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{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from keras.layers import LSTM\n",
"from keras.layers import Dropout\n",
"from keras.layers import Activation\n",
"from keras.models import load_model"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>uuid</th>\n",
" <th>exchange</th>\n",
" <th>ask_price</th>\n",
" <th>ask_whole_lot_volume</th>\n",
" <th>ask_lot_volume</th>\n",
" <th>bid_price</th>\n",
" <th>bid_whole_lot_volume</th>\n",
" <th>bid_lot_volume</th>\n",
" <th>close_price</th>\n",
" <th>close_volume</th>\n",
" <th>volume_avg_today</th>\n",
" <th>volume_avg_24h</th>\n",
" <th>trades_today</th>\n",
" <th>trades_24h</th>\n",
" <th>low_today</th>\n",
" <th>low_24h</th>\n",
" <th>high_today</th>\n",
" <th>high_24h</th>\n",
" <th>opening_price</th>\n",
" <th>ts</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9831925d-f9b1-4fde-9d40-34c5dc222a91</td>\n",
" <td>kraken</td>\n",
" <td>0.000804</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>0.000802</td>\n",
" <td>150</td>\n",
" <td>150</td>\n",
" <td>0.000805</td>\n",
" <td>150</td>\n",
" <td>94508.35523</td>\n",
" <td>176635.0497</td>\n",
" <td>1087</td>\n",
" <td>2278</td>\n",
" <td>0.000787</td>\n",
" <td>0.000787</td>\n",
" <td>0.000855</td>\n",
" <td>0.000855</td>\n",
" <td>0.000802</td>\n",
" <td>25569.50487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>63644912-c186-4a7c-a0fd-739520c879b6</td>\n",
" <td>kraken</td>\n",
" <td>0.000804</td>\n",
" <td>334</td>\n",
" <td>334</td>\n",
" <td>0.000802</td>\n",
" <td>150</td>\n",
" <td>150</td>\n",
" <td>0.000805</td>\n",
" <td>150</td>\n",
" <td>103094.91810</td>\n",
" <td>176635.0497</td>\n",
" <td>1196</td>\n",
" <td>2278</td>\n",
" <td>0.000787</td>\n",
" <td>0.000787</td>\n",
" <td>0.000855</td>\n",
" <td>0.000855</td>\n",
" <td>0.000802</td>\n",
" <td>25569.50487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>8150086e-98d8-4dd3-91fa-111923a6f78c</td>\n",
" <td>kraken</td>\n",
" <td>0.000804</td>\n",
" <td>289</td>\n",
" <td>289</td>\n",
" <td>0.000802</td>\n",
" <td>150</td>\n",
" <td>150</td>\n",
" <td>0.000805</td>\n",
" <td>150</td>\n",
" <td>103094.95470</td>\n",
" <td>176635.0497</td>\n",
" <td>1198</td>\n",
" <td>2278</td>\n",
" <td>0.000787</td>\n",
" <td>0.000787</td>\n",
" <td>0.000855</td>\n",
" <td>0.000855</td>\n",
" <td>0.000802</td>\n",
" <td>25569.50487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6df11107-1be2-4e31-97a6-d20e80431b14</td>\n",
" <td>kraken</td>\n",
" <td>0.000804</td>\n",
" <td>134</td>\n",
" <td>134</td>\n",
" <td>0.000802</td>\n",
" <td>150</td>\n",
" <td>150</td>\n",
" <td>0.000805</td>\n",
" <td>150</td>\n",
" <td>103249.37390</td>\n",
" <td>176635.0497</td>\n",
" <td>1199</td>\n",
" <td>2278</td>\n",
" <td>0.000787</td>\n",
" <td>0.000787</td>\n",
" <td>0.000855</td>\n",
" <td>0.000855</td>\n",
" <td>0.000802</td>\n",
" <td>25569.50487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2d2358d9-dec6-49be-b309-33db96b75eaa</td>\n",
" <td>kraken</td>\n",
" <td>0.000804</td>\n",
" <td>134</td>\n",
" <td>134</td>\n",
" <td>0.000802</td>\n",
" <td>150</td>\n",
" <td>150</td>\n",
" <td>0.000805</td>\n",
" <td>150</td>\n",
" <td>103279.59390</td>\n",
" <td>176635.0497</td>\n",
" <td>1200</td>\n",
" <td>2278</td>\n",
" <td>0.000787</td>\n",
" <td>0.000787</td>\n",
" <td>0.000855</td>\n",
" <td>0.000855</td>\n",
" <td>0.000802</td>\n",
" <td>25569.50487</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" uuid exchange ask_price \\\n",
"0 9831925d-f9b1-4fde-9d40-34c5dc222a91 kraken 0.000804 \n",
"1 63644912-c186-4a7c-a0fd-739520c879b6 kraken 0.000804 \n",
"2 8150086e-98d8-4dd3-91fa-111923a6f78c kraken 0.000804 \n",
"3 6df11107-1be2-4e31-97a6-d20e80431b14 kraken 0.000804 \n",
"4 2d2358d9-dec6-49be-b309-33db96b75eaa kraken 0.000804 \n",
"\n",
" ask_whole_lot_volume ask_lot_volume bid_price bid_whole_lot_volume \\\n",
"0 289 289 0.000802 150 \n",
"1 334 334 0.000802 150 \n",
"2 289 289 0.000802 150 \n",
"3 134 134 0.000802 150 \n",
"4 134 134 0.000802 150 \n",
"\n",
" bid_lot_volume close_price close_volume volume_avg_today \\\n",
"0 150 0.000805 150 94508.35523 \n",
"1 150 0.000805 150 103094.91810 \n",
"2 150 0.000805 150 103094.95470 \n",
"3 150 0.000805 150 103249.37390 \n",
"4 150 0.000805 150 103279.59390 \n",
"\n",
" volume_avg_24h trades_today trades_24h low_today low_24h high_today \\\n",
"0 176635.0497 1087 2278 0.000787 0.000787 0.000855 \n",
"1 176635.0497 1196 2278 0.000787 0.000787 0.000855 \n",
"2 176635.0497 1198 2278 0.000787 0.000787 0.000855 \n",
"3 176635.0497 1199 2278 0.000787 0.000787 0.000855 \n",
"4 176635.0497 1200 2278 0.000787 0.000787 0.000855 \n",
"\n",
" high_24h opening_price ts \n",
"0 0.000855 0.000802 25569.50487 \n",
"1 0.000855 0.000802 25569.50487 \n",
"2 0.000855 0.000802 25569.50487 \n",
"3 0.000855 0.000802 25569.50487 \n",
"4 0.000855 0.000802 25569.50487 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset = pd.read_csv('data_mv_set.csv')\n",
"dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"del dataset['uuid']\n",
"del dataset['exchange']\n",
"del dataset['volume_avg_today']\n",
"del dataset['volume_avg_24h']\n",
"del dataset['trades_today']\n",
"del dataset['trades_24h']\n",
"del dataset['low_today']\n",
"del dataset['low_24h']\n",
"del dataset['high_today']\n",
"del dataset['high_24h']\n",
"del dataset['opening_price']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(26638, 9)\n",
"(6661, 9)\n"
]
}
],
"source": [
"# We want 80% of the data to be used for training, and 20% for testing\n",
"n_train_rows = int(dataset.shape[0]*.8)-1\n",
"\n",
"# Split into train and test sets but keep all 9 columns\n",
"train = dataset.iloc[:n_train_rows, :]\n",
"test = dataset.iloc[n_train_rows:, :]\n",
"\n",
"# The total rows of the two datasets should equal the total amount of rows in your CSV\n",
"print(train.shape)\n",
"print(test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# Normalise features\n",
"sc = MinMaxScaler(feature_range = (0, 1))\n",
"training_set_scaled = sc.fit_transform(train.values)\n",
"test_set_scaled = sc.fit_transform(test.values)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"steps = 50"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(26538, 50, 9)\n"
]
}
],
"source": [
"# Prepare the training data\n",
"x_train = []\n",
"y_train = []\n",
"\n",
"for i in range(steps, training_set_scaled.shape[0]-steps):\n",
" x_train.append(training_set_scaled[i-steps:i, :])\n",
" y_train.append(training_set_scaled[i, :])\n",
"\n",
"x_train, y_train = np.array(x_train), np.array(y_train)\n",
"print(x_train.shape)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(6611, 50, 9)\n"
]
}
],
"source": [
"# Prepare the test data\n",
"x_test = []\n",
"y_test = []\n",
"\n",
"for i in range(steps, test_set_scaled.shape[0]):\n",
" x_test.append(test_set_scaled[i-steps:i, :])\n",
" y_test.append(test_set_scaled[i, :])\n",
"\n",
"x_test, y_test = np.array(x_test), np.array(y_test)\n",
"print(x_test.shape)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"model = Sequential()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"26538/26538 [==============================] - 106s 4ms/step - loss: 0.0326\n",
"Epoch 2/10\n",
"26538/26538 [==============================] - 96s 4ms/step - loss: 0.0250\n",
"Epoch 3/10\n",
"26538/26538 [==============================] - 97s 4ms/step - loss: 0.0229\n",
"Epoch 4/10\n",
"26538/26538 [==============================] - 97s 4ms/step - loss: 0.0223\n",
"Epoch 5/10\n",
"26538/26538 [==============================] - 97s 4ms/step - loss: 0.0221\n",
"Epoch 6/10\n",
"26538/26538 [==============================] - 97s 4ms/step - loss: 0.0219\n",
"Epoch 7/10\n",
"26538/26538 [==============================] - 96s 4ms/step - loss: 0.0217\n",
"Epoch 8/10\n",
"26538/26538 [==============================] - 98s 4ms/step - loss: 0.0217\n",
"Epoch 9/10\n",
"26538/26538 [==============================] - 98s 4ms/step - loss: 0.0216\n",
"Epoch 10/10\n",
"26538/26538 [==============================] - 100s 4ms/step - loss: 0.0216\n",
"Saved model to disk\n"
]
}
],
"source": [
"epochs = 10\n",
"\n",
"model.add(LSTM(units=50, return_sequences = True, input_shape = (x_train.shape[1],9)))\n",
"model.add(Dropout(0.2))\n",
"model.add(LSTM(units=50, return_sequences = True))\n",
"model.add(Dropout(0.2))\n",
"model.add(LSTM(units=50, return_sequences = True))\n",
"model.add(Dropout(0.2))\n",
"model.add(LSTM(units=50))\n",
"model.add(Dropout(0.2))\n",
"model.add(Dense(units=9))\n",
"model.compile(loss=\"mse\", optimizer=\"adam\")\n",
"model.fit(x_train, y_train, batch_size = 32, epochs = epochs)\n",
"model.summary\n",
"\n",
"model.save(\"multiple_features_\"+str(steps)+\"_steps_\"+str(epochs)+\"_epochs.h5\")\n",
"print(\"Saved model to disk\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"# Evaluate on test data\n",
"6611/6611 [==============================] - 5s 753us/step\n",
"test loss, test acc: 0.018223419249612252\n"
]
}
],
"source": [
"# Evaluate the model on the test data using `evaluate`\n",
"print('\\n# Evaluate on test data')\n",
"results = model.evaluate(x_test, y_test, batch_size=32)\n",
"print('test loss, test acc:', results)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# Predict values from test data trained using training data\n",
"y_hat = model.predict(x_test)\n",
"y_hat = sc.inverse_transform(y_hat)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Tr1+/WmlDIgOPqruKiIiIiIiIiJQzZ84c+vbty9ChQ2st4EiUuquIiIiIiIiISDl5eXksXLiwbPuHH37goosuCjsnIyODKVOm1HTTYlLIISIiIiIiIiKV2meffZgxY0ZtN6NC6q4iIiIiIiKSLHPmQM+e8L//1XZLRBolhRwiIiIiIiLJMnEiLF0KY8fCpk1gDHz8cW23SqTRUMghIiIiIiKSLMaE1r/91i0feqh22iLSCCnkEBERERERSYXiYrdMT6/ddog0Igo5REREREREks1ahRwitUAhh4iIiIiISLIEu6so5JBGYuLEiZxyyikJXTNmzBhWrlyZ9LYo5BAREREREUk2a+G999x6RkbttkWkDkpVyNE06XcUERERERFprIKVHKWlbjl4cO20RRqUG26AGTOSe8+BA+HRR2Mfv+uuu2jfvj033HADAHfccQe5ublcf/315c7dtm0bZ599NrNmzeKAAw7gn//8J8YY/vjHP/Luu+9SUFDAoYceytNPP82//vUvpk+fzrBhw2jevDmTJ0+mefPmSXlNquQQERERERFJNmvdP4BmzWq3LSJVdOmll/LSSy8BUFpayquvvsqFF14Y9dzvvvuORx99lDlz5rBw4UK+/PJLAK699lqmTZvGrFmzKCgo4L333uPss8/mwAMPZOzYscyYMSNpAQfUQCWHMeYEYDSQBvzDWvuniOMZwEvAAcAG4Fxr7WLv2O+Ay4BdwHXW2o8ruqcxZijwMC682QZcYq2dX9EzREREREREUsKv5PDDDpFqqKjiIlV69epFdnY23333HWvWrGG//fYjOzs76rmDBw+mW7duAAwcOJDFixdz+OGH89lnn/HQQw+xY8cONm7cSP/+/fnlL3+ZsjanNOQwxqQBfwOOBZYD04wx71hr5wROuwzYZK3ta4w5D3gQONcYkwecB/QHugCfGGN2966Jdc+ngNOstXONMVcDdwKXxHpGKl+7iIiIiIg0cn64oZBD6rGRI0cyZswYVq9ezaWXXhrzvIzA2DNpaWmUlJRQWFjI1VdfzfTp0+nevTt33303hYWFKW1vqrurDAbmW2sXWmuLgVeB0yLOOQ140Vt/AxhqjDHe/lettUXW2kXAfO9+Fd3TAq299TbAykqeISIiIiIikjz+z4xgd5Vrr3X7Fy2qvXaJVNEZZ5zBRx99xLRp0zj++OMTutYPNHJycti2bRtvvPFG2bGsrCzy8/OT2lZIfXeVrsCywPZy4KBY51hrS4wxW4Bsb//XEdd29dZj3XMk8IExpgDYChxcyTPWV/mViYiIiIiIRAr+LTWyguODD+Caa2q2PSLVlJ6ezlFHHUXbtm1JS0tL6Nq2bdty+eWXs/fee9OpUycGDRpUduySSy7hqquuSvrAow1tdpUbgZOstVOMMbcCf8EFH3ExxlwBXAHQo0eP1LRQREREREQavmAlh6+oqHbaIlINpaWlfP3114wfPz7mOUOGDGHIkCFl20888UTZ+r333su9995b7pqzzjqLs846K6lthdR3V1kBdA9sd/P2RT3HGNMU181kQwXXRt1vjOkA7GutneLtfw04tJJnhLHWPmOtPdBae2CHDh0Se6UiIiIiIiIVVXJobA6pZ+bMmUPfvn0ZOnQo/fr1q+3mxCXVlRzTgH7GmN64oOE84IKIc94BLgYmA2cDn1prrTHmHWCcMeYvuIFH+wFTARPjnpuANsaY3a21P+MGJp1b0TNS9JpFREREREQUaki9l5eXx8KFC8u2f/jhBy666KKwczIyMpgyZUrkpbUmpSGHN/7FtcDHuOlen7fWzjbG/BGYbq19B3gOeNkYMx/YiAst8M57HZgDlADXWGt3AUS7p7f/cuBfxphSXOjhD/0a9RkiIiIiIiIpYW1oCtngvkjbtkFWFoweDdddVzNtk3rFWktdmTdjn332YcaMGTX6zETrE1I+Joe19gPgg4h9dwXWC4Ffxbj2PuC+eO7p7X8TeDPK/pjPEBERERERSZpEf4xu3uyW118P990Ha9Ykv01Sb2VmZrJhwways7PrTNBRk6y1bNiwgczMzLivaWgDj4qIiIiIiNS+aAOPRvuLdPCH69q1ofMa4Q9aKa9bt24sX76cdevW1XZTak1mZibdunWL+3yFHCIiIiIiIsmS6MCjJSXlrz//fBg3Lvltk3qnWbNm9O7du7abUa+kenYVERERERGRxuOyy9wy3jE5du4sv++VV5LfLpFGQiGHiIiIiIhIKkSGGv/7X/lzIis5RKRaFHKIiIiIiIikQmTI0bFj+XOiVXKAwg+RKlLIISIiIiIikmzRBh5t1qz8ebHCjGjnikilFHKIiIiIiIikQmTIsWtX+XNiVXJUdkxEolLIISIiIiIikmzGlA85IgcihYq7pWzZktw2iTQCCjlERERERESSrV276JUcpaWwY0doX0UhR3Fxatom0oAp5BAREREREUmWAw4IrUdWbpSWwu9/Dy1bhoIOv0vK738P770Ho0aFzo/WvUVEKqSQQ0REREREJFnatnXLaAOPlpbCCy+49Y0b3dKv5DjxRDj5ZLjqqtD5mmFFJGEKOURERERERJLFDzZKS6N3V8nIcOv+eBt+JYc/m0rPnnDDDW5dIYdIwhRyiIiIiIiIJIvfRaW0tHx3k9JSNyApwLZtbukHGU2bhs4bPNgt1V1FJGEKOURERERERJIlWMkROSbHrl2waBEAX4/8B2vXUr6SA0KBhyo5RBKmkENERERERCRZgpUckSHH8uUAzGQAh8x6lo4diV7JkZbmlqrkEEmYQg4REREREZEkmDYN9v/2HyyhR/TuKl4Vx1P8OrTPr+QIhhyq5BCpMoUcIiIiIiIiSXD33fDd9t35moNdt5XISo41awD4ngFlu+zWfLei7ioiSaGQQ0REREREJAnWrXPLrbSO3l3FM4e8svXf/2aTWwlWcviDk86cmYpmijRoCjlERERERESSoIn362o9OTFDjgIy2UJbftVnOgCvcL47EKzk2GMPt0xPT2VzRRokhRwiIiIiIiJJUFDglmUhR1FRuXPW0BGAE7v9wB3cy1J6sIsm0cfk0MCjIglTyCEiIiIiIpIEGze6ZVnI4c2mErSODgDkpOfTlRWU0Iy15Gp2FZEkUcghIiIiIiJSTTt3wurVbr0s5Cguhr59w87bSmsA2jTdTjdcCLKUHuHdVRRyiFSZQg4REREREZFq+uqr0GQo68lhbUEWH+0cCm3bhp2XTxYArU0+fVgIwEL6KOQQSZKmlZ8iIiIiIiIisRQXw5Ahbr1Hs1Vs2JnN8Z/+lhk7e1HQ5BdkBs71Kzlal26msxdyLLj+8VCwAaERTGPMziIisamSQ0REREREpBr8qWMBDm7xPevJYcbmXgBsKG0Xdm5ZyFGykeYU0qXNNhZsyQm/oSo5RKpMIYeIiIiIiEg1+CFHZib0z5jPFkJdVDbsCu+u4occWcUbAOiTk8/ChRE3VMghUmUKOURERERERKrBDzkmTIBOaevCjq0vKR9ypJtiMgq3ALBbp20KOUSSSCGHiIiIiIhINfghR4cOcGyryWHHNpS0CdveSmtaN9kGO3YA0KdTAStWQGFh4CQ/5Fi5MlVNFmmwFHKIiIiIiIhUQzDk6J2+ggt5uezYhp1ZYedupTWt07aXhRy9uxRhLSxdGjjJDzkeeyyVzRZpkBRyiIiIiIiIVMP69S6XaNcOsJYxXMKveB2AgtKMsHO37nO4CzkKCgDo3NF1SVm9OnBScKaVLVtS2XSRBkchh4iIiIiISDVs2gRt2oRmfk2jlJe5CIDC0vSwc7eUtAyr5OiY6/aHhRzGwMMPu/VFi1LZdJEGRyGHiIiIiIhINRQUQPPm4fvSKQbKhxwbt6eT3XRr2SAcHTu6/WvXRtx00CC3XL482c0VadAUcoiIiIiIiFRDWMhhLQAGyKCQosiQY1s67ZtthZISANpklQKwdWvETTt3dstvvklRq0UaJoUcIiIiIiIi1RCtkgMgk8KwSo73OYmVG5uT3mQXlLpwIyPD/SsXcvTu7ZbB8TlEkmHhQpg7t7ZbkTJNa7sBIiIiIiIi9Vm0Sg6ADIooapsL3kywl/I8AMuKO4YuNobWraOEHE29n2o7d6am0dJ4HXmkGy03bN7ihkOVHCIiIiIiItVQWAiZmeX3Z1JIYVYH2LwZTjiBtbhwwxoTOqlJk+ghhzEu6FDIIcm2YgUUFZVVEzU0CjlERERERESqoaLuKkVpLaFNG2zLVhjcj8q7er4UOilWJQdAerpCDkkdb4afhkYhh4iIiIiISDVU1F2lsGMPAFYddjaWJjx+0yIGt/05dHFFIUezZlBcnLqGS+O2bVtttyAlFHKIiIiIiIhUQ6xKjgyKKCpyXVN+HngOAHue2Dt8MNHKQg5VckiqbN9e2y1ICYUcIiIiIiIi1RAr5EinuKwQY81aF3Z07gw0CfwMU8ghtUWVHCIiIiIiIhKpwtlVitz6unVu2aED8Ycc6enqriLJFRxs9PHH4YUX4Msva689KaCQQ0REREREpBoKCqLPrhKs5Fi3zk2Ykp2NKjmk9gS/T889B5deCi++WHvtSYGmtd0AERERERGR+spaN4Vs7DE53Pq6dS7gSEsjashRVOT+ZWQEbqCQQ5It8vv05JNwzjm105YUUSWHiIiIiIhIFRUXu6AjWneVYCXHggVeVxWIOvAoQH5+xM3VXUWSraQkfLt7d6+8qOFQJYeIiIiIiEgVFRS4ZUUDj06fDhMmBA5EqeQA12UlJydwnio5JNkiv0/Rvrj1nCo5REREREREqqiikMPvrlJuXMdgyNGkSVjIEUYhhyRbZCWH/+VrQBRyiIiIiIiIVJEfcpQNPBqjuwrAiBHeSgWVHGEUcjRO69bBU0/B1KnJv7f/fTJuSmN23z35z6hlCjlERERERESqqLLuKkVFofDiqae8A/GGHBqTo3F6+mm4+mo46CBYsya59/ZDjuefh+3boU2b5N6/DlDIISIiIiIiUkXlQo5AJUcGRRQXw6pV0L59YOaUGAOPqpJDABc++J58Mrn39rurpKdDixbJvXcdoZBDREREREQkQdbCLbfA5Mluu6JKjlWroHPnwIGISo62bd3qpk0RN1DI0Tjt3AktW7r1Bx5w3VeSeW9w360GSrOriIiIiIiIJGjbNvjzn0Pb0cZvTKeYXbtg4ULo1ClwICLkaN/era5fH3kDdVdplIqL3We/fbsLJU45BaZMSc69/UqOpg03ClAlh4iIiIiISIIKC8O3c3O9lYjuKgDffw+tWgVOjgg5mjaFdu2i/MFelRyNkx9y+KZOhaKi5Ny7EVRyKOQQERERERFJUMyQIyCdUBVGv36BAxEhB0CHDlEqOVq1gvnzw4ITaQT8kOPII0P7tm2r2r2shddfD4UkCjlEREREREQkUjDkaN48NIRCkF/JAbD33oEDEQOPAuTkRKnk8AeGXLSoeo2V+sUPOT77DJ55xu2r6rgcX38N554LQ4e6bXVXERERERERkUj+rCoQ8UfxKN1VIGKmzmBoUVElx0EHuWV9GJdjyRL3o1yqr7jYfamaNAn1c/rpp6rdyw8zvvzSLRtBJUfDjW9ERERERERSJFjJEas3SStCXQzCQo7gOBte15WcHDf0Qhi/4qO0tOoNrSl77uneFHWtqb7gmBx77eWWyfgO7NgR+u6pkkNERERERER8kWNyRJNFftl6WMgRHFQyopIjLCPwx+7YtSvq/WfOhM8/j7PBqRbPGyLxCYYc/rKqA9D63VMAPvkktK1KDhEREREREfHFrOQIbARDjrApZqOEHDk57nfs1q2BQKSSSo6BA91yy5boU9jWCmvLXpMkaONGF0QEQw4/jEhGyPHCC5CREX7fBkiVHCIiIiIiIgkKhhzHHBP9nJiVHMGuAoFKDogYl6OSSg7f009X0tiadOedUfrdSKWeew4GDXKDhH7xRfJCjuB1b70Fr70GbdtC167Va28dppBDREREREQkQX5xxZNPwiuvRD+nNVvL1tu3DxyIUumQk+OWYZNo+JUcUQb0nDMntH7bbXVgbFI/xbn/fjjjjNptS32zZQuMHAkLF7rtnTth333delVCjpUr4dFHXTjmV3J8+aWrsrEWNnMhmc8AACAASURBVG0KpWoNkEIOERERERGRBPkhx+GHQ2Zm4ECgu0o2G8rWg7PGhvF+vFZYyXHLLWGXFBZC//5u3f+D/4IFgRPefx/mzav8RSTTCSfA7rvDkUe6H9kSv8jxTPLzXUgBoZDjgQfiH/fkvvvgxhuhZ09XIQINeqDRSAo5REREREREEuSHHE0q+EXVhi2V38gLOfxKjrCQI0YyEvwj/CefuOVXXwVOOOUUFzjUpF27XHuHDg1tS3wiqzSC42W0besqfxYtgkmT4rufH2isWAFvvOG+MN27J6et9YBCDhERERERkQT5IUe5nieBSo64ht/0+plE7a4SI0HZFpqZlsMOg+bN4Ztv4nlYCpWUuB/X/sCWRUW12576JDLkCFZdpKfD7Nlu/bjj4Le/df/uvTf2e+ynYM2bwwcfwNq10Llz8ttdRzWemhUREREREZEkiaeSA+Duu6Fv34idwWSkd28AWrVy+UA8lRydO8OqVbBhg3t+v37uj/YAP/1oKWVP9uLHuF9LtWzYAM8846aFSUsLDzlatKiZNtR3kSFH5JeqR4/Q+mOPuS9fcTEccQT84hfl7+dX0Wzf3ihnulHIISIiIiIikiC/YKOykOP//q+Cg6+/DllZgPstmpNTQSVHaWnZ9tatcNNNocFMO3WC1avd+p57GWAuNr46kqr78kuYP9+lLbff7vYdeGAo5Lj9djeDx+9+V8GAJAKUDzkig4mWLeHkkyEvDx56CGbMgP32c11RooUcJSXuu9IIAw5QyCEiIiIiIpKwmJUcge4qlYr4EdqhQwWVHLt2QZMm5Oe7P9B36hQ61LkzzJ3rJs0oawZxdpepqtNOc1UcN98c2jdoEOyzD2Rnw4svQkEBdOvmBkJdsADefNMNhinh4hkk9r33Qut9+rhlrKl6/fFRGimFHCIiIiIiIgmKt7tKVH64ERFyVFrJQahiIxhy+JUcwWlqH+UGbqxC0+K2wZs55p133LKgIDTNzPr1LnXJy4MRI0LXPP88/OEPqWxV/fTDD245fDjMnFn5+a1bw0knubE2omnkIYcGHhUREREREUlQzIFHExFR9VGukiM7O7TujbMQLeTo1q18j4ePOKEaDUvAvHmui4rfTcW3227lzw17cVLO88+7rijxSEtz1TFjxpQ/ppBDREREREREEhFzTI54uqvESEbKVXIEk4wKQo5evULro9r+HUMpmRSGkphU23vv8q8pPd2NORIsL/Hnu5Vw/kChiZQFNW3q+ieNGAFXXgnXXAO33gqbN4dmummkGu8rFxERERERqaJqdVeJoUMH2LLFVWU0a0b5MTmIHnIEh7k4afNYZtCTFXSFF16Ayy5LXgN9fpCTmwtt2sCHH0Y/71e/cv/ATQGzfXvy29IQ7NrlQqJEyoKC341//9sFG5s3w8EHq5KjthsgIiIiIiJS36Qi5MjJccuyXh3Bv8Z7IceqVe73a7AnSzDk6MFSurKClXSBkSNhzZrkNdBXUuKW110HP//s0pnKDB1avk+NOFUJJfzvRqtWrvzHH9fjiSfg008VcoiIiIiIiEj8Yo7JkcjsKhHndunilosXezsiKjmKiuCBB8omWinTunXgHqykCytZQ0dKSIOjj46/PfEqLnbL9PT4r8nIgKKixJ4zdSrccANs3JjYdfVNaWnioYR/vj8WSseOMHiwG/B1wwY46qjktrEeUXcVERERERGRBMUckyORiyP06+eWy5bBIYdQrpLjp58qv3UzSujKCkpJYw0d6TpnThUaWImaCjnuvRfefRcOOAAuuiixa+uTyNQqHv53o1mz0HLKlOS2q55SJYeIiIiIiEiCYnZXiaeSwz8n4q/3fkXGli2Uv/muXWW9PW65pfwtN89cQj6tAFfNAbhxOVJh0SK3TDTkKCyEv/41+vHHH4c77gh///wpaRcsqFo764uqdFfxByuNnNVGFHKIiIiIiIgkqlpjcsS42A85tm6Nco21ZcNrnH56+cNt0gtohRvYswNuipYNZJc/sTqWLoUePdysKQBdEwhRDj3ULW+6KfqsL9ddB/ffD0uWhPb5fYHmz69ae+uLqnRXmTvXLW+8MfntqecUcoiIiIiIiCQo5pgciVwcEXK0auXuFyvk8Mfq6NMnyvFAONCcAgAKaF6FxlXgtNNcX5oHH3TbgwbFf+2JJ8Jf/uLWV6yIfV5engtPHnooNFBpKgZPrUuq0l3lxhthwAAYNiw1barHFHKIiIiIiIgkqFrdVWIkJE2aQFZWjJCjtJR1rkAj+mQmw4eXrbZgB5CCkOOAA8K3/fEg4uVXfnz7bexzCgpg5Ur47W9h2za3L9GxPOqbqnRXGTYMZs4MTckjZRRyiIiIiIiIJCgpA49GKQNp3TowJkfENWvXQvv24eORltmwoWy1+TWXAbCDFlVoXAV69QrfjtqQChx8sFv6aU1lli93S4UckgCFHCIiIiIiIgmq1pgcFSQkrVtHVHK8+GLZA+fOhe7dY9zzkkvcctkyWvxxFJDkSo6PPoI//CF8X6Ihh3++P2imz38z99wT9trLjc8BoXEnGnrI8cwzKeuSs3w5bNqUklvXWQo5REREREREElRhd5XIbh1xX+wqNd59Fy680CvO8M4pKrR89RUMHRrjnm3bQosW0K0bzb1sI2mVHK++6sbUKCkJ359od5VYIYe/PWwYzJkDt90G++8fOj5zJrzzDowfn9jz6oMdO1J26507XSh2wgkpe0SdpJBDREREREQkQRUOPFrZaKQVhBx77AHFxTB2LDz/fOiclaubUFQE/fvHuOf27dCyJRCaebWA5hVXW3z+OYwZE7uNN9zgwoXzz49+TqKVHH6XjMiwxA85/ONdu8I334Sfc9ppcM45iT2vPiguTtmtFy50y6lT4bLLUvaYOkchh4iIiIiISIKqNSbHX/4CRxwBhx9e7lC/fqH1d9+lLDBZs849qNPHL0afgvWLL8pCDmOgOTtcJUdJCdx+uysBiZzVZMgQGDEiehtXr4bRo124EEui40jEquTwQ4/I0OS66+Dss8P3RV5bX82c6SpXvv8+ZY8IDNPC6tUpe0ydo5BDREREREQkQRV2V6mskmPvvV0o0aJ8d5KePUPrkyZBcan74b96nQsUOr7+GEyeXP6eTZu6ag5Pi6y0UHeVBx6ATz+Fc8+tuF1BkdUWvpEj4R//iFndkZ9fwbii8VZy+EaPhquuCt+3cWPsNtcn48fDuHHw0kspe0Qw5Pjpp5Q9ps5RyCEiIiIiIpKgCgcerSzkqMDZZ7txKPv0cdvfLW4HwGsftgagN4vKVzNs3+4qArp0KdvVvE0GBW06hZ/35Zfw2WfxNSRaxcSBB8Kzz7q+D+PGAVBYCB9+GKpsOessN35o1LFCKxuTI1plSPOIwVOfey6+9td1/hv2zjtuOWBA0h8RDDnuuivpt6+zFHKIiIiIiIgkqFpjclSgaVO4/HJ47TW3/dW8DgC8+mEbANqzKfQD2TdtmlvOnFm2q0UL2GGjzK5y9NHxNSRaJcf06eV2/fnPcNJJLuw580z4z39cscXHH0e5Z6xKjkWLwo8HRQ5u+rvfVd72+mDnTrfs0gUOOghefz3pj/CLXjZvhuHDk377Okshh4iIiIiISIKq1V0lDrvt5pY3vbgv37B/+MHIkCM9vdz1zZuHhxyjeIBnGRl/A4LVFl27uuV335U7Ldg15c03Q+uvvBLlnn6IEVnJ8cMPbhnsq+NLdAaX+mLnTsjKghkz4Ouv3Yiz1fT99+Gfx4YN7i1v3brat65XFHKIiIiIiIgkyM8Zkl3J4WvXLrR+IG6mkcFZc8If7vNDg1tuKdvVogUUlLppVlbQhQcZxRU86w7Onh0+eGnk/YAtm0opxXsdK1bAxRfDwIHlzos2A2r37lGLPkKJ0Ntvh+/3+7ZEm3q3IYccSXxtJSWw776h6WLnz4f773dfjSR8HesVhRwiIiIiIiIJKi2NMR5Hkio5AK68Mnz76d3/Ev1EP+Q46aSyXc2bQ0Gpq/B4g4gZSj76KLwqw+864dm2DTodtSfDCQyKGeMH+bPPlt93xBGwfHnU7ARatYJ58+CMM2DlSrfPDzn8uW+Doj33zjvhxBO9OXbrqSSFHNa6f/7EOd9+65Z/ifFVaQwUcoiIiIiIiCSotLSCLGO33dyf1J98slrPeOSR8O19Wy1wK7EqOQJjWrRoATu8So455JXtL6aZCxUOOyx0fcQMH/PmQWFRE8ZyIaUYzuMVDvrsAR5/HL76yoUg4AYdjWbgQHcsOPBlmXHjXNeMt96CJ54Iv1FGRvnzowUB993ngpqnn47egLrOWje6bKJT8Ebxy19Cx46uisNXUuJ6wTRWCjlEREREREQSFLOSA1y1wocfwq9/Xa1ntGoFi//xCTfzCNtpgWkSI1WJEnK4Sg4XcjxDqCRkCT1dyBGc/uSKK8JuN39+aH0pPXiN85i6IIfrrnPZSFYWXHutm5k2Gn88kajTlv7ylzBlilt/8UU49lj3gx/iDzl8U6fGKBepRQsWwHHHuQTMD3EibdnilsE+SVX0/vtuHA7/luAmwYkyO3Gj0bS2GyAiIiIiIlLfWFtBd5Uk6tmpiEe41W34wUS8lRw2k220DDt1RdNe9Iuc3zXifgsWhNa/4Mio7frb39xy771dGPP116FjRx3llr/4RfRJWkhLg4cfdiOV7tjhShGGDAlNMRvUqZObV/eAA1yfjJ493Zges2fDpk2walXY1Lm17r//dVPMAPzmNy7oiqzY2L7dLa+/vlqPivVVmzkTDj7YTUM8dWq1HlEvpbySwxhzgjHmJ2PMfGPMqCjHM4wxr3nHpxhjegWO/c7b/5Mx5vjK7mmMmWSMmeH9W2mMecvb384Y86Yx5ntjzFRjzN6pfdUiIiIiItKQVVjJkcyRHoP38n8cR/KThHKVHBmsoWPYqWubdondzwRg/XoWPP952ebFvBT7XGDrVnj1VbjtttC+du3c4KORk6iEueUW+PLL0L9//CP6eU2bwvjxMGoUPP64u27SJHjhBXd81aoK21fj/Ll/fYsXh2/fdRfsvrtbb9WqWo/p1Cn28TlzYNAgyM6u8iPqrZSGHMaYNOBvwIlAHnC+MSYv4rTLgE3W2r7AX4EHvWvzgPOA/sAJwJPGmLSK7mmtPcJaO9BaOxCYDPzbe8btwAxr7QBgODA6Va9ZREREREQavgpDjmQKlkL463FUcrRqBfm2FavoDMDLN7oRKdc16Ri9vMKfbeXxx/lpnmE/vo2rea++6oorHnzQFWb4E6dcdZVbFhTEdZvEtW/vlhs3pugBVeRPNzNxolt+8kn48XvuCZ1z6KEJ395aN6joeefB2rXhx846K7S+dWto5t/GJtX/WQ4G5ltrF1pri4FXgdMizjkNeNFbfwMYaowx3v5XrbVF1tpFwHzvfpXe0xjTGjgaeMvblQd8CmCt/RHoZYwJjzRFRERERETiFHPg0WSPEbF5c2g9gZCja1cotJnMpj8A/XttxxhYazuEX9+tm1v6XVg6dWIuezGIaWGPuPNOt9xzz9C+hx+GQw4JbZ9+Opx6qlvPyXHLqIOPJoNfBbFtG1x4ofswPvkELrus3GwxNcpaOP740HS7wSQi+L4//bRLh+I0apR7if/5D9x8c/Rzxo4N3/7ii7hv36CkOuToCiwLbC/39kU9x1pbAmwBsiu4Np57ng7811q71dueCZwJYIwZDPQEukU21hhzhTFmujFm+rp16+J8iSIiIiIi0tjUWHeVKoYcPXq45VQGA9Dt6N3JyfFCDr9qA0JhgdeFpbh1DuvpQFdWMJYLALiSv3PPPe6yuXNDA4uOGBG72R06uGW0n1XWwpgxsHp17Osr5Q9Sun176Nf9sce6aWWD0+PWNP+L0bq1+x4Exz8J9t85+ui4b7lokauUATdua6THHoPJk8uP2/rNNwm0uwFpqLOrnA+8Etj+E9DWGDMD+A3wHVCuh5i19hlr7YHW2gM7+P9VioiIiIiIRIg58Giy+V0bIPQjORhSBPcHQo6OXt369x2PIy3Nkp3XkdxcWGtzwkOSlt7ApF7IMfWnNgB0ZhUX8AoWw99xs8T42c2MGS7sqGi8h9xct4zsUgFwzjkuIOncGc48083Y8uyzse8VVTDkiLRiRYI3SyI/5DAGMjPDQ47iYrd88EHo2zfuWz73XPlbBF19tRtoFOCVwK/gWJO7NHSpnl1lBdA9sN3N2xftnOXGmKZAG2BDJdfGvKcxJgfXpeUMf59X0THCO26ARcDCqr4oERERERFp3GJWciS7u8rVV8P990N+fmgQy2BFwMcfw003ufXmzct2+wHErC3d6djRtTU3F9b+HLuSY+pUOOKe4wDoc+FhcNLRcMEF5ZrUqlV4t5VoYoUcq1bBG2+Ett980y2/+sr13hgyBNLTK7434AIEcN1VfCtXuplWgtPD1LTgFyMjI3rIEfECX3oJfvjBdf+JJtawI8a4njnByVvOO8+9Nf36Qf/+VXwN9Vyqs8dpQD9jTG9jTDpuINF3Is55B7jYWz8b+NRaa73953mzr/QG+gFT47jn2cB71tqyIYONMW29cwFGAl8EurKIiIiIiIgkJOaYHJDc7iqtW4dmEvEFQ44TTgj1+2jTpmy3H3IUFrqKCfBCjtKc8JAjK4vttGBnfiFPPRXafehdx8D551e52X4lyfDh4Y+bPNktP/jAFWEEx+U8/nj3gx9cr5PjjqsgM/IrOe6+2y1Hj3YvtFkzWL++yu2utmDI0ayZmxHGrzZZsya0P+Dii+GRR1x1TDTBzyXyUZGz04IbG6WxBhyQ4pDDG2PjWuBjYC7wurV2tjHmj8YYb0gangOyjTHzgZuAUd61s4HXgTnAR8A11tpdse4ZeOx5hHdVAdgLmGWM+Qk3K0v1JiQWEREREZFGrcZmVwE3jWpQrLlZs7LKVtu1C+32e7y4kCM7rM9DyQXD2ZMfSd93L8aMcft+w2M0bx3+QzxRgaYwY4Zb5ueHZgAZMgRatIChQ10Vh+/5593yssvcIJt33BHjAdnZbgoXv5LDDw6aN0/hlC5xCKZf++3nlj/95JZ+N5rWrctO/9//Qpfm5VXcbefZZ10o9Pbb8G18k980SqnuroK19gPgg4h9dwXWC4Ffxbj2PuC+eO4ZODYkyr7JwO6JtFtERERERCSWmGNyJLu7CoRG8fTFCjkCYUgwF/ErBHJzYbNtS3HBLtIBjjmG7zd0ZXnYaADwGNdD02HVarIxbhzQ//zH9ajZf3/48EN37KyzwnrWcPDB8NZbrihj8mS49dbQsQcegL//HX78MdQFpuwBTz3lBhmdMiX0gps3LxtfpFYE068774QJE0L9TfxAJi+v7PRzzw2//IEH4PLLw/f17w977AEjR6aozQ1MQx14VEREREREJGVqbHYVgO7hIUTZLCvgxqCoxJAhbumHBOu2t3ArJ5zApPx9o1/kV0b8/e8upaiCCROgbVs3VAa4ristW8Jrr4WfZwycdhq8+qrbfuQRt/SzgE2b4LbbYjzED5X89mZmwjPPxA6CUi34xfDLaTZtcstp3rS83mCvhYVuzJJjj3X5x6hRbiaVyHFMVq+GTp1qoO0NhEIOERERERGRBMUckyMVlRzBsgcI/wHfrPJuJX54UDYY6JRFbsVavprRkh4Zq7EY/nT/Lj4dOS78vlde6QbHqKLNm90sHy+/7Mbg7N07+jgS4KoV/KlvL74YvvwSxo+HgQPDu7SE8Qf88Nvbr59b+slKTQuW+LRv75YPPOCWflu9mVV+/tnlVZdd5nKPU05xh/1xS8D1LNqwQSFHIhRyiIiIiIiIJKhGKzniCTl2263cZW++6aYU9QcBLQs5Nnopw+LFzJ4N+3Z0A5f+9oW9OKr9THcschyQaho+3C0//bTi82bNgtmzYcwYVwVy9tluxpB582LMMhIZcvzmN27pD/JZ04JfjE6d3FQ0i7xQqbjYDUTivbf+ZDl9+rjlAQe4lxEMOfzXnJOT+qY3FAo5REREREREElSjA49WFHL4lQtRRqw8/XQXEPjKQg7cysIdnZg9G/Y63PsFPW8ePPSQW09SyHH66aH1W24pP7xIpKyssCErgLLCB5Yti3KBH3L47fVLHvzylZoW/GI0aeIGGtm82ZWkFBeHVd742Ufv3m6ZmenGLvn889Dttmxxy8DEOVIJhRwiIiIiIiIJqtGBRyMfFAw50tLcL+Ojjqr0NpEhx24v3AnAXkM6lj85SdUowdlvDzqoavfo2tUt/clJwkSOybGvN8ZI1LKPGhCZfp15pltOmuRCjvT0skOLF7tuKv50v+C6rHz9NSxf7rb9kCMwIYtUQiGHiIiIiIhIgmq0u0qkbdvgmmvccz79NO6qi6wsyDBFrCWXAjLL9h99fPWmi61Iixah9SOPrNo9unVzS/+H/6pVrmBj3DjKd1fJyHClH4FpcmtU5GAtvXu7f48/7j63QMixaJE7FDz91FPd0q/m2LrVLVXJET+FHCIiIiIiIgmKOfBoTdi4EZ580q0fcghcf31clxkDHdI2so4OzGUvwN2mRw/gnntS0tTguKhhU8AmoFMnFygtW+Zygi5d3JAbzz5L+ZADXJBQmyFHZPo1aJBbvvFGWMgxa1aoK47P733kd2VRd5XEJXc0GRERERERkUYgZiVHKrqrAAwYAN9/79YLCkL7H3zQjVgZp9ymG1lbkssP7AMEermcey78/vdu/fLLk9BgJxlBUNOmLthYtAj+9rfQ/kWLgJY2dJKvWbO6FXI8+aTrb7JjR9l8vjt3woIFcOGF4ac2bw6dO8PChW7br+RQd5X4KeQQERERERFJUMwxOSA1JR6XXAI33eTWgz/gW7ZM6Da5TTexFhdyZDQtoW9f7ydhcF7X22+vXlsjTJlS/cyhWzcYOza0vf/+8O23sO6gPnRgTu1Vctxzj0srxoxx29FCjuzscgPD+pO/dOlS/pa9e6uSozrUXUVERERERCRBNTq7CrgqAF9xcSiU8Ps3xKmDWc80BvMJx5CXuz5UANG7N5xwApx/vtd/JXkGD4bDD6/ePSKbdN99bjn9gr/AddfBfvuFDqanQ1FR+AVnngn//Gf1GhHNXXfBiy+GtitMv0J++skt/UFVg/r0CYUcmze7pSo54qeQQ0REREREJEExx+RIVXeVYKVFcTHstZf74R7cH4eSfBeWzGQgu2VvCR0wBj780I3mWaPpTXyGDw/fPvRQ1+TpW/rB6NHh0+zm5rrZTHr0cP/22APefBMuuih1DfSftXp1pe9fUZF7qwH69y9/fI89YMkSGDHCjdvRtm3CH3Ojpu4qIiIiIiIiCarx2VWC9ywudtPIViGM+H3TP/FKyQUAnD3gZ2CPJDUwtU4+2eVH//0v7L67q2zYYw+YPj3KyTfd5JIBgPx8N+BnqrRp4/qUHHOM2zYGLr20wksuvxxeftmtt29f/vjVV8OPP8Irr7hApE+fJLe5gVPIISIiIiIikqA4eyUkT/BhfreLzp0Tvs1eJT8wjQPZTFuO2e/EJDWu5gwdGlofNAg+/th9Fu+9B3l5sNtuuL4xfv+YdevCQ47jjoOzzoIrr0xOg3bbzX0Ozz8f1+n5+aGAA6BVq/LntG/vPmJrXWGNuqokpu7VIYmIiIiIiNRxNT67SrSHffpplW51IN9wDP+tk91SEnH44bB2rcswTj0Vzj47ykk5OXDvvaHt//wHrroqeY3YtSt8ZpdKlM1m46noIzjjDLdM4PaCQg4REREREZGExRyTA1LTXcX/NVzdCoTu3UPr0coI6pHBg93ynHPccsYMWLYs4iRj4I47XJcSf3aavn2T14iSkoQGzPjmm9D6hAkVn3vWWa6iIzirjFROmZCIiIiIiEiCarySw/8hnZFRvfuMGwfvv+/GrBgxovrtqkX9+7sMw1o49lg3XsfTT4cXbpRp3Rr+/GeYNi25pRElJXHfr7AwtB7P18QYGDasiu1qxBRyiIiIiIiIJKjGBx71H7ZrV/XuExyvop5r1swVo+Tnw/XXu0E6P/7Y9VAZPjz6oJ40aVL99zBo1664KznKVZlISqi7ioiIiIiISIJqbeDR0tIafGjdN2aMm63khBNgwAA328qNN8LvfhfjgrS05IYcCVRyLFnilhMnJu/xUp5CDhERERERkQTVeHeVNm3c0p8aVQA480x45hmXXey/f2j/9u0xLmjSJHlB0RFHwOLFCYccPXok5/ESnUIOERERERGRBNX4wKPnnQejR8Ndd4X2tWiR/OfUY6efHlrPz49xUhIrOT78Xxbf7j0crr02rvOXLnUZS7duSXm8xKCQQ0REREREJEEVjsmRCmlpcN11kJkZ2jdwYA02oO5r1w7efttlTO+84/6Vk6xKDms5iQ84YNaL4SUkARs3wm9/C5s2ue0lS6BLFzeWiKSOQg4REREREZEExRyTI1XdVaJRSUA5p54KN9zg1j/5JMoJSark2LYldI+jj47+sb/4Ijz0EOTlue0lS9RVpSYo5BAREREREUlQjc+uEuSPy/HAA6l9Tj315z9Dbm74lK1lklTJsWJZ6B6ffQYTJpQ/p6jILVevhlmzYNUq6Nq12o+WSijkEBERERERSVCFY3Kkmv/gli1rqQF1mzEuTFi5MsrBJFVy/Dg3vHTjb38rf8769aH1e+5xYUenTtV+tFRCIYeIiIiIiEiCanx2lSA/5KjRQUHql44dYe3aKAfS0qpdyfHFF3D6uRkATL/+ZUaMcNUcwezks8/gjTdC26+/Dlu2uHZJaum/ChERERERkQTVancVn0KOmHJzY4QcTZpUq5Jj/Xr4xS9C2zlZRRx2GGzbFpoiFtw4HUuWlB8bVpUcqaf/KkRERERERBIUc+DRmlRr/WXqPj/kKFdYU41Kjh07oEOH8H05rYvLgothw9y4G8Hpa1u1crO++BRypF5t/2cpIiIiIiJS78Qck6Mmu6tIrcdmqAAAIABJREFUTLm5UFAA27dHHKhGJceAAW552mnwy+PcqKItMkvJyXH7v/4axo6FP/4xdM2yZXDzzaHtQw6p0qMlAQo5REREREREElQnuqvU5HS19UxurluuWRNxoIqVHOvWwYIFkJ0Nb74J/35uExtph2maFlbdsXIlfPxxaPuWW6BLl9B2sKpDUkMhh4iIiIiISIJqdeDRPfZwy6ZNU/+sesoPOcqNy1HFSo4ffnDL114Ds2A+Tbt3ph2bIS2N3r3hrrtCz1u+HH79a1i6FK65Bi65BJ56ygUlKsJJPf1XISIiIiIikqAKx+RI9S/Zd96ByZOhTZvUPqceixlyVLGSY/Zst8zLAz6fHjqQkYEx8Ic/wIQJbrDRTZugWzfo3j102lVXJfxIqSJVcoiIiIiIiCSowu4qqZadDaecUksPrx+qXMlRWhr1+OzZrqtJp06ERg895RQ3QEfgmf/7n1vXVLG1RyGHiIiIiIhIgmp14FGpVFyVHMXF4ceKi+Hkk6Ffv3L3mzMH+vf3PvOSErfzttugbduyc2bNCp2vIpvao5BDREREREQkQXVi4FGJKSPDBQ0xKzlee82d9NlnLpj67DO3/dFHsGhRWJcWa10lR16et8MPOZo1C7v1sGHhz5faoZBDREREREQkQbXaXUXikptbwewqU6a47S++gJEj4eijw88rKChbXbMGNm50lRwA7NzplhEDv/7f/4XWjzii+u2XqtHAoyIiIiIiIgmKOfCouqvUGbm5MSo58vMhPd1t33139IsnTIAzzgBgzmwLmFDIEaOSIy1NH39doOxRREREREQkQTHH5AB1V6kjooYcS5e6kOLBByu+eOPGstXZj3wIQN7MV9yOGJUcUjco5BAREREREUmQuqvUfVFDjlWr4rs4MMPK7AUZtGMjnW6+wIUffiWHQo46Sf9ZioiIiIiIJChmyKH+CnVGbi6sXx8+I+y7Gw7hQKaxlg7k08oNOHrLLfDvf4df7AcZwJzNXejPbAzAvHmhSo6I7ipSNyh6EhERERERSVDMMTlA3VXqiNxc9zmtXw8dO7ps4tR5fwGgI2s5gi/4YsiRMGRI+YsDyci8/E6czJdu4+CD4Ve/cuuq5KiTVMkhIiIiIiKSoArH5JA6oWNHt/S7rMyfH358EkeW21fGq+QoLoY1hW3ozrLQsfHj3VKVHHWSQg4REREREZEEqbtK3Zeb65Zr17qA41//Kn/Of/8b42KvkmPVKrA0oRvLy5+jSo46SZ+KiIiIiIhIgioceFQlHnWCH3LcdBN8/71bb2pKOM2+xUl8wJU8zdKlMaoxvEqO5V62ETXkUCVHnaRKDhERERERkQSpkqPu80MOP+AAaJqRxhtvp3PpayewW48S5s6NcbFXyTFzptvcw8wrf44qOeokhRwiIiIiIiIJ0sCjdV+7dqGP4sQT3bJ1awOnngrnnMPeg5qHBSBh1q0DYMkSSDfF9MzaWP4chRx1kkIOERERERGRBGng0bqvSZNQYc3FF8Of/gRvvx06fsABsGABbN7s7Qh2Pxk9GgoLWb4cujRdhxnyC3j3Xdhtt9A56q5SJynkEBERERERSZC6q9QPI0bAnnvCmWfCb3/rZoD15eW55c8/ezuWLYMff4Rzz3Xb27cz8dNdDMj4ETIz4ZRToHVrd6xlS0hLq7HXIfFTyCEiIiIiIpIgDTxaPzz3HMyaFb3oYvfd3bIs5OjYEfbYA448EoDtz73KytVpHLptAmRkuHP8D71r19Q2XKpMIYeIiIiIiEiCKhyTQ+oMY2IXXPTp4z7D2bMjDnhjbayZthSAjqyB9HR3zL9Z374paK0kg/6zFBERERERSZDG5Kj/MjJg4ECYPDnigBdyrM7oCcQIOTToaJ2lkENERERERCRB6q7SMOTlweLF4fu+WZbLLPqzZrProhIWcvgfukKOOkshh4iIiIiISIIqDDmk3ujZE5Yvh1273PbatXDg3adwBm+yZmsmoEqO+kafjIiIiIiISIKijsmhmVXqnW7dXMCxZg388IObZpb/Z+++46Mot/+Bf54U0iABQu9VmiJYEBvSwd4B27WgXrterwqoWNGfei1X5NpFxa+KgFhQbIAiINKRLlXpLYFAKiQ7vz/OPjszu7Mt7GY3yef9evGa2ZnZ2dkAmZkz55wHwEa0x9ebiwAADbDXt/Eogxxxi38zREREREREYQrYk4PlKpVGkyYy3bEDGDYMOHjQXPfdjq5ohm1IRimQlSULdSYHh4+NWwxyEBERERERhcmxXIWZHJWODnLs3GkPcGQiD4eQheOwHpg2DejTR1bosWiZyRG3WEVGREREREQUJvbkqBoaN5bpmjX25WPu2gMASEMRcP75QEaGrNBDx2ZmVtARUrgYfiIiIiIiIgoTR1epGho2lL+umTPldbNmwAcfAPv2HQeMAxLgVZc0Zgxw3nnAGWfE5HgpOMYeiYiIiIiIwsTGo1VDUhJQv74Z5Jg3D+jXz6xKSTu/n/0NWVnAueeaPToo7jDIQUREREREFAbDkD9sPFo1NGok0zp1gObNZX7AAGDIEOClNzNid2BULixXISIiIiIiCoNO2GBPjqqhrEymzz5rxqcyM4HPPovdMVH58b8lERERERFRGFwumbJcpWro1k2mnTvH9jgoMpjJQUREREREFIagmRwsV6lUnnsO6N4dOPPMWB8JRQKDHERERERERGHQmRyMZVQNzZoB//53rI+CIoXlKkRERERERGFguQpR/GKQg4iIiIiIKAx+gxwaUzyIYoZBDiIiIiIiojAEDXIQUczwvyUREREREVEYdFWKT8IGy1WIYo5BDiIiIiIiojCwXIUofjHIQUREREREFAY2HiWKXwxyEBERERERhYGZHETxi0EOIiIiIiKiMOiEDTYeJYo//G9JREREREQUBp3JwcajRPGHQQ4iIiIiIqIwsFyFKH4xyEFERERERBSGoEEOIooZ/rckIiIiIiIKA0dXIYpfDHIQERERERGFQccy/FalsFyFKGYY5CAiIiIiIgoDy1WI4hf/WxIREREREYWB5SpE8YtBDiIiIiIiojBwdBWi+MUgBxERERERRcz33wOzZ8f6KKIraE8OIoqZpFgfABERERERVQ1btwLnnivzS5cC3bvH9niiheUqRPGLmRxERERERBQR8+eb8yedBAwZAixeHLvjiRaWqxDFLwY5iIiIiIgoIjZtMueHDgUmTwYGDQKKi2N3TNHATA6i+MUgBxERERERRYQOcsycCUycCHz2GZCbC8ydG9vjijRmchDFr7CCHEqps5RSN7rn6yulWkfnsIiIiIiIqDJxuYDx44F69YC+fWVZt24y3b07dscVDWw8ShS/Qg5yKKUeBzACwCj3omQA/xeNgyIiIiIiospl0SKZ7t9vLsvMlOmhQxV/PNHEchWi+BVOJselAC4CUAAAhmHsBFArGgdFRERERESVy7Ztvstque8WDh+u2GOJNparEMWvcIIcRwzDMAAYAKCUyojOIRERERERUWVz8KBMdfYGAKSnSyCg2gU5iChmwvlvOUkp9RaA2kqpWwDMAPBOdA6LiIiIiIgqk4ICmS5bZi5TSgIdeXmxOaZo8duTg+UqRDEXcpDDMIwXAUwB8DmADgAeMwzjtWgdGBERERERVR75+TJt1sy+PC0NGDeu4o8nmliuQhS/wmk82hrAHMMwHjQM4wEAc5VSrUJ432Cl1J9KqY1KqZEO61OUUp+51y+w7lMpNcq9/E+l1KBg+1RKzVFKLXf/2amU+tK9PEspNU0p9YdSarUeIYaIiIiIiCKjoABISgJq1LAvP/NMyeaoSliuQhS/wvlvORmAy/K6zL3ML6VUIoD/ATgXQGcAVymlOnttNhzAAcMw2gF4BcDz7vd2BjAMQBcAgwG8rpRKDLRPwzDONgyjm2EY3QDMBzDV/Rl3AlhjGMaJAHoDeEkp5fXrl4iIiIiIymvmTKC01Hd5165AUZEZGKgKOLoKUfwKJ8iRZBjGEf3CPR8sUNADwEbDMDa7t58I4GKvbS4G8KF7fgqAfkop5V4+0TCMEsMwtgDY6N5f0H0qpTIB9AXwpT5cALXc+60JIBeAw69gIiIiIiIqj4ULnZfXri33/lVpGFm/PTk0lqsQxUw4QY59SqmL9Aul1MUA9gfYHgCaArAOJrXdvcxxG8MwSgHkAcgO8N5Q9nkJgJmGYehfpeMAdAKwE8BKAPcahuETS1ZK3aqUWqyUWrxv374gX42IiIiIiILJypJpVWo+ynIVovgVzn/L2wA8rJTaqpTaBmAEgH9G57CO2VUAPrW8HgRgOYAmALoBGOfO9rAxDONtwzBOMQzjlPr161fMkRIRERERVQFNmwI33eS7vHZtmeohZqsClqsQxa9wRlfZZBhGT0gfjE6GYZxhGMbGIG/bAaC55XUz9zLHbZRSSQCyAOQEeG/AfSql6kFKWr61bHMjgKmG2AhgC4COQY6diIiIiIhCdPgwUKuW73KdybFlS8UeTzRxdBWi+BU0yKGUutY9vV8pdT+AWwHcankdyCIA7ZVSrd2NPocB+Nprm68BXO+evwLALMMwDPfyYe7RV1oDaA9gYQj7vALAN4ZhFFuWbQXQz/09GkKGwN0c7LsTEREREVFweXnSc2PXLt91me786bFjK/aYoomZHETxKymEbTLcU4e4bGCGYZQqpe4C8AOARADjDcNYrZR6CsBiwzC+BvAegI+UUhshDUGHud+7Wik1CcAaSJPQOw3DKAMAp31aPnYYgOe8DuVpAB8opVYCUABGGIYRrJ8IERERERGFYM4cmS5f7rvulO5lABLRrWAu8Mh35oqFC4Hu3YEXXqiQY4wkNh4lil9BgxyGYbzlHrb1kGEYr4T7AYZhTAcw3WvZY5b5YgBX+nnvMwCeCWWflnW9HZbtBDAwnOMmIiIiIqLQ6IyGd97xXaeWLkFTNMHBhRuApZaARmkpMGMGMGQIcMopFXOgEcLGo0TxK6T/lu4MiquifCxERERERFQJHTgg04YNHVbu2oVs5CCn16X45aejKMk/ijV/HEUCyvAa7gJuv71CjzUSWK5CFL/CiT3OU0qNU0qdrZQ6Sf+J2pEREREREVGloEdOqVPHYeXLLyMH2fj619ro0wdo3Bjo0gUwkIB78BrQtm2FHmsksPEoUfwKpSeH1s09fcqyzADQN3KHQ0RERERElY3O5PAJcpSWAr/+ih1o5rOtR+PGUT22aAjak4OIYibkIIdhGH2ieSBERERERFQ5HTgAZGQAycleK9wpD/ecvhBj5/dwfvPixZ7Z3btl2qhRFA4ygliuQhS/Qi5XUUplK6XGKqWWKqWWKKVeVUplR/PgiIiIiIgo/m3f7qcfh/umv132Qf9vLisDAOzZA3TqBHToAOzdG4WDjCCWqxDFr3B6ckwEsA/A5QCucM9/Fo2DIiIiIiKiymPSJKBNG4cV7mjAhZ032RZ/8w3w8MMyX3RUkssnTpTeHocOAV9+Gc2jPXYcXYUofoXz37KxYRhPG4axxf1nDACneC0REREREVUTGzfKtKTEYaU7k6NV9mHs2AHcfz+QnQ307w+0bi2b7CuqidJSYORIA41ScgEAhw9XwIEfAx3k8EnYYLkKUcyFE+T4USk1TCmV4P4zBMAP0TowIiIiIiKKb7t3A+3by/x99zlsYEl5aNIEeOklKUVJSQEaNJBVe4oy8cTlK1FcrJBScggA8MADwLRp0T/+8tKxDJarEMWfcIIctwD4BECJ+89EAP9USh1WSh2KxsEREREREVF8Ki0FLrjAfN2li8NGDikPOjDQqpVMf88/Ht99fQQA0BezPNtddFEEDzbCWK5CFL9C/m9pGEYtwzASDMNIdv9JcC+rZRhGplLK6dcaERERERFVQZdfDixZIvO33SYNQ30ESHlo21am9+x9FNnIAQD8D3dG4Ugjj6OrEMWvkIeQDcFHAE6K4P6IiIiIiCjGXC7njAVdTpKXB2RmBngz4LiDjAxz/jecgcH4Dmkotm1z4ABQp045DjrKOLoKUfyKZIIV/ycTEREREVUyr70GPP+887oFC4DEROC33+zLW7eWpIW77w4Q4ADMzAY/N/21UqVMpQA1URu+w8zm5AQ7+tjw+7WYyUEUc5EMcvB/NBERERFRJXPPPcDIkc7r9DCvI0bYl//1l0yPHg2y8yApDyvX1fDM70JjAMCSy8Z4lh04EGT/McJMDqL4xVY5RERERETVlDXxwDsJoawMmOXuAzp3rjQa9darV4gf4Oemv2VLc/6fJ8wHDAMnvXoD5uEMAMCbbwKzZ5vbfPutZJfEGhuPEsWvSP63PBLBfRERERERxb0PPwSmT4/1UZTf7t3m/H/+Y1+3Y4f99Zo1Mj1oqSoZNizIB4QQDdiyBdi+HbhqxShZkJSEetgPABg/HujdWxbv2SOjuZx+epDPrABsPEoUv0IOciilnvJ6naiU+li/NgyjZyQPjCieFRQAL75oPt0gIiKi6iU/X/pU3HADcP75lffeduNGc37ECKCw0Hz9998yHT5cpitWyHTLFplOmRJCVUYIQY5WrYCmTS0LEhPRDNtt26xfL9degO/Pet8+81grisPIuHYsVyGKmXAyOZorpUYBgFIqBcBUABuiclREce6++4AHHwQeeSTWR0JERESxUKsWcOaZ5ut160J73+7dwIUXAp99Fp3jCteePTK94w6ZPvmkue6112R6//1AjRpmkGPzZpm2aRPCBwQpV3GUmIh0FNkWdehgBjkSEoCSEnPduecCHTuGvvtICDAyLhHFWDj/LW8CcII70DENwM+GYTwRlaMiimNFRcAnn8j8ERZpERERVTu66SYA/OMfMg01k+D114FvvpEyj507Y58Bokcv6dRJpi+8AFx9NXD55cDkybKsTRugSxfgjz/ktc7sCCnIUZ7mFYmJflfdcovs0vrzXrIEKC6WTNtjEc7fBctViOJX0N82SqmTlFInAegO4FUAQyEZHL+6lxNVK7/8IqmcqanODbiIiIioanvzTXN+lLuNRKijgCxaZM43bQpcfHFs74t1kGPgQHPZp58CU6ear1NTJWtl9mxg714gL0+WZ2WF8AHlzOTw56KLZKqDHNZrMV1GUx779knAwvq9A+HoKkTxK5SQ6kuWP88BOACgs/v1i9E7NKL4NGMGkJIC9O/PIAcREVF1tG+fTLdtA2rXlvlQgxx//mnOd+kCTJsGfPVVZI8vHLm5QHo6cNxxEo949VX7+tRUmV5/vZSINGwor8eMQWjKk8mRlOR3VdeuMtXZNNbmqDt3hv4R3ubOlenll5sZK4EE7clBRDET9LeNYRh9AvzpWxEHSdG1YYP9hEuBLVwIdO8O1KzJIAcREVF1MXeu2QciKQlo0ABo1gyoU0eWWUcc8ae4WDIQ7rhD+kssXSpDqI4fH73jDiYnB6hb13x9zz3SX6RJE3mdmytT61CvAFCvXogfUJ7mFe5MjrdwK2qm2S+2mjSRwMJ2d1/SrVvNdccS5LjySnP+22+Db+/3a7FchSjmwhld5V6lVKYS7yqlliqlBgZ/J8W7446r+GZNldmaNUC3bnKBc/RorI+GiIiIom3RIuDssyWrwTDkZloHAVJSgLS00DI51q6VDIDevYF//1uaeQ4aJGUggR6c5OfLTfjChRH5OjY5OUB2tn1Zhw7Azz8D770n3w0AMjLs2+iMjqDKk/LgDnLcindwuCgZX+ASz6qkJMk8yc+X10uXmm/btSv4rufMsQdGAPnZl5WZrzeEMLQCy1WI4pf/XDBfNxmG8apSahCAbADXAfgIwI9ROTKqELoOk0JTViYXMQ0aRKbBFREREcW/VavM+Zwce5ADkEDA+vXB97NypUxPOMFc1q8f8PbbwOLFQM+e8gBl3DjJrmjVSoIrkyfLcK2bNtlv6jdskJv97t3L/91yc32DHIA8BDvuOPO1Dnb06iV/LrggxA8oTyaH17aX4Cvcnvg2TsjaCmAMEhPN/hs6IJGcHFomR69e8l2sQ+Vu2mTfJpQM5/JU4RBRxQgnyKHDkecBmGAYxmqlGKKMJ0UfTcGRjyejVnIxnqo3FreMaWkfc9zLiy/KMKgUugMH5FydnQ089ZQsKyyUJwpERERUNW3caM7v2iWBBj3CCCCBgq+/Dr6flSsl86NdO3NZX3fx9w8/SJBj7FjggQec379smQRAPvwQeO456Q+m93v88eF9Jy0nJ7T3KiXD39atKwGFgEaMkNRXwHwiVN7bhhkzgEmT8Prit9xj145BSQnwxRcS1CguloBTVpZvJkdZmSSFjBkDnHEG0KePLC+yj05rC2INHy77DoajqxDFr3Bij0uUUj9Cghw/KKVqAXBF57AoXIcOAen/uAJ3zLgMK6dvw5MftMTVV/vf3uWSIcJOOslMP/T+hU++dOaL9YlHKDW4REREVHlZn+zrxpfWYeRPO02m1gzZuSOmoXXdPLz5JvDdd7Js5UoZqtXaV1P3tnjiCWDp+aPx9uuBa2HvvluyPoYMMZfdfnt438fKqVwFALBgAXDhhcBVVwGHDwOQEhVPgGPUKOdowF13yUXmH39IFCIvTyIMp5xSvgPs1w946y2JBrl/6HfcIauWLJGSmp07gcaNzUyON96Q4W2TkoBLLwVGj5bdWLM3rHSGTbduQOfOErQKlu3stwqnPKPJEFFEhRPkGA5gJIBrAZwCYACAD6JwTFQOmZky/aRsKLq5JI9RN8fyVloKvPyydAa//37gv/+V5bpTOGbOlMcI5MN9jkdmpvwMAZasEBERVXW6yaWVNYtz9GiZWoMhn7+wEX8dyMLttwPnnSfXCytX2ktVNB04OHn601i/2TdNYvBgmdasKdMXX7Q/ZJk7F1i+PIwv5GYY/stV8MUXwDffABMnStDijTfs6597DrjsMvNuX/vf/2T6yScShViyBJg3Txp9HIv0dIlSGAaGDpVFejhZAGjeXEpYfvlFgiBNm0pJzZdfmtvooW8BSTb5179kfulSObxly4D27WVZsL4cQatwGOQgiplwghw3AfgQwPcAngTwMYBLo3FQVD4T2j9te+3dIAqQcotOncwylYEDpb8EAOzZ496of3/g3nujd6CV2OLFMk1NBVq3lnnd+IqIiIiqnlWrJKkh0OgiunfF+l93S/aDUliKk2zb/9//SabBGWf4fsaRI8AXN01DMiRT4fPP7f0lvvtObqrz8oC9e6Vp6Y8/SpxBK09T0kOHpKTDOrqKh7W7+pgxZvoEYC/JeP55552ffnr4BxSIjioVFaFVK9/V3btLOc1TT8mwvj/9BExqPcK2zfTp5vwLL8iDviNHpCKmXz9ZroMcwXqssFyFKH6FE+S4F8CpAP42DKMPgO4AmKgfR66r8w3e7fIKPm54P4a0+B3btvlu88knZl3ptdcC9esDDerLL+O9i/62b8xf0j50Omhqqvk0JVBZEBEREVVu33wj078tl0n//jcwcqT5ulUreXC/ZeZmzxtWwd7o4rbbZGotM7G65KStOIIUGLffgcsuk/ILw7BfjiUkyLUbIDflI0bIcK8A8NBD4X83pzJcj0BDyFmzNx5+2Jy3Hqx7hJRy++AD4LXXzNc6M+Kvv9Cwof3n/8ADZvDo55/lZ5xaw4W0117AO7jZs90tt/h+zKpVUrLdq5e8btNGprqxqT9BgxzM5CCKmXCCHMWGYRQDgFIqxTCMdQCOMe+MIuroUQxvPQtXJ01Ch60/YuNGAzsaniS/ZN21K2smLEbtmkfhcgEffSRva5gisao9I1+xN+bQtRnkIzXV7DKuLy6IiIio6tE3s3feKZUb8+ZJuYh+2AFIuUl2NrBnv9zYH0EycpGNdvCteXDMmtA7AcIen75tW5nm5YU2jK1Vbq5Mww5yWMdbtSoulumzz4Z3IE6uv176e2jffivT++4DADRYOdOzKj1dWn7ofinDh5vHcjPeg8slgSknulmpztCtUUOu84KVIwcdGZdBDqKYCSfIsV0pVRvAlwB+Ukp9BeDvIO+hinTkiJwgd+zAVfgUMAy8stedZrBiBfD881i78BA65i+2/d5t2Fj+GewpyrT34rjggrBPtNVFaqrUfhIREVHVpu/b//tfYOhQ53ITQJpyvrX8NDyJxzAHZwMAHsCLmPn8Yk8gYseOAB9UziBHUpKZbWIdJSQUOpPDMfCiryudeAc5dEdPPeSMfhIUSbpc5aefgKefxt3fDsJEDEXjxD24/nqJKfzyi5Tt9OgB24M7pcxMGm+6T4fubwdIyXewIIffnhzMhCaKuZCDHIZhXGoYxkHDMJ4AMBrAewAuidaBUTmsXu05GXXCOpyKRViCk2Xdrl3AyJFYh47oCHvqQXqqCzVxGHtK69pz/+bMCZ6rV4UdOmRpxuolNRVo0ULqP3v3rtDDIiIiogq0b5/037COiOKkYUOZPoEn0R+SZdAYu9B3x0dYskTiAE2aBNjBqFEyLccDpu7dZRpu89GgmRx16vguX7LE7NipG7vptNZPP5VpNG70333XnH/sMSShDEMxCTvLGnlKTOrUAU49FdKV9ZprbG9v106COr/9BltJtw70ZGWZy9LT7U1KnbBchSh+hZPJ4WEYxmzDML42DONI8K2pwvTpA1x5pecEczxWYS06yboDB5CHTOxCE3TCWvv7DAMNsQd70NB3nzfcAGzaFN3jjjMLF8oDilNOMc/dgH20mtRUmTZqxKoeIiKiqmzfPrMPBgoLpYzC063d5BQPaIg9wNixyMoKktzgcpn7/OSTsIMEjRt7knnDErAnx7x5QK1a9pv1nBxgwAAZ0hUATnY/TDt0yP5ea/lzpDRt6n/d3Ln216tXAz/8IPMNzevbunWlH2qzZsCrr8qyrVtlas3k6N7dd5feWK5CFL+CxKSpUpk1y5z/+290fOIvjC9uhAOojTq5uViHjgAgmRzbtwOPPCInKZcLTbED22CpvzjNxH6ZAAAgAElEQVTxRDmjz5gBzJ9vFnxWcStWyFj32dnmif/AAblwsaYt1qgh01q1ql0MiIiIqFrZu9fy0OPzz4EJEyQIMWGCbTunhx6e7NlDh+x30d6sT1IAGSakceOQj1Ep2Vz3lwiVvtZxCtAgKws+Xeyfe05qOXTzj7XuB2feQQ5d41NRzj5b/gJ0oxRdTpOYKBdwZ53l85YGBwcDeBSbNslm1iGBjztOqmIC8RvkYLkKUcyVK5ODKoERI9D1SxlSdi7OBnJyPFkdnbBWui9NmAB89RVgGOiMNViNLjDOkhpSzJ9vRun9NZeqghYtkqk+6VuX6XJTwExNrFWrAjI5Jk0CXn45yh9CRERETmyZHDpQ4dDh86abzPlLMRWrLn4EWXDf/I8fH/hDvIMcEyeGfZxt2gBr1oT3ntxciWU4luKUlUlwwHrTfvSopLFq+qmPd5CjtDS8A4mEDz/0/fybbpKnV6mp9j8AGqyWh4MbN8pfqzVYkZkpySh7Lr1NolwODMOhVEWvAJjJQRRDDHJUYb17yzjhF+FrrP07HevQETVQgtbYAqSkyEbFxYDLhROwEgdRBztW5EjqYVqaecaLxYkqRpxqWceMkanO5GjUSGpzgcgHOVautI/KBkC6nPlrCU5ERERR5RjkcDj5Dx0K5N96P0bgOXyE69ClnqWkxZom4MQ7yHH//WEf5+mny3WM9aFMMDk5fkpVALn+845+5OYCnTubr/0FOR54IPSDCMeXXwL33CPXr7feal9nvYDS16433CBZyd5/Jk5EE+wEINde1pFyALMy5ucvDwJPPeV4KC6XnyCHxiAHUcwwyFGFpaQA77wj828vOwXPYySOIAVJKDODHCUlgGGgK1YAAEbXfAW42T2euB7fvJpkchQUAOPGSWOqlSvN5XPmSFBeBznefNM8b9WqBeTnOwQmyuH332XosyeeOPZ9ERER0bErLZX7ek+QQzfl8jP0RkZiMZ7DKGSg0LyOAqTEIxDvIEc5nHGGHK/OQNX27PF/KZeTE2BIW6cgR9u29jKaWrVkqrt0tm4NXHttgJ0eo4svlmYaKSlmxrHmckmU57zzzP4m/rrFJiWhA/70vMzPt68eOFCmh5Dpt/TGb5CD5SpEMccgRxV3xRXApTV/xH9Xy2/rLnCPLaZP0u5MjlMhZ8QPdg40x9iqZpkcr7wi082bgeOPlwwOXaO69edNKHzoCQD2hzH63B5smLFQ/PKLTBcs8LMBT5pEREQVauVKOf16P+lHQYF0Kv/HP+xPOqzRBOt8sCDHsmXHfKxnninNR6dNk2P+7DNJZGjUCHj6aef35OaGmcnhfcHzySfyoTqTo7TU/7Cz0eZyycXcd9+ZTUcDBDkUgP3PvYt+/YCpU+2r9Ugrj2IM8N57MmTLoEG2aEjQIAczOYhihkGOauDR5maN4gT8Q2bGjZOpO5MjBUfQMFPyGz0NsSsok2PfPqBfv/CbZUWSYZhjy69eLdNHHgGmT5f55aM+Q8HM+QDs1yk6yBGJkhX9/f3GlKLRqZyIiIgc3XcfcNJJMu85N+sb2IIC4PzzgY8+sjfycrkkanDPPfbIQrAb/6FDZXr33eayiy4KazjZOnXkkF56SW6+hw0z21R8/rnze8IuVzl40B7UadVKjvG55+Smftu24GPtRos16nDwoEwDBDkAIDslHzNmSIm3Va1awHmn7sM+NMCOWh3l7+/HH4GlS20fFzCOwSAHUcwwyFENnNRgB87MXIH62Itu8Go6UVLiOVm9PERSCDZvdq+roEyOMWNkYJixY6P6MQF9+KE88QCAjh3N5V27yvlyWeY5KIBEN6IV5NgppaG2ayWbYAO2ExERUcS89545/+CD7hkd5LA2vrBmWrpcki376qtS1vHoo7Lc+sBowwagVy976qYOZtSqBbz9toxjP22amWYaoocesr9esECyUKwVF4YBfPAB8PHH5ShXeecd4D//kfn/9/+c3zdsWFjHHDGGYV6khRjkCHSNe+cFfwMAuiWuwI1NvocLyjakXlmZn90z85Yo5hjkqA5q1sTMVjdjI9ohAV6/eEePliYTANo3kjv1DRvc6/Rv7ihmckybZgY3ItHXorz+/NN5eXq6DCP2/aZ2uBxTPcu0aGRyMMhBREQUe927m/Oem1lrJgcsy1wuYMgQqT219uK44gqZWm+mZ8+Whl/WKIq+CEpKAm65Bfj2W3mta1lDdPrpMkCe1qMHcM019r6gU6cCN94orTMOHgwzk8Nq5EjfZf36AX37hnXMEeNymXVFixfL1Pp3YRVCkKNeTYkM7T+YjA8+z8Q6dJShfWG+NWCQg5kcRDHDIEd1kJmJlIN7kAk/d+LPPgsAaJEtJ+wdO9zL9Ykhwpkc69cDR45IT6iLLjKXxzLw3batTC++2HfdOecAC7Y09LyORpDDMMyHA/v3+9mIQQ4iIqIKowMDt9xiWagvVoqKzJtYl0t6NUyeLOmw1kYN+i54wgTg8svt4446laLoi4wGDYBzz5Wa3jD17AkMGCBlK4A8q9q7Vxqc60OxChjk8BcksBo/Xo4X8B1lpSK5XObxnnuuNNJv08Z521CCHOn2YWoWJ/aUkhWYbw3442GQgyhmGOSoDurWBbZvl/kAEfnsTDnZem6yo1CuUlgIdOggTxU8GSNuaWm+2+/cCXz/fcQ+3i/d1FyPRmN1+eX21w3NeIenMdWxxh/+/lseDrRoISmlnixY688+lhcORERE1UxOjmQ8vP22ZaF3aQoAdOpkz16wBjn0XfBXX0kKxQ8/mBmy1kzZe++VqbUnR1ZWuc/9P/5ojkLbtatMTz9drjV0DzLNb7lKSYmMYqIDGP7ceCMwZYrMRyK1NRytW5vzo0bJiCtpacAXX8hFnb9eKPrvZexY6TbfsqUEJSzZNS3rHsZteAPLJ29AcjKwNqGz7e+f5SpE8YtBjurg2mvlTn3oUOCPP4ARIxw3S0qSplWehwZJSTIe/J49jtuXh97VlCm+ZRlOI5SceaYE46N9vtBBDj2yrlX//sC7V8/EWnSEkZJqO6Hppx9+S0xCpFNLL7jAa39//21uxCAHERFRhXHsV2G9INHn5bw8YMkSc7lTJoc2b56kswLStHT7duD996WHR1qaPV3U5ZL0V0+ztPK54w5z/pFHZHc332wuc8zkMAzJVklLk47sDz5oT7/1poejq+is04kT7YGO3r3NPiiBKAU89pj0RunY0bz4tfxgEo1SvIE7cGLno2jXDliXfZaUGrmxXIUofjHIUR307AlMmiQngs6dzRORt4QE1K9vyeRQSuo4LE2WwmEYwE8/yY27bqq5d6+5XmdyTJsmU90jyuqvv2TqZ4jyiNEBFj2yrseLL0KNHIHhp61GR/wp0ZCOHYFLLwUQ2SBHRgbQp4+89vwdWNNbGOQgIiKqEEVF8scnAGANcuhykw4d7NtYgxz16tnX5eSYQQ5AmnfedJPM16hh3/ann2Tqb/zXQI4ckSFPFy+2lVSMHy/T448HunSReccgx9GjEmRJS5Pv8MILZvqqE12/q58aVZQePeQBnjZlCvDww6G998knZfspU8wL1c6dzfXunnVISkKnTsC6wuby2v0dg7UsYZCDKHYY5KiO/OUlJiSgXj2v8s/s7HJF5U88Uc7xAwdK76zhw2W5Ncihh2o9+2w52QYqO7UMSx4Vu3fLj8X7+gIPPigndp2SOniwREK+/BIoLkZGhrznWIMcM2bIeVpnhHr2Z+3Gyp4cREREFUI/eKld22uFU2ppr172156hWNw7OO0083V+vtkcQ7/WvMuD9XBvS5cCl1windD9jWjibf16qVk59VQA9jgAIAO/HDgg847VKHrYeuvTH6d0V00/lAljyNuI0SUp3gGlcNSuLZnPa9ZItsb69WbT1zZt0LEjsDG/EY4iydOt3m9PDparEMUcgxzVkb8gh1L2TA5AQtRhnrAKCoAVK+zLdNWFfoIAyPBlgFTEdOrkWyPqvc9o2rkTaNIkwAY62DBxotmB7NAhKCVxIO8gx2uvSQA/lAcaBQXA2rWSxaHPz579XXWVueGsWaF8FSIiIjpGOoPUWj0CwPkGtk4d4LrrZP6VV+y1IICMZKcVFNizNK1dQL0vdnR/iA4dpKfHhg3mqCvhOHLE05dDq1FDPrpPH6BZM4f36B+A9VjjNciRmgq8/LKUAh0L/URu+nRg4UKZf/99TyZHqSsRm9DWc1EbtCcHMzmIYoZBjurIX7qhUyZHcnLYjUdXrpTp7bdLwOTBB+UmfupUSYDwppSMYLJ5s5xTXnxR+nJZRTuTI2iQQ5+wEhIkKgN4ykd8fmaQmlcAOOus4J+tS23btzdTRvd98I3MzJ1rbhgwJ5KIiIgiRd/j+9zX+3tK//LL0jTU+nBCsz7uz88PPRDQqRPQrZuM2qLNmycjhnj/qVlTLqhOOUW2K7SMDOIwdFz//jLa66xZfrIRdCaHNcjhr9wZMDM+dNlKRfvXvyTT5Vj07i0BpU2bzKCVu1maLu1ZiB5Abi4AlqsQxTMGOaojfZPuzZLJ4TmHlyOTQ6dEPvSQ3LTrwLgepSQ5WXqgAsDjj8vU3eICzz8vQZHBg+37jHkmhz6AhAQzSOQOcrRqBXz9tWQ2avraQA/THojOcmndGqhfH0hHATZ9v8F3w2hHeoiIiAiAGeTw6dWlMzv1hQsgo3rUqycjdViHYNOsd8LWIMeFFwY/EKcb97PO8v2jr1OWLJGba2uJjHuYusOHJdGktFRiIgHpJvXWIMeoUf6beiYnSxqr9eFMZdS2rT0d2f306cQTgRbNyvARrkPBfrnIY7kKUfxikKM68hfkcGdyHD1q6XGZlBR2Jscff0gcoGVLed2hgzTWPPVU4LLLpC/H+M/S8Q3OxxO7bwNgXhNMnWrux3qOiGY7CpdLenI0bhxgI13DY83kOPdcoGVLNPnzZwD264lwfmRbt8q0RQvZfSesxWp0MRteaT/9ZL+oIiIiqqRmzwZOOin6jcXLy2+QQ1+c6OCDUg6NO7xY74QPH5YLrRNOsJeq+PPyy+b89dfLiCwTJvj+8a4TdlCzJnDffX5uzL1NmiRTa5AjPT1wE9S77jr2bIpYa9LE7Ix/yimebIyEBOD4LsAMDEDNB27D/v0sVyGKZwxyVEdBMjkAS1+OcpSr/PGHjMlu/d3es6eUonyeOAS16yikowjnY7qMZw454Xo/Vdi1y5yP4Ci2Pvbska/oWJOqLV0qU6WkQ+jddwPnnQfUqYOz1kujkYMHAXz3XcifO3myZEauXCm1sTrQ0wWr8RMGYv3tL/u+yaneh4iIqJK54QZg2bJyD+AWHa+8Alx9NQCzp5bfIIduNqqf6ARijSqsXCnn8pUrJThirWtt1Mj3vU2byhMiQC4arr3W+TNOOEGGo40076aqALBggfQoq4qsAauRI22r8vLN26ZrrzVQXMxyFaJ4xSBHdRSgJ4fPkKjlKFfZtMlsCO7DWlfqxTuTQpe5ANENclgzKXzogNDu3TJNSJAnGWPHSjOqTz/FNTfLU44B+An49deQPnPHDmDIEHmS9eabUqqiR5zrAhl2pgMs9S/sx0FERFXI4cMyjatKzPvvBz79FEAImRx16kiN7f/9X/D9BkqdOPlkc95fZsfo0ZIlMWhQ4M9p2lRqYF9+WZ4uAWbn1HAbgp5xhjTucOrD0aOHWXdc1XTqZM57Dbn38stm0OKHHxRmzGC5ClG8YpCjOrK2Ch8/XiLVd98N9Orl3VNTMjn+/ltusufMCbrro0elHKVp0/APyzuTw11CCkD6dETrnLFtm0ybN3dY2aaNTPWjpgSv/zKdOkG98zYuvRTYmtjKMx6b9Uf87ru+u/WOhfTubc63hcNjrUBj0xMREVUyOrihhzGNKyUlZuPRd/9nX2ctRXjoIeDMM4PvL1CQw1qGOmCA8zbdukm/i4B1tW4tWkgTznffBR57DHjmGVmuo0qhcrmqZyZCt27mvFeQo0cPoAj2qBfLVYjiE4Mc1ZFSwGefSXOqG2+UMdfHjgWys717agJ9+8q0rAx4/fWgu961S363lyfI8fLLUuayC43wAa73WT9kCPDbb+HvN5iAmRzekRfvIIdbly7AxrLWKN4nFxE6IwYAXnjct2vq2rWyKz0KS48e5rrTsMD3A6xPUviEgIiIKjldDuI9BHtcyM1F8UwZjjT1vXH2deW5gbXeCb/6qjQre+MNea1HI7FeOERCly7Ak0+a5RfhNjczjOp5k24dTscryAEAqSjBxTBLh1muQhSfGOSoroYMkY5fXnwyOQYONFeGUDKxY4dMA45U4kfv3tLPoxH24Gp84lmuszenTLE8MJk/H6hb1zOM17HYtg3IyPDTN8w7oODnhNW1K1CGJKzeLlGigwfNdYf2FPpsv26dJIk8/DAwbhzwj3+Y65phB87APPSwBjvq1jXn9ZUhERFRJXfttZZrjnhRWIjice8AAFLh1Rm1PEEOaybHPffIRcBt0ngdJ5wgo5Z88onze4+Vz4VdiKprkMNan+QQ5EDDhvgcl3te/vyzwz74MIoo5hjkIBufc2G9euZKp1/2XnbulGl5MjkAeIZmS0YpmilpoHXuuQ7bjRkjOa7z54f9Ebt3A5s3m6+3bpUsDsdzuR4qTvNzwtcjq8zbfxxKSuxZoXllvmPGr10rZZ/p6cCdd/rGj1pgK3JhCWxYx52P11b0REREIfA+tU6fHpvj8KukBIWQutN0eD2oKE+QIzlZprV8rweQnAw8+6z9oVIklTfI4XL5zV6t0qxBDqd+JEOGIBEu3+VWLFchirlq+NuLAtHnX9u5UKc4hBDk0Jkc5Q5ylJV5ZhcYPTBxosRZ9Ihl1pHMAJQrWn722TIM+pEj8nr9ej/9OPT+Q7jwaNECaJG6B//echdmzJBlXY6TD0iCfXSa0lL5TL/NWQFkI8ce5NDD3gAMchARUaVWVCTTZ5+Ve/BffondsRQWAi+8YF4TAABKSlAEueCISJCjY0fpjzF16rEdbHnoIIeujw1Vdc3ksKYi62HvrNyZtV/houD7qo4/P6I4wSAH2SQnSyDBVrqpT8qtWgV9/44dEgsJWlr6ww8SafCOkluGq22CXZ7m3Y8+Kr2ziorcF0fHkAq4caNMp0+XjItVqxwrd4RuvKWfwgRwdt01KDWScMEF8vqRO6Rm5cIk+7Cyf/0lF1PWBt7e6iIXB1AHZfq/qPXzGzeWVFciIqJKSDcdzcyUBw9vvx27DP9nngFGjAAmTbIstGRypNXxerpS3p4cTz4po5VUNN0JPYTm8TbVNcihlFle5JTJMXIkcMIJuAjT/O+D5SpEMccgB/nIzPTK5Dj9dJl655c62LFDguA+58UFC8xshMcek+yIG26QkpNCy1OSUnvWA1q18nQl003Fd+2SqQHgnR9a2PpfhEI3GF20SMpGAHvjTxvDkHTNdeuAjz8OuN+Ta9tHRUm/7xZ0xmocKbX/MPRnBsvkMJCAPLg7wV5+uX2DIMdCREQUrwrc/bgzMuT8axhymVBR8vOBH3+UeX0Joq8tAAArVqAQ6UjGESS1b21/c2UrRbA20gyHvv6pjn7+GXjvPefvn5oqqT8AVn+8HFu2OLy/sv0bIaqCqulvLwokK8sryKEj2pZSEn90fwsfa9cC+/cDt95qdtls106mGRly0sjOBubNM9/To4cMX7t8OQAzg3DXLqD0ux8xED/i1nFdceWVoX83wzCbgm7aJIEOwD5Mvc8blJIuoVdfHXDflzVfZHtdA0dQE/nIR01s2WKe83QShk+QY9o0T1ppXUhD1RxkS4d07yFkLSfev/+O0+70REREDqxBjuHDZX7hwor7/FtuAQYNAjZsMB/W799v2aCoCEVJmVKq4v3wpbLdwFqDHOFkGFTXIWQBSS+66Sb/690lK52zdgROcq6uPz+iOMAgB/nwyeTQN9QhZHJs2QK0bOmwQr/3kUekTAUAzj/f7PdRr56MlKK7jPbpA0yeLPOvvgrAzOTYOeo13Iq3MQMynvyRI/IkZtu24N9t61bzu61dK+9JTgaaNfPzhjAab7WslYsba5v1tjVwBBkowA8YjDZtgPHjZfnGjZLU4pMF+cwzno6ltiBHYaG9MztgO6ZWrYDWXg+aiIiI4pUOctSsKT28Gjc2Hzp4c7mAxx/3yrQ4RrpJ+uzZ5vOb7dstG+TlodBIlSDH0aP2N1e2IIf1+sE7YBNIdS1XCYUe8c7fCH8sVyGKOQY5yIffIEeQTI4FC+Qi4dRTHVbqIIc1YFCrltSoAr5DqNx5p9kN1H2B0bKlnKuHzLkb78OMsO/bB9x9t2SQ2C5SHKxeLdP+/aUXx5o1EuDwG8cI5ySflISuyWavDB3k0P78U6b79wMNGji839JctAH2AgD2ooE0vrJcpNyNsXjpt9Ntb7WO5kJERBTPrJkcgIxQNmuWV/NPt99/B556Crjxxsh9vs4MveUW2Tcg1wQeeXkodKUhDUWVP8hh7ek1ZozzNvv2yfdRSn7gQPUuVwlGN5678UagZ0/f9ZXt3whRFcTfXuTDJ8ihlJzoggQ53n1X3nvDDQ4rdZDDOyNB3+1bu1kDwODB8rk9e8rnvv8+suom4r575BjqIgelSMTjFy7FunVmba2Omfijgxw33yyHNG0a0L59gDeEM4RaYiJOSl7peVkLh9EIuz2vdeZGbq75EMDGMrRcQ+wBAOxBQ+CLLzw/t0KkYRzuxgM/DvR0pyciIqpMvIMc//ynZFe8+abvtjr5oKDAd115fPYZMHGi7/IVK4A8uEciyctDkc7kWLcO+Ogjc0N9A1tZAgDWpypPPQU895xZhqtZ02isfdh4k+6sTh3gjTeAc86RJ3yzZjlvx58fUcxUkt/QVJF8ghyA3GQHCXJs3AiccILzMPCOmRwAMGQI8NZbwKhR5rJvvjGvfBIS5L0PPwy4XHjxwb34DEOwDN2RCBdObrQDhmFmcIwfD+zd6/8YV68GGjWyJ4506RLgS4WZyXF60iJceinQoQNwHNajHTZ6Vh84IFO/QY6aNT2znkyOxt3kgN0/tyUwm4dMmcKMSCIiqny8gxyDBsmfBx4AfvvN+T2Rul8cNsx32V13yXRjyvEys2IFCpFmDh87YYK5sb6eqaw3sPp6a8sWoKRE5r0vJvRwN5X1O1aE227zlFNjzRr7Ol6cEcUcgxzkwzHIcfSoRP8DpA9s3x6gt4UOkHgHORISpBlpaqrZHOu888z1v/0GzJwJ7HZnRBQWYggmowWkAUff1mZb63vukWuPX3+V15MmSYaHtQR11SoJamRmmo0/r7nG4YsoJcW64aRr1qiB5K2bMPWrRKzbXAPpKEILbPWs1qWboQQ5UlGCTORhT06SLHBncqyFjDubUeMIxoyx/3V8/31oh0lERBRL+pSukwyUAj79VGL6jz5q3zaEdmDlYn0g06ePTLeUmcOv7UYjKVcB7DetDz9sHnRl4W/42B9+kKn3D3nRIparhKJDB5l+9519OctViGKOv73IR1YWkJfnFYgeOFCmOh3Bi86m0G00fPjL5LBauVLu1AOdFK64wvYyI6nEEzB4/HGJlXzyibweOlSeDF14obw+dAhYtgzo3h1AYiI+Hfwhpk51GFll/nyZjh0bXrrmffcBo0fLBZD7h3clJuM13IVmTVxhZXIAQCPsxu4j7hoXd5DjIKRR65gBv2L9evmRad5tTYiIiOLRX3/JKc/agLtOHRnQ4uef5VpCj0Smg/lKyQOKBx6IzDE8/LBcF8yebVZo7Dek18If6Irl6I7Z6O37xo3uDE3v8tt4dtZZ8iTI2+bNMvXOPPjiC5arhEL3O5k+XTrbe+PPjyhmGOQgH5mZknhhS9rQ47T6eaSyfz9QXBxklBIgcJCjfXuJSgTiHk7Wo6wMP/8MLFkigYPiYjk3Wxtef/+9ZBJu2iSH0fM0A3C50O2/N+DSSx0+Qwcb8vPDe5LRubPUuz79tCd9JAlluAv/Q6vmZThwQI6vsNBPkMNrLPtG2C09OQBbkCMJR3FWG2kNP2lSaIdGREQULzZvllHBvO8Bb71VBlvbvl1GkQfs1yKHDwMvvVT+z7Xeyw8YINkcvXpZemYZ8iBhFY73/0bdy+K448p/ILFgvfB45RWZ/utfwEkn+f5gSktZrhIu/YAMYLkKURxgkIN8ZLr7boUzworuiXFMmRzlUVaGrl3lHA2YpaYLF8r09tvlHD1lipSfAkDrFg7foahINnz7bTOHNT8/Yk8yaicX4OBBMxHGMcjhdVJshN3Yrdzj5rqDHHnIQhby0KVxLtLSzFF2/eyCiIgormzYIK23dKa/VZMm5vWEbgpeWBi5z9YBk+uus2dxpqYC6elAriEnZ08vDicNG8oQbZWtlKNePXP+nHPM+WXL7MPanHaaXAAyyBGad96R6bBh8g/p6adZrkIUByrZb2iqCFlZMj140LJQp2X6yeTYJi0yKj7I4TXm+913y3T2bJl26SJZmpMnW4IcLR2+g/6yo0cDNWqYyyIU5MhKKkBenplh4hjksP5ss7PRvEdjbE1uK4stmRy1cRBpacBll5k/d40jrhARUTy74AKZ+gvKp6QAw4eb5zd9XjvW3hw//gg8+6zM6x4cVtnZQK4hKR0u78tj67VGWVnlKlXRhg2T3mpjxwInnmhGkwCzBAcA0tLkL6e4uPIFcmLhppvM+ZIS4LHHzNcMchDFDH97kY/G7uSBHTssC4NkcujMx2MqVykPr+Np1EieDj33nLzu0EEGcFm1CvjPfySAUyfL60rpt9/MIWyLiswrrzVrgPXr7WPMh2r9emmg6m7qVXvLMhw8GEaQY+BAHDe8F4qPJMqFnlcmB5o08VysWeXnh3+oREREFaW4WKZezyhsOnUC9u2Te0TdM9OnIXqYBg0CnnlG5nWbMau6dYEcyMk5H1K2Ojn9ell59Ki5YWUNcmRnAyNGyNOghASgaVWBAycAACAASURBVFNznW6m+s03ko0AyAUFb9KDS0jwHZOYabVEMccgB/nQ2Ri2LIHERKxFR7hKnR+l6N/njRr52Wmkgxw6Uv7009Jp1H0ASpntQwDJ4rjlFungvmePNFT1CdRMmWLOFxWZx9qrl1wRWYe3DVX79sC330pta40aKPl7N3JzpaEaEKRc5ZVXgDFjPKm8f/4Jn0wOGAZatDDfOnq0TA8fDv9QiYiIKopuPxUo8/B4S0uMjz6SqbXXVri87zmtDU8BAG+9hbp/zEIu6gJZWSiAjG179ns3yHprQKCyBjlCcfzxZsnugQMMcoRq6FD7a5arEMUcgxzkQ2djWBtF/7k7C52xFk+P874yENnZUhri9/d5pIMcTz5pzl9zjW3ge+sALHpk2smTgZ49gddfhz1jwjDso5qUlprrH31Unm507lz+41QKuO46XIIvAMgIMIA7yHHBBbBFKlwu+fncdx/Qpo1PkGMZumEezsJh1PIc49q1wM03y88e8K1d3rBBRpdhGQsREcUDHR8IlHnYt6+cu3RmKSANzsvL+gCgfn3pv2Hz4ouoi1wJcjRu7AlyZDSqBXTtWjUyOUKRkiIXUTqbg+Uqx4ZBDqKY4W8v8pGSItkcq1aZy7YflEDAd3MyHN9z8KDPCKim0083UyGjdcK0DDPStas8pWnd2lzdq5c0vr79dtgzOYqKfA9c59JG6lhPPx3nY7ptUd26kEwPa7qMDnK4NXQPrHLPPcDOfcl4AQ8BABahhyfI0bGj9LzSD168gxyjRkn26XnnRearEBERHQsd27/qKj8bFBQguegQvv7ShT//hGcUNH1q1hYskNLUUCoD9u415/ftc9ggIwPZyMEadMGrNR/Gj5B6lvQMJX26rI05S0uBpKTgH1oZ/P67/XVKilxA3XGHvOZNeuh0M7ju3VmuQhQHGOQgR716SWnFr79KmcfewxLVLy7xPeEZhgzh2rWrn51ZT6KRCBx4DyniRSlg3Tpg2eIyeaGLcDVrJsfhw75Bjv79I3esgL2juZsOStg8+6ytSNl6bXHLQ3WgICfNpzDaHA3GPZZeWpps552xoT/nl1/Ke/BERESRk5kJtGoF3Hmnw8qPP5ZzclYWcN55qFV2EFM/Kcbatb6bXnaZBPKd1nnbsyfIBhkZqAuph7lv8XWYgQEAgITkROnLVVUzOU47zf5a1xLpIA6DHKHr1Qvo1w/YuRM480xZxp8fUcwwyEGObrpJUkPPOQe4/npg5ipJK0ir4duTY8sW6XVx6qkh7DjcwMHGjcDixfZlHTvK1O9QLtKDIyvN/eTl0UftK61BjoICPxEHRO7kNGgQAKBflvk9fHb93nuOb9U/0+kzU/AprsbxWInRGGPm+brLdnTqrXcmh74uc4izEBERVbjCQilxdTzFrlolAYQ+faRxd506QHY2Ombvs7U9uPlmuZcEgJ9+Cv6Zmzeb86+95rBBRgbqwyHFIzVVMjmqapDDmw5yaB98EJPDqLRSUuwRNQY5iGKGQQ5y1LevDLeWkiLXGe/NaAUAKCjy/YX92Wcy7d49yE6TksL/hd+2rQxmb20Qoi821q0zR0Vx4m+8OWu5Sn6+ffQU61VUpDI5UlOBwYPxRbsHcfvtwMyZXusPHzaHp/Hyyy+SWtu6pRxzGtypGvo7uAuN/WVy6Nf797MvBxERxV5hoUNPDO3gQQlsTJgAvPoqcOut8oa///aUrQD25wLr1wf/zH/8Q6Z33SVtvHykp6MJdvou79BBrhFKSuT65dZb5WRalYIcK1aY8/p7BRr6hvzjEyWiuMEgB/k1YAB8hindnWMfTtXlAmbMkHm/5Sq6c9hXX5X/YJo3l86hgHm3np4uzTv98RfksC7Pz7e/tp6gItk/pEYN1Co7iNdflwCSzc6dwOrVjm9LT5dDuvufEthJQYmssD5VgnnBaA1kfDyhDFOnmq+3bzfnL78c+OKL8nwRIiKi8gsY5Dh6VJ6uNGsmDamuu06Wz56NIUPcfbW8bNgQ+mePHes1skqbNjKiSEYGGmG3bdv//AcS2EhNlSAHIE2wdu6sWkGAE07wfWCkr4v+9a+KP57KTHeM12rUiM1xEBGDHBRYu3bm/G14A/sOJHtupA1Dgv6zZsn1iN/f5c2bA4MHH3v3y27dZJrh3PzUh1OQ48AB+8ncO8iRlWXORzjIYWtctny5OT9/ftC333V7Gf6Le/EMHpEFXhdYOpPDWq5y7fX2J03WHqdTp0o9MxERUUUKGORwuewZnyefLNNt26CUfWhZQBJEQwly1K4tWRw+yaRbtshDhowMnIHfbKtuvNE9k5bmmwqpj6uqWLoU+M3y/fV1UcuWsTmeyurEE835f/4TOOOM2B0LUTXHIAcFZA1ynIl5AOSaALDHLB58MMBOvEYNKbf//ldqZ6wnkUCsZSm7d9un2pw59iCHNQU10kEO63h58+aZ815ZGU6SUxNxL8aiF+Y4vscpk0NrnynfWVf8WH8sREREFSk/P0CQwzDs5960NOlU+uqrwLhxaNvWvvlll8m5TSdaOHG5pG+YLYPDW0YGasA8r153nfQN8RyD98m1ffsAO6uEGjaUkfA0fV3EIWTDM2CAOf/Pf9rLoYmoQvG3FwXUpo1MmzU8itOwAADw5ZdATg7w/feybu1aySr1q6wsMifKlBRg4ED7skA9PqzBi8WLgR07fJtquVz27azHGcmTe1mZXInpCIO12emttwZ/v/dxHzxozrtcjpkcWs1DUmd8443yVZ3SfYmIiKKtrExKJ/Uwsj6cHoroUteVK30yOS64QN5ibSzq7dAhiZ3Urh3gwPRJ1G3CBK913kGOqn7zqrNFdzr0KSH/rCnNoWYdE1FUMMhBAaWmSvLEL5P3oT024vwTtmLMGOCKK2T9rFnmYCd+uVwV06Rr40apydi2TcpSrMGLCy+UmhrvlJPcXPt21ihBJIMcDRrIVJes+HuM9fnnzsu9gzljx5rzhw8jJUU2ccrk2IsGnvnff5eSYi0nJ8hxExERRUhOjtw/++0Z7l2uAgC9e8v5+7vvbG2zbrvNbIHwxhvS/DwnBz7pirkyMqyZmeHEfW6ejV5YdN/H9nWpqb4n16rea0E3D7OW8FJo5s8HJk2qetk+RJUMgxwU1MCBQNsOMmb6uCt+QVGRjPpx3XVAn7OOyiMSf44ejVy5SjDt28vjoRYtgLp1pRQFkKHo3n5broYWLZJl/ftLr5Dt280rIMB+5RXJob90XevRo3KF5+8pUK9e4e972TIoJQ+bnDI5mmIHrjlHGnJYW4EAlq9uGCGVzRAREZXXPvcorfXr+9nAu1xFa9oUSEmxJTUOGgR06SLnvtdek/PbjE/2SqOO998HIAmcusQl4MAX7pNhL8zBKS322tdVx0yOK6+UrvL//nesj6Ty6dlTfn4cPpYophjkoNC4ryxa1dyP55+XBxtvvFggTzP81arMny/rV66MXpDDu5P1u++a88uWyXTYMOCWW2Tb/ftl2Q03AK1bA998Y2Z3TJgA3H23+f5IHrO+INIBjksucd6uPCfFQ4cAOF+HAcDTGI3HL1sFALjzTvs6zwOv//f/5O/KPSQtERFRpAUNcvh7KHLyyZKhaZGSIhUBF15oLivZvENmbroJAPDTT+a6gEGOQFmcaWm+o6lU9UwOAOjXr+oHc4ioymKQg0KjH5+UlOChh+RmOkO5LwrGjQOWLPF9j7VTd7TKVe691xwLdfBgYPhw32JffcGSmWlGARITgbfesgdoBgyQ5bpxlFeN7jFJkkyYoNkS5QlyuL9TerpzJsdA/IT2DfIc3+rZ/qOPZGodgoWIiCiCQgpyOJ0Hs7LM5hpu+rJk7FjgqqtkPq/IHnwoKDDn/X4mYH9CkJpqX+d0LcCbfyKiuMYgB4VGP7WwtjC39rLwroMA7F2+opXJkZAgWREzZwIffCDL9MglOivBGuTQEhOlmciwYb7HOGGCNDrzzhI5FvqCaPXqwNuVJ8jx118AfDM5UlCMs7JWyIuyMs+Px8oT5NB1t9aGpkRERBFU7nKVzEx5SLBqFVJTJdChgxwNG5qn/7zCJNvb/tpiBkUaNw5wYPrk+dFHwNVX29c5BTSqQyYHEVElxiAHhSYhQU70/oIcelxZq4oIcmh9+8qVDiB9NZQyU1udghx6WaNGzssuuiiy9ZTuQAT69Qu8XXk+c+RIYM0apKfbgxxpqhjds9x/L2Vljv3DPEEO/eQq0Dh8REREx0AHOfw2AfVXrqIfWnTtipqlEoyvWdNcXaOGnMYOFdoDEi++JOfUH78qCpycqU+e115rH/0MMDMxrZjJQUQU1xjkoNClpNhvgq0dzJ3qJKwjiOjxZitCQoIENLyDHNYrHF0+06yZucx7mNZICrUMJFCQ46+/gFWrzNdffQU8+aTMz5mDNBSicF8BsG4dsG4dio0UpCa7/45KS3HBBb67LMx3r9dPpfToL0RERBH0++/AE0/I8w+/MQJ/5SqWLMN0Q2pQvAcpy8wE8gqddzzg+F2BD86poZXGIAcRUaXDIAeFLlCQw6nXhHXUldNOi95xOcnKAhYskHkd5Lj4YnO9DnIkJ0uD1F9+8X16E0lBx9l1C5Tx0rKlOUoLINkmN9wg87fdhvTlv6Fo/jKgUycYnTqhBClI2eQujykrQ1KSXCdam7QV7nMHp/QFG0dYISKiKDj9dJlakyp9+Mvk6NJFpq1a4bqUSQCAOnXsm2RlAYeKzIBEfr5Mn8MIoLjYd5/WwEZRkf+HDE5BDparEBHFNQY5KHQ1atiHWw0W5NDrX3vNM5xbhWnQwMyL1RdMbdqY660XUT17AuecE93jGTFC2ryvXGkexwkn+G4XrFzF++KvRQsZ5u3TT5F2UicUtuoMfPopSsd/BAMJSIE7KOX+u8jKAr78Eng+5TEAwDW31ZLGbPqCjUEOIiKKAh0rcIoZePjryXH77fJA4tJL8ZTxGPb+ug71irfbNsnKAvIKzAyLnTtl2gQ7nTM1rKkgxcXhBTkCfgkiIoo1BjkodElJwNy55utgQQ7ds+PMM81+GRXl44/NeX3BZM3UiNZoL/4kJgL9+wPHHy8ZGIDzRVK4QQ5A+nwMG4b0dk1RlFoXGDYMxZdfAwBIqef+zpa/q4QE4OYGX3ter1sHM5OD5SpERBQFumLU7+n3wAH/mRxKyQOJOnWQUFSA+r06Ac2b2/qBZWXZG4/ucI8m2xQ7ApejAJL2EU6Qg+UqRERxjUEOCt3xx9vHig81yBHtpqNOjjsOOPVUmc/IMJfrLAprx7KKpo/H34VcIAF+lmlpZmuUkiOyn9Q7b5YF1r8rABntzDbzB9fsZCYHERFFVcAgx6xZQN26wHffBT4P3nsvMGUK8Pjj8vrnn4E8GSJdMjnMgETQTA6rvXv9n1+tQY4DB4A//gDq1Qu8PyIiiqmo330qpQYrpf5USm1USo10WJ+ilPrMvX6BUqqVZd0o9/I/lVKDgu1TKTVHKbXc/WenUupL9/IHLctXKaXKlFJ1o/vNq6DOnWWcei2egxwAMHUq8O23wODB5rIZM6QJ6hlnxOaYADNFdskS+HQDDRbkCLDeOrqKfrhVs777qtIanAKQcpzZ2+PAml3M5CAioqjSyZQNGjisXLxYpqWlga8ZMjOByy8Hhg6V18OHA+ed59l/fpEZQdmxXfqChZTJAQTP5LjkEuma2rVr8H0REVFMRfXuUymVCOB/AM4F0BnAVUqpzl6bDQdwwDCMdgBeAfC8+72dAQwD0AXAYACvK6USA+3TMIyzDcPoZhhGNwDzAUx1L/+PZfkoALMNw8gFhadmTUkV0MELa5Dj99+BTZtkmLft2yXoEesgR7NmcvFjTStt3RoYNCh2xwQA111nzjdtal8XoUyOHj1k2qate6VXJgcMA59iGAAgd7+LmRxERBRVOjYwerTDSmt6Ryjn506dJPujf39g40ZgyRJkoAD5RdZyFQO1kgpRC/nHFuTQy62jmxERUVyL9p1eDwAbDcPYbBjGEQATAVzstc3FAD50z08B0E8ppdzLJxqGUWIYxhYAG937C7pPpVQmgL4AvnQ4pqsAfBqRb1fd6DILfSdtvXH+6y+gXTt5ytK8OdC3r9m/I5YBhXjUpIk5bx2BBjimIEfNmkBBgf2vpVMn9/4cghwXQfpy5B5QHF2FiIiiSimpeu3f32HlAw/YNwxFnz7Sp2PvXuCUU1Dzw3EoKDbPkTt3AI3TpZTFZ5h7/RDG+wCd9OplnxIRUdyLdnvopgC2WV5vB+A9lqhnG8MwSpVSeQCy3ct/93qvfuwdbJ+XAJhpGMYh60KlVDokK+SusL8JmSmbuvRBDyfbrRuwfLl927lzzSBHRTf5jHeBfh7BAkIBLv5q15bp4cPmsgaN3Z/lEORISziCFFcxDuwqBlIOyHKWqxARURQcORLiyKvhPBh56CEJdEyahJoT8lF8JBGlSEQSyrBvezEapucDhwDk5Njfp69frPydX+vXB/78U0YzIyKiSqGqPmL3l61xIYB5/kpVlFK3KqUWK6UW79PDj5Ip0euGWbcuv+yywO9jJoezbt18l4X6BMuBDnIMH2557f13prlcULWzUBe5yP1tLfDJJ7KcQQ4iIoqCkIMc4ZwHa9UCzj8f6NIFNZEPACiAZJ3u32egXs1i2W7OHPv7nIIcgRx3HJCaGt57iIgoZqJ997kDQHPL62buZY7bKKWSAGQByAnw3oD7VErVg5S0fOtwPMMQoFTFMIy3DcM4xTCMU+rXrx/wi1VL3jfM+iLhyiulJ8e99zq/j0EOX+vXSwPUcMtVAtBBjqlTZfr00zB/9l6NR2EYQHo66qSXIBeWHrzeKb1EREQRUFISYpDDOtx7qJKSPEGOfMjoafsPJKJeTXcvjuJic1uXC9i82XcfofTtICKiSiHad5+LALRXSrVWStWABBm+9trmawDXu+evADDLMAzDvXyYe/SV1gDaA1gYwj6vAPCNYRiWMxqglMoCcA6AryL6DasT73IVPU1OBk47DXjxRRm9RA/dqjE7wFf79kDDhr7LIxDk0Fq2dO8vMdEMTOXlyR/DABISULeuwgHUMd+Un1/uzyciInJSWAjMng38+msIG7//fvgfkJhoC3IYAPYfqoF6qQWy3tpv6tVXgZNPDv8ziIio0ohqkMMwjFJI/4sfAKwFMMkwjNVKqaeUUhe5N3sPQLZSaiOA+wGMdL93NYBJANYA+B7AnYZhlPnbp+Vj/WVrXArgR8MwCiL9PasN70wOPdXBj6QkoF8/uZKx0kOmkq/yZnJ4j8oC3yCH57U1yFG7tvxxuQClUDfzqD2Tg0EOIiKKsLVrZdqmTZANly8HGjcO/wO8ghx5yEKZKwH10tyXfNZGo8uW2d8bUnoJERFVJtFuPArDMKYDmO617DHLfDGAK/289xkAz4SyT8u63n6WfwDgg9COmhx5Bzl0Jod3I820NBltpaBAbprZrCt0oQQ51q+XoVS8hBTk0AwDUAp1slxYbs3kCLdOmYiIKAhdCfLmm342OP98SfM48cTyfYClXOUwamE/6gEA6qW6A/fWBwo60tKjB7BwoYwcx4xTIqIqJepBDqpCgmVyWLVsWTHHVB21b++42DvIUUfHLpKSnHtyJCSgbh3YMzkY5CAiogjTp5aUFD8bKCXD0JdXYiKyISOo5CAbqZCK5Xop7uHGrEGOJ5+U6UUXSZDD6RqGiIgqNf5mp9D568nBIWLLz7tc5RhkZtpfB8zk2L1bylXqJSAftXAUSUhGKYMcREQUcUGDHO7swnJLSkI97AcA7EN9pEA+0LFcRdMnSTZHJyKqcvibnUIXTiYHVThrrOnDDy0VLU5BjhkzpFylQTIAmM1HGeQAAGzYwB8FEVGkRD3IkZjoCXLsRz3sT20GwE8mx/9n77zDo6i+N/5OAiEJJIQapKM0BQUE6SqIigp2RRHsiIr1hwo2LCjyRVAsCCJ2UVEsiKhYUUQRRar03msoIgRI2d8fJzd3ZnZ2d7ZMsgnv53ny3Gk7e3d3djP3vee8p3t3oHp1YNMmWbdHOhJCCCnxUOQg7nHryUHcE8NIDgA46SSgRg3guutMG8uVk4ToFSusByckoFY9EajWoYFsO3wY8UhengSfFAV//w00bixp22ZDfkIIIZGxZo20VasGOKAghTJiEhORhBxUxD7sQjXsShJz7qrLfpX95kiOhATxCjvpJFkfNSry5yWEEBKXUOQg7lFTMD//DHzzDbB0qawzkiNuWLhQT04VUru2VLxp2tS63TDQpoNEcgzCs8hDQtyGLzzzjBjub93q/XNNmiTt1q3A3r3ePx8hhJR25s8H6teXf0eOFFT8ipiCyZaq2I1dqIYl/9ZBBvYibc73st88oZCTA5QtC1x7LbBxI9C3r2y3G1sRQggpsXB0StyjBsl33623paay/Fo0xDiSw1FvKl9ezNXsGAZqNS4PAJiJM3E/RmH0kfcBSJDOnj0S0RsPfPONtFdcAfz2W3T3wsHIz7dO6h1kwWlCCImarCygWrUgB0SbrlLw2GrYhd2oiiQcxfFYi8Iz2kWOpCR5TJ06sm39ehE+CCGElAoochD3NGoELF8O7Nuntx13HCM5YsG4ccCVjpWUoydQEnR+PozyqWiElViFxngFd+C4zT484AM6dADmzgUGDJCPPTsbuP/+4rsHVJViZs8Gtm0Datb05nk2brSuU+QghJDoycoKkqoCRC9yFKS6VMMubEIdVGhWH+lZ2wGV5mhOV8nJkQkaM6wIRwghpQqOTkl4NGlS3D0onSQlAVWqeHPuQCJHdjaQkIC5aIOb8CY+xRUYvGMgzv9HBA4AGDtWH96gAXD11d500Yn8fKBWLWD4cKBiRb3dS5Fj9WrrOkUOQgiJnqysELcP0XpyFDy2KnZjHk7Ftq2pOO/CpsDABcAtt/iLHIzaIISQUg09OQgpTmKcruJIMJEDQPrudbgIUws3f/KJ8+ELF8a6Y4F58EGgc2cxG73xRuDDD/W+Awe8e15GchDiT34+sGxZ0fxckdJJVlYIHT9aTw5TusoW1MaOveVwUjMDaNECyMykyEEIIccYFDkIKU7OOUfaFi28e45A1W8KRA5UqYJz8V3h5qFDrRNqDQoKr/z6a9ENckaMkNQUM2oW0EuRQ5m2jhwpLUUOQoAxY6QQxW+/FXdPSEnk33/lr6jSVRSFZdQNw9l4lBBCSKmFIgchxck118gUV+vW3j3Hgw86bz90qHCxBnbgS/QsXD/3XGDDBmDBAmDtWuDee2WAc/vt3nXTibffBj79FHjjDWDKFNn277/ePd/mzVKC94ILZJ0iByHAX39Ju3Zt8faDlExU9fKgWn6MjEerYnfhpuTkgoWEBGskx5Il9BIjhJBSDkUOQoqbypW9PX+gmn22sIye+ApnJcwAID4Ydevqm9JrrpF2/Hir76xXlCsHDBoEXH89cNllwE03aV8OLyM59u6Vj6O8FJ0JmaKTlRU4vYeQ0oIKBjOPEwlxy44d0taoEeSgGHlymCM5CkUOcyTHrFnSfvRR5M9FCCEk7qHIQUhpp3JlGb3bcYge+dx3KbZt9aFlS+v2004Dpk2TZa+9OQ4fBo4cATIyrNvT0qT1UuQ4eFBCnJXI8b//BT72nHMk/PrKK4GVK73rEyHFjRp75uQUbz9IyWTnTmkzM4McFK0nh4PIUWhHlZCgRQ4v/4EQQgiJGyhyEHIsYFcMypcHfvnF77B0337UqJrreAolfPzzT6w7Z2XVKmlr1bJuL19e7oG9TFf57z95HiWoAMCuXc7H/vCDXt62zbs+EVLcKJHjv/+Ktx8kPti+Hch1/jfhiIrkqF49yEExSlc5DvrHOD3dtE+FIZl/3AkhhJRaKHIQcqxw+LDkV2RnS2SHClewc+SI4+aaNSVlZPFiD/sIYP58adu2tW43DLk/9XIi7r//JJKjXDlg0iTZ5hS5YjdgLYoUHkKKCyVy2L9727bJ93LEiKLvE3HP3LmxM43etQs47jjgscfcP2bNGhEcUlKCHBRtukr9+gCAWthSuKkwcsQcyaHEDrvwTwghpFRBkYOQY4Vy5SR1JTk5uLN8AJHDMCSaY8GC8J72zDNDzODZ+OMPERoaNvTfV6VK4MiKWKBEDkD6DQCDB/sPEA4ftq47ZQMRUlpQPwn2SI5Ro6QN5G1Mip8ZMyTd8OWXY3O+v/+W9tdf3T9m7lygQ4cQB0UbyXHSSQCABOgf60KRwxzJkZcnLc2UCCGkVEORgxAC9NSVVQKJHADQpo2IHEePuj/1zJnuhYm8PGDcOBFFnMzv69aVqi9u2LlT7m3feMN9Xw8e1AEu6gZ53jyZCJw3Tx+nRI4nnpCWIgcpzahCTPZIju8KKk8nJfkLfyQ+UKl0sSr/+9pr0hZoCgBEn3jjDeeItvx8YPlyoHnzECeO1pPDgcKStWbjUSVyJCXF9LkIIYTEFxQ5CCFSn1XdvYYQOY4ckQp8XrC7oPpf48bO++vVcy9yrF8vbb9+zqHaX32lZyUV5kgOwwC+/lrva90a+OknMefPzpZtmZlyHNNVSGlGiRzmSI6cHCkN2qSJiJ727xKJD+65R1r1mxUtn38urTkY8J9/5Hf2+uv9j8/Kkv8ZdeuGOHG0kRwmFuFkfDZ8RWFVIEu6ihI5WEKWEEJKNRQ5CCFSI1IZsgWZkm3TRtqZM8N/CjdGdVlZ0jrdLAMicmzd6q7KQ+ENLkTQAIDZs7Ug0bOnfj2AGJoeOGCd4Dv/fOD++/V6t27A6acDf/4p66mp4lPCSA5SmnGK5Fi9Wr6H/fvLuj19gWa8gZkyxSqgesXs2Vo4joUnhxKOAYl6U6hMkNWr/R+jroOaNUOcPFpPDhMn4x9ceqVJxDCnq6h/ROZ/EIQQQkodFDkIIYLK0zDfvdo44QTxylCiQSjWrNHLbqIdlMhRpYrz/nr15F51yxbn/WbMWs2aNcDoLW3n+gAAIABJREFU0UDHjsDIkdb89B9/lFYFstirx4wcCUydat126aXSpqSIfx0jOUhpximSQ0VzdekivwnmtLCnnpJB7aJFRdbFEsWllwI9enh3/gkTJOWvY0e9TY3xI2XTJqBBA72urglAi87mbYqtW6V1JXJEG8mRnAw0aiTKzgkn6O1OkRwUOQghpFRDkYMQIqg8jTvvBKZPdwyXMAzgvPOA3393F00xbZpe3rMn9PGq1GC1as7765WXaUnlBRAM8w33558DAwfK8pQpwN13631nny2iiboHfvZZ/3P17Al8+aW/mLFvH1CpEiM5SOnGKZJjyRLAMHxo+vsbaHbCYaxeLZWIRo/WlTfuuqvo+0okusbug6TG9pFiP9/HHwOvvirL6vpw0sdDihw+HzB5svz4RytyHDwoBiB2ldwwgLVrZZkiByGEHBNQ5CCECCppes4cydO47DLHw84+W+4lJ0wIfUqzWacbkWPFCmkbNXLe3/7WFgCA5x/fJw6oM2cCP/zgeKxZ5PjlF728dKn/sbVrA4MGybLZUE9hGCJ0VKwo9+R79wIDBgBXXCEiByM5SGlGfZfM3+Eli3JxvG8NUu/qh8FVJYzjww+BRx6R/Q0bytfTTdQViZwjR9ylokQbyeEkat9+u3zOKsInWCTHcccFOPHKlUCvXsDGjS7CPUKQkOCc8rJzp7R5eRQ5CCHkGIEiByFEOOEEoF07vT5tGrBqld9hF14oQR933AFs3x78lEuX6gARNyLH0qWitajMGTsV/t2KStiDA9sPAldeKXVezznHsdyL06yiWTx55BH/meaOHd1NJmZkAK+8IgJHRgYjOUjpRn2XVDoZACxZaqAZJGelQ6XlaNQIGDFCDC7nzQMmTpTj/vijiDsb57iJgHPLtm2SoTF2bOhjoxU5/v3XefuaNTr1JpDIUaWKVDB3ZNYsad95Bxg/PrpOBuKMM6TNzaXxKCGEHCNQ5CCEaL75xrruUOYkIUF7WgTLuff5gGXLxKgTCCxyvPGGjrRYtgw48cTgXbwCnyAfCVYXPDVdaMLsHwCIn0fXrrJ8993A008DL70ELF4M3Hgj8PrrunJAOFStKv12Y6xKYst337F0aVGgBq/79sl1fvQosHJ1QqHIgdxcdOggiw0aAC1bAq1aiVj588/F0uW4xUkIAGTs/fDDIhT99Ze7cynPozvv1MuBojqiTVf56Se9/OijQKdO/uap5uceOxb49lv5aQ4YxQFIWRYAqFEjZsajfqhSMLm5NB4lhJBjBIochBBNpUoybWsuO+IwiuzUSVrloeHEjh1yqvbtZd08C2ymXz8xL8zLE7GgefMAJyzICamEvdiLSlZVweHkqm+TJ0t/16zRFSAyM/VxzZsDb74J3HyzmPWFS9OmMkvarFn4jyWRs2oV0L27hMwT7/D5ZGCelqZTtVatAnJzdSQHcnIKTS6bNJFoqKQk+W5Nnhx9FEFpwhxhNmWKtNu2SWDB8OHAgw8Cbdu6O5dZVFAik70CuNKp3X4GubmOAXz43//08lNPSQDG+efLb7eZf/+Vft1xh/g3bdvmMgslYKhHDFBRG+ZIDoochBBSqqHIQQixkppqvQFctkxUAJOQoMSAYCKHysVXooXy2zBjv0k/fDiIWHDTTQCADOzDESTjMEw3xTff7Hf4tm1A5crimzFrlryk0aMl8uLeewP3O1yUh8fKlbE7JwmNuvYWL/bu/IYBzJjhzflLCjk5Mi5Ulj1ZWboCkTmS49prgQsusFYuysuT9/HFF4u2z/GMOZJDVWkyCwjhYBYulDFodrb1mI8/FiHWTSRHTo4EPTRu7BgcB8Bq2gxItMbatcD33+t1sy6+bVuISA4FRQ5CCCExhCIHIcQf8x3x2LEiIowYUbgpPV3uSZWfmxNK5KhTR9px4/yPMd+QqxDtFi0CnLBgCrQKRGzZjhp638KFfofv2CER0Ga6d5fBQGpq4H6HS9OmsTsXcY9Kf/JqbPTnn9I+9ZQ35y8pqEG5qsjZubOkCSUk+NAUy2Vjbi5SU6W0dMOG+rHqO282/j3WsXsF/fVX5KluDlZEfoF3VavKZxIoTcbM7Nl6OZDPkF2wSkqSFKWuXeW3fswY6/+FTZtcihy1ark4KEIochBCyDEHRQ5CiD/mu1Q1pbd7d+Emw5BojmCRHE6lA803899/LwEidpyqmwAAWrcGAJwGUUPuLjNWKyjdulkO9fmAzz7zryToBfXqiY9IWpr3z0WE3Fzg4otlOTnZm+dQ550xI7ZmkSUNNWhu2VLarCz53qan+ZCMgtyIAG9QmzbAVVcBX3whxZqGDTu230vAX2xwm5rihD1qw2lbxYoi6roROV5/XS+raB1F1arAuecGfmxiokTyzJwJ1K9v3degQYgnvukm/VvuBWaRQ6npNB4lhJBSDUUOQog/GzfqZeUuZ7spzMwMHcmRkCDHvfKKbFMh1atXyw2zvbrJwIFBBq2HDwPJyWiRK3Vpv8y9ANiwQcqb2JSRTz6RVnlweM2FF8qsqptSjvHG/v0lr9/ffaeXVfWeWGOe6B0yxJvnKAmoaAGVrgLIzPxtfU0hCWb18oMPgM2bJbpq6dLCQfznn4thZVKStbS0F+zYISWfn3wy/oxpnao+OVVHCeRhZMZJuFAGpIry5eV3esUKx4C3Qg4fBt57T69ffbV1f1KS9Rpw4oEH5Lty333AJZcAZ50l3hzXXhvgAaqet5PaHUvUlzk3F3jtNes2QgghpRKKHIQQd3zwATByJPD448B//6F6yr/YOX9LwDvnLVskXaRMGR3NoVJYzE79Zm67LcjzHz4MVKiAhEQDQ4fKpkPZhuTO2OobLlgQxuuKAZUri+Gf08xqPPPbb6IR2askxBNvvgmsW2fdNmmSXvZqQlZ9ltWry+CvpAlBsUKJHOXKAcuXi0XP1q3A8MH79EEqPGP7dqBPHylX1LIl0KxZoTHsgw8Cl18uy61by4y/V7z6qqTOPPEEkJIin2Gg35yixknkcEKZkoZ7rnfflfatt4AJEyTqTlW4UeKvE/Pn+28zZy0WaMxBOeEEYOhQYNQoEbV+/FHSV1JSAjxAfalUmJBXqB8Jc8ktihyEEFKqochBCPHn1lvljtZcy/DgQWDQILmLHTMGVf7+Hnt2HA14g7p1qxY36tWTdsMGMYocMACoVs3fcC9oWvaRI4V32U2ayKbVqyHhIu+8Yzl0/35pJ0928VpjQOXK0rqZfY0nlEnk6tXF249AZGeLHczxx1svxTlzJF2lbVt3YfiRPjcAXHONXMv28P1jBSVyJCXJ967Qg8bseqkGq6q0xw8/FO5KSZHdw4fLwFtVWxo82Ls+2yth79oVWfSIF2Wh3V6vqrJquOdq1Ejavn39z/H334HP5VS2du5cvZyd7UFqmLq4Hn88xie2YRjSrl2rt1HkIISQUg1FDkKIP6++Kne1bdoAzz3nv3/qVFQ6tBl7UDngKXbs0IZzKid73TrglFNkhtDnk4HOrFn6MUENQU1TiSp9e8sWAOvXAwB2zt+C3r2BDz8Uv4927aSySlGgxJnNm/335eRIynmk1VfWr/cuimDDBmnT0705f7j4fMCVV2pvALNo1LYtMPG1Qxg6VN7Ldu3cew1EgjrvJZdI+8gjYsZ4rEV0KN0iKcm2wzzNrwSPECU80tLE3LJ/f+CPP3RkVyzZvVubxioSErTw6ZY9e6TSyJgxsesboKMvVNZENKhrtGlTEY0B+bwSE60RTtOnS/vNNxJd4YSTiKcivHw+d5EcYaNC7rysrAI4Gz1R5CCEkFINRQ5CSHAGDvTfdugQKmMP/kVF5ML5ZnHnTl1qNiNDDPDMaQd33imtOiYk331XOCpX4okyN81GMjJPrYVJk2TmfeVKyQcvKpTR3po1IkqcdZYuqbhokcxg9+4d/nkXLBCBKNYDLYWqUKIGssXNokUSUn/LLSKSPf20df+AO/Skb48eEiXgdSSHmhn/8kuJ2Dn11Ph5v4oCcySHBadIDjd1SiGVOABLwEfM+Ptv6U6vXrJevryIeJMn67QNNyg/nwcfjG3/1PXaqZP/vh07nD1mfv9dghGWLQPef18EjDlzdN/OP1+f1xTwVkj37np5yRLnfjlt/+oraXNy5D0NmHYSKQVlwT0XOczGo4oE3v4SQkhphr/yhJDwaNECOHAAlSEj5H3IECHE5PDn81lFDkDytc2meI89Jm1mpsvn3b27MPdfiRzbtgE48UTsQjW/w++7z+0Lip6GDYFKlWTGdNgwqcihUnHUhGG4M8lAYZCKxWjTTk4OcN11wKpV4Z8/nkSO/futs8k1agDjx8vygd8WYRY64UCuhPq8/75EBHkZyTFjhrTp6ZK9pViwwC87qlRj9uSwYBY51LJ5WxDOP19aL9K71PfgxRfl+7N5M7Bvnxhvnn22+/Mo3xe3Hhqh+OAD+elU5zv+eEkpMVO9urYX6txZb3//fd327Stakkr7AUQYOXRIR1wE0wzuucfZO0hFdQFyvV94oQhG8+cDBw7Idq8qGfmVY4k1TiKH18IKIYSQYoUiByEkPOrWBdauRSXsBQBJWRk9Gvjoo8JD9u2T+0knkSMjQ6qqqDRplSphnm0MRblyEhmyaxeAF15AFqy1YmvVKprysYqkJIkg+fhjnWoxc6boMmpQs2aNtXpBIH7/XbKEcnL0vXmwChF//y3nDVjBIAjxJHJkZPgP+gDgtNOACil5aIc5hdt69pTWK5EjL09EjjZtZAD56quSqvL990CrVsBLL4WXtrJvH3D33ZEJXcWNq0gOl+kqChWtYPMLjgkrV8r5MzPFCygjQ6fL5eXpAXsozOa2saBPH4lU2rtXggjKlZPv7b4C/1blM2QYwEUXWfup3tZhw5zPnZqqBY6sLO0RZMYc2WY3NZ061Zo69OqrYmBaqRJw773Aww/L9latQrxIn0/co//4I8SB0CagnTuL4uMl6odUGeQOGcISsoQQUsqhyEEICY+0NABAFcg07G5Ule3btxceohbtIsf69XJTbw/JzsoCvvgiyHOqm1NTzdlq1QpEjgoVsB71LYd77WNXyIIFYjIA8WRV3bzxRl2t0DwTfN11oQdZPXqIcPH00/rYYI9R9+rhDvbz8vTYNB5EDjOTJolB7fLlBWk/+fkogzx81uA+/P67FsaqV5donlgbRP7wg0QiDRqkt2VkSCTA3XdLaP+IEe7P93//JyavX34Z234WBQE9OaIQORITJY3EC5Fj1SpJMVIiKiCVVR54QJbN3pOB2LvXuq6+17Fg1y4RJVT/KlYUsdFs/JmZafk5DVm1qXx5aQ8dkvNX8w9sw7ff6uXffrPuU2kvJ5ygj8vIAB56SMTa116Ta7hLlxAv7vvvJfyqQ4cQB0LXZTabMnmFXS32u5gJIYSUNihyEELCoyDZvTbEZbMTfscP6KanJKEHEuYJuoYN9WBU3ZQrKlcOET08YYK0EycWbqpeXXLYUb485qAdAOCGG2Scdcst4b6oCGnVCujYEcjLQ91vJ2DgvTLYe+wxmTl95BF/XwkVPREIVZHmmWfEoBEANm3S+1991ZouocSNcMPqzQO3eBM5Lr8caN5cZrcrVkRh2MSllX+xjJ/q1JG+u52dD8WePRJNct55sn7RRf7HKG+Vhx6yDkSDocweS2KEfFiRHC7TVQARqmL1uZnZulUbEyvq19cmxBs3hj6H+t4poo3AMVcvevttnW6nqFSpUDsGIP3fsUO/9/ZsDrtHjzJsPnhQHuOUVmIOXHjlFes+FZXUqhVw7rl6+333SZrNjBnA889bhSNHzKYdO3cGP9ZcztVr1ItXalHZskX33IQQQooFihyEEPfMnSsx/ADqQSdx34i3LCM+dVPfsKF+aMHDADib6wVF3cXfeGPhpurVdSSH4s03i9BPzhw+8MYbQP/+eK72aPh8Mih5/XUZGCoDQ4V9ltiMzye58W3byunVOGDrVm1kevvtIuYo1DHBzgtI2Lk5WsYscgRLhylq0tIcIsnV4Nn24SqxLNrx0qpVEp1xzz3a/+DWW51FiXLlgEcflWXlGRIMn0+LVF4M6r3GlSdHMOPRAHk96eneRHLs2uVsZly3rrRm74lAfPKJdT0akeOXX4DGja3bLrww+GNq15Z20yYRF+xVm8wmxu+95y9yBApUOPVUaZWZrkL9lNk1qoQEea6QERwKc8USkyDtSNBSWjHGLnIwkoMQQko9FDkIIe5JTBTDi/r1kQ49YiuLHEuIwqpVMgNv9sVo3lwv2yM5QqKEDJvIsWOH7NuPiqhaITv0TGOs+Pdfa4K6Gq2pci8QH4ANG4Dhw63vQzAxIitLBiq9e4u3wPbtEhXTqJHk9NsH83l57kWOF1/U5VABPXgFij+SQ1WSBGRW2w81+rJ9wOqyiEbkOHJEBqHNm8u4bMgQGSiPGxf4MU89JSaS06aFPr85cqAoJ69jRcBIDnsJ2a1bpX6znQC5RGlpsRd98vMDixzVq4tQ40bkUKiIC1OQmms+/ljSZN5916rzlC8f2hRZiRyjRsmxb74p1Vi++AJYulQi31TfGjXSr3fnzuAixx9/yPFNm1q3q8e3bBnea/TD/Fmbw1ec8MzF1AF7Th8jOQghpNRDkYMQ4h41U2dTKcog1xIa8PbbQNWq1jGpeZIv7LB9NdIy3ZxmZoqxZ16KiBwVyxVhOMLjj1tLgezaJa1NLahRQ/LdzaZ+wcQIVU2lfn0ZjGRmiljy3nvyFObqENu3y7370KF6m3qbduywntdpnGmO5AiV8+81rVvr5YwMhwMCRHIokSOaChj2Qe/DD/tfu0707SuBTeaKQU6ozxQomZEcrjw5cnNF/Bw1yv8EAS4uLyI5lOGxkydFQoJcZ19+6Rxc8ssv1s8K0BFTblJczBw+DFx1FdCtm3htdOsm29u2ld8slZIWCCVyrFiht51/vqRPnXiirCvfoZo15a0HJOIjmMhRtqykwthT5lQ6jDIYjRjzD02oNy3m9WiDoP5fffCBtEWmhhNCCCkuKHIQQtyjlIqCWdwKCTK6TMLRwlHzoUMy6HRy+Ff3mE1nvwXcfz8wcqS7MhUO08nVq8s4a092CvYjAxXLelRLNFh/FLt3O28voFw57ctgH2Dk5IiIMWiQTm2xh7e3aycRBnN0gZHC9JUlS/S2ZctktrdGDeDnn/V2JxHA3NVIZqpjiXm87BjJoa4R2+Ak2nSVQ4e0v8E330g/3E4wX3mltJMn62179/oPlJX+FU0/ixNXnhy//x74BAFyobyI5FDvtZPIAUjhjxUrJMLCzNy5kpKhStsqVPTZypWBnzMvz/8nzPx2LF4saXsLFsi14ub6UiKHWSe46SbrMbfeKtdTnTpa5NiyRUSpYCJy5cr+pXvnzJHXahaiI0KJHCkp/nl6dooyZaRCBeD007VqtHBh0T03IYSQYoEiByHEPWq0fNttAIArq84AAFTAf4UihwpwGDjQ/+G9ewP/zlmG08bdBLzwgozs7aNCJ9TNqenGuEYNabdsS8DqhMaonZzl8ECPqFjReXuQvI/27aXdtk3a7GwZ+CQlSdWVkSPl7ahfX8/WmnnySeCUU/T6u+/qZWUWuHixDNgAqRAya5aMRZ0G1+ZIjuIWOcyoyikWVGpEjNNVevSQqieAzPKHM8Fbr558pqpyck6OnKNRI6shqdK/gJIZyeFK5AhGAJHDi0gO9f46XkMQYapiRYk0M6MCUJYvl+9gixayftVVkhayeLHz+fbuld8hs0cGoAVN8/O2aKF9QUKRliYRXCpK6Pjj/c1KAS3ypaVJBNSaNcEjOQCJ/Ni0ySrMZGf7p7BEhEpXMgz5cIMJ2OoHaOTIGDyxC2bO1D4hJfGLSAghJCwochBCQvPjj3InrRzr2rQB0tMx4c5FAIC61Q8X3rQqf4W2bZ1Plaa8PK6/Xlo3N5wql9pkbqGiHX79FViZ3xAdK/7j8ECPyMy0rqtyMkFEjtRUGazMmwdMny6WHmZbD0AmQps0cR5sG4bVU+OHH/TygAHSrl+v0z2GDZPJy8GDreUpVRfNkRyh/DyKEsdZaDVDbHtj1GsNJNIMGQJ07Soz988/b82cWLtWR7s0ahR49j8YvXrJ9T5njozV1q2Trv79tz5m0yaZIT/uuJIdyRHUeNSOWY0LkK6SlhZ7kUNpsIE8f5KTgauvBj77TP/s5OSIf8Y118j6c8/J9+Hss+VzO+ssKavq5Kk6aZKIWB99ZI26+OEHKbrUpYtUU1XpKuGgKvwAkkoTitNPB777Tr7fwUSOhg3lfVLFT3w++f7YK9JEhFKPzjxT2rvvltqzn3/uf2xOjuQQ3X9/DJ7YJWefLW+OqRQ5IYSQ0glFDkJIaM46S0YkalTZqROwfz8ShzyM1q2BQ76UQpFj4UKZSbWXPSxEjQDVqNLNyC8nR4wSTLHeSuS4+25pu295K7zXFIgjR2SkYw51sGMv/6FGyyHUglatgClTJCxe+fJlZsrDVPSGmkV24sEH5f7cXF0FkPPVqCGlHu1jhlGjgEsv1esqkkS9vLS00NUeixLHAVoAkUOlRBW+7QsWAG+9BYwdi5yjPjz9tHw03bqJgWO3bnpW/rnnpJ0zx2qvEpIjR0QxyclBr15ySfbrJ+WCFWafjw0bZAa/cuWSLXIEjOTwK4UDaw1WcyTH9u0y+t+4EdWqyecWIMMrIkKJHIAY+B46pNO9XnxRBvqXXSbGnPn5IlgoUeeii0TIcMq+mD5dX5IqiGHuXBEVzz9fxA43AoUTZkHTjVFzz54icu7YEVzkOOEEadXvz9y58n6Yy31HTdOmIki/+67Uq73nHv9jQoWceEFmpnx/O3Ys2uclhBBS5FDkIIRERWoqcCg/pTBP4q+/ZDAfsJSrCjtQKR9uXC+PHPFLZk9OtqZ1tMifH2bPAzBunCgFt9zivH/DBq2s2PnuOxkAB5jlfvZZ0YnatpUBr88nefQZGTLYnjoVePrpwF1LSQFeegl47DFZT0iQty8pScLQ7V4DDz0k7fHHy2AN0CaoanDZsqUYFhan0NG5s152HPcESFdRmluhz0mrVmJecMcdWDFlGQAZ1PbpI6LGvHmS2uPz6VSAtm3DHGu98oooJmPGoFYtWVQiyWmnyeDYnIG1Z48IHBUqlMwoeRX546dlqM/ESeQw14g2ixzXXgvMng3Uq4c6deRzMBUkiho3IoeKMLv8chEcP/1UvgOXXy7pRsoPU4kcPXrI5/f44+L5sXy5bM/NlQC3/v0lWmPiRHlLbrlFxtJ33SWRIJEW8jj7bIn+KVvWXcntCy7Qy8GuZxU9pnxD1PsRSSSTBXOO1kMPiTK0f7+of5s2SUkic/pKTg6rnBBCCPEMihyEkKhISQEO5ZQFfD4czvZhwQIxygxJkybSmuPA16+XWb/337cee/iwYx7DkiUyU7r52odgJLr8OVu3Tmb7A6Gm+ucHEE0mTw4eqq9CBhw4/niZvZ4zR2s2yuwvLQ248EJ39/0NGsiAOS9Pn+eyy/yPe+QReTnz5wOjR8s2ZVSqIjkuvlja118P/bxeEbI6SoBIjsRE0crsZq4AsHmTfEYDBsgAdOBASeHZvl2OX7/eGuHiGjXqLyhhYy6NPGKEmEBu3qy37d0rZqppad5Fchw+rCMTYo2acPdLoQoWyWGu4ZqdLTWlmzaVwW4Byp8i3MolwXAjcpQrJ9dCcrJ8/n/8oaMmypQBTj1VH6fONXy4WDpUrw6cdBLw559y3MGDIkZcf70IXc2aSTDRiBGBbXvckpAgQty6de5+E2rXlgA79dhAHHeciMN2QTQ1NfK+ApDcLUDeVLNictZZ0j72mOXzR05O0UdyEEIIOWagyEEIiYrUVOBQalUAwD8fL0VOTmA/DgBiktCpk66jaBY5HnpIQhXs4c0BSgYYBnDGGUCt9APOSfNOdOoks/1qSt+OGjEvWiSGFm+8Ya3laPbdCCSE/Pyz+/5EiH129+GHrSlCOTkyQGveXNKHGjSQgZfKFlKRHKeeCnTvLgacwTJ0vOTQIa15OQoP6r30+ST/xmTmsH+/9hM0Gxls3yWDb2VQC2hLmRUrZACpnjMsRoyQtmBE3bCh3tWpkww2zWO5vXu9j+S49165nMNKu3HJ0aMBfFKCiRzmnKu//5bcshUrLN8j5QFhfq+ixY3IAUhUj1lcUeIAIN4WgDVwrH9/4IorZNnnExF38WLx8ejZU6I3hgyRt6JbN31stKSk6MopblA/m0GsgQBIH2fOtIqLwYQRV6hQMLsAfPrp2kBI5cgAcmExkoMQQohHUOQghERFaipwKFFG3Ovueh6AHkw6osKU1eBIzdIDurbhvn36ZnnCBIkpDzY1mpjoXlRQphTff69zFsyYb9KffVYMF5o21QqAWQkINv3pJg0nhhiG9vsD/MeehiFGiFOnykuYNUu2ly0rofXbtwNDh7qr6BtrDh6UNPn//tNpNRbUNfLrr8ADD8hU/I8/Fub2FEZymEZ3O3ZLiIzZI1b5DvzwgzZ5DZv9+6UdMwbw+dCypUTgDBsmE9MNG0rggmLPntCRHLNny6BfVWoJF1URM5wqORdd5K6caUDrhEAiR6tWEi6gzILXr7cqQQUokcNNcSW3KO0rLS30sdWq6QpQbdro7YMHi9Zqrw717rvyHZk4UQSBHj0k4Cw5WdaHDhWR6YcfYhAVESFXXiklpB9/PPRxhw7pgLaaNXWFpohYskQLWE5qiTICefppcX5NTpYQPEZyEEII8QiKHISQqEhNBbJ9ksje68AbAKS8ZkBUmLLK01DiRHa2jrnPy9NuksrEsGrVwOcMR+Qwh5k43ZCbc0DMNGki+R/madJgoxmnHAqPUR4VylTTTv/+MlBr1gx49FHZVq+eBEA0aCBjECV+eIHPJ+Mh+2TvwYMy+x5wBt4shAHy3l56KTBkCNqdanKuNAlL23cmoEIF6zmVyPHll9KGLXLYFaCALZz2AAAgAElEQVT161Fm9q+YeutXePhh2dS0qWSy7Nsnh6t0lUCRHFlZIpJs3iyWLpGg3s9wdLUvvww94w8EqdYRSOSYN08UtZQUnZ9lDpUooHx50T5UyeNo2bQJhZ+B8tUIxYgRcimp7w0gy888Y01DUufMzBR/l+XLtdFovHHRRZYiVI507iz+I6rIyP33RxlUMWyYXr7xRv/9derINbBsmSh5R45I5IdKZSGEEEJiDEUOQkhUpKbKrOBB6AF/0Hx0FclhFzleftl63K5d1vUXXgh8zsREGXQtWSLpJcEwj2yd8jPy8pyngtetk9HP0qWy3qKFVeSoVMk64HMMSfAWNTuu3lo7558PPPmkjEEzM8ULsE4dOV4ZEc6Z413/XnpJBo/m8reAiBxBZ7/tAtaOHYWKQZfUv/Qg3CxyrM+2pKoA8hynnqoH1mGLHHZVYP16yZfq2bMwKkidc/ly4L33RJ+pVElEpN27gU8+0Q8fMAC4+WYdwBSpLqb0Bi9KAYeM5Ah0sQESNaXCHRzo2FGuu1hEDw0bJpplMONeO2XKyGcTLo0auYsWiVcSEuQ7+Npr8ntw9dVRntD8Zlx4of/+xERRT7dtk1S+tm1lOZg3EiGEEBIFFDkIIVGRkiIixz83ibPlq+NCjFgCiRz26f1586QtX17MPIPVOExIkPN06SLpJcGmqM2J6IFEjmDlDObNk5v6BQusZgUvvSTnU6apCxe6cNQMg+++kxSJINx1l2TY3Hab837DEP+/FSskokNFcwDiXVG3rnVm3eeLXfrKkSO6zKoyPwVEBDh6NISPgj2SQykyACrM+gZHjxZ4jCxcCJx8MgBg+75kP5ED0EargC5B6xq7CjFlil4uMHMoeHp06CCGlIBMWl9/vQg8ffpI1k1WlhTy+eILuXzbtXMncowfL6WEv/4a+O03qWakMkO8CB4KYIfjLnJKiU5OEVOrV6NrV3lvohXWfD7g888lDcNcypcEJiNDvEQee0yyi6KibFkJH3HzY3HmmVbnZUIIIcQDKHIQQqIiNVUGmHN2NgAAdO8Ywl3R7smhBkv2qdF+/UT4yM11Njc0o9JV1GhP+W44EUrkyM8PPuLevFnHdqekAO3bywirb1/ZZq6HOnJk8H6HQ/fuOr48AElJYlnhOCh1wWmnSeUIQCrl1qkDnHKK1S8wUl5+Wb/1yodh40bg9ttlOSyRw0Qa5Ho7sK3A8GLxYqBKFWw7UMFx8Kaq0ERU/eLrr63rL72klwuuuQYN/B923XVSmeOXX8RI8owz5E/RqJH4IgQSKTZsAL79Vi6z226TNIsePeRSa9tWBxdFEskRrFAQEETkUA9U39+aNeWFmlFv8rhx0ppn7idOxGWXyVfozTfD7raF9etFLOnaNbrzkAgJGO5DCCGEFA8UOQghUaHSDH7Z2AA1sA31Hr/BWkPTjj2SQw1g7SJHdrbkb7sVOfLzdQRGoNHeunUyWjT3xU5engzO1Ijpf/+TOpFNm0rtxXr1gAsukH0JCeIaqWpQAhISoUpoPvlk8H5HghJyPKBdO3mLdu6UGd4tW8RMsXv3oDqDK6ZPl/bkk4G1a2W5Vy9dujZoYECQnUrk+HdPQQdbtsSCpLZYsa+GxQBU0bw58MorYsAaNrfcopfbtw942O7dwKBBEnjz778iFAESOfLzz1KBRQkTgLwnVasCW7daRYe8PHnK+vXFN0UJNIMHy2X37be6GgjgPpLDPOF++HDwY0Omq6jPZvBg4J13rMeYqt3g+OOBG27Q6zt3Ij1droEPP9TVfiJBVQxq3Tryc5AIeOUVycuiyEEIISTOoMhBCIkKJXIs+7cWTsAaGFM+1+YQTgRKV1HREebysevXy/5gef+AxP7n5+syhuYyFi+8oMtd2GeaN2zwP1denvTlp59kNDh4sBiiLlsmI9P168VsIRBJSXAcXceK3bs9O3WHDtKqAXTfvsDHH4so8eOP0Z17zx6xrmjYUOwr1q2TqHXlPagqCjsSRGGpAjG0yNpRcEz//ui351kAuqiDnQEDrJEUAVm9GhgtaVgYP15vP/NM51q3BcdUqSLRFnfc4a/d1a0LvP22dVvz5mLxsmeP2I1s3iyX6vHHiwh0772S4rJggXRp+HDRWM4912qBYBY5du0CVq50fllmg9JQZqUhIzlU6zTI/b//08tK2VIUCIw9esjXdcGC4P0Ixty58pVVqULEI77+Wr48hw7J537nnSL8slIKIYSQOIMiByEkKgpFjvUpqIHtoR8QSORQ7Z13Wo8FQkdy/PKLdV1NVR89KgOtdu1k3e4NsGmT/7ny80OLKqHw0pVQuVR6QOvW8tG8+64Mtjt2lEF0enrk5U0VqpSqEjnUpP+ECZK2cs01QR4cJJIjEzsAADu2y2f+x6Za+PuIlMYIpkW5ols3qSV6001Wo5Np05wNPW67LbAhiglzqd/XXwduvVVXJHr8cRE9PvkEaNwYGDtWdJbOnUUIOeEE8VZRqEsbkLSPAQNEQDr1VDFBvfhi4JtvrG+hWQP0VORo184a/WKmIHRD9T9YlZVQVg9z50q0TKRpWnHByJHAtdfqesDxRn6+KFLjxslF9fHHel9ioo5uI4QQQuIAihyEkKgwj/WS4CLmXIkcKl9/9GiZpnYSNNyKHPaRmt3MVKWvqOc87jgxA9i61fq4Dz8UN8do3TYNA7j8cuCkk6I7jxMeihwpKRJZ8dlnst6xo/gDXnKJDLqHDRNx4r//xDAznNn3vXvlWunVS8a3Tz4JtGwp0Qp16jh7UxYSJJLDLnK8/UdTVEg4iAMX93VdSjQg+/dLa68CUaFCYNfS8eND1mYtU0bEjKFDpbpKjRoi/gAi+rRoIdYi33+vPUsC0aGDZIH07y9ZUq++Ku/p5s2SZfXrrzL+bNlSsgs2b7aKHKGyn1x7cgRSGNLTreuPPSZtwXe7dm15P5z0RkAMcqtXl6+Uk9CWny8iR5s2wV9H3PPQQ8DEifFbccT8W/nbb5LGB8gPxOrVwatfEUIIIUUMRQ5CSFRUq6aXB+HZwAceOSLukrt3a5EjLU1KbZxxhh7IqrQVQBsnhCty2AdgClXfc/hwKS9gz8FQ4QT20PpIqFhRDBlihVIBfvlFp1B4gNk2obkEROCRR2Sy9tFHZX9amggf7dtbK6UE4uhReSsqV5bBqPJmdcr4cMQuciiTCwCZJ1YBAOyc8AUAYP7GKmiXshgVEmLgXRJMeTGLHO3bW002ghnfFvDEE8CQIXq9SRPguefEy3TGjMCpNnbKlpVx8fjxEn1jtsX44gvpyvPPi7fKnXeKoGROa1GCx4QJIijYiSqSA9BRTffeK+2TTwLNmhVGciQkSKrSli36ISoja+pU0SPV+qhR/qdfskS0qE6dnJ++xKDCcwpKEccd6jv41lvitaKu8eeeK74+EUIIIQGgyEEIiYoqVfTyiV0canYqJk7U08YqHcQ8UFTOg2XK6NKcKmohlMjx4YfWdfsATKFmlfv2lbCFBQucozZU+Y9oSE/XkQCxQOUFPf20pFCEKosRIb16SYWQ3r31x9S4sfgLfvWVRB88/LD2hFX+EpMmyUDaCWWVkpkp7XvviZ40YIDLTtnFqoEDCxdTL+2OitiHTWuPIh8Glu/IQNPk9bF5f+xpS9276xLB6sUAYmJy4ol6QB9BmRPDkJd1110holpCcMUV0p5xhlwy5cpJxtaLL+pjBg3Sy8uXy8vq399ZdAroKak+E6WSmMVJMyqcxiz8lC1rMf2tW1fb4/zxhwinhqHL/b7xhvR54UL/IJlZs6Qt8SKHej+nTQM+/bR4++KEEjnKlBGBWH2pS3SOECGEkNIKRQ5CSFSYZ5zLPaQHn36DTPNsvDLmNNcNffxxacuUkdHNzTfrKdxQHhldukh0hv257YNjtT0hATjnHFl2mr6OBenpwIEDsRlsb9lizTEAoitHEYSEBAlk+eAD6/bMTEl7GDJE0lZ69ZJ0llGjZGK+d2+gVStnX1SlGSnfifr1RSuoWtVlp+yRHGr0CwDDhuGksqvwD5pjPerj3/8S0TJ1ZWze9+Rk6/qXX+pon4YNxfnTXEZ22jRp3ZY58YCUFNHt7DY1d9+tIyFmzNDb+/QBvvtOlu3ZW4CLSA5FoNyln36S1pxrkpRkuX4bNBAfEcC/Su+qVWKJctppoossWmTd/9tvEu3hVLq3xJCfLx+aUoyVUhVPmEWOA6Yy4aedVjz9IYQQQoJAkYMQEhWJieKX16EDtHAA+JdnNashd92lH6xQURtqRjg9XU/bhorkMD8OCBzJodYNQ4QRQMpYnH02cPXV+rhbbw39fKFQUSNKnJgyRUQdp7K1oejTx39bCN8H+HySXxKLqJQADB0qrcrUyM0VPwgVpTFkiLytPXrI/uOPj/CJzGJVmzYyk2wqWXqK8Q8W42SsgVxjjVI2Ry9y7NvnXwrZfI2VLSslaNS1DIizKhBRJEdRMHAgUKtW4P1Ob5lrkSOQg6lTWIotkkN5iBw+LKJFq1aiPW7Zor1KlOfGX39ZTzVrlqQ/mc1YSxxKQFCVpQL5vRQnZpHj1ltF4dywwZI6RgghhMQLLkYOhBASnHffVUumkUZOjnV0pAY7Z50lM+DmbWaUoGF2jXQjcphj6oNFcqjnbNdOvBTmzbPOvPfrJ+6N0aJEji+/FJFC5QK0bQvMnx/euZzy9DMyxJHx44+t5ToUy5ZJyMX06cFLV0RBly7yMT/8sOhEW7cCN94ITJ4sQRDm4JP27YFGjSJ8IjXAuvRSSdcBtPEhgJOPzsV43IiZNXsDW4ETUrZGL3JE4nuiBqfFGMkRDMMAunaVzDEnNm/2FzVcixz9+jmfdNw4Cd0xh2iULWuJ5GjYUDS59eslcqNrV2s2ECBRQFWrWi/lGTNknP3AA85PXWJQv1NJSfKlCmK0W2yYRY6zz5Y/QgghJE6hyEEI8QZ7OoW6kX/ySb0t0CwvEBuRwymSQz1ngwbipXD77VrUaNVKTPVigfJn6NvX6kewYIF4kyiPDTcEKqG6c6cMioJVg7GnucSYMmWAZwv8Zn0+GYw2aCApBFlZYkvy/vsS1RHxbHturlwXquyLjdb4GwAwZueVqFgRqFkuC8ivGOGTFVCzZviPiXORA9Deu4FYvVrSjxRHjgTw5LB/t+yqhKJePf/rc+FCiXa5805g7Fg06vYwgKexfLkIZXXr+p/GMCQzYtYsOd2+fTpC6MILg7+muEcJCImJIo4qg5J4wefTSlK05bUJIYSQIoDpKoQQb7CnZaiBuvkmWQ1+Tj1Vb1P7zSKHmxvrUJEcPp+s24WVyy7Ty/PmSenXWNC+vV62TzVv2iRpDsq8LxSBRI5gqPcsksdGiIoUqF9fZv9r1hQ/zqefjtKfMC8vqNB1Gv5CFezGvtw0nHgikJBoRB/JYb/mpk8P/ZiUFHmhcZquAvhXdLVjf9uOHnUZyeFGiFSo9+eVVwCfD01+GANAsn/y8qQCjBOXXCKRHlddJUFMhw9L1JCTKFKiUN/RMmViX5UpFuzcCfzwgyyH8zkTQgghxQRFDkKIN9gjOcymnwplVjhvnt6m9ptnhiMVOcwDsa5dgREj/Pt1zjnAM8/oqhmxon79wCHdTZsCY8bIa1y9OvS51CDIbV1RQM8OF6HI4Rm5uUGvgUTk42pMAiBZPEhIiF7kOGQqQTt3rpQgccORIxLaYq7lGkd06BB8v/ll+3xBRA77dRXFDH8G9qNxrYP45BNZDyRaXH01UKMG8Mkn8nX+7DMPPTqnTwdee82jk9swp4Kkp4sL6wUXALVry+/I4sVF049AmNNnKHIQQggpAVDkIITEFlUhwE0kRzDMozGnsg92nESOmTP1Nnu5CTMPPaSrZsQSNwaCbowq1CDDHN2iaNzY+TFKzCktIkeIwdUQPIVTauzATTch9iJH69bhP/755/Xyhg2SmhEHXguhimFkZ0tKyPvv60so5pEcDpyBmYWVeQKJHOnpYjWzcaNUhLnkkqieMjjnny8Gm4YhKWznnWetpBMtK1cCF10k573yStmm0lUAcWDdskWunccei93zRsIXX+hlZa5LCCGExDEUOQghseXll6UN5MlhFjmU/8ajj4o3xm236X0VKuhlN+H/TiKHU1WSoqR6det606a6VK6ZUEKE2m8uaXrDDdIG8tyYMsXduUsCIdJV8PLLyMROLFxWTsaLwUSO7GwJCejdG3j7bTF0WLvW/7iDB6UdPz68vqoysosW6cFpmzaSmmGOWIpTDh0CTj9drGRUAR9XnhxO/jqBUCEbJnpt0aJQMN0vI0MCHGLCvn2Snnb++cCcOcGP++svMVGNhsmTxXS5e3cxR/nyS/lty86WN71TJ+lLx47Ac8/pxxV3+sodd+jl5s2Lrx+EEEKISyhyEEJiixIu7JEcalBkFjnUzPYZZwBjx1oHEWaRw415ppPIUdzYR4ezZunKMmYWLQp+njvvlHbQIL3trbeAnj0lymX7dv/HvP66tE2buu9vvBIiXQV33im5FRkZsh5M5Fi+HPjoI2DSJPFFmTYN+OorvX/6dJm9V0Yi/fuH19cePUSwA4CnnpLZeHWdRztIjhG//Qb8+qvzPnMlWCVyuIrkCMdV9vLLdfQCANx3H7rhRzRukIPu3a2Vej1l0SLJeZk+XQQHJ/r2Bf74Qz7XQGVy7WzdKsYhdgPRDz6Q34Cff9bb5syR88+cKeVYTz9dPqB+/YAHH5RjilPkWL5cL991l1VoJYQQQuIUihyEkNiiBvaB0lXMM77KeNRpFGWuPvLoo6Gf13zeeBE5zJEpgAwQ2rTxP85xqtyECmFXqUAKFTXw/ff+j1HpFmrgX5IJFclhZ/lyGcU7XQcqQgPQ4pnKk/D5ZCZdYV4OB/P1vHy5DF4BiQaIAzp2BDp3loo39kwcc5ZOWCJHuJgrrrRrhwT4sGLqClf+rjHDHOUUSMBQERUpKe5FjmbNpLSz3ZclN1eceJWzqlnocWL4cBFLilPkMPfxkUeKrx+EEEJIGFDkIITEFjV4ad3aWvKzVy9pnWbknQb55pnhQOUpzWzerJfjJUWjUSMJUVeUKyev1eezhuzbU3vsqNejBAtVjeatt/R5zSxaJCH2APDNN5H1PZ5w4clhQZXsdfJyWbjQf5sazdsjhj76yP1zmjF/HkeOSMUMwF/4K2aGDhVP1d27RfgAgAMH9P79+6UNKnJMmwY8/HD4T65+J55/XkdtTZwY/nmiwY3IYa72lJ0typC5DLYT6rtnR13H6g11U3IoPV38Ozp2lN/Eov4+m8Nq3PwOE0IIIXEARQ5CSGwxh2g7lWN1Ejmiqi9aQK9eeqSWmwsMGBD9OWNBWppeNg/UL79clyU1h4Q7oQaUJ58sqRlvvy3rZ5whrX2AdsEFevnQIeCff8LudlwRKl0lEE5ilxq5m1Eih12ECBVhEwjz444c0ekq6nnijCpVgBkzZHnPHr191y5pg1ZXOeMMYNiw8J9UiRxly2qRY8SIoo3CMj/XuHFa5DJvV9/ZQ4dEAXr6aeCJJ9yd3x55FanIAQCzZ0vr5OnjJcqptl+/on1eQgghJAoochBCYsv11wff71QhJNLBpJm0NB058s8//v4HN94oaR3PPBP9c4VDsMoc9epJ62SsOnKk7qsa2JQpI8auJ58s6+q9VNUPxo2T2XC7qUEgA9Znn9UGpfFMuOkqipUr/beZR/GKQCJHpKjIDXVudd5QETvFSFKSfIVU5g6gg6PMmWOFOJWEDgf1+DJlrP47blLTYoUSasqXl1ZdL+ZrRF13SlhUqPLXTqjvpf16ikTkuOQS4KyzxKsDiKHrqkuqVROBccKEon1eQgghJApY8JwQElvMAzwnnMqqBhI5vvvOOb0gEFWryqDLSTQwDODss+WvKKlaVabJnZwejz9e2jvuAO67T6orDBsGtG+vjzGbFNrNHVX1lq++su5r0kTak08GFi8OnPs/eLC0Zn+EeCTSSI7HHgPOOce67dAhmWHPytLbPv0UWLoUuP/+6Pqp6NRJL/furZfjNJJDUaWKVeRYtkxax0rI0Yoc5kgO8/U3fHjRCZFK5Bg8WK4VJUKZxSh13TVpYo2IevFFnS5mRz3GXrElN1d+6/r0EWHl0ktD97FzZ+DHH2X5pJOiLtUbNkePxkaEJoQQQooQRnIQQmKPCrF2wmlaONCM5jnnhDfwTEyUmUezP4eiqAcHZrp0kVx+O0lJwBVXyPLhwzKYMQscgLOpqCIxUXwj7BECalBSrZq0sUgHKk7CjeT47Tdpb7rJf5/PZxVMrr1WjEF/+UXEDgC47DIp+RopgbwL4jiSAwAaNwbef1+vuxI5IhGfAC1slCkj77/6HqjopqJAvQYVeeEkcqjrTn2nxoyRNpg/hYqksl+zKpKjf3/ghx/CF1yTk+V3oigZOdK94SohhBASJ1DkIITEHnvKisrZf/jh8EpNRkJ6ujWSo04d4NZbI/MNKApUqddQBKqr2auXf+j8kiXSqvfaaZAyapReVoP7eCVc41El7jgJavn5En0wa5Zcp2+8IUJSzZp6VH/FFdF5utSt6+xhEOciR9u21vWlS6X1JJJDCW8JCfLZTp4solRRmgar51JlUVV6iTnNRIk4SpRp315EkWD9VPvsRrbhXsd2Dh6UUrft2oX+q19fvv8//WQ9x5494tkzf37k/SCEEELiHIochJDYo4z5VK69yrO33+CvXAn83//FNs88Kck6qC9fHnj1VUkbiUeCRb107qyX//e/wMe1aGENnVcD0AoV9Puxd6+Exys3yQce0Mebp+/jkXDTVZS442RiqUSOTp3EZ0GJR5mZwI4dshxIUHJLIA+Do0fjOjVo6FDr+ooV0laq5HBwtCJHjRrSmiMT0tOLtlyqEiOCRXI4ibIVKlhLEdtRIslPP4lypP6WLIk88gXQniEJCaI8BftTBtD2iKT586VCy4MPWrevWSMlk83G0YQQQkgJhZ4chJDYU7myzITbS3DaB4+NGkkJyVhStqx1oBTpIKyoCBbZ0rAh0LIlsHEjcN55wc/TrZtUbDFHZQwdKn4g2dki9EyZIn/jx+tjKlWyllo9elTO065d0ZpABiPcdBX1mTsJCvn5zu95crK+bmLtQdCvn3yG330nA+A49TgwDLENOXzYaq0TtIRspJFZTzwh78U11+ht6elSwUQJUV5jFzn695dUtxNPlHVzaIu6lgxDRI5x44A//3Q+b3a2RAa1aGHd3qVLaGNmN0yYADRvHvyYV16RSkz2Ci8Ks/kKALz2mlR7+vRTYODA6PtICCGEFCNxfvdPCCmxJCT4DzKLwhejbFlrJEc0M6fFzZEjUk3liy/EdDAYdeoAn3xijco45RQZwGVn6woSgKTvACJCXXCBju4AgC1bgGnTnD1EiotIIzmc/Fx8PucBdHKyDLCB6CM57DzyiDZAjXPz0aQka3BRQNuIvDx5nyMVOSpXFqHAfF3WqCGfz9NPR3bOcFFCTbNmQN++2ssnOVnMeqdO1cea02tUnzdvlj7b/y68EPj8c+Drr/3/nMpqh4tj/pCNO+6QlJUJE3S1mMmT/T/Qp56Sz/Cll2Q9TgU4QgghJBwochBCvMEw/NMFevTw/nn/+gvYtk2vmysixCuqPKTijjukdUq3CIW5HCegRQ77dkBKU1arBuzcqbfZfQTigXC9DNTA2yzeKAJFCSQn6zSDWA/0kpL0OeNc5FCoSI4vvwxwgBfRFqo0siqZ7DUqkiM1FXjvPV3u+fHHgY8/tpqLfvSRVGE55RTg7rtFyBg/XgRB+9/Uqf4GJ7FAfYcd84ccUIJG27byeTmlpT32mLQqbcjsY1PUJqeEEEJIjGC6CiHEG1QkhxqoP/GEHsQUJXHsgVDImWdKidknnpAB1oYNUuL0rrvCP1cgkcM8Y27eV62aCBuHD8tAPx5Fjl9/Bbp2dX+8efD92WdSLUURTORQxDr6JyFBn7+EiBx//inVm81vi4X8/Ni/Tx07Bt737LMiXo4eHd45BwyQtK86dYB775XULPU7pAyK1etQyo7Td6VePe2Lc8st8lfUTJ4sVYBUek0oXn5ZBJc1a+R179+v9wWKwFHvRVYW0KBBdP0lhBBCigmKHIQQb1CRHGpQV9LLmHqJ3YSxXj3gww8jO5cSOdRgpVw5SWOpW9f/2ORkXYnk++9ldjoeRY709PDKWJoHcDfc4C9yOA3wVCkRANi3L+wuOrJ6tZibZmbqgWkJKcfZuLH8BcSLSI6EBKBPH+CPP/z3DR4sbbgix7hx0mZk6M+1WjUtaPToob8bw4fL8aedFn7fi4LzzgvtzWMmOVmiN845R0TC1av1vkDib26utEuX6vSt226LrL+EEEJIMUGRgxDiDSqSQw3cA04Je8igQcDVVxf984ZLv37AunV6IBcNSuSoWVNaVQXCbvA6ZIgIISqk/a+/ZFDTp48+pk0b4McfrS6UxUF+vpTudIt58K0GaoAIDIEqyahSIkDsSr2ecIJ4HgD6+i8hIkdIvDIHNQyJPBg/XnvHRIo5EqpbN4nmOHIEeOEF55QkVQWlNNGxo5Tm/eAD6/Z585zTXpTIoa7TWbOkEhEhhBBSgqDIQQjxBhXJUdQix++/yw19zZpSJjFSY8SipFw5YNSo2JyrUSMJ0VfRC05eFps3A7VqyXKDBjLY2btXqn+Y+ftvMT297rrY9C1Sjh4NzyfD6TOfPh246ip3j7/0UvfP5ZYSFskREq9EDnXO226LTuQ4eBAYM0aWhwzxr497rJCaCrzxhuQf/fMPcMklkrry55/OEUvKl0Zdp25TYwghhJA4gsajhBBvsEdyFFW6SocOkov+0EMlQ+CINWXLSvnIbt1k/ZlnrPtffVULHIpy5WSG++hR8SMYNAjo2VP2DR4sHgbz5nnfdyd8vtiIHD17WksLB2LevNhXVwH0YLFdO+nfli2xf46iJC/PG5EjVlE0mwgN+GQAABXGSURBVDbp5dIiLEWDeg+WLw8u4r3wgrSqskxxROARQgghUUKRgxDiDYYhAkerVrLutiIAiS2XXAJcdJFe79LF/xizyFG/PjBihAxyHnxQTFH/+UdKX27bBrRsaR1Aek1enggd4YgcToPvUI+fP1/EIXW9xhr7jHjt2rEb0BcHXkVymK+tU04BVq2K7DwqIqFyZUkHO9ZZt07a5cudKy0plCePMikNasxCCCGExCcUOQgh3qAiOdTNsjLXJEWPuRKE06x2uXLAkiXAp59qbwrDECPGSZPE+DMrC3jnHSm58fLL3vX1nnvEy+KEE6QPKqoi2kiOUI9v2VLSfLzCKex//Xrvns9rvBI5FiyQNiEBWLwYWLQosvMob4k33wSaNIlN30oya9dK6tpPP+koLUXTptJmZAA7dsj35+uvxYsjnNLNhBBCSJxAkYMQ4g32gWZmZvH0g1hLfbZo4b8/OVn8NwA9ODRz003yeSoDUnMpyljz9dcygLaXE734YvfniCSSw2ucRA71npdEvCghC2gR7uOPpVURGeGiHsdBulCvnrwnXbtKtJaZDz8Ebr9dv+eApLs98ECRdpEQQgiJFfzvTwjxBvNAs2lT/xtrUnSYB3pOUQ4PPghcc03gxycmivihBurKZ8UL8vKAzp2B996TGecNG6TkZziz8fbXOHu2Nz4b4dCoEXDffUDVquIXAwADBwK9exdvvyLFq0gOVdq0enVpIxU5lFhHkSM0TZsCY8fK8qZNwLvvHrueRoQQQkoF/O9PCPEG8wDo5Zd5w1ychJpx791bhITnn3euaFGmjIgPasD47ruSavHTT7Gfzc/L0+d0Ww3Fjv1as0eFFAeJibqCzurVUvGiJOO1yKEML6MVOYpb3Ip3xoyxmovWrg08/HDx9YcQQgiJARQ5CCHeYB5onnVW8fWDuJvNPvts+XNCRXKYzzNzJrBnj4gjsSQWVTvMj2/fHvjjj+jOF2vS0qQNZgAZ73hVXUURSOTw+dwJpkxXcccddxR3DwghhJCYQ08OQog3qAFQSoq3gyESmmijLeyRHAovohHMkRyRYh4Ez54d3bm8QHkdOEXNlBS8iuRQqNQou8jx1FPy+Zr/rrvO//HTp0vLSA5CCCHkmMPzkYdhGOcZhrHCMIzVhmE86LC/nGEYHxXsn2MYRn3TvocKtq8wDKN7qHMahvGrYRgLCv62GoYxxbSvS8H2JYZh/OLdKyaEANADTaapFD/Rzmarx+fnW7evWRPdeZ2IhchhH3zHm4GiiuAoyeKf1yKHiuQ4csS6/fHH/Y997z25bsyo1CCvSgKXdH7+Gfjmm+LuBSGEEOIJnt5hGYaRCOAVAOcDOAlAb8MwTrIddjOAvT6fryGA0QBGFDz2JABXA2gG4DwAYw3DSAx2Tp/Pd7rP52vp8/laApgN4LOCc2UAGAvgIp/P1wzAlR6+bEIIoAdAFDmKH1XZJtL0CCU6HD0q7eefA8cf71yONhw++wxo3hz47z+9LdaRHADw7LMyKB86FGjXTvpfnKjX51TJpqTgVXUVRaVKInRs2ybrqrJPIA4edN5u9psgmjPPBM47r7h7QQghhHiC19NIbQGs9vl8a30+31EAkwDY6wBeDOCdguVPAHQzDMMo2D7J5/Md8fl86wCsLjhfyHMahpEO4CwAKpLjGgCf+Xy+jQDg8/l2xvh1EkLsUNyIH+rVA4YNA6ZMCX2sEyqSQ82qN20q6QTRVll55BFgyRJg82a9LRaDZ6cIA8MAhgwRf45LLonu/NGi3k979EFJwutIjjJlpBLNnj2yXrWqdf855wATJ+p1J8Eo1n4xhBBCCCkReC1y1AKwybS+uWCb4zE+ny8XwH4AVYI81s05LwHwo8/n+7dgvTGASoZh/GwYxt+GYTgk8BJCYkpJDsUvbRiGVEzo1i2yxyvR4e+/9XpqKvDpp8D778u2deuAunWBypWlQsOyZaHPqyppmMWSWEZyxOs1qESOkh7J4bXIUaGCjvKxp0oNHAj06aPX7e9lzZrAxfY5FUIIIYQcC8TpHWDU9AbwoWm9DIDWAHoA6A5giGEYje0PMgyjv2EYcw3DmLtr166i6SkhpZWMDGkDhZGTkkPbttKOGydtYiLwxBOyPGuWtIsWAZs2AW3aAFu2AMuXhz6vMoU0p73EUuSI18oaCQnyN2yYpGWY/zIypP+33ALUqCHbEhNlm/3YcP+UUad9Xf198YX71+C1yJGQICKH+v1QgphCVahR2EWOo0eBpCTv+kcIIYSQuMXrO8AtAOqY1msXbHM6ZrNhGGUAVASQFeKxAc9pGEZVSErLpaZjNgPI8vl8BwEcNAxjJoAWAFaaO+Lz+V4D8BoAtGnTxnZHRQgJC+UDQUo+LVpY18uWBS64QNJWXn8d+OAD7ddx773A99/r9WCUKyft2WeLINGokVTTiJXXQ506oY8pDgwDGDsWWLrUf9+SJcCPP8r7CgA33gi89ZYsd+0a3Wt66SVpVTUSta645BJ/MSEQXpWQrVoV2L1b3qNgkRy1a1vX7SJHTg5FDkIIIeQYxWuR4y8AjQzDaAARIq6G+GOYmQrgeohR6BUAfvL5fD7DMKYC+MAwjOcB1ATQCMCfAIwQ57wCwDSfz2dOFv8CwJgCESUJQDuIySkhxCtq1CjuHpBYkZ4uUQePPCLraoA5YgQwY4Y+rkYNoHFBkJwbkaN1a0mB6d9f0lu+/Va2R1v2MzlZKm506RLdebwkUPnYgweBjh2Bk0+W9rrrtMhx//2yLVKuv16MPHv0kPUePcTX4r33wj+XV5Ecf/4JzJkjyxUqAFu3iqCycaM+pk8fSY0CgKuvBiZN0iLHtm3AaacB+/drEY0QQgghxxSeihw+ny/XMIw7AXwLIBHAmz6fb4lhGEMBzPX5fFMBvAHgPcMwVgPYAxEtUHDcxwCWAsgFcIfP58sDAKdzmp72agD/s/VjmWEY0wEsApAP4HWfz/ePZy+cEKIHIaR0cN99WuRQ6SAXXSR/ZtRgNCcn9DkTE2XmfvRoICsLeO45edwNN0Tf3759oz9HcVC+PLBwoV43R1ZEWh1Hceqp1vVzz5U/JXKEU27Vq+oqDRrIHyDvxYEDVs+W8eMllUddgz17WkWO1aslXeqqq4Cbbop9/wghhBAS93iesOzz+b4G8LVt22Om5cMIUNLV5/MNAzDMzTlN+7oE2D4SwEi3/SaEREnNmsXdAxJL3Ib+q+PcRHLk5mrfjCpVgGeeiaxvpRlzlaJoRY5AfPSRiALKR8cNXntyANKf/ft1FZp+/STqx4zdxFWlt9x7r44qIoQQQsgxRWk1HiWEFDfxWtmCRIbbksDJydLeeWfo1IpYmIweS3glcvTqJalGM2YA/7gMciwKkaNSJSkhqwSM5s39j1GpTc2ayTV64YWybjcmJYQQQsgxA0chhBBC3JOSEnx/RoaYap51FjB7tgxCy5YVfwS794M5koOExiuRAwC2b5f2ww+DH6coCpEjJUWuERUV5CSInXKKdb1PH+DZZ4ETT/S2b4QQQgiJW3h3SQjxjsWLgZ07i7sXJFZ89BFQr17o426/HbjsMik5q7w5xo0TE80bb9TH5eVJRRUSnHfeAdatA1JTvX8ue5WSQHhVXcWMSn1SnhxOgljDhsBDDwHDh8v6Pff4e48QQggh5JiCIgchxDucwstJyaVXL/fHZmYCTzyh1zt2lMgOOx06RN2tUo8q+VoUuBU5iiKSQ6WiKJEjUGrTDTdokYMVVQghhJBjHoochBBCvKdHD126lMQv4YgcXvupZGdLq0roBno+s7BBkYMQQgg55qEnByGEEEIEVckkFEURyaHKET/7rLSBRA5zGk9RpPQQQgghJK6hyEEIIYQQISdHyrYaBvD++4GPKwqRwy5qBDKprVYNeP114LXXWLqaEEIIIRQ5CCGEkGMeVaUkOxtYvVqWn3tO78/Ptx5fFCKHXdQIlh5z883ALbd42x9CCCGElAgochBCCCHHOr//Lu3atdqXwywyNGok0R2jRsl6UVRXadbMuu61BwghhBBCSgUUOQghhJBjnfLlgbp1RbxQZX+VyPHBByJ+AMADD0hbFJEc/ftb11W1FUIIIYSQIFDkIIQQQgjQuTOwfbuO5FCiwpgx/scWRXWVhASgSRO9npzs7fMRQgghpFRAkYMQQgghQIUKwPr1wIEDsm4YImYYhv+xRRHJAQD33quXu3f3/vkIIYQQUuKhyEEIIYQQoFYtabdtk/aXX4CLLipekaN2bWnPPde5H4QQQgghNihyEEIIIUSnhuzbp7d99VXxihznnguMH++cMkMIIYQQ4kCAovOEEEIIOaZISZF28GDr9lmz9LISNopK5EhK8jcgJYQQQggJAiM5CCGEEOIuHSQ/X/6KooQsIYQQQkgE8A6FEEIIIe49LwYNKprqKoQQQgghEUCRgxBCCCFA9erujnvuuaJLVyGEEEIICRPeoRBCCCEEaNsWuOaa4PsBIDWVIgchhBBC4hbeoRBCCCFEmDgRGDJEr1eurJdPPRXo1EkiPujJQQghhJA4hXcohBBCCBEMAxg6FChfXtb79tX7Ro8GGjcWgSMvDyjDAm2EEEIIiT94h0IIIYQQK7//DmzeDKxfr7clJ4uwkZMjURwUOQghhBAShzCSgxBCCCFWTjkFuOAC8d8wU7YskJsrfxQ5CCGEEBKH8A6FEEIIIc7YRQ4VyZGYSJGDEEIIIXEJ71AIIYQQ4oyTyLF/vywnJhZ9fwghhBBCQsB0FUIIIYQ4Yxc5pk3TyxMnFm1fCCGEEEJcQJGDEEIIIc5UqGBdb9hQL2dlFW1fCCGEEEJcQJGDEEIIIc60bGldnzQJ+PFHWU5OLvr+EEIIIYSEgCIHIYQQQpxJSrKup6UBZ54py126FHl3CCGEEEJCQeNRQgghhLgnMRFYuhSoW7e4e0IIIYQQ4gdFDkIIIYSEx4knFncPCCGEEEIcochBCCGEkMBs2uSftkIIIYQQEqdQ5CCEEEJIYGrXLu4eEEIIIYS4hsajhBBCCCGEEEIIKRVQ5CCEEEIIIYQQQkipgCIHIYQQQgghhBBCSgUUOQghhBBCCCGEEFIqoMhBCCGEEEIIIYSQUgFFDkIIIYQQQgghhJQKKHIQQgghhBBCCCGkVECRgxBCCCGEEEIIIaUCihyEEEIIIYQQQggpFVDkIIQQQgghhBBCSKmAIgchhBBCCCGEEEJKBRQ5CCGEEEIIIYQQUiqgyEEIIYQQQgghhJBSAUUOQgghhBBCCCGElAoochBCCCGEEEIIIaRUQJGDEEIIIYQQQgghpQKKHIQQQgghhBBCCCkVUOQghBBCCCGEEEJIqYAiByGEEEIIIYQQQkoFFDkIIYQQQgghhBBSKjB8Pl9x9yEuMQxjF4ANxd2PCKgKYHdxd4LENbxGSCh4jZBQ8BohoeA1QkLBa4SEgtcICUU9n89Xzb6RIkcpwzCMuT6fr01x94PEL7xGSCh4jZBQ8BohoeA1QkLBa4SEgtcIiRSmqxBCCCGEEEIIIaRUQJGDEEIIIYQQQgghpQKKHKWP14q7AyTu4TVCQsFrhISC1wgJBa8REgpeIyQUvEZIRNCTgxBCCCGEEEIIIaUCRnIQQgghhBBCCCGkVECRo5RgGMZ5hmGsMAxjtWEYDxZ3f0jRYRjGm4Zh7DQM4x/TtsqGYXxvGMaqgrZSwXbDMIyXCq6TRYZhnGp6zPUFx68yDOP64ngtxBsMw6hjGMYMwzCWGoaxxDCMewq28zohAADDMJINw/jTMIyFBdfIkwXbGxiGMafgWvjIMIykgu3lCtZXF+yvbzrXQwXbVxiG0b14XhHxCsMwEg3DmG8YxrSCdV4jxIJhGOsNw1hsGMYCwzDmFmzj/xtSiGEYGYZhfGIYxnLDMJYZhtGB1wiJJRQ5SgGGYSQCeAXA+QBOAtD7/9u7nxCryjiM49+fjUFYaFgM4gQJSWILRxc2YUiNZFKRLSQGoiIG3FgUBP3bCNWiNlmb3Gg1hTUMU5JEWKJCq0ysoNSNWeGINtGM9g+UsafF+7vOaSYpaJrrnHk+MNzzvucszuU+c9/D7573PRGxuLlnZZPoDWDNmL6ngN2SFgK7sw0lIwvzbz2wGcrFB7ARuBFYDmxsDC5WCyPA45IWAx3AhvyOcE6s4QzQKWkJ0A6siYgO4EVgk6TrgGGgO4/vBoazf1MeR+aqC7iB8r30ao5RVh+PAocrbWfE/s6tktorj//0eGNVrwA7JS0CllC+U5wRmzAuctTDcuCIpKOSzgK9wNomn5NNEkmfAENjutcCPbndA9xT6X9TxafAnIiYB9wO7JI0JGkY2MX4wolNUZJOSPo8t3+hXEzMxzmxlJ/1r9mcmX8COoH+7B+bkUZ2+oFVERHZ3yvpjKRvgSOUMcpqICLagDuBLdkOnBH7dzzeGAARMRtYCWwFkHRW0imcEZtALnLUw3zgWKU9kH02fbVKOpHbJ4HW3L5QVpyhaSJvGV8K7MM5sYqchvAlMEi5WPwGOCVpJA+pft7ns5D7TwNzcUbq7mXgCeCPbM/FGbHxBHwcEQciYn32ebyxhgXAj8DrOfVtS0TMwhmxCeQih1nNqTxCyY9RMiLicuBd4DFJP1f3OScm6ZykdqCN8sv6oiafkl1EIuIuYFDSgWafi130bpa0jDLNYENErKzu9Hgz7bUAy4DNkpYCvzE6NQVwRuy/c5GjHo4D11Tabdln09cPeSsf+TqY/RfKijNUcxExk1Lg2Cbpvex2TmycvG14L3AT5bbgltxV/bzPZyH3zwZ+whmpsxXA3RHxHWVabCdlXr0zYn8h6Xi+DgLbKUVTjzfWMAAMSNqX7X5K0cMZsQnjIkc97AcW5grnl1IW9NrR5HOy5toBNFaZfhB4v9L/QK5U3QGczlsDPwJWR8SVuWjT6uyzGsh58FuBw5JequxyTgyAiLg6Iubk9mXAbZS1W/YC6/KwsRlpZGcdsCd/edsBdOWTNRZQFor7bHLehf2fJD0tqU3StZTrjD2S7sMZsYqImBURVzS2KePE13i8sSTpJHAsIq7PrlXAIZwRm0At/3yIXewkjUTEw5R/7EuA1yQdbPJp2SSJiHeAW4CrImKAstL0C0BfRHQD3wP35uEfAndQFnr7HXgIQNJQRDxHKZgBPCtp7GKmNnWtAO4Hvso1FwCewTmxUfOAnnzKxQygT9IHEXEI6I2I54EvyIXi8vWtiDhCWfi4C0DSwYjoo1ywjgAbJJ2b5Pdik+tJnBEb1QpsL7V1WoC3Je2MiP14vLFRjwDb8sfZo5TPfQbOiE2QKEV1MzMzMzMzM7OpzdNVzMzMzMzMzKwWXOQwMzMzMzMzs1pwkcPMzMzMzMzMasFFDjMzMzMzMzOrBRc5zMzMzMzMzKwWXOQwMzMzMzMzs1pwkcPMzMzMzMzMasFFDjMzMzMzMzOrhT8BTcGlyvK/tMMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Pz4/bZv/99yc/P58RI0Zw8cUXc/XVV7NkyRIOPPBArLWUlpbyj3/8g3feeYfbb7+dgoICunbtyqOPPgrApZdeyv7778+BBx7I448/3qLxmmy/6xtjTgEmAfnAg9baW40xNwMzrLUvGGM6An8DDgDWA2eHiopOBMYC24EJ1tpXEvXpnT8DuBlowAU9xlprFyd7RiKjRo2yM2bMyORXISIiIiIiIpKyzz77jH322adNx9DQ0MCBBx7I008/zZAhQ9pkDPG+B2PMx9baUdFts16Tw1r7T+CfUed+EdqvBc5KcO+twK2p9Omd/zvw9zjnEz5DRERERERERGLNmzePU089lTPOOKPNAhzpyrXCoyIiIiIiIiKSAcOGDWPx4mASxNy5c7ngggsi2hQVFTF16tToW9uMghwiIiIiIiIi0qThw4cza9asth5GUtleXUVERERERGTn8f3vw7HHtvUoRHZaCnKIiIiIiIhkyn33wVtvuf1PPwVjYP78th2TyE5EQQ4REREREZFseOIJt33mmbYdh8hOREEOERERERGRbDDGba1t23GI7EQU5BAREREREckGBTlEWp2CHCIiIiIiItmgIIfsJN555x1OPfXUtO55+OGHWblyZcbHoiCHiIiIiIhINuR5r1sKcojEyFaQo0PGexQREREREZEgk6OhoW3HITlhwgSYNSuzfY4cCZMmJb7+i1/8gt69ezNhwgQAJk6cSJ8+fbj66qtj2lZVVTFmzBg+/fRTDjroIB577DGMMdx88828+OKL1NTUcNhhh/GXv/yFZ599lhkzZnDeeefRqVMnPvzwQzp16pSRz6RMDhERERERkWzQdBXZwY0dO5ZHH30UgIaGBqZMmcL5558ft+3MmTOZNGkS8+bNY/HixXzwwQcAXHHFFUyfPp1PP/2UmpoaXnrpJcaMGcOoUaN4/PHHmTVrVsYCHKBMDhERERERkeyIF+SwFjZtgp4922ZMssNKlnGRLWVlZRQXFzNz5kzKy8s54IADKC4ujtv2kEMOYeDAgQCMHDmSJUuWcMQRR/D2229z2223UV1dzfr169l333057bTTsjZmBTlERERERESyIV6Q48474Sc/gSVLYLfd2mRYIukYN24cDz/8MKtXr2bs2LEJ2xUVFTXu5+fns337dmpra7nsssuYMWMGgwYN4qabbqK2tjar49V0FRERERERkWzwgxt5odeuJ5902/Ly1h+PSDOcccYZvPrqq0yfPp0TTzwxrXv9gEZJSQlVVVU888wzjde6detGZWVlRscKyuQQERERERHJDr/gqJ/RIbIDKiws5Oijj6Znz57k5+endW/Pnj0ZP348++23H7vssgsHH3xw47WLL76YH/zgBxkvPKogh4iIiIiISDb4QY48JdDLjquhoYGPPvqIp59+OmGb0aNHM3r06Mbje+65p3H/lltu4ZZbbom558wzz+TMM8/M6FhB01VERERERESyI950FZEdyLx58xg8eDDHHnssQ4YMaevhpESZHCIiIiIiItmQbLqKlpWVHcCwYcNYvHhx4/HcuXO54IILItoUFRUxderU1h5aQgpyiIiIiIiIZEOy6Sr+NZEmWGsx7aSuy/Dhw5k1a1arPtOmGRBU3pSIiIiIiEg2JJuuoiCHpKBjx45UVFSk/aKfK6y1VFRU0LFjx5TvUSaHiIiIiIhINsTL5PD/i7yCHJKCgQMHsnz5ctauXdvWQ2kzHTt2ZODAgSm3V5BDREREREQkG5LV5FCQQ1JQUFDA7rvv3tbD2KFouoqIiIiIiEg2aLqKSKtTkENERERERCQbVHhUpNUpyCEiIiIiIpINzQlyzJgB99+fvTGJ5DjV5BAREREREcmG5tTkOPhgtz35ZBgwIDvjEslhyuQQERERERHJBj+QsXRp4mthtbXBfnV1dsYkkuMU5BAREREREckGv/DonXfGXosX5Lj77mC/vj47YxLJcQpyiIiIiIiIZEOy4qLxrs2YEewryCHSLKrJISIiIiIikg3hQMarr0K/fjB9ujtetCi2/caNwb6CHCLNoiCHiIiIiIhINoSDHCefDH37BlNY5s6Nbb95c7C/fXt2xyaSozRdRUREREREJBuip6SUlwcrphQUxLafOjXYVyaHSLMoyCEiIiIiIpIN8QIVXibH9R+dzquveue2b4d77gmyPAAmT87++ERykIIcIiIiIiIimWZt/OKiDQ2sYhd+M/tkTj7ZO/foo3DllZHtJk3K+hBFcpGCHCIiIiIiIhmwdSu8xdFYSBzkqK/nOb4Tee7ee1tjeCI7BQU5REREREREMuCGG+BY3uJdvhE/yDFsGDQ0MJsRABQWgv1sPnz8cRuMViQ3KcghIiIiIiKSAXPmuO1yBroAR3SQo08fqK/nPxwGwLZtsHBubSuPUiS3KcghIiIiIiKSQWvo4+auRAc5vOyOL9mdvXusBODPz/VJ3FG86S4ikpSCHCIiIiIiIhmwbZvbrqUU7rsvNkjR0EBdfR7VdOHcsg859VR4/v1ekW323RcOc5kebN+e/UGL5BgFOURERERERDJgwwa33Ux3qKqKm8mxub4LAD0KqhkxAr4q70h9+LXs00/htNPcfrwlaEUkKQU5REREREREMmDTJretoqsLcEQHKRoa2NTQDXBBjoEDob7eUE7fyHYdOritMjlE0qYgh4iIiIiISAZs3Oi2lXRzAY7oIIe1QZCjwxYGDHCnVzAgsl1+vtsqk0MkbQpyiIiIiIiItND8+bB5s9uvoit3fvh1zMsv0YAJGjU0sKm+K+CCHAMHutPLGBTZmZ/JoSCHSNoU5BAREREREWmBbdtgn32C4yq6cu1bJwGwgVBh0alT2WSDTI6yMnf6S3aP7NDP5NB0FZG0KcghIiIiIiLSAuvXB/v7M5t1lGCwgLecbMgmegDQvcMWevWCXl3rWMwekR1quopIsynIISIiIiIi0gLhIMdJvMqX7E69dYGKREGOHh2qAdhjl2oWsWdkh5quItJsCnKIiIiIiIi0gL907Guvwd7MZzsFjdcSBzm2ALDHLlsSZ3JouopI2hTkEBERERERaQE/k6N3bxjK5xHX1lIacbyJHnSkhkK2wcsvs8e8l1lCGfXf/BZ89JFrpEwOkWZTkENERERERKQF/EyO3r3h8H5fMoXvNV6rpnNE2030oAebwFo49VT2XD+NOgpZ/sNb4dBDXSNlcog0m4IcIiIiIiIiLbB6tduWlAC77843ebnxWg2dItpGBDmA/qwEYNX6oqCRCo+KNJuCHCIiIiIiIi2wbBn07AnduwPW0pUtbLx8IvlsTxzkaGgAoC/lAKzZENTx0HQVkeZTkENERERERKQFamqgc+SsFHp02EIXU91kJkcf1gBQvqEwaKTpKiLNpiCHiIiIiIhIC9TWQic/luEFL2hooNBuoy600gp4QQ5TCZs3A9AbV7V0Y2V+0Kiqym0/+SSbwxbJSQpyiIiIiIiItEBtLXTsGHWyvp5Cs41tBBka6yjmM4a55WOnTQOgM9UYGqisDgU5Zsxw29tuy/LIRXKPghwiIiIiIiItUFMTCnKEMjkKbF1EkONMngWgMq9H45SUPCxd2EJlTYegwwkT3HbhwmwPXSTnKMghIiIiIiLSAhHTVXz19RQSmcnxHw4DwObnQ17wKtaNSiprQpkcvXsH+9u2ZWPIIjlLQQ4REREREZEWiMjk8DU0UMjWiCDHdq8+R11eUWyQozqUyRGOmNTUZGPIIjlLQQ4REREREZEWSFh4NJTJsYVg+ZXOhfWNS8iCH+QIZXJ06AD77+/26+qyOXSRnKMgh4iIiIiISAvEzeTYvp1CgtVVvswbDMBgFnLXsL9ELA/bjUqqqqNezX74w8Z+RCR1CnKIiIiIiIi0QNxMju3bKSAoPFrecTcA7mccpT22RUxD6UYllVuiXs0KvKVnlckhkhYFOURERERERFogbiZHXV3EdBU/yNGXcigqimjqghwm8v4OXo0OZXKIpEVBDhERERERkRaorY2zhKw3XcUPcqwpGAB4QQ4TGdDoShWVlVGdfvWV2/7zn1katUhuUpBDRERERESkBWpq4iwhG53JkdePArbRk43QpUtE025UUlkZlcnx/vtu+/jjWRq1SG5SkENERERERKSZGhpg27Y4mRzRQQ7bhz6swQDsvntEH92opKYmamZKWZnbDhqUxdHLTsna4O80BynIISIiIiIi0kxbt7ptvEyOAuqoowALPLT6ZIqpgFtuiZyu8sgjdLtmPABVVaH7J0502+OOy9bQZWeVl+f+NTRAfX1bjybjFOQQERERERFpJn+RlIQ1OXqU8uxvvgBgDiNgjz0igxy77kq3fQYCRNbl8Ke0bNuWvcHLzu2ss4ICtzlEQQ4REREREZFmqq1124Srq9gCPq/fMzifF/UKlp9Pjx5ud9Om0PlCN82lMVVEJNOee85tP/20bceRYQpyiIiIiIiINJM/xaSxlmh0TY76/MZAyMU85IIc4UyOvLz4QQ5/mVllcki2zZjR1iPIKAU5REREREREmsmfYtKtW9QFf7pKfT5btrhTDzI2NsihTA5pa+XlbT2CjFKQQ0REREREpJn8IEf37lEXvEyOrdvzqaiAXYtWu5VVoqer5OXRs6fbjQhy5OW5egnK5JBsu/nmth5BRinIISIiIiIi0gzWxsnk8KerLFlCR2rZtj2ftWuhuMNmdz4/PyaTo1cvt7t+fdQDCguVySHZl2PFR3Pr04iIiIiIiLSCujoXgxg61B3HTFeprqYjrhjHypVQWrDRnY9Tk6O42J1auzaqj6IiZXJI9p1+eluPIKMU5BAREREREUlTdbXbfv6528ZkckBjkGPZMtinwJuLEme6SocOUFwMa9ZEPUSZHJJpob9PAN54A448sm3GkiWariIiIiIiIpKmurrI45hMDoIgR0UFFHcIBTmipqsA9OkTJ8hRUBD7IJGWiM4M2m+/YCWfHKEgh4iIiIiISJqi3xVjlpAlCHIAlHRInMkBCYIc+fkwe3YGRis7nJUrXXQs02prI4+7ds38M9qYghwiIiIiIiJpCs8i6d07NnYB0Imaxv1i472wppPJ8dVX8Mkn8N//ZmjUssMYMAD69ct8v/56xr7OnTP/jDamIIeIiIiIiEiawpkcEe+JiTI5Vn3qdoqKYgqPApSWxgly+GKWXZGdQjamKlVVBfv5+fGjczu43PtEIiIiIiIiWRYOciR6TwwHOYrrvQjGAQdENgplcmzYkGAxlca5MJHWrHHJHiIp84McTz4Jq1a17ViyREEOERERERGRNIWnq4QTM8KZHN3Z3Lhf8u0j3E6XLgkzOSBBGYb6+rhj6NsXyspg9eo0Bi7tX7huxuuvZ7Zv/4+lpCT4o8sxWkJWREREREQkTalkcpSwLti/8wZ47McuwBGnJkevXu5ww4Y4pRiamLbwxhtwwQWpjlzavQ0bgv0TT4RXXoEVK2Lb7bsvfO1rTfc3Z45LFSouhm9+053bvj0zY22HFOQQERERERFJUzjIMXx4/DbhIEdxaR506hTbyIuQ9O7tDsPvt7z+OpxwQsIgR48esGkT3HGHghw5JboGy8knx283YAAsX950fyNGuAyiZ54Jzu25Z/PH185puoqIiIiIiEia/CDH9dfDo4+GLoSmq/RgU+N+RHHScCZHQQEQmcnRqGNHt40Kcljr3m83ed3Pnt1OanNccw0cdFBkcUtJX7xCs/feC0uXBv8uuih2OdhktmyBWbPc/qxZOR3kUCaHiIiIiIhImvyaHN/5jsuoiCcPG/9COMjhRTfiBjn8gqObNxM2ZQqsXOn2y8pgyRKYOhV22y3l4Wfef/4Dkya5/XAERtIXL8gxfDgMGhQcd+8ODQ1N9/Xii8H+xIluO2RIy8bXzimTQ0REREREJE1+JkdhYdQFGxnYGL33Ks48M0lHXiaHP10l4v12wAC3jVoF46qrgv1Zs1zCx7RpqY07K+rr4W9/C46jgjKSpuefjz3XrVvkcV5ezN9ajJkz4VvfCo79oEhEWlHuUSaHiIiIiIhImvwgR1FR8nZvv1aHHRR10s/kGDeu8VSPHu50xOoqXgAkenWVYcNg3jyYMcPdt+eesGhR+p8hY+69F/785zYcQIjPzAYAACAASURBVA4pL4eHHoo937175LExiTM5rIUnngjSg3YyCnKIiIiIiIikKdVMDnbdFRPVpDHIEbo5P9+t6rlmTaidv2xL1Mvs8uVw/PHB9JSBA4P6k7/7nev+xz9O59O0QF0dXHdd5LlE83ekaQ8/HP98vEyOREGOV1+F887L6LB2JJquIiIiIiIikia/JkdMkCMdUWvP9u0bFeTwlpeNfpldu9a19flBjoYGuPZa+MlPWjCmdH3wAVRXR57btAl++lO49VaorGzFweSAZ5+Nfz6dIMdOXg9FQQ4REREREZE0pZzJEY+fyWEiczz69HGzFRr5QZDQdJVt21zcoLg4aDZokLtvjz2Cc4uuuSc2+JBJW7e6aSqJVlK5/Xa48Ua4557sjSGXLF3qAhzTp8e/Hj0vKlmQI95Sxb5WS/FpOwpyiIiIiIiIpClhkCMdUZkcpaWwbl3oRJxMDr9mR0lJ0GzgQBdbCS8j+7tJ+fDuuy0YXBPuvhsuvzxYUeXTT+G++2Lb3XBDkPYiiR16KIwZk3r7ZEEO/48znptuSmtYO6KsBzmMMScZYxYYY74wxlwX53qRMeZJ7/pUY0xZ6Nr13vkFxpgTm+rTGPO+MWaW92+lMeYf3vlexpi/G2PmGGOmGWP2y+6nFhERERGRXOa/X/pxiEapZHL4N0cFOUpK3FSURnEyOfwgSHSQI1oNneIvRZopGze67Ztvum2XLjB+fHAc1rEjfPll9saSC1avjjy+8MLk7Y2J/7f23nsug8b3xhuR7ZJleeSIrAY5jDH5wB+Bk4FhwDnGmGFRzf4H2GCtHQz8Hvitd+8w4GxgX+Ak4F5jTH6yPq21R1prR1prRwIfAs95z7gBmGWt3R+4ELgrW59ZRERERERynx+nMDFVRdO4OU4mx4YNsH07kddfeKGxjR/kCE9XCQc5nnwSTur8HrMZkd16GNFTYfxio8cc416qo1/Ahw7N3lhy0SOPBPtHHRV7PVEmx9lnw+efB8cHHRR5PSYql3uynclxCPCFtXaxtXYbMAU4ParN6YD/Cz4DHGuMMd75KdbardbaL4EvvP6a7NMY0x04BviHd2oY8BaAtXY+UGaM6YuIiIiIiEgz+O/wedFvVC3I5Ojd2239JInGF9KpUxvbxJuuMii0RG1ZGQzLm8989sY2pDCW5tqyJfI4eonTaIcfnr2x5JrHH3fbm29229tvj22TKMixalWwX1u7Uy4jm+0gxwBgWeh4uXcubhtr7XZgE1Cc5N5U+vw28Ka1drN3PBv4DoAx5hBgNyAmqcsYc6kxZoYxZsbaiDwxERERERGRQIsyOfxASNTNPXu6bWOQI07nf/2r24YzOcLxhYEDoW/9SmrpRHVtFl/3opc6jZch8JOfwNFHQ+fOrj5IOMNAEtt7b7f9+c/d38ohh8S2yctz1045BX7/e5g8GaZNi2zTooIxO64ObT2ALDkHuD90/BvgLmPMLGAuMBOoj77JWnsfcB/AqFGjshj2FBERERGRHVmCZIwW3ewHOTZsiH/bf/8Lr7/u9vsmyEvv+9Bv6FXn1qHdUFVAl2YMLyXJilv6/AwEP1gzfLiKkKYileCE/7fzyivuXzzNisDt+LId5FgBhJKnGOidi9dmuTGmA9ADqGji3oR9GmNKcFNazvDPeRkdl3jXDfAlsLi5H0pERERERHZu2Ziu4s8saMzkiOp3w4bgpTU6cWLFClhy5AXk3/gYPXGrdGysLoxNX2+JDz+Eu+6KnSYxblxq96cSGLEWrr0Wli2LvWYMXHZZ/BoVuaSgoOk2O2kAIxXZDnJMB4YYY3bHBSLOBs6NavMCcBGuUOgY4C1rrTXGvABMNsbcCfQHhgDTANNEn2OAl6y1tf4JY0xPoNqr4TEOeC80lUVERERERCQt2Sg8mjSTo76edevc69sll8Re7t8f+m9y/0W/F66DDVsyPF3h8cfh6addEdHhw+GBB+DggzP7jPJyuOMOl6oSXU9i4UI3NyfXghyNlWY96WRySIysBjmstduNMVcArwH5wIPW2v8aY24GZlhrXwAeAP5mjPkCWI8LWuC1ewqYB2wHLrfW1gPE6zP02LNx01PC9gEeMcZY4L+4FV1ERERERESapdUzOerqKC93r29+PcoYm91/x+2O21bWZPh1r6HBFQP57LPm3R+vtkS0qiq3vf12uOCCyGsDB8Yvtrmj2xz1399TyeRoKshx663NH88OLus1Oay1/wT+GXXuF6H9WuCsBPfeCsT8OvH6DF0bHefch4DWLBIRERERkYzIRiaHv7qKv4JKhLo6yss7AdCnT4J+6+oA6IJb+aTqgSlw0yGRa8y2RENDyzIIpk1zQaB4X9of/uBqS/jL3nbtGtsm0YoiOzrvd2vU0kyOK6+EG25o2Zh2YMpxERERERERSVOid/WUMjkSrK7SqZN7t4+70GNdHeXlLhDS1DtwV1w2xBa6wNVXNz2eVNXXx19FJR2JVrG8/XZ49VX3wj96NIwaFdtmZwlypJLJsWZN4mup3J/DFOQQERERERFJU0pJDbvumvhmiNtBnz4J3l+3bWPRIhg0KM61KI2ZHHSFjh2bviFVzc3keO21YD9RkKOiwi05O3UqvP12/A+aq0GO6IKsqWRy3Hln5PERR6R3fw5TkENERERERCRNDQ0pZHL86U+Jb4b0ghz19SxaBPvsk2RQnTsDQSZHFV1dekim1Nc3L8hxwgnB/osvxm+zbRsUFSXvJ1eDHM3J5Ljttsjj/Hy3Ks2gQfDTnzae3rTJq2t6330wZUrLx7oDUJBDREREREQkTdam8L4fb8oFJC3o0acPvPEG7L8/rFwZec/q1dCvX5LneXUsithKHvVuukqHDJZhbGho/nSVyy932+uvh/XrI6/V17t/TWUg5OcryOE78EC33Wsv990+/LALfCxd2ljBtrbWrdhz7bXA+PHwve9ldNjtlYIcIiIiIiIiaUopkyNRfY4kmRxlZW47dy489lhwvqrSUlUFu+ySZFC1tQAYXDZHFV1bXkMjrCWFR7/2tWD/j3+MvOa/5DcV5NhZMjlSqWbrB0K6d4d77gn+cEKWLnXbSZNaNrwdjYIcIiIiIiIiaUqayXHoofDLXyZeBiVJkCOcqfHyy8H+6nITcz3G1q2Nu13Y4jI5WrIaSrQUpqssXQrz58e5cOaZwX508MevSbGzBjm84FRa6uvd1puiFE91dTPHs4PL+hKyIiIiIiIiuSZhUoO1MHQo3HRT4pv9l/w4HVxyCbz7rotXvPsubKOAQupYVe7aJszk2LYtIsjRmMnRytNVjjwSVqyAqqqomqfh2iD+C7pv1Sq3bWqaRq4GOapcDRX+8IfU79niisvSpUuTTQC++gp2260ZY9sBKZNDREREREQkTQmnq0DT0w2SZHL07QuvvAJnneWazWU4AD/+vxIgSSZHZWXEYWMmR6amq1x8MTz1VMxKINXVrp7lf/4DCxe6TI76enj66SR91dREHvvzKkpLk48hV4Mc06e77VFHwZVXpnaP/z2UlCRs4sdOAC68sJlj2wEpyCEiIiIiIpKmlAqPJpIkyOHbd1+3XUMfLDB9rkuL6Ns3wQ2bN7vtjTfCHXfE1OQYMcJliaTqgw+iCp8+8ojbLl4c0e6qq+Ccc+Dww10Ci+/vf0/xQQ89BOed5/b33z9521wNcvgZOHvvnfo93/wm/PzncNddCZts2hTsZ3Il4fZOQQ4REREREZE0pVR4NNnNkDTjwy/ncQqv8FOC5UIT/of7N95w2z33hB/9iC5saQxybDvtTObMcQtwUF7e5PDKy+GII+CcfWbBgw9GTIOJNm9e/PNRsZBI4UDFxImwdq1bAmSvvZIPLC8vdqpLLqiqctNOmlpCNyw/H26+2S2fksDGjcH+J5+0YHw7GAU5RERERERE0pQ0k6MF01V84ff933Ft013/8pdu60396EpVY+HRN14KClvaXXZxq3EksWCB2763eSQN/zMOli1L2LZ//9hzX/+6C3IkjPdMn+7SPioqXADlsMPc8qdNTa355BN46SUXWSkrc8U/ckFVVePyv5lSV+e+KoBBg9Ir97GjU5BDREREREQkTUkLj6ZyMyQNchgDM2dGntu+PUmfl18esW2crlJVxVJ2bWy2ltIm6z74dUABVtGPBVfeTS3xswzi1Qo9/HBXIuSzzxI84L33XAGPkhJYvx6OPjrpeGLsu6+rpPnUU+nd194ccICbbpKhIMecOS4pBlyCzIsvuv2vvnJTinYWCnKIiIiIiIikKVuFR8NGjoT/4X4Axnd+LHmigz+Nw5u+0Fh49OmneZlvNjZbR+JClb5wkGMuw9n71bu4hIfciTffjGg7ZUrs/ccd57aXXdbEg668Eq65Jr1iIWGpBJTaq/vvh1mzYMIEtwxKC4Mc1rq6K4cf7o6nTQuuNfXnmGsU5BAREREREUlTwukqGcrk8J3PYwCMqX40ecPqalfTwYuE+JkcFsPLnNrYbC2lUFzsDoxx/6LGvHp1sD+TAwCYwjn8a/yTcMwxMR8j2nHHwQUXwNy5UReiC0P84Q9w552ujkhz1NY23aa9Gj8+2H/++WavgnPZZS4R5t573fHChW6bKzN5miODiyaLiIiIiIjsHFqUyeEvw1pY2ORzRvMuFfSmNxuSN7zttojDLmxhKx3ZtD6yUOdaSmHMmMh76+uhQ/BquHo1lBY3sLYijxv4v8bzx//1u/BXl8xxzz0wbFj8oeTnw4ABkUuYAm56Rkt88IELlLz7LjzzDKxb17L+2pPoZXVT9Kc/ue0777it/6cXtdLvTkWZHCIiIiIiImlqUSaHn4GQyrqeEyc2HeDYsiXmVFdchOHL2l0AuPVsl1axrtvusffX1UUcrpq3nrKKGQkfd+yxbonYW291x/G+h65d3Yt2Rl+2DzsMrrgCnn7aFR71C1DkgiSrpCQS70/NWvj3v6FTpwyMaQelIIeIiIiIiEiaEhYehaYzOfwgRypvogcdFOwnWj61sjLmVBdc4GMRbirIvoPdMrBrG0pi346jghyrv6iiH6v4OTc3ObySEhg8OPZ8t25uG5PN8f77MW1vvRX+9a8mHxX74PaaydGcZW67dEn7lvXr458/8sggMeeKK9Ifyo5OQQ4REREREZE0JZyukkomx8CBbtu3b9Ntw2+ycTI2gLi1KfxMDj/IMWj3DnTvDutscewYr7su4nDV1t7swmquD01VSeSpp+D882PP+3U0Y+IvRxxBNZ0wWM45B3r0gBtvhOOPdyvKplxLtLQUVq5MsXEr2rLFRRiMgeeeS/2+fv3Seszbb7s4TyKrV7t6HXffnVa3OUFBDhERERERkTQlnK4CTWdy/O538I9/wNe+1vSDwnU7YtIiPFtdlgY//3njKT+TYyqHAjB4v46UlsLahjhBDr+wAy6pY111Z/qxik4kL+x57rkwerRbrnTNGjjpJDjlFHfND3LEG/IMRgFuZZbNm4PzJSXw0ktJHxno2tWtmbpmDRx6KOy3n1tj1/8u2ko48HLXXfHbxIvk9OiR1mNC9V/jqqhwdWh3RgpyiIiIiIiIpKlFmRydOsHpp6f2oPPOC/b/9S/30I8+imzjv9iPGNF4qvujfwRgMXvQjc1079fFzfCwvd0Yo6ao+NauBUseu7A64nzPouqYthMnuuHk5bnEildegZdfdtcSTlcBvsF7jfu/+lXkrJ0lS9y2ujrYj+uQQ9y2vNytl/rf/0JBAewep+ZIawpPoRkwIH6bqEDM3VzBb2eflLTb8ePdd718eeKFWL7xjcjjFOra5iQFOURERERERNLUokyOdIQfcuONbvvuu5Ft/JfmUCHT0pHuBfsLBtODTdClS2Qmx+TJjW2/pKzx3XzVKrfth9tZyGDWUMqLZz4CwPe+Fzw2Wa1MP5Nj5szI89EzTIYMgV/+Mji+6io3vKOOcvGK5csTPGDIELeNDtasWpV4bdvW8OKLwX6i6UhRBVOv4m6ue/+bnH9+RFJNo2eegfvvd/t775344739duTx6tXx2+U6BTlERERERETSlHQJ2Ux7/HG33bjRbaOnNvhBjtD8hD593HYLXenNeujiMjkagxz33QeABfbgS0pL4ZprYJSbSdKYyTGYRZSyjiOGlLNtm5ticuaZXptdEg/ZD3L88IfBOWsjkxv69IGvfx0uvhj22is4X1EBH3/s9keOTPCAggK33b499lqc4qatJrwU7KRJsXVUamth112DQ4Lf7PHH4Wc/i00GmjMn2I9XlmXBAle6Jfrv8ZFH0h18blCQQ0REREREJE0tWkI2XX7kwX+h95fO8MUJchQXB5dX0h8KCykthXX1vbANtjFgMpfhje0mTQru8TM5GnXq1BhXeOYZN5SEmSwE01UgmMERnn4ya5ababLrri7hYf58+Mtf3LXrrw/aVVS44EtMAVP/O6irg86dI6/NnZt4YNk2fz7stltwHA56QMyKOs9yZsRxZSV89VXkLb/6VeLH3XwzDB0KvXq544cfDq4dcECKY84xCnKIiIiIiIikqUVLyKbLf5A/TyE6kBInyBGOg6yjFIyhtBS20pGquiJXRAN4g+PjPrIv5ZEnouZIJKoL4fMzOcAFNCBy6kq8mRwHHui2/tQM36RJ8L//G9XYj7h89lns6jL+6jWt7Ykn4NVXI+eJJIsEAefjsnSuPHJm40oo6SSiRC2Mw0UXwQsvuKKwzz+fej+5REEOERERERGRNLWo8Gi6/IiCH8yIfob/kt/Echr+kqPrarq4FUlwS8x2ZgtPPRikSgxgOUV3/iby5vr6tIZcXBwM2w9u+MGOAw+MH+Q46KDI40suCfYnT44aQrVXCHX8+NgiFePHpzXWjPn7391227bgXHjQUeOsogsAA1nGH24o57LL3PeS6goz1gaxnrDTTnNTXwYNSmfwuUNBDhERERERkTS1WuFRiH1QoiBHqPAoQGlHtz7rSvq5Y5e8wdrabi5I0Ls3i3Y9hmHMY3Tf+Y33LWSIK5gxenTQWby36SQKCtyUlq5dg2KjX37ppqd8/HH8r8gYV7Ojd29YscKVDVmwAP76V1dPdOnSUOMNGxI/PLzCSWtpaID3vFVj9t8/8rwvqkjqwsL9AJjEBDjpJPLyXIDilVeCOIm17ju8+mpYuNA94qKL4KabsvhZdnAKcoiIiIiIiKSpVTM5mpjy0FiQ1C/M4Hn1rSLeZjT9vCKifibH2pquroJlly4s2r4re7LIFSf1dKLWFTd97bXUx5BAYSFs3uwSGh57LHIaSzzLl7s6HP37uyk3Q4cGGQkRK7OE615E+/GPmzXWZtuyBa691hUZgeCLhsggRzjDo2dPlj3wOgC7EkRvTj/d1eXwF9DZvNktwztwIAweDEce6epuhFekkUgKcoiIiIiIiKSp3WRyWBvMB4kKchz49SJGEyw362dyrNvqMjkerjuPRSs7sweLya+p4sAD4fZLP3eNund3EQpfdHHPFK1fDw8+CDfc4I7TnPUCBCuyrFgROnnkkZGN7r4bFi1yU3Y+/jj+MiTZsu++cOedwXH37nDrrW4/UZBj8WKWbeoOwKAjd288PWyY2/oBHX8J3bYqM7IjUpBDREREREQkTQkLj7Z2JscDDwSVOpuYUhI9XeWS1f8HwJ4sgtWr+fjl1fzkxE9do+hlalu4VMdtt7nt9Onp39u/v9v6L/719XDFFTBt/F+DRr16wR57uLol77wD+7mpIHzxRXZ+k7Do5VAKC4OiIx9+GExT8YMcv/419OrF0qVQWGjp80qw1qv/tW/a5Lb+zBt/SWBpmoIcIiIiIiIiaUo4XQVaN5PjjTeS31tR4dIpcMu6FrCNdVu7smZDEBAZzlwXNejXz82PAJeNEHbYYc0a+vGhxVuuvDJyadlU9erlEjT8IMcHH8Af/wg//Ph/gkbR82CWLIG334YhQ+Css9J/aEscc0zwm511VjB9xg9yeAGQZctg4EBDXpdgWVk/yOHPQPKDHdExJ0lMQQ4REREREZE0JZyu0tqZHP4qI4n07t04jcUYKM1fz9rabsxd4160r7+ikkMIpVfEe6vePZhOka4nnwz2vQVd0maMy+bwp6t897tum58fCibFm89xzDFu++yzLuMlehWWbDjgALe6S3iN3fvuc9Nn/O/Wmwb05ZexK6B06ABdugRN/WBHz55ZHncOUZBDREREREQkTW2ayVEZLPfKhx+m1VVJ/kbWbe3GnA0uKDDh+zWRDfy3az/lYv16+PTTtJ4RFl7w5aijmt0NAwa4TI4FC4L6nhGLqESvPxtt3Dj4z3+aP4BU5OfD1Knu9w//Zlu3whlnwIgR7tibVjRnDgwfHttNz57K5GgJBTlERERERETS1KaZHD/7mdu+956bjgIpZ1uUdljP0i3FzKncgz6dNtOnb1RAxl+2w6/v0atXs4uOgptm4mtJ8cz+/V2QY/Hi4NzSpVBLUeKboiVbdjYTrA2+t+jfLDytqEMHtm51STj9+sV206NHbCaHghypU5BDREREREQkTQkLj0L2Mzl83/hGsJ9isYseeVXM2rg7D9eezfDS8shpFVkQHnpLvpZu3eDzz+GUU9zxrbe6AqQf8bXkN4aLsS5a1PwBpMJfBgYiV1KJlpfXGG+JWhAHcDOM1q51+xs2uHIjTdSUlRAFOURERERERNKUdLpKpiWryeHr0iWlrmpsMH9kl8L1WQ9yZEr0MC+6yH0tb3JssO6qLzx1xV9SBuCaazI/MH/uDMDVVwf7fgHXeEJBjni1Nvbc0y0K8+9/w733xg+ESGIKcoiIiIiIiKSpVaerxAtE1NdHHqc4peTSXk837o8d+m9X6TLLnngCHnqoZX3cckvk8YABMGoUvPX1iTBrVnChthY++ig4HjIEZswIjmfPjgxMtNTBB7vtuHHwox8F56uqEt+Tl5e0oOiIEW5qzujRrpzHsmUZG+1OQUEOERERERGRNLVq4dF4/a1ZE3mcYpDj293f4i2O5nm+xTFDl8cPoDzwQDMGmdjZZ8PFF7esj9JS+Oc/I88deSR8/Eke22wBK1e6BUwoKnKBm4ULXaNzz4WysuCmkSNhl11aNpgwPwJRUhL5O8ULchx+uNvm5TUmesQLcowbB6efHsSxohNVJLnsh+1ERERERERyTKtmckQXZDj33NjpEBddlFpfxnA073j9Xhs/yNG1a9pDbA0nn+y2553ntqNGuUyHRx91q7butRfMn+81HjwY6urc52uNeUXRv9GWLbFt/O81L6+xsGj37rHNunWDf/zDTVmZNSv+CiySmDI5RERERERE0tSqhUc7dIA77wyOJ0+G558PjjduhDPPTK2vurpgPy8vfpAjvO5rO7NtmwtqQFB6Y/x4t12wIHIREzp0yG6AI7yGbXSQ47TTYts3NADw22f25Hvfc6fiBTl8gwfDmDEueCOpU5BDREREREQkTQmnq2QjkwMSLyMLKa+sAkBlZbCfnx8/UlOUxrKsraygIBhyeEnasWNht93gjjsS/ARegCGjzjgjcmBhxx0XO5CGBlbQn+seHNp4SkvDZp6CHCIiIiIiImlKOF0FspM9kKzPVFZf8YWnufj3vf222/q1KtpxkCOsUycYNMjtT5jgCnW+9ppL4JgyJaqxMfD972d2ANOnB/uFhfHbWOuiMd/6FvzgB1zNXRGX2+nMoB2aghwiIiIiIiJpavNMDp9fYDNV4VoR/lSV0aPduO++2x3vt1/aw2srM2bAW2+5uhUjRrhzDQ3w/vtxGp97bmYfvnVrsB+dyRG2bJmbXjRmDM8yJuJSOvEpSY2+UhERERERkTS1eiZHOHjyk58E++lMVYkW/QHGjHHPKSlpfp+trE8fOPpot//Nbwbn45YVOeoouPTSzK6u4kuUyREye3bk8bx5mR+GKMghIiIiIiKStlbP5PDXEwU3H8OXrHJlU+IVHd2BDR0arH67Zk2Cn8KY7NTnSJbJ4QmXUbEW9tkn88MQBTlERERERETS1qqrq0BkkCP8Qt2SlVBycK7E2LFu+9hj8MQTcRrk5WUsENWJan7N9e4ghUyOww9323//OyOPlwRy769aREREREQky5JOV8mGcJAj/JLekoBKDgY5wt58M87JDGVy1NZCLZ2YyK95k2PiZnIsWABHHOFW+AX48EO39YMdkh25/VctIiIiIiKSBa0+XWX7dre97jqoq3P7v/51+v2cc06wn2PTVXydO7ttRUWcixnK5Ni0Kdg/jjf5oMsJMW3+93/hgw/g7393x6+80uLHSgoU5BAREREREUlTqxce9TM5OnQIAh7h2hypmjwZrr7a7edokGPxYrfaSnl5nIsZyOSorIQLL4w897sHesW069vXbcMZJdn405BICnKIiIiIiIikqc0Kj+bnRwY8muOyy6BfP/judzMztnamb1+3Cu7atXEuZiCT45JL4PXXI89Nnx55PHu2K34K8Pjjbr+oCK69tkWPlhQ0838VIiIiIiIiO692kcnR3EyMoUNh5crMjKudKi1NEORoYSbHwoXw7LOR564/4WP+7/WDqKiA4mJ3buTIyDY/+xls3Qo9ezb70ZIiZXKIiIiIiIikKeHqKtmuyRHO5MjR6SaZUFoKmze7wEKEFmRyrFoFJ0SV3riP8Qw7fQgAy5e7c1VVsfe+8ILbKsiRfQpyiIiIiIiIpCnhdBXITiZHOMjR0kyOnUBpqdvGZHM0M5PDWvj2t2Hp0sgCoifwOh37dAdc9sbrr8Pnn8fev3692/bokfajJU0KcoiIiIiIiKQp4XSVbNfk6NCh5TU5dgIJgxzNzOT44guYNg1uvBFOOik432PYQDp2DI4//zzI2gD4znci+xk4MO1HS5oU5BAREREREUlTq2dybNvmtoWFyuRIQZ8+bhs3k6Omxq0w4weLUjB3rtueemrk+W4/OI+iouB482Z4663g2C8+6hs0KOVHSjMpyCEiIiIiIpKmVs/kVInJqQAAIABJREFU2LLFbTt3DqZbKJMjoaSZHAB/+APMnAlnnw2zZjXZ30cfufjS/vu749ceW8Nl/JH8zkUMHRo8b8MG+Oyz4L4VK+Cxx4Ljbt2a93kkdQpyiIiIiIiIpClh4VHITiZHba3bdukCt90GF1wAY8Zk/jk5ImlNDt+sWfDkk3D66U32t3Ah7LknjVkbJxyyiT9yBRQVsdtuLmOjXz8X5KiogKOPdu2OO87FUnwqPJp9CnKIiIiIiIikKeF0lWxlctxxB4wd66pf9usHjz4KnTpl51k5oGdPN5sneroImzYF+6tWuW1dnVsS5bTT4MUX4/b3xRcwZEjohB90ChXk6NXLrbBiLZx8Mjz1FNx9N1x1lbv+9a8r+aY1KMghIiIiIiKSpoTTVSA7mRz9+8MDDxBRAEISysuDkpI4mRzhqSm/+IXb5ue7CMZLL8G3vgW//W3ELQ0NLsgxeHDo5IMPum0oyNGzJ3z1ldvv0QPOOsv9XLvuCgsWwJtvZuazSXIKcoiIiIiIiKQpaeFRaRf69IkT5Ni4Mbbh8uWwenVwfN118OmnjYcrV7rEjYhMjkmT3DYUdOrVC7780u1HLxU7dKgSb1qLghwiIiIiIiJpavXCo5K20tIUghwXXBD/5vfea9xduNBtI4IcvlAmR00NbN3q9rt2TW+skjkKcoiIiIiIiKSp1QuPStpKSmDduqiT0T/a8cfHv7mionH3iy/ctnG6Sk1N0C4U5Jg9Ozit1X3bjoIcIiIiIiIiaWr1wqOStuLiiFgFAOVPvMVLIyYyh+HMZb/E0Yjq6sbdhQvdrJRBg7wT69cH7ULTVX784wwNXFpEQQ4REREREZE0tXrhUUlbcbFb0rW+Pjh3ytVDOG32LYxgDmfybGyQw49k+Kun4DI59tgj9HsnyOS47rrg9KGHZuhDSNoU5BAREREREUmTMjnav5IS9zv5ZTjq6uCTT4LrCxnKxtqOkTctXeqiI35xDWDhp7UMWfpmUOAjlOURDnIY435+a10RUmkbCnKIiIiIiIikSZkc7V9xsdv6U1bCNTN80+Z0jD3ZsWNjkKOhARYtNgzeMsst17JpUxDkOPTQ0BwWaS86tPUAREREREREdjQJC48qk6Pd8IMcK1fC+edDhzhvvwu+6sgJ0Sfz8+HNNxvvrakvYgjeEiszZ7ofH+C3v1VAqx1SJoeIiIiIiEiaEk5XAb34thN+kOPGG2H6dPjwQygsdOd++EPo1AmWVHSLvbG+3s11IbSyCt7O0UcHS7Z06pTF0UtzKZNDREREREQkTQmnqyiTo93wgxwffBCc69w5qCn6zjsJghyjRsGSJYBbWQUIMjkA7ror6EzaHWVyiIiIiIiIpEmZHO1fuPinXzrDWvfzGAODB8Nn5b1jb+zQwVUpxWVyFLKVgSwPrv/nP26rIEe7pCCHiIiIiIhImpTJ0f716BHsn3KK24aXeR05Ehas7UUNHV32xmefuQsFBbB9OwDLlsHAvJXk0xD7AAU52iVNVxEREREREUmTMjnav/z8YH/vvWHLlogVXxk5EhpsHnMZziHHHuMaQUQmx4oVMKDTBjjmNHjxxcgHqCZHu6RMDhERERERkTQlXUJW2p0BA1ziRfg3O+AAt53FSNfAF8rkWL4cBnZYHRkx8SnI0S7pf5YiIiIiIiJp0hKyO4bLL3fbo4+OvVZWBt27W2ad8NOgIbhMjpoarPUyOfJXu3Pz50e28ZdqkXZFQQ4REREREZE0abrKjuH3v4dNmxpXhI1gDAwbZliwfXBkxCo/H9atY/3yarZuhQF5q1xQY6+9YL/9XJsuXVrnA0jaFOQQERERERFJkwqP7hgKCqB798TXd9kF1qyJOunV5lgxbQUAA9bNCqar+D96164ZHqlkioIcIiIiIiIiaVImR27o0wfWro08Z/fYE4Dlc9YDMIAVLpMDgmCHMjnaLQU5RERERERE0qRMjtxQWuqCHA0N8Mkn8PTTMOzy0ZzP31hx8/2AF+Twl4v1f3QFOdotLSErIiIiIiKSpoSFR0GZHDuQPn3cb7l+PRx0kH+2K/M5n1LWYmigH6vg2Wfh3nuVybEDUCaHiIiIiIhImpJOV5EdRp8+bhtTlwOYxDX0YQ2F1AU/toIc7Z6CHCIiIiIiImnwZ6Qok2PHlyzIAfw/e/cdX0WV/3/8NUlIaCG00EEQ6eqKolgQUGTVtbsWxJ+LruW7WHetK9Z17WXturo2XBRxxYYN7BVRBJUivfeSQCCVJPP749y5M3Nb7g25yU14Px+P+5i50+7coHfOfOZzPsdkcQBMmWKm6q6S8hTkEBERERERSYAT5AiLZageR73jBDkWLXKXNc6s4GKeNesJRD86dTLTWbPM9O23a+kMJVEKcoiIiIiIiCRAmRwNR26umU6f7i5r2byCfVgCQA7bzUJnHNriYjOtrKylM5REKcghIiIiIiKSAOf+NizIoUyOeqdNGxOT+vhjd1nTxpU0pgSAFhSYhc2b18HZSXUoyCEiIiIiIpIAJ8gRNWFDmRz1RkaGCXSsXesua9m8nGKaAJDTNccsdP5N993XTFu1qsWzlEQoyCEiIiIiIpKAKrurSL3idFk56yy48kqYeNPcYC2O/W85BTZudDeeOtXdWFJSRl2fgIiIiIiISH0SNZND3VXqpd9+M9NDDoFrrgGmbqcLk2j5u+6c/OfbIL2du3GnTrBhg0n/kJSkIIeIiIiIiEgCVHi0YTrggMDMrl00pZjTuvwI6RE2bN++Nk9LEqQEKxERERERkQSo8GjD8uijZjpoUGBBWZmZNmpUJ+cju0dBDhERERERkQSo8GjDcuWVJj6VE6gxSv/+Znr66XV2TlJ9SQ9yWJZ1nGVZCy3LWmJZ1t8jrM+yLGtSYP0My7K6e9bdGFi+0LKsY6s6pmVZX1uW9XPgtc6yrLcDy3Msy5piWdYvlmXNsyzrguR+axERERERaaiidldRJkfD0Lcv7NwJ551X12ci1ZDUmhyWZaUDTwIjgTXAj5ZlvWvb9nzPZhcC+bZt72NZ1ijgPuBsy7L6A6OAAUAn4BPLsnoH9ol4TNu2j/R89mTgncDby4D5tm2fZFlWLrDQsqxXbNsuS9Z3FxERERGRhkmZHHuAZs3q+gykmpKdyXEIsMS27WWBgMJrwCkh25wCjA/MvwGMsCzLCix/zbbtUtu2lwNLAser8piWZbUAjgbeDiyygezAcZsDeUB5zX5VERERERHZEyiTQyR1JTvI0RlY7Xm/JrAs4ja2bZcD24E2MfaN55inAp/atl0QeP8E0A9YB8wBrrJtuzL0ZC3LusSyrJmWZc3cvHlzvN9RRERERET2IMrkEEldDbXw6DnARM/7Y4GfMd1eDgCeCGR7+Ni2/axt24Ns2x6Um5tbO2cqIiIiIiL1ijI5RFJXsoMca4GunvddAssibmNZVgaQA2yNsW/MY1qW1RbTpeV9zzYXAG/axhJgOdC32t9KRERERET2WFGHkHUok0OkziQ7yPEj0MuyrB6WZWViCom+G7LNu8CYwPwZwGe2bduB5aMCo6/0AHoBP8RxzDOA92zbLvEsWwWMALAsqz3QB1hWg99TRERERET2EFG7qyiTQ6TOJXV0Fdu2yy3LuhyYCqQDL9i2Pc+yrDuAmbZtvws8D/zXsqwlmIKgowL7zrMs63VgPqZI6GW2bVcARDqm52NHAfeGnMo/gZcsy5oDWMANtm1vSc63FhERERGRhixqdxWHMjlE6kxSgxwAtm1/AHwQsuxWz3wJcGaUfe8C7ornmJ51wyMsWwf8PpHzFhERERERiaTKwqMiUmcaauFRERERERGRpFDhUZHUpSCHiIiIiIhIAlR4VCR1KcghIiIiIiKSABUeFUldCnKIiIiIiIgkQIVHRVKXghwiIiIiIpJctg333w/r1tX1mdQIZXKIpC4FOUREREREJLl+/RVuuAH+9Ke6PpMaoUwOkdSlIIeIiIiIiCRXQYGZfvop/OtfdXsuNSBq4VFlcojUOQU5REREREQkuYqL3flrrqm786ghUburOJTJIVJnFOQQEREREZEac//98J//hCycObNOziVZonZXUSaHSJ3LqOsTEBERERGRhmHePFN6A+DYY6Fbt8CK9evr7JySQZkcIqkr7kwOy7LaW5b1vGVZHwbe97cs68LknZqIiIiIiNQnP/zgzu+1F/zlL/Ddd8CmTZ6IB1BeXuvnVpOqLDwqInUmkf8tXwKmAp0C7xcBf63pExIRERERkfpp4UIzvfRSk8zwzDNwxBFQsr0U2rVzN3zyybo5wRqiwqMiqSuRIEdb27ZfByoBbNsuByqSclYiIiIiIlLvrF1rMjiefBIWL3ZHjP1ibS9o3hxmzTIL3n677k6yBqi7ikjqSiTIUWhZVhvABrAs61Bge1LOSkRERERE6pXKSpgwwe2J0rMn3HGHmV9bkG2CHAMHwtFHQ0X9flaqwqMiqSuRwqNXA+8CPS3L+hbIBc5IylmJiIiIiEi9MmeOma5d6y5r1cpM84uyTJADID3dP6RsPaRMDpHUFXeQw7btWZZlDQP6ABaw0LbtXUk7MxERERERqTe8wQ1HdraJaeSVNIVmzczCjIyGW3hUmRwidS6R0VUuA5rbtj3Ptu25QHPLsi5N3qmJiIiIiEh9sWGDmU6f7i6zLJPNkV/SGFq2NAvT0+t9dxVlcoikrkRqclxs2/Y2541t2/nAxTV/SiIiIiIiUt/s2GGmvXv7l7fOKSe/PNvtu9IAMjk0uopI6kqkJke6ZVmWbdtO4dF0IDM5pyUiIiIiIvVJQYGZZmf7l7fK2MlW2kDPwIL09Hof5IjaXcWhTA6ROpNIJsdHwCTLskZYljUCmBhYJiIiIiIie7gdO6BxY2jUyL+8Z8Ui5jEAhg0zCzIyYP582GcfWLmy9k+0BkTtrqJMDpE6l0iQ4wbgc2Bs4PUpcH0yTkpEREREROqXdevCszgAejTbxEbaU9mug1mQEUgmX7oUXnih9k6wBimTQyR1JTK6SiXwdOAlIiIiIiIStHAhZGWFL2+XtY1K0snLh7Zt8ad6FBXV2vnVJGVyiKSuKjM5LMt6PTCdY1nWr6Gv5J+iiIiIiIikuoICOPTQ8OW5jbYDsHlzYMHll8Nf/2rmH3ywdk6uhimTQyR1xZPJcVVgemIyT0REREREROqvvDzIzQ1f3q5RPgCbNkG/fsBBB5nXI4/U7gnWoKijq4hInasyyGHb9vrASCov2bZ9VC2ck4iIiIiI1COVlSbI0bp1+Lp2GXmAJ5OjAVB3FZHUFVfs0bbtCqDSsqycJJ+PiIiIiIjUMzt2mBv/SEGOXEx0Y+PGWj6pJFJ3FZHUFXfhUWAnMMeyrI+BQmehbdtX1vhZiYiIiIhIvZFnkjXCgxx5eeR+8irpvMj69SG3HocdBtOn18r51TRlcoikrkSCHG8GXiIiIiIiIkFRgxyrV5NOJZ1Yx+rV3fzrhg6FWbNq5fxqmjI5RFJXIkPIjrcsKxPoC9jAQtu2y5J2ZiIiIiIiUi9EDXLs2AFAV1azZo0/yFFYnkWj8jQya+H8alrUwqPK5BCpc3HXA7Ys6w/AUuAx4AlgiWVZxyfrxEREREREpH6IGuTYuROALoM6sno1FBWZOMDPP0Pzh/7BERVf1u6J1pCo3VUcyuQQqTOJDHr0L+Ao27aH27Y9DDgKeDg5pyUiIiIiIvVF1CBHSQkAXfs1Y/FiaNYMjj4aBg40q2dycL3MfojaXaUefheRhiaRIMcO27aXeN4vA3bU8PmIiIiIiEg94wQ5WrUKWVFaCsBeXSuDi774ImSb229P1mkljTI5RFJXIkGOmZZlfWBZ1vmWZY0BpgA/WpZ1umVZpyfp/EREREREJMXl5ZksjayskBWBIEeXLtFv+u3nnk/imSWHMjlEUlciQY7GwEZgGDAc2Aw0AU4CTqzxMxMRERERkXph+XLo3DnCikCQY9iQCt/iiRPhlr7/A2BH41wAyspg+HA44QSo8G+ecqIWHnUok0OkziQyusoFsdZblnWjbdv37P4piYiIiIhIfTJrFhx6aIQVgZocrTtksnIljBsHb74JJ54Iu+5dBcCGilxaAJMnw5eBOqQffAAnnVQ7514dUburKJNDpM4lkslRlTNr8FgiIiIiIlIPFBTAypXwu99FWBnI5CAri27dYPx42LABmjeHDtZGADZW5mLb8NBD0LixCRIsXlxLJ19NUburOJTJIVJnajLIof+TRURERET2IN98Azk5Zr5v3wgbOEGOxo0BSE+HFi3Mog72egDWV7bn8cfhp5+gdck6ABYtSu2kiCoLj4pInanJIEcK/wyJiIiIiEhNWrgQjjzSfR8zk6NRo7BVe7MMgO829+Lnn82yO7gVgGee8R871ajwqEjqirsmRxwUx6xrn37qf9+4sekcmZ5eN+cjIiIiIg2Wk7lx+OEwcCDsvXeEjTZsMG3RCCkPzcryAXi0bCwnrdhBTzZyIS9wEWa0lW+/TdaZ7z4VHhVJXTUZ5PhfDR5LquP3v3d/cR3vvpvaVZtEREREpN7xjn7y+eeQmRllw99+iz5UynHHcdhv3zGdw5nyeTYjmR62SVlZjGPXIRUeFUldVQY5LMt6nBhdUWzbvjIwvbsGz0uq44sv3Pk1a2D0aNixo85OR0RERETqt9JSuO8+uOoqt/YGwNFHm+k111QRhGjSBHr1irzu/vt5/+FcWpPvW/wwf+VvPALAihXQu3f1zz9ZVHhUJHXFk8kxMzA9AugPTAq8PxOYn4yTkmrydlxcutRMQzM7REREREQ8Jk40z8UuuSR83eOPw223mYyKO+90l3/1lZk6wY4wRUXw0Udm6JVOnSJvk5FBK7YF3z7KVQD8lUfpw0L+wIesXZuaQQ5lcoikrioLj9q2Pd627fHA/sBw27Yft237cWAEcECyT1CqyfnFVZBDREREpHYUFMD8+vcMcPRo+L//i7xuUuDx5l13RV7/hz9EOejIkfDHP8KMGZCVFfPzN9OWPFrRjwXBZT0xD+zmTZjFrikfpVybVpkcIqkrkdFVWgEtPO+bB5ZJKnJ+cZ0LwrRp8Oqr5lUPL74iIiIiqai01GQ5AHD22TBgAGzeXKfnlAhv7CA0jrBuHcyc6b7PyzPT8nJTS/Tmm2Mc9Lvv3PexghynnkpbtvoyOgC6sAaAK144kJNPtuH77wEYOxYeeSTWN6odyuQQSV2JBDnuBWZblvWSZVnjgVmA6nCkKifIYduweDEceyyce655nXde7H1/+gnGjzevt9/Wj7WIiIhIFJ07m9FFAFiyxExT4S48TqtXu/NvveVf5/R+vu46M501y0zXrDG1RLt3j3LQxx7zv2/SJPoJbNoUcXFTislKM9Gjjzgeu7CIr7+Gf/8b/vY3/7bffQdTpkT/iGRQJodI6op7dBXbtl+0LOtDYHBg0Q22bW9IzmnJbvN2V3EuuC++aHIOV66Mve+JJ5rhvhyzZ8MB6pkkIiIi4vXJJ7B1q3lVVED6qafCgw96Ujsis+3UuQdetcqdP+MMU0rDiUmsW2emJ50EDzxgnoMdcwwsX26WRw1yPPqo/33r1tFPINrIK5hsEZyhWn9/THB506b+7YYPh127TLO3tv6uUYeQ1cNBkTpXZSaHZVl9A9MDgU7A6sCrU2CZpCJvdxUnYDF8OLRoEbtP47ZtZvsbb4RXXjHLCgqSeqoiIiIi9cnGjeZmeuRId9mcObhtrBg37gsWmDqcd9yR3HOM15o1/vfXX+/O3367me67L/ToYYIc4GZ4RA1yrFgR/wlEKwYCWBnpYcs6dDCBmJ073WW7dpmp052mNkTtruJIlSiWyB4onu4qVwemDwEPel7Oe0lFTpBjwwa3UlT79uYHN1KEefZsUz77/vvN+0GDYK+9zHxJSfLPt5756SfzJ7rttro+ExEREaltzsgiALfeaqarV+Pe+ZaXR933uedM8+y222DqVFPToy6tXWumo0aZ6RNPwC23mB4nCwJ1QFu2hIMOcoMcTz9tlvXoEeeHDB0afd0FF0RePno0thUe5HC6qjgZKN6kmURiK5EkkoShTA6R1BXP6CrOYFJ/AN4HtgPbgHcDyyQVOdHjW2814fZ99jG5h2lpkX98jz4arrwS7rkHGjWCgQPdIlF1ffVNQWPHmgv9Bx/U9ZmIiIhIbVu0yEy3boU//9nMb3p6svtgKEYmx6+/uvPHHQeHHZakk4zTunXQrJkZRvbGG82yO++Eq65yt7Es83Bn2TLz3WfNgn79YtSjCBWrJgfApZdG3Of008MXO/VPnCCH06UG3IBNdWzebL5PvA+wnCBHengcxlAmh0idSaTw6HigH/AY8DjQH3g5GSclNcB71WnUCObNM/OWFdZdZee6Asq2FcJRR8GWLZCfb0LzCnJEtGIF/PijmXfSI0VERKThsm2YPNntIrF+PbRqZUpN5C6ZDsDmD380VTEhZibHkiUmYHDggWb41dmzw0tY1Ka8PGjTxsxffnn4eqfX84knmmmfPmZ62mkxDtqokXl49p//mPeDB8fYGPjTnyIe47nnYPmUuXzO8OBiJ9HYCXJ4S815Ax6JckaRueMO+OijqrePmskhInUukf8t97Vt+yLbtj8PvC4G9k3Wiclu8v7i3nknZGaaeU93Fds2kfjufbMYylcwZoy5yjVrZrZ19qmieNaeZupUMx0wQEEOERGRPcH335uinNnZ5uZ23TpTVwOg6TGH05RCNpPr7hAlyFFWZm7Kjz/eZIS+9ppZXtXIIGVlJsvC6T5Sk/LzTcAGzHd69ll33XXXmd7OAN26+ffr3TvKAXftMq/cXLjoItPg7Ngx9klEihRkZJCVBd27lDOcL2nRdBddu5pzTEtzR4XxBjl2J5Nj7Fh33tsdKRp1VxFJXYkEOWZZlnWo88ayrMHAzBjbSy2ybfMjH4xge39xmzd35z3dVcaNM/0rt+7IYgaHQv/+/oM6aXb6sfaZOtU8RdhvPwU5RERE9gTLlrnz69b5gxwAuWxmE+3cBVG6qyxdam6O99nHvM/ONj01ZsyImfzBtGlw773uUK41KS/PP/jJhReaEm2LFrml2sA0Jzt2NAGaN9+Ek0+OcsDiYjMNHQIlll693PnffjPT0aPNNNCmXfz4VBYuNN1D2rQxycfgZppkZ8eXyXH33WZUHK+KCn+wZO7cqo9TZSaHuquI1Jkqh5C1LGsOYAONgO8sy1oVeL8XkIR4slRHYSHsvbcJXFx6Kcz7vhHBgbacjAwIdlepqICnnoJjj4VfP9/C+rK2cPDB/oMqyOEqLTV/sPPOY86ctgwebDIxFeQQERFp+JzRRMBkU8yY4e9h0Y5N/iDH+PHw0kthx5kxw0wHDXKXHX64aWLMmWNKoq1caabbtpnskeuuM0O4Arz3nlnftau5uS4uNsGR7Ozqf7f8fLcLCpjjRgqmWJb57IyMKu7fnSFOEglytGzpb2965wNRhHbZxRAo7dG6tRnhxjn/Ro3Md/BmcixdCkvemsMh0+6k1SFuEOWmu+40H3HTzWbB4MEs7XNScP0pp5guRVVRJodI6oonk+NE4CTgOKAHMAwYHpg/PmlnJglp3tx0n7jzTvNkYeTp2ZzMO2alN8iRlkZJZSYPP2xGhh09Gq5qPwnwD8UFKMjh9e67cPXVVD70MCtXmpIlCnKIiIjsGbw3vc6wsd7B53qylK85kiI8BTY3bgxrQs2fb5pl3qDCkCFm+umnZvr00+bG3bbhf/+DQw7xH6NfP2jc2NSNGDgQWrRwS4FUh7e7SlUaNYojQcGpA5dIkCMWJ4rgRBXeeYeFC+Gtt2DL+PfJyzPn37mzCXJUVMDZZ5tsmeOu248jP76F3981jPPu7kvRPZ7iJ/fea0YgvPLK4CkPHQo9e5rMnaqav8rkEEld8YyusjLWqzZOUuIzbpz//RQCeYROAVFgW1lTeq79KhihHzwYOqZvAtx0vyAFOVyBxwX5G8vYtcuka2ZmqiariIjInmDJkvAaFFlZBNsHJ/IexTRlOe6Yqh9+0oi2bWHCBJhuapOyaJG5ifaOyOEU0rzuOlOn4913zXunGCjA8OHwcqDcf3GxecgyahQsXGiWjR0bc0CXmEK7q+y2X34x06qKjcbLG+SwbTj1VC7GFA755qr/8eyzsGmTCXKsWweTJsHrr8MNN8Dt3MY89uVjRjLB/n9sXrYjeFh7V7npm1NWFgxyvP++yYwuLo7QLg6hTA6R1KV6wA3IqFHw9tsmm8PHk8nx3OJhrKvsEHzfqxd0sMwFWkGOGAKPa3am5wAmLbRHD3cwGhEREWmYtm0zQYqePf3Lzz0XKCoCoAfLAVjJXsH1z73SmLw8OO880yWlsNDc/++3X/hn/OMfZjpokClJce+9ZgSXc8+FSy6Bzz83x7nmGtM8u+ce2L7df4ynnkr8u5WUmFfUTI41a8xwI4k81XGKZXTtmvgJReJEhCorg+2xcdwNwGnbXwpu1quXCdjcd58pknr3XTa3cget2Rrcxin3ASY4MearC6Gigs8/NxkyzZubIAf4uyhFokwOkdSlIEcDc8opcNNN0LVLJbmYDA1vkGN23l50S19Daan5cU5Lg46sB8zF1EdBDqO8HB58EICdz00EoPmz/6J7trlorllTZ2cmIiIiSfb662Y6axb885/wwAPmSf+xxxK86e7OCsAf5Fi+Kt13nHvvNcPQH3hg+Gfceqt5UJWWZoZmHTvWdA2ZMAGeecbd7oEHTNbC3/9uurJccokZqdU5v0Q5D2qiBjnGjYPbbnNTUUK9/LKpP+JVUmLSUGq6u8qSJfCXvwDQBX/j64or4KijzPyvv5oHf2l2BRYw+fz3fNv5Tn/xYRTsasKXX7qFVJ1glrfYLC+/DB9+6NtXmRwiqavKwqNSP429pIJxt7bjWS7mEk+QY+mOXHpWLCLz8juCP8IdNs8BlMkR1fjxwXTHwbZXAAAgAElEQVTUiZwDQPaMj2FQH+CE8FomIiIi0mA49+rvvBOhB0YgyNGBDWRSygq6B1ctX53BXnu5o3Y4mbannhr5c045xRyuUaPo52JZ0LatmT/jDPOybXjsMVPn9NlnY+8fyqkRGrG7ytq18N//mvmMKLcMY8b4p2AiQE2aRN6+Opwowu23BxdlUMGDmTdybdk9gHmet//+pr7J9Olw/vkEC6cN77Me2zY9U154Ifzwq8o7UVFhRhwE6N7dTJcv92zkfD9Pm1iZHCKpS5kcDdSxI82P8PNc6KvJsbQgl31YAv/5D3zwAXzwAW2yy8hIq1AmRzRO2iVwF6YSd3N20iS9DIDrr6+TsxIREZFa4Izi4S0WGhToxpGGTVdWBzM5imnMtoJ0Lmr7Nh+N3+jbJeJxAhIJUDgsyy1eujLBankxMzmcAAe4d/ReDz8ceX2yghwhRjV6kyP4hv37lnLddebvMGUKzJ5tup4Eq8MH/qgXXODuO3CgO7+p3ER4cnPN+8xMyMmBvE3l8Ne/+lNkdrg1PZwaKGGxjD293SySAhTkaKAOPMhiJNPIp1Wwu0pBAWwpyaYnS00u3tq1sHYtaevW0L5jujI5Qth2oO3iVKPyaM5OmmSYi+c339TyiYmIiEit2bjRvfEN4xliZS9WMolR/Iu/sYR9AOjy09scW/gm06aZ7iqrVyfnHB94wEydmp/xihnk8A4fU14evv7qqyNvu3OnKW5RU6LUA+lcuIhvOJJfTryZ9u3NspYtPTVPQoIczig1Bx4IM2e6x1lV3gmAdp4RgFu1grwlefDoo/7vee+9wVmn23fUhA1lcojUGQU5Gqq0NI7hExbTm7xiE013Cij1ZCmceKJv844dVZMDzDX6iitMt8+bbjJDtJX997Ww7Zqzk9ZNiuvgDEVERKQ2bdwI7dtHuWedNi042xUTwbiGf7E/pitwR9bDjTcycv+N3HADdOmSnHN0buy9Q93GI2Z3FW/gInToFieAEOl9TQ/X4vQfiebBByMXJHEiGYEgR2amqRP7448mOPH002b1ojKTfeNkcoAJcuRvD/yD//hjxI91ghxh9qB2s0iqUpCjoUpLow9mXLF5q1sAIUGODh18m3fooJocYNoqTzwBhx5qevQAfMfhYds1Zye9Pv03WWllHMp0U3lcREREGhwnyBHRPfcEZ51C7l6dWGeGQRk7tuoPmj/f1H5Yt87Un3j//ar3sW246y6aLZtDkyaweXPVu3jFzOQoK3PnQ4Mcnq68gH/YkpoOcmRmuuP3OlVgwXS7dhx0kMlQ9jruODP19AFq0sQNTDjfeQF9SaOC1pecAa++CpisjjnLmpkNAiPoAPD118HZqEEOhzI5ROqMghwNlWUxCBPBHjqmB0uWhAQ5Onf2ba5MDmP2bDPdutW9fs9mYNh2TSiG779nZOVUSskylcdFRESkwYkZ5PAoJSts2T4EUisidfcIdffdZhSPzz83Y8qGZN1GlJcHN98Mxx9Pbm71ghyWFaUrjjfIMXOmWzkVzBAv4I636gxN4pxTTQY5wAQfTj/dX7X1+OP9bdTnnou8b5RCJ51MLxXe4nTasJX0jz8Kpnf87newZktjKkJvlRIJcohIndH/mg1YZ9ZxAOau/b//NcONAbRgB2Rn+7bt1Mlcr7yZiXtikGPpUpNKesMN7rJXGQ1AOWYouP35hZaYwelb9GxHASZThm+/3a3Prqw0A7mEjnsvIiIidWfTpghBjjffNKmfHtfwEGN4iasP/ZZ8WmJ37UYTAg2rrPAASBgnQhHaFSQW5wlWZSVduoSMCBKHvDxTxyLizbo3yHHLLebltAmdIIcTHSkOdOH96SfzPaKOSVtNBx0EkyebgMU//mHG3A0Vmm3iiBLk6NHDnc/ulA2HHRY8RqdOUGmnBWurRKLuKiKpS0GOBu5zjqJd2wruuitkRUhBqAMOML/JTiYDsMcFOXbsMMGgdu3cMecBZnIwhTRlGy0BuAj3SUGLdo3dIMezz+7W53/6qRny7P/+L2RFWRmMHm0aVCIiIlJrKitDghzFxWbc1j/+0RTx8ujMOl7iAh66q9Q8DElPd1d6gxwrVsCZZ8KaNZE/1DOCR5WctNPmzTnoIFOaItq9fiT5+THiEd4gh8M5uNMmcdqTznd1xtiNNuRsTbj1VhPoCBUtkBSl20inTpCbZv5+HTunme8Q+H7Ov/cnHBP1NNRdRSR1KcjRwLVkO88/VhS8Jt2fGyi/HRLkcK5Jr7ziWbiHBTkeeshMZ80yF77//AdeHPoiAD9wCFtpA0Br8oL7tOjYlILMwID1oX1BE+QEmLZswaRDOuPB//orTJwI11yzW8cXERGR+G3eDBdeaHqaBIMcEyaYjAKvceP8750bfu+NfmCkOwCefx7eeAMuvdTf3dVpdyUS5HACEenpDBoEhYX+8hgACxdGHaAk8SCHk2XiFHJzuj872RJOkdAzzojn7GtWtGFrowQb0tJg/bfLGTdoKi9OyDQLAkPhHn+smRYTOOaJJ8KIEXC4W6dNmRwiqUtBjj3A4Ue4P+5XNA5U02zWzLdNx45m0XPPeX6b97Agx8bAMPY//GCmF10EJ3U0dU1+4BDyMP1L25x7fHCfnG4tKS1Lo/T4U90S5dXkPIwpKwOGDnWfUjipqPGkuoqIiEiNOO88eOklMx9Sr90vdMgUJ7jhvbmeMsWdd4qgTZkSuXD5TTfFf5JOICItLfjAyju0/fLl0LcvXHtt5N3z8hIMcji1RUpLTRcS5wmRU5OjbVsYOdIUtahtmZmmzXrRRfC//8W1S/qhB3PXj8fSq7fly+Ro8eZLZFLKm5xuNjzsMBPI8XQlUiaHSOpSkGMP0LpDJq+8YrqONi4OlNGOMH75FVeYa1awJkQtBTlWrXK7dtaVigr4979NBsfBB7vL22xbyj4sZgaDmcJJALS+dFRwfYsOTQHYQXZ8RcVicIIcYbESZ0WbNrt1fBEREYnfypXu/FFHBWYi3bi2bOl/7wQ5vO2nLVugoMDMb9sW+QOrc1PsCXL07m0GIZk0yby6dnXrgn7xReTd8/Nj1AgtK4MBA/zLvEGOxo1Nw6l9e/c7V1Qkt6tKLOXl5pyffx7OOstdHm91UMsyabW33IL13bcMZDbzGEAxjc13XbjQDCcbyGJRJodI6lKQY0/QqBGjR8Nll2HyGCFikMMZYz04lKxzsb38cjOmqq9gR4J27TKpfgce6L4uuIApU2Cvvcz10TsSWG2bMcNM163zLHzhBZg6lcHM4C1O5x5MOmqbtm4jpEWOmS+wsxPrBBtB1CCHk2MapXCWiIiI1LzcXHe+XbvATKS7Wm931Z9/jn6Tv3ixmYbeBDvth0hBjqpGb3OCHHPnYr05mTFjTEBj1ChT8sOJUYQmm9i2eVXZXSUk89cX5HAyTD0ZEJSX112QY9euyNGceINHTvDpzjuhuJhr2r9CATm8wymsLW7tVnUNfIYyOURSl4IcewLvj6xT/TpCkMNJxQwLcoCJAnz/ffXPYe1aM967bZsr7Y4d8MorvtHIvvyy+offXU7m6IQJnoVvvQXAqbzt27ZjJ0+Qo6X5X6jA3r1MjoICN5N161bwNX+uv95MFeQQERGpNRFHO4t043rJJeaBUEGB6abh1OSwbXjgAbf7qdNOCA1yOIGKSMEBb3eWrVvN53tfF17orr/iCq64AoYMcRfNnWtGXl2xwl22bJlpih1xRBzdVby1RLzfIVqQoy4zOR58EI47Lnx5vMPZFhW58xMn0mnjLADO4TX2u3sUOwkEfAKBn4oKZXKIpCoFOfY0zo1y48Zhq2IGOWD3frSdIlrjxsG778JZZ7GqonOw/gWEPCwoKDDFnU48MVgEKpmc73yMt4h2YSEMGcKpvM1t3M7HOWewZQs0bRYe5NheuXtBjvnz3fmyMiiiqbvAaTh4q7SLiIhIUm3bZkafW7XKszC0bZSRAS1awOOPQ3a2u8xx7bUmGxbcdkJou6aszPSZ9dbt8Lr6anjsMZg+PfYJr19P9sWj+PpreOYZeOcds7hHD1iwwP34xx83mavTp5tlMburRApybNkCM2e6qS4ZGWb5ZZfBnDl1114ZMsStDeIYNw6GD49vfyfTJqADG4Lz+UWN+fH8p8ybwH8DlZVVfFVlcojUGQU59jQ//WQulBF+eKsMcuxOsGHnTjPNzuann2BdYQ4bKk3up3OB8A0Lv2CBufq+/76phppk69eb82jb1rOwsBCaNiWDCm7nHxzTZYEpi2FFyOSobLZbQQ6n6OkFF5ipM5KLL7A0dap5iiMiIiJJl58Pw4aZ2hZBoY/uI2UthNbkcN4PGQLffhs5yDF1qpk/+WS4+Wb/sPEPPwxXXQUlJVWf9KRJUF7OJZe49/vObo0amWZEaOZsQpkcQ4a4wY0DDjDT9HTzMOupp/zft7ZNnuxGdgDOPx/uuiv+oItTMyVgrwNacw6vMjlQfHRuu0BhlkB7TzU5RFKXghx7mv32CxvX3dGqlbkA1kSQ45NPzCioEyfCZ58RzOSwm2czaBDs/+zlbKdFcNtmzULqcHkLU/z6a9yfW10bNpj+tr7rYFGRP70kQtGQFq3MDgUVzXcryOE0OJyipxGDHFHOQURERGpWeblpuoTWFA27q410l+u0HZwuwt6b/kmTwq/tpaXmSc+BB5qb9H/+E047DU46CQYOdLfzpZTEMGiQr01y883uqgceMCXWvL1cogY5du3yBzmOPhqOPNJ9P2KEmW7Y4A8uLFoU33nWlNdei9zn+bLLduuwGRecx6uTG3Pax5fRogUsXBXIsq0qyOFQJodInamjUKukIssyBUCdrILqdleprDSjh3kV/LeYbGDmShP931rclC2YtInWrc3nRgpyrKYLPy/pFxjXJHk2bIgwPFxhoT/I0a1b2H7BwqMVu5fJ8fDDZtq3r5k6w9X601swKbEiIiKSVM5D/bAgRzxtIydq0DRwU+wNclRWhu9z2mmm+4czBqwjPd3ftnBOqrLSfx7vvw8ffWSCC9OmwS+/mIIigVHZvO2b++4z0333dZfF3V1l/HhTzGPcOHj5Zejf3yx3snUdv/wS5YBJcvbZkZeHjgyTqKwsOP10LMyoNYtWBWqQxBvkEJE6o/81xadDh93P5Jg3L3zZWfcfBMDyvJzgstFMBCDnqANpueoX8t/4FGaZIk9OkGMI33Dy1MuSXpZj/Xro2DFkYWiQIwIn5lBQ0cyMg/v00wl/tve7OaPE5hNoIIWkTvr704iIiEgyxBiMzs/J1vBq3twUxZg2zbwPDXKENmpmzgzfDkyQwxtA2LXLLAttn51wgim0MXWqqe0BbjHTgPx8/y65uTB6tJmPu7uKU9etf3+4997o3VJ2c7S5GtOkye7t7/nuffrAwhWBIMc55wDqriKSyhTkEJ9kBTk+mtOFbeSwfFN40KD1acNo2SadzSXN3Z0DQY5V7AVEqXBegyJmchQVuU9homjSxLQ3CvoFnr54K6nGyemZc9ttnqBJoCuPO2ZdQKo0HERERJLliSf8qQZ1wKljEVanPSy1I4pLLoG99zbzoUGOaNfy0FHU0tP93XfLy6seac25MT/5ZLjySt9pn3mmu1m3bmbQl9tvh/33j3Ks0CBHaH2OaPr1i2+7ZPnlF9OFJVE//wz/+Y/7vnPn4Gzv3rBqXSOKcf+DUHcVkdSlIIf4xAxyxBmZdoaLz883Dx06dTLvD2M6/3q2WVhyRPZzD7P/8V34gcHMXNba3dmpUk74E4iaVFlpuuj4ghy2HVcmh2WZDJDlRe2he/dqFWd1/t4DBrhtp/WEppUEKMghIiIN3RVXmIcedfhEvLTUTJ1RUoOc6/zzz8d/MG9wwLajX8tDMyMyMvxPeXbtqrqop3PXPXOmye7wBBwmTTJDyn7yiSmtsc8+5gFL1Bv1aJkc0dx3HzzyCLz6auztkm3//aN3YYnld78LZmkAZliagN69zXQxvYLLlMkhkroU5BCfDh1Mr4uKCqqdybFunUmAyMkx12JnxLMF9GPTJosxY+CREz8BYNmf7wTgtqu2YVHJR792Yu5cWLYy3ddJ1Psgo6Zt2WK+ry/IUVJiLlLRghyTJ8OSJYBJYVy+HHOl8/yNxoyBv/wl9meXl7tBjg4dTJCjUydYxt6Rd1CQQ0RE9hROpKEORM3kcK7ze+0V/8G8mQ2JZHJs2eJ/H08mR6DQe9CCBfD73wOmWTdggFsvtEqlpf4gR7Q20RdfwPffw/XXm1FgnFFX6iNvEMnzfZ3Eoh+aHhVcpkwOkdSlIIf4dOhgfrS3bCH8xznOG+y1a82NurN7t27w27l3clzGx4wda4psXnngN+TRih6dTZ/Rli2hP/N56KP+7Lcf9HzrQV+QI5mZHE6QwVeTw+mMG+2Cfvrp0LMnAMuWmWv7yztPDzZ+ystNTa5nnon+uePHmxocb79t3jvtpXXr4AUu9G/sDMumIIeIiDQA5eXw229VbBRa0LIWOfGVsCCHcx2uojurj3foNsuKfi0PzQAIPEwBTAOtvLzqTI5IdSg+/ji+8/QqKjKNL+8ToGg37cOGhRdNra+8f19Pl+EBA0zvowltrgoGfpTJIZK6FOQQn/btzXTjRsIvZuPGRS6wFWLZsvAHHH0zl/Fhhz/z1FPm2mAVFdKKbW5FL8tiL1ayrcjNC3288M/B+WRmcngzKYKcoV7i6Hu7fLmZjtn0QDDIcdVVsffZvt0M315QAE8+aZY5g7e0yzKfvRNPgKVXID1SQQ4REWkArr/e1K9cvTrGRr5h12qXk8kRtbuKE0zo3j3xg0e7loc+WOnSxZ1v3dpEXqrK5Bg1KvHzicQJMEWtStpAeaMWnoCHZZkuK1+u3ptPyocDyuQQSWUKcoiPU/hyxw4i/zjH0eBYvtz08/TZscNXYyOYTukJcmTgH4L1ykWXB+c3bQo53ttvm/MLW5G49evN1BfkuOQSM41jNJNJkzxvAo2fCRNi7/P3v0df90LpuQCcytvuQifYoiCHiIg0AO++a6bONTiiXr3gxx9r5XwA2LrVtC0mTYqeyeEEOTIzYeJEeO+9xD7DsqIPOR8a5Hj2Wbe2xPz58MILEaIuVRyjupzRWaoKqjQ0MQITTpNwZOVU1q0z/4zeJJ0gZXKI1DkFORqyr7/2pzrGwbk2FhYS+Ye+irocpaWmq4unILWxc6d/HDbnCYEnyNGIXVGPG5ZpedppZrpqVczziUfETA4neHLUUWHbh3IyMIBgECK0S2wo588Y6QHJAMwIM59yjLvQuYpWVeRDRESkHigqMtOYQQ6AlSuTfi5B8+eb6eOPV53JkZZmsiYGDEjsMyoqoj+wCM0e7dPHP0rIXXfF7gcb6sYb3flEC6M7QY7MTDNayaxZie1f33UMLwDvjM4LcNFFNmVlVcSclMkhUmcU5GjIhgwJ1o2I1+4GOZyAQViQIzSTIzTIkZbGoXwPwFntPudzhvt2nzLF0yZwWh6w+2OgB865efPAqViWqRi6YgVcdFGERzjhnG6oXRptCP59qgrir11rin9/8w107eqJ1XzxBd1ZSVdWcQCz3R2cL79uXULfTUREJBU5af6nnuqWwQrq29edr8aoZdXmZFhkZFRdkyNmP4UIli1z948W5Ig2ROuCBSajZdw4GDmy6s/6+GMzhMq117rdXZ2gRby8QY7994eBAxPbvz77/HP46aewxc2awbYb7wPgww8tPvwwSqKLMjlE6pyCHOJTZZCjih9uZ/hYZ9jYoJ07Ywc5LIur+RczbniTSZuOZjhfBje9FFO04sknbPLWlUBurnucGmj8bNgQyOJwWjQvv2z+AM7QYfPmmVcUlmXaEZvLWwXbLVUNJb94sWl39O9vAhxduwZWBNJyh/IV28lxd/D+3atTQExERCSFeNP8p0wJWVlSAgcfbObrIsjRqFHVmRwR+ynE0KOHeW3dCps3J7Zvnz4waFD82x9zjBlCpXVrGDvWLHNSZ+LltImqatA0RMOHR8zkAMhpuos+LAi+j/nnUSaHSJ1RkEN8nCBHURHVyuRwEg3Cghw7dvi7qzhFO5yUD8siDZtD7vujeX/iiZx8spm9FDOyyFV/tRi2zxp/tfVq1Kh45x0zDHplpYkdvPZaoFePM4RL//7w9NNu15D+/c0rhgEDoNTOYskOU7n10EPddeWF/iHwysvNA52wuiUQrGLahq3k4Y4uE2zsQUgREBERkfqnoAAuuMAkZH75pWdFZaXpMuo8GEm1TA5vd5VELV9uIjrOE6Ha4HS/PeWUxPZziodV53s2ZGlpzMAdSWbBggjbKJNDpM7pl0t8nBHRCgtxL2xHHOFuEGeQo8ruKg8/bNIBnb6soQGVwYN57TWYTz/6Mz+4eG5xIDIwcaKZViPIcfnlJrAxbVpI3dJffzXTW281AQ7PELZVOeggM/1hWVtYtoxtS9yx7a/t5y9KtmqVaUc5GaQ+BQUAtCaP7bSknHTYbz//NnU4pJ6IiMjusm1zuevUyTw09wU5TjvNPGlxUiiSXHC7osI8O6isxBfkiKsmR01Lxs3xxo1m+s03ie330Udmqht2v/R0cigIvnW6aUekTA6ROqMgh/g4yRY7dmBSMX/4Ad5/392giiDH2rUmdS8sPlBQ4A7dAubRzfDh7vvQC0HjxjRpAv1YgAV87CnCaYMbMKlG48cpMPrll24drcmH3AfHHmveOOPoJmDAAMhhG4+vPIlNPQ9l+zo3EPHo6j/6tl282EwjBjkCQ/S2xoyZm08rePNN/zYFBaF7iYiI1BtFRaY50aIFDBsGv/0WeOhQVOQOu+KkOyY5k+Pll0390CefBHYFCqAnK5MjVA2MEFelXdGLuscl7KnVHi7w7+60S0OfQ4lIalCQQ3wyMkyXle3bAwsOPhhyotSGiGDdOvNkxhezKC01L2+QI1RoYyGkVXEMn3I/1wFQSLNgX9gf5zZx4gJxW73aTFeutFm40MwPW/sqHHkkTJ5spglKS4Mj+JYfOYT9s5f762mEcAa8iRjkCIy/2+buawBMlxVvDRKA2bMj7CgiIlI/OLH6Fi1g6FAz/803+Itr7723mSY5yOGMhrZgAfFlclS38Ggkubkm0HH++bt/rGj23bd6+510kpkOHhx7uz1N4N/9GD6liCbMnLo1fBtlv4jUOQU5JEzLlrBtW5SVMRobtg0TJkCXLiErnBZETvQb/7BMjghjcrXFdAHZTC6kpfE9gznkwv2C3UbjsXmzm7m59LNVrJ29icZZlbReO8cU6Tr99MSLiQUMwaSCbtzRLGaQY/16c40MSxhZs8YEMJYsofXA7gBsfXGK+3cL1OuInRspIiKS2rxBjoMOMsmdX32F//rmPAlIQpBjxgyTQVJSYh7uQCC+4QQ5duygtNSMnBEWy6hu4dFQToZEbm7iw9Am4tpr3fkVK+Lfr6DAjUCJy/PfYxNKyNynW/Rt1V1FpM4kPchhWdZxlmUttCxriWVZYbejlmVlWZY1KbB+hmVZ3T3rbgwsX2hZ1rFVHdOyrK8ty/o58FpnWdbbgeXXeZbPtSyrwrKs+Asu7GFatvRkcoSK0dh45RUzDUs0cKqIx8rkSCDIsYW2vP19ew4LDDk786si3nxkFSNG2FWWq3BGcBvAXGZt7MSil6fTqXQ5Fjb06xd75yocxvTgvE0av+Pn4PsLLjAxDIAtW6BNmwgNJ0/jrk0bM81r29td3727O+/5d/jqK4IZKSIiIqnOG+TIzITDD4epU8HeGOi+8fzzcMABZj4JQY4xY8y1c/x4tzeHL8gxdSol+cWRmiK7113FyVJdsgR++SV8fTIyALzBGOdhSTzy8hKqTbbHWLXK/97pe+WlTA6ROpfUIIdlWenAk8DxQH/gHMuyQoepuBDIt217H+Bh4L7Avv2BUcAA4DjgKcuy0mMd07btI23bPsC27QOA6cCbgeUPeJbfCHxp23ZeMr97fZaTEyGT4+67zTRGY2N+oD7o66+HrLj/fjONVesijiBHZ0w18nkM4Pz7PU89fp7NPX/byGefWdxyS/SPAPf6/mdeoJxGvMsp9B7YHD74wBQ72w3t8Pet/SuPBOdfegkee8zMb90KbdtGOEBhYXDWCXJs2RJhO3CHdsM8jerbtxonLCIiUge8QQ6A//f/THeR975tZRYMGeIGEZIQ5HASJ7ZsgYI15mTKysDb/7W0oCS8Hof3fKoT5Fi9GlauhJ493Qs91N4T/4cein/bbdvMUy/x6xYhcyPaaDnK5BCpM8nO5DgEWGLb9jLbtsuA14DQMaxOAcYH5t8ARliWZQWWv2bbdqlt28uBJYHjVXlMy7JaAEcDb0c4p3OAiTXy7RqoiJkccaSN/vKL6fr5hz+ErHDGZj/mmLB9gqLV5Pj88+CifZlLM3ZyAS+xvTCD/+Pf9Gqxge84goX0AczIr07vmEicTM3/1/Gz4LJjzm0Pxx9v8lJ3Q0fW+963Jo+RTAu+d2I8a9ZEifd4Ikvt2pmp07XG62xe49LL1dNMRETqp9Agx+jR0KcPnPv0EcxioGkDBNoFFeU2113n1tOqCU6T4+ab4dYHzUnMmYObcgmUlKZFzuTYnZocbdtGvkl26mYMHJj4MePx9NNmGqlREU15+W63ixqkK6+EDz/0Lwv9N1Umh0idS/adUmfAe1laE1gWcRvbtsuB7UCbGPvGc8xTgU9t2/YNQ2FZVlNMVsjkanyXPUbETA7nYh7jh3vp0igZBQUFpoBprP6rodFup6q650lHJruYyDkAnHXYKv7NWM4qeA6AHbTgzMPXUFpq+to6Skv9A7D873/QOn0b7Qb3YMQIkyZ71lnRTysRrbYs4dZrizznW0YObrQoL5A7tHKl+/V8nBZcTg7Nm5uRbkLLb2y57j5e52yefiGLDRt0HRURkfrHuR46iQKZmfDpp5BuVfIoV5lszkC744fXV/Dgg/Cnk/LNRlsjFHpMQEGBW7Z9bdcAACAASURBVADc65dfoGBLWfB96S4rdibH7tbk8Dr2WJPKcu65NXdMr3NM24nRo820uBjmzg1PF12wwH1SVFmZnGFy67usLDjuOPMfbVWUySFSZxrqr1e0bI2TgG+jdVWxLOsSy7JmWpY1c7NTR2IPFLHwaBxpo87IKmFCh4+NJPRC4OSShlxgT+I9NpHLqzeZvjH/xO2fcu3JZmzW6V/vguXLGT/ePAw67vDt2CtXUTLlY2bNgryKltC6Na+/bq7xXbvGPrW4tWnDuRc3Db5Np4IRfBp877TLCgqi1GB1GhaB1lf79uFBjh/KDgjOP/6YvwZJWD2SXbvgk0/MMMAiIiIpYvVqc9n3thk6d4YT+i3nfU5gV5ob5LC++gKAwl8Wm4zQsWN367NzcuDnn/3L/szzAPy4sl1wWUlpGo3Ty3xdSYGaHULWq0+f5N0UO9VVnQIkp55qxj7NzYWvvzbfadYsU5vsqKPMNgpyxHbGGdHX6QmUSJ1L9q/XWsB7C9klsCziNpZlZQA5wNYY+8Y8pmVZbTFdWt6PcD6jiNFVxbbtZ23bHmTb9qDc0GE79yBOdxXfb3QVQY4dO8wr4nDq27fHHlkFol/YI1xgc9lC+nAzzKt3r4N75tG/P0x7cjHsvTfXXmu+wCc/5PDzPmew5OS/AfDHtLegdWtat44yjOtu6N3b/apr6MJ+zAmuy8szWSWFhVFiPkVF5u8QyF5p2zb8gdWyrebgI5nG/febrBDH/Jdn+v99br0VRo40w79FemwlIiJSB1atgo4dwx+Gj9p3LltpS2a7lrz/iVlpYa7l5b36Q//+sfukJuCKK9z5HpiCXavzmweXlRZXkrVojjuUqiNZQY5kcrqdOIVVp7ldaRk6FD76yAxzA/DTT+Y7KsgR2wsvmKd7Bx1knpZ9843bD8uhTA6ROpPsX68fgV6WZfWwLCsTE2R4N2Sbd4ExgfkzgM9s27YDy0cFRl/pAfQCfojjmGcA79m2XeL9EMuycoBhwDs1+g0boJwcE+z31N9yf6ijBDmcmkvVzuSIdiGNttzTT/R7BvMth2PZlWzbVMo3W/szj/5kZVRwEu+SwS4mlp/B6kBs7OrKB5JaMdxpOwzlK1+QY+uKgmDbLOKfo7AQmjYN/q0jBTnWbGtGI8q4jgcor7D4+GN33eDLBgXG4Av4+mt3voYahSIiIrtr1arIWZQn9JjP/VwHwJvvmYIYJZg+I+WNm5sGSg0VIu3cGb77Dk7gPUbzKgD5OzOC60t+/JXGlJjaYN7sXme+PgUAnEyOZ56B114LXz9vnv/99OkKclQlK8tE6nr1MqlJRx4JV11l1imTQ6TOJfXXK1Bj43JgKvAb8Lpt2/Msy7rDsqyTA5s9D7SxLGsJcDXw98C+84DXgfnAR8Bltm1XRDum52OjZWucBkyzbbswwjrxcPrI+oqPVlGTw+lW0bFjhJXV6a4S+rmhMtyGyGB+4HCmw+LF3LHlUgC+YDjrN6YxkNn8nmm8xqhgkKMza4nc0bZmHHII2Fj0ZBkt2EE56ZzEu2yduZyCPPMUJWomR7Nmwbdt2vjbVQDbirNoyTYO4Qcsy+ajj/zr7QJPMGOvvTwrdMEVEZHUsHWrW2Dbyyot4bqMRxg2DH5bZGpeFNMEMJmQf1l2Pa+tG1rtz/VeClu2hMMOg/c4ie6swLIgv9AEVspJ55PiISylp9l43Dh3R2eYtvpUlNNpS61a5dbn8Pr1V//7IUMgP19Bjnh42qNhf0dlcojUmaT/etm2/YFt271t2+5p2/ZdgWW32rb9bmC+xLbtM23b3se27UNs217m2feuwH59bNv+MNYxPeuG27YdcusHtm2/ZNv2qOR904bD6W7hq8vhXOgWLoy4j1Owu0OHkBW2HaMIhUeiQY5Iy+fP5wJepFXTEv7LeVTaaezFSs5hIqvpxlONrwYCo6CMGBH7fGpQOpW0aWWz1W5NQb6pgho1yNHUremx996m0Ls3o2Z7cRY5bCeHAo7ov82XcQpQWuJpwXmfzCRhCD4REZFErV1ramJkZ0dYWVoKWVn06wcLFqdhA8V/MLUPdu2CZzaeyjlzb6r2Z3sfHPzxj+58GjY5OZBfbB6A/Iypf7WRQKPGW5ejWTOTDeq9ua2PvN2yJ0yIvI1u0qvm7Q7sPOnTgyWROqcQrYRxMjl8QY5lgdjTeedF3McZGCRsaNQdO8yPfcTWjEeiQY5IXn+dNGxOO2EXMzgUgINaLeesP5ob/F9KzNAvmeyK0q8medq1qWAT7di+zVz44glydOxo/nTeLisFJY2CI7bcee5vYYfwdTHyBqQiBTm+/dbtnysiIlILzjzTTEPreQLmhrFRI/r2hfx8izRspnW9EKiZy9V8U7Ocjz4yXUK9WrWC/FKTNeJ0kQnyXkPLy92GUn325z9XvY0yOarmbaSFpicpSCRSZ/TrJWGca3d+vmfhfvvF3Gf+fPPb7hnx1bjvPjP11oqIJNqFwHfXXoVdu6BrV877s5tCunf+TDL36eYflS0zM6k1OSJp2ymTMrKYNdt8z4hBjvx83wqnQffmm+4m24oyg0GOYX030rJZmfcIFBV7/o7eJwmhQY6ZM0066i23ICIiUluce8KIl/f166GwkH793EX/fsZc15yBQSJavx7mzImxAZxyintfH6wH4rlOtmoF20rNgwani8xbe19jxnz3XkMrKmp2+Nja4h2urUsXuPtu+Oyz8O1WrHC74ijIUTVvYdpp00xBUhGpc/r1kjBOKYcVKzwLhw6FYcPMSB0R5OWZriq+WEVFBTz7rJk/+eSI+wV5L6SnnOLOJzrKzbx5DD3KbXxksxNat2bCBJh2+O18xLEm7aSWL9ztO5rPu/I60983LMixc6dpbPToEVx09tlm6mTJTJ4M3y1ow2ICQ8I89RSbC5sylwFMwERxioo8x6yspII0vmYIleUhQY716800tNiYiIhIEjmlpyI+2ygthREjfEEOh69OWKjOnWH//WN+7rvvuuU0gvXDQoIc+eXNoX//YJCj62mDTIHJigr3QPU1yNGunfnjH3GE+UOkpflrd4F5UrXXXmY4W1CQIx4PPGBqnXTpYvpiXXhhSCq0iNQF/XpJmA4dTK8JbzfDykq4e90YNpdFrq2xdGmE4WMnTYItW6BJE7j44tgf6m3tvPWWO5+ba1IaTjwxfJ/vvw9flp1NWqN0LCrJIjDATiBrY+SXN3NswRuRq50l065dnHvwIt+isCDH5Mlm6hnTtk0bk3Ty4IMwcaI7WEpPlpqZTz4hgwoGMJ+mmOiGL5OjooJn+D+G8jUvTAkJFnmHwCssxDdMi4iISJL072+mN98cYeXGjdClC126mGTDBx90e3HGHCSsihoI3kSMzExPbxPPChPkyIYRIyh+cRIATf58jgloNIRMDssy2RyffebWE/EGMb791i2w5nw/BTmqlpZmUoOcvx24Q8mqu4pIndGvl4SxLHOv7c38nDULblp8AWOW3Rq2fVERzJ0Lgyunw8MPu6/LLjMbeKMlsT400jyYi22kRzjRin6lpbGBDmxwCob17u1uX1VtkJrSrZs7n5FBeoZFV1YFF4UFOb780kz/8hff4rJAb5TRo2HGDDP/Jqf7912zxg1ylHj+l66sZA1dALj4/l7+fbxBjksugd//3kSqREREkqiiwrQxhgwJWVFaCps2QbduWJYJ7F9zjckUda5/1eUkL4K5PAebGZ7gSMuWkF+ZA82aBTM5mjTBXCdDa3LU16KjzZubKI/DG6zp08d9ryBH4rz9qRLpai0iSaFfL4lo5Ej44gu48UbT0Fi82CxfXBI+sP3Sxebi33fqI3D11e5r2zbTzSWeIp/OhTRajQgnKh5pnwjasZmWbDf7Da3+cHPVNnu2/31aGg/zt+Db5s1Dtn/xRTON8nSoeXOTuNK7/TZaEZIG2bFj5EwOoJwoDTFvkGPBAjMfMxdYRERk9+3c6Rst3eVc51u18i3OyjJDs98UMqjKgw9Cv36wq7Tq0cN++cWd9/XQ8GZy5FSygY58sGZ/HnnELIsY5KivmRyReL+Ht6hapEwPiZ+TkaxMDpE6o18viWjsWHNjfe+9Jl7x8MNmedO0Ev+G27bx97PNyCs9LxhmAhveV6SiVpFYlnmicscdkdcnGOQIqq3MjVCh55aWxh95M/Jqb5ptyH4PPWR66lx5pXnfLKPUf9w//AHS0iJncgA7caMpvhiGN8jhfKaGmRURkSQrLIwQ6Af3Oh+xMrebHOq47joTo//hvs/dhVG6rXhrQfous94gR6CQ9wkTzgkGRYJBjoZQkyOSaN9DmRyJs223Ury327WI1An9eklEe+9tsjdOOcUMxPHjj2Z5Xrm/8fH+RW/xwcJ9AOjTtQhycvyvmmoIRMoycI4dKVKekQHXX18zn10dzjmFNBReYgyPdHnQ3e7nn2HKFPd9yN/r6qvN6quuMj1KRp8dEogIpJ3GE+RYtcqzIlKQw9uIExERSYKomRzOdT4ncu2vjh3hjt4TAFhw+RPB5Z8+4+kSW1YWuhvglr2CkPrp3sKjTUMeIhA4z4ZSkyOSaEEMZ7kyERIT+h92FbViRCR56mmnQqkNbdvCiBHwzjvuss3lrbBtc92rqIATJ18QXJfdpAYGsY8mUsUx5yKcmWn68nrFHGuuFjgNIqdiWuBcx/Ay5AwArjUXv4ED/ftFaXC0awdTpwJ0hIdst+Hx9tsANMH0/yye8Svc/GWwoVeIe8FdtcozErA3yOE01hTkEBGRJCss9Azh6rBtuOceMx8lkwOgQyMz/my/Jy8PLpu/zhMUKS01/VtCHHIING5skkWPOMKzwpvJ0aQY8AdYMjJoWDU5oglWYg1w2iLK5EhM6H8X5UlsF4tITPr1kph69nTnb+j5BqV2Fnl55v1997nrerEouRdDb9DCucF3ps547qnEieb/619m6v3bOBe9adPC90v06dDttwOeTI55y00fowdNtshOmtONlYA/k+ON7zuznO7mb6hMDhERqSX5+RGSNdauhTfeMPO9eoXt4+hYFF7IfBG93TehDzwCtm41I8ANGxZyH+oJXuzM8z8cCXaPachBDieg5BQhcTi1uhTkSEzofxdqV4nUGf16SUx77+3OD2szF4BffzWJAk4RsMP5lh85uPYuhk5wwwkWOJXCUyl9NDPTPJm66CLzPlKQ48wzw/dL9G94/vmAJ8hx/xPm+JWVrJydx0wG0ZOlNMqoZOVKd7czHxvKQGbD6tVm2DhQTQ4REUmqsjIz0omv+CdASaDe13//C126RN2/Z+Ec3/tz9v2V36z+2A8FHihECXJs2WKyU8N4uhP0b7PRtypYBz20JkeUbJF6KSvL/A3GjPEv37zZTCPVQ5PolMkhkjIU5JCYevQw09at4bDWC8lJ28Hdd/uHc/uGIeRQUHt9N53PcbI7nCBHKj9Z8QYvnPOO1AUn0UBN4Ls32d88ySoqcld1H9iKPNqQzQ66ti1m1Srz0c6wfdtpaYbOcVx8Mbz2WmKfLyIiEqetprcJ7dqFrHBqaXiHN42g27Zffe8H/ml/SuzGbG8SGDI+QpBj1y5T7iNikMMT3D+ssTsq2uefQ/v2gTerV5vh5lascD+joQQ5qqJMhMQok0MkZSjIITFlZcHHH8MPP0DLzCLu6vgEn3xiRmVt0gTWDjyRYGijrjM5UjnI4e1uEyuyX80gR/ovs8jK8gc5HE0oZuO2LCZOhKVL3cSNMIsXwznnJPb5IiIicdqyxUzDAg5xBjmaluX73u+/v5m2uvQcDmV6xMKjThdb7wipQd7CkEtMV5j27W2GD/ds4wQ3nIcAe0KQ4957zTSVMmTrA2VyiKQMBTmkSsccE6jNYVn8pfXrweVffAGdKte4G9Z2kKM+ZXJ4R4eJVRQ10b+hpx5J06aRgxwzGExhifnb3HprYocXERGpKU4mR3WDHN580f/+14w61rGjeT+DQ5n//vKwfX4NJH+0ahXhgN5umkuWUNDrIJYujZKV6gREFixo+EEOb3FyiZ8yOURShn69JH6WRbpVyc6dpqFyyCG4/Wih9oMcv/ud6U9z//3mfSoHObZtc+c3b3bHUg+V6N+wSZPgbLQgx1C+4oExpp7K//6X2OFFRERqyu5mcvDYY8HZrCzTHPjPf9zV8697wbf5zz+bQAhECXIUFrrzq1aRvXdu+PC248aZaWUlFJuRzHxtn4ZIQY7qCc18USaHSJ3Rr5ckxrZp1szU6ADqJsjhNHKaN4dly+DQQ837VA5ybNhgpkcfbaaBUVF2W0gmh9P+8nqasVx78qKIu68idBw/ERGR5HCCHGFdR3buNFNn2PVorriC3Fwz6yRTnHACLHjyUwAKaGEqhn72GfzpTyy54tHgrqGjpAKwyHNt3LDBTQvx+sc/zLSy0n2ScOSRsc+zvnOCHOqukphu3eDgg81YxQcd5Lb5RKTWKcgh8bMsf/9VqL0gx3PPufPDhvnXOZHyVA5y3HCDCca88QaMHOm29KrrxRfh3HN9i5o08Wdy9OlVydm8RlOKobKSp54KP8xmcnfvPEREROLkdFcJC3I4o3nkVn1Nys42U2+PkXZtTDuggBZw550wYgRMmMCORevdbUKLnQJs2mSmlgVr1kCHDuHbOG0b23YvslUFY+o7ZXJUT3a2KWJ3yy0wcyZ0717XZySyx9Kvl8QvNMhh2/7hxZI5usqFF7qNj9DP6djRNGheeSV5n7+7eveG6dNNvqxluS09xwsvwGmnxX+888+HCRN8i0K7q5SUQmMCQajKSgYPDj9MEQ28oSYiIiljyxaThBlW0iJqP5ZwTi9N7zGym5m2SQEt3IUdOrDuSlNA840Bt5naYqE+NRkgwbZNpEwOp81RVuYOtdrQgxzOA6yqug+JiKQoBTkkfqHBhcJCf/+I2q7J4cjIgE8+Cc/wSFVpaeEV4P/0p+h1OuIUFuQoscgiMJxeZWVwOGCvolNG79ZnioiIxCs/P0ptjC1bTNeInJwqj+EENxo3dpdlpFXSjJ1sx7P//2fvvMOkqLI2/lZPYAIz5JwzKCIigiCYEDGBgK7ZdU1rzjkg5sDiYkBEzH6sriIiICICKmBAhRWRnNMQh8kzTK7vj9On763q6tw9ifN7nnmquqq66nZ1dU3d977nnCuuwJ49QKP4PFzUbKnzztjJwYwe7b2NYdDf6tVUWxao+yIHD2Clp/vfThAEoYYiIocQGrqTg+2lTHWJHLUN/Tz99Red0yjEvQZycjRqpPKnpYEeYI5c/c+IjysIgiAIgSgvpzRajiLHoUPk4gjiOYIfAbS824BpIh15ysnx2WfAxIlYvRronbLdO9SWcZeN9eDLSWIYwDffqNd1XeR47DHggguAq6+u7pYIgiCEhYgcQvDYw1V4BISVfhE5gkNvv+PTXnjYRY4Sm8gBUKjypk3ACvQHABSVSFIxQRAEIfbcdhuwbJkPc0BmZlChKgBFat5yC9C7t7awosIqcrifR7ZtA3qk7HYWOSoqaAMdX7m9XC5r+fe6LnK0bg3MnesjW6sgCELNR0QOIXh0keO224B/ul0ALVrQNNYiBx+7tosc+nnylKmJHF3kME3vcBWATl23bkAKaMPHHwcq5DYgCIIgxJhZs2iqV1T38PXXQSUdBYCePYEpU2wGyOJiq8hhGDBN0k6aJeY6ixxFRSRc6DVjfbkq7c83FhuJIAiCUNOQ3o0QPCwu7NhBTxirV1OyTB5OibXIUVdKmvF5atAgqg9KusjBKT88Tg7bAx6LHNu3A3MxMmptEARBEAQn2rkrlmdn21YsW0bWw0icjUVFaIBci5MjJ4dCZHyKHFyZTc9g6us5xr5cK98uCIIg1DxE5BBCwzSBNWto/vPPKVmmPgoSS/iBpLZn++aHJacs7hGQkqLywJa4DRz2cBUmGSphbAVquWgkCIIg1Hg4+fUZZ9hWLFhA0/Hjw9/5JZcgHXkq8ahhYP9+mm2emOM7XAWwPlP4coqKyCEIglCrEJFDCB7TBDZuBO64g14ffzxNWXzwFcsaLfg4tf3hgh+i0tKiutvkZHJymKZ6ZlyI4TRjEzk84geAOFREtR2CIBxF3HabuuEIgh84OnPiRNuKvDzK/cDPFOGQkoI05KMA9em1y+XJKdo1Za9/kSOYZwrb/9Ba/xwiCIJQx4lxr1SoU6xYQdM9e4Abb1TDMmwfiHWMal0ROXhEqH79qO42JYWe40pKKJoIAG4csRtYAK8HNH2sqhBV5MQRBKFuMX8+3WymTPFdvUIQ3JSWAh06qDReHvLyolKqtD4KkA/34IFhYNtWmu2Ssg8o8xOuEow7tNg9MHDrrRRW06VLxO0VBEEQYoc4OYTgycig6bx5wLRpKjeGiByhEUORAyA3R24uzY+c5s63YR+FArAAZwOAimEWBEEIBU4+PWJE9bZDqBWUlvrQE6IocuhOjm3b6N9sk4Q8ZxGOXamhhMCecgqVKavtCdAFQRDqOCJyCMHDHeU2bazLeYQjKSm2x68rIgc/HMVI5CgsBP74g+YT6rl/4g4ixxD8CMBB5Lj44qi2SxCEOkphIU1lVFsIgsJCHym8cnMpEXeEpCEfpaiHUiQAhoFVq4Du3QHDZXiLHKapyr1UhBCyaalbKwiCINRUROQQgsdXdZOqcnJwvfbaLnKwkyPKCVv59LRv73AsB5EjGUfgckHZe5mZM6PaLkEQ6jihdBKFoxLTBObMAXbtclgZRScHAHJzuFzYuRM49ljQwIJd5Fi9Ws0XFAR/EBH0BEEQagUicgjBwx1le4JRTqAZ5USaXixfDkydWvttoiw8sCoRJRyr7/G5chA5DNBzpYSrCIIQFuyuc7i/CILOoUM0zcpyWBkLkcMwkJ3tTnbqJHJs3qzmWeQ499zAB6mqanKCIAhCRIjIIYSO3ckxfTrwyitAr16xPW737sBNN8X2GFUB13d1VCXCx66ZzJgBJag4xSN36+Zb5Pj006i2TRCEOgiLHOLkEAKQn0/T1193WJmXF5VwFV3kKDfjkJfn/jfrJHIcPmw9PgBcdVXEbRAEQRBqBiJyCKFjFzlatQLuuqv2Oyyqit27adquXVR3a9dMmjeHEjnuusu6sn59YORIpKc7hKsAwP33R7VtgiDUQVjcEJFDCACbJVq3dliZmxsVJ0caSEnJRxpyCims1afI8cUX3jvo2DHiNgiCIAg1AykhK4SOXeQQQmPbNppGObbX7uRITIQSOexUVAAuF9LSfDg52G0iCILgC3FyCEHCTg6vqNbMTMrrxZmzI0B3cmQXUsUUn+Eq336r5jdvBhYtAgYN8r3zWbOArl0jbqMgCIJQNYjIIYSOPSeHEBocnBxlJ4fd7ZuYCN+ClFvkSE8HsiUnhyAIoWKaKheH5OQQAsAih1dRMS5N36RJxMdgkSMfacgu8OPkKCujab9+wJNPkngRSMAYPTri9gmCIAhVh4SrCKEjTo7o0Lx5VHdn/1oSE0FJ0hIT3S/clJQApaVAejqJHG2Pi2o7BEE4CtDdG+LkEAKQnU1Tr6gUdgN16hTxMdKaUYU33cnhKHJwY667Dhg5MuLjCoIgCDUPETmE0BGRIzK4BG69ejE7RL9+QLdu7hdXXmkVVPgBr3Fj9OgBbN6TgmLY2uKUqFQQBIERkUMIgY0bSWvw/F9i2FURBYdo2vzPAAC5aODfycElXho3jviYgiAIQs1ERA4hdETkiIz164HFi2Oy66FDaUBs5UpNQ/H1gNeoEdq2pdmfcEpM2hMtfvoJGDgQKC6O/bEqK4H331epUwRBcIBH4AEROYSA7N8PNGtmNRUCUNcRi/8R0Kh3GwBANhphXxb9A2zZEiJyCIIgHIVIcgUhdCQnR2R06RL1pKPM0qUOC10u6wMel85r3Bin9aXZnehgfU8Nc3LceiuwejWwbh25VGCalJEfoM8Xhcz8zNy55GKOiwMKC2NquBGE2ouIHEII7N/vFhzsRNHJUa8ekGoUIstsjPysRCQmuhNy20UO7X+gIAiCUDcRJ4cQOuLkqF0YhkoMmJ8PnHoqzXfogM6dafZ6vIcfdTdHDRM5uHLMiSe6F9x8M/mQGzWijKtTpkTtWOPG0bSiQg34CYJgQxc2atj9Qqh5HDgAtGjhsCKKTg4AaByXiyw0xuG8eDRp4q5sbxc53n2Xps2aReWYgiAIQs1DRA4hdETkqF3oD3j79qnlHTtarMND8aNn/rXifyIpCTjvPOChh8hJceRIFbXXTWUlcMopwMKF8ITVAEBuRgHwxx9Ajx7ApEk0ArhzZ1SOWVIC/PWXes0VAQRBsKE7OQQhAFXh5ACAxkYOstAYWfkJqmCLXeRge17HjlE5piAIglDzEJFDCB0ROWoX+gOePvrqftDTn/PuwGsoQSLuKnoBJSXA/PnAhAnAm28Cn39edU3+73+Bxx8Hfv4ZOPts4OOP1bqN3UcCv/9OcSt3300Px1EaSd682fq6oCAquxWEuoc4OYQgMU0/Isfvv9M0SnGBjRtWIAuNsTevvopGMQzrRpWVwDHHROV4giAIQs1ERA4hdOwPDELNRhc5HHrtK1eq+cm4A79gkONuHnggFo1z5vLLgRdecF6XX+QCrr0WeO45WmAfpYuAjRtpytUMxckhCMT27bYFupNDRA7BD3l55JJzDFcpKaFp795ROVbjAd2Q1e54bNyWqCq52P9HVFRQLidBEAShziJ3eUGo6+gPeDt2eK1u3BiYgYs9r5fiVMfdHDgQi8YFz4sv0rQA9YGRI5USYU+sGgH8GV97jaYicggC8OWXQOfOwLx52kJxcghBsn8/TR2dHAsWAElJ0QtXaZ2ErNI0FBVpKTecRA5xpAqCINRpROQQhLqOLgJwwgmb2DEGszAAvwIAxuNpy7o2bdT8eefFqpHOLFtGTf7+e2DsWFqWjzRrNZUoOjmys2narp37WCJyCAKWL6fp6tXaQnFyCEHCfveHKAAAIABJREFU4rGjyOFywZMBOwo0bgwcOgSUlgIpKe6F9v8RlZXi5BAEQajjyF1eEOo6enWVefNo1KyDtWRsHCrxK072vG5fP8uzyZ49Khn9/Pmxb65p0vPn448DQ4aQi/n004G0NFqfjzSqqMLony9CsrKA1FR4EtZFsWiLINRaODekpQCGlI0VgoSdHI7hKgcPAv37R+1YjRurfwc+RQ5xcgiCINR5ROQQhLqO/oAXHw906eJz08fxDADg5zH/wl9/qRG4yy5T29iTc0abnBx6SNXNGgBQP74YgDtcRS/9F2UnR6NGSlD58UeguNh52xtuAE44QQaxhbqPo8ghTg4hSHyGq5gm2S6aN4/asVq3VvOpqe4ZJyeHiByCIAh1GhE5BKGuoz/gHTkClY3Nm2ceLkJlsxZok5qDtDT17JmSoizr69fHtrmLFtHUnocutfAgDFQiv88QqxMlBiJHeroKEV+1ynnbd9+ldS6XCnMRhLpIaSlNLf1CETmEIOEk0p5qJ0xeHv1P0kXrCNGrhfl1cki4iiAIQp1G7vJC8Bx7bHW3QAgHfsCrrKQEF54nPwe6d4fhMsjCUVhoWdWzJ01jLXLs2UPTgQOty43sLNRHAfLb267DKIocWVkkchgGsGYNLfvww8C7t+QqEIQ6Bjs5jhzRFlZU4ACa42T8gi2FraqlXULtICuLpl66wqef0jSKTg7ORw0EyMkhTg5BEIQ6jYgcQvAsX656oELtgR/w/vtfeu2Uxf6cc6zbz5oFDBhg2aRBA0pCunZtaIffuRPYsCH47b/+mkb8Gja0rTh8GI2RhcySNOvyGDg5AGV7njqVHs5/+833+3JyonJ4QaiRcJXPoiJtYXk5PsWl+BUnY9iKF6ulXULVU1hIt9xPPvGz0ZYtFOvnztuSmAjcdZfDdocP0/Tiix1WhkcrTW/je7k4OQRBEI4+5C4vBE/9+tZSG0LtgB/wrrySXt97r/c2erC0YdB03TpgyRJg0yZ6aC0pwbHHhi5ydOwI9OoV3LalpRSukpXl8Ax6+DC6YCu2HLCJHFEsIZudrSzVabbD3HAD8OabpP9wp++GG2jKI5WCUBdhccNi7qqowEIMBwDsKm6B3Nyqb5dQ9fz+O00nTvSxgWmS7W/oUGD2bOTlAQUFPh4dsrMpEXb9+lFrn/5/w3NMcXIIgiAcdYjIIQh1HZfLWn3EVlnFCxY5ACpr0qMH5fH429/Qu2c51q6pREV5bGLwOdHpyJEOKw8fRjdsxqbdSd7t9VFdZckSJUgEe3zP6B+AP/9U83/9Bdx6K5WynTqVlnHlQxE5hLoM/4Z0kaMgrxJfQf1QOWePUPOIptPsp59o2r27WlZcTJrG0qXug3HlndxcZGTQrKPIkZtrrZQVJYYNo2nbtu4F4uQQBEE46pC7vCDUdQzD6jO3ly2xs3ev8/K5c9F+3TcoKXXh83/vil77NA4epOl11zmsdIscWdkuq6jgI1xl61bSaMaMCe7YP/xAuQf0aip9+gAff+y97d1307RFCxoQlMSjQl2GE4/qt5E/NyUDAF7CgwCAffuqulVCMKxcScLtjBnR2d+0aTRNTFTLdu6k6JTLLgNw6aVqRUWFf5EjLy/w/6MweP99Elw8BhHDALZvJ0ciIE4OQRCEowAROQShrqM7M4DwR7AMA+f99iQA4LKHOtBo2HffqR6QA7rBws9mHg4doqljHrqsLHRLopwwljK2PkQOFivmz4ejlf7GG4F+/YCzzqKPsnEjLdfTkwDA5ZcDc+c6t7e0lDoQ4uQQ6jLs5CgoUMv2Z1Jun1OxFIBVG124kH6WO3ZUUQMFn3BS5HnzIt/X8uXALre+rbtD+N6enw9gxQq1Yt8+ZMyiZEZV6eRo146cJR44BpFroZeXi8ghCIJQxxGRQxDqOrrI8dZbztsEk9MiPR3d8lbCBbIiH/nvbPIFv/OOz7f8+quaD8btwAlKHUWOw4fRrVEmgNBEDoCaWF4OvP02sHs35c995x3gjz+AxYsp7QjnwDvzTO9Dn3MOxaDn5QE33QRMmQK88Qbwj3/Q87OIHEJdhkUOXSzMOJgAAOji2gEAeOwxIDOTtj37bNrmpZeqsJG1iA8+IPG1KmDHhX4/DIedO4FBg9TrOXNISFi9WlXdKSwEcNJJaqMnnkDGlC8B+BA5fvklJk4OLyZMoMRQrNIdOQIkJ8f+uIIgCEK1ISKHINR1OAYE0IKUw8A94vYdSAV4dXoTWr59u8+3fPutmg9G5FhKg8KWDPkeDh9G5+b0kLppk7a8ooKeuG1P8bq1/qOPgFtuAf75TxIr2rWz7vqYY6iTlpICpKZ6Hzo+HrjvPkpGOnUqcMvNJm5t+QWSPv0QjSsOImvNXqo1y3/LlgX+sIJQS3AUOQ4lIhElaJqgFl5wgTVXw9SptrKzAgDg2muB886L3f5XrQIuuoi036uuomWRihy2iuIAKETl+OOBZ56h16YJUnw1oWMfWqGhK9dbU9i+newgVZEbIzGRYg9ZDF+7NmrJqgVBEISaiUMtSUEQ6hT5+WreV9JRe0iLE+4A59OwFMdhNZZubY2HAcqO7wO2SgPBuR2Ki6nQi5PQgMOHUa8Zjfo98wzw9NPu5Znk7sBHH5GK4UYXOVavVm157TXfxw+qeND331PCjxtvBAC0wkxsQE+ydTCJifRhgjmvglDDcRI59mYmojX2wkiIR0a/i9Hml889zq24OJV7cvt2EhEFwkeO5Khywgk0HTFCLQslAbMTTiIH89VX2ousLKBHD2xFZ6QjDwfQAi3iMgHYwlI+/JCm998fWcOChatwcXbrWbOq5riCIAhCtSBODkGo67BFd9o04Nhjw9+P1sNJQz7mb+6GTDShjJ0+WLtWmUc4HMQfe/cCJ57oY+Xhw0CTJr41lfJyy0td5PDFqlXAq69SeMxZZ/mO5rEc48wzPQIHli5Fp+uHYT2OQdHa7cC2bcADD1CQellZ4AYIQi2Acy7oeRg2ZqSiPXYB8fFonZiJ9u3Vur1vzcUv474GQHqgoMjLq7pjLVyo5oPJieQP1pIBcokMGUJ6QadO1u3Ks/OBJk3QFVvRATtxsFlvNHc53PzXraMpl0KJNVxlbA/ldbKU0RIEQRDqHCJyCEJdh0WOrl0j2w+PgAE4H5TF7jcMIM/yL794bW6aNIrLcdy+RI6CAvUAnpHhx03hFjluvtlHGLcnlT7hJHLoxgq2Wt95J320hQuBM87wcezKSnKK2LOSDhqEE06nEcrUYzvSEz8nFJk82ZqpURBqKXYnR3ExsHJrQwzFMiAhATBNT4jZqDPz0fyGUej5zBVwuUz8/HP1tLmmojvauPJIVcDOmnDRQwRnzKCIvObN6T46ezZVNAGAP4u6eW7QR5CCA6UN0cLlzij9v/8Br79OSUlmzKAbcHwVGYq51Dj/s3EqmyUIgiDUGUTkEIS6Dne009Ii24/mlLgUnwIADqEZLXDwYGdm0vNknz7qtRNNmwIDBlB1v8xMH1pMZSUl9WjSBA0b0mio10O7Lcaao3RSUmh6zTVWI8sppzi3x5Hff6cdLF6slr35JhAf722O4Ux/991HuUIEoZbDIkdxMc3v3g1Umi50xybqpJqm53e+YRM9VjRELo5tm4eFCyN3EdQl9OjB446LbF9lZZTfw5KjyAeRhslw9akpU6xicevWwKhRKsfItyWnojxFqdD7jzRQIsfNN5OqfO219Lpv38gaFQocrsL/xxISqu7YgiAIQpUjIocg1HVY5IhiFvtmoIdWj8gxZAjw22+WbbikZM+e9DzpS+QoKQH+/BP4kpLwY/hwh41ycugBtXFjNGxIi7zKwtqe4tl4smoVPZh/8IEavPvoI/+fzwun5Kpuf37nzrblLHIA0ruLIZWVlN9w9uzY7L+sDLjjDmD//tjsvzZRUqKKURw6pH4OHbDT4+SYNAkYMwZY/sTXnvd1MrZj5UprupqjHT0BqJ6M+eBBEg/OOw9YsiS4ff3vf3Rf69EDGDeOlvnKpxmsyLF9O/DII97b79sH9O5NCZydaN4c6NWzEo/iBVz29d89y3NKU5FTGE8VTvTYpQEDgPfeC65R0YCdHBxGWFUOEkEQBKFaEJFDEOo60XJyaKQhH4koUSIHAAwcSA+R06cDZWUeK3abNvRcaS8naZrWB+kHHqCpY25UjnVp0sRTvWH8eNs2tqf7/fvJJdKtm3owP+442uzqq4P+qAQH0u/ercJimjYFQEVnxo4FmriLzWDfPvW+qsgyeLQwa5ZF2Tp4EFixQg0KR5tvvqGIo1atROgoKVFVUx55REWnHYN1ns5iairwxRdAo89VSelTd/4fAOCTT6q0uTUapwSgf/4JtGhB8/PnA6efHty+9H76s8/S1F5FhZOQBnMrOnyYRNsXX6T8yjp5eZ4CWz7p3J5cEgu2drEsH4NZwEMPWWN1rrmmaiqrMOLkEARBOKoQkUMQ6jrsj45E5LCVOzEANDMyrSIHALzyCikIL79sETkYftA2f/oZ/VrvQ1yc96HYqWFBEzlOPZVmJ0+2bePg5OCOQ8TwOUxPV6JRM/XZe/ZUZhOcdpp6n5QpjA5btpCSdM01nkV8fXnEpSijW/K1oj1HHaZJhqSePen19OnAk0/SfDNkesJVANCGWt3oezDJM9+4MbkONm48utMh2EWOSy+lstbh4GQUs5fsnT+fUgUFk5Nj2zY1f9ZZ1nV5eYHNgJPGZWMCHkDepPeQj/pYddvb2N7hdFyELyjDc1GRUl1i9cP1hTg5BEEQjipE5BCEus7zz9OUk1M4cd11ND39dLI7XHklUK8eLcvJAUaO9HpLs3ZJOIjm1oX33UfTffuQkUHPla1aUTZ+gKzuAPDr2eOwan8rr30+8oiPqquayJGaqkJaLAVMNEGhspIG/gONPAYNixx6clO3k4NnKyrcRoMzzwR27aIV334bXMC84B92cOzcCYC+6v79aZH2NUQVvQ+0aJH3CPnRAv/G2MnBtEx31xR1h6sAIHsN4LkPuGDi2adJfMzOJtdNz550e4ll1ZW8PNLEHnzQf+nT6sAucnz2GTB3rvd2tmJRjjh9NhY52KjQvDmlvgim2tQVV/heF4zI0a1VAR7ARBgpyahvFuD4yTei45H1tHL4cIp54ntp48aBGxRNxMkhCIJwVCEihyDUde66ix7u/FmDhw6lbTp1AlavpuFafhpPSaEs+IYBfP01dWC6dEHznk2Uk8OeffO777B3L5kdEhKAv7tDtHfsAFBQgJ+KKOGcC9bhRZ+hB5zw0z36d9VV9FIfedSdHLNm0TRqlR3y8kjg0M+hJnhwR9uTd4S3++wzCpgXIoOHod0dkwUL1KpmzRy2jwL8FY4eTR3HH3+MzXFqOnwbSE+n3/Hll1NhjD3PfkgrdCcHKyKaoHr/PfTd9epl3W+kxZ788dlndA/417/oZ5qWZi2nWp04hat45RdCcNebk8jBGsK779LXYRjUr1+zRlVPdeLgQTJM6fz5p7WNAdM6scLCCVz4jYASNapL5BAnhyAIwlGFiByCIDgzeTI91SYkAA8/TA+I555L3uotW9CsGXCo/Ym07dtvA+efr967Zg0OHABatqSX3KHZsgUo3puF+/EyOqRmIg/puGvMTs/bvJJ4Mhs20NQd+8KjyhaThObk8JXkNGzy81W4z9NPU6IPzXLCzmt2quw9EIcy0EN0KRIwapS1wxAKO3bELurlwAEaYLV3bmoS06YBW3e445rcHRM9cawtkipqsHPjnnvosF98YeugPvMMiX96uYw6CH/mevWADz+kUJOLLwbiKt2dRd3JwR1IdoEBqJdowjSBdeuAPWtyLPuO1XX99dfW1wUFwF9/hb6fAwecRYlICNYRFExIj5PI8eKLNK2oUP14dopMmuS9PfPHH97LvvtOzQeTk8MTyqc73vgENmpE0+p2cvznP/TaVnJcEARBqFuIyCEIgjO33eY8xOimWTPgUJZ7FHfQIOCrr2j+0UeBuDhLTozOnUkT2LwZaNWfhIqdhU2RiiKMHnTQs8+4OJCL5M476e+DD2hFQQGF0rhHCNu2pcV6Qshv17bBs8+SEWX3blrGCRIjJi9PiRzjxnmFoHCy1C1bqEpMmxNb4gk8DQBYg96YO9eSTiJoVq0ic80bb0TSeN+MG0ehGF98EZv9R0ppKXDTTUDXS09EDhoA8fFYvJgSWV5xBUVW2XMQRAveb9OmpPW9+aYqk4lVq4AnnqCLrY6XCdZFDgvsrtFHxDkUQN9Yc1i1Kd+JMsTjDBeVD1m5MsqNBV0zTq4N7n8Hi2mSSHvlldFpF8Pn056I2c7bbwfel1MICt+mLrjAe50/oXX9eu9l06fTeSgro9+Do5OjtJROVFoaWWcAawzZG28A7dqpqlPc6FhZsHzhctG1yGW82rWr2uMLgiAIVYqIHIIghEWzZtRx8BqZdI+Y6SJHUhJVXN2yBcjJp1H5l4ZRgsIGKVpiDdOkXu3rrwNvvQXcey8ttwWEs3OCHRu5SMeIySMxbhwNrn//PZU7PPnkMD/cokVUkoX/fv3Vr1e7Z09KmDpzJtnEAeAj/B2VMGCAhqv96EU+caegwDff+N6mooLcBpwGJBS4Y8ODrNWNaZIYxiYZvWPaCDl4++CFnoSIPXuS5hWrXBm836QkVRTiu+/cZgW99IRuza+DcKdcr4wMQIkccXHeTg59Y92ucfAg4lGB11tQKZBVq6Lf3p9+outmyhTSRR94gL7DUEUOzhkyc2Z028fn012B2kK/fqHta8UKmp5yinJZsL6gGyXOOIOmixf7Fn5//dX6Oj2dStTOn6/KcTuaL37+mTYoKFBqqS5y3Hqr9eY0bRrdpKvaScHhKoyEqwiCINRpROQQBCEseCCOQzQ8uFwwKytx4AAlvWO6dLEmG7x/GPmju7UqQFoacPfdoCSnRUXAyy/TwzF3pPLzLSJDcjKF/bPIYU+A+vPPwODBEXy4CROAd96hh/YvvqBhzGHDfG4eF0d6zOzZZGhJSDCxF22wHCejAPQwv2OHGuj0x+uv0/P4kSMqL4Q/t8KKFVTUhvOehALncw21Axgr1q1T8wUFwP/9n3X9Pzfe55m//366DmLl5GAByK5hdO0KlJdqnaU6XkHHp5ODO4y6yBHAycE3iw7N6UvTK4pGizVraDp2LGlREyaQySAvz7kaiS82b45+2wB1Pvv29V63YgXdPwBycDGFhVTRxt7+t96i6cCByiBRWkr9dz190OzZan7ePOd26SFrZWWUo6NzZ6osdOmltPzEEx3eyDcRHX/ZgG+8MTbqViA4XKVpU/rfIgiCINRpROQQBCEs+DnWS+QwDBSgPo4csZZwZZGjdeNiXI934EqjZAr1k8qRkeEWAHhnzZsrezHgmNq/aVMlcmTBe4jxnnsi+HCFhTQMfOCA+uNgdx/cfbeaf/D2I6iHYtyCN5EPVbr3wQepyoQ/7ryTprfcQh8b8O8C4TK84XQYOTy+plSg0BPJeoQvAGveWIKfoFSrmTNJfIilyMHhBOnpNBD9xRdAnz7u+Ye1Ye9ganPWYrhj7SVysLDBnUcgsJPD/ftObZYCl0td39Fkxw66LnSBNTGRBIFu3YLfjyc0KUq89x6F2fFvuWtX72MYBqU26tVLVQ8CqEDWU08B779P4tuDD6pCNgA5scrK6K+01LtwiF49/LnnrO8FSKdgVwhAIkm9eqQ1791LovF115GY4oX9H0BCQmTlymMFOznKy8XFIQiCcBQgIocgCGHhz8nBzgq7yHHoELAvux7qo0DZlU0TaWnu505++maRgztIek4MNx6RY/RovIMbAFBeVKZnzwg+XFGR/5K7DqSlUY4LADhveBnux0SsxvE4H9YsiIE6dhwq/uGHJHQAQEYGqHf9wgsYOtTEiBHWpgLhCRXcP68JIseaNRRqYCchATi2TQ4G4xcYINGLKxrHUuRo1Ig6oqmp9J2MGUPJGTs2ysGl+AwL4Y6bCaLW56pVJJZYqgHVEoJycvz+OyWveOIJ740rK+kiveUWTyyXsWgh0lPLYyJybN8OdOxoLUWdkUHTXbuAffsC7yPHmh81JAeIL66/ntpx4AA897t585w1svr1rWIoi5G5ucAxx5AgrN9bOVQlN5fyQjv9JvSKRFx9imEXWPPm1nWjR5NotHcvfXWO5b35nn3//TRt0sTHhtWMXkKWlWFBEAShziIihyAIYcEjpeecQ4VYPBgGDoCewPUHcS4haZoGiRxcFsPBzo5mzZSTo6SEehm+nBwffIAjoJiCz/o+jwEDKDFlRBQVhZVr4amnyOY+eGAFnsSTuBlvem1j70DpmCb1GS67jDrW3Lnavx/4vyFvAY8+ih9/NPDtt+o93AEK1GFMSvJ2t3DeiZoQrnLccco98f33lNMzM9PthncLCcUXXoaSEjVSvW0biSPRjhh5/33qZN5xh3W5ywWM6kRlOs6GO7tlEE6Ohx6i72np0ui2syoIKHJwXMTMmaQw9O1rLSldWUn1UKdOtZQ4SS85FBORY+9elZiYmTdPNcmWM9gRewRGNERAPk1vvmnVT10uut4+/1wt69bNueLRQw8575tzZfhzc519tpp/7DHrOi4t278/CRs67dsDrVr52OlTT1G1koYN6QYD+A9VqU7EySEIgnBUISKHIAhhoT/4Pv+8tsLlwl60BmC1jA8ZouYtIoeDnR3Nm6uHUu4JOYgchw8DMAw0RhYaIAf1X3gMvy43cdllkX02HDkSspMD1BQql+tyIR4VeBO3IhsN8fLLaht/IkdODnUqTzqJRlALC2navz9wze5n8Bd6e72HBYpA4SolJZS7Q4dFjprg5GAMAzj1VBI9mjRxG3jcIkdiojUSgqtFRKuKq2kCt99O1nwAuPxy722eGqCcOXlIC0rk+PFHmtbGHKU+RQ49XAWgi3TzZrK76JUrxoxRFivNypJuFMRE5MjM9C7ccd55yqGwc6f3e+y8/771dTi/jw0bgLVr1Ws9R4YuOADAP/4BXHSRet22LYk1fIoDGQ90kaNvX2uoiw6noujY0bqczUj2MBe/lJRQopDsbPqhcCM5K3RNg50cem1dQRAEoc4iIocgCGGhR4/oZgy4XHgGFLehOzn0zPyJKHUWOVgBaNhQOTm4B+srXMXlQi4aoAFyvfcXLmGEq1jQ7NoNkWtxBPgTOdhK36oVffy4OCpP+9ZbgAkX+uF/nm2zs6la7w8/0OvKSu/8j4yT3d40a6bIwV+9Bf5Ats7Jk0/SNNL2v/IKfWUdO6pyvaec4lzlsmF8ASbgAQDAp7g0oMhhmpGFFFU3Pqur6OEq+hSwXoA//KC25bgKAA0Si8KqOBSIzEznfja7O4KpQvTcc9bX4Tid+vWjCk/79gEXXmg9Je+84/+9bdrQb/bQIfrt2/vkepLhMWPUvZUdKL6cF5MnU5vsVVJYjHZMLKpjmhSWMnIkMGoULXvySSplw42sKaWa7IiTQxAE4ahCRA5BEMKG+/IWXcHtrACA1q2t2w8dqr1wClfhYPLkZCVy+HFy5OYCZeWGVeS46abI4y+iKHLAMJCQAMyZQy/tIkdBAaUyGDECePhhWmbvpPTrB3wcdzXKoYZaV64EXniBogCY3Fwqc5qQQGkS9GPYKStT31t1d77168exj+RD5OAKFJG2n8N4du0CLr6YcieweOTUlttASshCDA8ocuihD9V9nsPBZ+JRe7iK/t3oIQu6UqQJlemJxVF3cpSV0W/AKWKCk5EG4+RgrrqKpqF+b4cOqVvZoEHqt894CUY22rSh6SuvADffTHk2mI4drSLJ9ddbnRwlJSpyxI5hkNhjT37coQNNH33Uf7tQWEjZSFetIjVp0CDgtNNoHf9Gmzf3/f7qxOWi36ppSk4OQRCEowAROQRBCBvunOrhAvllSfgBZwDwzj+3cCHw6llzcWv828obrfdwjxyhHoDLpezFfkQOADic7cJsjEY53J2sd94BPvss/A9VWUntiCS2QLciuEevOVyHK8Ls3k25AtLSgGeeAb79Fpg7l9YNGOC9y8srpmMQfva8flNL98Gd/Z07gcWLaX7+fLVe/374dLOLA6j+nBx6eIB9lBmATz8962TslAgH+2d/910S53wO9paXIwVHcAPexjc4ByVHKn1sSOhlk6v7PIeD33AVw1A/cr3j6HIBkybRPCcYBizfX3q9kqiLHByy5SstRIcOvnNyVFZ661Xt29M0mGSlOnruFbuoMmNG4PezOLxhg1rWuTPwzTdKxDzpJFqelqY+b0YGfV9e35VGkybqHsRs3073p4B9fw4nfPppUll//lklO+Gayy1bBvx81YJhqItZnByCIAh1HhE5BEEIG85dcNxxatnWLBqKP3+Ed9WJevWAO49ZhKTUOCUE2EUOFhcC5ORg+/myn+nJPA/aetu2IcG9/2g5Odwdu4YNaVB73Trg44+pA3XBBd5vHT7cx6G7dMEYqNIHX3yhVnHuiF276DgAhV00a0b5IH/7TW3LgocuclS3w+D669W841fnw8nBIke47a+sVOaCTz5xzG/rsy0XYjbykY4fXvqVyg3rfzNnejavsyJHZaVV5LB3HAP8jtKTymImcjgKZSC31LJlKtEmk51NDgnO5cOOs9tuo+n27aG14/vvra+HDwfOOgt49llyCgWCnRz796tll11G7WdB85NPaNlJJ5H76bjjgK++otPuT+To2JEEVq72C9BrFnT8wuqIk4rEAoiefKkmoV8UInIIgiDUeUTkEAQhbKZOpVFHPZHd/gIauX30vhLnN3FST+4c2cNVWORgEYR7QracHP360fSFifTAOhU3q5X6U/6UKcAjjwT7kZQtIFoih/vzGQYNer73HlXb1Nm7V837TKLZoAFux2TcM+Anr/ezrX7DBuDBB2n+4EHqk/ztb8All3gfqyaJHDqOyQ+dRI6MDKQ+TnEmhTfcRUk09L+RExCUAAAgAElEQVT//tfvcXJzVVoBADjzzCATL7rbMgyLkRpfjC9B5ShKKhNwx+Y70Xfpq8j6+BvP5ixyJCbWMZHDNOk36uTkAFS8BitRNtKTSqMucvBP18ch8Y9/ULM/+si6/OWXqaP/+eeUuDMpiZJ3tmpFtwFfIsf+/ZRvw24c++EHEiRYcJwzh1xs9qomvmjVik6n7jq5917rNl26kNDBt8vLL6cSzHv3+hc5unQhx4qem+TQoSCjTFjIcBI5+CbilMimJjBokJoXkUMQBKHOIyKHIAhhk5BAyUX1cIF9bpGjZXMfuQo434VTQg8nkYN7/baeC+et+GMVbXcWFqmVetD7bbcBL75obcPatcDVV3tn6OQ2AJGFq+giB3++LVvw4KEHPIv3Hn8uCvsNxaY7J6NVK3J+Dxnip/xtfj6SUYx/nz4H116rFi9ZAvTsSTZ0FjiY/v3p8I0aAf/+t/u4NpGjfn3gwIHol2ENBf10OfY/nESOFStQf+UPAICC+IZ0TfHfqlXArFlYuxZYsMD5mOefT+FCAPDPf4aQSsDdlmQUY8SoJMwxLkTldz8gadlCTN47Fn+ax2PhXlVCdetWEgKbN49eFZiqxG/iUT0sy/7FBVAcGqz7GUVFQFn/QRSfxX++6qQGAf90feWk6NKFUkg8/7y6pA4fpkSjPXrQ6z//JEEiMVEJk7/+6ry/AQNIwLjiCnWeDh6k28sZZ5A4snu37/ZYeO89OmD9+kgozsdpp6l8LoMHBy5a8ve/q6/Dn8jRvTtN16yh6d13k/gWVOVXdnI4CRkffUQ769MniB1VA7oIJzk5BEEQ6jwicgiCEBEpKapzAQCbMxshHmVo1yqAyBEoXIXX8wihTXSwV+BIguYcsScDsdO7NzB9uvMQLZd8sDlHQkJvHDtVvv0W566diPwzRqH8nAvQqrWBlL1b0G3hFAA00LhsmXd5Rw887J2RgV6PjQUAfPi3r3DqqfRx9QSXzH/+Q2ErS5ao0Jjdu2nKIsegQWTz/+uv8D9upJx+upp3FDnYW6+vLCpCOuic5N33FPVM+a9jR6CyEsOGAeecQx3YTp2suRLYYbF1K1Ww8ItpUmxAv36WZCcXXkii0U03WTdfm9PGM79zJzUnPR0xKZkaa4IOVwnk5LD19D3fXcP21MNu2pSSX0yfHnZbg9Enr7iCbimzZ9Pr116j6XXXUT4WhkWdc88Fli/3/n2VlqrfUkUF5dQBVGjYkCHk5OCwuoCw86iwENi0CcOGqVWBqrEAFOJyzjk078+R1L8/3X4XLqTXr75K06AMGP6cHD16UB4Wr9JINQT9+hQnhyAIQp2nhv43EgShtpCcbHVyrD/QBF2wFQlxPhIy2p0cvsJVeL0PkQOgvueqVUAebIJEpf9kkB6cyhxwYH+goVN/OISrYMsWIDkZ9RfPRtz8r4Cvv6Zh5WDbyjaA//wHrX+dhTLE4++7nvWsnjzZuvmOHUD35/+BW11Tcdxx1MlPTQVWrKD1LHJcdRV1wJ94IvSPGS10kcxxkJVLfOidk8JCT0Udr1KkLhf2FabjwAF6uWkTnY8zzyTXBkD9tFGjKKFjQNauBT79lC62U0/1LL7kEqBXL9UJHTwYaBV/EBlFqkRMTg6lA0hLi52To7SUnECx2jfgJ1yF7TC+RA4O+7KJhs1xEABw8PVP6bfw9dfAeecFrFbjj2BEjmuvpZ/9Cy/QdfPbbyRGPPAACR3cXA41ueAC+ol+/rl1Pzt20PTtt8kp9emn9HrdOpoec0yIjef7DgBcdBEuv0yJv0G5LKDENr10t5169chl8s031uVBuU0yM+k3qJUCrjX4cx0JgiAIdQ4ROQRBiIjkZGsn9X97muEE/OE7/sEuclxxBcVb9OxJHZ0gnRzM8ccDabAlO2DhIJCA4LQ+UPbCYLCHq2zfTqOcnTtb18XFBdepq6jwKiESP+x0S/tvu82a66NDu0rgww+BW26h7eOpEz5/Pr2NTSxt25LLfPZs4JdfQv2g0aGoSI0+n3iiwwbs5NA70kVFHpHDXpYXcXHYkk89vVmzKNwgM5Muobffps7t1q1A165BNnDLFprOnWupB5qUZE33MmkS0CrhMPYdaehZlptLfUJ/IkdpKTBtmndCzGB56CFKQ7J2bXjv94ffcBXDUN+NHkMFeDs59CorAFqD4qYyMrSFwf4efBCMyJGQQHlqVq6k7/+bb4BrrlE/ywfcEWVcyrh/f7omH3+chMQnniCBkJOL9ukDjB1Lv5+NG8kZ0revj1LI/tBFjp070al9BV59lYS4YPXWUaOoDXff7X+7886j63/VKrVs8OAgDpCbS+pPIKdcTUScHIIgCEcVInIIghARerhKVhawKzudRA5fAkNREfVC9JG17Gz14GwXOYqKVFlZX8yda31K52MHGjp36lBlZ9M0EpHDHq7yxx80f+GF3tsF4+Swf462bWlI1vZergzyxBNwsDfQSPXWrVTlkStJJCd7dBAMHmwtW1lVFBUBF11E1SEefthhA7YT2N6UAEqswPlGPLhcOHCETkanTpQ7oUkT4P/+j1Z/+SVds0GLHHwue/ak6e+/e2JcunVTm/XqBbRKPIy9xY0sb23QgMIB9GoZDEfC3HQTlRIOh//9j6ahlDo1zeDysJSUqPwUFjgnx6JFFGLCsRKMr3AVd53kNiB1o6pFDoDSR7zzjkoxceaZat0DDwCvvAKMG0evDYPCWDIzgTvuoO/oqacoiehxx1F1k9tvpxwfPXvS53n++TAar4scAFBRgTvvJPEklAiQ7t0Db3/55XTfHjOGXj/7bJC/hYICL7Gq1iAihyAIwlGFiByCIESEHq7CA969sD6wyKH3mk46ST1xO4kcgXotF1xAw6kMH9spUYXeidLLjjDRdnJUVqqyGlxzlwlV5Ojfn+wa48fTQ/vKlUCHDtTTXrHCI3LUqwcl1mhcfDF9ZA6tByiWv2VL4PXX6fXy5cF9xGhSVER94fPP99FBY7eA3isvKvKcZy8nh8uFA8Vkqdet+1zqeMkSmgYtcnAyDbbp9+/viXs5/njaz2uvkVujQ/IB/JnfBfn51FwWObp1I/cM50IAaN1335HbxPFzBAmfFt1RFYhzzw2u81xS4iORJYerDBvmXS4IUG/ic8YdS3dyGHZyWNwr8fHOyYCDJFiRw+WissW33ko/I73qaWoqcNddqlQrQN/xe+9RGdi+fSmP8eHDwIwZdAn27UsJSydOBP71L+Dss0NseEWFtygZgdgTiEaNgPffV4Y6vQS4XwoKfJeuqelI4lFBEISjCpGzBUGICD1cha37XbHF9zCxk+U5OVk9eDrl5Aim0om+P+4g/PCD93a6K+KPP6jncsklJEAMGUKxDXFxkSUe1dty5AgNAQPeo6DBjlxzJ/v++4FLL6X5r76iaXw8qUt//IHLLuuPl14iO7pTlYr4eMod8J//UGd79WqgXTtad8stVJ1l9ergP2a00FOxOMJOjhdfBD74gM5vXh710pzK37pFDsOw5jNo3Zqm30/fA6Atul45EIjf7XkPXn5ZnV8dPv+sImkkJwObN6vXZzX6H6bsvwirV1PoQEUFNXPUKBKSLriAckyOGEHukooKckp06hRcidlXX6XKGMcfT99nSooSrUIRSXxVnbHDTg4vOFzFF5MnUyMHDaLyJbaOZQqOoGNHa8hEJE6OvDzgHqooHLTZ4I036C8Yrr2W/g4eJOdGv36qIgtADor77gutzR6cvrgYihwA3fIuuYRu00FHn9RmJ4eu6InIIQiCUOcRkUMQhIhISaFB9cpKGpUGgE7Y7uxQWLqUylEkJFgfOlNS1IMnjwDrOTlCFTn42A5uBq8SF4sX09/IkapWZKNGkcWd2997wgk04m2vUxqqk0PvZHOGw7PPBqZOBcrL0bevpi1t26aObSM+nkbyzz1XLYuLo3KZ3OksKaFOY6tWJF5Fw+G9fj11rN56i0JjTJNGwLOzVcJHR9jJAdDn5WukXz/AHWpj6ay5XDhQ0hBNm1rbnZwMdGt3BJt3t0WCUYZ2o04AXMfTyunTKfTi3/+mc6d/hwUFFG7h2Nu30mI9JWvQ3QEtx92APq/Oxpa+p2HArs8xdiyFtnA/tksXujScRI7KSsqVsn496YP33+/72OE6QfxRWhrAyeGLpk3pwlm2jF47dCwHDrQlTI1A5HjpJbpmL744QD/cNMm6sHYtZeF1TALjm+bNgc8+C6uJvmH3WL16KglK27bAP/6hyp/EiJBuc4WFtVfk0K+/006rvnYIgiAIVYKIHIIgRAQ7OTiXw9Bu+5G0uYTKCwwfbi1LcO+9NLUPH+olZe0iRzDhKoCzyMElRPQetEOuCgBqmB+ITvWADz6g4PxNm8j/zuE4Oi5XcJ06Fjl0dwnbBwYMIJFDFwIAFUPkVz2wMnQoMGUKfZ9TpwJvvknL165VFS7DxTTJLbJmDeXuHDyY8h+8/DKt9+uC1z/bhx9aVj2eQTkFjhzRPmpcHA6UNHCsMnH6sYeweXd7tGtVgfh3pqoVy5apMiktW3p/X337BvU5T8LvXsv+gQ+Aonpo/P1M/J7SFiPjPsdP60/2rG/blvQTe06N0lIylnz5pVpmGBRqcO65dOnccQcwcyati4XI4TNchXNyBIK3cVDJTjmFnEWbNpETAqtX0wGvuirkUrKffUbnZMYMHxuMG0fukqIi5Qzq31+VUQmWhg1JDLULlqHy008UYldaqr64a66hDLQAibHTpsVc5AiJgoLgS73UNHSRo00b39sJgiAIdQLJySEIQkQkJ1MH1p2HEdPei6fea7t23nUthw6l6ZNP+g5X4dFy7hwtXhxcfUN/IofewbI7OZyIhshxzTWUbRLw3ZGKiwvOycFtdgqhOfZYmu7YQXlE2IrBIsdPP1GYh53Fi8mxUr8+jWabJs46i/qYP/1EIS2tW1Mlik8/Bf76K3Az/XHHHSoXxsGD9JFee837IzrilHjUTatW3u/PrkzH7EOnOHb6LziBckFk5ds63S++CNx5J8XsrF1Lao/+x7VnA5Dw4w84q5/KBXNNu8WI/2Q69eTvuw+NbrgILx3/seU9LVvS18CFhPbupUSsyckkcDz3HLBzJzleioro0mrenD77RRep/ezdq+bLytTl749AyUf9ihzB2AD4AA5ODk6j06OHO+SNy8OEqKhNnUoRWyNG+Nlo+XI6oTffrBJu3HQT8Pe/B/83dCj9znbtCql9jvzxB/0QzjpLLRs0yLpNcbFV4aouysooq+rq1WGUjakhhJK9VRAEQaj1iJNDEISI4NHzTZto2uOUpsCQCTQ66a6k4KGkhEYCW7ZUWUp5J9wJ4lqiegfKsZdlQ3+IZXcE9/L0nlxViRyAij/wtT9/4Srjx5MHH1Cfx2k//AVMmkTTE06gsBb9cz7zjHfZkuXL6TsaPJjEqIoKnHpqPBISgHnzqD9z772UZ+CLL0j0cNJKguWjj2g6eDAJJt99R32n996jJJD2wjMW2MmhJ79wwxE8+fl0WQHA+ev+BcC5JOv5J+zFcHyL0bcfA6CtWnHhhQEaESSnnIKFK0mwyMkBWrceBvClPHEiAGDA1Hc9YTbXXUdhQZMnU+WbH38kYSkvj0SAsWOpGoYv9LCYqVNJD3zwQQoLWrmSKrdccgmZqpxSERQX+zdKBUw8Ggi+dh2cHG3akEa3di1pbhdwcp8QQyI++YSmTulUPJSXU/bXV18N3x0xfz7d0yJIjuqB7w3jxyu3G4uiOmPGUGltPbasqsnLowQzQO0VOfg7q87zKAiCIFQZIm0LghAR3EHavp3s5x5twjC8h4mzslTVEj1MIyXFWxDQO1CROjn4dVmZOyunjfPPt76OJOmojlOYic62bVSbMjWVypIylZVkp2jWDLj7blIa/v1vqqRiRw9Had8euOEGbyHHqdO4bx+da/7sFRWoX58Gk195hU7ViSdSE0aMIJFjxw5VrjRUunShpJsjRlDn+8MP6WNfeSV9XDb5OFJaSkksHMqh8KnlU/2//wG/5PUG4FBaFkAcKvAtRuDWK2IQ26GRmkqdeCezQ0ICMBYzMfacIrz7LtC7N+XoLC+n85CSQhERM2b4FzgAMkwtW0YRUQB9d61bk1jSoAH1n889FzjjDEpBAVh/loEqsoSdeJThzqUucixb5rnev6cUJti6FSoLbjDhaRpt29L1xSKXz3ZEmliGVaJAIWZz56q6u3Fxzn+c6IZFg6Qk671Jz6Wzfn1k7Y4UXdTh76i20aMHhaOxIiYIgiDUaWLu5DAM4xwArwKIA/COaZov2tbXA/ARgBMBHAZwqWmaO9zrHgFwPYAKAHeaprnA3z4Nw1gGgHsTzQH8ZprmaPe60wG8AiABQKZpmpJ5ShCiAPexN260Pf+6XN4ix+HDSuTQSxOkpKhh9yZN1PuZcEUOTuLH7cjMdH7vF19Yh6ujlVzPKWGoDrtZioqol3fSSdQrvfRS+gwXXBDYPqF3CHfuJOGEc0swJ59sfV1YSGUlunRR59l9zoYPp/ywgMrJeM011CR2+Z9zDn3fvXpR+dMg8nEiJ4fyPV59NeXQ+PJL6tMF816UlfnckEUO1nXmzQMMVOLggJFoes887zfwtVGdFRYMAzNxMTB1BwASrnT95pdfQkv5MGQIOWQmTKA0DlzMZ84cOufjx9O6iRMpEkRPcBqMyBFRTg4nkUOzn/DtIDsb5Fjo1Mnr97dhA+l3vtLLHDgQxPkqLw8pP40j/BkCOTlefpmu2Ucf9X+OevVSv99+/ege9re/kbr18MPKmhLjSisB0T+vnruotnH99dXdAkEQBKGKiKnIYRhGHIA3AAwHsAfA74ZhzDFNc5222fUAsk3T7GoYxmUAXgJwqWEYxwC4DMCxAFoDWGQYRnf3exz3aZqmZyzQMIyZAGa75xsCmALgHNM0dxmGEWHGMEEQGD3dxKJF2gonJ8eiRdYY9OHDqZZpcjIJIIDq9UTTyVFUREPlXB/1mGNUdRLAuwMdLZGjUyeq7+nLycF5M/Q2r1hBHfDx46niSyC47W3doRf6ebviCuDjj2l/paW0rWmqsI/hw71EjquvphyN3HyAKlZw9dYNG+hr7NOH+qTTp1PIRSBycuha6dSJ3AkffUSHD4qyMhXGZIPzILJ+tXIl0Ct1F5rGOVTWAVSHsTpj9PnY2u+DBcKkpPByWrpc9PWOGqVEjjZtaH8vvUTCyaefUujKSSep9wUSOUpLfRgrgg1X4Q6yD1EpLo40wOxskBVj7FhV5Qj01ffqRZ8tK8s5Qe3GjcCppwbRjkidHPz+QKJDXBw5NJ57Lrj9zpypKn5w/hn9nlReTr9P03Q+j+XlStBlkpOjd40PHKjma2viUUEQBOGoItZPeQMAbDFNc5tpmqUA/gvAHvR8IQBOl/85gGGGYRju5f81TbPENM3tALa49xdwn4ZhpAM4EwBn7LoCwBemae4CANM0D0b5cwrCUYseov3EE9oKw3DON6GrIixCJCerMors5NBFi1BFDu6EHNR+6ixwADTszfAw9fbt1EMEoidyzJ1LSoCvEWTONAlQJyUnh5IatmxJJ9Oh/KsXCQnUSfrmG3qtd2xuvZXUiFmzKHYhM5MSKPJ+x4zxsuB36EApPJ55Rp1Slwt46CFyzZsmdTxXrKAO59y51Oz77qNOtBPl5VTUhq+VSZPo4wWZy1MJNA7wwDIn3dy7F2iXlOk710kNcXJY2gIVicRpWMJFryijiyV8ni66yFpgKDsbePttWj9njvf+Ik486icnB9Ookar2bMLAwsLBqKig64m/9tJSityys3cvmcAGDAjQjmiGqwRychw5Elpp2rFj1X2vfXua6vk5KipIaOjf3/u95eXK/aL/DRsW/PEDkZGh5kXkEARBEGoBsQ5XaQNgt/Z6D4CBvrYxTbPcMIxcAE3cy5fb3st1vwLtczSAxaZpcmB6dwAJhmH8AApnedU0zY/C+UCCIFjRTQqPPqqtsDs5uLNz3HFqGYscqanKicAP+aE6OfTtKyspIcOCBc7bPvww9dzeeEPtu2NHsozPmROgnmkING/uP9Fdly4qycV11ylLxED7Lc0PKSmqTAVgPQ+dO1tdLfv2qdKcb7wBnH66qmihdbgffzzwYQ2DQiy+/NJaAKJRIxqUZtNIYSF1RE1TuRUaNwaeeir4j+jPydGkCa3iY2zeDIxOzfYtctRQJwdXKYqUevVIR+zc2dqn//vflQh1yy1q+WOPkZkKoLwerPMxESceDeDkAKg/f+AAzc/JOBGj999jeTrp3Zt+nvPne7+XTR8BfzLRdHLoIkdhobcdJpJSqxMmAGeeSQmOfvyRQntKS1VClfHjgfvvpy8mOZnUscOHyR7F4uWsWdHL43HjjdbXInIIgiAItYC6mnj0cgB6dql4UM6P8wGMADBOC33xYBjGPw3DWGEYxopDhw5VTUsFoZajOzksnSG7yMEdAd37roscr79OvZhjjqFloYocuoW8spKsBYDziGZKiop31/fNyQqi5eQIxNdfUwZO5uyzyeYwZUrw+7B33PTzlppqTUL67rs0feopcnkkJgafTNGBm26yvu7YkRKLpqeTvtOpExlIevak9WHnLPTj5DAMKqWakUFCR04O0DV1X61zckST7GwK29E57zyVBufHH9XybdvUvFNzIs7JEYSTo2tXFUGVcaSxZd2DDwJ//kn9/owMYP9+63uXLyeRq29fP23IyaF7TbREDg4p2baN7hXNmln//vrLdx6eQCQlAaNH0zxncuYkOQDw9NOkYjVrRsfmML/bbqPS3Q88QE41PfFKJNjz+7DjRBAEQRBqMLF2cmQA0B9r27qXOW2zxzCMeAANQAlI/b3X5z4Nw2gKCmkZo22zB8Bh0zQLARQahrEUwPEANukNMU1zGoBpANC/f/8ojKkJQt2nfXvgzTcdOrB2kWPrVprqHSMWOVJS6IH9nHPUulBFDt4XoLzvo0ZRjcrFi63bJiWpTm51ihwtWpCbghkxwtmT70SzZpTvw44eQpCaqpKfAqqOKwtAgFdOjlC4+WbKk7hoEZ3m7dupCmt8PFUJ2bjRegnY858GjR8nB0CGmA0bVB7XXukZQLkP0aYmOjlMk2IuTJM+Z6tW4e330CFvV0FamkeJ/OYblWeF4Z8l4FvkiKi6CoddsNLlQI8e5DIpLgZ+P9wJaUY+bn84DX36UAlcQEV/rFxpLYb0yy9kYPB5i1i7lqwgAIkGkcD3jDFj6POzHen6671VlmiVKjUMa6gdYP2ihg2jzzVokFpWvz45TCor6Z5mF1zy82mbYL4/OyFWvhEEQRCE6iDWIsfvALoZhtEJJERcBsqPoTMHwDUAfgFwMYDvTNM0DcOYA+BjwzD+DUo82g3AbwCMAPu8GMBXpmlqPR7MBjDZLaIkgsJbJkX1kwrCUczNNzsstFdX2bePptzhAFSHzClnRag5OXSR45FHaDp8uPfQL++PO5r6QzvnyKgqkQOwfs7GjX1vZ2f1anVOdfTOe1ycdUQ3J4dUKT0chztuW7ZYBZFmzQKW0jUMcq9zR7R3b6puMnCgGvA9cAB46y36SvzoFP7x4+QAqAP82mtKyzq+0S7gQC1ycowbZ01SOXOmNQQpGH77zTlmIyGBBJTmzdGxIwlNy5d7bwbQZsXF1p9bxOEqp59O8TC6mGeje3fa3datwNqcthhQ7088//wQyzYnnECnTRc5CgqoGq2u2Xnx5JM0vfdelZE1XPT71I03quQmb78dnmAQDJWVSrR14r77vAUVVvuuvJLK6Xz1lTpp+flkr3roIeCFF/wfO8M+JiUIgiAItYOYDmWZplkO4HYACwCsB/CZaZprDcN42jAMjvx9F0ATwzC2ALgXwMPu964F8BmAdQC+AXCbaZoVvvapHfYyWENVYJrmevc+VoOEkndM01wTi88sCIIbe+JRTizasaNapoer2AnVyWG3Zw8bRrVPnTof9er5d3JEKydHMOifU082GIiWLZ0Tk9o7nmVlat40yXKhw+dn8GCyRPCfX/+/M4ZBYRG6o71FC0oyGpbAsc8ddhLAyXHiiaSDPPMMvW6bklWzc3LwOWcR8PXXaTrJrb07CXOB4BwMEyZQWNK771Jm17Iy9dtD4Fy29jCX0tIIE48CVFHJT6gIh9GsXw+szW2D3gmbvLZJS6Pt9PZxslG9YJMX/H2//LL13hMO3bqp+XffJWHp7LNjJ3D44pZblNvH6cNv3EjT//6XpvPn07KDB4Gff6br7sUXSWQuL6epU7iaLzVMEARBEGo4sXZywDTNrwF8bVv2hDZfDOBvPt77HACvGmxO+9TWne5j+b8A/CvYdguCECH2cBUejdSTeOjhKnZCFTn03BMAdRzT0pw7IC6X6vzr+z7mGEra17lz4ONFC/1znn12dPfnxJlnWl9zhygtDZg8meY/+UQlbti5k0Z/27Sxfnex5q+/qDLMY48FFDn0kqgAUC+hMrDIUZ1ODj1cJSeHrt3hw2nk/Z57ggsdOnzY6uThkIZbblFOpPr1gWnTLPuzh6vYsf9cInZyBAFrB0uXAkXl9dA9fpvjdiefTElui4uBV18lUcQwApQiLiiwhnJEgmFQshmu2rRvH6l6Vc2oUZSANCvL+Xdx7rkqUSlASYbfeMN7u5QU2tecORRy88QT6j7622+0TBAEQRBqITEXOQRBOEqxixw8mqx3lM85B/j8c7JP29E7esGIHHqoBUCdcsB3R4xDZfR9jx9PD/3BlG6NFnr7wo7n8LE/J/RwIUAlLnzpJSrBAQBr1gBLlljzGXTrBmzyHmGPOkVFdBxOtvjzzwHDVbp0oWauWePWiVwu34lU+bqqCU6OykoSOQD6LThUXfFJ374UX6LTuLE11Moh3wp/3b6wn5aIE48GQXo6GRN++IFet3Y5O1kuvxz44APSGfLzydnx558B9KqCguiGn2muGADAs/ofmnUAABiESURBVM9Gb9/B0rgxWaT0esE6TzyhbE2nnUYZghcvVomHdbhuMLt//PHbb+G3WRAEQRCqkLpaXUUQhOrGSeRIS7N25KdNo05sw4be7y8pUfPhiBycbM+XlZxdJHpOjoQE5YGvKqLd2Q60P3sSQq4UoX8HLhd1Ytmu3r174N5xtLjhBhKZ7rqLXjdvHtDJAahKl2s4EJFrktqpaU4OLkfarFnwVVeKikjguOoqYMYM9ffdd87H0fYXKK9teTklcV2yhE5VRUUUwlWCoGdPMu8AQCuX83c3bBhwySVUjWXSJNLBHNumE22RQy8fO3gwhY3FEs7Von+GQI4qPTTovvtIHdKTrq5YQVYYwPt+9+9/q+vpmWfoMzJ6+W9BEARBqMGIk0MQhNhgTzyaleWdWLNRI99Wcj2RaDAiR79+FGpix1dHrHVrmp56auB9x5JoixyBOp52kYPFJL23yCLHDTfQ6969vTvQsWLfPsob8uyzVMWiRYuATg6Akt++/bZb7LjrM1rodM0FUdI05uhiht6eYCvdsIAzbBhw8cW+t3PYX8uW1F/u2dMa0cAUFwO9etE85+F1PPVRDFcBgDPOAL7/nubbx+913CYujqqwhES0RQ6dYO5LkcIltRs2VDmDQklQzG3Uv8QTT6S/l1/2rsZzww3WhMP33w+sW0dicFV8XkEQBEGIAuLkEAQhNjglHg3l4TxUJ8cjjwB//OG93Jf1/4QTaNj/wQeDb1MsqG4nB9d17drVug/OWXLWWUCHDmGVmA2LoiKqRzx6NF0vFRVBOTkSE8kJcOed2kKnqhQ8El+dIoeTkyMuTi3PyAB+/52u56VLKUxAP/973SJAIBeBD9HkwAEVDWRH7/OyySfW4SqAqtADAC0NHy6cUCktpbrGAaoEhU1VCH/sONKdVk7ON1/wvXPzZu91hgFkZqrXo0d7n6ukJBKQWfkSBEEQhFqAiByCIMQGe7jKunXWshuBCFXkiIvzrhwC+M9vcOyx1ZubAYh+ZYZAn8ee/+SBByj5aJ8+zvu4/Xbl7KgKiopUItq4ODpuEE6OoKkJIocvJwcvf/llCiPo149yKgwcSBUyABI+vnbn3Q6UINeHyJGSYo3S0tENVE4mHw9RDlfp1g3YsQMo/sfNMPZmUA6JJUuU0hIOnEi3e/eotBGAclZUFXyd6sJGKKFWxx9PU04wrONyAYcOqdfV7WoTBEEQhCghIocgCLFBFzlyc4Ft20ITOUINVwGcO/gTJ9KUk4ledFHwbagKqtrJYbfuu1zenUB9Hw0aWEWODRuABQvob+FCFdMQLQoLlcjBCUSDcHIEje6cqC70ErJOTg6dRx6haW4uJWTt1w94/nk6R4FKogYIf/njDzIjjB6tluk/O3Z1xLq6CtOhA1Avzn0+zjoLOP104P33w9/hunU0veWWiNvmoarLquo5czIzvROfBoJ/7wMHeq8zDGuOkVjnFxEEQRCEKkJycgiCEBt0kWPhQpoOGxb8+0N1cgDOna60NOo4t2hBNv9QhJaqINYiR3q6tbxuMJ17fR/JyVaR4+STqcPNjB8PPPlk2M31wu7kKC8noSMcJ4eTi6e8nPYbbQdNKOjhKnxe9ZwcOkOG0LSyEpg3j+YnTADGjg18Tnh/W7aosqcafd3T3hcnIj3vGHz0XVuLZsXRPlXh5PBQVETT664D3nvPeq2FyvbtlPMnWi4gIHahL77ghL+NGoV37+Jr4PLLqTyx0zqmS5fQ9y8IgiAINRAROQRBiA26yLFhA01HjAj+/eGIHNzpuvRStWzSJHrAT0mhOpU1jViLHBkZwLffhuZg8SVylJVRp/PGG4FrryXRShdQIqGsDFi0iPbHIkdBgUoeEY6TQx+l1pdVZ6gK4Byu4kt4adaMphUVqvzI3XcHdz74e7zySr+bNQPwFurhIxRb0phw/7oqEo964Aaw84rPT2UlfX4OvwiGQ4dqf8edc+WMGRPZfpyuF/v316lTZMcQBEEQhBqCiByCIMQGffR/3DiahjISOXQo8MorNB+wTqTG4cPW0VYWSJw6vDUB7thGa1ScOy7XXkvT+vVDS1So7wMgwYGTyHL8Qo8eaoScO6HhUFJCYS+9egGrV6tKISxG5eUpESWUa4DRYy+YmiByOCUe9eXk4GS9lZWUpwIIXvDR9zdoEPDaaz43TTrrLCQXliIrSykau3bR1PHyiXLiUQ8scjRtqo4DAE8/DTz1FMXY9O1L527BAiodnZxMAqr9vBw65BymUZs49VRg/35yooVC167k4GGcrhn7PSdQaVpBEARBqCWIyCEIQmywJx4F1Ah9MIwdS6PYhw6F1sG1V3DR8x/URLjDfeut0dmfywXk5ACpqdZlACU9CHYfTEqKEqxY5NDDSQKJHEuXUh6BkSOtoTI//0x5Wq6+mrJOcpWbRYsoF4OdcDpgEycC06dbl9UEkUN3cnAVGz3xqA7bKDZsINVh7Njgj6N/j089BfTv73vbevVQ70gZJk5UIsf69TR1LIoUq3AVFrX4oHx9/fgjTTlR5q+/Aueeq943bx5w3nnqtWlSDgt2wsSCq66K3b51QhU4AHK96MJuME6O6v5dCIIgCEKUkP9ogiDEBu4A6Q/aoXaKUlOpUxNJTD0nGdA7/TWJhAQ1Gh0t7BVU+LwHm1hQFyN0kYPzJQQrcmRnU3UQgEKGOFzpt9+AKVPUdnv3KgGlb1/nvCHhiBxOFoSaIHLoTg6+PuvXd3ZG8LmYMIGmJ50U+nGAwJ39uDjklFp/I2vX0tRR5IhVuApfT/ybX7KEpnx98O9kzx6a/utfVCGIr00mN5e+a3aERJOEBPqNffBB9PcdLewhfnw+dTG1OvPSCIIgCEIMEZFDEITYwA/QnFPhxRdD3wdXFggnVIHh0qh/+1v4+4g19oon0YY7jsEKKU45OQDVIef9BBI5tm1T8598Qn9OlJQAy5bRvK/8K449bR9s3kzuECdBoCaIHPzbmDOHXDeAb5FDXzZ0qHK8BIP+3vR0/9s6CEtctbZKnRwcnsLt+e47mnLoEV8fnEi1Xz/r+5jMTJrGQuQoKKDPXp0VekLF5SIhSL+XVnf5bEEQBEGIESJyCIIQG7gDxBVV2rYNfR+cfDQSJ0fv3tRBikQoqe3wKHg4VWoSE9XrggKaBuvk4I7oV18BxxxjXVdRAdx7LzB3LgkPM2aQ28CXEBPK9cPXS01NPNqiBf0+XnqJXiclqWV29O9iwIDQOqYhihwbLnwIT9R7CZ99Zl3l+NZY5eSwixwAuUb4Gubvjq+t5s2t72M4SWsswlWiWa2lKommW0wQBEEQajAicgiCEBvsHaCzzw59H3fcQeVJA3XQAnE0CxyAGgUPx8lhGN5OjmBFDs6f0KOHc+WG2bPp/QcOUCe1USPrsT/9VFXKCaXyA3eEndpWE0SOPn3o3HCIRXq6d4gR4O0WCNWVEKLI0aN+Bj6dDnz8sfUUOWoZsQpX8SVy8DX82mtUeeWHH8hiwoKDXeRYsICm3bpFv411BS6fIwiCIAh1DBE5BEGIDfZR6VAqqzDjx9OfEBn2fAaB4M4rdzTDdXKwyOFrNN0wqDfdpo3zei7vwdsGC7fbyclRVlb9IgdAv4dAv4mnnw4tr4YduyPHH9p3qesLdleHh1iFq3CCYL3tetLb99+nP4Aqj/B2dpGjoICq9HAJVsEbXeQ444zqa4cgCIIgRJka8KQnCEKdxN4Bkvjv6iPUcBUWQ1jA8CVy5OVR9ZLjjnPez4IF1LkO14nD5URDhUWM776jqi7t2ql1NcHJEQzc2c/NVctCdXK0akXf3YABgbe1CVZJSWSeuOACP+2rDidH9+5UmQcg9wsLYXaRIyvLt3gmEJzzaNEiFVYoCIIgCHWAWvCkJwhCrUQXOTp3rr52CDTiDVC51mA48UTra+5gcuJQFjl4JPihh3zva+DA8Ef8R44Enn8+9PdxB3nmTOD7760j1rVF5GAiCVfp0IFCjJzKhzodZ8YMYOdOoEMH/Por8Msvfsw/lZWxOY8sVugCip6To3VrqwPGl5MjKyu0ZLVHM+G47ARBEAShBlOLnvQEQahVsD2+Wzdg06bqbcvRTo8eyhkQDCecYH09b56aNmlCSTJ1OFeHE5HkQzn55PDep3e+s7Ks62qbyKF39sPJLxGse4frxXbsCJgm+vRRhYkcqarqKgBdu5yE2C7YOIkcS5YAv/4KXHll9NtXF4lFBRpBEARBqEZq0ZOeIAi1ikaNaOqUF0Go+ZxxhqpoctddwFVXUfhIerrqWJ5yCo2ss7MjFpx/PoXFhIJdxHj8cTW/bp1zks+ait7Z50oiseavv3yHIDGxClfxlZODsX+3TiLHmWfS9LTTot++uog4OQRBEIQ6hogcgiDEhj59yM0xalR1t0QIh8WL1fyVVzqPiv/4Y+zb8dVXob/HnmTzxRetr6+5Jvz2xJomTUhUYhISgLQ04IUXYnvc884Dvv6a5levDixyxMrJwXlB4uLoe3v4YasLyf7d2kWOPXto/sYb6U8IjJSWFQRBEOoYInIIghAbTjpJWcyF2kcsOrBVhcsVWnhOTSIz0/ra5QrdyRIO8+YBW7dSNRJ/FXOYysrYJh51udQ1qH+XvsJV7rkH2LgR2LePXl9ySfTbJgiCIAhCrUBEDkEQBEEQVGhMMCJHrMNV4uLU/oMROYqKgGnTaL59e++8MoIgCIIgHDWIyCEIgiAIgsp3EayTI5aJR3Unh55vw5fIERcH5OdHvz11meuuC+67FgRBEIRahogcgiAIgiAoJ0cwyYJj5eTQq6uEEq6iJ2gVguPdd6u7BYIgCIIQE2LwhCIIgiAIQq0jULjKK68AmzfTfKxzcugih54o1pfIUZvKAguCIAiCEFNE5BAEQRAEwerkePhhYOVKtW7iREru2b07vY5VuIpeQpb3P3s2UL8+zd9zj/P7ROQQBEEQBMGNPBUIgiAIgqCEgp07gUmTgP/8Bxg2jColvfGG2q6oqGrCVXj/118PvPOO8/bsOhGRQxAEQRAEN+LkEARBEARBOTkmTaLpnj3Ahx8Ct99uTepZXl41iUeZevV8b9+wITBiBDBjRvTbIgiCIAhCrUSGPgRBEARB8J28Mz4eyMsDUlLIxVFeXjVOjrIymvcncsTFAd98E/12CIIgCIJQaxEnhyAIgiAIvkWOpCQSHJo0odcvvRS7xKN6To7SUppPTIz+cQRBEARBqLOIyCEIgiAIgrVyScOGav7IEZqyyDFhQuzDVeLiROQQBEEQBCEsROQQBEEQBIFEC9OkP93Vwck909LUsliHq7hcQEkJzYvIIQiCIAhCCIjIIQiCIAiCFScBg50VQOycHIzu5PCXk0MQBEEQBMGGJB4VBEH4//buLtays6wD+P/pDLTSD6Yz0zRNS2QSm5JK0lIaLKkhtkSoHxEviCkx2pgGbqrBRKLgDfHjQm9EJZbEAFobtDZV0oYYtGGaeEEolIJC2yFMK4Q24KAzg1UDZOjjxXp3Z5/Tg2cc58w+Z/X3S3betd69Zva7s59z1s7/vOtdwFobBRgnTpzcfuqp5LLLtu71d+06OZNDyAEA/B+YyQEArLXRTI7771+7/+STW/v61uQAAE6DkAMAWGt9yHHRRcnllydvf/u0X7W1t24VcgAAp0nIAQCstf5ylcVCpMePT+37359cc82Zf93lO7y4XAUAOA3W5AAA1vr2t9fu7x5fF44dm9pLLtma13300eTgwWnb3VUAgNMg5AAA1lqEGeedNwUei5kcR49O7f79W/O6r3719EjcXQUAOC0uVwEA1nruuandt29qFyHHVs/kWHb++VN7wQVb/1oAwGyYyQEAbGz//uSZZ87eTI5ld96ZXH99ctNNW/9aAMBsmMkBAGxsMZNjsSbHxRev7d9Ke/cm73rXCxdBBQD4X5jJAQBsbO/eqV3M5Dh4MPnkJy0GCgBsW0IOAGBj69fkOHBgegAAbFMuVwEANnbhhVN70UWrHQcAwCkScgAAGztnfE1YXLYCALDNCTkAgI0tFv0UcgAAO4SQAwDY2CLkWNxVBQBgmxNyAABrPfJIcuhQ0j3tm8kBAOwQ7q4CAKz12tdO7bPPTq2QAwDYIczkAAA2duzY1Ao5AIAdQsgBAGxsEXJYkwMA2CGEHADAxhYhx759qx0HAMApEnIAABs7fnxqzeQAAHYIIQcAsLFFyLFnz2rHAQBwioQcAMDGbrxxai08CgDsEEIOAGBjd9+dHDqUnHvuqkcCAHBKhBwAwMZe9rLkqqtWPQoAgFMm5AAAAABmQcgBAAAAzIKQAwAAAJgFIQcAAAAwC0IOAAAAYBaEHAAAAMAsCDkAAACAWRByAAAAALMg5AAAAABmQcgBAAAAzIKQAwAAAJgFIQcAAAAwC0IOAAAAYBaEHAAAAMAsCDkAAACAWRByAAAAALMg5AAAAABmQcgBAAAAzIKQAwAAAJgFIQcAAAAwC9Xdqx7DtlRV30zy1VWP4zTsT/Jvqx4E25oaYTNqhM2oETajRtiMGmEzaoTN/GB3X7K+U8gxM1X1SHdfv+pxsH2pETajRtiMGmEzaoTNqBE2o0Y4XS5XAQAAAGZByAEAAADMgpBjfv501QNg21MjbEaNsBk1wmbUCJtRI2xGjXBarMkBAAAAzIKZHAAAAMAsCDlmoqpuqaovVdXhqnr3qsfD2VNVH66qI1X1xaW+vVX1YFV9ebQXj/6qqj8edfLPVXXd0r+5bRz/5aq6bRXvha1RVa+oqoeq6vGqeqyq3jn61QlJkqo6r6o+XVX/NGrkt0b/gap6eNTCX1fVS0f/uWP/8Hj+lUv/13tG/5eq6s2reUdslaraVVWfq6qPjX01whpV9ZWq+kJVfb6qHhl9zjc8r6r2VNV9VXWoqp6oqterEc4kIccMVNWuJH+S5CeSXJ3kbVV19WpHxVn050luWdf37iSf6O4rk3xi7CdTjVw5Hu9I8oFk+vKR5L1JfiTJ65K8d3FyYRZOJPm17r46yQ1J7hi/I9QJC99JcnN3X5Pk2iS3VNUNSX4/yfu6+4eSHEty+zj+9iTHRv/7xnEZdXVrkh/O9HvpznGOYj7emeSJpX01wkZu6u5rl27/6XzDsj9K8vHuflWSazL9TlEjnDFCjnl4XZLD3f1Ud383yT1J3rLiMXGWdPc/Jjm6rvstSe4a23cl+dml/r/oyaeS7Kmqy5K8OcmD3X20u48leTAvDE7Yobr769396Nh+NtOXicujThjGZ/2fY/cl49FJbk5y3+hfXyOL2rkvyRurqkb/Pd39ne7+lySHM52jmIGquiLJTyX54NivqBFOjfMNSZKqenmSNyT5UJJ093e7+3jUCGeQkGMeLk/ytaX9p0cfL16XdvfXx/Y3klw6tr9fraihF4kxZfw1SR6OOmHJuAzh80mOZPqy+GSS4919Yhyy/Hk/Xwvj+W8l2Rc1Mnd/mOTXkzw39vdFjfBCneQfquqzVfWO0ed8w8KBJN9M8mfj0rcPVtX5USOcQUIOmLmebqHkNkqkqi5I8jdJfrW7/2P5OXVCd3+vu69NckWmv6y/asVDYhupqp9OcqS7P7vqsbDt/Wh3X5fpMoM7quoNy08637zo7U5yXZIPdPdrkvxXTl6akkSN8P8n5JiHZ5K8Ymn/itHHi9e/jql8Ge2R0f/9akUNzVxVvSRTwPGR7v7b0a1OeIExbfihJK/PNC1493hq+fN+vhbG8y9P8u9RI3N2Y5KfqaqvZLos9uZM19WrEdbo7mdGeyTJRzOFps43LDyd5Onufnjs35cp9FAjnDFCjnn4TJIrxwrnL820oNcDKx4Tq/VAksUq07cluX+p/xfHStU3JPnWmBr490neVFUXj0Wb3jT6mIFxHfyHkjzR3X+w9JQ6IUlSVZdU1Z6x/QNJfjzT2i0PJXnrOGx9jSxq561JDo6/vD2Q5NZxZ40DmRaK+/TZeRdspe5+T3df0d2vzPQ942B3/3zUCEuq6vyqunCxnek88cU43zB09zeSfK2qrhpdb0zyeNQIZ9DuzQ9hu+vuE1X1y5l+sHcl+XB3P7biYXGWVNVfJfmxJPur6ulMK03/XpJ7q+r2JF9N8nPj8L9L8pOZFnr77yS/lCTdfbSqfidTYJYkv93d6xczZee6MckvJPnCWHMhSX4z6oSTLkty17jLxTlJ7u3uj1XV40nuqarfTfK5jIXiRnt3VR3OtPDxrUnS3Y9V1b2ZvrCeSHJHd3/vLL8Xzq7fiBrhpEuTfHTK1rM7yV9298er6jNxvuGkX0nykfHH2acyfe7nRI1whtQUqgMAAADsbC5XAQAAAGZByAEAAADMgpADAAAAmAUhBwAAADALQg4AAABgFoQcAAAAwCwIOQAAAIBZEHIAAAAAs/A/EZsSzY8PFoMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y_test = test.reset_index()\n",
"\n",
"# Visualise the ask_price predictions\n",
"plt.figure(figsize = (18,9))\n",
"plt.plot(y_test['ask_price'], color = 'red', label = 'y_test')\n",
"plt.plot(y_hat[:,0], color = 'blue', label = 'y_hat')\n",
"plt.title('y_hat[\"ask_price\"] vs y_test[\"ask_price\"]')\n",
"plt.ylabel('ask_price')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"# Visualise the bid_price predictions\n",
"plt.figure(figsize = (18,9))\n",
"plt.plot(y_test['bid_price'], color = 'red', label = 'y_test')\n",
"plt.plot(y_hat[:,3], color = 'blue', label = 'y_hat')\n",
"plt.title('y_hat[\"bid_price\"] vs y_test[\"bid_price\"]')\n",
"plt.ylabel('bid_price')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"def moving_test_window_preds(start, n_future_preds):\n",
" \n",
" # Declare variable where we store the prediction made on each window and the moving input window\n",
" prediction = [] \n",
" moving_input_window = []\n",
" \n",
" # Set the inputs\n",
" inputs = test.reset_index(drop=True).values\n",
" inputs = sc.transform(inputs)\n",
"\n",
" moving_input_window.append(inputs[start:(start+steps), :])\n",
" moving_input_window = np.array(moving_input_window)\n",
" moving_input_window = np.reshape(moving_input_window, (moving_input_window.shape[0], moving_input_window.shape[1], 9))\n",
" \n",
" # Loop over the amount of future predictions we want to make\n",
" for i in range(n_future_preds):\n",
" \n",
" # Predict the next price based on the moving_input_window\n",
" y_hat = model.predict(moving_input_window)\n",
" \n",
" # Append y_hat to predictions\n",
" prediction.append(y_hat[0,:])\n",
" \n",
" # Reshape y_hat for concatenation with moving test window\n",
" y_hat = y_hat.reshape(1,1,9) \n",
" \n",
" # Remove first element\n",
" moving_input_window = np.concatenate((moving_input_window[:,1:,:], y_hat),axis=1)\n",
"\n",
" prediction = sc.inverse_transform(pd.DataFrame(prediction))\n",
" \n",
" return prediction"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"n_future_preds = 20\n",
"prediction = moving_test_window_preds(0,n_future_preds)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"actuals = test.reset_index()\n",
"plt.figure(figsize = (18,9))\n",
"plt.plot(actuals[\"bid_price\"], color = 'red', label='y_test_bid_price')\n",
"plt.plot(actuals[\"ask_price\"], color = 'green', label='y_test_ask_price')\n",
"plt.plot(prediction[:,3], color = 'red', label='y_hat_bid_price', linestyle='--')\n",
"plt.plot(prediction[:,0], color = 'green', label='y_hat_ask_price', linestyle='--')\n",
"plt.gca().set_xlim(0,prediction.shape[0]-1)\n",
"plt.gca().set_ylim(0.00077,0.00078)\n",
"plt.xlabel('forecasted_steps', fontsize=18)\n",
"plt.ylabel('EURBTC', fontsize=18)\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def multiple_predictions():\n",
" \n",
" predictions = []\n",
" \n",
" for i in range(0,test.shape[0]-steps,steps):\n",
"\n",
" y_hat = moving_test_window_preds(i,n_future_preds)\n",
" \n",
" predictions.append(y_hat)\n",
" \n",
" return predictions\n",
" \n",
"predictions = multiple_predictions()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"test_data_ask_price_delta_positive_predictions_only = []\n",
"prediction_data_ask_price_delta_positive_predictions_only = []\n",
"\n",
"for i, p in enumerate(predictions):\n",
" delta = p[:,0][n_future_preds-1]-p[:,0][0]\n",
" if delta > 0:\n",
" buy = actuals[\"ask_price\"][i+steps]\n",
" sale = actuals[\"ask_price\"][i]\n",
" test_data_ask_price_delta_positive_predictions_only.append(sale-buy)\n",
" prediction_data_ask_price_delta_positive_predictions_only.append(delta)\n",
"\n",
"test_data_ask_price_delta_cumulative_positive_predictions_only = np.cumsum(test_data_ask_price_delta_positive_predictions_only)\n",
"prediction_data_ask_price_delta_cumulative_positive_predictions_only = np.cumsum(prediction_data_ask_price_delta_positive_predictions_only)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (18,9))\n",
"plt.plot(test_data_ask_price_delta_cumulative_positive_predictions_only, color = 'red', label='test_data_ask_price_delta_cumulative_positive_predictions_only')\n",
"plt.plot(prediction_data_ask_price_delta_cumulative_positive_predictions_only, color = 'blue', label = 'prediction_data_ask_price_delta_cumulative_positive_predictions_only')\n",
"plt.title(r'$\\sum (ask_0 - ask_n$) - ', fontsize=26)\n",
"plt.xlabel('trade_number', fontsize=18)\n",
"plt.ylabel('cumulative_gains', fontsize=18)\n",
"# plt.gca().set_ylim([0,0.0004])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"test_data_ask_vs_bid_price_delta_positive_predictions_only = []\n",
"prediction_data_ask_vs_bid_price_delta_positive_predictions_only = []\n",
"\n",
"for i, p in enumerate(predictions):\n",
" delta = p[:,3][n_future_preds-1]-p[:,0][0]\n",
" if delta > 0:\n",
" buy = actuals[\"ask_price\"][i+steps]\n",
" sale = actuals[\"bid_price\"][i]\n",
" test_data_ask_vs_bid_price_delta_positive_predictions_only.append(sale-buy)\n",
" prediction_data_ask_vs_bid_price_delta_positive_predictions_only.append(delta)\n",
"\n",
"test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only = np.cumsum(test_data_ask_vs_bid_price_delta_positive_predictions_only)\n",
"prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only = np.cumsum(prediction_data_ask_vs_bid_price_delta_positive_predictions_only)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (18,9))\n",
"plt.plot(test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only, color = 'red', label='test_data_ask__vs_bid_price_delta_cumulative_positive_predictions_only')\n",
"plt.plot(prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only, color = 'blue', label = 'prediction_data_ask_vs_bid_price_delta_cumulative_positive_predictions_only')\n",
"plt.title(r'$\\sum (bid_0 - ask_n$)', fontsize=26)\n",
"plt.xlabel('trade_number', fontsize=18)\n",
"plt.ylabel('cumulative_gains', fontsize=18)\n",
"# plt.gca().set_ylim([-0.00015,0.00005])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only = []\n",
"prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only = []\n",
"taker_fee = 0.0026\n",
"\n",
"for i, p in enumerate(predictions):\n",
" delta = p[:,3][n_future_preds-1]-p[:,0][0]\n",
" if delta > 0:\n",
" buy = actuals[\"ask_price\"][i+steps]*(1+taker_fee)\n",
" sale = actuals[\"bid_price\"][i]*(1-taker_fee)\n",
" test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only.append(sale-buy)\n",
" prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only.append(delta)\n",
"\n",
"test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only = np.cumsum(test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only)\n",
"prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only = np.cumsum(prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (18,9))\n",
"plt.plot(test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only, color = 'red', label='test_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only')\n",
"plt.plot(prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only, color = 'blue', label = 'prediction_data_ask_vs_bid_price_plus_txfee_delta_positive_predictions_only')\n",
"plt.title(r'$\\sum (bid_0*(1+tx) - ask_n$*(1-tx))', fontsize=26)\n",
"plt.xlabel('trade_number', fontsize=18)\n",
"plt.ylabel('cumulative_gains', fontsize=18)\n",
"plt.gca().set_ylim([-0.0007,0.0001])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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