{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 27 candidates, totalling 135 fits\n",
      "\n",
      "Overall Time: 04:59:19\n",
      "Training/testing: 60/40%\n",
      "Best Hyperparameters: {'batch_size': 32, 'epochs': 1000, 'model__learning_rate': 0.001}\n",
      "Best Validation MSE: 1453.2583\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from scikeras.wrappers import KerasRegressor\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split, KFold\n",
    "from sklearn.metrics import make_scorer, mean_squared_error, mean_absolute_error, r2_score, mean_absolute_percentage_error\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
    "# CSV data file reading\n",
    "data_path = '/Users/UW/Summer 2024/Thesis/04_ML/Total_data/Total_data.csv'\n",
    "data = pd.read_csv(data_path)\n",
    "\n",
    "# Specify feature columns and target column\n",
    "target = ['Q_factor']\n",
    "features = [col for col in data.columns if col not in target]\n",
    "\n",
    "# Split data into training, validation and test sets\n",
    "TEST_SIZE = 0.4\n",
    "train_val_data, test_data = train_test_split(data, test_size=TEST_SIZE, random_state=42)\n",
    "\n",
    "# Define the model creation function\n",
    "def build_model(learning_rate=0.01):\n",
    "    initializer = tf.keras.initializers.GlorotNormal(seed=None)  #Xavier initializer\n",
    "    model = Sequential([\n",
    "        tf.keras.Input(shape=(len(features),)),\n",
    "        Dense(256, activation='relu', kernel_initializer=initializer),\n",
    "        Dense(64, activation='relu', kernel_initializer=initializer),\n",
    "        Dense(1)\n",
    "    ])\n",
    "    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mse')\n",
    "    return model\n",
    "\n",
    "# Wrap the model using KerasRegressor from scikeras.wrappers\n",
    "model = KerasRegressor(model=build_model, verbose=0)\n",
    "\n",
    "# Define the grid of hyperparameters to search\n",
    "param_grid = {\n",
    "    'model__learning_rate': [0.01, 0.005, 0.001],\n",
    "    'batch_size': [32, 64, 128],\n",
    "    'epochs': [500, 800, 1000]\n",
    "}\n",
    "# param_grid = {\n",
    "#     'learning_rate': [0.005, 0.001],\n",
    "#     'batch_size': [32, 64, 128],\n",
    "#     'epochs': [800, 1000, 2000]\n",
    "# }\n",
    "\n",
    "# Define custom scorers for GridSearchCV\n",
    "mse_scorer = make_scorer(mean_squared_error, greater_is_better=False)\n",
    "mae_scorer = make_scorer(mean_absolute_error, greater_is_better=False)\n",
    "r2_scorer = make_scorer(r2_score)\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid = GridSearchCV(estimator=model, param_grid=param_grid, cv=KFold(n_splits=5, shuffle=True, random_state=42),\n",
    "                    scoring={'mse': mse_scorer, 'mae': mae_scorer, 'r2': r2_scorer}, refit='mse', verbose=1)\n",
    "\n",
    "# Start timer\n",
    "start_time = time.time()\n",
    "\n",
    "# Fit GridSearchCV\n",
    "grid_result = grid.fit(train_val_data[features], train_val_data[target])\n",
    "\n",
    "# End timer\n",
    "end_time = time.time()\n",
    "\n",
    "# Print overall training time\n",
    "print(f'\\nOverall Time: {time.strftime(\"%H:%M:%S\", time.gmtime(end_time - start_time))}')\n",
    "print(f'Training/testing: {int((1-TEST_SIZE)*100)}/{int(TEST_SIZE*100)}%')\n",
    "# Print the best model parameters and loss\n",
    "print(f'Best Hyperparameters: {grid_result.best_params_}')\n",
    "print(f'Best Validation MSE: {-grid_result.best_score_:.4f}')\n",
    "\n",
    "# Evaluate the best model on the test set\n",
    "best_model = grid_result.best_estimator_\n",
    "# test_loss = best_model.score(test_data[features], test_data[target])\n",
    "# print(f'Test MSE: {-test_loss:.4f}')\n",
    "\n",
    "# Get predictions\n",
    "predicted_values = best_model.predict(test_data[features])\n",
    "true_values = test_data[target].values.flatten()\n",
    "\n",
    "# Plot predictions vs actual\n",
    "def plot_pred_vs_actual(true_values, predicted_values):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.scatter(true_values, predicted_values, color='blue', label='Predicted vs Simulated')\n",
    "    plt.plot([min(true_values), max(true_values)], [min(true_values), max(true_values)], 'k--', lw=2, label='Ideal')\n",
    "    plt.xlabel('Simulated Q Factor')\n",
    "    plt.ylabel('Predicted Q Factor')\n",
    "    plt.title('Predicted vs Simulated Q Factors')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 1469.2217\n",
      "RMSE: 38.3304\n",
      "MAE: 26.2339\n",
      "MAPE: 0.0375\n",
      "R2 Score: 0.9767\n"
     ]
    }
   ],
   "source": [
    "plot_pred_vs_actual(true_values, predicted_values)\n",
    "\n",
    "# Print MAE, MAPE, R2 for the best model\n",
    "print(f'MSE: {mean_squared_error(true_values, predicted_values):.4f}')\n",
    "print(f'RMSE: {np.sqrt(mean_squared_error(true_values, predicted_values)):.4f}')\n",
    "print(f'MAE: {mean_absolute_error(true_values, predicted_values):.4f}')\n",
    "print(f'MAPE: {mean_absolute_percentage_error(true_values, predicted_values):.4f}')\n",
    "print(f'R2 Score: {r2_score(true_values, predicted_values):.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save a model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model saved successfully\n"
     ]
    }
   ],
   "source": [
    "# from keras.models import load_model       \n",
    "\n",
    "# Save the best model\n",
    "filepath = '/Users/UW/Summer 2024/Thesis/04_ML/Model/v4/best_model_60_40_withInit.keras'\n",
    "# best_model.model.save(filepath)\n",
    "try:\n",
    "    best_model.model_.save(filepath)\n",
    "    print(f'Model saved successfully')\n",
    "except Exception as e:\n",
    "    print(f'Error saving the model: {e}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot pre-trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAIjCAYAAAD1OgEdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXxU1d348c+dfTJL9j1kI2EHAZVFRWRRELQuVC2lCsXWR2v1UWtr/dW6ttpW+1jr2qcuqE/VqkVbd3EBN1SUfRETyEL2PZlMZp/7++OaISEBEkhISL7v12tM7p0z9547c4j3O+ec71FUVVURQgghhBBCCNGndANdASGEEEIIIYQYiiTYEkIIIYQQQoh+IMGWEEIIIYQQQvQDCbaEEEIIIYQQoh9IsCWEEEIIIYQQ/UCCLSGEEEIIIYToBxJsCSGEEEIIIUQ/kGBLCCGEEEIIIfqBBFtCCCGEEEII0Q8k2BJCDDsrVqwgOzv7iF57++23oyhK31ZokCkuLkZRFFatWnXMz60oCrfffntke9WqVSiKQnFx8WFfm52dzYoVK/q0PkfTVoTorfb2/tVXXw10VYQQfUSCLSHEoKEoSo8ea9euHeiqDnvXXnstiqJQWFh40DK/+c1vUBSFrVu3HsOa9V5FRQW33347mzdvHuiqRLQHvIqi8Lvf/a7bMsuWLUNRFOx2e6f94XCYZ555hunTpxMXF4fD4WDUqFFcdtllfP7555Fya9euPeS/sxdeeKFHdX399ddZuHAh8fHxWCwWRo0axY033kh9ff2RvwH9pD2YOdij4/sjhBB9wTDQFRBCiHbPPvtsp+1nnnmGNWvWdNk/duzYozrP3//+d8Lh8BG99pZbbuHXv/71UZ1/KFi2bBkPPvggzz33HLfeemu3ZZ5//nkmTpzIpEmTjvg8l156KT/4wQ8wm81HfIzDqaio4I477iA7O5vJkyd3eu5o2kpfsFgsPP/889xyyy2d9rvdbv79739jsVi6vObaa6/l4Ycf5rzzzmPZsmUYDAZ2797NW2+9RW5uLjNmzOhS/uSTT+5ynJkzZx62fjfeeCN//vOfOeGEE7jpppuIi4tj48aNPPTQQ7zwwgu8//77jB49updX3f/uvPNOcnJyuuzPy8sbgNoIIYYyCbaEEIPGj370o07bn3/+OWvWrOmy/0BtbW1ERUX1+DxGo/GI6gdgMBgwGORP5/Tp08nLy+P555/vNthav349RUVF/OEPfziq8+j1evR6/VEd42gcTVvpC4sWLWL16tVs2bKFE044IbL/3//+N36/n4ULF/LBBx9E9ldXV/PII4/w05/+lP/93//tdKy//OUv1NbWdjnHrFmz+P73v9/ruj3//PP8+c9/5pJLLuEf//hHp89pxYoVzJkzh4suuoiNGzce038zbrcbm812yDJnn302J5100jGqkRBiOJNhhEKI48oZZ5zBhAkT+Prrrzn99NOJiori//2//wdoN6CLFy8mLS0Ns9nMyJEjueuuuwiFQp2OceA8nPYhW/fddx//+7//y8iRIzGbzZx88sls2LCh02u7m7OlKAo///nPefXVV5kwYQJms5nx48fz9ttvd6n/2rVrOemkk7BYLIwcOZK//e1vPZ4H9vHHH3PRRReRmZmJ2WxmxIgRXH/99Xg8ni7XZ7fbKS8v5/zzz8dut5OYmMiNN97Y5b1oampixYoVREdHExMTw/Lly2lqajpsXUDr3frmm2/YuHFjl+eee+45FEVh6dKl+P1+br31Vk488USio6Ox2WzMmjWLDz/88LDn6G7Olqqq/O53vyMjI4OoqCjmzJnDjh07ury2oaGBG2+8kYkTJ2K323E6nZx99tls2bIlUmbt2rWRXp0f//jHkeFk7fPVupuz5Xa7+cUvfsGIESMwm82MHj2a++67D1VVO5XrTbs4mJkzZ5KTk8Nzzz3Xaf8//vEPFi5cSFxcXKf9RUVFqKrKqaee2uVYiqKQlJTU43Mfzh133EFsbCz/+7//2yUgnjZtGjfddBPbtm3j5ZdfBuDnP/85drudtra2LsdaunQpKSkpndrnW2+9xaxZs7DZbDgcDhYvXtzlc25v63v27GHRokU4HA6WLVt21NfW8W/C/fffT1ZWFlarldmzZ7N9+/Yu5T/44INIXWNiYjjvvPPYtWtXl3Ll5eVcfvnlkb9ROTk5XHXVVfj9/k7lfD4fN9xwA4mJidhsNi644IIugfJXX33FggULSEhIwGq1kpOTw8qVK4/62oUQfUu+nhVCHHfq6+s5++yz+cEPfsCPfvQjkpOTAe3G3G63c8MNN2C32/nggw+49dZbaWlp4d577z3scZ977jlcLhf/9V//haIo/OlPf+LCCy9k7969h+3h+OSTT1i9ejU/+9nPcDgc/PWvf2XJkiWUlpYSHx8PwKZNm1i4cCGpqanccccdhEIh7rzzThITE3t03S+99BJtbW1cddVVxMfH8+WXX/Lggw9SVlbGSy+91KlsKBRiwYIFTJ8+nfvuu4/33nuPP//5z4wcOZKrrroK0IKW8847j08++YQrr7ySsWPH8sorr7B8+fIe1WfZsmXccccdPPfcc0ydOrXTuV988UVmzZpFZmYmdXV1PP744yxdupSf/vSnuFwunnjiCRYsWMCXX37ZZeje4dx666387ne/Y9GiRSxatIiNGzdy1llndblh3bt3L6+++ioXXXQROTk5VFdX87e//Y3Zs2ezc+dO0tLSGDt2LHfeeSe33norV1xxBbNmzQLglFNO6fbcqqryve99jw8//JDLL7+cyZMn88477/DLX/6S8vJy7r///k7le9IuDmfp0qX83//9H3/4wx9QFIW6ujreffddnn322S6BW1ZWFqC1lYsuuqhHPb4ul4u6urou++Pj4w/6JUBBQQG7d+9mxYoVOJ3Obstcdtll3Hbbbbz++uv84Ac/4JJLLuHhhx/mjTfe4KKLLoqUa2tr47XXXmPFihWRoO3ZZ59l+fLlLFiwgD/+8Y+0tbXx6KOPctppp7Fp06ZOAXAwGGTBggWcdtpp3HfffT265ubm5i7XrChKl8/kmWeeweVycfXVV+P1ennggQeYO3cu27Zti/zdee+99zj77LPJzc3l9ttvx+Px8OCDD3LqqaeycePGSF0rKiqYNm0aTU1NXHHFFYwZM4by8nJefvll2traMJlMkfNec801xMbGctttt1FcXMxf/vIXfv7zn/PPf/4TgJqaGs466ywSExP59a9/TUxMDMXFxaxevfqw1y6EOMZUIYQYpK6++mr1wD9Ts2fPVgH1scce61K+ra2ty77/+q//UqOiolSv1xvZt3z5cjUrKyuyXVRUpAJqfHy82tDQENn/73//WwXU1157LbLvtttu61InQDWZTGphYWFk35YtW1RAffDBByP7zj33XDUqKkotLy+P7CsoKFANBkOXY3anu+u75557VEVR1JKSkk7XB6h33nlnp7JTpkxRTzzxxMj2q6++qgLqn/70p8i+YDCozpo1SwXUp5566rB1Ovnkk9WMjAw1FApF9r399tsqoP7tb3+LHNPn83V6XWNjo5qcnKyuXLmy035Ave222yLbTz31lAqoRUVFqqqqak1NjWoymdTFixer4XA4Uu7//b//pwLq8uXLI/u8Xm+neqmq9lmbzeZO782GDRsOer0HtpX29+x3v/tdp3Lf//73VUVROrWBnraL7rS3yXvvvVfdvn27Cqgff/yxqqqq+vDDD6t2u111u93q8uXLVZvN1um1l112mQqosbGx6gUXXKDed9996q5du7qc48MPP1SBgz4qKysPWr/29+H+++8/5HU4nU516tSpqqqqajgcVtPT09UlS5Z0KvPiiy+qgPrRRx+pqqqqLpdLjYmJUX/60592KldVVaVGR0d32t/e1n/9618fsh7t2ttTdw+z2Rwp1/7+W61WtaysLLL/iy++UAH1+uuvj+ybPHmympSUpNbX10f2bdmyRdXpdOpll10W2XfZZZepOp1O3bBhQ5d6tbfl9vrNnz+/U/u+/vrrVb1erzY1NamqqqqvvPKKCnR7LCHE4CLDCIUQxx2z2cyPf/zjLvutVmvk9/Zv62fNmkVbWxvffPPNYY97ySWXEBsbG9lu7+XYu3fvYV87f/58Ro4cGdmeNGkSTqcz8tpQKMR7773H+eefT1paWqRcXl4eZ5999mGPD52vz+12U1dXxymnnIKqqmzatKlL+SuvvLLT9qxZszpdy5tvvonBYIj0dIE2R+qaa67pUX1Am2dXVlbGRx99FNn33HPPYTKZIr0Xer0+8q19OBymoaGBYDDISSed1O0QxEN577338Pv9XHPNNZ16Xa677rouZc1mMzqd9r+5UChEfX09drud0aNH9/q87d588030ej3XXnttp/2/+MUvUFWVt956q9P+w7WLnhg/fjyTJk3i+eefB7T397zzzjtoD85TTz3FQw89RE5ODq+88go33ngjY8eOZd68eZSXl3cpf+utt7JmzZoujwOHKHbkcrkAcDgch6y7w+GgpaUF0HqOLrroIt58801aW1sjZf75z3+Snp7OaaedBsCaNWtoampi6dKl1NXVRR56vZ7p06d3O/y0YxvuiYcffrjL9R742QGcf/75pKenR7anTZvG9OnTefPNNwGorKxk8+bNrFixotP7NWnSJM4888xIuXA4zKuvvsq5557b7VyxA3sQr7jiik77Zs2aRSgUoqSkBICYmBhAywQZCAR6de1CiGNLgi0hxHEnPT2905Cbdjt27OCCCy4gOjoap9NJYmJiJLlGc3PzYY+bmZnZabs98GpsbOz1a9tf3/7ampoaPB5Pt9nOepoBrbS0NHJT1z4Pa/bs2UDX67NYLF2GJ3asD0BJSQmpqaldUof3JnvcD37wA/R6fWROkdfr5ZVXXuHss8/uFLg+/fTTTJo0CYvFQnx8PImJibzxxhs9+lw6ar/ZzM/P77Q/MTGx0/lAu8G9//77yc/Px2w2k5CQQGJiIlu3bu31eTuePy0trUuQ0Z4hs71+7Q7XLnrqhz/8IS+99BKFhYV89tln/PCHPzxoWZ1Ox9VXX83XX39NXV0d//73vzn77LP54IMP+MEPftCl/MSJE5k/f36XR3f/xtq1X3970HUwLper03t1ySWX4PF4+M9//gNAa2srb775JhdddFEkuCgoKABg7ty5JCYmdnq8++671NTUdDqHwWAgIyPjkPU40LRp07pc75w5c7qUO7CdAYwaNSoyh7D98+7u38zYsWOpq6vD7XZTW1tLS0sLEyZM6FH9Dve3aPbs2SxZsoQ77riDhIQEzjvvPJ566il8Pl+Pji+EOHZkzpYQ4rjTsYenXVNTE7Nnz8bpdHLnnXcycuRILBYLGzdu5KabbupR+u6DZb1TD0h80Nev7YlQKMSZZ55JQ0MDN910E2PGjMFms1FeXs6KFSu6XN+xyuCXlJTEmWeeyb/+9S8efvhhXnvtNVwuV6ckBf/3f//HihUrOP/88/nlL39JUlISer2ee+65hz179vRb3e6++25++9vfsnLlSu666y7i4uLQ6XRcd911xyyde1+1i6VLl3LzzTfz05/+lPj4eM4666wevS4+Pp7vfe97fO973+OMM85g3bp1lJSUROZ2Han24PJQa6iVlJTQ0tLCuHHjIvtmzJhBdnY2L774Ij/84Q957bXX8Hg8XHLJJZEy7Z/Ns88+S0pKSpfjHpjZsGMP5lBxuHajKAovv/wyn3/+Oa+99hrvvPMOK1eu5M9//jOff/55ly9QhBADR4ItIcSQsHbtWurr61m9ejWnn356ZH9RUdEA1mq/pKQkLBZLt4sAH2ph4Hbbtm3j22+/5emnn+ayyy6L7F+zZs0R1ykrK4v333+f1tbWTjdnu3fv7tVxli1bxttvv81bb73Fc889h9Pp5Nxzz408//LLL5Obm8vq1as7DY267bbbjqjOoPV+5ObmRvbX1tZ26S16+eWXmTNnDk888USn/U1NTSQkJES2e5IJsuP533vvvS49Nu3DVI82iDmYzMxMTj31VNauXctVV111RKnUTzrpJNatW0dlZeVR13PUqFGMGjWKV199lQceeKDb4YTPPPMMAOecc06n/RdffDEPPPAALS0t/POf/yQ7O7vT2l/twy6TkpKYP3/+UdXzaLX3snX07bffRpJetL+P3f2b+eabb0hISMBms2G1WnE6nd1mMjwaM2bMYMaMGfz+97/nueeeY9myZbzwwgv85Cc/6dPzCCGO3ND6KkgIMWy1fxPcscfA7/fzyCOPDFSVOtHr9cyfP59XX32VioqKyP7CwsJu54p093rofH2qqvLAAw8ccZ0WLVpEMBjk0UcfjewLhUI8+OCDvTrO+eefT1RUFI888ghvvfUWF154YafFdrur+xdffMH69et7Xef58+djNBp58MEHOx3vL3/5S5eyer2+Sw/SSy+91GXeUvuaTD1Jeb9o0SJCoRAPPfRQp/33338/iqL0eP7dkfjd737Hbbfddsg5dVVVVezcubPLfr/fz/vvv49Op+uzhXtvvfVWGhsbufLKK7ssKfD111/zxz/+kQkTJrBkyZJOz11yySX4fD6efvpp3n77bS6++OJOzy9YsACn08ndd9/d7Xyk7tYK6y+vvvpqp/by5Zdf8sUXX0Q+59TUVCZPnszTTz/dqf1s376dd999l0WLFgHa0M7zzz+f1157ja+++qrLeXrb09nY2NjlNe1ZPWUooRCDi/RsCSGGhFNOOYXY2FiWL1/Otddei6IoPPvss302jK8v3H777bz77ruceuqpXHXVVZGb9gkTJrB58+ZDvnbMmDGMHDmSG2+8kfLycpxOJ//61796Pfeno3PPPZdTTz2VX//61xQXFzNu3DhWr17d6/lMdrud888/PzJv68B1js455xxWr17NBRdcwOLFiykqKuKxxx5j3LhxnRIl9ET7emH33HMP55xzDosWLWLTpk289dZbnXqr2s9755138uMf/5hTTjmFbdu28Y9//KNTjxhoPSkxMTE89thjOBwObDYb06dPJycnp8v5zz33XObMmcNvfvMbiouLOeGEE3j33Xf597//zXXXXdcpGUZfmz17dmSO3sGUlZUxbdo05s6dy7x580hJSaGmpobnn3+eLVu2cN1113V5nz7++GO8Xm+XY02aNIlJkyYd9FzLli1jw4YNPPDAA+zcuZNly5YRGxvLxo0befLJJ4mPj+fll1/usmzC1KlTycvL4ze/+Q0+n6/TEEIAp9PJo48+yqWXXsrUqVP5wQ9+QGJiIqWlpbzxxhuceuqpXYLd3nrrrbe6TZpzyimndGofeXl5nHbaaVx11VX4fD7+8pe/EB8fz69+9atImXvvvZezzz6bmTNncvnll0dSv0dHR3P77bdHyt199928++67zJ49myuuuIKxY8dSWVnJSy+9xCeffBJJetETTz/9NI888ggXXHABI0eOxOVy8fe//x2n0xkJ8IQQg8QAZEAUQogeOVjq9/Hjx3db/tNPP1VnzJihWq1WNS0tTf3Vr36lvvPOOyqgfvjhh5FyB0v9fu+993Y5JgekIj9Y6verr766y2uzsrI6pSJXVVV9//331SlTpqgmk0kdOXKk+vjjj6u/+MUvVIvFcpB3Yb+dO3eq8+fPV+12u5qQkKD+9Kc/jaQS75i2vLt04Aere319vXrppZeqTqdTjY6OVi+99FJ106ZNPU793u6NN95QATU1NbVLuvVwOKzefffdalZWlmo2m9UpU6aor7/+epfPQVUPn/pdVVU1FAqpd9xxh5qamqparVb1jDPOULdv397l/fZ6veovfvGLSLlTTz1VXb9+vTp79mx19uzZnc7773//Wx03blwkDX/7tXdXR5fLpV5//fVqWlqaajQa1fz8fPXee+/tlKq7/Vp62i4OdKg22dGBn3VLS4v6wAMPqAsWLFAzMjJUo9GoOhwOdebMmerf//73TnU8XOr3jp/Dobz66qvqmWeeqcbGxqpms1nNy8tTf/GLX6i1tbUHfc1vfvMbFVDz8vIOWubDDz9UFyxYoEZHR6sWi0UdOXKkumLFCvWrr7466PUfzqFSv3f83Du+/3/+85/VESNGqGazWZ01a5a6ZcuWLsd977331FNPPVW1Wq2q0+lUzz33XHXnzp1dypWUlKiXXXaZmpiYqJrNZjU3N1e9+uqrI0sjtNfvwJTu7Z9V+9+xjRs3qkuXLlUzMzNVs9msJiUlqeecc06n90YIMTgoqjqIvvYVQohh6Pzzz2fHjh3dzg8RQhx7xcXF5OTkcO+993LjjTcOdHWEEMcxmbMlhBDHkMfj6bRdUFDAm2++yRlnnDEwFRJCCCFEv5E5W0IIcQzl5uayYsUKcnNzKSkp4dFHH8VkMnWaAyKEEEKIoUGCLSGEOIYWLlzI888/T1VVFWazmZkzZ3L33Xd3u3iqEEIIIY5vAzqM8Pbbb0dRlE6PMWPGRJ73er1cffXVxMfHY7fbWbJkCdXV1Z2OUVpayuLFi4mKiiIpKYlf/vKXBIPBTmXWrl3L1KlTMZvN5OXlsWrVqmNxeUII0cVTTz1FcXExXq+X5uZm3n77baZOnTrQ1RJCdJCdnY2qqjJfSwhx1AZ8ztb48eOprKyMPD755JPIc9dffz2vvfYaL730EuvWraOiooILL7ww8nwoFGLx4sX4/X4+++wznn76aVatWsWtt94aKVNUVMTixYuZM2cOmzdv5rrrruMnP/kJ77zzzjG9TiGEEEIIIcTwMqDZCG+//XZeffXVbteXaW5uJjExkeeee47vf//7gLYa+9ixY1m/fj0zZszgrbfe4pxzzqGiooLk5GQAHnvsMW666SZqa2sxmUzcdNNNvPHGG51Wbf/BD35AU1MTb7/99jG5TiGEEEIIIcTwM+BztgoKCkhLS8NisTBz5kzuueceMjMz+frrrwkEAsyfPz9SdsyYMWRmZkaCrfXr1zNx4sRIoAXayvNXXXUVO3bsYMqUKaxfv77TMdrLXHfddQetk8/n67QCezgcpqGhgfj4eBRF6buLF0IIIYQQQhxXVFXF5XKRlpaGTnfogYIDGmxNnz6dVatWMXr0aCorK7njjjuYNWsW27dvp6qqCpPJ1GVF9eTkZKqqqgCoqqrqFGi1P9/+3KHKtLS04PF4sFqtXep1zz33cMcdd/TVZQohhBBCCCGGmH379pGRkXHIMgMabJ199tmR3ydNmsT06dPJysrixRdf7DYIOlZuvvlmbrjhhsh2c3MzmZmZFBUV4XA4BqxeAIFAgA8//JA5c+ZgNBoHtC7i+CBtRvSWtBnRW9JmRG9JmxG9NZjajMvlIicnp0dxwYAPI+woJiaGUaNGUVhYyJlnnonf76epqalT71Z1dTUpKSkApKSk8OWXX3Y6Rnu2wo5lDsxgWF1djdPpPGhAZzabMZvNXfbHxcXhdDqP+Pr6QiAQICoqivj4+AFvaOL4IG1G9Ja0GdFb0mZEb0mbEb01mNpM+/l7Mr1owLMRdtTa2sqePXtITU3lxBNPxGg08v7770ee3717N6WlpcycOROAmTNnsm3bNmpqaiJl1qxZg9PpZNy4cZEyHY/RXqb9GEIIIYQQQgjRHwY02LrxxhtZt24dxcXFfPbZZ1xwwQXo9XqWLl1KdHQ0l19+OTfccAMffvghX3/9NT/+8Y+ZOXMmM2bMAOCss85i3LhxXHrppWzZsoV33nmHW265hauvvjrSM3XllVeyd+9efvWrX/HNN9/wyCOP8OKLL3L99dcP5KULIYQQQgghhrgBHUZYVlbG0qVLqa+vJzExkdNOO43PP/+cxMREAO6//350Oh1LlizB5/OxYMECHnnkkcjr9Xo9r7/+OldddRUzZ87EZrOxfPly7rzzzkiZnJwc3njjDa6//noeeOABMjIyePzxx1mwYMExv14hhBBCCCHE8DGgwdYLL7xwyOctFgsPP/wwDz/88EHLZGVl8eabbx7yOGeccQabNm06ojoKIYQQQojBKxQKEQgEBroaop8FAgEMBgNer5dQKNTv5zMajej1+qM+zqBKkCGEEEIIIURPtba2UlZWhqqqA10V0c9UVSUlJYV9+/Ydk3VvFUUhIyMDu91+VMeRYEsIIYQQQhx3QqEQZWVlREVFkZiYeExuwMXACYfDtLa2YrfbD7uQ8NFSVZXa2lrKysrIz88/qh4uCbaEEEIIIcRxJxAIoKoqiYmJA7o+qzg2wuEwfr8fi8XS78EWQGJiIsXFxQQCgaMKtgZV6nchhBBCCCF6Q3q0RH/oq3YlwZYQQgghhBBC9AMJtoQQQgghhBCiH0iwJYQQQgghxHEsOzubv/zlLz0uv3btWhRFoampqd/qJDQSbAkhhBBCCHEMKIpyyMftt99+RMfdsGEDV1xxRY/Ln3LKKVRWVhIdHX1E5+up9qAuNjYWr9fb6bkNGzZErrujv//975xwwgnY7XZiYmKYMmUK99xzT+T5O+64o9v3bsyYMf16LUdKshEOIeGwSnG9G5c3iMNiIDvehk4nk0aFEEIIIQ7mWN4/VVZWRn7/5z//ya233sru3bsj+zqu6aSqKqFQCIPh8LfriYmJvaqHyWQiJSWlV685Gg6Hg1deeYWlS5dG9j3xxBNkZmZSWloa2ffkk09y3XXX8de//pXZs2fj8/nYunUr27dv73S88ePH895773Xa15P3aSBIz9YQsb28mbve2Mlt/9nB79/YxW3/2cFdb+xke3nzQFdNCCGEEGJQOtb3TykpKZFHdHQ0iqJEtr/55hscDgdvvfUWJ554ImazmU8++YQ9e/Zw3nnnkZycjN1u5+STT+4SaBw4jFBRFB5//HEuuOACoqKiyM/P5z//+U/k+QOHEa5atYqYmBjeeecdxo4di91uZ+HChZ2Cw2AwyLXXXktMTAzx8fHcdNNNLF++nPPPP/+w1718+XKefPLJyLbH4+GFF15g+fLlncr95z//4eKLL+byyy8nLy+P8ePHs3TpUn7/+993KmcwGDq9lykpKSQkJBy2HgNBgq0hYHt5M399v4BtZc3EWE1kJ9iIsZrYVqbtl4BLCCGEEKKzwXr/9Otf/5o//OEP7Nq1i0mTJtHa2sqiRYt4//332bRpEwsXLuTcc8/t1CPUnTvuuIOLL76YrVu3smjRIpYtW0ZDQ8NBy7e1tXHffffx7LPP8tFHH1FaWsqNN94Yef6Pf/wj//jHP3jqqaf49NNPaWlp4dVXX+3RNV166aV8/PHHkTr/61//Ijs7m6lTp3Yql5KSwueff05JSUmPjns8kGDrOBcOq/xrYxkNbj95SXbsFgN6nYLdYiAvyU6D28/qjeWEw+pAV1UIIYQQYlAYzPdPd955J2eeeSYjR44kLi6OE044gf/6r/9iwoQJ5Ofnc9dddzFy5MhOPVXdWbFiBUuXLiUvL4+7776b1tZWvvzyy4OWDwQCPPbYY5x00klMnTqVn//857z//vuR5x988EFuvvlmLrjgAsaMGcNDDz1ETExMj64pKSmJs88+m1WrVgHacMGVK1d2KXfbbbcRExNDdnY2o0ePZsWKFbz44ouEw+FO5bZt24bdbu/0uPLKK3tUl2NNgq3jXHG9m8KaVlKjrV0mGCqKQmq0lYIaF8X17gGqoRBCCCHE4DKY759OOumkTtutra3ceOONjB07lpiYGOx2O7t27Tpsz9akSZMiv9tsNpxOJzU1NQctHxUVxciRIyPbqampkfLNzc1UV1czbdq0yPN6vZ4TTzyxx9e1cuVKVq1axd69e1m/fj3Lli3rUiY1NZX169ezbds2/vu//5tgMMjy5ctZuHBhp4Br9OjRbN68udPjzjvv7HFdjqXBOZNM9JjLG8QXCGON1nf7vNWkp7oljMsbPMY1E0IIIYQYnAbz/ZPNZuu0feONN7JmzRruu+8+8vLysFqtfP/738fv9x/yOEajsdO2oihdeogOV15V+65n7+yzz+aKK67g8ssv59xzzyU+Pv6gZSdMmMCECRP42c9+xpVXXsmsWbNYt25dJLgzmUzk5eX1Wd36k/RsHeccFgNmow6PP9Tt8x5/CLNRh8MicbUQQgghBBxf90+ffvopK1as4IILLmDixImkpKRQXFx8TOsQHR1NcnIyGzZsiOwLhUJs3Lixx8cwGAxcdtllrF27ttshhAczbtw4ANzu43OU1sC3IHFUsuNt5CXZ2VbWTJ7Z3qkrXFVVKps9TMqIITvedoijCCGEEEIMH8fT/VN+fj6rV6/m3HPPRVEUfvvb3x6yh6q/XHPNNdxzzz3k5eUxZswYHnzwQRobG7sMwzyUu+66i1/+8pcH7dW66qqrSEtLY+7cuWRkZFBZWcnvfvc7EhMTmTlzZqRcMBikqqqq02sVRSE5OfnILq4fSbB1nNPpFJZMzaC80RMZe2w16fH4Q1Q2e4izmbhwarqstyWEEEII8Z3j6f7pf/7nf1i5ciWnnHIKCQkJ3HTTTbS0tBzzetx0001UVVVx2WWXodfrueKKK1iwYAF6ffdDMbtjMpkOmaJ9/vz5PPnkkzz66KPU19eTkJDAzJkzef/994mPj49c944dO0hNTe30WrPZ3GXh5MFAUftyMOYQ1dLSQnR0NM3NzTidzgGtSyAQ4M0332TRokWdxtZuL2/mXxvLKKxpxRcIYzbqyE9ycOHUdCak9+/q4GJwO1ibEeJgpM2I3pI2I3qrL9qM1+ulqKiInJwcLBbLER1D7p+OXDgcZuzYsVx88cXcddddx+R8LS0tOJ1OdLr+nwl1qPbVm9hAeraGiAnp0YxLdR6zFdCFEEIIIY53cv/UcyUlJbz77rvMnj0bn8/HQw89RFFRET/84Q8HumqDmgRbQ4hOp5CbaB/oagghhBBCHDfk/qlndDodq1at4sYbb0RVVSZMmMB7773H2LFjB7pqg5oEW0IIIYQQQohDGjFiBJ9++ulAV+O4I6nfhRBCCCGEEKIfSLAlhBBCCCGEEP1Agi0hhBBCCCGE6AcSbAkhhBBCCCFEP5BgSwghhBBCCCH6gQRbQgghhBBCCNEPJNgaYsJhlb21rWzZ18Te2lbCYXWgqySEEEIIIfrQGWecwXXXXRfZzs7O5i9/+cshX6MoCq+++upRn7uvjjNcSLA1hGwvb+auN3Zy23928Ps3dnHbf3Zw1xs72V7ePNBVE0IIIYQY9s4991wWLlzY7XMff/wxiqKwdevWXh93w4YNXHHFFUdbvU5uv/12Jk+e3GV/ZWUlZ599dp+e60CrVq1CUZRuF0x+6aWXUBSF7OzsyL5QKMQf/vAHxowZg9VqJS4ujunTp/P4449HyqxYsQJFUbo8DvZ59BVZ1HiI2F7ezF/fL6DB7Sc12oo1Wo/HH2JbWTPljR6unZfPhPToga6mEEIIIcTgVF8P8fH9eorLL7+cJUuWUFZWRkZGRqfnnnrqKU466SQmTZrU6+MmJib2VRUPKyUl5Zicx2azUVNTw/r165k5c2Zk/5NPPklmZmansnfccQd/+9vfeOihhzjppJNoaWnhq6++orGxsVO5hQsX8tRTT3XaZzab++8ikJ6tISEcVvnXxjIa3H7ykuzYLQb0OgW7xUBekp0Gt5/VG8tlSKEQQgghRHdqauCDD7Sf/eicc84hMTGRVatWddrf2trKSy+9xOWXX059fT1Lly4lPT2dqKgoJk6cyPPPP3/I4x44jLCgoIDTTz8di8XCuHHjWLNmTZfX3HTTTYwaNYqoqChyc3P57W9/SyAQALSepTvuuIMtW7ZEeoDa63zgMMJt27Yxd+5crFYr8fHxXHHFFbS2tkaeX7FiBeeffz733XcfqampxMfHc/XVV0fOdTAGg4Ef/vCHPPnkk5F95eXlrFu3jh/+8Iedyv7nP//hZz/7GRdddBE5OTmccMIJXH755dx4442dypnNZlJSUjo9YmNjD1mPoyXB1hBQXO+msKaV1GgriqJ0ek5RFFKjrRTUuCiudw9QDYUQQgghBrHKSigq0n72I4PBwGWXXcaqVatQ1f1fgr/00kuEQiGWLl2K1+vlxBNP5I033mD79u1cccUVXHrppXz55Zc9Okc4HObCCy/EZDLxxRdf8Nhjj3HTTTd1KedwOFi1ahU7d+7kgQce4O9//zv3338/AJdccgm/+MUvGD9+PJWVlVRWVnLJJZd0OYbb7WbBggXExsayYcMGXnrpJd577z1+/vOfdyr34YcfsmfPHj788EOefvppVq1a1SXg7M7KlSt58cUXaWtrA+D5559nwYIFJCcndyqXkpLCBx98QG1tbY/eo2NJgq0hwOUN4guEsZr03T5vNenxBcK4vMFjXDMhhBBCiEFIVaG4GAoK9j/a2qCwcP92cbFWro+tXLmSPXv2sG7dusi+p556iiVLlhAdHU16ejo33ngjkydPJjc3l2uuuYaFCxfy4osv9uj47733Ht988w3PPPMMJ5xwAqeffjp33313l3K33HILp5xyCtnZ2Zx77rnceOONkXNYrVbsdjsGgyHSA2S1Wrsc47nnnsPr9fLMM88wYcIE5s6dy0MPPcSzzz5LdXV1pFxsbCwPPfQQY8aM4ZxzzmHx4sW8//77h72WKVOmkJuby8svv4yqqjz33HP8+Mc/7lLuf/7nf6itrSUlJYVJkyZx5ZVX8tZbb3Up9/rrr2O32zs9untv+pLM2RoCHBYDZqMOjz+E3dL1I/X4Q5iNOhzdPCeEEEIIMeyEQrB9uxZc+f3avpwc2LNHe5hMkJcHGRlg6Nv7pzFjxnDKKafw5JNPcsYZZ1BYWMjHH3/MnXfe+V3VQtx99928+OKLlJeX4/f78fl8REVF9ej4u3btYsSIEaSlpUX2dZzz1O6f//wnf/3rX9mzZw+tra0Eg0GcTmevrmXXrl2ccMIJ2Gy2yL5TTz2VcDjM7t27Iz1Q48ePR6/f3ymQmprKtm3benSOlStX8tRTT5GRkUFbWxuLFi3ikUce6VRm3LhxbN++na+//ppPP/2Ujz76iHPPPZcVK1Z0SpIxZ84cHn300U6vjYuL69U195b0bA0B2fE28pLsVDZ7OnVJA6iqSmWzh/wkB9nxtoMcQQghhBBiGDEYYN48mDIFzGZISIC4OO2n2aztnzevzwOtdpdffjn/+te/cLlcPPXUU4wcOZLZs2cDcO+99/LAAw9w00038eGHH7J582YWLFiAvz0o7APr169n2bJlLFq0iNdff51Nmzbxm9/8pk/P0ZHRaOy0rSgK4XC4R69dtmwZn3/+OXfeeScXX3wxhoN8JjqdjpNPPpnrrruO1atXs2rVKp544gmKiooiZWw2G3l5eZ0eEmyJw9LpFJZMzSDOZqKwppVWb5BQWKXVG6SwppU4m4kLp6aj0ymHP5gQQgghxHBgtcKsWVrvVXMzlJVpPzMytP3dDJvrKxdffDE6nY7nnnuOZ555hpUrV0bm3X/66aecd955/OhHP+KEE04gNzeXb7/9tsfHHjt2LPv27aOyw/yzzz//vFOZzz77jKysLH7zm99w0kknkZ+fT0lJSacyJpOJUCh02HNt2bIFt3t/XoBPP/0UnU7H6NGje1znQ4mLi+N73/se69at40c/+lGPXzdu3DiATnUbCBJsDRET0qO5dl4+EzOiafL4Ka5z0+TxMykjRtK+CyGEEEJ0p6lJy0Do84HDof2sqdH29yO73c4ll1zCzTffTGVlJStWrIg8l5+fz5o1a/jss8/YtWsX//Vf/9Vp/tPhzJ8/n1GjRrF8+XK2bNnCxx9/zG9+85tOZfLz8yktLeWFF15gz549/PWvf+WVV17pVCY7O5uioiI2b95MXV0dPp+vy7mWLVuGxWJh+fLlbN++nQ8//JBrrrmGSy+9tEsSi6OxatUqampqGDVqVLfPf//73+f+++/niy++oKSkhLVr13L11VczatQoxowZEynn8/moqqrq9Kirq+uzenZHgq0hZEJ6NL9dPI47vjee3yweyx3fG88ti8dKoCWEEEII0Z3qam3Y4Ny5cMEFMGeOtt2L4OZIXX755TQ2NrJgwYJO86tuueUWpk6dyoIFCzjjjDNISUnh/PPP7/FxdTodr7zyCh6Ph2nTpvGTn/yE3//+953KfO973+P666/n5z//OZMnT+azzz7jt7/9bacyS5YsYeHChcyZM4fExMRu089HRUXxzjvv0NDQwMknn8z3v/995s2bx0MPPdS7N+Mw2tPKH8yCBQt47bXXOPfccyOB5pgxY3j33Xc7DTt8++23SU1N7fQ47bTT+rSuB1LUAyf5iC5aWlqIjo6mubm51xMH+1ogEODNN99k0aJFXca/CtEdaTOit6TNiN6SNiN6qy/ajNfrpaioiJycHCwWy5FVpKEBPB5IT9+/r7xcG0LYz3N5RO+Ew2FaWlpwOp3odP3fX3So9tWb2EDS0wkhhBBCiOGpu4CqY+AlxFGSYYRCCCGEEEII0Q8k2BrK6usHugZCCCGEEEIMWxJsDVU1NfDBB9pPIYQQQgghxDEnwdZQVVkJRUXaTyGEEEKIIUpyvYn+0FftShJkDBWqCiUlEAho2wUF0NYGhYUQFaXtMxohKwsUWdxYCCGEEMc3vV4PgN/vx9qPCxCL4cnv9wP729mRkmBrqAiFYPt2KCwk7PXR4AnQFp1E1NZdxBUUorOYIS9PWxXdIB+7EEIIIY5vBoOBqKgoamtrMRqNxyQduBg44XAYv9+P1+vt9886HA5TW1tLVFRUp3W6joTcdQ8VBgPMm8den47db39MWUBHQ5SbuDYPGUY3oxfOInfeHAm0hBBCCDEkKIpCamoqRUVFlJSUDHR1RD9TVRWPx4PVakU5BqO0dDodmZmZR30uufMeQrY3+HnQlUAednJDDcQHmlBDXrYb43jVlcA1DX4mpEs3uxBCCCGGBpPJRH5+fmTIlxi6AoEAH330EaeffvoxWTzdZDL1SQ+aBFtDRDis8q+NZfjqGhipeIhSQzRH2Yn2uBmpeNhR18DqjeWMS3Wi08mcLSGEEEIMDTqdDovFMtDVEP1Mr9cTDAaxWCzHJNjqKzK4dYgorndTWNNKnuombDSxZ+I0dkyfy54JJxM2mshT3RTUuCiudw90VYUQQgghhBgWpGdriHB5g/gCYQIJSRTERNMSnwxA2ahJtMQnEzCY8fnCuLzBAa6pEEIIIYQQw4MEW0OEw2LAbNTRYLZjj47p9FxLfDKt3iDmsB+HRT5yIYQQQgghjgUZRjhEZMfbyEuyU9nswdrS2Ok5VVWpbPaQn+QgO942QDUUQgghhBBieJFga4jQ6RSWTM0gK9RK1CcfQXUNobBKqzdIYU0rcTYTF05Nl+QYQgghhBBCHCMSbA0hE9KjuWp0FJOCDeiqKymuc9Pk8TMpI4Zr5+UzIT16oKs48OrrB7oGQgghhBBimJAJPMc7VYWSEggEAMhrriI308GkTGjMM2Ez68lItKJLcw5wRQeBmhpYtw5mz4akpIGujRBCCCGEGOIk2DrehUKwfTsUFsJ3C/rpkpNIqasgpa4CTCbIy4PMEWAY5h93ZSUUFcGoURJsCSGEEEKIfjfM776HAIMB5s0DhwM2b9Z6ukpLITUVFAUmT4Zp04ZnoHVArx8FBdDWpgWmUVHaPqMRsrK090oIIYQQQog+NAzvwIcgqxVmzYK6Oli/Hvbs0Xq8Zs7U9uuG6dS8bnr9yMnR3p89e/b3+mVkDM9gVAghhBBC9Cu5wzzetffe1NZqgUVlpba/qkrbzsyExMTh2XtzYK+fwwFxcVoQ5nIN714/IYQQQgjR7+Qu83jX3nvz6adaD05KipYAYutWbb/XC6eeOnx7bzr2+pWWgs+nvSeZmcO7108IIYQQQvS7YXj3PcS0996AFlhkZGg9WQYDlJXB1Kna88Mx0GrX1KRlIvT5tPemuVnbbmrSerqEEEIIIYToB8P4DnwIsVph0SItmPiu9ybc5qEmI5fqiafgaA2RbVaH74LG1dVgNsPcuTB+vNbjt2OHtl+CLSGEEEII0U8k2BoqOvTe7NPb2L11H6Xhaj5uTCQYE0Nekp0lUzOG58LGycmwYAGkp2vb06drPYBW68DWSwghhBBCDGkSbA0V3/XeFE6Yxl8qjdiTFSY0lTNe76HEmsS2smbKGz1cOy9/+AVc3fVetQdeQgghhBBC9BPJDjBUJCcTPvMs/qEmUxXUw/Tp7Dv5NNpiE7BbDOQl2Wlw+1m9sZxwWB3o2gohhBBCCDHkSbA1VMTFUWyJobCmldRoK4qi0BKfjMeh9WIpikJqtJWCGhfF9e4BrqwQQgghhBBDnwRbQ4jLG8QXCGM16bt93mrS4wuEcXmDx7hmQgghhBBCDD8SbA0hDosBs1GHxx/q9nmPP4TZqMNhkal6QgghhBBC9DcJtoaQ7HgbeUl2Kps9qGrneVmqqlLZ7CE/yUF2vG2AaiiEEEIIIcTwIcHWEKLTKSyZmkGczURhTSut3iChsEqrN0hhTStxNhMXTk0fvuttCSGEEEIIcQxJsDXETEiP5tp5+UzMiKbJ46e4zk2Tx8+kjJjhmfZdCCGEEEKIASKTd4agCenRjEt1UlzvxuUN4rAYyI63Hf89WvX1EB8/0LUQQgghhBCiRyTYGqJ0OoXcRPtAV6Pv1NTAunUwezYkJQ10bYQQQgghhDgsGUY4RIXDKntrW9myr4m9ta3dL2RcX3/sK3akKiuhqEj7KYQQQgghxHFAeraGoO3lzfxrYxmFNa0YGxsJxMaSl2RnydSM/XO2BntPkapCSQkEAtp2QQG0tUFhIURFafuMRsjKAuU4Hx4phBBCCCGGJAm2hpjt5c389f0CGtx+8tQ2cku2sEU3iQ1uP2UNbfz3/FFawNXeUzRq1OAMtkIh2L5dC678fm1fTg7s2aM9TCbIy4OMDDBIMxZCCCGEEIOP3KUOIeGwyr82ltHg9hNvM9G0dRe+gj00hmOoS8tFX1rCq/UVjFs8Ft1g7ykyGGDePHA4YPNm7WdcnBaEuVwweTJMmyaBlhBCCCGEGLTkTnUIKa5rpWnnt+SEQpTuaSOrrBhb0Ee+qwpdo5nR324maUMtBfuyGZ0aPfh7iqxWmDUL6uqgtBR8PvB6ITNT26+TKYdCCCGEEGLwGiR31aIvuNw+kkoKiS4vIb+liXCUjZqENNIaKkmvrySkqrgMJrbXesgfn4vueOgpamrS5pf5fJCYCM3N2nZTk9bTJYQQQgghxCA1yO6sxdFw2C1sHX0SKU1u5pcXUOyIoTXKiT4cxupvY3fKSDYl5XJe5TYaKmtJCPgHf09RdTWYzTB3Lowfr83j2rFD2y/BlhBCCCGEGMQGzd31H/7wBxRF4brrrovs83q9XH311cTHx2O321myZAnV1dWdXldaWsrixYuJiooiKSmJX/7ylwSDwU5l1q5dy9SpUzGbzeTl5bFq1apjcEXHXna8jfjEaPbZEzGGQ8S31JLQVIPN66YuOoHP08aSZFKIbm3C7/Zo86B8vv09RYNRcjIsWKD1utlsMH26tp2cPNA1E0IIIYQQ4pAGRbC1YcMG/va3vzFp0qRO+6+//npee+01XnrpJdatW0dFRQUXXnhh5PlQKMTixYvx+/189tlnPP3006xatYpbb701UqaoqIjFixczZ84cNm/ezHXXXcdPfvIT3nnnnWN2ff1OVaG4GN2eQi6J9jKupghzawuxzfWY/V5im2tILC8iIdDGKNUNFjPhOXPgggtgzhyt5+iAIHbQiIuD9PTO+9LTpVdLCCGEEEIMegM+jLC1tZVly5bx97//nd/97neR/c3NzTzxxBM899xzzJ07F4CnnnqKsWPH8vnnnzNjxgzeffdddu7cyXvvvUdycjKTJ0/mrrvu4qabbuL222/HZDLx2GOPkZOTw5///GcAxo4dyyeffML999/PggULBuSa+1yHNOmnen34AtU0OOLwGc2oHg9qIERquJUZFh9F5hiSZ88j7czZoFO0nqKMDC0ZhRBCCCGEEKLPDHiwdfXVV7N48WLmz5/fKdj6+uuvCQQCzJ8/P7JvzJgxZGZmsn79embMmMH69euZOHEiyR2GlC1YsICrrrqKHTt2MGXKFNavX9/pGO1lOg5XPJDP58Pn80W2W1paAAgEAgTaF9kdIO3n71KP2bPBboetWxl1yiTeL2ujxe0nLuyjKvdU3LFJ7FNNRCXEMe+MkYRCQUKh717bvs7WAF+b6B8HbTNCHIS0GdFb0mZEb0mbEb01mNpMb+owoMHWCy+8wMaNG9mwYUOX56qqqjCZTMTExHTan5ycTFVVVaRM8gFzd9q3D1empaUFj8eDtZsenXvuuYc77rijy/53332XqPY1qQbYmjVrun8iKwuAuAnQPtDO+d3PSfiBSoo2VVK0qb9rKAabg7YZIQ5C2ozoLWkzorekzYjeGgxtpq2trcdlByzY2rdvH//93//NmjVrsFgsA1WNbt18883ccMMNke2WlhZGjBjBWWedhdPpPMQr+18gEGDNmjWceeaZGI3Gzk82NsLq1dDSAmlphMvLaTBYqJ2/GGtSAplxUeiaGmW+0zBzyDYjRDekzYjekjYjekvajOitwdRm2ke99cSABVtff/01NTU1TJ06NbIvFArx0Ucf8dBDD/HOO+/g9/tpamrq1LtVXV1NSkoKACkpKXz55ZedjtuerbBjmQMzGFZXV+N0Orvt1QIwm82YzeYu+41G44B/uO26rUt9vbY48RlnRNKkp+7YQaopAKkxWtbBjz7Shhy2Dx0Uw8Zgar/i+CBtRvSWtBnRW9JmRG8NhjbTm/MPWDbCefPmsW3bNjZv3hx5nHTSSSxbtizyu9Fo5P3334+8Zvfu3ZSWljJz5kwAZs6cybZt26ipqYmUWbNmDU6nk3HjxkXKdDxGe5n2Ywwph0uTXlkJRUXaTyGEEEIIIUS/GrCeLYfDwYQJEzrts9lsxMfHR/Zffvnl3HDDDcTFxeF0OrnmmmuYOXMmM2bMAOCss85i3LhxXHrppfzpT3+iqqqKW265hauvvjrSM3XllVfy0EMP8atf/YqVK1fywQcf8OKLL/LGG28c2ws+Fg4cHqiqWtKLtjat16ugQPu9sBDa554Zjdo8L0Xp/fnq6yE+/ujrLYQQQgghxBA04NkID+X+++9Hp9OxZMkSfD4fCxYs4JFHHok8r9fref3117nqqquYOXMmNpuN5cuXc+edd0bK5OTk8MYbb3D99dfzwAMPkJGRweOPPz500r4fSoeU8Pj92r6cHNizR3uYTJCXp6V+N/SyKdTUwLp1MiRRCCGEEEKIgxhUwdbatWs7bVssFh5++GEefvjhg74mKyuLN99885DHPeOMM9i0aRim3zMYYN48cDhg82btZ1ycFoS5XDB5sjbksLeBFuwfkjhqlARbQgghhBBCdGNQBVui7wWNZj5NGo3R+w1JVWXktHnQB/yQmQmzZoGuh9P2VBVKSvavxdXXQxKFEEIIIYQYYiTYGsL+vbmcv63bQ2tlDfO3bcfpd+Mv87M4NsR4iwWamnqeBr4/hyQKIYQQQggxBMld8RD1783l/O71nXj8ISb6WjDbrGzLGsNWZzo7Gkv572oPU6urex5s9eeQRCGEEEIIIYYguTMegoLBMH9btwePP0SS04zHmMhGh5O66EQcapivTaP4i9LGk/GJvWsAVqs29LCuDkpLwecDr7f3QxKFEEIIIYQYBuTueAj6dE8dFc1enFYjiqLDFaUFWk53M4qiw2k1slWx82ljuPcHb2rSMhH6fFrvls+nbTc19fVlCCGEEEIIcVyTYGsIqnX5CIZUzIb9H2+Mq5HJBRuJcTViMugIhlRqXb7eH7y6GsxmmDsXLrgA5szRtqur+/AKhBBCCCGEOP7JMMIhKNFhxqBX8AXDWE1awBXnqielsYoyVz2VZgcGvUKiw9z7gycnw4IFkJ6ubU+friXFsFr78AqEEEIIIYQ4/kmwNQSdOjKBNKeZ4N5ikq06FEVHel0ZFr+XtNp9lHthfKyVU/WtoCb2LlV7dwk12gMvIYQQQgghRIQEW0OQwaDjytOy+eCrj0ipKcOuC4OisNeeiKN8Hwv0+5g7aQSGb5yQnSkZBIUQQgghhOgHMmdriPreSVnM+/lSKkaOpTGsY59ipUIfRVOUk7j4aGwzp2mp3CXQEkIIIYQQol9IsDWE5YxIxDNtJuHUdEZZwpxi9jA5WkeVPZ4/uhLY3uAf6CoKIYQQQggxZEmwNUSFwyr/2lhGoL6RiWY/6VF6ouJjsRNipOLBV9fA6o3lhMPqQFdVCCGEEEKIIUmCrSGquN5NYU0reaqbsNHEnonT2DF9LnsmnEzYaCJPdVNQ46K43j3QVRVCCCGEEGJIkgk7Q5TLG8QXCBNISKIgJprmuCRc3iBVaaNJsMVjsEfh84VxeYMDXVUhhBBCCCGGJAm2hiiHxYDZqKPBbMdviKKotJEWT5BQWEWvM2L1hoiJ0uOwSBMQQgghhBCiP8id9hCVHW8jL8nOF3vrafYE8AXDRJkMGHQKwXCYWpePkApun/RsCSGEEEII0R9kztYQpdMpXDAlnVZfkOa2AFaj/rtAS6XNHyLaasRu1vPKpgpJkiGEEEIIIUQ/kJ6tIcxuNhBvM6NTFLyBMN5AEL1OId5mJifBhlGviyTJyE20D3R1hRBCCCGEGFIk2BrCXN4gRr2OadlxtAVCBIJhjAYdDrMBFIVQWKW6RZJkCCGEEEII0R8k2BrC2pNkeAJhHBZjl+c9/hBmo06SZAghhBBCCNEPZM7WENaeJKOy2YOqdp6Xpaoqlc0e8pMcZMfbBqiGQgghhBBCDF0SbA1hOp3CkqkZxNlMFNa00urVUr+3eoMU1rQSZzNx4dR0dDploKsqhBBCCCHEkCPB1hA3IT2aa+flMzEjmiaPn+I6N00eP5MyYrh2Xj4T0qMHuopCCCGEEEIMSTJZZxiYkB7NuFQnxfVumj0BWjwB7BYD9a0+NpU2Em01kh1vkx4uIYQQQggh+pAEW8NIQbWL17dWsqe2lfpWP75QGLNBR1q0lcmZMSyZmiE9XUIIIYQQQvQRCbaGge3lzfzfG1+zpjpEmz9EKBxGp1Owmw0EQ2Eqmzz4giHKGz0ytFAIIYQQQog+InO2hrjt5c288Ow78MGHRLc0YNQroCioYRWPP4TVaCCoqgRDKg1uP6s3lhMOq4c/sBBCCCGEEOKQJNgawsJhlbc+2ELO+rXkVReR7msmEFIx6RTMRj2hsIrLFyTKZKDFG8RhMVBQ46K43j3QVRdCCCGEEOK4J8MIhyJVhZISyqqb0H/5JaOr91IdMpBRX05NUIdBpxAyGChzJuMPhlFVlVBYRa8ouAMhXN7gQF+BEEIIIYQQxz0JtoYaVYU9e+CDDzBt282JX2wnrq2JCnsKY/ftYuSe7fiMJrZnjKHKmUhQVQiEwuh1CiFVxWzU4bBIsxBCCCGEEOJoyTDCoSYUgm++gaYmrC0N2P1tNManYAv6SKipYERDBS6dmY9Tx+EOggr4gmGcFgMub5D8JAfZ8baBvgohhBBCCCGOe9KFMdQYDDBvHjgcOAwGQrUeWhpcEPCjD4fYmTKSZ046B4/JihpWIaxiMWi9WrFRRi6cmi7rbQkhhBBCCNEHpGdrKLJaYdYsdHFx5Ctt2FoaCYVUwtYoXPZozMEgaoeEgy5fiBZPAKtJYm8hhBBCCCH6igRbQ1VTE+zdi1GnUJYzltq0LKoc8RAMkdjWhE4Bgw6MOgVUCIRUCmpc/PX9AraXNw907YUQQgghhDjuSVfGUFVdDQkJ1Cz5IW81J3JyazmeLdsotibQGhuPQaegqhBGRQVafUEqmjwowOqN5YxLdcpwQiGEEEIIIY6CBFtDVXIyLFkCpmj4zw42OcdQ12LCbzJRr1oIhcIAKIqCTlEx6BXa/CGqXT42lTZSXO8mN9E+wBchhBBCCCHE8UuCraEqLg6A7LBKXpKdz/fUU+eIw6hXCLr8qCrodQphVUWv02HU60ANEwyGqWj20uwJDPAFCCGEEEIIcXyTOVtDnE6nsGRqBnE2E75gGG9AW8RYUSCsqiiKglGvDSlUFAWzUYcvqCXMEEIIIYQQQhw5CbaGgQnp0dx09hgyYq14AiFtrpYKOkXBbNCh1ykEQ2GMeoVwGMx6HU6rcaCrLYQQQgghxHFNgq1hYlJGDH9cMomxqU7MBh1Gg4JOp2iLGgdCKIoWfBn0OtJirERLsCWEEEIIIcRRkWBrGJmYEcPt3xtPTqINHQqqqhIIhdHpFKJMBpKcZuJsRqZkxpIdbxvo6gohhBBCCHFckwQZw4xOUchPtFPZ5MUbCGIy6HFaDaQ4raiqSrzdzIVT0yXtuxBCCCGEEEdJeraGke3lzfz1/QIqmr1MyohhRJwNk0FHU1uQojo3GbFRXDsvnwnp0QNdVSGEEEIIIY570rM1TITDKv/aWEaD209ekh1FUUiLsdDiCdDo9rGvSUv3btbrCIdV6dkSQgghhBDiKEmwNUwU17sprGklNdqKomiBVGNbgF2VzdS5/PhDYSqbvSx74gtm5MZzxem50sMlhBBCCCHEUZBhhMOEyxvEFwhjNekBaHD72VjSSFWzl6CqaingFfD4Q3z0bS2/e2Mn28ubB7jWQgghhBBCHL8k2BomHBYDZqMOjz+EqqrsrXXh8gW0hYz1CoqioFMU7BY9qhqmoNrFy1/tIxxWB7rqQgghhBBCHJck2BomsuNt5CXZqWz20OIN0OgOgApGnQKKgjcYIhRWaXQH8AZVWrxB3txexZqdVQNddSGEEEIIIY5LEmwNEzqdwpKpGcTZTBTVuvEHwwAEwypuX5BgSCUYVvEFwwRDYcJhlWaPnyc+KZLhhEIIIYQQQhwBCbaGkQnp0Vw7L5+xaU5UBQLhMN5gmLAKigLtCQhD6nePsMqe2lb+/tFeGU4ohBBCCCFEL0mwNcxMSI/mTxdOYv7oRAw6BZ0CekVrCAfGU4qioKrwSWGdDCcUQgghhBCilyTYGoYMBh0LJ6ZhMehR2N+TpaI9QOvl0ikKUSY9vmCYN7ZWSu+WEEIIIYQQvSDB1jCVEm0hIy6KRIeJjssXK2g9XSaDDlVV8QZCmA0KFc1eiuvdUF8/UFUWQgghhBDiuCLB1jAV3dZMnM3ESZlxpESb0SlgMSiYDToUBfzBMIGQSpMnSCisrb/lKauEDz6AmpqBrr4QQgghhBCDngRbw0XHHqlvviFzyxdMMvmocvkYmWDHqNcRCH2XjTCszd9SAVVVCYTCVLV4ad5bAkVFUFk5YJchhBBCCCHE8cIw0BUQx0BNDaxbB7Nna9uvvYbO5eKCWWkUVJrY1+BGQSXUYUpWjKcFV5SDzJZa9KEgNouBfV82ETa70RUWQlSUVtBohKwsLZ2hEEIIIYQQIkKCreGgogK+/hrMZm17yxaw28lrqebi6CSe2FZMUmuIUmcSKAoJ7iamlW5nU+ZY8mtLyGqsIEavErabqTtjIkl79sCePWAyQV4eZGSAQZqSEEIIIYQQHckd8lCkqlBSAoGA9vvHH8P27VBQAMEg1NZCXh7h9Z9j3VvHue4wn8Xn4jOZqYuKIbmtgcyWaordaazPmYzOGY2lspAakwN3lBOijOByweTJMG2aBFpCCCGEEEJ0Q+6Sh6JQSAuuCgvB44Fvv9WG/ZWUaEGSwwEVFbgbmjBWNKNkj8NttnHuNx+zI300ya567GEfea5qwlYrLTGxeCv1pHhbsddVgRHIzIRZs0An0/6EEEIIIYTojgRbQ5HBAPPmaUHV5s0wfTo0NmqBUVERJCSAw0GosZW9afl8ueBixr32MicVbSajsYp6ZzyVsalkNVUxor4Cm14lpqmO6JFZxKcmQHm5Ng+sqQni4gb6aoUQQgghhBiUpFtiqLJatZ6njAytd8vpBK9XC7pCIdDp0OvAqEBqdRmBmFiaoxzEtTVBKIQx4ENVw3j1Boqj4ihJG0ns9xbB+RfAnDna/K/q6oG+SiGEEEIIIQYt6dkaypqatB4on08LvioqoLUV0tJgxAhs27YzprIYw0dugvGJ7MkYxelb1xHb1kKrOYpmUxSfZE/lq5GTybLr2emJZ83aEpZMHcOEjAztmEIIIYQQQohuSbA1lFVVaXO08vJAr4fkZG3/mDGQm4tOryc+q5Vv9rmpMtpINzUTHfKjKLAtfhRenZHkkJvJWbE401Px+ENsK2umvNHDtfPymRAXPbDXJ4QQQgghxCAmwdZQlpCgBVhlZVov16RJkJio/b53L4RCpGSlMTPGS+H2PZhK92AOB3Al5rDxxLmMaKzgJLUJGx5qdQp2i4E8s53CmlZWbyxnXKoTnU7W1xJCCCGEEKI7EmwNZUlJcPHF8OWXWqIMh0MLtmprtR6vE0+EsjLSPnmNlNZW3El2gtH5jNcZOHvvF/jsTqod0dSYbCiqCoqCoiikRlspqHFRXO8mN9E+0FcphBBCCCHEoCTB1lDXniijrg5KS7X5W16vlrp9zhxtgeOdO9EFAjjy88Htpnjdl7S0tPF58nh2pI4m2KjD6W0kN8FOrM2E1aSnuiWMyxvs/pz19RAff2yvUwghhBBCiEFGshEOBx0TZTgc2s/21O1ZWfDzn8Opp4LXS3lA4SscFMamsT1nIiaHDZNBR4Pbz/byZhrdfjz+EGajDoelm1i9pgY++ED7KYQQQgghxDAmwdZwUF2tpWqfOxcuOCB1e1wc2GxQU0PY6+WL2gAenYkkg4rZ3QKAUa8j2mrEGwyxt7aVymYP+UkOsuNtXc9VWamt5VVZeYwvUgghhBBCiMFFhhEOB8nJsGABpKdr29Ona+tvtadu/y4Yq5g6kzf3wJiYNBJLC0nxtvCt10mUyYBep2DS66hs8ZLoNHPh1HQtOYaqQkkJBALasQoKoK0NCgshKkrbZzRqPWiKJNMQQgghhBDDhwRbw0FcXNd97YEXRIKx+rCNlqJd1IybTCA1jeSAQoVbh8sbRFXBaFCIMur5/tQMJqR/l/Y9FILt27Xgyu/X9uXkwJ492sNk0lLPZ2SAQZqbEEIIIYQYPuTuV0SCMUdtK2ajDo8/RLM5ht1NLlo8AUJhMOjBqNORYDczMSOavbWtuLxBHBYD2XPmonM49mc8jIvTgjCXCyZPhmnTJNASQgghhBDDjtwBi4jseBt5SXbW7q6hpsWHPxhGUUCnKITDCm3+EMEwPPB+AU1tAXyBMGajjrwkO0smT2JCdxkPZ80CnUwNFEIIIYQQw4/cBQ9n9fWdftfpFCZlRFPV7MUTCGHQK5gNenQ6BU8wTDAUpsUb4Mu9DcRYjGQn2IixmthW1szjr22k/NuS7jMeCiGEEEIIMQxJsDVcdUzR/t3v4apqPi6oQ6doc7NAIRAKo6oQZdSh6BRCYRUAVQG9TsFuMZCXZEetquaryjbCZ8zpmvFQCCGEEEKIYUiGEQ5X7SnaR43StouKqEjIYG9tCLNBT0yUgWAYwmEVnU5BVVX8Lh8qKoGQSiAYjhxKURQsGWm873QwceR4cm22rhkPhRBCCCGEGGYk2BouOqZoV1X49FPYtw/eektbZ2vfPtTAZyR5UjG0+dG1malPSAW9DlVVafWFCKsqqgooYDR07hRV4+KoCptxeYP7d3bMeCiEEEIIIcQwI8HWcNExRbvHA99+C83N8Mkn2hyrjAyi65qY6yukLqCjIDqFhtgkTK0tlBtseAMhAiEVFQiGwgRC4U6H9/hDmI06HBZpUkIIIYQQQoDM2Ro+DAaYNw+mTNEWG24f5uf3Q0MD5ORgP/0UouNjKMkezdbRJxKqq2PUzg1ENdWjU7RAS6doaxPvKG+h0a2tq6WqKpXNHvKTHGTH2wb2OoUQQgghhBgkJNgaTiwWGDEC9HotRXtbm5aivaYG9u1Dt28fk3ITaJk6HYvDRryrgdSGKhJd9QTDYDXqibEaMep1uP1B9tS20uoJUFjTSpzNxIVT09HplIG+SiGEEEIIIQYFGfM1nIRC8Pnn8MYb4HZrwZfXq/2+cSOUlpIeHc3N5yTzHA7qGypwhgOMaq3GGu0g1mYijIFvTfG0+kNUt3iJthqZlBHDhVPTmZAePdBXKIQQQgghxKAhwdZwYjBAXp72u9cLwaC2z26HcFjr8dq3j+zV/2D5xJN511eHOyeL7KpqUmor8Or0lMSmUZd/EnabBafNzMrTclg4PkV6tIQQQgghhDiABFvDTXa2tg7W6tVQXKwlx0hN1Xq9oqK030eMwGyNotUew56ACYshClvYS0HqSLanjcKPjvpWPx5TCL2CBFpCCCGEEEJ0Y0DnbD366KNMmjQJp9OJ0+lk5syZvPXWW5HnvV4vV199NfHx8djtdpYsWUL1AYvklpaWsnjxYqKiokhKSuKXv/wlwWCwU5m1a9cydepUzGYzeXl5rFq16lhc3uCUlASLF8OYMVrKd9t3CS3CYS3w+slP4JZbiB0zEpPbhbOuCqevjYboeLZkTyBotmA26gmrKv5QmPV7Gwh/t9CxEEIIIYQQYr8BDbYyMjL4wx/+wNdff81XX33F3LlzOe+889ixYwcA119/Pa+99hovvfQS69ato6KiggsvvDDy+lAoxOLFi/H7/Xz22Wc8/fTTrFq1iltvvTVSpqioiMWLFzNnzhw2b97Mddddx09+8hPeeeedY369g0ZLi9bDNWIExMVBfLy2/lYgABMmgM9HQ0k5xqAft9mGKegntq0Fu9dNKKziC4Qw6HQYdDq2lTVRXO8e6CsSQgghhBBi0BnQYYTnnntup+3f//73PProo3z++edkZGTwxBNP8NxzzzF37lwAnnrqKcaOHcvnn3/OjBkzePfdd9m5cyfvvfceycnJTJ48mbvuuoubbrqJ22+/HZPJxGOPPUZOTg5//vOfARg7diyffPIJ999/PwsWLDjm1zwoJCdDbi58/bW28PCUKfDxx9DUBAUFEBODRzGwZdSJfBGVSm7VXrKrS3E21VEVZwW0FPBt/iCFNa1sKm0kN9E+sNckhBBCCCHEIDNo5myFQiFeeukl3G43M2fO5OuvvyYQCDB//vxImTFjxpCZmcn69euZMWMG69evZ+LEiSQnJ0fKLFiwgKuuuoodO3YwZcoU1q9f3+kY7WWuu+66g9bF5/Ph8/ki2y0tLQAEAgECgUAfXfGRaT//UdXD4dB6s6ZOhZkzYexYSEuDl1+G+noYOZLg/HlUf16PrqGNmjET8Sal0hpUsBhUVBVUtJ+BYIC/vrcbg6KyaGJqH12l6Et90mbEsCJtRvSWtBnRW9JmRG8NpjbTmzoMeLC1bds2Zs6cidfrxW6388orrzBu3Dg2b96MyWQiJiamU/nk5GSqqqoAqKqq6hRotT/f/tyhyrS0tODxeLBarV3qdM8993DHHXd02f/uu+8SFRV1xNfal9asWXP0B8nNhepq7QFw3nlaooz16wFYmgpE4ifLdz9D3RzIDfs28ea+TUdfJ9Fv+qTNiGFF2ozoLWkzorekzYjeGgxtpq2trcdlBzzYGj16NJs3b6a5uZmXX36Z5cuXs27dugGt080338wNN9wQ2W5paWHEiBGcddZZOJ3OAayZFkmvWbOGM888E6PReOQHUlXYt0+bpwWwfTvs3Anjx2tDC2NiKGjwcve2VnZUuDC5mmiyOrocRqeAQVEIqirxNjMLxqVw3pQ0xqYO7Psk9uuzNiOGDWkzorekzYjekjYjemswtZn2UW89MeDBlslkIu+7tZ9OPPFENmzYwAMPPMAll1yC3++nqampU+9WdXU1KSkpAKSkpPDll192Ol57tsKOZQ7MYFhdXY3T6ey2VwvAbDZjNpu77DcajQP+4bY76roEg7BrFxQWgt+v7cvKgi1b4JVXYPRoxk2Zwq8WzODGxz5g5J6tfJk5gXpbDDGeFpqs+4MpvQJ6nY5Wv8oXpU3sa/Zx7bx8WeR4kBlM7VccH6TNiN6SNiN6S9qM6K3B0GZ6c/4BzUbYnXA4jM/n48QTT8RoNPL+++9Hntu9ezelpaXMnDkTgJkzZ7Jt2zZqamoiZdasWYPT6WTcuHGRMh2P0V6m/RjDlsEA8+ZpyTHMZkhI0DIT6vVatsK0NJg3j6goM4muBjJbqsmr30diWxOnlmwlwd1E++paYRUURUGnKKQ5LTS4/azeWC4p4YUQQgghxLA2oD1bN998M2effTaZmZm4XC6ee+451q5dyzvvvEN0dDSXX345N9xwA3FxcTidTq655hpmzpzJjBkzADjrrLMYN24cl156KX/605+oqqrilltu4eqrr470TF155ZU89NBD/OpXv2LlypV88MEHvPjii7zxxhsDeemDg9UKp52mDR8sLNSGFRYVacGX1wuffELTtiIm7/6KuLYm5hV+QXpLDaPrSnAbLazLPRFFUVABRQGTQYfJqCc12kBBjYvievexz1JYX68l/xBCCCGEEGKADWiwVVNTw2WXXUZlZSXR0dFMmjSJd955hzPPPBOA+++/H51Ox5IlS/D5fCxYsIBHHnkk8nq9Xs/rr7/OVVddxcyZM7HZbCxfvpw777wzUiYnJ4c33niD66+/ngceeICMjAwef/zx4Zv2/UD19bBtG5SWgt0Ozc1asPLpp/Dyy+SXVWJuDVKQlkdabRkj68owqCGCio59McmEFB1BvYHGhFSirUYcZgMhFapbwri8wUOft6+DopoaWLcOZs/WFm8WQgghhBBiAA1osPXEE08c8nmLxcLDDz/Mww8/fNAyWVlZvPnmm4c8zhlnnMGmTZIpr1v19TBpkvZwubS1tlwubZjhN99gCfixBQOMrCrC4W/DZfCxNTkfYzDAkm3vUxsVTUlcOt+kpZOTYANFweMLYjbqcFgO0rz6KyiqrNR65kaNkmBLCCGEEEIMuAFPkCEGWHIynHsupKbC6tWweTO0tUFVFbS0YPR5ifX70AeDqIqCDT9J3iZ8Xj0uSxQf5UyhMHcCJ2bHE2szoaoqlc0eJmXEkB1v6/6cfRUUqSqUlOzPqFhQoNW9sBDaU/QbjVriD0U5+HGEEEIIIYToBxJsDXdxcdrP+nrYsUMbUlhVBWVl4PGgMxqxGRTUgBe9P0BIUWgzWdiems+XaePYMvIExqfHEm0x0uoNUtnsIc5m4sKp6eh03wU4/RUUhUJayvqOGRVzcmDPHu1hMkFeHmRkaD11QgghhBBCHENyByo0FRXQ0ACZmRAdDR6Ptq0omMwKNo8Pv6rSZoqiOiGdxtgkUlQvyUEPhbVG9jW2kRZtZUpmLBdOTe+c9r2/gqL2jIoOh9Yj53BowWMopA2FnDwZpk2TQEsIIYQQQgwIuQsVmvR0uOYaKC+HjRu1FPA7d2oJM1wuzDYrxvHjaHYmUKuLpyJtFGODzSxO1rMzJpaqZg9RJj3nT0nrur5WfwZFVivMmgV1dVqSD59Py6SYmant1w261Q2EEEIIIcQwIcGW0MTFaY/cXG1h423btKF+ABaLNrdq+jTet+XRWlBE3Ohc9kXZCZgspDgsJDvNFNa08uqmCiakRe8fQtiuP4OipiYt6YbPB4mJWoBYU6Ptbx8mKYQQQgghxDEmwZborKlJm7vV3Kz1dmVmasP8oqNp1JnZqTgwTp+NyWHD49jfg6UoCqnR1kOvr9VfQVF1tbY22Ny5MH68NmRxxw5tvwRbQgghhBBigEiwJTonsCgs1H5OmgRnnKFlKSwogJwcauMzqdnqIjElldABPVdRriZCtuhDr6/VX0FRcjIsWKAFhwDTp2vzv6zWIz+mEEIIIYQQR0mCLdE5gUVTkxZgzZ6tBUF792o9UaqKacI4gqW78fhD2DusoWVrridnx1dsHzkFs8l+8PW1+iso6i5Qaz/HkeqPRZeFEEIIIcSwIsGWOHwCi+nTYdo0ss0W8pLsbCtrJs9sR/kuTbujsY6Y6nL85kTyZ5x88PW1+iMo6g/9teiyEEIIIYQYViTYEpoeJLDQ1dezZGoG5Q1tNO8qIMWqJ6SqKHsKaK5rIi+6inkxXnR7Co/vxYT7atFlIYQQQggxrEmwJfY7VAKLYBDWrWPC7Nlce0Yunzz0Gd7Pd6N6fQQVhcLoRMbUlOF7+WXqEqOJO2E8uqNdTLgvh/Id6lj9teiyEEIIIYQY1iTYEvsdKoGF37+/tychm62jTyS52UNuSzVtZit1Ohvb6wMUFTTSrKRh86VyXrW765pbh9MeFPXlUL7DHau/Fl0WQgghhBDDmqz4KvZrT2AxbZrWo5OcDPn50Noa6e0Jf1vAh69/inP3Tk4INRO22fHWN+KoqyJR9VLnTODz1HFsqvXx1/cL2F7e3PPz19TABx9oP9uH8lVWHv11He5Y7XPWpkzRgs2EBG1+WUKCtj1liva8BFpCCCGEEKIX5O5R7NcxgcVBensatn9Dwo4qxnhbiG+q5RtzHDq9hUBsDIbmWhI9LgyuJpIzsqhu8bF6YznjUp1dFzk+kKrCV1/Bhg1agOP3H/lQviMZFtifiy4LIYQQQohhSYIt0b0DMxTa7RAI4Pf4MLldhJx2Wtta0bta2JOVzV5nGukhPTGeVvR1NdS3phx+keOOQVEwCB99BFu3QkUFpKVpPUtffaUFSWZzz4fyHemwwP5adFkIIYQQQgxLEmyJg+vY21NUBHv34iwqJakxSH3MaMqSc/H5ykirqyChsZbiuFQ+zjqBVqOV4rJmJmUoqCoHX+T4wKDI4dCG7O3YofUqNTSAzaYFPlOmaMMbezKU73Cp7CdP7v5Y/bXoshBCCCGEGJYk2BKH1t7bEwzCSScRFQgQ21LK7qCOPbZY1JgAUT4PO5JHsi01H4/BjE4BgmG27mtiTKrz4IscHxgUJSRoyTGam7X5VQ4HpKRow/3Gjevd4sdHMiywvxZdFkIIIYQQw5IEW+LQDujt0Y0dS8pjT5BYU0eFO4DO76PcnshXGeMIKVoAo373Uk8wTF2rl8zYqIMf/8CgqKFBC+6iomDqVCgv14b+NTfDOef0LjPhgcMCKyrAYjn4sMDjZdFlIYQQQghxXJBZ/+LQOmYotNlg9GgSxowkPyMef5QNUyhAXFszdq8bBdAr2lSssAoxnhZqXT7e2XmYjIIdg6JQSNuXng5nnAFz5oDHAzt39j4zYcdA8dRTtcDO59P2CyGEEEII0c+kZ0sc2oG9PdXVkJyMc+pMCrYH0O/aQVZ1MUltTbisDpxtLTRancS7m5hWup0vMydw8+rtBEIq50/J6P4cHYOi1FQYOxa++UabM5WXpw0ldLt7n5mw47DALVu0YYvjx2v7hRBCCCGE6GcSbIne+S6ASUtNw1b5FR8n5bPXHIvPYCbO3cTJ3wVYSe4GRjRXU+JO4xt7DHe+thNFUThvcjfD8g6cK5WaCo2NsHEjbNum7Rs/vneLDKsqtLRomQ4LCvanf29p0RZOrq/veSp5IYQQYriqr9fmUwshjogEW6J3vuvp2lnejNsbQAWqHAkoqsrpe79iUuW3+A0GYjwurEEvWY2V+Ixm9HqFF/7ZwLjkRYxMdnRed+vA3jODAS6+GL78snfZBDs60vTvQgghhNDU1MC6dTB7du/mTAshIuQuU/RaOKzyr41lhMIqc81tFFY0ooRCTNu3g7G1RWQ2V2EIBfkmKYcJlQVkNlQSMhoojkvnFy8kc2JeEkumZjAhPfrgJznaRYaPNP27EEIIITSVldrSL6NGSbAlxBGSO03Ra8X1bgprWkl3mJi8r5oJFTtxuzy4jRa2J4/kxPJviPa2ENbpqHAkUG+LYXtSHtvS8hltNLKtrJnyRg/Xzss/dMB1tIsMH23AJoQQQgwnqgolJdoQfNg/BL+3c6aFEBESbIlec3mD+AJhzNFW9k6ajimgw/n5x3j1JiqciYyvLiQhFEIfCuHXGwkqOiqd8Xj0JoLhMKNTHOypdbN6YznjUp2dhxR21BeLDB9twCaEEEIMFzIEX4g+J/9SRK85LAbMRh0efwi9xULd2MmkfL6W0ZW7MQSDJLc20Gyx4zFaGFNbwojmahqioqlwJlFY48YfVEmJtlJQ46K43k1uor37E/XFIsN9EbAJIYQQw4EMwReiz8m/FtFr2XjJS7KzrayZPLMde9BHS0wSLW2txLTUEdAZqLbHsy01j+TWBgI6A3viMgjp9ISDYSpbvLT6g8RaTbi8wYOfqC8WGe6LgO1ISPYmIYQQxyMZgi9En5J/MaJ3amrQrf2QizPNxNlMFNa04mxuQLXZeHXKmXyYezI7kkfiNZqI87j4On0cz5x4DpXRSRi/Gy4YDqt4fEFqW73sa2xjb20r4bDas/PX1/euvnFxXQO09PT+7dWqqYEPPtB+CiGEEMebjkPwHQ7tZ/sQfCFEr/Qq2PrTn/6Ex+OJbH/66af4fL7Itsvl4mc/+1nf1U4MPt9lJhqLm2vn5TMxI5pys4M92eMoSxiBUQfl8WnsSM/HrzMQ39aM12ih1eZEBXQK+ENhWv0hmjxB/rZuD7f9Zwd3vbGT7eXNhz738RLEtGdvqqwc6JoIIYQQvddxCP4FF8CcOdp2dfVA10yI406vhhHefPPNrFixAut3Q7DOPvtsNm/eTG5uLgBtbW387W9/45FHHun7moqBcbDMRJs2MeHUKMaNMlJhsRA0hamMMvBRkY1PrSPZm5hFbk0J+XWlJLY10WpzElZVFCAYUtHrFKxGHSkOCxaToWcZCgdrClrJ3iSEEGIoGagh+EIMQb0KtlRVPeS2GIK6y0wUHw/vvQd796KLiyNDr4fWVrLHj8R7xQ94/tM6QsEwOzPH0hCbiFtnIhRWUQEF7T/RVgNGvR6zSY/dYiDPbKewprVzhsLBEsQcbv6VZG8SQggxlPTFnGkhBCAJMsThdJeZyOWChgbtG67Ro7VAp74eamuZnW5micPDhvIWCqzxVNji0SkqBlUBVAJhbeyqvrERXVICdpPWBBVFIfXADIWDIYipqYF162D27IP3pkn2JiGEEEII0Q25+xOHZ7HAiBGwbZsW+FRXQ1UVeDwQHa1lJkpKgi1b0L3yCj9NzSJaTaDNmUpVaxBPIAQKqGHtcLGtTZxYup2N4Yms1+kYm+ok1mbCatJT3RLen6FwMAQxPR26KNmbhBBCCCHEAXp9l/r4449jt2vrIgWDQVatWkVCQgKgJcgQQ1AoBF98AWvXgtsNMTGQna31+mzapC0WbLFoZVtaSJmTS8742QQ/LsXtD6GCNiTwO0nuBjJbqilpSWOPPZZgWGViejRGvQ6zUYfD0qFZHusg5miGLsoCykIIIYQQooNeBVuZmZn8/e9/j2ynpKTw7LPPdikjhhiDAcaMgZEjtSAkP18Lur78Er75Rgu+wmEoKwOLhZKggfff3YitppXMMLQazFgDPgwhrccqu6ECa8BLVmMlXqOZqGYD7tYoPGkjmDQilux4W+fzH8sgpn3o4ubN2jBF6Dp0MSmp+6GLsoCyEEIIIYTooFfBVnFxcT9VQwx6WVnw859rAVZpKdhsWm+W260FPkYjNDcTTkxk79ovGNkQIFXRUWNyElIhrKrEe5oxhYKowL7oZLKaKslsrEQ1GSlLyIARGVw4NV1LjtHRsQxiDAaYOBG+/loLLFNTOw9dzMrSrrmhoeuwQsneJIQQQgghOpA5W6Jn4uK0IXa7dmk9Sikp+5NkpKdrw/paW2ltaKbCHcCnN1Kcnk9tEE4s2sbnmeOpCiYyrmYPbpOVJqsDvRomyu9hd9JISnPHc+PJ2d2nfT/WQUxTkxbcGQxaL1rHoYtZWbBmjTaX68BgS7I3CSGEEEKIDnoVbK1fv576+nrOOeecyL5nnnmG2267Dbfbzfnnn8+DDz6I2Wzu84qKQaCiAmprtXlSHo8WcBkM0NqqJZEIBAjozJhbmgjbk2iNiSOj+FssQS+prnp2J2QSRmFEUzWmYABzKEB1dBLbciYyMsnJCSNiuj9vfwcx3c3TamzUHg6HFnjV1kJLi9a71dv084dLHS+EEEIIIYakXgVbd955J2eccUYk2Nq2bRuXX345K1asYOzYsdx7772kpaVx++2390ddxUBLT4drroHycm1O0ymnaPO01q/XeoBSUgidcDJxL71JdF0VCT4XrQYzJdHJZDZWMrqmmPy6EtqMFopj03D63MS6mzC2tKAkO2ly+9lLK5mxUZQ2tuHyBnFYDGTH27oOLexL3aWYj4mBvXu1YLK+Xgu8Ghq0YGvixJ6nn+9J6nghBjP5skAIIYQ4Yr0KtjZv3sxdd90V2X7hhReYPn16JGnGiBEjuO222yTYGqri4iA2VuvZak8D397jYzJBfDwJk8dTV+nF/cVX4A/giU3Go7PRqIZJqi2mNCaVD0aezI6UPMbUl5BXW0qcu4kdlU6uem4jMVYjep2C2aCPZCfMS7KzZGpG90MM+0J3KeYtFu2aDAYYO1brtVq/XgvCepN+vqep44UYjGpr4dNP5csCIYQQXcmXcT3Sq2CrsbGR5OTkyPa6des4++yzI9snn3wy+/bt67vaicGnuzTwCQlaavbt29EZDEybeBL3xeSQ+tmHmFtdZOi9xDRUYQwG+dcJc9mVkocCbEodTYU9nqDRjKqqNLf5qW/1o9cpxFgNnJARi9moZ1tZM+WNHq6dl99/AVd3KeZ1Oq3Hav58rUxLi/ZcWdnB088fTer4dvLHSwwW1dXyZYEQQoiuZOROj/VqkaLk5GSKiooA8Pv9bNy4kRkzZkSed7lcGI3Gvq2hGFza08Dn5kJamvb7mDFaAOHxgMNB9tRx/CJHx8LGAuK9LoKhEGNq9jKiuZrYoBejDhQg3ttCfXQiTVYHwTB4gyrBsIovGKaxLcDuahd2s568JDsNbj+rN5YTDquHreIR65hi3uHQfranmD/Ucx21D0l84w145RVtKGJ76vhXXtH2b9+uletOTQ188IH2U4hjTVWhuFhrr6D9bP+yoKBAexQXd1o3TwghxDDUPnKnsnKgazLo9apna9GiRfz617/mj3/8I6+++ipRUVHMmjUr8vzWrVsZOXJkn1dSDDJZWXDVVfC//6staqwoWrCVn68lk3jrLXJ27SLL30Dm/NPYbozDVvQVdoLM9VVQ3xSPw93EmMo9vDXqVOrtsV1O4Q+p7Gts45sqE2NSnaQ4LWwpa+LtHZWMSXH2zzyuQ6WYh56ln+9uSKIMOxTHi/YvC/bs0RYuLy7uus7coeYoCiGEGJr6YuTOMNWr/1veddddXHjhhcyePRu73c6qVaswtS/8Cjz55JOcddZZfV5JMci0BxcpKdqQN49H+4fV1qYFFKoKRiM6p4PEnVuYHQiwT/FTbIrBtq+YJfvKcPrc6IJBNqWN6TbYAgir8E1VCwk+F0WqhcpmL/e+8y1xNhMT0518/8QRfTus8HAp5nuafr67IYn9OexQiL7S/mWB3a4lvYmP792XBUIIIYam7pKJyZdxPdKrdyMhIYGPPvqI5uZm7HY7er2+0/MvvfQSDoejTysoBqnqaq3XZuVK7R/ZF1/A1q1QVaUFLSYTJCZCSQk6l4t4s4Wmxlp0LS5QQzTYYtjnSGREczVukxawBPUGypxJoCgogAo4mhuI2rEdd9ZE/FExNLX5cXkD7Gto45tKF7ecM67vAq7eppg/1HMdhx0mJmo3ru3DDjueR/54icHGaoWZM+Htt7V26/Ue/MsCIYQQw8PRjtwZxnr1jqxcubJH5Z588skjqow4jrT3Almt2lDCtDTtZmzbNq1nZupUrbdGp9MSSpitKK4a0twNVETFUhA3ggpnApmNlWQ1VuLXGyiOTaPSkUBI0dM+IyS+tYHkhmpiY9JoccQRazUSVKHNH+SbKhd//2gv918yuX9Twx+JQw1J7Mthh0L0h+Zm7affryXAOdiXBUIIIYaP3ozcERG9uoNbtWoVWVlZTJkyBVUmSA9v7Tdcu3Z1Diq2boVnn9X+IY4YoQ19C4UI6o00xyZgslkwGm0EHQ5arA70ahib30NpdAqfZZ1ASNGR0VyNIRQEILuhAmvQS1ZjJUGLFXOTDrPVQkNCKk2eABtKGthb10pe0iDrUT3ckMR27ZkH5Y+XGEzaE7Scfrq2rtzBviwQQggxvPR05I6I6FWwddVVV/H8889TVFTEj3/8Y370ox8RJ2/s8HZgUDF6tBZkeTyg12v/AL1e1JNGU1XqxhPyEdPWwgmKG69bh87vw2WKwhL0Yfd7COoN5NeWkN1YgdPbisdoYV90MlnNVYxsqcan01OWkE5tdCI2s4FmT4Bvqw8ItgZD6vSeDEnsmDbVYJA/XmLwSErShrGeeKI2Z/BQcxSFEEIMHz0duSMievWV+cMPP0xlZSW/+tWveO211xgxYgQXX3wx77zzjvR0DVdxcZ2DiOpqLQA75xw4+WRtGNysWURftoymWXMojYqjyWilyhemxWjBFPST2VRFXn0ZSe4GQjo9n2WdwL7oZNJaavHrDTRbHdRbHLgVPduSR7IuYyL1vnCHSnRoe8dT6vSOaVM7/vG64AKYM0fbbs+EKMSxFNtN0pr0dPkfqTi8hoaBroEQoj+1f8k+bRrYbNqXcQsWaPtFt3o9EcRsNrN06VKWLl1KSUkJq1at4mc/+xnBYJAdO3Zgt9v7o57ieNGxp6uhAW64AQCd1crMtHze3FNKbYuX0tgEyqKT8RuMnFy0FRTIaqzEYzADENLpMYRDpLrqCOiNmEMBKhyJfDViHGF04A+ihsPYLAbCKuytbdXSwQ/m1OmHyjyYmamlzk9K0rIQDmRPwmDoGRRCHJ8++kgWORViKOttMjHR+2CrI51Oh6IoqKpK6GCLtIrhpeM/wgP+QY6rqmZz2MMb2RNwNNQyo2QrxmAQl9VOVVQsEyu/ZXL5bgJ6PZaAjxhPC4oKtbZYEt1NWANe1rsn0mp3EgpDWyCM0RDmldWfsNaokJVg43vUkjVYU6f3JPNgc/P+zIMD8cdLVoQXQhyNkhKtt17+fgghBHAEwZbP52P16tU8+eSTfPLJJ5xzzjk89NBDLFy4EJ1M5BeHULFrL4b6OnLHjeSDxCwMVQXkVRZSbnNSb7KT01RBekstdVExeA0mau3xtBlMWIJ+dOEQce5mkt0NNEc5AW3woBoI4iz5lqymSqIIsSHKhH7mWDKOZer0nvYEHQ+ZBwdzz6AQYnDp2Fvf/oXrYP2ySwghBkiv7up+9rOf8cILLzBixAhWrlzJ888/T0JCQn/VTRzvDhg2F9j9LXqPh8ymSjIMYZpj4lDqTcS2utH7/VTb42m0OGk1WwkrOtxmKzpVxeb38OWIiVTa42ix7k+EoVfAYDaxMW8KLcUWJtQW0aKzEqwPc3FWPDp3a/8HML3tCRpsaVNlUWUhxJHq2FsfDGpDobOyZJ1AIYTooFd//R577DEyMzPJzc1l3bp1rFu3rttyq1ev7pPKiePcAcPmHG4/DcnpJNWWc1brXnweH+ltDdTYE6ixOLH73DRZnbQZzcT4WrEE/J3maimKjo6DVUMqNLb5aVKgOm0sUa5GRrY04CkqocEUR8K4/P4PYI6kJ2gwpU09losqy1wwIYaWjr31W7Zo+2JjB1dvvRBCDLBe/QW87LLLUOTbbdFTBwybi4uLxxn2UlEUID7aSKUlluYoJyWZoylMyiRm77dMKPuWEU1V+IwmGqKicbTUEt/WjMPrxtWhV6udomidM1EeF7GtTQR9Hqpi4vC7Pb0PYHoSDPRFT9BgSpt6rIY2ylwwIYamjr31ABUV2tIfsk6gEEIAR7CosRC90uF/xLrSUk6PCvNJ2EupLYGqk06iodFFoTEabyBMU+4E8mwKroLdfJ06ij3xWYysK2FUXSkJ7iaauwm2wmEtpolzNeHTG/lkxCSqM/P44al2qCzueQDT02CgL3qCerrg8bFytEMbexKkylwwIYaupiaorYXUVLDb9/feyzqBQghxdNkIhTis+notGvpu2Fz6iAxmt7j4qsnHHkUhlJJGFpAWbWXRxBS2brWzPSmTfYoDrzfIjozR1EXH49aZuxy6vd/I2dZCrS2GtdlTqHYkYAzDbZV2VmRN4fTEpP2LyR0qKOhpMNAXPUEDnTa1u/fhSIc2HixIlblgQgwf7b31AOeeC998I4ucCiHEdyTYEv2n/UY8KqrTsLmU/O0s2r6DE8bE0ZCZh8NiIDveRnG9m+e+1BOdl4O9vJm2QAhUhTpnIiFVhe/WMY7xtNBk1TISxrmbmFa6nS8zJ1Dt0JK1hIEviurZVm7g1Bq44nQDE4y+zkHB0QQDgy3JRW8cLDg60qGNBwtSj+VcMCHEwEpO1r6E2rRp4NcJFEKIQUbuckT/qayEbdtAr4fzz4cTTtD2T5+OLiODEVYrI+JiIsVd3iC+QJiQWcUfDJPkMAMK4bCKLxii3u0ntnV/cBXS6UhyNzCiuZpidxr1thh0Chh0Cgl2E62+EF/srccTCHFTqpe8jkFBKATr12vBxJEEA4MpyUVvHCw46unQxt4EqfPmaeX37h2cae6FEH0jLk77N75p0/59ssipEEIAEmyJvtTdjXhNDbjd2v6oqP034h3/R/zdsDaHxYDZqIO6ekJhHQadXkvIogdfIISqQlJrPROqCzGHfDg9bjwmM9agl6zGSjwGbRiLYjIRsGWQ31ZP2OdD8dawcWc1uSY3uvagoL4eqqq0AKukpPfBwGBKcnEoqqr1voEWRB4qODqw3t3dLPWmx8rl0s7lcGjB6PHUAyj6h2SkFEIIMcxIsCX6Tiik9WRt2KDdVIPWq1VZCS++qN3QZ2VpAcrIkfvncn03rC07IZFJJh/BLZ9TnDoWtykBow5iayswtLZhC4TJrS8nraWGvPpSnF43+2KS+TYhm8zGSrIaK/HrDZTEpvGlLYaTK/aQXldOepSOkE6hbvZEktqDgtpabRjghAlaYNDb4YCDLcnFwYRCsHOn9vvrr2sZRboLjqxW7ZoOpzdz1iorYdcuLfh2OI6vHkDR9yQjpRBCiGFIgi3RdwwGOOMMredj2zZt227XAqzaWigvh+hobfJ0dvb+G/LvhrXpkpK4IEXHZnct21uSqbZEE2tUSCwtZFJ1KQltTShhlYL4EUzbt53E1gb04RAeg4UaexzGcJBNaSewJXUUPsXI28njOEkxEdNWjktvoarORYIxiM7TptUrEIBXXtF+D4e1wMnr7VkwMNBJLnqq/TP54AMtsLLbuwZH2dnw0UcHvwk+sDfiYHPWRozQHmVlWrmCAu1zB5gyRVvw1G6HhobB1wMo+p9kpBRCCDEMSbAl+pbDAddeC3/+szZ+PxAAi0W7sVZV7YY7L0+76QL49lttXZaPP4aaGvK++YYYR4AmQzPuhgp8gRCFjiRa0JO38yPsfg8+j4lWk406Wyz6cJjUllqSW+spjB/BxvQxBPVGADwGMzti0nG2NjOitpry8m8xBppJTksgPGECAUMUzi82YLVZ0U2cqAUKaWlaMDiUggGLRfuZnt59D962bQe/CT5Yb0R3c9aqquCLLzrPgxs3Tvt89+7VgrC8vP09Y2Jok4yUQgghhARboh/4fFpPSFSUdsNVVwetrVrwkpGh3Wy1z/kJhbQbrXfegTffBIOBhJEjWZkUYlZNIV/WtfKZEsvarMkkeZo5sWwXce4mFEJ4jWYCOgMuiw2vwUytPRab30uzVQu24t1NnFG4gXhPMwphtiSNxLBnI407itnnjsJEiBxXCL3eQPTIcWSOHq0FAZmZ+28GD+d4moNSW6t9NgkJUFwMLS3atZaUHPwm+GC9EQebszZmjBawtg8xTEzUesI6DjEcbEMth5Nj2V4lI6UQQgghwZboB9XVEAxqN9tmsxZkbdigfcO9cydMnar1hHz7rXazn5+v3XgVFGi/n3wyuooKRmdHYTvjVF7ebSC+vpl0xY8nKQVXk4ERZQXYvR4arQ6+TjuJnSm5nFBZ0Gnx4yR3A6PqSnGbrXyafzIVyZmoTY2cuXs9+QWbMCbE43XG0OSHbz/agqGujrSTJsLChT27+Tve5qC0B0ejR2t137BBC7iSk/ffBBcWaglNMjK0Xq+D9UYkJR18zlpMTP8ukCyOzLFur32xJp0QQghxnJP/y4m+l5ysJZ7Yu1e7uU5IgLFjtWBr2zYtGDMYtG+7m5q0n+3p2JOStNft2AGzZ5O2+CxG+rZBSTEBg5HdiWPI0O9FcbcS72rA5veS2lrPessJ+HV6ElvrCX13Q5/dUEFIp1Bjj6PeGIWjpZ4v08aSW19GZms9bbZorGoIuyHMPm+QV0ji1FFTcTZ6yY63odMdZmjT8TYHZd48LegB+NnPtJ7Eb7/VPh+DQfvZ1KQFTE1N8NprWtnueiMWLuwaFLUHXg0NfbtA8rEy1AO9gWivx/OadEIIIUQfkGBL9L24OC0hQlaWlhRj8+b9N1YtLdrQwtxc7Qa/PTV4ZaVWtn0B5Joa2LMHXUszK07J5uadxawxWJjkriIq6OfT/OlEN9VyQuW3OL2tnFK8hczmShLbmnCZojCFQ6jAnoRM4t1NLPh2PX69AZ/eyKbkfEpiU0lyWsnGS1R1OR5/kMdJ55139hIdZSQvyc6SqRlMSI/ef13H+xyU1NT9v1utcMEFWoKQHTu0G+HMTG1I4MKF8NVX3fdG5ORoQduheiP6eoHkY2GgA73+MFja6/G6Jp0QQgjRByTYEv0jLk575Obu/1bbYtFu2jMztf21tTBjhpZE4amntBvyuDith6WoCBob4YsvmJSXx39PS+GezVEYNu4g5PWSG6zA3NbK7sQs0ptrmFG6FYe/jV1J2ZTGpJBbX47bHEWTxYFODWPze9iZNJLimBSifa1M27cTXUsbxYkpjFaaSK0sJqu+gsTsiVhMBraVNVPe6OHaefn7A66hNgel/Sa4vl6bU1dfv/+muLveiOho7afLdeh5V/2xQHJ/B6/HWy9lTwyW9nq8rEknhBBC9IPj4I5QHNcO9q325Mn7b8iDQS3AysraP6ywfb7QF1/A7t2clZdH6g9n8H8jnOz7+itySnaT7HeR3laLwduCPhRge/JI3CYrya4GklvrCbkbaTOaMYZDVDgS2TBiHKqiw1HnIWg08mnaRL6Nz2KBN8DCPV8wqqGUNtNk7BYDeWY7hTWtrN5YzrhUpzak8Hiag3KoIXHtQc6uXdr7nZICNpt2PU1N2nuemtr1c9uzRwt+Ro8+dECiql3T4B/tAsl9/Z4OpkCvvwyW9nq8rEknhBBC9INBcFcohrSDfavt92sLG7cHBeefvz+LHezvFetwUzjRauWezHiKzxqH8uorOMpLiW2up3b7br7ymdmRNhZ7azMJ7kZ8BhM19jhcFjspLbXEtzXj9Lpptjqoi4pmb+IIWsx2El31eHRGSqPiMbW5MJcXE201ETIYSHUmUVDjorjeTa7uuwyLx8MclMMNiWsPcrZs0QKM6GgtgKqu1oKqjRu1999g0LIL5uRon+GHH2qBx4EBid2uBcs9OXdHAxkMDJZen97q7byywdBej5c16YQQQoh+MIjuIsSQdKhvtWtq4PXX4ZxztBvzWbO0G91167QbQpOpy02hTqeQawxCuA2ijJA3lZS6Wk6saaawpQp3SEWvqiiobEnN56uMCYyqK2FUXWkkU2GrxYa9ooUJ+77BFAqiAruSckh1NWF+/y2S4h14snJpPCGJ6kAYT1klFG7eH0B06K0LJyTQWFGDx1NCsLCMzLwRh0+s0d8ONyTuUEGO2awFOXl5Wo/jtm1akOX3a2VSUzsHJO3JNebO1c7V2+F4AxUMDJZen9440nllMmdKCCGEGDCD6E5CDEmH+lb7ww/hgw+0HoX2IGbPHu1GcNQobahXdzeFHXvLUlNhxw4sjS7iTQaMHj9mjwuv0UK9PQ6PycKWtNFUOeLxGswAhHR6Pss6AbcpinE1e3CbrDRbHRgVsPna+DYcjTpyMkpIwWzU4WiqpX7bN9Q5UzBOjSK7pgqd2UxR1hieN6TjC/tJ3rWXkn9+RtTkiZ0Sa4TDKsX1blzeIA6LoWdZDnvrcEPiQqH95dr1NMhJStofkOTmajfrtbX7AxKzGV59VTvP2LFHNhxvoIKBwdDr0xPtvVlHOq9M5kwJIYQQA0aCLXHstAcFNTUQGwtffw1VVfDee1ovSmmp9khPh+xs7QaxoEAb1jZv3v6b9Y69Zbt2wahRBFKzKKpQ8OyrZHxdJaoKmY2VtH0XYAX1Bqot9khVfEYzG0aMI66tmTRXLabg/2fvz4PkurP7TvSTN/d9rX1fUAUUdpAACZLNpZvN7hbbLbVaI+tpLMmyPR7LbSksT4xnNOGJkD1hO+wJP72xrbE1sp7lRf2sXtTqvdlsdnMDSBDEXiig9r2yct/3vPe+Pw4SVSgWgAIIgAA7vxEVlcvNu2T+7u+c7znn9z01XHqdjMWBVigQf/csusdDh9fOjy4s4p6dZ3ndyPqZdUZsGvssJi6eucJMnxnn3iN4Aj5wB28Q1gD4xtkVZqJ5KjUNq1nZXuXww+J2JXFWq3yfDdLVwE5IzlZCUi6L09/WJmu9zp+X1yMReOst+Y1aW++sHO+jJAMPc9ZH1+UeOXlSsmwrK3e3rqy5ZqqJJppoookmPjI0yVYTDw71ukiNv/mmrM/KZMRpPHEC3nlHiILPJ5Lkq6vymUpFMimquuGsb3aC29rgxRcJXbzE/nOvsxBLUXX7WLH76E2F6UuFqRpNLPg7CbtDqAbj9Y96ygWCxQyWepWkw4s7G6Mrn6GuKASLGYy6hkWtE1cMLHiD9K4t0p1co4jCqZqGV61ycHCYXCVDe3ieUiDIcFCENf74zTmKNZVUoUqH147da6RUVbdXOfywuF1J3MGD8l1vJTs7JTmbCUkgIOTqyhUhYA4HvPCCkILJSXlus0FPjxCDnZTjfZRk4GHO+qiq3Bevviq95zo7725dWXPNVBNNNNFEE018ZGiSrSYeHAwG0DRxZJNJyYAMDorzHg6Lw9jbKyVTBoMQhSeeuLWzfk1iXmltJbBeZuqbr7Hk8pJy+rCmEjiuSb5f6NiFqhhv+GiokKZqNDET7GHF207ZaOb44kUwwFywG4OuMxxfpmB1EFNs+EoJjPk8paFdhFMl/MUcwfAS3liYlquXiOtmwoefoc1t5fRikoDTwr5OL4ZrWYebqRzek1LDW5XEHT8OP/zhBz+zU5KzlZD090tD5EpF9t/SAo8/LhkYh0N+v3z+xnK8zcIOW0UePkoy8LBlfbaWhDZaIWQycq7lsmxjtUovu4dtXVkTTTTRRBNNNHEDmla6ifuLrc5je7usOVlclMxHNCoZrdFRidrbbEK87nTtjN1Ozxde4t1TkwQjq5gzMbRKmVV3C+/3jGFQFAw6bFq1RNzp40T/QUZjixxfuoBFrZOxu4g6A3Rk4xh0/bqEfNlopiu+ilnXyBjNjFRKZJ0eBsbPYYtFcGXTuLNV4qoHo8WEs6zRM9CGweC74TQNBgMdXvt1lcNiVb13pYY3K4nLZLbffqckZyshee45IcmvvSa90CoVIVAmk2wTDErJW6Mcr17fEHaAnYk83Knq3t3iYcv6bFcS+uyzsrbx5EkhWX4/fPrTD9e6siaaaKKJJppoYls0yVYT9xfbOY+PPSZlaOvrUvKm6+JANsQc3O6br51pOOGJhDzf5JD3G2vsNVdIG3UCPieR5QKhUoZAtUDC6r6BaAFk7G4ydjcJh++6WEbS0U7S4SVQFAn5jM1N1uYk4/Cw6g7hKxdQqyrGcon2fAZ7rYCpXmemexeq1c4nrp4kpxmI2rwMlBbJ+p6l4L2RNNgtRiJZjQvLaX4wvk7yDkoNb5kFu1lJXDT64X7DQGDj+27A6YRSaYPYTU/L86NHJZO2uRyvWt0QdoDbizzcrerexwHblYRarRvvj45KQCKReDjWlTXRRBNNNNFEE7dEk2w1cX+xnfOYSIDRKETp+HEhVuvrsi7lN3/z5mtnGk742JisZQH4wheuO+RKLMqhXW183dmCIRYjNzqGurxKIJ8mbnV/4NR8pSxpu2dbsQyrWqNkshEP+Zhs6Wc61MdIfJHR2CKOagmTWqeOgreYIe0LMd69G1s2jaVU4GJokJLJTPf8ZfS+NdhCtkpVFYvJwFvTcdYyJTo9NnR0FHQ0XcfvMLOWLvGNMysbDZWB8dXMrbNgbW1on36JBZuPXLKGe3Av/Z1dYLXIGp+7xXbkZyuxa20VmfiuLiHNbW1CsnI5eP99WF4WAQ1dl8cnT0qpnsHwQZGHu1Xd+7hga0nowoJkhp9+Gr78ZZiYeHjWlf2s4kFlXptoookmmnjk0SRbTdx/bHUeo1FZh/LUUxvO43/5L/Ke0yl/262daTjhui5kDCST0nDIzWa6/+ov8PmJeeb+7C94o3WE2WAfmeLWnBYEC2mOLY3zXu8+Ek7ftmIZdcXE+c7dTLf0AXChc5Si2crnrp6gPx3mbNdugsUU9kwK7/I8rmqJuMNH1Oljd2wBpVxi/ew4Wk1hqMWJajKTCnUQzpTw2s28O5egqmpEMhXchQxJmxvFIKWOmq4TzZU5NuDnc/s7GV/N8K9fm75lFgyMfON8hpno6g1k7IsH2z/c77cd+dlaWvjSS0K67PYbs5mlEkxNSQbs+98XQuX1wnvvSWbGbpfm1vX6hjT93cjHb8bHwRHeXBLa2Slky+uV/x/1urKfdfwsZ16baKKJJpq4YzTJVhMPBpudx6EhyXhtdh7PnRM1u8uXxWkHcTIXF4WkrayIiuHsrGy3tibbfPObkhWbnxdS8NnPMpxZZ7DXzYFeSA4N8M1zq1xczzJh8VHVoK5qtBaS9GQiLBQ6STh9IpZhMnOy/eD1LNZIfAnNcOOaGM1gBIOBlM3NvL+Tzmyc3nQYg6bRno0ylFjBX8pSMltZ9rbRlQxjeCMMdivGXbuYG3FgMpuJZMtky3X8DjOeXJJdU2c52bWXhNOHyaigA/lynd//zgTlusbFlQzJQpXhVte2ght//OYchWqd9WwZv91M0GXBZDBwaSVDJFXgM3ey/Ot2fbtABDAOHbrxc5vXOm3OZj7xhKztunhR3tu/X1Qnq1XZx5Ej4rzeTLp+p6p78PFxhG+nkthUE/zo8LOeeW2iiSaaaOKO0CRbTTwYbHUeL16Eb30L/uIvJGMxPS2O9nvvyfotkGxGLieZkffeEwenWhXxDItFxAG++10pTysWJTuSSkF3N8rQIO2RNcwLc/ROJQl09WNTNFL5CuW6Sn9yDXu9TF8qTMlkxVEtMR3s4WLHCBgMNzZC1nW6s1FMah1HtUTU6ceAznByhYzNyZv9h5hs6eds1x5emHsfs1pnzdtCxu7GqGs4qyXO+Qe4YhvksN2Kz2EhH8vjsoo6oiMRoz21TsjbQczhQ9M0LCYjBgzkyjX+5Q8nafPY6PE7rhOtBgwGA+0eGydn42g6mBQDkUwFo2LAYzcxEHSSKpbBK+u9doTb9e2qVKBQkOxWZ+f2+9iazfR45Pc3GOTxVgGUW0nX70Q+voGPiyN8K5XERy1z96id71bsJPhwJ5nXJppoookmfqbwkUpZ/fN//s85evQobreb1tZWfuEXfoHJyckbtimXy3z5y18mGAzicrn40pe+RCQSuWGbpaUlXn75ZRwOB62trfzP//P/TL1ev2Gb119/nSNHjmC1WhkeHuZP//RP7/flNbEZDefx2DEpEzx8WJz2b34T/uAP4OpVcZCvXJHnf/iHosD2zDOS1bBY5DPd3ZIR83hE2dDjEUKwbx/s3i3Ouapel8guK2amO0dYPXiMxysxPjn3Pp+bepfR+CLL3jZ6U2E+M/UOj69O4C9lMera9VOOuEPXCdOu2CIvzJ7mqaWLeCoFlr1teEp5nNUSjnoVfznP2Z4x/vNjLzMX6MJdKdKejeOuFFl3hTjdM0ZBsTC+lmF6PcthNc1wOoxraZ5QeAlrtSx9wZKrdMVXCcbWMGLAajKSzFdYThaxmRRy5RrJfIVcuXa97C5ZrJIq1qjWNaxmI26bCYtJIVmocnkti90ipG4pWdzZb9VYZ3f4sBCkUGhDgtxqFYLldkv/s1thczbTaJTnqZQ8rlQ2BFBgg5x1d8savpUV+d/dLa/frGRO12VN0/T0xl/DEW48X1jYKFF8VLBd9qqrSwIKP/nJhxc9eVCIRh+t890OjeDD974n89Xc3Ebw4ZvflNfHxz/YNLyJe4utIj1NNNFEE48IPtLM1htvvMGXv/xljh49Sr1e53/73/43XnrpJSYmJnA6nQD87u/+Lt/73vf42te+htfr5e/9vb/HL/7iL3LixAkAVFXl5Zdfpr29nZMnTxIOh/n1X/91zGYz/+yf/TMA5ufnefnll/k7f+fv8Gd/9me89tpr/K2/9bfo6OjgM5/5zEd2/T9T2LqQ32aD//1/l7Vab7whBKq9XZzJTEbKwH7t16QvV2+vfMbtlm0iEdkum5U/g0HKCl96ScQYNklkG489w0LXCF6TDcPjT+OxOQidew9HJsuS0kna4bllLy4AVTFysu/gdcXCgsV+Q9aq8Vl3pUDJbMder96w9itYzOApF8jY3aQKNfL5MkPL59kXX0WvVtHhOvHbHZ0nY3Ox4O9k1R2iVNfQgWqhymtXI1hMRlRNvyFztRDPo+k6PocJs1HiJ2ajAa/dTKZUYz1TgSDkK/UPXNtNsTkztbgo32+xKETL4xGRi62RfZdLCFkDm7OZRqMQKJB1dvX6B0UebiZdfyvVvdtl4e6kBPFRwKOWuXvUznc73K5p+J1kXpu4O3xcyoObaKKJn0l8pNbhh1sarf7pn/4pra2tnDlzhmeffZZMJsOf/Mmf8JWvfIVPfvKTAPzH//gf2bNnD++++y5PPvkkP/rRj5iYmODHP/4xbW1tHDp0iP/j//g/+F/+l/+F3//938disfDv//2/Z2BggH/1r/4VAHv27OHtt9/mD/7gD5pk66NEICACGQ3HvVSSjNTQELz88kb5oK5LE+RSSf4aTnx3tzjt5bIY46UlIV/FIhw4ADYbrbUie306pzMlnK0uUoefYGxlku7wJOZ6lDkcxFraWd13BK1Qw6BuZEA250Jupli45m659nqWY0vjRF3+bdd+hQppMnaRn68ajLzasY9DBitjkVny18ibp5xnOBFjvG2YidZBVMWIcu08dCBZrBF0gtduoa7pJAtV0oUquUodi0nBYDCg6zo1VVQNFYMBu9lIuiQkxGW9w9u9QX5KJclITU5K5vHgwRsIjWYyE7N5KOnAC5+kd3e/KChuLoVLJuG3fkv2a7fLb79V5OF265S2w8fdEX7UStgetfPdKW7VNLzZ7+z+4+NA2ptooomfWTxUHkjmWvPVwDXH6syZM9RqNV588cXr2+zevZve3l7eeecdnnzySd555x32799PW1vb9W0+85nP8Fu/9VtcvnyZw4cP884779ywj8Y2f//v//1tz6NSqVCpVK4/z2azANRqNWoNJ+IjQuP4H/V53DPMz4szraqSFVlcFMGL118XB+3KFXm9u1uc/nxeHGqTScoRW1qECGSzEvlUVdi1C770JXGGJif5+XYDufUouYlleow1/NFVTIqOWauz11JioKXCrx+2sti5m788u8r7iylKdRWjATQdGvzLWyrQUstjUzQyLjfeXJyWWp6WWoH2Soq+UoKMz89EzwgzIcnGXe0ZIekLUjFZsRo30TejhQt9e2ip5mnPx7GVUnRWshjNRioOB0ej05yxmEg6vRjYIH7FShW32YDdYsSiKMSzFUzotHps5MtVSjrUVB1d1zEYDJiNBpRrpZGdHvOOxo2m6Swli1QnJvHXDPiff4E1XxvKd76N79xpHGYzit8Pmsb6aowf636WUhqDU+eZSlixHMrz84c62dPhkd+qVpP/7k3y+7XahtPUOKdgEF58ETo65PmRI/LYZtvYZjuYTPDkk+IILy9vrOvr6ZHXFeXWn3+YUa+LpP7c3MY1DAzIfTM/L8RlcFCI7T0klHc9z3xE5/tAkEpJ6WytJvNOLifP4/GNdaY/w7intqnRImIzaS+XxSY0+s6ZzXKPP0qkvYkb8LHzZ5q473iYxsydnINB1x+OxQyapvGFL3yBdDrN22+/DcBXvvIVfvM3f/MG4gNw7NgxXnjhBf7Fv/gX/O2//bdZXFzklVdeuf5+sVjE6XTy/e9/n8997nOMjIzwm7/5m/ze7/3e9W2+//3v8/LLL1MsFrFvWQ/y+7//+/zjf/yPP3COX/nKV3A0orNNNNFEE0000UQTTTTRxM8cisUiv/qrv0omk8Hj8dxy24cmtPjlL3+Z8fHx60Tro8Tv/d7v8Q/+wT+4/jybzdLT08NLL7102y/0fqNWq/Hqq6/y6U9/GrPZ/JGeyz3B/LyUqx0+LFHxH/9YJN5NJokWr65KhNNkkmjn6Cj83u/Jtv/m38CJE6KM19oq0WaHQyKfX/qSlBI2UC6jvX+G9E/epGIwoozsoqWSRynkZR3SsWMbGRVgYi3D//vHU9QiMZYMdnLlOvZcFnO9QtQdxKipPL1wnrHILAYdymYrCYeX3dEF+lNrzAR7eL9njBP9h66vA/OVcqTtG9mdodgSvzT+GpoOuqIQKGYxq1Wsag17vUbYHeBi+whne8aoGC2sekJgMIiqjQHMBgODIQdLyRJlVUOD6ykwXTZBB2yKzj95XONP5lzoihGn1YjHaqam6VTq0o9rMOTiQLeXV8bXSRWrtLptpEpVptfzlGt1XDYTx7wKR8+/QT2VohpsYXT6PHqhSHFwFzWbjYLHjyO8StloIaWCY/cov/QPfwPF8gDG6eQknD4Ne/bI38SEiK4cPSpj5n4imbz/zYU1TZQ3l5cl09fI3H3+8/elhO1DzzMP+HwfCFIpuY5N8wThsFzf3WS2HsS4eYC457apXIYzZ0S51u2WzHciIRnFAwfgscfku2/i4UcsJrb66afFTl/Dx86faeK+42EaM42qt53goSBbf+/v/T2++93v8uabb9Ld3X399fb2dqrVKul0Gp/Pd/31SCRCe3v79W3ee++9G/bXUCvcvM1WBcNIJILH4/lAVgvAarVibZQqbILZbP7If9wGHqZz+VAYGdl4bDZLGZnHI+tvDAYpCVMUIVB2u5CqRqbT75dSQptNyFcsJs7cpz4lr2ezG5LTZjM89yxtyYSsucglNtZcfPGLH3AAD/aF+F8fT3PpK+/yff8I5xULWaeXuqZRVQFMvNm5nwxWnlq6gEEzYDKUMJWKKOUyOcws2oO0JiLUjSZKRgtHli/zXu8+VEUhbfewag/wp/s/S2cmxl+58gamagmDrkG9Ttxip1o34M0kebL0Pgv+ThYdQVRFQUG+mpIO58MNhcHtS2kUAxivvTUdL1HRDGi6bB1yWzjc7cdqNnJ+JcurV2O4rCZ6/A4mInlWU2WqqoZJgVJRJRZfw2Q2E3/sOD81tvCe5uYXwxcxVcqEHQHWY0WG5peJukOc69/HtKmP0HyGz+zr2Pbc7ik6O0UgpaHgd/y4/LZ2u/z29wvRqAQH7vfC/WRSjlUuS1ltYz1doXBfHfa7nmc+ovO959gsW7/d79sQ77lT7GTcPKKS+ffMNpnN8Oyz8j0sLclYaszZzz778JL2R/R3u6+IxTbW3G3TLuRj48808cDwMIyZOzn+R0q2dF3nt3/7t/nmN7/J66+/zsDAwA3vP/bYY5jNZl577TW+9KUvATA5OcnS0hLHjx8H4Pjx4/zTf/pPiUajtF4zWq+++ioej4exsbHr23z/+9+/Yd+vvvrq9X008RBh80L006dljVZ3t2QoBgdlDVeDOKuqiGk4nRJJHx+XCd3pFPL1xhvSQHf3btn+DtXu9lBgNFDjqWNBTnt7eHs6zmwsz+W1DDUNqhYrE/17eHH5HGPhSVQdTLpG2B2iZjLzwtwZqkYTC/5Ooq4APZkIqbgbfzHHe737SDh9ZOxuclYHLYUDHFm9QkshRcVsJuxpYdHfgaNW/oBSoqeUJWPfWYZV12XdGYAG14mWDiTyVeYnFxnc3YfTZuLqeo5yTSNTqlGsqmi6jvWa8EZN1biKA1//YZxD/TiSRU527sU/Nsquy6fJhSOEcmnac3Gird1MDh8kWVb5k7fnAQPtXhtum4n+oFPEM+41tnPgH0Tj3we1cP9uxEM+Sjxq57sd7qcC3u3GTVN9T3A3CqUfJZq/m2CnQjk369PYRBMfM3ykZOvLX/4yX/nKV/jWt76F2+1mfX0dAK/Xi91ux+v18jf/5t/kH/yDf0AgEMDj8fDbv/3bHD9+nCeffBKAl156ibGxMX7t136Nf/kv/yXr6+v8o3/0j/jyl798PTv1d/7O3+Hf/tt/yz/8h/+Qv/E3/gY/+clP+OpXv8r3vve9j+zam7gFGgbWYhGSVSxKlmp0dCNbAVJK4nJJj629e+GnP90Q3KhWZaH+woIY5dbW2zuA2xgIpVSiO7lGd3eInz/kYCVv5lupFv7Tu0ukizWspTIRhw+vK4e1VsZcytGTixENduBRNMZdIVY9LQwlV7HXy+yNzBIqpKmaTEy2DlAyWnh+9n2CpQwRVwDdoNCbDtOdiVI025gN9nC6ZwzdIFHcYCHNsaXx62TNV8qSvgXxaigZbn0NwJ9Ps2tpnIV0kkhHH+WaSrGqYjIacF9TLlQMkkWzGBWSVhcXdDtP6Toum5R1GpJxjEuL+PM5HGjY6xV64iuMrk0TVWwUc0b+capIt9+J1aww3OriS0e62dflvVej5cHio1Lbu1WT44cRj9r5bod7SaTvdNw01fcEjxppb/5ugp225NgkbNZEEx9nfKRk69/9u38HwPPPP3/D6//xP/5H/vpf/+sA/MEf/AGKovClL32JSqXCZz7zGf7v//v/vr6t0Wjku9/9Lr/1W7/F8ePHcTqd/MZv/Ab/5J/8k+vbDAwM8L3vfY/f/d3f5f/6v/4vuru7+Q//4T80Zd8fVjQM7Oc//0EDu2fPxnYHDojyYFeXODP79km/rnxeHJtoVAzfu+/K5yoVKTVrlKo2HMBSSUo/vN5bGgjFYqF3eJjf/uxneX53G/+fV6fInAtTsTn51pFPsysX5aXFc3Svz5PJhlmz+2k3phmemMeg6aQcbsYis7Tm0wSKGVryKRJOH4+tXWHdHeL9rj2MxJcwaipmrY6vnLuhRxdAayFJTybCQkEigpuJ153AV8rSWkgyElugKxvhWyYHmsOHjqgZpoq1a0RLwWw0oOk6BnQShQpX17OYFAN2AwQvnqM9vEDO5SXjCTLucNEbWeKp93/MujvIaqibmLeVoMuCSVG4tJJhNVXidz61684I18NSmrNTJ8Juv3tHYrtr/agyd3eLR+184f4S6duNG7NZyqefekrWp97u2A/L/XC/sR1pdzofHif949rq4MPi496S42b4Wbkvm7hjfORlhLeDzWbjD//wD/nDP/zDm27T19f3gTLBrXj++ec5d+7cHZ9jEx8BdhoV3+zQqapksk6flrp+kEa64TB89ati7Pr6JEIaj2803zWb4Qc/kMdf+MKODcT+bh9//BtHWTjeSvj9NnSjwp5zMfymIPjArJmomOzkrE56VqbQNJ1QKYO1VqNgtmGt1xhKLHN49QquaomLbcOYNBVbvcJbg4eZDvTSnY3QmY2zd32WvE2uvSsTw14v05cK05mJcmB9ipLFxuuDj93emOs63ZkooXyKA2tTlCxWgqU0PZl15lavMhvsoW40seppBYMBVYdyTaOmatRFPZ5aReXcsrRoMCnw7d7HmTU4GCin0F1uolYPqapKFRMXWoeY6BqhUtNZSRXpCzoZbnEyEyvwF2dXGevw7Kyk8GEqzdmJE9Hff/fruB6ma/1Zw/1skH27cbNvn5TIvfLK7Y+dTP7sjJGtpD0alVLyh+W6f9aaqt8JdtKb7iGQ775naM7dTdwCP2N3fxOPBO4mKm4ywfPPi+G7dEmeu1xCsFZX5bHXK1muUgl+/udlQgyH5TMgJYutrTtuXqooBgaHuxmcGYcTb8H8jBDF556j88IFnphcpFQoE/GGsJRKBEoZdMVA3WBC0TX60mEirhBvdI/hK+fpDE+iAqrByIq/ncVgF52ZCM/NneH44kWMWp2IK8S6J8jB1UnaCgkCxSyqorDsa0M1KNSNJlaukaWtMOoau6ILvDhzisHkKsu+NgpmGy35FC9ffZtVTwurnlZO9h9kydcBBgM6XCdaW1HXYNHuZ2nXcT4z+Q7diRgtaoye1Dqne/ZzoX8vVc2AWte4Es6xli4TdFlo99iYjuZYSBQYbHHdfjx81KU5W6OVt3MiLl3aOF+j8c4inR/1tf4s435H4281bl54QZ6/956otrW33/zYdztGPg5R94ft/vhZzeDsFI/amrsPg4dtbDbxUOFndAZo4mMJtxt+53fgX/0rOHdOoma6LuIZXV2SISsU4I/+SAzh/v0iD762Jp9/6y0xBMWiRE+NxpsbiIbj0jC2ui6qiD090NKCphiZShmI2kJ01/LUc3ly6+u0xFYpmaxUFSMlu5dLHcNk3H4UoxGtVmaqY4jTLUPXxTDWvG1MtA3y1MIFAsUcVZMFu1rBUy5gVuuMtw1RMNt5cfrUdTGOsDuEajBufC/XMsjdmShhdxB7rUywmMas1om6AmStDlrySYpmG1mri6HECqvethv3cQt4ygWCxQymehUDOoF8mq5kGEsuT+la+aOq6WTLNVRdp1Cu43NayJXr2+/wYSrNuVm0crMTEQrJ2sBsVhznxUU53zNn5LPHjonzvN35PkzX+rBhMzl4UERhJ9H4D4PbOZ+jo/Dtb4vAT+PYPT3yt7Ii+7ibMfKoRt0fhfujWLy/Y+ZRxqO25u5O8CiMzSYeGjTJVhMfL1Qq4pQ5HDIZrq5KxGnPHnF4//IvxTFeX4fvfEeImMsl6wB+8AMp47FapZfOr/6qrAvbaiA2Oy6NzMXLL0sZyTVjm4xnuOTtotS/C2VpguLgCK3+GXS7ES2WJFjOk7W7OWqrUHeUiZcqLPpbWNh9GEdNpTO6RksijFFT2bc+A+iYtDqOahlLvUqokGHF18r5zlH85RzOaukDqoUNGHVJTX1i/iymUpmZQA+2WoXB5BoWtUbNaCJlczMX6GK8fde2+7gpdJ2967N4Knnm/J1Y6zV6XOt4ynkOrk2x5G+/XppYU6FYrVOpqZTqKkvJwvYKhQ9Tac7NopWbnYjRURkTp08L4Wprk/M9dw6mpqTX1HPPbX++W6+1WGyWIcGN9xg8WKJwP6Pxt3M+p6ZkvPX0iPpqJiNz1alTG8I/cOdj5FGNuj9Mc8F2aIzTAwc+XhmcexXcuBuhnEclA/uwj80mHio0R0ATHy+sr4uRczjkr1yWhrevvCJrHbJZyUTouhjCSkUmwv5+IU6hkJQjHjy40cdrq4FoOC6hkEQzn3tO9hGNSuPTkRGqi+v4IglKYweYPvQU1lIBX3ydpc/8IpGpBY6deQ1fuUCllCfV209XsUi5kqOeTOEL+HmqsMLYlbfpTEcJFDPEXAEsao2h5AolkwVntYyCzmBylbrRxJq75QbVws0Q4qRypWWQkbVpNJOFuNNPWz6JSddQDUZqRjNpm/um+7gZgsU0gVIGs1qjP72ODpzu2Ut/ao3Da1cZSi7fkG2r1kUfsVzT+P1vT9AbcHCo13ejQuG1bKHmcpM8cYqixY7FaKc1EJQm1PezNGen0crW1hudiL/7d+F735MyMFWVcVetCpl3uyW6OT//wUjn5jKkt98Wh3poSMbWz3IZ0mZyAA+WKNzPaPxW5/PYMRlz+byMtbNnZfx0dEjm3WaDuTkRzujs3Hmp2scl6v6wl+k1xqnJ9PHJ4NzLLOidLgl4lDKwD/vYbOKhQnMUNPHxQigkDkouJ8bvwAEhVJcvy1oIt3uDWKXTMjEWi2I0vV5plvnFLwqJ+slPZNJvLORdXRUC1nBczp7dcMwcDjmOzQZPP43B5KDz3f9KIh4hduBx2ucniXf0UnZ56XKaKdvcqChEO4co9AzjVKw4FxYY0vLkPZ2Mjx0nUjfx+TM/oKWUwWg0kLO7SNndRJxB7GoFq6ZiAKz1KqEtqoWNXlqbcbZ7FE82xYH1KXzlHEWLnaTdw2ywm9H4Ej3p9Rv2cTtZ+YHEMruji5zt2kPUFWQsOkvBYidjd7Ost98y2+YrZSlbfCwnC6SLVdZmVvjyf/cEB7p9AIwnq3wjE8C3ouKNz6Bbl+mwGRg7tpfeT3wCDQMLsTy5cv22/bu0WJwFbDvadsfRys9+9oPruL7wBSFMp06JA1uvi1qm1SpZ05tFOhula6dPS6nY1asyjh+lMqSt0eg7jU5vJge6Lvfq8rKU9uq6PD55Ur4rg0HIyaFDNycKHyY6fj9l67c6n6oqc83mzOYLL8jjV16RMdPWJsdvBHd2Uqr2cYq63+/SzjvBzUhsJiP3ut8vDXyPHXv0Wh008FFmQR+1DOzDNDabeKjxkM+yTTRxh2hthV//dRHCWFkRcrV3L/z4x5J18Plkm3h8I5PV3i6TYiolhjSdvjF7FYlsKIC1tQmhCgalTGx9XYzrgQNyrEgEMhnaRgeZag2RypUxqHW8yQjB9SVMtRoaMN8zQCCTwJ1J4n7zx6RaO+ht9/DJz+/F4XFSKNiI736GSvwyxtQq/nyavMlCyeZh3dtCNNBGyh3gYqifUDbBSGyJUCF9nShthq+UAxx4ykWCxQxVxcSivxNbbYFVbxtfPfgZ9kTn6ElHr+9jaz+vrQgW0nxq+j1c1SILwU5O94wRKGbozMWw1GtY1doN2bbNxK2x79O9+0i5fIRW5rHHF/n9TJH//q88jstq4utnV6lF43y2ksNtMRD3eIivrfLmiQkCoxOczhqYieap1LRb9u+6cmGGS1/5Nm+07yFm9924ra3+QYf8w0Qr5+fF6fJ4xCkrFoVw2e3yfOtnNztu6bRkYEslOU6lIlnYoSHJsj7M2Yet0ei7iU5vJgelkpTTVSrw/e/LtXu9ovCYTst3WijIvbhdU9Q7Pf5WYvYgZeu3jrdQSMrQYrEbx5vdLnPQTkvVPm5R94dFaOFmJDYS2egN2SCx97PVwb0stfsos6ANRerZWbHHj2IGNp2W7LOqfjxKSJu4L3hEZtommrgDdHVJduqb39yINnV2ysRntYpRSSZloj92TJQJNQ2+/nVRkjt1Spy5zdkru13IWz4vjks0KhEsp1P+Ly7K+5UKtLejKAp7nQYiq5O8ORFgzduKsVTEHo8S0c3Q08IzTw7hTMSoVGpw7ADti9MoHiOE58XYpNNoSppKi4tKuUamWCGUCVOx2Hht7yeY7xxC02Hd3ULYFaRskibeJgPUdckemTSNJ8JXgKNCtExmfjJ8jKpiQtE0Yq4AzmqZnw4/QVsufn0fm/t5XSdbuk53NopJrTOUWGZPbJ6S2UZfKoypXmckvoi9XmEy1Ic7V7jeI8ykqTcQt8371oFnJk/hrhaZ9Hbwe39hwWY2YQCeqcWpmUwsjBxlvWcI18wkXL7Md//yPfIDu/A7zPTqRSo2/7b9u8ZXM/zFd95jYGqWHl8Xzp4uSlWVSysZsour/I55jb4v/twHHfK7jVZOTMj4+MIXZJvTp2Ufa2uidLn1s5sdt+VlMc5PPSUOWzgs46m1VWTBH2aneGs0+m6i01vJwRNPSPDj4kV5v+HQqqrcy40gx3Zk606O/yDLlm7mIO90vO2kvHHzMT5OUfebXfvkJBw//uDO42Egsfd6zN4qC3rxomTr7lcWVFXl/yuvyPjcfOxHJQM7MSFk6+d/Xu6rR7mEtIn7hod09DbRxIfE1kjopUuSKThwAJ58UqJo0aisz3ruOYmWv/OOEK7GmglFEbIVj4sRyuXE8JTLsn9FkeibpklErrE+55VXwGAgZLXyufUYbVqJ9bqBuY4hnA4/o2qWfS0aXZko6DUwqrAyJxH9hQVxEldWIBpFsZix79mNva+PWjTF/JUVVmxBqgYjlbqGUZGCwYhb+oYpBnBYTbgzKQ4vXSRpc9OVjQKQcHh5c+AwcU+I0cgcGbuHmVAPcacPdB2zpmIvZfGXsvQn16738yqZrKDrtOaTDCZX6cpG6crGCBVSzAa6Obg2yfPF9wgUs7zbt58fDz/BUHKFkbhk2yxqlX2RGaomE7PBHvoTq7Tl4xxdvkxNMfL4ymXKFjt9yTU5FlA3mnjbbOe8dZhCJYRjqUDd2IGlzUBes1CM5Oiu5eleHmdpzxECfV2spUv80euz/E+jFrqdZn765iz2xXk6zCqG5CqmdSc6Ot46JFeiXAxfouvxg5haWz/oCG8dP2trktHcHK3cGhFOp0XYQFXF+JpM4iho2vaRzs2OW7EoxGFkREiE2y1Bg+PHHz4nY+t1T03J99NQ87x6VUpup6fvLDq9lRx4POJggwRHZmcl8+PxCDltRL91XY7beq3lwZ1Exx9U2dJ2ojqbsZPMze3KG7dzwh+WjNCHxXbXbrOJ4ufQ0IMtOfuoSey9HrM3I5ArK3KfHz4s79+Peaixz4MH4cKFRzMDq2lyzh0d26/xbqIJmmSriY8rtkZCy2VxqD/9afj852Xx+YkT4oCATOa9vRt9bCoVcRiTyY01WwaDkDaXSwx9rSZ1+m63OHVHj4oz04jGt7Tg1nU+0WIiY7QS+fxTBC+cJhjPoBivRRPDYTnP3l5RHzt1Cl5/XfZjs4kD3t0NNhstTzxB+5d3c/Knl6mljehAVdUwGgwMGYoE+zopVuq0ptbZV1uhMz3PksmNTZWI4f7UMmq5QjW1RqCcxVkv466WCJSyhAopjqxexVUpYNFUdGDZ20ZvKkxfKkzNoOCuFimbrPhKOVyVIqueFpzVMi35NK5qnkvtu/hvBz9L0WIn4fQxr9Zw1Er0ptbpzEZpKaRI2sZxVwt4SwVGowt4y3nstQrzwU4Or01yaG2SisnC+c4R3hx8nIxihFKddKku69Cc4qQaVB1HIkJ7co3ZcAcn6jbMJoXVeI6OE5fZU4jgyRTpsZtJtnUTWF8ieOUiqXKdmquFqtnBSjzBf/2z1/jEaoKhhQnJKj12rTn05vHT0rLhVG2OVm4XET54UH7/pSX53fbtk9/w6tXtI51bHbeVlQ3H7YtffDizD1uvW1XlO3vlFSn7M5nEAZ6ZEdJ5J9HpBjkol4UwrayIM2M2y/34k59I1rmnB95/X45hMsn94vVuRMpvFh03Gj+akqntRHVupm55s6zV7cobt3PCPy7S2zc713hcrvtBr+95kCT2QZT5bZ2H4nEpxbfZZL/3mzgcPy72+VHIwG79PaJR+f63/h7bZd2buHs8KiqVN0GTbDXx8cTWSOgv/qJEyQYHN6JPnZ1Cnl59VbY5d06Mi80mWaZUSsrCbDZZ62UwSHbM6RQHxumUTJfbLcYpmRTHsFKRbYtFKBZR4nH8pRL+c2/LRN3WJpm0tjY5hssl/19/XfZnNMq+LRZ5fWxMyqZsNna/8AL/a38bv6xbubqeI5Yr01XNc+D8W7Q+1sdM3sTVr0/gPXcaXzJCmzdEetcYAP88+S5arsCiamHS4mMy1MlwPsr+cgzFauGy08eKr43R2AJlq52yy0vWoOOsFBlvGWIy1Mvu+BJVkxndYMCs1jHqdey1Mlmbm//foc9StDowaiq7Yov0p9awqHV04N3eA+xdn2E4uYqzmqdmMGPUNUyayoK/g4zVRVc6ihGV8x2jnOrZj7tSuEGgQ9d1xqJzFM02jAr0JNagUKQtukJCN2E2GlDMFqb3HiV55SItsSvoAQ8Gl5dyoYw7Oo1iMBEyWgnUiqz52+mdmWXu8hlCWgqvwSBjJJO5cfxcuCAO/d698jpsTPzbRYT7+iT78vzzG+ttbuWwfJTZh7sxYNtFwnftkvE6PS2Pjx6Ve+VOo9MNcvDcc7LGsuE8Dg/L2soLFzbWtjmd8n0ND8Mzz8i9fLvSrnr9wQhH3MxB3iyqc+DAhoN8N6IcO3HCKxV46SXZ1073+6DRGDO3w8OksPggSeyDEjtJpaS/ZEM4amVFbNPFi/If7t/325jzHoUM7MdJfOZ+4H6Qos1Ze7//3u77AeFncCQ08TOBrRN0IPDB11paJHp38aJMmgaDGJJz5+R5tSoGXlU3jEBDDn5kRDJk7e1SPvWnfyoOjNkszmC1KhOwokhNd0Ms4fnnxUBPTYmxHhqSkqjz54VQuVxyDtXqhsCHxSKRvkoFJiZQwmGGn3uO4QPXImc//SmcPgGlDCMOB8PtJrIj7WhpB4NqHYs1ww8Bv9eJ+YVP0JpMMbq0yvRQD7OrLmrpLNOdw0R6RlkuqLRfLNKZidFaTVGtlll2t3BpYC8qCu/Zx+jNrNNayoJap2i2gcGARavRlY2z5mtHVYyc7DtIweK4rlCYdHgZ79iFu1ok7A5SU0x05mKUTRbiLv814qYy0TbEf3rs83Tk4uyOLt4g0NGaT/LyxFuULFY0kxkNWPS20ZFYozOxhkmrM9U+xFx7J/X9j6NGozhjSbqMGuuJDBM9+8n5WxiJzGGuVbHWqjhNOno6w5zTxsFAEOX99yW7ODAAu3ejTU4RO3MRPZyAUITW3jjK1JSUL/3SL4mTvLWkSFUlo7U5Kmuz3dxpiETEgXzQ2YcPs/Zju1Kq1la59tZWKYW8m+j0ZtLR1ycZrMuXJdjR1yfbxONyX7S3y+vlstxbOyntelBrbhoO2fS0/I6a9kFRnfV1ObcGGd/6W99OYGGnTt++fXe23weJy5fhT/4E/ubflLF/KzxIJ/d2DuP9VKzcigcxZnVdMsVTU3KvlMtiy8xmEaYZH5dra6gs3msSEY0+OhnYh2Hd3sOK+7UGdnPWvkm2mmjiEYPNBn//78N/+S8yQXi9G1msRgbKbhcjlM+LMa/X5Yb/a39NShFBDIPHIyVo+/ZJNO7cOSFYRuPGf1UVB+vrXxdDbjZLpHZmRkqkajWZUNJpycAtLMh+v/tdmbhHR2W7+XkhfI1o8Jkz4rwpCrS0oCwt4RsdlujgwgK1Ukm2Cwbhl38Z5StfwZeIcLSrjcd2BYn6hznwqZ/D7bBQXo9xae6nRFJ1VrHSoeVoLWcJ1sukbS7cxSzd6TCWapGlQBcGxYCzWsZaq7E3MkvM5cekgG628H73HoLFDB3XFAo7sjFChTQr3jbmgj20TCfoKmbQDAYyNjcls42Uw01HLnGD0mGDbAVLGQoWO1G3D0+1TP6azLxR1+hNrVEzWrgS6iNVrKGm1xgrZagUikwVfRhzBaxWndf7DmFMxDm+dJbBShGHXiNnc/Ld7r04zkwwevo9cZC7u1l7/yKXl5LEC1USDj/BH7xL6M2zHLTVaa3kZO1fW9vtM1O3M0CKIo5Gf/+Drfn/sGs/tl53OCzj0+GQ7+VuotObt2sI3YAQqOlpKSH0+eDIETnW7KzcR6OjG73ubhcdfxBrbhoOmd0Of/7nkuVrnFtbm/zesZiUXt4tQfg4OH2XL0uJ7eXLtydbD+p6d+IwbidIcj9J7P0es6oqlRk9PXJNyaTYsnxexmkyKfNSo6fkvcbWvoUPYwZ2Mz7qdXv3Cvc6C3U7m7LT490qi91Yx7u0JH7Sw6pSuQUP8SzcRBMPAIEAfPnLGwvuDQZxeDs74emnN3r6NCRql5bkpp+eFmIG4syNjMh6DIsF/sbfkGjt7OzG2qvubnEOrlyRfScSGxLzpZJ81uEQoYGGsmG9Lp9JJOTxD34g2xkMQvCMRnE0Ewk55/FxiUxeviwZsmBQznV4WM5zclKI2yaJcSWdpr01R3tqCXoPQnyZ3U/v4pTjEyyWvGTPvYcnHqGnlkXz+9lVLFNy+Zjq2YPT76UzH0Mtmplw9eCvFvi56XdQzRbmfR1k2s20VTJY61WSDi8d2Ri+cp5VTwvv9O7n2NIlNEOUiDNI2BOkLZ8mlE/z1MIFUTo0WTmycoVAIQ1AfyqMWatTsDhxVCv0pNZozSVAh45sglVvK+5ynpWqRns8TlI1Mtm9n+lQHyPGILsTS/QkV/EUsqy5QySddfbHF3DWylhyGd6fU2ix5gi0tLA8epBXphJ4IwlsXi9tdgVrGTLrCd5xWHmyK0BbgwzPzKBls6wdepJE/zCqZZzg4jTKlTm6jvtRbmeAymUZJ5vXntwPx+1OyrB2gq2lVN/5jozbvXsl63svotObCZ3BINfQyP7abJLVNRjkGtbWZPs9e+DFF+XYNzv+gyjdtNulZ1YkIutDo1G5Z3t7JaNdKHx4gvCoOX2aJv3SGgGghvLre+9tRKztdlk/ud25P4jr3WkQ4kE34L2fY9Zkgl/4BbFNZ8/K91itij2r1UQk47d/W+xMA/fSUff7Ze7ZjIcpA7sdHnXxmbsZv1t/8zuxKbHYzo93qyz2/LwEmicmZL8PczBpEx6Ns2yiifuJxUWJkpfLckM3+iXt3i0T0tiYZK3CYXEKQP6fOSOTQiAgwgiNcpZaTRzCfftk8kmnxbkwmYS47dsnpKtROlariROyuirO69qaRBLrdZncbDaZ0OfmpK6+tVXIYSwmjmZLi5zf3JwQqUJBSJrLJWSgUW+/vg5f+Yrsb/duOe7cnBy3ITHe1oby2c9wvKuLJyauENVCpHse5+f7e9H8AcqRQeLRA5xdTBO/Okl9YZKKvYUFsxunWsVcLjHeMsBkz27akmEc1RLzgU7mfV30J1YIFTPY6jVGYotEXAHWPCESNi9Vk5neTITe9DpDiRW8lRxz/k6eWjjPz119G81gYM3Twumevexfm2QwtYarUmLF1ypS9MlVNEW5rp7YloszHezhYscIGAxc6Bxl3R2kIxunYjLz5uBjTAd7+Otnvs1zC+d4auZ9jFYLs6Eg7t/4Ra6+PYExmacjl4BiGiWxhj0Zp2y1c8XSx0klyM/PzKLMzhJO5HinbOfP7AZWzlylUjdwJAyB2Hn6xqN8gRh9mw3Qh1HP+zC4kzKsnWBrKdVLL8nnN6+L/LDR6c2ErqNDMlg//akEHvz+DRWw2Vn5DkHuM5vt1sd/EGtuEgn5/TIZ+Y6MRrnf5uflnty9+94QhPvl9DUcq3vpVFer8KMf3Vi6PTIi8+HEhIzBAwfg8cc3gllbca+v927Xgj3oBrz3e8w2iOz8vHyf9brcxw6HBPkqlQ2y9aCJ5sOIR1185k7H73a/+Z3YlDs53q2y2Pm8bPP8848M0YIm2WqiCTH0drs4iy+/LBH6EyfEyahUZEKdm5NtX3xRjLGui5GvViVKvbmcpb1djFN/P/y3/7ZBgKJRIV3r6xuG/eBByQaEw0L2lpfFsHd3C5lKp6W80W6XiatUkuO1tEh5o8Egjls0KkSsWBSD2NYm+ygURDig0efp0iVx+hpqb2aziAt84QsycTWMRDSK8r3v0p7L0X70AIxey3a0uuFqhWcTMyz9+kvoJxyoC4tYl/NYVYi09zLfcxiDDvman5jDR0cuTm9qnbLNzk+HHsdTKXB4bRJNUcjY3HireQo4SNq9+EpZXNUqq54WHLUqBk3HqKkUbU4utu+irpjoysaw18pEXD5yFgfDyRUc1RImtc7BtUmeXLhASyHFKyPHudSxC9VgBCDiDlE2WSlabEy19OMt5cjYPJxrH8GgaQyl18inS7zx1iK5tI4/X2FOtZAzu4g4QhxIFnFn8kS8CuPJOkMBKyFDjT8zdnOie5BCNIFqc+M2GnDlUrQvXsZ8WeOEzYLhmTF6GwbIaNy5et69NCZ3UobVGJ+3wk7WRX7Y6PRWQtfTI0GBq1fluxoc3L4JcON7u9nx78Wam1uRkIZj0tEh88fRo+KIqarMGYnEvYuC3w+nr3H+Y2NCgm7lVN8JGduudLu9XRz7TEaO82u/dnOiBff+enfqMHZ1bZR7w4MX6HgQ68QaDXpBslmNyg5VvfH7fdBE82HEg1y3dy/wYQVmtvvNb2VTslm5t/v65HN3erxbZbHh1nPEQ4gm2WqiiT174O/+XYmmgizWPnhQIuednZLF2jyRDA6KY/fiizIBRSI3SnY/95xMDIuLYrx6e8WIv/uuOBSvvipOQjgMf/zHMjE5HLJdOCznEArJ8RcW5LNtbbJdKiWEbGlJziefF4dAVWXfiiIkr1aT45tM4tyDRIISCTnfen2jT1hfn0yCp07J58xm2ebCBSFyjckxlZLrPnMGJZ+nv70dtCKax8zF1gDFuUX63EWOB01cLhtJEOAHu59hbHWavdFZTF43aasH69oCzmqRmUAvOuAv50gbTZjVOlmrE5OuAQaMeh2LVuNE3yEW/O20lLK0J5bxlvOkbG4mWwboyUSoKSautPajoNOTiuCrZKkqZpaviXWANHhO2z2YNJWh+AoJhw9fKUfVZOatgcOc69zNr5/9Lnui85hmpjHaXKQNFtZ83Uy29DMV6uOSp5MvTfyUQDpGUYUfJzRM/X2cGhvDkkgwOnOW6d2PEbV5eXfgEOWqSl9mnRXFzPjFNL/Sb2OfV0E5fBj270e7eInkiVMULXYsRjutgSBKIX9/19rcyzKsa062puksJArkynXcNhP9QSeKco+cze2c50b2rNG0PJHYaN2w02u4nYz67XC7yH7DMWk4ZNms3Le/8Rsb9/Xy8u0Jwk6IzP1w+hrnr+sbvf+2u867UQnbWrpdKskYHB6W12837u/19e40CNEo3/6oVOg+7JjdCSIRsT1//a9LCWyDyA4MyFwxPS3bbXacK5WNMsAHoQT5sOBB/B73EncqMHMn5Gw7m9LVJffka6/d/f2yXRY7FpMg1iOGJtlqoomhoQ++1iBecHPndP9+ibBvLWdRFJloGov3G0p0TqcY77U1mcCMRnGm2tpk0jl4UJyWr35V9jU0JJNbpSIOwIULcuyzZzeEAmKxGxUTLRY5V5dLnKTu7g258slJWdPVKH3MZuW8L1+Wsp7x8Q3Z+0bvIr9fSOI3vylR3YYkfWvrdREQZdcu9j3Zzdd/egXv/DTBfIqD/cOU1qNctvmZdx+iq56jLR2jvVxmrLAOdZVq3oG5VmHF28ZoZI7+1Bog5Cvm9FNTjLgqRXzlLLtjFZzVErqiYNI1yiYbGZsTV8WNo1rCrKlYa2VstQpJu48lXxtthRT9yVV8pSz7IrP8YORpWospejIRFgqdrLlbuNQ2xEByjbZ8kpzVxYq3jYgzgLeSp66YONe5m+kWyerNBbpZdYVwaVWKNgeeXIz03Ap0pjFG1+nPRomk4lz12vEVCjjqVbImK55yntJqhVfCGqd3D/HElw5ASeEbmQC+FRVvfAbdukyHzcDYsb303oPSslsSoHtRhnXNyb4ycpivLlWYieap1DSsZoXhVhdfOtLNvi7vh7qGW6JxDYnERpZwa9Pp+4mtUd6bOSYNxyCflyzR0aPijO7aJffTrQjCTku17oXT1zj/alXOa3xcyFBjnLz1lpQ2d3XJ/d9wqu9WJWxz6XZHh+xjdVVe324+vtfXuxU7DUI86oIkt0NbG3zpSx8ksmazOM2RyI2O84ULYhtGRyUT1nCcH/GeSB9L3KnAzJ2Qs80CQA2bkkhIxYzHc/f3y3ZZ7ImJ+/s93Sc8wrNCE008INzMOZ2evnU5y+7d0kT5wgUx4Hv3yoSztiZZIq9XjNonPiH7OHZMiM7ZszIZNQiN3b6xNkvTxAnQddmH3S5Rpv5+mdwWFoTEmUwyEY6OymdgY1F6b69k82o1OU5jLVm5LNcTDst+BwdlEp2akv0WChu9xbq6ZBKu1aBUYuSYjS/8zS/wo59eYCVTpz6/wsH5C/Q/9Qk+d6gfaueYmc6wYPNTVKq4SzmeVlN0OjVqY8OUTE6UggHKZeyGOtNuH8ZqFR0DQ4lVjLpKXTFxuW2Q97vGGE4sM5RYpaWQoisTwaRrGDUVRdcpWWysu0PSkDm5Rm86jL+UI+IKYtJU7PXy9bVdXdko+yIzqIpC1WTmlZHjxJwBWgtJRuJLaIYN0hMqpIk7/ZwI9TIb7OXpxfMMJZZxXjiHSy2jFQp4VhfpqsJwYpkDyxMUzFYMRiOpQBfBQpLo7DL/7CvvkLW7cRWz/EI5i9tiIO7xEF9b5Y0TE3TtnSTY24HTakTTdWaiBUBnpM3NYMh126zR+GqGb5xduTkBulkZ1uQk2hNPspAokCmUASFt2yIcJnz+Cl+brHEp2E+H147da6RUVbm0kmE1VeJ3PrXr7gjXThy1xjXs3i1js79fHIL7tV7idlHeel2EH7LZjW22c0xU9fYljg3cq1KtnXyfDcdqclL+x+MyBzTu+cVFWaO6d6/c/089JddxtyphNyvdvnLl9mTrfmEnQYhHTZDkTnEzIhuNih0ZGJD7reE4LyzImO/sFEe+oQj6s76eazO2u/8+KjJ6J+P3TsjZzWxKNvvh7pftstgdHeIXPWJokq0mmrgdbjaRwK3LWVpbRSJ+eFjWKKRSGw2RTSZxWrxeMWCNiWdhQZ7v2yeTSmfndUeY7m5x2ubnb4yIN9ZtNSTmQSbEel0muCeekNeOHxenqa9PsmKN8qu5OdlHb684Fg2J+9lZmRyj0Y2eK7mcTLiTkzJp2u3i6D73HPvcbsZ+/QUWEgVqZ88Ryqv4u1UUUxkGWtnz8gsstvejvn0C7/QVgj/8NspaGqo5cLnQDu6iNDWNIa/yZLebM4sp8jYns/5uTFqN3Ykl7PUqJ/v2UDcaMNc1akYzSZePqWAfrfk4fal1SkYLvnIOVTHiqBax1yq4qkU+N3mCiNOPpig8M3+WQ6uT+ItprGqdOX8n84FOFF3jU7On+MHI06y7g5RN1utfc9zp482Bw0TcIYyaSk0xYlZrHFq7SslkIalY2bN0hbGlK/iLaYLFLEmHh7TdzaozQNXhwJHLUL08wWT3GEcK66wUNXJDB4j3D+N0XsU+dZXvfPUk+cFdxHIVClUVA2BUDLhsJh7vC/C3nx1krMMjpKhUI1uq4bGb8drNFCp1/s1PZqhGYvi62rclQGMtrSw//gxpfyvuok7vY0cJFzWiPzzBty+VmFOcqGqdv9oO//KVSb74WC/7Oj03kA1taorJuXXsbiNP+NwYkgZUk4l0SyfDrS5monn+4uwqYx2eD5LDnax1ajhqN1O/yuclO9QoiW30qsrn5R76KMRFenrktUuX7i6Kez+a9u7U8d3sWGnaRpN2p1PeGxgQAnL4sJCQV17ZuUrYdr/3rUq3Pwo01tDtZC3Yo65CdzdotHV48UUJFs7MSOZzfl4yyh6PlNKDjNu5uYdzPdeDJjnb3X/3QgXww+BOxu9OydmtSns/zP2y3ftNstVEEx9T3GoiuZ0ggN0u5YYmkzgvlYo89vlEWr6hTtaYeDYfKxoVZ+dXfxVOn5YM2fKyTHaNtVYNohSJyH5go8wvm5UypkOH5PWpKSFGXq8YzOlpcQZXVsTBGxoSx7BclolVVcUB1HVxwtxumVxXVsQhM5nkGn7rt66XLSq1GoMAuQiUsvDd70j0etculLZWBmJLkFwBq0EcSYNBoue1Gkq5jNOkgKLTW86Q6/ZzPmyhvRBDQ8FXyjISX8Co1mktJFj2tjPeOsBSoJNTvQc4tnSR3zzzHaomM13pdfyVPEWznZlgD2ueFkbiS1irVVy1ItZ6lbzNSdgV4kz3GMFSltBqFn8xQ6CU5Vznbi63D9/wU2bsbjK4AT7QuLlkstKRi9OZa4h3hHir/xCj8UWGEytoBoVTvfuZbRlkT3SeBW8HKw4va217CRPEsJijbuyirdtKBSuFaA5VAx0IVXLofj+ZYo1XJ9a5uJxif7ePlVSJtXSJcl3FpBjw281UNJ1gIc2noldZsD9OMRDCbTVdJ0B//OYcXWqRSxUTlVqCqqqSK9fpXZ5m3+WrXBpwsD4wyq4WIfMTaxmW09P8znMD7LtGNtRSmUtrWd7DS0d8DdfbEapGE8nOPrKBVjSTmQ6vnelojoVEgcEW18aXuNO1To33Poz61VZic6cOy+btM5mdRXmtVgmq3E0U93407d0uO3az72GzY6UoMl811E9bW2XueOEFua6t61hvphJ2s9/7dqXbd4O7dUgb53jgwM7Wgj0oJcuPsgzvZsT/3DkpKQ2HZc6v1cSBPnFCbJTZLGPBbH5wwiE7xUeRcdvu/rsXKoAfBncyfhuKqlvJ0tzcjWTpVqW9V67ceLwTJ8SHeFRUG+8RmmSriSZuhw+7RmB6ekNFMBCQchybDT77WTFg8/MbE8/mY21eZK+qcsxUSpyaalX24XJtlP6VyzIxNrJl4bBkoH70Iym3+u53pfxnZUWcwe5umTx7ezdENspl2b/RKMbAbpeJ1mDYWM+laXLcri5xMFV1e0fR44F33pH3+vpk0l1YkDVgpZI4c4cOybUvLEiGwue7Lku/Nx2mo5QhHU2x5gqSsnswqiqPrV7GWatirdf5i32fYrJtEICi1Y6OgZrRzIWuUQ6uXsVXLqAaFM537cZdKdCaTzEb7Mak1rGqdS61D4HBgFHXsNfKFCwOakYTPZkIBYs4WXWjiRVP6wcchYrZyumeMQLFDJ25GCmbG6/NTUjTCHtCVM0WakYTBl0jb3GQtThoz8UZSK5yuW2IK85BcNjxFUS8A2DdHZKdq/IvVEjz2NI47/Xuo+j0oQMLyRLLqRJOqwkNqNVVanWdREEcI1d0lcL8DLOql+UeA0GXhYGgSDZfODtFMHKFrmNPEU9kWI5k0Ooatug8xlKRttgKGcVEbFWBT7dgNMBausQ3Lqwz9qlPcjJSYfzN11mpmVi3uomXTbhyZea6epi2D2FcSNMXcNLutVHOqFxdz22sG6P8wZ5j2zl1sRh8+9syRi9dkoDD5z4n3//dNraNRtFef52lfUfJ13UcHa23FvLY7ODAxuObRXnHxuReSSbvPop7L5r23i47lkjI/PNLv7SxlnMzGlHoTEbux3JZ7uet17FTlbAHpVr3YRzSzec4Onrje9vN8x9WoON2ROphKMO7GfG/eFF+61BIbEB7u4zNeFyCZm1tkuHt7n5wwiE7xYMYi9vdf4WClBhHo/LazIy89mFUAD8Mthu/DQXjzbh6VebfhqJqgyy9+abMzxMTomR8J8drzC2PPbb9/PMxRpNsNdHEg8ChQ+KgdHSIIzU1Jcb5k5/cWCh/q2hisSifTaWEMEWjQlA8HolCN8iQzydk6MQJMWx9fZLFAtm33y+kr7tbmlg+/jj88Idi/M+cEeKjKFK++LnPicH/D/9ho9FyuSxO5OioOFdG4wZR/OQnhaiNj8vkXSjI+ysrsr+VFSFc6bRcj9sthrqxndMp1+D1ynOjkYDDga1WIVOpU1UMFB0e/GqZjNmGuV7l2NI4oWIaTTGxLz5P1WRi2dfOpbZh8mYbL189weHwJFa1RqiYoWS2cbFjF/2JFVqLWVrzSVoLKVoLSYpmO1db+ln1tsh6r1SYqtHEgr+TsDt0XUJ+MzzlAsFiBku9yrqnhWi1yEAqzGMrl6kazZg0lbjDR6iQ4m+/9w3KZhs6BvqTq5TM1hvEOxKuD5ZQtRSS1wU9Ek7f9ddVHbLlujzRdbqzUUyqPO9PrmGtlRlZnaZglEah4UqZK22D7EpEca4tc/78VXzpBE+l1rCodXRgydtGbzpMXzpM3WaDT3+WS0tJ6kYza5kSsXyJt5ccPKt46K7GoFLBqtZYdbfwRttuTKqCni4TyVbw2MS0/H/fmqMtFaGlkORYbJb9o1303GytU7UKqRRapUrp/TPUzl7Ego5NMaIMDMh4vpX61eYM0haHdubCFHPff5f3T8ewpVPMjj1G63DvzYU8Njs4sPG4sSZlM5manZV7+Fd+RY77YaK4H3ZN0HZOckvLhuMbi8m+n3xye2enEfXeu3fDyWqozRWLG9dxK5WwpaWNdaIPSh79ThxSXZc5uNF/8E7P8cME33ZCpB4GWfWbEf9QSGzOs89uKPF6PPK9Nfo6ejwPh3DI/SjLvR22u//6+iQb+P3vy/NQSO7le6ECeDfnvXX8RqNilzePtWhU1lHmch8kZ52dso/GPX4nx9s8tn+GslrQJFtNNHH/0SAmm3sFbVYia7xer28fTZyfl4l3akpe/+3fFgL1T/7JRumOqkqZT3u7lBomEjIxOxwbk7aqSvo/mZQF7O3tss9Ll+T1WEwyTk6nTOIXLmyUHDbWb7S2CqFrbd1QZGw4bbmcbLO6uqFc6HSKs/nGG0KqNE0csqkpeV4oyLGeeEIm8fffl3PRNJmMR0ZwLC4yUoqTr6mUckk0o4mlji460lG+OHuS+pxCIthOsb2TC8OHMVZrPL9wFoNax1ktYtJUfNU86DpFk4XJUD8DiVXc5Txei41LHbuuZ8EqJgsZuxujruGslphoHeJCx67rEvJbESqkqZrMnGw/yHSojyOrVxiJL2PSVapGM55SjmApS3s+QWs+yXSojzcHDtOTidCbidxQtphw+bclTpsFPUAybXmzjbRDSIJR19gVW6T/GnGy1SukbG6enD9PVzKMrV7BWSvxzb2forWQQimXaE2sM+fvxFUpMJhcZdXTSsbuxqRrOKolploG2Q+UUahUNQpVje9ejOAt5XBn02iVCnmPB3c2RqiYwVMukLG7cZgVKnWNeL6K2WjAYdQYSy7RP/4+LcszXF0cwPBzz9K92dG4lhXQLl1idWKWwuwijkSUitXGYv9ujJeW6fyX/4bgYC/+A3tZtPooxlO0zi6jZLMUWhy4kln81ihKOi330euvyxj3eplaz/Hat04QiKXZXZvBn0/h9Lo4Xyjyr5NFfufFkRvXpOm6kKTlZXGSGgqiJ0/KPZZOy5qjF1+U8puvf12iwPv3y7qjDxvF/TBrHLY6yZom93cwuLG202LZCNTAjY5bw7Gy22UuaPSWajxvzFm3UgmbmJDftloVJ/F+yKN/GIc0HIY///ON9bPw4CTctyNSO7mWfF5Iy4Msw9tK/ONxGefPPXejEq/HI7///v1iG1Kph0M45F6X5e6ktHPz/XfihNjYlhaxb4113mNj8hp8eBXAezE+G2Ny1y4Zd7WakK9G65doVM5pYkKOF4/LvRWLbbQCuNm99lEQ3ocUTbLVRBP3GzuNhN6uQaDLJc5eKCSGrqNDyIrLJRNmOi0RaJtNCF65LBNd/VoGxOuV7atV+czp0/KZiQlxnkolITylkmSWrl4VpyydlvP9H/9HccZefXVjLdqBA3KO0aiUF4yMiAOTSIhBqdXE4fP5ZDK1WqWpc2O9lq5vbJ9IyMTbUJXL58WwWCw46xWstRq1Soms3c1gKoyrWkSzO7F6neS8bsIGG2F/O/vXZ9A0laKqY9JUYi4/04Ee0lYHzyxc5DMz7+BQq4S9Lbw+8BhzwS6mgz18cfyntOWT1BUjVrXGmruF0z1j6IbtHQVfKXuDaAZIGeCl9mEmQ70cXJ/m6YXz1BUzlnqdqtFM0u4mWEzjK+WwqnUSDu8NZYtGTeXI6lVa8klUowkdWPa23ZBpS9i9qIqRd/sOkHD6blg/9on5M3hLeWqKCYtWx6pWMWkaHbk4Pzd5gogrcOP+FCMmtY6nnMei1q5f99nuUf4qH1QiDBXSGLU6J/uEXI7EFxmJLxEqpMnY3ZRqmnxK12lNRoim13hTcaDUFAK1OqlMnhOXVvilAQeZdJ7EsacxHXkMwxuvs35ynNpaBFu5iGowoWoGKrkiJFJcXHdyyraLGZsNw8pl2lbm6JleYa51gJR3gP2aiSNX1xi7OMMuvxVtZobEzBKVUoWlCzO0l6pY21toW5rCk0rgyqUI7TrIG9UKr9XSjP3acygNB6dUkmBApYL2zb+kEo1S7u7DGE/jWl1DMV7LnC0vy9i32eT+PHtWHCDYuG/uJoobiaBZrKwdfpJU/y4CoSk6VudR7iY7duKEOE02m9zD+/fLHHIzx22nc9WtVMKef14c8Lfflvt4aEjmrDvNctzKuf0wDmksJnNre7vMMfdTwj0el2Pcytk0GGSuvdm1VCobJXqdnR/+nO4Em4m/qsrj2dkblXg1TZzzVGqDkD8MwiH3oiy3gTsp7bTbxf5++9tiexvE89ln5f2VlRv7cn4YFcC7wc1Kt99+W37DtTWx0bmcBJXefVcCoPm83O+jozu/1x40cXyI8fG+uiaaeNRwszKiRoPA8XFx6iIRec1mk8kxnxej19oqhrlYFHLldouxA5nsvF7ZZnhYItKtreIkjY9v9FAJh4X0OByyn/Z2kbA/ckT281f+ipC1RjkBbETHTCZxClpbxcHKZOR8Ojvh534OfvITMcwGg0Sz6nXJmiWTsv0zz4jBPn9eJuMrV+Qaursx5XIo+TxBtYKvnAKXG3ObH8Xj5nFDEW85SqVcZvfcRXJuP1WnG5tRYaWlh95cjOHoAp25OIfWZ5kOdjPn76JosfGZqXeYbOkj7A5hq1cpWB24szGCmzI2WxEspDl2bS1Vg2iBKBZ+b+xZaoqJv3rpVVquycVXjUZUxUlvep2x6BzOapmk3cP64BFWva2MRuevk6msxYFJVWVdsivwgUxb2WTmyaVxWgvJ66WFFZOFksnMcGyRQDFLTyaMs1YhZ3Gw6m6hQ7HQlosTs3ux1qsYgIrRzKKvA01RsNcqJKz+TdddBOz0psJMezYcPM1goKqYWfW2UbLYuNA5yro7iLUmhrRBzzZn2zzlPFmrjcVAJ23JCPW3f8rp00ZWO/r5Wq+L1LemqC9r/PclI306rAU66U2t4ahWMOUyJP1tnO8Z4/vBEcjWMRfypHQ78/1HiHpCOGoK/Z4Ap8tVLr1+hZdcZQoXlznnaKNUrHJkdpYWrYZSzmCuV0m6/JQwYU7GebZwhoV0JwvJowx+6lNoLjfJE6co7dpHMRLHcHUJS7rE5ZCNiLGTjkid0RePM5hchf/6X+V+WV+XIMe5c7JG0miU7HWjT94dRnGvqHZ+YOzn3IqdyvwSVrODw8Z+Pqfa2XO7+aPhSMViG/d0S4vcU4nEhuMfDG5kS4aG7tzR2W4hfYNs2Wwyh50+Lfdwo/zsTrIct3Nu78Qh3c65rNWEEJZK8vs0MvGNEtV7kYmJRmW+q9dlPr+Vs/nccze/lmBQxlgs9mDJlq6LrUmnJetRLsscn0xKyXkgIHN7PC6/r8Eg5zw8LNmb4eGNQN5HVTJ2r6T6r1y5MSN5uyzX1JRs39MjGfZMRsYgyHi4VyqAd4OtBCifl78TJ+ScUinxJcbGZPyFw3LO/f0yV7S07Jz87fQ+zWQ+9n3ZmmSriSYeNmxXRrS1QWBfn0Sps1mZNLu6pITJ4diQ6Q2FhCjNzMh+dV2M+8svy3osp1Mmvi9+Ud53ucQ4NhSIGoIdn/ykGPpvfnPDOXjsMTlGInFj2ZWmbTSbvXxZHDCTSYyVosgk63LJeXZ0SMYrHpeJtq9PpKUbTsX8vLyXzcpEn8mgzM6iJJOYXE4IBcBqgUoFr9fGkYFu2lailLUK6DVMegWvojIaW8JeSDOYXMOu1vDUiugGAwfDk3xi4RzmWpVgIc2qt40rrQPbZmwa8JVEzKJ1u7VUuo67WsSk1hlNLZCzulj0d5C1uagqRkYSyyi6yrKnDWetTN1opGS2oRkUgsUMEbc0US6bzASLWTTFgLtSxFKr0lpIkXD4iDl97I4t4C9lGIvMUjJaaM8nUDSNZ+fPsC86h0HTKFgdGNA5vniBmtHEdKAbXynP42tXKJssZK1O3h44wrK/jVApw0ywh7NdY4zEFzm0Nkl/cg0Y4pfP/4g/3/MCM9caO9vUKp5q8QaiV1dMHIlcpWB1XH+tkW0zaiqfjs6z4O+gWq1TVIyUTVaiipVFg4vElWmmvZ0MZXNcDfYRsXux1Wq0p2N41AJ5s4Mlux9zPocllyPvdFOsaWQNdtr1OkYDFMsV3FOn2W0okkoXOKnqxJ1+gokV7JpGESOWegktnqFoMbHqDTLv6sBZqLAU7GG5ey+frsN4sso30n56JuI4omFSNZ3HUzlagJCiYsrFWK56OTFf438IuOjLZMQRslhkfC4tiSNvsYgjoSjbOtZaZxcLmcoHGk5rms7rJyf4o8tZClUzAwEzdq+JUlXlZEbl6tk4v+P337p3WcOROnFC7vv2dnHkL1wQx/nkSbk3h4bknEdHpVTyw4gxNIjRU0/J89lZuf4LFyQQ1JjLslk57sGD4rDfyrnaybqlnTqkN4uuN5q5V6vyPRiN9zYTEw7LeT33nDjdt3I2N1/L4qJ8b8WizIMGg5DDOyHt90LNUFVlLq5UJLMBco6TkzKOikUJMjQyHfPzG+q2DQGonp6N/o4fBW6mpne733nzur7ZWanmMBg2Mt/vvSfj/bHHNio0NhP6s2flu+joEDtts4lYlN8v6rw7UbHc6gesrd194/bN42ErASqVNgS8Mhm5lkpF/pfLch2PPw6/+7sitnWn5O9292k8/tELwjwANMlWE008bNhpg8BSSSbg7m74+Z+XCXR8HE6dkizS7KxElxvrRXbvlgm0EcVtTNibFcg0TSZho1GiWY0yv61lQAbDhgOzqeyK6Wkxtrmc/BkMMsmvrYlT09UlZM3rlf273WKovV4xVI3yCr9fjptOS1T36lV5z2TaqHfPZOTYbW1QraLEY/Qkw5TMdazVLJlqEUcmxdHSEqqqYQAydg++QppPzZ/BoOvUdRhvG2LV00rCHaDm9tJZzXGlZ5SYJ0jBaMVkAIfFSO/CVY6sXOFi5wgdufgH1lLpBgODiWX6U2E85QIJh4ezXbt5avECfekItlqVtCvAG0OPs+hv5xcuv0FbPkkon2QguUrO4rhOpnzlLN5ygbzVQdzuYTixzHBiGX8pi0HX8RcyvJAMs29tmmAxg8FgwFEpogNph4e01Y2vnMNXzVEzGilaHFTMVlzVMnOBbqomM/5SjorRwqW2IQaSazhqZVa8bRxdusS+yAwwxEByhSeXL1E3iqnYbg1ZfypMT2adhUInqqJcV1asmK2seVswaSr9qTAmTWXN3cKl9l0s+ds5tDbFM5Pvkdz7PHGnj3OdIxxbniBUXGHV10rEFWAu2MWl9mE6cwmChTTpa8Q3kE9z6FpmUQFS+SqvWVx014roGAgb7VTNVXrT6ySdPhb8nfhLOfrSYUKqTtJoZTbQzQ99QyiZGv/lnQUy5Tr1tXWeXpvDFl4hgII3n6ZoMmNIJuhLRmm32knYPPzxkaN86egn6Y58Ha1QxBDPYNMU9J4BlgfHUNQaAasbTbFTN9hxVEsEjh3mSvcoX39l6gMNpw/1+Ji6OEP6ldcId+yl4g9SrWsMhlz4nRaGrZt6l1kkMzUXzzMVyQM6u81V+kf6UBqOFIiT01AcbbRzCATEcYpG5e/06Q8vxtAgRv398vyVV+RYy8tyb1oscp+urGzIyJ84caNzdbu1HQ0J+q0EYyfr224WXV9eljnmpZdEnXF29sNJuG93DfG4XPe+fTKnzs/Lb1GpfNBRbVxLqSTXOzkp5+t0SgnaTkuv7lbNcCtBM5nk/Do7b/zehodlfrZY5FobQbntMh1msxAzj2dnGaE7Ob/bofE9bFXT24lUf2Ndn67L9pWKfJ+zsxKcmJ2VcXjokFznVkJfLEqbhFRK7odaTTJczzwjwQa4vYrlZj+gpWWDqNzp+Nw6HnRd9tHevjEmYzHZ9sgRyVa+9Zb8do3AaCi0MWfczVrSW92ndyoIk0zu/NofIjTJVhNNPGy4kwaBDcP7zDNilBvblsviTIRCGwb5E5+QzyQSN07YWxXIPvGJjfKacFiIjt//QedgswPzxBNiWC5elH05nWJgTCZZ19VYeDs2Jvs+fFj2ubAgWa9Y7MZa/7k5eXz0qEQRYzEx5I01aeWyHE/XxdAZDPL+8DD2o0fpPn2atvA69VYfxrKNaiJFymIj295Le3QFW6VAxe4k53CzPDjGSC7D4Nwk8WqYyPAezvWPMJuyk85XsQI2dJ5Yv8qTC+foy6x/cO3TNdXCUz37KVicPLYyQdzbQs0kaoAVo5l3e/eRcnhxVsuYNI2y2YKjUgKDTqCY4YnlcfylrGTSdPCU81SNJtEqadtFoJzFrNapmUz4yznstTKGAiQdPoxaHWelyNmOEbqzcdoKSdB1yiYzVZOF/vQqRYuDKy0DfGfsWRzVMiOJZSxqHYMBydLl2hmLznNkdRLdaqbOZ7CrVZ6av8BobEFKG3WN97r3sj88xaHVSWpGIwZdR1WM7Fuf4djiRcKeFrI2N+uuIHsi83jLeUomK3PBLmz1Gj3ZCG8MPoarWuLI6lVaC0mutA5eFxv56eBRVr2t+Mp5RuJLrLtbmAn13tBgenNmEaA9n+TtgYP4S1mOLV/GWpf1Z63ZBFda+5ls6WckvoRRUzFrdTyFDH6LC2dJykS/fnaV1kqOrlqOt+ydVHvb6EutYajVKZqtzNs7aStnKZmcTGLH+eYJ/lH7AL8+k6Q1nyTjKOAtZoi6Avzrvl08vjRO+6ULGKxWAiYotXcyt+pkfXKeQrWOz2bCYoRkrsJ31jJ87fQyj2WWOBxbYzDUw5y5lWShSrGSYV+XF7/TQofXTmRmkYtTb/NV5yCvpw3ky3UChTSfmnuP+HMv8el9nYztH6D/s59DqVRgaQmtVCYzs0Dd30rlV/57OnvaUK5MyH176hSEQmhT0yyXNObjRXSTiZ7DexhsEWK7kCjcmIUzAIuLaJUqK+ki9bMXUJaiVN6/DJ1+VhM5AgvLuFQNxe9H0zTSNjf5Pb3EAn04L8zQcukq/uFdKFv7p50/L3MaXM8KaufOk5+ZI3n8ObRf/mX627wbkv076RnUcNK3RtdBHOK/9bdkTguF7kzCfSu2K88qFCTDd+kS2vg4+Tqk/J24UpsEXbbOw5/+tDjmX/uarPvJZmWes9nk/+3W7Gx2Xo3GnRGUmzXffeed7bMSg4MS4PvWt26d6diq6nm3GYzbNTu/1fdwp1L9jaxWpSIBwfV1+a5XVoR8NEh6MLjR29JsljHYsIehkLw2OSmBRJsNPv95CRZsxq1ULDef94ULcg579965ZPpWMtMYpxcuiCBVuSwZyOVlIYbFolz7iy/KMfN5+czWflk7Ia2N32nzfdrWJpm/q1dl/mkse9hJ5raxNrwxRzxCaJKtJpp42HAnDQK3m/C6umS7QAB++ZdlIp2clOji4cPyf7Oh2U6BbHxcHttsEtlskLzNzsHW8gCPR87NZpMI2ZkzMll6PPJab68Yy0pl43p27ZKJ9dIlMYKNazp1aqMZ9MoK/OIvbqgnnjghDsnCgqyJMJnEIWltFUnrlhaUmRmsi4tYx/bAgQOo3/4uzsUVlMgKmtFAKtRBXTFiKBbotuqMdbZiOLvCtL+Fd/oOoyhGPrm7jSeMWV45v0KmWMPV2Ya27sBXL5PUVWzX1j4pmsrlzt1c7NiFbrexEOzkU9PvYtRVLKqKRVc51XeA/3zkZXYlltkdXeCpxQu055Ik7W7izgA/GTzKE8uXOLJ6lflAJwu+DqZDPWTtbiZaBok7vOyOzXN0+TLtySQduTiKrpGwu1nwtdGTiZKyuzHoOr5yDlelRMbmpGayoCkK7nIRo6bTlY0yGl3gYucI81oHjmqRA+EpdsUXcVVyPL58meHkKqrNxntAyWShIxWjP7mCSdcpmq2c7dqDrV6lKxsj7vCx6mkh4g4yFpljKLFCyWQl7XCz5GvHX8wSd/opmizUFBOtpSSBQprDa1ex16sY0K9nyRzVEtPBHs53joLBwCKw7g5SNlnJ2Fx0Z6P4S+J4HlmZoCMX4+jyZdB1OrJRnlq4QG9qnZ5MhKTDi1mtESxlWPO0EnGH6MrF+cb+T8m+MhE6c4nrZaLBa/3Mrrb288OBx4i6Anzx0k8oWe1UjSZc5RI5o4VvDj9Dey5ORzKCqVrBXK2w5GrhcvswY+vTuKslBpdn8OTSKNUKEasHez6JJRnn7MUFIiYHNrORyVqdWl2UJ11qHRfgiM5jKBbxri3Sopgxmwxk6wYuozPQ4qRa1zDNLnFy9gxXe+oovhacPj9jS0scmDzLD3UbP3kLvv7Ycfb0Bvhri4sYs1lOVmwwn6GomDl5pcLTJ9/gBWOGzkgEdWWFi+YAF/7sNTLFH1BWTCwFurh4JsNguw+vw0yqWL2ehdtvq/Nzz+zG9cYprr51lkg8R6ZcI2zz0jJ9gqG/+3nmvv1jKsl1fFoF1WAhu5IkVdG47O1i6fQaRqOR0VoaQ/WnHM5rjLS7ZQ7Yt0/mjFpNgj6BACvxHAsTVykniry2prD8vau0emw8MxziUI+PfqMJZYsjrXV2sVTSyCyn8eZS9I6fRnn++Q3Z/lRKHM9MRpzIxpyWSHzA+dU0/YNk82a92bYrzyoUoLWVaDzDXNnCktHJ68VWWjTLhqDL88fkWC2tLD/2NIVCBdfsCt2HDqE02oScPi1O77FjMp9v7mV2s6zgmTNCUI4dk7nzVmWHt2q+29a2fVZicfGDr0ciEnBzOm88l5kZ2f706Rv75u0UOyFtN/seGi0Jpqc3nPitJKfx2WpVbNm3vrWhrtkguz/6kZyz0yn2d2lJbFMj4Hn06AfVG1dWhED4/TLOtpKtrWiQk83CKtPTG9eSzd4oJnUnCoDnzm2QmeFh2cf4uNjcgwdlzJ47J7/lr/yK+AQN/2JwUMbd4cM7J62bCXLDxzCbN9YxVipi5x2OnYtmhMNybbt23fp7fAjRJFtNNPEoYadRus3b1WpCtj71KYnMbSVz25E7o1Fef/bZW0exNmfaGpk3EKPVeGw0yvvRqEQ8txq6Awdk8tzumsbHr0vAc/DghmHw++U9k0kciWp1Q8UwnZZSA4dDauozGZyVEmYTqGYzRYOBpNGGGY3OepkX45N4VQ9a0EZwT5BPHHThtJno9ltQphLsr81weTVGPpGh4vLjzSZ4MjKFarFSMZqI2bx8q7WLqsVKIJ9hJBNmpBAlYm5jJthN1KhhCfp5cdDL234vCW8IWzHPcGKZ9nyCosVO0uHFqlU5vniJqslMzuZiMLXGKU8rZ7t389zsGT43eZLDa5NUjSbSdg/OSoEnViZoKaSvZ6iqRgsFs5WyyUrNaMRZLZE326iYbOStDkomKxWjmSeWxnFVCljVGoOJZboyUQ6GpzCqdWqKEZMuUhe96QjmUgHNoLDkbwcM9GYiRFxBUlY3Jl2yitZ6FbNaA3SmQr0s+dvYHVukYHEw1dKHgo67XGAh0IWzWuRgeJqS2XpDdtCo1bnSOohR1673NGuIjxg19brghrVeZSC5ikWt8fyMPC9Y7QwmlgmUchh0HU85R97qwFqvsjs2z5q7hXl/B0mnjxVPK4uBLtpy8evZsuuZsmAn8+5uelNr2OtVKkYz6+4QTyXO055PcGitk4HUGrrBgFGvs3ZNfXI21MtkqJfHV6/gLecoK2Yu9G4oNu5OLGFNxKmGeqhek/XfTrJ/0dtGW2yVPYsTRD1BFrwd5IsVlubk99gTXaCSzfH41Gmc1SLTbQPsicwTyKd4bOUymmLkqtVKatHJN7Ix1nt2MdnZwz5bC0PRBXZH5jmJg0Q0yjNLCQprBS7ll8la7DhrFVbb+jk7eJBsRWNtNobNZORIn4/+kBMlGkV9+yT/fCFB1R6i395Fe32SrNVF2uykIxsFYNHbTktinWJNYymSx6zWcOcztNagXlNpy8e53D1K6NJVzkzPUOpvofXIPtpG+8FiIVnWqJ+fIFfXmZtdo1wHS6CF3mKS5alppko1rr5jorXVz8+lp9n7//orWM05rq7nuLiSZmo9T65Sw2hQ2LU+y3MLZxn0dzLcHZR5yGaDp5+W+agxp9XrH3Dgx1czfOPsygdKPq/3ZtuaXblJeVayWOVNAqz7+hjJRthlVZkbPML3FkP8dCLH/xiaR/UH+MbZdaLTS3TPXmbX6hTZ6AK9NnAFQxRXw5gWFtCSGWx9/Si9vRuOaDS6/Zq0c+eEqC0vy3Vtdl7vpPnu22+LQ79r143CF9sF/i5elGxYpSJ/qZTM1adOSSl5LCbfTaNv3s3W+tyqrPRmpG1zZjGVkvdv58Q3fsPGZycnN4RljEZx7qtVGR8Gg/z3esVmNaopDh2SEto33pB9XbokpfqViuz/wgU5j7feErvU1SXnspUoNcjJ2Jjs41bCKrWa2MGbKQC+886G4BXIef34x1Ix0igFPXp0Q+myIXLy5JNiN7dWytjtt1cq3Xo/bCbIjdLJCxd2vo7xVj3HQL4Ho/GRkY5vkq0mmniUsFNp5u226+iQiWkn2Cmp21we0GhgDDL5pVLy+OhRMRw3KznY/Hzz5FosigEym8WA2u1ixBp19PPzMlG73WIYGs5BV5dEWRtlN9kslEpYento2b+f4soabXNzGNUaZr8LJbYOa8soHg8tF96nRbtGHIeHoauLTreb9rffJt1ig6k0FpMJrA4KvUNYtRruRJS93Xm+Ei7QOz9Oh1KlxWEm0tHOhdYxUnYPR7U0Wr3Avq4uLug6Gb0N457dDLz5LdoT63RkYnRnoqAY0A0KgUqO7nSEvMXOj3Y9yYmBwxxZuczeyAxJh5eJtkGG48uEihmsWh1NUchZ7Cz6O+lJhTEA3ekIzmqZjN1Dyu5BUxSc1SIH1qe51LGLlN1NdzbKZEs/S74Onlgax1vJczXUR19J6uItapWq0UzFaKZktuGuFHFUy5jVOkWTKBz6y3l0wKRrLPg7KVrt9KXW2bs+S8QdIunwYNZU1jytvD54hAPrs4xFZylY7NeVFlvzSYyaxtWW/m17mjUENwzo9KbXOd85irecZ09kDlu9jKLr1BUxZymHh/ZcAi2fImex058K8/TSeSomC+5KURpUo2DWVOylLP5S9oa1aNZahU9Nv4uzVuFUz16WvR08tXCO1nyKL1x5Ax0DE20DBAsZSiYrnbk4VZOFNwcfY90TwlKvUTWZRSFyk2Lj5jLIzddUsDg4ujJOMJ9m0deBWa1xYH2ar7X0827vfp5YHmdPdA5VkVYAq+4W/sqVN+lNhylOn6JsslAy29kbnsakaQzElrjSOsSJ/oOsZgzEjTWumrrocJo5MHWZ3mKaUqXCfCyNgoWBxAomTSXp8HCuc5Ro1YCqqAAUqirnljIYHEkcsTBd4SWySoArbQPMBHbxQiRKeybGQDrF4fWrJAE0FeoqKw5Zd2arlCgrRqKOAI5aCZtao17XmDPY6Ikm+G+4KduL7H3vJ3ROTWBMp3DmMyilIkOZGNn2Lq50PYs6M8NRdQrFamHa046ei5FYm+QfZ+1MtA5Srtapa5IttKPS4rLSll8lFUvz6rdPwmePMqwo4tBlMhtzWqn0gczO+GqGf/3aNMlClQ6vHbvXSKmqcmklw2qqxO8e9LFn6tyN2RVVRbs0Tuqd9zCePYupWsbe2kLm0hTDqoGhYAgM0Lq+iGp3oLsVYkuLvPNH73O6fz+pYo1PhCdI7ztMuZLFeP4E8zY7685OTLUynZqVVKrGlXPrPN1zgd09QZmn3nxTnFOXS7IGdruUhlWrG2twvV65PrMZraeXhWgWfnoKz+oCAROSrdvUfFfTIe/2kR0dw/Pue7j6e1Hs9huFL8rl7TMdIHPxmTPy3cbj8n1XKlLx4HJJw1yLBW1wCBBi63XaNjKHm4lTMinX4vejvXuKwsIiejROvaLi6+tHsZg3HO5PfUo+e+HCRluSm6nmbS1NbGQlG6q+icRG+Xt7u+yrVhNRp8XFG0vrL10S5//8eTnnYlH243CIzTOZ5P+ZM5LBHR39IFFqjEFd/yAhadhJVRXSWq/ffM1eMinHHhiQ6g+3W7JkjVLPw4eFHP7kJxKY1LSNzGSlIs/D4Y1xvZOG3dHoDb0NgVsT+J2uY7xZk2iA735Xrv8RkY5/uM+uiSaa+GhwN/12kkn4rd+S18tlOH5cHjeiYjtZD3GrvhxTUxKZU1UxZomEGLxGpC+Z3HAyAgGZsH/ykw1jcuQISlcXLqsV0kl5//Bh2U86LeWOu3aJgTx0SAjcv/238MILKLOzBAoFiKyK4Th0CFfAKYZDrXN46iy9uTLZ2QkiVjenBw5gM2j8tfQV6lYzMXOAKzULznya50da0YF6eJ0D6SVCmQiKycRgfhXF7QC/DW8xi12vsTuxxBdm3yFnc9GZTxF3BTCpKqOxBVpKWUxGBaNRoa6YmekeYc0VwlfOUzMaCRYyBMo5VEVBMej4ShkMus6Sv5OJjl0cWJkETWN3bJHZYA/rnhBKVsNeLxMspZkFVIMJVzVLsF5DNxh4v3sPqsFAsJCmp1rEoOsknV6s9Rq2WgWTrlMxWWjPxTHqGjmrg5zNRfs1SXmrWud0zxg96TDtuQSWeg1fOUfZaMGkqPgqecJsv57DVS1hq1YpmG24qyXy10Q/wp5WUnYP3dkoFzpGREo/tgDAZOsAaasTq1a/oUH15kxZI6vUyLIdXb7MYHyJhMNLdybGwfUZ0jYP420DjMaWsNZrjMYWibiClD1Woq4AJ3sPoCrG65m4YCHN8YWLvNe7j4TTd0N7gM2omK2c7hnjQHiSjlyc4cQybbkErkqRqslM0epgsqWffWvTeOt50nYPVrWGZlAwqXV8pRwlsw2TpuGolakpRvzFHGWThYzdhaNWJuwOUVZhxh5kefAJDoaneWxVGqyqRhMpi5WWfJqMzc1429AG2b3WYDuUT9G/NkXVZsNUKrNnfYaC0YK7UqBzfRHVoKCgoyIOklKrUkUhbXWSs9iw1SqkXEEudezi5Stv4qqV2BVbJGV34SsV0NU6lWSEGJDUFA6kMyzaXHiNKkENEiWVmViemtFBfyXBoidEra5y5OLbaBgIWJcJqXLOusHA/rUpWotprFodLEaUgIf2qxdIzp5Dza9RdHmZ9r9L5f0p3Pk0oSuXMIyOYoqmyLxznmi4yCsTEerZKsN7RzAYjThyaYxu33WhkjffuMhofBxlZAQt1MJCosCF5TTvpkMMrBsYi1eIBjqxZKCjptNSypByOZl7/Dl80TUcqytUjUZ8VY1UIkO47GQktYY7MkukolO0WjErBvR0EvflC5gNGrO+TlI2N5X3zvDq1WlyT+3l6EtPos3NsRbqJulqw7uewTv9Dia7DUe9gjI6KnPjH/0R2q4RzoX6+c+e3azm61hrbezJJnkstcT+3V10X2u+Gz91lplYngljJ0xEGVvNUDfl6HxuhMFPvQAmE1pH50Z5ZSy/QZIaNqKjQ0hWrSYkI5GQ+f/JJ+VxLsdc9y7+vNrCmHmN//OVSYwmE0MtTo4Phmj32vAceIK+Wh3l3Dkwm0kurrG2uE6lUGKhfQB1qYD///wP7O1vofPx/Rv2pbdXyEhDve9mqnlbSyc3l8Uriny+UBC7MDQkdqVRSdHRIUQmHJZ9Ly4KWejvl/dWVjaITKMXX0eH2JbHHxfSZzTKPqpVCSKOj0sWslEpcvq09LmKRmV9U7ksGbFGBcmrr0qJ/+ZSykRCzmkzmZmZkYxiNivn094uZPTkSfn84cNiY61W+P735RzvtOlwOCx2OBIR+7yZGF0j8IBkzz7xCdn20iUJwBqNQpjC4Q21RV2XLNl24jZ+/4ay8sGD964n3n3Gw3+GTTTRxMOLzaTsdopEO4mQ3a4vx3/338mkf/68GMVkUkhRow+I0Sj7GBuTx+PjYnh27ZIMW6M5tM+3UdJ4+rS8Njws59DdLQbhz/9cjFKjCaXfLwZgYUEWFo+PizG5VqoYjIfxl9O0G2r07ApgU8Bv1OCFT7I4tJdPJNIEz7xL6wsHwWhkdUqFyiewmo2ElmZRfixGfq9Tp+i2k3vysyizs/xP+XH0SAmzmkG3qhjjEdS6hkFVQdfoTq6Rs7t5Oj6HKTJJqVxB1cGoQMlswVvOY6lVCZay5B1u2tr8vKxGGVw+h6NcwlcrEa+X6crGaM2nKCkmzKpkNopmC3mnn1A+hVHT8FQrmNUseauDBf8g/ekwPxo5jqeY5/n59+lKr6PoKia1TtbmZM3TwtVQH2Wjid5MlFAhRaCY4en58/jKWaZa+hlMrpCzOoi6gjeoHNaNJlY8rdeNfGshyXBiGbNeo2C2U7ZZ8JTzAJzp3EN7Noa/nBeZeZMsoM5ZHdi3aVCtKkYm2gYlq7R8id7kGgWzDaOu4aoUiLuDnOzZh25QOLg2ib1eJW1zUzFa0AwGLPU6/mIWVVE427mbuunGjPG2rQHYaB3QIDImtU5nep1jS+O05eKoBoX2XBxfOcfzs6dJW130ZtZpKyQwairD8SWqRjOaonCpYxdd2SjuchFfOUfNYKRsdZC2Wwh7Wpj3d3Ky7+ANmcIGuRuLzGLSVFY90sdtydtJwunBXS1RvXaOjTLHJ5YuMRJfYi7YxZK3nSfnz9OVDOMvZ7FXK/xk+ChmVaW7mMABBApZ3JUCBk1jydeBSdWwqlU+OXOK3nSEiDuAq1KiMxunZDITc/pBrZN0+gkVUsx621AVI+uOAAYdNEUhlIygG3QslRLeqsZza5NY1Rqnevd/oOG3UddY9rbRnY2SNdrwROMMpSOYUzFm9DpvDfSS+eEp+mLL9KbWqORTnB48xPm+vQQuvIWmvYnRYMTW0sXbJh9deomnVi5h6uql4nTTX65Tu3KWQvYKaW8Lf/nuKlfWsixkqix7W+nqPEA2ncWeTpJUrSRdHXRiplAzcyleJpTP48+luNAygCOXpy8T5+nJUzy5dAlXtURnbJmot4VFo5M2tYA7n8WoawRUA7ofjBaFqZqXk29eJB1Poy0uMXUxjSEapTUVZlc0TNXjpbWSxWD14ek3YYwk+K6jzh+qAbLRFDazgtduotq3H2Ix4qemeaFSxlip8Jrqo2x30paO4MmlcJYLTKaLfO1Shufr72JzWPlxwU40X6VSv7G8cqzDw0KiQHE9RmhmiUI0S9zTQ199kZalZYzT02A0suQM8i9yIbLlCmMd0Bd0spKu8J3za/zF2VXaPDbaPTaeztf45XwZ1e/gXLKIp1im2tJO7tBjmJJJVsNrvB0Y4kXNy9Ozc0L4zp/fyO60tYnARaEgmaLbNZguFDaUefN5mXu6uoRQxWIbQcTPfhb+4A9kHVcuh9Y/QDzUQX1hHatRw78eQTFfK4OrVsXe2O1if0ZH5bhm842li+GwELtCQWza4iK89poEGTVNslwmk5xbrSY28d13RWU4GhV71yivLBSEjF29KsfyeMTeXbggAcR8Xs7l0KENVdJsVvY9Onq9XFEzmYm09RDVXbhdmzKP25X3VSpiD3V9oz9mKCQZz8sS3GFsbENNeHpaiF8oJK83Si8nJuS7aGQct64Nr1aFuHZ13bueeA8ATbLVRBNNPFy4VV+OF1+UbbJZmWSTyQ1Z6NFR2QaEHNXrMvlbLPJ+w1g2ZOWzWTFQjbVljbUF6+sS8ZyYEMOxvLwRpTQaNxY7W61CAC9dEsOnaSg9PdjDYbrefUPKKfbsgaefYsBigdQaJMPw7jtQrdITDMKBUSF5/8//I1FGXUepVnF1hnD1toPHJoYnFgOHWb4TpwOtUkE1WNEM4MvlsJagHF6g5nBgtDtRsjlquo6rWsKtVim6vBgtZgxOJ0euniKQTdC6vkzWZGOppRuXUsdRL0k2yuFm2dUDgEnTiNjc6IqCRdcI6BXWnD5Od+4m4g5gVVUMmk5HPk53OoJNreGuFMg63LzfsRvdYOC5+bNUjSZiDi8pu4fHVycIFtOY1Rqt+QT+Ug5rvcZ0qI/R6Dy7o/NkbC4WfB0omoqi63gqeboyMYKlNOgw3jqEZlAIu0PkrE5iTh9mTUXR6ziqleskTEXBUq/SnY7c0KA6WEhzZOUqp3vGOLh6hYHkKq3FNBWThYzVxcm+A7QUJRNYNZmx18p4yzkhehY7i4FOQpuzQQaF7kwE07X1WNtJ5LuqRXpS67zXux/Q2RVb5LGVCfavTdGVjaErBnYlljDXaxjQObJ6lZ5MBEe1RF0xsuRtw32tHQAGAzmrE9WgoGOgbDRjUWu4K0VKZhvBQkpk76NzxF2BG0irp1zApKkse9uYaemjPRsjZ3NxvnM3msHA8fkLLPvbyVsdrHpaKFjsGNAw1+sEi2n8pSwls4WoM4jRptKbjuCp5Ik6/fQDg4llLGoNi1qlL7NOyWIlZvYzGl+kblSIOAMs+1rpysQwGHTe69rD8wvncJUL7InOoykKBbOd6VAvRYuNUCFDdzpCWyHJuitA2uYiVExTNNux1yrUDQqOWoWV1n6WPa08uXyZydY+jKrKntg8WU0jVq6j1HViZge2VAIsVqpGI0WThbrBgKWYRy2WqFaq2NQaF/sOcqFjhEq+hju6RHF2hvLsMmY0+isFXNUiZyoZ0t95E6d7nBFNQfG2k/C1ECvUUVNpeqNLxLr3sO4K0JJP4ssmaFmZpSMbpyOfIKEZaMunsKg1xtZnCRUzZGxOApk45nIRa73GbKCTusmMQ6vjqJZpSYSpotBd1RiMLrGQiDDVMcTupSvsXZ/BpGskzQ7SugV7rkTx4lXmZ1apKUbO+lRa7DEGrSYKRYWJkg+SYawrS8RUlf90MclwJUnbwjSOaglDrUbG4qSgmnGtLjHw6ne4/LaTpUAXJ3c9jsdlZyDkxGczc2klw5W1LK0eG8lCBSau0DO9xFSol0QtyP8QqXJofYZyoJfenhZOXoqS2RWkpUcc79lojsvrBao1ldHILHW7A81ppbBymeWZFSruHOGWAbpMqyiJMMuz0xQzeSyFHK+rbrJfe4OCJceBNjv2dJK6K0AZC4WFCJZ0Gn+mgPfCRSgWSV64TLVQwmIxEejvR9lELBJ1A5VCCVPPEK1uDzz9NHHNRNHpxukJERzqRfn0i2JbPvc5mJ0lXtY4sVphRs9iTJQI5JP0qCp7+gO0F1NQLqNVquTmltCjUUo/ep02myKiLdcCi1omSyEcpVoDk8uHmzpKW5vM941S0IUFeZxKbTSU/upXhYTlcmLbVleFfB06JCWL5bLYye5usaOXLwuxGx0VwphKCWHKZNDCYQpVlUwFLF4X9UyWVyx+3sq2kH9l+sY1i23O7StQVlbkHFdXhRg2VImffXbDLq+sSAZudFRI04ULYm8baoua9kGxlq0qzCA28V71xHsAaJKtJppo4uHDrfpywEb0sV7fKB3MZCTa1vh8JiNEa21NIpdtbRuy8g7H9uvMvva1jYaiFotM5KmURAJjMdm/1ytRSYdDyGAkIgatrU2Mi+HamoNGc9sf/EBI1/S07GN8XLaz2+Xz/f1iXPx+2c/UlJDI+Xm5roEByajZ7bJvqxUlm0VpZPQMBjSXh5gzQL1UIW914HFqBEo5jO1t2KxmfDYb6BqBcoW+7AqmYh7dYaKoWNEwMBBeIOMKsOZto2SycnZgP8eASO8wvkwCk8mOvZDF5rDS2eLjWUOaSyUdm1rjc1MnqSsKeasTVa1i1DUKFjtFhxvVYsVSzBN1+MnanOyJzHJo9SomXaVqkqybWa2hXyMInekoZl3jqwdfYrKln9H4InsjswwmVlnytTMd7KU1n6A/vY6i1bnYsYtTvQc4tjRO1WjmdM8YUy39mFABAxc7RggW07w48x7D8SXO9OzFV8zw5OJF9q3P4C1nGUiHKZltZC0OQsU0qsGAu1okZfcQKqZIOqRP10Byja5sjJrNTMQZZHFTNiixRexChw+0BlANCo5amZTDg7+YY9HXRks+SVshxfvde6gbTRxYn6FucVI3mXBUywQLacpGC3Gnj9Z8GoOuoxkUVMVEdyZCay5JweakbLLgrJcx1nVs1QpPLl+mNx2hPRfnVO9+Wad2TXSkocB4pbX/eiPrkfgSmkHBplbpzazTmwlTNVmwXCsPTdo87I7NY6nXcVWLlExW/uvhn2NXYoWhxDK2WpWOQowaYNFV3uvex6o34Y3FRgAAawRJREFUxP71OdoKSVbcIUoWC8ueNtzVIgfWZylYbGRsbloLKXozESpGMzmrA1utQk9mnYgrSM7qJGVzY9LqtBUSBIsZHDVZM2g0qewLT+OslchZnKx5QoxWS9jrZXZHF+hJrzMSW8KiVVA0HXutTMbi4MDqVVy1MhWjmZTNTdbqpC+zjm8yB8C8r4OI009HLg4IcbbVK5RNFuzlAvvWrpA3O8kYjWQyBQoVA/OhHiacrURKKkO5FN5ClgoKcZsbm9FCoJjFotWx16rogK1SYjC5ymRoAFe1sNE+wteBSdcIFdKsuwLEHX5aiylW3CHaczG6Cxms+RxWDfzFDLWEgq7pdKXWcBcyxJwBKkYT+9enRZG0XsNRLrDqaWHP/CXa4msoVitTnna8LYN87tLr9KbDfHfsWU537uPY8ji/VBynYLaQCrQz62nHVquwK76ISa1zsXWYCx27qKgGStkysVwZv8NCl1Zkom4hNJsn6/CAame69xARd4ih+DJRi4dxTyffKbdTD7sYiC2RMS+zlsrz4tM2Lq1lKNcN7Eks8vmrb1E028BsIVTMsGT2UC3puIpZ1FyeernMqjdHKJ+kLRunLRbmlY4xkvFZxs/PY7eaiNJGpVDHGc0w1TGCQbHzxJ++xvrRp7Bk3LTNrVG22TFkkxx3G3BWS7zraWWq+v9v77/j7LzrO+//dZVznV7nTC8a9S5ZtmxZLjQ7bpRAnE1gncQQNtwkJoGb3RRIQvrCJrnZhGxCNnks5N4fBFjyAwIEDMYUYyN3SVaXLGk0ml5O71e7//jqzGjkgkU8lmx/no/HPKQ55zrn+l7X9Z2Z632+zWDliQOcCKwmmNrCZLQDf2KcRtmiw8gyNFJn1ee/y4Yzh+mMh/A7etl7bJL62HEyGHiOzVQwwdNWlu/lIvx82sRY38OJsRx+vkDPXJGZz36dVNRioOox/PprObhyKzNPf5HUeIGmXibSqpPEpaMjTsRpUookmOtbRXzkJLHZKXxdR3c8QmvX0DgzSrNUh94emtN59JkCdrpAb7WGkUyq0JXJLMwS7Hk+lUqNwqpNWKEEne48pbFJTvSupX4yR2p0nNzM95lLdTIWTrF/2wq07hBJXcfx/YUxi79x01q2PFcPlKkp9bcsnVYtemNji3+XbVv9TXz0Uby+fvJdfXhnz2I9dVgFzEpF/T2v1VSrYTiM58PUgaPYFYe51Vegb9oIT+/Ds4I/+Zp4l4CELSHE5ef51s+BpeuCBYMqlKXT6pM2UJ/ujYyoUJTPq23f9Cb1Pt/5jhq4PTysPk1rjzM7eVJ1XTh8WH0q2P5kbmBgcT2Vjg7VrzwaVfu0LNUFcW5OhbREQrWuZTIqlO3fr1qmVquB4Ni2agmzLLVts6laz3RddbcAFcjq9cV9zM2pT/jaf9COHVPhLxpdmJY4FDBYNdhJ1YNWKEL0RAWroxt9xw4V3MbHob+fIBCcmYGgCZpGdzBKtaVzKtLFbCjBnpVX0NcosjGgPq3cPZwmUDGpNWyMExWySYPoYBTGx7k52qLQGyBwYIKCp6HV63g+eIZBxmuxqzpBvRlkesNWuh2b/gOP0lXJEcnPgeti+B4Bx8ZyHLqqeXqqeUKtBvlwnIZpsX3yBE/1raOjlmfb5Al8XWMy2UkzYBFt1qiG4hzqXo3l2hi+y2Qiy0w8SzUQ5oGVV+LoJmPJLjxDpxiMsHJ+DFc3uP70Xq4cP0K8VWf36H7KwQjHOocwXI+VuXESzSp1M8iBnrXUzRBz2RTjiS5c3cD0HapWhKhdZzaW4WRmgLloaslkF1eNHWYulqIYipGtFuio5TmV7qdqRegtzXLdyD6ytSIbIin6izMEXJt0s8KhzpXYukHIsRmPZun2C2hAPRAk0axRDkUI2TqepnM22cVA0cc1TE6nepmKddBbmcdyW4Qcm5DdINWoULFU69RgYQrHMKkEQsxFU4ykeshWi0RadeajKU67NhG7zrrZM6TrJQKew8lMP5lqgb7SLMP5STprOUrBKLPRNIbvccvxR9B8j0y9SDUQxnQcbKClmZzoHMLwXI50DbPXXEe41aS3Ok/T1GnpOoOFGVw0HE1j19ghYs0q9WiacjhBkhLZap7V86OMpvtUANZ1qoEIvgYhp0X13Fgwy7bJ1gokrCpr50ZJ1Svs71vH+pkR+kuz5EJRYra+MDmKiU8hFCfZqBDyPFqxDJ5h0FEtkPY8mkYA03PZPnmCjnpxITiPJ7q4euwQK84t4F0KxjjcvYq+0iyxVo1cKMaVY0fQgN7SLMlGmXirzutOPYHn+wQ8m7OJLlwNMnW1Rt6K3CTZWhHfh+7KHFOxLIlmjb7SDLZpMhtbyVBxmp7yPNVAkKZuUQzFWJ2foFiNELEbbJ45yaaZUwRcB0c30PHpLfnEWlWqgRC656FrLl2VHDUrzESym4OZlezvXcuq/DjdlRyObtAwg9StEDPxDJOJLE/2bQRNo688S/3c4uRnEz1Lu+L6576mZ+gZPUg5O8gVE8f53pqrmY8k2TQzQ9huEmnVmY6mAZ+YXeeo2Y2T6CFZnGf1/Fm4/ho8HzLVAtedeBzb9ZlIpYm1GrQCEU5GMqyeH8OeK7A/3MXRwRUc7xpm5/gRBoszbJo+yUwszagVZ229Qa1h4JoO0XPdhx/q3cj62RGKZyd5InCKswOruUkfp3NmhvpsiXs9m9l0Fw9s6mFXdZztrSqVQpkv12J4/gy9dot6IoLd8tl1/AjJkQMUZ04ybwU5uGo7m8dGSLaa5MJxfN2g3hXhiRUbOGPEaZx8go5WgYHcJLqhcyw7yND0GFapyOnjJ3n6vh9yhBiv3/N9LB3iVohIOUfT9ZnO5/HRONI5TOvkLKmSy8ZChaYV5FjJRHvqLOlWndbcNGPjDfJWhM2FFuYj+xnfe4TBniR92zeqiUUqFQ7UDEYaMcLTOeYePEQ5eJrVpw/QkZ/jUNcE/fkpimj05yaIz08Tt6KMGRF+aKTxTRND14iHDGotRy2u/saNcP0NTJ8cZf7ISYqHxtBbLeJhi+zAKuxNWyisXEsme5zexx4CYOKq3Wg/+hGhsWlqB05QMoPMx9P05qYpah7pH/6IqIEaa3jwINOjU+wpaRzywvyocz3jNZ34yeP8l43wd/oQt7lhNi7bTciLS8KWEOLy8+NmQ7xwXbCxMRVK4qqbGPX64oxNa9eqrhazs2owbamk1uqamFCfvJ0/QLk9kHv/fhVS2u9jGKpMqZQKcGNjqpWpt1d9tWdPzGbVdp6nWspuuEG1sv3wh+q9KxX1yV40qh6PRtU+zm916+lRszodPqyC3Oys2t/mzWr/sdjiJ4Tt0Fatoh85TDwaVeuTxSKLUx/runoPx1GvzefVvnp6iOdm2Oo4rB4aZnJVJ6vuuo1tj3+fZCXHvYBeKaOn08TSaSjlIRGFoAWlIsl6jeTMDJRm6DEMyskOyrUGidw0rXqeYi2HFbQIDSdort/Eff6VaCeP0BGOUK03SZYKxLwiYTwCpoFpGgRcjYTh8wtn9qBVqqwqjNNCp2UEGCzNErFMOgI+xVCISG2WXeN5auEYjgljK9axpjDN6sIkwVaDYjBKLRxlZW4Cy7W56eRjXDe6nzW5cXzfZyLRyZq5szSMIGHXpqOcJ9GqcSrdx5GulQQ8B1ODh/o24Gk69blRjnSuYs/QVjXJw9xZtk+e4ExG1dFmIMipjFpjLdaqEYo1WT9zmsH8FBunTjGe6CRVK7OiOEW6UcbRDUzPxdM01s6epbs4y2BxFlfTmImmsJwmHdU8nYCj65QaMUrBCIlGBVfTaRkmE4kuisEopVCMlcVJOit5InYdHWjpBitzY7zr8a9SDwQ5nhmgHE5wrHMF2yeOE2vVGE1301XJM5yfIFVXM2BOxTtYm5sAX3V9DNoNPE3D0UxOp/vY17+RTVMnsVyblhEgWysy4MxSSqQASDUr3HziUfKROE93DPIP197JXXvvZbA0TSkUpRYIUQlG6ajmWF0Yp6kHqAcshnMT1K0gXaUciXqVVblxQnaLnso8k/EsM/EMTcMiUysSb9aoBsJUghFOpXuJ2zUytRIB1yVq1xlPdlEJRpiKZ+mszBNv1kg2K4wlushFkoymelg7P0rIbuEZOjOxFLPRDE/2bcDXdU5kh5hq1dk0/TSW6xDwHMaS3fSUZnA1g3ogeO762WSreUZTvRh4vObUEwwUZ+ip5DnQs5pMrchQYRrN90g1KgR8FzSfJwY2MZyfpLc8i+55JBo1qlaNYjCGp+mcTA/w/9vxJlblxnndqcepBKOMJztJNirsmDiK5nmUwzESjQohp4Hh+TTNANVAmHirxlQ8w3iyi0SzQthuofseM+EkTd1E9xx2jh1i9fwYqXqRRKPCLz3xNTZMn6SnnMf0PDW2slEm2qozHe+gaViEnRaJRhUNn0I4sTD+sD0+Md6qcO2Zg4ylujAyA7zx8A+pW0FsI/CcLb0x1JifFflJBqdH2Th7mnogxGErSrZSYPvkCYqhKB21Evt71jCR7CLZrHLlxDFcTeehoW0kmlVuPb6HbCXH2vlRDnav5ensIP2z00QbNcaSnQwUZwg7DYbykxiOw9DkCGGnybGOIfrnponUawxEsmjFGSbn8vjuSQY6XVL1ElumnmZ/73o0zWc01slGK0zAbmG1GsSnxqi2XKYjab6z6UYqhsXA/ARzdZ+pbJJ/XXc9O8aPsnr+LOFyjVq1SrnlkAsmSFaraA8/zI21EolakUMD6wnhQ7KXSKVEy9Mw8DFaTXTTIubUaQSCakKcRo3sfIFcOMnR7kHmYykG81PE6lU808RrNXlsLkp2okrTnubfwkM8aHWzOVDkbeUj+N4cp7pWEfIs4k2bZDFHIRChGI7TOPfBzGi6m6PJfkquTzako2kwW26CD989Os2KjjBHDo6Q/NpjGJUiE7FOekuzOLrJQ2uznC01Se0/RmfUYnchAbbDmUdnyZ5osMVLkDJVD4JmrcHToTRBzyVbL5L0XPCCuK7LnqfGuHd4J3t71tAMBAm4Hl2T47Axy5MTFY48OcdvpNNqKYbLnIQtIcTl54XOhtjW07M47e75fcinp9XXvn2LE18Ui+r548dV4Dl9evH/lqVC0ezsYjAC9Xg8rlqpPG9xEHMkolrEXFe1ZIXDqkVsdlb9/+d+Dr71LTUt7pkzi33o5+dVYPJ9tX2joQLexMTihB/lsmp9GxtTwS+ZVMe2bp36v6ap16bTKpiVSqpF781vhu99b3HQdDSqumLedpva9sQJtf9mE1wXvdkkFouwdvta1obrYIFtqQkmSCQW+8afG1PG3r3qPWIx1dJnWej1Oslmlbjv4MZCGJksod5eIo0a+vQYhAxu6+nhkcgWmk88htWysXybuN0g6jTRbZ+0ZRFcOUhvs8bg2aeg0eDGwmlKkTjTwQR6Y45i0Sfi1AnEY3SvW0nWgny6k2qmE6u3m45qkTMjk8ydmcAfGWHzmINXKqM7qsUg5LRI1Us0jSC1UIwILpF6Dq0RJdgoEHAd8vEOIpEg9WicWLlExqlxLDXATKKDFcVpWlaQhwY2ogFXjh+lq5pjPpoiVS+xMj/OmvmzaPhMJrJUghFirRoDpVlizTrJRpmIXSdiN/E0naYZIOD56G6VZL2EB8xG0zi6QdB1CDo2TTOAo5mka0WylXk0TUMDDvSu48GVVzJUmOCGkX0M5ybwNA07YFEKRkk3KuwePUA5GOZIdphVmo41N0q2ll+4qd0wO8KBrtVsmD7FcH6CRL2KYxjnxqDNAB51M8hEPEvEbtBdztNbnCHVKHM608d3Vl9N9tz4u1wsSz/gaxB0WzQNC1fXuWLiGKbnMJbsIuB7rJ4fw0VnKpFlzkmRqpXpr8xiuTa2boKmJnbxfegrz5JqlAm4Dge7V7E6P37uOHXqpoWvadRCEWxThYF0vcDrnn6MyUQHI+kBUvXSuck4ZpmJdjCZ6KSjXuJMpo+uap5Uo8xsOK3WVDODfGPjjQRdm4YZpBSKkq3kueHMXrKVPLoGTTPEmVQPluuQqZWINWpYTouQ02Q6kSVTKxJrVnENtbTARDxLR63IfCROMZhgRXESzfUohuO4xWlKwSgBzyXRrGE4DmG7wZGulTzdOUTAd9k3sIGj3cNcN/IUqaZqqaybQYKOTd0KMZLqQfcBzWfT9CkCrk3dtKiGoui+j+H5uLpJ0QoR8mw2zI6wa/QAYedcd99AiHS9zKbZEbZPHsc2TJ7sW8/rTk/ioTGS7mU8nmUmlmFNbpw1c6N0lXN4GnSXc5RDUeKtGr3lWTZPnaCvNMuNp/cylJ8i4NoUjRgtI0A1GF5o6Y22akx2DOH7PivnTwLwi09+je65aVKNMoc6h3n904+yaeYUyXqFsZRqVe4t59gzvJ21s6MkGxXGE13kokkytSJdlRxd1TyOZjKezPKdNbvoqBbYNvU0scM15qKphbB35dgRuivz7O9dx/dWX01HrfiM7dbPnGZFfpJ0rUhHrUCips7RfDRFzQxStsIMFaa4cvwI5WCU+UiS47FOzqT76Up0Lyzz0AwEeWTFVjqrea4cP0JnNY+naZRDUU5n+hkqThJwXcrBCOORDA0jgKcbTPdlCDgtbjuxh3StQDkYJeS00H0fy2mhex62rtNRLxBp1LB1gyvGjxKxG5T8KOVwnIMdKwhP1DjkwP3r+klVS5wNZhgJd3A61c/h9ArSuWlWzo0Ta1YphqJq1thyjvlIksd6NqC7Ltm5ScZaXeiahnfuz22h4fDXX3iYjlqRHa7OscHtnOhcwdpZ1SU5WKtRbjiUGw61sQn6zpyls1pgwDuA58Oega285fD3SVfyZKoFmrrJVDyD4/q06g1mjp0m4DiYGR9twKanNItnmlQMi10nHoE3vJHw3CzzqaxqZetNPPdi45cJCVtCiJe/55vFsFBYnC73a19T27fXIGm3EMXjKkhMTKhgo+uqNaw965PnqcDV06OCkW2rINOeNKO3V73etlUgCoXUv5WKWlvmC19Q26ZSKqhVq+p14bAKVO0+7n19agap2VlVxtlZ1WLm++r7//AfVDfEn/5pNd7r9GlVpnBYHcPdd6twtnOn6nq4fbsKYt/8pto2ElFla8++lUiobpjZrCrT2bPqvDUa6vnOzsVWsf7+xUWjfV999fer586ehUYDPRhE7+wk0N2tWtA6O1X5ZmboPXOGt0Sj1I0KnlEjENXRCeEEEpi1KjHNQfds0DSsaAR6urEch0i9TpfZoNbbQ3XlGsxUknR+Fr2Uh1aAjlSKjvwkNAoArNm5mTVvvhnvf/wPqsU8tGYI1PIYbhHXdiBoAC49uRF0u4muafRWdJqtFlVTZ8v8CFsas8wOraagBwlOHabTafC63NNkvBba7FF6GiVW5MboLs9x/am9DM+PsXF2hHStTEclh6sbZEtzpOtFoq06ptsi3Shjeg4uOi3dxDYDeJpOKRgh4HkYrsO/bbyBL29+A6vz49x27EdomsZYPIvpe/QXpwk6No5uMJ3oYH/fOuajKXxdp7c0R7JeoRIMU7PChFybrvIsYdvm6fQA+3vX8qZjD2F5LhvmzmB4LtPRND+371u8IZxioDhFyLMJeB7JZpn5SIIV+UnizSqT8SzjyS4m4ln6ynNsmT5JqlGmHIzybxtu5Hh2iK1TJ7ly8hjTwEiql6IWIh+OM5yfxEOnGI7xrfXXM5rq4fajD7Hr7EHOJrrQNRjMT9BZUxNF6J7qXtoMhHB1k0SjgqMbOKbB+rlRBoozBO0We/vWk48mGSpMs3n6FBo+vqbjoDFQnGbN/Bhbp04yF0lzoGcNA6UZjgdC6L7HbDhFX3GavtIshVCMJwc2sCI3QUetxHB+kn39GwBI1sukG2XyoRipeolkvUIpFCUfSRKym5RDUVqGSaxZY+vU09x64mEMz8HHwNZ0Vs2PEbKbxFs1Tmf6OdSzmvVzp9XU/q0aiWYN03PRzi2RgK6xojhN0LM5ne4Dz2P3yFMc7Rom7LSwnBaG7rIiP0nDtNjXu46w02RlfpKJWAelUJTVc2MYnkvYaRI3Q6TqJSYTnczGO5iLJOmszOPAwgLkTTPAfCRJslHB1zRKwRiObmI5NiPpPr6z7jo1RisQZCLZxVB+ig2zp1k/d4ZErUSqVaVsRbF1k+HCOK5u8oYTj1Czwmj4HO8Y5Gj3KobyE/SUZuktzavWXDTqgSCGp2Y93Tg9QqIwTy6SpK+cYzg/TraapxEIMRdJMRdNsaIwxbse/1cVdoJxEoEyXZV5Uo0yLT2A7rvUTYuV+Ul2TBzhhyt3UA8ESTaq5CMJHN0gH0lg+C5P9G/k+6t30gwE+cyVb+SOIw/QU8mTD8dJ1csM5yeYi6YoBePYholn6GTqBXor81QDIaJ2g0bAItas42o6HbUiW6ZOcjbVqybZOTcRD6gJaRLNGtOxDL6ms3pulM5qgf7ANMVQnNq51qr+4szCenfj8SzD5Rm6yjnmYynStRKW08LRDSJOi65qjoYRRPM8tk6dIN6qEWtWmUh201WZp6NepBSMMJrq4YrJ4zQCQRKNKsezQ5zq6CfVqPDa008QcltMxzNsmzqJ4bnUrSA+MFSY4pbjezjavYqRdN+SMZ+gJhi6ZvQgE4ks+3rXcrxzGID9fetpGgG2TJ9kNN0LwE0nHsV0VTfaLTOnaJoWvaVZespzhJwWnm5g2S31QdS5dR2dioEPXDF+hGCryWi6l4lEJ/PRFKun1fgva+wM+CZT0yHG+nyGrtx0WS9sLGFLCPHK8FyzGK5YoVp1Hn/82aeTv/NO1WI1OgoPPqjC1uCgmo5W11WQy+XU+4TDKsT09KixX+0Wp/ZU8pkM3HKL2u6RR9QXLE6IUSyq0HVuYgvm59VzmQxcd51qKfrBD1RAas8wZVmqm+H11y8u3uh5qvthO2QFAovT/LZnZTx/zZtHH1VdJ8fGVKgKh1UwbDZV2JqcVPuZmVHfB88twLtzpzovY2PqvatVte8rr1Tnr1hU4ctxVDl0XQWyyUkVxgIB9ZpmEyYn0TWNaCYDTkt1dYxHsZJJ9bqjR9Vr2++1Y4cKcadPo2cyxGJhYiePqC6Wpqm2OXFCtUpGIouLd5bLsH49er1O/OhBdZznng+0x8g1mxAwQA+qMuo64a5OPF8jMDVDs1WjYEVJhsP8VKvKG5vjVMpVZq0orzm1lxucx9BcFxOfLblRTLtFvF7BQcfVNVKNCu/Y/21038d0HSzPIeK0cHSdgOOg+R6+08IPBNCiEYxmi9lIgrGuIcxwkNPWCo7kJwk4NslmhZ5KHgImU8kspueR1lyumTpKWQ+iex6VUIzvrrqKzbMj9FZm0TwwHRfwydSLvPXoA6SrZVqmSbRZw9ZN0tWimuXRnMVFpxSK0jI08KG7kkd3XBqGxViym9lIipQRYD6SIOzYlEIxSsEoG2ZGSDbKRFtVInYdgKlkF1qjxXQ8y54V25kPJ1gzP8Z4sptCJMnnd9xGxK5z1bga4xRuNZmLZag4TTK1IsFmHQ2boGZTD4SYiaWIOC36S7Povsf+3rV8c+MNXDlxjLppoXthInaDSLOBY5jYRgDTdfHR0PBJNKvkQwkKkQT7+jayv3ctb993L9unTjAXTbO3bwMnM4O85cgPSDbKC79OstUCLTPAWKoHfI0N9mmizToBr4Sn6RzoWYNjmOyYOIbuq3FSHZUijUAQT9eZiGdJ1ss4us6hzpWcTXYRdO2FkGW5NiGnha9pzEeShOwWQadJVyVPsllmVWGSLdNP4+o6LTPAj3q2M1SYomUEsA2TA71rSTfK9JbnmY1ncMwAmVqJRL3MbCRNzK6jaRB2WsydC4jr5kaxWk1SzSohu8lQfhrw1Bg4p0WmVmTn2GFc3WQy2Ynh2ewYPwqoLqV9pVnWzo+SrhcJODbxRhXTdTE8l2iroWaIpIXl2TiaCshd1QKebnCqo5/JRAcDhWlW5Cd5OjtIIxAiCRRCUYxgDV+HnsocuucyG81wvHMFuucTazXRfJ+Bwgxn0j3MmQE6a3m6yzk2zp6mpZs0AkEm4p3sGDvClskTHOxZw8NDWymEE6zKjdFXnGEi2cXTHUM8OrSZsNOkGQjSV5rB9D3mokkSjSrbJ46xbu4MhXCcvX0byUfirJ8dwfd1TKdOT6OiFi03LFphi9OZPqbjWU5mBkjVy1wzenBhfb3z69FTvevYMXGMVbrGVDiDiVrMvbc8z9Mdg8xHE3RWCjQNi65KjmizwVQ0w2imj6H8JCHXxkOjFAhjOTZNI0jdChOrl+moFXF0k6DTOteFWCfeqtFdmWfT7AjRZo2ZeAcjHf38aPgKVuSnuHrsIJlqiZFU37lWf5uns0MEXIeNM6dYO3eW/X3rGU90sn52hMNdq5Ysw7F+doR1cyNMxrPMR1ILrfuaBplaidXzZymHoqybGwV8nupbyxWTJ9gwe4yuco5ko8pospt8JEGsWaO7kgOgEEkwGe8k4Ll0lOdxNQ3LtVmRn+SasUN0ODUKwJbJE2wbPYxrBRlL1xnavv6yXm/r8i2ZEEJcrOeaxbDZfO7p5LduXQwq2awKFqapWmZMUwWpa69VAWxsTN2sT06qsWBTU2qcVbmsuvddc40KW56nWs6efFLd7EejqgXr0CF1c99en0TXFyf3uO46FYxOn1ZBrlhU22qa2veJE2psmWWpMBQILE4g8k//pF7zox/Bu96lythuuQMVUE6dUudncFCFj0JBtb7F46q1a2ZGtXStW6dCHajXTE2p44nFVJkiETWRyJNPqtcMDKhz1B7XNjamzo/jqNeGw4vTD+v64loyK1eqsjSbKlS1A1q5rJ5/6CG1fWen+movQjo/ryYcSSTU9Tp5UrUI2rba30MPqW06OhZnrAwG1XmsVtV5SybVMff0qPMwNgbhMFHbxtNcQtEIoaSF4TcJV0ro83W8bJae3m7cSgyrkMM3A/j1KoGWjl9wsRsurmtT04PUwhFS1TLoOp5p4Nmu6vXp+7iGgeFrWL6HYUDEb+IaPmYmxhubE2yfatFqtshUJ0nqHl1OjZhdx3M05tMh5geGWff0frKTOWq6heerLouHO4dZ8fQkyWaNuhXE0ny8QJCOVhXN02lFwoRbDfRWi4zTpB4I0TRD1MwAIbeFB9StMDo+lu3iGToTsU6KoSj95RmSjSq67zOe7OL7q3eyojDJa08/QX9phoYeYC6SAmAunKK3NkE9EOTb63ezYXaE7lpuobtlolEl1azQUS0yH02SD8fRgMOdQ7z56ENYrk3dDBK1m6AB5yZkyIfjnE11s79vPY8PbmEu1sG1Z/YxlJtkx+QxDNcFXaNlGPhWEMu2GShOn1v4OUgtYLFl6hgD+Um6y/MUQnEMPLZNPY2tG+ieR7RZI1UtEHOaROw6DcNk6+wZusrzpBtlilYUTTcZKM3w2lNPcKpjgMlYhg0zI2RreVL1Mp6mUQzFyIUTHOscIlkvc+3YQVblJ5iOZpiIZ0nXKyTqJVYUpwCNsGNjGwazVgrQ6CvOcXN9D0HHJh+MMZXIEm9W6SnPcTbVTdhW4/k032ck3UMuFCPcrFOzQvjASKaP3tIsqVqJeKNCZzlHslGhq5ynGI6hex5huwGahum5+I0Kpu/TMC0cw8ABtk4eJ9RqUgsESddKdFXmsTyXeLOG4do4hkG0VSfcamD6Hvg+rg5NMwA+NAJB3HNdu340tJUvbb2JbZMnWDerwppjGGTcBhWgpZtE7AZNM0ghGMOyWxTDMcpWhM5qjmSpTNO0cHUDDY1YSy367QGRZp2I71MKx+grzdJZKWD6DrPRDGUrwsbZw2RqJaKtJplaiXXuCD3lOWqBIE/2b+SNhx/gqvHDTCU6qQVCFCIJXHSG8lN4mk4xHMdybHKROBG7juG5BG2PkN3E03WahsX3Vu/E9F22Tj3NurkRRjoW19ebi6bY37uWaEstrXEqPcBDK68g4Nj88uP/em6ZCp+ZaJpiMEHQaTBcmKIesHAsi9PpPqqBMIbvYfg+Gj51w8IxTAzPoRmwKFsRSqE4mVqBkNPCQSfSbLCmXlJ1ul5BA1538nEsx+aB4SsI2U16y3O0TJOZWAfdlQIdtSK2bpKLJEnVK6yeH6OvNIt2bjKjYjhOollh7ewoHfUCvaU5+gtq0qpCJEFPQXXV3jJzim2Tx5hIdLJq/iy+pnHH0R/RU5oh3qhiuC61QJiWYTETzXAsO8y62dP0lOeYjXVgeh61QBAjorrL1001M2WsWWMi3UEE6C/MYDXr7O/bwFfTa7lWN7icV9ySsCWEeOX4cbMYPlsQO3FicXbDRGKxxau/Xz1XKKgFkXfvVu93333qvdqLNbquCi22vTg9fSajxms9+qhqTTNNFaQ6OlSwaI+nMgwVOrJZeOqpxenlu7pU6JmeVkEnFFLvEQyq6XxXr15caHliQrVytSfuOHFCBYwf/UiN42oHrte8RnUnzOXUflstdYzr1qltcjm1fSSi3tf31ffxuCrjVVfB5z6nyvfww+oYdu9ePM5//Vd13OvXq+fbC2fOzqpyx+Nqf6GQOt43vGExZE1Pq+Bz1VUqED344GJXxt5e1cK2f786Fx0d6t9WS/07PKyuXa2mztH4uJqxsVhUASuZVAG1PctjMLg4Qcn69ao+tFoLY/Z0XSdYqxIcO63OSzYLuo6ey5EcH1fvaVnqde1WvUwGLxXDn54m7tv4iSRYcXzbgVAQ0zBxSiU1W2NnJ6FwCENDlTcWQy+V6Ojv5/ptq8jF0lQiCRLjWZJBnelVmyj94IfEv38/lmVSDEaZ6BokGIvQff1OIlMTJObyrLUCRAuDeKEg1voNxN0mrSNHyedqRFp1Gp3dJHLTJCpFdM/FMU1c3SDou0TxCbcqGI0CvutSCsUhYBIJGuyYOkElEDnX4jVHPRAiVSuTqFdYnx+jFY1RCKdI1QuUAUfT8dBYkzvL9qkT6hPw2TNoPqzTagxV5lldzzGf6ODhvo0EXJvhwiQRx6ZlmsxF05xM97J96mkSrRrpZoW5UJyRTD9f3fga+io54s0ajw1uIlMrMpCfImLXsRyHlhnAQn0SHnJbtAwLza8Schpkqnm2T56gEQhi6yZT8Q4izQa3HX2QaKuBjk8xHGNlfpyGYbE6P86K3ASWY9MyLTqqBRL1MuOJLupGgEyteO7m2yPdKFMJhFWXKKdFtl4iPNPC7lvHiY7Bha6bTw5u4ky6jxtPPcGKHETOdTP0fR9X0wnZNi0zwGB5hpF0Hyeyg1x99hARp4mOTyEUO7cMQJ7bj++htziNp+k4pkXLMAi4DhG7xetPPY7vQ9huEm3VuK1aIOg6mL6LreukmxU0z1voNqb7Pg4+85EkR7pWErMbmI7NZKKTh4a28YaTj7IyP07EbhBv1qkFLGKtOqbnoXvuuSUJNOL1KrFG/dw6cGHqVphCMMZgYYo3HX6AmF2nqzxPb3mOZKOKF7KoAFtmThGuV5iKdTCW6GKgOE1vcY5gq0nEbWE5KtzFmnVy4Tim65A6N6tj0G6h4xMtz1MzLbUUhq+xIj/OLz/+FUDjTLqP0VQ3vqaxffIoIbtFIZIkbDfZNnWSFYUpeio5iqEoxzpXcrxzBVePHaa7NEeiWaViRZiNplTdb1Qoh2KUg2HStRJXjx1CA+ZiKSKtOj3lHBOJLgKOTSkYZVV+nA3TpwnZTYrBCP12nV1nDxKvl4k3qrhoJOtFbjj1JIbvYfoejm7i6Ab1QIhrzh4m1qqSbFSoWGFVt+0WR7NDVIIRrpg8QdhrYdsNWrpBzHNJNipE7QbGuTGXa3KjzEVSXDu6n4DnsmZuhFircW5tQqhYEdY1RgnbJmPJbnTfRwN6SnPYZoCKFeS1px6no5pn3dyoOt5Imt7SLH3FGdacC1Sa71O2IqSalXMzWYYohmI0NZM3PP0IiWaVshUhH0lSiCTIVvJkxwqc7OgnbNt01Ct4RgBX0wg6FrrvE2w1VZdSM6i626ICvOG7HOxezT/vejOraxoj81VWdcaW9fbi30PClhDileP5ZjF8riAGi7MbPvWUCgzt8U4PPqgm3ejvVzfou3apf0EFlrNn1TipdFq1JJ09u7j2x/ndGo8cUd0Qjx5VQS6bVcGuvSbX3JxqKcpkVJh497tV69H/+B8qZLTX72pP8uG6auKNU6dUIJiYUK87dgz+8R9V8BoYUMdw4IAKOu3ugeGwKsuJEyqQdHSokDY6qsLLxITaprdXhdJbblFBrbcX9uxZnCTk3NotrF2rvnbsUOHjqadUOCuVFoOg56ljLJXUmmO3366O6wc/UOFuaEi1jgWDqty33KIC3KFD6vhOnFBhzDBU61a7G+T4uHpvz1PnqLtbHcfo6GIXTFDBz7ZVeVeuVK10jYYKSn19qitiNKqu+8yM2t401XkaGlL7dBx1XicmVDiLRhfXUjt7Vn2q6vsYug7VsrpGmgbRCPgeRsCERILwQJ8qx/bti5O4PPgg9Pejx2JkN6wm+9rXLqxX09ffT9+Vm/Aqs8SDIXr6eggPx0mGTPRf+0+wZw/pAwfU8fR3qBZSgLExrKEh+Np3MMbzhKsl9HPLDDiBAH44gubrxHFImRpaIoFtGDRrDQwrSs20iPoeYTwmuno5umIjNxx4iIFGiZ+Z2Eu8MEe4VWcunSZtF7A1hzlgsDZHj+mQrk+RGX+UesuhMwAbx/dSzD1NTPdphqPM9XWzzWpiTU2SKM6xOjdGKZLkSP86Oqs5tPkATcKMZfuZjGWxmnVMYM+qK0hUy2ydeporJo+xMXeWSiSB4dj4vmrZ6qiVsHWDuUiSiXgWNI2u0izNQJBSKK7G0XkuIael1g0LhHl8YANdpXl2j+znWHYF3dWc6ranB2gGLDR8uqpqooyDnavpK6sxNtlGnpDdxNFNbMOkFAxTCKeoB4J0ledZkZsgF04SdFo0rCAd1QKrcuOka0UqwehC61LYaYHvk7fiaD6YjsPq/DhBp4Wna1iOQ9BpEXZajCfVTJrJZo2z5yb9CBoBjnUM0lnL01eapxawMH0X1zEI203CXgvfh8HSDE3NRNd1Yq0Grq5j6wY1M4iv6fRW5jmd6qERCJELxbBNdQNeDUawXBtH0wm7Nk3dwEPHDVi4moF3bh25uF3H1QxmY2k012X7xAm2T56gEFLjnzrrBUzbIeg0aflRRoBErYTtakSbddbkzpKql7ENg5AbQmtPCkGAlmHSV54jaLdINSrMRxIUghEGyrOY+AQdm0bAIh+M0VOeJ2w3mI1m6C9MMZbuZcXcOGtnzhBxmviGzqrcmGrh83zS1QKdlRzxRlXNwGgGMF2HYjCG7qsuf4VglLDT5GDPao50rmLz9AmuH3mKdXNncA0DW1eTy2yfPMbuM/s5lemjp5xTk+b4Pod6VpKsl7nm7EGS9TKubnAm0U2mXqGzksfwXFxdZy6WJmQ3mY2liTdrBJ0WhVCCQihOZyVHtFUnWytSDsbA9zAdB830sU2TqhXCch1Mz6FmhMiFE5iOS39hhky9hK9rbJg+w2wszdGuFdi6QW+1SKZWoByMEWvWsRwbD5/e8hwB18E2DVxdVxNgzI+h+T7paAnHMLFcm0StRNB1wNA4melnLpwiWy2gux6lYBTTcynqahmKmVhGTfbhukQDVfrKc3SV89i6AfikayVahkk16JELJViTP0u1GqUaCBJybfJkaQCNgBoXGvVd6rZHueG8BDcYPzkJW0KIV44fN4vhcwWx9uu2bVPBob3NO96hbujbU84DbNmi/s3llr7f2rXP3LbdrdE01b5mZlQwW7tWvU+1qgJFMKimiV+zZrHMuZwKICtXqpv+9nsVCiqopdOLCzmHQqqFZ3x8MdhddZV6z3xehY92t8Lrr4ebb4Yvf1m9vrtbhYt2cInHVbAC9fiNN6py3H+/as1Zu3ZxfbOREfjqV9UN/sCAauk6eXKxRcj31flIJNQ5GBlZbF2q11Vo+amfgl/4BVUe31fdOrdtU2U+e1aFmVOnVLmyWdVCFYmoILh2rQp/c2oBWjZuVPtoNlWInJtTr49E1DnZvFkd59yc2tf0tApT27YtjvfSNLWveFydm2p1cezfjh0qJB45ourMxo2qBXFkRO0/HFbnStNUOaNR9d6gjsW21XULBtW1hMXuk6GQulYHD6pun6mUaq07cQL27UNvNkiEQyR6O+CpcTg5rdaDO3VKvXbNGhWaR0bU+7Ra6IkEPW4d12nQrFTxcSmnMvi+htGsk3CahDQNIxaBeIygZRG0AsRqdVpBC8d3MfUgQ8Nxrun2CZz20aNxQrjYhSY1TcNvNckHIxBT4/y8TVt4wooTLubpKs0xGDPZoIfRzQhVGxpNm1I2SdRtUY1kmV25loq3kquLZ/E2bGD9dddiPPow80aTH/Wv53ubX0OqXuINZ/byoe4qozcO8Nj3nmT46F7WzI+AYfDkwFaGZ0YZKk4TCYfQbQNaLkQiBBMxKrZHoxmlbIU53rmCa8YOEfA90EDzYSLZSTmS5DWn99FZK+IXxtEcm2irTsjyaWomIVu1BBieixMwaAZC+HaT6VgHpucScGxM16EaSVIKR6lYEfpLM+j4zEUSbJ86SbpRpRSJkamX8DSNI72rmega4qen9qOXi8w3PQrBOGG7Schp0QxYuKbJo/2bSDUqvGZkL4bnUw2F8NHw9XPd3FyH7mqeVYVJfN/H8mw0x8fWTWZiGYJ2k2y1QMhrYboOnqnjaAaNQJDpaBr7XLDoqJcwPYfxeJZoq0hvOcfG2RGS9TKG5xB2mui+R9BpEUCnHAhjGwFK4Rg/WrGdbRNHWTc7Sj0QYjLeQaTVpKc8h2uYOIZJwwzQ1AKEvTqBloPRUregTTOI4Tbpq8yD5+JpOpOxLLlwgsHSDGG7Qct3aRkWoWaDsNNAPzcRSKJRQ/M9mnoATfMxXIdks4Ktm7T0AK6mE3Rsdp/ZT7acJ10vYRsGpuMy3KjjGBoOJmGniYGHWZ7D9H3QNDQ0dN/F8CHotIjbFRxNdR3sq8yh+Rr5aJyyFcZDU61tToNkrkSqUaFpmsyHk7hodDRKrJyf5Gyqk8H8BCl8iqEoE+ke9MIksUCQqhWiaQQIuTYBz8VyXeYiSRpmkCPdqyhbEbZPnWAC1RrZV5kh0axRCUbwdUg1a1TMEDPRNNlakWIwQtC1iTdVF+BGQC2QnqxX0H2fsGvjazrTiQ4OuqtpmQESTTUjabzpkGhU0T2XmhVh3ewoPaV5NM/B8H2izQaeoWF5DpargnzRStBVLdLSq7R0g7Dboq88R7RZo2xF+PLmN9BTzXHlxDFwXOKtOgHXoa8yQz6U5HDnStbOjdJRKxK2G2ieT9hugq8RtWvkQ0nGE510oGZtNfHpqhUxAv3EQ5d3nLm8SyeEEC+WFzKd/MVMOf9Ctr2wNa2rS41Tsix1Ax+Nqpv44WEVanT9ma9929ue2SUyk1GtQ5kM/L//rwouzaZq+clm4Wd/VoXJSmWx62R7XFN7Qo/bb1fjm374Q7VNu3VI19VN++rV6vUnTqh9P/GEChDptHo+GlWv+9a31Bip9etVqLHtxYD4xBNqf3fcoYLYf/tvqqXwoYcWJyK54orF7ppbt6qv6Wn1Xr/8yyo8fP/7qlWs0VD71zQ1zf3116vWvPvvV+934IAKdUNDizNI5nKqRao9iUk0qr7fskXt07bVc+3WrNe+Vr3u2LHFWSPb58x11fi9LVtUmWdm1LbtgAVq+40bF2erfPObVcvgd74D3/62Ou+gptDft0/9/7rr1PtMTqpz29Ghzk17AeypqcXWzfFxdb4LBXXuczk1E+eVV6rA9a1vqaDa2Qlzc0S6sxQ7Oym3NMzZOTTHwTc0QskEidI8AQ3VatjuSun76I5DSNdUvWk24aGHSCcSKhR6HjSbBO0WgXicsN7Ea9RwY51MAHfctpOcZ6A99hixSoFIvY7uuVDMsdq0qFbrxE5WqEbixFou2tYr2LRzI8Pf+P9DVIfKPHRn6Pzlnyf01newueURD5kMP7kS/b5vs2Hv/ax+ww0c0qt45Rmq4TCpgEYyHiYR6iDa00ltKog+cpquwjQhu4GGRshu0nRrdE9WyTSK1DSXRjzFYHOe4cIpttemSVfncE2DTKtGrFoi6Dnodg2w8T0bzzCIGjpXz58mUilTDMfId/QQtFysUhHqNUK1PKZlMKVpGLpOKxRmsDavWpbMKKUVw0zXu0lPjWIM9PO6N72O1afT6PU69bJLbu9h0uOnMPA4m+6mp5Zne22SkKnT1SiRsatogNFqUgxEGM5P0FueVzMWeg5T0TQRu4FtWMwmOgi6NrFGCQOfmhVB9z0CnoPhecxHIhzuXoUBBO0mpVCMxwY2Mx9NUwsE2TA/iub7OMEQHV6dWiuCozep+yFMz6EYiWPZajKMkhVlNpKmI1zE8h1W5cZVq4gRoByOEfQcUpUy+B4t3STmtHBcNZm4iUfdsAh4Lh5QtSIkWjU66iUs16ZhBog4LcK2Cosaqttiquag48O5yVA0X8PyXVzDpGaFCLgOQ8VpfE3D1g00X3WdbOgWyXoJHRfTNfFMH+/cu3iaRtBuYLkuPj6xZp1HhrZStsJcP7KfZKvKtaMHqISiVAMhNB+6yjn6y3Povks5EKGnPEfQdeioFSmHokzFMoTtJjsmjrJl+iRN3aBpWMQbNa49sx/d9ykEY1StCNlqnnirju771AJ1fKClW5xK9+FrOqPJbsaT3fSWZtg98hSm7zIdTQE6tm5SiCRo6qYKLI6Nreuq5UuDph4g1GoSdJp0VnPUrSCT8SygMZHsRvM9NDTSddXlOeg0cTSDbC1Pd3Uew3Np6iZN3SDVKKP5Lhrg6Qa5cJyWbpCpl2gYQXVdfDBdB0czCDstdp09RMRWE+HgQ9kKUzOD5xYQV4u7O7qO6bmYvkuqUSbRquNpBr6rQdBfmFb/bEcvp2LdFOJpXtefZLgj+ux/py8TEraEEGK5XNit8ZZbVOi5917VLa09dqxeXxzr9VyvvXBh53BY3fSbpgoKoZD6Nx5Xj4fDKqg8W9fJ9v40TbWetNfoarXUc2Njah/veY8KGk8/vdgVMJdTN/6mqUJVZ6caU3XNNWp/mYwKF5s3qxaaAwdUoIpE1P58XwWGfF4FpwceUP+fnVUBZedOdRybNqnWuVJJlaVYVGGrt1eVJZ+Hz35WvW8wqFrPHEdtn8uproK33abe68iRhVkHsSwVBH/qp9T4u8lJdc56elSZP/xh+Ld/UyFsYEC9byazOJHJzIw6D/W62kbT1LkPBNTznqf2+drXqjC4Y8di99Crr1bnJBxW4fSb31Tl37FDHX97XNvu3epY9u1T+xgcVO87NaWuxeCgev/Dh9VjR4+q+nLbbYtdJNuTjLz1rSQ7Oojn81QefRI3N08gECCSjKNPTiyGrGpVHUdn52JrbCKh3qvZVNd81SoV9I4eVePb4nFCrgvNOnZM1Uu9XKL39tvh+EGYGFOvjcXAdYnkpgj5PqlwhGY4zuraBMGDBfSZwwuTlLQnLdF9n1UTJ88dD1AuqWt74gSrZ2dZmUxR7YrgBNIEykUiuSK63QJNI9LbhVcuYlbKRFoVdM9FtyzAw62W8Y0AiYiJlbbQiz7U1Pgf1wDfCpz79N5B9z21cNi5SVYMwyBjeLRiIfxQgGggwHB3BD3aCfU63vHjOK0WAyGdFe48mtPAiaZwGi0cwydSmsM8tp9yOou7ag2vW5ule+q4qt+Ow4ZVvax1K9QLo7henY7eMLEtO4kdPUy4XMAJaNQ9F89xCTXrBF0bu1nG9FxaukHDMIl75xZhj4Sxh4bx52eJFSbB0KmHo4RadTzPwNfAMg12hGweDXUzZQSZdlo8sPE6cuEkrUCQo9pV/EzuKKHyPM6xMtgt5oNpZiJpWuEIWqaDNeMnCLgeQ34NPZUkWw+SqDVp2i6OY9M0AtSCEZL1MrFWnaZhYZsWjufgnZtAw/ehEorg6wYxt8l8Rx9uo0m8XmI2kFETuNTL1E0Ly3GIN8uEXQdHN2iZBrrrozs2vmHgGya5SArDc4i06gRcNQ6uGkqhNWuqlcpV47w0QPddgi74aDiaCmSpZpWWYVAzVZe8jedm9DN8j5FULz2VeUJ2g6oZ5ETHED2lWVbmJ1QLIT6aplEORqgHgniaRuxc10pX06kFguQiCdL1MrrrEPRcdM8m2aqosXKemq3U1k2CdoOQ3SRTL3Lb8T08PrSF453DXD12iBX5SXorc2hAy7DOreeW5OlMP8OFKSzXVt0Pw6r7ZtRRY7g6a0WCTpOo3UT3fQaKMxRCMb6zdheZWhGzkiPaalC1QkSdBmFbzQSpe2r8V8swibTqqpw62OeOK+TYhFsNQo6NYTj4uomGx3Qow0S8k60zJ9kxeYx8KEY5EMHwPWZjaRpGgORkhXSjRMCxCdtNbE0n4LhEWmV03yPVKFM3g/SVZxivzANwPDPI6XQ/q1f2cedVA7LOlhBCvGo9W+uXYajHt2x59har53vthS1nJ04s7eK2d+/CDSnZ7PMHtjVrFqeN13V1092ese+KK9T2a9eq53t7VcDQdRVk8nnVStfVtbRV7tnC5ebNi2Pmtm1TX4WCGqM2OanCXiikWmZiMbUWmmWp8mmaevx731P77+5eXPts9WoVBMfG1Os3b1bB5eGHVfh6y1vgP/0nFTjai0xfcYX6fmZGhcCZGfWaa69VrUFDQ+r9b7lF7T+dVu/d37/YRfSpp9SxbN2qAubTT8NXvqKO95d/WYWSPXvU+ejrW7yOmczSa3r+7JhjY4uzY77tbeq1+/er42hPZ7xypbpGjqPCVjKpyt5ecHvFCjW2LBZT58L3F9+/XkevVknEw7DmKhWozp6FSlmF2jNn1NIIAwPqK51WrzUMdZwnT6prdeyY2n8opP4tFhcX9F63TpUzGFTX9K1vVcdw6pQKiuGwKkcggN7VRSARV0GxVFTl37RJ/dseSzczo8ayzc4uTpYSCKh/z5xBt58mXq+rc7xyCJo1dS7WrlVrvqVS6PPzKviCan0sl9FrNXU9t2xR5+bchCf6mTPotr043s73F8f8ed658XdR9EiE0IYNqjXxX/91cSkF30ffsAGrtxervWbdzAxWwICuPrxajabrY6UzZDdvJfna61XY9X0VYut12LED4+1vJ/Y3fwM/+AFJvwaBJCSi4NlY1+zENAM0T4+gT88QsZu0DJOibjHaOUAzFMOJxRkZXsmu3Gk2VsqcDgRomBYEDUzLwtN86kYAXddJZ5P0Z0J0JQMcm68yYYbZ5eaZyHTSlQhy01CG3dNFmIKK048W0cn29tLXkeWRQCePJwb4/s5b6C9Msbk6zZaeGOljQRgfJxIKUW7YNGZyRFo2YddBM03VtdNuYmthnIA6v0F8OsIGRm8vyflp+rvD5CsG8yWfphbErPkUwgnOprpJNyoYBdCbFVzdpGEEwdJJGB4h08DXDUK9XdTKNZqT04RdGwOfUHmeULOuWvY0DdWOBR4+Lhqcm0lRAxzD5HDPauKtGuFWg6jdwA1YnEz3YXo2836aVL2Ep+sc7lpJ0GkSthuUQnFSjQoNK0jJilAMRumuFgjWy5iaRyWaYLpnkAQe2fkaI+FOjmUH6J+bYMXsGJ6mUQilaJoWNStEwwhQDCcIui2mYh3gq2nXK8EIhqdmOLV1EwufAB69lXny0SSjyR4M1yHeqJKLpGiZRYzyHLZu4gU0Ap5DLpzgRNcQQc+jaQSoByNU8GhUQuztX0+2WqCjUQGaNE0Lo9XA8H0s18HXdHKhONPxDgzfo6uWRwNszcQESsEouUiC3so8EadFy7IYTXXRX5zHcl1ykTCurhF0bTLVAuFWEweDuWiK/uIMQc+lZeqqRdKwMFyXkNvC8nRSzSpVoLNVIbpxkP98xya29Cef+bfyMiNhSwghXko/rsXqYu3YocZmbd6sbowfemjxuR8X2G68Ud2gz8yoG9xoVN3Ad3QsfU17vFh7KvVGQ934t2d0bLfK/bj9vfnNKrh9+cvq5vXpp9WEEwMDKvDMz6txU1dcoYKMaarwuGmTCgi6rrYZHVU3+PfcA5/5zOKCzY0GvP716lysXq2OZ3BQnaNt21Rr0pkzKjwUi4vle9ObVDnaoXfjxmceS/s4tm1TQTadXhxb1x6X1W7F2r1bBdLu7ue+bhcuU1AoqBa49mQhJ06o98jnVQtTT486xnJZjROzLHUt1q5VAeeb31wMqQMD6ryd//4nTqgb+te+Vp3rT39aBaHubnW809PqvUdGFsNGNKrCZyymtgsGF1sgUyl1fXxfteD9wi+oQHbTTWr7fF7V7XBYXTPHUectm13s0trRoa7pVVepxzxPleHGG9W5DQTgn/95sXtoLKaCyczM4lg6XVeBv71u3OSkOr/p9OIkJe362l6fbXh4cS29dFqFyG9+Ux1fe1ZOy1IBt9lUxxIOq9Zf31fHfscdqg6dPKnKXSiox6++Wu331Cn1HKjZLDMZwsEg4VgMVg7A6VOqvr32tapr6cmTqiygfp5PnVL7dNXCvwwPw223oVcqhL/wBYhHwfMwz54lFAoSH+ygkUzh3HYHXdfsQH/oQQB6njpCCRu3XKESimHqELICdCcCRDdugEiETLnMLr9Fft1advs+Qe8YaeLosyEIWrBlC4m+PnV+zrXw3lGtsX3DNnJDa4hbOsMPfBv92FH1s7B9O8zPE5+aIppJUa9U8WeDmIEAmY4MVCo4s7MQTwBgDfQSTySgUVfXqKODDqNAOqTTFwhSdeME8zkG/DItt4oXMJiP9pAp5Uh5DcxkilAmra7n0aMwN0MomWQ2EqJo6FiOg+k6uLqBp5u0rCC649DSdJqhEFrLxvIcdDQwdZyefnpf9xqymkPi6CFyZohiMst1mkfQtZk5O0W+ZnG0ezW+GWCgPEPCrtMKRcEKYOsxUnaLvtIkEddGT8bxIik8w6TbK2Olk+iZVQxX6uhmi6c2XEktHCNZymEAtUCQyY4+yplOCt0DTO24lrcVjnLL4b0ET57Ay+Wp2Ta1YBRP10k1K1iOjeG7dGLTt20VyaZahqOkB/GnwXYbGK6PbQaYCHaimwbxgEE93oFTa5DwWkSDJk+t3cH9K6/mnu9+mlowzHTXAAPVecy5KQzfoWhFmQ3FmYulyUWSrJwfA03D1gwaZpC5YJhyMMpErINUs0rEs4naDcZTvZRCCTRNYyrZiWU3STUq4DaphSLs71rNvoGNXDeyl9VzZwm4DjhNPMMEw8TwXBpWGD2mZhz8+Z+5jht29KL3JZ77d+xlRMKWEEK8lC5mXNiPc+ECxhcb3AoFdVMHKihommoJaN/gtbXHj23evDg5RrtbXa32zFa5Z9N+PpdTN8u+r26qv/WtxSn4DUMdz/nj17q7VTj44Q/Vze22bWo721bB6fzFndtdMlevXtxfdzf8/M+rc3TkiDpnN96oWoJGRlR4qFRe+Lm7MFRmMipgnK+//8df0wvH8+3bB//n/8CXvrR4051KqetjWYstSO2uiu0WJMdZaFlZElKfbbzggQNLp99vT7xSKKhjP3JEhR3fV+fzjjtUUJqZUcEoHlehpN09de1adYPb3a2CIKj6EQio/beDzcaNqsvjwYPq+reDS3e3ei/fV9et3bp3/vX/jd+A/+f/Ua227Rkl28F75Up17mdmVGAzDNU1NBBQx1coLK4Nl82q1sl6XQW19uOvf/1iC3FPjypbq6XOeUeHOr+6ro7hDW9QM1eWSostgbfcooLSY4+p1sCJCXVsQ0OqPMWiCoDZ7OJ6dsXi4iQpJ08utkI+/LDad62m9j0zs/gBQ62mthkfV8e3erW6VrOz6J5HzG0Rs+uQn4ZIeOGDje6/+Ru8uUkqnk4qGseIqOnLdc9TQc/34cgR9K4uOjatVT/X7Q882hP2nGuVPL+FV6/XGQyHGcyk1DWdm1X1bnhYnaPTp8Ew0K+/jmi9rq5ze928mRksQ0er1wHQf/ZnVUg6fnyx265hoOfzxDZtItaesOb4cbwTT1NHIxhPEZqeIFivom/cqH53ZTKqzj78MPr0NIlYmLLvU47EiderNC0TO6iurxuKkNq+ka5ygdbUNHY8gWaaRKplUqZJr95UHyKkYnSdPk1Xvbgw5jPVk6ASipF9289QNCy6Pj1BaHqSzuEhNE3DLxSxcrME8xp6NKp+f3V2LraKr1sHu3YRe+ABNtTrdLz+auzCerQDB0mMnMAwDTav7KDe04PR30XHWzahf2ccrE2wZggeeIBavsC8o1NzNXzfx47GMZNx1vd0kCycPXctuhm2HWqBDjTTxmw1aKIzEU5Rd3wsDSrhMAwN09XVjzU5gWsGuNooE1u/huC6XsoNFx6fwQfq4SiFDdsJd2cJ5ar0z8+ih8PMhfqxWg0M36PQu4JTXSvI5meop7PUDINgLEamVqNlGOTjGQiFyXoN7IFBzmS72UOITsPlilKeo8NbGOlcwS1HH8KyGzi6hum6eKZJtKeLK7tD/ADYPXYIPdiAocHLejHjtsu/hEIIIZ7dvze4TU+rm8B3vlPddLa7NLanbm9rt8Y9y03XQti5mH22Q0Bvr9rfyZMqTLS7j50/fi2TeWZwWLtWve7IkedeV+381194HO1ztHXr0hkkf9LQ+5O4sCzXX68eO3pUnY/2YtOWpW4mrrhC3YhGo6oL3Ozs0hv8q69+Zkh9ri6dpqm6+fX1qZBXLqsgd+ONap/ptLoWt9yyNHh/6Utq/2vXqlamSkWVb9cuFebaLTnt/W/bprYbHFTBsdlU1zebVS1Ug4PqeOfnVfC7sKUUFmeWjEQWQ0mtpoLOe96jrmH7umez6vFAQIWd2Vl1PFdcoSYhOXRIvX+7Vas922M+r4LWli3qnJZKixOpgHqvu+9W5/PgQdV63O4KHA6rINjTo45pbk4F5M5O1cKZy6k62mioujY7q16bzapAks+riWRWrFAhcHJSBa5kUpXTNNU1bXelbLcQXn+9+rChvazDli2qHrRb8VavVvu2bfSVK0k4jmrBKwXUz3d7rT7PU+VqL+Ru288MvOd7tp+RC38+v/Y1VRduuAF+6ZfUOXvkEVXW+XlV/tWr1WOwuEB8T496rr9fjd08dkyd3/ZSCXfcgf797xOdmiJaKkE6po7lve9VHyQcPLjYCv5v/0b43ML0TsujbKUpheNopkHc1MkMdpPOpqFVJ/Ta1xB6xztU/frc51TL+c6dqktvV5dagqPRUOcc0E+dIpFOk8iEznW73gip3eraHjsGa1dCZPPiBz/BoPo5qtfVz9bGjaqMK1agZzJ093VCvQSvuxYqW9TPjGmSbH+Ydeyoeo9bb1Wv/cQniPzLvxBqNmmks9S6umDTJjKpGPqhQ4uLuts2erlMLJOEG6+DsTGCtRoxoOJqOK0WKzduIv3WN8HmzUw+9BjuwUMYG1bTO+Kif//7rCxO0exK43YkCaeTbNiwCr1aYcWqdZTKAzQNC+e22+nZ9wjNb32LrNniik6PWHeWerSBbVoMDK/AbrlMPbyXTGWW+Y41VNfsQKvXKGkBRm+8hbd21hmePMUjnWt49MBZSvnT2NUyvmXRVZ4nGgkS6u3Ajp+bCGP7dvV752UQtEDClhBCvHp1d8Oddz6zZSwQUOOO2l7M1rjzQ8D5LU3bty/tyvdCJgtpNFSL3Att2Xsxj+Pf69nKsmaNumH/8pfVDV+zqW542+urFQqqlS4chi98YekN/rOF1Audf6wXrgPX26tuatvjxiYnly6LcOTIYpe/m29WN6b33aeugWEstsadf3ztpRRKJTWG6X3vU/toNNT3weBiF8/2ouEXXv/paXWjOjCgApDnqfF+7XFi7fXvBgbUDfvAgGrlyGbVjXh7gfGNGxdbIPN5FTTrdXWe2xOO9PaqwBeNqm1XrVIzYZqmev35+2qfm2cL/I88sriEQfvDiTNn1GyU7clpWi11/k+cUNsfO6b21173rX09dF2d7+5u9TNy5IgKFps2qbK0z3v7g4/zu6+2z+NrXqPe+4tfVBPSZDKLYfTcem6k0yoQj409sy79OM8W7Nt1+fxzNjqqyr9lizqff/d3avuTJ1UoaU9Ik0ioMBIOL+1WXK8vfhiwcqU6p0NDKsS96U2qLrWXubjySjhzhnChQHB0FNuH0tXbYMtmOrJJ9FZL/Z6bnFTX4bWvVWXJZtV527FjsRvyNdeo43nzmxdboG1bXbdIRF2L06fVdWs2VXk6OlQ5t21Tv0ubzcV1+R55RP0MbNqk9nX4sNr38LAaa7pixdIPs87/PdcO7+k0eiBAJJkk0mpBOq5+HixLBbR2i2ippMrwH/8j/Mu/gKahRyIk2stf3HYbXLtL/Xq47fWwdZ3ab78a16l3dREeHFTn6tAh6OqEq25D37CBFKhjDIdh4hSRoUG178kxCAaJbd2sfqdbBqweRvdcxk9PcnJoA49uvo5VM6e5sjzJ6zfFWbVtB9R3sLu/n10rfkQueCe1QJBIs0pqZgL9zJml9XH3bnUeXiYkbAkhxKvVc92Q2/ZLs88Lb9IGB589LF1MSLpU4enFcuFYrmdr7XkhLXoXs6/2OnDn32hfeB67u1VrWHusGqgg9Xxj09plCYeXXmdQN5MvJCyf30LWnlTme99TN7fnH29/v7qx7O5+5uQzF3b9vDB0trvi5nIqEDYaKihkMipcXniM57/++cZgnr/PFSvUuLZHH1U37PG4en7VqqXd9r761aXXwzTVe7bX9xscXGyh/HE/FxeW7f/6v1Qwnp1dnJSlvRj41q0/eV26cLtnG7/Z3//Mc508N7FBb686xx0dqjz5vKr/F3Yrfa7ZVdtlbe+j2VTv257UZPVqgidO0NnbAW+8RZ3L52qZ37Jl8Vy3z+G73vX8LdCZjPrwoB36fvZn1XOHDqljabeCnh94TVM97rpLA+WPa2Wfnl5sZbvwQ4/OTrWPC7tcR6OLEww928/Ghdep7X3vU/V1dFSF3PYyJT/zM0tbPY8cUaHz139dnc9vfUsd98CAun7nWuazv/ALZCYmSCa7eU04QTx0DcONAno0sqQc+oYNZFesOBfiJtTxpFJq/+2ZcotF1er4MiFhSwghxKVxObU0XS4u7JL1bDe/L9YkKy9kX23PdQPdLsPzBfR/T1g+v4Ws/dyb3vTMBcThJzsvF46/e75j/HGvf65jaDu/NbHdcnl+oDh27Nmvh2G8sPf/cWUrFNTNvWEsjnG8MMz9eyfseaHladc9gLe/XYWXRx5RITocfvYPGl7I9W3XF3j2gN4+lz/pOYRnb4EG1RX7P/0nFUTaXVov/EDh2QLv83XbvNDzfejR1/fcXa7h4n422sd94Qc/P26ZkvbSFwcOqLB7fsu8rqP39zO8ZEex5943PHO9yaeeUmWamZGwJYQQQoifwAu9obzQTxJSX+yZMZfLCz3el0N4f76Wy+W+Hs8Vrn/SMPfv0d2tumru3ataRXbtUjfyBw6o/z9b+L+YevBCA/pP6tmuo+suDSLPVrZnC7wX023zhXwg8EJaWp+rfOd7oR/GnP//9nkJhVQ355+kW+r5LvyZ2LkTvvGNl1XQAglbQgghxOXjpQwML4dw8krzfDewGzc+c/sX83pcTuE6k1FhY+/exccuDEj/nvItd92+mFbhF+N1L9Ryja+FF3Y9Xuzje67XXDhG9DInYUsIIYQQ4qVwKQPP5R6uL/fyne8nvY6XU+D9cX6S6/FyOr6XkIQtIYQQQoiXwsspUIjn9pNex1f69X+lH99P6AWMxhNCCCGEEEIIcbEkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiwDCVtCCCGEEEIIsQwkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiwDCVtCCCGEEEIIsQwkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiwDCVtCCCGEEEIIsQwkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiwDCVtCCCGEEEIIsQwkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiwDCVtCCCGEEEIIsQwkbAkhhBBCCCHEMpCwJYQQQgghhBDLQMKWEEIIIYQQQiyDSxq2HnjgAd785jfT19eHpml85StfWfK87/t85CMfobe3l3A4zM0338yJEyeWbJPL5bjrrrtIJBKkUine/e53U6lUlmzz1FNPceONNxIKhRgcHOTP//zPl/vQhBBCCCGEEK9ylzRsVatVtm/fzt/+7d8+6/N//ud/zic+8Qn+/u//nkceeYRoNMqtt95Ko9FY2Oauu+7i0KFD3HfffXz961/ngQce4D3vec/C86VSiVtuuYUVK1bwxBNP8Bd/8Rf84R/+If/wD/+w7McnhBBCCCGEePUyL+XOb7/9dm6//fZnfc73ff7qr/6K3/u93+Onf/qnAfjf//t/093dzVe+8hXe/va3c+TIEe69914ee+wxdu7cCcDf/M3fcMcdd/CXf/mX9PX18dnPfpZWq8WnPvUpLMti8+bN7Nu3j49//ONLQpkQQgghhBBCvJguadh6PqdPn2Zqaoqbb7554bFkMsmuXbvYs2cPb3/729mzZw+pVGohaAHcfPPN6LrOI488wtve9jb27NnDa17zGizLWtjm1ltv5b/9t/9GPp8nnU4/Y9/NZpNms7nwfalUAsC2bWzbXo7DfcHa+7/U5RAvH1JnxMWSOiMultQZcbGkzoiLdTnVmYspw2UbtqampgDo7u5e8nh3d/fCc1NTU3R1dS153jRNMpnMkm1Wrlz5jPdoP/dsYeujH/0of/RHf/SMx7/97W8TiUR+wiN6cd13332XugjiZUbqjLhYUmfExZI6Iy6W1BlxsS6HOlOr1V7wtpdt2LqUPvShD/HBD35w4ftSqcTg4CC33HILiUTiEpZMJen77ruPn/qpnyIQCFzSsoiXB6kz4mJJnREXS+qMuFhSZ8TFupzqTLvX2wtx2Yatnp4eAKanp+nt7V14fHp6miuuuGJhm5mZmSWvcxyHXC638Pqenh6mp6eXbNP+vr3NhYLBIMFg8BmPBwKBS35x2y6nsoiXB6kz4mJJnREXS+qMuFhSZ8TFuhzqzMXs/7JdZ2vlypX09PRw//33LzxWKpV45JFH2L17NwC7d++mUCjwxBNPLGzz3e9+F8/z2LVr18I2DzzwwJK+lffddx/r169/1i6EQgghhBBCCPFiuKRhq1KpsG/fPvbt2weoSTH27dvH6OgomqbxgQ98gD/90z/lq1/9KgcOHOCXfumX6Ovr461vfSsAGzdu5LbbbuNXfuVXePTRR3nooYd43/vex9vf/nb6+voA+I//8T9iWRbvfve7OXToEF/4whf467/+6yXdBIUQQgghhBDixXZJuxE+/vjjvP71r1/4vh2A7r77bv7pn/6J3/qt36JarfKe97yHQqHADTfcwL333ksoFFp4zWc/+1ne9773cdNNN6HrOnfeeSef+MQnFp5PJpN8+9vf5p577uGqq64im83ykY98RKZ9F0IIIYQQQiyrSxq2Xve61+H7/nM+r2kaf/zHf8wf//EfP+c2mUyGf/7nf37e/Wzbto0f/vCHP3E5hRBCCCGEEOJiXbZjtoQQQgghhBDi5UzClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGwJIYQQQgghxDKQsCWEEEIIIYQQy0DClhBCCCGEEEIsg1dV2Prbv/1bhoeHCYVC7Nq1i0cfffRSF0kIIYQQQgjxCvWqCVtf+MIX+OAHP8gf/MEf8OSTT7J9+3ZuvfVWZmZmLnXRhBBCCCGEEK9Ar5qw9fGPf5xf+ZVf4V3vehebNm3i7//+74lEInzqU5+61EUTQgghhBBCvAKZl7oAL4VWq8UTTzzBhz70oYXHdF3n5ptvZs+ePc/Yvtls0mw2F74vFosA5HI5bNte/gI/D9u2qdVqzM/PEwgELmlZxMuD1BlxsaTOiIsldUZcLKkz4mJdTnWmXC4D4Pv+j932VRG25ubmcF2X7u7uJY93d3dz9OjRZ2z/0Y9+lD/6oz96xuMrV65ctjIKIYQQQgghXj7K5TLJZPJ5t3lVhK2L9aEPfYgPfvCDC997nkcul6OjowNN0y5hyaBUKjE4OMjZs2dJJBKXtCzi5UHqjLhYUmfExZI6Iy6W1BlxsS6nOuP7PuVymb6+vh+77asibGWzWQzDYHp6esnj09PT9PT0PGP7YDBIMBhc8lgqlVrOIl60RCJxySuaeHmROiMultQZcbGkzoiLJXVGXKzLpc78uBattlfFBBmWZXHVVVdx//33LzzmeR73338/u3fvvoQlE0IIIYQQQrxSvSpatgA++MEPcvfdd7Nz506uueYa/uqv/opqtcq73vWuS100IYQQQgghxCvQqyZs/fzP/zyzs7N85CMfYWpqiiuuuIJ77733GZNmXO6CwSB/8Ad/8IxujkI8F6kz4mJJnREXS+qMuFhSZ8TFernWGc1/IXMWCiGEEEIIIYS4KK+KMVtCCCGEEEII8VKTsCWEEEIIIYQQy0DClhBCCCGEEEIsAwlbQgghhBBCCLEMJGy9jPzt3/4tw8PDhEIhdu3axaOPPnqpiyQukY9+9KNcffXVxONxurq6eOtb38qxY8eWbNNoNLjnnnvo6OggFotx5513PmNh79HRUd74xjcSiUTo6uriN3/zN3Ec56U8FHGJfOxjH0PTND7wgQ8sPCZ1RlxofHycX/iFX6Cjo4NwOMzWrVt5/PHHF573fZ+PfOQj9Pb2Eg6Hufnmmzlx4sSS98jlctx1110kEglSqRTvfve7qVQqL/WhiJeA67r8/u//PitXriQcDrN69Wr+5E/+hPPnYpM68+r2wAMP8OY3v5m+vj40TeMrX/nKkudfrPrx1FNPceONNxIKhRgcHOTP//zPl/vQnpsvXhY+//nP+5Zl+Z/61Kf8Q4cO+b/yK7/ip1Ipf3p6+lIXTVwCt956q//pT3/aP3jwoL9v3z7/jjvu8IeGhvxKpbKwzXvf+15/cHDQv//++/3HH3/cv/baa/3rrrtu4XnHcfwtW7b4N998s793717/G9/4hp/NZv0PfehDl+KQxEvo0Ucf9YeHh/1t27b573//+xcelzojzpfL5fwVK1b473znO/1HHnnEP3XqlP+tb33Lf/rppxe2+djHPuYnk0n/K1/5ir9//37/LW95i79y5Uq/Xq8vbHPbbbf527dv9x9++GH/hz/8ob9mzRr/He94x6U4JLHM/uzP/szv6Ojwv/71r/unT5/2v/jFL/qxWMz/67/+64VtpM68un3jG9/wf/d3f9f/0pe+5AP+l7/85SXPvxj1o1gs+t3d3f5dd93lHzx40P/c5z7nh8Nh/3/+z//5Uh3mEhK2XiauueYa/5577ln43nVdv6+vz//oRz96CUslLhczMzM+4P/gBz/wfd/3C4WCHwgE/C9+8YsL2xw5csQH/D179vi+r37h6bruT01NLWzzyU9+0k8kEn6z2XxpD0C8ZMrlsr927Vr/vvvu81/72tcuhC2pM+JCv/3bv+3fcMMNz/m853l+T0+P/xd/8RcLjxUKBT8YDPqf+9znfN/3/cOHD/uA/9hjjy1s881vftPXNM0fHx9fvsKLS+KNb3yj/8u//MtLHvuZn/kZ/6677vJ9X+qMWOrCsPVi1Y+/+7u/89Pp9JK/S7/927/tr1+/fpmP6NlJN8KXgVarxRNPPMHNN9+88Jiu69x8883s2bPnEpZMXC6KxSIAmUwGgCeeeALbtpfUmQ0bNjA0NLRQZ/bs2cPWrVuXLOx96623UiqVOHTo0EtYevFSuueee3jjG9+4pG6A1BnxTF/96lfZuXMn/+E//Ae6urrYsWMH//iP/7jw/OnTp5mamlpSZ5LJJLt27VpSZ1KpFDt37lzY5uabb0bXdR555JGX7mDES+K6667j/vvv5/jx4wDs37+fBx98kNtvvx2QOiOe34tVP/bs2cNrXvMaLMta2ObWW2/l2LFj5PP5l+hoFpkv+R7FRZubm8N13SU3OADd3d0cPXr0EpVKXC48z+MDH/gA119/PVu2bAFgamoKy7JIpVJLtu3u7mZqamphm2erU+3nxCvP5z//eZ588kkee+yxZzwndUZc6NSpU3zyk5/kgx/8IB/+8Id57LHH+I3f+A0sy+Luu+9euObPVifOrzNdXV1LnjdNk0wmI3XmFeh3fud3KJVKbNiwAcMwcF2XP/uzP+Ouu+4CkDojnteLVT+mpqZYuXLlM96j/Vw6nV6W8j8XCVtCvMzdc889HDx4kAcffPBSF0Vcxs6ePcv73/9+7rvvPkKh0KUujngZ8DyPnTt38l//638FYMeOHRw8eJC///u/5+67777EpROXo//zf/4Pn/3sZ/nnf/5nNm/ezL59+/jABz5AX1+f1BnxqiXdCF8GstkshmE8Y1aw6elpenp6LlGpxOXgfe97H1//+tf53ve+x8DAwMLjPT09tFotCoXCku3PrzM9PT3PWqfaz4lXlieeeIKZmRmuvPJKTNPENE1+8IMf8IlPfALTNOnu7pY6I5bo7e1l06ZNSx7buHEjo6OjwOI1f76/TT09PczMzCx53nEccrmc1JlXoN/8zd/kd37nd3j729/O1q1b+cVf/EX+7//7/+ajH/0oIHVGPL8Xq35cbn+rJGy9DFiWxVVXXcX999+/8Jjnedx///3s3r37EpZMXCq+7/O+972PL3/5y3z3u999RnP5VVddRSAQWFJnjh07xujo6EKd2b17NwcOHFjyS+u+++4jkUg84wZLvPzddNNNHDhwgH379i187dy5k7vuumvh/1JnxPmuv/76Zywpcfz4cVasWAHAypUr6enpWVJnSqUSjzzyyJI6UygUeOKJJxa2+e53v4vneezateslOArxUqrVauj60ltLwzDwPA+QOiOe34tVP3bv3s0DDzyAbdsL29x3332sX7/+Je9CCMjU7y8Xn//85/1gMOj/0z/9k3/48GH/Pe95j59KpZbMCiZePX71V3/VTyaT/ve//31/cnJy4atWqy1s8973vtcfGhryv/vd7/qPP/64v3v3bn/37t0Lz7en8b7lllv8ffv2+ffee6/f2dkp03i/ipw/G6HvS50RSz366KO+aZr+n/3Zn/knTpzwP/vZz/qRSMT/zGc+s7DNxz72MT+VSvn/+q//6j/11FP+T//0Tz/rNM07duzwH3nkEf/BBx/0165dK9N4v0Ldfffdfn9//8LU71/60pf8bDbr/9Zv/dbCNlJnXt3K5bK/d+9ef+/evT7gf/zjH/f37t3rnzlzxvf9F6d+FAoFv7u72//FX/xF/+DBg/7nP/95PxKJyNTv4sf7m7/5G39oaMi3LMu/5ppr/IcffvhSF0lcIsCzfn36059e2KZer/u/9mu/5qfTaT8Sifhve9vb/MnJySXvMzIy4t9+++1+OBz2s9ms/5//83/2bdt+iY9GXCoXhi2pM+JCX/va1/wtW7b4wWDQ37Bhg/8P//APS573PM///d//fb+7u9sPBoP+TTfd5B87dmzJNvPz8/473vEOPxaL+YlEwn/Xu97ll8vll/IwxEukVCr573//+/2hoSE/FAr5q1at8n/3d393yRTcUmde3b73ve896/3L3Xff7fv+i1c/9u/f799www1+MBj0+/v7/Y997GMv1SE+g+b75y3rLYQQQgghhBDiRSFjtoQQQgghhBBiGUjYEkIIIYQQQohlIGFLCCGEEEIIIZaBhC0hhBBCCCGEWAYStoQQQgghhBBiGUjYEkIIIYQQQohlIGFLCCGEEEIIIZaBhC0hhBBCCCGEWAYStoQQQogXmaZpfOUrX7nUxRBCCHGJSdgSQgjxivLOd74TTdOe8XXbbbdd6qIJIYR4lTEvdQGEEEKIF9ttt93Gpz/96SWPBYPBS1QaIYQQr1bSsiWEEOIVJxgM0tPTs+QrnU4DqovfJz/5SW6//XbC4TCrVq3iX/7lX5a8/sCBA7zhDW8gHA7T0dHBe97zHiqVypJtPvWpT7F582aCwSC9vb28733vW/L83Nwcb3vb24hEIqxdu5avfvWrC8/l83nuuusuOjs7CYfDrF279hnhUAghxMufhC0hhBCvOr//+7/PnXfeyf79+7nrrrt4+9vfzpEjRwCoVqvceuutpNNpHnvsMb74xS/yne98Z0mY+uQnP8k999zDe97zHg4cOMBXv/pV1qxZs2Qff/RHf8TP/dzP8dRTT3HHHXdw1113kcvlFvZ/+PBhvvnNb3LkyBE++clPks1mX7oTIIQQ4iWh+b7vX+pCCCGEEC+Wd77znXzmM58hFAotefzDH/4wH/7wh9E0jfe+97188pOfXHju2muv5corr+Tv/u7v+Md//Ed++7d/m7NnzxKNRgH4xje+wZvf/GYmJibo7u6mv7+fd73rXfzpn/7ps5ZB0zR+7/d+jz/5kz8BVICLxWJ885vf5LbbbuMtb3kL2WyWT33qU8t0FoQQQlwOZMyWEEKIV5zXv/71S8IUQCaTWfj/7t27lzy3e/du9u3bB8CRI0fYvn37QtACuP766/E8j2PHjqFpGhMTE9x0003PW4Zt27Yt/D8ajZJIJJiZmQHgV3/1V7nzzjt58sknueWWW3jrW9/Kdddd9xMdqxBCiMuXhC0hhBCvONFo9Bnd+l4s4XD4BW0XCASWfK9pGp7nAXD77bdz5swZvvGNb3Dfffdx0003cc899/CXf/mXL3p5hRBCXDoyZksIIcSrzsMPP/yM7zdu3AjAxo0b2b9/P9VqdeH5hx56CF3XWb9+PfF4nOHhYe6///5/Vxk6Ozu5++67+cxnPsNf/dVf8Q//8A//rvcTQghx+ZGWLSGEEK84zWaTqampJY+ZprkwCcUXv/hFdu7cyQ033MBnP/tZHn30Uf7X//pfANx11138wR/8AXfffTd/+Id/yOzsLL/+67/OL/7iL9Ld3Q3AH/7hH/Le976Xrq4ubr/9dsrlMg899BC//uu//oLK95GPfISrrrqKzZs302w2+frXv74Q9oQQQrxySNgSQgjxinPvvffS29u75LH169dz9OhRQM0U+PnPf55f+7Vfo7e3l8997nNs2rQJgEgkwre+9S3e//73c/XVVxOJRLjzzjv5+Mc/vvBed999N41Gg//+3/87/+W//Bey2Sw/+7M/+4LLZ1kWH/rQhxgZGSEcDnPjjTfy+c9//kU4ciGEEJcTmY1QCCHEq4qmaXz5y1/mrW9966UuihBCiFc4GbMlhBBCCCGEEMtAwpYQQgghhBBCLAMZsyWEEOJVRXrPCyGEeKlIy5YQQgghhBBCLAMJW0IIIYQQQgixDCRsCSGEEEIIIcQykLAlhBBCCCGEEMtAwpYQQgghhBBCLAMJW0IIIYQQQgixDCRsCSGEEEIIIcQykLAlhBBCCCGEEMvg/wP17uhESAVLXAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m87/87\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 574us/step\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 1444.3272\n",
      "RMSE: 38.0043\n",
      "MAPE: 0.0374\n",
      "R2 Score: 0.9763\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
    "# CSV data file reading\n",
    "data_path = '/Users/UW/Summer 2024/Thesis/04_ML/Total_data/Total_data.csv'\n",
    "data = pd.read_csv(data_path)\n",
    "\n",
    "# Specify feature columns and target column\n",
    "target = ['Q_factor']\n",
    "features = [col for col in data.columns if col not in target]\n",
    "\n",
    "# Split data into training, validation, and test sets\n",
    "TEST_SIZE = 0.1\n",
    "VAL_SIZE = 0.1\n",
    "train_val_data, test_data = train_test_split(data, test_size=TEST_SIZE, random_state=42)\n",
    "train_data, val_data = train_test_split(train_val_data, test_size=VAL_SIZE, random_state=42)\n",
    "\n",
    "# Define the model creation function\n",
    "def build_model(learning_rate=0.001):\n",
    "    initializer = tf.keras.initializers.GlorotNormal(seed=None)  # Xavier initializer\n",
    "    model = Sequential([\n",
    "        tf.keras.Input(shape=(len(features),)),\n",
    "        Dense(64, activation='relu', kernel_initializer=initializer),\n",
    "        Dense(32, activation='relu', kernel_initializer=initializer),\n",
    "        Dense(1)\n",
    "    ])\n",
    "    model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mse')\n",
    "    return model\n",
    "\n",
    "# Parameters\n",
    "learning_rate = 0.005\n",
    "batch_size = 64\n",
    "epochs = 1000\n",
    "\n",
    "# Build the model\n",
    "model = build_model(learning_rate)\n",
    "\n",
    "# Prepare the training and validation data\n",
    "X_train, y_train = train_data[features], train_data[target]\n",
    "X_val, y_val = val_data[features], val_data[target]\n",
    "\n",
    "# Train the model and store the training history\n",
    "history = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=epochs, batch_size=batch_size, verbose=0)\n",
    "\n",
    "# Extract training and validation loss\n",
    "train_loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "# Plot MSE values over epochs\n",
    "def plot_losses(train_loss, val_loss, epochs):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    epochs_range = range(1, epochs + 1)\n",
    "    plt.scatter(epochs_range, train_loss, label='Training MSE', alpha=0.6)\n",
    "    plt.scatter(epochs_range, val_loss, label='Validation MSE', alpha=0.3, color='r', marker='*')\n",
    "    plt.xlabel('Epochs')\n",
    "    plt.ylabel('MSE')\n",
    "    plt.ylim((0,5000))\n",
    "    plt.title('Training and Validation MSE Over Epochs')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "plot_losses(train_loss, val_loss, epochs)\n",
    "\n",
    "# Get predictions\n",
    "predicted_values = model.predict(test_data[features])\n",
    "true_values = test_data[target].values.flatten()\n",
    "\n",
    "# Plot predictions vs actual\n",
    "def plot_pred_vs_actual(true_values, predicted_values):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.scatter(true_values, predicted_values, color='blue', label='Predicted vs Simulated')\n",
    "    plt.plot([min(true_values), max(true_values)], [min(true_values), max(true_values)], 'k--', lw=2, label='Ideal')\n",
    "    plt.xlabel('Simulated Q Factor')\n",
    "    plt.ylabel('Predicted Q Factor')\n",
    "    plt.title('Predicted vs Simulated Q Factors')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_pred_vs_actual(true_values, predicted_values)\n",
    "\n",
    "# Print MAE, MAPE, R2 for the best model\n",
    "print(f'MSE: {mean_squared_error(true_values, predicted_values):.4f}')\n",
    "print(f'RMSE: {np.sqrt(mean_squared_error(true_values, predicted_values)):.4f}')\n",
    "# print(f'MAE: {mean_absolute_error(true_values, predicted_values):.4f}')\n",
    "print(f'MAPE: {mean_absolute_percentage_error(true_values, predicted_values):.4f}')\n",
    "print(f'R2 Score: {r2_score(true_values, predicted_values):.4f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot MSE values over epochs\n",
    "def plot_losses(train_loss, val_loss, epochs):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    epochs_range = range(1, epochs + 1)\n",
    "    plt.scatter(epochs_range, train_loss, label='Training MSE', alpha=0.8, s=20)\n",
    "    plt.scatter(epochs_range, val_loss, label='Validation MSE', alpha=0.4, color='r', marker='*')\n",
    "    plt.xlabel('Epochs')\n",
    "    plt.ylabel('MSE')\n",
    "    plt.ylim((0,5000))\n",
    "    plt.title('Trained Model Performance Evaluation\\nwith learning rate = 0.001 and batch size = 64')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "plot_losses(train_loss, val_loss, epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
