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@razimantv
Created November 16, 2023 00:04
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Strike rate statistics
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e2a689e7-54f2-4cf0-83b1-1cea702d36c3",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import os\n",
"from collections import defaultdict\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "aae9368d-afb8-4ad5-9f16-17aca10a8329",
"metadata": {},
"outputs": [],
"source": [
"def get_game_stats(gamedata):\n",
" stats = {}\n",
"\n",
" for inning in gamedata['innings']:\n",
" team = inning['team']\n",
" for over in inning['overs']:\n",
" for delivery in over['deliveries']:\n",
" if 'extras' in delivery and 'wides' in delivery['extras']:\n",
" continue\n",
" batter = delivery['batter']\n",
" if batter not in stats:\n",
" stats[batter] = {\n",
" 'runs': 0,\n",
" 'ballstats': defaultdict(lambda: np.zeros(2)),\n",
" 'team': team\n",
" }\n",
" runs = delivery['runs']['batter']\n",
" stats[batter]['ballstats'][stats[batter]['runs']] += np.array([1, runs])\n",
" stats[batter]['runs'] += runs\n",
"\n",
" return stats"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "174f86ee-de81-4420-86b3-3956f61c50da",
"metadata": {},
"outputs": [],
"source": [
"def get_game_stats_teamwise(gamedata):\n",
" stats, teamstats = {}, {}\n",
"\n",
" for inning in gamedata['innings']:\n",
" team = inning['team']\n",
" teamstats[team] = {\n",
" 'runs': 0,\n",
" 'ballstats': defaultdict(lambda: np.zeros(2)),\n",
" }\n",
" for over in inning['overs']:\n",
" for delivery in over['deliveries']:\n",
" if 'extras' in delivery and 'wides' in delivery['extras']:\n",
" continue\n",
" batter = delivery['batter']\n",
" if batter not in stats:\n",
" stats[batter] = {\n",
" 'runs': 0,\n",
" 'ballstats': defaultdict(lambda: np.zeros(2))\n",
" }\n",
" runs = delivery['runs']['batter']\n",
" teamstats[team]['ballstats'][stats[batter]['runs']] += np.array([1, runs])\n",
" stats[batter]['runs'] += runs\n",
"\n",
" return teamstats"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8e7181a9-cb9e-46ff-bd22-f05f9ef4517a",
"metadata": {},
"outputs": [],
"source": [
"def merge(allstats, gamestats):\n",
" for player, stats in gamestats.items():\n",
" if player not in allstats:\n",
" allstats[player] = {\n",
" 'innings': 0,\n",
" 'ballstats': defaultdict(lambda: np.zeros(2)),\n",
" 'team': stats['team']\n",
" }\n",
" allstats[player]['innings'] += 1\n",
" for runs, ballstats in stats['ballstats'].items():\n",
" allstats[player]['ballstats'][runs] += ballstats"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2c5f2860-ea65-4677-b08d-634d102184e3",
"metadata": {},
"outputs": [],
"source": [
"def merge_teamwise(allteamstats, gameteamstats):\n",
" for team, stats in gameteamstats.items():\n",
" if team not in allteamstats:\n",
" allteamstats[team] = {\n",
" 'innings': 0,\n",
" 'ballstats': defaultdict(lambda: np.zeros(2))\n",
" }\n",
" allteamstats[team]['innings'] += 1\n",
" for runs, ballstats in stats['ballstats'].items():\n",
" allteamstats[team]['ballstats'][runs] += ballstats"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7fe3b7b5-5a25-49f7-b3a1-e075c7293c5d",
"metadata": {},
"outputs": [],
"source": [
"allstats = {}\n",
"allteamstats = {}\n",
"\n",
"for filename in os.listdir(datadir):\n",
" if filename.endswith(\".json\"):\n",
" file_path = os.path.join(datadir, filename)\n",
" with open(file_path) as file:\n",
" gamedata = json.load(file)\n",
" if gamedata['info']['gender'] != 'male':\n",
" continue\n",
" merge(allstats, get_game_stats(gamedata))\n",
" merge_teamwise(allteamstats, get_game_stats_teamwise(gamedata))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "81261d2a-1bc4-40fb-92ae-9bacc9f58fc8",
"metadata": {},
"outputs": [],
"source": [
"scores = set(runs for player, playerstats in allstats.items() for runs in playerstats['ballstats'])\n",
"combined_stats = [[score, sum(playerstats['ballstats'][score] for player, playerstats in allstats.items() if score in playerstats['ballstats'])] for score in scores]\n",
"combined_strikerate = np.array([[x, 100*y[1]/y[0]] for x, y in combined_stats])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7d941106-0806-4469-aaa0-17a1a9548d82",
"metadata": {},
"outputs": [],
"source": [
"def get_strikerate(allstats, entity):\n",
" return np.array(sorted([[k, 100 * v[1] / v[0]] for k, v in allstats[entity]['ballstats'].items()]))\n",
"\n",
"\n",
"kohli_strikerate = get_strikerate(allstats, 'V Kohli')\n",
"sachin_strikerate = get_strikerate(allstats, 'SR Tendulkar')\n",
"rohit_strikerate = get_strikerate(allstats, 'RG Sharma')\n",
"amla_strikerate = get_strikerate(allstats, 'HM Amla')\n",
"ABD_strikerate = get_strikerate(allstats, 'AB de Villiers')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "0a737f8d-0f5f-4d12-8615-b47a3065ae38",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Progression of strike rate with player score')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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9wjxf2SQSCby9vTW21axZEwA0xtu/KjU1FbNnz1bPyeHs7IyKFSsiLi5Oo3wdHBwQEBCAwMBA9bZNmzahUqVK6jlAnj9/jri4OKxduzZXWY8aNQpA7rLW9RmcMGECatasiR49esDT0xOjR49WVzhmu3fvHvz8/PI9z8OHD1GjRo1cE/69+h2XV/4M9awTEZUXHKNPRGRAzZs3V8+6nxdzc/MSnd361VY7lUoFQRCwf/9+rbOT5xxPvmzZMowcORI7d+7EwYMH8d5772HhwoU4d+4cPD09YWlpiRMnTuDYsWPYu3cvgoKCsGXLFnTs2BEHDx402OzneZ1HLGDCs+IwcOBAtG3bFjt27MDBgwexdOlSLF68GH/++Sd69Oih0zn0ac13d3eHu7s79u3bh4sXL2o8X9kVKh988EGuCqVs+VUC5ZefjRs3YuTIkejbty9mzJgBFxcXSKVSLFy4UD33RH4Mkbc2bdrgyJEjSE1NxaVLlzB79mz4+fnBwcEBJ0+exM2bN2FjY4NGjRoVmJ/8GOP5mjx5MtatW4cpU6bA398f9vb2EAQBgwcPzlVRNnz4cGzbtg1nzpxBvXr1sGvXLkyYMEH9PZKdftiwYeqJJV+VPadBNl2fQRcXF1y9ehUHDhzA/v37sX//fqxbtw7Dhw/PNZGeIWn73gKK/qwTEZUXDPSJiEqBqlWr4vDhw0hMTNRo1b9165Z6f/b/KpUKoaGhqFGjhjpdSEiIzteqXr06RFGEl5eXuuUxP/Xq1UO9evXw6aef4syZM2jdujW+//57fPHFFwCyWjQ7deqETp064euvv8aCBQswa9YsHDt2TOua9Nn3cvv27Vz7bt26BWdnZ4MsAZjzOtktn9lu376t3l8Y7u7umDBhAiZMmIDIyEg0btwYX375pTrQz9nqXlQWFhbYs2cPOnbsiO7du+P48eOoW7cuAKhbkmUymdayLort27fD29sbf/75p8b9ZLeeZsvrXg2Rt7Zt22LdunXYvHkzlEolWrVqBYlEgjZt2qgD/VatWhVYoWTI9+NVKpUK9+/f1/gs3blzBwByTSqZ0/bt2zFixAgsW7ZMvS0tLQ1xcXG50nbv3h0VK1bEpk2b0KJFC6SkpODtt99W769YsSJsbW2hVCoN/hwAgFwuR0BAAAICAqBSqTBhwgT88MMP+Oyzz+Dj44Pq1asjODg433NUrVoV165dg0ql0qjofPU7Li/F+awTEZkidt0nIioFevbsCaVSie+++05j+/LlyyEIgjqAzG7JWr16tUa6lStX6nyt/v37QyqVYt68eblaLEVRRHR0NAAgISFBvXxbtnr16kEikSA9PR1A1rjZVzVs2BAA1Gle5e7ujoYNG2LDhg0aQU1wcDAOHjyInj176nwv+WnatClcXFzw/fffa+Rl//79uHnzZr4rFeRFqVTm6rbu4uICDw8PjWtYW1vr1L1dV/b29jhw4IB6Kb/sFnUXFxe0b98eP/zwA8LCwnIdp8sScXnJDp5zPiP//PMPzp49q5HOysoKAHIFqIbIW3aX/MWLF6N+/frqeSPatm2LI0eO4OLFizp127e2ttYaQBtKzs+tKIr47rvvIJPJ0KlTpzyPkUqluT5/K1euhFKpzJXWzMwMQ4YMwdatW7F+/XrUq1dPo4VeKpViwIAB+OOPP7QG3EV5DrK/D7JJJBL1tbOf+QEDBuDff//Fjh07ch2ffY89e/ZEeHi4xkoGmZmZWLlyJWxsbPDaa6/lm4/ifNaJiEwRW/SJiEqBgIAAdOjQAbNmzcKDBw/QoEEDHDx4EDt37sSUKVPUy701adIEAwYMwIoVKxAdHa1eXi+7BVGXlsvq1avjiy++wMyZM/HgwQP07dsXtra2CA0NxY4dOzBu3Dh88MEHOHr0KCZNmoQ333wTNWvWRGZmJn777Td1UAEA8+fPx4kTJ9CrVy9UrVoVkZGRWL16NTw9PdGmTZs887B06VL06NED/v7+GDNmjHp5PXt7e4012ItCJpNh8eLFGDVqFF577TUMGTJEvbxetWrVci1XpovExER4enrijTfeQIMGDWBjY4PDhw/jwoULGi2zTZo0wZYtWzBt2jQ0a9YMNjY2CAgIKNL9ODs749ChQ2jTpg06d+6MU6dOoVKlSli1ahXatGmDevXqYezYsfD29kZERATOnj2LJ0+e4N9//y3U9V5//XX8+eef6NevH3r16oXQ0FB8//338PX1RVJSkjqdpaUlfH19sWXLFtSsWROOjo7w8/ODn59fkfPm4+MDNzc33L59W2PCyXbt2uGjjz4CAJ0C/SZNmmDNmjX44osv4OPjAxcXl1y9PArLwsICQUFBGDFiBFq0aIH9+/dj7969+OSTT3JNcJjT66+/jt9++w329vbw9fXF2bNncfjwYY2lOHMaPnw4vv32Wxw7dkzrspKLFi3CsWPH0KJFC4wdOxa+vr6IiYnB5cuXcfjwYa2Vcrp45513EBMTg44dO8LT0xMPHz7EypUr0bBhQ/X4+hkzZmD79u148803MXr0aDRp0gQxMTHYtWsXvv/+ezRo0ADjxo3DDz/8gJEjR+LSpUuoVq0atm/fjtOnT2PFihW55ifRpriedSIik1TyE/0TEZkeXZdnGzFihGhtba11X2Jiojh16lTRw8NDlMlkYo0aNcSlS5dqLPsliqKYnJwsTpw4UXR0dBRtbGzEvn37irdv3xYBiIsWLVKny16aLq+l7/744w+xTZs2orW1tWhtbS3Wrl1bnDhxonj79m1RFEXx/v374ujRo8Xq1auLFhYWoqOjo9ihQwfx8OHD6nMcOXJE7NOnj+jh4SHK5XLRw8NDHDJkiHjnzh11Gm3L64miKB4+fFhs3bq1aGlpKdrZ2YkBAQHqpdQKugdtS6jlZcuWLWKjRo1Ec3Nz0dHRURw6dKh6ucNXz1fQ+5eeni7OmDFDbNCggWhraytaW1uLDRo0EFevXq2RLikpSXzrrbdEBwcHEYB6qb3spc20LVlY0PJ62UJCQkR3d3exTp066nK5d++eOHz4cNHNzU2UyWRipUqVxNdff13cvn17vveT/d4sXbo01z6VSiUuWLBArFq1qmhubi42atRI3LNnjzhixIhcSweeOXNGbNKkiSiXy3MtI1fYvGV78803RQDili1b1NsyMjJEKysrUS6XayydKIran43w8HCxV69eoq2trQhAvdReXu+7tvdCm+zP871798SuXbuKVlZWoqurqzhnzhyNJRBFMffyerGxseKoUaNEZ2dn0cbGRuzWrZt469YtsWrVqhrL5uVUt25dUSKR5Hp+s0VERIgTJ04UK1euLMpkMtHNzU3s1KmTuHbt2lz3lt+ymTlt375d7Nq1q+ji4iLK5XKxSpUq4rvvviuGhYVppIuOjhYnTZokVqpUSZTL5aKnp6c4YsQIjeX+IiIi1Pcsl8vFevXq5fpeyO+ZFMWiP09EROWFIIpGmMmIiIgM6urVq2jUqBE2btyIoUOHGjs7ROXCyJEjsX37do0eDsWpUaNGcHR0xJEjR0rkekREVHZxjD4RURmTmpqaa9uKFSsgkUjQrl07I+SIiIrbxYsXcfXqVQwfPtzYWSEiojKAY/SJiMqYJUuW4NKlS+jQoQPMzMzUS16NGzcOlStXNnb2iMiAgoODcenSJSxbtgzu7u4YNGiQsbNERERlAFv0iYjKmFatWiEmJgaff/45pk+fjjt37mDu3LlYtWqVsbNGRAa2fft2jBo1CgqFAr///jssLCyMnSUiIioDOEafiIiIiIiIyISwRZ+IiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIiIiIiITwkCfiIiIiIiIyIQw0CciIiIiIiIyIQz0iYiIiIiIiEwIA30iIiIiIiIiE8JAn4iIiIiIiMiEMNAnIiIiIiIiMiEM9ImIiIiIiIhMCAN9IiIiIiIiIhPCQJ+IiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIiIiIiITwkCfiIiIiIiIyIQw0CciIiIiIiIyIQz0iYiIiIiIiEwIA30iIiIiIiIiE8JAn4iIiIiIiMiEMNAnIiIiIiIiMiEM9ImIiIiIiIhMCAN9IiIiIiIiIhPCQJ+IiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIiIiIiITwkCfiIiIiIiIyIQw0CciIiIiIiIyIQz0iYiIiIiIiEwIA30iIiIiIiIiE8JAn4iIiIiIiMiEMNAnIiIiIiIiMiEM9ImIiIiIiIhMCAN9IiIiIiIiIhPCQJ+IiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIhOxfv16CIKABw8eGDsrBiUIAiZNmlRgOm333759e7Rv3774MkdERFQKMdAnIiIqpXr37g0rKyskJibmmWbo0KGQy+WIjo4utnysXr0a69ev1zl9XoH5ggULIAgCRo8eDZVKZcAcEhERUU4M9ImIiEqpoUOHIjU1FTt27NC6PyUlBTt37kT37t3h5OSEt99+G6mpqahatapB86FvoK/NokWLMGvWLIwYMQI//fQTJJKS+RPk4MGDOHjwYIlci4iIqLRgoE9ERFRK9e7dG7a2tggMDNS6f+fOnUhOTsbQoUMBAFKpFBYWFhAEIc9ziqKI1NTUYslvXpYuXYqZM2di+PDh+OWXX0osyAcAuVwOuVxeYtcjIiIqDRjoExERlVKWlpbo378/jhw5gsjIyFz7AwMDYWtri969ewPQPka9WrVqeP3113HgwAE0bdoUlpaW+OGHHwAA69atQ8eOHeHi4gJzc3P4+vpizZo1GteoVq0arl+/juPHj0MQBAiCoNeY96+//hoffvghhg0bhnXr1mkE+cnJyZg+fToqV64Mc3Nz1KpVC1999RVEUdR6rr/++gt+fn4wNzdH3bp1ERQUVOD1OUafiIjKIwb6REREpdjQoUORmZmJrVu3amyPiYnBgQMH0K9fP1haWuZ7jtu3b2PIkCHo0qULvvnmGzRs2BAAsGbNGlStWhWffPIJli1bhsqVK2PChAlYtWqV+tgVK1bA09MTtWvXxm+//YbffvsNs2bN0inv33zzDaZPn4633noL69ev1wjyRVFE7969sXz5cnTv3h1ff/01atWqhRkzZmDatGm5znXq1ClMmDABgwcPxpIlS5CWloYBAwYU69wEREREZZUg5lVtTkREREanVCpRuXJlVKtWDWfOnFFv/+GHH/C///0PBw4cQNeuXQFkteiPGjUKoaGhqFatGoCsFvmHDx8iKCgI3bp10zh3ampqrkqC7t274+7du7h37556m5+fH5ydnfH333/rlGdBEFC1alU8fPgQQ4YMwW+//QapVKqRZufOnejbty+++OILjYqDN998E3/88Qfu3r2L6tWrq88nl8tx48YN9bZr166hQYMGWLlypXriP233n92ar2veiYiITAFb9ImIiEoxqVSKwYMH4+zZsxpd8gMDA+Hq6opOnToVeA4vL69cQT4AjSA/Pj4eUVFReO2113D//n3Ex8cXKd8RERHqa78a5APAvn37IJVK8d5772lsnz59OkRRxP79+zW2d+7cWR3kA0D9+vVhZ2eH+/fvFymfREREpoiBPhERUSmXPdle9qR8T548wcmTJzF48GCtQfSrvLy8tG4/ffo0OnfuDGtrazg4OKBixYr45JNPAKDIgf6IESMQEBCABQsWYPny5bn2P3z4EB4eHrC1tdXYXqdOHfX+nKpUqZLrHBUqVEBsbGyR8klERGSKGOgTERGVck2aNEHt2rXx+++/AwB+//13iKKorgAoiLYx/Pfu3UOnTp0QFRWFr7/+Gnv37sWhQ4cwdepUACjyOvdmZmbYunUrXnvtNUyfPh3r1q0r0vnyqtDgCEQiIqLcGOgTERGVAUOHDkVwcDCuXbuGwMBA1KhRA82aNSv0+Xbv3o309HTs2rUL7777Lnr27InOnTtrrRTIb7m+/FhYWGDXrl1o1KgRxo4dix07dqj3Va1aFc+ePUNiYqLGMbdu3VLvJyIiosJhoE9ERFQGZLfez549G1evXtW5NT8v2S3kOVvE4+Pjtba8W1tbIy4urlDXsbOzQ1BQEHx8fDBkyBAcOXIEANCzZ08olUp89913GumXL18OQRDQo0ePQl2PiIiIADNjZ4CIiIgK5uXlhVatWmHnzp0AUORAv2vXrpDL5QgICMC7776LpKQk/Pjjj3BxcUFYWJhG2iZNmmDNmjX44osv4OPjAxcXF3Ts2FHna1WsWBGHDh1C69at0bdvXxw5cgQBAQHo0KEDZs2ahQcPHqBBgwY4ePAgdu7ciSlTpmhMvEdERET6YYs+ERFRGZEd3Ddv3hw+Pj5FOletWrWwfft2CIKADz74AN9//z3GjRuH999/P1fa2bNno2fPnliyZAmGDBmC+fPn6329ypUr4+DBg7CwsECPHj1w8+ZN7Nq1C1OmTMGePXswZcoU3LhxA0uXLsXXX39dpHsjIiIq7wSRs9gQERERERERmQy26BMRERERERGZEAb6RERERERERCbEqIH+mjVrUL9+fdjZ2cHOzg7+/v7Yv3+/en9aWhomTpwIJycn2NjYYMCAAYiIiNA4x6NHj9CrVy9YWVnBxcUFM2bMQGZmZknfChEREREREVGpYNRA39PTE4sWLcKlS5dw8eJFdOzYEX369MH169cBAFOnTsXu3buxbds2HD9+HM+ePUP//v3VxyuVSvTq1QsZGRk4c+YMNmzYgPXr12P27NnGuiUiIiIiIiIioyp1k/E5Ojpi6dKleOONN1CxYkUEBgbijTfeAADcunULderUwdmzZ9GyZUvs378fr7/+Op49ewZXV1cAwPfff4+PPvoIz58/h1wuN+atEBEREREREZW4UjNGX6lUYvPmzUhOToa/vz8uXboEhUKBzp07q9PUrl0bVapUwdmzZwEAZ8+eRb169dRBPgB069YNCQkJ6l4BREREREREROWJmbEz8N9//8Hf3x9paWmwsbHBjh074Ovri6tXr0Iul8PBwUEjvaurK8LDwwEA4eHhGkF+9v7sfXlJT09Henq6+rVKpUJMTAycnJwgCIKB7oyIiIiIiIhIO1EUkZiYCA8PD0gkhm2DN3qgX6tWLVy9ehXx8fHYvn07RowYgePHjxfrNRcuXIh58+YV6zWIiIiIiIiICvL48WN4enoa9JxGD/Tlcjl8fHwAAE2aNMGFCxfwzTffYNCgQcjIyEBcXJxGq35ERATc3NwAAG5ubjh//rzG+bJn5c9Oo83MmTMxbdo09ev4+HhUqVIFoaGhsLW11Sv/CoUCx44dQ4cOHSCTyfQ6tjxieemH5aU/lpl+WF76YXnph+WlP5aZflhe+lEkJuLY2bPoYGUFmbm5sbNT6inS03EsJQUd/P0h0zNGKI/4edRfTEwMatasqXcMqgujB/qvUqlUSE9PR5MmTSCTyXDkyBEMGDAAAHD79m08evQI/v7+AAB/f398+eWXiIyMhIuLCwDg0KFDsLOzg6+vb57XMDc3h7mWLzdHR0fY2dnplV+FQgErKys4OTnxgdYBy0s/LC/9scz0w/LSD8tLPywv/bHM9MPy0o9CJssqL0dHyKysjJ2dUk+RkgIrIKu89IwRyiN+HguvOIaPGzXQnzlzJnr06IEqVaogMTERgYGB+Pvvv3HgwAHY29tjzJgxmDZtmjoAnzx5Mvz9/dGyZUsAQNeuXeHr64u3334bS5YsQXh4OD799FNMnDhRayBPREREREREZOqMGuhHRkZi+PDhCAsLg729PerXr48DBw6gS5cuAIDly5dDIpFgwIABSE9PR7du3bB69Wr18VKpFHv27MH48ePh7+8Pa2trjBgxAvPnzzfWLREREREREREZlVED/Z9//jnf/RYWFli1ahVWrVqVZ5qqVati3759hs4aERERERERUZlk2Dn8iYiIiIiIiMioGOgTERERERERmZBSN+s+ERERERERUVmmVIk4HxqDyMQ0uNhaoLmXI6QSw8+unxcG+kREREREREQGEhQchnm7byAsPk29zd3eAnMCfNHdz71E8sCu+0REREREREQGEBQchvEbL2sE+QAQHp+G8RsvIyg4rETywUCfiIiIiIiIqIiUKhHzdt+AqGVf9rZ5u29AqdKWwrAY6BMREREREREV0fnQmFwt+TmJAMLi03A+NKbY88JAn4iIiIiIiKiIIhPzDvILk64oGOgTERERERERFZGLrYVB0xUFA30iIiIiIiKiImru5Qh3ewvktYiegKzZ95t7ORZ7XhjoExERERERERWRVCJgToAvAOQK9rNfzwnwhVSSV1WA4TDQJyIiIiIiIjKA7n7uWDOsMdzsNbvnu9lbYM2wxuju514i+TArkasQERERERERlQPd/dzRxdcN50NjEJmYBhfbrO76JdGSn42BPhEREREREZEBSSUC/Ks7Ge367LpPREREREREZEIY6BMRERERERGZEAb6RERERERERCaEgT4RERERERGRCWGgT0RERERERGRCGOgTERERERERmRAG+kREREREREQmhIE+ERERERERkQlhoE9ERERERERkQhjoExEREREREZkQBvpEREREREREJoSBPhERERERERWaUiXifGgMAOB8aAyUKtHIOSIG+kRERERERFQoQcFhaLP4KEZvuAAAGL3hAtosPoqg4DAj56x8Y6BPREREREREegsKDsP4jZcRFp+msT08Pg3jN15msG9EDPSJiIiIiIhIL0qViHm7b0BbJ/3sbfN232A3fiNhoE9ERERERER6OR8ak6slPycRQFh8mnrsPpUsBvpERERERESkl8jEvIP8wqQjw2KgT0RERERERHpxsbUwaDoyLAb6REREREREpJfmXo5wt7eAkMd+AYC7vQWaezmWZLboBQb6REREREREpBepRMCcAF8AyBXsZ7+eE+ALqSSvqgAqTgz0iYiIiIiISG/d/dyxZlhjuNlrds93s7fAmmGN0d3P3Ug5IzNjZ4CIiIiIiIjKpu5+7uji64ZzIZGIunkOv4xohpY+LmzJNzKjtugvXLgQzZo1g62tLVxcXNC3b1/cvn1bI0379u0hCILGv//9738aaR49eoRevXrBysoKLi4umDFjBjIzM0vyVoiIiIiIiMolqURQj8Vv7uXIIL8UMGqL/vHjxzFx4kQ0a9YMmZmZ+OSTT9C1a1fcuHED1tbW6nRjx47F/Pnz1a+trKzUPyuVSvTq1Qtubm44c+YMwsLCMHz4cMhkMixYsKBE74eIiIiIiIjI2Iwa6AcFBWm8Xr9+PVxcXHDp0iW0a9dOvd3Kygpubm5az3Hw4EHcuHEDhw8fhqurKxo2bIjPP/8cH330EebOnQu5XF6s90BERERERERUmpSqMfrx8fEAAEdHzSUYNm3ahI0bN8LNzQ0BAQH47LPP1K36Z8+eRb169eDq6qpO361bN4wfPx7Xr19Ho0aNcl0nPT0d6enp6tcJCQkAAIVCAYVCoVees9Pre1x5xfLSD8tLfywz/bC89MPy0g/LS38sM/2wvPSjeDG0VSGKgEpl5NyUfgpRzPo/MxPgM1Ygfh71V5xlJYjiiyfYyFQqFXr37o24uDicOnVKvX3t2rWoWrUqPDw8cO3aNXz00Udo3rw5/vzzTwDAuHHj8PDhQxw4cEB9TEpKCqytrbFv3z706NEj17Xmzp2LefPm5doeGBioMSyAiIiIiIiIqDikpKTgrbfeQnx8POzs7Ax67lLToj9x4kQEBwdrBPlAViCfrV69enB3d0enTp1w7949VK9evVDXmjlzJqZNm6Z+nZCQgMqVK6Nr1656F7BCocChQ4fQpUsXyGSyQuWnPGF56YflpT+WmX5YXvpheemH5aU/lpl+WF76USQm4tDJk+hSoQJklpbGzk6pp0hNxaHYWHRp2xYyW1tjZ6fU4+dRf9HR0cV27lIR6E+aNAl79uzBiRMn4OnpmW/aFi1aAABCQkJQvXp1uLm54fz58xppIiIiACDPcf3m5uYwNzfPtV0mkxX6oSzKseURy0s/LC/9scz0w/LSD8tLPywv/bHM9MPy0pFZ1p/+MkGATGLUxbfKBiFr5niZmRmfLz3w86i74iwno37CRVHEpEmTsGPHDhw9ehReXl4FHnP16lUAgLu7OwDA398f//33HyIjI9VpDh06BDs7O/j6+hZLvomIiIiIiIhKK6O26E+cOBGBgYHYuXMnbG1tER4eDgCwt7eHpaUl7t27h8DAQPTs2RNOTk64du0apk6dinbt2qF+/foAgK5du8LX1xdvv/02lixZgvDwcHz66aeYOHGi1lZ7IiIiIiIiIlNm1Bb9NWvWID4+Hu3bt4e7u7v635YtWwAAcrkchw8fRteuXVG7dm1Mnz4dAwYMwO7du9XnkEql2LNnD6RSKfz9/TFs2DAMHz4c8+fPN9ZtERERERERERmNUVv0C5rwv3Llyjh+/HiB56latSr27dtnqGwRERERERERlVmchYOIiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIiIiIiITwkCfiIiIiIiIyIQw0CciIiIiIiIyIQz0iYiIiIiIiEwIA30iIiIiIiIiE8JAn4iIiIiIiMiEMNAnIiIiIiIiMiEM9ImIiIiIiIhMCAN9IiIiIiIiIhPCQJ+IiIiIiIjIhDDQJyIiIiIiIjIhDPSJiIiIiIiITAgDfSIiIiIiIiITwkCfiIiIiIiIyIQw0CciIiIiIiIyIQz0iYiIiIiIiEwIA30iIiIiIiIiE8JAn4iIiIiIiMiEMNAnIiIiIiIiMiEM9ImIiIiIiIhMCAN9IiIiIiIiIhNiZuwMEBERERERUfmlVIk4HxqDyMQ0uNhaoLmXI6QSwdjZKtMY6BMREREREZFRBAWHYd7uGwiLT1Nvc7e3wJwAX3T3czdizso2dt0nIiIiIiKiEhcUHIbxGy9rBPkAEB6fhvEbLyMoOMxIOSv7GOgTERERERFRiVKqRMzbfQOiln3Z2+btvgGlSlsKKggDfSIiIiIiIipR50NjcrXk5yQCCItPw/nQmJLLlAlhoE9EREREREQlKjIx7yC/MOlIEwN9IiIiIiIiKlEuthYGTUeaGOgTERERERFRiWru5Qh3ewvktYiegKzZ95t7OZZktkwGA30iIiIiIiIqUVKJgDkBvgCQK9jPfj0nwBdSSV5VAZQfBvpERERERERU4rr7uWPNsMZws9fsnu9mb4E1wxqju5+7kXJW9pkZOwNERERERERUPnX3c0cXXzecD41BZGIaXGyzuuuzJb9oGOgTERERERGR0UglAvyrOxXqWKVKLHQlQVGOLe2M2nV/4cKFaNasGWxtbeHi4oK+ffvi9u3bGmnS0tIwceJEODk5wcbGBgMGDEBERIRGmkePHqFXr16wsrKCi4sLZsyYgczMzJK8FSIiIiIiIipBQcFhaLP4KIb8eA7vb76KIT+eQ5vFRxEUHFasx5YFRg30jx8/jokTJ+LcuXM4dOgQFAoFunbtiuTkZHWaqVOnYvfu3di2bRuOHz+OZ8+eoX///ur9SqUSvXr1QkZGBs6cOYMNGzZg/fr1mD17tjFuiYiIiIiIiIpZUHAYxm+8jLD4NI3t4fFpGL/xcr4Be1GOLSuM2nU/KChI4/X69evh4uKCS5cuoV27doiPj8fPP/+MwMBAdOzYEQCwbt061KlTB+fOnUPLli1x8OBB3LhxA4cPH4arqysaNmyIzz//HB999BHmzp0LuVxujFsjIiIiIiKiYqBUiZi3+wZELftEZM3aP2/3DXTxdcvVFb8ox5YlpWqMfnx8PADA0TFrrcRLly5BoVCgc+fO6jS1a9dGlSpVcPbsWbRs2RJnz55FvXr14Orqqk7TrVs3jB8/HtevX0ejRo1yXSc9PR3p6enq1wkJCQAAhUIBhUKhV56z0+t7XHnF8tIPy0t/LDP9sLz0w/LSD8tLfywz/bC89KN4MbRVIYqASmXk3JR+CjErFFRkZgJ8xgpUkp/H86ExiElKhbk07zQxSak4FxKJ5l6OBjvW0IqzrARRFLVVZpQ4lUqF3r17Iy4uDqdOnQIABAYGYtSoURpBOQA0b94cHTp0wOLFizFu3Dg8fPgQBw4cUO9PSUmBtbU19u3bhx49euS61ty5czFv3rxc2wMDA2FlZWXgOyMiIiIiIiLSlJKSgrfeegvx8fGws7Mz6LlLTYv+xIkTERwcrA7yi9PMmTMxbdo09euEhARUrlwZXbt21buAFQoFDh06hC5dukAmkxk6qyaH5aUflpf+WGb6YXnph+WlH5aX/lhm+mF56UeRmIhDJ0+iS4UKkFlaGjs7pZ4iNRWHYmPRpW1byGxtjZ2dAh2+GYFF+28hPOHluHM3Owt83KM2OtdxzedIwyjJz+P50BiM3nChwHS/jGimtUW/sMcaWnR0dLGdu1QE+pMmTcKePXtw4sQJeHp6qre7ubkhIyMDcXFxcHBwUG+PiIiAm5ubOs358+c1zpc9K392mleZm5vD3Nw813aZTFboh7Iox5ZHLC/9sLz0xzLTD8tLPywv/bC89Mcy0w/LS0dmWX/6ywQBMolR5+QuG4Ss8dkyM7NS/3wFBYdhQuC/L8advxxX/ig2HRMC/8WaYY3R3c+9RPJSEp/Hlj4ucLSxRHh8mtax9gIAN3sLtPRxyTXOvijHGlpxlpNRP+GiKGLSpEnYsWMHjh49Ci8vL439TZo0gUwmw5EjR9Tbbt++jUePHsHf3x8A4O/vj//++w+RkZHqNIcOHYKdnR18fX1L5kaIiIiIiIiMoKDJ5YCsyeWUqlIxYtsgpBIBcwKyYr1XQ/Hs13MCfLUG6kU5tiwxaqA/ceJEbNy4EYGBgbC1tUV4eDjCw8ORmpoKALC3t8eYMWMwbdo0HDt2DJcuXcKoUaPg7++Pli1bAgC6du0KX19fvP322/j3339x4MABfPrpp5g4caLWVnsiIiIiIiJTcT40JtcycTmJAMLi03A+NKbkMlUCuvu5Y82wxnCzt9DY7mZvUWAPhqIcW1YYtev+mjVrAADt27fX2L5u3TqMHDkSALB8+XJIJBIMGDAA6enp6NatG1avXq1OK5VKsWfPHowfPx7+/v6wtrbGiBEjMH/+/JK6DSIiIiIiIqOITMw7yC9MurKku587uvi64XxoDCIT0+Bia4HmXo46tcYX5diywKiBvi4T/ltYWGDVqlVYtWpVnmmqVq2Kffv2GTJrREREREREpZ6LrUXBifRIV9ZIJQL8qzuV+LGlHWfhICIiIiIiKqOaeznC3d4i13jzbAIAd3uLYp9BnkoXBvpERERERERlVHmZXI70w0CfiIiIiIioDCsPk8uRfow6Rp+IiIiIiIiKztQnlyP9FCnQT0tLg4WFaU7qQEREREREVJaY8uRypB+9u+6rVCp8/vnnqFSpEmxsbHD//n0AwGeffYaff/7Z4BkkIiIiIiIqL5QqEWfvRWPn1ac4ey8aSlXBK5URvUrvFv0vvvgCGzZswJIlSzB27Fj1dj8/P6xYsQJjxowxaAaJiIiIiIjKg6DgMMzbfQNh8S/XvHe3t8CcAF+Osye96N2i/+uvv2Lt2rUYOnQopFKpenuDBg1w69Ytg2aOiIiIiIioPAgKDsP4jZc1gnwACI9Pw/iNlxEUHGaknFFZpHeg//TpU/j4+OTarlKpoFAoDJIpIiIiIiKi8kKpEjFv9w1o66SfvW3e7hvsxk860zvQ9/X1xcmTJ3Nt3759Oxo1amSQTBEREREREZUX50NjcrXk5yQCCItPw/nQmJLLFJVpeo/Rnz17NkaMGIGnT59CpVLhzz//xO3bt/Hrr79iz549xZFHIiIiIiIikxWZmHeQX5h0RHq36Pfp0we7d+/G4cOHYW1tjdmzZ+PmzZvYvXs3unTpUhx5JCIiIiIiMlkutrotWa5rOiK9W/QBoG3btjh06JCh80JERERERFTuNPdyhLu9BcLj07SO0xcAuNlboLmXY0lnjcoovVv0vb29ER0dnWt7XFwcvL29DZIpIiIiIiKi8kIqETAnwBdAVlCfU/brOQG+kEpe3Uuknd6B/oMHD6BUKnNtT09Px9OnTw2SKSIiIiIiovKku5871gxrDDd7ze75bvYWWDOsMbr7uRspZ6SNUiXi7L1o7Lz6FGfvRZe6FRF07rq/a9cu9c8HDhyAvb29+rVSqcSRI0dQrVo1g2aOiIiIiIiotFGqRJwPjUFkYhpcbLO61Buitb27nzu6+LoVy7nJcIKCwzBv9w2NlRLc7S0wJ8BX5woZpUrEpYexxZVF3QP9vn37AgAEQcCIESM09slkMlSrVg3Lli0zaOaIiIiIiIhKE0MEefmRSgT4V3cq8nmo6LRV6By6EY7xGy/nmkshPD4N4zde1qn3RfYz9FzLkHhD0TnQV6lUAAAvLy9cuHABzs7OxZYpIiIiIiKi0iYoOKzIQR6VDdoqdNzszJGWqdI6YaKIrPkU5u2+gS6+bnn2wsj5DBVqZnwd6X3u0NDQ4sgHERERERFRqaVUiZi3+0aRgrzSrKDhCMU1XKE0yrNCJyE93+NEAGHxaTgfGqO1V0Z+z5ChFaoSITk5GcePH8ejR4+QkZGhse+9994zSMaIiIiIiIhKi/OhMRqtu68qKMgrzQoajlDcwxVKE0ME45GJ2p+Tgp4hQ9I70L9y5Qp69uyJlJQUJCcnw9HREVFRUbCysoKLiwsDfSIiIiIiMjl5BW+FTVdaFDQcYVw7L6w9EVpuhisYIhh3sbXQur0knw29l9ebOnUqAgICEBsbC0tLS5w7dw4PHz5EkyZN8NVXXxVHHomIiIiIiIwqr+CtsOlKg4KGI4gAfjyZO8jP3g9kDVcobUvL6eN21G0cf3Bc/boowbiArJ4Ozb0ckapIxUeHPsK0A9OgUCoAlOyzoXegf/XqVUyfPh0SiQRSqRTp6emoXLkylixZgk8++aQ48khERERERGRUzb0c4W5vgbxGpecM8vJTmtZf16X1Or/s5RyuUBbdjrqNJmuboP2G9vj67NcACh+MZz8XcwJ8IRGACfsmYMmZJVh+bjlWX1gNoOBnyJD0DvRlMhkkkqzDXFxc8OjRIwCAvb09Hj9+bNjcERERERERlQJSiYA5Ab4AkCtQyxnkAcgzkA8KDkObxUcx5MdzeH/zVQz58RzaLD6KoOCwEriD3AzVlbysDVfINvf4XCQrkgEAs4/NxrPEZzpV6DhYyeBmp1kh4GZvoR7G8OPlH7H+6nr1vt+DfweQ/zNkaHqP0W/UqBEuXLiAGjVq4LXXXsPs2bMRFRWF3377DX5+fsWRRyIiIiIiIqPr7ueONcMa51527cXEdADQZvFRrZPWASh1S/MZqit5aR6ukNdqAcGRwdgSvEWdLlmRjJlHZmJD3w2YE+CL8RsvQwA03q/s4HxR/3ro4uum9bznn57H5P2TNfLwz9N/8CDuAao5VNN4hp5HJxfbfesd6C9YsACJiYkAgC+//BLDhw/H+PHjUaNGDfzyyy8GzyAREREREVFp0d3PXWuQd+hGeJ6B/P82XoaDlazULc2X3XodHp+W5yzzEgEQRWjdLyCrkqO5lyNUysxizGnh5LdawE835kJ85a5+/fdXTGg6Ad39WuRboZNdIfPq6gpRKVF4Y+sbyFBmrUxX2a4yHidk9Xrfdn0bZrSeAeDlM3Tk6j10W2b4+wb0DPRFUYSLi4u65d7FxQVBQUHFkjEiIiIiIqLSSCoRNIK8gia1A4C4FEWe5zPW0nzZXcnza70e2zZr1v289s8J8IVUIkClLIkc6y6/1QRGb9qOMIs/AABuNm6Y0mIKPj7yMQDg/aD3cWbMmTwrdPKqiFGqlBjyxxB1YN+6cmv8GPAjfFdn9ebYcn2LOtAHssq+SdUKBr7rl/Qaoy+KInx8fDgWn4iIiIiI6AVDrY9ujLHu2V3J3ey1jzmf2dM33/2lcWm9gipe4mSB6tcz28zENP9p8K2YFZD/8/QfbLy2EcDLCp0+DSvBv7pTvr0tZh+bjcP3DwMAXK1dsfXNrahTsQ4auzcGAFwKu4R7MfcMc4M60KtFXyKRoEaNGoiOjkaNGjWKK09ERERERERlhqECdGONdS+o9Vrf1m1jy6/iJV0IQar0HADA2dIN45qMg0wqwzfdv0GX37oAAD4+/DH61e4HW3Nbna6389ZOLDi1AAAgFaTY+uZWeNh6AAAG1R2Ey2GXAQBbr2/FzLYzi3RvutJ71v1FixZhxowZCA4OLo78EBERERERlSlFDdB1XZqvOBXUeq1P67ax5VfxEi/bqP65f43JsDDLeu86e3dGn1p9AABhSWFYeGqhTte6G30Xw/8arn69pMsStKvaTv36Td831T9vvbFVtxswAL0D/eHDh+P8+fNo0KABLC0t4ejoqPGPiIiIiIioPNF1STYB+S/NV5qD57Ikr4qXdOEWUqUXAQBSVUW8VXekxv6vun4FuVQOAFh2dhnux97P9zrJGckYsHUAEtITAGQF9VNbTtVI41XBC80rNQcAXA2/ijvRd/S+n8LQe9b9FStWFEM2iIiIiIiIyiZdJrVb1L8eABQ4kzsVXV6rCcTJNql/riIbhjY+mmXu4+iDqS2nYvHpxchQZuCDgx/gz0F/ar3GlbAr+ODQB/gv8j8AQG3n2vi5988QhNyVNQN9B+L80/MAgC3BW/DZa58V8Q4LpnegP2LEiOLIBxERERERUZmVc330/AL5sjTWvazSVvGSJrmONOkVAICZyhXf9puitdxntZ2FDf9uQHhSOHbc2oEj94+gk3cn9f4LTy/g8xOfY/ed3eptNnIb/DnwzzzH9L9Z9018cOgDAFnd90tloE9ERERERES56TJp3atL81HxeLXiJc7sZWv+5GYf4fX6VbQeZ2tui4WdFmLUzlEAgCkHpuDKu1dw8dlFzD8+H/tD9muk97D1wLo+61CnYp0881LFvgr8Pf1x9slZBEcG48bzG+pZ/ouL3mP0iYiIiIiISLuyNGmdKXiS8AR9NvfB64Gv44eLPyA8KVy9r7ufO0591BEfBCiQLr0GIKt7/pKek/M95/AGw9HMoxkAIDgyGPXX1If/z/4aQb6nnSdW9VyFe+/dQ9fqXQvM56C6g9Q/b71e/JPyGTXQP3HiBAICAuDh4QFBEPDXX39p7B85ciQEQdD41717d400MTExGDp0KOzs7ODg4IAxY8YgKSmpBO+CiIiIiKh0U6pEXHwQAwC4ERYPpUrbCuNExUOpEnH2XjR2Xn2Ks/eiDfb8JWckI+D3AOy6vQt77+7F//b+Dx7LPNDmlzb4+uzXCI0NhUQAtt75Wn3MnNfmwEySf8d2iSDBN92/Ub++GXVT/XNV+6r44fUfEDI5BBOaTVDP2l+QN3zfgPBixoYt17dAFIv3M2jUrvvJyclo0KABRo8ejf79+2tN0717d6xbt0792tzcXGP/0KFDERYWhkOHDkGhUGDUqFEYN24cAgMDizXvRERERERlQVBwGObtvoGU2DjMb22Ghftuw8LmMca19UYrH2djZ6/cUokqSATT72Cd/fzlnLfA/ZV5C9Iy07Dz1k608GyBag7VdDqvSlTh7R1v42r4VY3tIkScfnwapx+fxvSD01HbuTZuRd0CANRyqoUhfkN0Or9/ZX+8Xf9t/HbtNwCAdwVvzGo7C2/XfxsyqUync+RUya4S2lRpg5OPTuJW1C0ERwbDw8xD7/PoqtCBfkhICO7du4d27drB0tISoihqnWEwPz169ECPHj3yTWNubg43Nzet+27evImgoCBcuHABTZs2BQCsXLkSPXv2xFdffQUPj+IrOCIiIiKi0i4oOAzjN16GCMA+x/bopAws3H8LM3vUZrBfwmJSY9BuXTskpCdg+8Dt6qXXTFHO5y+n8Pg0jN94GWuGNUZ3P3dM2DsB666ug7XMGtve3IYeNfKPEQFg9rHZ2HFrBwDAztwOv/b9FReeXcCfN//UaIHPDvIBYG77uZBKpDrn/8eAH9HEvQncbNzQv07/QgX4OQ2qOwgnH50EkNWqP7XB1AKOKDy9q5Cio6PRuXNn1KxZEz179kRYWBgAYMyYMZg+fbrBM/j333/DxcUFtWrVwvjx4xEdHa3ed/bsWTg4OKiDfADo3LkzJBIJ/vnnH4PnhYiIiIiorFCqRMzbfSNXkAW8XP5t7cn77MZfwjZc3YDrz6/jccJj9P69Nx7HPzZ2loqFLs/fvN03cPP5bWz4dwMAIFmR1RX/58s/53vuwP8C8eXJLwFkdbPf8sYW9KndB190/AI3Jt7AzYk3saDjAjT1eBknNq/UHAPrDtTrHszNzPF+y/cxyG9QkYN8ABjgO0Ddi2Pr9a3F2n1f7xb9qVOnwszMDI8ePUKdOi9nFhw0aBCmTZuGZcuWGSxz3bt3R//+/eHl5YV79+7hk08+QY8ePXD27FlIpVKEh4fDxcVF4xgzMzM4OjoiPDw8j7MC6enpSE9PV79OSEgAACgUCigUCr3ymJ1e3+PKK5aXflhe+mOZ6YflpR+Wl35YXvpjmemH5ZW/86ExiElKhfmLBkzzF51vzcwEyF6MFY5PU+C/Z3Go62Gfx1nKL8WLIEyRmQkY8BnbeWun+ueI5Ai8Hvg6/h7+N2zkNga7hjG8+nl89fnTJiYpFR/snwuVqFJvU4pKvLP7HTyIfYDP2n6Wq9f4+afnMXrnaPXrpZ2WolPVThrfA9Xtq+ODlh/gg5Yf4FH8I1x/fh2tPFtBmamEEkpD3G6hOJk7oV2Vdvj74d+4G3MXV55dKbZrCaKe1Qhubm44cOAAGjRoAFtbW/z777/w9vbG/fv3Ub9+/UJPhCcIAnbs2IG+ffvmmeb+/fuoXr06Dh8+jE6dOmHBggXYsGEDbt++rZHOxcUF8+bNw/jx47WeZ+7cuZg3b16u7YGBgbCysipU/omIiIiIiPKTlJmE4cHDoYJKY3sL+xb4qNpH5WLMfk4R6RGYcHMClFDCWmqNdhXaYX/Uy5ntOzl2wvjK42EmZLVPP894jg/vfIjYzFgAQBenLpjgOUHvIeTGFBQVhO+ffA8A6GHTA/s/2I/4+HjY2dkZ9Dp6t+gnJydrDYZjYmJyTZRnaN7e3nB2dkZISAg6deoENzc3REZGaqTJzMxETExMnuP6AWDmzJmYNm2a+nVCQgIqV66Mrl276l3ACoUChw4dQpcuXSCTFb07h6ljeemH5aU/lpl+WF76YXnph+X10uGbEVi0/xbCE15ORuVmZ4GPe9RG5zqu6m0sM/2wvPJ3PjQGozdcUL+2V6VjVkszbNt9D8k5woA5Ab5FatFXqkTcCk9AbHIGKljLUdvNziSWlFOkpuJQbCy6tG0Lma2tQc75+/XfoQrOCvJfr/E6Tjw6gYT0BPwT/w/OWZ/DF+2/MMh1jOHVz+Orz582EdK/oJRmtbBP9Z+K2e1m45vz32DG4RkAgCMxR2DmYIbf+/8OAQI6/NZBHeS3q9IOO4bsgFwqL94bM7Bmyc2w9tu1UIkqHIg+UGzX0TvQb9u2LX799Vd8/vnnALJa4lUqFZYsWYIOHToYPIM5PXnyBNHR0XB3z5qd0d/fH3Fxcbh06RKaNGkCADh69ChUKhVatGiR53nMzc21VkrIZLJC/5IoyrHlEctLPywv/bHM9MPy0g/LSz/lvbyCgsMwIfDfF2NSXwY/j2LTMSHwX/VkVDmV9zLTF8tLu5Y+LnC0sUR4fBpEAOkvGpEzM0UoIEIA4GQjRz0Ph0IH5mdCorD25H1EJWWotznbyE1jRv8XrcQyMzODPV/7Qvapf/6g1QeY1HwSegb2hEpUYcmZJfBz8cPbDd42yLUM7Z8n/+DLk1+iqn1VfNzmY1Syq6Q1Xfbn8dXn71VKRCNBfhgAYCO3wdRWUyGTyfBB6w9QxaEK3t7xNjKUGThw/wA6b+oMTztPXI24CiBrBvw/B/0JawvrYrrb4uPh4IGOXh1x+P5hjSELhqZ335AlS5Zg7dq16NGjBzIyMvDhhx/Cz88PJ06cwOLFi/U6V1JSEq5evYqrV68CAEJDQ3H16lU8evQISUlJmDFjBs6dO4cHDx7gyJEj6NOnD3x8fNCtWzcAQJ06ddC9e3eMHTsW58+fx+nTpzFp0iQMHjyYM+4TERGR0ek6GRUnQ6PiIJUImBPgCyBnFRM0Xo9r612kIH/h/lsaQT7wckb/MyFRhTqvqcpQZmB/SFa39AoWFdC6Smt08+mGFd1WqNO8s/sdnHl8xkg51C5TlYm5f89F619aY/ed3fjuwnfwWemDmYdnIi4tLs/jCnr+EmR/QkTWuPqJzSbC0dJRvX9g3YE49PYhOFg4AAAuh13Grtu7AGTNsL97yG44WTkZ6hZL3KC6g4r9GnoH+n5+frhz5w7atGmDPn36IDk5Gf3798eVK1dQvXp1vc518eJFNGrUCI0aNQIATJs2DY0aNcLs2bMhlUpx7do19O7dGzVr1sSYMWPQpEkTnDx5UqM1ftOmTahduzY6deqEnj17ok2bNli7dq2+t0VERERkcOdDYzTWjn6VCCAsPg3nQ2NKLlNUrnT3c8eaYY3hZm+hsd3JRl6kpfWUKhFrT97njP56OPEwq5s+APSs0RNmkqzO1ZOaT8L/mvwPQFZlQN/NffEg7kGhryOKIpQqw0w4dzf6Llr/0hrzjs+DUnx5zrTMNCw6vQjVv62Or89+jfTMdK3H5/n82aUh3Tyr27qlmSWm+U/LdWy7qu1watQpVLarrN4mESTYPGAzfCv6GuL2jKZf7X7q97+46H32Y8eOoUOHDpg1a1aufatWrcLEiRN1Plf79u3zXVLgwIGCxyw4OjoiMDBQ52sSERERFQelSsT50BhEJqbBxdYCzb0cEZmYd5Cfk67pyPi0vc+lfTx6dz93dPF1w/ngh4gM/Rcze9aCn5dbkfJ9/Vl8rpb8nEQAUUkZuP4sHvU9HQp9HVOy+/Zu9c+9a/VW/ywIAr7t8S3uxNzB0dCjeJ7yHAG/B+DM6DOwNddvboBbUbfQbWM3PIp/BAECZFIZZBKZxv8WZhZo6dkSfWv1RY8aPbTO9i+KItZeWotpB6chRZECAJAKUnzS9hMkZSRh1YVVyFBmICY1BtMPTse3/3yLOe3mwF7MPdeD+vnL8bnZGfoVLp3O+t4b12QcXKxdch0HAHVd6uLcO+cwePtgXA67jK+7fY0eNXroVSalkZOVEwJqBmDH1R3Fdg29A/3+/fvj8OHD6jHx2b755ht89tlnegX6RERERKYgKDgM83bf0Gi9d7e3wOBmlfM56iUXW4uCE5HR5fU+zwnwzTXPQmkjlQhoWs0R+0IBX3f7IldOxCTnHeQXJp2pE0URu+5kdT2XSWToVr2bxn6ZVIZtb25Dy59a4m7MXQRHBmPYjmH4a9Bfes0o/97+9/Ao/lHWNSEiQ5mBDGUG8MrqgPdj7yPwv0CYS83RpXoX9K3VF71r9UZF64oITwrHO7vewd67e9XpfRx9sLHfRrTwzJoH7b0W72H2sdnYeG0jRIh4GP8Qo3ePRjWLanBu4Ix2Xu00rieVCPCvntXVPjY1Ft22rgIAyKVyfNDqg3zvycPWAydGnUCGMqPMTbyXn596/wRfW198uejLYjm/3l33ly5dih49euDWrVvqbcuWLcPs2bOxd+/efI4kIiIiMj1BwWEYv/Fyri764fFpWH74LhysZLnGp2YTkBUoNvdyzCMFlRb5vc/jN15GUHCYkXJmHI7WugVcuqYzdcGRweru+O2rtYe9Re6Wb0dLR+x5a496XPqu27uw7cY2na9x8N5BHLp/CEDWHADNPJqhoVtD1K1YFzWdasLLwQuedp6wlr2cwC5dmY49d/bgnd3vwG2ZG9qta4d6a+ppBPnvNnkXV9+9qg7yAaCaQzX82u9XXHn3Cnr4vGxhf5D2AJ02dsJ357/Ls+f2yvMrkZiRCAAY1XAUPO08dbo/Uwrygaz3e2qLqcV2fr1b9N955x3ExMSgc+fOOHXqFLZs2YIFCxZg3759aN26dXHkkYiIiKhUKmiyvZwBvgBopMveNyfAt1R3/S6LXdUNTZf3ed7uG+jiW7Tu8GVJXQ97ONvIEZ2UobVcsmf0L8qyfaYkeyI5AAioGZBnuppONbGuzzr029IPADD94HT0rNFTa/f6nJQqJT489KH69aqeqzCk3hCtaTOUGTj+4Dh23NqBv279hbCkrEoqlajCyUcn1elcrF3wS+9f0Ktmrzyv28CtAfYN3Ydjoccw49AMXAq7hExVJibvn4x/nv6DH17/AVayl0uzJ6YnYsW5FQCyhgJ81PqjfO+LCk/vFn0A+PDDDzF06FA0bdoUixYtwoEDBxjkExERUbmjy2R7cSkKTOlcM9dkVG72FlqX1itNgoLD0GbxUQz58Rze33wVQ348hzaLj5a71mtOqpibVCJgXFtvAMUzo7+p2X3n5fj8gFp5B/oA0KdWH3Ur+ZOEJ1hwckGB5994bSP+jfgXANDUoykG+eU9q7tcKkeX6l2wutdqPJn2BOfGnMNHrT9CTaeaGnkIHh+cb5CfUwevDjg54iT6uvTVyFOrn1vhfux99bY1F9cgNi0WADC0/lB4VfDS6fykP51a9L/99ttc2ypVqgQrKyu0a9cO58+fx/nz5wEA7733nmFzSERERFRK6TqJXjVnK5z6qGOZahnP7qr+amttdlf10l5JkR99eylwUkXtWvk4Y2aP2lh78r7GxHxONnKMa+td6Bn9TU14Ujj+efoPAKC+a31Uc6iWb3pBEPBN929wZM0RZCgz8NWZrzCy4UiNQDynVEUqPj32qfr1ks5LIBF0a8+VCBK08GyBFp4tsKjzItyOuo349Hg082im19wAAGAmMcNIj5EY2Hogxu4Zi2RFMv6N+BdN1zbFpv6b8Fq117Ds7LKse4SAmW1m6nV+0o9Ogf7y5cu1bpdKpTh9+jROnz4NIOuhZKBPREREpurVANHZxrzgg5A12V7OyahKO1Puql6YCfV0nSyxPE6q2MrHGS28nXD9WTxikjPgaJ3VXb+sPRfFac+dPeqf8+u2n1MNpxqY7j8dC08thEKlwPtB72PfW/u0Bt/f/vMtniQ8AQD0qtELHbw6FDqvtZxrFfrYbG/UeQP13eqj/9b+uBN9B7FpsegV2AuvVXsNkcmRAIA3676J2s61i3wtyptOgX5oaGhx54OIiIioVNMWILrZmcPBSob4FEWe45TdyuBke/p0VS8rlRdA4XspNPdyhLu9BcLj00zqfTYUqUQol0voPUl4Antz+wKXwMs5Pj/nsnoFmdV2Fn679hueJDxBUEgQdt/Znev4qJQoLDiV1bVfIkiwuPNiPe6g+NR1qYvz75zHiL9GYOftnRAh4u8Hf6v3z2qbe6l2MqxCjdEnIiIiKk/ymnE9IiEdcS+C/LzGKZf2yfa0McWu6gX1UgCyeikoVblTSCUC5gT4AjCt95n0J4oi9t7Zi9fWv4bKyyuj9qrauBdzL8/0KYoUHL5/GADgZuOGph5Ndb6Wtdway7ouU7+eEjQFqYpUjTRfnPgCCekJAIDRDUejrktdfW6nWNlb2OPPQX/iy45fQsjxyeldqzfqu9Y3Ys7KB51a9KdNm4bPP/8c1tbWmDZtWr5pv/76a4NkjIiIiKg00KUbu72VDBZmUoQn5GjtLyPrq2tjil3Vi9pLobufO9YMa5y7V0cZfp9JdxnKDGwO3oylZ5YiODJYvf1Z4jME/B6Ac++cg525Xa7jjtw/gtTMrOD89Rqv6zx2Ptubvm/i+2rf49iDYwiNC8XSM0sx+7XZAIB7Mfew+sJqAIClmSXmdZhX2NsrNhJBgk/afoIm7k0wcudIZCgzsKBjwZMLUtHpFOhfuXIFCoUCAHD58uU8J2bQd8IGIiKisiJ7bDaQFTC09HFh6105oevM+pvGNIZEIpSZyfbyY4pd1Q3RS6G7nzu6+LqVqUkVSzulSizV4/tTlan45vIqfHNltXocfDYziRkyVZm4GXUTb/3xFnYO3gmpRKqRprDd9rMJgoCVPVaiwfcNoBSVWHhqIYY3GI5qDtUw6+gsKFRZMdp0/+nwsPUoxB2WjG4+3fBoyiMIggAzid4rvFMh6FTKx44dU//8999/F1deiIiISqXssdkxSalY0hwYveECHG0s2YqXD1OqGNE1QIxKTkefhpWKOTclI7ur+viNlyEAGsF+We2qbqheCmVpUsXS7kxIVK4Z+51L0Yz9yx9txvzQDUhWJmts9/f0x0etP0KdinXQ8qeWiE2Lxd67e/Hp0U+xsPNCdTqVqMKeu1kT8VmaWaKTd6dC5aOuS1281+I9LD+3HGmZaZh2YBo+bvMxtlzfAgCoaFURH7b+sJB3WXJkUpmxs1Cu6NV3RKFQwMzMDMHBwQUnJiIiMgF5jc3OnryrvK0nrovstddHb7gAIKtipCyvvW6K3dh1kd1V3c1e877c7C3K5NJ62b0U8qqaEJA1+35Z6qVQlp0JicLC/bc0gnwAiE7KwML9t3AmJMpIOctyI/E+PgpZrRHkB9QMwKlRp3BmzBn0qd0HNZ1qYtub2yAVslrxF51ehE3XNqnTX3x2EeFJ4QCAzt6dYSWzKnR+5rw2B67WrgCAHbd2YND2Qep9c9vPLXBCQCp/9Ar0ZTIZqlSpAqVSWVz5ISIiKjWKMnlXeWWKFSPlOUDs7ueOUx91xO9jW+KbwQ3x+9iWOPVRxzIX5AOcUK80UapErD15P9/v1rUn7xv1u/Vs7DX1z92rdcH1Cdexa8gutK7SWiNdJ+9OWN7t5VLkY3aNwYWnWZWcRe22n5O9hT2WdFmifv0g7gEAoKZTTYxtPLZI5ybTpPes+7NmzcInn3yCmJiY4sgPERFRqaHP5F1kuhUj5T1AzO6q3qdhJfhXdyrT92lqvRTKquvP4nO15OckAohKysD1Z/Ell6lXXIy/qf55RrOp8K3om2faSc0nqYPtdGU6+mzug2eJzzQC/ddrvl7kPA2rPwytKrfS2Lao0yJ2iSet9J4J4bvvvkNISAg8PDxQtWpVWFtba+y/fPmywTJHRERkTKa4xFhO2ePoDTWpmKmuvQ5wxnVjMPTzmY0T6hlfTHLeQX5h0hWHi3FZgb4AAQ1d8l8KThAEfNfzO9yKuoWTj04iLCkMXX7rghvPbwAAWlRqATcbtyLnSSJI8F2P79D0x6ZQiSq0qtwKfWv3LfJ5yTTpHej36dOHs+sTEVG5YMpjs7MnGMwZtLoXMWg19YoRBoglpziez5w4oZ5xOVrLDZrO0DJUClxLvAsAqGReCbbygse/y6Vy/DHwDzT7sRkexj9UB/lA1th+Q2nk3gg7Bu3AkftH8HGbjxmXUZ70DvTnzp1bDNkgIiIqfUxxiTHg5Tj6V+8pexx9Ybswl5aKkeJqCQYYIJaE4no+qfSo62EPZxs5opMy8vxudbLJWmrPGIIT7yHjxbJ11a2q63xcReuK2Dl4J1r/0hrJipeT+BV1fP6retfqbfBzkunRe4y+t7c3oqOjc22Pi4uDt7e3QTJFRERUGpji2OziHEdfGiaty57xf8iP5/D+5qsY8uM5vWb8V6pEnL0XjZ1Xn+LsvegyN59AWVea5nkQRb73xUUqETCubVbckNd367i23pBKBChVIq49icPftyNx7Ulcibz3F+NetsZXt6yOiw9idL5uA7cG+LXfr+rXXg5e8HPxM3geiQqid6D/4MEDrbPup6en48mTJwbJFBERUWlhapN3FecEg8auGCnqjP9FrSSgoistE2CuvrAaFRZXQN/NffEs8VmxXqu8auXjjJk9asPJRrN7vpONHDN71EYrH2ecCYnCmA0X8MmOYHx18A4+2RGMMRsuFPvSe/seX1H/7GPlg/9tvKTXd0H/Ov2xoe8GdPTqiJ96/8Tu9WQUOnfd37Xr5ayRBw4cgL39y640SqUSR44cgZeXl2FzR0REVApkj80+FxKJqJvn8MuIZmjp41KmWvKzFfc4+pyT1sUkpaq3F/ekdQW1BAvIagnu4uum9X1jd/HSoTTM83A09Cgm7ZsEESJ23t6Jk49O4vte3+PNum/qdHxxDh0xNa18nNHC2wnXn8UjJjkDjtZZ3fWlEgFnQqKwcP+tXJ/J6KQMLNx/S10ZYGhnQqLwd8R/gDkAUYCXZVZ8o+93wfAGwzG8wXCD549IVzoH+n379gWQNavkiBEjNPbJZDJUq1YNy5YtM2jmiIiISgupREBzL0fsu4ky/Yd7SYyjN0bFSFFm/C9qJQEZjrHneQhPCsdbf7wFMcfTEJMag4HbB2LYnWFY2WMlHCwc8jy+uCcRNMVKBKlEQH1PB41tSpWItSfv5/uZXHvyPlp4G3a5R6VKxJqTt5HgnNVyb6dwgaXUEkAmvwuozNE50FepVAAALy8vXLhwAc7Ohq9BIyIiouJVUhMMlnTFSFFagsvCsoCmGOBpY6jnszDlpVQpMfTPoYhIjgAAdPbujAoWFbDtxjYAwMZrG3H8wXFs6LsBHbw65Dq+uHuFFHclQmly/Vk8opLyXlpPBBCVlIHrz+JzVRLoQ6kSNXoTqEQgNOMhRCFrmLJjumeu6xr7u6A8Ki/ff4am96z7oaGhxZEPIiIiKgHZ4+jHb7wMAdAISsrqBINA0VqCS0N38fyUpwDPEM9nYcvrixNf4GjoUQCAh60HNvXfhIpWFdHnvz6YuG8i4tPj8TjhMTr+2hFTW07Fgk4LYGGW9TwVd6+Q8ja0JCY57yC/MOm0ORMShbUn72tUKNiamyHe/LH6dYUMT22HltklQsui8vT9Z2g6T8Z39uxZ7NmzR2Pbr7/+Ci8vL7i4uGDcuHFIT083eAaJiIjKO0PPBG9qEwwCRZvx39jdxbOJooiIpAiNbUWdYLC4FccqBUV5PnOWV6YQiWTJKaiQUmB5HQ09innH5wEAJIIEvw/4HS7WLhAEAUPrD8W18dfQodrLVvzl55aj6dqmuBV1C4BhJxFMUaQgLi1O/bokViIQRRHrHu9CuzNj8eXdn9VLyxmLo7W84ER6pHtV9vj/V3sNJKZnagT6jumVtR5f3N8FlKW0f/+Vdjq36M+fPx/t27fH66+/DgD477//MGbMGIwcORJ16tTB0qVL4eHhgblz5xZXXomIiMqd4mrNyB5HbyrdIYvSElxSwxny8yj+EYb9OQwnH51Ec7vm6JjZERKpWameO6A4W9q6+7mjiZccnxxcivCkKIxuMBm9/epr3Gd2d14gK9Bu5l0R83bfgAoikqT7ECv7BaKQDqnoCAfFKNgo22str1fH5c9vPx/tqrbTyE8V+yo4PPwwvjn3DWYemYl0ZTquP7+O1r+0xu4hu/E8sapO91VQS/AfN/7AuD3jEJcWh67Vu2JUw1FwlbUp1qElkekxGHftS+yMOA4AOBlzBX+EHcWvDefBz85H7/MZQl0PezjbyBGdlJHnZ9LJJmviPn3lN/4fAOLlLwJ9UYBDhkeu6xb3dwFl4dwpRadzi/7Vq1fRqVMn9evNmzejRYsW+PHHHzFt2jR8++232Lp1a7FkkoiIyg9TXMe8sPdU3K0ZUokA/+pO6NOwEvyrG3ZSK2MobEuwsZcF3HV7Fxp+3xAnH50EAJxPOI/Bfw7G6ZDwUrHUnDbF+WwmZyRj4cmFqLGyOn66thh77v+Mobv9seT0IqRnpquv32bxUYzecAEAMHrDBbRceBiP458iUj4HMfI1EIWstEohBtHyZQiXf4yHCTc1ykupUmLYn8PU4/K7eHfBzLYzteZLIkgw1X8qLo67iHou9QBkTdTX6ddOuBl3VKd7y6slODkjGeN2j8Mb295ATGoMVKIKQSFBGLR9EF7f7osY2fdIF0I0Jgl8VWG6k++JOIl6xwerg/xsVxJuo8mpt7EkZAOUYu5ltYubVCJgXFtvAHl/Jse19S7UZzK/8f9KQYFEedaza6twg5n4ssdAWR7aVBaVlqU2yzKdW/RjY2Ph6uqqfn38+HH06NFD/bpZs2Z4/PixtkOJyi1OHkKkH1Mci1fYe2JrRuEUtqdCzmUBc75XxbksYHpmOj489CG+Pf9trn37QvYhJnk0RPwPQgF/rpX0eOHiejYVSgV+vvIz5h2fh/CkcI19qZmp+OToJ1h3dR1G1JmHnw7bQQRgLn2Z5nHqMcRYrIJKSFRvk6uqI0NyDwCQLr2OMMn7WHDmCn6rtAwOFg5YcHIBjoQeAQC427hjY/+NkAj5t4P5ufjh1OhTGLB1AA7fP4y0zDTMOjESVWwmAUld9e4VciXsCob8MQS3o2+rtzlaOiImNSuASVLEA2Z7kGi2BzJVNdhkdoGVsjXMoDkxtj7dyZMyU/DxteVY+2iHepuz3AHvVByG35/vwsOMR8hQKfDRrZXYFXEC6xvOhY+19m7sxaWVjzNm9qidaxy9k40c49p6F3ppvfzG9SfKnkEUsiYgd86sorGvuJcIJU2lfe6UskDnQN/V1RWhoaGoXLkyMjIycPnyZcybN0+9PzExETKZrFgySVQWmWLAQmQIeVWAmeJkU0W5p7IwE3xpld1TQV8lOZwhJCYEg7YPwuWwy+pt/Wr3w1C/oXjrj7eQIWbgXFgQrGTJcFZ8AAHSPM9VUIBn6EpnQz+bKlGFrde34tOjn+Je7D31dokgwaiGo2Als8KqC6ugElW4G3MXn55+C1byVqigeAfmqIhkZTLCpD8hUXpMfaxUdIRTxvuwVDVBquQSYmTfI1MSBggq7Ln/C2qu3I2xjcdi0elF6mtlj8vXhZ25Hfa+tRdjdo3BxmsboRJVeKD8FvZm4XDIfBs526HzaglWiSp8c+4bfHzkY2Qos4JPa5k1VvZYiRENR+BY6DGsu7oOf9z8A2mZWeWtkDxArPxHxOJHSFUusFD5wlzlC0+rhmhazUGnvN9Ovo0Pbn+LkNSn6m2trJvD82F//HfbAnWEyZA67Md9+2OAIOJ07L9ocGIIprqPQyeLbnCyMVevdV/cWvk4o4W3k8bM+EW9dn7j+uNyjM8f5NMcg5vUwgMo8f2wJmjuV5WVqiWotMydUpbpHOj37NkTH3/8MRYvXoy//voLVlZWaNu2rXr/tWvXUL169WLJJFFZY4oBC5Eh5FUB9lmvOvh8702Tar0uaqsnWzOMQyoR0NI7q9VVEIrnWfv9v9/x7p53kZiR1fJsLjXH192+xrjG/8M/955jlvcsfBm6ABmqdKSYnUQ0zOCkmJIr2NdlvHBxVDrn98yJUCFTiIBCCMU3F45g6cUHCI4MRlpmGixllrCSWcHS7MX/L17firqFaxHXNM7Tv05/fNHhC9SpWAcAMKbRGEzcNxGnH58GAKRIzyBVcgkOql6YcuskEqXP1cdaKVvDMWMipLADAFiqmsAjfTUSzHYgQbYVKqThecpzLDi1QH3MvPbz8Fq11/QqB7lUjl/7/gpPW091hUG8bCtk5rGwSp6o7omhrSU4IikCI3eORFBIkHpbY/fG+H3A76jpVBMA0Mm7Ezp5d8KqtFX47OBarL30M9IlL1v9lZJIJEsikYy/EZMJuHz1IVpVboWm7k0hl8qhElVQiSqIENU/h8c+wbq7v0GFrFZrK6kFJlUch+tnvZD8okpCKspQJ7Y33FL8cLXiJqTIopGiTMOXT77F6rTdsM1wg5WZORp7OsPbyR7mEhksJOawkMjhYVERfrbVUd3aE1Ih78opfUglQpGW0HtVfuP/480fqX9+vWoj+Fra40FMDJpWKz09MstLb9HSMHdKWadzoP/555+jf//+eO2112BjY4MNGzZALn9ZI/bLL7+ga9euxZJJorKE3W2JtMuvAmxC4JV8jy2LrddFbfVka0beivMP3aCQIIzbPQ4pihQMqDMAw+oPQ+sqrQvszq2L5IxkvB/0Pn6+8rN6W02nmtjyxhaER7mi7ZJjiElKxZLmDeCc/jHCZF9CRCaSzY5BgAyOikkQXkyvpMt44eKqdH71mUuVXEKK9CwUwgNkSB5CFFIBAFtuazs6fx2qdcCizovQvFJzje0N3Brg5KiTmLr7W6y8PBcqIQ6ikI5Y6Z/AiwniBdEKjorxsFa2h/DKyG4JZHDIHIhvek/CnodLse3GNvW+Lt5dMLON9nH5BREEAQs7L0Qlu0p4b/97ECEiSnUIzb0zManBN7CxVMGtQhqiUi7ip8sRCE8KR0RSBLbe2IrI5Ej1eT7w/wBfdvoScmnu1mZ7C3t823sGenoPw8e79uNBymGkSa4jQ3JbPQ8BAMSlxWHf3X3Yd3efTnlv4eCHDQ3mY+H2cAC5u7NXSPdG26cf4qbjTjyyOwMAiLUIRaxF1lLbt2IA5DE82lwiR22bavCzrY66tt7ws62OerY+qGblof2AEpQ9/n/h/lu5Ju6Mlz/JSgMJGjvUBNJVRsljXspTb1FTXQq2JOkc6Ds7O+PEiROIj4+HjY0NpFLNWrpt27bBxsbG4BkkKmvY3bb8KS+160Why/JQuihLrddFbZE39daMgj43obGh2Hd3Hzp5d0Jt59rq7cX1h256ZjpmHpmJ5eeWq7etvbwWay+vRRX7KhhabyiG1huKui51C3V+beOwhzcYjlU9V+HUnUR1QJ495txGbArn9I/wXL4IEJRIMjsIwAyOivEQIGhtJU7KSEJCegKSM5KRkJ6ED3aeQIokASLSoBLSAahgJrpBpvKEGezVlc4A9PoOy342n8aHIVq2FilmJ/O9dyuZFezN7ZGamYoURYq6m3pOjd0bY1GnRejs3TnPnhSCIGBQ3WH484wb4mSbkCjdC7wYT22pqgfHjKkwE7O63jtayzXGYucsr+HNt+LI/SP44uQXsDSzxPq+6yGVFK31eVLzSfCw9cBbf7yFdGU6zocdw/Cw+gUe52rtil/7/Yqu1QtuLMsaWjIK50P7IDIxDY7WUphZPMTZJ6dx6tEpnHp0Cs9Tnhd4Hgkk+MxrFD6tMxY3niUhKulRnmnNRHPUix4It5R6uOa8BWlmcQWeHwDSVRn4N+EO/k24o7G9vVMTLKo9GS0q+Ol0nuKibfy/UshAkjxrboi6ttVhKbWAAinGzKaG8thb1Bhzp5gSnQP9bPb22pexcHQsm39oEBkau9uWL+Wpdr0oCqoA01VZar3Wp0U+r6DXVFsz8vvctK9dAYtPLcbCUwuRrkyHBBJ09x6Elb0W4M4z82L5Q/d21G0M+WMIroS/7FliJjFDpioTQNbSdwtPLcTCUwvRwLUBhtUfhmH1h8HNxq3Ac6tEFZafXY6ZR2ZC8WJtciuZFVb3XI0RDUe8qAT7R2tljpXKHxUzZuC5+RIAKiSZ7UMzL2vUdKoJM1kcfr75Pb44H4bwpHCEJ4UjWZGc+yTm2vMlEe0QlloJrX+oi7DoCkhNcYNcVR1mcC7wO0wiAG0b3MSy859oTHwHAGYqV8hEL/Tz80d/v9ao71of1R2ra/SIUKqUSM1MRaoiK/AXBAGV7SrrNFSiuZcjKtk7Qxr/LmwyuyBFtg9vVfXC4fvdkSFK1RVgx2d0wKWHsXlWXmR3izek/nX64/Dww+j9e2/EpsUWmD6gZgB+6v2TzvMCANrmn3CDf+UWmOY/DaIoIiQmBLeibgHImndAIkggCIL6Z2VKCp7disYwVx+YSczynZgup4qpddDh8WdIMYuGSsh88U8BpZCJYa0qwb2CGVJV6biX/ATXk+4jOPEe7iY/zjVj/9/Rl9Dy9Ej0c+uABbUnorZNNZ3v3dBeHf//GCEIuptVcdTUoY7R8qVNee4tampLwZYkvQN9Isofu9uWH+Wxdr2wilqxVRZbr3VtkY9NzkCbxUfzrCwqqDUjPi0eHx/+GKFxoZjYbCJer/l6sY0t10YlqiBA0Pma+X1uRgSuhdRxPcKSH7w8P1TYd/937F+5HU7oBQu8ASkcNI7N/kN3zq4rSBLO4I9b23E09CgqWlVEv9r9MMB3ABq4NoAgCBqVKhVtzHE9/i9MOfA+UhRZLXdyqRxLuyzFqIajsOv2Lmz6bxMO3juoDlj+jfgX/x76F58c+QRv+L6BSc0nwd/TX+v9hyWGYcRfI3Do/iH1tsbujRHYPxC1nGsBKLgSzErVBk4ZCsTIv4YIEcceb8MxAyxypBISkC5NwD+RN7M2vKgQMFf6IjGpHcZtbI21wzrl+g57HP8Y/9v7v6zu4S9uWSLaoYJiDKyU/qhk71hgRadUIoWN3AaWZtYICc96L57axuj0x3vOCjBz0Ru2yono5qzEkfsSjQowuZnEKL3m2lRpg9OjT2Pe8Xl4kvAEbjZucLV2hauNq/pnNxs3eNp5opJdJYNeWxAE1HCqgRpONfJMo0hIwL57LyctzG9iuldJIIVNZu5KiXpmNdHeI/f2dGUG7iQ/QnBiCK4n3seWZ4cQkpL18O4IP4ad4ccxqnIA5tYcB09L11zHl4Sc4/+/C31ZLk3tfY2Sn7yU996ihZ1gtbxjoE9kYKbe3bY80tbaCqDc1q4Xhj4VW6bSeq1Li3zvBu6YGFhwZVFerRmXnl3CwO0DcT/2PgDgwL0DaOnZEgs6LkAHrw4F5jEmNQZbgrfgSvgV+Dj6oKlHUzR2bwwHCwcA2p/9FEUSTj46ib8f/I1jD47hcthl2JnboYZjDfg4+sDH0Uf9czW7ahDFl3eXV6tUphCJGNmPSJWeBbIbpUUprJRtkCa9BJWQBBEKROEvCBZBsMvsA7vM/pDAGiqkI01yCcnSU3iYcR5vbn/5x3BkciSuP7+OL05+Ae8K3mjk3BW3Qn2RmFgNIlIQLfsOKWan1OlrO9fG5gGb0cCtAQBgaP2hGFp/KCKTI7EleAs2/rcR55+eBwAoVAr8Hvw7fg/+HY3dG2NSs0kY7DcYljJLAMCu27sweudoRKdGq8//YasP8XnHzzXGYetSCWaj7IAhDd3x3dUPtO53sHCAm40b3Gzc4GDhAGuZNZJSpTh6Kx4S0QICLCCIFgBUyJQ8g0J4AoXwFEpJVK5zpUtvIF16AzHiWgz+sxGWZUzAAN/+sDO3w9pLa/HhoQ/VkwgCwEDfQRjuOxeZClu9WtqK0hsqZwVYTFKqentp6c5bp2IdbH5js9Z92Z+pi/fT8Mg2Old5lfRQsPwmptNVXpUF5lI56tn5oJ6dDwBgTs1x+PnxX5h350eEp0dDBRV+frwTm54GYXK1gfjYZyQc5dp7DpeEi/E31T83sa+dT8qSx96iVBgM9IkMzJS725ZHef0xOrhZ5XJdu64vXSvAPuvli8/3ms5YvPxa5PVdaSDncySKIladX4VpB6flGu987sk5dPy1Izp5dcKXHb9EC88WGvszlBnYf3c/fr32K3bf3q3uTp6Tj6MPKlnVRWiYG9JTqkFEBtIk/0ElD0YK7kL1SnfcuLQ4XHh2AReeXch1LiuJFepE1kENpxqwFCrhbpIKMokHzFQekMAKCWZ/Id5ss8akYuZKPzgqxkMuVoVKkYR4sz+RaLYTopAOUUhDvGwLEs32wVxVF2mSqxCF3J9FO3M7JKYnQnxRwvdj7+N+7PcAAKlFVlkqhZdBeA+vYdg+5AdYyaxyncvF2gWTW0zG5BaTcTf6LtZdXYcfL/+IqJSsQPly2GWM3jUaMw7NwDuN30FCegLWXFyjPt7dxh2/9vsVnb075z63jpVgb/mNxOBGLREcGaxuHc7+Z2GW+xxKlYg2i4/m/szleOtUSIFCeAaF5DEUwkOkSs9DIXkxXltQIV68hHd2j8GEfePh5eClMb+Au4071vRagz61++iU/5wM0RsquwLsXEgkom6ewy8jmqGlj0up/t1aUOWGMYaC5TcxXUEEZK1pX9dDt+BcJjHD/6q+gbcr9cK3DzZjccgGxGcmIU2VjqX3f8Oah3/gDfdOGFqpOzo4NzXYrP26uhh/AwBgJkhR3y7vXhHGwN6iVBgM9ImKAScPKR4l3dKR3x+jyw/f1ekcrF3PomsFWHc/d3TzM62xeHm1yBe2K2Z8WjzG7h6rMWt480rNMaHpBCw9sxTXn18HABwJPYIjPx9BQM3eeLPGdEQmJeNc+A78/XiHOkDNS0hMCEJiQrJe5BzjrSUKqONcBymKFDyKf6QOqnNKUaXgUtglXAq7lLUhZ+OfaAYImeqXEtEBFRRjNGZNl8AGFTKHwy4zAPGyzUiUHgCETKiERKRKz2lcSyLaopdPb0xs+TY6enVEVEoU/rr1F7bf/ANHQ48BL5YUyxngS0QbOGVMRuzTTjCXWuZbLgBQw6kGFnRagNmvzcaW4C1YeX6l+t6iU6Ox+PRijfR9avXBT71/grOVs9bz6dMLTCppjdZVWheYR6Dgz5wIQAIrmIs+MFdmtbg6ZI6AQniIZOlxJEtPQCmJAJBVOZQzyB/TaAy+6vqVuudHfl793m5StYLBekNJJQKaezli300Y/HvC0L9vCqrcGNfOC2tPhBplKJi2iekAwNlGjtdqOOPPK88AaP/eHtfWW+9ysTazxEyfURhXpR8WhWzAygdbkK7KQJIyBeuf7Mb6J7vhbu6Mtyp1x9BK3dHQrlaeQ4OUKlE9xt7ROqvSoTDvU3JmKm4mPgAA1LP1gYU0j8ktjIS9RakwjBronzhxAkuXLsWlS5cQFhaGHTt2oG/fvur9oihizpw5+PHHHxEXF4fWrVtjzZo1qFHjZS1bTEwMJk+ejN27d0MikWDAgAH45ptvuAIAGR0nDzGskm7pMNQs8axdf0nXCjBTHIun7Z4K0xXzcthlDNw2EPdi76m3TW05FYs6L4JcKsew+sOwOXgzZv89W92df/edXdh9Z5fWc7tau2JovaEIqBWAh3EPcfHZRVx4dhHnn16GqGW5LQCQqarA0awRvu03FO2qvobQSCkiE9PgYCXAyT4OoXH3cDfmLkJiQnAn6g7+e/Yfnmc811oJoA7yRQlslb3goBgKCbT//paiAhwV42Gb2Q/xZpuQLP0bEERIRFtYKf1hrWyNqjYtsOOtrurvWXdbd4xvNh4NHQdi4I2DSJX+82L99SuAkAlzpR+cFdNhJlbUuweOhZkFRjQcgeENhuOfp//gu/PfYev1reoeEpZmlvi629d4t8m7+c5f8GpArlE8L/4vbC+w/D5zg5tVzlVhKUCAXKwGeWY1OGQOR4ZwG+0a3sWJJzsRnhSOag7V8GPAj1p7Jmij7Xvb0VqGmOTcvUiylYbeUIb+faPL75MfT+YO8rP3l8RQsFcnpssZNNdys8tVCeBkI8e4tt5o5aO9AksXTnIHLPV9H+95DcKCkHUIfBqEhMyssTth6VFYdn8jlt3fCF8bbwyt1B317WpALpFBLphBLpHh5tNk7LwSjoQUEWYqC1gos4YhFCZfVxNuQ/WiIrCJfemaiA9gb1EqHKMG+snJyWjQoAFGjx6N/v3759q/ZMkSfPvtt9iwYQO8vLzw2WefoVu3brhx4wYsLLL+eB46dCjCwsJw6NAhKBQKjBo1CuPGjUNgYGBJ3w5RLqYYsBiDMSa9K+os8SVVu26spf0Ke93yWgEWnRKN1RdW41LYJbhYu6CKfRWkp1VAmiQBUtEZZqIzBOQe5ypChIOVgPi0eGz6bxOmHpiq7qrvYOGAdX3WoW/tvur0UokUQ+sPxcC6AzF97wqsvrxYo/U666QyWClb4uPX3sXMjoNgJnn5p8CIhiNw9l40Bv94CgrhEdIlIciQ3IMAwFxVFxbKepCiApAOhIXXRL/d/2kJhppimn8AAEChUGDfvn3o1LUTniQ/wa2oO5iyfT9i0h9DITxDphAOmVgJDoq3IRer61SWMtENzorpcMh8G0rEQS56Q/Liz5l5vetrfZYiE9MghR1slF1go+wCFVKQKURAJlZVr0ufnU5fgiCgpWdLtPRsia+6foWfL/+MB3EPMNV/Knwr6jahV3GOOc/rMwcAmy88zrOFUAIB1ewaIvDNaQBW4Xb0bfg4+mhd512bvL638wvyczJWb6ji+H2jy+8TVT41yCVV+ZFzYrqc8qsEMITKlm5YU28mvvadir0Rp7Dx6X7sizwNhZhVEXgj6T5m3V6t/WDHF/8AWCsqwiWlDm4dq4tFqh5oX9ND5zxcjHs5Pr+0zbifjb1FSV9GDfR79OiBHj16aN0niiJWrFiBTz/9FH36ZI3/+vXXX+Hq6oq//voLgwcPxs2bNxEUFIQLFy6gadOmAICVK1eiZ8+e+Oqrr+DhofsHnIh0U9KBpbGWlNHnj0xj1a4ba2m/ol63tFaAFcezHZYYhq/Pfo01F9cUuPSZRHSAIJoDQgZEZECEAqKQgfa/5z6smUczbHljC7wqeGm9rkQww4XrjeGRthZJ0v1INNsLqegIa2UHWCvbQAob7LtggU865h4DG5mYBgFmkIvekCu9NcZ057T88J1c2/IKhszNzFHbuTZqO9eGRd9mGL/xMgDt3ckdrGSIT1Hk2T3V3koGCzMpwhNcYIasmb4L+kP31Z41ElhBLuYuu6L2wHGzccOsdrMKdWxxjjnP6zOnewuhVOdKCyD/721dGaM3VHH9vjFUpYUxh4LlVQlgSJZSC7zh0RlveHRGTEY8toUdxsan+3Eq5qpOxyfLniPU/jlC7U+gy+1f0COuBXq5tkZPl9aobJn/UpiXNCbiK52BPlB+K8upcErtGP3Q0FCEh4ejc+eX3cPs7e3RokULnD17FoMHD8bZs2fh4OCgDvIBoHPnzpBIJPjnn3/Qr18/redOT09HevrLSX8SEhIAZLU8KBS61TRny06v73HlVWksL6VKxKWHsYhKSoezjTmaVK1Qar4wS1t5Hb4ZgUX7byE8IUdNsp0FPu5RG53rFM/SOOdDYxCTlArzfObkiUlKxbmQSDT3cjRYmTlbmcFcWvCfqRPb++CPy0+0lkmnWs7F9t4dvhmBqVuuQgQ0yiY2KRVTfr+E5YMa6vSe6FtehrpuaaPrs61reT2Ie4Bl55Zh/b/rka5MzzdtNpUQh1x9t7V4r9l7WNBxAeRSeZ75yP7cWErlsEQfVMzMMWGaFABEjc9NTro++3kRACzcex3tazhBpcxqkcuZz061nLH6rQZ5ljcATN1yFVm51DwvACzs64sOtVy0fm/nVR6NPG1RtYI5IhLyHt/qameBRp62Rv++beRpi0M3s/5XKTOhyqOixRAKei8K+x2my/d2XvR9Lwz5e1Lf3ze6KupnKud5inqfiswXn0lRBFSqIuepuNia2WJ05X4YXbkfHqQ8w77IU4jLTESGKhPPEpJw8l4EVFBCJWRCJSiRIo1GjHkoRCHrnjKFdOyOPIHdkScAAK85NsGmRl/CxVz7+3bhRaAvE8xQ29obihdlo3ixaogiMxMoJX+LAUDTKnYA7ACg2L8n9FHa/m4tC4qzrAQx57o3RiQIgsYY/TNnzqB169Z49uwZ3N1f1tAPHDgQgiBgy5YtWLBgATZs2IDbt29rnMvFxQXz5s3D+PHjtV5r7ty5mDdvXq7tgYGBsLLKPdsuERGRKIrY/Xw3HqU9go2ZDeykdrA1s4Wt1Fb9f6aYid3Pd+N47HH1eE8AkAkydHHqgu5O3aEQFXie8RxRiihEZUThueI5ojKiEKWIQqaYCbkgh0wi0/hfLpHDUmqJjo4d0dSuaT65JCIqn5Iyk/Bv0r+4lHAJlxMuIy4zTmN/bevamF99PuQSzeEnqcpUvPXfWxAhorpldSyrtawEc03lXUpKCt566y3Ex8fDzs7OoOcutS36xWnmzJmYNm2a+nVCQgIqV66Mrl276l3ACoUChw4dQpcuXSCTyQydVZOiVIm4cP85Yu5chGPNpmjmXdGoLec5WyZzys5RaWiZLC3Pl1IlotuKExotPjllt8AcmNKuSO+ptt4Vlx7GYvSG3Et2veqXEc3ULfqGKrPsZwTQ3rJY1GeksD0kzofG6FQmFazkiE15OXlSXi3UupaXrtfNfi9Ko1efsYaVHdDz25M6PdubbwTil39/0et6NnIbjGs8DlOaT4GbTd5dRw3ds6io71V+z76urQNLBtRHl9rOhf48FkdvK2P0StJXafneLwpDfkcVxJDlVZzfcQX9PhnVqirWnXmY535D/U2iSEzEoZMn0aVCBcgsC15lojS6/iwe83bfyGOvJ+zgidcQgIGd5Lgt/osfHm5HREYMbiXfwp9RP2NDg/kaE2Seirminiy0g3N99Mwx9FeRmopDsbHo0rYtZLa2xXlbJsEUvr9KWnR0dMGJCqnUBvpubll/EEVERGi06EdERKBhw4bqNJGRkRrHZWZmIiYmRn28Nubm5jA3z71shkwmK/RDWZRjS5oxJu/KHtMbk5SKJc2BdzZegaONpdEmD1GqRMzfextpSu33LQCYv/c2uvpVKhXd+I39fF28F42HsenIr1/xw9h0XHmSWOix13mN+/6sVx042lgWuKRMS5+ssbpXQmOy/n+SWOTxrT3qe0KQSItlHHxQcBgmBP774p5e5vFRbDomBP6rHuOs7fMalZKJ9Dye3ZzCExX5njsnXZ4xXa8blZJZKr8P858BPP9n+/LjBCz/Z7nO16pgUQHvtXgP77V4D46WBQcEMgCtaxou0Gzp46Lz50bbZyS/Z1/bbO3auNhbq5+DwnyHGbpMgKz76upXqUyMbzX2935R6Pr8HZ/RAZcexhrkvTBEeRX1c5MfXX6fNKjqXPzzrphl/ekvEwTIJJICEpdO9TwcYG8hQ3RSRp7vk5ONOQb5NINU0gJ93Nqh7Zl3kKJMw+ZnB+Br44XPar6jTn814Zb65+YOvprl8qJCQGZmVmY/j8ZQlr+/SlpxllOpDfS9vLzg5uaGI0eOqAP7hIQE/PPPP+ou+f7+/oiLi8OlS5fQpEkTAMDRo0ehUqnQokULY2W9VDPG5F05Z7DNOe6tJNaGzUth168urwqzDJg+8pvleGLgFfX6wvlNGHXoRrhGZdLoDRcMUplUHBPf6Drhk0oFfL5Xe6BVGK9OJgVkfRay/y/oj1ddJ8cqjUsKFnUG8EP3D+FaxDUAQA2rGljTbw3iFfGISolCdEo0olOz/iWkJ6CVZyuMazIOtubGa/0xxFJMhZ2tPeeKE9lj9EuT0joZpCnR9fmTm0lK1XtR3EuYFfT7hBOt6UYqETCurTcW7r+V5/s0rq23utwa29fGpkZfoP/FGRAhYvad71HTpgoGeXQFUDZm3CcqDKMG+klJSQgJCVG/Dg0NxdWrV+Ho6IgqVapgypQp+OKLL1CjRg318noeHh7qcfx16tRB9+7dMXbsWHz//fdQKBSYNGkSBg8ezBn3tTDGEmXGmjG9IMUduJqa4gzwdHlGdv0bhlVvNc4V9GbPtA2gWCuTDB0Y6FrRNCHwcq594fFpWH74br4zk+cn+9zfHQ3B5guP9KoYae7lCHd7C4THpyFDeIJ4s81QCcmwUraDldIfUliUyJKC+jLEDOD7H/yk/rmvS1+0q9ouVy18zt4XwU8y0NxLNOof6IZYiqmos7WXlgmiqOSV1aXAijvfBf0+YUWUblr5OGNmj9pYe/I+opJeDv9wspFjXFtvtPJxBpD1vXz9WTwckn3xvvs7WBH2IwBgxNW5qGrpjpYV6qln3JdLZKhrq9syn0RlgVED/YsXL6JDhw7q19nj5keMGIH169fjww8/RHJyMsaNG4e4uDi0adMGQUFBsLB4GUxs2rQJkyZNQqdOnSCRSDBgwAB8++23JX4vpZ2xAu7S2nJellsmS8Kr3cWbVK2gDvAKasHTd2iIrs9IBWs5Tn3UUWvrYpvFR4v8bJfkkJaiVCBl31M2fcZM55S9NJo+FSNSiYD3u7hg3M6ZSJTuB17MbpwqvYAY0RLWyraY5D8BuhRbTGoMniU+g43cBrZyW9iZ20Em1d59LT0zHRHJEYhIikB4UjjCk8IRmxYLF2sXeDl4wauCFyrZVoJUon2qbF3WsM6LAMDONgz/hB0FAHg5eKGlfctc6Yy11GFBiquFsKwGcVSyymoLdVnNd3nTyscZLbydcP1ZPGKSM+BoLUddD3v1+3QmJEqjIkCEL3zc/BFieRbpqgz0uTAdh1uuxu3krLkRGtjWgFzC7uZkOowa6Ldv3x75TfovCALmz5+P+fPn55nG0dERgYGBxZE9k2KsgLu0tpznbJksKHAtb/IKWHo3cNe5+7w+wY4+z4i2lo6z96KL/GzvvvYQH+3ehmeplyERrWGpaoLKtj6Y27tusQQsRa1AEgHEpSgwtXNNbL7wSOP+K1hJEJUSA6UQC6UQB6UQB0ABqVgRZqILzMSKECDP87x5VYykKFKw4twKLDq1CIlmibmPFVKRZHYQHxw/iO//88HIBiPxdoO3IZfKceP5Ddx8fhM3nt/AjaisnyOSI3Kdw8LMQh3025rbIi0zDRFJEYhNiy2wTMwkZqhiXwVeDl6o5lANvhV9MdhvMDxsPQr9/ZJ9966VDgNZfwdicrPJkD7XrFAwRm8pfRRXCyGDIdJFWW2hLqv5Lm+kEgH1PR1ybT8TEoWF+2+98veKgJrhAxDr9hzRliGIzIhB+7Pvqvc3dfAt/gwTlaBSO0afDMtYAbc+Lecl2aJa3OPwyqr8Apa1J0Ixrp0Xdv0bVmD3+VePzS/YKWrvisI+24/jH2N/yH6sv7wD554ehyikZs3+BSAWPyEy3RUDtzTFB2GD8EH7AbCSGW7pzYIqmnJSIRVKIQpKIR4qJEMlJEIlJEKJJAQ9NUfVGhlQxoTjeXIEEjKi8Tg9CirL/NdGlogOMHsR+JujIvY8d0aS4ApRcIFUdMGzeFFdMaJUKfHbtd/w6dFP8TTxqfocNnIbDKkzGVVsGuF8+E4ce7wTSRlJAICQmBB8euxTfHrsU73KJS0zDWmZaXie8lyv4wAgU5WJ+7H3cT/2vnrbh4c+xOs1X0dbj8EQYQUB+S/q7WgtR0xyjhnA7S0wubMTRh3YAQBwsHDAyAYjceLwCXWa0jo8qaQwGCKi0kapErH25P08GnLM0CRyFM5V+gYJZpGIUcSr9zWxr11ymSQqAQz0ywljdVXXteU8NjkDbRYfLdFur4boemqMFQyKi65j5bXNkgzo1n2+cx1XpClTEJ0SDQcLB9hb2Be5d4Uuz6wIFRQIx+7bl3Hy0UnsD9mP4MhgzYu8IlMSgUTJXsw5sxcL/hmL9tXao6NXR6hEVdYEbKnRiE6J1vg5RZECM4kZpBIppIJU438ziRls5bZwsHBABcsKsHG3QExKOiSiDQTRBgLMoBRioBSikClEQSlEI1OIhigk53lfQQ8KvHWtVEIcMoQ4ZOAuUgD89BRZlRwvKjoE0RKDdlaGn2t1PEl4gv8i/1MfKxWkGNt4LOa2nwtXm+wZ0d9EckYydtzagfVX1+NI6JF8r+9q7Qrfir6oYl8FqZmpSExPREJ6AhIzXvz/4rVcKoebjRvcbNzgauMKN+sX/9u4oYJFBYQlheFB3AOExoUiNDYUoXGhSEhPUF9HKSqx8/ZO7Ly9E3JLF1gpusA6swvM4KyRn/xmAJ997FNkKLOC/3ebvAsbuY3GsaV1eBKVP6b0+4ioKK4/i9cYt/8qmcoajcLewZVqK5GgfNlDjS36ZGoY6JcTxuqq/mrL+avXBIDeDdwxMbB4u73m9QdQUbqeltYxudmKa6z8pYexWrvPP4tPRKYQDoUQhkwhTN0KrRTioRLi8TgtHtYLE5GhfHkNW7k9qlfwgqWzG6JT5DBTucJMdIEUDlAh/f/s3Xd4U9X/B/D3TZp0D9rSxWwpq0zZRfYeslEUUMTBTwQHOHFBBUFR3AhfHAhCAQcIVSgylCFUlghlVApld9CW7pUm9/dHbGho0ua2STP6fj0PT5u7cu7pTbife875HIgogEbIx9BWflh84BCyi7ORU5wDmSBDPZd6qOdaD97OPlB63kBOvvK/gFmJY9k3kSm7jkLZVahkV1Equ477txo/N5noDVd1J7hoOkEjZKFQdgxFsjOAoM0YXqwuxs6LO7Hz4k4Ta99EZvwGVsgUuiA40D0QKpUn4q8KKCzyhAA5SoVbUDhnwMs9C1dzrkKNTEAw3J9AFApxLfdfXMv9V2/5qBaj8N6g99C6fsWsxO5Kd0xtPxVT20/Fmr+O4o1dX+BWSRwEuEIhNoa/cxie7tUH07v1hp9bzQLesmtbqSpC1/A717YoisgqysKl25ewLWEbvvr7K9zMvQkAKEEaShTrkeW0Aa6arvAqHQ8XTZtKM4Dnl+RjxbEVALRDA57p9kyFstjq8CSqW2z9/yOi2lS+Z5YxHqUBWBD0Gl6++QZKRTXc5a6I8AirhdIR1R4G+jaqsiCtOk/trdlVvXzLeWZeoW550H9zpC/89ZxFu71WdQNUna6ntj4mt/w5i1BDgxzU8yzEQz280CRAjbT8NKTlp6FAVQBvZ2/4uPggKU1EgSwTMrhDJnpABneIECGiCCKKoREKIaIYP567jDPZzrhdeBuXbl9C4u1EnEpJQJrLDV1yNmPUd2Xgzi3JxsnUk9oXlXwb/e+UCSftfOfXRUmVH0+AgG4NuiHU41788U9DKMVwCLgzb64XxkGDAhTJTqFQfgzOHv8goyjZ6PG8nL3g5+oHd6U71Bo11KK6wk+VWoXcklwUlZoW8CllLtCU1oOT6A+56A+Z6A05vCATPSCHB54fcA+Gtm6Oeq714OvqC29nbwiC/mfE0HcFgP96z+RCJWRAJk/D+GYpWH8pHcVIR6mQBo38FlRIgwjt1HNKTTM0U87E0+0mo3X9yq/r2PhkLNiSBjkmIggTdctFFbA8FmjrX4JhbU2qAqPHr+zzXM+1Hjq7dkbnkM54s++b2H5hO1YdX4UdiTugETWAoEGh/C8Uyo7CX/UCwj2GGg2Gvj35rS4/wOR2k9HAqwFUKv3p+JjYk6zN1v8/Iqptvu6G89DcbWD9rvgpeCnev/Qdnmw8FgoZwyJyLLyibVBlN7IAqnxqX1nrtbWyJJe1nMclpiH9XBy+mdYVPcIDLN7t1RI3QOYck1vTrpaiKCKjMANXsq7gSvYVXMm6gn2XzmJXQjxKhVsodbkFjaDtyny9FDh9sIoDOlexHsCHxwEcN7CismKLMsjgBbnoBZnoAzk8oEYe1EIqSoV0QLDcHFwCBDTzbYYI/zbwUYYhwKU5BjQdiCGtm+NIUiYOn4wzuJ8MbnDT9ICbpgeiJ3SHp2cy/k75G55KT/i5+cHfzR9+rn7wdfU1mi3ekKLSItwuvI3bRbf1fharixHiGYKGXg3R0Ksh6rnUw84z0pMbllfV1GhKMQhKMRADfCMQmyhHiVrQXdciRGiQBY1QDCcxEIXFQpWfGUuPV5f6eXaSOWF0y9EY3XI0rmZfxTd/f4OvTnylzTUgaHDb+UM8P6qLwfNRa9T4KO4j3eu5PeYaLBMTe5I11fUcEUSGtAnxhr+HEhl5JUa/l/08tBn628v6YnRQ39ouIlGtYKBvYyq7kX1qXcU5tcvWld3kApU/CLBmlmS5TEC3UF9sPwfde1qy26ulboDM9XDClK6WKXkpiM+LR86ZHKQWpOJm7s0K/wpLCysevPKcY2bn4+IDVXEgoAqCkxj8378AyEUfyEQvyOAJuSCDxsAfQ4QaGiETXh5ZeHmkL67lXMWt/FvwUHrAy9kL3i7e2p/O2p9ezl7QiJoKgfLtotvILMxEUno6PAuBiLD+GN02Em0CWmNfQhaiYs7in//q+ocDFxDsfQ1vjmxtUpDWPcwPcpk/2gW2q3FduTi5INgzGMGeVQfqtTE1WvleNoFezigq1SCrQAUBAuSoB/l/FWPKZ8aSD+5q+nlu7N0YC/otwBt93sCsX2dh1YlVUItqTN0yBUq5AuNaj9PbfmvCVly8fREAMChsEDoEdTBYLib2JGtijgiiiuQyATN6h2HJjvNGv5dn9A7j9zI5PAb6NqSqG1ljym5yX918GtkFqipbu2wpS7Ilu72acgN0PTsZUXtW4ELOAaTkpaBTUCf0atwL9za+FwHuAQb3K3voIEKFEuEySmQXoJJd/S8jeiFEFEIjFOCBn0WIQiFyS3KhkCkQ7huOFn4t0MKvBQoK6uPbfSVwEkMggwtEqKASriExLwmTNn6OZg0ycCM/AWn5ado3TZR8+oAog1z0/y9Y84Fc9Na2poveeKZfZ/i51kdhiRxKRTECvdXIKcnGX5evYvPJf6ER8qFBHrTt4S6QwQUy0QVjOobhnoZBcFe4w9PZE6E+oQj3DYefm5/uIVVZ3ZYp+0/WUJCvXS+HXKyP/Nz6aOHZA9M61uzaVKlU2L59O0YMGAGFQlHpw7NZ0X9jRp/QKqcNtObNgKWnRivfywYyOaZ89ZfRfaoKGiz54M7UgCbuYgZk/z1ENPRgxEnmhBX3rUCpphTfnPwGpZpSPPDjA/jpgZ8wuuVo3XbLDi/T/f5C5AuVlo1zypO1MEcEkWE9w/0xb3grrDpwSS8xn5+HEjN6h6FnuH8lexM5Bgb6NqSqG9nKlM2rbWydrXbfM1e3V0Nd4A3d2IhQo1j2L4pkx1AoP44SWSIWHrqz/o/Lf+DDuA8BAM19m6NX417awL/RvSgqLcKxm8fw6/mDSHb+EyVCki5ZmyHX8/RfZ9zIwF83ygVR/z27kIk+0CBXr/v632mVni4AbSt6iGcIGng2QFOfpmji3QTp2Z7YcLjwv9Z0P6PTiW09pEBWYdn14vRfT4J+eGpiMCa1ql5Sp8qCnRFtg/D1n5erPCdz34yaOpPA8smdsPDXuhek3d3LZvsZEy48GP87WfLBnanXxqzoE+WubcPXrkyQ4cvRX6JULMXaf9aiVFOKid9PxM8P/owRzUcg7nocDl3TfjG0qd8GQ5sNrfJ9Oac8WQNzRBAZ1zPcH93D/HDmZjYy80vg667trs/vZaorGOjbEEs+cbfV7nvm6PZqrAv8hM4BKBEuQyXcQKnsBkqEJBTJT0Ij5Bo9VnkXMi/gQuYFrD65uuJKWcVFd/NUesLT2ROeSk/kq/JxPee6we00QpbB5T7O/ugc3AGuea7o06EPGvk00gX2wZ7BBud1P3wxA1v+NDzmvLzygRBQsddHdQMWY/seSco0KdA3982oqa3A9dyVOPjKAIsFafYy7VVNgwZLjlc3tWxVXdtlZIIM34zWtuhHn46GSqPC+E3jsfXBrfjq7690270Q+UKFJIfG2FJvKaobmCOCqHJymYD2DX2sXQwiq2Cgb0Nq44m7tbvvJWUl4XjOcSiTlHBTukEhV8DfV4mX7nPG//ZfRXquGgKcANEJQV7umDe8Dfq29EGpphRyQds6nVeSh9tFt5FVlIXYs4n4YNcJbVdzeR5KZWlQCTdwo+g64g6lAS6VDXoA3IRmeKbn/RjZfARa+LXAkRtHcPDqQfx57U8cvXlUN3/23QQIcNI0hFITDqWmOZRi2H/j0V0hgytWTOmJEe0a6O1ToCrAxcyLWHf8MFYd+hMq4SZKhRsolaVCJnpBqQmFQmwKpaYplJowfDa6H0a2DdR2Q++u7YZelapu+owx1OujugGLoX2tdTMqpVurpYI0e5r2qqZ/J0uOVzfntX2nvHKsGbsGpZpSfH/mexSrizF201jd5z7IIwiT202WXFai2sIcEUREZAwDfRtS3RtZKSz9MMFYy+Xha4fx3p/vYWvCVu2Gl4wcoFzxbqiAidsAbNO+FiBAEATtFFnlmZApvowgusNV0xGu6s5wVXfGl1MH6wVbo1qOwqiWowBos6N/fjAWnx78BeklZyCIznAWwxHs2gYLR9wHN4WHpADOTeGGdoHtMLZlCDbtb1Bh/d0CvVxNP7H/VHbTVxVL9vqw1s2otbu12tu0V+b4O1lqvLqlrm0nmRPWjVsHtUaNn879pDf94eyus+HsJOELhsgKmCOCythL7zGyLl4ndQcDfRtS1U22aOD38q993BQGk/GVbWPp7nt3t1yK0MDV8x84ecfgTMaRGh9fhAhRNO32XhBdoRAbQqFpgN6h7ZF40xP5+YFQiI0h6MakV34D9Mf521geq4AM4xCAOxm5C3KBFzb9ixVTO1Wru7eUVlON2ngOAGOM3fT5uCoqdGs2xFK9PqxxM2rNbq32Ou2VOf5OtTFbgDmvbYVcgegJ0Xjghwd0DyNdnVzxVJenalTe2sKbNmKOCLKn3mNkPbxO6hYG+jamqptsoOL0eeXXWbrF1NgNZfmWSxEq5Mv3IcdpM1SlV4GMO/s38GyAbq7d0Kp5K2igQYm6BCq1SvtTc+dn+WUpOXlISs9GsboEgAiZ6AY3J2+E+gbgQooIGTwgEz0ggzvkYj04aRpCjnoQ/jvzpzp1xH2Phki6AZISpElt/Ta11RTQjjEv+9kjPMDkv5+hmz6NKFaaUb2MJXt91PbNqDW7tdrztFfm+DtZerYAc1/bSrkS39//PaZvnY7vz3yPRQMWwc/Ntv4uhvCmjcowR0TdZeu9x9QakQnxbICtXydkfgz0bVBVN9mVrbNki+mO0zfxRswh3Mi7ALWQBQ3y4e5ajMhmLtiXeAW5ihxohDyoZElQC5l6+7oKTfD5qPmY1PoB7N65GyP6mjbmvOxL6e72VqEESC8A6plQ7gBPF8k3QJYO0kx5oNPrvb3IzCvE0m7AY2uOwtfDVdLf8e5zVmtEm0jaVNs3o9bq1mrv017ZctBgqWtbKVdi/fj1WDN2DZxktv/fI2/aiMjWe48dSkyvMMWdP6e4q3W2fp2QZdj+nYyDqqqrZWU32ZWtM7UlTiNqUKophSiKui7x5X9mFWXh3K1zOHvrLM7eOos/r5zEufRz2oz15YasZqqBa//+98LA1eSsjoBX6QS4arqitVdPKOVKSXVU2ZcSAMgEQBQNj9etSeBaG0Gasb/VrrMpupt353Kz49X05r0uJ22yRrdWa+cHqEvMfW3bQ5DPmzYiAmy799ihxHQs2XG+wvdURl4Jluw4j3nDWzHYryW2fJ2Q5dj+3YwDsnRXS2MPAlRqFXYk7sDqk6ux/cJ2oxnljTL1XlGUw1XTBV6lE+Giaa1brA2KvUx+u6q+lABAI94pmjkD19oK0gy1TFry5r0uJ22q7RZqTntVu+ratc2bNiICbLf3mFojYtWBS5Xez6w6cAndw/z4MLIW2Op1QpbFQL+WWaOr5dlbZ7H679X47tR3SM1PrfZx5KIfFJrGUIiN4CT6a8fFix4Q4A6Z6P7fWHl3yOAGAfIK+0sNik39snns3qbYEZ9i1pt7awVptXHzzqRNtaMu96Cwlrp0bfOmjYgA2+09duZmtl53/buJANLzSnDmZjbnua8FtnqdkGUx0Legu7vnd25Sr9a6WmYXZWPTmU1YfXI14q7HVVgf7BGM5n7NdQnrBEHQTV8nQICrwhUt/Voion4E0m/74/PfiiCDe7XKUt0s8qZ+2QyOCMLrIyPMenNvrSCttm7ebXn8tSOpa63MtqCuXNu8aSMiwHZ7j2Xmm9Zr1NTtqGZs9Tohy2KgbyGGuuf7uiuQmW98CqiattZmF2Uj5t8Y/HD2B+xM3IlidbHeeoVMgdEtR+Oxex7DkGZDTB6HevhiBr5AxYcFhlQVFGvUJh0GgLQvJUvc3FsjSJNy884ptexDXWplptrDmzYiAmy395ivu2k5mUzdjmrGVq8TsiwG+hZgrHt+ZUF+eVJaa28X3sbWhK348eyP+O3ib1BpKr5H+8D2eKzjY5jSfgr83aQnPTH1hvLNkRFY+Kv5gmJb+FKq7SDN1Lq+nV+CXu/t5ZRadqKutDJT7bGF70cisg222HusTYg3/D2UyMgrMXo/4+ehnWqPaoctXidkWQz0zayyZGqm8nYV8c3f3yD6dDRyS3KhlCvhLHeGs5Oz3u8peSnYm7QXpZqK3eGDPIIwsfVETL9nOu4JugeCYPlu7MPaBmNoW/MGxbbwpVSbQdrddV1e2evRHYIxK5pTahHVdbbw/UhEtsHWeo/JZQJm9A7Dkh3njd47zugdxoeRtczWrhOyLAb6ZmZKpnhj1MItaNx2YuLWacgozJC8fwPPBpjQegImRkxEz0Y9IZdVTIhXXabeUFqqC31d+lIqX9eZeYW65dpeE62x8NdznFKLiADUve9HIjLO1nqP9Qz3x7zhrbDqwCW9xHx+HkrM6B3GqfWsxNauE7IcBvpmJjVJmggRxbIzyHXahgJZHKDRAIVV71emsXdjTGw9ERMjJqJ7w+6QCTKJJTadNW8o69qXUlldxyWmIf1cHL6Z1hU9wgM4pRYRVVDXvh+JyH70DPdH9zA/nLmZjcz8Evi6a7vr82EkkeUx0DczU5Op1XOT41rxb8hx2gKV7LLeOoVMgQfaPIBnuj2Dbg26QaVRoURdguLSYhSri3W/y2VyNKvXrEbd8qXiDWXtkcsEdAv1xfZz0D1Q4ZRaREREZE/kMoFT6BFZAQN9M6sqmRogwsXzNFT1opFxK15vTZBHEJ7q/BT+r8v/IcgjSLdcKVdCKVfCQ+lh0bKT7eOUWkREREREVBUG+mZWWeK6EiERtxXfoKj0FHDrzvLuDbrj2e7PYmLERCjl1p1mhFO22TZOqUVERERERFVhoG8BdyeuKxXSkOX0HfKdftfbrluDblg6aCn6Nu1rpZLqi41PrpBsj1O22RZOqUVERERERFWxXOa2Om5Y22Bsf74L7u20A6luT+kF+WH1wrBp4ibEPR5nU0H+zHUnKiR6K5uyLTY+2Uolo7uVPUgK8tbvnh/k7cKp9YiIiIiIiC36lqJSqzAiehjirsfplvm6+uKtPm/hqS5PwdnJ2Yql06fWiIiKOcsp2+wIp9QiIiIiIiJjGOhbyNv73tYF+c5yZzzf43m82utV+Lj4WLdgBnDKNvvEGRCIiIiIiMgQBvoWcPDqQSw+uBgA4CRzwr5H96F7w+5WLpVxnLKNiIiIiIjIcXCMfg2UZagHtK3iao2I7KJsPLzlYWhEDQBgQd8FNh3kA5yyjYiIiIiIyJGwRb+ayjLUZ+YVYmk34LE1R+Hr4Qr3oJW4nHUZANCrcS+82utV6xbUBJyyjYiIiIiIyHGwRb8ajGWov5j3G/Zc/REA4OXshe/GfQe5TG6NIkpSNmUbcGeKtjKcso2IiIiIiMi+MNCXyFiGehVuIUOxXPf6s2Gfo6lP01otW01wyjYiIiIiIiLHwK77EhnKUK8RNUhx+hgaIR8A4FbaB+Eew61RvBrhlG1ERERERET2z6Zb9BcsWABBEPT+tWrVSre+qKgIs2bNgp+fHzw8PDBhwgSkpqZatEyGMs9vvbUVhbJTAAC5pj78VE/jVl6xRcthKWVTto3p2ACRzfwY5BMREREREdkZmw70AaBNmzZITk7W/Tt48KBu3Zw5cxATE4MffvgB+/btw82bNzF+/HiLlufuzPNFwkWsT16vfSEK8FfNgQwezFBPREREREREVmHzXfednJwQFBRUYXl2dja+/vprREdHY8CAAQCA1atXo3Xr1oiLi0OPHj0sUp7yGerVKEaq0zKUiqUAAK/S8XDVtGeGeiIiIiIiIrIamw/0L1y4gJCQELi4uCAyMhJLlixB48aNcfz4cahUKgwaNEi3batWrdC4cWMcPny40kC/uLgYxcV3utbn5OQAAFQqFVQqVZVlemtkS8zZdBKp8tUoEa4BAFzEMASJUyDIRbw1siU06lJo1NU9a8dVVr+m1DOxvqqDdSYN60sa1pc0rC/pWGfSsL6kUZVqG6dUoghoNFYuje1Tidr026rSUoDXWJX4eZTOknUliKJoaOp0m7Bjxw7k5eWhZcuWSE5ORlRUFG7cuIH4+HjExMRg+vTpegE7AHTr1g39+/fHe++9Z/S4CxYsQFRUVIXl0dHRcHNzM6lsoijiu+TvsCVtCxSCAstaLkMjl0bSTpCIiIiIiIjqpIKCAkyePBnZ2dnw8vIy67FtOtC/W1ZWFpo0aYIPP/wQrq6u1Q70DbXoN2rUCOnp6ZIqWK0R8b+4n3H50mGM7/EiuobVZ/K6KqhUKuzatQuDBw+GQqGwdnFsHutLOtaZNKwvaVhf0rC+pGOdScP6kkaVm4tdBw5gcL16ULi6Wrs4Nk9VWIhdt29jcO/eUHh6Wrs4No+fR+kyMjIQHBxskUDf5rvul+fj44MWLVogMTERgwcPRklJCbKysuDj46PbJjU11eCY/vKcnZ3h7OxcYblCoZB0USoAPN1zHLZnOaNHeAAvaAmk1nVdx/qSjnUmDetLGtaXNKwv6Vhn0rC+TOSkvfVXCAIUMpvPyW19grYBT+HkxOtLAn4eTWfJerKrT3heXh4uXryI4OBgdO7cGQqFAnv27NGtT0hIwNWrVxEZGWnFUhIRERERERFZj0236L/44osYNWoUmjRpgps3b2L+/PmQy+V46KGH4O3tjccffxxz586Fr68vvLy88MwzzyAyMtJiGfeJiIiIiIiIbJ1NB/rXr1/HQw89hIyMDNSvXx+9evVCXFwc6tevDwD46KOPIJPJMGHCBBQXF2Po0KH44osvrFxqIiIiIiIiIuux6UB/48aNla53cXHB8uXLsXz58loqEREREREREZFts6sx+kRERERERERUOQb6RERERERERA6EgT4RERERERGRA2GgT0RERERERORAGOgTERERERERORAG+kREREREREQOhIE+ERERERERkQNhoE9ERERERETkQBjoExERERERETkQBvpEREREREREDoSBPhEREREREZEDYaBPRERERERE5EAY6BMRERERERE5EAb6RERERERERA6EgT4RERERERGRA2GgT0RERERERORAGOgTERERERERORAG+kREREREREQOhIE+ERERERERkQNhoE9ERERERETkQBjoExERERERETkQBvpEREREREREDoSBPhEREREREZEDYaBPRERERERE5EAY6BMRERERERE5EAb6RERERERERA6EgT4RERERERGRA2GgT0RERERERORAGOgTERERERERORAG+kREREREREQOhIE+ERERERERkQNhoE9ERERERETkQBjoExERERERETkQBvpEREREREREDoSBPhEREREREZEDcZhAf/ny5WjatClcXFzQvXt3HDlyxNpFIiIiIiIiIqp1DhHob9q0CXPnzsX8+fNx4sQJdOjQAUOHDkVaWpq1i0ZERERERERUqxwi0P/www/x5JNPYvr06YiIiMDKlSvh5uaGb775xtpFIyIiIiIiIqpVdh/ol5SU4Pjx4xg0aJBumUwmw6BBg3D48GErloyIiIiIiIio9jlZuwA1lZ6eDrVajcDAQL3lgYGBOH/+vMF9iouLUVxcrHudnZ0NAMjMzIRKpZL0/iqVCgUFBcjIyIBCoZBY+rqH9SUN60s61pk0rC9pWF/SsL6kY51Jw/qSRpWbq60vAIr8fGsXx+apiou19ZWZCYXEGKEu4udRuszMTACAKIpmP7bdB/rVsWTJEkRFRVVYHhoaaoXSEBERERERUV2VkZEBb29vsx7T7gN9f39/yOVypKam6i1PTU1FUFCQwX3mzZuHuXPn6l5rNBpkZmbCz88PgiBIev+cnBw0atQI165dg5eXl/QTqGNYX9KwvqRjnUnD+pKG9SUN60s61pk0rC9pWF/SsL6kYX1Jl52djcaNG8PX19fsx7b7QF+pVKJz587Ys2cPxo4dC0AbuO/ZswezZ882uI+zszOcnZ31lvn4+NSoHF5eXrygJWB9ScP6ko51Jg3rSxrWlzSsL+lYZ9KwvqRhfUnD+pKG9SWdTGb+1Hl2H+gDwNy5czFt2jR06dIF3bp1w8cff4z8/HxMnz7d2kUjIiIiIiIiqlUOEehPmjQJt27dwltvvYWUlBR07NgRsbGxFRL0ERERERERETk6hwj0AWD27NlGu+pbkrOzM+bPn19hKAAZxvqShvUlHetMGtaXNKwvaVhf0rHOpGF9ScP6kob1JQ3rSzpL1pkgWiKXPxERERERERFZhflH/RMRERERERGR1TDQJyIiIiIiInIgDPSJiIiIiIiIHAgDfSIiIiIiIiIHwkCfiIiIiIiIyIEw0CciIiIiIiJyIAz0iYiIiIiIiBwIA30iIiIiIiIiB8JAn4iIiIiIiMiBMNAnIiIiIiIiciAM9ImIiIiIiIgcCAN9IiIiIiIiIgfCQJ+IiIiIiIjIgTDQJyIiIiIiInIgDPSJiIiIiIiIHAgDfSIiIiIiIiIHwkCfiIiIiIiIyIEw0CciIiIiIiJyIAz0iYiIiIiIiBwIA30iIiIiIiIiB8JAn4iIiIiIiMiBMNAnIiIiIiIiciAM9ImIiIiIiIgcCAN9IiIiIiIiIgfCQJ+IiIiIiIjIgTDQJyIiIiIiInIgDPSJiIiIiIiIHAgDfSIiojpmwYIFEATBKu/97bffQhAEXL58WbesX79+6Nevn+715cuXIQgCvv32W90ya5aZiIjI3jDQJyIisoIvvvgCgiCge/fuRrcRBEHvn7u7OyIiIrBo0SIUFBTUYmmNGz16NNzc3JCbm2t0mylTpkCpVCIjI6MWS0ZERFR3MdAnIiKygvXr16Np06Y4cuQIEhMTjW43ePBgfPfdd/juu++wbNky3HPPPXjzzTcxbdq0WiytcVOmTEFhYSG2bNlicH1BQQG2bt2KYcOGwc/PDw8//DAKCwvRpEkTSe/zxhtvoLCw0BxFJiIicngM9ImIiGpZUlISDh06hA8//BD169fH+vXrjW7bokULTJ06FVOnTsVTTz2F9evXY+LEidi8eTOKiopqsdSGjR49Gp6enoiOjja4fuvWrcjPz8eUKVMAAHK5HC4uLpK74Ts5OcHFxaXG5S1jKz0iiIiILIGBPhERUS1bv3496tWrh5EjR2LixImVBvqGBAUFQRAEODk5VbntwYMH0bVrV7i4uKBZs2b43//+Z3TbdevWoXPnznB1dYWvry8efPBBXLt2rdLju7q6Yvz48dizZw/S0tIqrI+OjoanpydGjx4NwPAYfVMYG6NvSpn79euHtm3b4vjx4+jTpw/c3Nzw2muvAQCOHTuGoUOHwt/fH66urggNDcVjjz0mqWxERES2hoE+ERFRLVu/fj3Gjx8PpVKJhx56CBcuXMDRo0cNbltUVIT09HSkp6fjypUriI6Oxpo1azB58uQqA/3Tp09jyJAhSEtLw4IFCzB9+nTMnz/fYDf7d955B4888giaN2+ODz/8EM8//zz27NmDPn36ICsrq9L3mTJlCkpLS/H999/rLc/MzMTOnTsxbtw4uLq6Vl4p1SClzBkZGRg+fDg6duyIjz/+GP3790daWhqGDBmCy5cv49VXX8Vnn32GKVOmIC4uzuxlJSIiqlUiERER1Zpjx46JAMRdu3aJoiiKGo1GbNiwofjcc89V2BaAwX9jx44Vi4qKqnyvsWPHii4uLuKVK1d0y86ePSvK5XKx/C3A5cuXRblcLr7zzjt6+58+fVp0cnKqsPxupaWlYnBwsBgZGam3fOXKlSIAcefOnbplq1evFgGISUlJumV9+/YV+/btq3udlJQkAhBXr16tWzZ//vxql7lv374iAHHlypV6227ZskUEIB49erTS8yMiIrI3bNEnIiKqRevXr0dgYCD69+8PQJtZf9KkSdi4cSPUanWF7ceMGYNdu3Zh165d2Lp1K+bNm4fY2FhMnjwZoigafR+1Wo2dO3di7NixaNy4sW5569atMXToUL1tN2/eDI1GgwceeEDXeyA9PR1BQUFo3rw5fv/990rPSS6X48EHH8Thw4f1uuRHR0cjMDAQAwcONKVqJJFaZmdnZ0yfPl1vmY+PDwDgl19+gUqlMnsZiYiIrIWBPhERUS1Rq9XYuHEj+vfvj6SkJCQmJiIxMRHdu3dHamoq9uzZU2Gfhg0bYtCgQRg0aBBGjx6NxYsXY9GiRdi8eTN++eUXo+9169YtFBYWonnz5hXWtWzZUu/1hQsXIIoimjdvjvr16+v9O3funMGx93crS7ZXlpTv+vXrOHDgAB588EHI5fIq95dKapkbNGgApVKpt6xv376YMGECoqKi4O/vjzFjxmD16tUoLi42e3mJiIhqU9VZfIiIiMgs9u7di+TkZGzcuBEbN26ssH79+vUYMmRIlccpayHfv38/Ro0aVeNyaTQaCIKAHTt2GAzKPTw8qjxG586d0apVK2zYsAGvvfYaNmzYAFEUdQ8AzE1qmQ3lCBAEAT/++CPi4uIQExODnTt34rHHHsOyZcsQFxdn0nkTERHZIgb6REREtWT9+vUICAjA8uXLK6zbvHkztmzZgpUrV1aZuK60tBQAkJeXZ3Sb+vXrw9XVFRcuXKiwLiEhQe91s2bNIIoiQkND0aJFC1NOxaApU6bgzTffxKlTpxAdHY3mzZuja9eu1T5eZcxVZgDo0aMHevTogXfeeQfR0dGYMmUKNm7ciCeeeMJMpSUiIqpd7LpPRERUCwoLC7F582bcd999mDhxYoV/s2fPRm5uLrZt21blsWJiYgAAHTp0MLqNXC7H0KFD8fPPP+Pq1au65efOncPOnTv1th0/fjzkcjmioqIqjPsXRREZGRkmnWNZ6/1bb72FkydPWqw1HzBPmW/fvl1h344dOwIAu+8TEZFdY4s+ERFRLdi2bRtyc3N188nfrUePHqhfvz7Wr1+PSZMm6Zb/+++/WLduHQCgoKAAcXFxWLNmDcLDw/Hwww9X+p5RUVGIjY1F79698fTTT6O0tBSfffYZ2rRpg1OnTum2a9asGRYtWoR58+bh8uXLGDt2LDw9PZGUlIQtW7ZgxowZePHFF6s8x9DQUPTs2RNbt24FAIsG+uYo85o1a/DFF19g3LhxaNasGXJzc/Hll1/Cy8sLI0aMsFjZiYiILI2BPhERUS1Yv349XFxcMHjwYIPrZTIZRo4cifXr1yMjIwN+fn4AoMu4D2hb6YODg/HEE09g4cKFcHd3r/Q927dvj507d2Lu3Ll466230LBhQ0RFRSE5OVkv0AeAV199FS1atMBHH32EqKgoAECjRo0wZMgQow8nDJkyZQoOHTqEbt26ITw83OT9qqOmZe7bty+OHDmCjRs3IjU1Fd7e3ujWrRvWr1+P0NBQi5adiIjIkgSxsrl5iIiIiIiIiMiucIw+ERERERERkQNhoE9ERERERETkQKwa6K9YsQLt27eHl5cXvLy8EBkZiR07dujWFxUVYdasWfDz84OHhwcmTJiA1NRUvWNcvXoVI0eOhJubGwICAvDSSy/pph0iIiIiIiIiqmusGug3bNgQ7777Lo4fP45jx45hwIABGDNmDM6cOQMAmDNnDmJiYvDDDz9g3759uHnzJsaPH6/bX61WY+TIkSgpKcGhQ4ewZs0afPvtt3jrrbesdUpEREREREREVmVzyfh8fX3x/vvvY+LEiahfvz6io6MxceJEAMD58+fRunVrHD58GD169MCOHTtw33334ebNmwgMDAQArFy5Eq+88gpu3boFpVJpzVMhIiIiIiIiqnU2M0ZfrVZj48aNyM/PR2RkJI4fPw6VSoVBgwbptmnVqhUaN26Mw4cPAwAOHz6Mdu3a6YJ8ABg6dChycnJ0vQKIiIiIiIiI6hInaxfg9OnTiIyMRFFRETw8PLBlyxZERETg5MmTUCqV8PHx0ds+MDAQKSkpAICUlBS9IL9sfdk6Y4qLi1FcXKx7rdFokJmZCT8/PwiCYKYzIyIiIiIiIjJMFEXk5uYiJCQEMpl52+CtHui3bNkSJ0+eRHZ2Nn788UdMmzYN+/bts+h7LlmyBFFRURZ9DyIiIiIiIqKqXLt2DQ0bNjTrMa0e6CuVSoSHhwMAOnfujKNHj+KTTz7BpEmTUFJSgqysLL1W/dTUVAQFBQEAgoKCcOTIEb3jlWXlL9vGkHnz5mHu3Lm619nZ2WjcuDGSkpLg6ekpqfwqlQq///47+vfvD4VCIWnfuoj1JQ3rSzrWmTSsL2lYX9KwvqRjnUnD+pJGlZuL3w8fRn83Nyicna1dHJunKi7G7wUF6B8ZCYXEGKEu4uexasev3MbT0Sd0r51U+Uj49DHJMagprB7o302j0aC4uBidO3eGQqHAnj17MGHCBABAQkICrl69isjISABAZGQk3nnnHaSlpSEgIAAAsGvXLnh5eSEiIsLoezg7O8PZwJebr68vvLy8JJVXpVLBzc0Nfn5+vKBNwPqShvUlHetMGtaXNKwvaVhf0rHOpGF9SaNSKLT15esLhZubtYtj81QFBXADtPUlMUaoi/h5rNrAer6ov/MKUrKLUD4jviWGj1s10J83bx6GDx+Oxo0bIzc3F9HR0fjjjz+wc+dOeHt74/HHH8fcuXN1AfgzzzyDyMhI9OjRAwAwZMgQRERE4OGHH8bSpUuRkpKCN954A7NmzTIYyBMRERERERFZg1wmYP6oCMxcdwKWzgxn1UA/LS0NjzzyCJKTk+Ht7Y327dtj586dGDx4MADgo48+gkwmw4QJE1BcXIyhQ4fiiy++0O0vl8vxyy+/YObMmYiMjIS7uzumTZuGt99+21qnRERERERERGTQsLbBWDG1E6JizuJWRr7F3seqgf7XX39d6XoXFxcsX74cy5cvN7pNkyZNsH37dnMXjYiIiIiIiMjshrUNxuCIIOw5eRFDl1nmPcybw5+IiIiIiIiIKiWXCejcpJ7Fjs9An4iIiIiIiMiBMNAnIiIiIiIiciAM9ImIiIiIiIgcCAN9IiIiIiIiIgfCQJ+IiIiIiIjIgTDQJyIiIiIiInIgDPSJiIiIiIiIHAgDfSIiIiIiIiIHwkCfiIiIiIiIyIEw0CciIiIiIiJyIAz0iYiIiIiIiBwIA30iIiIiIiIiB8JAn4iIiIiIiMiBMNAnIiIiIiIiciAM9ImIiIiIiIgcCAN9IiIiIiIiIgfCQJ+IiIiIiIjIgTDQJyIiIiIiInIgDPSJiIiIiIiIHIiTtQtAREREREREZAlqjYgjSZlIyy1CgKcLuoX6Qi4TrF0si2OgT0RERERERA4nNj4ZUTFnkZxdpFsW7O2C+aMiMKxtsBVLZnnsuk9EREREREQOJTY+GTPXndAL8gEgJbsIM9edQGx8spVKVjsY6BMREREREZHDUGtERMWchWhgXdmyqJizUGsMbeEYGOgTEREREZHdUWtEnLqehT8S0nDqepZDB20kzZGkzAot+eWJAJKzi3AkKbP2ClXLOEafiIiIiIjsyqHEdKw6cAnpeSW6Zf4eSszoHYae4f5WLBnZgrRc40F+dbazR2zRJyIiIiIiu3EoMR1LdpzXC/IBICOvBEt2nMehxHQrlYxsRYCni1m3s0cM9ImIiIiIyC6oNSJWHbhU6djrVQcusRt/Hdct1BfB3i4wNomeAG32/W6hvrVZrFrFQJ+IiIiIiOzCmZvZFVryyxMBpOeV4MzN7NorFNkcuUzA/FERAFAh2C97PX9UBOQyY48C7B8DfSIiIiIisguZ+caD/OpsR45rWNtgrJjaCUHe+t3zg7xdsGJqJwxrG2ylktUOJuMjIiIiIiK74OuuNOt25NiGtQ3G4IggHEnKRFpuEQI8td31HbklvwwDfSIiIiIisgttQrzh76FERl6JwXH6AgA/DyXahHjXdtHIRsllAiKb+Vm7GLWOXfeJiIiIiMguyGUCZvQOA2B87PWM3mF1osWWqDIM9ImIiIiIyG70DPfHvOGt4Oeh3z3fz0OJecNboWe4v5VKRmQ72HWfiIiIiIjsSs9wf3QP88OZm9nIzC+Br7u2uz5b8om0GOgTEREREZHdkcsEtG/oY+1iENkkq3bdX7JkCbp27QpPT08EBARg7NixSEhI0NumX79+EARB799TTz2lt83Vq1cxcuRIuLm5ISAgAC+99BJKS0tr81SIiIiIiIiIbIJVW/T37duHWbNmoWvXrigtLcVrr72GIUOG4OzZs3B3d9dt9+STT+Ltt9/WvXZzc9P9rlarMXLkSAQFBeHQoUNITk7GI488AoVCgcWLF9fq+RARERERERFZm1UD/djYWL3X3377LQICAnD8+HH06dNHt9zNzQ1BQUEGj/Hbb7/h7Nmz2L17NwIDA9GxY0csXLgQr7zyChYsWAClknNoEhERERERUd1hU2P0s7OzAQC+vr56y9evX49169YhKCgIo0aNwptvvqlr1T98+DDatWuHwMBA3fZDhw7FzJkzcebMGdxzzz0V3qe4uBjFxcW61zk5OQAAlUoFlUolqcxl20vdr65ifUnD+pKOdSYN60sa1pc0rC/pWGfSsL6kUf03tFUlioBGY+XS2D6VKGp/lpYCvMaqxM+jdJasK0EU/7uCrUyj0WD06NHIysrCwYMHdctXrVqFJk2aICQkBKdOncIrr7yCbt26YfPmzQCAGTNm4MqVK9i5c6dun4KCAri7u2P79u0YPnx4hfdasGABoqKiKiyPjo7WGxZAREREREREZAkFBQWYPHkysrOz4eXlZdZj20yL/qxZsxAfH68X5APaQL5Mu3btEBwcjIEDB+LixYto1qxZtd5r3rx5mDt3ru51Tk4OGjVqhCFDhkiuYJVKhV27dmHw4MFQKBTVKk9dwvqShvUlHetMGtaXNKwvaVhf0rHOpGF9SaPKzcWuAwcwuF49KFxdrV0cm6cqLMSu27cxuHdvKDw9rV0cm8fPo3QZGRkWO7ZNBPqzZ8/GL7/8gv3796Nhw4aVbtu9e3cAQGJiIpo1a4agoCAcOXJEb5vU1FQAMDqu39nZGc7OzhWWKxSKal+UNdm3LmJ9ScP6ko51Jg3rSxrWlzSsL+lYZ9KwvkzkpL31VwgCFDKrTr5lHwQBAKBwcuL1JQE/j6azZD1Z9RMuiiJmz56NLVu2YO/evQgNDa1yn5MnTwIAgoODAQCRkZE4ffo00tLSdNvs2rULXl5eiIiIsEi5iYiIiIiIiGyVVVv0Z82ahejoaGzduhWenp5ISUkBAHh7e8PV1RUXL15EdHQ0RowYAT8/P5w6dQpz5sxBnz590L59ewDAkCFDEBERgYcffhhLly5FSkoK3njjDcyaNctgqz0RERERERGRI7Nqi/6KFSuQnZ2Nfv36ITg4WPdv06ZNAAClUondu3djyJAhaNWqFV544QVMmDABMTExumPI5XL88ssvkMvliIyMxNSpU/HII4/g7bffttZpEREREREREVmNVVv0q0r436hRI+zbt6/K4zRp0gTbt283V7GIiIiIiIiI7JZNJOMjIiIiIiJyBGqNiCNJmUjLLUKApwu6hfpCLhOsXSyqYxjoExERERERmUFsfDKiYs4iObtItyzY2wXzR0VgWNtgK5aM6hrOq0FERERERFRDsfHJmLnuhF6QDwAp2UWYue4EYuOTrVQyqosY6BMREREREdWAWiMiKuYsDGUgK1sWFXMWak3lOcqIzIWBPhERERERUQ0cScqs0JJfngggObsIR5Iya69QVKcx0CciIiIiIqqBtFzjQX51tiOqKQb6RERERERENRDg6WLW7YhqioE+ERERERFRDXQL9UWwtwuMTaInQJt9v1uob20Wi+owBvpEREREREQ1IJcJmD8qAgAqBPtlr+ePioBcZuxRAJF5MdAnIiIiIiKqoWFtg7FiaicEeet3zw/ydsGKqZ0wrG2wlUpGdZGTtQtARERERETkCIa1DcbgiCAcScpEWm4RAjy13fVtpSVfrRFttmxkXgz0iYiIiIiIzEQuExDZzM/axaggNj4ZUTFn9aYBDPZ2wfxREext4IDYdZ+IiIiIiMhGqDUiDl/MwNaTN3D4YgbUGrHGx4yNT8bMdSf0gnwASMkuwsx1JxAbn1zj9yDbwhZ9IiIiIiIiG2CJVne1RkRUzFkYelwgQpssMCrmLAZHBLEbvwNhiz4REREREZGVWarV/UhSZoVjlicCSM4uwpGkzGodn2wTA30iIiIiIiIJzN29vqpWd0Db6l6d90nLNR7kV2c7sg/suk9EREREVMepNSLO3MxGZn4JfN2VaBPizW7cRliie72UVnepif4CPF2q3kjCdmQfGOgTEREREdVhhxLTserAJaTnleiW+XsoMaN3GHqG+1uxZLanrHv93e3qZd3rV0ztVK1g35Kt7t1CfRHs7YKU7CKDPQYEAEHe2qn2yHGw6z4RERERUR11KDEdS3ac1wvyASAjrwRLdpzHocR0K5XM9liye70lW93lMgHzR0UA0Ab15ZW9nj8qgj04HAwDfSIiIiKiOkitEbHqwKVKA9dVBy6ZZXo3R2CupHaGxveXtbobC7UFaIcHVLfVfVjbYKyY2glB3voPCoK8XardC4FsG7vuExERERHVQWduZldoyS9PBJCeV4IzN7PRvqFPrZXLVpmje31l4/vnj4rAzHUnIAB6D1/M1eo+rG0wBkcE4UhSJtJyixDgqX1wwJZ8x8QWfSIiIiKiOigz33iQX53tHF1Nu9dXNX0eAIu3ustlAiKb+WFMxwaIbObHIN+BsUWfiIiIiKgO8nVXmnU7R1eTpHZVje8XoB3ff/CVAWx1J7Ngiz4RERERUR3UJsQb/h7KSseF+3top9qjmiW1kzK+n63uZA4M9ImIiIiI6iC5TMCM3mEAjAeuM3qHMdAsp7pJ7Sw5fR6RIey6T0RERERUR/UM98e84a2w6sAlvcR8fh5KzOgdhp7h/lYsnW2qTlI7S06fR2QIA30iIiIiojqsZ7g/uof54czNbGTml8DXXdtdny35xpV1rzdVTcb3E1UHu+4TEREREdVxcpmA9g190K9lANo39GGQb2Y1Gd9PVB0M9ImIiIiIyCLUGhGnrmfhj4Q0nLqeBbXGUHt23VDd8f1E1cGu+0REREREZHaHEtMrjP33r+Nj/6szvp+oOhjoExERERFRtak1YoXx/X9dysCSHecrjEfPyCvBkh3nMW94qzob7Esd309UHQz0iYiIiIioWgy12vu5K1CiFg0mnROhHZO+6sAldA/jHPFElsIx+kREREREJNmhxHQs2XFeL8gHgIx8FXKLSo3uJwJIzyvBmZvZFi4hUd3FQJ+IiIiIiCRRa0SsOnDJYKu9qTLzS6reiIiqhYE+ERERERFJcuZmdoWWfKl83ZVmKg0R3Y1j9ImIiIiISJKatMYLAPw8tEn7iKqi1oicpaAarNqiv2TJEnTt2hWenp4ICAjA2LFjkZCQoLdNUVERZs2aBT8/P3h4eGDChAlITU3V2+bq1asYOXIk3NzcEBAQgJdeegmlpcbHBRERERERUfVVtzW+LDyb0TuMwRpVKTY+Gb3e24uHvozDcxtP4qEv49Drvb2IjU+2dtFsnlUD/X379mHWrFmIi4vDrl27oFKpMGTIEOTn5+u2mTNnDmJiYvDDDz9g3759uHnzJsaPH69br1arMXLkSJSUlODQoUNYs2YNvv32W7z11lvWOCUiIiIiIofXJsQb/h5KGAvVBQCeLk7wu+uBgJ+Hsk5PrUemi41Pxsx1J5CcXaS3PCW7CDPXnWCwXwWrdt2PjY3Ve/3tt98iICAAx48fR58+fZCdnY2vv/4a0dHRGDBgAABg9erVaN26NeLi4tCjRw/89ttvOHv2LHbv3o3AwEB07NgRCxcuxCuvvIIFCxZAqeTYHyIiIiIic5LLBMzoHYYlO85DAPSS8pUF/8/0D0f3MD+cuZmNzPwS+Lpru+uzJZ+qotaIiIo5W+kUjVExZzE4IojXkxE2NUY/O1s7xYavry8A4Pjx41CpVBg0aJBum1atWqFx48Y4fPgwevTogcOHD6Ndu3YIDAzUbTN06FDMnDkTZ86cwT333FPhfYqLi1FcXKx7nZOTAwBQqVRQqVSSyly2vdT96irWlzSsL+lYZ9KwvqRhfUnD+pKOdSYN60sa1X9DW1WiCGg0NT5e1zBfvDK8Jb49dBkZ5cbs+7kr8WjPpuga5gsNRLQO8dKt00CERlOTXP21RyVqy6kqLQV4jVXJnJ/HI0mZyMwrhLPc+DaZeYWIS0xDt1DfGr+ftVjyu0sQRdEmPmkajQajR49GVlYWDh48CACIjo7G9OnT9YJyAOjWrRv69++P9957DzNmzMCVK1ewc+dO3fqCggK4u7tj+/btGD58eIX3WrBgAaKioiosj46Ohpubm5nPjIiIiIiIiEhfQUEBJk+ejOzsbHh5eVW9gwQ206I/a9YsxMfH64J8S5o3bx7mzp2re52Tk4NGjRphyJAhkitYpVJh165dGDx4MBQKhbmL6nBYX9KwvqRjnUnD+pKG9SUN60s61pk0rC9pVLm52HXgAAbXqweFq6u1i2PzVIWF2HX7Ngb37g2Fp6e1i2PzzPl5PJKUicfWHK1yu2+mdbXrFv2MjAyLHdsmAv3Zs2fjl19+wf79+9GwYUPd8qCgIJSUlCArKws+Pj665ampqQgKCtJtc+TIEb3jlWXlL9vmbs7OznB2dq6wXKFQVPuirMm+dRHrSxrWl3SsM2lYX9KwvqRhfUnHOpOG9WUiJ+2tv0IQoJBZNSe3fRC0Y78VTk68viQwx+exR3gAfD1ckZJdZHCcvgAgyNsFPcID7HqMviWvK6t+wkVRxOzZs7Flyxbs3bsXoaGheus7d+4MhUKBPXv26JYlJCTg6tWriIyMBABERkbi9OnTSEtL022za9cueHl5ISIionZOhIiIiIiIiMxCLhMwf5Q2lrs7jC97PX9UhF0H+ZZm1UB/1qxZWLduHaKjo+Hp6YmUlBSkpKSgsLAQAODt7Y3HH38cc+fOxe+//47jx49j+vTpiIyMRI8ePQAAQ4YMQUREBB5++GH8888/2LlzJ9544w3MmjXLYKs9ERERERER2bZhbYOxYmonBHm76C0P8nbBiqmdMKxtsJVKZh+s2nV/xYoVAIB+/frpLV+9ejUeffRRAMBHH30EmUyGCRMmoLi4GEOHDsUXX3yh21Yul+OXX37BzJkzERkZCXd3d0ybNg1vv/12bZ0GERERERERGaHWiDiSlIm03CIEeLqgW6ivSa3xw9oGY3BEULX2reusGuibkvDfxcUFy5cvx/Lly41u06RJE2zfvt2cRSMiIiIiIqIaio1PRlTMWSRnF+mWBXu7YP6oCJNa5eUyAZHN/CxZRIfELBxERERERERkdrHxyZi57oRekA8AKdlFmLnuBGLjk61UMsfHQJ+IiIiIiIjMSq0RERVz1mDW/LJlUTFnodZU3cubpGOgT0RERERERGZ1JCmzQkt+eSKA5OwiHEnKrL1C1SEM9ImIiIiIiMis0nKNB/nV2Y6kqVGgX1TEPwoRERERERHpC/B0qXojCduRNJIDfY1Gg4ULF6JBgwbw8PDApUuXAABvvvkmvv76a7MXkIiIiIjIEag1Ig5fzMDWkzdw+GIGxyaTQ+sW6otgbxcYmwhPgDb7frdQ39osVp0hOdBftGgRvv32WyxduhRKpVK3vG3btvjqq6/MWjgiIiIiIkcQG5+MXu/txUNfxuG5jSfx0Jdx6PXeXmYdJ4cllwmYPyoCACoE+2Wv54+KgFxm7FEA1YTkQH/t2rVYtWoVpkyZArlcrlveoUMHnD9/3qyFIyIiIiKyd5xijOqqYW2DsWJqJwR563fPD/J2wYqpnTCsbbCVSub4nKTucOPGDYSHh1dYrtFooFKpzFIoIiIiIiJHUNUUYwK0U4wNjgiqsmVTrRFxJCkTablFCPDUdnlmayjZumFtgzE4IojXbi2THOhHRETgwIEDaNKkid7yH3/8Effcc4/ZCkZEREREVB01DYjNGVBLmWIsspmf0e1i45MRFXNW71jB3i6YPyqCraJk8+QyodLrm8xPcqD/1ltvYdq0abhx4wY0Gg02b96MhIQErF27Fr/88oslykhEREREDsZSrdM1DYjNHVCbY4qxsq7/d/cKKOv6zy7Qhqk1Is7czEZmfgl83ZVoE+LNVmSqMyQH+mPGjEFMTAzefvttuLu746233kKnTp0QExODwYMHW6KMRERERORALNU6XdOA2BIBdU2nGDNn1/+65FBiOlYduIT0vBLdMn8PJWb0DkPPcP8q91drRJxNzgacgWOXM9GtrSfrl+yK5GR8ANC7d2/s2rULaWlpKCgowMGDBzFkyBBzl42IiIiIHIylEtNVFRAD2oDY2JR2Nd3fmJpOMSal6z9pHUpMx5Id5/WCfADIyCvBkh3ncSgxvcr9H19zFEu2JwAAnlp3nDMkkN2RHOiHhYUhIyOjwvKsrCyEhYWZpVBERERE5HgsFUwDNQ+ILRVQ13SKMXN0/bdlao2IU9ez8EdCGk5dz6rW3/7u4606cKnSa2zVgUtG38fYQwLOkED2RnLX/cuXL0OtVldYXlxcjBs3bpilUERERETkeMyVmM6QmgbElgyoy6YYu3u4QpAJwxVq2vXfltW0e70hZ25mVwjSyxMBpOeV4MzNbLRv6KO3rqqHBPYwTIIzM1AZkwP9bdu26X7fuXMnvL29da/VajX27NmDpk2bmrVwREREROQ4LBlM1zQgtnRAXd0pxsq6/qdkFxkMQAVoHxgY6/pvq8pazu8+p7Lu9fOGt6pWsJ+ZbzzIr2o7Ux4SVPdBVG3gzAxUnsmB/tixYwEAgiBg2rRpeusUCgWaNm2KZcuWmbVwREREROQ4LBlM1zQgro2AujpTjJV1/Z+57gQEQK9spnT9t0WmtJyvOnAJ3cP8JJ+Xr7uy2tuZ+pDAFodJcGYGupvJY/Q1Gg00Gg0aN26MtLQ03WuNRoPi4mIkJCTgvvvus2RZiYiIiMiO1TQxXWVqOha+pvtbUlnX/yBv/QcgQd4udhnASeleL1WbEG/4eygrvcb8PbRT7d3N1IcEtjZMwpK5L8h+SU7Gl5SUBH//6o2ZISIiIqK6y9LBdE0DYlsOqIe1DcbBVwZgw5M98MmDHbHhyR44+MoAuwvygZp1r6+KXCZgRm9tgnBj19iM3mEGrzFTHhJU90GUJXFmBjJEcjI+AMjPz8e+fftw9epVlJTofwCfffZZsxSMiIiIiBxPTRLTmXr86oyFN9f+llSdrv+2qCbd603RM9wf84a3qpDoz6+KRH9lDwmW7Dhvc706KuPoMzNQ9UgO9P/++2+MGDECBQUFyM/Ph6+vL9LT0+Hm5oaAgAAG+kRERHUEsztTdVk6mK5pQOwoAbWtKms5z8grMZoPwc9I93pT9Qz3R/cwP5y5mY3M/BL4umuPV9U1Vv4hQVFeqW65uR5EWYIjz8xA1Sc50J8zZw5GjRqFlStXwtvbG3FxcVAoFJg6dSqee+45S5SRiIiIbAyzO1NNMZiuu+5uOTeUYNBY93qp73P3FHqmKHtIEJ+UgstQY+XUzujWtonNPsh01JkZaktCegJS8lLQt2lfsx63UFWIBX8sgEqjwnuD3oNCrjDr8asieYz+yZMn8cILL0Amk0Eul6O4uBiNGjXC0qVL8dprr1mijERERGRDyrI73z0mtCy7c2x8spVKRkT2oqzl3M9Dv3u+n4ey2lPrmZNcJiAiWNujoEtT2+6tZMuJJG1dQnoCOq/qjH5r+uHDwx+a7biiKOLp7U9j6aGl+CjuI3xx9AuzHdtUkgN9hUIBmUy7W0BAAK5evQoA8Pb2xrVr18xbOiIiIrIpzO5MRObSM9wfX0/risXj2uLFIS2weFxbfD2tq9WDfHtky4kkbdmCfQuQr8oHALz1+1u4mXvTLMf98sSX+Pbkt7rXG+I3mOW4Ukjuun/PPffg6NGjaN68Ofr27Yu33noL6enp+O6779C2bVtLlJGIiIhshJTszl0ae9VewYjILlW3ez1VZMuJJG1RfFo8NsVv0r3OV+Vj3p55WDN2TY2Oe+TGETyz4xm9ZX/d+AuXsy6jqU/TGh1bCskt+osXL0ZwsPaJ0DvvvIN69eph5syZuHXrFlatWmX2AhIREZHtYHZnIstRa0QcvpiBrSdv4PDFDPaMIcnKcl+M6dgAkc38GORXYsEfCyDe1T9t7T9r8df1v6p9zPSCdEz8fiJK1NrZHhp5NdKt++HMD9U+bnVICvRFUURAQAAiIyMBaLvux8bGIicnB8ePH0eHDh0sUkgiIiKyDczuTGQZsfHJ6PXeXjz0ZRye23gSD30Zh17v7WXOCyILOJlyEj+d+wkAEOQRhHcHvqtb91zsc9CIGsnHVGvUeOinh3AtRzuc/d5G92Ln1J269ZvObDK2q0VIDvTDw8M5Fp+IiKiOKsvubKyNSIA2+z6zOxOZjgkuiWrXgj8W6H6f12se5kbORUR9bULDv278hXWn1kk+5lu/v4Xdl3YDAALdA/H9/d+jdf3W6BTcCQBwPPk4LmZerHnhTSQp0JfJZGjevDkyMjIsVR4iIiKbVDZnPKAdp15Xu9QyuzOReTHBJVHtOn7zOLYmbAUAhHiGYEbnGVDIFfhk2Ce6bV7d/Spyi3NNPubW81ux+OBiAIBckOP7+79HiGcIAGBSm0m67b4/8705TsEkksfov/vuu3jppZcQHx9vifIQERHZnLIutY+tOQoAeGzN0TrdpZbZnYnMR0qCSyKqubf+eEv3++u9X4eLk/b/skFhgzCm5RgAQHJeMpYcXGLS8S5kXMAjPz+ie7108FL0adJH9/r+iPt1v39/tvYCfclZ9x955BEUFBSgQ4cOUCqVcHV11VufmckvISIichxlXWpFAM7yO8vLutTW1cCW2Z2JzIMJLolqT9z1OGy/sB0A0Ni7MR6/53G99R8M+QA7EnegRF2CZYeX4YlOTyCsXpjR4+WX5GPC9xOQU5wDQBvUz+kxR2+b0Hqh6NagG47cOIKTKSfxb8a/aOHXwsxnVpHkQP/jjz+2QDGIiIhsT1VdagVou9QOjgiqkwFuWXZnIqo+Jrgkqj3z/5iv+/2N3m/A2clZb324bzjm9JiD9/58DyXqErz424vYPGmzwWP9nfw3Xtz1Ik6nnQYAtPJvha9Hfw1BqHg/8EDEAzhy4wgAYFP8JrzZ901znZJRkgP9adOmWaIcRERENkdKl1oGvERUHWUJLlOyiww+VBSgHRbDBJdENXPw6kH8dvE3AECoTyge7fiowe1e7/061vyzBil5Kdhyfgv2XNqDgWEDdeuP3jiKhfsXIubfGN0yD6UHNj+wGZ7OngaPeX+b+/HirhcBaLvv10agL3mMPhERUV3BLrVEZGlMcElUO976/c7Y/Df7vAmFXGFwO09nTywZeGd8/vM7n0epphRx1+MwYv0IdPuqm16QH+IZgp8e+Amt67c2+t6NvRsjsqF2ivr4tHicvXW2pqdTJQb6RERERrBLLRHVBia4JKq+6znXMWbjGNwXfR/+d+x/SMlLqbDN70m/4/fLvwPQds9/uMPDlR7zkQ6PoGtIVwDawLz9ivaI/DoSOxJ36LZp6NUQy0csx8VnL2JIsyFVlrO2s+9bNdDfv38/Ro0ahZCQEAiCgJ9//llv/aOPPgpBEPT+DRs2TG+bzMxMTJkyBV5eXvDx8cHjjz+OvLy8WjwLIiJyVJwznohqy7C2wTj4ygBseLIHPnmwIzY82QMHXxnAIJ+oEvkl+Ri1YRS2JWzDrxd+xVO/PoWQZSHo9U0vfHj4QyTdToIoinpj8+f3nQ8nWeUj2GWCTG+6vXPp53S/N/Fugv/d9z8kPpOIp7s+rcvaX5WJERMh/HdHsenMJoiiZafMtGqgn5+fjw4dOmD58uVGtxk2bBiSk5N1/zZs2KC3fsqUKThz5gx27dqFX375Bfv378eMGTMsXXQiIqoD2KWWiGpTWYLLMR0bILKZH79bHJxG1Fi7CDajqLQIm+I34XLWZZP30YgaPLzlYZxMOam3XISIP6/9iRd+ewFhn4Yh4osIHLh6AADQ0q8lHmr7kEnHj2wUiYfb32n5D6sXhq9Hf40Lz1zAjM4zKiTyq0oDrwbo1bgXAOB8+nnEp1l2unrJyfjKJCYm4uLFi+jTpw9cXV0hiqLBDIOVGT58OIYPH17pNs7OzggKCjK47ty5c4iNjcXRo0fRpUsXAMBnn32GESNG4IMPPkBISIik8hAREd2trEttVMxZZOYV6pYHebtg/qgItrYREZEkmYWZ6LO6D3KKc/DjAz+iW4Nu1i6S1T3969NYfXI13BXu+OH+HzC8eeUxIqAdc7/l/BYAgJezF9aOXYujN49i87nNei3w59PP635f0G8B5DJ5hWMZ8+WoL9E5uDOCPIIwvvV4o+P6TTWpzSTdQ4dNZzZhToc5VexRfZJb9DMyMjBo0CC0aNECI0aMQHJyMgDg8ccfxwsvvGD2Av7xxx8ICAhAy5YtMXPmTGRkZOjWHT58GD4+ProgHwAGDRoEmUyGv/76y+xlISKiuqmsS+0307Tj9b6Z1pVdaomgnYLy8MUMbD15A4cvZkCtsWxXVCJHsObkGpy5dQbXcq5h9IbRuJZ9zdpFsqp/M/7Fmn/WAADyVdqu+F+f+LrSfaJPR+OdA+8A0Haz3zRxE8a0GoNFAxbh7KyzODfrHBYPWIwuIXfixG4NuuGBNg9IKpuzkzOe6/EcJrWdVOMgHwAmREyATNCG4N+f+d6i3fclt+jPmTMHTk5OuHr1Klq3vpNZcNKkSZg7dy6WLVtmtsINGzYM48ePR2hoKC5evIjXXnsNw4cPx+HDhyGXy5GSkoKAgAC9fZycnODr64uUlIpJGMoUFxejuLhY9zonJwcAoFKpoFKpJJWxbHup+9VVrC9pWF/Ssc6kYX1Jc09DT+w6p/2pUZdCo7Z2ibSB1vErt5GeVwx/D2d0blLPZrr78vqSzp7qbPe5VLy74zxScu7MOhHk5YJXh7fCoNaBtVIGe6ovW6AqLdX+FEVAw27jVVH9F4SpSksBM15jW89v1f2emp+K+6Lvwx+P/AEPpYfZ3sMaqvt5XLx/sd4wBrWoxhMxT+Dy7ct4s/ebFXqNH7lxBI9tfUz3+v2B72Ngk4F679vMuxle7PEiXuzxIq5mX8WZW2fQs2FPqEvVUMN6/3n7OfuhT+M++OPKH7iQeQF/3/zbYu8liBIfIwQFBWHnzp3o0KEDPD098c8//yAsLAyXLl1C+/btq50ITxAEbNmyBWPHjjW6zaVLl9CsWTPs3r0bAwcOxOLFi7FmzRokJCTobRcQEICoqCjMnDnT4HEWLFiAqKioCsujo6Ph5uZWrfITERERERFVJq80D4/EPwIN9B+0dPfujleavqJr7a0rUotT8fS5p6GGGu5yd/Sp1wc70u9kth/oOxAzG82Ek6Btn75Vcgsv//sybpfeBgAM9huMpxs+LXkIuTXFpsdi5fWVAIDhHsOx48UdyM7OhpeXl1nfR3KLfn5+vsFgODMzE87O0hISSBUWFgZ/f38kJiZi4MCBCAoKQlpamt42paWlyMzMNDquHwDmzZuHuXPn6l7n5OSgUaNGGDJkiOQKVqlU2LVrFwYPHgyFoubdORwd60sa1pd0rDNpWF/S2FJ97T6XijmbTuLup/VltzofTepYa62qxthSfdkLe6gztUbE0I/367XklycACPRywc7n+1i8d4k91JctUeXmYteBAxhcrx4Urq7WLo7NUxUWYtft2xjcuzcUnp5mOeaGMxugidcG+fc1vw/7r+5HTnEO/sr+C3HucVjUb5FZ3scaqvN5fCb2GV0L+5zIOXirz1v45MgneGn3SwCAPZl74OTjhA3jN0CAgP7f9dcF+X0a98GWh7ZAKVda5oQspGt+V6z6dBU0ogY7M3Za7H0kB/q9e/fG2rVrsXDhQgDalniNRoOlS5eif//+Zi9gedevX0dGRgaCg7VjIiMjI5GVlYXjx4+jc+fOAIC9e/dCo9Gge/fuRo/j7Oxs8KGEQqGo9n8SNdm3LmJ9ScP6ko51Jg3rSxpr15daI+LtXxNQpDYcRAkA3v41AUPaNrCJbvzWri97ZMt1duxiBq7cLkbFuSjuuHK7GH9fz0VkM79aKZMt15dNcdLe+isEAQpZ3Wo5rpb/WokVTk5mu762J27X/f5izxcxu9tsjIgeAY2owdJDS9E2oG2Vc7xby1/X/8I7B95BE+8meLXXq2jg1cDgdqZ+Hm/m3sTqf1YDADyUHpjTcw4UCgVevPdFNPZpjIe3PIwSdQl2XtqJQesHoaFXQ5xMPQlAmwF/86TNcHdxN9v51ZYQnxAMCB2A3Zd2W3TmBcmB/tKlSzFw4EAcO3YMJSUlePnll3HmzBlkZmbizz//lHSsvLw8JCYm6l4nJSXh5MmT8PX1ha+vL6KiojBhwgQEBQXh4sWLePnllxEeHo6hQ4cCAFq3bo1hw4bhySefxMqVK6FSqTB79mw8+OCDzLhPREQO60hSJpKzDbemAoAIIDm7CEeSMmst0CL7pdaIOJKUibTcIgR4uqBbqG+lD4jSco1fe9XZzhqknjOROZSoS7AjUdstvZ5LPdzb+F44yZzw8dCP8WzsswCAJ2KeQDPfZujZqKc1i6qnVFOKRfsXYdH+RVCL2tb3r/7+Cs93fx6v9HoFPi4+1TruB4c+QIm6BAAwq+ss+Lr66tY90OYBBHkEYczGMcgqysKJ5BM4kXwCgDbDfsxDMfBzs9//3ya1mYTdl3Zb9D0kB/pt27bFv//+i88//xyenp7Iy8vD+PHjMWvWLF1Lu6mOHTum1wugrDv9tGnTsGLFCpw6dQpr1qxBVlYWQkJCMGTIECxcuFCvNX79+vWYPXs2Bg4cCJlMhgkTJuDTTz+VelpERER2wxECLbINsfHJiIo5q/fgKLiKqSMDPF1MOrap29W26pxzXafWiDhzMxuZ+SXwdVeiTYg3H4xUw/4r2m76ADCi+Qg4ybSh2Oxus3H21lmsPL4SJeoSjN04FkeePIKmPk2r9T6iKEIjaiRNI2fMhYwLmLplKo7cOKK3vKi0CO/++S5WnViF13u/jlldZ0EmYUK3W/m3sPKYdpy6q5Mr5kbOrbBNnyZ9cHD6QQxfPxzXcrQzE8gEGTZO2IiI+hE1OCvrG9dqHGb+OhOlKLXYe0gO9H///Xf0798fr7/+eoV1y5cvx6xZs0w+Vr9+/SqdUmDnzqrHLPj6+iI6Otrk9yQiIrJ39h5oOSp7ayWOjU/GzHUnKuR5SMkuwsx1J7BiaieDgW+3UF8Ee7sgJbuowr6AtkN/kLf2/G1Ndc+5LjuUmI5VBy4hPa9Et8zfQ4kZvcPQM9zfiiWzPzEJMbrfR7ccrftdEAR8OvxT/Jv5L/Ym7cWtglsYtWEUDj12CJ7O0nIDnE8/j6HrhuJq9lUIEKCQK6CQKfR+uji5oEfDHhjbciyGNx9uMNu/KIpYdXwV5v42FwWqAgCAXJDjtd6vIa8kD8uPLkeJugSZhZl44bcX8Olfn2J+n/nwFr1NKudHcR+hsLQQADCj8wwEuAcY3K5NQBvEPRGHB398ECeST+DDoR9iePPhkurEFvm5+WFUi1HYcnKLxd5D8uCc8ePH4/jx4xWWf/LJJ5g3b55ZCkVERETGlQVaxkJIAdoWSlsMtBxVbHwyer23Fw99GYfnNp7EQ1/Godd7exEbn2ztohmk1oiIijlrMFAvWxYVcxZqTcUt5DIB80dpW9PuvgbLXs8fFWFzDzlqcs511aHEdCzZcV4vyAeAjLwSLNlxHocS061UMvsjiiK2/bsNAKCQKTC02VC99Qq5Aj/c/wOa+zYHAMSnxWPqlqmS51l/dsezuJp9VfueEFGiLkG+Kh9ZRVm4VXALN3Nv4tLtS4g+HY0HfnwA/kv9dfPW38q/BQBIyUvBqA2j8NSvT+mC/HDfcPz52J94u//b+HDoh0iYnYCH2z8M4b9P/ZXsK3gs5jG8kPACDl8/XGkZbxfexudHPgcAKOVKvNjzxUq3D/EMwf7p+5H5SiZmdJ4hqT5s2Vejv8LrvSs2npuL5ED//fffx/Dhw3H+/HndsmXLluGtt97Cr7/+atbCERERUUX2Gmg5qrJW4rvzJpS1EttisC8lz4Mhw9oGY8XUTgjy1u81EuTtYrOt4jU9Z1OpNSIOX8zA1pM3cPhiht0+OFBrRKw6cKnSByOrDlyy2/OrbfFp8bicdRkA0K9pP3i7VGz59nX1xS+Tf9GNed+WsA0/nP3B5Pf47eJv2HVpFwBtDoCuIV3RMagj2tRvgxZ+LRDqE4qGXg3hrriTwK5YXYxf/v0FT8Q8gaBlQeizug/arWiHXy/ciev+r/P/4eT/nUT3hneSnTf1aYq149bi7//7G8PD77SwXy66jIHrBuLzI58bfUjx2ZHPkFuSCwCY3nE6Gno1NOn87C27flV8XX0xp/scix1fctf9J554ApmZmRg0aBAOHjyITZs2YfHixdi+fTvuvfdeS5SRiMhh2VtXX7IdZYHW3WONgzjWuFZV1UosQNtKPDgiyKY+2+bI8zCsbTAGRwTZzXdYbeS2cKTx/2duZldoyS9PBJCeV4IzN7PRvqFPrZXLXm1L2Kb7fVSLUUa3a+HXAqvHrMa4TeMAAC/89gJGNB9hsHt9eWqNGi/veln3evmI5Xio3UMGty1Rl2Df5X3Ycn4Lfj7/M5LztA8jNaIGB64e0G0X4B6Ab0Z/g5EtRhp93w5BHbB9ynb8nvQ7Xtr1Eo4nH0epphTP7HgGf934C/+7739wU9yZmj23OBcfx30MQDsU4JV7X6n0vKj6JAf6APDyyy8jIyMDXbp0gVqtxs6dO9GjRw9zl42IyKE50g0hWYe9BVqOSEorcbdQX5v5W5krz4NcJtjNzA6Wzm3haOP/M/ONB/nV2a6ui/n3zvj8US2NB/oAMKblGAwPH44diTtwPec6Fh9YjMUDF1e6z7pT6/BP6j8AgC4hXTCp7SSj2yrlSgxuNhiDmw3G5yM+x9EbR7Hl/BZsOb8F/2b8qyvDl6O+RH33+iadX//Q/jgw7QAmfzMZP6f9rCvT6dTT2DxpM8LqhQEAVhxbgdtFtwEAU9pPQWi9UJOOT9KZFOgbymLfoEEDuLm5oU+fPjhy5AiOHNFmYnz22WfNW0IiIgfkaDeEZD32FGjZAnP3ojG19XfX2RTM/f6kzTzYs4eEeub+W1nynO21Z0dlfN1N6yZt6nZ1WUpeCv668RcAoH1g+yqz6QuCgE+GfYI9K/agRF2CDw59gEc7PooWfi0Mfi5K1EV44/c3dPsvHbQUMsG0EdoyQYbuDbuje8PueHfQu0hIT0B2cTa6hnSFIEi7Vp1kTng05FE8cO8DePKXJ5Gvysc/qf+gy6ouWD9+Pfo27Ytlh5dpzxEC5vVifjdLMinQ/+ijjwwul8vl+PPPP/Hnn38C0F6UDPSJiCrnCDeEHHJA9siUXjRSr21TW3+/+fNyhWXWfLBXludh5roTEAC97yNbyPNgiR5PljxnKT077OXBXJsQb/h7KJGRV2L0wYifh3aqParcL//+ovu9sm775TX3a44XIl/AkoNLoNKo8Fzsc3i2/dd4+5dzFT4XrVvsxfWc6wCAkc1Hon9of2OHrVJL/5bV3rfMxNYT0T6oPcZ/Px7/ZvyL20W3MTJ6JPo27Yu0/DQAwP1t7kcr/1Y1fi8yzqRAPykpydLlICKqM+z9hpBDDsgemdKLBoDka7uqVmIAkAmAoXxl1n6wZ6t5HizZ48lS51wb4/9rm1wmYEbvMCzZcd7og5EZvcPq9EPe6znX4e3sXeUUeOXH55efVq8qr/d+Hd+d+g7Xc64jNjEWJ86shKumu942N7JT8dfpjwFB2zr/3qD3JJ2DpbQJaIMjTxzBtJ+nYWvCVogQ8cflP3TrLZltnrSqNUafiIiqz55vCDnkgGyB1FZ3U3rRvLr5NLILVJKv7apaiUUYDvLLv781H+zZWp6H2ujxZIlztvT4f2vpGe6PecNbYdWBS3qJ+fw8lJjROww9w/2tWDrrEEUR2y9sx9JDS7H/yn7t1G+P7kcz32YGty9QFWD3pd0AgCCPIHQJ6WLye7kr3bFsyDJM+lE73j5TsQrBxR0hg7NumyzFJoiCdgq86R2no01Am+qemtl5u3hj86TNePfgu3hj7xsQ//tkj245Gu0D21u5dI7PpEB/7ty5WLhwIdzd3TF37txKt/3www/NUjAiIkdlrzeEjjDkgOxfdXqUmNKLJqtAZXRdVdd2Za3EI9oG4WsD3fbvZs0He7aU56G2ejyZ+5ztIedBdfUM90f3MD+cuZmNzPwS+Lpru+vXte/5EnUJNsZvxPuH3kd8Wrxu+c3cmxi1YRTinoiDl7NXhf32XNqDwtJCAMB9ze8zeex8mfsj7sd7gZ/hROpBlMpSkeO0GT6l2mz6KiEZufLtAABBdMbo0OereXaWIxNkeK33a+gc3BmPbn0UJeoSLB5QeWJBMg+TAv2///4bKpX2P8ATJ04YTcwgNWEDEVFdZCs3hGWtooD25rpHeEClN272PuSA7F91e5TUNIg25do21kp8JCnTpEDf1h7sWYu99niyhZwHlsydIpcJdXYKvUJ1IT45sRyf/P2Fbhx8GSeZE0o1pTiXfg6Tf5qMrQ9uhVwm19umut32ywiCgEcjonAiZTAgaJDj9AM81APgJAYiy2ktIJQCALxKx0JU16vGGZquJtfY0PChuPr8VQiCACcZO5XXBpNq+ffff9f9/scff1iqLEREdYIt3BCWtYpm5hViaTfgsTVH4evhWmmrqL3egJNjqEmPEnMF0VVd24ZaiW3lwZ69sNceT4B1cx4wd4plfHR1I95OWoN8db7e8siGkXjl3lfQun5r9PiqB24X3cavF37FG3vfwJJBS3TbaUQNfrmgTcTn6uSKgWEDq1WOLg06wFM9CrlOWyEKJchUfAVv1UQUOGnnvJeJ3vAqnWDRz4U5rjGFXGGp4pEBkvqOqFQqODk5IT4+vuqNiYjIqLIbwiBv/f+Ug7xdLD7OvaxV9O7W+bJW0dj4ZIP7mesGXK0RcfhiBraevIHDFzOgrmwAM9F/pPQouVtZsF3TR2fVuYkue7AHoML720J2e1tT1d9KgDa4sNUHI8PaBuPgKwOw4cke+OTBjtjwZA8cfGWATX6nU+XO5l7CK4lf6AX5o1qMwsHpB3Ho8UMY02oMWvi1wA/3/wC5oG3Ff/fPd7H+1Hrd9sduHkNKXgoAYFDYILgp3KpVlm6hvmjpOh0y0QcAUCg/jFvKpbr1PqrJaODta7HPBa8x+ySp34RCoUDjxo2hVqstVR4iojrDGkmwatIqao6WSbY62RZ7miaxJj1KTEmY5+OmMJiMr2ybmrS622p2e1tkCz2eaqo2cx4wd4rlHL59Svf7sKaDsWzEx4ioH1Fhu4FhA/HR0I/wbKx2ivHHtz2OFn4t0LVB1xp32y8jlwlYOLobHt4wHelK7bTnalkqAMBJ0wCe6qEW+1xIucbskT39PyiV5AESr7/+Ol577TV899138PW1zaepRET2oraTYNVknH1Nb8CZsd86jN3E2NtDl5r2KKkq2AZg0eDSlAd7UvNm1JbavhHmgxHTMXeK5RzLPqf7/aWucwwG+WVmd5uN02mn8eWJL1GsLsaYjWNwbMYxvUD/vhb31ag8w9oGY82DL2DSlt+QJ57RLQ9TPolP7u9msc+FlGusS+OKyQhtmb39PyiV5ED/888/R2JiIkJCQtCkSRO4u7vrrT9x4oTZCkdEROZV03H21b0Bl9oi4KhP12ubsZuY0R2CsWp/kl09dDFHj5Kqgm1LB5eVPdirTt6M2mCtG2Fbm/bPVjF3iuUcy9IG+gIEdAyofCo4QRDw+YjPcT79PA5cPYDkvGQM/m4wzt46CwDo3qA7gjxq3uI9ol0D/O67Ft2/7gqNqEG7+t1w4v/ehJNcWiZ/KaRdY/YT6NeFxgfJgf6YMWOYXZ+IyE6ZY5x9dW7ATW0R+HxvIjYeveqwT9drk7GbmOTsIvxvf5LBfWy5q6+5unRXFmxbK7gs/7dyLpew21w3nNVtkbf2jbAtTftnq+w5eaEtK9GocCr3AgCggXMDeCo9q9xHKVfipwd+Qtcvu+JK9hVdkA9ox/abS5cGnbBl0hbsubQHr/Z61aJBPuCY11hdGfIiOdBfsGCBBYpBRES1wVwZwKXegJvaIvDR7n8rLHOkp+u1pbKbmKrYclff2ujSXdvBpaVvOKvbIl9XboTtHWd1sIz43Iso0WinFm/m1szk/eq718fWB7fi3m/uRb7qThK/mozPN2R0y9FmP6YxUq4xjbq0VspUU3VlyIvkR0BhYWHIyMiosDwrKwthYWFmKRQREZlGagZ7a2UAr8mT/rIzioo5ywz9JqrqJsYUttrV1xpZzS2pJrMJVKUmmbItWS57IYq2/33DWR0s41jWndb4Zq6mB/oA0CGoA9aOW6t7HeoTirYBbc1WttpWW9dYbc7IU1eGvEhu0b98+bLBrPvFxcW4fv26WQpFRERVq25LXflW0cy8Qt1ySya6qqpFoCqO8nS9tpjj5sSWu2FW1epuT1mULXXDWdMW+bpyI2zMF0e/wGt7XkO/pv3wxcgvEOIZYu0iGcXkheZ3vFwivnC3cMn7j289HmvGrsGaf9bg9d6v2/2wZ1OusZokE63tXCCOOBzBEJMD/W3b7mSN3LlzJ7y9vXWv1Wo19uzZg9DQUPOWjoiIDKrp2NmyschxiWlIPxeHb6Z1tWiGb1OmNzOFowYV5laTmxN77+prb1mULXXDWdOuqXXlRtiQvUl7MXv7bIgQsTVhKw5cPYCVI1fi/jb3W7toRjF5oXmVZdwXICDUtXrxzSMdHsEjHR4xZ7GsqrJrrCbJRK2RC6SuDHkxOdAfO3YsAG1WyWnTpumtUygUaNq0KZYtW2bWwhERUUXmGjsrlwnoFuqL7edQKzeElbUIPNi1ET7afaHKYzhiUGEJpvagsNd5yo2xdvK46rDUDWdNW+Tryo3w3VLyUjD5p8kQy511ZmEmHvjxAUz9dyo+G/4ZfFx8rFfASjB5oXkUq0twOicRANDKvQlc5a5WLpHtMHSN1SSZqLVygZgruWtVrN27zOQx+hqNBhqNBo0bN0ZaWprutUajQXFxMRISEnDffTWbH5KIiKpmz2NnjY2vnj2gOYK9XSqM/ysjQNsq62hBhaVUNaZSAPB/fUIR5K3/4CTI28Umg2FTVHXDCNhmngdLjX+taYt8XRz7rdaoMWXzFKTmpwIABoUNwv0Rd1rx151ah/Yr2uP3pN+tVUSqBadzE6EStUnlOnu2tHJpbFtNv3eteT9T1vhgqf8HY+OT0eu9vXjoyzg8t/EkHvoyDr3e21tpbhRzkzxGPynJ8JQ8RERUO+x97KyxVqfaeLpur6rTKmDKmMqXh7V2mK6+9pxF2Rx5M+6+Rjo3qVfjFvm6NvZ70f5F2Ju0FwAQ4hmC9ePXo75bfYw5PQazts9CdnE2ruVcw4C1AzCnxxwsHrgYLk7sZeRojmXfScTXiYF+pWr6vWvt+xlLDXmxld5lJgf6hw8fRkZGhl6r/dq1azF//nzk5+dj7Nix+Oyzz+Ds7GyRghIRkZajjp115KCiJt33ajLmvKqbGFvu6iu1zqx9w1hTw9oGY1DrQOyIPwvN5YuS8mYYu0ZGdwjGqv1JNXp4Zs9jv69mX8WRG0cwtNlQeDpXPg/63qS9iNoXBQCQCTJsmLABAe4BAIAp7aegd5PeePTnR/H7ZW1r/kdxH+G3i7/hxwd+RCv/VmYtd4GqACXqklodIiCKIr69HoPV12IwtH4PvNTsEShlilp7f1tyLOtOIr7OXi1xu2IOcvpPTb93beF+xtz/D9rS1KQmB/pvv/02+vXrpwv0T58+jccffxyPPvooWrdujffffx8hISFYsGCBpcpKRERw7LGz1gwqLDWWriaBujlaBWw5mDemOnVmCzeMNXE1+yqmbp6KA1cPoJtXN+westvkIN/YNbJqfxJm9AnFtn+Sa/TwzFrXUGZhJj4/8jkyCzMxN3IuGns3Nmk/URSx4tgKvPjbiygsLUSwRzDeH/w+JrebbDD7+d3j8t/u9zb6NOmjt01j78bY/chufBL3CebtmYdidTHO3DqDe7+5FzEPxaBno541P2EAP539CTN+mYGsoiwMaTYE0ztOx5iWY+DsZLmGtLTiTMw49Q62pu4DABzI/Bs/Je/F2o5RaOslPeO8vSvLuC+DDB08muOP7AIrl8h21fR71xHvZ2ypd5nJY/RPnjyJgQMH6l5v3LgR3bt3x5dffom5c+fi008/xffff2+RQhIR0R2OPna2LKgY07EBIpv51cp5WGosnanzmBuaP9hex5zXVHXnfi+7YbTHPA/bErah48qOOHD1AADgSM4RPLj5QZSoSyrdz5RrZNs/ydj3Uv8KeTFsuYdMfkk+lhxYgrBPwjD/j/n45K9P0OrzVlhyYAmKS4sr3fdm7k0MXz8cs7bPQmGpdhhEcl4ypm6Zir7f9sWp1FN626s1akzdPFU3Ln9w2GDM6z3P4LFlggxzIufg2IxjaBfQDoD2YcTAtQPx8/mfa3zOM2JmYOIPE5FZmAmNqEFsYiwm/TgJwcuC8cz2Z3Ai+QRE0byf919SD6Ddvgd1QX6Zv3MS0Pngw1iauAZqse40aRepixGfexEAEOEZCje5bT4YtBU1/d51xPsZW+pdZnKgf/v2bQQGBupe79u3D8OHD9e97tq1K65du2be0hERkUGWTiJTl1Q3sKyKqYH69lOGHzJ8vveC1ZMuGnoAYUk1ebhhjzeMxaXFeG7HcxizcQxuF93WW7c9cTse/PFBqNQqo/ub2nJ0/MrtWn94Vh0qtQorj61E+GfheG3va8guztatKywtxGt7X0O7Fe2wM3Gnwf1/PPujdv3FO+s7BXfS/X7g6gF0+l8nPLfjOWQVZQEAFh9YjD1JewAAwR7BWDd+HWRC5bfHbQPa4uBjBzEobBAAoKi0CBO+n4AVR1dU67z/Tv4bnVd1xpcnvtQt83W9ExjdLrqNz49+js6rOqPj/zri47iPcT3nerXeq0xeaQH+79Q7GHV0DtJKtN8h/koffNbmJUR4hAEASjQqvHL+M/Q9NAOJ+XXjHv9UzgWU/vdgo4t3hJVLY/vM8b3raPczttS7zOSu+4GBgUhKSkKjRo1QUlKCEydOICoqSrc+NzcXCkXdHMtDRGQNVXVzt/a0LvbAkmPpTA3Cno4+UWFdSnaRSdMNApZrFbDGfPQ17fJYG3kezPW5SsxMxKQfJ+FE8p2//7hW4zCl7RRM/mkySsQSbDm/BQ9veRjrxq+Dk6ziLZsttRzVhEbU4Psz3+ONvW/g4u2LuuUyQYbpHafDTeGG5UeXQyNqcCHzAoatH4YJrSfgw6EfItgtGPnqfEzfNh3r49fr9g32CMY3Y77BsPBhiE2MxTM7nkFiZiLUohqfHvkUG+I34MlOT+LdP9/VvVf5cflV8XL2wq+Tf8Xj2x7HulProBE1eHr707iecx2LBiwyOETA0Hl/EvcJXt3zqq73hrvCHZ8N/wzTOk7D70m/Y/XJ1fjp3E8oKtX+DU+lnsKcnXMwZ+ccNPFugl6Ne+HeRveiV+NeaBPQpsqHFACQkJ+AFxM+RWLhDd2ykQG98HWHNxHo7IcnGo/FWwkr8cGldRAh4s/b/6DD/ofwQevn8VSTCSadm706ln1nfH4Xn9ZWLIn9MEcyUXvOBXI3WxqOYHKgP2LECLz66qt477338PPPP8PNzQ29e/fWrT916hSaNWtmkUISEdkzSwbcxsbOWiNIs0eWHEtXk+BKSru5JVoFrJUx2ByBqzluGMu6R98d0Jjrc7Xh9Ab83y//h9ySXACAs9wZHw79EDO7zERpaSleD3sdiy8vRrG6GJvObIJSrsTqMashl8n1jmNLLUdlNKIGSbeTcCr1FP5J/QenUk8hPi0eRaVFcFW4wk3hBlen/37+9/p8+vkKXerHtx6PRf0XoXV9bbD1+D2PY9b2Wfjz2p8AgJ/O/YQdiTvwVOen8N3573BLdUu378SIiVg5ciX83LSf2WHhwxA/Mx4fHv4Qiw4sQoGqALcKbmHxwcW6faL6RaFv076SzlUpV2Lt2LVo6NlQ98Bg8cHFuJ57HV+N+goKufEGsNS8VDy69VHEJsbqlnUK7oQNEzaghV8LAMDAsIEYGDYQy4uWY9OZTVh9cjXirsfptr+SfQVXTl/B+tPaBxw+Lj7o2agnugR3gVKuhEbUQCNqIELU/Z5y+zpWX/gOGmgAAG5yF3wUMRdPNh6nu95d5M5YGvEcRgf1xbST83Gp4AYK1EV4Ov5drL+xA208w+AsU8JFpoSzXAlnmQIuMme4yJQIcamPtp7N0My9IeSC/vVqD8pn3O/szUDfVGXfu3GJaUg/FycpmWgZe8wnY0hZLwdbmEXI5EB/4cKFGD9+PPr27QsPDw+sWbMGSqVSt/6bb77BkCFDLFJIIiJ7ZY2A21amdbEHlmwRtXRwZalWAWtmDDZX4FqTG8bYxFjMiJmBAlUBJrSegKntp+LexvfitzOpNf5c5Zfk47nY5/D131/rlrXwa4FNEzehY1BH3bIOnh3w/YTvMfHHiVBpVPju1HdQypVYNWqVXoutrbQc7UzciS3nt+BU6imcTjuNvJK8ah+rf9P+eHfQu+jWoJve8g5BHXBg+gF8d+o7vLTrJaTlp6FAVYAP4z7UbePl7IXlI5ZjSrspFR7SODs5Y17veZjSfgpe/O1F/HD2B926wWGDMa+X4XH5VREEAUsGLUEDrwZ4dsezECFi7T9rkZKXgvXj16NAVYCUvBSk5qUiNT9V9/v3Z79HWn6a7jgvRr6Idwa+A6VcWeE9vF28MaPzDMzoPAPnbp3DxviNOHD1AOKux+nyEABAVlEWtl/Yju0XtptU9u4+bbHunoUId29kcH0v3474p88GvHTuE6y88hMA4M/b/+DP2/9UeWxnmRKtPJqirWcztPEMQ1vPZmjnGY6mbiEmlc1ajmedBwDIBTk6eDUHijVWLpH9kMsEdAv1xfZzsNvWeHOxlVmETA70/f39sX//fmRnZ8PDwwNyuf5Tuh9++AEeHh5mLyARkb2yRsBtS9O62ANLtohWFYRJUZutAtbMGFy+zkqEFBTJjsFF0wEKURuIWDJwLS4txrw98/BR3Ee6ZatOrMKqE6vQ2LsxSnPvhSj0glJsorefqZ+rv5P/xkM/PYSEjATdskc6PILlI5bDQ1nx/ml4+HB8f//3uP+H+1GqKcXXf38NpVyJ5SOW64LYu1uO1CiEBgUQhSKIKIYoFOG+bg2xLeFn5Kvyodao0cy3GVr5t4K/m3+N6yw1LxXPxj6L789UnozZTeEGb2dvFJYW6qaOu1un4E54d+C7GBQ2yGjXcEEQ8EiHRzC65WjM/30+Pj/6OTSiNhC7J6AnfnowGqH1mhjct0xj78b4/v7vsefSHiw6sAiuTq74duy3FXpLSDW722yEeIZg8k+TUawuxm8Xf0P99+tXuV+geyDWjluLIc1MayxrXb81ovprh86q1Cr8nfI3Dl49qPt3q+BWFUfQZpN/M3Q63mj9pMEhIeV5OLlhRbt5GBvYD0+eWoRrRakmlbNYU4J/cv7FPzn/6i3v59cZ77Z6Bt3rtTXpOLWpQF2EM3mXAABtPMLgKneBCsy4T9VjC8MRTA70y3h7extc7utre1lsiYisxVoBty1N62IPLNkiWlX3PVOD/zmDWmDj0au11ipgzXHfcpmAeSPCMO2HN5Dl9AMgqABRBnf1ANQrnQwnMcAiDzcS0hPw0E8P4e+Uv3XLnGROKNWUAtBOfQdcBVw2QKEJhbu6PzxK+0OOegAq/1xpRA0+OvwR5u2ZB5VGm1jPTeGGL0Z8gWkdp1VarrGtxiJ6fDQe/OlBaEQNVhxbgQJVAVr4tUBybjJS8lOQnJuMYv8bSM1PgQYV/yZvHDR8bD9XP7T0b4lWfq3Qyl/7r1NwJzTwalBlfYmiiPWn1+O52OeQWaifDDLUJxTtA9ujQ2AHtA9sj/aB7dHMt5leTwS1Ro3C0kIUqrSBvyAIaOTVyOSx3z4uPhje6FX8fqINrhZvweQmodh9aRgmr0zE/FFKkz4XZd3izWl86/HY/chujN4wukJyRUNGtRiFr0Z/ZXJegLsp5Ap0a9AN3Rp0w9zIuRBFEYmZiTifrm2VlgkyyAQZBEHQ/a4uKMDN8xmYGhheZZBf3tCASFwasBWXCm6gSFOCYk0JitQlKNIUo1ijQpG6GIWaYlzMv44zeZcQn3sRF/KvVcjY/0fGcfT481GMC+qPxa1moZVH02qduyX8k/Ovrrwcn0/mYO3hCJIDfSKyDVWN+3bERGz2dE7WCrjNFaTZU13XhKXH0lXWfe/Nka2x8NdzVT5kmD0gHLMHhBv9e2QXZePV3a8iKSsJs7rOwn0t7qtRsiypvRw0ogYCBLMk6NpxYQfm7nsGWYo7CdkgaJDvtBsFTvswutkj6BTa1ej+hapC7EjcgR/O/oC9SXtR360+xrUahwkRE9AhsEOFMoqiiG/+/gbPxj6LApW25U4pV+L9we9jesfp2JawDetPr8fOi79B818AoJIlIUuWhCyntXBT3wtP9X1w1rSCAKHC5yo5NxnTfp6GXZd26ZZ1Cu6E6PHRaOnf0qQ6ub/N/ShRl+DhLQ9DhIg1/6wxab+qZBRm4NC1Qzh07ZDe8nsb3YuH2j6EiRETEegRWGG/a9nX8NSvT+l1D/dz9cOyIcswrvU4eDl7VfnecpkcHkoPgz0ZTHGnt1QDBMpnYai/GnsuyWxieFKvxr3w52N/ImpfFK7nXEeQRxAC3QMR6BGo+z3IIwgNvRqa9FBFCkEQ0NyvOZr7NTe6jSonB9sv/l6t4zvJnNDCo/IeE+UVq0vwb/5VxOcm4kzuJWy6uQuJBdrs/VtSfsfWlH2Y3mgUFrSYgYauFa+12nY8q1wiPmbcJwfAQJ/IDlU17tteE7FVFlxa+pzMHdhaK+A2lOs9vQAAS4ZJREFUR1d0e71+qsvSY+kq674nkwkmP2Qw9EDo+M3jeODHB3Dptra76c6LO9GjYQ8sHrAY/UP7V1m2zMJMbIrfhL9T/ka4bzi6hHRBh+B7Ku3lIKIArp4X8NPFP/Ds3j9wIvkEvJy90Ny3OcJ9wxHuG677valXU5Pm/b6afRXPxz6PLee36JY5yZzQv/FoHL6xB3mqbIhQYevFr7H7k42Y02MOXuz5IrxdvPWC+5iEGOSr8nXHSMtPw5lbZ7DowCKE1QvD+FbjMSFiAro16Iac4hzMiJmhN1a7lX8rbJywER2COgAAprSfgintp+DXM+fxcPTHyHf6HSWy/7oiC6UocNqHAqd9UGqawbP0Pni7dtAda1vCNjy29TFkFGbolr3c82UsHLDQ4DjsykxpPwWFpUV4MuYJg+t9XHwQ5BGEII8g+Lj4wF3hrv2n1P9ZlrX+fPp5JGQkGJyi7c9rf+LPa3/i2dhnMTB0IB5q+5AugF91fBVe3vWyLokgAExqMwmfDv+02q3SUtnD8KTW9Vtj48SNVnlvW+IsV6KdVzjaeYUDAOa3mIGvr/2MqH+/REpxBjTQ4OtrW7H+RiyeafoAXg1/FL5Kwz2Ha0P5jPudvVtZrRxE5sJAn8hGlQV4gLZ1uCx7aVXjvmf0CcWq/Ul2l4itsuASgEXHulcV2FbnIYC1Au6adkW3h0R+luhtYOmxdMa671X3IYMoivji6BeY+9vcCuOd467HYcDaARgYOhDvDHgH3Rt211tfoi7Bjgs7sPbUWsQkxOi6k5cX4h6KbEUjKMVwKDXNIaIERbLTKJKfRolwASjVIOHwne2zirJw9OZRHL15tMKx3GRuaJ3WWtvS+N8DgLKf3i7e+PDwh1i4f6GuRR0A+jbpi+UjlqNNQBtkFWXh/T/fx8d/fYwCVQHyVflYdGARvjj2Bfo06YNdF3fpBfdlvJy9kFucC/G/q/nS7Uv44PAH+ODwB2jgqW1JvZF7Z3qxGZ1m4KNhH8FN4VbhWMNat0RLj/uRkj0KJcIN5Ml3I89pJzRCjrZOZReRofwEE7euwxOdnkBOcQ5WHLszp3qwRzDWjlurm3ddqtj4ZHy9sykCi5dCJVyBXPRBgHsgXhrUHZM6t4eLU/USP+YW5+LfjH9xPv084tPise3fbTh7S5t1XCNqsOvSLuy6tAtP/foUQn1C9fILBHsEY8XIFRjTaky13ru6ODzJfilkTniqyUQ83GAkPr28Ee8lrkF2aR6KNMV4/9J3WHHlJ0wMHogpDYahv3+XWs/aX5Zx30mQo72X8V4RRPaCgT6RDSoL8DLzCrG0G/DYmqPw9XDVdfU11pIBAF8eqBjkl62vjZaO6gRhlQWXT607AR83hcXOyZQHJ9v+SZbcum2tgLsmXdHtoaXMkr0NrDWWTupDhuyibDwZ86ReS3S3Bt3wdJen8f6h93Hm1hkAwJ6kPdjz9R6MbjkaC/svhEqtwpp/1mBD/AakF6RXWqab+UmAUxLysb/K8rf2b40CVQGuZl/VBdXlFWgKcDz5OI4nH6+wzkmmQGm5Bw2B7oFYNmQZJrebrOtm7+Pig3cGvoNnuj+DRfsXYdXxVVBpVMgszMTP53/WO56vqy/GtRqH+yPux4DQAUgvSMfP53/GT+d+wh+X/9CNvy0f4NdzqYcvR32JCRETjJ5j+c+VUmyAeqXT4FP6EPLlB5DrFIMSWSIAbXf49/58T2/fMS3H4KvRX1U7+V357wIXRMAF2oef+bnAgi23EOh+u9rXvqezJzqHdEbnkM4AgMUDFyM+LR4b4jdgQ/wGXM66DED7cKh8kP/4PY/jgyEfwMfFp8r3sNXeUmQ97k6umBc+HTMaj8O7iWvw2eVNKNaUIE9dgG+vx+Db6zEIdvbH5AbDMKXBMHT0ammWoUGVyS8txLncywCAdp7hcJE7W/T9yLysNdzQ1oc5WjXQ379/P95//30cP34cycnJ2LJlC8aOHatbL4oi5s+fjy+//BJZWVm49957sWLFCjRvfucpW2ZmJp555hnExMRAJpNhwoQJ+OSTTzgDANmt8jd1zuUeZqdkF+Hp6L+N7ldGU0kvWUu3dFQnCKsquASArIKKLY7ltzHlnAx9GQOo8r3/tz+pwjpTWretGXBXt5XY1lvK7KG3QXWZ+pDhRPIJPPDDA7h4+84Y9jk95uDdQe9CKVdiavup2Bi/EW/98ZauO/+2hG3YlrDN4PEC3QMxpd0UjGo5CleyruDYzWM4lnwMJ1NOoqjU8LUQUT8C/Zv2R7+m/dC3SV/Ud9dmFi8uLcal25eQmJmImDPHse3MCeSWXoOHy02kFd8ChIpXtC7IF2UIko/GZwOWYGJ7w11mgzyC8PmIz/FC5AuY/8d8rDu1DiLECsF9+bnLgz2DMbPrTMzsOhMZBRnYlrANP537Cbsu7UKJugR9mvTBunHr0Mjb8PRi5d39uRKghId6IMLdR2DSvUU4nrER35/5XtdDwtXJFR8O/RD/1/n/qh2k1PbDN0EQ0C6wHdoFtsM7A97BXzf+wsb4jdh0ZhNS8lLQ1Kcpvhz1pck9EyzxYM6SM2VQ7fJT+uD9iOfwbOgkLE5cjegbscgp1fbOSS5Ox7JL67Ds0jpEeIRhSoNhaO/VHEqZAkrBSfuz3D9vJw8Eu1R/JomTOQnQQDuDQ2dvJuKzJ9YabmgPwxytGujn5+ejQ4cOeOyxxzB+/PgK65cuXYpPP/0Ua9asQWhoKN58800MHToUZ8+ehYuL9gt8ypQpSE5Oxq5du6BSqTB9+nTMmDED0dHRtX06RBVIfdJnStBrDpZo6ahuEFZVcGmqys7J2Jfxg10bVeu9Tb3BtmbAXZ2u6OZsKTP3U2576G1Q2TlnFGTgi6Nf4HjycQS4B6Cxd2M08mqk/endCA29Ghrsfi2KIkrUJSgqLcL60+sxZ+ccXVd9HxcfrB6zGmNbjdVtL5fJMaX9FDzQ5gGsPrkab+97W6/1GgCc5c4Y22ospnWYhsHNButl3i7LAq9Sq3D21lkcu3kMJ5JPQBAE9G7cG/2a9jOYoA3QzlPeun5rXEn1wa4jMrigK7zlIpZGqPHiEQ0KNKkoFW6iS3gxDiSdgUq4iVIhBQqxAXxUD8NZbIaXvr8ID6V3pTdJofVCsXbcWiwasAipeanoGNRRL7g3xs/ND9PvmY7p90xHTnEOLmddRtuAtnrZ4KtS+efqPnww5AN8feJrXM66jDmRcxBRv2YJvaz58E0QBPRo2AM9GvbAsiHLkJCRgHDfcJPzC1jqwZwlZ8og62jkGoQV7ebhw4g5+DX1INbd2IHtaX9CJWpnvTibdwmvJ3xR5XGauzfGiIB7MTLgXvTx7QRnCbkwjpVPxMeM+3bDWg0A9tLwYNVAf/jw4Rg+fLjBdaIo4uOPP8Ybb7yBMWO047/Wrl2LwMBA/Pzzz3jwwQdx7tw5xMbG4ujRo+jSpQsA4LPPPsOIESPwwQcfICQkpNbOhehu1XnSZ66gtyrmbumQEoQB0LtJTskxz/kaO6fKvow/2n2h2u9n6g22NQNuqV3RzdVSZomn3PbQ28DQOT8zyA9/316PFcdWGBxHXl6AewDcFG4oKi3S+2dI15Cu2DRxE0LrhRpcr5ArMKPzDDzc/mGsPLYSy48uR4hnCB5u/zDub3N/lV2uFXIFOgR1QIegDngcj1d+8uUY+y6QQQGF2AgKsRHOXQB8xT4V9pX6wKaxd2M09m5sctnK83L2QvvA9tXat7LPVZBHEF7v83q1jmuIrXRTl8vkkh5aWPLB3N29pcozx0wZZD2uchdMDBmEiSGDkFmSjR+Sd2PdjR04mHnSpP0v5F/FJ0lX8UnSBrjLXTHQvytGBNyLEQH3opFrUKX7HtdLxMdA3x5YqwHAHhoeytjsGP2kpCSkpKRg0KA73cO8vb3RvXt3HD58GA8++CAOHz4MHx8fXZAPAIMGDYJMJsNff/2FcePGGTx2cXExiouLda9zcrTJdFQqFVQq412EDSnbXup+VVFrRBy/chvpecXw93BG5yb1rH6xmIOl6svW7D6XijmbTlbofn87rxDPbziOjyZ1xKDWFVvF0rLz4Sy/89XhLBP1fppCJgCiaLgHgAAg0MsF9zT0NOvf4EhSJjLzCvXO9W6ZeYVYvicBP524rhfc13NT6J2zVHefU/lrTK0RseTXM1DW4PhVScvOh0pV9XRSXRp7AdBup1GXQqM2vq2/m5NJdeLv5lTjv2P5+rqnoSea1HNGao7xlrKqrp/qXvtVufuzUdl2pvw9qsvQd5ihc1YhFecLf8LUX3dDFEz7G6Xlp5m03bNdn8XiAYuhlCur/Ps7wQmzu8zG7C6zDZ6Hud39XVCd77DMvELEJabV2RbZ8tdYbX4XmJOp/ydU9+88sKU/vpjcAe/uOI/beYUAtNdYkJcLXh3eCgNb+ttUfdgSVam2lVwlioBGY+XSGOfp5InHGo3DY43G4XLBTWxPO4is0lyUaEpRolFBpVGhRNT+XqJR4XLhTRy6fUqXhyNfXYhtqfuxLVWbZ6Svb2esv+cdBDjrX29qjYjzKTnYf+s0AEAhOKGVexhU/9WN6r9ZQ1SlpQCvqSrV5n2+pb9naut9LVlXgmjKvDe1QBAEvTH6hw4dwr333oubN28iOPhOC9ADDzwAQRCwadMmLF68GGvWrEFCQoLesQICAhAVFYWZM2cafK8FCxYgKiqqwvLo6Gi4uVXMtktERCSKImJuxeBq0VV4OHnAS+4FTydPeMo9dT9LxVLE3IrBvtv7dOM9AUAhKDDYbzCG+Q2DSlThVsktpKvSkV6SjluqW0gvSUe6Kh2lYimUghIKmULvp1KmhKvcFQN8B6CLV5dKSklEVDfllebhn7x/cDznOE7knEBWaZbe+lburfB2s7ehlOl36S9UF2Ly6ckQIaKZazMsa7msFktNdV1BQQEmT56M7OxseHmZt6HCZlv0LWnevHmYO3eu7nVOTg4aNWqEIUOGSK5glUqFXbt2YfDgwVAoqh4jWJXyLUPllbXlV7c1zFaYu75MsftcKt7dcV6vFbnsqb8l6vJIUiYeW1Nxiqm7fTOta4UnfWqNiKEf79e1qDrLRCzsosGbx2Qo1gi6FtWXh7bC0p3Gz8lS52zsuBM6NcDyPy5WsqdpjCWt+2hSRwAw6ZzKX2O7zqfj5Z9OVeu9Tdk+0MsFO5/XdkE2dw+csu8CwHidmOP6NfSZrO71U5Nrvyp3fzbuVv7vYaneT+vj1+Obf76RtI8gusJHMxzfTliA4RGOPy/z3dfA3d9hpqrONeIo7v5M1tZ3gTlZ8rvgbta4r7Bnqtxc7DpwAIPr1YPC1dXaxTG7B9ACwP3QiBqczEnA9rQ/8b8rPyK1JBPn889jc/rXWNPhbRxJysSHu/6FCCBdeRFioPbTpb4ViDX/XsHcwS3QPcwPqsJC7Lp9G4N794bC09Oq52YPavPzWJvfM5Z834yMDHMUyyCbDfSDgrRjaVJTU/Va9FNTU9GxY0fdNmlp+l0dS0tLkZmZqdvfEGdnZzg7V5w2Q6FQVPuirMm+ZdQaEW//moAiteGbIQHA278mYEjbBnbfjd8c9WWK2PhkPB39z383R3fq7OrtYjwd/Y9FkmWkF5Si2Mjf8O7tZHKnCmO3541sg5nrTuhtW6wRUPLfMeeNbINhbYMxrH0Do+O+h7dviCFtja+v7hR4xurywz2X4OOmRHaBqkZJA33dlcjMvzMn+N3juis7p7spFAoEeLub9LeYM6gFNh69WmF89egOwVj1X9Z9QzfY80a2wR8XMiySdXV4+4YQZPJay+ha/jNZ1fVjjJRrX+rnXwHofTaM/T1cnCtPvlTdJIGiKOKjvz4yubwy0QOepaPgWToacnhCFH3rRBDSIzwAvh6uFRKlFWsE3bVR1fCiIG8X9AgPsPv/52qq7DNZ298F5mDsOihjib9zbd1X2D0n7a2/QhCgkJmeiNL+yNC9Xht0r9cGY4L6oPehJ1CgLsLGmzvRyr0pkg51QEmp9urMcLuq28uzqBFUpSK+OpCEyDB/KP6bMUPh5MTrS4La+Dxa43vGEu9ryXqy2UA/NDQUQUFB2LNnjy6wz8nJwV9//aXrkh8ZGYmsrCwcP34cnTtr54Ddu3cvNBoNunfvbq2iV5stJJuqaaZsW5pP0lzJMqSek6kJzS6nF6DXe3sN3riVZWrP/G/sIVAxU3tVidaMrbfEFHjla8NQq7ypwf+bI1sjyNvVaF1LTS5nanbm2QPCMXtAuMG/8z2N6xnNmg/AollXq5PIz1yqM6e8pae9qu4sBmVqkiRw96XdOJWq7R3S3K05VoxbgWxVNv66chmrDv4DDXKhFnIhCgVw1rSCR+kwyHBnKFhdmerLlERpT/YOxar9SZKnnazLrPldUB01mV6UyNw6ebfC+nsWYfyxlyBCxIIL/8M94iMIQScAQLbzNd223sWNtK38eSU4czMbrX1Nz9xPtcta3zP29P1m1UA/Ly8PiYmJutdJSUk4efIkfH190bhxYzz//PNYtGgRmjdvrpteLyQkRDeOv3Xr1hg2bBiefPJJrFy5EiqVCrNnz8aDDz5olxn3rZ1dt6aZsm1tPklzPDipzjmZElx6uynw8e5/Kw0QD74yAHGJaUg/F4dvpnU1yxNJS02BJ0I7172hlvGg/6axMyXDfZC3q1kfYkn9Mjb03sZusAGg13t7LZ51tToBd21ISE/Awv0LkV2cjQfbPIhxrcfVyrRX1Q14ajoVzrLDd8Zsjg0Yiz5N+kChUGBMSxH7/97Lqb7KKf9AxtjDysoeoNliC7UtsNXvAmNq+mCOyJzGBvXDu61m45XznwEA/vGPhmupL+oVN0W2Uhvoy0Q5PEvu9AjOzC8BGOjbNGt9z9jL95tVA/1jx46hf//+utdl4+anTZuGb7/9Fi+//DLy8/MxY8YMZGVloVevXoiNjYWLy52WkfXr12P27NkYOHAgZDIZJkyYgE8//bTWz8UcLN0aVpma3gTb4nySNX1wUt1zqiq4LHttSoDYLdQX28/BLC03NenhYGpdNvV3w8FXBhgMijcevWaVYMgcX8aGbrAPX8yweg8ca0jLT0PUH1H43/H/6bIb//LvL//f3n3HR1GufQP/zfb0TS9AQkgCIUAiNQZQQKIUH0QFVERFsBwVC2IBHw8C+nqiqFgRH+UIHopgQREQMBRRPHQIvQVCTSW9br3fPwIrSzZlk0025ffls59kZ2Znr7mYnew1M/d9w2OdB+7vdj/GJvwPPt0ghwSpxhMreeV5SC9Oh7vKHR4qD3iqPasdC11n1CGrNAtZJVnILMlEZkkm8ivyEeAWAK08HJeLw9HOox3kMttd4Db07p4j2Uew8cxGAEC4Nhw3e91smdeSzuw3pWsnZKo7WdnSrlBT/fD/uXkxmQX2nssDABzLKET3cJc29X/xSsQjOFl6Hl9f/AVmmRF7AxciPuMZlKoqmwF76NtBdl1p5OPGIr8lcNZxpiUc35xa6A8ePBg1dfovSRLefPNNvPnmm9Uu4+Pjg+XLlzdGeE2uKa6G2dLQL8H2jqHeVBpy4qShOampuKzt6vb1BWLlkGyO0ZA7HOzJZXVXnZxZDNV2MNab9Nh+YTv+OP8HvNReGB45HNF+0ZCkxh/r3tFMZhNyy3ORWZKJrJIsZJVmQW/So4NnB4RpwxDqFQqNwv6ThWWGMny08yO8s/0dFOuLq8wv1hdj4YGFABYixC8c8orBMJfeAkkooZddgKtrJrqHFeHdfe/j0Q3HkVWaVWUdGoXGUvR7qD1QYaxAVkkW8ivya41PIVMg1CsU4dpwdNR2RIx/DB7o/gBCPEIafHfPvB3zLL8/1/c5yHOsTyi0lDP7TU0uk2o8WdnSrlBT/fD/uXm4dodiWX4B3hygQNKvJ6Fxv4gnb+mE/pF+zg6vSUiShAU9XsOZ0svYlrcPenkJdgZ/ZpnvpetQuRwAX3cVuoV4wVxRXs3aqDlx1nGmuR/fmm0b/bbIWVeGGvol2J7X17dwrU/b/4acOHHEbf/VFZdrD6XXGPc1lQWi4wr9hhSmjjgJ5exi6MaD8cXCi1ifuh7rU9dj09lNKNGXWOZN+20aOmo7YmTkSIyMGokh4UPgqrQeerOp7sAp0ZfgUtEl5JTmIL8iH3nleVaP/Ip85JblWq5455TlwCxqHhs5wC0AYV5hCNOGob17e5TklMB4yohOPp0Qpg2Dt8bbcpLDZDZhyaEl+OeWf+Jy8WXLOtxV7pg+YDoGhg7E0kNLsfLoSksO00vTAKQBmkV/v6kJOHe25m2tMFagwliBnLIcu/NkNBtxNv8szub//SavJr+KO6P+B7E+90JACwk1DHoL2/t+RnEGlh1eBgDQarR4NO5R/LHpjyrLtYQz+0TUNl1/h6LXddNzS/RIWn8Cr42IbjPFvkqmxKo+c3HT1kdw0XAZBnmZZZ6XroPl+/aTt3SCXCah5r+mrU9z6muLGo6FfjPjiGLI3g9pQ69M2vd6+wvX+rb9r+uJE6DyNuzr8+Woq7W2zvQ5q4lGQ97XUSehhnULQkKkOzafPIMKvRrhPgFN8kfELMw4V3AOR7OP4s8Lf2J96nocyT5S42vOFZzD53s/x+d7P4darsbgjoNxW/htMAszrpRdwZWyXBS5nkSZMR8mqRhmqRgCOgAySJABkEMuyTDmZxfIZXIoZAp4qDyg1Wjh7eINb83Vx9XfVXIV0ovTcanoEi4VX8Llosu4VHQJhbpCh+cjuzQb2aXZ2JP+9/AwC39YaPndXeWOUK9QhHmF4VLRJRzOPmyZJ5fkeKLXE5g9eDYC3SuH9BrccTA+Hv4xfjrxExanLMbmtM01vn+gWyBi/GMQ6hWKcmM5inXFKNIVoVh/9efV5yq5CkHuQQhyD0KgeyCC3K7+dA+Ct8YbGSUZOFdwDmkFaUjLT8Pp3LMoM/59t4FJmPDLqdX4BashV/vD3XQH3I23QwHbX2ht7fuf7f4MelPlSBD/6P0PuKvcq92u5n5mn4janrrcofjln2cR38m3zRR0PiovbBrwCfr8MRHF5r9P8mv1HeDrrmpTdzlcr7n1tUUNx0K/GWrIlaH6fEgbWnjW9fV+bmrsTqtsG7Y7La9K53K2TlAkH8tsUNv/2k6cALDZ8/0DfTvUaZvqU4zbc3XcbDLavX5HvK8tteVySLQPTlw5gdS8VKTmpVZehS7LQXZpNnJKcyy/Vxj/fq1Wo0VHbUd01HZEmFeY5fdAt0CUGkpRpCtCYUUhinRFlb/rKn+XSTKrIvn6n0oosbdwL47tOIYTeSdwNPsojl85jjJDma3NAgD4u/pjeORwDIsYhqzSLPx6+lf8cf4PGMwGAIDOpMPGMxst7bSt2LhIfC2/ZgAZJQXVvq8jKWVKSxEc6BZY+bj6XCFT4ELhBVwovIDzhedxvuA80ovTIaoZD6FEX4JjOcdwLOeY1fRRnUfh3cR30dW/a5XXuKnc8FDsQ3go9iGcLziPJYeW4NfTv8JD7YEYvxjE+Megq39XdPXrCl9XxxfDG45k4Kml+2BCKYxSJsrlu1Ci2AiTVHnMMclyUChbhkLFt3Ax94Wn8V5ozN0AVL/vl+pLsWDvAgCVTQOe6/ecw+MmImpMdblD8VoP87HttU0Wl7N1dg/D6n7v445dU2AUJmgkDT4cORQ3tWs7Jzyu1xz72qKGY6HfTNXnylB9P6QNLQDr2sv8S98fRH5pOeb2AyZ/swc+7i6WExC2TlAEeapRYTTXue1/dSdGqjtxUtNJhA83nYbWVVntuPAN6S/BnqvjZpPdq6/CaDbiStkVZJdm465+VzBvy16YUAiTVAAh6SATbpUPuOHhXrH488I2aDVaaDVaCCFQaihFqb4UJfoS6JWlePbOEhxJz0ZG8RUUGS6jyHgJT29OxYVVF2q9ZfxGBRUFSMlMQUpmSsM39EZp1c+SIKFfu34YETkCI6NGondIb8ikv8cTnpYwDcW6YmxJ24JfT/+KX1N/xaWiS9WuTw5XSGYPSNAAMEMuE/B2U0CtrLz13SRMMJgMKNYXW53oqIlGoUF7z/aWR4BrAHxdfeGt8YaPi4/l4e1S+dxL7VVjnwI30pv0uFx0GWdyz2DNn2ugDdPicslly4mAC4UXoDPpAAC9gnvh/dvfx5DwIbWstVKYNgz/vPWf+Oet/6xzPA1x7YoVIEEOd8hFJNTGSHgZH0C5bC9KFBtQLt8HwAxIZpTLd6Fctgd+hpfgbhoEwPYdKYtTFlv6B3iwx4No59kOBoOhSbaJiMgR6nqHYl6pvpEjaX6G+PXBj73n4r2zS/BE6N3o3b7tXcUHHDccNTU/LPQbUWO1c7G1XgD1/pA29LbsuvQyX1BmAGCA+rqrn9dOQDx5a+WYylUK7iJdjXm41k7+sy2pVYZ0u/EuhhtPnDR0XHig+tv+6/J/7Kj26kII5Jbn4nzBeUuBdr7wvFWxlluea/2iGjqRfWtn5cPRZJIMfq5+8Hf1R4BbAHxcfJBXnodzBedwsegijGbH3blwIwkSInwi0M2/G7r5d0NsYCyGdhoKP9ea/6B7qD0wOno0RkePhhACR7KP4EDmAXioPODr6gs/Vz/4uvjCx8UHMklR5896hbEC+eX5yK/It/qpM+kQ4hFiKeyvbyffGFRyFcK9w9HevT1Kj5Zi5C0joVT+3eu9EALZpdkoM5Sho7Zjo8bSUNVdsZIgh6s5Hq76eBilbHSP2o+tF1dAjyuAZMYV5QfwdtXgk9FPV/nMmcwmfLjzQ8vzaTdPa/TtICJytLreedhWe5i/K2gQ7goa5OwwnMoR/VJR88RCv5E0VjuX6tb7QN8ODfqQNrTwrO71gVevylcW+lVjAoCv/qxa5Nvjw02nqkxr7HHha7rtv67/x3VpopFZkokjJUdQdLQIWWVZSC9Or/IoNzq/R1itRosonyhE+kRaHmFeYQhwC4C/m//VYlhm87Umswnpxek4V3AO5wrO4XzheeSU5sBd5Q5PtSe8NF6VP9WVPz3VnjALc5VCed/Fi9h6Og3lhhLcEeyLv9LD4K+Jwlv/cwdGx3Vq0PZJkoQegT3QI7BHtcvU9Y+fRqFBsEcwgj2a9y1wkiRZ2uA3d3W5YqUQAXi61wysfmQe7l/5OFan/geQzEgzJ6Fc3hPAPVbLrz65GmfyzwAAEjslIi4orjFCJyJqVHW56/JaD/PUNjXXUYSo4VjoN4LGaudS03prGq7tetnFFdXeadDQXqNtvd4sBCYs3FXj68wNqfKrUddx4U3IR7l8P8pl+2CS8qEyR0BjjoHaHAM5tNWOC598LBNPLd0FnXQOevlpGGQXYEYpcsrLcc935QjdIkEmr0CxrhjF+mIoZUpE+kSis29nq0eUTxQSInyhM+pw/MpxLDu8DgczD+JQ9iEcyjqE7NLKsV2Ran8O5JIc7T3bI9gjGAFuAQhwDbAU3gFulb+7Kl1RpCtCQUUBCioKsOvcBaxKOQWzVAozSlB5PVwDGTSQCQ1G39QJPdsHwU3pBg+1B8K14Yj0iWxQm2u5TI4OXh3QwasDbgm7pV7r2HAkA5+v2Q8XAFq5wMMhJhy+JEdxsYSp3x6HWu7CtmWtmD39jKgVSqx6cBGe+EWBr1O+htFsxH0/3Icf7/sRd3W5y7LsBzs+sPz+UsJLDo+ZiKgp3HjX5fVu7GGe2iZndRJNjY+FvoM1VjuX2tZbV+eulNV4Fbq2vgFqa45w4+tXp1y2tZomYesuBpPZhF2Xd+HnM6uQoV4Nvcy6gtbJD6MYPwMAFOYQfHVkMHLFUAzoMACubhXYm74X3/y6B0v3b0Wp5iwg2b7l/JSNYb9zL+di1+WqJz0C3QKRW55r9+3rWo0WIR4haOfRztKZXZg2zPIzxCMEClndP+Ims8A3yVvgbRxgc74E4NRpDb6+97Zm9YWAbcvI3n5GZJIMX931FYzCiP8c/A+MZiPGfjcWPz/wM0ZGjcTOSzvx34v/BQB08++GYRHDmm5jiIgc7Pq7Lsvy//7+15Z7mKe/OWIIZWqeWOg7WGO1c6ltvbW51iHeR5tO1ftOg8bs0d9eN7abt0VAD4OUjp9PXsbW9Cs4lHUIyWeTkVde2Qs3bN9JbmGUpWPdmeVYd2Z59UHUwFXpDq3GEx4qD5QaSqvtzC2rNMvmdH9Xf8QGxMKlxAW3xt2KDtoOlsI+2CO4yrjuDdVS22i11LjJcerTz4hMkuHruyqv6C8/vBwGswH3rrwXqx9YjYUH/h5q8KWEl5p1/wRERHVhuevyyHlkpx3EayO7oHs4T4CT44ZQpuaHhb6DNVY7F3uWr65DPMB2cVyXq56O6tHfgEzsK7qAUkkJo0wJQAE5FICQQ0AB6eoDQgEJcsiggJeLC1wUamQW66/GWw4/TwNu7+aOb3YdgxklllvNjbJsGKTLMEqXYJSyAUlg7p4qYVmozJ3gYuoNjbk3lOZ20MlOQSc7Bp3sOEzKVBjN1fRCKyQoRXuozJFQmaOgEp0gF1pIwgUyuECCBp+M7oXRN7WzvKTMUIYzeWdwKvdU5SOv8mdafhr8XP0QFxSH2IBYxAbGIi4oDoFugTAajfj1118xMt66o7TG0FLbaLXUuMmx6tPPiFwmxzd3fwOj2Yjvjn4HnUmHu1feDb2p8nMf5B6EB3s82GTbQETUmOQyCX06+uDXNCAm2IuFG1k4qpNoal5Y6DtYY7Vzqevy1XUe90DfDjW246/pqmdDbo2+dpZw0vJlKFT8iHL5Trx1FoC9NasRkFwkSJBghhkXDcCBFABq+1bjpfbC7RG3Y0TkCAyPHI5D5yWrg5qrOR4RHoMwa1QMBkd7Y2/6Xmy/sB27Lu+Ci8IFfUL6QCOi8M4vFZCh5ivqN/6fuSpda+3QzZlaahutlho3OV59+hlRyBRYes9SmMwm/Hj8R6vhD5/t+yzUCjsPMkRERC1QQ/vqouaHhb6DNVY7l7qu99nbIvHsbZFVPqRrD6XX6X1sXfWs763RZmHGulPrMHfPXGSqt9fp/Wsirv6rC0m4QCnaY0BYDwyOiEMX3y7o4tcF3fy7QSn/+yxDSHfUeFAbGDoQA0MHWq3bZBZYsm1Lq2vL1FLbaLXUuKlx1NbPiC1KuRLLxyzHfd/fh9UnVwMAXBQueKrPU40RIhERUbNUn7+h1Hyx0HewurZzAewbf93e9jM3fkgbctXT3luj9SY9lh9ejvf++x6O5RyzWsbfJRgDPW6Gp39HBHgpYTQbYDAZoDfpoTfpkV5YglK9Dgq5GW4awGiunHdtGbMww0vjBW+NN7w13tBqtMgpUmDbiTKUlKshF95QmNujvWcwZt/VrU63Gtl7UGutbZla6nbVpUfh5hg3NS8quQrfjfsOk1ZPwndHv8P/u+3/NWg0CSIicgyTWeBoeiHySvXwcascCpB/04lqx0K/EdTWzgWo3/jrDWk/05CrnteKfwEBMwpgkF2ESSqAGaVX28ZX/px/UIP/O1qOg1kHkV5sfQdBjH8MXun/CsZFj8OmjZswcqRj25zXNhqAo7XWtkwtdbuujzuvpNwyvbnHTc2LSq7CsnuX4Zu7v7FrxAoialua+jtHW/bf1Cv48s+zuFLyd59JfhwtgKhO+E2mkVTXziX5WGa9OrWrbb21/YG58aqnGWYApqtzK2+Jnz4iGhXGMggIFFQU4HjOcRzLOYajOUeR57oDpebzMEvF1b5H8rmq0waGDsSr/V/FnZ3vhEySwWAw1BhnfTnjVqPW2pappW7Xtbh3pmbjyvGd+HpiX9wcGdDs46bmh0U+EVWnPiMQUf38N/UKktafqPKdObdEj6T1J/DaiGgW+0Q14LeZRnRj8emo8b7rW9QO7eqHibfl4JOdC5Fv3lVlDPh7VgNYXcMK6lgvKWQKjIwaiekDpqN/h/52x9mStNa2TC11u+QyCf3CffDrcbSIkxNERNRy1HcEIrKfySzw5Z9na/zO/OWfZxHfyZd/64mqwUK/CTlrvO9jOcew6MAiLDm05O8x2+txTPR1CYaxIgRmQzsohB9kwh2+rt6YlNANd3SNgFajhVajhafak1fEiIiIqNVw1MUaqpuj6YVWt+vfSAC4UqLH0fRCxLbXNllcRC0Jq7Em1JTjfRdWFGLl0ZVYlLIIOy/trDI/2D0YUb5RkK5W/JJUOXTdtZ8uShd08e2CGP8YxPjHoKtfV3hpvNgujYiIiNocZ12saavySqsv8uuzHFFbxEK/CTX2eN+FFYVYc2oNvj/2PTamboTOpLOar5QpcVeXuzC552TcEXFHva66t9RbuomIiIjqqykv1hDg46Zy6HJEbREL/SbUGON955fnY/XJ1fjh2A/47cxvMJirdnYXGxiLyTdNxoTYCfBzZaclRERERPZo7Is1ZK1biBf83FXILdFX+53Z171yqD0iso2FfhOq6zjlelMFvj34LZYfXo5ifTFUchXUcjXUCrXV75klmdiStgVGs7HKewW5B2Fs17GY1HMSegb1hCTx9noiIiKi+miMizVUPblMwpO3dELS+hPVfmd+8pZObD5KVAMW+k2spnHKnxnqhW2Zn+ChX79Cbnmu3etu59EOY7qOwdiYsejfoT/kMrkjQyciIiJqk+p6sYaFp+P0j/TDayOi8eWfZ6065vN1V+HJWzpxaD2iWrDQd4LrxynPKipHevkBbL64AJM2/AyTMNW+guuEeoVibNexGBszFvHt4yGTZI0UNREREVHbVdPFmlmjYji0XiPoH+mH+E6+OJpeiLxSPXzcKm/X5wkVotqx0HcaM04Vr8W8XfNwKOuQ1RylTIn7ut2H5/o9h37t+sFgNkBv0kNn1EFn0ll+l8vkiPCO4G35RERERE3g+os1HIGoachlEofQI6oHFvpNTAiBDakb8OqmV3Ek+4jVvCD3IDzV+yn8o88/EOQeZJmukqugkqvgrnJv6nCJiIiI6DocgYiIWgIW+k1of8Z+vJL8CrakbbGaHt8uHs/HP4+xMWOhknOYECIiIiIiIqo/FvpN4HzBefxz6z+x9NBSq+n92vXD3MS5GNRxkJMiIyIiIiIiotaGhX4DmMwCu9PyAAC70/Jwc2SAVRutIl0R3tr2Fj7Z/Qn0pr97C+3k3QlJQ5MwLmYc29cTERERERGRQ7HQr6cNRzIwZ80x5JWUY24/YPI3e+Dj7mLpddVgMmDY0mHYeWmn5TU+Lj5449Y38FSfp6BWqJ0YPREREREREbVWLPTrYcORDDy9dD8EAPV1Q9VnFlbg6aX7seChXvgr+3NLka+WqzH15qmYMXAGtBqtU2ImIiIiIiKitoGFvp1MZoE5a45B2JgnAEgAXlq9EidM/wIAKGQKbHt0G+LbxzdlmERERERERNRGyZwdQEuzOy0PGYUV1c43oRQn9e/ALMwAgNmDZrPIJyIiIiIioibDQt9O2cXVF/kAkKf8AiZZFgBgYOhAzBg4oynCIiIiIiIiIgLAQt9uAR6aaueVyv9AqWIrAMBN6YEl9yyBXCavdnkiIiIiIiIiR2Ohb6d+4T4I9tLgxkHxDMhBnnK+5fnnI+ejo7Zjk8ZGRERERERExELfTnKZhFmjYgDAUuybhRmZio9glkoBAIPaj8bDcQ85KUIiIiIiIiJqy5p1oT979mxIkmT1iI6OtsyvqKjAlClT4OvrC3d3d4wZMwZZWVmNHtfw7sFY8FAvBHlV3sa/Omc1ymWHAAD+LiH4ecJiSNKN1/yJiIiIiIiIGl+zLvQBoFu3bsjIyLA8tm/fbpn34osvYs2aNfj++++xbds2pKen4957722SuIZ3D8b26bdhxigNlmUsAwBIkPDdfcug1WibJAYiIiIiIiKiGymcHUBtFAoFgoKCqkwvLCzEv//9byxfvhy33XYbAGDRokXo2rUrdu7ciZtvvrnRY9ObKjB373MwCiMA4JX+r2Bwx8GN/r5ERERERERE1Wn2hf7p06cREhICjUaDhIQEJCUlITQ0FPv27YPBYEBiYqJl2ejoaISGhmLHjh01Fvo6nQ46nc7yvKioCABgMBhgMBjqHNvLG1/GidwTAIC4gDi8ccsbdr2+LbqWH+apbpgv+zFn9mG+7MN82Yf5sh9zZh/myz4GY+XFKYMQgNns5GiaP4MQlT+NRoD7WK34ebRfY+ZKEuLqHtwMrV+/HiUlJejSpQsyMjIwZ84cXL58GUeOHMGaNWswadIkq4IdAPr164chQ4bg3XffrXa9s2fPxpw5c6pMX758OVxdXesUmxACSzKW4Kfsn6CUlPigywfooOlg3wYSERERERFRm1RWVoYHH3wQhYWF8PT0dOi6m3Whf6OCggKEhYVh3rx5cHFxqXehb+uKfocOHXDlyhW7E7zpzCb8tuM3vH3/21AqlfZtUBtkMBiQnJyM22+/nfmqA+bLfsyZfZgv+zBf9mG+7Mec2Yf5so+huBjJf/6J2729oXRxcXY4zZ6hvBzJ+fm4/ZZboPTwcHY4zR4/j/bLzc1FcHBwoxT6zf7W/etptVp07twZqampuP3226HX61FQUACtVmtZJisry2ab/uup1Wqo1eoq05VKpd07ZWJEIvQn9fV6bVvGfNmH+bIfc2Yf5ss+zJd9mC/7MWf2Yb7qSFH51V8pSVDKmn2f3M53dRQtpULB/csO/DzWXWPmqUV9wktKSnDmzBkEBwejd+/eUCqV2Lx5s2X+yZMnceHCBSQkJDgxSiIiIiIiIiLnadZX9F9++WWMGjUKYWFhSE9Px6xZsyCXyzF+/Hh4eXnhsccew7Rp0+Dj4wNPT08899xzSEhIaJIe94mIiIiIiIiao2Zd6F+6dAnjx49Hbm4u/P39MXDgQOzcuRP+/v4AgA8//BAymQxjxoyBTqfDsGHD8Pnnnzs5aiIiIiIiIiLnadaF/ooVK2qcr9FoMH/+fMyfP7+JIiIiIiIiIiJq3lpUG30iIiIiIiIiqhkLfSIiIiIiIqJWhIU+ERERERERUSvCQp+IiIiIiIioFWGhT0RERERERNSKsNAnIiIiIiIiakVY6BMRERERERG1Iiz0iYiIiIiIiFoRFvpERERERERErQgLfSIiIiIiIqJWhIU+ERERERERUSvCQp+IiIiIiIioFWGhT0RERERERNSKsNAnIiIiIiIiakVY6BMRERERERG1Iiz0iYiIiIiIiFoRFvpERERERERErQgLfSIiIiIiIqJWhIU+ERERERERUSvCQp+IiIiIiIioFWGhT0RERERERNSKsNAnIiIiIiIiakVY6BMRERERERG1Iiz0iYiIiIiIiFoRFvpERERERERErQgLfSIiIiIiIqJWhIU+ERERERERUSvCQp+IiIiIiIioFWGhT0RERERERNSKsNAnIiIiIiIiakVY6BMRERERERG1Iiz0iYiIiIiIiFoRFvpERERERERErQgLfSIiIiIiIqJWhIU+ERERERERUSvSagr9+fPno2PHjtBoNIiPj8fu3budHRIRERERERFRk2sVhf7KlSsxbdo0zJo1C/v370dcXByGDRuG7OxsZ4dGRERERERE1KRaRaE/b948PPHEE5g0aRJiYmLwxRdfwNXVFV9//bWzQyMiIiIiIiJqUi2+0Nfr9di3bx8SExMt02QyGRITE7Fjxw4nRkZERERERETU9BTODqChrly5ApPJhMDAQKvpgYGBOHHihM3X6HQ66HQ6y/PCwkIAQF5eHgwGg13vbzAYUFZWhtzcXCiVSjujb3uYL/swX/ZjzuzDfNmH+bIP82U/5sw+zJd9DMXFlfkCoCwtdXY4zZ5Bp6vMV14elHbWCG0RP4/2y8vLAwAIIRy+7hZf6NdHUlIS5syZU2V6eHi4E6IhIiIiIiKitio3NxdeXl4OXWeLL/T9/Pwgl8uRlZVlNT0rKwtBQUE2X/Paa69h2rRpludmsxl5eXnw9fWFJEl2vX9RURE6dOiAixcvwtPT0/4NaGOYL/swX/ZjzuzDfNmH+bIP82U/5sw+zJd9mC/7MF/2Yb7sV1hYiNDQUPj4+Dh83S2+0FepVOjduzc2b96Mu+++G0Bl4b5582Y8++yzNl+jVquhVqutpmm12gbF4enpyR3aDsyXfZgv+zFn9mG+7MN82Yf5sh9zZh/myz7Ml32YL/swX/aTyRzfdV6LL/QBYNq0aZg4cSL69OmDfv364aOPPkJpaSkmTZrk7NCIiIiIiIiImlSrKPTvv/9+5OTk4I033kBmZiZuuukmbNiwoUoHfUREREREREStXaso9AHg2WefrfZW/cakVqsxa9asKk0ByDbmyz7Ml/2YM/swX/ZhvuzDfNmPObMP82Uf5ss+zJd9mC/7NWbOJNEYffkTERERERERkVM4vtU/ERERERERETkNC30iIiIiIiKiVoSFPhEREREREVErwkKfiIiIiIiIqBVhod8A8+fPR8eOHaHRaBAfH4/du3c7O6Rm448//sCoUaMQEhICSZLw888/W80XQuCNN95AcHAwXFxckJiYiNOnTzsn2GYgKSkJffv2hYeHBwICAnD33Xfj5MmTVstUVFRgypQp8PX1hbu7O8aMGYOsrCwnRexcCxYsQGxsLDw9PeHp6YmEhASsX7/eMp+5qtk777wDSZIwdepUyzTm7G+zZ8+GJElWj+joaMt85qqqy5cv46GHHoKvry9cXFzQo0cP7N271zKfx3xrHTt2rLKPSZKEKVOmAOA+diOTyYSZM2ciPDwcLi4uiIiIwFtvvYXr+5PmPmatuLgYU6dORVhYGFxcXNC/f3/s2bPHMr+t58sR31Pz8vIwYcIEeHp6QqvV4rHHHkNJSUkTbkXTqS1fq1atwh133AFfX19IkoSUlJQq62hLx7Wa8mUwGDB9+nT06NEDbm5uCAkJwSOPPIL09HSrdThi/2KhX08rV67EtGnTMGvWLOzfvx9xcXEYNmwYsrOznR1as1BaWoq4uDjMnz/f5vy5c+fik08+wRdffIFdu3bBzc0Nw4YNQ0VFRRNH2jxs27YNU6ZMwc6dO5GcnAyDwYA77rgDpaWllmVefPFFrFmzBt9//z22bduG9PR03HvvvU6M2nnat2+Pd955B/v27cPevXtx2223YfTo0Th69CgA5qome/bswf/93/8hNjbWajpzZq1bt27IyMiwPLZv326Zx1xZy8/Px4ABA6BUKrF+/XocO3YMH3zwAby9vS3L8Jhvbc+ePVb7V3JyMgBg3LhxALiP3ejdd9/FggUL8Nlnn+H48eN49913MXfuXHz66aeWZbiPWXv88ceRnJyMJUuW4PDhw7jjjjuQmJiIy5cvA2C+HPE9dcKECTh69CiSk5Oxdu1a/PHHH3jyySebahOaVG35Ki0txcCBA/Huu+9Wu462dFyrKV9lZWXYv38/Zs6cif3792PVqlU4efIk7rrrLqvlHLJ/CaqXfv36iSlTpliem0wmERISIpKSkpwYVfMEQPz000+W52azWQQFBYn33nvPMq2goECo1Wrx7bffOiHC5ic7O1sAENu2bRNCVOZHqVSK77//3rLM8ePHBQCxY8cOZ4XZrHh7e4uFCxcyVzUoLi4WUVFRIjk5WQwaNEi88MILQgjuXzeaNWuWiIuLszmPuapq+vTpYuDAgdXO5zG/di+88IKIiIgQZrOZ+5gNd955p5g8ebLVtHvvvVdMmDBBCMF97EZlZWVCLpeLtWvXWk3v1auXeP3115mvG9Tne+qxY8cEALFnzx7LMuvXrxeSJInLly83WezOcGO+rpeWliYAiAMHDlhNb8vHtZrydc3u3bsFAHH+/HkhhOP2L17Rrwe9Xo99+/YhMTHRMk0mkyExMRE7duxwYmQtQ1paGjIzM63y5+Xlhfj4eObvqsLCQgCAj48PAGDfvn0wGAxWOYuOjkZoaGibz5nJZMKKFStQWlqKhIQE5qoGU6ZMwZ133mmVG4D7ly2nT59GSEgIOnXqhAkTJuDChQsAmCtbfvnlF/Tp0wfjxo1DQEAAevbsia+++soyn8f8mun1eixduhSTJ0+GJEncx2zo378/Nm/ejFOnTgEADh48iO3bt2PEiBEAuI/dyGg0wmQyQaPRWE13cXHB9u3bma9a1CU/O3bsgFarRZ8+fSzLJCYmQiaTYdeuXU0ec3PH41rNCgsLIUkStFotAMftXwpHB9oWXLlyBSaTCYGBgVbTAwMDceLECSdF1XJkZmYCgM38XZvXlpnNZkydOhUDBgxA9+7dAVTmTKVSWQ4A17TlnB0+fBgJCQmoqKiAu7s7fvrpJ8TExCAlJYW5smHFihXYv3+/VRvNa7h/WYuPj8fixYvRpUsXZGRkYM6cObjllltw5MgR5sqGs2fPYsGCBZg2bRr+93//F3v27MHzzz8PlUqFiRMn8phfi59//hkFBQV49NFHAfDzaMuMGTNQVFSE6OhoyOVymEwmvP3225gwYQIAfq+4kYeHBxISEvDWW2+ha9euCAwMxLfffosdO3YgMjKS+apFXfKTmZmJgIAAq/kKhQI+Pj7MoQ08rlWvoqIC06dPx/jx4+Hp6QnAcfsXC32iZmbKlCk4cuSIVZtgqqpLly5ISUlBYWEhfvjhB0ycOBHbtm1zdljN0sWLF/HCCy8gOTm5yhUequraVUIAiI2NRXx8PMLCwvDdd9/BxcXFiZE1T2azGX369MG//vUvAEDPnj1x5MgRfPHFF5g4caKTo2v+/v3vf2PEiBEICQlxdijN1nfffYdly5Zh+fLl6NatG1JSUjB16lSEhIRwH6vGkiVLMHnyZLRr1w5yuRy9evXC+PHjsW/fPmeHRkRXGQwG3HfffRBCYMGCBQ5fP2/drwc/Pz/I5fIqPUVmZWUhKCjISVG1HNdyxPxV9eyzz2Lt2rXYunUr2rdvb5keFBQEvV6PgoICq+Xbcs5UKhUiIyPRu3dvJCUlIS4uDh9//DFzZcO+ffuQnZ2NXr16QaFQQKFQYNu2bfjkk0+gUCgQGBjInNVAq9Wic+fOSE1N5f5lQ3BwMGJiYqymde3a1dLcgcf86p0/fx6bNm3C448/bpnGfayqV155BTNmzMADDzyAHj164OGHH8aLL76IpKQkANzHbImIiMC2bdtQUlKCixcvYvfu3TAYDOjUqRPzVYu65CcoKKhKB9xGoxF5eXnMoQ08rlV1rcg/f/48kpOTLVfzAcftXyz060GlUqF3797YvHmzZZrZbMbmzZuRkJDgxMhahvDwcAQFBVnlr6ioCLt27Wqz+RNC4Nlnn8VPP/2ELVu2IDw83Gp+7969oVQqrXJ28uRJXLhwoc3m7EZmsxk6nY65smHo0KE4fPgwUlJSLI8+ffpgwoQJlt+Zs+qVlJTgzJkzCA4O5v5lw4ABA6oMB3rq1CmEhYUB4DG/JosWLUJAQADuvPNOyzTuY1WVlZVBJrP+yiqXy2E2mwFwH6uJm5sbgoODkZ+fj40bN2L06NHMVy3qkp+EhAQUFBRY3SGxZcsWmM1mxMfHN3nMzR2Pa9auFfmnT5/Gpk2b4OvrazXfYftXPToPJCHEihUrhFqtFosXLxbHjh0TTz75pNBqtSIzM9PZoTULxcXF4sCBA+LAgQMCgJg3b544cOCApTfJd955R2i1WrF69Wpx6NAhMXr0aBEeHi7Ky8udHLlzPP3008LLy0v8/vvvIiMjw/IoKyuzLPPUU0+J0NBQsWXLFrF3716RkJAgEhISnBi188yYMUNs27ZNpKWliUOHDokZM2YISZLEb7/9JoRgruri+l73hWDOrvfSSy+J33//XaSlpYm//vpLJCYmCj8/P5GdnS2EYK5utHv3bqFQKMTbb78tTp8+LZYtWyZcXV3F0qVLLcvwmF+VyWQSoaGhYvr06VXmcR+zNnHiRNGuXTuxdu1akZaWJlatWiX8/PzEq6++almG+5i1DRs2iPXr14uzZ8+K3377TcTFxYn4+Hih1+uFEMyXI76nDh8+XPTs2VPs2rVLbN++XURFRYnx48c7a5MaVW35ys3NFQcOHBDr1q0TAMSKFSvEgQMHREZGhmUdbem4VlO+9Hq9uOuuu0T79u1FSkqK1fd+nU5nWYcj9i8W+g3w6aefitDQUKFSqUS/fv3Ezp07nR1Ss7F161YBoMpj4sSJQojKoUtmzpwpAgMDhVqtFkOHDhUnT550btBOZCtXAMSiRYssy5SXl4tnnnlGeHt7C1dXV3HPPfdYHUDbksmTJ4uwsDChUqmEv7+/GDp0qKXIF4K5qosbC33m7G/333+/CA4OFiqVSrRr107cf//9IjU11TKfuapqzZo1onv37kKtVovo6Gjx5ZdfWs3nMb+qjRs3CgA288B9zFpRUZF44YUXRGhoqNBoNKJTp07i9ddft/pSzH3M2sqVK0WnTp2ESqUSQUFBYsqUKaKgoMAyv63nyxHfU3Nzc8X48eOFu7u78PT0FJMmTRLFxcVO2JrGV1u+Fi1aZHP+rFmzLOtoS8e1mvJ1bQhCW4+tW7da1uGI/UsSQoi6X/8nIiIiIiIiouaMbfSJiIiIiIiIWhEW+kREREREREStCAt9IiIiIiIiolaEhT4RERERERFRK8JCn4iIiIiIiKgVYaFPRERERERE1Iqw0CciIiIiIiJqRVjoExER1cPixYuh1WqdHQYRERFRFSz0iYiIbHj00UchSRIkSYJKpUJkZCTefPNNGI1GZ4dWxe+//46OHTs6O4wmw5MsRERENWOhT0REVI3hw4cjIyMDp0+fxksvvYTZs2fjvffec3ZYVgwGg7NDqEKv19uc3hxjdRQhRLM8CURERG0TC30iIqJqqNVqBAUFISwsDE8//TQSExPxyy+/2Fz2zJkzGD16NAIDA+Hu7o6+ffti06ZNlvlvvvkmunfvXuV1N910E2bOnGl5vnDhQnTt2hUajQbR0dH4/PPPLfPOnTsHSZKwcuVKDBo0CBqNBsuWLauyzoMHD2LIkCHw8PCAp6cnevfujb1791a7nQUFBfjHP/6BwMBAaDQadO/eHWvXrgUAzJ49GzfddJPV8h999JHVHQSPPvoo7r77brz99tsICQlBly5daoy1Ltu4atUqDBkyBK6uroiLi8OOHTsAVN69MGnSJBQWFlruuJg9e7bN7aotD3/99RcGDx4MV1dXeHt7Y9iwYcjPzwcA6HQ6PP/88wgICIBGo8HAgQOxZ88ey2t///13SJKE9evXo3fv3lCr1di+fTvMZjOSkpIQHh4OFxcXxMXF4Ycffqg290RERI1B4ewAiIiIWgoXFxfk5ubanFdSUoKRI0fi7bffhlqtxn/+8x+MGjUKJ0+eRGhoKCZPnow5c+Zgz5496Nu3LwDgwIEDOHToEFatWgUAWLZsGd544w189tln6NmzJw4cOIAnnngCbm5umDhxouW9ZsyYgQ8++AA9e/aERqPByZMnrWKZMGECevbsiQULFkAulyMlJQVKpdJm3GazGSNGjEBxcTGWLl2KiIgIHDt2DHK53K7cbN68GZ6enkhOTraafmOsdd3G119/He+//z6ioqLw+uuvY/z48UhNTUX//v3x0Ucf4Y033rBst7u7u82YaspDSkoKhg4dismTJ+Pjjz+GQqHA1q1bYTKZAACvvvoqfvzxR3zzzTcICwvD3LlzMWzYMKSmpsLHx8dq+95//3106tQJ3t7eSEpKwtKlS/HFF18gKioKf/zxBx566CH4+/tj0KBBduWUiIio3gQRERFVMXHiRDF69GghhBBms1kkJycLtVotXn75ZSGEEIsWLRJeXl41rqNbt27i008/tTwfMWKEePrppy3Pn3vuOTF48GDL84iICLF8+XKrdbz11lsiISFBCCFEWlqaACA++uijGt/Xw8NDLF68uNZtFEKIjRs3CplMJk6ePGlz/qxZs0RcXJzVtA8//FCEhYVZnk+cOFEEBgYKnU5nmVZdrHXdxoULF1rmHz16VAAQx48fF0LULfdC1JyH8ePHiwEDBticV1JSIpRKpVi2bJllml6vFyEhIWLu3LlCCCG2bt0qAIiff/7ZskxFRYVwdXUV//3vf63W99hjj4nx48fXGi8REZGj8Io+ERFRNdauXQt3d3cYDAaYzWY8+OCD1d4mXlJSgtmzZ2PdunXIyMiA0WhEeXk5Lly4YFnmiSeewOTJkzFv3jzIZDIsX74cH374IQCgtLQUZ86cwWOPPYYnnnjC8hqj0QgvLy+r9+rTp0+NcU+bNg2PP/44lixZgsTERIwbNw4RERE2l01JSUH79u3RuXPnuqSkWj169IBKpaoy/fpY7dnG2NhYy+/BwcEAgOzsbERHR9c5pprykJKSgnHjxtl83ZkzZ2AwGDBgwADLNKVSiX79+uH48ePVbl9qairKyspw++23Wy2j1+vRs2fPOsdNRETUUCz0iYiIqjFkyBAsWLAAKpUKISEhUCiq/7P58ssvIzk5Ge+//z4iIyPh4uKCsWPHWnVMN2rUKKjVavz0009QqVQwGAwYO3YsgMoTBQDw1VdfIT4+3mrdN95G7+bmVmPcs2fPxoMPPoh169Zh/fr1mDVrFlasWIF77rmnyrIuLi41rksmk0EIYTXNVqd61cV0/XR7tvH6pgaSJAGobGZgj5ryUNt215Wt7Vu3bh3atWtntZxarXbI+xEREdUFC30iIqJquLm5ITIysk7L/vXXX3j00UctxXRJSQnOnTtntYxCocDEiROxaNEiqFQqPPDAA5aCMzAwECEhITh79iwmTJjQ4Ng7d+6Mzp0748UXX8T48eOxaNEim4V+bGwsLl26hFOnTtm8qu/v74/MzEwIISwFd0pKSr1ictQ2qlQqS1v62lSXh9jYWGzevBlz5syp8pqIiAioVCr89ddfCAsLA1B5cmPPnj2YOnVqte8VExMDtVqNCxcusD0+ERE5FQt9IiIiB4iKisKqVaswatQoSJKEmTNn2rwC/fjjj6Nr164AKk8OXG/OnDl4/vnn4eXlheHDh0On02Hv3r3Iz8/HtGnT6hRHeXk5XnnlFYwdOxbh4eG4dOkS9uzZgzFjxthcftCgQbj11lsxZswYzJs3D5GRkThx4gQkScLw4cMxePBg5OTkYO7cuRg7diw2bNiA9evXw9PT084MOW4bO3bsiJKSEmzevBlxcXFwdXWFq6urXXl47bXX0KNHDzzzzDN46qmnoFKpsHXrVowbNw5+fn54+umn8corr8DHxwehoaGYO3cuysrK8Nhjj1Ubl4eHB15++WW8+OKLMJvNGDhwIAoLC/HXX3/B09PTqrNBIiKixsTh9YiIiBxg3rx58Pb2Rv/+/TFq1CgMGzYMvXr1qrJcVFQU+vfvj+jo6Cq3rz/++ONYuHAhFi1ahB49emDQoEFYvHgxwsPD6xyHXC5Hbm4uHnnkEXTu3Bn33XcfRowYYfPK9TU//vgj+vbti/HjxyMmJgavvvqq5Yp5165d8fnnn2P+/PmIi4vD7t278fLLL9c5nhs5Yhv79++Pp556Cvfffz/8/f0xd+7cKsvUlofOnTvjt99+w8GDB9GvXz8kJCRg9erVluYZ77zzDsaMGYOHH34YvXr1QmpqKjZu3Ahvb+8aY3vrrbcwc+ZMJCUloWvXrhg+fDjWrVtn1/YRERE1lCRubHhHREREjUYIgaioKDzzzDN1voJNREREZA/euk9ERNREcnJysGLFCmRmZmLSpEnODoeIiIhaKRb6RERETSQgIAB+fn748ssva70FnIiIiKi+WOgTERE1EbaWIyIioqbAzviIiIiIiIiIWhEW+kREREREREStCAt9IiIiIiIiolaEhT4RERERERFRK8JCn4iIiIiIiKgVYaFPRERERERE1Iqw0CciIiIiIiJqRVjoExEREREREbUiLPSJiIiIiIiIWpH/D3ICUl5ElgucAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(2, 1, figsize=(12, 8), sharex=True, sharey=True)\n",
"\n",
"axs[0].scatter(kohli_strikerate[:, 0], kohli_strikerate[:, 1])\n",
"axs[0].plot(combined_strikerate[:, 0], combined_strikerate[:, 1], 'g', linewidth=2)\n",
"axs[0].set_title('Virat Kohli')\n",
"\n",
"axs[1].scatter(ABD_strikerate[:, 0], ABD_strikerate[:, 1])\n",
"axs[1].plot(combined_strikerate[:, 0], combined_strikerate[:, 1], 'g', linewidth=2)\n",
"axs[1].set_title('AB de Villiers')\n",
"\n",
"for ax in axs:\n",
" ax.grid()\n",
" ax.fill_between([90, 100], 300, 0, color='red', alpha=0.2)\n",
" ax.set_ylabel('Strike rate')\n",
" \n",
"plt.xlim([-2, 100])\n",
"plt.xticks(range(0, 130, 10))\n",
"plt.ylim([0, 300])\n",
"plt.xlabel(\"Player's current score\")\n",
"\n",
"plt.suptitle(\"Progression of strike rate with player score\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "67863c46-be9b-4688-8e1b-1d896109641e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"\n",
"ax.plot(combined_strikerate[:, 0], combined_strikerate[:, 1], 'g', linewidth=2)\n",
"\n",
"ax.grid()\n",
"ax.fill_between([90, 100], 300, 0, color='red', alpha=0.2)\n",
"ax.fill_between([45, 50], 300, 0, color='red', alpha=0.2)\n",
"ax.set_ylabel('Strike rate')\n",
"ax.set_title('Average of all players (2003-2023)')\n",
"\n",
"plt.xlim([-2, 100])\n",
"plt.xticks(range(0, 130, 10))\n",
"plt.ylim([0, 300])\n",
"plt.xlabel(\"Player's current score\")\n",
"\n",
"plt.suptitle(\"Progression of ODI strike rate with player score\", fontweight='bold')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "502945dd-cc34-4b14-8bba-096d51ad6a1c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"for team in ['India', 'Pakistan', 'Australia']:\n",
" strikerate = get_strikerate(allteamstats, team)\n",
" plt.plot(strikerate[:,0], strikerate[:,1], label=team)\n",
"\n",
"ax.grid()\n",
"ax.fill_between([90, 100], 300, 0, color='red', alpha=0.2)\n",
"ax.fill_between([45, 50], 300, 0, color='red', alpha=0.2)\n",
"ax.set_ylabel('Strike rate')\n",
"ax.set_title('Countrywise average of all players (2003-2023)')\n",
"plt.xlim([0, 120])\n",
"plt.xticks(range(0, 130, 10))\n",
"plt.ylim([40, 180])\n",
"plt.legend()\n",
"\n",
"plt.suptitle(\"Progression of ODI strike rate with player score\", fontweight='bold')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "99467890-fbec-4d46-9192-51d16aa15cd4",
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n",
"\n",
"ax.plot(combined_strikerate[:, 0], combined_strikerate[:, 1], 'g', linewidth=2, alpha=0.2)\n",
"ax.scatter(kohli_strikerate[:, 0], kohli_strikerate[:, 1], s=10)\n",
"\n",
"ax.grid()\n",
"ax.fill_between([90, 100], 300, 0, color='red', alpha=0.2)\n",
"ax.fill_between([45, 50], 300, 0, color='red', alpha=0.2)\n",
"ax.set_ylabel('Strike rate')\n",
"ax.set_title('Virat Kohli')\n",
"\n",
"plt.xlim([-2, 100])\n",
"plt.xticks(range(0, 130, 10))\n",
"plt.ylim([0, 300])\n",
"plt.xlabel(\"Player's current score\")\n",
"\n",
"plt.suptitle(\"Progression of ODI strike rate with player score\", fontweight='bold')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b34b7833-0eae-47b6-a002-418b6d80953c",
"metadata": {},
"outputs": [],
"source": [
"for start in [95, 100]:\n",
" tot = sum(y for x, y in combined_stats[start:start+5])\n",
" print(start, tot[1] / tot[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8af9a354-4459-4db3-8b49-8b72b952cfe6",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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