQ/C///0PEokEEokEJ06cgI+Pj4zFSJvQbu6kpCScOXMGzc3NePnll1FXV6ezcxIIBO2haofajnbgprtjp6WlKe2AS+8rEolU6gpOL/jZi4DExEQc+OUXVL7/PiASAVlZ/7xh2DBGqVC3a7eq8MmUnJyMpqYmJCcna/Vc6rBq1Sr8/PPPSE1NxYoVK7BixQqkpaVh165dWLVqVafI0NbWhvfeew8jRozAs88+y7tPY2MjqqurpX4InU9AQIDC72BHxwNVUfT91PZ3NygoCEePHoWxsTF27dqF8PBw0qmb8MShdh+L9957D9u3b8fIkSOZbUFBQejZsyeWLFmCLPbkqkWIm5tAeLzh9nkA+C2UHcm9KCkpQXh4ODIzM+Hl5cUUmZBn/acXK6GhoR0OxxrRty8CbtyAY3Z2+4bffmtP0pZzLq48urDEGhkZSf3uKqZPn47p06d32fmXL1+OGzdu4PLly3L32bx5MzZs2NCJUhH4UOal01UuFo0ij4kuC0wkJSUhLS0N4eHhCAsLI54LwhOD2opFbm4uLCwsZLabm5vj7t27WhBJNYibm0DoGjq6IObr86Bsv8jISADKK6kkJiYiKysLXl5eCA0NRX5+vsKFiMaLldhY2L/5JlBRgUcGBshYtgxOixYhkSe8Qd65dLFocXd3R25uLtzd3bVyvI4ikUhw6NAh5OXl4YMPPoCVlRXS0tLQu3dv9OnTR6fnfueddxAbG4uLFy/CyclJ7n6rV6/G+++/z/xfXV0NZ2dnncpGUB9d52IpGgt0WWAiLCwM4eHhyMrKQmJi4mOTb0YgKENtxWLYsGF4//33sXfvXvTu3RsA8ODBA6xcuZKJp9U1qri5gXZXd2NjI/M/cXUTCJqj6YJY0UKBrbQkJiYyFYTYCcp8sBcAjo6O8PHxUVsulWhsBD78EPjuOwBAk7c3Li5ZAu+QELn3Rd71ylu0aOLJGDNmDHJycjBmzBi13qdNrl+/jsDAQMbYtGjRIlhZWeHw4cMoLCzEnj17dHJeiqLw7rvv4vfff8f58+chEokU7m9sbAxjY2OdyEKQpjvnSSgaj3Sp1NDKBX1f0tLSsHPnTri7u2P27Nnd7j4RCKqitmLx008/ISQkBC4uLox1p6ioCP3798eRI0e0LR8vqri5AeLqJhB0gS5DE9iLc7qSCgCIRCKtJjvyKQEqLX4iIxmlAmFhMNq8Gd4VFUhMTFQ5X4NG3qJFE8Vt9uzZcHNz01nYiCq8//77ePPNN/Hll1/CzMyM2f7qq69i1qxZOjvv8uXL8csvv+Do0aMwMzNDaWkpgHZveo8ePXR2XoJySLM4fthjQHh4OH777TdYW1vDzc2N3CfCY4vaikX//v1x/fp1nDlzBrdu3QIAeHp6IjAwUKo6lK5Q1c0NEFc3gfC4wVVa6JApZQsTdRcufMoRV6mhlQU6rMrR0RF4+23g7Flg4UJgwgSp92mSr6FMNlXpDiV8U1JSsGPHDpntffr0YRb7uiAiIgIAZLw1u3btwptvvqmz8xKUo+s8CS7d2UMij9DQUNTU1MDd3b1LDQMEgqaopVg0NzejR48euHbtGl5++WW8/PLLupJLBnXd3ABxdeuKx3HQJmgPXVof2fkVdDI2oHxhwn1d0TMq7zX2MehrfKZPHww+cwbJa9diysyZgIEB8PvvUscTiUTMjzbQRDlIS0tjlBydhYMpwdjYmDfsNDs7G7a2tjo7L7sEOqF70dkK7+PoIfHx8cH27dultpG5lvA4opZiYWhoCBcXF531qlAEcXN3Hx7HQZugPTrD+shOxqYnVUXPmqOjI6MQKPNwqJILERAQAIu8PIzYuhUmhYWoPXsWJaNG8U7y+fn5zE9XLeZpPvvsM8TGxiI/Px+HDh3qEhkmTpyIjRs34uDBgwDa+xwVFhbiww8/JOMFoVPobA+JrqDzzJKSkkjlKMJjg9qhUB999BH+7//+D3v37u3UikzEzd19eFIGbULH6AzrIzcZWxW4oUzs3/KOzQtFwfG33+D48cdAUxPg5ATh3Lk4JUch6U7fh7y8PDQ1NSEvL6/LZPj666/x+uuvw87ODo8ePcLo0aNRWlqKgIAAfPrpp10mF+HpQVdjVGd7EOiytOnp6aQsLeGxQUCp6T8eOnQo7ty5g+bmZvTt2xempqZSr6elpWlVQG1SXV0Nc3NzVFVVoVevXl0tDoGgNsQ1Lh+t3JvycmDBAuD48fb/J00CoqIAKyve43e3z+PVV19FfHw8AgMDceLECZXfp4ux8fLly7h+/Tpqa2vh4+ODwMBArRxXV5D5gaCMmJgYreZTqQI7LHTMmDEoKyvr0lBHwtOJOuOj2h6LyZMnd1QuAoGgAdy8A00mNm0viLvDAltjK+WVK0BICHDvHmBsDHz9NbBsGdNBm+/43S0s0MHBAYaGhnBwcOgyGQoLC9G7d2+MHDlSqpEqRVEoKiqCi4tLl8lGIGhCV3gn2WVpz5w5g9jYWAAgigWh26K2YrFu3TpdyEEgEJTAzTvQ9FjaXBB3twV2h7CxAWpqgGeeQdkPP+BSdTUC7t9XqChpstDQhTKWkJCA+vp6JCQkaOV4HcHV1RWenp44duyYVKO+srIyiESiLsnRIxC0QUeadwKaf9fp84pEIpiZmSEwMFCr5bcJBG2itmJBIBC6ho7kHahyLG2gK0ueuhOy2hN4bS0gFLb/7eYGnDoFeHvj0smTKilKmnhJFCljHV2IVFVVSf3uKjw9PeHn54eDBw9i3LhxzHZSuYnwJKBO8056f20YXnx8fODj44OYmBiS1E3otuip+4bW1lZ89dVX8PPzg729PaysrKR+CASCbqAXsdqYRLR5LF0cj4aekBMTE7W//7FjgEgEnD79z7bnnwdMTREQEKBWs7uOoOgc9HXExcUhJiYGJSUlKh1z7ty5MDc3x9y5c7UtrsoIBAJs27YNH3/8MYKDg/H9999LvUYgPO7QzTsXLFigdIwoKSmBWCxGUFCQVg05Xl5eTFK3quMDgdAZqK1YbNiwAd988w1mzJiBqqoqvP/++wgJCYGenh7Wr1+vAxEJhKebkpIStRaXXYm2ZVV1gU+fV173aym5GhpQu3Bhe2J2eTnAWvjS+7K9BZpck6L3KlLG6OsGoJZi1dbWBqFQiLa2NrVl1Ra0VyIsLAy///471q5di8WLF6OpqanLZCI8uXTm+EiHQMXFxSE4OBiLFy9WakxJTEzEqVOnYGVlpVVDTlhYGIYOHYrMzEy1DRAEgi5RW7HYv38/IiMj8e9//xsGBgYIDQ3Fjz/+iLVr1yIpKUkXMhIITzXqWu1VQZ3JWJ194+Li8NVXXyEuLk7jYwGqe0Loe5Sfn8+7P/16xqFDaH7uOQj/DmPIfu01lGzdKiUT935rcv87+l76uoODg9XynISGhjI/3YHx48fjzz//xB9//IEJf3cqJxC0iS7GR0XnioqKQlRUlMrn05X3k1YuFixYAACIiooi3gtCt0DtHIvS0lJ4e3sDAIRCIRPLO2HCBKxZs0a70hEIBJ3kL6gT86vNxGxurwltJS8r7cz9/PNwOX8evqtXQ6++HlVGRjg0YQLG//CDzPVxj8V37JKSEkZ5UpS8qeln19kdi7XB6NGjYWRkxPzv5eWF5ORkhISEkBwLgtZR9B1TJVdJnXwmOgRK3vn4YCd8azvhmn3s7OxsZGVlIS4uDlZWViSxm9BlqK1YODk54f79+3BxcYG7uztOnz4NHx8fpKSkwNjYWBcyEghPNR1ZXCqbLNVZ8AYEBEAsFkMsFqOkpEThZBUcHMxManyysM+rTYVFaWfuvDw4bt0KAGgcPhyX33wT4/9WCLj3gnsseWVmVUne1KZioMoC6NNPP8WJEyeQl5eHmJgYrZxXXf744w+ZbdbW1rhw4UIXSEN40lH0HVNljFFnHHJ0dMTixYultqmqmOiych67JG1eXh62b9+OYcOGYe3atUS5IHQ6aisWU6ZMwdmzZ+Hv7493330Xc+bMwU8//YTCwkKEhYXpQkYCgaAmyiYxdRa8jo6OsLKyQnR0tNIKKHzlGAHg1KlTjCz0+9VRWBSh0sT+wgvA/PmAuzuMV61CsL6+jMzq0BHLpaaosjApKSlBU1NTp4dDVFdXM02TqqurFe5Lms893nRmzxpNz6WKAUVTr6KqCoOue2DQ41hkZCRqamqQkJCAjRs3wtfXV6WSuASCtlBbsfj888+Zv2fMmAEXFxckJiaif//+eO2117QqHIFAUD658iUb66IKCQCIRCKl7vy0tDRs2LABeXl5EAqFWLBgAW+MsToKCxf2NfNO7BQFbN8OvP46YGvbvu2nn5hmd8qOqcokLC/cQFcLL1UWJq6urkhLS4Orq6vWzqsKlpaWuH//Puzs7GBhYcFb/YmiKAgEAtLH4jGnM3vWaHouVYwGmnoVVVUYFJ1HnTFD2b7BwcGQSCQ4c+YMLly4gHPnzgGAjKeFQNAVGvexYIc3EAgEfjRZbCqbXLmv01VIQkNDtR7LGxMTg+joaIjFYrkL6+joaCQnJ2PQoEGYNm2aVnIQ0tLSEB0djdDQUPj4+Mjkakgd4+HDdu9EXBwQG9v+IxAoVCoA5fdZqTKj4nE6iioLoHv37qG1tRX37t3T2nlV4dy5c0y5cb5QKMKTQ2d2n+7ouTrTq9JRxUTV8YSLKvuWlZWhtbUVzs7OqKiogEQiIQ31CJ2GSorFsWPHVD7gxIkTOywMgfCkosliU2lisgrJxtqCPqZYLJZ7PYGBgcjOzsayZcsQFBSk8HiqTsrR0dHM+Xx8fGSaBTLHOH8emD0bKCkBjI0BnkpE8hYdyu6bQmWGRWcuvLg4OTnBwMAATk5OnXre0aNH8/5NePLozIICHT1XZ3hVNFVeVB1PuKgyTmVlZcHHxwehoaHIz8+HWCzGtm3bsGfPHqxbtw4+Pj5qy0sgqIpKisXkyZOl/hcIBDLVPWjXN3FzEwiyaLLYVJqYrEKysbZg51Bwk7RpamtrYWhoiNraWqntmkzEdPlUuWVUW1qAjRuBTZvaw6A8PYFffwUGDZLZlbvoYMulKFSBDi8TiUQKr6MrKzlVVFSgra0NFRUVnXre69evq7zvIJ7PhEDQBvR3WV4/G+6+qlR2k4e6ygt3/JNrHFGCsn3p3DU2vr6+iI2NxZUrVxAdHU0UC4JOUUmxYDdbio+Px4cffojPPvuM+WIkJibi448/xmeffaYbKQmEx5zOrg6kaxRdjzwlShMror29PZ5//nnY29vLHmv4cGD6dODy5fadFy4EvvsOMDUFoHhCVyQXN1SBDi/Lz8+XsjRqsjjRNvPmzYNYLMa8efM69bxDhgxhDE7KumsT49OTQ3cYi9jQ3+XQ0FCVQopUqewmD3WNRdxxRhtzAt/9Z+euZWdnIz8/H6GhoVi3bh2io6MRGBhIwqIIOkXtHIv33nsP27dvx8iRI5ltQUFB6NmzJ5YsWYKsrCytCkggPGnwJVurMznr2s2v6WJB3oSpSbx0eHg4MjMzAfD0mujZE7h3DzAzA3buBGbOlHq/sgldFUWIbx9a4dBkcaIqqn4m9+7dQ1VVVafnWOTn5zN/p6en44MPPsDKlSullLevv/4aX375ZafKRdAtmlrttY26IUWaVHaTN851NNRSHorumbz7zy62kZ+fz7zXx8cHMTExiIqKwpkzZ0jFKIJOUFuxyM3NhYWFhcx2c3Nz3L17VwsiEQhPNnzJ1upMzrqO4deW4sKdEPkmYlUWGnTMsJeX1z+9JqytMTUk5J+E7MOHgV69ADc3mfcrul+Kzq8oVIEOoRKLxQgJCYGFhYXSsAu+82i7Bn5ycjIKCwuRnJwsdx9d0LdvX+bvadOm4fvvv8err77KbBs0aBCcnZ2xZs0amdBawuOLplZ7baNuSJEuKiXJu0Zt5IvQxgx53le+c/n4+Eg15wsICEBSUhLOnTuHhIQEHDp0CIGBgZg9ezZRMAhaQW3FYtiwYXj//fexd+9e9O7dGwDw4MEDrFy5En5+floXkEB40tA02VpbYVWqWNa4ccgAFC6Q2RYyZSFGIpEI0dHRUp4IPrgLfNy61e6VWLIEWLasfachQxReW0eaYym7z3R4VFBQEFMRSdG+fOdRtRKVKjHjAFBZWYnm5mZUVlYq3E+XZGRkQCQSyWwXiUTMZ014MlB3LOqMwgaaeITlvVcoFOLIkSNwc3NTugDX9jWyj0d7SJOSkhAWFqby/eeOM2FhYfDw8MChQ4eQlJSE69evw8LCgpSkJWgFtRWLqKgoTJkyBS4uLnB2dgYAFBUVoX///jhy5Ii25SMQnjh0nWyt6sSqShIz7TYH2kN9xGIxoqKisGDBAqlJiD4WrVgA0hMiu1wsnaMgEolkPBF8MPeHooBdu4B33gHq64EvvgAWLABMTGSunx06xbXysdFkEaBKhSxF56E9Hv7+/nKbBNL3VRXlBWhXLCiK6lLFwtPTE5s3b8aPP/4IIyMjAEBTUxM2b94MT0/PLpOL0PXoeqwD+D3C3MU49xi08QSQbuZJH6u5uRmXL1+GtbU13Nzc1CqmoUhWVWAfj/Y2ZGVlITExUeV7yQ6Noj0Xixcvhq+vL1avXo3CwkJcvHgRQPfIFSM83qitWPTr1w/Xr1/HmTNncOvWLQDtE0lgYKDSpD0CgaA5yiYoVUOtVEli5sYhsydgNvQxhEIh4uPjGYu1WCxGXFwcUlNTERsbCwAICwsDIBv/q5DqamDpUuCXX9r/HzcO2LtXRqmgr4OtsGjilVCEKhWy+M5Df35isRinTp2CSCRiQpe4vUHUUV4AoGfPnlK/u4Lt27fjtddeg5OTE1MB6vr16xAIBDh+/HiXyUV48pA3ZnF/K1qMs/OkuM082eOao6Mj3NzcOuyJ0EYYmKOjI8LCwpjxX533sfsQ0TL4+Phg165dCA8Px9mzZ3Hnzh2d5ooRng4EFLdu7BNMdXU1zM3NUVVVhV69enW1OARCh6AnB77KJ3wlFFW1lLG9Cvb29h3KCWDLBgBfffUVACAkJARlZWVMgzu1uHoVLdOmweDuXVD6+hB88gnw4YeAnh7v7lwZuc31uhr6HtE9PiQSCZO3Rlee6kguCtC+ELpy5Qr8/PyQmJioskzaHhvr6uqwf/9+KePTrFmzYPp3pa7uyNM4P2gzmborKkSpek5F+2ladlbbsmrrfeoci30PfH19VTf4EJ4a1BkfO9R5++zZszh79izKysqkStECYDR/AoGgXVSJt+fruq2qVT4/P1/qR1ECIjsZkK280LLRMcmBgYFwcXHhnbBVmeRe8/eH/ahRMHj0CGU9e+Lm//0fXly9WuF1cK+XfU3aUCw0XYhwY6bpzysgIECu50PVz9DPzw+3bt3qsny35uZmDBgwALGxsViyZEmXyEBQHW0mU2tyLG2ECam7H/ucnZFb0B2a/cmTgZ3IThs+xGKxjAeVQFAFtRWLDRs2YOPGjXjuuefg4OBAwp8IhE5ClRrt8nIGVLHayyupqkgWevKhw3po2VauXInff/8d/v7+WLp0qUohW+ztUVFRaGxsRHZ2Nta8+y4Mb9xA0owZeC4wUN7tkYsmeRTyYrg1KTHLjZmmf6u68FC0CHNycoKtrW2nd96mMTQ0RENDQ5ecm6A+2kw01uRYXVFCOy4ujjdfTJX3diadkfDOd768vDx88cUXaGlpwWeffYZZs2Z1yvkJjz9qKxbbt2/H7t278cYbb+hCHgKBIAdF1ZrY3gm+ZOXo6Ghm4panWPCVVJWHSCSCSCSCRCJhKiOxvSihoaHIzs5GXV0dE9esrFEdzejWVrS98grOlZYiKysLB157DVbDhiFg+PAO9f3QJI9ClbwTmo4sQOR5gNhwj6vrRZimLF++HF988QV+/PFHGBh0yClO6CS0mUytybG0tXjmq07Xke8MtzmmKpXbdKV4qHNftRVuNXXqVERGRuL+/fuor6/Hv/71L9y7d4+UpCWohNqjflNTE4YPH64LWQgEggLYEwy3WhN74uGzxNE5D/RvNnyTkbKY5OjoaGRlZcHDwwOhoaFS1aBKSkqQn5+PdevWMZM7oELn2ZYWYN062GzejMnPPIOad95hlKDoX38FBAKlfT+0PcnzLXjk1b9X1QLKh6L3cq9X0SLMwsIC1tbWvL2GOouUlBScPXsWp0+fhre3t0xexeHDh7tIMkJ3gM8ooi0Fh686nbzvTHBwsNzQQ2XNMeXt25WKPl8jUVXhq5wVHByMGzdu4JdffkF9fT3Cw8NJSVqCSqitWCxatAi//PIL1qxZowt5CASCCsizmsvDx8dHrqeCb2Lk28auZpSZmQkvLy9mYRAZGcksjK2srHhDthRO0AUFwKxZwJ9/AgDSDA0Re/w4Zi9eLJN7EBAQALFYLFOilZ5Ys7KypORm01neDmXn4VpWJRKJ3GNx75simXx9fZGdnQ1fX1+1ZdYWFhYW3dKTQuge6KpbPV2+OSgoSCoBGeD/zij6HqkToqhoXFNmtCktLdVaYQm+RqLKYI9DXl5eUpWzHB0d8d1332HevHlYvXo1SkpKNJKP8PSgtmLR0NCAnTt3Ij4+HoMGDYKhoaHU6998843WhCMQCPwo6hqryBLHB3diZE/Q7GMkJiZi165dcHJywuTJk+UmLsubaOVO0IcPAwsXAhIJ0KsXkhcuxCfZ2fD09OSd2B0dHRnlhb0wSUxMZBSerrAusu+7svNwLatBQUH44IMPNErcBtoLaxw9ehR2dnZdVgFr165dXXJewuOBukYRVWEXQlBkSFEEXy8fTWWSZ7QRi8WIjY3FlStXAPwTotpRryttcOFDWS+j0NBQuWVs6ZK07Ne6Ou+E0L1RW7G4fv06hvzd5fbGjRtSr5FEbgJBOyiqmKRsQFe3QRN3f25lKbZVy9PTE5mZmXjppZekjsFeVPP1bOBWjwoICICjtTXw/vvAtm3tB/HzA379Fc7Gxpiv5BrpHA92h2eulZHvenWZCCkvKZsPertavTxUIDk5GYWFhUxfDAKhu0EbRXQVtshuAqfucblFKVQ5hiLvLl8FP/pvsViMuro6+Pn5SYWoKmpcqkgWeQYX+pi7du2SaRKoqmeG+9r+/fsRERGBESNG4IsvviDKBUEKtRWLP/74QxdyEAgEFooqJvFtVyX0RlmYEA13UazMqqXo3Aq74L77LhyvX2/f8T//ATZtAgwN4ahEPkC6hCy75wY7EZquVMW+XnnJ7areR1VR5mVgv65Nz0KPHj1gaGiIHj16aO2YHeHQoUM4ePAgCgsL0dTUJPVaWlpaF0lF0CXqfne06T2Ul2wdEBCgVmlo9qJfVdm4RTXYzS/5KvjxNdZky8UN9VTnPskzaAQEtDcJzMzMlGoS2NFQz9zcXJSVleHChQsIDw/n7WhOeHohJTueUIirsvPQxb1WNEGwf3MnMvo1vhKpmZmZcHFxkclN4MKdbNiWQD7vA98CnpaNG1IV8PzziD91CrGxsfjrr7/w9erV8DYwAF5+Wa37yL4PfMoL3YCOr98Hd+HxOFVcUkZYWBjs7e15k/Q7i++//x4fffQR3nzzTRw9ehTz589Hbm4uUlJSsHz58i6Ti6AZyr6f6n53tOk9lJdsrW4+B9+iXxns99DJ05MnT5bba4j7Pr7tbM+DOvdJXpU5R0flHbvVaSRK96ipr6+X29Gc8PTSIcXi6tWrcq1RpOJH9+BxXyDpGm0oA8oW1pqgaNLhs8qzF9HySqQCYPZXJ2mSPifdOIk+7v79+xEZGYnp06fLXcBLNeurqoLjv/+NZeXlOCKRoKSkBB/v2IGIiAg4Qvkzy1cSkX1ttMWQVmbkNeVjKzvqVFxiy6DtECZtYW9vj+effx729vZdJsO2bduwc+dOhIaGYvfu3fjPf/4DNzc3rF27Vm4MuDa4ePEitmzZgtTUVNy/fx+///47Jk+erLPzaZPHwRCk7PuprqKgzVK38kJ6OprP0RHZ2MnTmnbw5rseRSWpAVmvDbfKk7JrUqUkOY2Pjw+2b98uNR5GRkYC0G33csLjgdqKxa+//oq5c+ciKCgIp0+fxssvv4zs7Gw8ePAAU6ZM0YWMhA6gy1jyJwF1FC9liW/yLOO6hHtudnlFvvwD9uQEQKnXgg/uM5Wbm4uKigqUl5fz3kMpOa5cQcu0aTAoLMSz+vrY8MEHOJSWhrq6OsTFxcHKykomHlmV/g3cfWJiYmQ6j3PvG/t17jUpm3zllbNUB10uIrdt24affvoJCxcuxKZNm7R6bFUpLCxkSpL36NEDNTU1AIA33ngDzz//PLZu3aqT89bV1WHw4MFYsGABQkJCdHIOXdFdDUHsZ1XZnKLKYlxXz74iQ4yy8qiaysReXM+fP1+l4yg7J9/1qFoQAvgn9EkdbwK7JLk6eR200SkiIgK1tbUAQErSPuWorVh89tlnCA8Px/Lly2FmZobvvvsOIpEIb731FhwcHHQhI6EDaNMa9LijaRKvvGQ69kJYlf4P2oQr/8aNG5GSkoK3334bVlZWTP6Bj48Pr0x0eEBwcDBvOcS4uDhIJBJYWFjIrTW/ZMkSmJmZyUxEQHtfhtTUVNwrKoLht98C0dEwaGnBg549kfnxx1iyejUmsDw+fOVpufedT2Hi9n9QNWlaVUVC3vvZHgs+1Mk70SZHjx5FaWkpjh492mWKhb29PcRiMfr27QsXFxckJSVh8ODByM/PB0VROjvv+PHjMX78eJ0dX5d0V0MQ91nV9HlV99mXF56j6jiryn6afh/ZRh4rKyu13qPOOdUd2zw8PODh4aHyM8WupMX1Tqsim7+/P65cuQKJREK8F085aisWubm5CA4OBgAYGRmhrq4OAoEAYWFhGDt2LDZs2KB1IQkETeAbxNWpnKQomVldq5K24Mb1JiQkoLGxUaG8fDLJK4cYFRWFiooKWFtbyw2bYofdsBf4VlZW2L59O/TKy7G7rQ0Di4sBAI8mTEDytGl4LjBQ5hqsrKwgFAqxcuVKZhHBTWJkJ2wD7a775uZmVFRUMH0g1EmaVhV5IVjspHF1lAddLiLp+6CoL4auGTt2LI4dO4ahQ4di/vz5CAsLw6FDh3D16tXHzpPQWXRXQ5C2n1V1jxcdHY29e/ciOzu7PWSSlTOmyjiryn6aXqOmCd+qos7Yxvbc0v9zxynuuMZW4joS1rZmzRrGUPTDDz+gvLwcEokEK1euVPkaCU8GaisWlpaWjGu7T58+uHHjBry9vSGRSFBfX691AQkETeEbJJWFNwHylRBFg25HJgy+uH1aFmUWOTqud8SIEfD19YWvry+vYsReoPP1ueD+vWDBAsZjIe9a2PdKIpEwC/zg4GD4P/ccVv78M0SNjYCJCfD99+ixaBEmskpSc2vGr1y5UirGV1ESY3h4OKKjozFw4ECZTtN8nX2551PHiqasQhe3NKW8PiA0fAsEbXm6vL298eDBA3h7e3f4GJqyc+dOtLW1AQCWL18Oa2tr/Pnnn5g4cSLeeuutLpOLS2NjI6OMA0B1dXUXStO9ULefg7qhM6oSGhqK7Oxs1NXVSYX0qDrOqrKfuuW55e0DQGZcVbXEtyI6Mjawr1vVCoPsHIstW7aoreiyDUWHDh1CQUEB9uzZg3379uHDDz/ErFmz1Doe4fFFbcVi1KhROHPmDLy9vTFt2jT861//wrlz53DmzBmMGzdOFzISCBqhTryqJhORKvBNEnxx+wBUsn5xk/z4XNjs8CeJRAI3Nzep8/PlK6gSI8tWWAAwC3xHR0d8vG4dCoVCOMXFwTAmBhg4UOb93M+AHeMr7xy0rPQ+gYGBqK2tlfq85FWC6ag3Sd4zIc9SKZO0rgLa8nT961//gqGhIZYtW9bhY2iKnp4e9PT0mP9nzpyJmTNndpk88ti8eTPxsMtB3edRV55aHx8fREREyFQz0oaHR2GPHRUrxCkLFdPGfZEXiqtI0ZBX3IINdzvf+KsObLno79a5c+dQW1uL999/HwMGDOiypp2EzkVtxWLr1q1oaGgAAHz00UcwNDTEn3/+ialTp+Ljjz/WuoCEJ4PuVvVE3mCr6YSVmMjfiIiGmxPAloEvbp8rH593QyQSITw8HIGBgVKWcq41DWgPZTx//jyvfPIs8IrIzs5Geno6+vXrhxUTJ+IlOzsA7fexdPZsfExRmNHYCL7phM6XEAqFiIyMhEQigYeHh1RFI67Xgt37Qd4kRXtcuPdPXW+SMqutvNKU8s6jqJyjtkJOCgsLUVZWhsLCQo2Ooy7X6X4kKjBo0CAdSqI6q1evxvvvv8/8X11dDWdn5y6UqPug7vOoy/A+TcZkdcJAVcnp4qJu3oM6yGuyp66yoqzCIH2u/Pz8DvejYJfapeWKiIjAF198gV9++QX19fV46623sGPHDqJcPAWorViwk5P09PSwatUqrQpEeDLpblVPdBXTHBDA34hIVVnYg668yh+7du1CU1MTKioq8PbbbyM7OxvR0dHIzs6GoaEhYylney/o8CeRSITo6GjeaiH0xJWXl8coP3zJ3WxZMjMzYWpqCpcrVzB1714YCYWAvz9gb9/uWj94EG36+jJJ5EC7R4aeiC5fviw3p0Pe5MxVstjKFp/HRd3PXN4zy1WSuceVdx555RzZoVt8qKOUs0PSOpMhQ4ZAIBCAoigIWOFufLS2tnaSVIoxNjaGsbFxV4vRLVH1u6JuyFRnoiwkkTuucBUJdk6XvMUwd3HO/Z5qQyni5vIpUlbUNeCpUjJd1QR4utQuLZejoyO+++47zJs3D2+99Rby8/OxYcMGqVwZwpOJ2oqFvr4+7t+/D7u/LZM0FRUVsLOz6zaTBqF7oUuLVlchbyJR1IiIL79B0fHoRWdBQQHKy8sxZcoUeHp64uTJk0x8OF9YEHdS5Us6FolEMk2Upk6dylT0ABQ3kwsICIBeYyNGHj4M2/T09jcMGgT83duG61pnHwsAMxEFBgaipqYGNjY26Nu3r8peJG4IWUdKwCqaNOU9s8qUZHnHlBdqIC90i/26Ii9Yd4Adwpeeno4PPvgAK1eulLKyfv311/jyyy91JkNtbS3u3LkjJdO1a9dgZWUFFxcXnZ33aaYjYTqdKduRI0eYvhJcuOMKV5FQZ87is9jz7aPOvVH3/MoUBD4Z2BWt5JVMVzcBnnttPj4+2LFjBzZs2IDa2lqmvHh3eEYIukFtxUJeucDGxkYYGRlpLBDhyaS7Vj1RREc7zSq6VkWv0QtMegEJAOHh4Th37hxKSkrQ1NQEMzMzhIWFwcPDA8A/yclcixq7KkhpaSnCw8OZEBy2AsENy6KPyZfczQ2VesHKClM++wy4eRMQCIAPP0TJ228jMSUFAQYGMuFKfBMlfdzy8nK89NJLGpV+VVYClg9Fk6a8z4rvOrjNqfiOKS98S17oFvt1Vb1g9+7dw8OHD3Hv3j25++iCvn37Mn9PmzYN33//PV599VVm26BBg+Ds7Iw1a9borGnd1atX8eKLLzL/02FO8+bNw+7du3Vyzqcd7nehO3mmRSIRDAwMkJ6eLvd7o6hPhzpzFp/FviM5G2yUGVTYx1GmIMhTPOQpBKr2L1HVY8XOlRGLxYiIiMCePXuwbt06Ehr1BKKyYvH9998DAAQCAX788UcIhULmtdbWVly8eBEDBgzQvoQEgpZQ12LEt9BnVxvSthcmICAAZ86cwblz5+Dh4QErKyukp6fD2toaI0eORGNjIxPmRIco8V0X11tBV1AClHdU5cKXBJiXm4vyzZsxqbgYaG5Gg4UF6iIiYD1zJhL/Dr9id1iW1wdDlQovij4zvhAyda+PfW5NKttwPTvsKlzKnjVHx3+aePF111XmBWOTlpaGmpoapKWlKb5wHZKRkcEbly4SiRiLri4YM2aMTvtkEGRRp2KePDTxcvDlnNHHSE1NRXFxMYYNGyZXHr7ka2UdrvngW6BzPY3KDBLcc6WlpWHnzp1wd3fH7Nmz5ZY/l3d+7nVGRUXBxcUFQUFBUt5qZcqLvHtHe2mysrJ48/LkhYyWlJQgNjYWly9fxvz58zFnzhyp6yM8/qisWISHhwNo91hs374d+vr6zGtGRkZwdXXF9u3btS8hgaAl1LUY0ZZiOh9BLBZjy5YtMDMzY0JWtGmVc3R0hK+vL/766y8A7QsxU1NT1NbWYtSoUXJLBQLSFaS4VYkCAwORnZ2NwL/7R9CwPRPsSYBOMA8JCZGqIMX2dDjW1MCguRm3XV2x0d0dIYaGmArpSkmKwnu4161q1ZWOokrZR3lNoVRZ+HAndr6Ec1XoiBeMzdChQ5GRkYGhQ4eqfE5t4+npic2bN+PHH39kvNhNTU3YvHkzPD09u0wugu7piGeaa8DpSCloWrFgL3CB9rWJr6+v3GPyJWgrGnNULR9LG3ecnJykPI3ccFJF54qOjsaBAwdgYmICCwsL3rwxVT0G7LksMDAQ+fn5ckPYAEgZpuTJGBcXh3PnzmHYsGGMvOx9FI1l69atw1tvvYVbt27hq6++Ql5eHtasWUOUiycElRULOob2xRdfxOHDh2FpaakzoeRx8eJFbNmyBampqbh//z5+//13nbnVCU8e6lrTuJbiuLg4mJmZKbSAqYK8yamkpAQSiQRDhgyBr68vzp49i4yMDIwcOVImH0KR1Yo7WdbW1qKlpQVHjhxBYWEhrweBvaimyc3NRXJyMoC/JwaKQsn9+wCAnH/9C7+cPo1dhoZw79cPYrEYaWlpvKFI8kIDVEEdj4Km3a47mlMBaMdyq8n7aJycnGBrawsnJ6cOvV8bbN++Ha+99hqcnJyYClDXr1+HQCDA8ePHu0wugm7pyPebXoA7OzvzFpRQBjcckl36mZ1XIc9zmJ+fj8zMTERHR8Pe3l7u2EofQ1EehTzjzEsvvcSMX9z38yk29HECAwPx119/4f7fYy6db5eWliZV9U0Vw4ujoyNCQ0MZJYyuvMcXwgZAyjClaEyiFTd54bNszy19noCAACbvYtWqVbh16xbOnDmDq1evYtOmTQgKCpJ7HYTHA7VzLP744w+p/1tbW5GRkYG+ffvqXNmoq6vD4MGDsWDBAtLBlaA2HbGmsd/DrqwkbwJVtYKGvIZFhw8fBtA+4eXl5UEsFuPu3bvYuXMniv/uYE2/RywWIy4uDsHBwVKVSehqS3QSolAoRFlZGfLy8phkVm4lE25JQ7oTdnx8PER9+wJffAEkJiJx9mycOnUKIpEI8b16wd3JCXV1dYiIiMCzzz6LnJwchISEMA3raCWG7Tanr0HdeuzyPArs+yfP8qlK6Uh5z4cq71X1WB19n6qLNgsLC5mGgZ2Nn58f8vLysH//fty6dQsAMGPGDMyaNQumpqZdJhdB+6iSW6QI2rsaFBTELMDVgRsOyS79rIrnkC8PQ1FuAzePgg27lDiNhYWF1PiVnp4OU1NThZWn2PkS06ZNAwAm9HX79u0oLy+Hq6sr8vLyMGjQIJXHJu65lBlClOWasJUJPo8NHap76tQpppoo+/nw8fHB7t27ERcXh61bt+Kvv/7C8uXLcfDgQZJ38ZijtmLx3nvvwdvbGwsXLkRraytGjRqFxMRE9OzZE7GxsRgzZowOxGxn/PjxGD9+vM6OT+i+dDQOV5tVSujBU9EClx1XGxoaKhX3K28RTyMSiTB48GC4u7sjIKC9P0VJSQny8vKQkpKCsWPHSlmYtm/fjpqaGqmmd4mJiTKTV3x8PIqLizFo0CC8/vrrUueVV9KQvk5xVhb6LFwI/N2nYMzkyUBoqJSF8IcffkB5eTnc3NwAtHs66HAuekJPTGwvTcuelPl6enSkShP79aSkJKSnpyM8PFxKuUhNTcXly5dhZ2cnE4vNhu/8qpSdVBVtd//m4uLiAjs7uy6vgmRqaoolS5Z0qQzdDW1XTOoOFZj4YvFVUQ74xkJ518AN0+GrnMfexjaaiMViDBgwAEePHkVeXp5ULD9thKmrq8PQoUMV5hLQss6fP5/Zj/YgA+1j2aVLl9D0d0U82lsikUgQGRnJ5OTRRRgUVZ5ihyNxPQfDhg3D6dOnUVRUhMOHD6OsrEzlsUnR58OX/6Ys10SRESQ8PBxpaWno37+/TLlf9t90fpmLiwuWL1/OeJyIYvF4o7Zi8dtvv2HOnDkAgOPHj+Pu3bu4desW9u7di48++ggJCQlaF5JA6GisvS6qlChKzmVPHtHR0VLlT7mLeO7AnZ+fz1RHoo85YcIEptQsu5NzQEAA/Pz8kJycjLy8PCZkiW/yYpc5pUvN8sXSsikpKUGPS5fww6VL6FldjTYTE6TPnw+Btzdw9y7s7e0ZC2FaWhqSk5Ph7+8PNzc3iEQipKamMvLw/Y6JieHttaDJ50WHrtGeEb6wCpnwLtb1squmsGO1NQ1PYp9DWUlKebBDPhRN9r///jsuX74MBweHLg0pyMnJwR9//IGysjK0tbVJvbZ27doukqpr0fZY1JFcAG3DzS1SdF3sBTrtVZ08ebJUbyyu7ACkPJ2AbOgPX04Y/b7MzEwYGBjg8uXLSEpKgpubm1QOQGZmJoYOHaowt4PPAMINHY2KikJTUxPGjh3LeGmtrKyYPDOg3cgSGhqK1NRUmdBRvnP7+voCgNQ8s3btWri7uyMjIwPe3t4YN26c2pXw5N3rjoSP8kF7doRCIYqLi6XmM3nHCQoKwsGDB5n5sTsozYSOo7ZiUVFRwcTnnThxAtOmTYOHhwcWLFiA7777TusCakJjYyNT6x9o76xKeDzpqph1NuzBzsrKCrt27UJ2drbUpMTOy+CWP+UqJNyBm5tPQE+oVlZWSEpKgru7O2PJcXR0xJo1axAXFweJRMJYv7jnpxehW7ZsAfDPhCgWi5GdnY3MzEwsWLBAyoqXdOkS+mzfjlfPn2+/8GefRfzChdh5+TJEv/4qpSyx5aBl5yt/yxfSFBQUhA8++EBKTkWfl7yJjjsJ8VVQYoex8U3E3HKN7FhtviT9jkx8ykIpFKGKtwwAbGxsYGRkBBsbG7WOr00iIyOxdOlS2NjYwN7eXqphnkAgeGoVC22ORcqO11llX/mUCXnfDXaiNf09ABQrCmVlZUhLS5Oy7gP815yRkYHDhw9jwYIFsLKykuqT4+DgAGNjY5w5cwYikUjqeIpCW9nQ3gfaIMI2yNDhTy4uLvjkk0/g5uaGcePGISQkBBkZGbh06RLEYjHmz5/PhGdlZ2dLjaVc40ZoaKhMKJejoyPc3NyQnJwMNzc3uSWs+VBUppa+p+z7oOx5lfc50/McbRBTNYSUfS0xMTHdvncPQT5qKxa9e/dGZmYmHBwccPLkSURERAAA6uvrpSpFdQc2b96MDRs2dLUYBA4dWZRpO2ZdmTx87ve8vDxm4goODkZSUhLS0tKwceNGJoGNmxTNHvS5Mb98ng868S8tLQ05OTkYOnQo8vPzce/ePcTGxmL27NmMPLSCw3aXs6+ZbxHK9lTwLXITExNht3Il/IuKAABnPTxwPTQULc3NCAoKgq+vL2Nxo2VWFsvMvb9cKydXzo4kV3NzKxT1pJDXS4ItEztWm4+OLNy45+gIXOWzO1r1Nm3ahE8//RQffvhhV4vSrejoGNaR42lbiVGGKrkW7IU8W7lnV6ZjhxRlZGTg5s2bGDZsmNTiknvNtNEgLy8POTk5UueivxtBQUFYunQpfvvtNwgEAqxZs0apvLQ8EomEURyioqJQUVEBa2trfPDBB4xMixcvRklJCZYuXYqLFy/C1tYWbm5usLCwQFJSEvT09PDMM89IJU5z7wPbuOHv74/4+HhMnjxZJmxWkwU/933sbYrGtLS0NMabwM0F4e7P9daoEqbFN0ckJSXhxIkT2L17NyZNmoSNGzd2q3GOIB+1FYv58+dj+vTpcHBwgEAgYEpYJicnd7s+FqtXr2aaJAHtHgtnZ+culIgA6L6EqLr7KLPkAO1WNbYVmB12c+7cOfz111+8SdGKBnd6e1RUFJMnQZdpraurg0gkgqurK06cOAETExOIxWImIY6WTSQSwdbWFnl5eTKudXmL0KlTpyItLY0pQcsd0G8tW4bGzz9HeP/+2N/QgMbdu5mJ1MfHhylVyL5ethzc8DDu/VWngpK8+Gk29CTUkaoy7M9TnfKuqoYmKTpHR1CWzF5YWIiamhqpqjGdTWVlJZN0SugaNH3W1K3ApkquBS1TSUkJY6nnPs/skCI7Ozvk5OQoLBfLPS67PDY33NTNzQ3W1tZwc3Nj5KX77fj7+8uEttIGCwD44IMPmOspLCzktcQnJiaitrYWfn5+CAwMZIxExsbG0NPTQ11dnUziNL3gZvceCg4ORnh4OI4fPw6hUMh4m1X5XGg55C34aZmAfwpr0EoFN/ePfZykpCSZXkiKxu2AAOmmn+o2m6Xn171796K8vBx79uxBUVERNm/eTPIvHgPUVizWr1+PZ599FkVFRZg2bRqMjY0BAPr6+li1apXWBdQEY2NjRj5C90ETa5q6VUjYEwi3gY8iedjeBF9fX4SyEpbp/ejBz8TEBBcuXEB6errURBsREYEdO3bgpZdeYpIG5U34dJ5EUFAQFixYwJQU3L17N+7cuQMHBwfMnTsXAQEBKC0tZSqBpKam4uzZs7hy5QqTyEffD0WLUDrhLz4+HvdycmB74waweHH7pGNtjbubNuHyyZMY4eQEd3d3WFhYMBMEOy+DtmQZGxszctBxzMqS1WkULYJULfXKLqWoS7gKWme77Nn3lP4c2MqNi4sLzMzMujR5e9q0aTh9+jTefvvtLpOhs+mu3iN1kdehmYuiME5lSo0ijwa9GKWTn+mcLXUb1vGda/bs2YziQY+hEokEycnJEIlESE5OljKWcBfHdKIxPZZyLfF8RqPg4GBkZ2cjKSlJqqAGn5xsz/PQoUNx/vx5qX40fJX1+FDk1aSVpaamJiaMV14BD/ZxaLnpfD3gn3E7LS0N4eHhUt4M+l7RKAvh5JuD6TDb9evXo6mpCUlJSdiwYQMiIiIe6+/Y04DaigUAvP766zLb5s2bp7EwyqitrcWdO3eY//Pz85nymV1dBYWgOoomHnUsG6ooKOzQH3kDm7zQGb7wHr7cgYaGBty8eROlpaUYOnQoM9Hu2bMHFy9exN27d6WSBtn4+voynoPa2lqpUJzExEQ0NjYiPDwcenp6KCsrQ2lpKaKjo5GVlcUoEXRvDXZiINvyxlUG2PfFs7UVfQ4cQK+TJ3FWKETUoUMA2mOG6Qoo7ON88sknSE5OxtKlS+Ho6Ijw8HDs27cPvXv3hrGxsVSPD3WrPin6/JQpoZpWblJVLr4FFZ0sT3tL+Dqha2vRyY5Tz8/PZyqP0TKZm5vDzMwM5ubmGp1HE/r164c1a9YgKSkJ3t7eMDQ0lHp9xYoVXSSZ7uisnAZdw8014n7v5BkLuGMoHUYE/GMZp5Hn7eMuRoH2exkZGSkzjvDJxKcMyVN4EhMTkZ+fDw8PD16jEX1NdIiTotwDrrGBW5QjLCwMq1atwuXLl3H27FkpLwX9PvpYQqEQK1euxIMHD3D//n2kp6dj1qxZjMzcin9894GWA5Be0NPGspCQEOTm5jJjljIPE/23vHE1OjpaxpvBRdk4Lm9NsHz5ckyZMgX79+9HfHw8SkpKEBoair59++K9994j3otuikqKxa+//oqZM2eqdMCioiIUFhZixIgRGgnGx9WrV/Hiiy8y/9NhTvPmzcPu3bu1fj5C56GqpYw9KamyWGO7xBXFzPPB9lpwF+rs5OzAwEDU1NQwZWLp865btw47d+6U2s6dcOnFcG1trYz1h77+MWPGMBVO6Goq7NwItieGvcikt3OtYQDg6OCAqeXloN57D4KGBrTa2WGIm5uMxZBbneXy5ctSBRFCQ0ORnZ0NsViM559/XspqL5FIUFFRIVX9Sd0FmKohHZp4wdSRi3sevmRx7rG0uehkP//chVBAQADy8vI0Or422LlzJ4RCIS5cuIALFy5IvSYQCJ5IxULT56+7wL6O0tJSGUu0POs2F3YYESA9RikrRKBOiKtIJEJkZCSSk5MRGhqKoKAgmfwvvnyB+Ph4+Pv7y4xzfOfjGki4x+S+zvd9v3v3Lh48eIDrf5ft5qsQN3XqVKxcuRLR0dF48cUXMWHCBNjZ2Unl33Er/nHvOV9OHT2HxcXF4ejRo/D09MSSJUukwmY1GZfYVQf50NSw4ujoiJUrV2L27NlYunQpTp8+jT///BMAsGfPng7LTdAdKikWERER2LBhA+bPn4/XXnsNnp6eUq9XVVUhISEB+/btw5kzZ/DTTz/pRNgxY8aAoiidHJvQtSizlNEom5Tk0ZHBU57Xgs9qvH37dpn3+/j4YPv27VID6/79+/HVV18xIXr0xEZf786dO/Hbb7+hpqaGOSa9eI2Li0NBQQGsrKxgYmIi1RyvpKSEqVhClxll52FINVGSSIBFi4CYGAgApPXujZLPPsOEKVPAtgdySypmZWVhxIgRTKI6fY0RERG8EwdfszZF1j6udZ++16pY/jWdHDVZGHLPzb3f2lx0yktC705WctqT9jSh7cTsroJ9HeHh4WrF1QPSC352ozi+xpXyjsVdqPN1dWaPwVeuXEFtbS0sLCyUNsQD2sfYAwcOYNiwYZg9e7bMgpxvnGlqakJqaqqM9wWQNaBwv//0uC0UCplO9PIqxNGL88DAQPz+++/49ddfYWFhwSg0fBXvaPgaebLnsKCgIHh6ejKKibaeV2WVqTpiWOH7DGhj3Z07d5Cfn0/Wgt0YlRSLCxcu4NixY/jhhx+wevVqmJqaonfv3jAxMUFlZSVKS0thY2ODN998Ezdu3EDv3r11LTfhCYMvPlXV/dlwvQl8C9SOysXdJq90KXdQZJdPjI2NRWVlJYRCIS5dugRAujt1fX09zM3N4e7uLnVMdqWNiooKJCcnw9raWqoBHTfRkO2xoD0jzsXF6LloEUwfPgQMDFC1ejXyvb0RwONhlHftyhb13GoqtBJC7xsQ8E8CIQApDxVf0jzfa9pOTFV1YaiKDNywrM5cdHaHztuE7os61mM+S7Sq+ROhoaFS4Y/Z2dkyjSs1+V4IhUI0Nzdj6NCh8PDwAACmYt2AAQOkysrSMtBjDm3UKSoqklqk06FZYrEYR48eZRQhOk+CHe5IH5MupsH+zvGFZdrY2DCKDMDf1ycgIIBZpMfExCAlJQWVlZWMQkPfX3mfnbxwUPa56A7emuStqEtHDCvyxlkfHx/s3buXecYI3ROVcywmTpyIiRMnory8HJcvX0ZBQQEePXoEGxsbDB06FEOHDoWenp4uZSU8wag7ycjbn+tNoNGk6RrXI2BhYcEoA3zxstxBkbZoZWRkoLKyEpaWlhgwYABu3LiBnJwcKeWgpKQE3t7eGDRoEGJiYqSUl4CA9mTCgoICFBYWwtvbW2rQ5iYa8rnD7544gWEPH6K2d28Ijx+H+bBhkHdHuPdYWcUrdjgb3RV85cqVMt4GthK0YMECqfAFRYqcqtZSZcqkJgqKKpNkV4bF0Dk7dHOtrqK4uBjHjh1DYWEh042Y5ptvvukiqToXbVWt0ybqPPtcSzSf0Yb73Zb37Ht4eKCmpkZmcc4H10PBJ3N8fDxSU1OZHIno6GgUFBTg7NmzMDMzQ0ZGBu7fv88k+sbFxWHLli0wMzPDwIEDYWlpyeSDsb3gUVFRcHZ2hrOzs5QixPUUsEOZfHx8YGdnB1NTUymvcUBAe/I0AMycOVNG2afDkwDw5oa8/fbbSE1NRXFxMaPA0J4fOreKfY+EQqGMxwLgH8fV9fjTqFstjO/8qiAvDBng95A8KcUTnhTUTt62sbHB5MmTdSAKgaA5ymLQ1SEtLQ07d+6EjY0NKioqkJCQgAcPHsDExARpaWlYs2YNM7GGh4cjPT2dGfS54VwtLS2or6/HG2+8AQsLC/j6+uLs2bPIzc2VCpmJj49HcnIyjhw5gocPH8LW1hbXrl1jwgLoqiS3bt2Cm5ub1ODNl9hIk52djaysLAheew0mpqZoXbIEuYWFEOnrK+z+ygc3VIGtUBw9ehTOzs7w8vLCtWvXGGsbN+menctBv0YrWHzKDH2NqlabAeQrk9oMe+roPly0NTGmpqbi8uXL8PDw6LLExrNnz2LixIlwc3PDrVu38Oyzz+Lu3bugKOqpSrZUtWqdplXF1Hl2NHn2+Yw2fJ5ErveSXoBPnjwZvr6+vItFVWWmr5XOa7Ozs8POnTsRGxvLNNzz9PREZWUl7t+/z+SIpKamQk9PD9bW1rC0tISBgQFcXFyk8t1EIhEMDAxw8+ZNDBw4EP3795dShNiGFXq879evH65cucLkTpSVlQFoN5jExcUhNTUVRUVF8PLykqo6pci4Qt8XKysrqVwIoF2hOnXqFK5fvw4Dg3+Wb+zPhfZYKDK0qGOkYX9Oyp5peXODuuOavDBkedBVGPfs2YN169Y9VeNMd6RDVaEIhK5AlUFKmzHoO3fuxL59+2Bqago7Ozvo6enBwMAADQ0NSE5OZiacxMREZGZmwtTUFOnp6aipqZGxGD969Ai3b99mFI64uDhcv34d165dAwCmGzFFURAIBHBzc0NgYCCuXbsmkwCt1uLg1CkYrFyJO46O8PT2hs+wYUjS00PqL7+guLgYzs7OjOJCL/KVWaMKCgqkZGLnx9AxvJMnT4apqSlSUlKYXBBaZkdHR+Zcal+PHJnkWUv5jtkd4+G1FebFlzDf2axevRoffPABNmzYADMzM8TExMDOzg6zZ8/GK6+80mVydTaqerfohNy4uDi5JbEVwffsyBsrlT37isZY2ooskUhgZ2fHLITpsKTGxkaZ8Bp2LgGfEUFeI9Lo6Gg8++yzeOGFFxhlhA6vpJuUvvTSS4iOjsaAAQPg6+uLl19+GRkZGRCLxTAxMUFDQwMSExORnZ2Nuro6PPPMM2htbcW9e/dQU1ODW7du4ezZs0z+hEAgQG1tLaysrFBUVIQxY8YwXgDu/c7MzMTQoUNhbGyM2NhY9OjRAy0tLRg3bhzMzc2RmpqKlJQUAMDYsWOlKvalpaUx1Zlo7zf3vtCKh5eXl5TC6ePjg7Nnz+L+/ftSVf7oz8XDw4PX0wNIG1rUMdIoyh9Thq69w+x99+zZg8uXL+ONN96Ar68vqRrVhRDFgvDY0NklHd3d3WFnZwcfHx/Y2trixo0bsLCwgK2tLfz9/aUGPrFYjMLCQly5cgUJCQlMw7yAgPZKPba2thgxYoRUKNCDBw/w6NEjpKSkMBb/lJQUDBw4EBYWFkxlnbq6OiQnJ2PLli3MRCQSiaQqtrDDFFJTU1FdXo7A8+cx+PRp2AHY5OUFy7/d+dwmVLRyo+j+smuoOzk5ScUUc2N42bHMJSUlKCgoYKxk8sLF1E3qo61z7Cpi7AmIHcLGXux0hctclXNy47w7Kl93yLHIyspiPlsDAwM8evQIQqEQGzduxKRJk7B06dIuk60zUdW7RYfZ0M0x1fVe8C3A5H2XFT2LfJWKuLJaWVnh1KlTUn0fkpKScOXKFZSUlMDc3BxnzpxhCjzQY6M8WWk5xWIxk8fg7OwMiUSCU6dOIT09HW5ubiguLgbQHjFBV6Wjj5GXl4fi4mIcPXoUFRUVoCgKzs7OqKurg6mpKerq6tCvXz/G80w3kQSAkJAQnDlzBhcuXEBjYyNGjhwJFxcXlJeXA4BMzsKpU6ewc+dODBs2DMuWLcMnn3yCqqoqAMCDBw/Q0tKC119/HTk5ObCxsUFgYCDTw4iu2JeWliblhaavRSwWIy8vD5GRkfD19YWXl5dMXkpwcDAkEgny8vKYKn9paWmIjY1FXV0dUwZc3nOhaJGuyEjD9krLK+tNh32x8+r4vE2qjm3qGIDoxO633noL169fx+3bt1FfX49Df5dPJ3QuRLEgPDaoa9nuyCKS/R52QyUATJftpqYmWFhYSB2bTqyuq6uDlZUV+vbtC6FQiPDwcOTk5CAoKIiZHOhQINqqTDef27ZtG0pKStC7d29ERUXByMiIceFfunQJaWlpsLS0RHZ2NmpqahAbGwsAsLe3x8aNG5GSkgKRSISiCxewvboag+nY9uXLMfCrrwATE5kwJPr8ABQ2sqOtdF5eXjLxvdwJgHZh19TUoKmpCeXl5cyiJS0tjTdcTN38CDpEbNy4cYwFjW8xxd3W2copLYOycJeOVjvj4uLiAjs7uy7t62NqasrkVTg4OCA3NxcDBw4EAGbBRpCFzo9Rt4M8nxItb6xU9PzLq1TEhhtqKhQK8eDBA/Tt2xfl5eVoamrCgwcPGMPK1KlTZUJa2F4V2ugikUiYc9NJuX/++Sfs7e1RV1eHgQMHoqCgALm5uXBzc5PxCNNjDV21ztfXF/n5+VIGCDr0qE+fPujRoweKi4vh7++PtrY2GBsbw8DAABRF4eDBgzA2NkZ9fT1sbW0Z63xJSQk+/PBD3Lx5Ew0NDRg6dCgmT54MiqJQVFSEq1evMotrHx8fZGVlSYWrshUh2pjD/gytrKykctPCwsIYRY9+HuhjnT17Fm5ubvDx8UF0dDSuXLkCPz8/XuMKjTJvFjdcle+58ff3l+uxSEzkKWvOMijl5eUx3iZNwqTk4ePjgx07dmDixIm4f/8+UlNT8fbbb2PJkiXEc9HJEMWC0KWom+Aob7Lla8jUkUWkvMHV0bG9uzPdrwKQTqQTi8UIDAxkLHdNTU04cuQIEhIS4ODgwEyWMTExEAqFyM7OlqoPD4CZmOvq6tDU1IS2tjaYmZlBIBDA1NQUw4cPR8+ePRk3vK+vLwIDAxEXF4fTp08DAF6rr0dUeTl6AWjo2RP1338Pq4ULpa6RG25BK0V0J1a+z0EkEjGTvo+PD+zt7RWGTADtlVvi4+MRGhrKLFr09fVx7tw5eHh4SOWEsGNz6YUI3+fGnpyvXLmCK1euwNDQUErR4bPQyfsN6D7xjx3uomzBqElYGPBPUmt8fDxTdrizef7553H58mV4enri1Vdfxb///W9kZGTg8OHDeP7557tEpu4Mu5ISXVZa3TwE9nEA+V5ARc8X+zVVQ03ffvttxMXFoX///qirq4OhoSHGjBkDHx8fKSVEJBKhsbERK1euZMaQuLg4REREAACWLl0q1ZBz7dq1TELy/v37UVBQgAcPHqCuro5pEmpnZ4fDhw8jJCQEixcvRl5eHhYvXsx4cPPz82Fvbw97e3ts27YNRkZGeOGFF2Bubo6EhATcvn0bGRkZMDU1RWNjI55//nkYGxszY/a1a9fQ0NDAjHfh4eGQSCQwMjKCgYEBvvrqKyxYsIApKc6ef+RVX6IVQLbBqqSkBPv370dSUhKampogFosZLy9fedm8vDw8fPgQsbGxsLCwwNChQ5GdnY1ly5ap9LyoEubEzZVgh1wlJyfzeiyUKbO2trYqycFG3bHZx8cHP/30Ez7++GOUlJTgl19+QWJiIubMmcN4jgi6R2PForW1FRkZGejbty8sLS21IROhG6Gp1V/Ze7iDC997VU2CpC1StGWsI4s0emClvQ10QnZYWJhU3OySJUsY62J0dDRjHWttbYWDgwNeeuklVFdXo7y8HBRFMe7jqKgolJWVobi4GDU1NXjppZeYa12yZAnMzMwQGBiI+Ph4ZmKVSCQYOHAgPv/8c5SWliIyMhKFhYUQi8XYtm0bbGxsUF1djY9NTfHerVsAgNrBgyE8dgwmf1uu+RoQ0pYkWmnIysqSifOmJ8y0tDQUFRUxE4qiz4S9+KAXt/b29gDAWK0UoehzY0/OZWVlSE9PZyysfK5z7ja+fTTxYqj6rHt4eEjFP8tD0/yPwMBAppN7V/HNN9+gtrYWALBhwwbU1tbiwIED6N+//1NTEUod2As6dtIqIGsEUPU4XFQxzih69uQ95+7u7rC2toaTkxPq6+vh4OAgtbiny7fm5+cjOzsbqampANoXgBKJBBKJBA0NDYxixf1+FBYWIikpCffv34e1tTWmT5+OxsZGZGZmorS0FBUVFaiqqkJjYyOys7MRHR0Ne3t77N+/H5GRkVi8eDEsLCzw008/oaGhAX5+fhg3bhySk5NRVlYGS0tL3Lx5E35+fggLC8P+/fsBtBtFKIpCZWUlgHbDx7lz52Bvbw89PT1YWFigvr5e6t7QXhL2vaQ9kGKxWOqz5IaFRkREoKSkBIaGhmhtbcWVK1eQlpbGzCvse09b+/Pz87F9+3Y4OTmhtbUVtbW1vJ8TN3xUnmeaXfhB3rOhqNGsvOeH6+VSZOTh0pGxOSgoCN7e3ti/fz/279+P27dv4+OPP0ZxcTG+++47lY5B0Ay1FYv33nsP3t7eWLhwIVpbWzF69Gj8+eef6NmzJ2JjYzFmzBgdiEnoKjS1+it7j7yYW/Z7VRmA2CE+8kJ02MibKM+ePYujR4+itLQUYrEYpqamjKUZaHe5p6SkwNfXl1ksst3u9OsWFhawsLCAubk59PT0IBQK4e3tjaSkJFRXV8PPzw/u7u5S18ouo2dra4vk5GTU1taiX79+GDlyJGOpu3z5Murq6mBmZoacnBz07t0bDQ0N+K1nTyzt1QvG//oXhGvXoqSsDIl/W8vocBwnJycm6Y+ddE1fCyDdzIpW2Gpra+Hm5sYsWtiLGHWS6rnWOhp2iUl1Y9NV9XbpIr9BVaWXGyKgKwoLC1FWVobCwkKdnkcRbm5uzN+mpqa8zSMJ/8DtP8C2DtOLUhq+Bm3yjsOGa4FWhCrGHXqfcePGwcLCAhKJBDY2NigqKsLZs2cRGRmJhw8f4ubNm7Czs8OECRPQp08fAGCU3qqqKjx69AiNjY3IyMhAbm4url+/jjlz5uCbb75BQUEB/Pz8MGPGDBw7dgz37t3D3bt3sW7dOuTn5yM9PR0JCQm4ePEiKIpCQ0MD0tPTkZiYiNzcXFRUVCA3Nxe+vr6wsLCAQCBAU1MTdu7ciezsbDQ0NDCJ3OyQpbq6Oly5cgXm5uawtLSEqakpLl68iKamJhgaGgJorzw1a9YsqXHUxsYGV65cgb+/P1MxkB4jCwoK5HbnDggIwMiRI3H+/Hk8++yzjFdm586dKC4uhr6+PlpbW6WUk4iICMTFxeHSpUtIT0+Xyt+TFw7KbuiqbHzla0oISM+pqhpV2O/herr55FClfLEyHB0dmZ4hn3/+OcRiMeLj4zutd8fTjtqKxaFDhzBnzhwAwPHjx5Gfn49bt25h7969+Oijj5CQkKB1IQldR0e+2Oq8hzu48L1XVQWBtuTQ1UPY/Sa4sCdadsLx9evX8fDhQxQWFmLOnDmM0iAUCnHmzBlMnz4dffv2BQBmschWCNzd3XHu3DlIJBLMnj0bhw4dwpUrV3DkyBEmz4Lt2uZbZAPtiwR6cuzVqxdOnjyJy5cvo6KiAvr6+hAKhXhxzBiYpKbCOTQUycnJqK+vx45Bg/D6okVwNDCQuUa6lK27uztjwaLDuOhrCQgIkIrzphW2tLQ05OTkMBZB9iKG9sRwcwjk1b3n+yy52+VZ3ujPif5c+Cxz6nq7NMlvUFXpVbaPtugOVaHc3NyQkpICa2trqe0SiQQ+Pj7Iy8vrIsm6F+zvB9uCzLUO0/kBTU1NCsMV1X3O5H0/aWMC+/vMPja73CrdoC45ORn+/v6or6/H7t27UVRUhB49eqCpqQmlpaXw8/ODm5sbDA0NGW9WYWEhWltbYWBgwOybkJCA6upqXLlyBQBw7do19O7dG19++SW2bduGuro6pKamwsrKCubm5gCAgoICuLq6oqamBpaWlhAKhbCxsYGvry+mTJkCW1tbeHh44Pbt2zh48CDMzc1hYmICY2Nj9OzZkyl2QOd80A30BAIBMjMzsWPHDhgaGsLExARVVVUwMDBA3759ZfoEXbx4ERUVFTh16hR8fHywePFi5OfnIzMzE83NzWhqaoJEImH6EwUFBSEvLw9isRjvvfceJk2ahICAAGbcdnd3h5mZGRITE2Ftbc0ktAPt4xOtINKJ4uHh4Rg6dKiM10qex4D9DAQEBMgYd9heFb7nTVdGx44W9uA7TnJyMt544w0kJCRgxIgR+PLLL/HgwQNMmjQJH374IVEwdITaikV5eTkT1nDixAlMmzYNHh4eWLBgAXEzPYF0JDRDG+U8S0tL5bp0FS0c6UmxoqJCqjO1IthhVCEhIaiurmbKDtKL6N9//x1Hjx6Fn58fQkJCcPbsWfTs2RN5eXlMwl5iYiJTIaS4uBjh4eHw9PRETk4O6urqmJhpeX0a2IhEIvTs2RMURaG6uhpCoRB1dXWwtraGiYkJBjk7443jxzE0Px/hhoZ4YGTETIxFNTUICwuTOSZdyjY3NxfJycmM5Yrt3nZ0dGTCaYRCIeN6T0tLw4YNG5CWlialGNG/k5KSZJJO6Qly8ODBKCoqYhYq9L1SZDniS3hmN7kaO3asVC19vmeBLZ8qi62OKACqelc6K1G8O1SFunv3LlpbW2W2NzY24t69e10gUfeEnVuhSNmmx5e0tDTGe0ovQIF/vBiKnjN60cj2ynEt2QCYENKkpCSkp6dj1apV6NmzJ6ZMmSJV8vXcuXOwtrZGZmYm7OzsGA/rpUuXUFtbC1tbWwQEtFfEs7GxgYmJCfLy8hAUFAShUIiVK1fC0NAQPXr0gL6+Puzs7NC7d2+4uLhg/PjxMDc3R0VFBSoqKnD8+HHU1NRg2bJliI+Ph0QiYfrl+Pj4IC0tjfGW3Lx5E//5z39QV1eH+vp6XL58GQ0NDairq4OdnR0ePXrEhDGNGDFCqk9EYmIiioqK4Ofnh7KyMiYMSigUwsDAANXV1XBxcYGnpyfS0tLwyy+/ID09HaGhoYwC6OrqiqKiIkaxZ9/LsWPHwsLCgvnMraysEBERgdraWqxcuZJRFPi8Benp6cjNzZUqMQu0G1jS0tJw6dIlZGdnIzs7Gy0tLYwBiP1c0OFTfM8g/dmzn5+4uDhs374dw4YNk7pPdIisWCyWkUcZtBJG5xDRMrDngo4qyNz5hJszVFJSglGjRqGgoAB79uzBqFGjul3Z8ScFtRWL3r17IzMzEw4ODjh58iSTfFVfXw99fX2tC0h4upA32bFfY2/jWtLoJGq6r4S8UB3u4M2ulDRu3DhGBnY1DD8/P1RUVGDDhg24ffs2Hjx4gCtXrqCsrAzGxsY4ePAgvL29YW1tjaysLGRkZMDDwwP9+vVjZJCXR0JDW+VTU1NhYGAACwsLuLq6YtCgQXBxcYGpqSn+2rYNqw8fhkV1NZoFAtxLTUWSQAB/f3+4u7szC3z2NdKTJl1TnQ7dohcZ7AGWmwBcUlKC6Oho1NXVMaEa3EUM3f2WL76btrzRORx0WUlFIR70hMxNeDYzM8OwYcNkKlNxnwUaVbxdbEve4z7RyAth6AyOHTvG/H3q1CnGogy05+KdPXsWrq6unS5Xd0WVBRT9jNIJwXRiN51DYGxsrNCLwc2tYHvl2JZsuscCvdijO2WfPn0aVVVVuH//PtP8bfDgwQDa1wKjRo0C0O5ZoJuH2tvbw8zMDHfu3EFxcTH09PTw/fffQygUYv369fj9998RHR2Nnj17QigUIiAgAAMGDMDZs2dx5swZFBYWYsKECfj1119RXFyM5uZmHDp0CFlZWRAKhfDw8ICnpyfS09PR3NyM1tZWCAQCjBgxAqdPn8bdu3dhaWmJ+vp6XLlyBa2trTA1NUVAQABOnDiBuro6FBYWYuDAgYiMjIS1tTXjRZs0aRIuXryI9PR09OrVCyNGjICVlRVKSkpgaWmJ8vJyZGVl4fr16zhz5gzq6uqYvkWTJ09GQUEBDh48KHXv6dCv0NBQ2NvbS30//f39Ge8MDT1mpaWlITo6GoGBgaitrcXly5chEAiYan5Au2f72rVrqK2thZ+fH6N8paenY+PGjUzZXwC8pYQVPYMSiQQlJSX4888/AQB//fUX4/2mj7VgwQK1rf7Z2dlIT09HdnY2PDw8ZLqOq2uIkecF4QvbCgsLQ2RkJDw9PREdHY2jR4+Sfhc6QG3FYv78+Zg+fTocHBwgEAiYL01ycjIGDBigdQEJTxeK3LbKFo6RkZGMhZyeIOlQHe7Awx282HHHiYmJzPvY55w9ezbCw8ORlJSEhoYGtLS0wNjYGFlZWWhqakJFRQVMTU2xYMECFBYWQiAQoKSkBEZGRhg7dqxUHsmuXbsQHx8PHx8fqUU17T1pamrC6NGjIRAIkJCQgAMHDuA///43en77LT5NSYEBgFp7e+wZPx4H4+Mx2NUVn3/+Oezt7ZnFB329tMJFd75lW+j4yqDSFawCAwOZ5MusrCwMHTpU7gKGL76bLp85btw4JraWPhbdJVdeiAddhYutrHBd9dzJoKMTEp8S+7jSmd4RLpMnTwbQHkIyb948qdcMDQ3h6uqKr7/+ugsk656o8llxF010BbeWlhaYmJjAwcFBYbUx7vu5Vlz6Pewxklb8J0+eDHd3d+Tm5mLKlCkoLCxkLPF1dXXIzMzEoEGDYGFhgZCQENy7dw9ZWVmYOHEijh07hoKCAujr66OwsBDV1dWoqanB+vXr0aNHD9TW1qK6uhqmpqa4fv06UxyipaUFVVVVTLlugUAAAwMDVFVVITc3F6GhoUypWXqx3dTUhPz8fMycORMCgQD19fVwcnJCY2MjJk+ejPj4eGRmZqJXr14wNTXFjRs30NTUhJMnT6KpqQk9evSAkZER7O3t8dFHH2HQoEG4cOEC+vTpAzMzM/z1118YPnw4bG1tceDAAXh4eMDU1BRtbW0wNTWFsbExE0paUFCAmpoaVFVVSVVDunbtGjw8PKSUAkdHR6xZs0bKA8xWBKOjo5my3fQ9v3LlCuOpKiwsREFBAcaNG4e+ffsy84i3tzdTGp0u+wu095dxcXGRqjjG9wzSMtAyDhs2DO7u7vjrr7+YZ0pZWWJFzzNt9MvKyoKHhwcTBtjR6nyqKOhs7+C1a9ewcuVKbNu2Dc3NzTh37hzmz58v1QOEoBlqKxbr16/Hs88+i6KiIkybNo2JR9TX18eqVau0LiDh6cTe3r5DC8empibU19dj3LhxKC8vh0gkYkL3uAOPIhdqXl4e4uPjIRQKme2lpaWora2FSCQCRVEYPHgwli1bhtraWqa0Kl3RKT09HRYWFrCyssILL7wgVQpQJBKhubkZcXFxjLWKXjDTOQ3AP30mVq1ahcyzZxGwfj0GlpYCADKHDIHXhQswPHAAfbKy8MYbbzCVWOgcCXYX11OnTiEoKAjR0dHIyspirpPPK0DnjNDWzQEDBqCmpgb5+fnIyMhQ6namYVcZWbx4sVTYFW0lDQkJQW5uLm/tfq6you1FsyIl9nHl1KlT2LZtG5YtW9bp5Wbb2toAtN/PlJQU2NjYdOr5n0S43yuRSMSE5QQFBTHjjbxKUPLCVbihpuw8gatXr8LFxQW+vr6MQcDb2xtBQUGIiYlBVFQUmpubAQAZGRm4efMmBg4ciJycHFy7dg35+floaGhAdXU1Y3yhE5BLSkogEAhAURSA9sVyTk4OAEBPTw89evSAlZUVLC0tkZ6ejsbGRggEAujp6cHS0hJisRjz589Hr169MHfuXKa6FC1Leno6HB0dkZOTg8mTJ6O2tpYpx3rv3j3cvn0bbW1tTPUlY2NjWFpagqIo2NraMuO9SCTC3bt3kZ+fj0ePHsHDw4OpgCUWi1FVVQV9fX20tbWhsbGRWRyfOXOG6d1D33O6b4VEIlHYgBD4x7CUlJTEGG3t7Oxw6tQp9O/fn9kWFRWFgoIC1NfXY/To0VLzC13Ygi7Gwf7s6Xw6RSHC7KIeb7/9NoB2IxFdvCM1NRWTJk1SWEhAHnxjLn0M2jCoSoEBNqrMC9zvUejfeYkpKSlMzlCvXr2wcuVKta6HwE+Hys2+/vrrAICGhgZmG9dCRSAA8hfv3O185VDVXUQGBwczi+revXujqKgI0dHRCAsL47XKyBvkHR0dUVZWhuPHjyMzMxP379/H4sWLkZubi99++w3BwcEICwuTkn3//v148OABIiMjcfPmTbS0tODPP/9ES0sLmpqapCxKqampuHXrFh49eoSBAwdCIpFIJVnTlJaWIj8/Hy4uLjCsr8dAiQSNBgZInDMHHps2Ab16yYS+0GURhw0bJhUeRi8y6SZ3tOx8ddKB9njuM2fOwN/fH7m5ubh69SpaW1tRU1MDQ0NDGS+HosGdTlhkW0ljYmIYK9/s2bN5ZdB10jNbZl24wruiy/e2bduYniZd1ceCG8cNgCmmQFAP7vcqPz8fLS0teP7555nvbn5+PlJTU2UWauziDext27dvh1AoRG1tLd5++21mEZednc0sgA0MDKR6RdBjk1gshrW1Na5du4bhw4fD3d0dSUlJOH/+PMRiMZqamnD//n0IBAI4OjoyVZS8vLxw584dPHz4EAYGBjA2NkZtbS2jYNBYWVmhpaWF6YKdkJCAhoYGFBQUoKCgALdu3UJbWxtEIhFMTU2Rnp7OKFfXrl1DeXk5BAIBhgwZgn379jGV/W7evIn+/fvD2NgY7u7uqKqqgrGxMfr27YvKykpYWFjg4cOH2LdvH5NAbmpqCmtra9y9exdpaWnw9/fHyJEjMXToUDx69AhZWVmwtbXFlClTmO8au2Q4/d0XiURMGBnX0s+tDpWXl4fm5makp6fj+eefx5YtW5jS2pmZmVLFPgoLC3HlyhXU1dXJhNlyFU12eFV2drbU69xxir34j46ORmZmJqOIsMdteu7j5vpw4R5fV2OuovGW+z3y8fHBr7/+ioiICOzatQsVFRX47rvvUFVVpXI/EIJ81FYsWltb8dlnn2H79u148OABsrOz4ebmhjVr1sDV1RULOc24CE838uIf+ZKuaSuJvO7PymAvlOlBkW0Jp2NW6fh8Re5cOoG5trYW9+/fR0ZGBlxcXGBkZAQXFxeZa4mMjERxcTFTPaSxsRGPHj2Cnp4esrOzsX37dqSmpsLX1xcSiQT6+vowMzPDCy+8AKDd05KWlgYATCJ5dnY28vPzYWNjg2tubvippgbJDg4ImjABjn+XbuRb0BsZGcHX1xeOjo5SE0FAQIBMXXx51ZiOHDmCEydOYPr06ViyZAmysrJw9+5dDBs2jKkjz+15wYVWeuiymfRnDcgm1qlSKepxoyNVUzRl2bJlUr+7gi+++AKurq6YMWMGAGDatGmIiYmBg4MDTpw4wcToE9SH7jlDL1zZld24pWnlVQarqanBw4cPYWJiwmzbv38/YmJiMHToUMydOxd5eXlIS0uDgYEB00WdVlT69OmDhoYGuLu7o0+fPjAwMEDPnj1RXV3NVHcCwCQ/00qlSCRCZWUlU/aVq1QYGRnhlVdewcOHD5lqTkKhEM3NzTh27Bhqa2tRW1sLExMTPHr0CD/88ANu3bqF06dPw9jYGHp6eggODmYqT12/fh0mJiYQCoVobW3FvXv3YGJigtbWVpSXl6N///7o27cvysrKUFpaisbGRojFYtTV1cHY2BjDhg0DALi6ujIVzvLz8+Hh4YEePXqgvr4eDQ0NTJUrAFLN9GjPsFgsxuXLlxESEsI0AQT+aZbK7pt07tw5AJAKnQWk++DQBTUA6cU08E+YbXNzM3JycmBpaSnlnaCrVLGTu9njFD1v8s2RbCMVnZ/H7mhOn4e7wFd1HNQ0P0zd8dbR0RGffPIJpkyZgunTp+Pu3bv45ptvsG/fPnz22WeYNWtWh+QgdECx+PTTT/Hzzz/jyy+/lHJXPfvss/j222+JYkGQQp7VmVsdgrtfRy298mpmA2BiVgEw1YnknaOwsBDFxcUwMjKCra0tvL29YWFhAUdHR5SXlzMxqnQlpkGDBsHa2hrl5eWwsbFBaWkpHj16BBcXF8yYMQPl5eVISUlhEuCWLl2KvLw8JtyAjmv28fFpD4W6cwejY2Lw0/DhGDtlCl566SWIRCJY/G2V5PP47N+/HxkZGRg3bhyA9kmH23xLWQ1yenCmyzC6ubnBx8cH0dHRMhMYn8LA91nwNVWSV85Q11Z+tnKp64Q9XXtc+PD29sbcuXPh7e3daefksn37dqbR2JkzZxAfH4+TJ0/i4MGDWLlyJeNRISiH+32gQwPj4+OlehLQOWWpqam4cuUKjI2NsWDBAnzwwQdSzx/tEWWX4wb+KbPds2dPzJ49m7FC5+TkYOzYsfD19UV4eDhKSkpAURT09PSYCk3Z2dlMSDTtoTU1NcWzzz6LBw8eMFX26FA5PqUCaA+F+t///gczMzNcunQJGRkZEIvF6N27N/r164eePXvi3LlzMDAwQGVlJezt7WFiYoKmpiYYGRmhtLQURUVFKCgoQFtbG4YPH44xY8Zg0KBB+M9//oPbt28DANMrwsHBAZcvX4aJiQlTrYyu6jdkyBBUV1cjIyMDfn5+qK+vh4WFBaPE1dfXo3///pgwYYLU/aU94UlJSUzVQBoLCwvms6IVD09PT+bzzMrKYvIZaO8ee99JkybJjI185dqTkpJw8uRJtLS0wNraWqb0LLeCH3uc2rhxI3777TfU1NRg7dq1AMAUMWGXJadzcoKCgmT6R9FzCN13g1tOWd4Yr6khiW+8VWU+8fHxwX//+198+OGHyMrKQmFhITZt2sRU/CKJ3eqjtmKxZ88e7Ny5E+PGjWPi74D2ShG3/u76SyDQKLJG0x1maUsHvZ+yfgIdacwD/JOUTLtx+Y5NLzybmpoYDwRdJtDU1BR6enpIT09HeHg4wsLCEBcXh8jISJiYmGDEiBGora1FQkICjI2N8corr2DdunVM7gO7B0N0dDTTFyIsLEy62duFC2j+4QcYPnqEoMpKVP5d35x9zdx7RHtNKioqMHLkSNy6dYtJ2uMmVbPr0HNDmuTlHXAVAa7CoIobmu7Eq8iSpQsrP19CJKBdVzzf9XeFx0WdRmi6orS0FM7OzgCA2NhYTJ8+HS+//DJcXV3h7+/fJTI9rvAlX4vFYhQUFKBHjx5MuWv6mUtJScHAgQMxatQo3tAUtrWbhs57sLS0hEAgQFxcHJOTFRgYiICA9tK2dIgQXbr1+vXrcHBwQM+ePaGnp4eamhro6ekxPSKuXbuGxsZGtLW1obW1lUnOZisVdL4FnXRdX18PU1NT7Nu3D5WVlTAyMsJff/2FhoYGuLq6wtDQEBKJBD169IC9vT3s7e1RWFiIhoYGjBgxAk5OTkxCt6urKywsLHDixAlGMXj55Zfx3nvvITU1FXv37sXDhw9ha2sLExMT1NTUoKSkBA0NDUxjP7rSEp1bR4emWllZgaIoNDY2MveQXnynp6ejoqICWVlZKCkpwYoVK/DBBx9AJBIhMjKSCUfy8fHB0KFDcf36dVRWVsLZ2ZnpfcFOpE9LS0P//v2ZXkLcMZuLiYkJrKys8Mwzz+DRo0dSYXJ0nuDo0aOlxnZ6fC4vL2dC1ej5ilYo+KIJ+HIl6NdpwxO3nDI3/EtbxiW+8VbV+YTu1v3FF1/g/PnzsLGxQVRUFGpqakiDzw6gtmJx79499OvXT2Z7W1sbk9BFePzpjPhwtjWdfV55CYea5GHQNbwVlWWMi4vDoUOHcP36dfTv35+xzJmamuLUqVOorq7GnTt3YGNjg5iYGBgbG6OwsBCNjY1wcHBgaoi3trbCz8+PmcBSU1MRHBzMTOgxMTFMZQx24vTwwYPROGcO8McfMARwy84O2YsWQSQUYunSpYzLnV5csO+RSCSCv78/BAIBZs+ejdraWqn7x/6bW5mDG9LEFwPLtpzx3feOND7iszCpY+VX9Rlln5etXGqTrgh74qM7NMiztLREUVERnJ2dcfLkSWzatAlAex8Vvv4WBPlwvw+0QYbu1XPnzh24ubkxz5yRkREGDRoEoD3fpry8HEuWLOFVotnjKW0kuHbtGry9vaUWkHFxcbh48SJMTU0BtK8BbGxs4O3tDU9PT9TW1qK0tBQURcHExASGhoaor6+HQCBAY2MjKIqCvr4+BAIBevXqJfVsGhsbM+Vim5ubGSWDDumqqakBRVFobm5GUVERYywxMjJCYmIiWlpaUF9fj7a2NlRWVqKhoQHGxsYwMTGBtbU1Nm/ejNLSUjQ3N2PgwIF44YUXmJKvRkZGsLa2RklJCVpbW5kqTyYmJigoKICFhQVjGEpLS0NYWBjy8/Ph5+eH4uJi2NjYSJXQTktLg6OjI/T09FBeXo6qqiq4uLgwn19iYiK2b9+OyspKjBgxAh4eHrh06RKuXr2KjIwMODg4QCgUIjAwECKRCBKJBOnp6dDX10ddXR3u378vNWfwLcoTExOxf/9+JpyMHSYHtPcbOn78OGNcYz8L4eHhuH37NszNzdHY2MiEOC1YsIB5HtjvkddUVFE+B/eZVse41JE1iTrziaOjI9OLbcuWLSgqKkJVVRWGDRuGsLAwEhqlBmorFl5eXrh06RLTfZjm0KFDGDp0qNYEI0jT2YmgnbFQoi3pbIsKXcGIO/CxZfL395dRSLioGufJnlyjoqJQV1cHPz8/iEQiFBcXY+TIkYwVKT09HXfv3oW1tTVu3bqFw4cPo6qqCi0tLRg1ahQaGhpw/PhxNDU1wdvbm+lITcOu/ARI148vO3MGJnPnwqG0FG0CAbaam+OHnj3xH1dXxMfH48qVK/Dz8+O9R3SficrKSsyfP18maZf7+XG9EuyJhz4+XzdeduI3+/NgH1ORu5tvkcSVTR0rv6rPKFuBZXdJ1yZdEfbER3dokBcSEoJZs2ahf//+qKiowPjx4wG0N/niM0oR5MOXAyUWixESEgIATO5CZGQkJBIJFixYAIlEgi1btqCqqgoNDQ1ITU3Fjh07ZJ77uLg4/PDDD7C0tIStrS2ysrIY4yDbe8xeDNO9KYqKilBfXw97e3ssXrwYhw8fRmpqKqMcAO2hqCUlJYxyoaenBzs7O9TU1DAKpoGBAczNzRmPRW1tLZqbm+Hk5ISGhgaUl5dDT08PQHuxGDpvraamBi0tLdDX14eBgQGam5tx//59VFdXM4rIyZMn0dbWBn19fVhZWcHT0xNbtmxBQUEB+vbtixkzZuDGjRvYuXMn2traYGRkBLFYDGdnZxgbG+PevXs4e/Ys7O3tsWHDBqSkpKCtrQ0PHz6EkZERAgMD4ebmxpTQFgqFTDEQc3NzVFVVwcjICEeOHEFqairc3d0xcOBA3Lx5kzFW+fv7Y/r06bCxsUF5eTnzfjqXY+jQoTh37hzKy8vh5+fHhEmJRCKZ4iP0s0ErQt7e3oy3ic6LyMvLg7+/Px48eIBTp06hsLCQeR6ysrIwYsQI+Pr6MgqRu7u7wupPisY9OkeDnc/BTi5n5whxvSB887syTwf9/WBv76jXePbs2XBzc8PGjRuRkZGB+fPno7KyEsuXL1f7WE8jaisWa9euxbx583Dv3j20tbXh8OHDuH37Nvbs2YPY2FhdyNht6IoqLzSdbRHV1UKJHePOdZnSVip53graSk93fi0tLZXr8pcX58luCufo6MiEjoSEhEiVeY2Li0NycjJeeOEFJiFPLBZj5cqVcHFxwbZt25CdnY3m5maYmJjg4cOHWLJkCWpqapCSkoLq6mqm/KyLiwtT+WncuHFMeUIfHx/k5+fjxnffwSoxEQYtLXhgYICfXnwRP965w1wLu68EPRgHBQUxlkZ60e/s7Iy8vDxERkZK3RNFgy0dpsVupCevGy/9PPApCtwBXN4koCzHQx1UfUb5emx0BHWqjnQVpqamaGlpYazLXUF4eDjTgfjLL79kSnjev3+/U5LK//vf/2LLli0oLS3F4MGD8cMPP8DPz0/n5+0M2EYFdrz+yZMn0djYyFSva2trQ69evWBsbIwbN24gLCwM0dHRUpV8jhw5gtzcXOjp6SEgIADGxsYwMDBAcnIy3njjDQwaNAh9+vRBa2srjIyMIBAIIJFIYGdnx1RuunnzJiZNmoT169dj4cKFKCsrg6WlJZycnGBlZYX6+nqmypSJiQnKy8sZpUIgEKBHjx4QCoWoqKiAmZkZU5bW3t6eacxH52YA7d3be/XqxSSBt7a2MsczNDRkytLev38fEokEhoaG6NWrFywtLZGVlYWHDx/i0qVLOHbsGKNQmZubM93CW1tbUVdXB3NzcxQXF+P8+fNwc3NDXV0d3N3dUV5ejj59+uDFF19kegKZmppCX18fL7/8MjIyMpiqUwcPHoS/vz/u3r2LhIQEXLlyBf7+/nj77bfh4uKC+Ph4DBo0SKrSE9eo4+vri5qaGkbxOH/+PBYsWMAYuugmsOxngx2yxH5e8vPzkZycjNraWpw/f57JfwHavRJ0YjkdalteXo6XXnpJSiGQlxfBDXMF+MuZc+cXvq7z8sZrZZ4O+h5oY51EX1djYyPmz5+PpqYmrF+/HkZGRh0qs/u0obZiMWnSJBw/fhwbN26Eqakp1q5dCx8fHxw/fhwvvfSSLmTsNnRluENnW0R1tVBix7hv2bJFKlafnRzGXRSzXwPaXeQJCQm48/cCnB3Kwy2xyo7zlJe/YWFhIRV7zFfG9fvvv4eVlRUmTJiAdevWITU1FRKJBLm5uSguLmaqPvn6+uLSpUuIi4tDcHAwevXqhdjYWKbBEW1lortY6z96hPKMDPxVX4/N/ftjpJ8flrK+S/b29v/P3pmHR1ne6/8zWybLZF8JJGES1rAmEUIUECUULdoiWjHS1qXFqt3c+B3tsVrbHrXFisfTukCldaFR2yAqIFsQCBBCyAaYQMhCJiF7JttMMjOZ5fdHeB8nw2RDlqi5r4uLZPLOO8/MvO/3+a73zdq1awWHfHx8vFAsdV6jO4YO+JIppL/eXOf5CecAzHXGYjjVBddNQOJml17fNfC7mABjqNfoUO6doQQ6Q7n/B1NVv9yJibfffpuioiLefvvtq1a6V6lUPPHEExc8LhEmXE588MEHPPbYY7zxxhskJyfzyiuvsHTpUk6fPk1YWNhlf/3LDddredu2bWRmZqLRaDAajeTk5FBZWYlGo6G+vl6wNJWUlAglZuhlnjt9+jRmsxmtVsvjjz/O8ePH2bp1K3v37sVoNHLo0CFmzJhBTU0NAQEBBAYGYrPZCAwMZPbs2chksj5ZcavVit1up6GhAaPRSHh4uFDhDgkJwWw2U11dDfRWKqQ2Jm9vb8aMGSMCiHPnzpGdnS2qbnK5HA8PD5TKXnfFYrEgk8nw9/dHpVLR0tKCzWZDoVAIgT0fHx8cDgd+fn7cfPPNdHV1kZ2dzcyZM5k9ezbvvPMOZWVlhIaGEhQUhM1mQ6lUMnHiRObOncu//vUvbDYbdXV16PV6Vq5cyX/+8x9OnTrFJ598QkJCgqhINzY2UlNTI7Q7kpKSWLVqFTExMWRlZVFZWUlCQgIOh4OjR4+SmJiITqfj4MGDdHZ20tzcDHyZwHElHDlz5gx1dXUYjUYSEhLErIRcLqeiooK8vDyxl0jXhruZuby8PJKTk8nJyUGj0eDr68vcuXNpbm4mKSmpXyceBt9D3NlGZ5ZG1/P1px3k2grdH1Wt83kyMjLE+dxVQL4K7r77blpbW/nDH/6ATCbj6aefJisrixdffHE0uBgAF6VjsWDBAnbv3n2p1zLicTXbHa50RvRyOUFpaWmCMtA5s94fe5BzRcHVYDhz4zsbPefnBAQE9KmASPMJUrZfUoeWNlzn9+2cXc/Ly6OxsZHy8nJKS0sFo0p2djaLFy8mLy+PAwcOUFxczIMPPsiMGTM4cuQIAK+//joNDQ1cd911PP7442zatAlbQQFr//QnVv3oRyz/4Q85Hh7Oa//3f7RUVpKZmckTTzzRJ1BYvXq1yAC5KpZKkN4D0Kcyk5LSK9y0d+9eIVbnCmljcM50Sd+9VGVKSEjgwIEDxMXFsXjx4j4bg7v2KedNoD8mksGYpS4FhnLvDCVoGMr9P9B5rkRiYurUqRw9epSpU6delvP3hyNHjjBv3rwhHdvV1UVlZSXTpk275Ot4+eWXWb16Nffddx/Qy1Al2YNvgoCru2tZrVaLFjMvLy8ANBoNSqUShUKBh4cHCoWCzZs3k56ezr333sv999/P3//+d06ePMmsWbMwGAwEBAQI9iaZTIbdbufYsWP09PTQ3NxMTU0N48ePZ+7cufj7+5Oeno6Pjw8nTpzgjTfeENUISe9GrVaLIeempibq6uro6ekR54ZegTy73c4NN9yAXq8nLi6OpqYmLBaLYGiSBsK7u7tFUKHRaOju7sZutxMSEkJDQwM2mw2LxUJ3d7eY1Whvb0en03Hu3DlaW1sJCQkR3RYajYbp06ej0+lQKBQ0NzfT1tYmVMI9PT3x9vbmd7/7Hf7+/qxatYrjx4/T3NzMa6+9xve+9z06Oztpa2tj5syZzJ07l+3bt5OVlUVbWxsnTpxg3759KJVKFixYQFtbG4cOHWLnzp14e3tjMBgwGo199ifnhEteXh6HDh1izJgxIqiQnPpt27aJpJq7a0Pax8xmM2+//Ta+vr50d3cTHx9Pa2srYWFhYialqalJVAecOwqcrzOtVotCoaCgoEDYcAkDzUW6Xq/9zfBJcG3zdZcIdN6jh1IB+ar4+c9/zm233cZ9991HVlYWO3bsYMGCBVeNHOPrgIsKLL6NuJptUFcDl4tdJjExkdTUVF566SWAPi04A81MSFR9EpzXJKlNS9oKeXl5WCwWysvLaW5uFlUOydF2ZqMC+sx5VFRUsHnzZlasWCGURtevX8++ffvQarVCVfXkyZP8+9//pq6ujl/96lcEBQVRXFwsNpqAgADuvPNOqqqq0Gq1dHR04Ovry4z4eO44dYplubm8WFBA9oQJ3H777cxcsoTXp00TTBxarVaouEqQMkDbtm3rMwApGdelS5de0NIEvQY5KSmJoqKifj9f575W12rCnj17+PTTT9m3bx8VFRUEBwfT2NhISUkJR44cESJas2bN6pN9c153Wlqa2ACkx9wFkxd7n33V+3MoQcNQAhTXwNV5LVciMTFt2jSmTJlyWZz2gfCjH/2I2NhYfvrTn/Ld737XbStWcXEx7733Hv/4xz/405/+dMnXaLFYyMvL46mnnhKPyeVy0UI4ZBiNoFBc+LhCAU7aDxiN/Z9DLofzTv6wj+3qAjd0rADIZODtLX695cYbCfX2RqPRsHfvXm688UY++eQTPvjgA4xdXSj9/Bh7XvOmuboaq8VC0eHD/O/zzzMnPp4PP/yQsLAwNq1fT3hsLHfddRebN2+mOC+P1poarDYbMnqv/epTp3oF3Nra8A4Npby8nO7ubpqqq6k4cQL1+ZYkuUyGw2rF1NKC3MuLhqYmrFYrVqsVD4eDsKAgfHx80J2vXshNJsqKivD39+d0Y6PQzlDYbCgBucOBpa0NBeAFqBQKAtVqznZ0YDKZMJvNeMpkaJRKunt6EJ+cwwF2O8f278csl6P08MBkMlGUmwtGI46eHuIiIpg7bRp///vfMbS1YZXJKGhrw05vkNZ07hwddXW01day4ZVXCPLxwWi301pTw6fvv48JaDcYuOaaa9DX15MwaRIlx49TdF4c1VcuJ/XGG7nlhhvYlpmJUqkkPz8fHw8PsFioKi6mMigI2Q03UFdWRkddHcsWLaKyspKMjAxsNhvxEydy0403ctNNNzHG3x+MRpRmM2P8/EhKSmKZ00xdrU7H0awsjh8/TkZGBkqlkvLycgIDA0lLS+OOO+4QzIXB/v601tQwPyGBa2fNAqOR/7z9Nlv+/W9UFguJM2bAeYHDyrIyupqaMJtM+CuVcH6YPCcnh7Nnz5LxySf8+Kc/BSDjww+5NjGRMWPGuL+GVSrw8Oj92W6H7m7xp2tnzaKjro6OujrqyspIOZ8sS0lJEcce/fxzNv/73yhMJq5NTkZxnjEsr6joS7s7ZkzvfdQflEo4T5GMwzHwsQoFkZGRvPDCCzz55JO0nTuHsbGRLZs2kZyc3Pd9jkAbMaxju7t7P2d3GGh9Lhh2YCGXy5HJZP3+/ZvK+jFSWF9GIobr1KWkpPThvnbX1y8J9aSmpl7Axe7utaUeUr1eT1lZGePGjeO2224T7EiuPf+S85eUlERaWhoVFRVs3LiRiRMnYjAYeO+99wgNDSUhIYHDhw/T0NCAh4cHs2fP5siRIxw9epTjx4/j5eVFXl4eDzzwAHfddRcVFRV0dHTw/vvvY7VaaWhoYObMmQQFBWEsLUV5881874svALguKAi/8eNFwANfBlrbtm0jNzeXOXPm9FHjdmaFcT4euGAIe6DKjOvnp9frRV+r6/mSk5NJS0sTFYuQkBD8/f3p7OykuLiYhoYGWlpaUKvV/Q7V5+XlcfDgQSZNmtQnUzXQbMZw7rOven9eqoqgOxrlS/0aA6G/7/lyo7i4mNdff52nn36au+++m0mTJhEZGYmnpyetra2cOnUKg8HAbbfdxq5duy6LzoaUMQ8PD+/zeHh4uFsqdLPZLOhCAdFvTn827LvfhfOBPwBhYf07JNdfD/v2ffn7+PFwPui+ANdcA7m5X/4eHw9VVe6PjY+H8/YDIOS732V5aSkAqQCvvkoq8CpwFkgNCaG7u5uoqCg219QwE+DYMdBomA3MPn+en3h6cpvNhsPhIDIykpcLCkhxZnmsre39Bxhzcwn18sLhcBAWFsb/nDrFf5yPlZyYnh6orMRTrcZsNiOTyUgH7tDrwUnID4cDzp2Dc+fwAaRP9E3gXufzSbBaoamJUKCZ3qHuvwI/d3JQXaG122lVqzGZTDym1/OYzdbrRJ23o886rWWGzcZJh4Ouri5+aDTyW+n1m5u//A7tdmhs5AYfH/Z3d7Njxw4etVp5xkksT+Ctt+Ctt5j5pz9x5513smfPHm4qL+d3zc1QWQn5+fDqqwDcd/4pv01IwGAwIJPJiM3O5r6PPupzyvukY4uK0M+dS0ZICCkpKej+939Z/vLLLAeecX5CU1PvayQkkJiYSGFhIZPPnuUPBQW9f3/6aQCeP/+PV1+FSZPg5z+ntrYW9dGj7JaC8+XLARgDLD9/euX5OcJ169Zhzc7m9kOH+v0uePZZ+N3ven8uKYHp08Wfxjh9BgA88QS3r13b+/PZs6DVslx63Y8/7l3O+UN9ly7lvzSaXru7cGHv/dkf7rkH/vnP3p+7uuD8HJg71Mybhzwjg8TERP75z3/2itOe/7wuwAi0EcyZA+fbry9ATEzv5yph4cJe++AO5xOxQ8GwA4uPXC5wSX7+7bff5rnnnhvu6b42GCmsL5cbkqOZlJQ0ZBXMobA1OMOVS921D1Sv17N7925BBrBWMiwu65SqEzU1Ndx3330iA56Xl0dubi7Hjx8nICCAbdu2ER0dTUhICBUVFeL1nNuMNmzYAPQKjDU0NHD48GF6enqYN28es2fPFvSJgYGBYggxICCACRMmUFZWRnp6OpMmTaK6upqKigqampqw2WxMnjyZ6OhoEmpr+W1ZGRqTCZuXF1l33UXu1KmUb9gg+o6l1ieJ2UUa2nPHruQqSgT0+c5cHVzgAsVV5+/OeeDPXTVBOv7uu+8W5emlS5eyZMkSKioqOHPmjAjqwsLCLuA2HyoGu8/6C2JH0v15NddyqQbVhwuVSsWvfvUrfvWrX3Hs2DEOHjxIVVUV3d3dzJo1i0cffZQbbrhBXIsjAS+88MLXfs/q7upCNcDfGxoaRMvQQAlBGb2D/4cPHwbA29sbnIIuV5hMJjEXV1NTw+QB1iAFb0qlEqXD0RsYXGFItru6unrQ5GdUVBTl59uxbP1lb8+jq6sLh8OBw+HAPyAA3AUW5/HWW2/RnZzcKzo4yBqampoIDg7u/cwGOXbD3//OLj8/AG6YNGnAY1tbW1m2ciVBQUGM/+ILkAILN2hrbyfzvLp2TW4utwxw3uuvv54dwN69e7nDhTH0SiEiIoK0W2+95Ha3urqa2vPtX9+GbpVLgYsa3nbFHXfcwbRp0/jggw++scrbI4X15XLDudd+sPfrTB3n3Js/lMxxf0NZkjiQlCXvT29AGgi2WCzceOONfYaM4+Li2LVrF1u3bsVgMODh4cH8+fPJzc1l165dlJeXExcX1+d8y5YtE4PYU6ZM4cSJExiNRjIzM1mxYgUlJSWUl5eze/duwbM+f/58nn32WdLT0ykuLmbSpEkEBQWRmZkpmEJUdjtz/vUvfnY+m3ba25usn/+c0w4HmenpyGQysf5Nmzah0+l45ZVXmDdvHlarlaysLAoLCy8YcnYOzCRH3/U7c3VwneccnNvPpCF3Z2fdnQPv7vuWhuVjY2OpqKigrKyM8vJycnJy+lwDrsPw/WGw+6y/62sk3Z9Xcy0jIcC65ppruOaaa67464aEhKBQKGhoaOjzeENDAxERERcc/9RTT/HYY4+J3zs6OnqF/Wpr4byj1geu7VGNjf0v5jxFqoBzVnCwY4uLB25dcIJx3z72HjkihnLXrl1LQ0MDdrsdg9GIyWQCoLu7mztCQxkfHc11113H3r17yc/Px+Fw4OHhwXXXXovNauXaa6/t1cLZtYv67m5sNhs9PT2MGTOGSZMmcfjwYSznKWUNBgMnT55kGaA6L3TnoDdIUSqV2O12VCqVCFBUKhUb5s1ja1gYn3zyCUanTG5IcHBvBamrCzm9Im8/6+ri1woFVhfHWi6TYXc4cM4DPwb85jyjlPTJyUCsx6pU4tXWhs1m4xm5nP+Ry3E4HEyePBmj0SiSRdHR0agDArgmJoa8vDye7+riJSA4OBi5XC6YpiSWK31XFyqzmdDQUN5SKEg/r+qt1+txOByYTKbeSoJOR31TEzc5HCxbtowjlZXcolRy++23ExgYyNmzZ9mwYQM2m42YmBhKq6qQy+WEh4ezqbaWzJkzaWlpQaFQ9FYQ1GqeeuopGhsbeeeDD0hKTu5t8w0Lgx/+ULQptba28umnn4ph+R9GRiJNQo259162xMXx7rvvMnnyZH75y18CkJOTw/jx40nPyOBYZiaRkZFoJk+m8PnnCQ8P54UXXiAvL4+f/vSnYpZphkrFkbffBkAXEkLdmTMDt0JJmDq1TzBWV1fHjh07AHpbv87T3gIQHS2O3bJlC++88w5Tpkzhl7/8JWPGjMFHqeR2tbqXoWr/fq4daA1KJ9fX27vfgLCuro763Ny+9vT8sXv27OHxxx+noqICu8NBSHAwv77uOu5yboEdATaC3NyhH3vgQP+tUB0d/VdzXXDJZizmzZvHAw88cKlON4qrhOE4Ju6CkIF6zN09F3DrDGs0Gvbs2QP0r4kgZe2jo6N58skn6erqYsqUKeh0Omw2G2fPnuX6669nwYIFREdHU1RURFNTk8jK3X///SQlJYlqRU5ODp999hkzZ87k0UcfpaamhlOnTtHe3o6fnx9+fn5UVFQgl8vx9/fH29ub9evXs3DhQrGOqqoqmpqa6O7u5pprrsG3ooL7zgcV+2bP5uednSTV16PX60lOTiYxMZGkpCTRA97V1SVYVeRyOXq9XlBlSsxKUtuXVOFpa2sjOTn5gs/c1cFNS0tj/fr1VFRU9GHZcte64+772bRpExs2bGD16tWsWbNGnNe5wiHNpbgyflyss+363V8qx/mbOjNVX1/PkSNH0Gq136j3NRR4eHiQlJREZmYmy8+3a9jtdjIzM/nFL35xwfFqtRq11GftDB+f3n+DYTiUvsM51rnneRCMiYtj+fkkyVxvb+7t6uLAgQMUFhaiDQsTatdNTU20mc34RkRwsKCAc21tWM+L04WMGUNxVRUdHR2oVCoUCgUtXV20WiyMHTsWuVyOQ6lkb04Opp4e5HI5Xmq10LwwA+bzjouvry8xMTFUVVXR2dnZJ6iIjY2l3WymJCeHVosF57rFubY27Ha70MCw2+1YABtgPx+0SPDy9OwNmJwe65HJsMtk2JyOVSqVKJXKXlranh46OjrE0LjjfHDQLZczfto08vPzUXh6YlGpmJeURFhYGE1NTZSVlWG0WrF3dXHDDTfQ0tJCS0sLsbGx3HPPPezYsUM8Vl5ejslkwsPDA0N3N0qlErmHB+1WK3qzmYDgYIKDgzGZTMjVaqYmJLB0xQoiIyPZuXMnY/fvx9fXl4aGBvyDg7Hb7Xh6etLe1UX4uHF0NjXRZTDQabdjMJnIP32aRx55hB4Pjy/nCD/+uDdpVFTEP9LTGTduHDffcYegxp3nwtKXlpZG6Pjx7Dx4kMBx42hsbCQ/Px+NRoNer8dkMgkBwcQ5c1h93XXMmDeP3OJirGp1n+t62bJllJaWUlJSwuGiIm4fimaNXN7nHGMmTMBvzBjS09PxGzOm7zmcjp17ww0cKizkuJvXys7OJv3990EmG9oaZLJ+788xEyZwm+s5zh+b+v3v89mcOfz5z39m06ZNNBoMPP3HP3I4P59XX3211/6OABsxrGOd5zhcMYwxh0sSWHR3d/Pqq6+KIbFRXDlcagfJnQM4nPaTgXrMneHuuVJ7U1tbG1u3buX48eM0NDTg7e1Nbm4uDz74oMjUO2ft16xZw0cffURPTw+HDh0iMjJS8OjPmDGD1atXk5GRgd1uZ+rUqYSFhVFWVoavry+AEICSsjoS61NjYyNFRUWYTCamTp3KjBkzeOuttzAajVitVnbs2IFcLqeurg6VSsVHH31EeXk5CoUCLy8vlixZQkBAAEf372dqaiq5TU30bNhAdHQ03//+98V7l4SOli9fzs9//nM+/fRTPD09SUhI6B3OOz9jkZeXx969ewVFoVarFb8vXryY6upqSktLBXOI6/dWWVlJUVERRUVFfdRUXb8T55+d2aUqKipoaWmhoqLC7XXhTh/DldvcFQNVRtxVwC5VNeCbOjP1yiuvsHnzZhoaGnjnnXeu9nKuOB577DHuuecerrnmGubOncsrr7yC0WgUmdVvMpxtYllZGUqlkq6uLubNm0dnZye+vr4cPHhQtHFOnz6d1tZWbDYbFRUVOBwOPvnkE6EvMWbMGKKjo6msrMTX11c45Xa7nZ6enj76EhLsdjve3t6EhIRgMplE8NHT00NZWRkWi8Xt81zbkySq2K6uLuRy+QV/l7kEGw6HA6vV2qfdS6K/9fDwwOrSfmWxWMSaJCE+Hx8fwbwE0NjYyLZt29DpdILadc6cOcJ5fuuttygqKkIul9PR0YGXlxeTJk2ipaUFg8Eg5kp0Oh2NjY34+PiQnp6Op6cnN998M2lpaaIC/Nprr3H8+HGWL19ObGwsBQUFJCQkkJCQwJtvvoler8dut6PVapHL5TQ1NTFjxow+gp8ZGRmCHTEtLY2pU6dSXFzMkiVL+hznzNJXWVkpiD0k2nSJulhqdbNYLOKzrj0/Z3P//ff3mf2Trj9XelkJzjYdGNBnGSqRRn+vNZR2Wokk5atqUkRGRvLKK6/w4x//mBUrVlBVVcW2bdvw9vb+VlPSDjuwCAwM7HPzOhwOOjs78fb25r333rukixvF4LjcDpIkwOSs8CmhPydvoBvbHZ2rBCmT0tLSgvE8A0FXVxdffPEFzc3N/Oc//yE6OhqDwdAnK56amsrRo0fRaDQkJCQQExNDW1sbmzdvJiAggJ07d/Lqq68KVdfU1FQiIiJE+1J8fDy7du3C19eXKVOmiI0vLS2N0tJSTp8+TXV1NfPnz2fhwoVkZWXh4eHB5MmTiYuLY9WqVRgMBgoKClCZzfxdLqcyJUVQssb++c8ER0YSsGEDwcHB+Pv7A73Z5fT0dLGJSEbu4Ycfdmt4pQ0gJCQEX19fUlNThSBfbGysUH6Vnvvkk09y8OBBHnroIdasWUNKSgorVqygvLz8At7y/jQqnOn+li9fTm1trfjf3XUxUFDgDu6OGUjR+1JhJLQMXQ5INJuO/krf33CsXLmSpqYmnnnmGerr65k9ezY7duy4YKD7mwyp7VCq+oaFhbF//36gl97VZrPR0tJCW1sbDocDHx8fPDw8RLDgOD+4LLU7Obf2SCrYkuq1dK0plcreSsZ5MgvorQj1OA11m0wm5HK5EM6T2rQ8PT1FyxX0VhpiY2Pp7OwUA/UymUy8ltS+5RykeHh4YLfbsVqteHp6olarhajd2LFjycrK6rMWhUKBj48PQUFBQgncbDbT1dXFiRMnhLjppEmTeO+99ygsLEQmk3Hw4EHa29sxGAx0dnbS3t4u7rmenh58fHzEbISkJi5VTqTPWPpbXl4e77//Ph0dHfT09BAVFcVtt90GIPRI1Go1p06dorW1FS8vL2w2G3FxcQQHBzNz5sw+37szJeykSZPEP0mZXbo2JJY+qXq9ePFiISIrVcIlLZTXXnsNh8NBSkqKoFf/+OOPmTp16gWBBfTvEzjrYEgaTPClYvjFqGU76y8575VDaad1p/f0VZCYmMibb77Jz372M+rr69m8eTOfffYZv/vd776Vat3DDizWrVvXJ7CQy+WEhoaSnJxMYGDgJV3cKAbH5XaQsrOzKSkpIT4+ftDXcO7BH+h8/TmbUnuTTqdj//79tLa2kpycTHJyMhs2bODAgQO0tbUhl8sFtaler6e0tBSNRsP9998vDNW2bdtEVuWhhx4iOzsbLy8vwsPDCQgIYObMmZSWlhIdHc3ChQspLi5mzpw53HbbbWzatIkDBw4QHR3NLbfcgr+/PwcPHqSgoEDwsnd0dFBWVsa9997LjBkzyM7OZqLRyN6ODrQWC4bcXH6/aRPFp09TUVFBY2OjYLiqqKjgpZdeYtasWVRXV/fhJ4cLDaPrQL3UxqTT6YQgn2TknZ36/fv309jYyL59+2hsbCQtLY2AgACKiorIzMzss4kMlj2SWLpsNhsGg6Hf62KoQYG7eQ13r3m5xOYG23y+rq1SP/zhD+no6OCHP/zh1V7KVcMvfvELt61P3xY4X9tLly6ltraWxsZGMjIyhDMvKVxDr9ioK6TgQlKzlvQn5HK5yP7bbDZkMhlKpRKHw0FPTw+tra04HA7sdjvdTixNcrkcu92O3W7HZrMRGhoqSCssFosIWAD8/PxYsWIFr7/+OtDbRiU55T09PahUKubMmcPJkydpPN/DLonjASK48Pb25rrrrqO6uhp/f39MJpNQz77mmmtobW3l5MmTgrrbarWyd+9edu3ahdlsprS0lFtuuQWVSsWiRYsIDQ1l8+bNohICXyrd22w2fHx80Ov1QhNk9erVfPLJJ1RUVDB58mRMJhMWi4WJEydSXV1NYmIiGo2GEydOEBMTg7+/P3v27BFJKofDwenTp2ltbcXDw4MlS5YQGhrKzp07aW9vZ8+ePWI+rra2lvT0dAwGg0gYOStuu7IIrl+/nl27dhEYGCiUv53tXWJioqC7TUlJEfuTVO1wVtOWXt+dlpEE5+c5azBJCaqSkhJg+MnRi0msOifYzGYza9asIS0t7SuTXSxdupTNmzfz5JNPsm/fPoxGI4888gjbt2/nD3/4wxUl07jaGHZgce+9916GZYziYnG5B0WdncPBHCxJ+2L27Nk0NTUB7oMH5/+dUV9fT2lpKWFhYfj5+ZGcnMyqVauE0I9zxiwkJASAAwcOUFdXR0JCgsjM5OXlUV1dzfLly8nOzmblypV0d3cTHR2NSqUiKSmJ9PR0MWD87LPP8pvf/EYMUG/ZsgWTyUReXh5arZZFixYBcObMGU6fPo3D4UClUqFWq3sp9l5+mbEffcTDlZV4OBzUKxT8ffJkMvftY9q0aezZs4fjx48DvQxXUvYoLi6OJUuWDPrZus6yDKRUrtVq+cMf/kBwcDBz5swhPz8fg8EgjO+k86whFRUV5OTk9KH4dXcdOVcuiouLLwgkBmqP6y+j5O499feaV0ts7uvaKmUwGFCpVBgGYKe5GnAWsxzFlYXUNhIWFkZGRgbV1dVMmTKFoqIiWlpa+hyrVqtFqxPQJ8vvDlK1Qmojdabvda6aObc/tbe3i0y+5KQrFAqRyb/tttvw9/cX9t52ngbXbrfj7++PVqsVQnbSkLgknCcFGB0dHTgcDj7++GPMZjMajQYfHx8sFgtTpkxhzJgxHD9+HJPJJBizbDYbzc3NmM1mof8gtbuuXLmSN998k46ODhFQSXtRREQEKpWK5uZmSktLxUzLrl27qK2tpb29nUmTJuHl5UV3dzeenp7Ex8cD8PDDDzNp0iQSEhL45z//yc6dO/n+97/P8uXLkclkHDlypFcP43w13d/fn7vvvhudTkdYWJiYqcvOzqagoACNRkNqaio6na6PYJ3kSEvJmtzz1KVz587tt7rsuldLba3uWpDcUca7dje4Pm/btm3k5+dz5swZoSgOw0vqDLU7wvk8kZGRxMbGkpOTwwcffCAqbENx/Adbm0RJ+8wzz/DOO+/Q09PDzp07aWxs5M033/zWBBdDCiwkp2gocC3PjeLrjYsJXGJjY0lNTXV7sw90vvT0dN577z1mzpxJamoq0Gt8LBYLPj4+XHfddVx77bX4+flRXl5Obm4uXV1dwpjm5eWxdu1a1Go18+fPJy8vj7KyMhISEnjxxRd55ZVX2Lt3L7GxsSQkJPDRRx9RV1dHZWWlWFNFRQXd3d1YrVZqamoYN24c7e3t7N+/n+bmZmQyGf7+/ixevJgZM2ZQ/8UXLP/0Uxac52X/GPiFhwfJfn7Q0kJ9fT3d3d3MnTuXtLS0C3pUpVkIZy0L5/5PaU0hISGDistJn+GHH35IcHAwa9asYenSpeh0OuLj40lLSyMiIsJt2XuwapS7AHOgQETCYEP6A73uQMdcbKVuqJvWxWxYIwEjocXrT3/6E+PHj2flypUA3HnnnWRkZBAREcH27duZNWvWVVvbtxWRkZGsWbOGmTNn8tprrzFjxgwaGxsxm80i4y6TyfoEBkOFVAXx8/PDarXicDjcUrqqVKo+AYvKiR1IelylUqFSqejo6BAq4AqFArVajVwux9vbm6KiIhGIyM+zO/n7++Pj40NLSwtms1m0dLW3tyOXy7FYLJhMJhF4BwQE4OHhIYIDKYiR1mG1WjEYDHz++ecYjUbMZjMNDQ2iWyM0NJTp06dTWFhIY2MjarUaDw8P0a4lPT8sLAydTkdRURHe3t50dnZisVgwGAzs2bNHzLo999xzVFdXYzQaOXDgALfccgurVq1i3759PPNMryLFu+++i8lkYvr06TQ3N/e22cbGcvvtt/eZm9izZ49QoZbsk+RIS7b+wQcfBL5sjXJHuuJsyzds2MAbb7xBfHw8CxcuvGA2wbnK3N9+4ny+jIwMNm7ciNlsZvHixX0q9kOhrx+opVrCYN0R8CVJTH/sk8M5p/P7/Pvf/86NN97IH//4R0wmE2fOnOHOO+/kb3/7m6gyfZMxpMBi9uzZQ+rblaL+UVxejFTHxplSVHKYnXs7gX6HpmprawkLC2PmzJlYrVYaGxs5ePAg0GvkKysrUalU7Nmzh1mzZlFWVoZGo6G7u5uKigqxWZpMJsaMGUNwcDAff/wxcrmcffv2sW/fPurq6mhvbxc9tE1NTYwdOxa9Xk9+fj6VlZUsX76c4uJiTp48icPhoKysDD8/P9ra2ujp6cHPz49bb72VZ555hv3vvMMPN21ijNWKRSbjLxER/LmrC/+AAJKTk9FqteTn5zNv3jxhODMyMkSPqsQGVVFRwfvvvy+UiA8ePIiPjw+lpaVMmjSJzZs3AwhtgoFaztLS0gTdpsQEIlU1pGyJ84C18//O38Vw+1b7Q3+O7lDON9AxF7ueoVYi+jv/QDNHIwEjgXb3jTfeYNOmTQDs3r2b3bt389lnn/Hhhx+yZs0adu3adVXX923Gnj17yMvLw8/Pj+uuu07Qx+fm5pKTk4PFYhnW+aSqAzgJDIJwwJ19hp6eHjw9PVGpVBiNRrfVELlczpkzZ0QrkPSYwWDAarXS1dUlWqoiIiJobW2lq6tLzDzYbDZUKlUfP8RqtYo2Ki8vL6qqqqirq8Pb21vsUxKbkzS7ER4ezvjx4zl69CgOhwOz2UxISAjl5eX4+voyf/58Kisr8ff3p62tDavVyqRJk/D09OTcuXPYbDYhJioFblFRUXh6euLp6YlMJqP5vBhaeno6R48eZeLEiajVagoLC6mrqyM2Npa7776bRYsWsW3bNt59912OHTtGVlYWNpuN6dOn9yHXkCoCzkmjjIwMtFoter1eVDCch/ydk1qS8KozAYgzOjs7OXToEGVlZX1mEwZqg+pvUFpqe3Z9XPqb9H9/9noowcdASRbXdsGB4LwfDidxc/fdd3P33XeTn5/PnXfeSVVVFT//+c/58MMPv/GViyEFFlJpaxQjA1eiTeNighd32Wrn3k7A7dCUc59lamoqjY2NJJxXHo2NjWXs2LF88MEHhISEkJWVJYaXMzMzcTgcBAYGotfr0el0os9XKmkrFAqMRiMtLS2EhoYSFxdHdHQ0hYWFeHt7ExoaysaNG0X7VHR0NBMnTqSurq4PFWVAQABxcXFMnz6dBx54gPr6ev6ZmckYmQyDTMbvpk7FPHUqZGYSExNDQEAAixcvZt68eWg0GtatWyf6Snfv3t2H3SkkJITW1lZ27NghsnpRUVGUlJQwadKkC8TwpJYzac4EvhyCq6ysZMGCBezcubNP5sjZEA6XiemrYCQ4us4Y6sbQ3/U/nJmjbyvq6+t79SCArVu3cuedd/Kd73yH8ePHk5ycfJVX9+2GlJkNCwsjJyeHJUuWAFBYWIhGo6G9vf2C5zjPY7jCeTbCFSqV6oJARXLa+2vVk8lkgrJbek0pcJGqFFJbrPR3qRVKOsbHx4f29nZkMpkIQgwGgwhUZDIZFouF7u5upkyZwvz583n//ffFnERiYiKNjY0cOnRIKLkbjUbazutgBAUFMW/ePGprawkPD6e6uhqHw8GkSZNITU1lz549nD17lsbGRkwmE76+vhgMBoqLixk/fjzz58/nyJEjyOVyoqOjSUpKAnqH2Lds2cLs2bNZsGBBn+rB6tWrSUpK4tFHH6WgoACbzYZSqeSVV14R7WxarVZQTTu3kkoOf1paGvX19fzhD38gNjZWtBk7O+jOWkfOdltKDEotjc5tS9LePW7cOME4KAUu27ZtY+3atfj6+vbZ8121mJzhvGf0Z6+HEnx8lb1noP1wuOdMTEzkb3/7Gz//+c9pbm7mjjvuwNPTk6effpq77777otY30jGkwCLmKikpfpsxkGN/OdsdpNeV+vdheEJ3zo9ptdoLnGJJVdq5SlBQUMAHH3wgMvD5+fns27dPOPYBAQG8/vrrbNu2jeLiYmJiYli2bBmTJk0iLy+PL774gqCgIAIDA1GpVAQGBnLbbbeRlJREXl6e6KFUKBRiA4qIiOB73/senZ2dZGVlERQURFBQEDt37hSsVD4+Ptx9990EBweTn5+Ph4cHDfn5FB4+TO4XX5CTm8vvJ0+mo6eHdosFz9OnsdvtaDQaPv74Y5H5WbdunTBMa9euFexO0oyFRqOhoqICnU4naG4XLFgg2K0kbNu2jaSkJA4cOMC5c+cYO3Zsnz7agVS0nSEdJw2VSwN+/Q1dj8QK2cWuaaBKhPP5BmvhGmiw/GpiJHxXksJxVFQUO3bs4I9//CNAvy0yo7hykGhHJc0Z5z3EbDbzpz/9iTNnzvQZvB7oO3MNHBQKhWhDcqV4hd4gQKfT9dv9YDKZKC8vFzMM0nwF9AYEUVFRVFdXYzKZqK+vx9fXV1QZFAoF0dHRQshOgnQumUxGdHQ0MTExNDY2YjQa6ezspL6+Hk9PT+x2O+3t7eTn5/fRvJBs+vTp08nOzmbx4sWMHTsWX19foqKiBM1+dHQ0ubm5nD17lqCgIDo6OvDx8SEyMhIvLy9BcjN27Fg++ugjWlpa+Mtf/sKSJUvQ6/Vs374dh8PBj3/8Y2JjYy+gbE9MTGTBggV88cUXqFQqysrKaG1t5fbbb0ej0fCzn/2MqqoqoHd/KygooKOjg4SEBObNm0dKSgrr1q3jww8/xN/fX9j+pUuXoj/fyvvoo4+ybds2EdTAl4QgEiuUs23Jzs4WuhchISFYLBby8vLE3rtz505MJhPJ5wX8houhBAeX0h9y5/9civMvXbqUDz/8kJ/97GciMHzmmWdYtGjRiNo/LhUuWseiuLgYnU53gWH53ve+95UXNYqBqxLD0ZoYLqRs+OLFi9FqtcLZHyiD2x9daFpa2gVZCUlTIj09XfCBV1dX09LSgvK8GmZHRwfl5eUEBQXR3t5OYWGheL7zbIKUxXnuuecwGAzU1NTQ2dnJuXPneO+99/Dx8WHhwoXU1dUJUbslS5awb98+Dhw4IKoDHR0dHDx4kPnz52O1WomOjhbVDueS5fiTJ/lbVxdZf/gDumuuISgoiHEJCZw8eZKOc+eor6/Hbrfj5eVFT08PR44cYd26dWJexHXGQmpV0ul0eHh4cOuttxIWFsbmzZtFMP/6668LZVi1Ws2NN95IcXExPT09VFZWEhQU1Ke8LP0/lPmB3bt3s3XrVgDB3e5u6HokDjJL16lzduyrwPU9DtbCNdBg+dXESPiuVqxYwd13383EiRNpaWnh5ptvBqCgoIAJQxGsGsVlh+seIv0cHBzMvffeK2Yt3GlOOENqO5Jak3x8fKiqqurDnOQK56DCw8MDtVrdh5lKopSVyWSoVCpB5Wq322lsbGTs2LFUVlaKQECqmkiBSEdHB3K5HKVSiVqtxmAwiBYku92O0WgUJBxhYWHU19eLQXDp+qyurhZVD39/fwIDA6msrKSnp4fdu3dz7Ngxzp49S1FRkUhivfHGG5w7dw5PT08WLVrErl27UKvVeHl5YTabOXnyJCEhIUKfSalUkpuby7FjxzAajYIdq6amhlWrVgEXJneqqqro7u7Gbrcza9Ysrr/+evz8/PjLX/5CRUWFmG9ct24dGRkZtLe3M2vWLNauXSvajb/73e/S3d3N3r17mTRp0gW6U86/V1RUCFFUKdhxvl6cqxwxMTFif9qwYQOZmZmYTCY8PT1ZuHDhJXWg+6siDMZONdTzDpacuxhIlLRPP/00x48fR61Wk5aWRkxMDI888sg3qj1q2IFFRUUFt912GydOnOgzdyH1VI5mpC4NhhslX2qHorm5WQyIJSYmDnkIt7a2VqhKO5dynQMTKWCRHO7GxkYmTJjArbfeSkBAAGq1mqCgIHx9fQkLCyM1NVXoUtx///19DEVlZSU2m42JEydSUlKC1WrFZDKxdetWurq6KCkpQaPREBERgdVqJTY2lk8//RSr1crZs2cZM2YM4eHhtLa2YjAYUCqVtLe3s2jRIhYsWEBSUhL7du7kTxYLPzivrRHd1ER+VhZLli/nkUceIS8vj6ysLA4fPoyHhweAEBgqLi5m3rx5rF27FugdWnOmAZSM2H333YdWqyUzM5NZs2aJjA/0MrWMHz8eg8FAXFwcSUlJF5SkhwPJUGo0Gurq6khNTR1w6HokDAQ7o7a2lvz8/GH3gw8E1/c42GYy0j4TCdK9NRDl8+XGunXrhEDln//8ZzQaDQB1dXU8/PDDV21doxgYtbW1/OUvfxGU3g6HQ1SNfX19hUibMyIiIug+rzJ9ww03UFhYiFwuR6FQCCangeAagKhUKqxWqwgKJIamwMBAmpqa6OzsFAkoKaDw9PQUz3U4HELYr6GhQehvBAQEMHnyZIqKirBarWLI3MfHRzzPZrNhs9morq5GpVIRHByMSqXi7NmzlJeXY7fbUalU+Pj4YLPZCA4OpqmpiR07dlBZWUlERASlpaW0trby7rvvYrPZmDRpEtXV1dTX1+NwOMjIyGDmzJniPUh6TV5eXoKK97PPPmPcuHEA6PV6USlIT08nOTmZhoYGdDodMTExNDU1sX37dnp6epg/fz7PPvssmZmZZGRkMHXqVKKiokT7W3Z2Nvv27SM+Pp6wsDDOnTsnKjvOlW/n/3fv3i1UxfsLdtLS0sReJe3pnp6e+Pr6Mm/ePBYsWOBW8+JiIfkYzmuWMBg7let5XJOl/SXn8vPzRbL0qwQAiYmJbN++ndraWh566CH27NlDfn4+4eHh3+7A4te//rVwgLRaLUePHqWlpYXHH3+cl1566XKs8VuJ4fLsXypHRxrAdmV3GGqvfnZ2Njt37kSr1ZKTkyOyIM6Oql6v5+DBg0yaNElkyktKSgTlXGlpKUeOHMFkMolgoKKigoaGBrKysvoMe2m1WqZOnYparUav1zNmzBiam5sFjaBSqSQ+Pp7U1FSOHz/Onj17WLlyJYGBgaxcuRK1Wt07L/HPf/Kd73yH/fv388UXX3Dw4EEWLFhA06FDLPvjH5nc1QXAW35+/LdcTrvJhMPhECxLjzzyCOHh4ezdu1eIDkn9tlqt1q1uQ319PVqtVojVZWRk9BnUdjbGUnVjoAyMlMVfsWKFaHNwDeqc29X27Nkj2Etc4Wpgr0T2e6hVt+zsbHQ6HTfeeOMl27CG+x5H2uyIhMrKSvHvam1UKpWKJ5544oLHpXt9FCMT2dnZ1NXV4efnh4+PD+fOncPb2xvoHdyVWI9kMhlWqxUfHx8mTpzIsWPHMBgMfPDBBwQGBjJmzBhMJhOdnZ10nbeb/UGqTEiQ7vvm5mbUajUmk6mPyJzD4cBoNIpgRKFQiBk7i8VCXV0d586dIyUlBR8fH1pbW/H09MTHx4fTp08Lutjx48fT1tZGUFAQNpsNrVaLr68vgYGBGAwGoqOjKS8vF6QdUgJVqVQyceJE2traaG9vx2Kx0NnZSUFBAbNnzyYoKIi6ujqMRiNqtZqxY8cyduxYFAoFTU1NGI1G6urqCA4OFoFKV1cX48ePp76+nqamJurr63n55ZeF7pK0H3t7e3P8+HEef/xx9uzZw969e+np6WHMmDGkpqayatUqIiMj2bBhA+3t7URHR/P666+LAW2NRoNSqaSgoIClS5cyf/58ALZs2UJ8fDzLli27wAY/8MAD+Pr6CoYp17lISdxVqrRLVPPJycnceOONwhF3HhL/qpULycdwZr2S0B87VX++imuytD+7np6eLo69FHY1MjKSZ599VojlpqamXrLPZyRg2IFFdnY2e/fuJSQkBLlcjlwuZ/78+bzwwgv86le/oqCg4HKscxQucL0pvqqj40rfJg0CS3CmOJVuAGc1TWcBHbjwxtZoNPT09KDRaEQ/p3ReZzYLKQMCX7ZOSMcrlUoKCwv51a9+RUdHB/feey+bNm1i//79BAYG4uPjg1KpFAJMLS0tFBYWUltbi1qtZuvWrZw5c4aJEyeyceNGYSDWrFlDXV0du3btory8HJPJhNFopPvNN0ktLkbR3Y3B05NnoqP537IyVCoV/v7+zJw5s0/b16OPPsqkSZNENUGn0wknLzMzk7/+9a+MGTNGtNrk5eWxd+9eDAYDq1evRq/Xs3jxYpqbm9FoNGRnZ18gfDcUo1NeXi40OqS+WlcBosGGkAdqt7vYMvNgGKjq1h8zx0g0wldzzuFqVVI++eSTIR872i47MpGSksKvfvUroHdeYNOmTXR1dXH8+HHKy8sF7WtERATBwcFCLyE7O1tQzra3txMVFYXZbCYgIICKigohrudurkKqajgrd3/nO9/hP//5D+3t7Wi1Wjo7OzEajaKColKpxAC3l5cXd9xxB5988glTp04lJyeHlpYWTp061YclqrGxkba2NhQKBd7e3jz00EM0NjZSUFCAj48PBoOByspKOjo6mDJlCjU1NTQ0NIg1h4eH4+HhQWdnJ8HBwQBiFsTX15dZs2axcuVKsrKyKC0tFTN0Op2O5uZmQkNDufXWW2loaKC7uxuTyURpaSkqlYprr72Wxx9/nJ/85Cc4HA4UCgUBAQF4eXnh4eGB2WwmPT2d/fv3o9fr8fHx4bbbbuP48eP4+vrS2toqhAIB0RoaGxsrMu3FxcVER0dTU1PDnDlzCAgIICcnh7CwMBFsSLMFzi2mERERzJs3j4iIiD7fm7R/KBQKMjMzmT59unjN1NRU9Hq9oLd17XhwbrOVzuXOVvZnR51t3ECq3c4BwFB0Ogay25JPMlRa2qEgMTGRF198USTKhjLT+nXBsAMLm82Gr68v0CtSVltby+TJk4mJieH06dOXfIGjcI9LPbDk6nwOlebNVYWzvxtbojn86KOPSEpKErMS0OvEarVannvuOXQ6HXa7nUWLFgke/J07d7J06VLWrFlDXl4emzdvprW1VVQxjEYjJpOJcePGoVKpmD17Nh0dHZw7d07QE+bm5lJeXo7FYqG8vJz09HSxvtTUVCFs1NLSgsViIcBuZ1VeHgpAFxvL0+PHc/K8AqoksldeXs7MmTP7KEdL7FdbtmwhKiqK5ORkKioq2Lp1K/X19aI8HxsbC0Brays7d+7EaDRy5swZocb92muv9Rl+dP4u+qPwc1dtys7O7lfYTvp/qM7vcMrMMLiDPZyq21dl5riSuJpzDlerkrJ8+fIhHTdKST5yERkZKdpuZsyYwfe//33S09O58847OXr0qBicPn36NGfOnGHBggU88sgjNDQ0cPjwYYxGI/7+/rS2tlJfX49CoUClUjFu3Dhqa2v71ciQNDTUajVhYWHi+Xa7ncrKSq655hrR+tPT00NXVxcWiwWj0UhgYCA//vGPWbBgARqNRiRoPD09MZvNjB07lvDwcKHFJbUy5eTksHr1apEIam1tpba2Fo1GQ0tLC3a7nZCQEJqbm3E4HHh7e2M0Gunq6iInJ4fAwEAxAxITE8N3vvMd/vznP2MwGLj22mu56667iI6O5uWXX6anp4dZs2axcOFCUXnWaDQ8//zznD59GrPZTGhoKLfffjvvvPMON910E11dXRw7dozS0lLefPNNDAYDkZGRKBQK4uLi+Oijjzh27Bg33HADGo1GzPM9+uijJCYmkpqayj/+8Q8OHjyI0WgUVYWjR48CvRVwSWTVarWKboFNmzbR0tIiWqQGa4GuqKhg8+bN4nqR9gbp/M6Ut9I+6XxOoF9bORS2p6HOurnbW4aquQRfkh4MhuEmldzNdIwEAo6vimEHFtOnT6eoqAitVktycjJ//vOf8fDwYP369cJZupz429/+xtq1a6mvr2fWrFn83//9H3Pnzr3srzvScCkdCHfOZ39OnqtD6k6F0/XGkIbGbrnlFuLi4ti5cyfJyclisFmn07Fx40YKCwvx9PSko6OD+vp6XnvtNVJSUi4QgVOr1Wzfvp3Ozk5mzZpFbW0tVqsVo9EonJbOzk5BcafValEqlUybNo3m5mbGjh3bR7VUEk2aP38+np6e7N+/n5aWFu4FkpRKGhYvxlsup+HTT8VmefbsWXJzc0XWXzKokpGIj4+noKCAuro6qqursVqtTJs2jc7OThYuXIherycpKYnrrruOQ4cOiV7buLg4fH19RYnZuWVK6pvPzs7mjTfeEAOPUobKXVDXXwDhev0MxZj1V40a6LoayOgPp+o2Umca3OHrtNZLhcF66Ufx9UB/s1USs1d+fj7r1q2ju7sbtVpNXl4eL7zwAuvXr2f//v14eHiIWQxpqDsgIAAfHx+Ki4tRKBR99CskxqagoCBMJhP5+flMmDCBsWPHUl1djUwmQ6fTAb00xu3t7VitVlQqlZhT2LBhA4mJiWzZsoX6+npkMpnQpFi0aBHPPPMMr732GllZWVgsFoqKitDpdISEhBAXF8frr7/O1KlTWbJkCd3d3Xh5eZGcnMyJEyf48MMPkcvlTJkyhYqKCjGP4XA4iIyMpKenB4PBwPr16zl58qSoqi9YsIA9e/Zgs9m44YYbcDgcbNmyRexl2dnZLFy4kOPHj1NYWEh6ejr/9V//JfaGDz74AG9vb7q7u+ns7MRqtaLVapk1axaLFy+mvb0dDw8PHA4HBoNBfHabNm2isbGR1NRUPD092bt3L1qtlrCwMBYvXiyEZZOSkli2bBnbtm1j+fLlQlNJ0iLp6OgQ7VPuZracRfWcCVUkRz8tLY3bb7+dDRs2XECy4c4+unOoh2JHh1p1uFLsUsNNKrnbn0cqMchwMOzA4umnnxZO0O9//3tuueUWFixYQHBwMB988MElX6AzPvjgAx577DHeeOMNkpOTeeWVV1i6dCmnT58mLCzssr72NxnuLu6hMk/11yKVnp4uWpjy8vKoqanhvvvuIyUlhdjYWPbs2cOnn35KaWkpjY2NlJWV4XA4CA4Oxmw2M3HiRPR6PfX19UDvpiKVdJcvX05BQQHnzp1DLpfz1FNP8eqrr9Le3o7dbqempgaNRsOsWbNQKBQcPnwYgDvuuIOf/OQn5OXlsX//fqFaqtVq0Y4fz10NDcT5+nLgfCZqm9VKTmAg795+Ozqdjs8++0xshHa7ndDQUAoKCigoKBDq301NTezcuVMY0YKCApKTk8V7rqurQ6fTcfToUSIiIkhOTqasrIz4+HhCQ0Npb28nLCyMlStXCmO9bds2MZOSmJhISkoKc+bMITc3d9DvdqgB6FAMYn/VqP4w2CDxYIbc9Xr7uhjZr9NaRzEKZww2W1VZWUl3dzdarZbPPvuM1tZWli5dKnrxs7OzaW9vF8PbADqdjuTkZOrr6/Hy8qKhoQGLxYJKpSIoKAi73c748eM5fvw4FouFwsJCrr/+ekGnOnfuXI4fP05xcTF+fn6ilUgmk9Hd3c2+ffs4evQoGo1GEAVMnToVh8NBUVERr732GitWrCAmJoaqqioMBgMVFRVUV1fT3NxMbW0tNpuN2bNnc+TIEfz9/dFqtdx0002cPXuWsLAwVq9eLQZtIyMj0el01NbWEhMTw+zZs8nKysLLywtvb2/GjBnDyZMn+fTTT0lISBBCq1KiSNJ3MhgMeHt7M2HCBBISEvpoHeXn51NaWopcLqehoYHQ0FBOnjyJxWJBJpMRGxvL+PHjmTdvnmjpSkhIoLy8XDD9NTU10d7eTmlpKa+//jrl5eXExcVRVFQE9J1VkJJioaGhBAcH09zcLKrTxcXFpKenExERcQEjpCT2KnUfDMU574+RzNWhHooddTf3kZ+f36c9e6hw58sMt2Iw3ODE3Xv8JiSmhh1YOKsUTpgwgVOnTqHX60Vp8HLi5ZdfZvXq1dx3331Ar8KrNLD65JNPXtbXvty4muWvr+p8uqoRS86kxORksVi48cYb+2QiCgsLmTZtGitXrsRoNPLFF1+Ins3W1lZ6enpYu3YtycnJYiOT+mGl0rVaraaxsZH8/HyhDj9u3DiMRiMajYYTJ07Q1NSE2WzG09OTmTNnEhQUJITwJNaqc0VF3PmvfxFVV0eAhwc+CgWO82rbVqsVnU5HUlISU6ZMoaqqiunTpxMaGkpTUxPnzp1j/PjxpKWlkZ6eTl5eHjKZDK1W26eas23bNurq6pgxYwZz587lrbfeorq6mri4OO6//37y8/PJzc0VlRbXwWSJH1wKNp555pkLKkVfBc7VCKl0/VXnKAYbJB7suhsJ1KlXC1/3crjRaGT//v1uKcmlPv5RjDwMdE86s/EkJSXR2dnJrl27OHToEBqNRvSfHzlyhJiYGJRKpZix8PLywsvLi66uLubPn4/RaESv13P27FlB+S21FlVWVlJcXMyECROIjo7mpptuIjo6Gn9/fzo7Ozl+/LiYy+jq6iIsLIyYmBgKCgq45ZZb8Pb2pqamhpqaGk6ePMnJkyf5+OOPKS8vJywsTAzMlpSUkJiYiKenJxaLhSlTptDY2Eh9fT1bt26ls7NT0Hrv2bOHtLQ05s2bh16v59VXX6W5uVkkrmpqarjuuuvQarVUV1dTWFhIQ0MDJSUltLe3M2HCBCZNmgR8yba0detWuru7MZvNvPHGG5w6dYrjx48zZ84cjh49itFoFFpGdrud6OhoysrKRIV74sSJAH3ozAExbK1WqykpKSE8PJy6ujq2b9/OL3/5S5544gm3bbHwZTVa+l+j0VBaWipmMFzboQZqhYYv23MH6mhwXcfF7mnS3IdGo3Er8jfY6zuf52L3nUuRVHINlty1PY90DDuweO+997jtttvw8fERj0l95ZcTkmP11FNPicfkcjmpqalkZ2df9te/3BhJTlR/F7Or8yndmK6DwNnZ2VRWVgrVaGmYWUJ2drZoZTIajULboqamhuTkZKZNm0ZlZSWlpaWUlZUxYcIE1Go1EyZMoLq6mo6ODgIDA4mOjsbhcLB9+3auueYafvnLX9LW1sb7779PZ2cnra2tqFQqvL29WbBggZiJuP/++6moqOCNN96g49NP+WVODh6NjfQoFLzs70+PUsnc2bM5evQoDoeDtrY2Kisr6erqwtfXF39/f3bu3MmUKVP43ve+R0xMDJmZmajVam666Sa8vLzEdelsvHx8fPjBD37AsmXL8Pf3p7y8nNWrV5OXl8ehQ4cIDAzk5ptvprm5uY+xXrZsGaWlpW4N+KVi23DVZxjqHMVAGOpGcbk2mq8zRpI9GC4KCgr47ne/S1dXl6Bdbm5uxtvbm7CwsNHA4msEZ8KG9PR0SkpKuO+++0hMTOSZZ54hLi6OPXv2UFBQwLx584TAWl5eHocPH6arqwsfHx/Gjh2LXC6nu7sbhULBT37yE95//32sViu1tbWirQl6B8ClLP/p06cpLi5mypQpzJ07l507d6LRaLDZbFitVjw8PLjlllsA2L9/P1VVVfzmN7/BYDCQlZUl9C5Onz5NT08P7e3tKJVKxo4dKxxzh8NBc3Mze/fupb29ncbGRnx8fGhubhbHFBQUYDAYSExMJCkpiYSEBJqamoRGRkpKCs8++ywA69ev58yZMyiVSiwWCxMmTEAmk/Hxxx8Dvf5SSEgIZrOZ7u5uioqK8Pb2xsvLi5MnT5KXlyc0NKQgQUJ8fDyff/45ubm5mM1mDh48SFRUFOfOnWPbtm2sWLFCVCAWLFiATqfjzJkzqNVqlEolHR0d7Nmzh4qKClatWtVnkNqZtCUiIkIwFdpsNhISEi7Y9/trhXa+diQ/whnubJvzdTachIo7Uo/BWnUHs60jad+RqltAH7HEkY5hBxaPPvooDz74IN/73vf44Q9/yNKlS1EoFJdjbX3Q3NyMzWYjPDy8z+Ph4eGcOnXK7XPMZnOfgTGpf3Ak4utwMbsTB5P6LL///e+LPk2NRkNoaChtbW0sXryY9evXi7ad1atXi1aeQ4cOkZWVJQbFkpOTCQgIYNWqVdTX19PT00NpaSl79uwhMjKSBx98kLi4OP75z39SXl6OWq0mLi5OMDrNmzePgIAAMfxnsVjw8fHBYrFw7NgxOjs7KS4u5kc/+hEym417z57l4fx8FECNRkOaTEa2Xs+kSZO44YYb8Pb2Jjc3l5ycHDo6OmhpaRED4RI1YGJiIsXFxXR2dqLRaFi8eLGoXkgVHCk4cM7cxMbGCnrAzMxMmpqacDgcfcrl0rGRkZHinK5tRc5tZ9L5h8KuMZgz7844DzeLPlTK5P5U3oeb/blSWf4r8ToXaw9GQqXj0Ucf5dZbb+WNN97A39+fI0eOoFKp+OEPf8ivf/3rq7KmUVwcnAkbnOfwpOssICAApVLJzJkz+1xzubm5gqEvMTERs9lMV1cXY8aMEfM4d911F1lZWRQWFuLj48OZM2ewWCzY7XbhCEu2XGKhmjRpEvn5+Zw4cUIobS9evJi8vDx6enooLCzk5Zdf5o477mDu3Ll8/vnnonW7urqamJgY6urqsNvtIrs9depUZDIZ8fHxtLe3ExoaSllZGTt27MDDw4OUlBQUCgWHDh2isLCQoKAgZsyYwccff4zJZCIkJIRnn31WOOJFRUXU1tbi6enJtddeS1xcHO+//z5z5syhra2NjRs3MnHiRLy9vYUehtlsFsFSdHQ0jY2NeHt7o9frCQgIICgoiI0bN9LY2EhNTQ3h4eGEh4dTW1tLWVkZLS0t9PT08MYbb7Bz5078/f1JSEjgyJEjNDU1MXfuXO644w7y8/P58MMPCQ4OFjOxznv573//e3Jzc7nrrruIjY1Fq9WKFuahJjuc7bo7P8LZtuXn5/PKK69QVVWFSqUiISFhSAktie0qLCxMMCA6k3oM1Ko7mG0dSa2sKSkp3H///eLnrwuGHVjU1dWxY8cOwRbh7e3ND37wA1atWsW11157OdZ40XjhhRd47rnnrvYyhoRLSRcLA9OTDuZ8DHYxO/fOu+vT1Gq1FBYWUlhYSGNjI7m5ubS2tpKfny8Gpp955hmefPJJdu7cSWZmpuAjDw0NFUbo9ddf5w9/+AP79u0jJCSEpKQk0tPT0el02Gw2LBaLUDbt7u7mxRdfZPny5cyfP58tW7b00bKwWq3I5XLKy8t55U9/4uPubiacnwE5PHkyd7e0YFYqCVSriY+PF8aqo6OD7Oxs8vPz6ezsRKVSMX78eBwOh2jzWbRokfhsCgoKKC0tFUwczpuwRqNh3bp1hIWFsW/fPtEHCr0CSdLx/fU2S/8iIiIuyNLo9XpB/St9F9K53KlUD4Vxw9U4f5Us+kA84s6MGM4YrijRlcryX4nXuVh7MBIqHYWFhbz55ptCKM1sNhMbG8uf//xn7rnnHlasWHFV1jWK4cNdosF5SHfp0qXcf//9F+wlklCoyWTC29tbzGCkpqZiMBjQaDS89tpr1NXVodVqmTFjhpi7qKurY/z48ZSVlQlF7IaGBl5++WVeeOEFsQ+o1WoyMzNFi2hbWxt79uxBp9Oxdu1axo8fT2NjI3PnzsXf359PPvmE9vZ2UUVJTEwUg9GJiYns3btXCPBJiZ7u7m4RQF133XXMnDmTiooKcnJyBJFHc3Mzr7zyCgsWLCA6OpoJEybQ2toqWsQDAgLw8PAQwqYtLS0sXryYm2++WTjxAQEBbNmyhWPHjrFw4UIWLFhAQUEBH374IVVVVQBCCTsqKgq73Y7BYGDKlCn4+vpy7NgxrFYrYWFhVFVVkZKSQmpqKpWVlTQ1NfHYY4+xdOlS8vPzaWxsFJTmM2bMEN9zdna2aMeVKMulIWzpGL1eL9S4nYX7oC+VuXRtrFixgvLy8j4JMWfbtm7dOjZv3ozD4SA1NbXP3jUQJF2JW265xe3e4Q6ulPpfB0RGRoo9++uEYQcWSqWSW265hVtuuYWuri4++ugj/vWvf3HDDTcwbtw4ysvLL8c6CQkJQaFQ0NDQ0OfxhoaGCziWJTz11FM89thj4veOjg6ioqIuy/quNvqjcHPOfg8kDOOMwS7mvLw8MUy8bNky9Hq9YDlKS0tDq9WKftLo6GjR8lRdXc22bdtEZt3Hxwez2UxwcDAtLS2cPXuWiIiIPordv/3tb9FoNOTn57N+/XpCQkKYNm0aZ8+eZfz48aSmprJ48WLefPNNmpub+fDDD0lJSRH0x4GBgcydO5cpU6bg7+/P8ePH+eKLLzhlNhMuk7E+IYHpzz/P5JdfRqfTsWjRIlavXk1lZSVbtmwBvmRqysnJEaXxFStWcPToUaZOnUprayuFhYXMnj2bCRMmcObMGRITE8XwmLQJ9/T0cPToUWbMmEFcXBwlJSVs27aNiooKAgMDWbBgQb9ZZtdgzpV6tba2VrRLpaenD5r1GSqbxkDPGQzO5xyMR9zdaw5XlOhKVf1GUnXRFSNhbSqVSqgih4WFodPpmDp1Kv7+/lRXV1+1dY1i+Ogv0TDQvStVZwsKCmhpaWHGjBk0NTVRWlpKamoqt99+O2vWrCE7Oxs/Pz98fX2JiYnhN7/5jaAvldqbcnJyOHfuHKdPn2b//v2sWLGC5cuXk5WVhUajwWg0isBizZo1LF68mJ/+9KecOXOG+Ph4ZsyYwYwZM1iwYAHt7e3CAff09GTKlCkUFhYSHh5OQ0ODCJ4CAgIEAYhMJiMqKkpUPU6cOMHBgwex2WxiWNxgMIhEUXJyMvv376e+vh6r1cq+ffu45557xJ63bds2goODiYmJ4eGHH+5jc6WhY7PZLOYw5HI5n376KaGhoUyYMIGAgAChddTc3ExFRQWpqalotVpKSkq4/vrraWxsFA76uXPnADAYDKLNKTQ0lMOHD/Paa6/x7LPPUlFRwe7du5kxY4ZggbrtttswGAx9EmMpKSmicgL0qcC7zmlIwq95eXkUFRWRl5fn1oanpaUJvRCJKncott5ZV2KoAnwjIenybcGwAwtneHt7s3TpUlpbW6mqqhI6CJcDUsSfmZkpONPtdjuZmZn84he/cPsctVqNWq2+bGsaSXB3gw/FoesPgw0NWSwW8vPzxSbyj3/8g/z8fGJjY9Hr9eI5GzZsIDc3l2nTpvH9738fgH/84x/s3r2bkJAQ7rrrLiH2U1FRQWxsLB9//DGlpaWkpaWxefNmjh49SmhoKLm5uXh4eAjGqHHjxrFnzx5WrFjB3Xffze7du/H09KSwsJCQkBA0Gg2tra2cPn2a8RERHNm6ldtWr2b58uXU6HR896WXqGtv52fnhYaam5tpamoS/aUajYaOjg5WrlzJm2++SXd3N2PHjiUtLQ29Xs+RI0c4fPgwra2tQv9i0aJF3HTTTQQEBFBfX8+2bdtoa2tj6dKl+Pj4UFtbS3d3tzCgUll/3LhxREdHC4o/aVhQMrJStSIvLw/oJVFw/v5chQadsz7uBuiGw+Hd33MGQ3/UlUM933BFia5UCXsklcpdMRLWlpCQQG5uLhMnTuT666/nmWeeobm5mXfffVcIaY3i642BrjPpbykpKaIK+9BDD7Fr1y4AUaEsLS1Fr9eTmJgo9ov8/HyRnFy8eDEnTpygtraW8ePHc/r0aaqrq9m0aZOoiEhsSb///e+Ji4ujvLyc6upqoTdht9upr68nISGB119/nddee4233nqLhoYGTp06xX333ceePXvYsmULM2fO5MEHH6Sqqorq6mpWrlzJ7NmzRXWlsLCQ1tZW2tvbmThxIoGBgRw/fpyZM2fS1dUlbHtXVxcOh4PAwEB8fX37aApJ+g7uKtOrV68W7ILr1q2jrKwMX19fqqqqCAgIwGg0iqCipqaGoKAgDAYDgGiVXbx4sdgzIiIi+nQeSPZ4ypQphIWFUVpayiuvvMLu3bvp6upix44dNDU1ER4eLoKKTZs2sXXrVlpbW/nlL39JUlISs2bNIi4ubkjV9f7gHKy88847w77+XAMQd1V5V4yEpMu3BRcVWEiVik2bNpGZmUlUVBRpaWn85z//udTr64PHHnuMe+65h2uuuYa5c+fyyiuvYDQaBUvUNwUX0yfdH4XbYA5df/3369atY+/evXh4eFwwNCQNE0uc5mlpaUydOpVPP/2U999/n4iICEpLS3n00Udpa2ujpqaG5uZmFixYwLJly8jKyuLDDz8E4MYbb0Sn04l5g9raWsrLy9mxYwdFRUXk5+fT1tbGNddcI3QoysrKRAsU9Ir06HQ6li1bxvjx41m7dq2Y27Db7Uyw2fjxa69xs8PBI3/7Gzv37OGhd97huMGAt91OeXk5+fn5GAwG8vPzxYC0pG9x4MABzp49i7e3N97e3mi1WvR6PQaDgZMnTzJmzBj8/PwIDw+npqZGVDdKS0s5ePAg0FvhkGgAvby8qKqqEu8lODgYm83GRx99RFFREb6+vmI+w1WPQppHSEtLu+Da6C+7eKU4vAc658U4vEPNXo3iSwy3fexy4PnnnxcaK//zP//Dj3/8Yx566CGheD+Kbwec7/mHH364z/8RERHccsstwk5v27aNZcuWUVlZSVFREUVFRTQ2NrJ//34aGhqYM2cOy5Yt4+9//zutra1ERkZiNBqFjd6/fz+bN29GpVIRFRVFaGgoer2ejo4OvLy80Gg0REZGEhMTg9VqxW6309TUREpKCmazmd27d9Pa2iqIaHx9fcXfs7OzBR1tXl6emLVra2tDr9cLB1qhUJCcnIy3tzcHDx7k7rvvJiYmBr1ez6ZNm3j//feZNm0aCxYscPt5SfYuIyOD4uJiEhISSE1NZc+ePTQ0NLB7927GjRuHn58fiYmJhIWF8cUXX1BeXk5AQMAFDHxS54GUJJQSXNDbedLd3Y3D4SAkJASbzYZer8fb25v58+eL971hwwbOnTsnmLQqKytpbm5myZIlQ9I7cta5cMZADJPD9X1qa2vJy8u7gH3OFVci6TISZtxGAoYdWNx1111s3boVb29v7rzzTn77299esQhw5cqVNDU18cwzz1BfX8/s2bPZsWPHBQPdX3dcypLdxVB6SixPc+bMISkpye0Ar5RFLigooLOzk7i4OAICAtDpdJhMJjIyMlCr1TQ3N6NWq3E4HKLC4ePjg9FoxG63s3//fo4ePcpbb73FuHHjSE5OFoqn0iBbT08PPj4+HDlyhPb2diwWCwsXLuSHP/whe/bsISEhgZdeeon9+/cTFBREU1NTr2q1w8GvAwN57tQpfBwOmoDQzk42bdqEwWBg3rx5zJkzB39/f+6++250Oh0zZszo4xDr9XqysrLw8/NjypQptLS0iGH01tZWIcjn7+9PaGgoISEhoo/YuSUsLy9PlP7NZjMffvghnp6eaLVaHn74YcGtXlRUxNy5c5k1a9YFmXq9Xi82h0t9z10OozsSsuffNgy3fexy4JprrhE/h4WFsWPHjquyjlFcefTnWC1dupQZM2aQnZ0tjtm5cychISHs3btXiJk6z/clJSXR0NDAwYMHmTJlCrNnzyY+Pp4DBw7Q1dVFT08PcrkcT09PAgMDMRqNmM1mZDIZ9913HydOnCA7O5vGxka2bNkinOrg4GB8fHzo6upi3bp1NDQ00NLSIoaV9Xo9c+bMoaamRlTtv//971NVVcX+/fuJiopCrVaLeRCJQUqhUDB27FhWrVolZupee+01jEYjEyZMoLOzk4MHD3LmzBmAfsk2XJM8BoMBs9lMSUkJcrmciRMnMmnSJJKSkmhsbKSkpES0IUutS5s2baK8vJwHHniAyspKEdA7U81KQd3MmTOFUN91113HM888I2jhV69ezYkTJ5gxY0af4GCg/ceZ5EVKggF9WpWkvdW57RmGRkbiiuzsbGpqai6gaO8PQ3X+LyZIGG236sWwAwuFQsGHH354xdigXPGLX/yi39anq4lLGam6yx5fjkjYmZfctYVKEreTblRX8bu0tDQeffRRUdkoKipi4sSJNDY2Ar2zL9u3b6elpUVQ+1VXV5Odnc3q1asxGAx0d3fT2trK4cOHqa+vp6CggKysLKZMmUJISAiTJ0+mqamJ6Ohoxo4dS1NTE2q1GpvNxsqVKzEYDBQUFLBr1y5OnTqFxWKhu7sblUqFv1zO//b0sKq5GYAspZI1Y8ZQYTIxqbychx9+WFAo7tixg8TERF588UXx2TqzTtTW1hIbG8vKlSspKChArVbT2dmJ2WzGx8cHtVot2o9Onz5NXV0dzz77LBEREUL5u62tjdmzZ9PV1cX06dP7lO0NBoOYk4iNjXX7HW/bto21a9ei0Wj47//+769FNmQ0e3PlMdz2sVGMYqgYyv08kGPlrjWyoqKCw4cPExwcjEajITs7u0/r7YsvvigYhqQ5NYVCgcFgwGKx0NPTw7x583jkkUfIy8sTzvKJEyf44osvmDRpEkajEbVaTUZGBtHR0URHR1NdXU1gYCAlJSWCNGTu3LmsX7+eQ4cOMXv2bGbPns1//vMfjEYjKSkpNDQ00NnZKfazoKAgkQj761//isFg4IMPPuDuu+/m9ttv58EHH+TAgQPMmTOH2267DeidFfX39yc/P18oikuzF9LaAwIC+ihZS0Pu7e3tLF68mLi4ODZu3EhbWxuTJk0Ss47SZ5aRkcGGDRtoamoSe5FzS5RUyXCmFm9tbeWmm27qIyoXGRnJmjVr+nz3/YmdwoXVUmc/xvW6iIyMJCgoiPT0dLeMUdL37e46csVgs3quGIrz76rNNdQgYbTdqhfDDiw2bdp0OdbxtcflrjJcjkjYmdHJ+YZ0vekBt73yUl+/lJVPSkpCo9HwySefoFarqauro62tje7ublasWCEyQpmZmchkMqZMmcKBAwdQKBSMGzeO4OBg6urq0Ov1TJ48mWPHjtHe3i56WAMDA6msrKSzs5N//vOfLFmyBIVCQUVFBQ6HQ2Sv5nl4sLGrixiHA5tMxiuBgfwnLo55115L9+efi0AgPT2dI0eOYDKZOHLkiGjrysvL47333qOwsFAMnRoMBg4cOEBRUZEYGA8ODhYl4vb2dvz9/amqqiInJ4f09HTmzZvXh6oxNjaWuLg4oHfzkLJJ0mc6WIbf19eXuXPnXsAnfjUxkLMxmr258hgJ7WNarXZAsdSKiooruJpRXCoM5X4eyLFy1xpZW1tLY2MjxcXF7Nmzp1/SiaSkJACqqqoYP348QUFB7N69G51OR319PREREaK3PiMjQ2gZTZs2jZiYGMxms7DFLS0t2Gw2lixZQmxsLBqNhoiICPz9/fnss89obGzk0KFDNDQ0iPk3aTBams1oaGggMDCQadOm0djYyPTp06mvr8fHx4eHHnqI1atXExcXR2hoKEuWLMFgMIgWIujV3HDWfdq4cSMtLS1Ab0VFcra1Wi0dHR1UVFRgs9lwOBwEBARgsVjYunUrDQ0NREdHk5SU1EdvavXq1ezevRuj0UhlZaVoiXK21c4tS9Ls3kDf/caNGwXDovQdOZ/TtVoqvYYUkLiyNw3Upl1bW3vBXGB/cN03BwuAnYlQBnq/ztpcQ8Volb4XX2l4exRf4nJHqpe7B34of9NqtaI0XF9fL25e52Gp2NhYlEol3t7eGAwGwsPD8fX1JSAggNtvv50NGzbw0ksvCdE8X19fQkJCuP766wWNal1dHSdOnECn0xEYGIiPjw+fffYZXl5eXH/99TQ3N3Pq1Cmqq6vx9/cnJCSElpYWlEol4yIj+d9Tp4ix2ahRKHhizBg+6+hgXmAgZrOZmpoaPvvsMzw8PNi/fz+VlZX4+PgwadIkwah08OBBamtrkcvl1NbW0tPTw4033oharRbsVd3d3YLhZMOGDWzYsAFfX1/uuusu5s6dS1pammArcxaX8vX1FXMXwxG8SUpKYu7cucTGxpKXl8fHH38s6GqdjedQNCsGM7zDUfscyNkYigEfCKMVj68nHnnkkT6/9/T0UFBQwI4dO0QGdBRfPwy0XwyFyrM/Uc/+SCekrPGRI0eEdkRmZqYY0N25cyf/9V//JdgGpX0oJSWFBx98EOi1m85K0s7tqdLfdDqdEHR98MEHycrK4osvvhAtqQkJCRQUFLB48WIAzpw5Q0JCAqGhoezatYumpiZ8fX3x9PTks88+A0Cj0fDoo4+KCjTQhz1R0oaQnG9JSBZ6k07Sc/Ly8jCbzURHR2MymZg5c6aYcdy6dStVVVVUVlaybt063n33XfE9SLS4zq/vWjFytq0SVby0J7kLQo4cOUJBQYEYyHc+p16vJywsjFtvvbVPtdS5w8H1uhho1vOrOOiDBcDOw+X9JWGGWwUZRV+MBhaXCJc7Ur0U57+Ym7e+vl4Y5PT0dPbu3QvAuHHj3GYuoFeYsK2tjfj4eF544QXBMCFBqVQKli9J32Lz5s3I5XI6Ozux2+2CXhhAJpOhUqlQq9XMmzeP8vJyGhoa6O7uprq6GofDgVqtJiAgAC8fH+6Vyfh/cjmPqFT0mEx4enoSHh7O8uXLBYf3+PHj+eijj2htbcVqtbJkyRICAgJoa2u7gGdfKk1LVIEzZ87sY7Cht5owZ84cVq1aBSA+C+gdVHTePKWNzXWD7s+Rrq2tJT09naNHj1JYWMj999/P1KlTKS4u7kPfGxkZOSCvuPTYYIZ3OGqfAzkbQzHgA2G04jF8jIRgrD8RvL/97W8cO3bsCq9mFJcKA+0Xw+mNd9cW4450Ijs7m+LiYkwmEzk5OZhMpj7nMRgMKBQKMefmDhLDn7OitHNlY+PGjURHR7N06VLR9tvW1oa3tzcrVqwQw9SSHQsICCA8PJybbrqJZcuWERcXx/Hjxxk/fjwlJSXs379fKG5L70+CRNUqEZs4txxJmhCun1tbWxsmk4k777xTqF9nZ2eTmppKTk6O0HSSKoQSO5JKpeKLL77gBz/4gTjfQJTlznbcXRuQcwDovEbnoEnSveiPlnggDGbrh2PXBnvNoaxpKL7RSLC1IxWjgcW3BP31DPaXzZb4xGfPno1Op0OpVKLX6wkODiYiIoLa2lomTJggxHIAdu7cydKlS/H09MRisWAymTh+/DgnTpygoKAAAJ1Ox+zZsykpKSExMZGsrCzkcjlKpVL0zQYEBHDbbbexfft2LBYLRUVFhISEkJKSQk5ODocOHUKhUBAQEEBnZyeJ7e1MBz7z8ODs2bO0OBykAbKeHmZGReHr68vRo0cB6Ozs5PTp0+zatYsxY8bg4+MjBO7y8vIoKysjISFBGH6pbzQpKYmkpCRKS0tZvHixqK5I2fgHH3xQbEzr1q2jpKSEcePGUVRUJDJsg6mC9pdRkjbYuXPnCmpGaSOS1E2l6oW7KoGrIR2K4XUVSOzPiA5kgIea4bxUuhnDPf83ESM5GLv55pt56qmn+Mc//nG1lzKKSwznmYlLRfsp/V2i33YmxcjIyECr1fapTDjPAbomRvqjXT9y5AglJSWkpqaKmYbNmzcDiISIu/W2tbWxbds2Vq1aJapwa9euJTMzE6PRyGeffcbChQv73IMpKb3aFHv37mXSpEl9Pp/+7tuAgACheyENRDvPRajVamJiYkRCS0JYWBj19fWi9RYu1J9yfk/OdjwjI8NtG5A7Wz9Q69KlDAaGY9cGCwouVRJ4JNvaq43RwOIbgoFuYimocC5jSsdL9KXQe3NIGQ9JCC42NhaHw8Hhw4fx8fHh1KlT+Pn5sXLlSgBhwFesWCFEcZ5//nnWrVvHtddey4YNG6itrcXX1xfo1b+QuOwPHDhAd3c34eHhGI1GkXnp6ekhPz+f9vZ2lEolHR0dxMXFodPpKCoqEuqoVpOJp7q7ecxmw9bVxcHSUk47HEBvlUOpVKJWq+2/OOcAAG7RSURBVGlsbKSuro7t27cTEBBAUFAQVquV733ve4LB46WXXsJisRASEkJmZqYw/OvXr+ff//43nZ2dLFmyhJKSEtLT05k0aRI7d+4UJXZpTmXDhg1kZmaSnJyMx/lAR1JOHQz9Dbv1V5Z1FsYrKSkRVRJ3tIP9qWu7u3ak4T5nDHXgbagVscuhmzHc838TMZKHB//zn/+Ima1RfLMg3atSkqk/DMfZdL7/JUYnQDjXaWlpYnbAOWnmLjHimpHftGkTFRUVLF++nHnz5vUJVlyf6zwrkJJyoUictMaAgADGjRtHUFAQt9xyywX3YGRkJHFxcezatYsDBw70aTNNSenLkgQI3Qvnz855LsJgMLBz5068vLyEnoWkWSTtSxqNhjVr1lxA5jBYQkgib+kPA9n6/nyLgdBfm5zzmpz/H87aLhdGsq292hhSYNHR0THkE/r5+V30YkZx8RiMjUPixXZVg5bEilxvjujoaMLDwwUVncFgwMvLi5aWFrKysvqUjqE3g3Pw4EHCwsIAmDJlCgaDQSh5hoWF4enpKbQnqquraWpqQqPRCMOoUqmw2+0YjUZOnDhBQEAACxcuFLoV2dnZOBwOFAoFsUolG/R65p8PJP4BlKtUyK1W5HK5qII4v4bVaiU0NJSKigrOnTuHUqlk8eLF6PV6VqxYIVqh3n33Xf7973+TlJREXFwcwcHBQhDoyJEjFBcXM2nSJKEynpeX12dDUKvVJCYmCm5tnU43pGFrZ+PsGky49sQ6P8e5RC1hOMZuoGvHmQ3E3XUy0HkGMvBfx5mkrwNGwvBgQkJCn+Fth8NBfX09TU1NvPbaa1dxZaO43HAnxukMd7ZmMEdwILYh6ZyDDdq6ZuQ3bNhAS0sLGo2GtWvXXhCsuMJZgG3ZsmUXBB+u712q/q9du5by8nIWLlxIQUGBYC4sKioiOztbrEkiTJFapaTEVVpa2gXsSdJzfvvb3/bROXL9HBMTE1mzZo34vB999FGxVmeKV2c4tzTv3Lmz31ZY18SX80ye9Lfk5ORhz9j1txcNx65dqaTSYGv6tlbNYYiBRUBAwIAsH84YqN9xFJcPAzlS7jLe/WXBly1bRltbG7t378ZutwNQXFyMUqlk3rx5mM1mjEYjeXl5LFu2TGSM/vCHP9Da2sp7771Ha2srra2tKJVKwSve3t5OaGgo48aNw2AwkJiYSHFxMfX19fj6+jJz5kzKysro7Oykra2Nrq4uYmJisFgstLS04OPjg8PhwOFw8D27nb9brQQ6HHTKZPy/gADeaG0lPDCQOePHY7FYqKurw2w24+HhgUajYdasWTQ1NTFx4kSMRiMymQyDwcC6devIyclh9erV4r3s3r2bnJwcnnzySV588cU+8xSu9H5SxUDKlgHcf//9JCUl0dbWxg9+8APi4uIG7D92J2rmarQGMpauxw7XmDpnwVwDoIGG7/o7j+tg31DWfKkxEhzsbyuWL1/e53e5XE5oaCiLFi1iypQpV2dRo7giGOy+c7dPDeYISmxD0r4BXJDtl/6XkmYbN27EYrGIeQbpdVJSUkhJ6SUcqaioEJn8/myg5By2tbVhsViEFpPkQA/03rOzs0UAk5eXR11dHdOmTSMyMpL4+Hj0ej35+fliYN25Vaqnp4eenh40Gg0zZsy44DOTXs85CJKCI+fPMS0tjc7OTpHwc0fx6gzpu+gv4ejue3RtPXOduxjOjN2lSAj1V/250g7+SKyaX6lgZ0iBxeeffy5+Pnv2LE8++ST33ntvHwfi7bff5oUXXrg8qxzFoOjPoA+1N975uPLyco4ePUpycjJpaWli2LitrQ2bzYa3tzcnT55k3bp1IlteXV2Nr68vVVVVxMXFodVqiYyMJCsri5aWFtRqNR4eHpSWljJt2jSKi4uprKxELpfT0dGBSqXCx8dHBCIKhYKgoCB27dqF2Wxm+vTp+Pv783RbG4+cD3hOenvzYEAAzb6+yNvb6ezspLa2FqVSSWRkJGVlZfT09JCSkkJaWhqZmZmcOHGCH/3oRyxevFjQyjY1NVFeXi4+i4iICDw9Pamvrxc0fFJG5uOPP2bq1KksW7ZMlOAPHDiA3W6nqqqKU6dOkZaWRmVlpRhmS0lJITY2tl9u7sFEzfrTG7lY9FfGdrcxDcfQu15TI7F8PYrLj2efffZqL2EUIxTu9qnB7ITk/IeFhbltQXJnd+6//37y8vIoLi4WAYBzhj02NpZVq1b1GaB2ZwMlpzk6Opo5c+ag0+n6zLZJsyTO9gsQVV5JYC4wMBCLxcLy5csxGAyiTai0tLQPxW5SUhJHjx7l888/p7GxkcjISEF+cjFzChEREfj6+rJjxw4aGxtJS0sbNGCQ2qD6e013jFGuOhnDpYyVcCkSQlL1xx1d/pV08Edi1fxKBTtDCiyuv/568fPvf/97Xn755T49e9/73veYMWMG69ev55577rn0qxzFsDHcPkfJgB45coSQkBDCwsJITU3tw4u/YcMGzGYznp6eyOVyMjIyCAsLY9WqVej1enQ6HSUlJTQ1NfVSv44bx5QpU6itraW2tpa6ujp8fX05duwYzc3NeHh4MH/+fAwGA+fOncNqtWI2mwkICEChUFBeXo7FYkEul9PT08OYMWM4d56S71W1mj95ewOgtljw9PREJpNhMplQKBSYzWYMBgPBwcGiErB+/Xq2bduGt7c3a9asobKyEpVKxZw5c4iLi+vzmUm6G/n5+Rw9ehQPDw9WrFiBQqEgPz9fbFbFxcXY7XZqampobm7u0x6VnJwsjPRAA25hYWHceOONQozP1ZhnZ7vXG7lY9Gdc3BnCweYxBsJILF+P4vJgtF12FBeLweyEtAfV1tYSEBAADM7os3r16j5MSxJc59ek15WqxqmpqX0UrPV6PVFRUVRXV3P99dfj6+sr1Lmd4XxOQFR516xZ06fNSpoVkfYCV4pdiUr2yJEjjB8/npCQEF566aUBh+HdfY7OJCw7d+5EJpNRUFDAvHnzBh1sHmpVQ/r83M3kua7nSsPdXnalHfyRWDW/UsHOsIe3s7OzeeONNy54/JprruGnP/3pJVnUKL46XEuazsNpkiFzLvVqtVqioqLYu3cvd911Fy+88IK4+CRdg6qqKubNm8eMGTOEsml5ebkwRh988AFnz56lra2NxMRE1Go1EyZMICAggPLycux2u6Co9fPzY9y4cSQmJtLR0UF+fj5WqxWZTIZcLkcmk2G321EplQQ4HJw5cwaAkzYbhxQKTPHx+HV3093dTUNDA47zsxZtbW2Clcput9Pe3s6GDRtITEwkJCREzEvU1tZSUVFBZGQkDoeDffv2iRmLcePGsXr1aiorK9m/fz9z5swRQ3Q2m61Pny98yVoiBTAbNmxg48aNzJo1i+bmZmGg3Rma7OxscnJy0Gq15OTkEBsbe8F8wqU2Bv2dbyiG8HIFACMxu/N1xNWq/Iy2y47iYjDcRMVgzrXr8e5aRN3ZGueq8dq1a4He1iKJ6XDJkiV9WntcZ0kGcmTdMfX1R7HrOjO3adMmWlpahMbFUJGdnc0//vEPenp6MBgM+Pj4CLraweb9BrPFA/39StqfgV5rqO3B37ZK+ZUKdoYdWERFRbFhwwb+/Oc/93n873//O1FRUZdsYaP4anA2apWVlUJUzWKxUF1dTVRUFI8//jgfffQRhw8f5tprryUkJITOzk7xfKn9p62tjQ0bNmC1WgkMDBQ83lVVVVRXV/P0008D0NzcTEtLC4GBgRQWFnL06FGioqL4/ve/T1NTEydPnkSv16NQKOjs7KSkpASdToenpycmk0kEHQAxMTGourv5fVMT1zgcpKjVdJ5X1y5QqfjZwoWoVCr279+P2Wymq6sLf39/LBYLfn5+WCwWvL29iY+P5/PPP2fLli385Cc/EQFTdnY2mzdvpqWlRSha5+XlcejQIcxmM3FxcQQEBHD99dcLHQtX9MdaIiEuLo4lS5YM6Cy7fk/9zSdcSsP4VYzL5QoARmJ25+uIq1X5GW2XHcXF4HJcr4PZRHe2RurAcO7EcJ3dcK44O7f7SExYznMfzud31vORaMoHstfO65PoZqVKzVDtfUpKL9FIfn4+3/nOd0hKSuozWO26xqF+dv19fhKGo2fiDsPZz4Z67Qx0zuFef9+2QORiMezAYt26ddx+++189tlnJCcnA3D06FHOnDlDRkbGJV/gKIYHVwVUZ/anoKAgtm/fTnd3NzqdDplMRnNzM01NTeTm5jJt2jSgt61h3bp17N27Fw8PDyZOnIjZbMbPz4/u7m4OHDhAUVERp06doqOjgwMHDgDg6elJdHQ0ra2tNDU1IZPJCAwMFA5/TEwMnZ2dgqEpMDCQrq4uWlpaCAkJwWAwCNq82JYW3urqQutwYAWSzWZ2KhQEBgZiNBqpqakhOTkZLy8vTCYTXV1dyOVyYmJiUKvV+Pv7s2TJEhYvXsxTTz3F0aNHaW5uFpuBXq9n8eLF6HQ6ZsyYQUBAAB9//DGRkZE0NTVRUVFBU1OTqCRIVQepTOwMScFVMjau7CADob/M1VAd+CvtSI4GACMbV6vyMxLaZf/nf/6Hbdu2UVhYiIeHx7CzvKO48ujvev0qDtxwbKLz60iVCgmD0XRLr7Vx40bMZvMFwncStFotISEhVFRUiNbkoTje0uCxxEQ1nPfmWvlwN+juDs7sV8OpDklwHty+mH1pON/dpdgjh2svR1t2h4ZhBxbf/e53KS0t5fXXX+fUqVMA3HrrrTz44IOjFYsrgMEMruuF7zyM1dXVRXd3N8HBwZjNZqZMmcK4ceM4ceKEYJ44c+YMzc3N6HQ6IiIiqKmpEarXNTU1GI1GwsPDaWhowGg04uPjQ3d3Nz09PQCCPQMQsxH5+fkUFxczY8YMFi1aRFtbGwEBAcydO5fDhw+LeYTS0lJKT53i1w4HLxoMqICzwL0qFft7epA7HPj5+aFUKjly5AgnT56kq6sLq9WKh4cHCoUCk8mESqWirq6O999/n4qKCubMmYNWq+WBBx4Qn5GkQdHV1dWH9UlamxQsSG1OUhnb2XBKg4SuA3iXagBtKOcYbSEahTNGQuB3tdplLRYLP/jBD0hJSeGtt966bK8zikuH/q7Xr+LADccmDieDLx3v6qjff//95OfnCy0h1/NUVlZSVFQkxFKXLl1KXl4eNTU1AwYYrrN1+fn57N69m+Tk5Isi03B9bOfOnbz22ms8/PDDzJgxQ7BffRUMd3Db3SA4DJ8s5GKpzYdrLy9HIPxNxEUJ5EVFRfH8889f6rWMYggYzBC69nNKF/nGjRsJDAxEo9EQGhpKT0+PGJR2dq4DAgKoqqrCYDCQl5dHRUUFnp6ejBkzRlQG7HY7vr6+9PT0CM2I6dOnExsby9GjR+ns7EQmkyGTySgsLKS6uhqj0cjp06e5/fbbCQ0N5ejRo+zcuVPQwh4+fBilXs9Wh4Obzr+X7V5e3Gu1YvH2JsLLC7PZjFqtRi6Xo9PpgF6mkO7ubgIDA1m4cCE6nY62tjaCgoIwm81s376dkJAQfvOb3xARESHmTKS5E+dKA8DmzZtZsWKFeFzSAElPTyciIqKP4ZTgXLFwh8tpdEaCIzmKUTjjarXLPvfccwD885//vGyvMYpLg8Fs4ldJmAzFJg5Fn0di/SspKRGPue690tyH8/sZiDVJakeqrq4mPj7e7Tml13ZlAkxPT2fr1q1uSTz6+zwH+pxfe+01du3aBcCPf/xj0dnwxBNPfOVE1VD3JWkW5MiRI6LaczH72VCpzQcTEr7YNrDRSkZfXFRgkZWVxZtvvklFRQX//ve/GTt2LO+++y5arZb58+df6jWOgqELlVVWVgpHWPpdykKEhITg6elJeXk5Go2GkydPkpSUJM4nDWFv3LiRc+fO0dHRQUhICCEhIRw5cgRPT09iYmIEm0VDQwMymQyj0UhsbCxLly7F29ubrVu3CnYmLy8vxo8fj5+fn6CPDQwMpLi4GA8PD4xGIwBGo5H1Nhs3Ad3A43I5b1mtyBUKVHY7np6eaDQalEolwcHBeHh40NXVJYbC6+vrOXbsGAaDAavVKga4HQ4HwcHBaLXaPgPt0Ft1WLZsGfX19axbtw5PT08AysvLycnJAb7sVXXNRrkOEg7E0z1qdEbxbcJou+woBsNgNvFyJ0yGos+zbds29u7dy5w5c0hJSaG+vr5fwTfn9WZkZFzgLEt7RX5+Pnv27GHRokWC8twdjbg7JkB3cyCu7wf6fp4Dfc4rV66ktraWlStXXjBPIuFSJ8XcBV2S6Ky7as9Q13Ep2qKuVJXs24BhBxYZGRn86Ec/YtWqVeTn52M2mwFob2/n+eefZ/v27Zd8kaPov/fROeCorKxEq9USHx9PSUkJ6enpVFZWiiyEVqulqqpKDChLGRN3pd233nqLhoYGfHx8CA4O5oYbbhB6D+fOnUOv16NUKnE4HHh4eFBRUcGrr77K5MmT8fb2pr29HaVSSVRUFPX19XR2dmIymairq6OjowOz2YzZbMbhcCCTyQgODub/mUyMsdt5BKgLCiImMFDMaqhUKqqqqrBarSiVSqZPn05HRwdWq5XJkydjs9lob2+noaEBu91ObGwsN9xwA8eOHaO7u7tPRaGiooINGzagUCjYunUr/v7+7N27lxtuuIFZs2YREhJCUlKSOF4SxZN+d/3MB+uTvRQaFKOl1v4x+tmMLHxd2mUlGyRhOJS5o/hquNqO2FBf38PDQzACpqenC/2lgRJJAznL6enpfPrpp0LraMuWLcTHx5OUlHTBPu6aQHSmfneFO+apwd6nWq0WM4lXKhPv7nyu++tQn+eMS9E6fLmrZN8mDDuw+OMf/8gbb7zBj3/8Y95//33x+HXXXccf//jHS7q4UXyJtrY2t7Rz0g0XEhIiejgfffRRtm3bRltbG2q1mqysLGbMmEFKSgoLFizgxIkThISEMHXqVDZu3EhbW5tohZKyK1VVVVRWVjJu3Dhqa2vp6emhrKxMCN3V19djtVrx9fVFo9HQ0NAg9CgUCgVhYWFERkbi7e2N1WoVLUoAPT09OBwOooHbgX/4+zNx4kQ+r6lhMb2zGfPj45k9ezbvvvuu0LJQqVTI5XKgtxJjs9mIj4/nzjvvZN++fVitVrq7u+ns7KSrq4v9+/ej1+v7CPalpPSqm6rVahQKBdnZ2UydOpVbb72V2NhYNm/eDMATTzxBZGSkoBx0zhxJn7m0CcCXOhWuDu6l0KDIz8/nueeeE9WdUQPWF6MVoZGHS9Uu++STT/KnP/1pwGNKSkouStH7hRdeEO1To7iyuNqOmLQXDJSQcCbhyM7OpqSkhKioKJGYcmaBckV/zrJz1SEiIkJUw6UkoLSnSGQrQ0Ftbe0FQY8riYs7SPOXkkL1pW5J6+81nf8f6v54qdbh7robymc1iuFh2IHF6dOnWbhw4QWP+/v7j7JwXEY408650zioqKigqKgI+HKuYvPmzfj6+pKXl8eRI0eIjY1FJpPhcDgwGAz861//wsfHh927d2O32zly5AhpaWnk5eWh0+kYN24cd9xxB42Njbz77rs0NTURFhbGlClTKCgowGw2Y7FYiIiIYMyYMeL1PT09MZvNnDt3Dq1Wi1wux8PDA5vNhs1mw9PTkyUGAxvsdgIBs0rFgcZG8V7VajV6vZ6ysjKMRiN2u53m5mbCwsIIDw/n3LlzzJgxg6ioKG677TZ0Oh2LFi2ivb2d7u5uGhsbkcvlVFdXExAQgMlkIi8vj8TERLKzs6mpqeGmm24iNTWVv/zlL9TX15OYmMiyZcsuEGByZ9Ckn50rFlI/bnFxMXBxytX9IT09nZycnCEP7V1JjIRqwdXOfo4Cjh8/zvTp05HL5Rw/fnzAY2fOnDnk8z7++OPce++9Ax4TGxs75PM546mnnuKxxx4Tv3d0dIyoisooLi+cRWHdsTk5O6HuSDsGEpCTnGWgj26Ea9VBYm5yrlRUVlZSUVFxQYdCf7ZWCnri4+P7OOyDJVuGIoZ3qQNA1/MN1XZfzkB0NDF16THswCIiIoKysjLGjx/f5/GDBw9etIH/OuKrOFQX81zX7ImrxkFtbW0fdiMJc+fOJTY2lpCQEPR6PSUlJVgsFqxWKwaDAYVCgc1mQ6lUsnfvXioqKsjMzMRkMnHdddcBvQPSoaGhNDc34+XlRWRkJAUFBSgUCmQyGS0tLfT09Ihhbh8fH1paWnA4HJSWlmI0GvH09EStViMzmfibw8EddjsAR4DPOzuptVhQKBSMGTMGmUxGQkICZ86cEVURDw8PbrzxRiZPnszmzZtZvnw5q1evJiMjg48//hiFQkFNTQ09PT1MnjwZrVbLJ598Qnh4uBhEX7ZsWR+WrNDQUOLi4mhpaQHcCzANxKxRW1srKhbujHt/zx8unLNcI63VZyQY5aud/RwFzJ49m/r6esLCwpg9e7ZIYLhCJpMNSyAvNDSU0NDQS7lUAbVajVqtviznHsXIR3/zc+7gjrTD2c73J2g6nBYeZ40LV2Vv6N/WupuPGEo1wvW5VwNXynZfLGvUKC4Oww4sVq9eza9//Ws2btyITCYTX9gTTzzBb3/728uxxhGJr+JQXcxz3WVP3DmwtbW1ZGRkkJSU1Ifubd26dXzwwQcYjUa8vLzQarW0t7cTFRXFTTfdxLlz5/jwww9xOBx0dnZit9spLCykqalJaEvIZDK6urqQyWTExsbS2tqK2WxGpVIRFhZGa2sr48eP5+abb+ajjz4iJCQEmUxGfX09/v7+qMrKeLenh5ldXQC8pFTy3zYb2O2E+/nh6ekp/i1YsACVSsXx48dRKpU0NDRQVFTE73//+z4BlLQ55OfnM3fuXBznVbpbWlqYMGEC3d3dxMbGUl1dLTaPoKAg/vGPf7B161b0ej3jxo0TfbTwpdI4MGC5e9OmTWzYsIHVq1ezatUqsZ5L7fwP1Ft7tTFqlEcBva2JUgAgBdtXGjqdDr1ej06nw2azUVhYCMCECRPQaDRXZU2jGBlw51i6aj0MBe6ST3Ahu9HFVKyd/QJXZW/Xc7m+H3fJr8GqEdJxQxGXc62oXK5h7suFobJGjeLSYNiBxZNPPondbmfx4sV0dXWxcOFC1Go1TzzxBL/85S8vxxpHJL6KQ/VVnjsYrZwkwJOcnExjYyNarZa8vDz27t2Lj48POp2Onp4eTCYTU6dOFS1C0iCj1C51/Phxurq6sFgsNDQ0YLPZUKvVjB8/ntLSUkwmE6mpqcycOZOAgACio6P56KOPUKvVtLa2MnfuXHJzc3E4HNx4440kl5Vxf08P3kCzQsHDGg0HPD0JcDiEYndkZCR1dXXExsaSlJTEgQMHkMvlTJkyBYPBwLXXXkt9fT0VFRXs3r1btEGFhYVx1113CYan5557jqKiIlQqFTfeeKMYlNNqtYJudurUqRQUFBAUFITVau0zkCeVyKFvudv1sy8vL6elpYXy8vJvrXH6tr7vUfRFTEyM25+vJJ555hnefvtt8XtCQgLQqwq+aNGiq7KmUVwcLrXD2Z9jeansV38D28M5v2vlwd2+48w8NVhy8lIkfVznCV3nCoeKgdq4rkTF291ncTEUvaMYGoYdWMhkMv77v/+bNWvWUFZWhsFgID4+/luXEfoqBumrPHcwWrmlS5eSlpbGli1b2L59O/X19fj4+GCxWPDw8MBisaBUKmltbUUmkzFt2jQSEhI4d+4cP/jBD7jttts4ePAgZWVldHR0UFdXh8ViwW634+3tzcSJE+nu7iY/P184EFu2bKGlpYVx48Zx9OhRWlpaCA4OprGxEZVKRVlZGabCQn4B7AL+Jy6OTh8fbktOpqmpiS1btmA2m0Ugc/bsWX71q19RXl6Oj48PixYtorm5mYMHD2KxWMjMzKSpqYkjR44IdqqHHnpIBFZWq5XrrrtOzE1Iva2SMU5LS7ugt9U1MyTxjjs/7srM9cADD+Dr6ytalUaKQRop6xjFtxNvv/02ISEhQi34//2//8f69euJj48nPT39sgUe//znP0c1LL4huNQO5+WurF5M9cMZA9lsd5/FUN6Pq59xMfuC6zyhu/1yKBhKG9flhDuf62IoekcxNAw7sLj//vv53//9X3x9fQVdKfTqEPzyl78Umd5RXB443+jOQ2Gu2Y6CggKUSiVnzpxBpVLh6elJU1MTcrkctVpNQ0MDn3/+Of7+/vzxj3/E4XAQHx/PX/7yF06dOiUYiAB8fHzo6OjAYrGwfft2lEolMpmMzMxMzpw5Q2trK3a7nby8PMLCwkT7k7qnB4vDQWVlJcflcpbIZOyTybgmKIi0FSsACA4OZs6cOZSVldHd3S1mP7Kzs7Hb7YSHhwOwa9curFYrRqORBQsWkJmZSVtbm6CL3L17NyqVikWLFhEfH09aWppgx5A+p/4yQq5tRv2Vu13h2qI0UgzSSFnHKL6deP7553n99deB3mvxr3/9K6+88gpbt27l0UcfFcxroxhFf7jUDueVqKxejoQhDNz67IrhBCjDEYST5gkjIiIuqi23Pzrcq1nx7u8aG23v/eoYdmDx9ttv8+KLL+Lr69vn8e7ubt55553RwGKYGMrN7drzf/vttw9YCq2traW5uRkfHx/a2trw9fXF09OTuLg46urqCA0NxdvbG7Vazblz56ivr0ehUFBdXY3VasXf3x9fX186Ozvx9vYWg9hGo5Gu8/MRXl5eYpDNw8MDk8mE1WqlubkZTw8P/p9czq/kcm5UqzlnNuPj48MJX1/ClUra2to4fvw4OTk5+Pr6cvPNN+Pn50dUVBT79u2jsrIShUKBUqlEoVCQlZWFXC7HbreTm5tLVFQUZrNZcHBrNBoqKioICwsjJyeH0tJSOjs7eeaZZy6oMnwVI+au79UZQx2Yu9z4phjG0crL1xPV1dVMmDAB6K1m3nHHHTzwwANcd911oy1JoxgSLpfDOVJtykA223V+cqC1OwcP0vC4u+Sj67GDBSlfNVlVWVkp/g0WmFyp76i/a2y0vferY8iBRUdHBw6HQwz3SirFADabje3btxMWFnZZFvl1xVBukKHcsM49/9Db96/RaPpkAJzPo9fryc3NJSQkhFOnThEREUFSUhIhISFkZmZSUFCAXC4nNDSU4OBgIVQnl8txOBx0dHQgk8mw2+10dHQI7QiJBSo4OJikpCTGjBnDiRMnUKlUHDt2DLPZzFilkg0mE4utVgBWmkz8zmYjKiqKBQsWUFhYiNlsRiaTCTXtrKwsTp48iV6vx2azYbfbhXBefX09JpMJLy8vmpub6ezs5Nprr8XLywuVSsXBgwcJDw+nq6uLU6dOUVlZSU9PD7m5uWRnZ1+aL7IfuH6/Qx2Yu9z4phjG0crL1xMajYaWlhaio6PZtWuXoHT19PSku7v7Kq9uFN9mjFSbMhSbPZS1Oye3tm3bxs6dO8Xxw6V6dQ1SBjp2MFzsEPtI+o5GMXQMObAICAhAJpMhk8mYNGnSBX+XyWTfKrGhSxU0DOWGS0lJYcWKFZSXl9PW1sbOnTvRarWUlJSwfv164uLiAIS687Zt2/Dw8BCZe4kK9o033sBgMAj1aj8/P8HypFKp8PPzEzMLUiDZ1dWFWq3G09MTh8OBxWJBJpMJ3QypmmE2m1kMpJtMhNrtdAO/Bt6ml9bRYrHQ3d3N5MmTgd4qh0wmo6GhAZlMhlwup6SkBI1Gg0qlEtUWAIPBgNlsRqFQ4O/vT3t7OyUlJSQlJaHRaJDJZEyZMoWqqirCw8NZsGABMTEx4jMdqMow1IqR82C89H1ebO/rUDBSM2tXEt+Uysu3DUuWLOGnP/0pCQkJlJaW8t3vfheAL7744gKa8lGM4kriStoUV0alr2rLhzpXISW3pHnL/o4fLJjpr3X4YnCxQ+wwuhd+HTHkwOLzzz8XDD8ZGRl9VCE9PDyIiYn5Vn3plypoGMoNFxkZSWxsLDk5OSQlJZGWloZWqyU9PZ29e/eyd+9efH19ufHGG1m2bBnLli1Dp9NRWVkpeOM///xz9Ho9DocDLy8vLBYLzc3NWCwWLOc1JBwOB93d3aIyBQhxu56eHuzntSdaW1vR6/WisuClVPIs8F+A3G6nRKHgDpuNYoCeHjivtL1z507UajVKpZLm5mbsdjthYWEEBQWhVCqxWCx9RBZlMhlKpZKQkBCam5uZNm0aDz30EFlZWbS0tFBSUoLBYGDatGk8++yzpKenU1JSQkJCQp/PdKDPV/oe9Xq9CED66011NdTD6X0dLpyvL+m7luZGvi34plRevm3429/+xtNPP011dTUZGRkEBwcDkJeXJ4gORjGKq4EraVOcGZWKi4v7FeIbKoa6dteA4GJwNZ151/c5lD16FCMLQw4srr/+eqC3Vy46OhqZTHbZFvV1wKVmZRjsRu7PWHR2dgrHWxL60Wq1vPvuuzQ0NABgt9tFUAFgMpmQyWRYLBYx/Gy1WgkPD8fDwwOHw4FarcZsNuPp6UloaKjQh+jp6RHMUp6enthsNp729ua/zp8ne/Zsdn7nO9g+/hifmhpxbFBQEPX19djtdqxWqxDJamxspLW1laCgIBQKBXa7HblcLtaYlJTE2LFj2bFjB9OnT2f16tUkJSURHh5OQkICBQUFwuF2Fhga7veo1+v7HWzr77O/2E1qKEbb+TXXrVsn1jacwGI00zOKq4GAgAD++te/XvD4t6miPYpvBpxtKDAse+pMtCIlvQYT4rsUuBTB00hqR+pvjx7FyMWwh7f37t2LRqPhBz/4QZ/H//3vf9PV1cU999xzyRY3knExN+9AN+tgUbm718vLyyM3N5dp06YxY8YMkpKSSElJ4Q9/+AMNDQ3CUbfZbLS3tws1XCnAkIIKDw8P5syZw80338z//d//iYqENEAdGRmJwWAgISGBvLw87HY7Y8aMISAggLa2Nt6Ry7nZZmNbbCzKu+6i4OBBZDIZPj4+2Gw2LBaL0MFQq9WYTCagtxoirXHcuHEoFAo6OzvFLIefnx8rVqxg8eLFaLXaC7KdU6ZM4e6773b7WQ/VqXYejHNumXKnbn6pMBSj7fx9OytvX+rXGcUoLgeysrJ48803qaio4N///jdjx47l3XffRavVMn/+/Ku9vFGMYkhwtqHAsOxpf6ralxOXKpl0JVrGvuoePYqRi2EHFi+88AJvvvnmBY+HhYXxwAMPfGsCi4vBQDeru6hcq9WyYcMGYmNjWbVqlbj58vPzSU9PF2J0O3bs4IsvvuDmm28mLS2NhoYGvLy8mD59OqdOnRLK2VJAIZPJ8PLyoqurC7lcTmBgIPfccw9bt26ltbUVi8UC9FYxTCYTlZWVlJWVkZKSwuOPP07Ovn08LJfzUVQUmfv2UWMw8L2AAPytVrwyMqioqCAkJAS1Ws3YsWOpra0lOTmZiRMnMn78eH73u9/R3NyMh4cHEyZMoL6+nvr6ehobG/H29mbGjBksXLiQ6OhowYU/b948IiIigF7j7i6D7zrA7swGNRgk1gx3VYpLjeGe+2KVt6/2jMJoxeTbiYyMDH70ox+xatUq8vPzRQKjvb2d559/nu3bt1/lFY5iFEODOxt6Mfb0q2pKDHUWcN26dZSUlADu2SKH+pruEplXSrRwOGsaxciEfLhP0Ol0F3ARQ6/aqk6nuySL+qZCujHc3ZTS35YtWyb6+NPT0/nwww/ZsGFDH4YjybFubm7mO9/5DuHh4cyZM4ejR49y6NAhysrKMJvNdHd3CwYmZ0hD2EqlEofDgV6v5+T/b+/O46Kq+j+Af4aBGYZl2BFIQBBBSTHAJbRcMUkkl7JCK1yyMns0TdOefqlp5mNYaLaYFvhoZmaIlZQI7gtuICSCsggiDDuywwzMnN8fNPdhWAcBh+X7fr146dx7594z986cc7/3bAkJeOmllzBkyBBu7gigfiSo4cOHw8TEBBYWFnhCRwffXL+OWefPw/nIEdTU1EBHRwd6/8zqnZOTgyeeeAKurq7Q09NDZWUlGGPIy8uDpaUlBAIBNmzYAHt7ezz22GNcZ+7c3FzI5XKYmppCR0cHNTU13OR2ylGxgoKCIJFI4O3tDU9PT3h7ewMANwyfslajYcZfUlKC0NBQbmjc1igzuujo6FavVUd15b41cZyWNDyfpO/45JNPsGvXLuzZswc6Ojrc8rFjxyI2NlaDKSOkZcpypGFZ0TAP7cz8tL15ozrbR0dHIzExEUOGDGk2+HmY/LjhOens/NzLy6vVzuWk52p3jYWlpSX+/vvvJqN7xMfHc530yMNr3ASmoqICjo6O8PLy4n7c3t7eqKiogLm5OcRiMTw9PeHr64ubN2+ivLycGw0qLS0NtbW1zR6nrq6OaxpVW1uL4OBgXLlyBRUVFVyzKaD+KeOxY8cw2MUFA0+dwvSwMOgqFMgFcLamBlI+H1ZWVhCLxXB1dUX//v1x48YNblhZ5QzfKSkp2LlzJ7S1tTFo0CAMHDgQgwYNQlVVFRhjkMvl4PP58PDwgJ6eHkJDQ2FpaYnVq1fDy8sLly9f5tqoAoCOjg4yMzMRGhrKjdbk7+/PnTvlnBPtaZep6Sf8vQ2dz0evO9QS3blzB+PGjWuy3MjISGVwBkK6k0fZdLS9eaO6o0cq/22rn6a6OnPI2caoBqL3andg4e/vj2XLlsHQ0JArPM6ePYvly5fj5Zdf7vQE9lUSiQQxMTEwMzNDWloabt68iaioKCQmJmLhwoVwdHREUFAQ9PT04OjoiJKSEkyePBlOTk64c+cOeDwe15ehJcqmUUD9kK6xsbEQi8Uq75PL5eBXVOCD+HjM/mduigsGBlgmFiOhoACWxsYwMTHBvXv34OzsjIsXLyIxMRGMMQgEAujr68PU1JR7XVlZibt378LY2Bjm5uaIi4vDqFGjkJKSAjs7O4wePRp///03Hjx4gKioKK4J2IoVK5q0UVUGDa0Nq+fp6al2u0zK6DoXnc9Hrzv0q7GyskJqamqTh08XLlyAo6OjRtJESFvac+Pc0QC+vXmjuqNHtrbNw+THnTnkLOk72h1YbNq0CRkZGZg8eTK0tevfrlAo8Nprr+HTTz/t9AT2VcrmPxkZGZDJZEhPT0dhYSEGDBiA3377DcnJySgtLUVFRQXy8vKQmpqKCxcu4MqVKygvL4ehoSHXV0JLSwtaWlowNzdHfn4+FAoFtLW1uVqCuro66OjoYOjQocjKyuLSoKWlBW9TU3xXVIQBdXWo4/HwXxcXnBsxAtPs7cH76y88/vjjsLOzQ2ZmJpKTk5GYmAhdXV1usr1BgwahoqIC1tbWXKfvmJgYJCcnY8iQIViwYAEiIyNx/fp13Lt3DxEREZg6dSrKyspQWVnJjaLROFNr3JlLmbk3nnOiYS0GIb1dd6glWrx4MZYvX47g4GDweDzuN7lq1Sp89NFHGksX6dvaCgbac+PcHQL4R4GCCfIw2h1YCAQCHDp0CJs2bUJ8fDxEIhGGDRsGe3v7rkhfn9NwUp3Zs2fjypUr3LrCwkJIJBLcuHGD6/OQl5cHMzMzeHh4qEw2JxaLUV5eDrlcDm1tbRgZGcHQ0JCbbM7AwAA1NTWQyWQQCATw8PDA7Nmz8dNPP3GT6vH5fBiamMCqsBDZAgH2+vjgszNnYHDqFBYsWIBJkybB0tISV65cgYWFBXJycrihZfX09Lh9K+ejqKurg729PeLi4rgJ97y8vODg4IDo6GikpaVh4MCBmDdvHubNm4cDBw4gKioKDg4OzXZebi7Ta2nOiYbnljoTk96qO9wIrF27FgqFApMnT0ZVVRXGjRsHoVCIVatW4V//+pdG00b6rs4IBhqWz1S+ENK8dgcWSs7Ozs3OwN2XSSQShIeHAwDX8bjxenVn6/b39+cmxVNOsDNp0iTcunULjDEYGBjA19cXhw4dgq6uLsrKyuDg4ICcnBxUVVWhuroacrmc66jN5/ORk5MDmUyG2tparu8Dn8+Hjo4OKisrkZ2djfLycgx2cAD+mcdioJ8f3tq/H2eqqyG9ehVlZWWoqqrCyZMnoa+vDycnJ0ydOhWZmZng8/mYMmUKgPpmDzweD9XV1dDT08PVq1chl8vh6OiIZcuW4fjx47h48SIOHDiA1atXw8/PDz/88ANGjhzJnZv8/Hz88ccfMDAwaDawaO58ttbOtHF70dauRUcLCSpkSF/F4/Hw4YcfYvXq1UhNTUVFRQVcXV1hYGCA6upqiEQiTSeR9EGdUZvXsHxu6aEW0H1qMagcIpqgVmCxcuVKbNq0Cfr6+li5cmWr237xxRedkrCeKDo6Gt9++y03vGvjYU4fZrbu4uJilJSUwNLSEsbGxqitrcWFCxdQVFQEAwMDbNy4EYcPH0ZsbCz69+8PFxcXFBYW4sGDB9x8EMo5JKqqqriZrEtKSiCXy7lmUc7OzggPD4fT3bsI4fOxxcMDv+TkIDo6Grf/aQZla2mJ/Px8yOVyJCUlcW2oBw4ciKtXr0JfXx9Tp05FREQECgsLAQBCoRCGhoYAADc3N8yaNQuZmZlcGtPS0iCRSFBYWAgbGxsYGRlhz549KCkpga6uLvz8/Fqcv6G589naE9uG57ata9Hc+vZk0u0tZKgA6D3oWtYTCARwdXUFUD9nzhdffIHPPvsMubm5Gk4Z6Ys6ozZPnSHju9NgFd0x2CG9n1qBxY0bN7jRhW7cuNHidjQbtxdGjx6Nq1evtri+4b/NaZz5mZqaIiIiAubm5rh06RJXE1FTU4PMzEy8/fbbuHfvHhITE5GSksL1Taj7p6O1WCxGXV0dV1uhpaUFJycnuLu749ChQ8jPz0dlZSXSbt/G2/fvYwVjQF0dZiYm4qCuLjcztkKhgIuLC1xcXJCVlYW6ujrk5ubCyMgIR44cwc2bN2Fubg47OzsA4ObHMDExQb9+/VBRUYHp06cjKioKERERKC0txciRI/HGG28gOjoaWVlZmDRpEgAgMDCQmwl84cKFSE9Ph5WVVZObtJbOZ0s3dg3PbVvXorn17cmk21vIUAHQe/TVaymVSrFhwwZERkZCIBDg/fffx8yZMxESEoIPP/wQfD4fK1as0HQyCXlorQUnXdkM8WEfVnTHYIf0fmoFFqdPn272/0SVjY0NPvrooxZn2Gwr42muKZWXlxeKi4tx7tw5ZGVloaysDNra2tDW1kZtbS2WLFmCW7duoaysDFpaWigqKuKCCqB+Hgqg/kafx+PB0tISEokEaWlpKCoqgkKhgJ1Cgd1JSRipUAAADltaYjWAkuJiMMYwYsQI6OjoYNy4cbh8+TIAIC8vDzU1NYiNjQWPx0NtbS2KiooQFhYGkUiE/v37Y+7cubC3t0dJSQmMjY0B1I8gZm1tDW1tbcyZMwceHh7cxHdeXl745ptvUFpaihEjRmDmzJkAWp7ttKXz2d6ZrRue/4aZd+P17cmk21vItLZvegLes/TVwnzdunX47rvv4O3tjUuXLmHOnDlYsGABLl++jC+++AJz5szh8iNCiPoe9mFFd+hzRfqeh+5jQZrXnh9ywxtGAAgKCsKpU6cgEAhgamrKjYZkamqKjIwMrhO0iYkJKisrcebMGZSUlEBfXx81NTXcDXpZWRkAQCQSYcCAAdws1xKJBP369cPt27dRWVkJAJgDYA8AI4UCNSIRJBs34mpeHizPnoWRlRX8/Pwwe/ZspKenw8HBAVKpFHl5eTAyMoKuri4yMjLA5/O5mglzc3OkpKRg2LBh3PuOHj0KV1dX+Pv7w9TUFA4ODtz+lM2elIGHMjCys7PD4sWLVUZ+UlfjGzt1b8zbyry7MpNubd999Ql4T9VXC/PDhw9j3759eO6555CQkAA3NzfU1dUhPj6+z9dmE9IRffVhBemZ1AosZs+erfYOjxw58tCJ6Wsa3jAqh0c1MTHB9OnTVTIQBwcHlJeXo6amBgMHDoSXlxcuXbqE7OxsyOVyVFVVQS6XIy8vD4wxrm+FQCCAQCCAubk5MjMzUV1djbt374IxBsYYntHSwi//zGWRYGSE7SNHYs6wYXA2MoKzszNXaxIaGsqNtGRpaYknnngCbm5ucHNzQ1hYGMzNzVFYWIjU1FRkZmZCW1sblZWVSE9Ph5eXF6KionDq1Ck4Oztz/U48PDwQGhqK4OBg5OXlcUMXL168GAYGBly/ipZu0loLFhq/R90b8+6aeXfXdBHSUFZWFjw9PQEAQ4cOhVAoxIoVKyioIKSD+urDCtIzqRVYGBkZcf9njCEsLAxGRkYYMWIEACAmJgYlJSXtCkDaa/PmzQgPD0dcXBwEAkGPncG14Q1xwxvG8PBw1NTUoLi4GGlpaQgPD4evry+A+qZAys9rZWWFc+fOoaysjJt/ora2FjweD3V1dVD805xJV1cXVVVVSEtLw7PPPovCwkIUFRVBV1eXayp1XiDAKW1tlA8YgG/79UN8QgIKvvkGdXV1MDU1RUxMDGbNmoXi4mJMnToVwP8Cx3HjxiEzM5Ob9Rv4X40LAEyaNIm76ffw8EBcXFyTc+Hl5YWFCxfi3LlzSExMRElJCdLT07FixYpO7Ryt7o15d8281Wm2RYimyeVyCAQC7rW2tjYMDAw0mCJCCCGPmlqBRUhICPf/NWvW4MUXX8SuXbu49rJyuRxvv/02xGJx16QSgEwmw5w5c+Dl5YUffvihy47T1RoPeark6+uLkpISREZG4tKlS4iPj+deJyUloaioCDU1NTh9+jSEQiF0dHQglUohl8uhq6sLIyMjlJWVQSaTQVtbG1paWpBKpaioqEBKSgqEQiH6P/YYZlVW4jc+H1Xa2tAVifCZpyf4AgEmT5iAYe7ucHd3x3//+18u0ElKSoJMJsPChQu5NN69exclJSU4cuQIZDIZkpOTsWLFCvj7+6O8vBzm5uYq85r4+vo225zJxsYGixcvhq+vLzepnbojMXVlf4eegJpHke6GMYb58+dDKBQCAGpqavDWW29BX19fZTuq1SaEkN6r3X0sgoODceHCBZVOeHw+HytXrsSYMWMQGBjYqQlU+vjjjwEAe/fu7ZL9t9fDPDGWSCTc0//GQ556eXkhPz8f1dXVsLKywpQpU3Dz5k2cP38eMpmMq4kA6gvsuro6sH+aMUmlUm4bZQ2GXC6HlpYWFAoFEhMTYcbnI4QxeJeUYJKhIZZaWoLP58PAyAgWFhaYPHkyrKysEBQUBIlEAi0tLejp6aG4uBg5OTk4evQoAMDY2BgFBQXw8PDAwoULERMTg8TERISHhyM5ORn379+HoaEhIiIiVPqJNLz5benceXp6NglAWrqB1kSw0J1qCah5FOluAgICVF6/8sorGkoJIYQQTWl3YFFXV4fbt2/DxcVFZfnt27dVbn57O3WeGDe+EY2OjkZERAT8/f25EZ+A+j4UQUFBuHHjBvT09FBQUABjY2OYmppyzZv4fD4UCgUYYxCLxaisrOTOt4GBAWxsbJCVlQUrKyvk5uZCKpVywceI2lqEVFTATqGADMAdXV087uoKK2tr3Lp1C9nZ2UhPT0d6ejqSkpIwduxY6Orq4vTp08jLy0NlZSWuX7+O4uJiLFy4kJtx1MbGBp6enlxTraSkJLi6usLb25ubMVudc9fapEPd6Qa6O9US9MZaGNKzNazZJoQQ0je1O7BYsGABFi1ahLS0NIwaNQoAcOXKFfznP//BggULOj2BHSGVSiGVSrnXytGSOoM6N7yNb0Qbv0d5cxgYGIiffvoJRkZGGDNmDFJSUhAREYH09HSuP4RCoYCWlhaMjY1hYmKC1NRU7jjm5uYYOnQoHjx4AG1tbcyePRu3bt1CanIyPuDzsbqsDHzGcE9bG18/9RTumpkhNTYWo0aPxtNPP42SkhIUFxfDzs4OQ4YMgb+/Pw4ePIj8/Hy4uLjA3t4ednZ2sLe3bzKjuDIgcXZ2xoIFC7iaGOXy5mbMbnweWjuX3ekGujsFOYQ0pzvVqhFCmqLfKOnt2h1YbNu2DVZWVvj888+Rk5MDALC2tsbq1avx3nvvtWtfa9euxdatW1vdJikpCYMHD25vMgEAW7Zs4ZpQdbbWbniVGYeDgwP3dL+196SlpaGwsBD5+fnQ1dVFWVkZIiIiwOfzoaWlBQDQ0dGBpaUl9PT0cP/+ffD5fJUZtaOjowEAjz/+OBhj0C0tRQSAJ0tLAQB/GBhgmUCAV556Cnr37iEvLw/nz5/H7NmzcfDgQZw5cwaurq5cQODt7Y3k5GS8/fbbmDp1KveZGn7G8PBwlJSUYOrUqSoBR1s34I3PQ3cJHtrK8LtLOglpSXeqVSOENNWdf6MU9JDO0O7AQktLC++//z7ef/99rgbgYTttv/fee5g/f36r2zg6Oj7UvgHggw8+wMqVK7nXZWVlsLW1fej9qau1pj2Nf7ixsbGorKyEjY0NcnJyUFhYiPLycsjlcvTr1w+mpqbQ0tJCdnY2JBKJSnMoS0tLVFRUQCAQYMCAAaioqIC+vj7Onj0LQXExnKqrUcPnY62+Pr4sK4OOQIDCwkIMGzYMUVFRePDgAQ4ePMg1YfL390dMTAzu3r2LtLQ0yOVyVFRUqHym4uJimJqaori4GMHBwQCAVatWtTjDdVsaTwqoPJYmMrbunOETog6qVSOke+vOv1EqA0lneKgJ8urq6nDmzBmkpaVh7ty5AOpvEMVicbuGF7SwsICFhcXDJEEtQqGQG6HkUWot41D+cO/evYv8/Hzk5ubir7/+gq6uLtzd3ZGamora2lrw+XyUlJRwQ8nKZDKV/cjlcm4+i7q6OjzzzDPIuncP+UVFYIyhSizGBkdHlAkEOJyQAC0+H6ampjAzM8PkyZO5Cek8PT25+SZsbGyQnp6O4OBgyGQybsjYhp/l7t27CA4OxuzZs7Fw4cIWP6e6oqOjuQDF1NQUQMszbXdUW09junOGT4g6qFaNkO6tO/9GqQwknaHdgcW9e/fg4+ODzMxMSKVSTJkyBYaGhti6dSukUil27drVFelEZmYmiouLkZmZCblczs2L4OTk1O3GSm+YcTS+mVX+YI8ePYpjx47BxcUFBgYGkEgk0NPTU5lMqqamhpvoTjnCE4/Hg7GxMbS1tZGSkgKBQICsrCxcO3QIn969i30WFtCfMAH37t3D7+npXL8MkUgEoVCIkydPwt3dnZuoTiKRID09nTumcm4J5WzYubm5XPqV/UGKiooAgNtHRyiPp/x/w+WdTZMzaxNCCCHdGZWBpDO0O7BYvnw5RowYgfj4eJiZmXHLZ82a1Sk3mi1Zt24d/vvf/3Kv3d3dAQCnT5/GhAkTuuy4HdXczWxxcTGqq6shEAhQWlqKESNGICUlBTk5OdxNO4/H40aDMjc3h0QiAVDfFG3AgAFIT0/HrVu38Mwzz+AVbW2suHMHIpkMH+rq4pCXF3bcuAGpVApzc3OUlpZCS0sLYrEYkydPbnE4V+VEfUrBwcGIjY1FQUEBl35jY2OYmZlxNR5KDQMo5X7Vbc6kHGJWuW1XZWz0NIYQQgghpOu0O7A4f/48Ll26pDLDKgAMGDAA2dnZnZawxvbu3dtt5rBoj4Y3sxKJRGV26lmzZoHH4yE5ORmDBg1Cbm4uN4SsWCyGtbU1dHR0UFBQALlcDqB+Nltra2vU1dVhgIUFtldUoP/NmwCA3IEDYXXqFKZpa+NcdDQuXLiAKVOmoLi4GNevX4dEIoFUKkVubi6CgoLg7e3dZF6NXbt2oby8HKNHjwZQ38fF29ub+xwtTXbXMEAB1G/O9CjbdNLTGEIIIYSQrtPuwEKhUHA3uQ1lZWXB0NCwUxLVmzS8mQ0NDUVSUhJGjhwJT09PrrPypk2bcOTIEZSWlkJbWxtyuRyVlZUoLCwEn89HdXU1NzqUsbEx3N3dMdnCAm+fPQvdjAwoAHxlbIw7kyfjQ21t2NjY4Omnn8atW7cglUoxbNgw3LhxA+7u7vD398fu3btx+PBhXL16lZtVW9lMa+TIkbh27Rrc3Nwwc+bMJrUOLd2cN1cboE7NANUiEEIIIYT0Du0OLJ555hls374du3fvBlDfZKeiogLr16/HtGnTOj2BvUnDm2gbGxuu+ZCZmRmEQiEsLS2Rl5cHuVzO1SyIxWKYmZmhpKQEPB4P/fr1w2OMYeH+/RAqFJCZm+PEa68hqaoKmZmZKs2RRo4ciczMTDDGYGBggBdeeAEeHh4YOHAgzMzMVJpYAfVBw7p167ihchv2vWhL44BD3ZqBnlSLQEPxEUIIIYS07KHmsfDx8YGrqytqamowd+5cpKSkwNzcXKUpDGmq8U10eHg4goODMWjQIOjr6yM3Nxd1dXXQ0dGBiYkJBAIBhg0bhpqaGmRlZUEkEkEmk6HC2BhX3N0hyszE7bVrUWNoCEFCAurq6iCVSrFmzRpcvHgRc+fOxZQpU7ggQRlwzJs3D46Ojk2WNxQTE4OIiAgANOycEg3FR0j3lJGRgU2bNuHUqVPIzc2FjY0NXnnlFXz44YdNmu0SQgjpOu0OLGxtbREfH49Dhw4hPj4eFRUVWLRoEebNmweRSNQVaexVGndyVg4jKxAIUF5eDh6PBy0tLdTV1UEoFCIpKQmWlpaYLBIhi8dDaWUl0tLSMPnrr5GemYmakhIEBwcjIyMDMpkMurq6uHnzJvLz81FYWMjdAHt4eEAikWDPnj0AwE1o13hmbOXN89SpU1Um9yPUbIuQ7ur27dtQKBT47rvv4OTkhISEBCxevBiVlZXYtm2bppNHCCF9RrsCi9raWgwePBjHjh3DvHnzMG/evK5KV6/V8Km3r68vYmNjcfHiRYjFYhgaGqKurg4CgYCbg6OkqAj/Ki/HsvJyxItE+LezM7KyspCelQWvsWNx4MABODk5YdSoUZBKpZg1axb+/vtvpKWl4Y033gDwv2Cm4aR2pqambfaVoOY+qnpSsy1C+hIfHx/4+Phwrx0dHXHnzh18++23FFgQQsgj1K7AQkdHBzU1NV2Vll4vNjYWUVFRGD16NAwMDLBp0yYUFBSgqKgIycnJkMlk0NPTw4QJE2BhYYHEqCj8UF6Op2trAQDmnp7Y8vHHuJuby43idOTIEQD1s18rb3qnTp3KHVM5EtWNGzfg5OSE2bNnw9jYmAsgGvcbaHzz3Fa/Aup3QAjpjkpLS7lJNwkhhDwa7W4KtXTpUmzduhXff/89tLUfauLuPuvgwYP4448/4O/vj7CwMOzfvx96enowMTFBXl4eeDweRCIRfHx8MLGmBubBwTCurUUVj4ddw4ZBPn065jk4wH3sWAAtTy7XUHR0NBITE6Gvr4+srCxMmTJFZfK+oKAgJCUlAWi+30Bb/Qqo3wEhpLtJTU3Fzp07W62tkEqlkEql3OuysrJHkTRCCOnV2h0ZXLt2DSdPnsSJEycwbNgw6Ovrq6xXPkEnTfn7+wMAvL29ceDAAYhEIohEIri5uaGyshL6+vrwmzoVow8fhlNkJAAgjsfDS4whNSEBj331FfILCrBixQqudqGtSQmVAUdzHbWVQYetrS2Ki4shkUia1Dq01a+A+h0QQrrK2rVrsXXr1la3SUpKwuDBg7nX2dnZ8PHxwZw5c1rNH7ds2YKPP/6409JKCCEE4DHGWHvesGDBglbXh4SEdChBXamsrAxGRkYoLS2FWCzWWDr27NmDXbt2wdXVFW5ubigrK8PVq1dRVVUFsUCAoOhoOFdX41cbG7wrlUKmpQU+nw8bGxs8ePAAS5YswerVqzucjoZ9LyIiIuDv70+1DoT0Qd0lb2xM2VS0NY6OjtzITxKJBBMmTMCTTz6JvXv3cvP/NKe5GgtbW9tudw4IIUTT2lNGtLvGojsHDj2JQCDAuHHjAAA7d+5EZUUFBjg4ICkpCW8ZGWHOuHH4vqAAWgUFGPjYYxg0aBCqqqqQkZGBtLS0FvfbXJ+HlvpBKPtTSCSSZmfTJoQQTbKwsICFhYVa22ZnZ2PixInw9PRESEhIq0EFAG6ADEIIIZ2n9Zy3AYVCga1bt2Ls2LEYOXIk1q5di+rq6q5MW68UGxuL2NhYzJ49G56enrhy6hQ25+RgWXk58vLyUFtbC7mzMyomT8azzz4LExMTJCYm4syZM8jKysLjjz+OWbNmNdmvRCJBaGgowsPDcfDgQURHR3PrlP0gGi5rSBlgUOdrQkhPlJ2djQkTJsDOzg7btm1DQUEBcnNzkZubq+mkkT5OWTY3nIyWkN5M7RqLzZs3Y8OGDfD29oZIJMKOHTuQn5/PDV9K2hYbG4s333wT9+7dw/PPP4+aq1ex5uhRDKqrgwzACT4faSIRnJyccPbsWchkMshkMjzxxBMAgL///hsWFhaoqKhosu/W5p9Qtx9EZ43wRCNFEUIepcjISKSmpiI1NRX9+/dXWdfO1r6EdKqGA5woR3OkspH0ZmoHFvv27cM333yDN998EwAQFRUFX19ffP/9921WOZN6Bw8exL1792BvZ4dpGRl4JiICQsaQw+PhX6amSK6qQllZGe7fv4/hw4fj+PHjkEqlcHV1xcyZMxEWFoaBAwfCwcEBoaGhKplTa/NPqDv/QmeN8EQjRRFCHqX58+dj/vz5mk4GIU00LJupbCR9gdqBRWZmJqZNm8a99vb2Bo/Hg0QiafKEiDTP3d0dsVFR2FNbC8fjxwEANx57DHvGjEHs9esw0tKCjY0NRo0ahdmzZ8PZ2RkxMTHIzMxERUUF1q1bh+joaMTExCAiIgLA/zKnzpi8rbNGeKKRogghhBDVspnKRtIXqB1Y1NXVQVdXV2WZjo4Oav+ZvI20Lf76dexOSIBjXR1kPB7++/jj8Ny7F6/zeFDs3o2BAwcCqB+y197eHosXL4anpyf27NmDu3fvori4GEePHoWdnR2mTp2qVubUsFkSgFarYTtrZmmaoZoQQghRRWUj6QvUDiwYY5g/f77KKBo1NTV46623VOayoHksWvbSK68g7uZNWCUlYc+kSYgsKgJiYxETE4Nr167B09OzyXvS09MRFxeHuLg4LFy4EK6urkhKSoK3t7dabTQbVr0CoGpYQgghhBDSJdQOLAICApose+WVVzo1Mb1SdjbyExNxvqwMXl5e8DhxAqiuxrjbt5H9T5+LEydOcJv7+vqqDP2qnF27pKQEQP0kezExMS1OaNdYc1WvXl5e1MGaEEIIIYR0KrUDC5q/4iGEhwMBAdDn8/Hb6NEA/qkp0NNDeno60tPTYW5uDhMTE7i6unJva1iboJxdOzQ0FAcPHoSpqSlMTU25/7dV89C46lX5f+X+Gh9PHRSUEEIIIYSQxto9QR5Rg1QKfPABEBQEANAZOhT+06ZheDNDwDo4OGDKlCm4e/cuN3Svr69vkxv3htvHxMRg8ODBiIyMhIODAzw8PNqdxI50IqORLQghhBBCSGMUWHS2lBTg5ZeB2Nj618uXQ7B1K55tNMNrw1mv09PTVda1NO71888/j9DQUERERKC2thYxMTEwNDR8qMCiI53IaGQLQgghhBDSGAUWnenHH4ElS4CKCsDMDAgJAfz8VDZp3IxIGUSMHj0aTz31FDw9PWFlZYXi4mIUFxcjPDwcv/32Gy5fvowVK1ZwN/MGBgaIioqCv7//I/+YNLIFIYQQQghpjGa26yyMAb/8Uh9UjBsHxMU1CSqA/9VGREdHA6h/6u/v7w9jY2Ou34WNjQ1MTU25uSqGDBmC2NhYBP3TtOr555/H1KlTERgY+FC1FYQQQggh6pJIJAgNDYVEItF0Ukg3RzUWnYXHA4KD62spVq4E+PxmN2vcjKhhk6jGo0Ep//X19UVQUBCSkpIQHh7ObUcdpwkhhBDS1ahvJVEXjzHGNJ2IR6WsrAxGRkYoLS2FWCzu2M4YA776CoiPB/bsqQ8suohEIkF4eDj3OiIiAv7+/vTjJoR0ik7NG3soOgeEtIxGg+zb2pM/UlOoh1FUBMycCSxbBvzwAxAVpdbb2qpKbGl9dHQ0IiIiYGpqCl9fX/j7+1PHaUIIIYQ8EsrWFRRUkLZQYNFe584BTzwB/P47IBAAO3cC3t5qvbVx/wp11zs4OHB/9OMmhBBCCCHdEfWxUJdcDnzyCbBxI6BQAM7OwKFD9UGGmtoaprWl9cpO3enp6dRZmxBCCCGki1Hzr4dDgYW65s2rDyQAICCgvn+FgUG7dtHWMK3NrZdIJCguLsbo0aNRXFwMiURCX3BCCCGEkC5EHdYfDgUW6lq0CPjrL+Drr4FXXnlkh1X2rzA3N0d8fDwAYPHixY/s+IQQQgghfQ1NBvxwKLBQ15QpQEYGYGLySA+r/ELfvXuXCyy6O6o+JIQQQkhPRpMBPxwKLNqji4KKhjfiAFRuypVf7NjYWOTn58PT07NL0tCZqPqQEEIIIaTvocCiG2h4Iw6g2Zvy9PR0JCYm4uDBg7CysurWNQFUfUgIIYQQ0vdQYPGINddMqLkb8cY35V5eXrh8+TKSkpIQHR3drWsCqPqQEEIIIaTvocDiEWuumVDjG/HmbsptbGywYsUKlSZThBBCCCGEdBcUWDxiHWkmRDUBhBBCCOnLaICY7o1m3n7EaOZsQgghhJCHo2z5ER0dremkkGZQjUUvQlE8IYQQQnozGiCme6Mai16EonhCCCGE9GbU8qN7oxqLXoSieEIIIYQQoikUWPQi1LmbEEIIIYRoCjWF0hCJRILQ0FBIJBJNJ4UQQgghhJAO6xGBRUZGBhYtWgQHBweIRCIMHDgQ69evh0wm03TSHhr1hyCEEEIIIb1Jj2gKdfv2bSgUCnz33XdwcnJCQkICFi9ejMrKSmzbtk3TyXso1B+CEEIIIYT0JjzGGNN0Ih5GYGAgvv32W9y9e1ft95SVlcHIyAilpaUQi8VdmDpCCOk5KG+kc0AIIS1pT/7YI5pCNae0tBSmpqaaTkanoP4WhBBCCCG9S1+8v+uRgUVqaip27tyJN998s9XtpFIpysrKVP66I+pvQQghHfPcc8/Bzs4Ourq6sLa2xquvvtqnCnNCSPfTF+/vNBpYrF27Fjwer9W/27dvq7wnOzsbPj4+mDNnDhYvXtzq/rds2QIjIyPuz9bWtis/zkPz8vKCv78/9bcghJCHNHHiRPzyyy+4c+cOQkNDkZaWhhdeeEHTySKE9GF98f5Oo30sCgoKUFRU1Oo2jo6OEAgEAOqrlCZMmIAnn3wSe/fuhZZW63GRVCqFVCrlXpeVlcHW1pba0BJCSAO9sX/B77//jpkzZ0IqlUJHR6fN7XvjOSCEkM7QnvxRo6NCWVhYwMLCQq1ts7OzMXHiRHh6eiIkJKTNoAIAhEIhhEJhR5NJCCGkBykuLsaBAwcwZswYtYIKQgghnaNH9LHIzs7GhAkTYGdnh23btqGgoAC5ubnIzc3VdNIIIYR0E2vWrIG+vj7MzMyQmZmJ3377rcVte0ofPEII6Ul6RGARGRmJ1NRUnDx5Ev3794e1tTX3RwghpHdqbz+81atX48aNGzhx4gT4fD5ee+01tNTat6f0wSOEkJ6kx85j8TCoDS0hhDTVXfPG9vbDaygrKwu2tra4dOlSsx0nqQ8eIYSop8f0sSCEEEJa0p5+eI0pFAoAUAkeGqI+eIQQ0vkosCCEENKjXblyBdeuXcNTTz0FExMTpKWl4aOPPsLAgQP71DCPhBCiaT2ijwUhhBDSEj09PRw5cgSTJ0+Gi4sLFi1aBDc3N5w9e5ZqJQgh5BGiGgtCCCE92rBhw3Dq1ClNJ4MQQvo8qrEghBBCCCGEdBgFFoQQQgghhJAO61NNoZQj69JESIQQ8j/KPLGsrAyGhobg8XgaTtGjR+UDIYQ0T5kvqjNDRZ8KLMrLywGAJkIihJBm9OV5HKh8IISQ1pWXl8PIyKjVbfrUBHkKhQISiaTPPZFTTvx0//79PnnD0Bo6Ny2jc9Oy3nZuGGMoLy+HoaEhxGJxn8oflR62fOht34XG6PP1bPT5erbu8vmUZYSNjQ20tFrvRdGnaiy0tLTQv39/TSdDY8Rica/84XUGOjcto3PTst50btp6CtXbdbR86E3fhebQ5+vZ6PP1bN3h86lbRlDnbUIIIYQQQkiHUWBBCCGEEEII6TAKLPoAoVCI9evX0wy0zaBz0zI6Ny2jc0OUevt3gT5fz0afr2friZ+vT3XeJoQQQgghhHQNqrEghBBCCCGEdBgFFoQQQgghhJAOo8CCEEIIIYQQ0mEUWPQxmzdvxpgxY6CnpwdjY2NNJ0ejvv76awwYMAC6uroYPXo0rl69qukkdQvnzp2Dn58fbGxswOPxcPToUU0nqVvYsmULRo4cCUNDQ1haWmLmzJm4c+eOppNFuomMjAwsWrQIDg4OEIlEGDhwINavXw+ZTKbppHWa3lZ+9OYyoLfn4709P/7222/h5ubGzV/h5eWFv/76S9PJUgsFFn2MTCbDnDlzsGTJEk0nRaMOHTqElStXYv369YiNjcXw4cMxdepU5OfnazppGldZWYnhw4fj66+/1nRSupWzZ89i6dKluHz5MiIjI1FbW4tnnnkGlZWVmk4a6QZu374NhUKB7777Drdu3UJQUBB27dqFf//735pOWqfpTeVHby8Dens+3tvz4/79++M///kPYmJicP36dUyaNAkzZszArVu3NJ20tjHSJ4WEhDAjIyNNJ0NjRo0axZYuXcq9lsvlzMbGhm3ZskWDqep+ALCwsDBNJ6Nbys/PZwDY2bNnNZ0U0k199tlnzMHBQdPJ6HS9ofzoS2VAX8jH+0J+bGJiwr7//ntNJ6NNVGNB+hyZTIaYmBh4e3tzy7S0tODt7Y3o6GgNpoz0JKWlpQAAU1NTDaeEdFelpaX0/eiGqAzofXpzfiyXy/Hzzz+jsrISXl5emk5Om7Q1nQBCHrXCwkLI5XL069dPZXm/fv1w+/ZtDaWK9CQKhQLvvvsuxo4di6FDh2o6OaQbSk1Nxc6dO7Ft2zZNJ4U0QmVA79Jb8+ObN2/Cy8sLNTU1MDAwQFhYGFxdXTWdrDZRjUUvsHbtWvB4vFb/KLMkpPMsXboUCQkJ+PnnnzWdFNLFHiZ/zc7Oho+PD+bMmYPFixdrKOXqofKD9HS9NT92cXFBXFwcrly5giVLliAgIACJiYmaTlabqMaiF3jvvfcwf/78VrdxdHR8NInpAczNzcHn85GXl6eyPC8vD1ZWVhpKFekp3nnnHRw7dgznzp1D//79NZ0c0sXam79KJBJMnDgRY8aMwe7du7s4dR3XF8sPKgN6j96cHwsEAjg5OQEAPD09ce3aNezYsQPfffedhlPWOgosegELCwtYWFhoOhk9hkAggKenJ06ePImZM2cCqK9KPXnyJN555x3NJo50W4wx/Otf/0JYWBjOnDkDBwcHTSeJPALtyV+zs7MxceJEeHp6IiQkBFpa3b9RQF8sP6gM6Pn6Yn6sUCgglUo1nYw2UWDRx2RmZqK4uBiZmZmQy+WIi4sDADg5OcHAwECziXuEVq5ciYCAAIwYMQKjRo3C9u3bUVlZiQULFmg6aRpXUVGB1NRU7nV6ejri4uJgamoKOzs7DaZMs5YuXYqffvoJv/32GwwNDZGbmwsAMDIygkgk0nDqiKZlZ2djwoQJsLe3x7Zt21BQUMCt6y1PwXtT+dHby4Deno/39vz4gw8+wLPPPgs7OzuUl5fjp59+wpkzZxAREaHppLVN08NSkUcrICCAAWjyd/r0aU0n7ZHbuXMns7OzYwKBgI0aNYpdvnxZ00nqFk6fPt3sdyQgIEDTSdOo5s4JABYSEqLppJFuICQkpMXvSG/R28qP3lwG9PZ8vLfnxwsXLmT29vZMIBAwCwsLNnnyZHbixAlNJ0stPMYY68rAhRBCCCGEENL7df8GoIQQQgghhJBujwILQgghhBBCSIdRYEEIIYQQQgjpMAosCCGEEEIIIR1GgQUhhBBCCCGkwyiwIIQQQgghhHQYBRaEEEIIIYSQDqPAghBCCCGEENJhFFiQXovH4+Ho0aOaTgZeffVVfPrpp5pORrMGDBiA7du3P5J9d/X1OHPmDHg8HkpKSgAAx48fxxNPPAGFQtFlxySENDV//nzMnDmTez1hwgS8++67jzwdjfOErpCRkQEej4e4uLguO4a6xo0bh59++knTyWhWV+b/Dff9KK7H3r17YWxszL3etWsX/Pz8uux4PQ0FFoTD4/Fa/duwYYOmk9jjxMfH488//8SyZcvU2l5TBfCjkJOTg2efffaRHc/Hxwc6Ojo4cODAIzsmId3V/PnzubxcIBDAyckJGzduRF1dXZcf+8iRI9i0aZNa2z6KYKA3+v3335GXl4eXX35Zre278qGSJtna2iInJwdDhw59ZMdcuHAhYmNjcf78+Ud2zO6MAgvCycnJ4f62b98OsVissmzVqlXctoyxR1Ig9XQ7d+7EnDlzYGBgoOmkdAm5XK52jYCVlRWEQmEXp0jV/Pnz8eWXXz7SYxLSXfn4+CAnJwcpKSl47733sGHDBgQGBja7rUwm67TjmpqawtDQsNP2R5r68ssvsWDBAmhp9c7bOnW/j3w+H1ZWVtDW1u7iFP2PQCDA3Llzqaz5R+/8BpKHYmVlxf0ZGRmBx+Nxr2/fvg1DQ0P89ddf8PT0hFAoxIULF5pUeQPAu+++iwkTJnCvFQoFtmzZAgcHB4hEIgwfPhy//vpri+n497//jdGjRzdZPnz4cGzcuBEAcO3aNUyZMgXm5uYwMjLC+PHjERsb2+I+m3sKFhcXBx6Ph4yMDG7ZhQsX8PTTT0MkEsHW1hbLli1DZWUlt/6bb77BoEGDoKuri379+uGFF15o8ZhyuRy//vprkyrSlvYxf/58nD17Fjt27OCeLGZkZEAul2PRokXc+XNxccGOHTtU9qm8Dtu2bYO1tTXMzMywdOlS1NbWctvk5+fDz88PIpEIDg4OzT7J/+KLLzBs2DDo6+vD1tYWb7/9NioqKrj1yirg33//Ha6urhAKhcjMzFRr3w2rqzds2NBsrdjevXsBqPed+fPPP+Hs7AyRSISJEyeqXEclPz8/XL9+HWlpaS1eJ0L6CqFQCCsrK9jb22PJkiXw9vbG77//DuB/ecjmzZthY2MDFxcXAMD9+/fx4osvwtjYGKamppgxY4bKb00ul2PlypUwNjaGmZkZ3n//fTDGVI7buCZWKpVizZo1sLW1hVAohJOTE3744QdkZGRg4sSJAAATExPweDzMnz8fQOflCQ3NnTsXL730ksqy2tpamJubY9++fQDqm1Q+9dRT3OebPn16q/lJ42YyAHD06FHweDyVZb/99hs8PDygq6sLR0dHfPzxx9zDOsYYNmzYADs7OwiFQtjY2LRa611QUIBTp06plDWt7WPChAm4d+8eVqxYweW9AFBUVAR/f3889thj0NPTw7Bhw3Dw4EGVY02YMAHLli3D+++/D1NTU1hZWTVpzZCSkoJx48ZBV1cXrq6uiIyMbJLmNWvWwNnZGXp6enB0dMRHH32kUl5t2LABTzzxBL7//ns4ODhAV1dXrX03bgrVsKau4d+ZM2cA1H8XV61ahcceewz6+voYPXo0t05p7969sLOzg56eHmbNmoWioqImn8fPzw+///47qqurW7hKfQgjpBkhISHMyMiIe3369GkGgLm5ubETJ06w1NRUVlRUxAICAtiMGTNU3rt8+XI2fvx47vUnn3zCBg8ezI4fP87S0tJYSEgIEwqF7MyZM80eOyEhgQFgqampTZalpKQwxhg7efIk279/P0tKSmKJiYls0aJFrF+/fqysrIx7DwAWFhamkv4HDx5w62/cuMEAsPT0dMYYY6mpqUxfX58FBQWx5ORkdvHiRebu7s7mz5/PGGPs2rVrjM/ns59++ollZGSw2NhYtmPHjhbPYWxsLAPAcnNzuWWt7aOkpIR5eXmxxYsXs5ycHJaTk8Pq6uqYTCZj69atY9euXWN3795lP/74I9PT02OHDh3i9hsQEMDEYjF76623WFJSEvvjjz+Ynp4e2717N7fNs88+y4YPH86io6PZ9evX2ZgxY5hIJGJBQUHcNkFBQezUqVMsPT2dnTx5krm4uLAlS5Zw60NCQpiOjg4bM2YMu3jxIrt9+zarrKxUa98Nr0d5eTn3GXNycti2bduYnp4eu3nzJmOs7e9MZmYmEwqFbOXKlez27dvsxx9/ZP369WtyjRljrF+/fiwkJKTF60RIX9BcXv3cc88xDw8Pbr2BgQF79dVXWUJCAktISGAymYwNGTKELVy4kP39998sMTGRzZ07l7m4uDCpVMoYY2zr1q3MxMSEhYaGcnmxoaGhyrHGjx/Pli9fzr1+8cUXma2tLTty5AhLS0tjUVFR7Oeff2Z1dXUsNDSUAWB37txhOTk5rKSkhDHWuXmC0rFjx5hIJGLl5eXcsj/++IOJRCKuLPn1119ZaGgoS0lJYTdu3GB+fn5s2LBhTC6XM8YYS09PZwDYjRs3GGNNy07GGAsLC2MNb7fOnTvHxGIx27t3L0tLS2MnTpxgAwYMYBs2bGCMMXb48GEmFovZn3/+ye7du8euXLmikpc3duTIEaavr8+lqa19FBUVsf79+7ONGzdyeTBjjGVlZbHAwEB248YNlpaWxr788kvG5/PZlStXVK6lWCxmGzZsYMnJyey///0v4/F47MSJE4wxxuRyORs6dCibPHkyi4uLY2fPnmXu7u4q+T9jjG3atIldvHiRpaens99//53169ePbd26lVu/fv16pq+vz3x8fFhsbCyLj49Xa9+Nr0dJSYlKWbN8+XJmaWnJfebXX3+djRkzhp07d46lpqaywMBAJhQKWXJyMmOMscuXLzMtLS22detWdufOHbZjxw5mbGzc5BpXVlYyLS0tdvr06RavU19BgQVpVkuBxdGjR1W2ayuwqKmpYXp6euzSpUsq2yxatIj5+/u3ePzhw4ezjRs3cq8/+OADNnr06Ba3l8vlzNDQkP3xxx/csvYGFosWLWJvvPGGyn7Pnz/PtLS0WHV1NQsNDWVisVgleGlNWFgY4/P5TKFQcMva2kfjArglS5cuZc8//zz3OiAggNnb27O6ujpu2Zw5c9hLL73EGGPszp07DAC7evUqtz4pKYkBULn5b+zw4cPMzMyMex0SEsIAsLi4OG6ZuvtuXLAoRUdHM11dXS5QUuc788EHHzBXV1eV9WvWrGn2JsLd3Z0rsAnpqxrm1QqFgkVGRjKhUMhWrVrFre/Xrx8XMDDG2P79+5mLi4tKHiaVSplIJGIRERGMMcasra3ZZ599xq2vra1l/fv3bzGwUOYXkZGRzaazuby6s/OEhmk1Nzdn+/bt45b5+/tz+WZzCgoKGADuIcjDBBaTJ09mn376qco2+/fvZ9bW1owxxj7//HPm7OzMZDJZi+loKCgoiDk6Oqosa2sf9vb2reb9Sr6+vuy9997jXo8fP5499dRTKtuMHDmSrVmzhjHGWEREBNPW1mbZ2dnc+r/++qvF/F8pMDCQeXp6cq/Xr1/PdHR0WH5+PrdMnX03vh4NhYaGMl1dXXbhwgXGGGP37t1jfD5fZX+M1V+fDz74gDFW/32YNm2ayvqXXnqpyTVmjDETExO2d+/eFj9jX/HoGqGRXmHEiBHt2j41NRVVVVWYMmWKynKZTAZ3d/cW3zdv3jwEBwfjo48+AmMMBw8exMqVK7n1eXl5+L//+z+cOXMG+fn5kMvlqKqqQmZmZvs+UAPx8fH4+++/VZrxMMagUCiQnp6OKVOmwN7eHo6OjvDx8YGPjw9mzZoFPT29ZvdXXV0NoVCoUgXe3n0off311wgODkZmZiaqq6shk8nwxBNPqGzz+OOPg8/nc6+tra1x8+ZNAEBSUhK0tbXh6enJrR88eHCTKvuoqChs2bIFt2/fRllZGerq6lBTU4OqqioujQKBAG5ubtx71N13czIzMzFz5kysWrUKL774IgD1vjNJSUlNmst5eXk1ewyRSISqqqo200JIb3fs2DEYGBigtrYWCoUCc+fOVWnGMmzYMAgEAu51fHw8UlNTm/SPqKmpQVpaGkpLS5GTk6PyW9TW1saIESOaNIdSiouLA5/Px/jx49VOd2fnCQ3T+uKLL+LAgQN49dVXUVlZid9++w0///wzt01KSgrWrVuHK1euoLCwkOtTlpmZ+dAdhOPj43Hx4kVs3ryZWyaXy7m8ds6cOdi+fTtXTkybNg1+fn4t9huorq7mmgoptXcfyjR8+umn+OWXX5CdnQ2ZTAapVNqkfGqY/wP1ZU1+fj6A+utga2sLGxsbbn1z1+HQoUP48ssvkZaWhoqKCtTV1UEsFqtsY29vDwsLC+61uvtuzo0bN/Dqq6/iq6++wtixYwEAN2/ehFwuh7Ozs8q2UqkUZmZm3DFnzZqlst7LywvHjx9vcgwqa+pRYEHaRV9fX+W1lpZWkwKkYTtJZfv88PBwPPbYYyrbtdaR19/fH2vWrEFsbCyqq6tx//59lbawAQEBKCoqwo4dO2Bvbw+hUAgvL68WO3gpO7Q1TGvDdCrT+uabbzbbltXOzg4CgQCxsbE4c+YMTpw4gXXr1mHDhg24du1aszfR5ubmqKqqgkwm4wprQ0PDdu0DAH7++WesWrUKn3/+Oby8vGBoaIjAwEBcuXJFZTsdHR2V1zwer11DrWZkZGD69OlYsmQJNm/eDFNTU1y4cAGLFi2CTCbjCheRSNSkvfDDqKysxHPPPQcvLy+u7wzw8N+ZlhQXF6sUToT0VRMnTsS3334LgUAAGxubJjeZjfP3iooKeHp6Nttn6mF/UyKRqN3v6ew8oaF58+Zh/PjxyM/PR2RkJEQiEXx8fLj1fn5+sLe3x549e2BjYwOFQoGhQ4e2Wta0ViYqP8/HH3+M2bNnN3m/rq4ubG1tcefOHURFRSEyMhJvv/02AgMDcfbs2Sb5PFBf1jx48EBlWXv3AQCBgYHYsWMHtm/fzvW1e/fdd5t81o6WNdHR0Zg3bx4+/vhjTJ06FUZGRvj555/x+eefq2zX+Pv4sHJzc/Hcc8/h9ddfx6JFi7jlFRUV4PP5iImJUXkoB+ChBlyhsqYeBRakQywsLJCQkKCyLC4ujst4Gnbwbc8Tqv79+2P8+PE4cOAAqqurMWXKFFhaWnLrL168iG+++QbTpk0DUN/BsLCwsNV0AvUjX5mYmHDpbMjDwwOJiYlwcnJqcT/a2trw9vaGt7c31q9fD2NjY5w6darZAkJZo5CYmKhSu9DaPgQCAeRyucp+Ll68iDFjxuDtt9/mlrW3M/LgwYNRV1eHmJgYjBw5EgBw584dlc7sMTExUCgU+Pzzz7lA7JdffumUfTfGGMMrr7wChUKB/fv3qwQq6nxnhgwZwnU6Vbp8+XKT7ZRPVlurHSOkr9DX1281f2vMw8MDhw4dgqWlZZOnyUrW1ta4cuUKxo0bBwBcXuDh4dHs9sOGDYNCocDZs2fh7e3dZL3yIUzDfLAz84TGxowZA1tbWxw6dAh//fUX5syZw5VfRUVFuHPnDvbs2YOnn34aQP0AH62xsLBAeXk5KisruRvj5sqaO3futHotRCIR/Pz84Ofnh6VLl2Lw4MG4efNms+fV3d0dubm5ePDgAVe+tbWPlsqaGTNm4JVXXgFQ32E+OTkZrq6urX7mhoYMGYL79+8jJycH1tbWAJpeh0uXLsHe3h4ffvght+zevXudsu/GampqMGPGDAwePBhffPGFyjp3d3fI5XLk5+dz17e5YzZ+iNfcMdPS0lBTU0NlDSiwIB00adIkBAYGYt++ffDy8sKPP/6IhIQE7sdlaGiIVatWYcWKFVAoFHjqqadQWlqKixcvQiwWIyAgoMV9z5s3D+vXr4dMJkNQUJDKukGDBmH//v0YMWIEysrKsHr16lafhDk5OcHW1hYbNmzA5s2bkZyc3OTpyJo1a/Dkk0/inXfeweuvvw59fX0kJiYiMjISX331FY4dO4a7d+9i3LhxMDExwZ9//gmFQsGNntKYhYUFPDw8cOHCBS6waGsfAwYMwJUrV5CRkQEDAwOYmppi0KBB2LdvHyIiIuDg4ID9+/fj2rVrcHBwaPP6KLm4uMDHxwdvvvkmvv32W2hra+Pdd99VOWdOTk6ora3Fzp074efnh4sXL2LXrl2dsu/GNmzYgKioKJw4cQIVFRXcE0kjIyO1vjNvvfUWPv/8c6xevRqvv/46YmJiuBGlGrp8+TJXm0UIaZ958+YhMDAQM2bMwMaNG9G/f3/cu3cPR44cwfvvv4/+/ftj+fLl+M9//oNBgwZxN2+tPVQYMGAAAgICsHDhQnz55ZcYPnw47t27h/z8fLz44ouwt7cHj8fDsWPHMG3aNIhEok7NE5ozd+5c7Nq1C8nJyTh9+jS33MTEBGZmZti9ezesra2RmZmJtWvXtrqv0aNHQ09PD//+97+xbNkyXLlypUk61q1bh+nTp8POzg4vvPACtLS0EB8fj4SEBHzyySfYu3cv5HI5t68ff/wRIpEI9vb2zR7T3d0d5ubmuHjxIqZPnw4Abe5jwIABOHfuHF5++WUIhUKYm5tj0KBB+PXXX3Hp0iWYmJjgiy++QF5eXrsCC29vbzg7OyMgIACBgYEoKytTCSCA+vI7MzMTP//8M0aOHInw8HCEhYV1yr4be/PNN3H//n2cPHkSBQUF3HJTU1M4Oztj3rx5eO211/D555/D3d0dBQUFOHnyJNzc3ODr64tly5Zh7Nix2LZtG2bMmIGIiIhmm0GdP38ejo6OGDhwoJpnqhfTYP8O0o211Hm7uU5w69atY/369WNGRkZsxYoV7J133lEZFUqhULDt27czFxcXpqOjwywsLNjUqVPZ2bNnW03DgwcPmFAoZHp6eiqjdjBWP+LSiBEjmK6uLhs0aBA7fPhwk85oaNRZ7MKFC2zYsGFMV1eXPf300+zw4cMqnbcZY+zq1atsypQpzMDAgOnr6zM3Nze2efNmxlh9R+7x48czExMTJhKJmJubm8rITM355ptv2JNPPsm9bmsfd+7cYU8++SQTiURc2mpqatj8+fOZkZERMzY2ZkuWLGFr165lw4cP596nzuhcOTk5zNfXlwmFQmZnZ8f27dvX5Jx98cUXzNramolEIjZ16lS2b98+leveXMdEdffd8HqMHz+eAWjypxy9SZ3vzB9//MGcnJyYUChkTz/9NAsODm7yHX3jjTfYm2++2eo1IqQvaC6PUGd9Tk4Oe+2115i5uTkTCoXM0dGRLV68mJWWljLG6jtAL1++nInFYmZsbMxWrlzJXnvttVZHhaqurmYrVqxg1tbWTCAQMCcnJxYcHMyt37hxI7OysmI8Ho8FBAQwxjovT2hOYmIiA8Ds7e1VOqozxlhkZCQbMmQIEwqFzM3NjZ05c6bNzsJhYWHMycmJiUQiNn36dLZ7927W+Hbr+PHj3Oh5YrGYjRo1ihu1KSwsjI0ePZqJxWKmr6/PnnzySRYVFdXqZ3j//ffZyy+/rJKG1vYRHR3N3NzcmFAo5NJWVFTEZsyYwQwMDJilpSX7v//7vzavJWOMzZgxg7tOjNWXY0899RQTCATM2dmZHT9+vEl5vHr1amZmZsYMDAzYSy+9xIKCglTKlvXr16uUceruu/H1sLe3b7asUY7epBx1ccCAAUxHR4dZW1uzWbNmsb///ps75g8//MD69+/PRCIR8/PzY9u2bWtSDj7zzDNsy5YtzV+cPobHWAs9rAghHVZdXQ0XFxccOnSInpo/YoWFhXBxccH169fbVbtDCCE9TW5uLh5//HHExsa2WLNBusatW7cwadIkJCcnw8jISNPJ0TiaII+QLiQSibBv375W+3+QrpGRkYFvvvmGggpCSK9nZWWFH374oUMjI5KHk5OTg3379lFQ8Q+qsSCEEEIIIYR0GNVYEEIIIYQQQjqMAgtCCCGEEEJIh1FgQQghhBBCCOkwCiwIIYQQQgghHUaBBSGEEEIIIaTDKLAghBBCCCGEdBgFFoQQQgghhJAOo8CCEEIIIYQQ0mEUWBBCCCGEEEI6jAILQgghhBBCSIf9P8FJPrEVmYV8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(8,4))\n",
    "\n",
    "axes[0].set_title('MLP predictions')\n",
    "axes[0].scatter(\n",
    "    testing_df[label], mlp_predictions, \n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()], \n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "\n",
    "axes[0].set_xlabel('True values (standardized)')\n",
    "axes[0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1].set_title('Residuals vs predicted values')\n",
    "axes[1].scatter(\n",
    "    mlp_predictions, testing_df[label] - mlp_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[1].axhline(0, color='red', linestyle='--')\n",
    "axes[1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f320416",
   "metadata": {},
   "source": [
    "## 4. Model comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "84835cd8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression R² on test set: 0.6586\n",
      "MLP R² on test set: 0.7495\n"
     ]
    }
   ],
   "source": [
    "print(f'Linear Regression R² on test set: {linear_rsquared:.4f}')\n",
    "print(f'MLP R² on test set: {mlp_rsquared:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "01c4ecc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(6, 6))\n",
    "\n",
    "axes[0, 0].set_title('Linear regression predictions')\n",
    "axes[0, 0].scatter(\n",
    "    testing_df[label], linear_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[0, 0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "axes[0, 0].set_xlabel('True values (standardized)')\n",
    "axes[0, 0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[0, 1].set_title('Linear regression residuals')\n",
    "axes[0, 1].scatter(\n",
    "    linear_predictions, testing_df[label] - linear_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[0, 1].axhline(0, color='red', linestyle='--')\n",
    "axes[0, 1].set_xlabel('Predicted values (standardized)')\n",
    "axes[0, 1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "axes[1, 0].set_title('MLP predictions')\n",
    "axes[1, 0].scatter(\n",
    "    testing_df[label], mlp_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[1, 0].plot(\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    [testing_df[label].min(), testing_df[label].max()],\n",
    "    color='red', linestyle='--'\n",
    ")\n",
    "axes[1, 0].set_xlabel('True values (standardized)')\n",
    "axes[1, 0].set_ylabel('Predicted values (standardized)')\n",
    "\n",
    "axes[1, 1].set_title('MLP residuals')\n",
    "axes[1, 1].scatter(\n",
    "    mlp_predictions, testing_df[label] - mlp_predictions,\n",
    "    c='black', s=0.5, alpha=0.5\n",
    ")\n",
    "axes[1, 1].axhline(0, color='red', linestyle='--')\n",
    "axes[1, 1].set_xlabel('Predicted values (standardized)')\n",
    "axes[1, 1].set_ylabel('Residuals (standardized)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
