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openai-cookbook/examples/Visualizing_embeddings_in_3...

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{
"cells": [
{
"cell_type": "markdown",
"id": "983ef639-fbf4-4912-b593-9cf08aeb11cd",
"metadata": {},
"source": [
"# Visualizing embeddings in 3D"
]
},
{
"cell_type": "markdown",
"id": "9c9ea9a8-675d-4e3a-a8f7-6f4563df84ad",
"metadata": {},
"source": [
"The example uses [PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) to reduce the dimensionality fo the embeddings from 2048 to 3. Then we can visualize the data points in a 3D plot. The small dataset `dbpedia_samples.jsonl` is curated by randomly sampling 200 samples from [DBpedia validation dataset](https://www.kaggle.com/danofer/dbpedia-classes?select=DBPEDIA_val.csv)."
]
},
{
"cell_type": "markdown",
"id": "8df5f2c3-ddbb-4cc4-9205-4c0af1670562",
"metadata": {},
"source": [
"### 1. Load the dataset and query embeddings"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "133dfc2a-9dbd-4a5a-96fa-477272f7af5a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Categories of DBpedia samples: Artist 21\n",
"Film 19\n",
"Plant 19\n",
"OfficeHolder 18\n",
"Company 17\n",
"NaturalPlace 16\n",
"Athlete 16\n",
"Village 12\n",
"WrittenWork 11\n",
"Building 11\n",
"Album 11\n",
"Animal 11\n",
"EducationalInstitution 10\n",
"MeanOfTransportation 8\n",
"Name: category, dtype: int64\n"
]
},
{
"data": {
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"<div>\n",
"<style scoped>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>text</th>\n",
" <th>category</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Morada Limited is a textile company based in ...</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>The Armenian Mirror-Spectator is a newspaper ...</td>\n",
" <td>WrittenWork</td>\n",
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" <td>Mt. Kinka (金華山 Kinka-zan) also known as Kinka...</td>\n",
" <td>NaturalPlace</td>\n",
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" <td>Planning the Play of a Bridge Hand is a book ...</td>\n",
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" <th>4</th>\n",
" <td>Wang Yuanping (born 8 December 1976) is a ret...</td>\n",
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"text/plain": [
" text category\n",
"0 Morada Limited is a textile company based in ... Company\n",
"1 The Armenian Mirror-Spectator is a newspaper ... WrittenWork\n",
"2 Mt. Kinka (金華山 Kinka-zan) also known as Kinka... NaturalPlace\n",
"3 Planning the Play of a Bridge Hand is a book ... WrittenWork\n",
"4 Wang Yuanping (born 8 December 1976) is a ret... Athlete"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"samples = pd.read_json(\"data/dbpedia_samples.jsonl\", lines=True)\n",
"categories = sorted(samples[\"category\"].unique())\n",
"print(\"Categories of DBpedia samples:\", samples[\"category\"].value_counts())\n",
"samples.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "19874e3e-a216-48cc-a27b-acb73854d832",
"metadata": {},
"outputs": [],
"source": [
"from openai.embeddings_utils import get_embeddings\n",
"# NOTE: The following code will send a query of batch size 200 to /embeddings\n",
"matrix = get_embeddings(samples[\"text\"].to_list(), engine=\"text-embedding-ada-002\")"
]
},
{
"cell_type": "markdown",
"id": "d410c268-d8a7-4979-887c-45b1d382dda9",
"metadata": {},
"source": [
"### 2. Reduce the embedding dimensionality"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f5410068-f3da-490c-8576-48e84a8728de",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=3)\n",
"vis_dims = pca.fit_transform(matrix)\n",
"samples[\"embed_vis\"] = vis_dims.tolist()"
]
},
{
"cell_type": "markdown",
"id": "b6565f57-59c6-4d36-a094-3cbbd9ddeb4c",
"metadata": {},
"source": [
"### 3. Plot the embeddings of lower dimensionality"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b17caad3-f0de-4115-83eb-55434a132acc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x15e6af130>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
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},
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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAH0CAYAAACuKActAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXycdbn//9c9+ySZzEz2pEuS7nvTfUMowoF6kCMexKqgVpTjQcEvejwuR0FccAHxoOJyDqdQcQE85yccDygISNlaKEuTtmmbtmmapNmbmSyzL/f9+yPOTSZbk8k2ba+nDx42M3PPfc+Sybzvz/W5PoqmaRpCCCGEEEIIIYSYVobpPgAhhBBCCCGEEEJIQBdCCCGEEEIIIdKCBHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDUhAF0IIIYQQQggh0oAEdCGEEEIIIYQQIg1IQBdCCCGEEEIIIdKABHQhhBBCCCGEECINSEAXQgghhBBCCCHSgAR0IYQQQgghhBAiDZim+wCEEEIIIYQQoxePx4lGo9N9GEKkLbPZjNFonO7DSIkEdCGEEEIIIc4BmqbR2tpKV1fXdB+KEGnP5XJRVFSEoijTfShjIgFdCCGEEEKIc0AinBcUFJCRkXHOBQ8hpoKmaQQCAdrb2wEoLi6e5iMaGwnoQgghhBBCpLl4PK6H89zc3Ok+HCHSmt1uB6C9vZ2CgoJzqtxdmsQJIYQQQgiR5hJzzjMyMqb5SIQ4NyR+V861fg0S0IUQQgghhDhHSFm7EKNzrv6uSEAXQgghhBBCCCHSgAR0IYQQQgghxLTZvXs3iqLo3el37dqFy+Wa1mMSYrpIQBdCCCGEEEJMur1792I0Grnqqqum+1CESFsS0IUQQgghhBCTbufOndx666289NJLNDc3T/fhCJGWJKALIYQQQghxgajt8PG5R/az4s5nWPudZ/nOk4fpDkx+l2ufz8djjz3GzTffzFVXXcWuXbvOus0TTzzB/PnzsdlsXHnllTQ2NurX7dixg2uuuSbp9rfddhtbt27Vf966dSu33nort912G263m8LCQh544AH8fj+f+MQncDgczJs3jz//+c8T9CiFGD8J6EIIIYQQQlwA6s74ed/9r/LUwRZ6QjHO+CI89God1/3HHoKR+KTu+/e//z2LFi1i4cKF3HDDDTz44INomjbs7QOBAHfddRcPP/wwr776Kl1dXXzoQx8a835/9atfkZeXx759+7j11lu5+eabue6669i8eTNvv/02V1xxBR/96EcJBALjeXhCTBgJ6EIIIYQQQlwA7v/rcYLROHH1nWAc1+BYm4/H9zdN6r537tzJDTfcAMC2bdvo7u7mxRdfHPb20WiU+++/n02bNrFmzRp+9atfsWfPHvbt2zem/a5cuZKvf/3rzJ8/n69+9avYbDby8vK46aabmD9/PnfccQednZ0cOHBgXI9PiIkiAV0IIYQQQogLwIvHOpLCeYJBgVdPnJm0/dbU1LBv3z4+/OEPA2Aymdi+fTs7d+4cdhuTycS6dev0nxctWoTL5eLIkSNj2veKFSv0fxuNRnJzc1m+fLl+WWFhIQDt7e1jul8hJotpug9ACCGEEEIIMfkyLCYgMuhyRVGwW4yTtt+dO3cSi8UoKSnRL9M0DavVyv3335/SfRoMhkEl8tHo4Ln0ZrM56WdFUZIuUxQFAFVVUzoOISaajKALIYQQQghxAXj/qhkYlMGXx1WNq1eWDL5iAsRiMR5++GHuvfdeKisr9f+qqqooKSnhkUceGXa7N998U/+5pqaGrq4uFi9eDEB+fj4tLS1J21RWVk7KYxBiKklAF0IIIYQQ4gLw6UvmsHKmCwCjQcH4t7R+/YbZXDw/b1L2+eSTT+L1evnkJz/JsmXLkv679tprhy1zN5vN3Hrrrbz++uu89dZb7Nixg40bN7J+/XoA3v3ud/Pmm2/y8MMPc/z4cb7xjW9w6NChSXkMQkwlCehCCCGEEEJcADIsJh779CZ+/KEKrqmYwfZ1s/jdpzbwnWuW6aXeE23nzp1cfvnlOJ3OQddde+21vPnmm0M2aMvIyODLX/4yH/nIR9iyZQtZWVk89thj+vVXXnklt99+O1/60pdYt24dvb29fOxjH5uUxyDEVFK0kdY3EEIIIYQQQky7UChEXV0d5eXl2Gy26T4cIdLeufo7IyPoQgghhBBCCCFEGpCALoQQQgghhBBCpAEJ6EIIIYQQQgghRBqQgC6EEEIIIYQQQqQB03QfgBBCCHE+0jQNVVUJh8NA35JBRqMRRVEmrVuyEEIIIc5tEtCFEEKICaZpGrFYjFgsRjgcRtM0wuEwiqJgNBr1sG40GjEYpJhNCCGEEH0koAshhBATSFVVotEoqqoCYDQa9esSwT0ajeoj6RLYhRBCCJEgAV0IIYSYAImS9kQ4Hxi0E4E8cbmmaUmBHcBgMGAymTCZTBLYhRBCiAuQ/NUXQgghxknTNKLRKJFIBE3TMBgMZ51nngjrJpMJs9mMyWRCURSi0Si1tbUcPXqUnp4efD4foVAoaVReCCEuNHfeeScVFRXnzX6EGI4EdCGEEGIcVFUlEokQi8X00J1KE7j+gT0ajerN5aLRKMFgEJ/PNyiwa5o20Q9HCCEmzd69ezEajVx11VVj3vaLX/wizz///CQclRDpRQK6EEIIkYJEeXo4HCYejw8bzMfTsd1oNCaVvENfYA8EAvh8Prq7u/XAHovFJLALIdLazp07ufXWW3nppZdobm4e07ZZWVnk5uZO0pEJkT4koAshhBBjlChp7z93fCKXTlMUZVDYTjSUS5TEDwzsvb29+gh7OByWwC6ESCs+n4/HHnuMm2++mauuuopdu3bp1+3evRtFUXj++edZu3YtGRkZbN68mZqaGv02A0vPd+zYwTXXXMN3v/tdCgsLcblcfOtb3yIWi/Gv//qv5OTkMHPmTB566KGk4/jyl7/MggULyMjIYM6cOdx+++36Z7kQ6UACuhBCCDEG8XhcD8DjKWk/m7OF66ECe+LEgd/v1wO73++XwC6E0HX5o+w56uWJ19v447423q7tJhSJT/p+f//737No0SIWLlzIDTfcwIMPPjjoM+lrX/sa9957L2+++SYmk4kbb7xxxPv861//SnNzMy+99BI/+tGP+MY3vsF73/te3G43r7/+Ov/8z//Mpz/9aU6fPq1v43A42LVrF4cPH+bHP/4xDzzwAP/+7/8+KY9ZiFRIQBdCCCFGIZVGcKlKdQ77wJJ4TdOIRCIS2IUQAPQEYrxU7aG9K4KmQVyFho4QL1Z7icYntwnlzp07ueGGGwDYtm0b3d3dvPjii0m3ueuuu7jkkktYsmQJX/nKV9izZw+hUGjY+8zJyeEnP/kJCxcu5MYbb2ThwoUEAgH+7d/+jfnz5/PVr34Vi8XCK6+8om/z9a9/nc2bN1NWVsbVV1/NF7/4RX7/+99PzoMWIgUS0IUQQoizUFUVn8/Hvn370DRNXzJtMo0nPPdfY10CuxAioabJh6pC/990DQiE4zR0DB+Ex73fmhr27dvHhz/8YQBMJhPbt29n586dSbdbsWKF/u/i4mIA2tvbh73fpUuXJi1FWVhYyPLly/WfjUYjubm5Sffx2GOPsWXLFoqKisjKyuLrX/86DQ0N43uAQkwgWQddCCGEGEb/tc1jsRhnzpyZ1JHzhIm+/8T9JeatJ9Zg1zSNcDhMJBIBhl6HfbIfqxBi6nR0RxjuNNyZnghzizImZb87d+4kFotRUlKiX6ZpGlarlfvvv1+/zGw26/9OfPaMtLxk/9snthnqssR97N27l+uvv55vfvObXHnllTidTh599FHuvffe1B+cEBNMAroQQggxhERJezzeNzezf7iditA6maPZ/SsAEiPr/QN7OBzW59cn5rebTKYpOTkhhJg8JpOBcGzwfHMFMBsn53c7Fovx8MMPc++993LFFVckXXfNNdfwyCOPsGjRoknZ90B79uyhtLSUr33ta/pl9fX1U7JvIUZLAroQQggxQGLUvP/yaYkySlVVk0oqJ8NUh+CRAnsoFOLQoUMsWLAAu92O2WzWR9glsAtxbinNt3O40Tfocg2YlWeflH0++eSTeL1ePvnJT+J0OpOuu/baa9m5cyf33HPPpOx7oPnz59PQ0MCjjz7KunXreOqpp3j88cenZN9CjJbMQRdCCCH+JrG2eSQSGbS2eeL/p2qe9nTOB0+ckDAajZjNZrq6uvRjCoVC+Hw+enp66O3tJRAI6M+XzGEXIr3NK84gP9sCgKL0jZwDzC/JIN9pmZR97ty5k8svv3xQOIe+gP7mm29y4MCBSdn3QP/wD//A5z//eW655RYqKirYs2cPt99++5TsW4jRUjT5ayqEEEIMKmkf2AguHo/z7LPP8u53vxuLZXRfZKPRKLW1tVitVtxuN3a7fVQjzg0NDfT09LBs2bLUHswEe+GFF9iwYQMZGX3zU/uPsCfmdhoMhkFz2GWEXYiJEwqFqKuro7y8HJvNlvL9aJpGW1eEtu4wRkVhRq4Nd5b57BsKcY6ZqN+ZqSYl7kIIIS548XicaDSql68PFSrHOoLe3d1NZWWlHuaPHTuGxWLB7Xbr/430hSHdzp/3f06GK4lXVZVwOEwoFJLALkSaUhSFIreVIrd1ug9FCDEECehCCCEuWImS9sQSYyMFyNEGdE3TqK+v5/jx48yZM4eZM2fqAba7uxuv10tTUxNHjx7FZrMlBfZEmD/XQuzAaoPE443H48Tj8WGbzk3FcnVCCCHEuUQCuhBCiAuSqqrEYjG9pP1so7ujCeiRSIRDhw7R09PD2rVrcblcRKNRNE3DaDSSk5NDTk4O0NfZuKurC6/XS319PdXV1WRmZuJ2u/Vge65KBO9EM73+gT0Wiw27TrsEdiGEEBc6CehCCCEuKP3XNk8smTbaUKgoyrAB3ev1UlVVRXZ2Nps3b8ZisYwY5k0mE3l5eeTl5QF94T4R2Ds7O4lEIrzxxhv66LrT6cRkOjf/bA8X2GOxGNFodNjAPtnd8oUQQoh0c27+pRdCCCFSoGkawWCQkydPMmfOnDHPiR4qoGuaxsmTJzl58iTz58+ntLQ0pVFgi8VCQUEBBQUFZGZm0tHRQXFxMV6vl5qaGsLhMNnZ2Xpgz87O1tdmP9eMJbAnSuIlsAshhLgQSEAXQghxQUiMmofDYWpra5k7d+6Yg/TAgB4Ohzlw4ADBYJD169cPuYxQKhLhtaioiKKiIgCCwSBerxev10tzczOxWAyn06kHdofDcc4G2LMFdmBQwzkJ7EIIIc5HEtCFEEKc1/rPfVZVVR91TqVLev+A3tnZyYEDB3C73axatWrCy88HHp/dbsdut1NSUoKmaQQCAT2wNzY2oqoqLpdLD+xZWVnn7Hzu4QJ7NBolEonQ1NSE2+3G5XJJYBdCCHFekYAuhBDivDVwbfPE0l+J68ZKURRUVeX48eOcOnWKRYsWMXPmzLN2fk9lPyMdn6IoZGZmkpmZqXeJ9/l8eL1eurq6qKurQ1EUPcS63W4yMzNTPp7pXvJtYGBvb2/HbrcTjUb1EXZFUZJG2BNd4oUQQohziQR0IYQQ5yVVVYlEIoPWNk+EPFVVx3yfiqJw6NAhVFVl48aNOByOUW0z2RRFweFw4HA4mD17Nqqq4vP58Hg8nDlzhtraWkwmU9IIu91uP6cDbKLkHZIb/0UiET3QJwJ7/y7xQgghRDqTgC6EEOK8kihpT3RpH9gIbrTrmQ/U3t5OJBLB6XSycuXKSe2ofrYR9LMxGAxkZ2eTnZ1NWVkZqqrS09OD1+ulra2NY8eOYbFYktZgt9lsE/gIJlei+35CoqFc/+sHBnaDwTCo6ZwEdiHOTYqi8Pjjj3PNNddM96EIMeEkoAshhDhvDFXSPjCEJX4e7Qi6qqocO3aMxsZGzGYz5eXl59xyZwaDAZfLhcvlory8nHg8Tnd3N16vl6amJo4ePYrNZksK7BaLJek+0inMDgzoA402sA9sOpdOj1GI89HevXu56KKL2LZtG0899dRZb3/nnXfyxBNPUFlZmXR5S0sLbrd7VPuUMC/ONefWNwwhhBBiCGNZ2zxx3WhGqAOBAFVVVaiqyubNm3nrrbemZD72eEfQz8ZoNJKTk0NOTg4AsVhMX4O9vr6e6upqMjMz9bCejsa6PN7A5oCJKRDhcFgCuxBTZOfOndx6663s3LmT5uZmSkpKhrxdohJqOInVLYQ4H0m7UyGEEOe0xHJckUjkrOE8YTQBuLW1lT179uB0Otm4caPeZG2swTmVkDfVwdBkMpGXl8f8+fNZv349F110EeXl5WiaRm1tLQBVVVWcOHGCzs5OYrHYlB7fQOM5edF/jfX+gVzTNCKRCH6/n97eXnp6evD7/YTDYWKx2LQ3yhNiwkVDEI9O2e58Ph+PPfYYN998M1dddRW7du3Sr9u9ezeKovDnP/+ZNWvWYLVa+c1vfsM3v/lNqqqq9N/bxDaKovDEE08AEIlEuOWWWyguLsZms1FaWsr3vvc9AMrKygB4//vfj6Io+s9CpDMZQRdCCHHOSoyaJ8rVR7vMVqIb+1Di8ThHjx6lpaWFZcuWJY3UpBLQUw120xkILRYLBQUFFBQUAPDXv/6VkpISfD4fNTU1hMNhsrOz9RH27OzspJLyyXa2EvexSNzPUCPs4XCYSCQCDL0Ou4ywi3NSw+vw7O3Q+DooRlj0XrjyLnDNmtTd/v73v2fRokUsXLiQG264gdtuu42vfvWrSb9HX/nKV/jhD3/InDlzsNls/Mu//AtPP/00zz33HABOp3PQ/f7kJz/hj3/8I7///e+ZPXs2jY2NNDY2AvDGG29QUFDAQw89xLZt26b0c0qIVElAF0IIcc5JzDUPh8P6+tdjCUsGg2HIAOzz+aiqqsJgMLB582YyMjKSrp/s0vP++0k3+fn5zJrV9wU+GAzqa7A3NzcTi8VwOp16YHc4HJO6JvlEBvSB+gf2xMh64r9wOJxUEp9oOGcymcb8HhRiWjRXwq/eC+rfqmC0OBx9Ek6/AZ/ZC3bXpO16586d3HDDDQBs27aN7u5uXnzxRbZu3arf5lvf+hZ/93d/p/+clZWFyWQasaS9oaGB+fPnc9FFF6EoCqWlpfp1+fn5ALhcLimLF+cMCehCCCHOKYlw3tjYSFNTE+vXrx9zMBoqaDc1NXH48GFmz57N/PnzhwyYUxXQYfrXHh+J3W7HbrdTUlKCpmkEAgE9sDc2NqKqatKSbllZWRMeXqcqDPefMjEwsIdCIf02vb29uN1urFZrSieNhJgSL98Lahy0fhVEWhx6W2D/b2DzLZOy25qaGvbt28fjjz8O9E2r2b59Ozt37kwK6GvXrh3zfe/YsYO/+7u/Y+HChWzbto33vve9XHHFFRN16EJMOQnoQgghzhmJkvZ4PK6PgqcSggwGg17iHovFOHz4MB0dHVRUVOgjLkO5kEfQh6MoCpmZmWRmZjJz5kw0TcPn8+lN5+rq6lAUBbfbrYf2xHz+VE3nyYvhAvv+/ftZt24d0Wh0yDnuEthFWqjf0xfIh9L4OjA5AX3nzp3EYrGkpnCapmG1Wrn//vv1yzIzM8d836tXr6auro4///nPPPfcc3zwgx/k8ssv53/+538m5NiFmGoS0IUQQqS9odY2H65MfTQSQbu3t5fKykosFgtbtmw561rgF+IIeipN8RwOBw6Hg1mzZqGqKj6fD4/HQ2dnJ7W1tZhMpqQRdrvdPqbwOpkl7mPV/zgsFgsmk0lfVaD/CLsEdpEWMnIgcGbw5QZj33WTIBaL8fDDD3PvvfcOGtm+5ppreOSRR1i0aNGQ21oslhG7uSdkZ2ezfft2tm/fzgc+8AG2bduGx+MhJycHs9k8qvsQIl1IQBdCCJHWhlvbvP8oeCra2to4ffo0ZWVlzJs3b1Rh6UIeQU/1mAwGA9nZ2WRnZwN9VRA9PT14vV7a2to4duwYFoslaQ32s50oSaeADu+cxEiMrg81wp5oOhcKhfQTTBLYxZRb/TH4y+3AgM8xNQYrPzIpu3zyySfxer188pOfHNTk7dprr2Xnzp3cc889Q25bVlZGXV0dlZWVzJw5E4fDgdVqTbrNj370I4qLi1m1ahUGg4H//u//pqioCJfLpd/H888/z5YtW7BarWm7dKQQCbLMmhBCiLQVj8f1Za4SoTwRYlINy9FolGg0SnNzM6tXr2b+/PmjDkYX4gj6RDMYDLhcLsrLy1m9ejUXX3wxixcvxmq10tTUxN69e9m7dy9Hjx6lra1N76I+UDqF2cSJoqGOKfG+7T+CriiK/t5OLOvW29tLIBAgEokQj8fP29dfTLMN/wyL/r7v3wZTXxd3gHffDrM3TMoud+7cyeWXXz5kB/Zrr72WN998kwMHDgy57bXXXsu2bdu49NJLyc/P55FHHhl0G4fDwd13383atWtZt24dp06d4k9/+pPeR+Tee+/l2WefZdasWaxatWpiH5wQk0BG0IUQQqSdxNrmifW2hxpdTGUEvbu7m8rKSjRNY/HixeTm5o5p+/N1HfTpZDQaycnJISenr7w2Fovp89fr6+uprq4mMzNTH113uVxpF14TxzOazvWJEfbEbRMj7PF4XD8RNVRJfP+ReSFSZjTD9t9Cw1448TyYbLD0GsibP2m7/L//+79hr1u/fr3++/O5z31u0PVWq3XIueT9PwNuuukmbrrppmH3cfXVV3P11VeP5ZCFmFYS0IUQQqSVgWubDxdMxhLQNU2jvr6e48ePM3fuXFpaWlJaD3e8ZfVjkW4hdKqYTCby8vLIy8sDIBKJ6IG9traWQCAAQGNjIwUFBTidTkym6f0607/EfayGC+yxWExvOCeBXUwoRYHSzX3/CSHSjgR0IYQQaSExTzcRzs82J3e0o9mRSISDBw/S29vL2rVrcbvdtLe3pxSAL+Q56NPFYrFQUFBAQUEBAOFwmD179hCLxaipqSEcDpOdna2PsGdnZ6d08mU8RipxH6uxBPbEOuyJOexCCCHOfRLQhRBCTLvhGsGNZDSj2R6PhwMHDpCdnc2WLVswm81A6kF7qkrc4cIdQT+bRIOouXPnkpGRQTAY1Ndgb25uJhaL4XQ69cDucDgmPbwmmtZNxomVswV2YFDDOQnsQghx7pKALoQQYloNXNt8tCFnpICuaRonT57k5MmTLFiwgNmzZyfdr6IoKZWqX4gj6Ol4oqB/F3e73Y7dbqekpARN0wgEAnpgb2xsRFXVpCXdsrKyJvz5VVV1yl6z4QJ7NBrVG+pJYBdCiHOXBHQhhBDTItEYq7a2loKCgjGvhT1cWA6Hwxw4cIBgMMj69euH7Byc6hrq0sV9+o0031tRFDIzM8nMzGTmzJlomobf79cDe11dHYqi6M3m3G43mZmZ4w7XmqZNWwAeKrAnTno1NjYSi8WYNWuWBHYhhDhHSEAXQggx5fqXtJ88eRKXy0VGRsaY7iMxgt5/NPXMmTMcOHCA3NxcVq1aNWzzsKkscU+McI51P2JoY2nIpigKWVlZZGVlMWvWLFRVxefz4fV66ezspLa2FpPJlDTCPtYTRYljSpfXLDE/HSAUCunTRhLLCyZu0z+wJ5Z+E0IIMf0koAshhJhS8Xg8qRHceEaz4Z0AfOLECerr61m8eDEzZswYMXCk2o19KkvcZQR9ZKkESoPBQHZ2NtnZ2ZSWlqKqKj09PXi9Xtra2jh27BgWi0UP6263G5vNdtb7ncoS97FI/I71b5rXf4Q9EokkrdPev+lcOj4eIYS4EEhAF0IIMSX6r22eKAlOhINUwnKiRDcYDHLw4EFisRgbN27E4XCcddupHEE/X6RLYJvI599gMOByuXC5XJSXlxOPx+nu7sbr9dLU1MTRo0ex2WxJgd1isQx5TOlYMq6qqt4YMaH/CDsMH9gHlsSny+svhBDnOwnoQgghJp2qqsRisSG7tI83oO/du5eioiIWL1486uW10j2gX8gnAs5mPGuOn43RaCQnJ4ecnBwAYrGYvgZ7fX091dXVZGZm6mHd5XJhNpvTfgR9JP0De+K5VVWVSCRCOByWwC6EEFNMAroQQohJ0390brilqFIJ6KqqcuzYMQC9S/tYpHsXd3F2UxEQTSYTeXl55OXlARCJRPTAXltbSyAQwOFwYLPZ9JNQw/U9mA6qqo5pTfjEcyqBXaQLRVF4/PHHueaaa4a8fvfu3Vx66aV4vV5cLteUHpsQkyX96rGEEEKcFxIl7ZFIZMR1oscalgOBAK+99hperxeAgoKCMR/bVHZx93g8tLS0EAwGJ3U/F4rpfF4sFgsFBQUsXLiQjRs3smXLFmbNmqW/z19++WXeeustTp48idfr1StGpstoRtBHkvidTTSSSwRyTdMIh8MEAgF6e3vp6enB7/cTDof1KSxCDGXv3r0YjUauuuqqpMvvvPNOKioqpuQYysrKuO+++6ZkX0KkIn1O8wohhDhvjGVt87GMoLe0tFBdXU1JSQmLFi3i2WefndKR8LFsp6oqx48fp6GhgaysLI4fP47VasXtdpOTkzPsfGYxsskscR8rq9VKUVERBoOBWCzGsmXL9CXdmpubicViOJ1OvSTe4XBM6Vz1xO/fROk/wp4I6on/wuFw0jrsiYZzJpPprJ8B4sKxc+dObr31Vnbu3ElzczMlJSXTfUhCpB0ZQRdCCDFh+o+ajyacw+gCejwep7q6msOHD7N8+XKWLFmi33eqQXsyg30oFOKNN96go6ODDRs2UFFRwcUXX8zChQsxm83U19fzyiuvsG/fPo4fP05nZ2fSaKuMoA8vnQJ6QqJJnN1up6SkhKVLl7JlyxbWrVtHfn4+vb29HDhwgJdffpmqqioaGhro7e2d9Nd4vCPoZzNUB/hEdUooFMLv99PT00NPTw+BQED/XJD39vTTNI3OYCe9kd4p26fP5+Oxxx7j5ptv5qqrrmLXrl0A7Nq1i29+85tUVVXpVRuJ66Bv+cz3v//9ZGRkMH/+fP74xz+OuJ9XXnmFd73rXdjtdmbNmsXnPvc5/H4/AFu3bqW+vp7Pf/7zg6q6RtpOiKkkI+hCCCEmRP+1zYFRj5qdLaD7fD4qKysxmUxs3rwZu90+6m1H2mcqIcFgMOhrSQ+ns7OTqqoq8vLyWLNmDYqiEIlEMBqN5ObmkpubC/TNZ06MttbU1BAOh/XRVrvdnjYhJl2OY6B0CuhDNYlTFIXMzEwyMzOZOXMmmqbh9/v117yurg5FUfRmc263m8zMzAl9XJMd0AfqH3gGjrCHQiH9NpqmYTKZsNlseqhPp9fzfLeneQ/3vHEPJ7pOALCxeCNf2/A1ypxlk7rf3//+9yxatIiFCxdyww03cNttt/HVr36V7du3c+jQIZ5++mmee+45AJxOp77dN7/5Te6++27uuecefvrTn3L99ddTX1+vN3Psr7a2lm3btvGd73yHBx98kI6ODm655RZuueUWHnroIf7whz+wcuVK/umf/ombbrpp1NsJMZUkoAshhBi3RBOpRCAYy5ft4UK2pmk0NTVx5MgRZs+ezfz58weFjfGsZ57KdonjGu7ykydPcvLkSRYtWsTMmTNRFGXYecgWi4XCwkIKCwuBvuXiPB4PXq+XxsZG4vE4Bw4c0EviMzIyJMSQnicMEj0WRqIoCllZWWRlZTFr1ixUVcXn8+H1euns7KS2thaTyaSH9cSJmvG85lMd0AcaLrA3NzfT3t7O8uXLh5zjLoF98lS2V3Lzczcn/R690foGH/vzx/jfa/4Xt809afveuXMnN9xwAwDbtm2ju7ubF198ka1bt5KVlYXJZKKoqGjQdjt27ODDH/4wAN/97nf5yU9+wr59+9i2bdug237ve9/j+uuv57bbbgNg/vz5/OQnP+GSSy7hF7/4BTk5ORiNRhwOR9K+zradzWab4GdDiOFJQBdCCJEyTdOIx+PU1NToQXKsX6yHCtmxWIzDhw9z5swZKioqyM/PH3LbVEvBRzMSPtx2Q+0vEolw8OBB/H4/GzZsIDs7O+kYR8NutzNjxgxmzJiBz+fjzTffxOl0JoW3xNz1nJwcrFbrmI//fJDOJe5jYTAYyM7OJjs7m9LSUlRVpaenB6/XS1tbG8eOHcNisSStwT7WkDDdAX2gRGBPjKCbTCZ9pYdwOEwoFMJgMAzqEi+BfeLsPLgTBQWVdz5z41qcrnAXfzj+Bz65/JOTst+amhr27dvH448/DvStkLB9+3Z27tzJ1q1bR9x2xYoV+r8zMzPJzs6mvb19yNtWVVVx4MABfvvb3+qXJd5jdXV1LF68eEK3E2IySEAXQgiRkv4l7Z2dndhstpS+RA8M6D09PVRWVmKz2di8efOIoWQ8I+gT1SSuq6uLyspKsrOz2bRpE2azecz3O1AiVJWWlurhrbu7G4/HQ1NTE0ePHsVut+uB3e12p9XyXpNpNKPVU20i1kE3GAy4XC5cLhfl5eXE43G6u7vxer36a26z2ZIC+9maDKZbQE9ILP82cA5wYoQ9Ho8Tj8eHXdZNAnvqqjqqiGtDV/VUd1ZP2n537txJLBZLagqnaRpWq5X7779/xG0HfqaOVAHl8/n49Kc/zec+97lB1420HGeq2wkxGS6Mv+ZCCCEmzFBrmyfKV1ORGJXWNI3GxkZqamooLy9n7ty5oyobnqrl0gZup2kaDQ0NHDt2jHnz5lFWVjbs8U5EeEuEMoBoNJq0HncwGMThcOiB3el0TngwS6dAlE7HAqmNoJ+N0WgkJydHn2cbi8X017y+vp7q6moyMzP194XL5RoUZNI1oA/XXT4R2BPXDRXYg8Eg27dv58knn0yapyxGJ9eeS1e4C43kzz+DYiDHNnhO90SIxWI8/PDD3HvvvVxxxRVJ111zzTU88sgjWCyWCVmWcPXq1Rw+fJh58+YNe5uh9jWa7YSYKhLQhRBCjFqiS3ssFgOS10lO9ctVoty8srKSrq4u1qxZM2Tzn+G2TbVJ3HhG3mOxGIcOHcLr9bJ27Vo9OE+Us51AMJvN5Ofn66X/oVAIr9eLx+PRl/dyuVx6YM/Kykq7UJuqdJyDPhEj6GdjMpnIy8sjLy8P6JtW0f8kTSAQwOFw6IHd6XSmdUA3Go1nvd1Qgd3n8/HKK69MSKXKhei6BdfxvX3fG3R5XIvz/nnvn5R9Pvnkk3i9Xj75yU8OOqly7bXXsnPnTj7/+c9TV1dHZWUlM2fOxOFwpDSN58tf/jIbN27klltu4VOf+hSZmZkcPnyYZ599Vh+pLysr46WXXuJDH/oQVquVvLy8UW0nxFSRgC6EEGJUEqPmiWDb/4t/qoEX+oJGe3s7brebLVu2jGlt8OkocY9Go+zZswe73T7m450sNpuN4uJiiouLh+wWnhiBTwT2/p3wzzXpWOI+HcdksVgoKCigoKAAgHA4PGhVgESjxYKCArKzs0cViqeCqqopTclQFIVgMIjRaLxgezCM1/aF26nurOaPtX/EoBj09+6X1n2JpXlLJ2WfO3fu5PLLLx+y4uHaa6/l7rvvZunSpWzbto1LL72Urq4uHnroIXbs2DHmfa1YsYIXX3yRr33ta7zrXe9C0zTmzp3L9u3b9dt861vf4tOf/jRz587Vf09Gs50QU0UCuhBCiBH1L2kfrkt7KkFZ0zROnTpFa2sr2dnZ+pJkYzHV66An5oHPmzdvVCX4qRrPOuhDdQvv7e3F4/HQ2tpKTU0NVqtVL592uVxpcZJhtNI1oE/3SLXVaqWoqEjvTB0IBHjttdeIRCJUV1cTi8X0ZfzcbjcOh2Pajjkej6ccsH0+H5mZmdP+fJ+rjAYjd110Fx9d8lH2NO/BarRy2ezLKMoc3D19ovzf//3fsNetX79e/6z7n//5n0HXD/U52NXVpf9769atg26zbt06/vKXvwy7z40bN1JVVTXo8rNtJ8RUkYAuhBBiWKNd23ysAT3R9dzn8zFz5kzi8fiENJgby3ZjCcDxeJwjR47Q1tZGdnb2lM1TnIgwajAYcDqdOJ1OysvLicVi+omGU6dO4fP5yMrK0kfXXS5X2oy0DifdAvpUlLiPVSIAL1y4ELPZTCAQwOv10tXVRWNjI6qqJi3pNpXTIEZb4j6UxPtVjM+inEUsylk03YchhBiCBHQhhBBDSoyaJxo6jfTl3WAwjHoOusfjoaqqCpfLxebNm2lsbKSnpyelY5yKEne/309lZSVGo5F58+Zx5syZMe9vrCYzKJlMJnJzc8nNzQX6TpYk5q8fPXqUSCSC0+nUA3tmZuakHUsq0nEOejqMoA/UfyqKoihkZmaSmZnJzJkzh5wGoShKUsO5zMzMSXsfDtckbjQCgUDavSeFEGIiSUAXQgiRJNE1OdGlfTRLGhkMBr1x3Ej3W1tbS11dHQsXLmTWrFl6A6hU569Pdol7a2srhw4dYubMmSxYsICWlpYpDYhTUc5tsVgoLCyksLAQTdMIBoN6YG9oaNAfb3NzM3l5eWRkZEzraLGUuI/OUL0iEoaaBuHz+fB6vZw5c4YTJ05gMpmSRtjtdvuEPe/jGUH3+/3T/h4UQojJJAFdCCGEbrQl7QMZjUYikciw14dCIQ4cOEAoFGLDhg1kZ2fr140noE9WibuqqtTU1NDU1MSyZcv0eb3jmRs+FtMVPhRFISMjg4yMDGbMmIGmaXR1dbF//346Ozupq6vDbDYnNZybjmZd6RbOEut6p5NE2f1oThwYDAays7PJzs6mtLQUVVXp6enB6/XS1tbGsWPHsFgsSWuw22y2cR2blLgLIcTQJKALIYQA0EfNh2sEN5KRgnJHRwcHDx4kLy+P1atXD+rePN4R9IHbdnV1cfLkSdra2rDZbJSWllJWVpYUVEYK2sFgkKqqKuLxOJs2bUoqpx3PsaZiusu5FUXB4XAAsHz5cgwGA93d3Xi9XhobGzl8+LC+Fnei4Vwq3bnHYrqfk6Gk6wh6qsdkMBhwuVy4XC7Ky8uJx+P6697U1MTRo0ex2WxJgX0sjQbHU+Lu9/ulxF0IcV6TgC6EEBe4xLreR44cYebMmSmVjw4VXFVV5fjx4zQ0NLB48WJmzJgxIQ3mBm7bP7B5PB5eeeUVenp6sFgsdHV10draSldXF6tWrdL3P9w+Ozo6OHDgAIWFhSxevHjIUb7zeQT9bIxGo979fe7cuUSjUbq6uvB4PJw4cYJgMEh2dnbSWtwTHVzTscQ9HZvETeQa6P1fd4BYLKavwV5fX091dbV+oiYxh32kdcrHW+IuAV0IcT6TgC6EEBew/sunNTc3k5+fn9KX34GBNzEKHYvF2LRp04glqWPtqD7Sfmtqaujp6SEvL08PTIFAgNraWsrKyvSAMXAEXdM0Tpw4walTp1iyZAkzZsyY8GNNRTqNFg8VQM1mM/n5+eTn5wN9Uxk8Ho8+0tq/U3hOTs6ENB5Lx4B+vo2gn43JZCIvL4+8vDygr9FgIrDX1tYSCARwOBxJJ2r6V1aMN6BLibsQ4nwmAV0IIS5AQ61tbjQaxzWSnZi33tbWxqFDh0YchR647UQ0iYvH47S2tg5qZmW32+ns7KSzs3PIgB4Oh/X58Rs3btRLus+2v8mUbgF0tGw2GyUlJZSUlCR1Cvd4PNTV1WEwGJLmr9vt9jHvI10Derod03jKyMfKYrFQUFBAQUEB0Pc7legQX1NTQzgcTqqskIAuhBDDk4AuhBAXmOEawY0noBuNRn2t8KamJpYuXUpxcfGotp2oJnGJxzBcN/n+gSAxd93r9VJZWYnb7WbVqlVnnT89VQE9IZ1G0MdqqE7hicZjLS0t1NTUYLPZ9LDudrtHLIseeN/p5HwvcR8rq9VKUVGR3lwxsTKA1+ulubkZTdM4cuQIubm5uN1uHA7HqI/V7/frI/dCCHE+koAuhBAXkJHWNh/LWuYDRaNRent70TSNzZs3k5GRMeptJ6pJnMFgoLS0lIMHDxKNRjGbzWiaRnd3N5mZmXpYSGwXjUZ58803WbBgAbNnzx5VwJIR9NQNbDzWfx5zXV0dhw4d0suic3JycDqd09YDYKwutBL3sbLb7djtdkpKSohGo7z88svk5+fT09NDY2Nj0lQIt9tNVlbWsL8Dfr+fsrKyqX0AIi3s2rWL2267ja6uLgDuvPNOnnjiCSorK4fdZseOHXR1dfHEE08AsHXrVioqKrjvvvsm/XiFSJUEdCGEuAAk1jaPxWLDdmlPdQS9paWFo0ePYjQa2bhx45hDwXhH0PufVFi4cCGdnZ20trbq95mRkUFFRYV+0iAajXL8+HFisRgbN27E5XKNen8ygj5xBs5j7l8WfeTIEaLRKE6nUw/sDodDf/7T7QSGjKCPXuI9PXPmTL2nQ2IqROJkjaIoSQ3n+vcuCAQCE9Yk7mc/+xn33HMPra2trFy5kp/+9KesX79+yNs+8MADPPzwwxw6dAiANWvW8N3vfnfY24tkO3bs4Fe/+pX+c05ODuvWrePuu+9mxYoVo7qP7du38/d///fjOo4//OEPo67UEWK6SEAXQojz3GjXNh/rCHqipL2trY05c+bQ3NycUiAYb0CPRqP6zzabjYsvvpjm5ma6urowm82UlJTgdDoB6O7uprKyEqvVislkGlM4BxlBn0z9y6I1TSMYDOoN5xoaGgD0MnhN09IqqKfTsSSka0CPx+NJ67MPNRXC5/Ph9Xo5c+YMJ06cwGQycfToUXp7ewkGgxMS0B977DG+8IUv8Mtf/pINGzZw3333ceWVV1JTU6PPpe9v9+7dfPjDH2bz5s3YbDZ+8IMfcMUVV1BdXT1sU0mRbNu2bTz00EMAtLa28vWvf533vve9+u/32SQqMcYj0YdEiHSWfp/cQgghJkw8HiccDhOLxfQvxcMFibGMoPt8Pvbu3YvP52Pz5s3k5eWlXB4/1FrmozVUuDeZTMyePZsVK1awePFinE4nmqbR0NDAvn37mDVrFkuWLEn5WC+0EfTpOAZFUcjIyGDmzJksX76cd73rXVRUVOBwOOju7sbv97Nnzx6OHDlCa2sr4XB4yo+xPylxH72zNa8zGAxkZ2dTWlpKRUUFF198McuWLSMajfKHP/yBF198kdtvv50dO3bw8MMP09jYmNJx/OhHP+Kmm27iE5/4BEuWLOGXv/wlGRkZPPjgg0Pe/re//S2f+cxnqKioYNGiRfzXf/0Xqqry/PPPp7T/6aZpGt1RL75Y75Tts/9JuIqKCr7yla/Q2NhIR0cHu3fvRlEUvXwdoLKyEkVROHXqFNBX4j7SSdV4PM4XvvAFXC4Xubm5fOlLXxr0+bV161Zuu+02/eeysjK++93vcuONN+JwOJg9ezb/+Z//mbTNnj17qKiowGazsXbtWp544gkURRmxtF6I8Ui/T24hhBDjlhg1j0Qiw5a0DzSaEXRN0zh9+jR79+6loKCA9evXY7fbJ6zR21iNJjDHYjEOHjzIiRMnWL16NXPmzDnrcmmJufoDbyMj6NNDURSys7MpKyujrKwMh8PB4sWLMZvNNDY28uqrr/L6669z/Phxzpw5M2yjwMkiJe6jN9YO7oneBTfffDMvv/wyCxYs4JZbbqGkpISf//znbNy4ccy/k5FIhLfeeovLL788aT+XX345e/fuHdV9BAIBotHoOTkiW+c/zu9O/yePNv0Xvz39S/7Q/Gs6I+1Tegw+n4/f/OY3zJs3j9zc3Am5z3vvvZddu3bx4IMP8sorr+DxeHj88cdHtd3atWvZv38/n/nMZ7j55pupqakBoKenh6uvvprly5fz9ttv8+1vf5svf/nLE3K8QgxHStyFEOI8o6oqsVjsrCXtA51tBD0Wi1FdXU1nZyerVq1K6qQ83oCeasny2fbr8/morKzEbDbrpakjbRePx6murqampoZQKITL5WLp0qWUl5ejKMqUB/R0GEFPN4nR6pycHD0cRaNRfQ7z8ePHCYVC+rJeOTk5ZGdnT2pYlRH00RvPEmuaphEIBLjooov0cB2JRMb8uXHmzBni8TiFhYVJlxcWFnL06NFR3ceXv/xlSkpKkkL+uaA52MBfOp5IuuxMpI0/tj7K9pIbyTBN3hJ2Tz75pL5Ent/vp7i4mCeffHLC3qf33XcfX/3qV/nHf/xHAH75y1/yzDPPnHW7v//7v+czn/kM0Pe6/vu//zsvvPACCxcu5He/+x2KovDAAw9gs9lYsmQJTU1N3HTTTRNyzEIMRQK6EEKcJ/qvbZ4Iu2P54jrSCHpPTw+VlZXY7Xa2bNmC1WrVL29ubgZIucQ98eVMVdUxf3EfqTy+ubmZ6upqSktLmTdvXtKXwETQHnhS4PXXX6e6uhqTyYTJZKKtrU3/Mj9//vwLssQ93Qx1IsdsNietw91/Wa+DBw/qXcITS7r1bzo2EWQEffRS+T3vLxAIJK2DbrFYJuKwxuT73/8+jz76KLt379ZP+p0r9ne/joKCxjufLRoaUTXCUd9BVrs2Tdq+L730Un7xi18A4PV6+fnPf8573vMe9u3bN+777u7upqWlhQ0bNuiXmUwm1q5de9bP0f5N6hRFoaioiPb2voqCmpoaVqxYkfQ6S2NAMdkkoAshxHlA0zR8Ph+9vb243e4xh3N4Zy3zgffb0NDAsWPHmDNnDnPmzNFD8bPPPsvbb7+t39ZsNrN06VJmzZo1pv2OJ6APVaquqqo+N3nlypVDNnwa6rnp6uri+PHj2Gw2veN7RkYGXV1dHDhwQH/sUxWa0y3wpdvxjKT/sl6JLuEejwePx8PJkycxGo16l/CcnJxxhyxpEjd6Z5uDfjZ+v3/cTeLy8vIwGo20tbUlXd7W1pa0HONQfvjDH/L973+f5557btTdx9PJmUhbUjhP0NA4E2kbYouJk5mZybx58/Sf/+u//gun08kDDzzAFVdc0Xcc/T5f+zcAnUwDu7qPpy+KEBMh/T65hRBCjImqqkQiETo6Ojh+/PioS9oHGjiCHo1Gqays5OTJk6xZs4a5c+fq9/v6668nhfPE7X//+98TDAbHvF9IbbR4YKl6IBDgtddeo6enh02bNg0Zzvvvs/+2Ho+HcDg8qEuw3W6nt7cXv9+f8he3VMObjKAPNtYwnOgSPnv2bFauXMm73vUuli1bht1up6Wlhb179/Laa69RU1NDe3t7SqEgHcNwOh4TjK/EPR6PDxpBT4XFYmHNmjVJDd4SDd82bRp+BPnuu+/m29/+Nk8//TRr164d1zFMl0yjY8jLFZRhr5ssicalwWCQ/Px8oG/ZzoSxNGFzOp0UFxfz+uuv65fFYjHeeuutcR3jwoULOXjwYFIjyjfeeGNc9ynE2cgIuhBCnKMGrm1uMplSLjOH5BH0rq4uKisrcTgcbNmyJamMVNO0YUsSI5EIhw8fZs2aNaPe71BhebT6j2i3t7dz4MABSkpKWLRo0YjhZKg53haLRX8OTKZ3/jwmAoXFYkFV1ZRCc2KbsQZLMdh4R6sTTccS3aBjsRhdXV14PB7q6uo4dOgQDodDL4d3Op1nDZTpOoKejus9jyeg+/1+AByO8QfJL3zhC3z84x9n7dq1rF+/nvvuuw+/388nPvEJAD72sY8xY8YMvve97wHwgx/8gDvuuIPf/e53lJWV0draCqAvEXeuWJpdwUudfxl0uYbGIsfySd13OBzWnzev18v999+Pz+fj6quvZt68ecyaNYs777yTu+66i2PHjnHvvfeO6f7/3//7f3z/+99n/vz5LFq0iB/96EdJXeFT8ZGPfISvfe1r/NM//RNf+cpXaGho4Ic//CEgn9Fi8khAF0KIc9BQa5uPN6AnRtBPnjxJbW0t8+bNo6ysbNCXEFVVCQQCw97HWL8QJcrxRwrowwXcxDHX1NTQ0NDAsmXLKC4uBvpOMtTX19PV1UVWVhalpaV6Y7vE/fTfZ3Z2Nna7HY/Hg8vlwmKxEIlECAaDLF68GJvNRigU0o9nKr6cyQj60CbyuTeZTOTl5envjXA4jNfrxePxcOTIEaLRKE6nUw/sDodj0P6lSdzojWcOeuJzZyIC8fbt2+no6OCOO+6gtbWViooKnn76ab1xXENDQ9Lz94tf/IJIJMIHPvCBpPv5xje+wZ133jnu45kqi7JW4Imc4VDvOxVQBoxcnHsFuZahK44mytNPP61/PjscDhYtWsR///d/s3XrVgAeeeQRbr75ZlasWMG6dev4zne+w3XXXTfq+/+Xf/kXWlpa+PjHP47BYODGG2/k/e9/P93d3Skfc3Z2Nv/3f//HzTffTEVFBcuXL+eOO+7gIx/5yDnXf0CcOySgCyHEOSZR0j5w+bTRLJM2Ek3T6OrqwufzsW7dumHXmzUYDDgcDnp7B6+fq6pqSkvmDNdVvdXXyvONz3PQcxCjYmRNwRrePevduKx9xxaLxfD7/aiqyqZNm/Qv7m1tbezduxe/34/JZCIWi3Hq1CnWrl1LaWmp/sU7EAhQV1dHbW0tfr8fi8WCpmm0t7djsViwWCzMnDlTrwjoP/I+2QFdRmeGNtnPff+1mhNdwxOBvb6+HkCfu+52u7Hb7WnbJG48zdgmy3jmoPv9fsxm84Q1hrvlllu45ZZbhrxu9+7dST8n1uI+1ymKwpbcy1iWvZqmYD1Gg4lS+1xsRvvZNx6HXbt2sWvXrhFvs2XLFg4cOJB0Wf+TlDt27GDHjh36z3feeWfSyRGTycR9993HfffdN+w+RvO6Diyt37x5M1VVVfrPv/3tbzGbzcyePXvY/QgxHhLQhRDiHJEoaU90aR841/xsy6SNpLOzk9raWhRFYfPmzSOWxiqKwqZNm/jLXwaXSdrtdpYsWTLm/Q8M6OFwmJfefImHTz2MBw8OswNHtoP/8/8ftd21fHbFZwn2BDl69CiKorBx40a9LF1VVQ4ePEggECAvL08vg+/q6uLgwYOUlJRgMpmIRCLs3buXzs5OfX65xWKhvLycaDRKLBZj+fLlzJ07Vw8UY13+TNM06urqqK+vJzs7W18azG63jyrQyQj6YFP5nCiKQmZmJpmZmcycORNVVent7cXr9dLW1saxY8ewWq2oqkpnZ+eEhsfxStcR9PGUuPt8vgnvwH+hcprdOM3u6T6Mc8LDDz/MnDlzmDFjBlVVVXz5y1/mgx/84KB+JUJMFAnoQghxDhiqpH3gl9ShurCP5n5ra2upq6ujuLiY7u7uUc1bXb16NcFgkL179xKLxYC+cP6+970vpYDSP6AnOsQ/1/IcnfZO3JobLaARCocoLCnkqPcofzrwJ5weJ7NmzaKtrS1pzngiQPUvRVYUhezsbLq7u/F4PBQWFtLd3Y3JZMJmsxGPx7Hb7QSDQc6cOcOiRYvo7u7GZrMNWp4t8bydTSwW4+DBg3R3dzN//nyCwSDt7e0cP34cq9Wqh3W32z3kc54uISTdThJM53xvg8GA0+nE6XRSVlZGPB6nq6uLqqoqWlpaOHHiBFlZWfoIu9PpTHpvTqXxdkufLIl+GamYiA7uQoxVa2urPhWiuLiY6667jrvuumu6D0ucxySgCyFEmus/aj7S8mmJEfTRBphQKMSBAwcIh8Ns2LCBUCg06vnjiqJw0UUXsW7dOtrb27HZbBw6dGjYsvjR3F8ioJ8+fZrTp0/Tm9mLxWDBjBmMfQ3oejw9+Mw+jkSO8P8u+n/EYjG96VD/+xpqObT+89hjsRjBYJCCggIikYgeZGw2Gz6fD5/Ph6Iog054jDag+3w+9u/fj81mY9OmTfprkgh1iZLpRFOy/qPr2dnZ4+psfyFIl5MXieXaACoqKlAURW84V1NTQzgcTnptHQ7HlIXmdB5Bt1qtKW2bCOjp8vqLC8OXvvQlvvSlL033YYgLiAR0IYRIU5qmEYvF9BHqs61tnigbHdiFfCgdHR0cOHCA/Px8Vq9ejclkIhqNjrlE3mq16uuej6fEvv8I+pkzZ1BVFbvRjoqadJue3h60HI1FcxeRnZ1NV1fXoBDrcDjIzc2lubkZq9Wqh/Wenh49LCVomobVah3U9C4xpzixHnrCaAJ6a2srBw8epLS0lPnz5wN9JxcSjEZjUlOyUCikr9Hd1NSEqqq43W5UVSUUCpGVlSWBpJ90O2mROB6DwYDZbKagoEBf3i8YDOonY06fPo2qqrhcLr1yYjLDZjoH9PHMQZcRdCHE+U4CuhBCpCFVVZMC82i+0I4moKuqyvHjx2loaGDJkiXMmDFDv268TeaGa/Q21m0TJfIlagmnjacJakHMcTORaISYNUaJs4RVhauG3aeiKKxYsQKfz0dHR4d+m6ysLCoqKvTnJisri2AwSF5eHoFAgEAgQCwWw2AwEIlEmDFjRlKYT9w3DB0SE89tY2MjK1asoLCwkK6uLhoaGgiFQuTk5DBjxoxB829tNhslJSWUlJSgaRo+n4/Ozk46Ozs5dOjQqMrhLyTptqRZ4v031DHZ7XbsdnvSa+v1evWeDyaTKanh3ER2hU7ngD6eOejn0pJmQgiRCgnoQgiRRjRNSwrnQ801H05ihH24kB0IBKiqqhrU8TxhPCPgie1TDfj9g3Z5eTlvvPEGWo/GvOx5HNeO06P1gAUKswv5hzn/wFznXIAhS9kBcnNzefe7301DQwO9vb1kZGQwa9YsnE6nfpucnBy9eZzBYNCrFYqLi1m8eLHeTK6/4QJ6JBKhsrKSSCTCxo0bycrK4tixY+zbt49QKKQ39ZsxYwYXXXTRsPP0FUXB4XDgcDg4ffo0S5cuRVXVUZXDT7Z0CcXpFtBHu8Z9/9d29uzZqKpKd3c3Xq+XpqYmjh49it1u1wO7y+Ua18mY8zGgBwIBGUEXQpz3JKALIUSaGE0juJEoijLsKHZbWxsHDx6kuLiYRYsWDfkFOV1G0DMzM7nkkkv461//SnF7MQ6TA3+Gn4KCAq67+DpKXaWj2mdmZiaLFy8edp9Wq5UlS5bg8Xg4dOgQiqJgtVoJhUK0tLRQUlIyaJuhAnpXVxeVlZW4XC59ukB3dzf79u0jFovhdrv117axsZGjR4+yYsWKUT8vbrdbX7ouFArpJdMHDx7Uy+HH2h3+XJauAX2sYTjx2rrdbubMmUMsFsPr9eL1eqmtrSUYDOJwOJIazo1lH+ka0Mez/JuUuAshLgQS0IUQIg2oqorP5+Ott95i48aNKX+xHjiKHY/Hqampobm5mWXLllFUVDTitmNpMjfQRAV06CtzLykpYc6cObjdbgoKCigpKRl0XP2by42VoiiYzWa6uroIBAI4nU6sVivhcJhjx47py7cNtV0ilCUC97x58ygrK9OP7/Tp03pZO/SFOLPZjMlk4uTJk6MK6EO9BjabjeLiYoqLi/WSaY/HQ0dHx6i7w4uJNVKJ+1iYTCby8/PJz88H+pYa9Hg8eL1eqquricViuFwuPbCfrTdBugb08cxBlxJ3IcSFQAK6EEJMo8Ta5rFYDFVV6enpGVcTrP4B3e/3U1lZicFgYPPmzYMang21LaQ+wjURAT0ej3P48GHa29tZv3693khtpO0gtVFVg8GA3++nsbGRzMxM/flJ/H9DQwPLly8fNGKX6AJ/6NAh2tvbWb16tT7CnZB4DQaW4BsMhqSO/Gcz0nuhf8l0aWmpvuRXOpTDTxRN1Yi3BNB8MRSHGWORPS1H0CfjebVarUknYwKBgB7YT506lTQCn6ie6C+dA7qUuAshxPAkoAshxDQZWNKemO88ni+wiYDe3NxMdXU1s2bNYsGCBaP6op64Tar7H0+JvMFgIBQK8dprr2E0GtmyZcuoGmYljjmVkwqKouD3+4lGo2RnZyddZ7FY6O3tHTYQHDhwAKPRyObNm4c8zry8PIxGI+FwWJ9vrmka4XCY2bNnjypgjjWEGo1GcnNz9ZMFiRHYc7UcXu2NEnqhmXh7COIqGA0Yi+xQFkcxp89xJzr+TyZFUcjMzCQzM5NZs2ahqiq9vb14PB7a2to4duwYVqs1qeFcugb08Za4FxYWTvARCSFEepGALoQQ0yCxtnn/RnCJL/njnQdeV1dHb28vK1eu1Jd7Go3+I+ipGE+TuUgkwqlTp5g9e/aoTyhA8gj6WBkMBux2OxaLhVAolBTEE8F6YDhPLAGXmZnJypUrhz3OREn+qVOnMJlMGI1GIpEIDodjxHnxA42nmmLgCOxklcNrmkaMGEaMGJSJCYSaphF+pZV4cwAl24JiNqBF4sRP+8kIqvSuTJ/S/ekY0TcYDDidTpxOJ+Xl5UnVE/X19VRXVwN9VSD5+fm4XK6UQ/FEG88JSL/fLyXu57jW1lbuuusunnrqKZqamigoKKCiooLbbruNyy67bLoPT4i0IAFdCCGm0MC1zfs3glMUZVyd0Ht7e/H5fNjt9lGPQPd3ti7wZ5NKibuqqtTU1NDd3U1RURGLFi0a0/aJ5y6VEwOKomCz2SgrK+PIkSP6mujhcJhQKMSSJUv0cndN06irq6O2thaj0cicOXOGDeeBQICGhgays7MpKirC4/EAMH/+fJYsWYLb7R7TY5sI4ymHH+4kgaZptEQbqY+cIBD3YzFYmGkpp9QyF4MyvjCoeiPEW4IoWWYUc99xKBYjZGiYzgQx+NMjbMLklbiPxcDqiWAwyN69e/UeFOFwGKfTqY+wOxyOaTnmxCoV0iTuwnTq1Cm2bNmCy+XinnvuYfny5USjUZ555hk++9nPcvTo0ek+RCHSQvrVPgkhxHlKVVUikYgezvuPmiekEtA1TaOxsZHXXnsNq9VKaWlpyuspj2cUfCwBvTPUycv1L/Pw7odp7GiksLDwrHPkh9snpB7QNU2joqKCpUuX6iXviqKwdOlSVq5cCUAsFqOyspKGhgbWr1+PyWQaNrSqqkpDQwPd3d243W6WLFnC2rVrmTdvnt7wbqzHNxkSgW7+/Pls2LCBLVu2MGPGDILBIAcPHuTll1/mwIEDnD59mmAwOOR9NEXrORR8i+6YFwWFYDzA0eABakIHx318WiiOFlfBNOAkhdmAomoYY+PexYSZihL3sUpMl1m4cCGbNm1iw4YNFBYW4vf7qaqq0l/fxsZG/H7/pL3PBuq/QkUqZAR9AsXj0NEBXg9M0ev/mc98BkVR2LdvH9deey0LFixg6dKlfOELX+C1114D+qo+3ve+95GVlUV2djYf/OAHaWtr0+/jzjvvpKKiggcffJDZs2eTlZXFZz7zGeLxOHfffTdFRUUUFBRw1113Je1bURR+8Ytf8J73vAe73c6cOXP4n//5n6TbfPnLX2bBggVkZGQwZ84cbr/9dqLR6KB9//rXv6asrAyn08mHPvQhent7AXj44YfJzc0lHA4n3e8111zDRz/60Ql9LsX5TUbQhRBiko1lbfOxBvREszKPx8OqVatobGwc11rm451HfrZ9a5rG86ef5w9H/0Brd2tft3ZXCetC61htXz3mfY5nBD1xvGazmTVr1rB48WKCwSAZGRl6wy2fz8f+/fux2Wxs3rwZi8UyYnD2+Xz09PRgNptpbW3FbDaTm5uL1WrF4/FQWFg47aOtQzlbOTxATU0Nubm5uN1uDCYDdeFjaJqGw9i3trwVGyE1SFOkgdmWeWQaUw9SBqcFxWpEC8ZRst55vrRQHNWsoGbKCPpIEr8Pic+ajIwMMjIymDFjRtLr29nZSW1tLSaTSZ/qkJOTg9VqndTjkhL3aXasBvbugVCo72eXC7a+GyZxfr/H4+Hpp5/mrrvuGrIKwuVyoaqqHs5ffPFFYrEYn/3sZ9m+fTu7d+/Wb1tbW8uf//xnnn76aWpra/nABz7AyZMnWbBgAS+++CJ79uzhxhtv5PLLL2fDhg36drfffjvf//73+fGPf8yvf/1rPvShD3Hw4EF92pHD4WDXrl2UlJRw8OBBbrrpJhwOB1/60peS9v3EE0/w5JNP4vV6+eAHP8j3v/997rrrLq677jo+97nP8cc//pHrrrsOgPb2dp566in+8pe/TNIzK85HEtCFEGISjXVtc6PRqI+wn013dzdVVVV6SbvVaqW5uXlcc9jHM4KeaIo2kurOan5z4DeEg2Hm5cwjIzODNn8bz/Y+S741n4UsHPN+DQaD/jyfPHmS9vZ2TCYTpaWlFBcXD/t8DwzaiRCT0NraysGDByktLWX+/PlJUxGGC+jRaJTjx4/T2tpKPB5HURTsdjvLli0jKytrTEtMTeYI+tn2278cPhAI6M37EuXwdreVrhIPNpMdzfDOHGyrYqNH7cKndo86oGuaRmejn9NHu4mF4+TMyGTWEhfmRU4ilR7UngiKxYgWiUNcIzTTANb0CcTpOIKeOKah3mtDTXfo6enB4/HQ1NTEkSNHyMjI0AO72+3WR+THK/E7kerzJSXuE6CxAV74a/Jl3d3w5B9h+4dhkk6AnDhxAk3TRpzG9Pzzz3Pw4EHq6uqYNWsW0DcqvXTpUt544w3WrVsH9L2/H3zwQRwOB0uWLOHSSy+lpqaGP/3pTxgMBhYuXMgPfvADXnjhhaSAft111/GpT30KgG9/+9s8++yz/PSnP+XnP/85AF//+tf125aVlfHFL36RRx99NCmgq6rKrl27cDgcAHz0ox/l+eef56677sJut/ORj3yEhx56SA/ov/nNb5g9ezZbt26dgGdRXCgkoAshxCRJjJonQtlovpSOZgRd0zTq6+s5fvw4c+bMYc6cOfp9j2cOO0zuCHo4HOaJt5+gN9TL0uKlelOy4sxiqn3VHO09yuVcntJ+g8Egzz33HC0tLfoxHDp0iIqKCtauXTvkcz/cGuqqqnLs2DFOnz7NihUrBnWNHik419TU0NTUpK+xnlgea//+/WzdunXCgs5USox2Jk5ShMNh2jytdMQb6Al144v5sVgsWCwWjBYDRsWIWbGM+v6PvtrOkZdbiUU10DTqKj2cfOsMy7YWYZrjwNwcwBBXMWSZMS9xETC1kT4t4tJ3BH20x2Q0GvUgDn0nmRL9CWprawkGgzgcDj2wO53OlB/vWD4LB9I0Db/frwcjkaLK/aAoyWXtmtZX8n7kMKxbPym7Hc3JxiNHjjBr1iw9nAMsWbIEl8vFkSNH9IBeVlaW9D4oLCzEaDQmvS8LCwtpb29Puv9NmzYN+rmyslL/+bHHHuMnP/kJtbW1+Hw+YrHYoBU+Bu67uLg4aT833XQT69ato6mpiRkzZrBr1y527NiRdifxRHo7974pCCFEmhu4tvlYvpCaTKYRA3IkEuHQoUP09PSwdu3aQXOaxxOwYfLmoHs8HqqqqghoAXKcOUkdwxVFwagY6Y31prRfRVE4cuQITU1NOBwOfY54MBikqqqK0tLSIbvZJ0be+wuHw1RVVRGJRNi0adOQo3XDBXRN06iurtab/SW6exuNRqLRKD6fb0xf0qZrBP1srFYrs4tL6Q6coSFci1WzoUY0guEgoagfaySD1pYOYrnaWbvDd7cHOfpK3/zSDKe5b435SJy2ul66O0LYHWYsFgNFpVksvKQIs92EdqQtrb7sptu67DC+NdDNZjP5+fnk5+cDEAqF8Hq9eDwempubicViuFwuPbBnZWWN+vGPp4M79DVglBL3cfIMM+dc0/rmo0+SxAm+iWgEN/AzJXFCdOBlY/lbtnfvXq6//nq++c1vcuWVV+J0Onn00Ue59957z7rv/vtZtWoVK1eu5OGHH+aKK66gurqap556atTHIQRIQBdCiAk11pL2gUYaAfd6vVRVVeFwOPT50ENt37+pzVhN9Ai6pmmcOnWKEydOsGDBAtZH1/NE3ROomqovyRVX42ho5JvzU95vfX09JpNJH6FOlJZ3d3fT0NAwZEAfGIC7urqorKzE5XKxevXqYUe7Rwrofr8fo9GYdKIjEdZHO3XhXLHAtpSQGsAT60C1qZhtRtyGWZRG5xP2RPVy+MToa05OzqDR15bjPcQiKva/hXM0jbA/hqpCNBincE4W0ZBKw/EeTNkWFm0uSLtAnK4l7hM1qm+z2ZL6E/j9fj2w19XVYTAYktZfT/RvGMp4A7qUuE8Ah+Oduef9KQpkTV51Qk5ODldeeSU/+9nP+NznPjfodezq6mLx4sU0NjbS2Nioj6IfPnyYrq4ulixZMu5jeO211/jYxz6W9POqVasA2LNnD6WlpXzta1/Tr6+vr09pP5/61Ke47777aGpq4vLLL0+qCBBiNCSgCyHEBNE0jUgkMq4yzqECev8lvubPn09paemITeZCQ335GsP+J2oEPRqNcvDgQXp6eli/fj1OpxNbwMbrba9T111Hji0HDQ1PyEOxrZgFtgUp7TeshTmhnaDF2oING0UUMYMZmJW+kY7hHk9i5CPRBb+mpoZ58+ZRVlY24ms3XEA3GAy4XC7OnDmDxWIZ1GE+JydnTI8rXUfQE6wGG2syt+CJdRBQ/VgNVnJNhZgUE/St9kU4HMbj8eDxeDh06BCqqurl1Dk5OcRjya9NPKoRi6oYDIDS9xxYM0zEYyotx7qZuzp36h/oWaRjiftYeh2MhaIoZGVlkZWVxaxZs1BVld7eXjweDy0tLdTU1GC1WvUTMi6XK+lE4niWWIvH44RCIRlBH69lywfPQU9YPP4QPJKf/exnbNmyhfXr1/Otb32LFStWEIvFePbZZ/nFL37B4cOHWb58Oddffz333XcfsViMz3zmM1xyySWsXbt23Pv/7//+b9auXctFF13Eb3/7W/bt28fOnTuBvhH+hoYGHn30UdatW8dTTz3F448/ntJ+PvKRj/DFL36RBx54gIcffnjcxy0uPBLQhRBigiRCXarhHAYH9HA4zIEDBwgEAnrIHcv2YzWeEfT+++7u7qayspKsrKyk0f7CjEL+efk/86dTf6LGW4OiKFxUchEVlgoMvWMPFIFogJeDL1OfUU/YF8akmWhVWumgg6XhpRiNRkpKSkZ8rIcOHaKjo4PVq1fr60iPZKTgvG7dOp555hnC4bBeah+LxXA6ncydO3fMjy/dGRQDeebhOz8nusMXFRUB6N3Dz5w5Q21tLfFeC3HNQiigYcuwoKoamqqBBnaHWf89MlmMRENxIqG4jKCPwkSOoI/EYDDgdDpxOp2Ul5cTi8Xo6urC6/Vy6tQpfD4fWVlZ+uh6NBpN+bh8Ph+AzEEfr/kL+prC7X/7nVJ3sxkuuRTGsAxkKubMmcPbb7/NXXfdxb/8y7/Q0tJCfn4+a9as4Re/+AWKovC///u/3HrrrVx88cUYDAa2bdvGT3/60wnZ/ze/+U0effRRPvOZz1BcXMwjjzyij8z/wz/8A5///Oe55ZZbCIfDXHXVVdx+++3ceeedY96P0+nk2muv5amnnuKaa66ZkGMXFxZFS+fT80IIcY5JLKWWqiNHjgCwePFiOjs7OXDgAG63m6VLl444lzehsbGRtra2lEcbKisr9S/bY9Xa2srJkyeZOXMmNTU1zJ07l/Ly8iHDi6Zp+KN9a45nmjNpbGyktbVVbwI0Wntb9vLL13/JHNcc2lvaCYVCxA1xepVeloeXc1H5Rbz73e8eMhS8/fbbdHd3Y7PZWLVq1ajXjt+7dy/l5eV66Bz4uPbv389rr71GKBRCURSKi4u59NJLcblcYwpyb775JrNnzx6yPH8qhcNhXn31VS699NIxB9H2U72cfLuT7tYg1iwzs5e7KVvhxmDsOzni9Xp5+8kmztSGUTUNRTGgRsBoViie78Rq7xtH8HnC2Bxmtmwv58jRw3oH8nTQ1NTEmTNnWLly5XQfiq69vZ36+vox/z5NtEgkgsfj0UviI5EIRqOR2bNn43a7cTgcow7sTU1NLF68mHA4POT0ngtBKBSirq6O8vLyUX9eDSsQgOYmMBph5qy+kH4eUxSFxx9/fMoC82WXXcbSpUv5yU9+MiX7E0Ob0N+ZKSQj6EIIkUYSS5UdP36cU6dOsWjRImbOnDnqYDSdI+iJjuW1tbWsWbNmxJJuRVHIsrxTqjqaNdSHcrzrOCbFRIY1g/nz59PR0UFvTy9RQ5TCOYVs3bh1yABw5swZOjo6cDgcbNiwYUyjeiM1H1IUhdWrV7N8+XI8Hg8WiwWXy0U0Gk3rcvWRpHrcrSd6ePvPp4mG4ljsRno7Qxz6azN+T5jll5VgNBrJy8vj8o/mcKrKy6kDnfh7QkQjEcKBGB1tnVjtJhTVjNFgZMHyAowmQ9qNoKfb8cDUjaCfjcVioaioiKKiIn2qTkdHB729vTQ0NAAkNZzLyMgY9rn0+/1YrdZzciWEtJSRAfPmT/dRnHe8Xi+7d+9m9+7d+vJtQoyVfMoJIUQa0TSNjo4OzGYzGzduHHM553R1cff5fNTU1KCqKu9617uwWq1j2j7VgG42mNHoK4m2WCzMmDEDZsCJrhPMnjF70Jd5TdM4efIkJ0+exO1243K5xhxkRjM33Gw268uzpRpw020O+lhCqKZqHN/XQTQcx5Fn1bcN+WM0VndRtjIHR54NTdMI+WPkzcqkeEE29iwzsUic42+c4fQRD8FAGM0YRcnt4XRPN8EjOYRCobQqc76QS9zHIrGiQVZWFkuXLkXTNHp7e/F6vXR0dHDixAnMZnNSw7n+nyM+n4/MzMwJea5/9rOfcc8999Da2srKlSv56U9/yvr1Qy8vVl1dzR133MFbb71FfX09//7v/85tt9027mMQ56dVq1bh9Xr5wQ9+wMKFC6f7cMQ5SgK6EEJMoPF8eWxvb6ehoQGz2cymTZtSGikaT5M3SC3gNzc3U11dTUFBAR6PZ8zhPLHfocJoTI3xdvvb7O/YTzgeZqF7IRuLNuK09s3FX5yzmOeV5/FFfWTS1xW4K9yF1Whlnmte0n0lmtb19vayYcMGTp8+nVIAHu5YJ0M6BfSxCAVi9HaGsWWakn4nrBlGes+E6WoPYcsyc/pIF11tQWIRFbPViLvEzoxFLhZtzqO8wkQ45MNiN2E0ZdHTE8Xr9RIIBDh58iQdHR3DdoefSunYJC4dAzokN69TFIXs7Gyys7MpLS0lHo/T3d2N1+ulsbGRw4cPk5mZicvl4tChQ2RmZk5IB/fHHnuML3zhC/zyl79kw4YN3HfffVx55ZXU1NQMOZ0kEAgwZ84crrvuOj7/+c+Pe/9iekzVZ+mpU6emZD/i/CYBXQghppmqqhw7dozGxkaKi4sJBoMpl3GOt8R9LMu0xeNxjh49qo9CWa1WOjs7U9rvUCPoqqby2LHH2N20G1VTMSpG9nfs5632t7h5+c24bW6W5S5jUcYiGqIN9HT1AGA32bmo5CLmu94p3+zt7WX//v1kZGSwadMmLBbLmNfJTUh1ZHuspdAj3bblRA9Vf2niTKMfa4aJBRvyWfbuYoym9AhlJpMBg1EhHk9+njS17zkwWQw0He2io95HpttCpstCJBinrbYXo0kjr7yXmNaF0aqgahpq1EN2diG5ufMIBAI4nU6sVisej4fq6mri8bheKp2TkzNiqfREkxH00RtpmTWj0ai/fnPnziUajerN5m6//Xaam5vJzs7mG9/4BpdffjkbN25MaS76j370I2666SY+8YlPAPDLX/6Sp556igcffJCvfOUrg26/bt06fS7/UNcLIcREk4AuhBDTKBAIUFVVhaqqbNq0id7e3pTXXoWpm4MeCASorKxEURQ2b96M3W6nt7d3wpZoAzjWdYxXml/BbXWTbckGIKpGOdZ1jJeaXuJ9c9+HyWDiYufFhLJCBDOCGBQDc5xzKM8u19dZb2lp4dChQ5SVlTFv3rykbvupPFdTWXo+1H5OH+nirw8dR6GvCXOwJ0rVc82cOe3n3Z+YnxZh0WwzUjwvm7pKD2arEZPZgKpq+L1RMt0WsnKttNX2kuGyYLH1fRWxZphQVY2ezjayi0OYrU4UpS/MqWqIWKwdo7Gvb4HZbB60Nnf/7vBms1kPezk5OaNqsJgqmYM+eqqqjvrko9lspqCggIKCAg4fPswDDzzAz372M2pra/mP//gPfD4fv/vd73jf+9436v1HIhHeeustvvrVr+qXGQwGLr/8cvbu3TvmxyOEEJNBAroQQkygsXxRb21t5dChQ5SUlLBw4UKMRiOBQGDcI+CTPQe9vb2dAwcOUFJSwqJFi/QgkOo88uG2PdF1glA8xAzLDP0ys8FMhimDqjNVvG9u3xdzk9FEaUbpoK7eicqE06dPs3LlykHlq6kG7akK6MN1v3/7qca//bv/FdB0pJv2Uz4Ky9NjfvbCLQX4vBE6T/v15ysj28KKvysBDSLxMGa7GVVRMGh9QdxsMYDRh6pa9XAOYDDYiMW6UNXgoOe+/9rcs2fP1kulPR4P9fX1VFdX43A4Jq0cXkrcRy8ej6fcgd1qtTJr1ix++9vfomka1dXVep+H0Tpz5gzxeHzQdoWFhRw9ejSl4xJCiIkmAV0IIaZYojS8paWFZcuWJS3XNVEj4KmO6o00qqyqKsePH6ehoYFly5ZRXFw8aFtVVVPa91ABXaHvPgben6Zp+ug4DB2Yw+EwlZWVRKNRNm3aNOTc1akucU/FwP1EgnG62kJD3lYxQNuJ3rQJ6LZMMxuvLaXjlI/ezjAWu5HCudmYM6DV14q/qBW/UcVmsmKPOMmIuAgH42TkGDCahwqXfc/F2d5f/Uuloe+9kFjmazLK4aXEffRGKnE/G7/fr/8eK4rCsmXLJvLQhBAibUhAF0KIKeTz+aiqqsJgMLB582YyMjKSrp+IEXBIvex2uBH0UChEVVWVHnizsrKG3DbVfQ8V0BflLCLDnIE37CXH1he2mv3NHOs6Rkughe+9+T22z98+aNuuri7279+P2+1mzZo1w5bUptrsbTpH0I0mBUUZMHr+N5oGJmt6hTKjyUDRvGyK+vXra42cptt0BofLRndzhLA9StjaRrA3hjmchTMvD0XpQtPiSSXuBoMZg8E+5veX1WpNWuorUQ7f2dk5qBze7XaPeYRXRtBHb6ICeqry8vIwGo20tbUlXd7W1pZ0olQIIaaTBHQhhJhAIwWHpqYmDh8+zKxZs1iwYMGQX6CNRiOxWCzl/Se+/PbvljwWQ42gd3Z2UlVVRV5eHmvXrh32C3Zif6nse6jR7DnZc/i7WX/HMw3PUNtdS2eok2Z/MwoK3ZFuWmpb+N/a/+XDzg+j9ChkBjMpUoswtZhYuGAhpaWlI74e5+IIusliZNYyN43VXrQBh64AZSuHX3t+oo5hPMJqiF61G5uSgaPEjNUQpOdMmHA4QCzbR9msGeTNyiAa1YjHu4HEuucGzOaClAJ6f5NRDp+uc9Anc959qsYb0Ic6MTgWFouFNWvW8Pzzz3PNNdcAfc/V888/zy233DKu+xZCiIkiAV0IISZZLBbjyJEjtLe3U1FRQX5+/rC3TYygj2cEHPq+CKfyBb3/CHr/NcMXL17MjBkzRjymRJBJJfQOWeKuKLxvzvtY4F7AG61v8PODP3/nOhTiWhw0+LX31xi9RgxNfftfnbeae2fee9bn71wcQQdY/77ZdJ724/dGSFT6aypsuLaMDGdq83unSkyLEtNi2Ax9ZeXukgycBXbCUTuqKUau3YbRYMZgmEU87iIe9wNGTKYsDIasCQ/CE1EOLyXuo6eq6rSOoAN84Qtf4OMf/zhr165l/fr13Hffffj9fr2r+8c+9jFmzJjB9773PaCvsdzhw4f1fzc1NVFZWUlWVhbz5s0bdj9i/BRF4fHHH9dPpkyXHTt20NXVxRNPPDGl+y0rK+O2227jtttum7J9TvZjTZfXNN1JQBdCiEnU29tLZWUlFouFLVu2YLPZRrx9ohw71S+yiqKk3J0c3hlBj0QiHDhwgEAgwIYNG8jOzh7VviH1gJ7Ytn+wUBSFJTlLaOhtIK7FUf72Pw2t7/8VDTQwaAYMmgGj2Uilt5JfHfkVn17+6aR9xNQYrzS/QrO/mTnOORRSOCUBvbe3l6qqKoxGI7m5ueTm5uJwOEYV6obaT4bTwj98cRl1+z2cafBhyzQxZ00erkJ70u3CvT34z7QTC4cwZ2SSmVeAJWP8AWc8TIoZk2IiRhQzfScTDCYFDCpmLBiVvve/opgwmdyYTO5B9zGZI9aplMOna4l7qkF4MqVa2QN9Ab2kpGTcx7B9+3Y6Ojq44447aG1tpaKigqefflpvHNfQ0JB0jM3NzaxatUr/+Yc//CE//OEPueSSS9i9e/e4j+dCsWPHDn71q18NuvzKK6/k6aefnoYjGuzUqVOUl5ezf/9+Kioq9Mt//OMfT1nV1EgmMrCP9rFu3bqViooK7rvvvjHd/5133skTTzxBZWVl0uUtLS243YM/10UyCehCCDGBEsFB0zQaGxupqamhrKyMuXPnjuqLaf8R8FS/YI9nHnuixH7Pnj04nU42bdo06pH48ZwcGC6gJ/T/wqDRF8o15Z3LFKUvuBswECfOk3VPJgX0k90nuWX3LbQH2/WAPztjNrcUjr2sdSwBvbm5merqakpLSzGZTHi9XhobG1EUJWkZMKvVOuR+hmO2GFmwIZ8FG4auxvCf6aDz5DHi4RAGowl/Rxv+9lby5i/G5nSN6thHeyxjYVGsZBmceONn0BQNk2ImooWJqVFyzfkYlbO/56eqpHy05fCJ0JlOo9bpdCz9TXeJe8Itt9wybEn7wNBdVlaWFuHsfLBt2zYeeuihpMuG+uxLN06nc7oPYcpM9mOVXg+jk36f3kIIcY6LRqNUVVVRW1vL6tWrmT9//qi/LPefx52qVAO6pmm0tbURDocpKyujoqJizGXyRqMxpS+zZyuP31i0EbPBjPa3/71z0OjBXEHpG01XDPRGe/XjUDWVz7/0eTpDnX/bpO/y04HT7GzdOeZjHc3cdU3TqKmp4fDhw1RUVFBeXk5JSQnLly/noosuYvny5djtdk6fPs2rr77Kvn37qK2txev1Jt13Ks+lGovR1VCHFothc7qxOrKxOd1EQ0G6Gk+d9T4DcR/HgofY2/tX3vC9THOsHk0Z/Hij4TjHXu9g96+O8/zOY1TvbiHYEx3xvhVFId9cRI4xjzhxAqoPBcg3F+My5Y7q8WkadLdE2P/0ad7+82naTvZOSYBKlMPPmzeP9evXc9FFFzFr1izi8ThtbW289NJLVFVV0djYiN/vn9ZQN56R6sk0npH9QCCAw5EeKxScD6LhOE01XlpPdqOqU/Ne7V+hkvgvMZp6/PhxLr74Ymw2G0uWLOHZZ59N2nb37t0oikJXV5d+WWVlJYqicOrUKf2yV199la1bt5KRkYHb7ebKK6/E6/UC8PTTT3PRRRfhcrnIzc3lve99L7W1tfq25eXlAKxatQpFUdi6dSvQN/rfvyQ7HA7zuc99joKCAmw2GxdddBFvvPHGoGN9/vnnWbt2LRkZGWzevJmamhr9NrW1tbzvfe+jsLCQrKws1q1bx3PPPTem51NRFP7rv/6L97///WRkZDB//nz++Mc/6td7vV6uv/568vPzsdvtzJ8/Xz9BMprHumPHDl588UV+/OMf950E/9tzvWvXLlwuV9KxPPHEE/qJ0127dvHNb36Tqqoqfbtdu3bpx9y/fP7gwYO8+93vxm63k5ubyz/90z/h8/n06xPH88Mf/pDi4mJyc3P57Gc/SzQ68t+ac52MoAshxAQKBoPs2bNH/4M81tEBRVEmZKm1sZaZx2IxDh48iNfrxWg0UlZWlvK+xzOCPlyocdvcfHbFZ/lx5Y9RUFBRUbS+EncTpr5//y14q6rKivwV+peFt9vfpsnfNOg+VVRqgjU0+5opyRp96ezZRtCj0SiVlZWEQiF9ibf+XyYMBgMulwuXy8WcOXOIRCJ4PJ6kec9ut5tQKJTSl5CI30c0GMCS+c6cbUVRsNgzifh6iQWDmAesHpDgj/uoDLxGb7wbs2JGReWM2kY0X0PVVH15u3hU5fXH62mv60Ux9HWW72oL0nKihy3b52B3DH9ix6SYKLLMJEcNEyeOWTFjUkZ3IkjTNNr2axw71UpiDP3IS62Urcxh0wfLMRimbi64xWKhqKiI9vZ23G43brd7QrvDj8f5OILu8/kmZA66gIO7T7P38Vqi4b7P6kyXlcs/sYSZC6en9FhVVf7xH/+RwsJCXn/9dbq7u1Mq466srOSyyy7jxhtv5Mc//jEmk4kXXnhB/5vk9/v5whe+wIoVK/D5fNxxxx28//3vp7KyEoPBwL59+1i/fj3PPfccS5cuHfZ39ktf+hL/3//3//GrX/2K0tJS7r77bq688kpOnDih97MA+NrXvsa9995Lfn4+//zP/8yNN97Iq6++CvS9n//+7/+eu+66C6vVysMPP8zVV19NTU0Ns2fPHvVj/uY3v8ndd9/NPffcw09/+lOuv/566uvrycnJ4fbbb+fw4cP8+c9/Ji8vjxMnThAMBgFG9Vh//OMfc+zYMZYtW8a3vvUtgBF76CRs376dQ4cO8fTTT+snHYYamff7/Vx55ZVs2rSJN954g/b2dj71qU9xyy236IEe4IUXXqC4uJgXXniBEydOsH37dioqKrjppptG/TydaySgCyHEBEqcpS4uLk65DHcilloby/a9vb3s378fu93OqlWr2LdvX8r7TuXkAIxu/voNi26gxFLCQ/sfoj3UTh55eIwevJqXqBbFYDAQIYLFaOETSz6hb3cmeGbEfXeGOickoEciEY4dO8aRI0fIzMxk8+bNowoUiaCXmPfs8/no7Oyku7ubU6dO0d7eTk5ODrm5ubhcrtEFnJHeeiNc1xg5SW+8G6fRhfK3MB5UA/izzuCJdWBQDLRHm/G2BmgNxbBn52A2/W0ptLhGd3uIU5WdLH7X2csYLYaxl7aePtxF18m+Nd8V49+mk6hQV+WhaF42c9fmjfk+xysRhie6O/xEHFM60TRtXMcVCAQmrMT9QnaysoOXHj2WdJm/O8yTP63iI3duIDvPPsyW4/fkk08Oeg3/7d/+jbVr13L06FGeeeYZvc/Ad7/7Xd7znveM6f7vvvtu1q5dy89//k5D0aVLl+r/vvbaa5Nu/+CDD5Kfn8/hw4dZtmyZHj5zc3OHLcX2+/384he/YNeuXfrxPfDAAzz77LPs3LmTf/3Xf9Vve9ddd3HJJZcA8JWvfIWrrrqKUCiEzWZj5cqVrFy5Ur/tt7/9bR5//HH++Mc/jmlFgR07dvDhD38Y6HvOfvKTn7Bv3z62bdtGQ0MDq1atYu3atQBJJ95H81idTicWi4WMjIwxlabb7XaysrIwmUwjbve73/2OUCjEww8/rP+tvP/++7n66qv5wQ9+oPeFcLvd3H///RiNRhYtWsRVV13F888/LwFdCCHE6CiKMu5GRhOx1NpoA/rp06c5cuQI5eXlzJ07l3A4jKZpKc/zHU9AP9u2LS0txGvj3LHiDpxOJ4cOHaKxo5Hdsd2cMJ1AMSoszFnIp5Z+irWFa/XtFroXDnufRoyUZZeN6ViHqhLo7e3lueee4/Tp09hsNsLhMLt372b9+vWUlJSM+rlUFAWHw4HD4cDn85GVlUVmZiYej4eamhoikQhOp1NvNjdUV3FLlqNvtNzvw+rI1k8oRIJ+7O5cTLbhv4CfibVhVix6OAcwKxZUReVIsIpu1UNcixOxxIhv0Yi0d2GqnouiGTAYFQxGhdba3lEF9FTU7fcAYDAq71QHGCEe1Tj5due0BPShmsQN7A4/sEoiFovhdrtH7A4/HukY0BO/MzKCPr0qn2tAUfqmiui0vvdM9SvNbLpm7qTt+9JLL+UXv/hF0mU5OTn8+te/ZtasWUl/Ozdt2jTm+6+srOS6664b9vrjx49zxx138Prrr3PmzBn9701DQwPLli0b1T5qa2uJRqNs2bJFv8xsNrN+/XqOHDmSdNsVK1bo/y4uLgagvb2d2bNn4/P5uPPOO3nqqadoaWkhFosRDAZpaGgY9eMduI/MzEyys7Npb28H4Oabb+baa6/l7bff5oorruCaa65h8+bNY7r/yXTkyBFWrlyZ9Hu9ZcsWVFWlpqZGD+hLly5N+twoLi7m4MGDU368U0kCuhBCTLDxLsM1FSPo8Xicw4cP097ezqpVq8jL6ws2/efAJzrKj0WqAX2kbRN/rJuamli5ciUFBQVA35e9QCDA+ob19AZ6WbFyBTbT4C755c5yLp5xMa80v4Lab/FwBYWLHRfjsIxtXuvA11fTNHbv3s3p06cpLi7G4XCgaRoej4e33nprVCWBI+0rPz+f/Px8NE0jGAzS2dmJx+Ph5MmTehl1bm4ubrcbs9mMwWjEVVpOZ20NoW4visGIpsYxZ2Tinl0+YhA0YSJE8mugaRqaUaUj1opNsWGP2YidCRH3RTCYO1EKzShtM9A0M5qmYTJPXjCMhGIM96sVCaZ+Ums8RrPM2sAqidF0hx/vMaVbQE/8bqcS0DVNkznoE8TbGhjyd0hToastMKn7zszMTHlpuqGmQQ2cAmS3jzz6f/XVV1NaWsoDDzxASUkJqqqybNkyIpFISsd0Nv17uAysEvviF7/Is88+yw9/+EPmzZuH3W7nAx/4wJiPZWCfmP49Ut7znvdQX1/Pn/70J5599lkuu+wyPvvZz/LDH/5wPA9ryCVKJ3NO+EiP8XyVXp/eQgghJj2g+/1+9u7di9/vZ8uWLXo4T2wLqS2VBqnPQU9sO3C/4XCYN954g87OTjZt2qSHc+j7I52ZmUlGRgYmxTRkOE/47qbvcs2cazAb+v7Q2012Plj6Qd6b/d4xH2f/gB6Lxdi3bx/Nzc0UFRXpAUJRFFwuF729vfpoxnj2k/g5IyODWbNmsXLlSt71rnexePFiTCYTdXV1vPLKK7z11lvU1dURM1koWLISd+lcsgqKcJfPo3DpSqyOkZfLK7LMJK7FiWl9X7Y0TSNEAE3pW9bOqlmxdEaxRwDVQFzRMGZ2YTV1E49GQFMoWTS+LsDRUJwzjT7qD3o4faSL7vag3sSqcI7jb6N/ySdIUKBo7tmXApwMY11mLdEdfvbs2VRUVOivo9lspr6+nldeeYU33nhjyKaBo5WOAT0ej+sNo1IxUeugX+ic+XaGegkUQ99102Hx4sU0NjbS0tKiX/baa68l3SZxorP/bQYu4bVixQqef/75IffR2dlJTU0NX//617nssstYvHix3jwuIXFibKS/YXPnzsVisehzyaEvnL7xxhssWbJkhEeZ7NVXX2XHjh28//3vZ/ny5RQVFSU1u5so+fn5fPzjH+c3v/kN9913H//5n/8JjO6xJm438Db5+fn09vbi9/v1ywa+FkNtN9DixYupqqpKup9XX30Vg8HAwoXDV75dCGQEXQgh0ozJZJq0JnGtra0cOnSImTNnsmDBgkFf4sfbRd5oNKKqKqd6TrH79G6afE0UZRaxdeZW5jpHLp0ceNxer5fKykpycnJYs2bNsCP6oxm1t5ls/Nu6f+PmJTfz5uE36W7qRjut0aF0EI1Gx9StPhGc/X4/b7/9NgaDQR+9HnhciXm3qThbkBlYRh0KhfRR2YFLuTlycjCPomHhTEsZ3lgnHbEWtL9VGxgwYQ5ZUewKxoCKMaQRc5owmSCsxQgaVQgGUSNGihcUU7oi5yx7GV4kFKe5pgufJ4LJakRTNbo7QuTOiFJY7mD++nwOvnQaNaQR7/e8WjNMLNxSMMI9T57xLvs2GeXw6RrQDQbDuAK6zEEfv4rLZ/PMA4eSL1T6Pm+WXDT+deZHEg6HaW1tTbrMZDJx+eWXs2DBAj7+8Y9zzz330NPTw9e+9rWk282bN49Zs2Zx5513ctddd3Hs2DHuvffepNt89atfZfny5XzmM5/hn//5n7FYLLzwwgtcd911eqXRf/7nf1JcXExDQwNf+cpXkrYvKCjAbrfz9NNPM3PmTGw226DmZpmZmdx8883867/+Kzk5OcyePZu7776bQCDAJz/5yVE/F/Pnz+cPf/gDV199NYqicPvtt0/4qPAdd9zBmjVrWLp0KeFwmCeffJLFixeP+rFC37z1119/nVOnTpGVlUVOTg4bNmwgIyODf/u3f+Nzn/scr7/+elJTt8R2dXV1VFZWMnPmTBwOx6Cmuddffz3f+MY3+PjHP86dd95JR0cHt956Kx/96Ef18vYLVXp9egshxHlgvHNJJ2MEXVVVjhw5wqFDh1i+fDmLFi0a8gv8eNYyh75QetB7kNv33s4fav/Am+1v8r8n/5dvvPYNXm99fcRtE2VrmqbR0NDAm2++SXl5OStWrBix3H60UwoikQh/ffqvHNl7hOaGZpqamjh16hRPPfXUmMrzFEUhGAyyd+9e8vPz2bhxI7m5uYOW1vL5fPrSMakay1QJm802qqXcGo63cfLtMzTXdBOPJX8hNClmVmSsoyJjA3Nsi5lvW8YK83rsXc6+9eMjMf3LvDXTiNluwGXNJX+2g6UX5bDhmtnjKnHvaQ/i80Rw5NvIdFnIyrFizzLjbQ0S7I1iyzIze12MJeUZLLAaKLcaWDw/myv+aSFZ7ulZT3k0Je5jkSiHX7JkCVu2bGHt2rW43W46Ozt54403ePXVVzl8+DCtra3DlsOma0BPdf55NBolEolIifsEmLemgM3/OA+j6Z33hy3TzN/fvAJXwdCrO0yUp59+muLi4qT/LrroIgwGA48//jjBYJD169fzqU99irvuuitpW7PZzCOPPMLRo0dZsWIFP/jBD/jOd76TdJsFCxbwl7/8haqqKtavX8+mTZv43//9X0wmEwaDgUcffZS33nqLZcuW8fnPf5577rknaXuTycRPfvIT/uM//oOSkhLe9773Dfk4vv/973Pttdfy0Y9+lNWrV3PixAmeeeYZfcm40fjRj36E2+1m8+bNXH311Vx55ZWsXr161NuPhsVi4atf/SorVqzg4osvxmg08uijjwKjf6xf/OIXMRqNLFmyhPz8fBoaGsjJyeE3v/kNf/rTn1i+fDmPPPIId955Z9J21157Ldu2bePSSy8lPz+fRx55ZNB9Z2Rk8Mwzz+DxeFi3bh0f+MAHuOyyy7j//vsn9Hk4FynadC7UKYQQ56FoNDquM+FVVVU4HA7mzJmT0vaHDx/GaDTqJWLBYJDKyko0TaOiooKMYZbYSnj++edZt24d2dljLxl+4603eKDjAdpj7RRnFOvhuTXQSnFmMfddfB8W49Dza19++WUWLFhAW1sbZ86coaKiImnJmuE0NzfT2NjIhg0bRrxdVVUVL774Ina7Xa9S8Pl8GAwGLrvssqRuv8PRNI233nqLzs5Oli9frjc1am1tZc+ePQQCASwWC9FoFKPRyIoVK1iyZAnRaHTMa1MfOXIEm82mr1c7HpFIhI72Tqr+3IqnLoqmgmJQsGeb2PiBUmbMG/55DgQC7N23F+uaOL2eNuwehXimgThxMgyZLLStQPOHyczJIzN/fKMep6o6CQfiZDiT3yM9HUGK5ztxOcwc/+N+irJysTjsEFchDsbZmZgXuyY0KI/Wa6+9xoIFC0b1Xh2v/t3hPR4PPp8Ph8Ohj7C7XC4MBgMvvPCCPsqVLrxeL0ePHk2p+ZfH46GsrAyv1zto/eULSSgUoq6ujvLycmy24af0jEY4EKWlthuj2UDJPFdSYBfifDGRvzNTSUrchRAizUzkCHpHRwcHDhygsLCQxYsXj2oEazwj6G3RNtpCbeRm5iatwZ1jy6Et0MaJ7hMsyRl+nt7Ro0exWq1s3rx51H9MR9uYLjG/r/9ofCIw19fXnzWgx2IxDh06RFdXFzk5OUkdh4uKirjkkkuora2ls7OTrKwsysrKmDlz5qgew3Am6hy6xWKh84hGd72K2WLGYNSIx1WC3TFe/M0xZl4OlrwcXG43ZblubAMqFowYWZ95ESfVw3T6ajGHNByZxRSZZ2AIx8FowpI1/tFNxWhA05KbvWmaBlrfHNnYaT/mMDDbjCGjL8RroTjx5gCmkgwU19SPok/0CPpIRiqHP3z4MLFYDJfLhaZphMNh7Hb7tJy0GMp4RtATc1RlDvrEsWaYKVs+9aseCCHOTgK6EEJMsIkocR/vMmvhcJjjx49z6tQplixZwowZM8a0fcpN4oypjcJ0dHQQCAT0+eZjbbo1miA73Osymm0DgQD79+/HZDJRVlZGb2/voNsklj6bKBO67FZc48SbZ8CgYLL0PbcGoxGjSaNDMeLFiT8Sx193moxjJ1mZaWVJXk7S47EYrCxyriJinIe/s4NYKASxKIrVSkZOPmb74NHauBbneKiak+GjRLQIhaYZLM1YRbbRNeRxZudZ6e0MEYvEMVn6wlyoN4rZZiQj24Ja20PUpEG/94diM6L2RlB7oximIaCPtUncRBqqO3yiy39VVRUmk0kP9Dk5OePuDj8eY60g6c/v92O321MO+EIIcS6RgC6EEGnGaDSOa9kXTdM4c+YMZrOZjRs3jnne5niWSpthn0GeJY/OcCfFxndK3D0hD8WZxcxzJi+xo2katbW11NXVYbfbKSkpGfOX+NEeb1lZGadOnSIWi+mj6Inl5EYqI+/s7KSyspLi4mIWLVpEY2PjmEe2Uw3bEzWCHovEiYbjGIx9x2ExxDEqKl6TkZNuM/kGMytmFqJoGqcDQU4FAmR4vJw8eRKTyYSqqrS3t/ctAZblwGTPIBYKAmCy2jAM0SNA0zRe7v0LzdF6/bJTkWM0Rmr5O+f7cZsGn8xw5tsI9kTpaguiqRE0FSx2IwXlDqwZJkJGAwZVQxmwHwXAMD0jxeNtEjdREt3hrVYrtbW1bNmyhd7eXjweD42NjRw+fFhv8tS/HH6qjHcEPTMzMy2eZyGEmGwS0IUQIs2Mp8Td4/FQX1+P0Whk06ZNKa1lPp79W4wW3lvwXv7Q+Qea/E0YFSNxLU62JZuPLfoY3rCXU92n8Ia9OEwOgqeDmMNmNmzYQE1NTUqBdLQBffHixZw8eZKGhgagL1jF43HmzZvH/PnzB91e0zTq6+s5fvw4ixcv1svVx7vO/RA7wtjejhIMoLrdqE6Xvp+JYrYayXBaCHv9zMoO4bKEMaByyGpHsTsoz7JiMSiAQrkjkzqzmewZhSy3W2hra+Po0aPU1dVRXV1Ndna23hHZ4XAMe5yt0dNJ4RxAQyNOnKrAPrZmv2fQNgajgaJ52WTn2wj7YygGhQynBVtm3/vYVJKB4bCCFtXA9rc12rsiKBlmjLnnR5O48eq/3vhoyuETt5nsAKyq6rgDuhBCXAgkoAshRJpJJSBrmkZdXR21tbUUFBQQDodTCucwvhF0g8HAwoyFfHvBt3nh9Auc9p2mJLOErTO3YlJMvND4AsFYEOLwasOrZNuyuXb1tWRnZw+737gax6AMvzzTaAOzyWTi7678e47XnqT59GlikQCBQID3vOc9g56reDxOdXU1nZ2dehft/vubqOVwlJ5uMl7cjaFfyXx0xgxCmy8CRj+CHuzy4mtrIRoMYMnMIquwGFv2O0vmKAaFxVvy6XqpjRxjiEDMQlw1EbWrFGdFyXWDGosR9fuIRSOomoEug4Yxy66PtG7YsGHEpdxyc3OTSqibow19nd9JfgwaGi3RhmFHng0GhSy3dciu7MaSDHyOGPmBGPFQEEUDJdOEeaETxTY9X2mms8R9KIkTBgOPaWA5fCAQ0AN7olJiMsvhx1Pi7vP5zssR9FOnTg1ZvXPJJZewe/fuqT8gIURakIAuhBATbLxfIse6Dno0GuXAgQP09vayfv16AoEA9fX1Z99wGOMZQTcYDESjUcqyy/jEkk/ol8fUGE+fepqoFsURc9DY2MjCgoVoDo0j3UeY7Zo9KKAf6jzEs/XPUtdbh9Pi5OIZF3PpzEsxGUyD9nm2wBxXNby+GL6QRnZ+Gc6CMgxalMOVrw0K56FQiP379wOwadOmQc3qUhlBH/I9oapkvPBXlEAg6WJTUxPWN15HyRvdut69bS2cOX4ENRpFMRgJes7ga2+lYNEyMnLfaQI1b5GN3g4rDXUK4XBfOHZnZ9BdnIHW1YWvRyUWDqOh0KMpKMFughYFLO8E5cRSbiUlJaiqSk9PDx6Ph9OnT3PkyBGysrLIzc0lJycHZbjl1jRwnskifKIDxWTAPC8bg3N0YVAxGfDmRZm7wIUlbgajgiHHisE+fV9n0qXEPWE0S6wpikJmZiaZmZnMmjULVVX17vBDlcM7nc5xz/8eT4l7IBA4L0fQZ82aRUtLi/5za2srl19+ORdffPE0HpUQYrpJQBdCiDQzloDc3d1NZWUlWVlZbN68GYvFQjgcHlcX+PF0cR/u2Lsj3XhCHiLeCGe6zlBaVorT6SQcC+MJeeiJ9CQF7cqOSn558Jf4o34cFgdNviZ+ffTXtPpb+ejijybd92hGtHsCMXqCcaxmAyajgbiq0RsAzexICjRer5f9+/eTn5/P0qVLhww6BoNhQkrcjS3NGP7WnTrp8QDm+nqsGVlEzhJK1FgM76latLiK1eHUTx6EfT1462uxu3NQ/vYYDLEouSV2nAsLCftimCwGwlYjYX+Ek34/FpMBU0YGXZpCoQGKI730tjaRMWP2kPs2GAy4XC5cLhdz5sxJKqE+dOgQIasfbW7y86SosOylcmaczCestQIQfrEF26UlWFYNnpOuReJooTiK1YhiNepPkMFtxZQmS4ilY4l7Kn0c3G43brebuXPnEolE8Hq9eDwejhw5QjQaHXc5/HgCus/nIysrK6Vt05nRaKSoqAjoOzF4zTXXsGnTpkFrSgshLiwS0IUQIs2MJqBrmkZjYyM1NTXMnTuX8vJy/QvzeJdpG2+J+1DbxiIxmk43YdWsLFq4CKu1b1Q2psUwGAwYFIO+raqpPFn3JP6on1JHqf64vGEvr7S8wrtnvZsZWTOS9jlSYI6rGr6witmkYPpbkzSjQcFmNoDRSjiqYrcaaGxs5OjRoyxYsIDZs2ePvaRe0yDcCyYLmGyoqqoH1mg0SlZWFnl5eZjN5r7j9vvRgKH2omgaru5uOuz2YR8XQNjXQywYxJzxTmBSFAWzLYOI30c04NeXP9NMZlAMGDQVe3bfMZiBi2IhXouFqbc7iaIwywiLTZBjziTi6yHab4Rf1VS64x4iWhibIYNswztrjw8sofb5fLzp02ix1JOocp91pICS2jyMRhP8reO/FlEJ/rUZY0kGxsK+x6upGrFTvcQa/RCOg9mAsSQD89zstBqxTrwP0q3EfbzHY7FYKCwspLCwcMLK4VVVTXnazYUwB/3GG2+kt7eXZ599Nq3eT0KIqScBXQghJthELLM2UsCOxWJUV1fj8XhYs2aN3gQqYTwj4KPZ/0iGCuher5fq/dUU2AvADSbL3zqoa3E6gh3MyZ6D0+KkydDUVzYd6aHJ10SOLSfpuXRZXJzqPcWpnlODAvpIJxR6wz56wxEcluQv+Ka/NUWLRmOcPFFDa2vrkM/nQEMFdKV5P4Zjf0LpqgeTlfjszdRbltLQ5u1rZKZpNDU14fF4WLBgAWazGdXpHDKcA2gGAwoaxrN081cUpS/hDzxhkPi53/OnZWWhOrIwdHejZmaC0YASCpOrqKyzKcw3qxgtkKn0baYNeEoDcR9HQwfpiXuJa3FMiolcUwELbcsxG5IDmqIoOBwOtmZtoyXayMlQDYGIn/KjJSiqgYgSw6AZMBgUDGYFohrRI116QI+d6iV6pAvFbkLJMqOF40SPd6PF1Ilt0DdOifddupwwgPHN9R7KRJXDx+PxlOe1n+8B/Tvf+Q7PPPMM+/btG/OqG0KI848EdCGESDMjrYPu8/nYv38/VquVzZs36yPRA7cfTxOzca2D3i8sa5pGQ0MDx44dY8GCBawsWMnelr009jbqty/KKKIivwJFUfRSdYvBgsloIhJPDqcxLYZBMWA3JY8qDzeifcx7jAerH+RY1zHm2jcwK2sO64tXUu7sa8oUVRXQ4hw6WAVanM2bN2M/y4j1UPtTWg9gfP1nEO5Fy8iDaACt8lFMxlIy5n8Emz2TeDxOJBLhzJkzuN1uSkpKiBcUEne5MHR1JS8bBsRKStAUw7ABPsGSlY0lI4uwvwdr1jsl7tFQgP+fvfeOr6yu8/+fn3PO7TfJTe+TTMv0xhTIgIAKUoRd/LGyuuiCrrKuBVnEr6IrFlz5ugsIVhZXxLJYVtCvLisiSB2GoUwyvWQyyWTSk5t6+ymf3x937p3cSW9DxPN8PAKTc0/5nHPPvTmvz7u8PLn5OLwjRI2iYFRUoqlqsimdZSGdTqziRYjwEK7+IC6XMy029WgEze1B83iQSI7GDtBn9JClZqOioUudLr0Nh3CxwrN23GtV5lxEmTOZJj9sHsRSDVRH8r22LIkhTVRT0Nfei9atEvDnYJ4MIzwaSpYDayiB2R7BGkxgNocpznGBbsHkb9W882aNoE/ETNPhZ1uD/mZMcQd49NFH+cpXvsLvf/97li5d+kYP56xz8cUXs3HjRu677z4gaYd5yy23cMstt7yh47KxeSOxBbqNjY3NAmO8CHZ7ezsHDhygqqqKZcuWjfsQPhcp7rOJoJumOW4X9EsWXUJbuI2oEcWreSnXdTyHHwfLwKsXoqs+fIOCC7NX8JuunfgcPjyaB9MyaQ+1U+orZXXe6lHHTEWpU+Kyob+Bz+z4DL3RXpyqk+PWXkxTMBgf5LJqJ8WeUkKRKBgRPDl+1q9fP2XxkCHQpUQ5+gTEh5D5NemIdUxXyQoeJa53EvUkH7pVVcXhcNDX10dZWRkIQfTit+F59hnUgf7k7oTAKC3DKCnD7O1Fn2RMiqqSt6yGnsMHiA8NnAp9Sxw+P3lLlo+O7LpcGFXViFgsKdBdLtA0/H4fRjxOfGgAoahIy0R1OMkqKcNSNUyXzqDZh1/NQhPJ9HincGLiocfoYLG1HKcyuc2ZWu7DOjwICFRVQ1VBWhbSsjDzVE42NZEYiLKoJxtHwIMv7kY0RZEJC+EQyIRJQbcLc0cv8jIv4g3yPk+xECPo8y3Qz2Sq6fCRSITs7OwZHePNWoO+f/9+/v7v/57PfOYzrFmzhs7OZF8Gp9M5aSbPnxs33ngjP/rRj0Yt37VrF6tWrXoDRmRjs3CxBbqNjY3NHDNXXdxTgtM0TQ4fPkxnZycbN26ksLBwwu1TEfCZ1upOFMGf6rYvv5zsjn5mF3S35mZpTlKwKrt/iPrK9xCJCEjJUiNB3FOM2rGJ/8/hwqtr/CbcRdepUyj2FnPj6htxa5ld1VNiJOWzLKXk4UMPE4wFyXPnner6HqNdP0jILGF/sBRftpv2E8dwRTtY6wmgtbyILFkPnlwmI0OgWzpioAnpyctMJ3f6UCwdZ7SHaPbSUdun1/N6ib71bWhNxxHhMJbPjxDJGvRolh9rCpMG3tx8yjZsIdzbhRGPo7k9+AuL0NzjhJiFQJ6RKeDweMldvJT44AB6NIridODODuD0+giHw0jVwpQG2hmPDZrQiFtxdKnjZHKB7tpaiNE4nGz+pirJdAFLoua5qHjrcipdKtGhCKHnWomGIwz1hPBEVKRbQZMqilMhYVp42qKY7RG0ijc27Tl1H/wlC/SRTJQO39PTQ2NjI11dXdPuDh8Oh8nPH91E8M+d1157jUgkwle/+lW++tWvppe/WW3WLr/8cn74wx9mLCssLJy1Q4CNzZsNW6Db2NjYLDBSDyuWZRGPx6mvr0cIMeUU7NT2pmnOqCnTbCLow8PDhEIhqqqqWLFixbhCQbS9jvryt0FKpL8EIkFEIoQ7dBLkepyuHK5ORFibu5IDxcvwO/xsLNxItnN0BC4ljlJiKaSHODZ4DE3RMizZEnKIhkgLRlsvFb0Otmd3YR54CHfXqSi8twDrnBuxaq6Y8BwzBLqiIV3ZiOGODLdvp6ZgqioR4/T5G4aBYRjk5+ejDAygtZ5ExONYOTnoFZUo8TgiFkVqDqzsLGIdncgpTpQ4vF4Ci0b7KU8HzelCKywe8zVV13AoCnEZxy1O34NxK4ZL8eBW3GNuN2o/pV68715M/PlOzI4IqAJtZQ7uC0vSXdo92V7UFcV4jw5g9oSw3BamsDDjBlHVxHRBIhbHbOkjp8zzhqaX2wJ9Ykamw/f19VFRUYGiKNPuDh8Oh9+UEfQbb7yRG2+88Q05djQ0TNuhA2gOBxVr1qOdal45n7hcrnTX+hRnprifiRCCBx54gN/97nf86U9/oqqqioceeojCwkI+9KEP8eqrr7JhwwZ+8pOf/EWWCNi8ObEFuo2Njc0CIyWwOzs7OXToEGVlZaxcuXLKD92zFegzqUGXUtLY2Mjx48dxOp2Tpiwqx/6I0GPIrFKQBsKMY2pehB5B6T2CLF6DsAyWhIJUbfwAuMZvnDQygg7JBzpVqOlxjRTwupFAqJILV/vJ2vEt+mUCM2c5QtUQw+2orzyADFQhi1aPfTDOEOhCQS6+CLH7YYj0JSPwlo4rdJJE3mL63JXEe3uRUmJZFkVFRZRGInheeRl0PbVDNL+f2PbzsUZkR4gFIrIAVMNBiaOAlsRxTNNAEw4SMo5EUulcjCqmfp9pFT60v1uKjJugCoQ2+jwdS7LAkpgnIwjdwuF2IHwqTq9CX1+y8d7Jzlb2vnCc3NzctPf6VCaw5pKUxZot0Ccn1SQuPz9/2t3hI5HInDVP+853vsO///u/09nZyYYNG/jWt77Ftm3bxl3/v//7v/nCF75Ac3Mzy5cv5+tf/zpXXnnlnIzljWLXb/6bl/77v7BOTQC6fX4u/9itLN08/nV4I7nzzju59957uffee/nMZz7D3/3d37FkyRJuv/12Fi1axAc/+EE+/vGP8/vf//6NHqqNzZxgC3QbGxubOWauHtYPHjzI2rVrKS0tndHxZ1tHPlV0XWfv3r2Ew2HWrFlDQ0PD5BvFBwGZTAs3rWTLcKECAvRTtl4uP4R6ktZlEwj01PmmBLrf4Wdb8TZ+e/y3hPQQPocPy7Loj/ajCY3rNl6Hr30XJMLEXAX4hQKKisyuQPQ1oDS/gDlVgQ5YSy+B4U6U5hcQ/a1gWkhvCd6NN7CqYCUDg4Pouo7H46HQ78fzzNNgmsk0cyHAslCGh3Hu30/8vNqMYy2kjuVLXCtx4qLDaEWXCXxKFuXOakodFTPaX9rXfKzXNAXnygAypJN4tRfh18CjgiVxxhXchT7WXLqaCHGCwSBdXV0cPXoUj8dDXl4e+fn5BAKBeU+dlVIuODG8kAX6yPdjKt3hd+3aRWtrK4lEIm1POBt+8YtfcOutt/LAAw9w7rnnct9993HZZZdx5MgRioqKRq3/0ksv8d73vpe77rqLq666ikceeYRrrrmG3bt3s3bt2I0RFzqHX3qeF3+WWQseC4f57T3/yo33fJfc0vJxtpw9//M//5ORCXHFFRNnK6X4wAc+wHXXXQfAZz7zGWpra/nCF77AZZddBsAnP/lJPvCBD8z9gG1s3iBsgW5jY2OzgIjFYuzZsweADRs2jPnQOBlCiFl1Yp/OtsPDw9TV1eHz+aitrSUajU5J3MuiNXD4d2AZoKggFIRpILAg+9QDYnQA3NngCUy4LyEElrRoD7djxSz8Dj9/s+xvaBho4Ej/EYLRIIZp4NJcXLXkKi5ZdAk0PA+K48wdJScJIr2THi9DOKtOrI03IMxKaNkLUgPPItSmIfL1dnJXrcaUkkQigbO1FZFIIN3u0zXrioLUNLTuLuKJBJyKGi6EqKwlLQypI5GoQqXKvYwKuRhD6jiEE0XMrxB0bszHGtYxmoehP9mXwXRYOGuLULOcZOEkKyuL6upqDMOgv7+fYDDIkSNHSCQS6fTp/Px8vF7vnF/TVAR9IbFQBXqqR8R4jNUdPhQKsX//fnbv3s2OHTv49a9/zTve8Q7e8Y53sG7dummP4d577+XDH/5wWsw98MADPP744zz00EN89rOfHbX+/fffz+WXX86nP/1pIBnJ/eMf/8i3v/1tHnjggWkffyGw+/H/N4bzRbLJ5t6n/8BF7/vgvB37rW99K9/73vfSv/t8Pt773vdOut369evT/y4uTpbhjHz/i4uLicViDA0NzbgRoY3NQsIW6DY2NjbzwHjWXxPR29vL3r17KSwsJBQKzdgzGGbvZT6VbVNd5RcvXszSpUsRQhCPx6ck7q0V70Tu/29EsAHp8CIRKHoYQ3WjBKqhtwFhmZhL3g4O74T7Cukh9hh7OHz8MFKVuFQXy3KW8fmtn+fxfY+zu3M3ZSVlXLniSjYXbQZIdlxveQkhnSMavpkgTWTexHWMY/qg93Qj+g0oOAdS1nfxOMrJk8j8AkilrlsWjHVbCJFMKLCsjJffqAi6LnUaogdo1ZtImAn0CoMuvY1iRzmqUNMlBPON0BTcF5didQUwe2OYwqKptZOy6tH1yJqmUVhYSGFhYUb6dDAY5Pjx4zgcjnQqfF5e3ozKP85kpo0Y55OFKtCn68/udDr5q7/6K66++mo2b97Mpz71KRKJBE8++ST/7//9P55//vlpHT+RSPD6669z++23p5cpisIll1zCzp07x9xm586d3HrrrRnLLrvsMn7zm99M69gLiYGujjG/V6QlGezqnNdj+3w+li1bNu3tRmZPpD5vYy2bjb2ojc1CwhboNjY2Nm8wqfrtpqYmVq1aRUVFBc8///ysrNJmI9Ani6BblsWRI0dob28f1VV+pA/6hHhy0f/qe6ivfA/l+J9A0Yj5F2GGg/gbfg8oWHlLYZIHeiklL7S/QLvZzjnOcwj4A4T0EPXd9bSdaGOFWMF7L33vqAZT1rJLUBr/iL/tCCKmgaEhIr3IQBXWkrdOeMyUX/tIlO6epLge6UvvciGiEZTenrRANwsLQNMQuo5MTcBIidB1zILCjO3fKOEnpWR3+CU69ZOoaCAh4Y3xWngHW3znU+yYvxTYsRBCoJZ4UUu8xONxjK7JRfGZ6dOmaTIwMEBfXx9NTU0cOHCA7OzsdHQ9KytrRtd7oaa4L7Su2KkeDLPxQV+9ejUXXnghN99884wmrnp7ezFNMx2BTVFcXMzhw4fH3Kazs3PM9VN2aH+O5FdU0nb4EFJmfocJRZBXPrNyFRsbm7nFFug2NjY2byCJRIK9e/cSiUQ499xz0+l5s/Uyn68IeioF3zAMamtr8Xq9o7ZNPYxPKlyyyzAvuRPTvAP0CNZvbkYdasPKKQXNhYj0oD13F4bDh6zYOuYugrEgzUPN5Cq5uNSkuHWYDiI9EVodrVx7wbX4vWN0f84ux3zrHfT97muUWkGQAmvxxZgb3w/+sTuZn3mOGUgLGEvgJWvM043q/FnoS5fiaDiKiERBSb4unS4Sq9dkWLXBGxNBDxrddOvtuIQHh3BgSpNoIo7hTnAsdogirWzOJg+klFjdMYzuKJhJuzW1zDtm47iRTPf4qqqSn5+ftuqKxWIEg0H6+vpoaWlBUZR0ZD0/P3/K2St2ivvUSH2fzFSgh8PhjO+ahXbN/5zYcvX/R+uhOzMXCoGqaqx/++VvzKBsbGwysAW6jY2NzTwwlRT3/v5+9uzZQ05ODrW1tRkpe7MV6LOxShsvgt7f3099fT35+fmsWbNmzIftkR3VpywSVAfixOu4+o8w5C7ClZW04ZHuAGKgCeXAo5jjCPSYGSNuxnEpLqSUDA8N09rWSl5OHlq2hiHGtymTBTU0LPkArmUV5OXlTckDHcZ+b2VePrS3gWFwRHXyGE72SJVsj4O3ObO4YGCQ2NAgBQUFsGYtVk4O2okTiGgUKy8PfekyrEBg1HHGHrhEhEIooWFQVMzcXHA4UHt6UIK94HBglFeM8jqfKoNmPxZWhue5QODAxaDZj4mBxuwbdkkp0Q/2kzg0iOyLIeMWaALHsmzcF5UinKPvr7masHC73ZSXl1NeXo5lWQwNDdHX10drayuHDh0iKysrw6t7vHt5oUbQ5yJ9fy5JfZ/MRqDPtot7QUEBqqrS1dWVsbyrq2uU9VeKkpKSaa3/58DSzedyyYc+xvP/9UMS0WRDzuz8Qi7/2D+TXTj9nic2NjZzz8L6BrexsbH5C0BKyYkTJ2hoaGD58uVUVVWNEmNzEUGfaT3emeJeSklLSwtHjx6lpqaGRYsWjS0epUSN9eMwhrFME6YhEsTACZASa2TjNiGQziyUnkOMdyUCzgB+h59e2Ut/fz+Dg4OUl5cTVsNkObPIck78UC8UBcuVM2VxnhzWaIFulZQgOjs4EhzgDq+fHqGSLS0GnB6+M5Tgyc6jvE/TOXz4MFlZWclo7rr1ZGdnjyvEx5zksSwcjcdQOzsQupEM0LtcKJEoan8fnFrfuXcv8a1bMSoXnd5UmnQbnQybg7iFhxJnOQ4xOlKcWiaRiFNZAQKwMHEKFwpzkz5t9cVJ7B/APBEC3UoeRELilWSTPs+lo9Nt58N3XFEUAoEAgUCAJUuWkEgk0tZf+/fvx7Ksca3c7Aj61DBNc8Z2dIlEAsMwZi3QnU4nmzdv5umnn+aaa64Bktfq6aef5uMf//iY29TW1vL0009zyy23pJf98Y9/pLa2dsz1/1zYcOkVrL7obXQ1NqA5nBQvWTbvto4PP/zwmMufffbZjN+bm5szfj/zO7C6unrUsosvvnhBOV7Y2MwWW6Db2NjYnEV0XWf//v0MDg6yZcsWcnPHFoZvZIr7SHFvmiYHDhwgGAxOOF7Rcwjl4K9Rg42s7+pC23UCNrwHcqZY0+g+td9UXWRKiOlRZE7luJv5nX7W5K5h37F9JPoTDHgH+N/G/yVuxinzlVHqK+XSRZeOu/1MmvmNuY3DgblxE/99sInucIKlWAi3l2HTxIpEOOnOIstlUJudRR+C9lCIPa2tAOnU65G+zynOPI7a2YHW2op0u7G8vuSkSEc7SiiEdDjSkyJC13G9+ipmfgHS6yVmRdkVeo5+M+nJjgBvzM9W31vI0woyjlHiKMejeIlYYbz4kmnoioWJSYVj8Zx1brd6Ypjt4aQ4h4zmeYlXe3HVFqP4MyP1Z6Mpm9PppKSkhJKSEqSUhEKhca3cUsJzIbFQBbqiKDO6VqFQCGBUH4mZcOutt3LDDTewZcsWtm3bxn333Uc4HE53df/7v/97ysvLueuuu4CkfddFF13EPffcwzvf+U5+/vOf89prr/Hggw/OeixvNA6ni4pVf55WcTY2b3ZsgW5jY2MzD4z1IDo0NER9fT0ej4ft27dPWOeqqiqGMX569mTMRQ16OBymvr4eTdPYvn07rpEN0EYycAJ157cg3IP0lyAVB2rLDpRoD+aFt09qkwZgVV8AviI8fS2IgQgiOghmDFQH5qLt424XiUTQj+usc67jD8YTDHcdp0BKujWVjnAHt790OzEjxtVLrh73XKebaTCeqDc1jT2qi2y/E+lQGBgcwtJ1KtxOmk2LY4ZkozQoNgwK8vLQV69mOBymt7c37fucnZ1Nfn4+hV4vOd3deIcG0ZqbMIuKkV4valcXUhEZzeSUWCw1sHQNu3Q4ELqOdrIFfcVK9kdeJ2h041bcqIqGJS0i5jCvh3fwtuyrMrqyOxUXG73nUh/ZRcQKI7GQqkWJo4LlnjXTulYTIRMWRMa5RyXohwdxbcmcPDjbXdOFEGRlZY1r5RaPx1EUhZaWlnmzcpsuC1WgzzS9PSXQz+x3MRP+9m//lp6eHu644w46OzvZuHEjTzzxRLoRXKofQYrt27fzyCOP8C//8i987nOfY/ny5fzmN7/5s/VAt7Gx+fPAFug2NjY2Z4FUbetIS7KJeKMj6JC0GCovL2fFihUTPvArzS9CqBtZuBKEQHcMYeYWovUdR7a9irVs/Ah2Gm8B4a2fwP37W5Lp7ghQNaTiRWl9BavmSsjKrPvs7e1lz549lJWV0R8+wtvb97I6nkADgorKk34vL7tdfGfvd7ii+go0ZfSfvLTYlhKiwWQE31sAE0SJ0w3fzhCLCuBVFUJ6gr7hARRFJdfvg2gcVA23S0W6XEjDQB3ox8pN1jfn5OSwdOlS4vE4fX19RFtPYrW24jEN3EJBHjiA4+RJjLXrEIkEqGecx1gTDKfEuojHiVlROvRWHMKBKpLbKkLBpXgIW0P0Gp2jOrMXOcq4OOtKuvQ2hmPDtB/vZFvphXMqPkXWBHXsAmRi7Pv3jRTAZ1q5tbS00NbWRl9f37xZuU2X6dqZnQ1m28Hd5/PN2Tl9/OMfHzel/cx0a4B3v/vdvPvd756TY9vY2NhMBVug29jY2Mwjpmly8OBBenp62LRpU7JJ2BR4owS6lDJdA7hixQoqK8dPL08hBo6D05OO3goEUqjJjOXhjqmPGYuoI4CrYHXSXs0dAM2DCB5BaXwKa+P70mM8cOwAexv3smzpMhZVFBN56ddUR2J0aSoJISg0Dd47NExUCPaIXjojnVT4R6fbCyFQBk+iND+KEmwAJDJ3SdKnPX9sv97xBLoQglqXwsO9w5Q6FHIDAeRwiDahkKfA1tRfXE0DSyJiMeSIulqXy0VpcTGu1pOILD/9liQWjxOTFq7OTuJDQ4hAgPxIBOHxJI8tBNLpQsSimYM85bdu5uVjSB2JNcq7XEHBkpKETIx5nk7FRaVrCSE9RG90kJiM0ploJWKG8Sgeih0V+NSZpx2ri3wIr4ocK4ouQasave+FVGcqhMDpdOJ2u9m4ceO4Vm4pwT5TK7fp8maMoPt8vjc8M8HGxsbmbGELdBsbG5t5QAhBOBymrq4unSLudrunvL2macTj8RkffyZd3HVdZ+/evemU0qKiqXX0ld4ihLEv/btQBNKyktFod2DKx9cGmzElEFiUsVw6/IiuvQAYhsETrz/B/t795JXlccQ4QmLvi1RGu6lzOkiceog/qSgsSei8JRJlr9uNT/ONeUynMUzWod+jmP3IrJJk1LlzD0qoE7P2ZsgqHbXNSIE+ktYTTazc+xQfcybotky6hgtpcleSpQX4iFehUMmsr0cZLThEaBglNIzl9aHF42imSUFBAVY8jic0zAmhYIXDuEPD4PbgdjoRbhdaIo4wzHQ2gJASMy8fs6wMr5B4FC9haxhNnI5a6zKBQzgIqHmTvje6K8aroecJWcPJcQInEo2s82yhwFFMdFhnqCeZap9V4MKbPblNmaIquC+vJPpY8xkXAbRl2ahlo1Oaz3aK+2SMFMMTWbmdOHFixlZusxnTQmE2Uf1wOIzPN/bn18bGxubNiC3QbWxsbOaBrq4udu/eTWVlJTU1NdN+OJ2LCLqu61Nef3h4mN27d+P3+6mtreVPf/rTlI8vF9XCyZ2IwZPIrFIUaaIONEN2EVb55imPQTg8gERKCzEixVxYCaQzi2g0yp9e/RMHYgdYtmwZhb5CJBJH91FUBKainm4yBwwpChWGyXnF28hNNaE7g+zhBrRQG7JyIyjJCJ905SB6DiZT61f99ehxniHQpZQcOXyI2KEn2ZqT4C25xZzQYWC4HRJ9VKgrKRAlGChJ8RyJIJ1OpG90hFjI9EEy0+dVFbfLRdXaNchVqzAaj2EFgwxFoxxVFJzFJSwODeOJxRCahr6oivjadaAoKMBy9xr2RF4hYobRhAMLA0taVLuWk6XmTPi+WJbFcF4fTkslWwmkywKGrUEOx/ZS3bSZ9oPDxCPJnglOj0bFqhwKa7x0G+30G0E0oVKgFVOglWScl3NVAPGeJcRf6MTsiCA8Gs5zCnBtL5qwu/1CYaIJg7Gs3ILB4LSt3KbLQhXos4mgL4TafhsbG5uzhS3QbWxsbOYBp9PJ+vXr082HpstcCPRYqnnYJLS3t3PgwIGM+vjp2LTJ4nVYG96HcujXiL5GvPFBjJwlKJs/BNnlk+/gFFbZZnTVixjugKyy5MLYABIYyl3Prp07iflilBWWUeRPRvcFAk9WORJY7VvOgfDRpGhC4JcWnZ4An9/2hXGP6Yz3IYWSFufJnQrQPDDUNuY2IwW6ruvs2bMHa6CVc4odOHOrwOFlMUBuMSJ4DOkYRMbzUBLxpLh1uTBLS5FjZFRYfj+W14cSCiXT/JMHQolEsLL8SVGvqmhbtoJp4hQCZyJBMBhkT28vQ319CE0jz+sjf3AwXQdd5VyGikpD7CBhK4RbeKl2L2eZe/Wk70uUMIYrTkApTJ+7EAKv4mcoPsixpla85BAoSdqPRYd1mg5305zfTtjZf+ocoC1xgkrnUmrcazLElmNpNo6l2ZOOI3XNFxJT9UEfaeW2dOnSMa3cUmL9TCu36bIQBfpsa9DnooO7jY2NzZ8LtkC3sbGxmQdSNacz5WzUoFuWxeHDh+no6GDjxo0UFhamX5tWirwQWMsuwarYiuhrpGnffkrWXkhRefX0Bl1Qw4mCi8kXB1GCRwCB1Dz0FdbySreLmpXLaNVaaQm1ZGw2lLcE3LlUxSMsK387zZFO1EiQgNfJpgs/h8NXMvbxAMuZDcNmMu18ZITOiCebxY15usn1wuEw+/btw+PxsHnNMhwn2sHhHbki0pMLio5ZvRQzNIxQVSyfD5zjdMRXVfQlS3EeOohzeAhpmCiDg0iXC33xUhgpck79+8xI7cDAAMFgkOPHj3PgwAFycnJOpV4XcXFWNaYwUVGnbJdmkZqoyYxgCgR6wsTUDbw5p9O1vdlO+jhJItFNgTs/Xfset2K0JZoocpSQq02tF4MlLQSC8er+32hm6oM+FSu3VO16IBCYlrhdiAJ9NinuqRp0Gxsbm78UbIFuY2NjswCZb5u1WCxGfX09pmlSW1s7ysJoOhH0NO4cZNk5RE/qGGL69bWKqtIR2Eps89/hCh5EGjoNQw5aol7O2bSJvLw8Yv0xjg0ew5JWWmAmVI2XSrdQFOklPxFmlXBDwVqsmiuxlrxtwmOGAyswQwcQfceTfusCxFA7uLORZWOn56cE2WuvvUZFRUWyy31/U1K/SiuzA7wZR7qzwe/HdDqnJFKswkLiro2EDh8h0d+Ht6oao6QEmT15lHlknfPy5cuJRqMEg0GCwSBNTU3pLuP5+fnk5uZOqcu4Fz+q7iBmhdGUnPT5R60wDsONI+KHM/RTIm8AYaoZjelcipuoEaXfCE4q0PuNIE3xI/QZPagolDkqWOxeM6lAl6bEaB7GbAsDoJb70KqzEOr8iPq5mDCYzMotkUgQCATSteuTpXsvVIE+0wi6XYNuY2Pzl4Yt0G1sbGwWIPMZQe/v76e+vp78/HzWrFkz5oPzTJrMjdx22uL+1HYAZlY5kaxy6uvrsbCo3b4pnfJb4a+gxFvCieETBJwBJJLBxCDOrOUM1LyP0jwn6DFkYBG4J66tBtC9xXQv+Wsc/S/jGjiBQCL9JVirrkbmLx1zm5MnTwKwdOlSFi9eDIDMKkH4CmDwZDKtX9EgNghGDPKXT/tayOwchior6XQ4yK2pmfb2KTweDxUVFVRUVKS7jAeDQRobG4lGo3hzAkQDeTizsinwealyO3CdIe4UoeAfyEMp0BmyBtDQMDHQhJNyWUO/oWKZEuWUCLbMZB8BzTGeSJw4TX3ACPJ6+EWiZghVGlgywWG9g57oflbItYynTaVpEXumA6NxCGkmjyEODaAtzcb91lKEOveidT7E8JlWbpFIhL6+vnRWxGRWbm82gW6nuNssBDo7O3n/+9/PSy+9hMPhYGBg4I0e0p81X/rSl/jNb35DfX39Gz2UBcnC+ga3sbGxsQFmL9DHEskpC7XXXnuNpUuXsm7dunEfmmcUQZ/g2FNBnGqMNjAwwM6dO/F6vZx77rkZ9bheh5fa0lrW569HVVQ0ReOcwnNYm70Wh+JG5i9HlqybkjiPmRZ/NFQ+yxI+VHw9d1W+n53r/hHjws8iK84dtb5lWRw8eJBjx44BZPYXcHixFl0A3nwYaIG+RtDDyLLNyBkI9BRzWXOd6jJeU1PDeeedx7LNW9jtz+X3/RF+frSJ7+09zH8cOMaxru5R95474mOz73wWOZeSrQaocFZzjq+WFcU15BR7GOiKEh5IEBlMMNAVJWAWobgsTHl6P3Erhia0SaPnTfGjRM0QbiuOw4rjkhZOadEnw/SZdeTldSHl6PvLaBzGODaE8GioeW7UPDfCo2EcG8JoHJ6bi3gG851yL4TA5/NRWVnJxo0bectb3sLKlStRVZXjx4/zwgsv8Prrr9Pc3MzQ0BBSygUp0GdTgx4KhWyB/ibgxhtvRAjBRz7ykVGvfexjH0MIwY033njWx3XgwAGuu+46CgsLcblc1NTUcMcddxCJRDLW+8Y3vkFHRwf19fU8+OCD6b9X4/08++yzZ/1c5pPm5maEEDMS1EIIfvOb32Qsu+2223j66afnZnBvQuwIuo2Njc08MNuHdk3T5jSCbhgGBw4coK+vjy1btpCbO3ZX8xSKomAmoojOvaA6kAUrMlO3J9l2QoEeCaIc/h0i2AA5izBrrsiwVtu7dy81NTVUVVWNeR2znFlsKtrEemt98lwVlf2d+6c1KSCl5MH2IE8YCj5F4nZ42Skq2RUVfDQsefsZJeKJRIL6+noSiQS1tbW8+OKLo8VzdhnWinfCcCfCMpCewOk6dsuatnCaT+EnpWS3DmFvFtvy8lCkZDAc5uhQmN8dP8mGgwfIDQQoKCjA7XYjpSSg5RHQzrBk06DmvCI6jw0RbA2DhMo1AfKXFnNUGPSZPQiSXd8VoVDhXExAzZ9wXEGjG1XqIE2S0XaBJhQSWISFSZF/kESiHZcr09feaAmBBOE8LQSFU0WGDYyWEI6aySdtpstUm8TNFSOt3JYvXz6mlZuUkmAwiKZp82blNl1M05zxWMLh8Kz6edgsHCorK/n5z3/ON77xjfTEaywW45FHHmHRokWTbD33vPzyy1xyySVccsklPP744xQXF/PKK6/wqU99iqeffppnnnkmfd82NjayefNmli9fTlVVFR0dHen9fPKTn2RoaIgf/vCH6WV5eae/KxOJxIL5LM6ERCIx5/v0+/32xNsELKwpVhsbGxsbYG5T3MPhMC+//DKxWIzt27dPKs4BioK7KPnfG3D89/tw/OI9aD97N6J995SOPVF6vGjfjfM/34r25GdRX/8B6jNfxvFffw3Hn+PQoUNIKVm5ciXV1dWTClRVUVFPdV+fbtT+RExnx2CEgAIFqiBHU6lyO7GQ/LZ3CGOE+A6FQrz88stomsZ5552XrgEeM7qtuSG3Gpm/LC3OU1FNy7JIJBLouo5pGNDfj9rVhTI4eNob/QxSx1D6gjj37sH1yss4Dh1EnPKqnylBw6Q1rlPm1NCEQFEUcrOyWF1ShLtqMSs3b6WgoIBgMMj+/fsxDIOjR4/S29s7Orru06jekMemKyrYdGUFizfmk53lZ4N3G6vcGyl2lFPurGa9dys17rUTvq9CCDQUTE6Lc4RAnkqLVwEhLCKRQwwNvcDg4HNEow1IqYM1QbaBOT/d32faJG6uSDUIXLduHW95y1tYs2YNAB0dHbz44ou8+uqrNDY2MjAwMOOMmLnArkFfeMTDIbobjtDbdAxjHgTYWJxzzjlUVlby2GOPpZc99thjLFq0iE2bNqWXWZbFXXfdxeLFi/F4PGzYsIFf/epX6ddN0+Qf/uEf0q+vWLGC+++/P+NYN954I9dccw133303paWl5Ofn87GPfSxtPyql5B/+4R9YtWoVjz32GNu2baOqqop3v/vd/O53v2Pnzp184xvfAKC6uppHH32UH//4xwghuOmmm9JNHktKSvB4PLhcrvTvDzzwANu2beM///M/Wbx4Me5Tjh1PPPEEF1xwAYFAgPz8fK666ioaGxvTY05FqR977DHe+ta34vV62bBhAzt37kyvc+LECa6++mpyc3Px+XysWbOG//3f/wXg2WefRQjB448/zvr163G73Zx33nns378/49o8+uijrFmzBpfLRXV1Nffcc0/G69XV1dx55538/d//PdnZ2dx0003pcq5NmzYhhODiiy8G4NVXX+XSSy+loKCAnJwcLrroInbv3p2xL4B3vetdCCHSv3/pS19i48aNGe/5V77yFSoqKnC5XGzcuJEnnnhiWtfmzYQt0G1sbGwWICmBPdMU59T23d3d7Ny5k/z8fLZu3YrLNU738BGIky+zpOE/0cKdSKcfqXlQug+iPf5JGGqf0rHHFAOWifboByDcBSgg1KQv+HAH5m9vpr+7HafTSfYUmqGNGvN4gnkcTsYThE2LLESGOM7VVLoSBn16UoT29PTw8ssvU1JSwqZNm9L1vlM9npQS0zSxLAuHw4Gqqoh4HNeeelyvv4ajfjfO117FsaceEvFR5wSgtZzAvetltOYm1K4unA1Hce/cgdLfN+XzPRNDJjWrdoa41ASYgMPjTqdVb9q0CVVVkVJy9OhRXnjhBerr6zl58mRGGqiiCBRlhH2a4qTStZj13q2s8W6iyFE2pc7xZVopFhIDCUgkkhgSh4RcCYoiSSRaicWaiMdPMDz8MgMDz6CUJR+CpWElt4sZmEMJpGGhls+PwFtIXeUVRUlHmjdv3swFF1xAZWUlsViMffv28cILL7Bv3z7a2tqIRqNndWyztVmzBfrcIaXkxGs7ee0XP6bh+ac48qc/8OrPfkjP8YazcvwPfvCDGZHmhx56iA984AMZ69x11138+Mc/5oEHHuDAgQP88z//M+973/t47rnngOT9VFFRwX//939z8OBB7rjjDj73uc/xy1/+MmM/zzzzDI2NjTzzzDP86Ec/4uGHH+bhhx8GoL6+noMHD3LrrbeOyoLZsGEDl1xyCT/72c+ApAi9/PLLue666+jo6Bg1GTAWx44d49FHH+Wxxx5Lp4WHw2FuvfVWXnvtNZ5++mkUReFd73rXqL+Xn//857ntttuor6+npqaG9773vemmsR/72MeIx+M8//zz7Nu3j69//eujItGf/vSnueeee3j11VcpLCzk6quvTk9MvP7661x33XW85z3vYd++fXzpS1/iC1/4Qvq6pLj77rvZsGEDdXV1fOELX+CVV14B4KmnnqKjoyM9yTI8PMwNN9zAiy++yMsvv8zy5cu58sorGR4eTl87gB/+8Id0dHSkfz+T+++/n3vuuYe7776bvXv3ctlll/FXf/VXNDRk3pcTXZs3E3aKu42Njc08MNuH9tTD7EwfbBVFSXt0r127ltLS0qkfe98vEGYcw1uIU0sKeqm5EOEe1MO/xdw2uobwzGOPJdDF0ScQ4a5kqnzKd1woSFPHHevhvHKF51vFjBvMTTXjQEpJrK8PIxYjYur4RqQexiyJWxF4FUFzczMNDQ2sWbOGsrKyzHOZgkAfKc4VRUneE1KiHjyAGuzF9PqQqgqGjtrZiSkE8dVrTq8LqIaB4/BhsCyk35+MJkuJEgrhOHSIeO32THu4KZKrqeRpKr26QbnLkV7eq5sUaCqBEfecqqooisKKFSvSTcuCwSC9vb0cO3YMt9udTrueriXYWFS5ltEXb6JH9BM/ZfHmRFAlFVwIpLAQQkNVk84DUproehdGZRdqRRZGSwgZNZKzEEhwqujHBtEW+VCyR6eZSimJx5uIxRqxrAiqmofHsxync3x7vhSpiZeFQuqzI4SYVyu36TLbCLqdCjt39Bw7QuuezGwoyzA4+uwf8eXm483NG2fLueF973sft99+OydOnABgx44d/PznP0/XbMfjcb72ta/x1FNPUVtbC8CSJUt48cUX+Y//+A8uuugiHA4HX/7yl9P7XLx4MTt37uSXv/wl1113XXp5bm4u3/72t1FVlZUrV/LOd76Tp59+mg9/+MMcPXoUgFWrVo05zlWrVvHiiy8CpOvTPR4PJSWTfy9AMi38xz/+cYZ96bXXXpuxzkMPPURhYSEHDx5k7dq16eW33XYb73znOwH48pe/zJo1azh27BgrV66kpaWFa6+9lnXr1qWvzZl88Ytf5NJLLwXgRz/6ERUVFfz617/muuuu49577+Xtb387X/jCFwCoqanh4MGD/Pu//3tGD4C3ve1tfOpTn0r/nvr85ufnZ1yDt70t0ynlwQcfJBAI8Nxzz3HVVVelzz8QCEx47e6++24+85nP8J73vAeAr3/96zzzzDPcd999fOc735nStXkzYQt0GxsbmwVI6o/hTB5sE4kEBw8eRErJueeeO+2ItAgeQ6qOTOEnlKSF2GDrpNuPJ9CV3sPJrOVT0QqJRFoSIRQEFmpiAEXJn3GDualsNzg4yBNPPEFnTy+icgVNHj+FhPD5vEQQDBom/19BNs2HD9HT08PWrVsJBAJjHm88gS6lzEhrHym4RSSMGgwivT6UVDaDqiIlOPv6CA8O0n8qDT4cDuMNhxGxGNLnPf1+CIHlcqEODiCiUeQZFnlTwaUItmS5+dNAmMZoAr+qEDItvIpgc5YHx4hI+MjzTDUt8/l8LFq0KMMS7PDhw+i6Tm5ublqwj2zwN1Wcag4bPOfQETnAoNmDikVAggsFkEgpUJTT+xWnrNwS1klyLr2EyGPNmFED4dVQshzgVrG6Y8R3duO6tBQhTm8DEInsIxo9hJRJ4W+areh6F1lZ5+JyVU441oUUQYfTKfdnRgSnauWWEuyTWblNl9n4oNsCfW5pP7B33Nc6jxxkyXkXzOvxCwsLeec738nDDz+MlJJ3vvOdFBScbhx57NgxIpFIWmCmSCQSGWnw3/nOd3jooYdoaWkhGo2SSCQyUqaBUS4lpaWl7Nu3L2OduWzEOZKqqqoMcQ7Q0NDAHXfcwa5du+jt7U3/zWppackQ6OvXr88YM0B3dzcrV67k5ptv5p/+6Z948sknueSSS7j22msz1gfSExuQrIVfsWIFhw4dAuDQoUP89V//dcb6559/Pvfdd1/G88aWLVumdJ5dXV38y7/8C88++yzd3ckGo5FIhJaWliltDzA0NER7ezvnn3/+qHHt2bMnY9lE1+bNhC3QbWxsbOaJ6aZdjyT1MGsYxrSaywwNDVFXV5dOCZ3Jg60MVCG6j2SOPeXvnTV59CAVvR+13/xlSZFpmUgleW2EIhCWCUJFVmxD6WuacQR9KhHtP/zhD3R2duLxeHj7UDdPC0Gvy0Ood4DiQA7nZ3lYerKRISvpD5+qHTyT8d7bkcI8Na4MoZNIIEwTOXK/QiCcTqyhIVqPH6db19F1nZ6eHpa6nFiWiTRNBCLptZ7816xZ6XXhURSOROMEdZPFbgcrvS4qXVOPCJ9pCRYOhwkGg3R3d9PQ0JCO0qai61MRaUII3O4qyhUXBfE2dL0LKWMoig9djyPlwDjiUULUBN1CLfMi3Gr6SlnSQm8fwOjohGwTVc3B6SxDCJVo9CigoKrJz0zyPQwRiRzA6SxHTJCWf7abxE3GVBsRTmTl1tjYOKmV23SZrc2aneI+d8RD4zgaSEkiPD9uB2fywQ9+kI9//OMAGdFRSPb8AHj88ccpLy/PeC1VovXzn/+c2267jXvuuYfa2lqysrL493//d3bt2pWx/pnZLSMncmtO2VceOnQoQ/inOHToUHqdmTDWPXv11VdTVVXF97//fcrKyrAsi7Vr145qwjZy3KnvutS4P/ShD3HZZZfx+OOP8+STT3LXXXdxzz338IlPfGLGY53q+MfihhtuIBgMcv/991NVVYXL5aK2tnZeGsvBxNfmzYQt0G1sbGwWIEKIaTeKa2tr4+DBgyxZsoRFixbx9NNPzyhyZa67Do49ixbvBy0fpIWIDSDdAcyVV0+6/Xjp5tbStyP9xYjhDrD0ZD2ymUxDtqq2Q3Y5inJi7iLosSFE//GkF7k3n/aok+7ubjweT1KAGHHe2d7ASYcb0+3l/6u+gMTxowRycia0oEsd70yBnkppTzd2G+O6S68X6XQgEnGk53TkW8RihHWd/ngcX1YWLS0t5OXkkGcayOEoWiKBdDiw3G6kw4ESi2EWFGK6XLNqJlPldlDlnpsUbSFEujNvVVUVhmGkRd/BgwcxTTMjuj7e5EdyXxouVwVOZwlSmgjhQAiFrq46oB4pDYRIPsIkLdckmlWM3jKINZBAClA0BeHTEF4NU0TA0JExHSVbQdc7Mc0BVDWAlAkUJWvEsQWK4sY0h7GsMKo6fgfxN7pJ3JnMxGJtZFZEZWUlpmkyMDBAX18fx48f58CBA2RnZ6cFe1ZW1rTPeaYCPTXpY0fQ5w5fXj6Dne2jG1MKgTd3fIeFueTyyy8nkUgghOCyyy7LeG316tW4XC5aWlq46KKLxtx+x44dbN++nY9+9KPpZSObrU2FjRs3snLlSr7xjW/wnve8J+Nzs2fPHp566inuuuuuae1zIlLZKt///vd5y1veApBOoZ8ulZWVfOQjH+EjH/kIt99+O9///vczBPrLL7+c7orf39/P0aNH06n8q1atYseOHRn727FjBzU1NRN+RlOBgjP/tu/YsYPvfve7XHnllQCcPHmS3t7ejHUcDseEzzLZ2dmUlZWxY8eOjPd8x44dbNu2bdzt3szYAt3GxsZmgTJVqzXLsjh8+DAdHR1s3LgxHRWD5B/T6dbIyuoL6V7zIQqOPoIWG0jWPedUYrz1DghUTbr9eE3iQglorP4Y6xu+iUvvB8sEVUOWbsJ41w+AmXuoj4qg9x1HOfq/iFAXyU7gCg4rF8VIoI1ICdeA8vAQhIforXuN1atXs3Tp0kkFyJkCfcx687FwuTHLK9Aaj4FpIp0uhJ7AiifocLmwHA6ampooyM9njYDsviARTSPbslASCUQiAQ4Hpt9PZHlN8v7QE6imBQ4HQtMWTERX0zSKioooKirKqIHu7Ozk6NGjeL3etFjPyclBURQicYu2foP+sIkqJAXZGhV5TpT09SwmFvOjaTGkjJOsmTAg6iTe0o3RFEeJe071NpBI3YK4DooObgU14E1mbQg3ptkPDJDsl2uR7BGfJCn6RcaysfhzjaBPxFSs3PLy8tKCfSoZPrP1Qbdt1uaOig2bGexoy1woBIqqUbxi9VkZg6qq6ZTrM++LrKwsbrvtNv75n/8Zy7K44IILGBwcZMeOHWRnZ3PDDTewfPlyfvzjH/OHP/yBxYsX85Of/IRXX3013Wl8Kggh+MEPfsCll17Ktddey+23305JSQm7du3iU5/6FLW1tdxyyy1zds6pyckHH3yQ0tJSWlpa+OxnPzvt/dxyyy1cccUV1NTU0N/fzzPPPDOqjv4rX/kK+fn5FBcX8/nPf56CggKuueYaAD71qU+xdetW7rzzTv72b/+WnTt38u1vf5vvfve7Ex63qKgIj8fDE088QUVFBW63m5ycHJYvX85PfvITtmzZwtDQEJ/+9KdHlTZVV1fz9NNPc/755+NyucZ0kvn0pz/NF7/4RZYuXcrGjRv54Q9/SH19Pf/1X/817Wv0ZsAW6DY2NjbzxGxS3GFqVmuxWIz6+nosy6K2thbvKfGZqkOdqVXb4OJ30lNwHmvzzaQPeskG0CbvAA9ji+yuri727dvHopqL4NL3YjQ/C9F+ZOEqZNnmdH31VFLVJz2mHkVpeBIR7UMW1CRT8/UYgY4DVAnJyURWRjd7wzAQQrBp0yYqKyeuOU4x8r2VUqa7yE4ozpMHQ2bnYOUEUPr7EYkE0usjUl3G4aZmhlpbWbRoEYUeN1knT6I7nMQc4M7KwhGNIqIRpNeHcf4FaB4Pjo52lM4ORDyB1DT0wiL00lIUTRuzFnmmzDZKfGYNtK7r9PUF6evr5sCBDkzTIjuviLBWhoKBS4ZRMAjGFIYHfayoykV0J1AaYhiDi/FtcRPWdiNlAiQovU5Ej4I0TaxABGXYizRPnfuwgXSBWAPSGcM0YkhpAhaWZaCqXkwzjKL4T72vFlLGcbkq043oxmOh1aDPptZ7PFJWbuXl5ViWxdDQEMFgkJMnT3Lw4EGysrLSgj07O3vM48+2Bt1OcZ87AuWV1Fx8KU27XkQ/1c3fk5PL8gvfhst39jIVJuqNcuedd1JYWMhdd93F8ePHCQQCnHPOOXzuc58D4B//8R+pq6vjb//2bxFC8N73vpePfvSj/P73v5/WGLZv387LL7/Ml7/8Za644gqGh4dZtGgRN9xwA7fffvuUXE+miqIo/PznP+fmm29m7dq1rFixgm9+85tpu7KpYpomH/vYx2htbSU7O5vLL788bQeX4v/+3//LJz/5SRoaGti4cSO/+93v0hNp55xzDr/85S+54447uPPOOyktLeUrX/lKRoO4sdA0jW9+85t85Stf4Y477uAtb3kLzz77LD/4wQ+46aab0hZ6X/va17jtttsytr3nnnu49dZb+f73v095eTnNzc2j9n/zzTczODjIpz71Kbq7u1m9ejW//e1vWb58+bSuz5sFIeerO4KNjY3NXzi6rs+qNmrHjh0sX76coqKiMV/v6+ujvr6ewsJCVq9ePSoS8fTTT7N169YZ2ZYdP36coaGhUU13psLJkyfp6upiy5YtSClpbGykqamJdevWTdoB97XXXqO4uHjKQjlFS0sL3d3dbNmyBdF7FGXPI8jcxaCOmIcOdXG0oZHfDyxFdbpRVZVwOIxlWWzdunXcdMqxeOGFF1i5ciX5+fljNoMbE8tCaWtFGRxEOp3JFNNIBOnzcjAaZ++RI+mIsy80TFl7OwNC4HS5yM/PT+47kUDoOolt56IEg2hNx5GqiuVwpF+Ll5eTqDh9/RRFSf/MhKGhIfbu3csFF8xN8ygpTWKxE+h6G5aloyheLKuQhq4sYjr45AACiVQ0lFP+59lRjYK9MYyojmEYuLJMEjUtWMuCYCiojXmIbh8i5AIfiLALJeSDhAmqhVk1jHX+IEIFRXEhhHJKlPvweGoIh+uwrNPWY5oWIDv7ggnT2wHq6uooLi4e1eX/jaK3t5fGxkbOPffcs3K8RCKRLmPo6+vDsqx03XpeXh4ejwcpJc888wzbt2+fsKxhLCzLIj8/n0OHDv3FPqiPJBaL0dTUlOGtPVMsyyTa34+iabizcxbURJPNzHj22Wd561vfSn9//5jNTf8SmcvPzNnEjqDb2NjYLFDGi6BLKTlx4gQNDQ2sWLGCysrKMR+uZhNBn2mq+chtDcNg7969DA8Pc955500pTXVOUtwtA6R52sotvZKDpUsWs0Ffw8GGJsLhMKqqsmjRonRN4FQRQmCaZvr6jhTnpjQ52HeQY4PHcCpONhRsoMJfgQiHUIaHknZpqS79ThddR49gaA5qa2tpa2sjGAxiSUncMNCcTvx+/+ku8IaB1JLbqh3tSE1D+nzJVmguFyIawRUMIioqMTUNy7IyIvypqPpcRtenSzTaQDzedKqu3IFpDgFDmMq5eMUAqlAwUZGAblkIICJjRF0mqkNBj0s0I4p2qBC9IIz0J5sRScVCSECA9MchywkxBTQVUWEhRQRpaaiqBykFQmgoihshNAKBd5BInMSyoqhqNk5nBYoyeer2mzHFfTqMZ+WWKmPweDxjprNOlVgshmmador7PKAoKr78gslXtLGxOevYAt3GxsZmnpgLL/QzBbZhGBw4cIC+vr5xLcBGbj9TkT3bbROJBC+//HK6o+tUO9HPRqCntpP+YnBlQyQIvlMPoFIiIj2oJRvYUHEeCani9XopKipicHBwWqImldbc29uL1+vNSL+Nm3EePPAgr3S9QsJMCscsZxbXLbuOy3ybkRZpcR5PJDh+/Dh+RWV1dRVKZSVZWVn09vYSjUQQhk5hKITW25vsfO9wgNOJuXQZwjQhkUCeUesnXW6U4WHURALl1GupCH/qZ+Q9Ndvo+nQxzTCJRBuK4klbpSmKG10fxGn24SB6qvJbYAkHlqphmhIhJFFnAnp1FFWCV4chN3QGiC02IcePami4I6DEBTgl6BJQUbwKosiPKYPQ5cDqFgjdhVqQjbbIj+kI4XSW4vGsmPb5vBmaxM0V41m59fT0AMnGVdO1cguHw8DM3ChsbGxs/lyxBbqNjY3NAkVV1XTkE5IPq3V1dTgcDrZv3z5pfdx0u8DP1bahUIhQKER1dTU1NTXTEgwzFegZXdy9+VgV56I0PQPxQaTmQcSHkN58ulyLqX/lFZYuXcrixYtpbW2d1vFSNmpVVVW0t7ezc+dOvF4vBQUFFBQUsGtoFzs6dpDnysPn9SGlpCfWwy8afsHKFaUsEcl9hCIRmpqaORkooNHtoyeqUNbex/YcL2uWLQPAUV+H1t6W7rYsADQNa1NOUqxrGhhG8v8pdB2paeA4vWykAE9F1FPd5s92dN00Q6e6pmdGVcPhXFxWBCuZ3J4ct0wgsRDSgWZK/MKLkHH0mIF0Keh+hcGsEsyIACeIQoWozyKnMYFzwAGqipKvoNQ4oMCHtr8E2awiUFAcHmhUsLpN1C0q0iFJ7O4msa8fGTFQSzy4thWiVU8cuf1Lj6BPRMrKze/309nZyZYtW9Le6yOt3PLz88nNzR3Tyi0cDiOEGNV0ysbGZjQXX3zxvPm625xdbIFuY2Njs0AZKZK7u7vZu3cvFRUVUxa9sxHZMxHKUkqam5s5fvw4TqeTlStXnpXjprbL6KpefQGWNw/RtR9ig1hFa2lKBGhoCrJ+/XqKi4vH3G4iRnZqLykpobS0FMMwCAaD9Pb2sm/fPn498Gt0oaNqKpaaFEuF7kJOhk6yO3KExc4NDHd00tTTQ2NxBc9oXoRl4nM42BuOcTSa4D1FOWxRLLRDh0BR0g30ALAsnHvriV/yDqz8fNS2NixFAacTdB0lEsEsKkZ6x26qlbpvUv0KUhH11MTDWNH1uURRHCQ7oxtA0l3ANCEScaIqJtJygrSQp4S6goGGhXPARDthgGGhSAWhB+jfDKZTAnrSaUDTMfwOBlc5yAv7ceTEUUsdKFkO5KBAtLqQ7gSKz4OqnvKX7zGwTjiJ7WpDPzKYvNQKGC0hzPYInqsX4Vg6fg+HhdYkbiEJ9BQpi7WUBd+ZVm6NjY1Eo9ExrdxSFmvzcY37+vr4xCc+we9+9zsUReHaa6/l/vvvnzBa/+CDD/LII4+we/duhoeH7VpfGxubecEW6DY2NjbzxFykuBuGQUNDA83Nzaxdu5bS0tJpbX+2IuimabJ//376+/tZuXIlTU1NMzruXKS4A0mbreK1yOK1mKbJvn37GBgYGFULP9VO+yNTxEfWm2uaRnFxMcXFxUgpefS5R3GEHESjUYaHh9E0DZfThWVZRKVOs6ET7emmqLCIXykuPEhKs/xIr4dCBM2xBE/3h9gUTdnQqZkCXUqUnh6IxTCrqsEwUfqCiEgYqWpYhUWYS5ZM67qNFV0feb66rgPJ93i20XVVDaBpORhGEFXNAVR03cKykvecW3MkmytKK5054DEg65iFMMFSBNKU6D6B7leQSgJFAFggnFg4iDvhUKQXrzFMYFjBa+bgCfpAVxBZKsnu7TFAQfG5EC0S48QgwiEQDiV9nWXEJP5SF9qS8X2/7RT3yRnLYu1MK7doNEpfX1/ayk0IwQ9/+EOWLFlCXl7evFzj66+/no6ODv74xz+i6zof+MAHuOmmm3jkkUfG3SYSiXD55Zdz+eWXc/vtt8/5mGxsbGzAFug2NjY2CxYhBB0dHSiKMuUmayM5W03iotEodXV1qKpKbW0t0Wh0xvXrGanq09xuLKEdi8XYvXs3qqqyffv2UbXwkx0vlQY+VjO4scawqXgTv4/9nhx/Dshkl+vh6DDxRJyhpiEanJ0sW72GHq+fpp4IWU4NqWkUS1AEFDo0enSToJSMGQNPHVvKpB/6ihVYoRAiEUc6nUh/VqagnwZjRdej0ShNTU34fL70NZhNKrwQCl7vGsLh/ZjmIGAhhAtFyUYIB4oicDodGWn4OU0Cp9MFqsQKJ5ACzCINVNDwoWip9+T0/b558xZisTADAycIBrsRHQMEIvkIjxePx43DoaEoGhKJFdORlkS4lBHjFOBUsIJxZMxEeMZ+XLJT3CcnFUGfCI/Hk2Hl1t3dTW5uLo899hgnTpxgy5YtaWF83nnn4XA4ZjWmQ4cO8cQTT/Dqq6+yZcsWAL71rW9x5ZVXcvfdd4/blT/li/3ss8/O6vg2NjY2E2ELdBsbG5sFyNDQEB0dHWiaRm1t7YweSGfb6G0q4j4YDFJfX09JSQmrVq1CURQSicSsJgZG1t1PZ7szz3VgYIC6ujqK8nJZtXIVyhiN6iZKcR8pElPrTsallZdS11PHydBJfJoPU5rE1BjLPMtY6V9JYV4hhzo6edhyc8DpRY0qOFWFAofG9mwvugSHAK24OJnengwtpwYEloVVUACpmlwhkFlZSOa+y3UsFqO+vh6/38/q1avTEz4TpcJPrfTCT1bWNgyj71Q9updYLHSq3thKvydSSrweL85QDJwCxatheix0Q0dzOhCmjgSEUE9dnmSavqZpuFyuUx3EC5DSIlYWITTQRmIgSudgH0IReJ0efAkHznwvdACnOsCnsSSoCkIb/5zsCPrkTNcDXVEUSkpKuPfee/nd737HV7/6VW699VaeeOIJ/uZv/obvfOc7/M3f/M2sxrRz504CgUBanANccsklKIrCrl27eNe73jWr/dvY2NjMBlug29jY2MwTM31wb2tr4+DBgwQCARwOx4yjRfNZgy6lpKWlhaNHj7Jy5coM3/K5sGibLmdGwtvb2zm+Zw9bnQ4CJ08iTp7EKijAWrkKOaJmdLzIe0rsTcnffAQV/go+fc6neeLEE+zp3YMDB2VWGRcVX8TmdZtRVZUnTvbQ3T1AlmEQs0wwErTqKs/EEyxya1xcGCA3N4Cxeg3agf3JRnDJwYLDgX7O5mlfn+kyODhIXV0dpaWl1NTUpM//zNr1mdq4CaHgcJy2eCou9tHR0UEsFsMwjHRjsNKyUoziLozmYaQnFYUVqBGJMwK6j/T6qXrwrKysjGMLoeDJ9eM4t5zE3n5yIjq6oZOIJQi6wnTRxUqRgxqxUDwqQlXBlEhT4liZfTrtfQwWYgR9smj12WYqEfTxCIfDBAIBrr/+eq6//vr0Z3K2dHZ2UlRUlLFM0zTy8vLo7Oyc9f5tbGxsZoMt0G1sbGwWCJZlcfjwYTo6Oti0aRPhcJhgMDjj/c1XDbplWRw4cICenh62bNkyyuc4JbJn0kBrUoEe7kb0HAGHB1myHlRnertU1LWhoYGOpibeIk2UgRD7PdkMCoXSzm6WDPRjXHAhnGoENZZAH1mHPR1xnqLSX8mH13yYYDDI3r17qVxaydKlSxFC0B2N8VxbF95EnFzLpEtzEVM1VKHSbUkWDw4Q6D3J3u5cCgoKKT1vO64TzYhoBKugAGPFSmROYFrjmS7d3d3s37+fZcuWsWjRojHXObN2fbY2bg6Hg8rKSqLRKLquo2la2oZL2ZiH2RNF9iUQWGi6RJUWvkUe9Cwnuq6no7Rut3tc3221wocjaqAfG8YlNXyLCilcmUOlqTMQaEe8NIQV1kEYKEJAgROtdmKfaLtJ3OTMRqCHQqGMpm2T3Uuf/exn+frXvz7hPg8dOjSjsdjY2NicLWyBbmNjY7MASKUTW5ZFbW0tXq+XWCw2Y4ENcxNBP1OAxGIx6urqANi+fTtut3vMbWFm4mXclHNpobz+EOqBRyE2CIqKDFRjvuX/IEvWpdOv6+rqCIVCbC8vo+fYcR7Mr+SY4iSBwOez2BwZ4oNNzbjWrc04zxTjNYObLq2trRw5coRVq1Zl1LMeP3yQaAKysXArggozTsTU0TWdmC+bD6xYwRph0Nvby8nWVg4OD5OdnU1BVTUFBQXJ7tYzGtHUOHnyJA0NDaxZsybd6X4yxmo0l7qG40XX1UQCDB3p9qRt4oQQeL3eUftXS7x4LqsgcaCf+PE+dLcgZ2sJnqVeIrFouomdqia97c/sMwAgLUn8hU70o4PJ6LgEszOKFTVwbS2kpHYJ5uo48cMDxAfCDLsSdDoHCde9nO4uXlBQgM/ny7gnFmKK+1h2ZW8ks4nqh8PhMe+J8fjUpz7FjTfeOOE6S5YsoaSkhO7u7ozlhmHQ19dHSUnJTIZq8yalubmZxYsXU1dXx8aNG6e0TXV1Nbfccku6Z4GNzXRZWN/iNjY2Nm8ipvrg3tfXR319PYWFhaxevTr9MHumD/p0UVWVRCIx420h8+E6VdOdn5/PmjVrxn3oHinWphvNGy+Crhx5HLXuR0jNBTmVYOmIvmNof/oS+rt+QDxuYJomhmFw3nnnoe3Zw3/68jiguKiWBm4kQwiec2WRPxDmulP7TUXQp9MMbiJSEfz29nbOOeecjGiuaeg4WpvIyl5EWHXgsXQ0IciSFgOGgS88jNh9jEhhIYuWrWTp0qXE43F6e3vp7e2lubkZTdPSnut5eXlzJsbOHPdMraPGajSX8ROL4jxxAkcwiLAspMuFVV6OUV6RrLkfB7XIg6fIQ2d1nGg0Stnq5HV1uJwYhoGUEk3Txr3fjIYh9MODCLeKcKvJ9ztqou/tQyvzYRU5iIk4xnIHQuRS4HJR4XYTj8fp6+sjGAzS3NyMw+EgLy8vbQe2EFPcF9J4YPo16COJRCIT2p6dSWFhIYWFhZOuV1tby8DAAK+//jqbNydLRv70pz9hWRbnnnvujMZqMzE33ngjP/rRj7jrrrv47Gc/m17+m9/8hne9611Ttru8+OKL2bhxI/fdd988jXRiUoI9RV5eHps3b+brX/86mzZtekPGZPPmwxboNjY2Nm8QUkpOnDhBQ0MDK1asoLKyMkMUapr2hkbQ4XR6amtrK4cOHWL58uVUVVVNKF5T4sw0zWkLyHEF+uHfJZt4+U7VjSoqMmcRYrCFyIHfs2cwuXzLli0oisIRzUWDKqmyDDwi+eCXgyRqmbyoebjKtPCqSrp2fWQzOCHEjMS5YRjs37+fcDjMtm3bRkX+zEQCl2lwUWyA3/qK6FYc+KRJBIihcOFgF+7BNjq72+ltOEzNO67C5c/K6G7d399Pb28vDQ0NRKNR8vLy0oJ9OpHGjHGZJgcOHGBoaIitW7fi843toT5VUpZZuq7jdrvJz8/H6XRimSba0SOoXZ1YLjem04kSj6McawApMcsrJq1dPzMrQwgxpR4NRtMwSIlwq+nthFfD6osTPTmA7vUgpURVk+I9EolgWRY+ny/j+g8MDBAMBjl+/DgHDhxASkl7ezslJSWjoutvBAtVoM9VivtcsWrVKi6//HI+/OEP88ADD6DrOh//+Md5z3vek854aWtr4+1vfzs//vGP2bZtG5CsXe/s7OTYsWMA7Nu3j6ysLBYtWkReXt6cj/PNhtvt5utf/zr/+I//OG4pytkikUiMmW0zVZ566inWrFlDa2srN998M1dccQWHDx+e8eSmjc1IFta3uI2Njc1fCIZhsGfPHpqamti6dSuLFi0a9XA/G4ENM2u4Jjr3of3y7/DeU8WVe27C+Yf/w9G6lzhy5AjnnHMO1dXVk4qQ1Otz4mee2udwO9LhOWNlFcMwaT1SR3V1dcaxhwoKiSsqHiORFPYSMAy8SKJuL2HTSq9vmiaxWCwjBXu6xGIxXnvtNQzDGFOcAzjcHjS3m4vCPfxNtJd8yyCOwGfqXDHUwVWD7ckVpcRIxGmvf3XUtcnPz2fFihWcf/751NbWkp+fT09PDy+99BIvvfQSR48epa+vb8rXXtd1du/eTSwWY9u2bbMW5319fTQ0NBAMBhkaGqK7u5sjR44QiURQwyG0/j7wZ6H4fKhOJ/j9CFXF0dmBqesYhkEikUja0w0PMzQ0RDQanXJ0bTxkwuSUYXrmciRxKxmBdzqdqKqKpmlomkY8Hh9VT5+Xl8fy5cs577zz0pHW4eFhXnvtNV566SUOHz5MT0/PrDJfZsObTaCHw+F5EegA//Vf/8XKlSt5+9vfzpVXXskFF1zAgw8+mH5d1/X0vZvigQceYNOmTXz4wx8G4MILL2TTpk389re/nZcxzid6T4TQznbCr3ZihmaWaTVdLrnkEkpKSrjrrrvGfD0YDPLe976X8vJyvF4v69at42c/+1n69RtvvJHnnnuO+++/Pz2R2tzczMMPPzxKGP/mN7/J+C7/0pe+xMaNG/nP//xPFi9enC7PeuKJJ7jgggsIBALk5+dz1VVX0djYOOm55OfnU1JSwpYtW7j77rvp6upi165dY6577733sm7dOnw+H5WVlXz0ox8lFAplrLNjxw4uvvhivF4vubm5XHbZZfT39wPJz/Vdd93F4sWL8Xg8bNiwgV/96leTjtHmzxc7gm5jY2NzlgmHw9TV1eF0Otm+fTsul2vM9WYr0Ke7veg+iOMn7wRTR0gTBzrW/p+z9NgzVHzwabw5+VPbzymhO5cCXeYvR5zchfSdbtoVGepHJBKUrT4XR0UFDQ0N6QhraWEB/u5B+ocM8vREaucEs3Ioz/YT0NS0KPN6vezYsYOsrKx0iqzf7x8t1BMRRKwf6c4F52kBPjQ0RH19Pfn5+WmruTGvi6JQsGwlHXt3c/5wF7XRIAO6iVuP4zxTgErJQGsL0rIQ4+zP5/Ph8/moqqrCMAyCwSC9vb3s27cPy7LSddMFBQVjRoqi0Si7d+/G5/Oxbt26WXf/NgyDtra2Ucsty6K1tZWVgRwwTPAlI97pTAW3G1U3cAqBqarEYjF6e3vRdT2dQu52uykqKkq/v/opMa+qKg6HI/1ejax51zTtdPf5ch9mWyTpd35KqEvDSoYpAtqoc0+Vl0yUBZJ6wE+Ve6Si68eOHSMWi6Uf+PPz89MN7+ab2aSTzxezqYuPRqNUVFTM8YiS5OXl8cgjj4z7enV19aiJoS996Ut86UtfmpfxnC2kJRn4bSPhlztOL1QFudcsw7d1fuvvVVXla1/7Gn/3d3/HzTffPOq9jcVibN68mc985jNkZ2fz+OOP8/73v5+lS5eybds27r//fo4ePcratWv5yle+AjClkoYUx44d49FHH+Wxxx5Lf+bD4TC33nor69evJxQKcccdd/Cud72L+vr6KX+WPKdsL8crKVMUhW9+85ssXryY48eP89GPfpT/83/+D9/97ncBqK+v5+1vfzsf/OAHuf/++9E0jWeeeSb99/uuu+7ipz/9KQ888ADLly/n+eef533vex+FhYVcdNFFUz5/mz8fbIFuY2NjM0+M9UDe3d3N3r17qaiooKamZsIHgLMt0NUd30iL8xQKFp5YB47G/8E658Yp72tSgS4lDDQjjBgyb2lGN/axtjPXXIvWuRcx2ILlyiUSGkSND6CVb8Cx9gp0Muvey10a55YW8pTmJGrqeIF+zQmaymX5WahITDMpHLZt20YikSAYDNLT05NR611YWEhejh/n4V+jNvwBkRhGOrMwl1+GueZv6A4OsH//fpYsWTJp6j9A/tIaQNJz9BBGPE7AMrHGiw5PMWpsxGNYhkFRYSHFxcVIKRkaGko2mjt5koMHDyYbzZ0S61lZWelJheLiYlasWDEn4nF4eHjcSHcsFiOm5OFXlaRt3Ii0dJHQkS4XqsuFoih0dnaSSCTSNeWWZRGJRAgGgxiGgWVZtLe3p99rj8dDfn4+hmHQ39+ffkh2Op0EAgHcbjeOlTkYjUOYvTGEU01eW0OilnlRSzyjGpmNLHcYj9R9KoRAVdW0GAfS402lwzudzvTrubm582aFtlAj6DNNJQ6FQrPO6rDJJPxqZ6Y4BzAl/Y824Cj34yybn4yFFO9617vYuHEjX/ziF/nBD36Q8Vp5eTm33XZb+vdPfOIT/OEPf+CXv/wl27ZtIycnJz2pOpNmfolEgh//+McZov7aa6/NWOehhx6isLCQgwcPsnbt2kn3OTAwwJ133onf70+XQpzJyGZx1dXVfPWrX+UjH/lIWqD/27/9G1u2bEn/DsmJP4B4PM7XvvY1nnrqKWpra4Fko8MXX3yR//iP/7AF+psUW6Db2NjYzCMjm5A1NDRw4sQJ1q1bN6WHi5TAnqmV03QFutL8fIY4TyMUlJad0xLoqqqOK9BF71HUp7+I0rUPpIX0F2HWfhJr9bvGj6BXXZDs2P7aD4n1HEeoDhyrrkBuvxkcXpRT5zlSNL2vJJd8TeX5wTAR06LSqfGO3CzOz/KMagYnHE5iuQUE8gpY41AZ6u0k1LiL3sanSfTtoTRyBNOTg+rLRUuE0Op+TF9XB/vVTaxdu3aUp/J4CCEoWLaSvMXL0CMRYkODHH/+qbFWJKukbNzoOYAeidC+73WGOzuQloXT56d41VoCldXk5OSQk5MzZqM5RVEwDIPS0tK0/dtcMFkauuXzYeXmofT0IH0+0DREPAaGgVW9GFSVaCRCJBJBSkk8HkcIgaYlI9yhUIjBwUGysrKAZIRcSkkoFMKyrLTdWipaG41GMQyD4uJiHD4HnisqSezvwzwRAiHQlmbhWJOLKgxCoVA6+iylRNd1HA7HhPXtqfMdSxB7vV68Xi+VlZWYpkl/fz/BYJCjR4+SSCRGRdfnioUq0BdiivtfKqPEeQolKd6df71s3sfw9a9/nbe97W0ZYhyS98rXvvY1fvnLX9LW1kYikSAej8/ZZ6SqqmpUxL2hoYE77riDXbt20dvbm/4b0tLSMqFA3759O4qiEA6HWbJkCb/4xS/Gdb546qmnuOuuuzh8+DBDQ0MYhkEsFiMSieD1eqmvr+fd7373mNseO3aMSCTCpZdemrE8kUjYTenexNgC3cbGxmaeSSQS7N27l0gkQm1t7ZQfOMfqpD4dpivQpcuPiPWPfkEo4JreQ3LK9mwU0QG039yEGGpDOn0gFMRQO9pTX0B35yCy148r7HvytrCnAKqWqyyuWYPMLj09xBEpzincisK7igJcUZBN1LTIUhXEqU7tqfRqIQS7hiL8onuQ9oSBADZbvfxjx/9jWagF9BhiaC+m4mJAFhMfjOLQHDgTErXxSba861qypyjOM66PquHKysbpzyJ30WL6W5pOvygEiqpSvmHLuNtbpkHzS88RHexDUZOR5vjwICdfexmhquSUVabXdblc6UZnJ0+e5OjRo+Tn5zMwMMBzzz03J43mgAnva4fDgcvtxlixEk1RUPr7IBYFhxOzuhqzMjneUCiEruvp90ZKSSKRQAhBLBYjKysLn8+X/jykGrsNDw8jhMDj8aS3VRSFeDxOKBQiNzcXJcuBu7YYajMfol0y+TmJx+Pp9HiHwzFp07epRNkh+TlMXd9UA7pUOcKxY8fSjfTy8/MJBAKziq4vRIE+W5s1O4I+t5hD8bFfsMAaOju16BdeeCGXXXYZt99+e4Yt3r//+79z//33c99996Vrtm+55ZZJ3UjGsudM2S+OZKx76eqrr6aqqorvf//7lJWVYVkWa9eunfSYv/jFL1i9enX6czsezc3NXHXVVfzTP/0T//qv/0peXh4vvvgi//AP/0AikcDr9aZT5MciVav++OOPU15envHaeOVxNn/+2ALdxsbGZh4ZHBykrq6O7Oxstm/fPq1azNS6M41ATacOPJFI0Jl/IYsGH0GQ+aAjLANz7diz+9M9tnLkf5IN3zy5oJwSWaoTEQ2i1v0Y5a33jrldS0vLKV/xNWPWpE7UmM6tKLhONYMzT/lWp0TM4Uic77T1EbEsihwaUhosPvwr2kLHcJevwqsPo/QcQMMkXw2j51XT39dHTHhwm30c3P08rkXhZCr8DGzPhBBU1V6Iv7iU4PEGzEQcf3EpxSvX4srKHne7ofY2okP9qE5X+lyEqmLEY/QePZQh0CEpJo8dO0ZbW1uG/Vs4HKa3t5eenh6OHj2K1+tNi8lAIDAtsed0OiksLKSnp2fUa2VlZel6c2PtOkQ4DLqO9HrA5U6PMRqNprdJHdswDAzDwO1243a7M+zUUtklsVgsHVEf2ZXfsqxJH7SFEPh8PpxOZ/qzNrJ+fTxGZmtMldSxfD4fixYtSqfl9/X1cfjwYXRdJzc3Ny3YJ3pwH29MC02gn02bNZvJcZRnEW/ohzMTXgQ4ys/etf6///f/snHjRlasWJFetmPHDv76r/+a973vfUDyfj569CirV69Or5P6nI6ksLCQ4eHhjAmd+vr6SccQDAY5cuQI3//+93nLW94CwIsvvjil8VdWVrJ06dJJ13v99dexLIt77rkn/Tn45S9/mbHO+vXrefrpp/nyl788avvVq1fjcrloaWmx09n/grAFuo2Njc08IaVk7969VFZWsnjx4mmnEqcigYZhzKiGc6oR9OHh4eQkwpLrqEgcR23diVSSYkeRJkbtJ5GV503r2ON2Y+8/FSlWRkw4CJEU6b1HRm1nWRaHDx+mo6ODzZs3j2tllLpWY6bHn4qap8TLyPfhmf4wg6bJMrcTIQRFwx2sjLbS5CrFZQhqNHeyPl5aEOljQPegOj3k+lSEpbF07Ra6otoo27PCwsIpi6tk87gVFCxbMfnKp4gNDQKZ6dVCCBRVIzo4kNFczrIsDhw4wODg4Cgbtdk2mjuTkpIS3G53usmbx+NJN90bMVCk309Mt+gLmRDRyferqMLCMAwcDke61jwlthVFITc3N53Gnp6UOBVlHymoY7FYWqCnfrKysnC5XGPauBmGweDgIOFwGEg2f8vJyZk0OpWaHJhNiYCmaenGhDU1Nenoek9PDw0NDen6+lSUbjKhu1AF+kwmGKWUhMPhdEmDzdyQfXElPQ1nZEoJEG5t3pvEjWTdunVcf/31fPOb30wvW758Ob/61a946aWXyM3N5d5776WrqytDoFdXV7Nr1y6am5vx+/3k5eVx7rnn4vV6+dznPsfNN9/Mrl27ePjhhycdQ2oy7MEHH6S0tJSWlpYMj/a5YNmyZei6zre+9S2uvvpqduzYwQMPPJCxzu233866dev46Ec/ykc+8hGcTifPPPMM7373uykoKOC2227jn//5n7EsiwsuuIDBwUF27NhBdnY2N9xww5yO12ZhYAt0Gxsbm3lCCMH5558/4wf4VPOpmTaKm8q2nZ2d7Nu3j+rqapYtW4ax+TGsxj+iHH+W9p5+lPV/Q8H6Syfcx1iMG733n3oAlFYydf4UwtSxsisyttN1nfr6euLxOLW1tZOmX4+V5jiWODekpD4UozGa4MXBMCqnRZbDjOGQOgnFkbRi82Yhs0qh9xgJC9xeFb9XRQx3YC69hJzK1eQANTU1Y0ajCwsL09Hoqd4HUkqGO9sZ6mgDJFklZWSXlGfUozvcbpCjfcGlZeLw+dPr6rrOnj17ME2TrVu3Tig6NU2juLg43WhueHiYnp6ecRvNjXU+Qghyc3Mn9Tg+0ZvgeHcC00q+X6oiWFyope959VQ395Rg1zSNrKwsdF1PWw+l7m/DMMjKyiIWixEKhbFOTU4oyun+D319fena01TKdSri3t3dTSwWQ1VVhBCEQiESiUSydn2CGnTrVDbGXDFedD0YDHLo0CF0XScvL4+8vLxxo+tvJoEOdg36fOBakkP++1cz8D/HMftiADgXZZH7ruWoWTP3BZ8JX/nKV/jFL36R/v1f/uVfOH78OJdddhler5ebbrqJa665hsHBwfQ6t912GzfccAOrV68mGo3S1NREdXU1P/3pT/n0pz/N97//fd7+9rfzpS99iZtuumnC4yuKws9//nNuvvlm1q5dy4oVK/jmN7/JxRdfPGfnuGHDBu69916+/vWvc/vtt3PhhRdy11138fd///fpdWpqanjyySf53Oc+x7Zt2/B4PJx77rm8973vBeDOO++ksLCQu+66i+PHjxMIBDjnnHP43Oc+N2fjtFlYCDlbc1EbGxsbm3HRdX1GdmMpnnnmGTZt2jRhjdt4xGIxnn32WS677LJRQiKV8tzc3Mz69evHbG7z6quvUlpaOiObo127dlFRUTGqZo7hThw/vRoRG0C6cpIiPRFCSAvj0q8xVPUOdu7cSW1tLbt378bv97N+/foppY4//fTTbN26lezs7LQwS01QpCKdYdPinpO9vDocRZeSoG4QsyTrfW5KXQ68iUGu2XsfIUOnoqCSFV4Xof5etKY/4VZMlOxicPiwSjehn/cJ8IwtRHVdp6+vj56eHnp7ewHS4jY/P39c4Scti5Ov7jxVk5768yzIKa+g6rwLTwvvWIyGpx7HiMfRnE4QAsswsEyT0nUbKaxJPrzW1dXh8XhYv379rGqbRzaaCwaD6S73BQUF007tDw4b7GmJIiWop7SkaYEQsDQnTCw8mG4OlZOTk7bDW7RoEUII+vv7GR4eTgs/n89HVnYuR1qCWJFuJCAQIAQ+jwtNTfZDCAQChMPhdI271+tN26OlouupiHw8HicQCIybsQHJ2tDdu3dz4YUXzvi6TpVUNDnVGX5wcHDM6Ppzzz3H5s2bF5So3bFjB2vWrJn2d5iUkvLycl588UU2bNgwP4P7MyMWi9HU1JTh4z1TpJSY/XGEQznrwtzG5mwxl5+Zs4kdQbexsbFZwMw2gg6M8nI2DIM9e/YQDoc577zzxk0hHbfR2xSPPebERFYJxjvvR3vyc4hQRzKS7vRjnvOBZBf3aBTTNHn55ZeprKykpqYmowHcQGcHAx1tWJZFTlExeRWVKKfS5Ud2zE+lR6eWp/bx2+AQO4YiFDs0fKpCrqawPxxnfziGVxVE1Cz+lHcul3X+kepIK0MDksRgN9llG7FWXYGZXY70FSLzliUV5Tg4HI6MaPTg4CA9PT00NTWxf/9+AoFAOro+MuV8oLWF/pbjCEVFSTUJNE0G207S19xI/pLlyf273VRuO5/W13aiR6OARFE18qqXUrBsJUNDQ9TV1VFUVMTKlStnHekd2WjOsiwGBgbSadgjU/un0miufUDHkuBQT49JU0E3JYOWH+LdGIaB3+9HSonD4aCwsJBQKMTw8DCWZaW7pLtcLjRN41BbjIG4hl84AIGFwEIhnBDkeJL3fF9fH4qioGkapmkyPDyMqqoZqfCp6ySEIB4fp5nWKWbqrjAThBD4/X78fj9VVVXpTIJgMMjBgwcxTZPc3FxM0xyzOdYbyUybxKUmJRbSZMObCSEEWt6fj2CxsflLwhboNjY2NvPIbB/g50KgjxTK4XCY3bt343a7qa2tnTCFdyKrtMmYqEGdXLQd/cYnEK2vIvQIVulG8CeFbHt7OwCrVq3KiL5LKTn++iuc2PM6iVgyLVNzOChbsZoV51+EeqpxmGma6frj1DhG7uNP/WHcisB3KnQb0DRWeCRHowmOR3XyHSq+xZfir6hk4MDjyFgPuTXno664DLNkw4SifDyEEAQCAQKBAMuXLycajaZT4VN1xqm69cGTzcnI8ghBo6gqhmkycPJEWqADZBWVUPOOqwh1dWLqCbx5Bbizc+jt7WXv3r1T9mafLoqipFOtV6xYMe1Gc3F9/MS93r5hvLEIq1atSgs7r9dLMBhkeHg4fT1jsRjRaJTS0lLiukXvsAGKBlJFYIFQUaTEMCUJ3UzvK5Xin/pcpUT4yKZzqQkeSAr7kV3hRzLXKe7TweFwUFRURFFRUdpqLpXhUFdXh8/nS0fXc3Jy3tC095k2iUvZ7dk16DY2Nn9p2ALdxsbGZgEzG4GeEg+p7Xt6etizZ8+oyPR4zCaCPmkHec2NrH5LOonbsiwOHjxIS3sXu3sEO14fQKsb5tzFuby1poBITwcn9ryOw+0huyhZx56IRmg7tJ/csnJKl69MN9QbqxkcJBPGw6aF84zlhU4Hw5bknXl+LsvLokKR7N/jp3fRe9iwfi2Ky4M1h0LM4/FQWVlJZWVlOrKbaszmDnbitMy0qElHdAHLGB0ZVTUHOeWnO7a3trZy5MgR1qxZQ0nJ2Wn4dGajuVRq/959+zAVH66cYrweD+UFfooCLrI9CgMRMx2BlhIsK1mO4JRxtmzZkpHxEYlECIVCCEUlZgh0U6KgYFoxBgcHcflzsSSoioKBH4cxiJA6IEBamFZSXJ85GZW6vqn7xuFwpP+tKAo+ny9DrKdEeur/UsoFUe8thCArKwuv10tTUxPnnXcew8PDBINB9u/fj2VZ6br1/Pz8s2rNlLp+M4mgp5r22RF0GxubvzRsgW5jY2OzgFFVNe3NPF1SDbcMw+D48eM0NjayZs0aysrKpnzs+Yign0kikaCuro5Q3OCp/nxeae3B3z8ACHY29fFKcz/XFQ6gx2JpcQ7g9HgJiz56mpsoWbYCVVVpaGigpKSEwsLCUZ63ihBs8Lt5uj9MvnY6PTlkWriE4KKAjzIzwe7X6wkEAqxZs2beBZimaRmR0JN7dhM8sh/TMDA4nZ4vkPiLS8fdj5SSxsZGTp48mWGjdrZJnU9hYSEH22J0DuhELUk4Iuk5EcHZ1EVJlkQVeejmqZKE5AmAECyvLh1Vzx6LxdANi+GEwDq1vgDigOwfZnluPpoqMEyJqfpBKKhGCKSBFA7y8nKJhgdHCcWUwM7JySEcDqej6aqqkpubSyAQyOhlkOoonyJVy75QSH3eXC4XXq83o9lfMBikvb2dw4cP4/f702I9Ozt7Xu/x1JhmKtBHZj3Y2NjY/KVgC3QbGxubeWS2D/CpetmZoigKhw8fJhwOc+6555KdPb639ljbziaCPlWLt927d5Odnc2go5wDXSfIcUpKAm4URSGaMHnpeB/LLJP8MS6lEAqGnsA0TTZs2JC2qDp27Fja4quwsDCd5ntNQTb7wjGOx3SyNYWEJdGl5MIcHyXREK/t309VVdWMbPFmixCCstVriXS2ER9Odi2WUiJNC11RaeztZ/Dw4XRjtpSwSmUf9Pf3s3Xr1gURcewaNOgaNFAVgVM75WduSkwrwFCkB3P4OJa/+lQnf4kQEoem0txrEPA58Dgz7eNiuoUlFUCgiKSeBxiKSkxLUhbQONGrkzBBVbxYigdTSopyHJQUeQgGZboGPRX91nUdl8tFfn4+ubm5RKNRpJS43e60pVzqHhg5WZUqo+jr60NVVRKJxKjo+hvBWL7sQgiys7PJzs5m8eLFJBIJ+vr6CAaD7Nu3DyllOrqel5c352I49R0wU4Hu8/kWRJaCjY2NzdnEFug2NjY2C5jZpLhHIhEMwyCRSLB9+/Zpe6mrqjrjhlNTib53d3ezd+9eqqqqWLZsGb/67SEUBA7ltADzOFWsYcnxuJtCRUWPxZIWY4Cp6+iJOLllFUgpx0wdT6X1w+ku6p8rz+PxwQh7QzEKHSpvy/WzMTLAgX2NrF69+qylho+F5nSx9OJL6TlykIHWEyAlOeWLyF++klAsTk9PT9pyKyUsu7q6ME2Tbdu2LZhoY/eQgSRpn5ZCU5ON2zw55QQK4WRvHDMRSvqiSwvL0oiYLlp7JcvLTk8yaE43uiVQMJGoJHu0WyhYxPDQGzKpKkz62Lf36ximRFEFpTkOlhQlr0dubi6GYRAKhdKRb5fLRVFRUVq0T1brPNJ7vbGxkd7eXjZs2JC+10d+TlP7PJviMlUTP9ExnU4nJSUllJSUpKPrvb29tLa2cujQIbKysjKi67OdpBrpojBdQqHQgphssrGxsTnb2ALdxsbGZgEzU4EeDAapr69H0zSWL18+bXEO8xdBl1LS3NzMsWPHWLt2LaWlydRtceo/AsFpi7EkvkAOJYEVtDccRtU0BIJEPEp+ZRVFS5aNEiX9FjxmaLR6C1i2ooy3OSXxviBNTU2Ew2HelpvLdQUFFBTkcfLkSdo6OznnnHNmZGc31zjcHso2bKZsw+aM5W5/FgUFBemmYB0dHTQ0NGBZFllZWbS1tU3oUX42MS3OfAuTyORr/cMxTEPH5/XgdLmwrGT38VjC5HhLN91NPeku925fNjGycDOMinFq9kag4yGON5mqLgTVhU4q8x3EdIlTExld4hVFoaioiJycHHRdR1VV3G73tAV0KlthYGCArVu3pr3ILcvKcA+QUqZLU85WdH26Hugjo+tLliwhkUgQDAbp6+tLT2qlIuv5+fkz+g5JWeHN5H6MRCKTOgLY2NjYvBmxBbqNjY3NPHK2u7hLKTlx4gQNDQ2sWrWKlpaWGdeRz7YGfazou2maHDhwgGAwyLZt28jJyUm/dt6SPF47MUDCIt2FPRw30FSFLdX5rFpUTW55BT3NTRh6gryKRZQuX4HLm1lrvnMwwj8cbSNhSRTABO5XFR5ZvYjaU13Ue3p66O7u5ujRowgh0h3jz6Z11kxJja+zs5PS0lKWLFmSzhZobm5Oe5QXFhaSl5c3K//zmZLnV+kLGxnXU0qZnIDRhxjqH8ThL8bhTD6GKIqK06lgCUllaSV+EaCnp4d9+/ZhWhYybw0JkYdLJJLvqXAQs1wIRZDvP/0ooyoCn2vs908IgdvtnrEXrmVZ7Nu3j0gkwtatWzOyFVLCeKRzQspN4GxF16cr0M/E6XRSWlpKaWkpUkqGhoYIBoPp6Hp2dnbaTm+qk0AzbRAHp1PcF/rn0cbGxmausQW6jY2NzQJGVdVJ/ZhTjBS/W7duJRAI0NbWNiuRPZdd3OPxOHV1dUgpqa2tHSWU3r6ikF3H+3juUIR4fyzpWa0ILq4poHZxLpqqUL5yDSXLV6aF35kP7wlL8oljHcStZDOx1AhCpsU/H+vg9+uq0rXpbW1t5ObmUlpaSn9/P/X19QBpcZufnz+qYdlCIBgMsnfvXqqrq6murk7WrpeVUVZWhmVZ9Pf309vby5EjR4jH42lRVVhYOK44jSYs2vp0ogkLr0uhIs+ByzFzsVcacNAxoBOOWQiRnGyRElQS9LUdYfWq9ZwY0IgbEqeaDLYnjGTkuyTgwuvypBvnDQ8P09I5QHs0i7DlhVTjPAFVBZn16vOFaZrU19djGAZbtmyZ0J4QyBDgqYh6qtFc6ie13ng2btNltgJ9JEIIcnJyyMnJYcmSJcTj8XTten19PUKIjM7w412PmVqsgZ3ibmNj85fLwnvysLGxsbFJM9Uu7rFYjLq6OoAM8TtbH/VpiXtpgR4Bh3fUcYeGhti9eze5ubmsXbt2zKiax6ny+StXkBfvJOQO4PV42FIVYPvSPDRVyRA3Y9moAewcitBnjD5fEzgaTXAsmqBIj1FfX09RURErVqxAURTKy8uxLIvBwUF6enpobGxk37595OXlpVOtU+nMbyRtbW0cPnyY1atXp0sDRqIoSlo01dTUEIlE6OnpobOzkyNHjuD3+9NiPVVjHAwZ7G6KYo1IST/enWDLEg+5vpk9Jjg1waYqDy1BnZ6hU6neiQES/SfYtuUc/H4/To9Bc0887YvucyksKXLidWU2iMvOzmZtdjZVUZOm7ij9IQPLiGIOddDWN0QieDpbYKwJlVRDONM0cTqd047o6rpOXV0diqKwefPmaU/ajBddH5kWnzrX2aTCz0YMT4bL5UpH1y3LSkfXW1paOHjwINnZ2en7bmR0PZXiPhNSEXSbvzwikQjvf//7+eMf/8jw8DD9/f04nc5RyzZu3Mgtt9zCLbfc8kYPeRRCCH79619zzTXXjPl6c3Mzixcvpq6ujo0bN57VsdksfGyBbmNjYzOPnI0U9/7+furq6igsLBxlDTYbgT7lCLqUKHt+ivrq9xGhTqQnj7zFf0Uw7xIgmYq9b98+lixZwpIlSya8Jm6HyjnFKmvXlpGfn39q96ejj6lxjbePkDnxhEJzTw8nG4+ybNkyKisrM/ajKAq5ubnk5uZSU1NDOBymt7eXrq4ujhw5gs/nS3eFn4sGWtNBSsnx48dpaWlh06ZN5OXlTbqNECLtUV5dXY2u6/T29tLb28vu3btPifkCuqjEkpnnYknY2xLjwpUzTzF2ORSWl7hYUqixf/9+wuEw27ZsSk90FGVr5PtVhmMWAsjyKCgTHCvLo7K+6nRE1bKKGBgYoKenh4aGBqLRKLm5uekJFa/XSyKRoKuri0gkgpQSTdPIy8sjNzd3SucVj8fZvXs3breb9evXz0m5wETR9bFS4VP/noy5jKBPhKIoBAIBAoEAS5cuJR6PEwwG04J95CSRLdBtzuTkyZN88Ytf5IknnqC3t5fS0lKuueYa7rjjjvR3/o9+9CNeeOEFXnrpJQoKCsjJyeGBBx4YtezVV1+d03vk4osvZuPGjdx3330Zyx9++GFuueUWBgYG5uxYNjYTYQt0GxsbmwXMZAL75MmTHD58mBUrVowSnFPZfrJjTyWCrr7yXdQX70lG0FUnItRF/t4HiZc1cyw3j6amJtavX09xcfGUjjsyPT4lXlI16ZMJkM1ZbhROp7aPxAMYjQ1sXLeOwsLCSceRErdVVVVjituRqfDzWedtWRaHDh2ir69vVjZqDocjIwo6ODhIS+cghj62UI3pksGoRcA783PTdZ09e/ZgWRZbtmwZ1WhMVcSM968oCnl5eeTl5bFixQoikQi9vb309PRw9OhRPB4POTk5CCFwOBwoioJhGHR3d6dF5kREo9G0BeCZE19zxWTR9ek0mjtbAv1MXC5XRonF4OAgwWCQ5uZmwuEwmqbR3NxMfn4+fr9/yhM+4XDYTnF/k3H8+HFqa2upqanhZz/7GYsXL+bAgQN8+tOf5ve//z0vv/wyeXl5NDY2smrVKtauXZvedqxlU/kefzOTSCRm1LzRZuFjm0va2NjYLGDG80G3LIsDBw7Q0NDA5s2bWbRo0ZgPvvPuZR4Pob76YPLfrmzQ3ODKQgqForan6Gncw3nnnTdlcZ46rpQyoyv2VNN+S5wObigOZCxLXZVrjGEu2LplRg91KXG7bt06LrroItatW4emaRw9epRnn32Wuro6WltbicVi0973RBiGQV1dHcPDw3PqcZ7KFigrr5hwvcHB4Rn3MIjH47z22mvp1PCxHiSllHQPGRxsjXGwLUbvsJGejJkuXq+XRYsWsXnzZi6++GIWLVqEZVnEYjGGh4fTUXQpJf39/RMeJxwO89prr5GXl8fatWvPmvBVFAWHw4HL5cLpdOJwONLi3TTNtG2iYRij3pc3SqCPJHVfLVu2jHPPPZfFixfjdrvTJS47duzg0KFDdHd3T1q6Ywv0+aW9vZ0XXniBnTt3nrXI8Mc+9jGcTidPPvkkF110EYsWLeKKK67gqaeeoq2tjc9//vNcfPHF3HPPPTz//PMIIbj44ovHXAZQXV2dEe0eGBjgH//xHykuLsbtdrN27Vr+53/+J/36iy++yFve8pa0JefNN99MOBye0bl873vfY+nSpTidTlasWMFPfvKTCdd/5ZVX2LRpE263my1btqRL0kayf/9+rrjiCvx+P8XFxbz//e+nt7c3/frFF1/Mxz/+cW655RYKCgq47LLLZjR2m4WPHUG3sbGxmUfmI8U9Ho9TX1+PaZrU1tZOWBs93xF0EWyA+HBSmJ9CSomOiiZjbKt0oU7iL30mqYmBVCRxopT2sfh8VSHlD/077AAArHJJREFULgc/7OynI2FQislfEePmLWvnxCd8ZOR2ZJ13R0cHhw8fxu/3p1PhZ2N5luor4HK52LJly7w0rMvxqghx2nd+JAKL40f20nTEIj8/P50tMFmDNEiKq7q6OgKBAKtXrx5TOFpSUn8iSs+QmbbYOxnUKQ1orKt0z+qzo2kaPp+PUCiEz+fDNE0SiQSxWAzLsojH4zQ2NlJUVDTqPRoeHub111+nvLycZcuWvWFdxMdKhZ/Ixm0+a9BniqIoeL1e1q5di2VZDAwMEAwGOX78OAcOHCAnJyedDn9mx/ZwOJxOeZ5L+vr6+MQnPsHvfvc7FEXh2muv5f777x93MqCvr48vfvGLPPnkk7S0tFBYWMg111zDnXfemeFC8eeCZVn8+te/Zt++fenr/eSTT/KOd7yD2traeTtuX18ff/jDH/jXf/3XUX+zSkpKuP766/nFL35BQ0MDt99+O/v37+exxx5LT+x99rOfHbXszPO64oorGB4e5qc//SlLly7l4MGD6QmuxsZGLr/8cr761a/y0EMP0dPTw8c//nE+/vGP88Mf/nBa5/LrX/+aT37yk9x3331ccskl/M///A8f+MAHqKio4K1vfeuo9UOhEFdddRWXXnopP/3pT2lqauKTn/xkxjoDAwO87W1v40Mf+hDf+MY3iEajfOYzn+G6667jT3/6U3q9H/3oR/zTP/0TO3bsmNaYbf68sAW6jY2NzQLmTIE9ODjI7t2705G9yVKrVVUd0+5sJsceC+nOAaGCZYKiYUkLPaEn07OEgpZdOKYd9kQIIYjH4zMS5wCKEHywNJe/zXZSV1dHVlYWa9fOTf3wWGMdWeedSCTSqfAnTpxA07R0TfR0LM+Gh4epq6sjPz+fVatWzZvwcmqCpUVOjnUlRr1WU+qhat1bGBwcpLe3l6amJvbv308gEEin93u93lHvTypaWlZWxvLly8d9/9r6dHqGTt1fIyYJOgYMCrMMSnMdxGIxQqEQpmnidrvJysqa8rVITWhIKVFVFY/Hg8fjIZFInmsqSq6qavp8VFVNd8hfvHjxlI5zNhgrFX7kj2maabcHwzDmxcZtJoysQR85sbX8lN1hyne9qakJh8OR9lvPzc0lHA5TVVU152O6/vrr6ejo4I9//CO6rvOBD3yAm266iUceeWTM9dvb22lvb+fuu+9m9erVnDhxgo985CO0t7fzq1/9as7HN9+88sor7Nu3DyAji+QPf/gDixYtSltOzjUNDQ1IKVm1atWYr69atYr+/n5M08Tr9eJ0OikpKUm/PtaykTz11FO88sorHDp0iJqaGgCWLFmSfv2uu+7i+uuvTzeUW758Od/85je56KKL+N73vpdurPrd736X//zP/8zYt2EYGQ4Yd999NzfeeCMf/ehHAbj11lt5+eWXufvuu8cU6I888giWZfGDH/wAt9vNmjVraG1t5Z/+6Z/S63z7299m06ZNfO1rX0sve+ihh6isrOTo0aPpc1q+fDn/9m//NuY1sHnzYAt0Gxsbm3lGCDHjtN2RIrmtrY2DBw+ybNmytL3WVLafadr1WFZpo8hbglW2CaX1FUwpMCyJqgpUI0HIXYyrbMuUj5dKP87JyeHIkSO0trbOqClbfyRBY2sPDQ1HWbW4nPWrxheJZ2JZFoNdHQx0dmAmEvjzC8gtKx/ltT4eTqdzlOVZT08Phw4donlAp8fyIZ1eVpbnc97SQgr8oyNBKRu1qqoqFi9ePO8R3CVFTtwOhebeRNJmzamwuNBJaW4yUp5qCLZs2TKi0Wh6AqKxsRGXy5V+jwKBAP39/ezZs4clS5ZQXV094XHbB1IRYDL+j4SOAR2PCNPV1ZVxD3o8HioqKqaUTeD3+3G5XMTjcTRNQwiBaZoIISgqKiIvLy8d1e3p6eHw4cPE43G83qQLQSQSwev1Tvt6ng3OjK739vbS0tJCTU3NtGvX55OJfNBT72VFRQWmaTIwMEBfXx8PPfQQ3/3ud1myZAmRSISDBw+yatWqOfkcHDp0iCeeeIJXX32VLVuS303f+ta3uPLKK7n77rspKysbtc3atWt59NFH078vXbqUf/3Xf+V973sfhmEsSCvGiXj99dfHXK4oCnV1dfMm0FPM9G/hZNTX11NRUZEWsmeyZ88e9u7dy3/9139ljMWyLJqamtITB9dffz2f//znM7Z97LHHMoTzoUOHuOmmmzLWOf/887n//vvHPPahQ4dYv359hsg/M1thz549PPPMM2NmcjQ2NqbPa/PmzWMew+bNxZ/Xt4qNjY3NXxgpm7VDhw7R3t7Opk2bKCgomNb2s0lxn8q2xmX/hvWzv8MxfBKnqiFMiektYn/1R9msTC1iPLIZ3LJly1i8eDHBYJCenv+fvfOOr6uu///zjuy90+zddKdJmg5GKVRboHQIgogMwYUWREAQUUEBAQFBhqDgj6HyVWhL2bO2CGW12TvNbpPmjuRm3JvcfX5/xHPMzWizk8rn+Xj4sNyce+755N6be1+f9/v9ehkUUzZZCI5ViZYkifL2Xj6pOkpLu46YmBi01kACDP1kRp9cYEuSRMeRWvTN9Wg0WtRaLX11BnoNepKW5eA7wXnYoW7Wek0kh9uP0WOx4nZ081m9gXeKGvlmXjTLUuMU86z29naqq6tZtGjRqGJhJlCpVMSHexEffvLWdXl2MzExEZfLRWdnJ0ajkfLycmUuOj4+flzX7nKN/kVdAlxOB3q9HkmS8PLyQqVS4Xa7lQ2CsapoQ5Hj844fP47NZkOSJA+nfvmY8PBwnE4nx44dIzMzE7Va7WE0J1fXQ0ND50VVejidnZ2Ul5cr0XtyRV0WH6M5w8/WOlwu17gErEajUd4rd999N5dddhk//vGPaW5uJi8vj5iYGL72ta/x+9//fkrX8+mnnxIaGqqIc4CNGzeiVqv5/PPP2bFjx7jO09PTQ3Bw8CknzoExZ67dbvek57HHgzwuUl1dPervubq6WklhmAwni8E0m818//vf5/rrrx/xs6SkJOXfISEhZGRkePw8Ojp6Utc0EcxmMxdccAH333//iJ8NjdQUyQZfDk69vywCgUDwJUJuYe3s7GTt2rUTruhN1SROrmqPVb1yOp2UN5uwLP4NBaEm/AaOIwXF0R27jp6ymnE9ztDZ2qHVvtjYWGJjY0dUOe12O5GRkUSHBhBjPYJ3Zy1ovWn3y+aNYjuOfgsFK5YREhZGp8VBUWs3Yf5eo1arh6Lv6uJATS0Wbx/iAoLJDvDBPySU7o7jdLUfIy4re8K/Q4DufgfvVhnw9vZiRdTgPL7D6aS6rZsDR0wMGI7h7e2Nt7c3ZrOZ5cuXnxLuxBqNhujoaKKjo2lpaaG+vp7Y2Fj6+vr497//TXBwsNLeP5p7d2SQFrPVjiT9t3ouSYOmfsHeNlz9LkWcw3/FZV9fHzExMeOqqPr4+JCcnIzValXa5IeLqvb2dmpqali2bJnyRTwpKQmn00lXVxcGg4Hy8nLcbjfh4eHKmuaDe7Jer6e8vJylS5cqRowninGT/ycfp1KpZrS6LmfPT5RFixbhdru55ZZbuOiii/jwww9pbGyc8vV0dHSMEFty9F5HR8e4zmE0GrnrrrtGVFBPFeSW6eGVbJVKNaPV84iICL7yla/wxz/+kZ/85Ccegrqjo4O///3vXHHFFZPulFi+fDnHjh3zaAcfSm5urtKBNlUWLVrEwYMHufLKK5XbDh48yOLFi8c8/q9//StWq1Wpon/22Wcjrm/37t2kpKSckhs/gulFvAIEAoFghplsi3tfXx9FRUUA5Ofne7THjZepVtBh7CqYHEPl5eVFwboz8fb2Rn4kVV/fuB53qHgYa958uCmb2Wyms70Z7cGH6DdWYtVoUUsuHN1mFlozKDSnUdJcTXrBOhKXLKfRaEHXazuhQC8xD3BP6RH8DSZ6QyNRWUwk+nhxzYJQfPz96TPqYZICvamzn65+B+mR/91c8dJqiY8MxixB3uoVNNZVYzKZ0Gq1lJeXK6Zs80UIjoUkSTQ0NHDs2DHy8/MV0yybzYbBYMBoNNLY2Ii3t7eynrCwMDQaDcmRXrSbHNidkjJ/rgJ8vVSE+Wvo7B/7MU+0aTQclUrlIQacTicu16D4P3bsGPX19eTk5IzIltdqtcoGhCRJ9PX1YTAYOHr0KFVVVQQFBSnV9amYAU6Wjo4OKisrPTYWhnOyGDdZrM9UK/xUc9ADAwPx8/Nj8+bNJzz2Zz/72aiVx6FUV1dP6jqG0tvby/nnn8/ixYu58847p3y+ueCMM85Q5sFlVCoV/v7+5ObmzuhjP/7446xbt45NmzZx9913e8SsxcfHc88990z63OvXr+fMM8/kwgsv5Pe//z0ZGRnU1NSgUqnYvHkzt956K2vWrGHnzp185zvfISAggKqqKt5//30ef/zxCT3WT3/6Uy6++GJWrlzJxo0bef3119mzZw8ffPDBqMd/85vf5Pbbb+e73/0ut912G83NzTz44IMex/zoRz/i6aef5tJLL+WWW24hPDyc+vp6/vGPf/DMM8/MaJSnYP4hBLpAIBDMQzo6OigvLyclJYWGhoZJf/kfb5b5aAytwg3HZDJRXFxMTEzMqCZm43ncoRW98ZrBqVQqgoKC8LVUInVWYHL4YjU7sZnNOLTerPBpRu+MoMWqpvbjA/gFBaMOiMZxgmuxud38okmPxeVmoVoNajUOoMVq51VjHzu8XXj7Tf7jUsVghXjEFo00KDarqqpQueycdtpp+Pj4YDab0ev1ihAMCQlRhOBwp+u5ZHg++9DWSx8fH4/5YpPJhNFopLq6GofDoVSiVyZFcNQkoe91oVJBTIiW9Ghv3E4NXZ0qjxlmWVBOxChuKE6nE51Oh9lsVua0e3t7yc3NPWkmukqlIjg4mODgYNLT07HZbMoIRmtrK2q1WnmOwsPDZ7wCdvz4caqrq1mxYsWERl5OVF2fiVb4E82gnwhJkrBYLASNMwHipptu4qqrrjrhMWlpacTGxqLX6z1ulzslTjY20dfXx+bNmwkKCuKVV14ZV5rBfCQhIYFvfetbvPvuu+h0OmBwrv68886bcc+FzMxMDh8+zB133MHFF1+s/N63b9/OHXfcMWKTbKLs3r2bm2++mUsvvRSLxUJGRgb33XcfMFhh//DDD7n99ts544wzkCSJ9PR0Lrnkkgk/zvbt2/nDH/7Agw8+yI9//GNSU1N59tlnlfi34QQGBvL666/zgx/8gJUrV7J48WLuv/9+LrzwQuWYuLg4Dh48yK233spXv/pVbDYbycnJbN68eV6O1ghmFpU0U24NAoFAIADA4XCMWyRLksSRI0dobW1VWp3fe+89zjjjjEl9eTIYDNTW1nL66adP+L6SJPHuu++yfv16jwrksWPHqK6uZuHChR6ze0OxWq0cOHCATZs2jRCUcgVUFgRym+14cTmdmJ75Fl69TVh9ojF3m3BZBxjQ+BHqa6PYms5nliwklwO/mHgiVm3gvJwk0qNH/7K/v9vMTxt0RLgdJB0pR+10YA0MYUCS0DrsXBekIWt5DhGJk3OU7rU6ePD9Bsw2J/Ghg/FhLrdEbUcvKd4Wzs3wZ8WKFaOKOqvVitFoxGAw0NXVNcKUba6+uLlcLsrKyrBarUq273iQJAmz2aysqbe3d9RKtCRJdHR00NPTo1TLJUlCq9WSkJBw0nnT0R63tbUVi8WCRqPBZrPhcrnw8fFhwYIFykz6ZBg6gmE0GhkYGFBmaSMjI6dd9LS1tVFbW8uKFSumNYZseHVd/no4lep6UVERCxYs8JihHQ+SJJGZmcmrr77KmjVrJnTfE1FdXc3ixYs5fPiwYrb13nvvsXnzZo4dOzamd0Jvby+bNm3Cx8eHt956a87MA61WK01NTUq+/FTp7+9Ho9FMS/ykQDAfme73zGwhKugCgUAww4xXfDocDsrKyrBYLKxZs0Zxc50No7fRkL+Qy5sLkiRRW1tLW1vbSc3qhlbphlbQ5MqlucuIJEFQROSEK8JdbUexWcz4aLVYbXYlQ9tXsqOVnPRrArD7BuGw2zEPSMQMdFFf2kFPRJgibod+UPc53bgkCcnbh86EVCKONRLYbcRbknCq1PgsXErogsnPZgb7erFlWQy7i49zRG9Bo1Zhdzjxc/Ry5qJwVq5cOqbw8fX19ahED5+JHtoKP1sVPYfDQUlJCTA4ejGRx5U7IIKCgkhNTR01li4yMlIR7L6+vvT09CjRS2FhYZP6ktXf38/AwABarRar1YrT6SQwMFCp7oeGhk66M2HoCMbChQvp7+9XNiCm22ju6NGjHDlyZNSW/KkyvLo+PMZt+HHjWcdUW9yn2xBr0aJFbN68me9+97s89dRTOBwOdu7cyTe+8Q1FnLe1tXHOOefwwgsvUFBQQG9vL1/96lfp7+/nb3/7G729vfT29gIo0XynKvM1pUAg+LIjBLpAIBDMA8xmM0VFRfj7+7N27VoP0TNXAn3o/Z1OJ6WlpfT397NmzZqTfnFWqVToB+BfNXp8fbxZsiCIMH8vOhqPUPL263QfbwMgLC6BnM0XEJWSdsLzDcVq7uO4PZwgTQcBviFY3T44bVZ81XY0LhdOuxYvyYna7WBxrA/fPG8dLrsVg8FAR0cHtbW1BAUFKWI9298bX7WafreEKjQSm18Afn099DochAUFs3TZUjTaqX0JL0gJIzbYl7K2Hjq6ehkwtnHmogSWL8oYtzDUaDTKNUuSRG9vLwaDgZaWFiorKz3yyWfK6ddqtSqv02XLlk1ZnIwWS2c0Gqmrq8NmsxEeHk5kZCQxMTEjqub9/f309PQoGcWhoaFjbhbY7XYkSVLM4oZW6h0Ox7jdxseDv78/SUlJJzWai4iImFDlsrW1lYaGhnG15E+V0VrhZbE+kRi3yQp02VF8tMipqfL3v/+dnTt3cs4556BWq7nwwgt59NFHlZ87HA5qa2vp7x80QSgqKuLzzz8HGGEw1tTUdNI4QYFAIJgoQqALBALBHKPX6ykrKyMpKYnMzJGZ3XMp0NVqNf39/ZSVleHj48OaNWtOWjF1utz8o7Cd3c1qfI2taNRqIgK82ZLhR+9bz9Lf3Y1fcDAAusYjfPT3/8fG715HcHTMSa/H7XZz3NhJky2K+PAUIujA38eNn08/LpdEkyUGyeEm01aDRqtl01cuxtdLA14BBAQEkJKSolRtDQYDzc3NeHl5kR8QzUGnGptbwkfrQ0dIJFqVih8lReE9RXEukxTuh5etmyr9UbLXZE/JMVmlUhESEqJEAlmtgxsQBoOB+vp6/Pz8FDEfEhIyLa3wZrOZ4uJiIiIiyM7OnpH2eo1GQ1BQEMHBwXh5edHX14dOp6O2tpaAgAClW8DtdntkpPf29mIymUhKShq1wq5SqbDb7bjdbg9HebltfqaqoNNlNNfc3ExTUxO5ubmKEd9sMZbR3Hhi3CYr0OW4r/HOoE+E8PBwXnzxxTF/npKS4mGgdtZZZ81YdrdAIBCMhhDoAoFAMEdIkkRjYyONjY0sXbp0zDnNqYhsuUV9Iq7XwykvLychIYGFCxeOS5QdbOzivSoD3mpIC/dDpdbQ1jPA8x+1s7bHRkL0fyOyvHz96DPoaCz8nJxzt57wvPIIgMvLh+TlqyhvCiE+IIVQyYjZ3kdjh5MOazConQSEhrFq+8XELRwZezO0aiu3OH9HbyDAZOag2hebRkOytxffjovggsjgSf3OhiNJEs3NzTQ3N5OTkzOts8Mw2Aov55MPrdqWlpYCKK3wERERk2qF7+npobi4mISEBNLT06fdqM7lcnH06FGlagmDojosLIy8vDycTqdiylZSUkJISAgajQaNRqNUvh0OBzqdjuRkT68Ap9PJkSNH0Gq1+Pj4KGJLfl9Mpb19IkzWaK6xsZHW1lby8vIIDp6e1+NUGMtobmiVHVCy6yfzu5VfByLzWSAQfBkRAl0gEAhmmNG+oDqdTsrLy+nt7WX16tUn/OKt0WiUltKJotFoJhxLJXP06FFsNhtJSUksWrRo3Pf7rLELVBDkrUJCQqOChBBfitqctHtFkqhyKMeqVCpUag2m4+0nPGd/fz8lJSX4+fmxqqAAp3U5dZ99hL6pgXZHPH5xwSzZvJJVISFILjcRSclovU4eT6bRaJSZ5+WShKmnhzaDgT6jnv6yJgrD/ju3PlFjMhm3201NTQ1Go5H8/PwZqQoOZXjVtqenB4PBQFNTExUVFRM2MDMajZSVlZGRkTGmKeBUMZlM9Pf3o9VqPaqvJpOJoKAgAgICiI2NJTY2FpPJRFtbG263G7vdjs1mQ6PRoFarsVgsOJ1ORdza7XaKiorw9vZm4cKF6HQ6bDYbkiShVqsJDQ2d9lnu8eLj4+PR3i8bzR05ckQxmoPB7oDZeN1MhhNV1+XxA5VKhcPhUNrgx7PJZ7FY8PLyEuZlAoHgS4kQ6AKBQDDL9Pf3K6Jh7dq1J825nq4s8/G2JMuC8vjx4wQEBExYwPQMOPDRqpFQ4bA70PhpUKlVaLRabJLaY7NgsOrmIuAELtomk4nS0lIWLFhAVlYWKpUKbWAgyzeey0BvLw67Ff+Q0HEJ8sMt3bxZoaO1a4DEMF/OXRLD6tTBx1apVISHhhIeGgqZmQwMDCht43V1dUqLdVRUFMHBwePa8JA3YqxWKwUFBbPuIqtSqQgNDSU0NJTMUdbk7+/v0Qo/fE3t7e1UV1ezZMmSk8ZQTYXe3t4Rc8xqtRqXy4XZbPaopMqu/z4+PkqVVs42dzqdHDp0iIiICEJCQqivrycoKIilSweN+FJSUujv78flcuHr6ztvMuaHG81ZLBZqamowmUwAlJWVTZvR3EwiC/De3l4qKirIyMggICDAw3BOPk5+Hkdbi/ycz5dIQYFAIJhNhEAXCASCWcRoNFJaWkpcXNy4W8a1Wu20CPTxtDbLDt02m421a9cqxlZjIUkSBvOgk3pkoDcqlYqs6EAaDBYi/XwxdZtQ96hRe/vg7edHpJcTi6kT/5BBUdzf0423rx+pK1eNev7jx49TVVXFwoULSUhI8PiZW5Ko7ZEoOmpFo9axKjmURbGBY36p/6DGwGP7mxhwuPD1UnPUNEDR0R5+cEYK5y0dOf/u5+enmH05HA6lHbmoqAi1Wq0I2/Dw8FHnbG02G8XFxYMz7hN0O58phq5peNs4oIjAiIgIjh07RlNT04y05A9ntBnfoZs4QwkICFDEu1xx9/LyQqVS4efnx4IFC9DpdLS0tCht5TqdTnG6n+9t05IkcezYMSwWC2vXrsXHx8fDaM7lcnmMLMy3KnNvby+FhYWkpaV5jBsMj3Eb2go/3Ghu+KaMQCAQfJkQAl0gEAhmGNkturm5mfr6ehYvXjwhg7DpiEobz/0tFguFhYUEBASwZs0axTxrrPuWt/Xyp4+aqNOZAViyIJjvn5nCmRnhFLWa0PVBWFAAAzY7XWYriX5OMlJjGKgz0GPQodFo8AsOYcWmLSNc3CVJoqGhgaNHj44qEJ1uN7//oIH3a4w4XINf9F88dIwdOQv4/unJI0S61eHir58fw+5ykxD231Z1Xa+NFw+1sT4zggCfsT8Svby8lBbroe3INTU12O12RTBFRUXh7e2tGKqFhYWxePHieVnx1Gq1xMTEEBMTg9vtVlrh6+vrKSsrQ6VSkZSUNCtRTIGBgXR2dnp0V8jzy8OFmpeXF1FRUej1eqV1WjZ7k5+f2tpaEhMTiY2NxWg00tzcTGVlJSEhIcrz5O/vP+8qtJIkeYxDyL/76TCamw36+vooKioiNTV1hBfAWLProxnNyRFr8+35EQgEgtlACHSBQCCYYVwuF+Xl5XR2drJq1aoJRyRNR1TaiargMFjZLykpITExUWkjB8YU982d/dz+ahWdFjvBvoMfJV80m2jpsvDIRUvYeVYq71YbqOkwExroy6ZlC9i0KAqVI5f2owUcranEarUSm56Jd0w8VqtVaf92uVxUVlbS29vLqlWrRo1a+qDGyDtVBvy9NYT7ewES3RY7L33RSoafjQ056WiGxGY1dfZjNNsJ8/esYof5e9FlsVNvsLAiYXzu2EPbkbOysrBYLINGXy3NlHx6ED8/P9zePsTFJ8yY2/l0o1arCQsLIyQkBLvdjsvlYsGCBfT09HDw4MFJtfdPhPDwcMxmMzabTRHcMOjiPdrzL1eOu7u7cTgc+Pn5ERYWpnQtJCUlkZqaqrT4D3W6NxqNNDQ04OPjo8zih4WFzfnzJEkSVVVVmEwm8vPzR/U8mKzR3GzQ19dHYWEhycnJJ40eGzq7LntkDK2uHzx4EIPBMCVzS4FAIDhVEQJdIBAIZpju7m4GBgZYt27dpNpRpyMqbaz7S5JEa2srdXV1o1b2xxL3r5cep8tiJzbYB/V/vkD7eanR99l5r8bIt9cm8cOoQOxON2o1aBXx401ISAiLli6lv79/RDZ5WFgYnZ2daDQaCgoKxpwR/rCuE7dbItBHi9vlor/HBFYrFsmHPR8cJqStnMVnnk1A2OD8vLdGjVoF7mGd1C5JQq1W4aWZnDhTqVQEBgbSd/wYA9Wl9Le3Yejvxy80DJspC5PJNO1xZzOFy+WitLQUu93O6tWrldeqw+HAaDRiNBqV9v6hrfDTEVHm5eVFUlIS3d3dmM1m1Go1wcHBo87Fw+DvPSgoyMM4rauri5KSkjHN7IY63btcLqVtvLKyEqfTqXRBREZGzvpsutvtpqqqip6eHvLz88ftVTAeo7mJGAJOFrPZrIjz1NTUCd13+Cz6e++9x1NPPcX1118vxPmXhOeee44bbriB7u7uub4UgWBeIAS6QCAQzDCRkZEUFBRM+sumRqPBZrNN+vHHEviyKNDr9eTn5yuu0UMZS9zX6s1o1CrUQ6qdslBvMPw3KstbO7Yg9ff3Jzk5meTkZOx2uzLzLEkSPj4+NDU1jWmKZbY5UatVSJIbi6kT+0A/KvWgUBywuzlWVY5apWLllh2o1WpSI/1Ji/Sn6ngfPqF+aNQq3G6JTrOd9KgAsmImP+/a3dFOyduv0Wsy4VBpiIqLw2Exo9EdI25FDv0OhxJ3NlTYzmZ182TY7XaKi4vRaDTk5+d7XJuXlxcLFixgwYIFHiKwrq4Om81GeHi4IgKnYoInt65HRUVN+L7yfHZ2djZxcXEnPV6j0SiPNVrbeHBwsLKmobnpM4Hb7aaiogKz2Ux+fv6kZ8qHG8319/djNBqV58rPz29GjObMZjOHDx9WuhamwoEDB/jWt77FU089xeWXXz4t1yeYH1x11VU8//zzwH835K644gp+/vOfz8jjNTc3k5qaSnFxMTk5OTPyGALBTDF/vh0IBALB/zBT+YI/lZg1+f7DRbYsyJxOJ2vXrh0zQmysCnpMkA8lbsnDwEuSJCQgMnDiZmi9vb20tLSQkpJCcnIyJpMJvV5PeXk5kiQpwiIyMhKNRsPKxBDK2nqxDlhxWK2oNVoktRaVW0WKjw0cEobWJnp0HYQtiEOtUvHD9anc83Yd7T1W5GcjKsibH61PGVLhnzhHK8vp0utQ+wcRExWFt7cXUlAwprZj2AwdLDn9LI+4s4aGBsrLyxVhGxUVNevu7kMZGBigqKiIwMBAli1bdkLhNry9X+6COH78ODU1NQQGBiprmuo8tNMt0Wyw025y4HJBWKCGtGhvgv08K/aykeDSpUuJiRlp9ncyRmsbl4VtU1MTXl5eyusvLCxsWjoGZNxuN+Xl5fT395Ofnz+tlXt/f38PQ8CZMJqTK+eJiYmkpaWd/A4n4OOPP+aSSy7hkUce4fLLLxfV8/9BNm/ezLPPPovNZuOtt97iRz/6kbIBKBAI/osQ6AKBQDDPmYqLO4wU6LKRU3BwMHl5eSes5KrV6lEF+lcWRXOgzkiXxU6ovxeSBKZ+B/5eGr6SHT2h6zt69ChHjhxh8eLFSpTX0OpmT08Per2e+vp6KioqCA8PJy8yjA9CfGjW96LCGxVqnG4Ncdp+VviZkZwS9v5+nDar8jgLYwJ55OtL+fBIJx29NqKDfDgzM5yowMm7YLtcLhprqnBLEBsTg1Y7KN5UKhUqjZr+bpPy30PjzuS5dbm9Xxa20dHRM16xHYrZbKaoqIioqCiys7Mn9LiygVtAQAApKSnY7XalFb6lpQWtVusxDz0RYeuWJIqbBujudyFJoFKBoddJp9nJqjR/RaTLr53pdJr38fEhPj6e+Ph4JYvdaDRSXV2tGAJGRkZOuWPA5XJRVlaGzWYjLy9vRtvqtVrttBvNyaaS8fHxUxbnn332GV//+te57777uOaaa4Q4n2EkSaK3t5eenh5UKhURERGzYgbp4+Oj/I2/9tpreeWVV3jttdf4/ve/73FcQ0MDN954I5999hkWi4VFixZx7733snHjRuWYlJQUvve971FfX8/LL79MWFgYv/jFL/je974HoHRzrFy5EoD169dz4MCBGV+jQDAdCIEuEAgEM8xUv2xOh0mcfH+9Xk9ZWRnJyclkZGSc9NpGa6+XJIm8xCCuWZfIX79oQ99nByDEz4vvnp7Ekrig0U41ArfbTV1dHR0dHeTm5o5qnjdU2MqGbNXN7fyroo00LytBvn3U20EjSSzz62etbyd+ajd9Dge+gUH4h/63bd/mHPwdbF0ei0Y9dQFgs9koKSnBKyAQfz8/NEPm2CVJQnK5lBn44YwmbA0GAy0tLR6t3jNpXmYymSgpKVHmhqf6OvX29vaYhzaZTKM63UdGRp60YmvsdWLqd6EG5OVLErjc0Kizk5PiR1NTE83NzWO+dqYDjUajiHE5n3w6OgbkeX+Hw0FeXt6sRvAN7xgY+vobr9GcxWLh8OHDxMfHk56ePqXXTmFhIV/72tf4zW9+ww9/+EMhzmcY+e9ud3e3YsjY1tZGQkLCiCjLmcbPz4/Ozs4Rt5vNZs477zzuuecefHx8eOGFF7jggguora318Jd46KGHuOuuu/j5z3/Orl27uPbaa1m/fj0LFy7kiy++oKCggA8++IAlS5bMuq+EQDAVhEAXCASCec50mcQ1NTVRX1/P0qVLx91SOLSCLrsty07LF+fFc052NCXHelCpIC8xlFD/8QkNp9NJWVkZVquV1atXj9liPxRJknj2kJ6nPjr2H7M3NVpVCOdq68juLkdt0eAKDKTH5cTtdBKXvYSA0DAGHC52F7ezv7aTfoeL2CAfLlgey4asiEmLAYvFQnFxMSEhIWRtOp/Pd71Id0c7gWERSJKExdRFQFgE8dlLTnquocJWrtjK5mVDW5HlHO/pQK/XU1FRQVZW1ox8KVer1URERBAREeEhbNva2qiuriYoKEgRtqN1DHRZXKgYrJwrqEByg67XyYcVRpx9/eTl5hMaMr4NoakiGwIGBgaSmprq0TEgC1v5eTqReZ7L5aK4uHhwo+skHSyzwfCNlZMZzcmV87i4uCmL89LSUrZt28btt98uTOFmiY6ODsWMbeiI0rFjx5SNm5lGkiT27dvHu+++y3XXXTfi5ytWrGDFihXKf991111KtX3nzp3K7eeddx4//OEPAbj11lt5+OGH2b9/PwsXLlS8LCIiIpSqvUBwqiAEukAgEMwCQ6OjJsp0CPS2tjZsNhsFBQWEhIwvTmzoY8vCXBbrarUalUpFZKA3G7MnZuo1MDBASUkJPj4+rFq1atyi871qA3/8d7PHbU4JXndlkZWsJaCzHmtfHy4gKCEFdWwier2ev5b2cOBIF/7eGny9NDR39vPHD5twS9KErx0GXflLSkqIj49XuhBWnr+dmn//i16jAZUKwuMTWXzWRgIjIid07qEV2+zsbKUVuaWlhcrKSkJDQz1yvCfDsWPHqKurY+nSpURHT2wcYTKMJmzluLPm5uZROwbkDge5vV1isHo+iITVocIrOInWHi3BwZJiUDibjCVsZfO8ocJW3oByOp0UFxcPvmZWrpxzcT6ckxnN+fj44HA4iIiIIC0tbUqCuqKiggsuuIAbb7yRm2++WYjzWUKv14/5M6PROKMC/Y033iAwMBCHw4Hb7eab3/wmd955Jy+//LLHcWazmTvvvJM333yT48eP43Q6GRgYoLW11eO45cuXK/9WqVTExsaecH0CwanC/PpkEAgEAsEIpiLQbTYbJpMJlUrF2rVrJzwzK1ffZZEu3zZZenp6KCkpITo6moULF07oXH8/dGzUqDSNGmoiV7DzjJW4XC68fH2x2uz0dHexv9XI+3UQ4KMl2MsPb281wb5+HOse4LWyDs7KipiQQZxOp6OyspLMzEwSExOV22PSMohKTqXXoEOlUhMUFT3l1vThrcgDAwMYjUb0ej1HjhyZcDa5JEk0NzfT3NzMypUrR3Xtnw28vb1HzHgPjzsLDIsBApAAJPivC4IEbieB/t64JRVdZhddZheRQXP7dWa4sLVYLBiNRnQ6HbW1tQQEBBAeHk5nZyfe3t6sXLlyWs3mZoqhRnN9fX0cPnwYX19furu7+fDDDydtNFddXc0FF1zAD3/4Q26//XYhzmeRExmOTsWMdDxs2LCBJ598UtncGmuD6uabb+b999/nwQcfJCMjAz8/Py666CLsdrvHccM3d1Uq1aieKQLBqYYQ6AKBQDDPmaxA7+3tpaioCK1WO2mncLVajcPhwOl0otVqp/RFWha3GRkZJCYmTvhcx3tsI8Q5DFZWu5xaEpYspbmkkGOVZThtNlQqFWZVFKhDCPbV0j/QT19fH15eXvig4Zi+m6qSctLTkggIPbFYlfPiGxoaWLZs2ahRYGqNhtDYk0d8TRY/Pz8lx9vhcNDZ2YnBYFCyyWWxPpohmyRJ1NbWotPpyM/P98gPn0uGdwyYzWYMBgOG4y1IrkCkgITB7hMYLKPjJsDXC5VKjUY16PTe3T/3An04ssdAcnIyDocDvV5PXV0dLpcLu91OdXX1vIzbGwu56yUuLo6srCxg0GzSaDRO2GjuyJEjbNmyhauuuoo777xTiPNZJjg4mK6urlF/NtN/FwICAsjIyDjpcQcPHuSqq65ix44dwGBFvbm5eUKPJc+cT6X7TCCYK+b/p4JAIBD8DzDbLe46nY6ysjLS0tKUdsKJIkkS/v7+DAwM8PHHHysCUI46m8h5mpubaWpqGlPcjodFsYF09FhxDa+gqyA7JhBDcyPttZUEhIQRHBmN2+1G02JCcvig8YogPDAQt9uFpbeXDp0OlcPOJy/8g/IAX9IL1rLq/O1oRhFLQ8VtXl7ehEYEZgovLy9iY2OJjY31aK+ura3FZrMplc2oqCi0Wi0VFRX09fVRUFAwrnn/uUClUhEUFERQUBBpaWlYrVaOdnRxvNvBgBQIKhVatYQkDXYmyO8nzTzXd/LmTlhYGEuXLlWErRy3FxYWpgjb2XDSnigDAwMcPnyYqKgosrKyFEEtd3ekpaWN22iuqamJLVu28I1vfIN77713xgwQBWMTHx+PyWQa8Xnk7e096b/N001mZiZ79uzhggsuQKVS8ctf/nLCn2HR0dH4+fnxzjvvkJCQgK+v77z42y0QjAch0AUCgWCeI8esSZI0rjbmxsZGGhsbWb58OTExMRw5cgSHwzGhx5TnzQMDAznjjDPo7e3FYDB4RJ1FR0cTFRV1Qndct9tNVVUVXV1drFq1akoVmmvWJfGvWiMq/lNMBdQq8NKouTQ/Hv3hA2i9fPAJCBz8mVpNTmIY75ustJksJEYGo1VJdBq7sLrVrPLpJcovgv7eHir3v4e+y0TmmtOJjo5WZqFdLhcVFRWYzeYJidsefQfH62pw2u2ExcUTm7FwVPE/HQzPJh9uyKbRaNBoNCxbtmxO89Yniq+vLynxUZj0xai0TuzaSJAGZ1ElJNRabzRqDSF+s+eAPlFsNhuFhYUEBgaydOlS1Go1YWFhhIWFkZmZycDAgDKPf+TIEfz9/ZWOgtDQ0DkXsLI4l13sx/r7M9o8vrymiooKXnzxRdatW8fevXvZunUrDz300Jyv7ctKQEAAixcvprW1lb6+PlQqFeHh4SQlJc2bbo7f//73XH311axbt47IyEhuvfVWent7J3QOrVbLo48+ym9+8xt+9atfccYZZ4iYNcEpg0qabElHIBAIBONmslVs+b779u1j48aNJ/wC5XK5KC8vp7u7m9zcXMXsp7Gxkd7eXnJyck76WLJTu1yxV6lUI76UWywW9Ho9er2evr4+QkJClIzloQLWbrdTWlqK2+0mJydnQjOqMJiFXdTaw6GWblTAqpRQuvsd/PadIxzvHYx+S4/y5zdbsslJCKbojVdwOZ0j2tWrmjr4gAx0dg3WgQEcPZ2ke/ez2a8dX9Xgc9JrNOAXEkbm+V/DaDTicrkICwvDbDYrM8PjNbNrLPyCig/extpvAUCt1hCbuZCCHZfgPYvVa7vdzuHDh4FBsWsymfDx8VHy1kNCQua1SLLZbBQVFeHn58eixUupPu7AZHEBEm63BJIbrU2Po7uV0NBQpWIbEBAw15cOgNVqpbCwkODgYJYsWXLS37XT6aSrq0sR7G63WxHr0+ngP16sViuHDx8mIiKC7OzsSbeit7S08PTTT/Paa6/R1NRERkYG559/Pueffz7r16+fN6LwVMBqtdLU1ERqauq0bLa53e5R/8YLBP8rTPd7ZrYQfxUFAoFgFpjKFyC5ndzlco35ZdZqtSqzyGvXrvUQwxqNZlybA7IwP5kZXEBAAKmpqaSmpmK1WjEYDB7GZdHR0QQFBVFbW0twcDBLly6dsCGWyy3xwPv1vFdtwPEf++6XitrZvDiKd65bQ2vXABq1iuRwP+V3GxITy/G6GvxDQpXb7NYB4gPgrjOSaXX4U1lUTNfhUrJC/DwivLx9fXHZrGRlZrBo0SL0ej1VVVXK77asrEzpGDjRh3xfp5GKfe/gcjoJjY1DpVLhsNlor62i4dCnLDrz7An9HiZLf38/RUVFhISEKOLQ5XIpc+ulpaUAiqidb7PQAwMDFBYWEhoayuLFi1Gr1SxP1GDsc9Ez4EKjhsggLcF+oVitSYNz6//p8PDz81Pa++dqE0K+/rCwMBYvXjyu979Wq1U2uiRJUrpWZAf/kJAQZcQkICBgRkWVLM7Dw8OnJM4BfHx8eOONNzj99NMpLCxk//79vPHGG3z/+9+nvLx8Xr3uvmzM5w06geDLjPirKBAIBPMcOdJsrDn0np4eioqKiIyMHLVSN54Z9qExavLjjQdfX18P4zKj0UhbWxuNjY1otVp8fHzo7e0lNDR0Ql/y99cZeadKj5+XmvAAn8FscbuLtyr1rEoOY8PC/8aXdR5tof7zTzAdb8PWb8HWbyEkJhaXw4nd2k9sxkKiYmOJVquJtUTx8eE+XA4N2iGt+bb+fiKTUtBovejp6aGitISwAH+Sk5PR+PnTY7YojtyBgYGKWB+e4a2rr8NmMRPyH3EO4OXjg9bbh9byklkR6H19fRQVFREbG+sxM6zRaDwEYE9PDwaDQZmFDg8PV4TtXFYa5Jxt2elfvn61WkV0iJboEM+vLkNfg0Or0GVlZUoVWt6EmI0qtNwWHhERwaJFiyYlblUqFSEhIYSEhJCRkYHValVmvBsaGvDx8VHWJY9jTBdy5T8sLGzS1y+j1+vZsmUL+fn5PPPMM2i1WrZv38727dvHNbIjEAgEX0aEQBcIBIJTgLFE9vHjx6moqCAjI4OUlJRRv/CeTKDLlfOJivPheHl54Xa76enpITs7G19fX49qrSz+IiIiTlpR//BIJy63RIDP4MeUSqUi0EeLxWbjwJFORaA3FR3ik3+8gMM6ACoVbreL7o52NF5ehMXGkbh0OTHpmaj+I2AWZGUTkZCEoaUR38BgNF5arGYzGq2WrLVnYDAYOPzhv/B3OXD0eVHf0YZPYADx2UvJz8/3MMNqampSWsajoqIIDQ3F5XQo1zsUtUaD026bcVHS1dVFaWkpKSkpY74e5OsLDQ0lNDSUzMzMEbFggYGBSiv88E2ImUROHkhISCA9PX3Cjzu8Ct3T04PRaKSpqYmKigqPbPKZMGQba3Nhqvj6+pKQkEBCQgIul0vZhBgaTSev60SeECdDnpmXOxemcv2dnZ1s3bqVxYsX8/zzz4+olAtxLhAIBKMjBLpAIBDMAlP9MjpcZEuSRH19PS0tLeTk5JzQffdEAl2umk9VnEuSxJEjR2hvb2flypWEh4cDg6J80aJFist4XV0dNptNqf5FRUWNWtXstzsZ61KsjsG1OGxWDu19CYfNhn9omOKU399tolffwfrLv4N6mCjQaLWsu/RKit96lY76Wpz9dgLCwll0xgYIjaD4s08JdDkICgnGP2Rwlt3SbeJoeSl+QcEEhkcoZliyUNLr9ZSXlyNJEj4uO27AajHj+x+zOsntxt5vIXHJ8hkVJXKMXXZ2NnFxE4t7GxoLNnQToqWlBS8vL+W5mu5q7VBMJhMlJSWkpqaSkpIy5fMN3YTIyMhQDNnk16G/v79HK/xUnxuLxcLhw4dZsGABmZmZM/ZcazQa5bolSVKi6eS4s+DgYOX9NZHNFVmch4SETFmcm0wmtm3bRmpqKi+++OKsz88LBALBqYwQ6AKBQHAKMFRkO51OysvL6e3tZfXq1Sd1Rpfnj4cy3AxuKuJcNqezWCysWrVqhEmXSqXycK6WBUVraytVVVVKVTM6Olpprc5NDOWL5h6cLgntf3K0nC43KmBl4mBUjr6xnoHeHnyHiBCVSoVPQAC9eh09+g7C4hJGXG9AaBinf/MqLN0mHFYrAeHhNDY1c7SpieTYaHpa+wkIDVeODwwLx9R+jB7dcQLDI5Tbhwulnp4edLoO2iNiMLQ0oPXywsfHF8nlIjgqiozV6yb1+x0PR48e5ciRI1OKsZMZ7sg9vFori7/pNC4zGo2UlZWRlZVFQsLI52w68PPzIykpiaSkJJxOpzKPX1JSAkxtHt9sNlNYWEh8fPykKv+TZXg0nc1mw2g0YjQaaW5uxsvLSzGZCw8PH7NzRRbnsqHdVK6/p6eHHTt2EBMTw0svvTSlir5AIBB8GRECXSAQCE4BtFotTudgxFRRURFarZa1a9eO68vvcJO44WZwU3HxtVqtlJSUoNVqKSgoOKlgGy4o5KqmXq+nrq5Ome8+KzWc96v9aTBa8PqPQHe4JDKiAti8JFpZx+A5R3+sk4WUBISGjYhR09VUjqi6A6jUapx2+wnXpVRr09Kp+ewgjcWHMPf2oAmPImjJcrosA2gtlml1GZdj9VpbW8nNzSU0NHTazg0oedaRkZFkZ2fT19fnYVwWGhqqbFJMtmVcp9NRUVHBkiVLiI2NndbrHwutVktMTAwxMTHKWMZo8/iRkZEnjdbr6+ujsLCQpKQk0tLSZuX6x8LHx4f4+Hji4+Nxu92YTCYMBgM1NTXY7XaPdcmbYXa7ncLCQoKCgqYszvv6+rjwwgsJDg5mz549E05uEAgEAoEQ6AKBQHBKoNFo6O3tpbKykujoaMXZerz3lSvl0zVvDoPzwiUlJYoZ1mRan4dWNeXWar1eT2dTExcnelMY5EeZ0YVWo+XMzAi+nhtH6H9yr6NTM/ANDMJq7sMvOERpcbf1WwiNjSd0QfwJH9tutyvV01WrVuHt7Y1/aBiuxiO43S7U6sFqo9vlwu1y4R8SOq41aby8WHLGWSw54yxgsDopt1Y3Njbi6+urmMxNpbVakiSqq6sxGo2sWrWKwMDASZ1nvKhUKoKDgwkODiY9PZ2BgQGlFV7O8J5oy3hbWxu1tbUsX758ypX/yTI0mzwrK4v+/n4MBoMyjx8QEKCsKzg42GNdskFjSkoKqampc3L9Y6FWq4mIiCAiIoKFCxdisVgwGAwcP36cmpoaAgMDCQ8PR6/XT4s4t1gsfP3rX8fb25tXX331pBsbAoFAIBgdkYMuEAgEs4Db7cbhcEz6/h9//DEWi4Xs7GySkpIm9EXaYrFw8OBBvvKVr0ybONfr9VRUVCjzwtPd0itHgun1eoxGIyqVSmmDDw8PVzYD6j//hM92/R2nzYZKrUZyu/H29+fMK75LwuJlY56/v7+f4uJiAgMDPWLg7AMD1H/xCb36DnyDQ0CSsPb1ERIbS0bBOrx8puZuPrS12mAwoFarFfF3ohbk0X4/FRUVWCwWcnNz5zzfVV6X/HyNZ10tLS00NjayYsUKxbNgviEnE8j/kzsKoqKi0Gg0lJWVkZaWRnJy8lxf6oSw2+3odDrq6+txuVxKK7z8fE20xX9gYICLL74Ym83G22+/fdKxG8HkOFUznQWCueJUfc+ICrpAIBDMYyRJoq6uDovFQkJCwqSEgNzi7nQ6kSRpymZwsrBasmQJMTExkzrPyRgaCeZ2u+nu7kav11NdXY3D4SAyMpLo6GiSc1cRFBnFkc8+pq/TQNiCeDLXnEFEYtKY5+7p6aG4uJgFCxZ4xJABePv5kZa3Gn1TPd3H20CtJm7REmLSMqYszmFka7Vsnie3IA+d7x5rfMHhcFBSUoIkSaxatWpeGHCNta7a2lpsNtsIl/HGxkaOHj1Kbm4uISEhc335Y+Ll5cWCBQtYsGDBiOfLZrMREBCARqPBarWeUl/+VCoVbW1thIeHs2TJEnp7ezEajRw5cgSr1erhdn+ySrjNZuOyyy7DYrHw7rvvCnEuEAgEU0RU0AUCgWAWmEwF3el0UlpaisViITAwkJCQENLT0yd0DkmScDgcHDhwgPDwcKW1ejLGTW63m5qaGgwGAzk5OXMirCRJUuag9Xo9FotFmauNjo4+6cyrXPnPyMggKWlsEQ/gcjqBQef3mWaoG7der8dsNo863221WikuLsbX15fly5ePu+I+V0iSpLRWGwwGent78fLywuVysXTpUqKiok65uK3Ozk5KSkpISUlBo9FgMBjo6elRoumioqIICgqat+tyOBwUFhbi5+fHsmXLRoymyJF7RqMRk8lEQECAsnE0fHTBbrdz+eWX097ezgcffEBYWNhsL+dLxalaDRwPd955J3v37lXGjq666iq6u7vZu3cvAGeddRY5OTk88sgjc3aNglOPU/U9IyroAoFAMAtM9Mt6f38/RUVF+Pj4sHbtWurq6k6YZT4akiQp5nCrV69Gr9dz7NgxqqurCQ0NVSrU4/nQcjgclJWVYbfbWb169ax/0DntdqwWM17e3h5z0PK8cEdHB7W1tfgFBnHUHshxm5bQQD/WZ0aQFjloyiY7nY+38j8bwlxmuHme1WpVxPqRI0cICAggNDQUvV5PRETEhDwI5hKVSkVgYCCBgYEkJydTUVFBV1cXISEhlJeXj8iRn+9rkt3mFy1apETZpaSkKP4JRqORlpYWtFqtR8v4fNlIkcW5r6/vqOIcPCP3HA4HnZ2dGI1GRTjZ7XaOHTvG+eefz4033khrayv79u0T4lwwJhdccAEOh4N33nlnxM8++ugjzjzzTEpLS7nuuuvm4OoEgvmHEOgCgUAwz+jq6qK4uJi4uDgWLlyIWq1Go9Hg/E9FdzwMNYMbKpJGc04PCgpSxPpoDuP9/f2UlJTg5+fHqlWrJjyfOhUkt5vjR2rpOFKDzWJB4+VFREISicty8Pbzw9/fn+TkZJKTkzH29nPrngoqOwy4JTeg4rmDzXxvXTz5EU6OHz8+I07nM4Gvry+JiYkkJibicDg4evQojY2NwODro7a2lujo6BnNJZ9O3G63EsW3Zs0afH19FZ8Bg8FAeXk5brdbEeuTiTqbaQwGA2VlZaO6zQ+Pphvunj60xX+unM0dDoey6bd8+fJxvW68vLyIjY0lNjZWiRJ8++23eeihh7jhhhvw9fXllltuwWQyERkZOQurEJyKXHPNNVx44YUcO3ZsRIzis88+S35+PsuXL5+jqxMI5h/z/1NdIBAIvkQcPXqUwsJCsrKyPJzRhzqxn4zhTu3Dv4jLzun5+fmceeaZJCQk0N3dzaeffsonn3xCfX09vb29SJKEyWTiiy++ICIigpycnFkXTfqmBpqKPsdhs+EfGobGy4u22ioaiz4fEaO2q0RPjdFOeKAvC0IDiAr0xuFy8+RHLRTVtRIREaH8XuYzToed40dqqPpwHzUf7ae5ooymxkYyMzM5++yzWbJkCQCVlZV8+OGHlJWV0dHRMSUTwpnE5XJRUlKC1WolPz9f6b6QfQaWLFnCmWeeycqVK/Hx8aGhoYEDBw5QVFTE0aNHsVqtc7yCwSi4srIyli5detIoONk9PTs7m9NPP53Vq1cTEhJCW1sbH330EZ9//jmNjY309fWdNApwunA6nRQXF+Pt7c2KFSsmtakjRwlefPHFnHbaaSxcuJDbbruNTz75hKVLl7Jo0SJsNtsMXL1gupEkN2ZzPXr9PgyGA1it7TP6eFu2bCEqKornnnvO43az2czLL7/MNddcw5133klOTs64z/nXv/6V/Px8goKCiI2N5Zvf/CZ6vd7jmNdee43MzEx8fX3ZsGEDzz//PCqViu7ubuWYjz/+mDPOOAM/Pz8SExO5/vrrsVgsU1itQDB15tf2tEAgEPyPcrIWd7fbTW1tLe3t7eTl5Y1wtdZqteMS6BONUfP29lZyk51OpxJzdvjwYdRqNQ6Hg6SkpBFmarOB2+Wio6EOtcaLwPAIALTe3qi1WkxtxzB3GgmKHIzmkiSJd6r0aNUqvLWD4kOr1RLg5aDXpqLbLx6tVkVlZSUul0sxmZtvlVqnw071h/vQNdSDWsVAfz89PT1k5K4iMSHBIzorOzub3t5eDAYDTU1NVFRUEBYWpvgMzId5O9nQTqVSkZeXN+bvemiOfGZm5oios7mc7+7o6KCysnJSUXBDu1dSU1Ox2+0YDAaMRiPNzc14eXkplfWh6QTTidPppKioCK1WO+7K+Vi43W6uv/56PvvsM/bv309iYiIwKLQOHTokcs9PAdxuB8ePv8LAwDEG63QSPT1FhITkERl55oy8t7RaLVdccQXPPfcct99+u/IYL7/8Mi6Xi0svvZSHH354Qud0OBzcddddLFy4EL1ez4033shVV13FW2+9BUBTUxMXXXQRP/7xj/nOd75DcXExN998s8c5Ghoa2Lx5M3fffTf/7//9PwwGAzt37mTnzp08++yz07N4gWASzJ9vJQKBQPAlRRYxNpuNtWvXKoZgQzlZBV2SJEWcA5NyatdqtcTGxhITE0N9fT2trYNV5+PHj3P8+HHFiC0iImJW2qqddjs2ixmfYb8Pb18/zJ1G7AP9ym0SYHW40agH1+x2SwxYB1Cr1Hh5qfHyC2DRomRF1Or1ehoaGqioqJiyed50om+oR9dwhODoWMz9/VgHbMSnptHf0UZX21Eik1KUY1UqFSEhIYSEhJCRkTGqqJXXFRgYOOsbLHa73aOleiJz2ENHF+x2u9IKL893D41wm8nXYnt7OzU1NaxYsWJaWriHboi5XC6lFb6qqgqn0znC7X6qyJVzrVbLihUrpjQL73a7uemmmzhw4ICHOAcIDAxkw4YNU75ewczT3V3IwEDbf/7rv91EPT2FBASk4u9/YvPMyXL11VfzwAMP8OGHH3LWWWcBg+3tF1544aQMR6+++mrl32lpaTz66KOsWrUKs9lMYGAgf/rTn1i4cCEPPPAAAAsXLqSiooJ77rlHud+9997LZZddxg033ABAZmYmjz76KOvXr+fJJ5+cF5ucgi8nQqALBALBLKFSqUa0tFosFgoLCwkICGDNmjVjVhhPJNBlMzi5dVulUk1ajLlcLiorK+nt7WX16tUEBgYiSZISc1ZTU+MRcxYZGTljFWittzfefv5Y+/rwCQhUbndYrWi8vPAaEv+kVqnITQrhQJ0Rf+1g9JNWq8Wt1qKW3CyLCwY8RW1mZiYWiwW9Xk9bWxvV1dWEhIQoGxGjbZTMNJ3HWlGrNfT09tLT20t8fDy+vr50Hmuhu6PdQ6APZ7ioNRqNSnV9ts3YrFYrhYWFBAUFsXTp0ik9nre3t0fUmclkQq/XK6J2aDTddEbOtbW1UVtby4oVK4iIiJi288poNBoiIyOJjIwkOztbcfE/evQoVVVVBAcHK89ZQEDAhN/TsjhXq9XTIs5vu+023nrrLQ4cOEBKSsqkzyWYW/r6qhjc0hyOir6+6hkT6NnZ2axbt47/9//+H2eddRb19fV89NFH/OY3v5nU+QoLC7nzzjspLS3FZDIpn3+tra0sXryY2tpaVq1a5XGfgoICj/8uLS2lrKyMv//978pt8udpU1MTixYtmtS1CQRTRQh0gUAgmCNkZ+TExMSTtpCPJdDlqrks/KcihGw2G6WlpcDgFxm5gqdSqQgLCyMsLIysrCz6+vrQ6/U0NjZSWVk5YxVotUZDbHoW9Yc+xdLdhW9gME67DXNXJ9EpaQSFe1Y0v1WQQGFzF7peK75eGpz9DlxOKwt9+ghud+KMX4t22PUFBASQmppKamoqNpsNvV6PwWCgvr6egIAARazPVlu1hISppxuVrz8JCQn//X1KwAQef6hpmcvloqurSzFjkyRJEbUz0eJvsVgoKioiIiKCRYsWTevvbXiLvxy519LSQmVl5ajRdJNBdvxfuXLlrLiTj+biL2+wNDY2KhsskZGR4zIGdLlcijjPycmZsji/44472L17NwcOHJhw1KNgfuF228f4iXSCn00P11xzDddddx1PPPEEzz77LOnp6axfv37C57FYLGzatIlNmzbx97//naioKFpbW9m0aRN2+/jXYDab+f73v8/1118/4mcni+EUCGYSIdAFAoFglpEkidbWVurq6li8eDHx8fEnvc9oAn2i8+Ynwmw2U1xcTGhoKIsXLx7zC71KpVJizjIyMpQK9PD4tqioKPyGVLgnS3R6Jk6HnY4jtZg7DWi0XsRmLCR5RS6qYSIl2NXDt9JslFqCKazX42O3kG0/Sk5nPQf/ZuHg3/4fXj4+RKdlkrnmdBKXLsfH/7+u9T4+Ph7O6Z2dnco8vjwrHB0dPWMVaJfLhcnqwGGzkZScrIhzW78FjdaL0JgFkzqvRqNRRKvsxC1vQsgt/vLPpzpD3NfXR1FREXFxcWRkZMzopsbQ12J6eroSTWcwGDhy5Aj+/v7Kuobnd5+IlpYWGhsb59Tx39fXl4SEBBISEjw2WCoqKnC73R6t8MO7BmRxrlKppizOJUnit7/9LX/729/Yv38/WVlZU12aYI7x80vCbK5ltCq6v3/iyDtMIxdffDE//vGPefHFF3nhhRe49tprJ/U3oqamhs7OTu677z5l1OLw4cMexyxcuFCZR5c5dOiQx3/n5uZSVVVFRkbGhK9BIJhJhEAXCASCWUKlUuFyuaiurkan05Gfnz/u6tzwmLXpFOdGo5Hy8nKSkpJIS0ub0LmGVqCtVqtSga6rqyMwMJCYmBhlBnoyqNVqEhYvIzo1A6ulD623D/7BnvOKkiRRX19PW1sbW05fSV5ZIcs/fxXf4BDU/lp6+gaw2wadwF1OB80lh2kpLSQ4OobM1aeTc+4FePl4zhoOjZdyu910dXWh1+s9KtDyPP50ZFw7HA6Ki4vxjYhiUcEaDE0NDJhMSJKESqMhYdEywhOmXtEZbsYmb7DIs9ZyW/VYkXsnoru7m+LiYlJSUkhJSZn1mfeh0XROp1OZW5cryUO7BsZ6zpqammhubiY3N3dSc7EzwfANlt7eXiVvvbKyUhnLkI0BS0pKkCSJ3NzcKYvzBx54gD//+c/861//YvHixdO4qkGeeOIJHnjgATo6OlixYgWPPfbYiDZkmaeffpoXXniBiooKAPLy8vjtb3/rcbwkSdxxxx08/fTTdHd3c9ppp/Hkk0+SmZk57dd+qhIevhqLpR5JcvFfka7CyyuEoKDpf46HEhgYyCWXXMJtt91Gb28vV1111aTOk5SUhLe3N4899hg/+MEPqKio4K677vI45vvf/z6///3vufXWW7nmmmsoKSlRXOTlv0233nora9asYefOnXznO98hICCAqqoq3n//fR5//PGpLFUgmBJCoAsEAsEsIZtmORwO1q5dO6EKs1xBl83g5JnzqYpzuZV30aJFLFgwuQqtjK+vL0lJSSQlJSkz0HIrvK+vr5K1HhwcPOFr9vbzw3uU35fb7aayspKenh5WrVpFQEAAhyrLQaVCo/XC1m/BYR1ApVYjudy4nS5QD3oB9HebqP34AHbrAKd944oxH1sWd5GRkUoFWs6Qt9lsREREKPP4k2nxt1qtFBUV4e/vz7Jly8DtxpCWQffxdlQqNeHxCUQkpcxI1X54i79cgR76nI2nAt3Z2UlpaSmZmZke5mFzhVarJSYmhpiYGNxuN93d3crGkfycDc8lb2xspLW1lby8PIKDg+d4BaMz1ENheNdAQ0MDMLi5tHjx4in9XZAkiUcffZRHH32U999/f0Yyqv/5z39y44038tRTT7F69WoeeeQRNm3aRG1tLdHR0SOOP3DgAJdeeinr1q3D19eX+++/n69+9atUVlYqXUi/+93vePTRR3n++edJTU3ll7/8JZs2baKqqkoYfv0Hb+8IEhIupavrE/r7m1GpNAQGZhMRsQ61euZNMq+55hr+8pe/cN555xEXFzepc8iRbT//+c959NFHyc3N5cEHH2Tr1q3KMampqezatYubbrqJP/zhD6xdu5bbb7+da6+9VnnPL1++nA8//JDbb7+dM844A0mSSE9P55JLLpmWtQoEk0UlzVYIp0AgEHzJOXjwIBqNhmXLlk147tdsNvPJJ59wzjnnTIsZnCRJ1NbW0tHRQU5Ozoy28srVTL1ej9FoVPKvp9ou7nA4KC0txeVykZOTo3zpev+pP3C8rpqAsAgspk76u7tRqdW4Xc5B4a7R4na7UakgNC4Bye3mq9fegMvhQOvjS2jsgnH9XiVJUirQBoOBvr6+Cbf4m81mioqKiIyMnPZ57akwtAJtNBpRqVRK10B4eLhHZVav11NRUUF2dvakv3DPFvJzJova3t5egoODUavVmM1mcnNz5604PxFDs+aDg4Pp6urC7XZ7dA2M10BPkiSefPJJ7rnnHt59990xK9pTZfXq1axatUqpVLrdbhITE7nuuuv42c9+dtL7u1wuwsLCePzxx7niiiuQJIm4uDhuuukmJU6rp6eHmJgYnnvuOb7xjW/MyDpmE6vVSlNTE6mpqWLDYRLcc889PPXUUxw9enSuL0UwS5yq7xlRQRcIBIJZYsWKFWi12kmJMI1Gg9vtpr+/H19f3ylVU51OJ+Xl5QwMDLB69eppmRU/EcOrmcPbxeWW6uHC70QMDAxQXFyMn58fK1eu9Lhf4tIVHK+rxumwo1IN5vwO3dQYREKl1uDt64fpeBt77v4FDusAABEJSZz93Z0ndEyXzyVnXMvGXsNb/E8Uc9bd3U1JSQkJCQmkp6fPG3EOY1ega2trsdlsivBzOp3U19ezdOnSUaue843hueRWq5XKykpMJhMqlYqysrJZdbufDlwul7JRtXr1arRardLpYTQaaWpqoqKigrCwMKVrYCwDPUmS+Mtf/sJdd93FW2+9NWPi3G63U1hYyG233abcplar2bhxI59++um4ztHf34/D4SA8PBwYHE/o6Ohg48aNyjEhISGsXr2aTz/99H9CoAsmxh//+EdWrVpFREQEBw8e5IEHHmDnzp1zfVkCwUkRAl0gEAhmCV9f3xNmmY+FJEloNBoiIiL45JNPCA4OVirQE3WqHhgYoKSkBB8fH1atWjWtsVTjYXi7uBzfVltbi91uV4RfVFTUmF0Gvb29FBcXEx0dTXZ29ghhm75qLUcrSjleV43L6RycsvxPs9jQqDu/4BD6u03YzH0e9+9qP8ar99/JN+97FL+g8VdTh7b4OxwOpUo7NOZM7hqQ5/7nS0v4iVCr1YSHhxMeHk5WVpYSB9bQ0IDVaiUwMJCBgQH6+/vnJJpuskiSRHNzMxaLhbVr1+Lr6+vhdu92u5XX4ky43U8HbrebsrIynE4nK1euVK5xqNdARkYGAwMDyuuxrq5uVAM9SZJ44YUX+MUvfsHrr7/OaaedNmPXbTQacblcxMTEeNweExNDTU3NuM5x6623EhcXpwjyjo4O5RzDzyn/TPDl4siRI9x99910dXWRlJTETTfd5LEpJBDMV+bfp41AIBAIFGQzOJVKxcqVK3E4HOj1evR6vRIFFhMTo5h6nagK29PTQ0lJCdHR0SxcuHDOq4PD49vMZjN6vZ7m5maP+Lbo6GhltttoNFJWVkZaWhrJycmjrtfLx4cNV19Lc/Fh2mur6O5oR9/UgMvpwO1yoQK8/PzxCQzEdOzYiPtLbjf2gQFqPtrPyvO2TWptXl5eI2LO9Ho9paWluN1uXC4XKSkp874lfDhyBdpoNOJ0OlmxYoUST3fkyBElmi4qKmpSXgOzhSRJVFdX09nZyapVq5QuktHc7hsaGigvL/dwu58PrZJut5vS0lLsdju5ubkn3Gzz8/NTNo+Gji+UlJTw/PPPY7FYSElJ4dlnn+W1116bVPTVbHLffffxj3/8gwMHDsyL50IwP3n44Yd5+OGH5/oyBIIJIwS6QCAQzBITFSuyEdxQMzhvb28lfsnhcChGbE1NTSc0YtPpdFRWVpKenk5SUtK8E05Dc6DT09Pp7+/3cBcPCQnBx8cHvV7P0qVLiY2NPeH5tN7eZKxeR8bqdQD06Do48vnHNBUfZqC3Z9BR32ZHktxjXk9X2/TMKcou3JGRkTQ3N9PU1ER0dDQdHR0cPXrUw2RutjsaJorsmN/e3k5+fj5BQUEAI6LpioqKPNzHw8PD53xDSEaSJKqqqjCZTOTn54864jHc7b6/vx+DwYBOp6O2tpbAwEBlbUFBQbP+fpIr5zabjby8vAm9boaOL8imk3/+85/561//it1u53e/+x3V1dVccMEFJCcnz8j1R0ZGotFo0Ol0HrfrdLqTvrcffPBB7rvvPj744AMP8zr5fjqdzsPwUqfTkZOTM30XLxAIBDOMEOgCgUAwzxjq0g6M6dTu5eXFggULWLBgAS6XSxHrRUVFaLVaRaybTCaam5tZtmwZUVFRs72cSeHv76/EdVmtVqqqqtDr9QA0NzfT398/rq4BmZCYWPK3XkTeBRfS3dFOr0GPf0goHzz1B7o72ke9T1BE5LStR5Ik6urq6OjoID8/n+DgYCRJGtE1EBYWpsytz7fK4NCqc35+/ogYtuHRdCaTCb1eT1VVFS6X64TZ3bOF7Prf29tLfn7+uH/H/v7+JCcnk5ycrGyMGQwGWlpa0Gq1s7oR4Xa7KS8vx2q1TlicD0elUtHb28sHH3zA//3f/7F48WJef/119uzZw4EDB9i1a9c0Xvl/8fb2Ji8vj3379rF9+3ZgcF379u074Yzw7373O8W8Lj8/3+NnqampxMbGsm/fPkWQ9/b28vnnn3PttdfOyDoEAoFgJhAu7gKBQDBLuFwujyzz0ZBb2uU/zZP5su92u5VK5vHjx5EkiejoaBISEggLC5s3lczx4Ha7lWrnypUr8fHxwWAwoNfr6ezsnHJ8W8W/3uOjvz4z4na1RsOl9/6B4KipG58NjYLLzc0dc057YGBAGV/o6ekhKCjIw2RuLhkqbPPy8ia0eSBJEn19fYqBnsVimZONCLfbTUVFBWazmby8PMX1f6rnNJlMyny3w+Hw2IiYTOzeyR5PNnicqjgHePPNN7nqqqt44YUXuPDCC0c81kz+rfjnP//JlVdeyZ/+9CcKCgp45JFHeOmll6ipqSEmJoYrrriC+Ph47r33XgDuv/9+fvWrX/Hiiy96zMfLpn/yMffdd59HzFpZWdn/TMzaqepILRDMFafqe0YIdIFAIJgl3G43DodjzJ/LlXOXyzXlfHO73a44O6empirVTJfLRVRUFDExMRNyTZ8LHA4HZWVlOBwORZwPxeVyKRsRBoNBiW+Liooa90aEJEl88o8XKHv/LcVIzsvXj43fv46UnPyT3PvkOJ1OysrKsNvto65hLOx2uyL6hm5EjCeTfLpxuVxKO3Vubu6URafcLm4wGOju7lbaxaOjo0d1u58O5JZwWdhOt3AGPDoiDAYDZrOZ0NBQpbo+VQM9eYPBYrFMyxref/99LrvsMp555pk5czh//PHHeeCBB5S4x0cffZTVq1cDcNZZZ5GSksJzzz0HQEpKCi0tLSPOcccdd3DnnXcCg8/BHXfcwZ///Ge6u7s5/fTT+eMf/0hWVtZsLWlGOVXFhkAwV5yq7xkh0AUCgWCWOJFAlyvnQ+fNJ4vFYqG4uJigoCCWLl2qiHDZ+Equ0squ6fL883xyqbZarRQXF+Pr6zuu3PihLdV6vV5x4I6OjiYiIuKkGxHmTiPttVVofXxJXLoCr2mortrtdoqLi9FqtUrE3mSQxxdkUatWqxWxPtMt1U6nk5KSEiRJIicnZ9pb0+12u7I2o9GIt7e3srbpijkbusEwHVXn8WK1WpXnrKura1Tn9PEy3eL8wIEDXHzxxfzxj3/k8ssvn3eeFILROVXFhkAwV5yq7xkh0AUCgWCWGEugj2YGN1m6urooLS0lISGBjIyMMc8lV/t0Oh16vZ6BgQHFrCwqKmpOzcr6+vooLi4mMjKS7OzsCYu04RsRcm73bBqxDQwMUFRUpGySTJeIHtpSLXdEDDWZm85NFnmDwcvLixUrVsx4t4Xsdi+LWkmSlNi9ycacuVwuSkpKcLlcrFy5cs5e10Od041GIyqVymNtJ/rdSpJERUUFfX195OfnT1mcf/TRR1x00UU88sgjXH311UKcn0KcqmJDIJgrTtX3jBDoAoFAMEsMF+iyg7Kcja5Sqab0ZbmtrY2amhqys7OJj4+f0H0tFgt6vR6dTofZbCYsLIyYmBiioqKmZVZ3vHR2dlJWVqYYxE1VPAxtO9br9VgsFiW+babW1tfXR1FRETExMSxcuHDGBJAkSfT29ipivb+/f9rWZrVaKSoqIiAggGXLls26b8HQmDO9Xo/VavWIORvP2oZW/4dmhM81breb7u5uZSPCZrONuTZJkjxm/6f6ev3ss8/YsWMH9957L9dee+20vzafeOIJpWV9xYoVPPbYYxQUFIx6bGVlJb/61a8oLCykpaWFhx9+mBtuuMHjmDvvvJNf//rXHrctXLhw3Fnp/2ucqmJjOklJSeGGG24Y8Vr5X+TOO+9k7969lJSUzPWlnLKcqu+Z+fFpJRAIBF8Chn4ZHm4GNxVxLkdfHTt2jJUrVxIeHj7hcwQEBJCamkpqaqpiVnb8+HEl4kw2Yhstkmq6kDcYFi9e7BGTNBXGim8buja5FX6qM8IAJpOJkpISkpOTSU1NndHqpEqlIiQkhJCQEDIyMrBYLBgMBiWaLjg4WHneJrK2/v5+ioqKCAsLY9GiRXNiKjg85my0tcnP23A3eRgU58XFxahUKnJzc+eV14JarSY8PJzw8HCysrLGXJscy9fX1zct4vzw4cN87Wtf4ze/+c2MiPN//vOf3HjjjTz11FOsXr2aRx55hE2bNlFbW0t09Eizxf7+ftLS0vj617/OT37ykzHPu2TJEj744APlv+fLRotg/Dz11FP89Kc/xWQyKc+fvBF82mmnceDAAeXYAwcOsGHDBurr60lPTx9xrkOHDnm851UqFa+88oqSBgAzJ2yncx0CwYkQf+UEAoFglhkaozbVlnaXy6U4UxcUFIwqViaKn5+fEills9mU6vORI0cUZ/GxhNFkkCSJxsZGWltbJ73BMF6GxrfZbDalQltfX09AQICytsmYlen1eioqKsjKyiIhIWGGVjA2AQEBBAQEjLo2f39/pbJ+Ird7s9msVP+zsrLmTfvzaGszGAw0Njbi6+uriPWQkBBFnMuz//NJnA9HpVIpLuSpqanYbDZlJr+hoQGAuLg4LBYLXl5ek94sKSkpYdu2bdx+++1cf/31M/K8/v73v+e73/0u3/72t4FBMfPmm2/y//7f/+NnP/vZiONXrVrFqlWrAEb9uYxWqz1pNrpgfrNhwwbMZjOHDx9mzZo1wOCoRWxsLJ9//jlWq1Wpbu7fv5+kpKQRotZut+Pt7T2nUaHTsY7xMLSzTvDl5NTJ2hEIBIL/AeQP3ulwardarRw6dAiHw8GqVaumTTAPxcfHh8TERPLy8jjzzDNJTEyku7ubzz77jE8++YSGhgb6+vqY7LSUHKPW3t7OqlWrZlScD8fHx4eEhARyc3NZv349KSkpmM1mvvjiCw4ePEhdXR3d3d3jWtuxY8eoqKhg6dKlcyLOhzN0bWeddRZpaWn09/dTWFjIRx99RE1NDZ2dnbjdbuU+PT09HD58mPj4+Hklzocjr23lypWsX7+ejIwM7HY7JSUlfPjhhxw8eBC32+1hkHiq4OPjQ1xcHF5eXvj6+rJo0SIAysvL+fDDDykvL6ejo+OkcY1DqaioYOvWrdx8883cfPPNM/K82u12CgsL2bhxo3KbWq1m48aNfPrpp1M695EjR4iLiyMtLY3LLruM1tbWqV7ulx6b281LHV38qKqFG2taOdDVO+m/4eNh4cKFLFiwYESFedu2baSmpvLZZ5953L5hwwauuuoqtm/fzj333ENcXBwLFy4EBlvcH3nkEeXfADt27EClUimu/7/+9a8pLS1VOtPkJIDu7m6+853vKBuVZ599NqWlpcpj33nnneTk5PDXv/6VlJQUQkJC+MY3vkFfX9+k1wFgs9m4/vrriY6OxtfXl9NPP51Dhw55HKtSqXj77beVbpmPP/54xO+xoaGBtLQ0du7cOaPPl2DuERV0gUAgmCU+/vhjKisr2bx5M5GRkVP6oiwbqUVERMxaG7K3tzdxcXHExcXhdDoxGo3o9XoOHTqkuG/HxMSMO4/c6XRSWlqqbDDM5XyYl5cXCxYsYMGCBR7xbcXFxYprenR09Ij4NkmSaGpqoqWlhZUrVxIWFjZnaxgLuQIZGxuL2+2mq6tLqfbLbvd+fn60tLSQnp5OcnLyXF/yuNFqtcTExBATE4PNZlO+9DocDj766CMPA72ZiFabbiRJorq6GpPJRH5+Pr6+vsTHx3v4DTQ1NVFRUUFYWJgytz7W6El1dTVbtmzhhz/8IT//+c9nbNPFaDTicrmIiYnxuD0mJmZK8+KrV6/mueeeY+HChRw/fpxf//rXnHHGGVRUVBAUFDTVy/5SYnG6uLCknpK+ATQAKnjxeBffWhDOAwsTZ+w1smHDBvbv3690S+zfv59bbrkFl8vF/v37OeussxgYGODzzz/n6quvZv/+/ezbt4/g4GDef//9Uc956NAhoqOjefbZZ9m8eTMajYbAwEAqKip45513lNGIkJAQAL7+9a/j5+fH22+/TUhICH/6058455xzqKurUzaHGxoa2Lt3L2+88QYmk4mLL76Y++67j3vuuWdS6wC45ZZb2L17N88//zzJycn87ne/Y9OmTdTX13tsSv/sZz/jwQcfJC0tjbCwMI+NgLKyMjZt2sQ111zD3XffPY3PjGA+IgS6QCAQzBJdXV08/fTTXH/99Zxxxhls376dCy64gKioqAl9KTIYDJSXl5OamjotRmqTYajoGypoi4qKlDxyWdCOdn1yjJqPjw/5+fnzaq506PUPjW+rrKxUcuSjo6MJDw+nvr4evV5Pfn7+KSEY1Go1kZGRREZGKkZsLS0tNDY2olKplNnKqKioU0LQythsNgoLCwkODmbp0qWoVCrMZjMGg4GjR49SVVWleClMRyb5TCBJEjU1NXR1dSniXGa434CcJa/X66mrq1Oy5CMjIwkKCkKtVnPkyBG2bNnC1VdfzZ133jlvOyJOxLnnnqv8e/ny5axevZrk5GReeuklrrnmmjm8slOXx1v1lPUNAOAC+E8h9m/HuzgvKpSzI4Jn5HE3bNjADTfcgNPpZGBggOLiYtavX4/D4eCpp54C4NNPP8VmsykiOCAggGeeeWbMv0Vyu3toaKjHGERgYOCI0YiPP/6YL774Ar1er/g5PPjgg+zdu5ddu3bxve99Dxjs6nruueeUv+eXX345+/bt8xDoE1mHxWLhySef5LnnnlNez08//TTvv/8+f/nLX/jpT3+qXONvfvMbvvKVr4xY5yeffMKWLVu4/fbbuemmmybx2xecasyfb0QCgUDwP862bdvYunUrjY2N7N69m7///e/ceOONrF27lu3bt7N161YWLFhwwmi01tZWGhoaWLJkyYhq1VwxmqDV6XSUl5cjSZLyMzmzey6q/5NFrVYTERFBREQE2dnZ9Pb2KqJoYGAAjUZDenr6KeUOK6NSqbBarRiNRpYvX05AQAAGg4Fjx45RXV09a+aAU8VqtVJYWEhISAiLFy9WXk+yOWBaWppHJvmRI0cICAhQqs/j7fiYSWRx3tnZSV5e3klfT/7+/opPhMPhUObW9+3bx913381pp51GUVERF110Eb/97W9n/D0WGRmJRqNBp9N53K7T6aZ1fjw0NJSsrCzq6+un7ZxfNnbrTLhHuV2jgr1604wJ9LPOOguLxcKhQ4cwmUxkZWURFRXF+vXr+fa3v43VauXAgQOkpaWRlJQEwLJly6Zto7C0tBSz2UxERITH7QMDA4rfAwy2zQ/dbF2wYAF6vX7S6ygrK8PhcHDaaacp5/Dy8qKgoIDq6mqPa8nPzx9x3a2trXzlK1/hnnvu+VI41wsGEQJdIBAIZhGVSkV6ejq33HILP/3pT2ltbWXPnj3s2bOHW265hYKCArZt28a2bdtITPxvu6HNZqOuro6uri7y8vKUlr35xlBBK0kS3d3d6PV6qqurcTqdBAUF0dPTQ3JyMunp6XMujCaCXMUMCAigp6cHtVpNVFQUx48f58iRI4SFhSmCdjaj6SbLsWPHqKurY8WKFURGRgIoZmWyoJXNAadqoDdTDAwMUFhYSFhYGIsXLx7zunx9fUlMTCQxMRGHwzGi40MW6/Im0mwiSRK1tbUYjUby8/MnvBkydDwjKysLLy8vnn76abq7u3nuuefo6Ohg69atbN++fca6PLy9vcnLy2Pfvn2Km7bb7Wbfvn3s3Llz2h7HbDbT0NDA5ZdfPm3n/LIx4BpNnoMkwYBr5uaaMzIySEhIYP/+/ZhMJtavXw8MmiAmJibyySefsH//fs4++2zlPtPpq2I2m0fMj8uEhoYq//by8vL4mUql8vDqmMw6xsto642KiiIuLo7/+7//4+qrryY4eGY2UATzCyHQBQKBYI5QqVQkJyfzk5/8hBtuuIH29nZeeeUVdu/ezS9+8QtycnLYtm0b69ev58YbbyQvL4/f/va3p0y1VqVSERYWRlhYGFlZWTQ2NtLY2Ii3tzctLS1YLBal5Xg+tbifCJvNRnFxMd7e3hQUFKDVasnMzFSi6To6OqitrZ10xNls0dzcTFNT05hz88MFrew30NLSgpeXl7K20NDQORPrsuldZGQk2dnZ474OLy8vj5l8k8mEwWCgqqoKp9NJZGSk0i4+/Mv6dCNJEnV1dRgMhkmJ8+F0dnby0EMPsXHjRgoLCykvL+fVV1/l4YcfZt26dTM6hnHjjTdy5ZVXkp+fT0FBAY888ggWi0Vxdb/iiiuIj4/n3nvvBQaN5aqqqpR/t7W1UVJSQmBgIBkZGQDcfPPNXHDBBSQnJ9Pe3s4dd9yBRqPh0ksvnbF1/K9zTkQQL3eYGO4R7gbWh8/smM6GDRs4cOAAJpPJo7X7zDPP5O233+aLL77g2muvndA5vby8Rjiee3t7j7gtNzeXjo4OtFqtYi43WSayjvT0dLy9vTl48KDi7+FwODh06NC4KuJ+fn688cYbnHfeeWzatIn33nvvlBinEkyNU+MbkUAgEPyPo1KpiI+PZ+fOnfzoRz9Cr9ezd+9e/vrXv3L33XeTkpJCeHg4LS0t89phezRkI7XW1lZyc3MJDw/HYrGg0+lobm6msrJSMfOaz7PPcj54aGioRys1jIymm874tulEkiQaGho4duwYeXl546rGDDfQk03mZPdjufocERExa67pFouFwsLCKcfBDe34WLhwIX19fej1euV1KRuxye7L04ksznU63bSI846ODs4//3zOPPNMnnzySTQaDTk5OeTk5HDHHXdM01WPzSWXXILBYOBXv/oVHR0d5OTk8M477yijOK2trR7vmfb2dlauXKn894MPPsiDDz7I+vXrlSrnsWPHuPTSS+ns7CQqKorTTz+dzz77bE6jtk51fpwcy5uGHvrdbuSCuRpYGODLhTEza3K5YcMGfvSjH+FwOJTKM8D69evZuXMndrtdcT4fLykpKezbt4/TTjsNHx8fwsLCSElJoampiZKSEhISEggKCmLjxo3KONnvfvc7srKyaG9v580332THjh2jtpdPxzoCAgK49tpr+elPf0p4eDhJSUn87ne/o7+/f9w+CgEBAbz55puce+65nHvuubzzzjsEBgZO6PckOLUQAl0gEAjmGSqVipiYGJYuXUptbS1XXXUV+fn57N27l9///vekp6ezbds2duzYMe9nuN1uNzU1NUr7rrzzL2c/p6enY7FYPGaf5VbxqKioedMt0NvbS3FxMbGxsScVhHIMWEJCgsd8sOx2HxUVRUxMDCEhIbMq1uVWar1eP+lYvqHt4ENHGOrq6rDZbEr1OSoqasaqz2azmcLCQuLi4sjIyJi236FKpSI4OJjg4GAyMjKUrojhRmzTsdEiSRJHjhxRxPlUuyz0ej1btmxh1apVPPPMM3MWL7dz584xW9qHtxanpKScNCrqH//4x3RdmuA/pPr78G7+Qh5u7uCDzl58NWq+FhPG9UnR+Glm9rNkw4YNDAwMkJ2d7eGhsn79evr6+pQYs4nw0EMPceONN/L0008THx9Pc3MzF154IXv27GHDhg10d3fz7LPPctVVV/HWW29x++238+1vfxuDwUBsbCxnnnnmhP1cJrqO++67D7fbzeWXX05fXx/5+fm8++67E0r9CAwM5O2332bTpk2cf/75vPXWWzMSrSqYH6gkEaQnEAgE8w6r1Up2dja33nqrR8tfd3c3r7/+Onv27OHdd98lISFBEevLly+fV2Ld6XRSVlaGzWZj5cqV4xLbVqtVEUXd3d3zolW8q6uL0tJSxTV/sgytPhsMBlQqlYcj/Ew+d3LefHd3N3l5edNu+iZJkuKartfrMZvNM1J97uvro7CwkISEhFn1MLDb7cpGS2dnp9LmHxUVRWho6ISeO0mSqK+v5/jx4+Tl5U35S3ZnZyfnn38+Cxcu5MUXX5zxtnzB3GG1WmlqaiI1NXXebF4KBPOZU/U9IwS6QCAQzFP6+vpOOGvW19fHW2+9xe7du3n77beJjIxk27ZtbN++nfz8/DkV61arlZKSEry8vFi+fPmkRIPdblfEeldXF4GBgR6t4rNBR0cHVVVVZGdnExcXN23ndbvdSvVZr9fjcrmIjIxUMrunswLqdrspKytjYGCA3NzcWTGwGxgYUMR6d3c3QUFBilgPCAiYlLDu7e2lqKiIpKQk0tLSZuCqx4e80SK7wstZ8nKb/4n8FOQRg7a2NvLz86cszk0mExdccAGJiYm8/PLL83Y8RDA9nKpiQyCYK07V94wQ6AKBQPA/QH9/P++88w67d+/mzTffJDg4mK1bt7Jt2zbWrFkzqy2vZrOZ4uJixVl7OjYK5FZxnU5HZ2cnfn5+ilgPCgqakUrq0aNHOXLkCMuWLZvRmVdJkpT4Nr1ej9Vq9ZjJn0pF1Ol0UlpaisvlYuXKlXNSXZWrz3q9ns7OTnx8fJTnbrxt/j09PRQVFU25i2G6kbPkZbE+MDBAeHi4ItiHb4bU19dPmzjv6elh69atREVF8corr8zIxssTTzzBAw88QEdHBytWrOCxxx6joKBg1GMrKyv51a9+RWFhIS0tLTz88MOjmmBN5JwCT05VsSEQzBWn6ntGCHSBQCD4H8NqtfL++++ze/duXnvtNXx8fLjgggvYsWMHp5122ow6psvt4HKVcyaEs8vlUgSfwWBQ2o2na657qJFaTk6ORwTPbCC3iut0OqVVfDIz+Q6Hg+LiYjQaDStWrJgXTvkul0uJODMajeNq8+/u7qa4uJj09HQlH3m+Ivsp6PV6ent7CQ4OVsR6R0cHbW1t5OXlTbkDpK+vjx07dhAQEMDrr78+I188//nPf3LFFVfw1FNPsXr1ah555BFefvllamtriY6OHnH8oUOHeOmll8jLy+MnP/kJt9566wiBPtFzCjw5VcWGQDBXnKrvGSHQBQKB4H8Yu93O/v372bVrF6+++ioA559/Pjt27ODMM8+c1pbY48ePK+3g8fHx03beEzHaXLdcnQ0LC5tw9V42tevs7GTlypVz7pQ7Wqu4vL4TVWBtNhtFRUX4+fmxbNmyOTMNOxFD2/wNBgMOh0Np84+IiMDLy4uuri5KSkrIzMwkMTFxri95QthsNo/OAUmSiIuLIz4+fkobSRaLhQsvvBC1Ws2bb745Y0ZRq1evZtWqVTz++OPA4POVmJjIddddx89+9rMT3jclJYUbbrhhhECfyjkFp67YEAjmilP1PSMEukAgEHxJcDqd/Pvf/2bXrl3s3bsXq9XK+eefz/bt29mwYcOkP7wkSaK5uZnm5maWLVtGZGTkNF/5+JAFn06nQ6/XI0mSR3X2ZCLV5XJRXl5Of38/ubm58+7D3G63K2K9s7MTf3//Udv8BwYGKCoqIjg4mCVLlswr48CxkCRJiTgzGAxYLBaCgoLo6+sjIyNjXrW1T5Smpiaam5tJS0ujr68Po9EITC6ebmBggK9//evY7XbefvvtGctDttvt+Pv7s2vXLrZv367cfuWVV9Ld3a1s9o3FaAJ9qucUnLpiQyCYK07V98zc97sJBAKBYFbQarWcffbZnH322Tz22GMcPHiQ3bt385Of/ISenh7OPfdctm/fzsaNG8ftmO52u5XorqExanOBWq0mPDyc8PBwsrOz6enpQa/XU1NTo1RnY2JiRjXycjgclJSUALBq1ap56YTt7e1NfHw88fHxOJ1OpTp7+PBhpc0/KCiI+vp6oqKiyM7OntPM9YkwPOKsra2N6upq/Pz8qK+vR6/Xe5jMnSo0NTXR0tLi8d6QN5IMBoMSTyd7DkRGRo7Z1WK1WvnmN79Jf38/77777oy+14xGIy6Xa0T8VExMDDU1NfPmnF9W3G73XF+CQHBKcKq+V4RAFwgEgi8hGo2GM888kzPPPJOHH36YL774gl27dnH77bfzne98h02bNrFt2zY2b948Zpu30+mkvLycgYEBCgoKpj26ayqoVCpCQ0MJDQ0lMzNTqc42NDRQUVHhYcLmcrkoLi7G19eX5cuXz8t28OFotVpiY2OJjY1V2vzb2tpobW1FrVbjdrsxGo1EREScEhX0ocibKkuXLiU2NhabzaaYsDU2NuLn56eI9eDg4Hm7CdHc3ExLSwt5eXkeYnroRlJWVhYWiwW9Xs/Ro0epqqoiJCREeW3KG2V2u50rrrgCo9HIBx98QEhIyFwtSzCHeHt7o1araW9vJyoqCm9v73n7+hcI5hJJkpSuM7VafcolXAiBLhAIBF9y1Go1a9asYc2aNfzud7+juLiYXbt2cc899/CDH/yAjRs3sm3bNs477zxFELW2tlJdXU1ERMS8rTjLDK/Oms1m9Ho9ra2tVFVVoVKpCAoKIjs7+5QQ58PRaDR4eXlhMplIT08nNDQUg8Ewrs6B+YZOp6OiooKlS5cqlVYfHx8SEhJISEjA6XQqJnNFRUVoNBpFrE/Gc2CmaGlpoampaYQ4H45KpSIwMJDAwEDS0tKwWq3KZkRVVRW//OUvWbduHW1tbbS1tbF//37CwsJm/PrlqD+dTudxu06nIzY2dt6c88uGWq0mNTWV48eP097ePteXIxDMe/z9/UlKSpo3nw3jRcygCwQCgWBUJEmioqKCl19+mVdeeYW6ujrOPvts1q5dyxNPPMFFF13E/ffff8p98MnI0V1BQUG43W56e3sJCQkhJiaG6OjoU2ZerbOzk9LSUrKyskhISFBuHzrXrdfrlQgwuTo73yoKssng8uXLxxVr53a7MZlMytz60Cz5udyMaGlpobGxkby8PIKDgyd9HrPZzIsvvsgLL7xAeXk5kZGRbN++nW3btrFhw4YZz7NfvXo1BQUFPPbYY8Dg7zspKYmdO3dOySRusucU/BdJknA6nbhcrrm+FIFg3qLRaNBqtadkl4kQ6AKBQCA4KZIkUVNTw4MPPsgLL7xARkYGcXFx7Nixgy1bthAVFXVKfQgajUbKysrIyMhQorvk6qVer8dkMo3bMX0u0el0VFZWsmjRIhYsWHDCY+VWar1eT19fH6Ghocr65nozor29nZqaGpYvXz4pk8GhWfJD88hnezOitbWVhoYGcnNzp9yG7nK5uPbaazl06BDvv/8+tbW1vPrqq7z66qv84he/4Pvf//40XfXo/POf/+TKK6/kT3/6EwUFBTzyyCO89NJL1NTUEBMTwxVXXEF8fDz33nsvMNiGX1VVBcB5553HZZddxmWXXUZgYCAZGRnjOqdAIBAIhEAXCAQCwTj5xz/+wTXXXMPDDz/M2Wefze7du9mzZw9FRUWsW7eObdu2sXXrVhYsWDCvxbpcqV2yZMmYrbXDHdMDAgIUMRsYGDgv1ieL2mXLlo2r4jwUq9WqiPWJxLfNBMeOHaOuro6cnBzCw8On5ZzyZoTBYFA6I+RW+PEaIE6Uo0ePUl9fPy3i3O12c9111/Hxxx+zf//+EZ0RTqdzVsZKHn/8cR544AE6OjrIycnh0UcfZfXq1QCcddZZpKSk8NxzzwGDM/epqakjzrF+/XoOHDgwrnMKBAKBQAh0gUAgEIwDl8vFueeey09+8hPOPfdc5XZJkmhtbVXE+ueff05BQQFbt25l27ZtJCYmzgsxK9PS0kJDQwMrVqwgIiJiXPdxOp2KWDcajfj4+Cht8HNlUtba2kp9ff20iFq73Y7RaESn09HV1YWfn59SeZ7p9R09epQjR46wcuXKGZutHjrX3dXVRUBAgCLWh8bTTQVZnK9cuZLQ0NApncvtdnPTTTfx3nvvceDAAZKTk6d8fQKBQCA4dRACXSAQCATjQpKkE4oZSZJob29nz5497N69m4MHD7Jy5Uq2bdvGtm3bSE1NnTOxLkkS9fX1tLW1sXLlyklXOF0ul2JSZjAY0Gg0SuU5LCxsxtcnSRJNTU20trZOaR1jMdSEzWg0otVqFTEbGho6rX4D8qz2dIja8eJwODAajRgMBoxGI15eXlNen9wBkJubOy3i/LbbbuPVV19l//79pKenT+l8AoFAIDj1EAJdIBAIBNOOJEnodDr27t3L7t27+fDDD1myZIki1rOysmZNrLvdbqqqqjCZTOTm5k5bC7fb7aarq0tpFQcUsR4eHj7t5nmSJFFXV0dHRwd5eXljxt9NF0PXZzAYkCRJEbPh4eFTcrxvamqiubl5WtrBJ4vb7aazs1OprkuS5GEyN571tbW1UVtbOy0dAG63mzvuuIN//OMf7N+/n6ysrCmdTyAQCASnJkKgCwQCgWBGkSSJrq4u9u7dy549e/jggw/IzMxk27Zt7Nixg0WLFs2YWHe5XJSVlWG1WsnNzZ0x52tJkhRHcb1ej8vlUsTseMXeyc5fVVVFV1cXeXl5MzZHfaLH7+7uVtYnx7dFR0cTGRk5bsd0SZJobGzk6NGjJ40gm00kSaKnp0dZn81mIyIiQlnfaCZz0ynOJUninnvu4S9/+Qv79+9n8eLFUzrfWDzxxBPK/PeKFSt47LHHKCgoGPP4l19+mV/+8pc0NzeTmZnJ/fffz3nnnaf8/KqrruL555/3uM+mTZt45513ZuT6BQKB4MuAEOgCgUAgmDVkIfTaa6+xZ88e3nvvPRITE9m2bRvbt29n+fLl01Z5ttvtlJSUoFarWbFixaxltQ91FNfpdNhsNkXMRkVFTTj+y+12U1FRgdlsJjc3d84d14fGtxkMBiwWCxEREcqGxFiO6fKYQXt7+6x0AEwWSZI8HO/NZrPieB8VFYWfn59i0DcdHgCSJPHAAw/wxBNP8K9//Ytly5ZN00o8+ec//8kVV1zBU089xerVq3nkkUd4+eWXqa2tJTo6esTxn3zyCWeeeSb33nsvW7Zs4cUXX+T++++nqKiIpUuXAoMCXafT8eyzzyr38/HxmZWsdoFAIPhfRQh0gUAgEMwZfX19vPnmm+zevZu3336b6Ohotm7dyo4dO8jLy5u0WLdarRQVFREQEMDSpUunXMGeLJIkYTabFbEni9nxxn+5XC5KS0ux2+3k5ubOu+xyGHRMl030hmbJy2IWPNvz8/Pz521s3WgMDAwobfAmkwkfHx9sNhuLFi0iLi5uSt0fkiTxhz/8gQcffJAPPviA3NzcabxyT1avXs2qVat4/PHHgcGNn8TERK677rpRM8gvueQSLBYLb7zxhnLbmjVryMnJ4amnngIGBXp3dzd79+6dsesWCASCLxtCoAsEAoFgXmCxWHjnnXfYvXs3b775JiEhIWzdupXt27ezevXqcYtss9lMUVERkZGRM9o+PxmGZ5GHhYUpc+vD2+8dDgclJSUArFy5csKV97lgeJZ8YGAg0dHRWCwWTCYT+fn5s96eP50cPXqU2tpagoOD6evrw8fHx8NkbiKvNUmS+OMf/8hvf/tb3n333RO2mk8Vu92Ov78/u3btYvv27crtV155Jd3d3bz66qsj7pOUlMSNN97IDTfcoNx2xx13sHfvXkpLS4FBgb537168vb0JCwvj7LPP5u677x53QoJAIBAIRjL/P+0FAoFA8KUgICCACy+8kAsvvJCBgQHef/99du/ezcUXX4yvry8XXHABO3bsYN26dWOK1e7uboqLi0lKSiItLW1eiXMYXGNqaiqpqalKZbajo0MRfXJ8m0ajoaioCG9vb1asWDFnHQATxdfXl8TERBITE3E4HOj1ehobG7Farfj5+dHW1jan8XRToaOjQ4mEi4iIUBz9DQaDIljHa6InSRLPPPMMd999N2+//faMinMAo9GIy+UiJibG4/aYmBhqampGvU9HR8eox3d0dCj/vXnzZr72ta+RmppKQ0MDP//5zzn33HP59NNPT5nXrEAgEMw3hEAXCAQCwbzDz8+PrVu3snXrVux2O//617/YtWsXl19+OSqVii1btrBjxw7OOOMMpe37wIEDuFwusrKySExMnOMVnBw/Pz+SkpJISkrCZrMplecjR46gUqnw8/MjMzPzlBU6Wq2W7u5uVCoV69atU1r9i4qKPOLppju+bSbQ6XRUVVWxfPlypTo8dA1ut5vu7m4MBgM1NTU4HA4Pk7mh/geSJPHCCy/wy1/+ktdff51169bN1bKmzDe+8Q3l38uWLWP58uWkp6dz4MABzjnnnDm8MoFAIDh1md+fiAKBQPA/RFdXF5dddhnBwcGEhoZyzTXXYDabT3j8ddddx8KFCxUxd/3119PT0zOLVz33eHt7s3nzZp555hmOHz/O//3f/+Hj48P3vvc90tLS+MEPfsBPf/pTvva1r+Hl5XVKiPPh+Pj4kJCQQHZ2Nt7e3oSEhODv788XX3zBJ598Qn19Pb29vZwqU2mysV1PT48ycx4TE8OyZctYv349S5Yswe12U15ezr///W8qKysV9/v5hk6no6KigmXLlhEZGTnqMWq1mvDwcBYuXMjpp5/OqlWrCAwMpLm5mQ8//JAvvviChx56iMbGRv7v//6PW265hb1797J+/fpZWUNkZCQajQadTudxu06nIzY2dtT7xMbGTuh4gLS0NCIjI6mvr5/6RQsEAsGXFFFBFwgEglnisssu4/jx47z//vs4HA6+/e1v873vfY8XX3xx1OPb29tpb2/nwQcfZPHixbS0tPCDH/yA9vZ2du3aNctXPz/QarWcc845nHPOOTz++ON8/PHH3HbbbRw6dIjMzEyef/55uru72bhx4yk369zX10dRURELFiwgMzMTlUqF0+mks7MTnU7H4cOH8fb2Vqq2ISEh87JNXBbnFouFvLy8EbP1arWaiIgIIiIiPOLN6urqsNvtY1ae5wK9Xk9FRQXLly8nKipqXPdRqVQEBQURFBREeno6/f39VFdXs3v3bu688078/Py4+OKLiYuLm+Gr/y/e3t7k5eWxb98+ZQbd7Xazb98+du7cOep91q5dy759+zxm0N9//33Wrl075uMcO3aMzs5OFixYMJ2XLxAIBF8qhEmcQCAQzALV1dUsXryYQ4cOkZ+fD8A777zDeeedx7Fjx8b9Zf3ll1/mW9/6FhaL5ZQwDZtJ3G43P/nJT3jppZd46623sFqt7Nq1i1deeQWDwcBXv/pVtm/fzqZNm+ZtpJdMT0+PMjufmpo6qvB2uVx0dXUpJnNqtZro6GhiYmLmTZu42+32yJ2fiOv8aI734eHhiuP9TGXYj4Ver6e8vJxly5aNGkM2UV599VVuuOEGLrnkEpqbm3nvvfdISUnhscce4ytf+co0XPGJ+ec//8mVV17Jn/70JwoKCnjkkUd46aWXqKmpISYmhiuuuIL4+HjuvfdeYDBmbf369dx3332cf/75/OMf/+C3v/2tErNmNpv59a9/zYUXXkhsbCwNDQ3ccsst9PX1UV5ePuvPl0AgEPyv8OX+dicQCASzxKeffkpoaKgizgE2btyIWq3m888/Z8eOHeM6T09PD8HBwV96cQ7Q0tLCJ598wsGDB0lLSwMGq34PPPAARUVF7Nq1i7vuuovvf//7bNy4ke3bt3PuuefOO4Oyrq4uSkpKyMjIICkpaczjNBoNUVFRREVFsWjRIkwmkyIiJUlSDMoiIiLmRKy7XC7Kysqw2+3k5eVNuPo9WuVZr9crmeMhISFK94Ac3zZTGAyGaRXnb775Jt/97nd54YUX+NrXvgYMpg289957pKamTvn84+GSSy7BYDDwq1/9io6ODnJycnjnnXcUI7jW1laP1826det48cUX+cUvfsHPf/5zMjMz2bt3r5KBrtFoKCsrU7pW4uLi+OpXv8pdd90lxLlAIBBMAVFBFwgEglngt7/9Lc8//zy1tbUet0dHR/PrX/+aa6+99qTnMBqN5OXl8a1vfYt77rlnpi71lEKSpBOKbbndeteuXezZs4f6+nrOPvtstm3bxvnnn09YWNicinVZCGZnZ0+65VluE9fpdOj1ehwOhyLW5dnjmcblclFSUoLL5WLlypXT3ppus9nQ6/UYDAa6uroIDAwkKiqKmJgYAgICpvU5lJ+TJUuWjHAxnwzvv/8+l112GX/5y1+45JJLpuEKBQKBQPC/jBDoAoFAMAV+9rOfcf/995/wmOrqavbs2TMlgd7b28tXvvIVwsPDee211+Z8NvdURJIkampqFLFeWVnJ+vXr2b59O1u2bCEyMnJWxfrx48eprq5m6dKl01KlhcE19vX1odfr0el0WK1WIiIiiImJmbGZbqfTSUlJCZIkzUpeu8PhwGg0otfrMRqN+Pj4TNtcvtFopLS0lKVLl06LON+/fz+XXHIJTz75JN/61rfmVeeGQCAQCOYnQqALBALBFDAYDHR2dp7wmLS0NP72t79x0003YTKZlNudTie+vr68/PLLJ2xx7+vrY9OmTfj7+/PGG2/g6+s7bdf/ZUWSJOrr69m9ezd79uyhuLiY0047jW3btrF161ZiY2NnVEwdPXqUI0eOsGLFCiW2ayYYOtNtNpuVme7o6OgJzYePhdPppLi4GLVaTU5OzqxHwslZ5HJ1XR4DiI6OJiwsbEKt/kajkbKyMhYvXnxCp/Lx8tFHH3HRRRfxyCOPcPXVVwtxLhAIBIJxIQS6QCAQzAKySdzhw4fJy8sD4L333mPz5s0nNInr7e1l06ZN+Pj48NZbb51yzuSnApIk0dLSooj1L774gtWrV7N161a2bdtGQkLCtIqrpqYmmpubWblyJaGhodN23pMhz3Tr9Xp6e3sJDQ1VxPpkNn0cDgdFRUV4eXmxYsWKOc9rd7vdyly+Xq/H7XZ7zOWf6Po6OzspLS1l0aJF0+JA/umnn7Jjxw7uv/9+fvCDH8yIOH/iiSd44IEH6OjoYMWKFTz22GMUFBSMefzLL7/ML3/5S5qbm8nMzOT+++/nvPPOU34uSRJ33HEHTz/9NN3d3Zx22mk8+eSTZGZmTvu1CwQCgWBshEAXCASCWeLcc89Fp9Px1FNPKTFr+fn5SsxaW1sb55xzDi+88AIFBQX09vby1a9+lf7+fl555RUCAgKUc0VFRc25IPpfRJIk2tra2LNnD3v27OHgwYOsXLmS7du3s23bNlJSUiYttuSqfXt7O7m5uQQFBU3z1Y8fq9WKwWBAp9PR3d1NUFAQMTExREdHj2sTyG63U1RUhI+PDytWrJgXDvJDkefy5TXabDYiIyNHjW+bbnF++PBhtm7dym9+8xuuu+66GRHn//znP7niiit46qmnWL16NY888ggvv/wytbW1o45LfPLJJ5x55pnce++9bNmyhRdffJH7779fcWQHuP/++7n33nt5/vnnSU1N5Ze//CXl5eVUVVWJrh2BQCCYRYRAFwgEglmiq6uLnTt38vrrr6NWq7nwwgt59NFHlQiw5uZmUlNT2b9/P2eddRYHDhxgw4YNo56rqamJlJSUWbz6Lx+SJKHT6XjllVfYs2cPH374IUuWLFHEupxVPt5z1dTUYDQayc3N9dhsmWvsdjsGgwG9Xk9nZycBAQFKZT0wMHDEGu12O4WFhfj7+7Ns2bJ5J86HI0kSFosFnU6HwWBQWv2joqLw9vamsrJySiZ9QykpKeH888/n9ttv56abbpqxtvbVq1ezatUqHn/8cWCweyAxMZHrrruOn/3sZyOOv+SSS7BYLLzxxhvKbWvWrCEnJ4ennnoKSZKIi4vjpptu4uabbwYGEyNiYmJ47rnn+MY3vjEj6xAIBALBSIRAFwgEAoHgJEiSRGdnJ6+++iq7d+9m3759ZGVlsW3bNrZv386iRYvGFGNut5vKykp6e3vJzc2d8YiwqTDcgM3X11cR68HBwYo4DwwMZOnSpfNenI/GwMCAEt9mNpvx8/MjISFh3N0DY1FRUcF5553HjTfeyG233TZj4txut+Pv78+uXbvYvn27cvuVV15Jd3c3r7766oj7JCUlceONN3LDDTcot91xxx3s3buX0tJSGhsbSU9Pp7i4mJycHOWY9evXk5OTwx/+8IcZWYtAIBAIRiKCdAUCgUAgOAkqlYrIyEiuueYarr76anp6enjttdfYvXs3Dz30EMnJyYpYH1pVtlgsVFRU4Ha7yc/Pn/f50F5eXixYsIAFCxYoBmw6nY6ioiI0Gg0ul4vg4OBTVpwD+Pn5ERwcTENDA1lZWWg0GvR6PfX19SftHhiL6upqtmzZwo9+9KMZFecwaGbncrlGuMzHxMRQU1Mz6n06OjpGPb6jo0P5uXzbWMcIBAKBYHY4NT9dBQKBQDBlurq6uOyyywgODiY0NJRrrrkGs9l8wvv8+c9/5qyzziI4OBiVSkV3d/fsXOw8QqVSERoayhVXXMGrr76KTqfjjjvuoKGhga985SusWLGC22+/nQ8//JBNmzbxl7/85ZQQ58PRaDRER0ezbNkyCgoKkCQJb29v+vr6+Oijj6iqqqKzsxO32z3Xlzohuru7KS4uJisri+TkZBISEsjNzWX9+vWkpKRgNps5dOgQBw8epK6uju7ubk7UbFhXV8eWLVu45ppruPPOO4Vbu0AgEAimhKigCwQCwZeUyy67jOPHj/P+++8rpnXf+973FNO60ejv72fz5s1s3ryZ2267bRavdv4SHBzMpZdeyqWXXorFYuHtt9/mxRdf5Gtf+xpxcXEEBwdz+PBhCgoKTkljv/7+foqKioiOjiY7OxtJkuju7kav11NZWYnL5Rq3W/pcM1ScJyQkePxstO4Bg8FASUkJKpWKqKgoYmJiPOLbGhsb2bJlC5deein33HPPrIjzyMhINBoNOp3O43adTjdmPFxsbOwJj5f/X6fTeRjl6XQ6j5Z3gUAgEMw8YgZdIBAIvoTIsW+HDh0iPz8fgHfeeYfzzjvvhLFvMrKBnclkmtWosFOB48eP89WvfpW0tDQuv/xyXn/9dV5//XX8/Py44IIL2L59O+vWrUOrnf975BaLhcLCQmJiYsjKyhohQCVJore3F51Oh16vx263e7ilz6c19vT0UFRUREZGBomJieO+n9vtVjYk9Ho9//73vykuLuass87iiSeeYOvWrTz66KOz2vK/evVqCgoKeOyxx5RrTEpKYufOnWOaxPX39/P6668rt61bt47ly5d7mMTdfPPN3HTTTcBgxGN0dLQwiRMIBIJZZv58cgoEAoFg1vj0008JDQ1VxDnAxo0bUavVfP755+zYsWMOr+7U5pprriEvL49nnnkGrVbLRRddhN1u54MPPmDPnj1cfvnlqFQqLrjgAnbs2MEZZ5zhEfs1XzCbzRQWFhIXF0dGRsao1WGVSkVISAghISFkZmZiNpvR6/U0NjZSWVlJeHg4MTExREZG4u3tPQerGGSy4hxArVYTHh5OeHg4CxcuxN/fn9bWVh588EFMJhNHjx7lb3/7G1u2bCE8PHyGVuDJjTfeyJVXXkl+fj4FBQU88sgjWCwWvv3tbwNwxRVXEB8fz7333gvAj3/8Y9avX89DDz3E+eefzz/+8Q8OHz7Mn//8Z2Dwebzhhhu4++67yczMVGLW4uLiPIzoBAKBQDDzCIEuEAgEX0I6OjpG5CVrtVrCw8OFKdQUeeGFFwgPD/eoqHp7e3Peeedx3nnn8eSTT/Lvf/+bl19+me9+97vY7Xa2bNnCtm3b2LBhw7yYVe/r66OwsJDExETS0tLG1bqtUqkICgoiKCiI9PR0LBYLer2eo0ePUlVVRVhYmGLANptrlMV5enr6hMX5cFQqFQkJCXzxxRecf/753HTTTbz66qv84Q9/4Dvf+Q5tbW1ERUVN05WPzSWXXILBYOBXv/oVHR0d5OTk8M477ygmb62trR6vv3Xr1vHiiy/yi1/8gp///OdkZmayd+9eJQMd4JZbbsFisfC9732P7u5uTj/9dN555x2RgS4QCASzjGhxFwgEgv8hfvazn3H//fef8Jjq6mr27NnD888/T21trcfPoqOj+fWvf8211157wnOIFvfpweVy8fHHH7Nr1y727t1LX18f5513Htu2bWPjxo1zEsnW29tLUVERSUlJpKWlTcs55WgzvV5PT08PISEhilifyTX29vZSWFhIWloaycnJUz6fXq/n3HPPJTc3l+eff96jhb+9vX1astRPRV544QV+8pOf0N7e7rH5sn37doKCgvjrX/86h1cnEAgEpxZCoAsEAsH/EAaDgc7OzhMek5aWxt/+9jduuukmTCaTcrvT6cTX15eXX375pC3uQqBPP263m88++0wR6waDgU2bNrF9+3Y2bdpEQEDAjF+DXG1OTU0lJSVlRh7DZrMpYt1kMhEYGEhMTAzR0dHTukZ5oyElJWVa1tLZ2cn555/PwoULefHFF+flWMJcMTAwwIIFC3j66af5+te/DgxuZsTHx/Pee++xYcOGOb5CgUAgOHUQAl0gEAi+hMgmcYcPHyYvLw+A9957j82bNwuTuHmA2+2msLCQXbt28corr9DW1sbGjRvZvn075557LsHBwdP+mCaTiZKSEtLT00lKSpr284+Gw+HAYDCg1+vp7OzEz8+P6OhoYmJiJpRDPhy5RX+6xLnJZOKCCy4gKSmJl156aU7n6ecrP/zhD2lubuatt94C4Pe//z1PPPEE9fX1InpOIBAIJoAQ6AKBQPAl5dxzz0Wn0/HUU08pMWv5+flKzFpbWxvnnHMOL7zwAgUFBcDg7HpHRweHDx/mu9/9Lv/+978JCgr6/+3de1CWZf7H8c8DRKTISRGMNMBKPAKCIGVKgUlYgkOmZomO0U6olWSlbUqbO0HpGh5Tt1XH0hEFPFHqGMa2GZsJYh7AXXPQ0XhQRExFOcjz+8Pt+UWImnJ4yPdrhhnn4rqv+3v7lx/v+/pe6tKlS7M1yLrT1NbW6ocfflB6eroyMjL0448/KiwsTFFRURo6dKicnJxuOwCVlZUpPz//msePNZeamhqVlpbq1KlTKi0tla2trfkzeEdHx5t+xl/C+f333y8vL6/bruvcuXMaNmyYOnbsqIyMDIvoEWCJ9u7dq379+unYsWPy8PBQnz59NGLECM2YMaOlSwOAVqX5zgQBAFiU1atXy8fHR2FhYYqMjNSAAQPMXZ2lq283Dx8+rIqKCvPYkiVL5O/vr7i4OEnSwIED5e/vr82bNzd7/XcKKysr+fn5adasWTpw4IDy8vIUHBysxYsXy8vLS8OHD9fKlStVWlqqW/k/9zNnzig/P1/dunVrsXAuXW1S6O7urj59+mjQoEF66KGHVFVVpb179+pf//qXCgsLVVZWptra2gbX+KXzfJcuXRolnJ8/f14xMTFydnZWenp6s4XzsrIyjRkzRg4ODnJyctKECRN04cKF615z+fJlTZw4Ue3bt5e9vb1iYmLqnX1uMBjq/axdu7ZRavb395evr69WrVql3NxcHTx4UOPGjWuUtQHgTsIbdAAAWiGTyaQjR44oLS1NGRkZys/P14ABAxQVFaVhw4bJzc3thm+dT58+rR9++EE9evRQp06dmqny36e2tlZnz55VSUmJTp8+LZPJJFdXV3Xs2FHt27c3dyv/JZzfd9996tq1623f9+LFi4qJiZG1tbUyMzObpQfAL5588kkVFxdr6dKl5q9b+vXrZ/665Vpefvllff7551q5cqUcHR01adIkWVlZadeuXeY5BoNBK1asUEREhHnMycmp0Tq1f/zxx0pJSdHgwYP13//+V9u3b2+UdQHgTkJABwCglTOZTCoqKlJ6ero2bNig3bt3q3///ho2bJiioqLk4eFRL6yfOnVK+/fvV8+ePeXu7t5Clf8+JpNJ5eXl5iZzNTU16tChgxwdHXX06FF17ty5UcL5pUuXNGLECFVXV+uLL75Qu3btGqH6m/NLf4jvv/9egYGBkqRt27YpMjKywf4Q586dk6urq9asWaNnnnlGklRYWKju3bsrJydH/fv3l3Q1oG/YsKHJzjY/d+6c7r33XtXU1GjVqlUaOXJkk9wHAP7I+MQdAIBWzmAwyMvLS1OnTtU333yjo0eP6plnnlFmZqZ69uypxx9/XPPmzVNRUZFMJpNWrFihlJQU9e7du9WEc+nqczo7O6tbt24aMGCA+vbtK2trax0+fFg1NTU6f/68iouLVV1dfcv3uHz5sp577jlVVFQoMzOzWcO5JOXk5MjJyckcziUpPDxcVlZW+u677655TW5urqqrqxUeHm4e8/HxUZcuXZSTk1Nn7sSJE9WhQwcFBQVp+fLlt7QtoiGOjo6KiYmRvb19k/0nAAD80RHQAQAtZtGiRfL09JSdnZ2Cg4O1e/fu685fv369fHx8ZGdnp969e5s7RuP/GQwGde7cWa+++qqys7N1/PhxxcbGKisrS76+vgoODtbUqVPVuXNnubq6tnS5t8xgMMjGxkanT5/W/fffr+DgYLVr105FRUX65z//qby8PJ04cUJVVVU3vWZVVZXGjh2rM2fOaOvWrXJ0dGzCJ7g2o9Gojh071hmzsbGRi4uLjEZjg9fY2trWO1HBzc2tzjXvvfee1q1bpx07digmJkbx8fFasGBBo9Z/8uRJjRkzhmZ6AHCLCOgAgBaRmpqqhIQEJSYmKi8vT76+vhoyZIhOnTp1zfnffvutRo8erQkTJmjv3r2Kjo5WdHS0Dhw40MyVtx4Gg0GdOnVSfHy8duzYob/97W86cuSIgoKC9PbbbyskJERJSUk6dOhQo75JbQ4VFRXKzc3VvffeqwcffFDt2rVT165dFRISoocfflguLi766aef9PXXX2vPnj06fvy4Ll++3OB61dXVGjdunE6cOKHt27fL2dm5UeudNm3aNZu0/fqnsLCwUe/5WzNmzNAjjzwif39/vfXWW3rzzTc1e/bsRln77Nmz2rBhg7KzszVx4sRGWRMA7kTsQQcAtIjg4GD169dPCxculHS1GVjnzp01efJkTZs2rd78kSNH6uLFi8rMzDSP9e/fX35+flqyZEmz1d1aLVu2TFOnTtXmzZs1aNAglZeXa/PmzUpPT9eOHTvk6empqKgoRUdHq1evXubma5aooqJCe/bskbu7ux588MHrNsO7fPmyec96eXm5HBwczMe3tWnTRtLVI95efPFFHTp0SDt37qz3BrsxnD59WmfOnLnuHG9vb3322Wd6/fXXdfbsWfN4TU2N7OzstH79eg0fPrzedTt37lRYWJjOnj1b5y36/fffr9dee01Tpky55v0+//xzPfXUU7p8+fJtv/H29PTU2bNnNWPGDE2dOvW21gKAO5lNSxcAALjzVFVVKTc3V9OnTzePWVlZKTw8vN6e2V/k5OQoISGhztiQIUO0cePGpiz1D8PR0VFbt27VI488IklydnZWbGysYmNj9fPPPyszM1Pp6ekKCwtTp06dNGzYMA0fPlz+/v4WFdZ/eXPu5uZ2w3AuSXZ2durSpYu6dOmiqqoqc1g/ePCgEhMTFRoaqlOnTunAgQPKzs5uknAuSa6urje1pSAkJETl5eXKzc1VQECApKsBvLa2VsHBwde8JiAgQHfddZeysrIUExMjSTp8+LCOHz+ukJCQBu+Vn58vZ2fnRvkcvaio6LbXAAAQ0AEALaC0tFRXrlyRm5tbnXE3N7cGP/M1Go3XnN/QvlzUdb2O2g4ODnruuef03HPP6cKFC9q6dasyMjI0dOhQubi46Omnn9bw4cPVr18/WVtbN2PVdV26dEm5ubnq2LGjHnrooRuG89+ytbXVfffdp/vuu0/nz5/XhAkT9Omnn2r//v3y8vLS/PnzFRMTo759+/7utRtL9+7dFRERobi4OC1ZskTV1dWaNGmSRo0aZe7gfvLkSYWFhWnVqlUKCgqSo6OjJkyYoISEBLm4uMjBwUGTJ09WSEiIuYP7li1bVFJSov79+8vOzk47duzQ+++/z9tuALAwBHQAAGBmb2+vESNGaMSIEbp06ZK2b9+ujIwMxcTEqE2bNho2bJiio6MVEhIiG5vm+2fEpUuXtGfPHrm6ut5SOP+ttm3b6j//+Y9+/vlnHThwQAUFBUpPT9fjjz+uN954Q++8804jVf77rV69WpMmTVJYWJisrKwUExOj+fPnm39fXV2tw4cPq6Kiwjz20UcfmedWVlZqyJAhWrx4sfn3d911lxYtWqQpU6bIZDLpgQce0Ny5cxUXF9eszwYAuD72oAMAml1VVZXatGmjtLS0OscxxcbGqry8XJs2bap3TZcuXZSQkKDXXnvNPJaYmKiNGzdq3759zVD1ne3y5cvKyspSRkaGNm3aJGtraz399NOKjo7Wo48+qrvuuqtJ771nzx61b99ePj4+tx3Oa2trNX36dG3atEnZ2dny9vY2/66yslKXLl2q1xEdAIDmYDmbygAAdwxbW1sFBAQoKyvLPFZbW6usrKwG98yGhITUmS9JO3bsuO4eWzQeOzs7DR06VP/4xz9UXFys1atXy8bGRi+++KK8vb0VHx+v7du3q7KyslHv+0s4d3FxabRwPnPmTGVkZOjLL7+sE84l6e677yacAwBaDG/QAQAtIjU1VbGxsVq6dKmCgoKUkpKidevWqbCwUG5ubho7dqw8PDyUlJQk6eoxa4MGDVJycrKGDh2qtWvX6v3331deXp569erVwk9z56qpqdE333yjtLQ0bdy4URcuXFBkZKSio6MVFhame+6555bX/nU47969+22Hc5PJpL/+9a9asWKFvvrqK3Xv3v221gMAoLER0AEALWbhwoWaPXu2jEaj/Pz8NH/+fHOn6tDQUHl6emrlypXm+evXr9c777yjoqIiPfjgg/rwww8VGRnZQtXjt65cuaJ///vfSk9P14YNG3TmzBkNGTJE0dHReuKJJ9S2bdubXquyslJ79uyRk5OTevTo0Sjh/MMPP9TixYu1c+dO9e7d+7bWAwCgKRDQAQBAo6utrdWePXuUnp6ujIwM/fTTTxo8eLCio6MVEREhBweHBq9tinA+b948zZkzR19++aX69u17W+v9HmVlZZo8ebK2bNlibuI2b9482dvbN3jNsmXLtGbNGuXl5en8+fP1zje/1XUBAJaPgA4AAJpUbW2t9u3bZw7rR48eVXh4uKKiojR06FA5OjqaQ/jZs2dVUFAgBwcH9ezZs1HC+eLFi5WUlKRt27YpKCioMR7ppj355JMqLi7W0qVLVV1drfHjx6tfv35as2ZNg9ekpKTo8uXLkqTp06dfM6DfyroAAMtHQAcA4FcWLVpk/uze19dXCxYsaDDUHTx4UDNnzlRubq6OHTumjz76qE6XedRnMpl06NAhpaWlKSMjQwUFBXrssccUFRWlwMBAPfvss5o4caLi4+MbJZx/8sknmjlzprZu3aqHH364kZ7i5hQUFKhHjx76/vvvFRgYKEnatm2bIiMjdeLECfO55g3Jzs7WY489Vi+g3+66AADLRRd3AAD+JzU1VQkJCUpMTFReXp58fX01ZMgQnTp16przKyoq5O3treTkZLm7uzdzta2TwWBQz549lZiYqPz8fB04cECDBg3S0qVL9dhjj8nR0VHW1tYqKSnR7bxDMJlMWrVqlWbMmKEtW7Y0eziXpJycHDk5OZlDtCSFh4fLyspK3333ncWtCwBoeQR0AAD+Z+7cuYqLi9P48ePVo0cPLVmyRG3atNHy5cuvOb9fv36aPXu2Ro0apbvvvruZq239DAaDHnroIb300ksymUwKDQ3V6NGjlZaWpm7duikiIkKLFy/WyZMnf1dYN5lMWrNmjd58801t3LhRAwcObMKnaJjRaFTHjh3rjNnY2MjFxUVGo9Hi1gUAtDwCOgAAkqqqqpSbm6vw8HDzmJWVlcLDw5WTk9OClf2xmUwmDRs2TN26ddOmTZs0bdo07dq1S0ePHtUzzzyjLVu2qEePHgoLC9O8efN07NixG4b1tLQ0TZkyRevXr9fjjz/e6DVPmzZNBoPhuj+FhYWNfl8AwB+fTUsXAACAJSgtLdWVK1fk5uZWZ9zNzY2w1YQMBoMWLVqkXr16ycbGxjzWuXNnvfrqq3rllVdkNBq1YcMGpaena+bMmerTp4+io6MVFRWlrl271tmrvnHjRk2cOFFr165VREREk9T8+uuva9y4cded4+3tLXd393rbI2pqalRWVnZbWyKaal0AQMsjoAMAgBbl7+/f4O8MBoM6deqk+Ph4vfzyyyotLdXGjRuVnp6uWbNmycfHxxzWf/zxR8XFxemzzz7TU0891WT1urq6ytXV9YbzQkJCVF5ertzcXAUEBEiSdu7cqdraWgUHB9/y/ZtqXQBAy+MTdwAAJHXo0MHcnOzXSkpKeCtpIQwGg1xdXRUXF6etW7fKaDQqISFBe/fuVUhIiEaPHq3ly5dr+PDhLV2qJKl79+6KiIhQXFycdu/erV27dmnSpEkaNWqUudP6yZMn5ePjo927d5uvMxqNys/P15EjRyRJ+/fvV35+vsrKym56XQBA60RABwBAkq2trQICApSVlWUeq62tVVZWlkJCQlqwMlyLwWCQi4uLxo0bpy1btqi4uFgLFizQs88+29Kl1bF69Wr5+PgoLCxMkZGRGjBggJYtW2b+fXV1tQ4fPqyKigrz2JIlS+Tv76+4uDhJ0sCBA+Xv76/Nmzff9LoAgNaJc9ABAPif1NRUxcbGaunSpQoKClJKSorWrVunwsJCubm5aezYsfLw8FBSUpKkq43lDh06JEmKjIzUmDFjNGbMGNnb2+uBBx5oyUcBAACtEAEdAIBfWbhwoWbPni2j0Sg/Pz/Nnz/fvK83NDRUnp6eWrlypSSpqKhIXl5e9dYYNGiQsrOzm7FqAADwR0BABwAAAADAArAHHQAAAAAAC0BABwAAuIGysjKNGTNGDg4OcnJy0oQJE3ThwoXrXrNs2TKFhobKwcFBBoNB5eXl9eZ4enrKYDDU+UlOTm6ipwAAWDoCOgAArcSiRYvk6ekpOzs7BQcH1zma67f+/ve/69FHH5Wzs7OcnZ0VHh5+3fm4vjFjxujgwYPasWOHMjMz9fXXX+ull1667jUVFRWKiIjQ22+/fd157733noqLi80/kydPbszSAQCtiE1LFwAAAG4sNTVVCQkJWrJkiYKDg5WSkqIhQ4bo8OHD6tixY7352dnZGj16tB5++GHZ2dnpgw8+0BNPPKGDBw/Kw8OjBZ6g9SooKNC2bdv0/fffKzAwUJK0YMECRUZGas6cOQ2ePf7aa69J0g0bBrZr107u7u6NWTIAoJXiDToAoFU4ffq03N3d9f7775vHvv32W9na2tY5u/yPau7cuYqLi9P48ePVo0cPLVmyRG3atNHy5cuvOX/16tWKj4+Xn5+ffHx89Mknn5jPdcfvk5OTIycnJ3M4l6Tw8HBZWVnpu+++u+31k5OT1b59e/n7+2v27Nmqqam57TUBAK0Tb9ABAK2Cq6urli9frujoaD3xxBPq1q2bXnjhBU2aNElhYWEtXV6TqqqqUm5urqZPn24es7KyUnh4uHJycm5qjYqKClVXV8vFxaWpyvzDMhqN9b5SsLGxkYuLi4xG422t/corr6hv375ycXHRt99+q+nTp6u4uFhz5869rXUBAK0TAR0A0GpERkYqLi5OY8aMUWBgoNq2baukpKSWLqvJlZaW6sqVK3Jzc6sz7ubmpsLCwpta46233tK9996r8PDwpiixVZo2bZo++OCD684pKCho0hoSEhLMf+7Tp49sbW31pz/9SUlJSbr77rub9N4AAMtDQAcAtCpz5sxRr169tH79euXm5hJibkJycrLWrl2r7Oxs2dnZtXQ5FuP111/XuHHjrjvH29tb7u7uOnXqVJ3xmpoalZWVNfre8eDgYNXU1KioqEjdunVr1LUBAJaPgA4AaFV+/PFH/fTTT6qtrVVRUZF69+7d0iU1uQ4dOsja2lolJSV1xktKSm4YEOfMmaPk5GR9+eWX6tOnT1OW2eq4urrK1dX1hvNCQkJUXl6u3NxcBQQESJJ27typ2tpaBQcHN2pN+fn5srKyumbjPwDAHx9N4gAArUZVVZWef/55jRw5UrNmzdKLL75Y783mH5Gtra0CAgLqNHj7peFbSEhIg9d9+OGHmjVrlrZt21anwRl+n+7duysiIkJxcXHavXu3du3apUmTJmnUqFHmDu4nT56Uj49PnaPsjEaj8vPzdeTIEUnS/v37lZ+fr7KyMklXm8+lpKRo3759Onr0qFavXq0pU6bo+eefl7Ozc/M/KACgxRlMJpOppYsAAOBmvPHGG0pLS9O+fftkb2+vQYMGydHRUZmZmS1dWpNLTU1VbGysli5dqqCgIKWkpGjdunUqLCyUm5ubxo4dKw8PD/Oe/A8++EAzZ87UmjVr9Mgjj5jXsbe3l729fUs9RqtVVlamSZMmacuWLbKyslJMTIzmz59v/rssKiqSl5eXvvrqK4WGhkqS3n33Xf3lL3+pt9aKFSs0btw45eXlKT4+XoWFhaqsrJSXl5deeOEFJSQksHUDAO5QBHQAQKuQnZ2twYMH66uvvtKAAQMkXQ1Fvr6+Sk5O1ssvv9zCFTa9hQsXavbs2TIajfLz89P8+fPNn1iHhobK09NTK1eulCR5enrq2LFj9dZITEzUu+++24xVAwCAm0VABwAAAADAArAHHQAAAAAAC0BABwAAAADAAhDQAQDAbVm0aJE8PT1lZ2en4ODgOp3MfysjI0OBgYFycnJS27Zt5efnp08//bQZqwUAwHIR0AEAwC1LTU1VQkKCEhMTlZeXJ19fXw0ZMqTB4+9cXFz05z//WTk5Ofrhhx80fvx4jR8/Xtu3b2/mygEAsDw0iQMAALcsODhY/fr108KFCyVdPZ+9c+fOmjx5sqZNm3ZTa/Tt21dDhw7VrFmzmrJUAAAsHm/QAQDALamqqlJubq7Cw8PNY1ZWVgoPD1dOTs4NrzeZTMrKytLhw4c1cODApiwVAIBWwaalCwAAAK1TaWmprly5Ijc3tzrjbm5uKiwsbPC6c+fOycPDQ5WVlbK2ttbixYs1ePDgpi4XAACLR0AHAADNql27dsrPz9eFCxeUlZWlhIQEeXt7KzQ0tKVLAwCgRRHQAQDALenQoYOsra1VUlJSZ7ykpETu7u4NXmdlZaUHHnhAkuTn56eCggIlJSUR0AEAdzz2oAMAgFtia2urgIAAZWVlmcdqa2uVlZWlkJCQm16ntrZWlZWVTVEiAACtCm/QAQDALUtISFBsbKwCAwMVFBSklJQUXbx4UePHj5ckjR07Vh4eHkpKSpIkJSUlKTAwUF27dlVlZaW++OILffrpp/r4449b8jEAALAIBHQAAHDLRo4cqdOnT2vmzJkyGo3y8/PTtm3bzI3jjh8/Liur//9g7+LFi4qPj9eJEyd0zz33yMfHR5999plGjhzZUo8AAIDF4Bx0AAAAAAAsAHvQAQAAAACwAAR0AAAAAAAsAAEdAAAAAAALQEAHAAAAAMACENABAAAAALAABHQAAAAAACwAAR0AAAAAAAtAQAcAAAAAwAIQ0AEAAAAAsAAEdAAAAAAALAABHQAAAAAAC0BABwAAAADAAhDQAQAAAACwAAR0AAAAAAAsAAEdAAAAAAALQEAHAAAAAMACENABAAAAALAABHQAAAAAACwAAR0AAAAAAAtAQAcAAAAAwAIQ0AEAAAAAsAAEdAAAAAAALAABHQAAAAAAC0BABwAAAADAAhDQAQAAAACwAAR0AAAAAAAsAAEdAAAAAAALQEAHAAAAAMACENABAAAAALAABHQAAAAAACwAAR0AAAAAAAtAQAcAAAAAwAIQ0AEAAAAAsAAEdAAAAAAALAABHQAAAAAAC0BABwAAAADAAhDQAQAAAACwAAR0AAAAAAAsAAEdAAAAAAALQEAHAAAAAMACENABAAAAALAABHQAAAAAACwAAR0AAAAAAAtAQAcAAAAAwAIQ0AEAAAAAsAAEdAAAAAAALAABHQAAAAAAC0BABwAAAADAAhDQAQAAAACwAP8H+ucBDHEgf3AAAAAASUVORK5CYII=' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib widget\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"ax = fig.add_subplot(projection='3d')\n",
"cmap = plt.get_cmap(\"tab20\")\n",
"\n",
"# Plot each sample category individually such that we can set label name.\n",
"for i, cat in enumerate(categories):\n",
" sub_matrix = np.array(samples[samples[\"category\"] == cat][\"embed_vis\"].to_list())\n",
" x=sub_matrix[:, 0]\n",
" y=sub_matrix[:, 1]\n",
" z=sub_matrix[:, 2]\n",
" colors = [cmap(i/len(categories))] * len(sub_matrix)\n",
" ax.scatter(x, y, zs=z, zdir='z', c=colors, label=cat)\n",
"\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"ax.set_zlabel('z')\n",
"ax.legend(bbox_to_anchor=(1.1, 1))"
]
}
],
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"kernelspec": {
"display_name": "Python 3.9.9 ('openai')",
"language": "python",
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"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.9"
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"vscode": {
"interpreter": {
"hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
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"nbformat": 4,
"nbformat_minor": 5
}