{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quick Tutorial"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"data": {
"text/html": [
"\n",
"\t\t\t\n",
"\t\t"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"import gct\n",
"from gct.metrics import GraphClusterMetrics, ClusterComparator, GraphMetrics, SNAPGraphMetrics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate a random graph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are going to create an undirected unweighted random graph with LFR(Lancichinetti–Fortunato–Radicchi) algorithms"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from gct.dataset import random_dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"if gct.dataset.local_exists(\"get_start\"):\n",
" ds=gct.dataset.load_dataset(\"get_start\")\n",
"else:\n",
" # a named graph be persistent on disk, use overide option if needed. \n",
" ds=random_dataset.generate_undirected_unweighted_random_graph_LFR(name=\"get_start\", \\\n",
" N=128, k=16, maxk=32, mu=0.2, minc=32)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#gct.remove_data(\"get_start\") #the dataset can be removed"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'name': 'get_start',\n",
" 'weighted': False,\n",
" 'has_ground_truth': True,\n",
" 'directed': False,\n",
" 'is_edge_mirrored': False,\n",
" 'parq_edges': '/data/data/get_start/edges.parq',\n",
" 'parq_ground_truth': {'default': '/data/data/get_start/gt_default.parq'},\n",
" 'additional': {'genopts': {'seed': None,\n",
" 'C': None,\n",
" 'om': None,\n",
" 'on': None,\n",
" 'maxc': None,\n",
" 'minc': 32,\n",
" 't2': None,\n",
" 't1': None,\n",
" 'mu': 0.2,\n",
" 'maxk': 32,\n",
" 'k': 16,\n",
" 'N': 128,\n",
" 'name': 'LFR',\n",
" 'directed': False,\n",
" 'weighted': False}},\n",
" 'description': 'LFR random graph'}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#show the meta data\n",
"ds.get_meta()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" index | \n",
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],
"text/plain": [
" src dest\n",
"index \n",
"0 0 16\n",
"1 0 34\n",
"2 0 40\n",
"3 0 49\n",
"4 0 56"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.get_edges().head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:34,678 - Clustering - INFO - reading/data/data/get_start/gt_default.parq\n",
"INFO:Clustering:reading/data/data/get_start/gt_default.parq\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" node | \n",
" cluster | \n",
"
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],
"text/plain": [
" node cluster\n",
"index \n",
"0 0 6\n",
"1 1 5\n",
"2 2 5\n",
"3 3 4\n",
"4 4 1"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#show the graound truth. A graph may have multiple ground truth. Here it is default.\n",
"gt=ds.get_ground_truth()['default']\n",
"gt.value().head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3 27\n",
"1 27\n",
"4 26\n",
"5 19\n",
"6 17\n",
"2 12\n",
"Name: cluster, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#there are six clusters and #node per cluster is shown\n",
"gt.value()['cluster'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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lZVFUVHRT1/NORRI+CQmJ6zI8PIzRaESn02Gz2fB6vURGRl4z6cLpdNLf34/L5QIgJCSEgoIClEolAwMDNDc3U11dTVFREWtra/T19aHRaHA6nZSXl+8az2pqaqKmpoaf/vSnfPvb30Ymk9Hc3ExCQgKrq6solUrefvttqqurue+++/jJT35CdXU1y8vLqNVqNBoNZWVlAV1S3nzzTeLj41EqlYyNjREREUFWVhZdXV3Exsayvr6OxWIhLi4Oo9GI0+kkNTUVl8uFzWZjYWFBdE8KgsD09DQPP/wwMpmMxsZGQkNDKS0tBaClpYWamhoAent7iYmJYc+ePQHHOjc3x8zMDMPDw2g0GjIyMsRzGRYWxtjYGGq1msrKyls2S/BOQRI+CQmJXfG5Mz0eD263G5VKRXBwMMXFxQFTEnyvHxgYwOFwAKBSqSgoKPBLx19fX+f9998nNDSUe+65B5VKRX9/P2NjY0RHR1NUVERYWNiu+7O5ucnExARqtZqxsTGOHTtGT08P0dHRjIyMiD01X3zxRWJjY+nq6uLgwYPU19fj9Xppb2/H6XSiVCqx2+0olUqCg7dHFyUlJTE+Pk5xcTEDAwOcOHFCzObMysqiuLjYz1VqMpm4fPkyGxsbuN1uP6ttcHCQiooKrNbt+r0zZ85QV1eHVqslNDQUj8fDnj17xGzO9vZ2MjMzrzmtfXV1lYaGBlZXV4mMjCQ/P5/19XX6+/sJCwsjOzubvXv3Xv+iSgCS8ElISFyBz525uLhITEwMKpWKwsJCNBr/tHyPx8PAwAB2ux3Ydl0WFBSIYrITQRBoaGgQY11JSUk4nU5ef/119Ho9tbW1V03r99HY2Eh5eTnd3d0oFAoiIiKQy+VMTU1x8OBB5HI5a2trmM1mxsfHWVhYYGhoiB/+8IdisbzJZMJgMKDX60lPT8flcpGSksL8/DwzMzOo1WoUCgVmsxmLxcKRI0d2ndVntVppaWlBEASysrLE10xMTOBwOHA6nTidTubn55menqampobU1FQ0Gg3j4+N0dnaKbkqZTEZ3dzf33HOPmPByLRYXFzl58iQAeXl5WK1W+vv70Wg0PPzww8TGxl53G3c6kvBJSEgA2+7MsbExrFYrycnJpKen+91EvV4vg4ODoiUjl8spKCi4bor9/Pw87733Hjk5Oezbt090T/b09HD//fdfNzYIsLS0xObmJgsLC+zfv59Tp06RkpIilgL4rMT29nYqKiq4dOkS6+vrDA0NMTc3xxNPPEFBQYH4us3NTd544w1CQkLQaDRYrVY0Gg0mk4na2loSEhJYW1ujp6eHBx980G9fxsbGWFtbo6qqCplMxsTEBMvLy5SUlNDd3e03RsnXL7SiooKpqSlWVlaQyWT09vZSVFSETqcjKysLgNdee42MjAwxC9ZnYYaHh5OWlhZgZQuCQEdHB729vej1etbW1tjc3CQqKgpvfCEv91mu2h/0TkcSPgmJO4CrNUr29cAcHh4mOTmZrKwsMjIygO0b69DQEJubm8D2jTgvL++Gswk9Hg8nT55ka2uL48ePo9PpWFhY4He/+x0FBQXs37//hve/sbGR6OhowsLCUKlUvPPOO9TV1REcHCy2HHO73bz22muo1WqCg4PJycnh9OnTfOMb3+DHP/4xf/zHf8z8/Dybm5tibWBbWxuTk5OUlZURHx/P2NgYjY2N/OAHP2B2dpbNzU3cbjclJSUIgkBTUxNJSUkBzaS3trZ44YUXePbZZ/3GKfmE78oi+M3NTaanp0lJSWF0dBSPxyO6Y6urq8nKyhK3YzKZmJycFJOCfIKoVCrJyMhAp9OxtLTEyMgIHR0djG6p+b05HjcfxTF36w96JyMJn4TEl5zdGiUHK+U8smednFAHJSUl7N27F5lMxujoKOvr68D2DTYnJ+eqMbdrMTg4KBaF5+bmsra2RltbG2tra3z961//WIXYExMTCILA6uoqe/fu5fXXX6eyshKHw0FERAQLCwu0zTt4pd/CotVDrEbO3z68fZNva2tjZGSE1NRU3nrrLZ599lmCg4MxGo2o1WoxdrewsMD4+Dipqam89957JCUl4XA42LdvH5ubmxiNRiwWC3V1dbu2ELt8+TKpqalMTk6i0WjIzc0F8MvovJKdSS4+XC4XFy9eFOcJ7iQiIoKMjAwxMcflcjE+Pu63MHG73fzZyUVWXYG1k4k6Bb/7TjWRkZE3fO6/rEjCJyHxJedqjZJT9EH8fV0wJpMJr9eL1+slJSUFnU6H1+tFEATx+Z2Pr9V9xW6388EHH6DT6aivr8dmszE2NsbGxgaxsbGiIHwcuru78Xq9lJaWigNkvV4vOTk5xMbGMunS8X9azTg9H70nSA6Pxm8QvDpEdXU1o6Oj6HQ6GhoaqKqqumrj6YWFBVpaWsRJ7iaTibW1NQBqamp2TUBZW1tjY2NDbCq9urrKzMwMMTExqNVqlpaWdi2lGB0dJSEhISB2arPZGBkZEbNAfZjNZubn59l5y3Y6neI0edi20v9uMBIPgbP9guTw/5ZtiX1KS0pKCAkJ2fU8fNmRhE9C4ktOzn//Pc5dmlvKBA9PK1o4dOgQKpWKhIQE9uzZg0KhQCaTIZfLxX++x9cSvYaGBgYHB7n//vvR6XR0dXURHByMxWIhLy+PuLiP72br6+tjaGiI0NBQpqenqaiooLm5mT/90z+9oQkIf5ZmFMcUORwODh48yJtvvklUVNRVJ6u3t7cjCALvv/8+BQUF7Nu3j7m5Odra2njggQf8YpIej4eGhgYOHjzotw23283PfvYzDh8+jEwm27XsQxAEWltbA6w+2B5TNDIyQmJiIktLS1ztNq1Wq9nY2GBkZARBEFhbW+NlUzpGd6BVGq1y86OvxLGwsIBarWZ1dRW9Xk9ycjIlJSV31CBcaTqDhMSXmLm5OWLUMuY2A/+WGafnu499l3PnzuF2u8X0/MrKSuLi4vxutnFxcSQmJu4qfCsrK7z55psUFxfzzDPP0N7eTnBwMMnJyUxPT3PgwIGPdVP19b/0terKyckhPDyc2tpaBgYGKC0t9Ys/Tq0Fih7AxPIGC8ELpKamkpqailKppKWlha9//eucPXuWEydO8MADD+z63vj4eJxOJzExMYyNjVFeXk5ZWRk///nPyc/PJyUlhcTERBobG9m3b1/A+339Svv6+khLS9v1M6xWKxMTE7uWhsB26YfNZuPQoUMB529paYnp6WlsNhtarZZjx44xOjrK0aNHoXGQ57oduISPrpVKDkcjN5if91BVVYXL5SIyMpLl5WU6Ozvp6OggPDycwsLCG+qp+kVHsvgkJL5ELC4uMjMzIz5OTEzkt+3j/H9tmzh2WH1BMoH/cXcSf3jUv/bL7XZz5swZlpaW/LZRWFjIwsICgiCIgigIAufPn0ehUPDtb38bg8EAQHl5OV1dXWIR+PXY2f8Stouzc3Jy6OjowGw2i8Xdvb29hIeHs7S0RFFREcnJyfzud7/j3yYjd7Vw4kK8fFXWxd13383y8jJKpZKQkBAWFxfJz8/HYDCwuLjI97//fT/xefnll6mpqWFjYwOr1cqBAwfo7OzE5XJRUlJCR0cHqampNDU1kZCQ4DfxYecxnTp1CqPRSHx8PKOjoxQXF/vFB7VaLSEhIXg8nqsOsp2cnBRbm42MjGA2mwGIiYkhLS0Nm81GV1cX0dHR5Obm0tnZyezsLCFZ1fzXV1swe1WkRGr4wbE8DmSEc+rUKYaGhoiIiBCtvNjYWIxGI6urqwwPD2O1WklJSaG+vj6gvOJ60+S/KEjCJyHxBWZlZYWJiQlxhR4XF+eXcdja2kpmZiadS27+8b1Bpo029miV/NHeCOI8y2RmZl437jY6OkpjYyOCICCTyVCpVCQnJ4u1Z7Ozs0xPT5OXl8fW1hZDQ0MUFhaiVqvRarWkpaUF1PbtFGi5XE5+fr4Y6/J4PPT29vL73/+ehIQEdDodsbGxREVFiYI4PDyM0+nkwIED/NX//RW9uko/CydYIaPa3UdJlIz6+nrkcjlarRabzcbq6ipms5mjR48yNzfHa6+9xiOPPMLW1hYGgwGZTEZNTQ1ms5msrCxsNhtZWVm43W7a29uxWCx4vV42NzfR6/XMzMygUqnIyckRr8PS0hKJiYk4HA5qamoQBIHm5mYSExMDMkJ3S3KB7UVIb28vY2NjqFQqDhw4IMYYPR4PbW1tBAcHi4lJ/f39LC0tUVJSQnR0NC+++CLPPPNMwHZdLheNjY0sLS1RWVmJSqViYWFB/LvJZGJ2dlYsj0hKSuKRRx6hc8l9Q9PkvwhIwich8QXCZDIxOjoqPo6OjiYtLW1X11RLSws5OTm7JmQ0NTURFRXF2toaYWFhFBYW3tDnO51Ofv7znzM7O4tKpcLhcJCamkphYSF6vR6n00lZWZn4+s3NTSYnJ8Wmzm63G5lMRmRkJOnp6aSnp2O1WpmcnBTfo1AoxLhWUlISGRkZ4kT0f//3f8fr9VJfXy9OWd+3bx/y5L2isPssnL0xCn75y1/i9Xo5duwYGo2GlZUVgoOD0ev1TExMEBYWhtls5qWXXuKpp57i2LFjtLW1ERcXx6uvvsqePXsYGRkhMzMTuVyOIAhotVrOnj3LkSNHePTRR4Htcobu7m5kMhllZWV0d3dTVVVFe3u7XynD+Pg4q6urYg0gIBazq1QqzGYzQ0NDyGQylEolhYWFqFQqenp6iI2NJS4ujsuXL+NwOKisrBRr/kZHR7FarXi9XsrKyrBarZw8eZLHH3/8qtdybm6OpqYm9Ho9hw8f9uuJarVaGRkZwel0MjIyQlNTEx+o67EpAzN8rzZN/nZGEj4JidsYs9nMyMiI+Dg8PJzMzMzrxmCamprIz8/3qynbSU9PjzhCSK/XY7fbA7IIr+TSpUv09/dTVlaG2+0W24u5XC5efvllLBaLWPrg6y3p9W5bB0FBQaK4Dg4OYrfbsdvtzM/Po1ariY+PRyaTIZPJsFgsnD59msOHD3P06FE+/PBD7HY7ExMTOJ1O6uvr0ev1dHV1ERoayle/+tVd42RLS0u4XC6MRiMNDQ1ERkZy6NAhgoODOXPmDOPj48TGxop9R3/7299SUVGByWSiqqqK0NBQDh48iMfjoaWlhX379iEIAqdOnUKn0zEyMsL6+roYQ1Sr1aSlpWEwGOju7ubRRx9lZGQkIIPUarXS1tZGeXk5YWFhTE5O8uGHH1JYWEhYWNhVY2yvv/66uE+hoaHi8zMzM1gsFlZWVsQkm9bWVhQKBTk5OWxtbfn9s9vt2Gw2tra2sFqtDA4OMj8/T3Z2tuhW9nq9OJ1OjEaj2JnnF1tleHfJFlUp5Qz//Veu+d253ZCET0LiNsJisYiTygGxD+PHSTZoaGiguLj4mvV3PtdbXV0dH374Ibm5uSwsLOya5m80Gnn11VeJjY0lPj6e3Nxcsb3Y/Pw84+Pj1NXVia5C33FMT09jNpsxGo3IZDLS0tIoLCwU3aA72Rk70stdHE9y8fTBIn784x+zsbFBRkYGGRkZOBwO4uPjmZ+fJyUlhdzcXDFrE7Zv2CsrK8zPzzM7O4tarRbn8HV0dGCz2UhOTuaBBx5AJpPxy1/+kvT0dNLS0igtLeWFF14gMTGRr33ta7z++utiMf/i4qLYo9ThcIixy8bGRhISEpibmyMqKgq3243D4aCvrw+VSsXg4CD79u2jvLxcXGBYrVZ6enro6upCLpdTUlIibv9K3G43k5OTTE9PExkZyeTkpJ/r2Gw2YzKZkMlkREdHi4LY0tJCeXk5Op2OkJAQQkJCCA4OJjg4WHRBe71ejEYjsF1C0dbWhiAI7Nu3T3ydr7wFrp09K1l8EhISN4zNZsNgMIiWkVarJTc39xOnll+6dInS0lLxZnUtWltbKS8vx+v10tbWRk5ODuPj437xprfeeovJyUkqKyvJysryS+Vva2tjdXVVnEWnUqnwer243R9NR9+zZw9JSUl4vV4uX76MwWDA4/Egk8mIiIigrq6OrmVPQOxIJYec1UscL03miSeeEIX27bffZmlpCavVKgoifNTNRCaTkZ+fT2lpKaOjoyQlJYmdZrxeL42NjRiNRoaGhkhKSuIrX/kK7e3thISEMDs7y9LSEnpvE5wAACAASURBVMPDw1RVVSGXy0Ur1eVyceLECeRyOTk5OYSEhIgu5o6ODioqKlhcXGRqagqv1yu2QVMqlWxtbTE5OYnJZCIyMpKgoCBSUlLQarVibWRiYqKYaOI7lvX1dWZnZ8nIyCAnJwetVotarebcuXMcPHhQtNays7OZnZ2lpKREPH+//OUvOX78OHNzc37XYydhYWGkpKT41fINDw9z8eJFampqAkYevT+wyJ++1BbQEeZHT5Vzd74U47tj+bJkPEl8etjtdgYGBsT2U2q1WpwAfjMIgsDFixepqKjwc4NdC7fbTWdnJ9XV1aysrIgJGQMDA0RHR/PWW2+RlZVFdXW1mJDh6185PDxMVFQUUVFRorCoVCry8vJ2bVK9G4uLizQ3N/PDLhmrzsDKqkiFg+/nfmRhGI1Gent7xWSR8vLyAEvY4/GwsrKC0WhkamqKpKQkMQ4mCAJhYWFcvnwZlUqFWq0W44grKyukpaVhMpkICQnh0qVLrK6u8r3vfU98f3NzMzqdjsLCQmw2G5OTkwiCgMfjYW5uTmzLduHCBVJSUjCbzSQnJyOTyQgJCSE2NpaJiQk0Gg0lJSXIZDKxdOPy5cvY7Xb27duH3W5nZGSEoqKigFZnsC3g7777Lna7nfT0dDo6OigvL/d7zcmTJ/nmN79JYmKiX+zuRvB4PJw6dYr19XUeeugh8fv061//mjkieXcuiGmjjdRoLT84lveFEz2QhO+WsVtbqC9qxpPErcPpdDIwMCDOUQsODhZn0t0qBEHgwoULVFVVBXQBuR7/+tZ53p4QmDFtEReq4Lt18cy2/J6JiQn+8i//krS0NPr7+7fr5aamMJlM6HQ6CgoKSExM9HMz7obVamV5eZn5+XlWVlbESePwkZX2N4YIPEKgK1fmdXP/1llycnLEeODs7CxxcXEkJSURGxuLUqkUE0G0Wi06nQ6NRoNMJsNgMPh1TFlcXGR4eJjIyEhxcoJWq8Xj8RAeHo5KpSIlJWW7Fg544YUXWFtb46677sJisVBSUsLy8jLx8fEBbb8mJia4cOECWq1WTGyZmJigvLyc8vJyv+titVrp7e1FLpdTXl4ufhdeeeUVPB4PRUVF5OTk0NzczNzcXMB5CQsLY3p6msTERFJTU8nNzQ2w8K+W0flxWFpa4p133qGwsFAc85ScnEx1dXVA0s4XDUn4bhFfJv+3xCfH7XbT39+P0+kEtpM6rpxJdyvx1dLV1tZ+7PZTpweW+PP/6MS+o75P7nXzzWwPheHb7s/CwkIyMzMJDQ3FaDSSlZWFSqVieXkZp9OJ1+vFbDazuroqNlp2uVw4HA6xLi8kJISoqChiY2MJCwsLsNL+n7dnWHMHWiWJWgXfiBino6MDi8WC2WymtraW9PR0jh49Kk5ph21XpMViwWKxYLVaEQSBiYkJcnJyiIyMZH5+Hr1eH1BKMDAwgFwuZ2trC4/HwwcffMB3vvMdwsLCMBgMBAUF0dLSQkFBAXl5eajVajY3Nzl8+DCwfb37+vpwOp0sLi4SFxeHXC4nKSmJ999/n/z8fIaGhoiMjOTee+8VrS+bzcbExATt7e2iK9Lj8eByuVAqlVRUVJCenk5kZKTf+fJ6vbz55pukpqaysLBAb28vx44dA7YXVZmZmajV6lsifD7Onz/P888/z7/9278xMjJCTU2NJHx3Oh6Ph8HBQR56ZRJXYFcoVAoZwz88/tnvmMRnwm4z6fLz8z+THoiCIHDu3DkxGeHjcrXFWohjnT9LNxIcHExHRwdarZb19XXRbajT6QgLCxN7REZERBAdHS26a33JEz4L7GqiPz4+zoULF9iKzOJf2jcDvCU/eqqcLPUWFouF5eVlVCoVBoOBkJAQsXYxISEBvV7PwYMHA+bQdXR0kJaWxtmzZ0lISLjqNVlcXGRhYQGtVovBYMBut6PJruXkrJJ1t4JQ7GRb+3mwMgO3201PTw9TU1Okpqai1+vJysoiLS0NvV5Pb28vycnJFBUVcerUKbKyshAEgdnZWS5fvgxAWloaBQUFFBQUsLCwwMrKCkFBQXg8HkwmE1/5yldobm4mKSkpoIDct8hRqVRcuHCBoqIipqamKC8vZ2tri/HxcdbX17lw4QL33nuv+D6fhfxJOrL85je/obCwkBMnTpCVlcWjjz5KX1+fKLJfRCTh+5i43W6/KdNyuZy8vDy++u/NTBrtAa9P0Qfxv+/6qI4qKyvrmpOWJW5vvF4vBoMBm80GbNec5eXlfWwX463Yj3PnznHgwIGPFcNxu90YDAZmZ2f584se3Lu4GOWCh2LDT8nIyCAoKAij0ciBAwdEYfPdMq53E73ydb7id5/70263U1dXR0REBO0LDp5rXMAmVxOjlvFEXgg1SRoEQWBzc5OamhrefPNNnnrqKVHAHA4HBoMBk8lEZ2cnW1tbxMfHo1Qqyc7OZn5+nrS0tBuyTJxOJ+fOnWNmZgbDRhBvLYfj4aO4a5BMIH3xHA9XZRIVFcXGxgZqtRqn04nH40Gj0WCz2RgaGsJms5GQkIDdbqewsJD4+HgxkcXlcmEwGMSJE/Hx8eK8PbVaTX9/P0FBQZSVlaFUKjGZTOL+NzU1iTP8WltbKS4uRq1WMz8/j8lkEhNx+vv7MZlM4tgnr9fL3NycXzceHzqdTrzOuzE5OUlbWxuPPfYYra2tBAcHc+nSJY4fP47FYtk1E/WLgCR81+HKGM1uK/qVlRW+/Tf/l359NW7BP+Ppv5SHsj8jXJznNTY2hslkEl8jCeHtjSAIDA8Pi7EpuVxObm7uDc+k+zTwer18+OGHHDp0KCBWaLVamZubE/d3fn7eb7yNQqEgLS2NlJQU/vDXw7su1hK1Cn7xeCZnzpyhpKQEpVJJe3s7e/fuRaVSoVKpyMrKuuEkGh9ra2t0d3eLE8rz8/Ox2+24XC66urrE35bT6eT06dMkJydjsViIjIxkc3OT0dHRa4qYL27ncrno7e1leXmZ/Px8MTW/oqKChIQEgoODd42xCoLAe++9x29dJSw7ArNqo4NclMye4MCBA2RmZjI0NERBQQFyuZyRkRE8Hg/r6+scOHCAxsZGYmJiSE1NxWKxiANvzWYzk5OT6HQ6cYhuVVUVBoMBq9WKzWaju7ubwsJC5ubmkMlk2O12FAoFG7pU3hz3smTxEBns5VvlkVTGB4vX2e12k5eXx+joKDExMdTW1l53cbKxscHExERA5qdCoSAlJYVf//rX/Mmf/AkKhYLW1laqq6vxer38+te/Zmpqih/84AecMSx/4ZL6JOG7Al8tki/r7noxmqWlJX74wx9y+PBhzNoUXhmwMbVqITlSw+M5Kr5zfz1ms5ne3l5SU1P9XBeCIPjNPwPIzs6+atGxxKePb3Gy85p80pl0txKPx8Py8rI4JcCXFLHz52s0GjGZTMTFxREaGirWzvnKDXZiNBr5n7/8He8YY/1ifMFKOY/Gm8kItqLVaikrKyMnJ0eMJfpaXPk6hfjwTW9IT08PWMhtbW3R1dVFeHg4drudsLAwvx6ey8vLnD17lqeeegrY7kKyurrK2toae/fuJTY2VrQ2rme9raysYDAYqKuro729XbQwzWazKK5utxtBEIiLixMtKx99fX383WAUHgIFQ4GXv0pf4MKFC2K2pMPhQK/Xi/eLoaEhtFotm5ub4vlzu92sr68zPT2NWq0mKSkJtVotxkqnpqbEUUFarZalpSW0Wq2YcDMwMMByUBwdwaX+jacV8P1qPXUpWlQqFTMzM4SEhNDd3U1+fr74GbtlDO9mtQuCgEKhQK/Xo9Vq+c1vfkN8fDypqaksLi6iVCqJiooiOjqalJQU3nnnHT4YWuX35j04PB99D78ISX13vPBZrVYMBoP4RQgJCSE/P/+Gsu4WFhb4p3/6J5588kkWFxe5//77ge36pqqqKoaGhtDpdGLm29TUlFhvs1udlSAIfo1oYfumq9frb8WhSuyCIAhMTk6KM9cAMjMzP1Mr3GKxMDc3x+bmZsCNyIdcLicyMpLh4WHuuusutra2GB4eFuv/YLtxcUpKynVX+SsrK7z//vvce++9XF7xftTqK0LNA6kCD1dnMTs7S3x8PA0NDcTFxVFZWUl4eDiXLl2iuLh41++kx+NhYmJC9Gj44p8qlYr6+nomJyepqKjwW0TY7XZxmkNVVRUjIyPIZDIUCgVtbW08/vjjXLhwgdraWrFrzNXwZUr6XH6++rqdn7VzUbu4uChed5vNxuLiIlqtljfsBSzaArcfr5HxtzXbVmlbWxvR0dEolUpqampQKBRiBmZsbCwXLlxgY2OD4eFhtFotERER4gLCZrOJ/+x2O4IgYDQaWV5eJjQ0FKfTyfLyMiEhIczPz+N0OulNeQhnSOAA2axYLaf+vF60ojs7O2loaODJJ58Uk4x2fkeuh9vtxmq1MjY2Rm9vL9XV1cD2YiQzMxOPx8Pq6qpYsziQ9gi2oC9eG7M7Tvg2NjYYGhoSH2s0GvLy8j52HdXc3Bw/+tGP+O53v4vBYCAlJYX8/HwAxsbGCA8PJyoqigsXLlBfX++3fZ+7p7Ky8pqFyle62QByc3M/d+vji8709DTLy8vi46tZRTeLx+NhaWmJpaUlsWjbx86fXWhoKImJiVe9rj7XXXNzMxUVFSgUCrRaLdnZ2R/7e7u4uEhjYyMVFRWkpqaKz/sKt2tra8V4z+TkJAsLC2xtbREbG8vm5iaZmZmMj4+TnZ0tFpVfiSAIXL58GafTSUVFhZjYkZiYGPC68fFxHnvsMTo7OwkLC0OpVBIaGsrKygqpqamcO3eO6upqNjY2iIuL21VwnU4njY2NFBUV+V3H62Ue+obmLi4uotFoiIqK4p133kGdXcMb82F+1pUv2Sbeu8rQ0BDBwcF4vV48Hg8zQgRvTwhMr1lJjQrlr47lE26dJigoiOnpabRaLaGhocjlcvbu3btrPM3j8TAzM8Ply5dZW1vDZrORnp7O1tYWGRkZPPnWEi5P4K16t3Zhf/3Xf833v/99P8+Ry+ViY2ND/OcL3eyGx+PhxIkTHD9+HJVKhclkoqmpSZz+7jueqakp/mE8Hpf3xvbrduJLL3xGo5HR0VHxpuNrAXUzQxenpqb4xS9+wTe/+U1xlVdfXy/+3TdHrKqqCo/HQ1NTkxho9uF0OmlvbycqKuqGp1LvnEHmIy8v74a6dNzJzM3N+XWfT05O/kRDUXeyubnJ3NwcFosFCHQZwbaVFhcXR1xc3A3X7Xm9XtHVKpPJxDFAJpOJe++996bmpM3Pz9PT00Nqaqq4SIPthZjPpX8lDoeDhoYGrFYr999/P6OjoywvL2M0Gqmqqgo4j75kk71796LRaGhvbycyMlLssLKThoYGEhMTaW9vx2q1otfr0ev1TE1NsX//frGI/tlnn6Wjo2NXEZuZmWFmZoa6urqAc3M14RMEgZ6eHra2tkhJSSEhIUEcizQ4OEhubi4NU5v8osuEhRD0cicFrhEOZISL1qvX66WpqYmORSfvru/x62YSrJDxYKyR//Gth8RM0bCwMCIiIjh16hQbGxvihHcfcrmclJQUoqKikMlkvPjii1itVh5//HEEQeDrP+1iet0ZcCxJOgX/cl+M30Lq5MmTJCQkiLkIvjrHsLAwwsLCAjJtfckvvsXgpUuXiIuLE4fnyuVywsLCAkYndXV18e03p3YtRZEsvs+Y5eVlJicnxR9BRETEDTX1vVHGx8d57bXXeOihh8Tpx76g/E587k7YvuFYLBZycnICtreyssLQ0BA5OTkB6djXw+v1Mjw8LAqhTCYjLy/vc028uB1YXFxkdnZWfJyQkHDdQmsfHo+HxcVFlpaWRBfRbqKm1WpJTEy86UXH/Py8X5GyXC4nMzNTXK3b7Xaam5s5dOjQTX2HZ2ZmmJqaEpM8YDv21tLSQmlp6XVdu5cuXWJhYYHHHnsM2LaaP/jgA7Kysti/fz+Tk5PMz8+Tl5dHZGQkNpuN1tZWKioqdj1H/f39REVFsWfPHl599VVqampISEigqamJQ4cOYTKZeP3118nPz2dychKPx0NBQQGhoaFiLWFbWxuRkZFXnWV3patza2uLnp4eAIqLi9FotrNGL126RFZWFmFhYczMzJCXl0d3dzcmkwm9Xi8mfoyOjlJWVsbCwgLT09MA/J9hLevewDKJ6CAX/3O/RkxYGRkZITk5mczMTHQ6neguhG0vzs6FkcViEadV6HQ6ZDIZtogs/u7sDE7PR5+xW7swu93O22+/zRNPPMGHH37IwYMHUSqVuFwupqen/WLXPmQyGYmJicTGxjI5OUl7e7t4nQExqWUngiDwz//8z6yHJvPanBaH2z/Gd7u3MfvCC9+VNw5fJtWnMUF4ZGSEkydPcuTIEYqLi2lqakImk+06gXmn8MH2jzAnJ+eqN8rh4WFWVlaorKz8RDVZsC2Eg4ODYtLBnSKEq6urTExMiI+vnEnnY2Njg7m5uYCkDB++4L7PSrvZNmJX4pu04JtrJwgCCQkJAS5AH1tbW7S2tnLw4MGb+j5PTk5iNBqxWCxi9/7x8XFWVlaorq6+4W13dHQwNjbG1772NbF844033hAbMR85ckT8vOXlZb/ROzuZnZ3FYrGQl5dHX18fY2NjPPDAA3zwwQccPXoUmUxGV1cXGRkZ6PV6mpubAaitrcVisdDT00Nvb684w08QBIKDg8nKyvIrK/FZfAsLC0xNTRESEkJpaam4TxsbG3R0dFBfX49KpWJiYgK9Xk9kZCRNTU1oNBq/iRVbW1uia9Q3xPXJNxd3rd9VygQ+/G4pYWFhaLVaFAoFH374IQcOHPATOY/HQ09PD06nk7i4OPbs2UNLSwuHDh0S5/QJgsDPfvYztiKz+Q+DjWWrZ9d2YVtbW5w9e5aFhQWxB6vP8xQUFERqauo1E+fcbjcvv/wyDz30kN/rrhQ+r9fLc889x4MPPsh7771HSt3XAkZC3c6iB7eZ8N1Ir8vp6Wm/epT4+HiSkpI+9f2JC1VQrZrnif0FVFdX09TURFZWFqurqwHWHmz/6MrLy/1cqufPn+fQoaub/z4XqVKpFIdL3gy7CWF+fv7HTkO/3bhyJl14eDghISGsrKz4BfKvFDWdTkdiYuJnshCw2+0MDQ2JHVwAsdj5RtzsVquVjo4ODhw4cFPfg7GxMex2O4uLi2IrrqamJpKSknZdHFyPtrY20S3pi/253W5sNhsOh4OxsTH27du3q2sTtq2Z/v5+ampq6O3tRaPRiHGnuro6MdNxbW1N/F35bsjPPvus6OG4coqE3W5nbGxMrK8EOHv2LPHx8ZSVlfk1cIbtFmNra2t+rtDOzk727t2LXC7nxIkT1NXVERMTI/59c3OToaEhHA4HnZ2dCILAi6sprLoCXX1xaoEffWX73uWLy3s8Hi5evCh2fbmSubk53n77bSorK9m7dy+bm5usr6+TmJiIwWCgpKSEH//4x5hMJu67776A70VISAhGoxG1Wi0el8PhED0G1+P06dOEh4f7Ldh9i8Wd1+L555/nkUceYX19nfn5ee66667rbvt247YRvqv1uvyvh+PJ030UiE1OThZnRn3W+6OSw799o5LCcA9bW1ssLS3tau3B9hfG5/rxsbm5yfDw8K6jX3ZisVjo7u4mMTGRtLS0W3I88FGXGd/NQSaTUVBQ8JkXX98ogiCIyUi+cTewHaf1Nf8FRCstNjb2lltpN4LH42FkZETMyvRZIHl5eZ+oVZnFYqGrq4sDBw7c1H75rMuFhQX27dvH+vo6AwMDosB8EhwOBz/5yU/Izc1FrVZTV1eHQqGgu7ubnp4e7rvvPsbGxggKCgpY+PmK7o8ePUp3dzfR0dEsLy9js9nEMUq+Zts+yxS2b7b/8R//QWJiIrm5uVe1kAGxJtDr9eJwOKivr2d8fNwvU3pgYIDw8HD27dvnJ2w7XaMvvfQSx44d8xuQ65uOsLS0REhICIIg0LXs5h8vrfjdJ+SCm2cy3Txal0teXh5jY2N+CWput5u6ujq//RYEgbNnz3L48GGMRiNnz54Vszujo6MpLi5GJpMxNTVFREQEwcHBhIWFBUxQaGtrQyaT+Qn65uYmfX19AZ+5k/Hxcbq6uvj617/uJ6itra2i5e50OvnJT37Co48+SmxsLE1NTQQFBfkJ5ReF20b4rtY+KV4D//qVa5vNPhfVzn9KpfK6z+18fOUq/Fq9N/+mSkFRURHz8/O7JgT4uNLdCYjpzTcSc5qdnWVqaorCwsJPpbbvSiGUy+UUFBR8Jm2IXC4Xi4uLLC8vc+VX0DfGRRAEQkNDycjIuCUW8K1AEARmZmb89luhUIgxoptlY2OD3t5ev2SpT8LQ0BBBQUGsrKyIcTKFQnHDk9avxOc2882Pa2lpoa6ujqamJrFWLCoqCpvNRmFhoZhaD1BRUUFQUBAXLlygrq6O/v5+YmNjSUhI4JVXXuGuu+4Sk2SampqoqKjwE+bGxkZMJhNhYWFXXQysra0xMjKCUqmkrKwMhUIREONzOp1cunRJjDtOT0+zuroqXseLFy+KEyfa2tr45je/SXp6ujhSyeVyickwPpaWlviPC/38qm8Ts0dFSpSGRzOVhNtmiI2NJTw8XPRChISEkJycTENDA1NTU2g0GpKSkggPD6ejo4Pi4mJUKhXR0dEkJSWhUCg4efIkCwsLFBcXU1paSn9/P16vl6qqKtbX18Vz6UtEef/998nLywuw5ldXV5meng6Y4uA7L2+99RaHDh0KMCp8bk6bzcYvfvELHnvsMWJiYmhvb6e4uJje3t4vZM/OW9ci/iaZMW3t+vyyzcvAwAAKhUKccgyIPmtferMvtdjj8eB2u8X/73zO115ot9f5sudg2xKaXgsUPYCJlU0KCvaJRbIfl5ycHC5evHhDMaSkpCSSkpLo7e1lcHCQqqqqW2rRXHkj9Hg8GAwGsbmwQqEQC2FvFEEQMJvNzM3NidvZiU+8lEole/bsoaysTKyv8t0goqKiqK+vv6nM21uF0WhkbGwM+Gjfk5KSPpUf+/r6OgaD4aZFb2BgAI1Gg8ViIS4ujq6uLoqLiwMmCtwIvgxIm81GZWWlmIqfn58vDlv1uT7T09OZmZmhu7ub0tJSamtr8Xg8dHV10d/fz9GjR+nr6yM+Pp49e/YwMjJCaGioKHqTk5PEx8f7iV5vby8zMzM88cQTdHd3Y7FY/FzVvmL3yMhIamtrr3oci4uLjI6OcuTIEdEqdzqdfouugoIC7rvvPnp6ehgZGWF8fJzz588jl8vF6eRXCkNcXBzP3BWEdfg5vvWtbxEfH/+fXW4e5aWXXqKnp0cUa7PZTHd3N16vF6VSSUJCAikpKVy4cIHs7Gw0Gg1FRUV+v/GwsDCio6Opqqqit7eXvr4+UlNTxTmI9fX1LC0t0dDQQEpKCisrK6JLeyfR0dE4HA76+/sDFj+XLl0iKSkp4NjsdjvBwcFsbm7yyiuviKLncDiQyWQEBwcjk8nwer23xW/143DbCF9yhHpXCytavW1iZ2dnExkZKcarNjc3aWlpISIiYteTrtFoSE1N/cRuvNj3TjG36Ql4PjJouzu62WwWR6JoNBpyc3NvWJT27dtHY2PjDbuyiouLcbvdtLa2otfrr2ll3gwKhcLPdeLr6+hrwCwIAuHh4WxubgZYafCRMPhuglc79w6Hg4GBAWZmZsRuFnv37v1c3JQ78fVa9C2EACIjI6msrPzUrU2TycTQ0NAnWkztpLe3V8xEXFtbExNaPsn++xKuSktLA+KiKpWK/v5+qqqqqKmpYXNzk/Pnz4udUHzWls8S3L9/PxcvXhS/G7OzsxiNRjF25Gs35gsd+GJTRUVFYl/ckpISmpqaqK2tpaurC5fLRWZmpl8XmN3o7+8XRw+1t7eLz2dnZ/tlWvv+NjQ0hF6vJzU1lbvvvlv8+9raGpcvXxYXaA6HQ5xAn5iYSGNjIw6HA4/Hg1Kp5MEHH2R4eJihoSGefvppwL/sqaGhgXPnzpGeno5Op8Pj8YhWMmwvADUaDW63G7lcTmlpKW63m6SkJN555x3y8/MpKSkRk7Gmp6cZHBxkbW1t13KdxMREMQ7ry4QdGRlhY2ODBx54IOD1fX19pKWl8eqrr/LII4+INZKdnZ3iIiM1NZWpqSnS09OveQ1uN24b4fvBsfyAmFqQXOBvHy7jWHEiXV1dNDU1odVqeeyxx5DL5WKW3M6EhoyMDKKiorBarUxOTopWx05rThAEIiIiSElJ2bWY9NKlSxS6R1kUUvDIProZK/GyX7eKTqfjqaeeYmBgQBzL0tXV5beNmJgYQkND2dzcDMjkVCgUZGZmMjw8vGuJw24olUrq6uowGo00NDSQkZHhVwd0MwiCIAaqr2al+W6c8/PzqNVq5HI5CoWCgoKC604icDqdGAwGsWhWpVJRXFx8S2fSfVzcbrfYUBi2j1GtVlNUVPSxB3feLGtra4yNjV3TYrkRLl++TExMDHK5nAsXLnDgwAG/IvUbZXp6mpmZGXJycnb9fvrqDL/xjW/Q3t7OxsYGYWFhHDp0iM7OTjQaDSkpKbS2tpKdnY3JZMLr9XLPPfcQExNDY2Mjw8PDxMfHi9mCzc3N4kJwenqa2dlZUbB9GbsWi4WpqSmsViuHDh26ZpzSN/C3o6ODlJQUYmNjr+m9sNls9Pb24vF4iI2NJSMjg+zsbCwWCxMTE35JSjsXeKWlpbS1tbGwsEBKSgqbm5ucOXOGtLQ05ubmxFKR5557ju985zt+C5Dw8HDCw8M5dOgQQUFBWK1WhoaGxPvZyZMnqaqqYnV1lXfffVcU4bi4OAoLC6msrKSnpwe73U5UVJTYRGNjY4OxsTEKCgoCQiQZGRkYDAZmZrZdsQMDA2JCz5Wsra3R29vLQw89JIqe8f9n7z3j4zzPM9//zGCAQe+9V4Ig0UGAJNhlqmtFR5IpWbKjYif2kZJf7F2d3XXOn645aQAAIABJREFU+ngT55yzzu75JZFlZxXFclQt22oUJSYWxYo+6L0NyqANep1e3vMBeR9jOCgDUraonL0+kcDM4J23PPdz3/d1X9fCAuHh4eJ7REVFMTIy8oULfLdNjw/WCSX/9f0Wpo1OYgNVPJSpojBaJcoTsH4x3n//fSRJ4stf/rKbeoTswbVRfmorksHi4iJ6vR673e52M9bV1TE0NITVaiXl0H18OKZi2ugkJkDJk0VhlMSquXr1KllZWdxzzz34+PhgsVjo7OwUJYyCggIWFhYYGRmht7dX7GozMzPdyk07jThsB51Ox9TUFKWlpduWIm02G1NTU269jBuhUCgICwsjISFhV2XNG50qfHx8yMvLQ6VS0d3d7eZJt3fv3t+ZJ91O2EyWTKVSkZOT87kzXOfm5hgZGbnl0mlzc7NwBLhw4QJPP/30rsdiZmdnGRgY2JLxKUnSpnY5V65c4dixY2LxlA1fs7KyeO+99zhw4AAZGRlERUVhNptpamriyJEjvPvuu8TFxWGxWNi/fz/R0dFotVoiIyPdZvPOnz9PVFSUMMCtra31IJXJ8mDyPW6z2Whra+Mb3/jGtvfdyMgIfX19LC8vCzeF7u5uADE3mJ6evu251Gq1KJVKSktLcTgcdHR0YLPZCA0NxW63Y7FYWFhY4OOPP+bs2bOiEhISEkJaWhpXrlxxW+NgPZvUarUEBATgcrloaWkhIiKCtbU1YWe0MUubm5vj8uXLzM7O8uSTTxIQEEBXVxdLS0uUlJR4PNetra2MjIwQGRm5aeVpbGyMn/3sZzz77LNuaji1tbUeVYkvojffbRX4YP0kKhQKioqKuHLlirh5bjzZsiGjfGE3a9rC5rTy2NhYN1YgrD/UH3zwAWtrazQ2NvLNb36Tjz/+mJMnT7K6usr09DRZWVmcP39eDBOPjY1RWVnpRt2W5aXsdjsqlUowyzZzZvDx8WF2dtbNN8tbyPp+Fy9exGazkZubu2k5y9fXl/j4eCIjI39ndXi5N7i2tsbQ0BAul4u0tDQCAwPJy8u76bnEm4Us/LvxfPyuZMluBTMzM4yNje3I8t0JWq2W1NRUJiYmaG5u5plnntnV++XZuKioqC0rEHJVYzPDW4fDQW1trdsC6nK5+MlPfkJERATBwcHcf//9uFwurl69KhZ5rVZLTk4ONTU1qNVqpqenOXPmDIGBgaK3uLq6islkcntGdDodZrPZrTqxUZFpaGhIPGelpaVIkoTBYGBychJYv1/lzCouLo6cnBySk5NpbW2lrKxMlDy9WcwtFgv9/f3Y7XZKS0sZGBggOjqasLAwRkZGMBgMVFRUCJeFF198kePHjzM9PS0EK8xmMwMDAxQVFZGWlkZkZKQo6cr3sFarZc+ePZw7d47c3FxqamqIjY0lLS1NVF66u7sFo9hsNhMREUFWVhYtLS1YrVYOHDggqix9fX18/PHHPP744x7CGWNjY7z22ms8+eSTbkQevV4vTHY34n8Fvs8A8k1XWlpKQ0MDkiSRnJzM4uKiB3VXRm1trVCCOHPmzI79jOnpacbGxtx+1t7eTmJiIufOneOFF16grq4OHx8fysvLuX79OkePHmV5eZnx8XGmp6dJTU1Fp9PR3NxMeHg4RUVFQi3f19eXlJQUgoOD+cUvfiEYV7J/lgy73U5TUxP9/f0iKwwKCiItLY3p6Wnm5+e3zdLCw8NJSEhAkiSam5uJi4vbUsXis4Q8H7iRDbqZJ53dbnfLCH19fT9zN/K1tbWbFmv+PCEvxFtt2LxFXV0dqamp9PX1sbCwwJkzZ7ze4NjtdhobGwkICKCgoGDL8zUwMMDa2tq2AtHz8/OMj4+LgW+tVsvy8rLwrpPVT06cOIFKpUKv1+Pr60t/fz9xcXGsra2JeTWDwUBaWhoFBQXo9XoSEhJYWFhgdnZW/L2xsTG+/OUvi2OWtS6vXr1KREQECQkJ9PT0iOdK9ukbHh7eUjNTtl5qamrC39/fY/ZvM7S0tLB//37a29spLS31CAKyCEFhYSFhYWFMT0/zt3/7tzz55JNumwyDwYDBYCAkJISpqSkGBwfdevkxMTHMzc0B62tjS0sL6enp6HQ6HA4Hw8PDghx0+PBhsrKyWFxcFCMteXl59PT0iCB5/fp1UlNTmZmZoby8XGxmhoeHqa+vF47xG1FTU7Pp+Nb/Cny3CKfTSVtbG4GBgSQkJAgx1ampKaKjo0VA2QqTk5N8/PHHKJVKHnnkEa9KiC6Xi3/8x38kLCyMt956i//wH/4Dq6urLC8vU1paitlsJjExkfDwcJHmb5xHkodSTSYTOTk5ZGVlYbPZ0Ov1LC8v09XVxd69e0XGt7CwgMlkorCwkMjISCRJEtTm6OhojEYjBoOBiIgIQkNDUSgUxMXFkZSUtONCPjU1xdDQEHv37r0pBt9WkMWyN0qj3Ywn3Y3ehjtZPt0Iu91Ob2+vINsoFIqbFmv+PDE5OcnMzAxFRUW39Dk1NTUEBwezurqKw+FwW8C2gyRJNDU1IUkSpaWlWwZKSZKoqakhNTXVK5EInU6Hj48PVquVzs5O7rjjDjHo/tJLLxEbG0v4/uP86Dd96OeNxASqeDANnjhRIGbUNBoNSUlJfPLJJ7hcLhwOB3l5eUJ1ZGRkRFRgJEkSTESHwyGGqeWxkqamJkpKSujq6sJoNBIVFbXlxlAeWQgMDMRisZCUlLSlCPdGyCNL8uK/VRCQxyFcLhcVFRW8/vrrZGVlufV1BwcHUavVTE1NUV5eLq6LJElMTk7yySefCONjk8nE9PQ05eXlpKSkiL7u6OgoiYmJjI+P4+/vT2pqKnv27GFsbAyj0UhAQADXrl0jICCAp556CkmShLfj0NAQbW1tHD9+nJGREbdRrJ6eHuLi4jaVttNqtb8XAthnidsq8MllAlivWWdlZVFfX09wcDBxcXGiibqTrqDdbueXv/wlZrOZw4cPu+2cNqqxJIf7U+Aa4rkvH+d//I//wX/7b/+N4OBgwc5Sq9UikBiNRnx8fITYtNFopKOjQ9y4zc3NdHd3iz6Br6+vII2sra2JwBUREUFISAjV1dUsLi4iSRJpaWkMDg6Sn5+PUqkUxBs5IExNTblpT8L2vn3d3d0sLS1RXl5+UwSSGz3pFAoF2dnZn7krxMZAKJdo8vLyUKvVm4o1q9VqcnNzvVrcb1dMTEwwNzfnJoV1M7h27RoOh4O0tDQWFxdJT0/3arPT0dHB2toaJSUl25agFxcXaW9v5+DBg7sqVX/yySfodDq++tWvivulubmZ1NRU3qnr50fV826u774qBc8W+5MTYBE9wKmpKeLi4lCpVPzmN78hOzub3Nxc/Pz8SEtLE58rZyBTU1PodDoqKyvF4ms0GvnVr37F3r17ycvL23ETPDc3h9FoFFllaWmpVwu5t4FP7r1GRUVx+PBhMaOnVCq5557fuhg0NDSwsrLixiaVMTg4yMjIiPidVqslLS0NvV4vqj7h4eGkpaURGhpKTEyMeI8c9Gw2G4uLi2I0LDk5maysLP7pn/6JcSmCSwvBTCxZSA4P4D/fm8fpvFhcLpeY29wMsmGut3q4twNuG1YnrPcRsrOzxcILvyUh1NXVceTIETEEux3zTq1W8/jjjwNw+fJlamtrSUxMRJVS7MYc1c0aGfeJZ+LHb/J33/8+wcHBTE1NER8fz+zsLFarlSeeeEI0psPCwnj11VdF+dFoNDI0NEROTo4wyTQYDLhcLoKDg0UpQ94RbYTcmJazKT8/P9ra2viDP/gDfHx86O3tFQEBfsskUygUREVFYTAYGBgYcPvOclDIy8vD6XSi1WoJCgpiShm9rRScTP6Ym5sTf8cbmvitwtfXV2Q9k5OTDA8P8/bbbwsLn/T0dA4dOvS5sj8/S4yPj7O4uHhLQU+SJM6fP49arRY789jY2B2D3uDgINPT0+zfv39Hf8e+vj4sFotXMlcbIffTMzMzRTWgp6eHmJgYIiMjebvP6hb0AGxOiVdbl/jLQ36CAX3HHXcQFBSEj48Pfn5+FBYW0tLSgslkcmsVZGVl8dFHH5GRkSE2pMPDw8zMzIiZOG9LcDMzM6SlpYnA503QczqdIivb7vVOp5OamhrOnDkj/p2Tk8N9991HdXU1v/jFL3j00UfFa318fLDZbB6VkKysLKqqqtx+Fh0dLZKFoaEh7r33XgIDA1leXmZoaAhJkgSzd25ujmvXruHn5yeEshcWFnj//feZ9onlwwUf7K71asrQvIk/+UUzLzxaQrhp+z50QkICjY2NX6jAd1tlfBt3S/IckN1up729nYSEBIxGIxkZGaJBvhvodDq+8k8dzG+mq6dx8ZP71y9aW1sb0dHRTE9Pk5ycTFRUFGq1GqfT6dHjsFqtXLhwAV9fX3HzRUREMDExQXh4OIuLi5SXl9PR0eGVrM/U1BTd3d1i0UhNTfUYKpUkSThxb3QPsNlsjIyM4HA4iI6OFpllz4qa//hBL7YNQroatZLv35FMdsBvyQFpaWlu8k2/SywvLzM4OCiC+lZizfJgu9wfkjPCL2Ig1Ov1rK6u3rRyCqyfp1deeYX9+/dTXl6OXq/HbDZva2s1MTHB6OgomZmZO1oxuVwuampqyMjI2PUi5nK5+Ju/+Rv+6I/+CI1GQ01NDSkpKdjtdtHjzvk/LmBzeio6q1UKLn5z36bCEu3t7aJiI5NSHA4HWVlZos988OBB+vv7cTqdJCQkiBLlxh7fTpBfu5HRuRN0Op1gQm98/8b3SpKEVqsVM40yhoeHsdvt5OTkMDw8TEtLC/fffz8DAwPk5eXR1NQkvBE3Kk29++67nD17FrVaTVtbmyCsuFwu3nvvPb72ta9tWbq+du0aVquV2NhYrFYrRqORDz74gPHxcTpSzmDx9awgZUYF8KMTITsSsDZTqbqdcduvIGq1GofDQXx8PFVVVWRmZgqR6N0M+2ZmZrIq9QOeD96Cbf1GkZlWBoMBtVotWIBNTU0UFBTQ1NTk8d7k5GQ6OzuFOePQ0BAGg4Hq6mpcLheXL19GoVB4TTgwGAwkJycTGBhIU1OTaGhHRUV5BMGNu0xfX19ycnJwOp3Mzs7S39+P0WjkJ6OR2CR3KrPF7uKlhmmuPP+7F5e1Wq0ie5UREhJCcXHxjudEo9G4bTYsFgvt7e3CQVuj0bB3797bPhDK86S3EvSsVis/+clPeOSRR0hKSmJubo75+fktCSfz8/P09vaSmJi4pZ7sRiwsLAg9x93OMUqSxIsvvsgf/uEfik1bbGws9fX1nD17FlgP/CEqG3NOz2uVGhm46byhXPHY2AstLy9ncXGRd955h5iYGFwuFyMjIzz22GNu94HsgLEb8pDMAJX/vRNk6TAZ2dnZBAUFuW1Erl69uuloSWlpKQsLC7S3t/PAAw9w9OhRfvjDH/Lf//t/x9fXl9zcXBobG6moqHDbCGRmZtLX10d2djZGo5G5uTmcTidDQ0NihGMzx/XBwUHBV7Db7SiVSvR6PRkZGdx///1865Jls6UR/YKJkpITXp7BLw5u7xXjXxEXF8fU1BRlZWXCkDItLY3Ozs4tmZ6bYSt1mFCVnZKSEhFMX3rpJZ555hkUCgUrKyv4+flt+3dKS0u5fPmyx2I+MzNDV1cXIyMj1NTUUFxcjEajISgoiJycnE0X/tLSUq5du+bx4E1MTDA+Po5CoSA6OnrHgdHx8XFqa2tZHdm8PzO54mlqeau4UawZ1rO0z2qGT6PRuC1ksr/axkAozxHeLhgeHsZqtXqdeWyG0dFR3n//fZ599ll8fX2Fwsxm0mYmk0nMfHkrfSaLC2wUhvYWkiTx85//nAceeEBkWqurqywuLlJWVsbw8DBjY2OMj4/zXx44yH881+ch/P6dk5vfy4ODgx7l9oGBAZqbm9m/fz8xMTFYLBaqqqo81EqsVuuux2hWV1cJCgoS5sK7xfDwsNt1rquro7i4eMvjiIiIEPZDUVFRnD17lr/7u7/jmWeeISIign379jEwMODGLk1KSsJut5OcnIzD4SAoKIjo6GhWV1eJjo7edCMks2olSRKchNraWuLj47n33nuJiooioekio4tWj/fGB6u/UKQVb3HbBL61tTW3YeKNFdjU1FTq6+uJj49HpVJhNBqJj49ndXUVvV7vtb1KiVLPuE+Uh2niM2VRPPfcc/j5+TExMeFmBdPV1eVVZnn06FGuX7/u1heRexuyDqhGoyEwMJDExEShIL/xO8rzNMXFxTQ3N7st8omJiaIUODMzQ0NDA7ButJudnS2kk3Q6HTabjd7e3vXypSadaYvn8Yb7OHalHHMjftdizd7A39/f7RyZTCY3SSl/f3/27t37uQVCnU6H0+l0c+jYDSRJora2Fp1Ox3PPPYdKpcLpdFJXV+dR6nc4HGi1WjQaDYcPH/ZqsXK5XFRXVwsdyps5vrfffltsROG3IzonTpxgeXmZF198kcLCQh577LF/lfcLdPNu+4937UE904vJFOUxDmM0GkUGubq6yi9/+UsiIyO5//773daKtLQ0Ll68SHR0NMnJySQlJWE2m3dFgpIkSRDMWltbvXr9jbDb7WKD19zcTGZm5o7PgkKh4ODBg7zzzjskJiby7//9v+cnP/kJd999N1lZWayurjI0NOQ2KywzedPS0mhqatqxRdHS0oJKpRIboevXr+NwOCguLiYyMpKGhgaeLo3k/75q8NiUfP/BWyNh3a64bQLf4ODgtqUgWQy1qKiImpoaKisrycnJoampiZCQkB3dC959912+fkcxqqsdnBtVYPcNJTUqUJgm1kStz6I9/fTT5OXlcffdd1NUVOS1qoqs2HKjIrxKpeLUqVO8/fbbxMXFERUVRUtLC6WlpeLhlSQJvV6PVqsV75uamiI8PHzTzE72QJucnKSpqYnXX3+dsLAwVCoVfn5+aDQa/uIv/oL29naiHSH84BO9h93Tc0cT0ev1zM7OkpOTs+PD8/sUa75ZBAQEuJ37zzMQyj3Mm91YLC8v09DQgM1m4/HHHxfVgWvXrrlpb8psPnmcwdvvNjc3R3d3N4cPH76pUrHL5eKjjz4iOTmZ/Px8cSzXrl3j5MmT9Pb2UltbyxNPPCFEDVQqFafzYj08NqW9sVy7do2ysjIPJR2dTsfExASDg4N85Stf2fR5DAgIICYmhvLyciYmJqitrQXYtVybTCzxBsPDw1tWXWTHBG975nIGt3//fq5fv87Xv/51zp07x+LiIgcOHKCtrU2IUsN6/7G+vp6DBw9uOecro62tjfDwcLE+Xr58GZVKJWyOrl27xoEDBygPCCAiYpS//KCNJaea+GA13z4U77WhbGRkJPPz816NgNwOuG3ILTfSgG/8vyxsXFxcLCxWZNmkK1eucOTIkS1v2qqqKqxWKwsLC8zNzRESEsKePXvE54+MjKBWq9HpdPj6+lJRUcEbb7zBJ598wtGjR/nqV7/qtdj16Ogodrvdo0TT2NhISkqKcKtua2vD399/yya6zWbjzTffJDc3F5VKxezsLHa7ndjYWIaGhgRdOT4+nvr6epaWloRCy+rqKmNjYzz22GNoNBohBTdjltwckldWVgQFem1tjQMHDriV0m4Ua87IyPhClz2MRiO9vb0iEAYEBLB3797PXNGmv79f6LHeDHp7e1lcXMRisXDixAlxzmtra8nPzxdZkDy2UlxcvCupOVljdjdtgo1wuVxcvHgRhULB6dOnxc/l4HXp0iXsdjv33Xcfvr6+OBwOampqdiylXr16lbKyMnx9fWltbaWzs5OysjJWV1c5dOjQtvee7MMna382NDSwuLgo9Ct3QmNjI5IkkZ+fz8DAgAjmW+FGMocsvCGPWu3m2tfX11NWViY2Lc3NzQQFBdHb24tGo+HOO++kqqqKsrIyurq6KC0tFe7sG8cpwF1tZmlpiaGhIcxmM4cOHeLKlSv4+fmxZ88eJicnUSqVbveAVqtFkiTKy8u3HFbfCvIM9q0KMvy+cNtkfDstqH5+fkJ2LC0tjaqqKhH4jh07JgbKb0RfXx8TExOEhISg1+v56le/6qaADutU+uTkZFZXV/nSl76EQqHgwQcfpKioCKvVyo9+9CPUajVnz57dkeKfmppKR0cHMzMzHlJAcumzurqa3NxclEol169f3zSznJubIzc3l46ODuEJ5u/vz+DgIBkZGSwsLPDhhx8SFxfHQw89JPobAwMD+Pr6cujQITo6OpAkCfvcHL96qthD1DokJITKykreeecd/Pz8ePPNN/H19aWwsPBzEWv+XSMwMNAtI1xbWxNO2vLv5etys+jr68PX1/emRHvlAJGYmIjNZnMLem1tbWJMQCZQyTNq3sLpdFJdXc2ePXt2ZHhu9xmXL1/Gx8fHTaKsoaGB+Ph4fvWrX1FYWOhGSPHx8WH//v20tLRsq/6Sk5PDq6++yv79+zl8+LAY6PZmAZbvVbvdjlqtJigoSDg71NbW4u/vT2Fh4Y7rzMTEhFfD+pvBYDAQEBCwq2siawVvzNRLSkqYnJwkIiICp9PJL3/5Sx555BEuX74sSqeZmZlu40xOp9Ojl9je3o6vry8lJSVcunRJCIN0dXVRUFDgMQ8tSRJKpZLu7u5d96RVKtWmpJrbFV+YjA/Wyx4hISFER0ezvLzM6OioaPyura3R2dnppoSwvLzMG2+8QUFBAVevXuV73/sera2t2Gw2VCoVZWVlDA0NodFo0Ol0+Pn5iR3jjazR+fl5Xn31VWZnZzl58uSO6vDXr1/nwIEDos8wOTmJJEmiT9fV1QXAvn37aG5uZnFxUcxXSZKExWJBo9EwOzuLWq0WQ6sXL15Er9cTExPDPffcI9ydJUmio6ODjIwMjh075vYgVVVVodFocDqdzMzMEB0dLbJjeU5yZmaG2dlZEWyTkpJuStn/i4y1tTV6e3tFIJQZet4Gwp6eHvz9/UW/azeYmJhgeHhYaC7Kc2mwvplRq9X4+fkxNDREenr6rscNZmZm6OvrE8PTNwOHw8GVK1fEkLRc1urs7GRsbIzZ2VlBltgMQ0NDYj5ThqzJaTabiY+PJzU1lcuXL4uZvt2MLblcLhoaGjh48CDNzc1urgNGo5H29vZNneHht87l4N3w+saMz+FwcPXqVQwGg5gf9hZ1dXVb+mza7XZRtu3t7eUP//APee211/jGN74h3iuL8F+6dImKigpx7ltaWggKCsJqtWIwGAgODkaSJHx8fDZtT8hjF7AeRG/GHuuLJF12W2R8m8Vef39/TCaTW4kxMzOT+vp6oqOjCQ0NxWQyue3wUlNTxRyNy+XiH/7hHzhx4gQffvgh3//+91EoFDidTrebzGAwCO0+uYcls7s2IjIyku985zu4XC5+9atf8Zd/+ZdkZmbypS99adMd4pEjR7h06RKnTp0SqgaNjY0i8IWHh9PZ2Ul1dTWFhYWEhobS0tJCVlYWQUFB5Ofni7r8lStXeOmll8Que2N5ac+ePSwtLdHa2soTTzyB3W6nra0Np9PJwsICBoOB5eVlseCVlZUxOTmJw+EQun1+fn6kp6cTGxtLQ0MDJSUlLC8vU11dTX5+/u+NrPJ5IygoyO3BXV1ddcsItwuEXV1dBAcHe0202gi5T71v3z56e3vdgt7k5CRzc3NCUPlmTGo7OztRKBRe+z9uBrvdztWrV0lPT0ehUIig193dzeXLl8nOzuZrX/vatgEjIyNDlNblzEKhUJCfny+e84WFBRQKBfPz87ueC1MqlWg0Gkwmk8heZAQGBnLo0CFsNptY4EtKSkSmODs7S3FxsVAh2Q4Gg8EtY5Z7kJt52m0H2Wdvq42IWq3m2LFjdHd3k5mZyYsvvijIN0VFRfj5+ZGSksL169fx8/MT12R+fh4fHx9GRkbw8fEhICCAmZkZysrKtrQyGxgYIDU1lUuXLvHQQw/t6nt8EaH6wQ9+8IPP+yAmJycJCwtzCzZKpZLFxUUP0srExASJiYkimNTX14vFJjg4mIWFBcxmM2+88QaVlZWcO3eO733veyI7Gx4eJjAwEKfTKWTIgoKCmJiYEDtEmVG52QOgUCjYv38/p06dwmw28/HHH3P9+nU0Gg2xsbFuSg4bj29qaoq6ujrsdjuTk5MEBQURExODRqOhtbWV4OBgzpw5w8rKinCXb2ho4MKFC9jtdhITE3n44Yc9mscDAwPMzMyQn59Pb28vs7OzYoYpNTWV/fv3o1QqhYTaysqKKD0lJibS1dWFXq9nYmKC2NhYsrOz6ezsxMfHh6KiIvr6+hgeHiYhIeEL3d+7Gfj5+YnB+sTERPz8/Ojs7GRiYoLJyUnW1taIjIyks7OT0NDQXQe91dVV6urqyM/PR61WMzg46FaxMBgMfPzxx2RmZlJaWrpr/VWHw8H169dJT0+/qSxUhs1mEyX5mZkZUcqrq6vj/PnzfPnLX6a8vNyr+2NtbY0PPviA0NBQSkpKSEpKEsFncHCQmZkZDh06JKoT4eHhuxpLiI2NpbGxUTic3wiVSkVSUhLx8fG0trYyOjpKYGAg3d3dHDx4kKmpqR2z6Z6eHnEOLBYLly9fJjY21qtS6kbIik47VRTkjb7D4eDcuXOUlZWxtrZGbm4uXV1dDA8Pk5ycLDbVWq0Wm82GzWbDaDRit9u59957t93AynOAt9Kbnpyc/MKot9wWga+/v5/s7Gy3m0aj0TA8POyxQ4mIiKC3t5fY2FgUCoXY3clssKioKF544QX27t3LJ598wvPPP+8WUHt6ekhJScFoNLK4uIjZbKakpITx8XGSk5NZW1vDaDR6Re9OTk6msrKSzMxMLl++zLlz55AkiaCgIFZWVhgcHGRlZQWtVktycrJgXDocDlHKkQ0ljUYj8/PzZGZm8umnn/LWW2+RnJzMww8/LLzKurq6iI+Px26309XVxfnz57FYLEJYNy8vj6SkJBISEkhISCAsLEyMY8iLd2JiIhEREfT39zM+Pi7kwSJn2OdAAAAgAElEQVQiIpienmZ0dFSURAYGBigtLSUuLo6GhgbW1tZ+b+outyNuDIRqtZp3330Xq9WKJEkYjUYiIiK8Wvz6+/sxGAwcOnRIeEPKZXa5F1ddXc03vvENj16xN5ienqatrY3Kyspdi4lvhNVqpbq6mmPHjtHc3MyhQ4eEhVd9fT3f/e53d+wX2mw2mpqaGB8fJzExkSNHjtDX1+cWjOvr6wkLCxOjH5OTkxw6dAitVktYWJjXwU+hUIg5wu2CvVKpJCEhgaSkJK5duyZm8BYWFnZcvCcnJ0lMTBQC9RkZGTgcjl21BhwOhxCr8AYBAQFkZmZiMBhoaGhAo9EQGhrK0tISc3NzxMTEiKpScHCwID7l5OQIG7XtMDExQUtLi1fuNltBnnn+fduQ3Qxui1IneJJblErlpiXQgIAANx+u3NxcqqurxYL8ySefUFRUxJtvvslf//Vfe+gSrq6uEhYWxvDwMOPj4zz44IPCQRpwE572FvHx8Tz44IOMjo5y8eJF3n33XXJzczl+/DgVFRVcvHiR5uZmVldXeeCBBzbdealUKv7lX/6F+fl5nnvuOZ588kna29tpbm4mODhY9DRnZmZEoHviiSe8usluPLeyA/pGzM3NsbS0hFKpxOVy0dHRQUhICD/96U+59957OXz4MHNzc1RXV5OZmXlTc1//1jA8PMyJEyfEQrm0tCTYdbDu0H3jhs7pdFJbW0tGRgY5OTlMTU1hMBgoKytDkiRaW1uxWCyYTCa++c1v3tQi1NHR4UE+uRlYLBZqa2s5efIkV65c4fjx4ywtLYlg/+d//ufbvn9ycpKxsTHUarWHZFdBQQEtLS3k5uZSW1tLRUXFpqbAR44cobq62iuNURl5eXnU1dVx4sSJHV+rUCiIjY0lLCyMyclJ2tvbhWP7dpAkiStXrnDixAlaW1t3LZx+49iTN5B9Sk+cOMGrr77K5OQk6rRS/mYgmLX+aRIvf8qZNAWO0fU144EHHvAqA1tZWcHpdBISEnJLVZ3MzEy6urpu2XXk94HbJvDtBmFhYSwuLgpWUnZ2thDWnZmZobOzkx/+8If09fV5XHiz2UxgYCCrq6solUoCAgKor6+nvLxcDNF7c/FvdEyIi4vj4MGDVFRUoNPpuHjxIq+//jpKpZIzZ85gsVgwR2Rz74u1zJhcpIT78907smCinampKdLS0viTP/kTpqameP/998nIyCA8PFzYFB08eJCysjLefPNNoqOjvVrUbDab18zMqKgoN1JCWVkZg4ODRERE8M4772Cz2UhPTxfGvDK9+ovslHAraGlpIT4+3m0DEBYW5taXujEQ2u12nE6n6LeOj4+zsLBAcXExvb29zM/PU1RURGNjo4cjtzew2+3U1NSwf//+W56nMplMNDQ0cOLECRobGyktLaWnp4fa2lpCQkJ46qmnNn2fJEm0tbVhtVqJj4+noqJi09eFh4fT09PDRx99xEMPPbTtd62srNx18AsPD9+UWb0ZXC4XPj4+5OXlYTKZWFlZQafTiWH4jVhZWSE4OJhr165x5MgREcx3c61k7dmbldrLzMzk+eef58/++h+5PDiGk/XN78iChR8vuPiD+DiefOhur42XZVPeWymHw2/lJb8I+EIGvj179og5FlgfE6itrWViYoKxsTGeeuop0tPTiYqKcnudDJm5t7GWrVAots32Ngt08iJns9no6OhgamoKWL8xv/WtbwHrM4IXL15EO2nlU/MqDtbr+YOzRv707RaeypG461/V+uXF9I//+I8F61MmW3R0dHDu3DlOnTqFXq/36jx1dXXd9KyWUqkUw9fl5eUYDAY6Ojqorq5meXlZHG9OTg533nnn/6/6f01NTSQnJ++4qG4MhDJJRq1W09zczNTUlFhsZbX+3NxctFothYWFu5Z4k615jh49estziUajkcbGRo4fPy6swi5duiQstDaOWchYWlqir68PgMLCwh03RO3t7URGRuLv78/S0pIbtX6zDVtlZSU1NTXk5eXtKFYBkJKSwuDgoFeBz+FwuFVOsrKyyMrKYmxsjNraWmJiYsRa0d/fj81m85Ai2w05vrm5edfZ3o0ICgpiOLQQ5w0SjA6UaK3xXgc9WL93SkpKMBgMt3RMXyR87oFvN1nJRsgyYLIzQXd3N/39/fzZn/2ZWLCDg4NJSkoSTE/ZRqShoYEzZ84wMDAgGFo3ZnsGg8Et0MXGxrrt5uVaOyBm327cwUmSRHh4OMeOHeMffzmIA/eHwyEpubwQyJ9vQgHet28fMzMzXLt2jby8PBYWFnjggQeE07w3cmMOh+Mzm8WTVWdqa2s5cuQIMTExjI6OotVq+d73vkdmZqY4B3v37v03mwnKHmje9jqNRiNarZaSkhJR4h4eHsZisYgRnNjYWIaHh9FqtRQUFHi1sG9EW1sbGo3GjQ16s1hdXaWlpYXjx48zPT3N5OQkOp2OQ4cOsbS05HGf9/f3i1GcrbK7jXA6nVRVVbFv3z6xOF+9etUte9pMoxPg8OHD1NTUsHfv3h09OWFdWWh8fHzHuTy9Xs8999yD2Wx2EwJITk4mOTmZ6elpamtrCQsLo7e3l7vuusutXWGz2TYt0271/eUe+q1ibNG86c8ndqHDK0kSs7OzJCUlfSaB7zaZjtsRn3vgGxgYELYlu8G+ffvo7u5m3759vPDCC5hMJk6cOOExOJyYmMjKygq/uN7FT2unGF8MITbQh4QJC+GsK61UVFRw/vx5YmJiBNU5NjbWjdrucrno6urCZDIJB/CAgAAkScLhcNDW1ubmnTc3N4fBYMDhcNDR0cG05hQoPGnLw3NrvP/++24Pp1qtJi0tjZiYGObn5/nggw/4d//u3xEZGcmxY8fo6uqioaGBuLi4LZlav4sbUO4bdXd3MzMzw/79+0lNTeXhhx+mqamJpqYmUlJSmJ6eFouaJEn/JlRfYH1IOzMz0+sy4uDgIIuLi269ppaWFvr6+igtLXW774eHh4H1vtjk5CSwPkIjjw9shDBTXjATqZH43+/M4cuFt+6duLKyQnt7O8eOHcNisfDee+/h7+/Pww8/zPDwMNnZ2QQGBmK1WoULQE5OjteybPPz83R0dHioLB05coTr16+L82QymbYMJHLwy83N3ZHlmpKSQk1NzZaBTz6PI3P+/M+xRr5WGMqZsgyP18XGxhIbG0tNTQ0Gg4HJyUmioqJQKBR80j3Nn//LHEuORVIuLnh4Xd4IuWz8WWAr0f2UCO9UpgDOnz/PnXfe+ZkczxcJn3vgM5vNXsuBbURwcDBra2v87Gc/Y2FhgWPHjnHXXXdRVVXlsfMdlyL4/r80YnMCKJk0unjurSb+IHaZnEALVqsVl8slDGhdLhezs7MMDw8zMjIiFp709HQCAgKIjIwkLi6O8PBwFAoFdrudnp4erFar0BQ1Go3o9XrUajVPP/00jR9NMb7iWf9OCFbj779OZU9PT6eoqAiFQsHw8DC//vWviY+Pp7CwkE8//RSFQkFWVhbJycmcOXOGV155hUcffXTT7KOvr++mdSJ3Ql5enjC1lG1sSktLKS0tFW4UVqsVHx8fIiIiCA8Pp6mpyW1jkJWVtevM5vNEfX09OTk5XmUaLpeL2tpaUlNT3crh77zzDsHBwcJ0VMb09DQrKysec2tzc3NuPcKoqCgGzP786S9ahPbqlBH+8/kBgoKCt11wd8LS0hJdXV0cOXIEk8nEX/3VX3Hy5EnuuOMO+vv7iYiIwGq1iqFpb2j4G9Hf3y82pzdCpVJRVFTkIcy+FQ4fPkxtbS179uzZMfhlZGSg0+k8KPqfdE9vMKVWMDhr5K8ur4vf37lJH1Gn0xEWFsbp06fJysqivr6elhkHf9u4isWuBCQGZ43CvHWza/FZZnsrKyvcn+Tgp/N4eG3+p7u9E0V3uVzMzMwINru3Wet28PPzE+IbtzM+d+WW7ab9d2I+/fjHP0an01FZWcnDDz8MrJctNroOA9zx/17ZdGcU5Frjj5PWFUv27t1LZGSkaG5LkkRAQIDYcW9ctOfn5zEYDOLnKpWK9PR0LBYLdXV16HQ6EhMTOXHiBKGhoQwODqKzBPLzAcW/Bt91+KrguxVhHEjQsLa2xtDQEHq9Hj8/PyRJ4uTJk+Ihkf+ubH65srKC2Wymo6ODyMhIod4eERFBTEwMPT09QvR7o6DxVv/feBts9/+N/5bZnwkJCSL4KhQKHA4H3d3d+Pv7ExMTw9jYGLCeIaelpSFJEuPj46ytrYnP0mg0pKWluTH/bjyO3eBW3nsj2tvbSU9P90qwfH5+Hr1eT35+vjAI7enpYWJiQoybbITJZGJwcNDNemYrLCws8L1qM3M2z4UzKyaIi9/ZnWO6jMXFRXp7ezl06BDDw8P8/d//Pc888ww5OTmMjIyI3nNSUtKu5bwkSaKuro6kpKQdqfsjIyO4XC4WFha8UgCpq6sjOzt70wx849qxme7kVmtCUrCKv73LfSM5PT0t5uEyMjJE++BP/nmGyTVPma6troVWq6W4uPiWAl9TU5MwuS4tLeV7L77F+TEVFp9gUiJ/q8PrDRobG7HZbBw+fJiuri6xsb8VmEwmhoaGbppb8PvC557x3Sxku5bQ0FA3pQFZySAlJUXM+Y3Oe97gAGZlgNDotNlsTE1NiQccEELQer1elDclSSI3N5fTp0+LxbWpqYn6+noWFxepqKjg+eefFw9Hf38/Bw4c4GxGBge2EIuWcfz4cfr7++nv7wd+Oyi7UcBW1nM8fPgw0dHRQhB5cnJSUOcnJibcvqccAEJDQ0lLS/tMNTjLy8vp6+vDZDK56TBWVFSwuLhId3c3X/rSl0TJuaenB1jXZdy3b58IwrIwtswKUygUxMfHf+4DsdXV1Tz88MNeqde0tbWRkpLCXXfdJf5vMpkoKCjg5MmTHgPu8oD5008/7dWxWK1Wlq5e3PR3I7OrNDY2eszCpqambjvHNz8/z8DAAAcPHuSf//mf6ezs5NlnnyUoKIgLFy4wPz/PI488clOzWSaTibq6Og4ePOjVgpqWlkZra6sgT+2EgwcPUl9fD7Bt+Tk3N1c4pLtcLjo7O9FvsSbMmCW3zfbMzAxKpZLi4mK0Wi2ZmZkMDg6ub35XHaDwzHr1CyaPn8lGsrea7XV2dnL8+HFKS0vXiVBRSsJNozz//PO7+hy5xywPvd9s5e1GBAQEiLXydsZtHfjUavWmhpJDQ0O89tprlJaWsnfvXo8eSHFxMRcvXiQ4OBij0UiM/3p580YESmYaGlr5wQ9+IFh0BoNBZCjj4+O0t7cTFxfndgwzMzOMjIxQW1vL9PQ0ycnJnDp1ioKCArdjkfs2cjZ2Oi+WcFPUllp5NTU1pKWlcf/99wPrC2NzczOvvfYagYGBHD16lLi4OI4dO0ZnZyezs7Pk5eVRVVUlRH2Xl5dJTk4mKirKY6FdWlqiu7vbzQ1dhr+//03v+GTZtCtXrnDw4EFR5ggPD6eyspLh4WGqqqooLi4WBAiZOehyufDz8yM/P99DwHh8fNzNqsnHx4fc3NxdORHcCrYSEL8RJpNJsDHDwsLo7+9ndnaWgoIChoaGiIyM9MiUZAsfb2bNAGHmmhoZuGmm4mtfpaFBT0FBgRBottls6PV6jMYtNn5mM3a7naKiIn7+858TGxvLvn37mJqawtfXl7CwMO655x6vju9GjI+PMz4+vuuxjL179/LGG2/gcDi8ChIVFRXU19cjSdKWTMaAgABqampYWVlBpVJhs9kIVthYwJM5u7E/trKyQlNTE5GRkWi1Wjo7O5mammJlZYWRkRECXNmsqTw3FZv12G5mbm8jzGYzdXV1ZGRkkJaWJkhWra2tNyU43tLSQkBAwI6i+/9W8bmWOufn51leXnYzWdwIg8EgvKpkGI1G/vRP/5RDhw7x+OOPY7FYhKccrPe2FhcXMRgMJCQkEBoayqgzlD95sxmr87df1U+l4L/elUrdO/9Afn4+WVlZBAQEEBsbS3Jy8pYPa2dnJ/X19SwsLJCXl0d2djZqtZr5+XmPYzcajWRmZqJUKomOjhYySTcGvsXFRdrb2zl06NCWNPaFhQWuXr3KwsIC2dnZHD16VAgPHzx4kIaGBo4cOYLFYuG1117jgQce2NWQuclkYmRkBJPJc7fq4+NDamrqjv0tSZKor68nISHBI+jKw9lOp9NDBNhisdDZ2SnmqQoKCjZd9Ox2O319fW4CBmFhYWRlZX2mxBk5KG3mD3cjhoaGmJub48CBA4yPj6PX68nOziYmJobm5mbi4+M31UesqqqitLTUqyDe3NxMSEgIWVlZN/Sm1qGUHFTSR5hxjMjISI4ePYrD4RD9r71793pkfTMzM/T397OwsEBtbS2RkZEsLy9z6tQp/P39hepLamqq156UMlpbWwkICLipHnNXVxcpKSnCzNZbNDQ0kJGRIYLfp59+SlBQEAqFQmS+9fX1zM3NERoaSvO0nX8a9MEh/fa+8VXB/3VfFimqZWw2G11dXdx5550EBgai0+m4dOkSOTk5SJLE8PAwemco/7KWiEP6bdanUSv58WMlbpWcjeLZNwN5E1FRUUFzczMul4v09HRGR0cxm80MDw/zta99zevPm5+fZ3Z2lpWVFaEW9FkKTH8RxKo/18DX1NREcXHxlk1ymREpZwIul4s/+qM/oqysjEcffVSQI2pqavD19cVut7Nnzx78/f25cuUK/f39wsdrShnND95vYdmpJtLXRWXQHEXR67p0lZWVtLe3s7a2RklJicdiZLFYuHDhgiC+FBQUbDtPZDAYMBgMQsFAbiIbDAba29vdbEtkIkhOTg6hoaEkJibuuNh2dHSg1WrXjT1PnxaD5k0GG6+2r6CfNxIfrOZsrob/7cGjtxwU7HY7o6OjLC0tefxOoVCQmJgoJORgPRhs1aexWq3CNXozNq/dbqe9vV2IaOfn529bZltcXESn07n187KysrwioWwGOegdOHBg2+xXdkdPTk7G39+fvr4+N0cL2X9xszmy5uZmUlJSdpy1MpvN1NfXu41CwDoxY6OLebl6EsVUJ8nJydhsNtbW1ggPDyc/P5/g4GDUarXI+uQNyejoKE1NTZhMJk6ePMnS0hKnTp1CkiQuXbrEyZMnRca4urq66fHJIsnysTkcDqqqqsjPz7/pAXp50VxeXkan0+3K3+3cuXP4+fkRERHBxMQEZ86cAdYzt4aGBmpra3nssccYGxtDoVDw69o+rq9EsKbwJy7Ih+Mhi/zxA4dJSkri0qVLxMTEYLFYWFpaYmZmhuDgYIKCgtDpdKSkpKwHj+A03htyoV8wEhes5v98sNCjx6bVaikqKrqpFkNrayuBgYHiWXn11Ve59957UalUjI2Nsby8zPT0tOA4eIOamhoOHjxIU1OTIFT9r8D3e4Q3J2jja77zne+QlJTEE088IWbvOjo6GBoa4r777mNlZYWWlhahgDE+Po6vr69YYKqrq6msrKS4uJiXXnqJw4cPY7fbxedLkkRLSwsWi4XS0lL0ej3Xr18XItGxsbE73sDz8/MMDw/vSNiRS5sbLWZWVlaYmJjAaDRuSc7w9fUlISGByMhIIVq7tLRE97KKc3NR2DfsYDU+Sr5d6Mcjh3N/Z70yl8vFxMQE09PTbj83mUz09PRw9OhR9uzZ46FAPz09zeDgIHv27NkyADidTjo6OoQPY35+/o4ZkiRJ6HQ6FhcXxc/8/f3Jzc3dsXQmSRJXr151K9duhtnZWXp6esjPz6e7u5uoqCj27Nkjfl9fX09mZuam36uvrw9/f/8dBa1HR0eZmpqioqJix42L0+nkxz/+MU6nk9jYWHx8fLBarayurpKQkEBcXBwKhYLCwkLa29v59a9/zczMDPfeey9nz551Y+feaKe1HSwWC3q9npWVFWF6WlRUJK61r68vKSkpXqutgPvzLpNdtqoISZJEd3e3W1AfGxsjNTWVsbExCgsL0Wq1TE1NkZqaSmJiIq+99poI1Hq9ntjYWCorKyktLaWxsZH09HTeeustSktLCQgIwGQyoVaraWtrIycnR2iIXrlyhT179gibo8bGRpxOp8cs481me3a7nerqagoKCkTmrtVqWVlZ4Y477hAaofL95K2N0OjoKCqViuXlZdLS0sQm+7MMVi0tLYLcdbvitg58n3RP84P3W5g1SwQ4TRSr9PzXbz6Ej48Po6Oj4uG02WxUV1ejUCjIzMwkPj4etVpNbm4ujY2NYrzh9ddfF47m/f39HD58mOnpabdjcDgcfPTRRzQ2NqJSqTh58iRRUVHk5eXtuAAtLy/T3d297U3Y2tpKQkICPT0925Y2t4LNZmNycpL5+XkRGB0OB89dmN6S7ff3DyQyOztLRUXFZ+42vh0kSeLixYuYzeZNA29wcDBWq1W4v2+3oZBJCXLjfO/evV6X4MxmM729vW5ySrLY9MZjvXLlCocPH942w2xvb8flcgnLrBsV+bcbsB4bG8NoNAoh5q3Q2NgoZh+9xdjYGJ9++ilms5nY2FhiYmIwGAz4+voKMeT+/n5aW1vZv38/3/72t0UlIyYmhtjYWMxms9cjGxvR19eH1Wr1YKZaLBbGxsYES/pG+Pr6kpqa6hYYb1wTWltbSUlJEYv/hfZxfni+kxmjk5hAFf/p7lweKElz+1ytVktzczOZmZnMzs4SGRmJJElMTU2xurrKI488wocffoi/vz8ZGRn4+vridDoZHh7G4XBQWFjI2toaCQkJonT9+uuvU1hYyPHjx3n55ZeFOk1BQQFqtZrGxkbCwsIIDw93y3ZvRolnenqa/v5+KisrxfOq1WpFeVOj0RAfH8/w8DAulwulUul1/1Amxm30E5QJep9V4JOz0N/VONVngds2JN/Yy7ChocqVwy+ud5Hlb8ZsNuN0OsnMzMRms2E2m/nud7/rkRHcyOiC9cxqz549jI2NiRtydHRUzMolJSVx3333ERcXx/T0NKurq7hcrm0NPE0mE21tbRw7dmzb72UwGDCZTBw/vj31XLYQMhgMbqUmORMcHx8X7DeFQsGibfPFanRuTZQof/aznxEfHy+a4Wq1mri4OKKjo38nAVGhUHD69Gn0ej2Tk5Me2YtMEvDx8RHu73JJx8/Pj4yMDLEjVSqVYmGVJImenh5WV1cFy3a7mUB/f38P4szk5KQgzrhcLlpaWnjssce2DHryqIrT6SQ4OJiKigqP++H69esUFhZuygCdn59nZmZm2wVK1scsKyvbtaNCcnIyCQkJ+Pr6otPp8PX1JScnh6qqKhQKBe3t7VRXV/PQQw9x6tQp2tvbWVhY4ODBg2RmZgoz5MHBQZRKJXl5eV5l13V1dSQnJ7tlvDI0Gs224hRWq5WxsTEGBwfFz7q7u8W/fX19SUtLo7q6mvDwcFpnXfyNdlmMBE2sOnn+/R40Gn9O58UiSRJVVVX09fWh1WpxOByC8S2Pk6ytrXHu3Dni4+MxGo309/cLT0CbzSb0V6emplhYWODo0aO88sorREdHc/r0ad566y1Onz4thJ03btaysrJoaGgQgc/lcuFwOHYV9Lq7u5EkyU2LVw56UVFR9PX1CVEI2dh3N5+9mTv8Rt3jzwKhoaFu7vC3Iz63jM/lctHa2rplDX+rOZtYjYv/+WAyubm5aDQaQaVPSkpiZWVlUy+pmpoaKioq+PnPf05hYSFdXV18/etfZ25ujp/+9KdERESQlJRETEwMCoWCffv2uS1eDoeDpqYmFArFpoO7NpuNqqqqbRlsLpeLmpoaVCqVWFzlQAyes3WwTtyIjIxkcnLSjXQie+1pNBrhnfefrhnRzXmeryi1nXeeKRa9p6GhISF67XQ6MRgMone5FYKCgkhISLglQ1qLxUJ9fb1gPm6GlZUVOjo6SE5OJjo6mpGRkU0ZiSqVitTUVCIiIpAkif7+frEJ2Ehw8AYul4vLly9TWVmJTqdbZ2hOWnmja40Zo4uUyACeLolAMdlJamoqpaWlHmVAuS9YWlq6acAym800NjZuKyw+MjLCzMwMBw4cuOmerCRJvPbaa+Tn5/Pee+8RExPD0aNHuXbtGg0NDTz66KOo1WrGxsYoKirCYrGgVCqZmJhgz549wrFDVimSs2t50d0Io9FIfX09hw4d+sxYtlarlb6+PgoKCoQj/fT0tDBVfm0hjYlVp8f7koJV/KB83XhVDsB2u53Q0FCUSiVKpZLs7Gza29s5cOAAzz77LEVFRUIZR7bk+cpXvkJ0dDS9vb2CHfvCCy9QVlYmZhqXlpYICQmhvLx80x6ZVqultLQUpVJJY2MjBQUFXgU+l8tFdXU1OTk5bizNjUEP4OWXX+aZZ55BoVC4iRvslK25XC5xvebm5lhZWREVhdbWVvbt2/eZjjnd7n2+zy3wDQ4OEhkZueVOI+e/XMDm8FyMVQqJvz28bs7Y2dlJUlKS2GHJoswBAQGEhIQQEhJCYGAgLpeLn35YzSvNC6w41UT5KzgRvky2vxmHw0FAQAC5ubk7DpfabDaam5vx8fERzESn08mlS5coLi5menrajXEI60FqeXmZgYEBCgoKcDgcaDQaSkpKPDKG1dVVBgYGcDqd4r0+Pj7k5OS4ES0mJycZHR0Vfn6ydNKNbD+NWskLZ4uwDDViMBg4fvw4OTk5OBwO6uvrSU5O9so8dW1tjcnJSVZWVrZ8jUKhICoqivj4+G0f9JaWFgIDA7ctg+j1esbGxigoKNi0nOlwONDr9SwsLHj8bnx8HB8fH6Kjo0lNTd2W2ep0OoXdjnzdNzuPPrj4dqGGY5lhZGZmuqmFyCXSgwcPbhoA5MB66tSpTQOaJElotVqio6M95PZ2i5GREfr7+6mvr+epp57i2rVrdHR0APDVr36VtbU17HY7CQkJvP3228IaSTYpNhqNJCQkePjKDQ0NCdayXB3YLIO/FUiSxPnz5wkNDUWj0QivPBnLy8uU/qiKTZYE1Er44PF07KFJ818AACAASURBVHY7kiRRVFTkNoZw5MgRmpubiYiIoLu7m5SUFHQ6HampqUxNTeF0OomPjyc6OpqQkBD27t3L8vIyL7/8Mt/61rfo7u4mISGBy5cv89BDD9HT00NwcDBRUVFi/ZIXeqvVSk9PDwUFBSLQ7ITFxUXBot0YfG4MejqdjoGBAe6++27xN2XsFGQ2llwbGhoEm3PjsX+WuN0D3+dW6lxaWtp2hiQ5zH/TDCY9Opj09Chqamo8Gqh+fn4kJycLI9ipqSnW1taoHzfxd9pV7NK/zuqZ4B1LCA/FSewPlxgaGiIvL4+2tjbxWbIAttVqxW634+/vj1KpFMSBV155BbVazfLyMuXl5ayurpKRkeGx+PX19eHj48OpU6eA9cxHp9MxNzfn4bIQFBS0JZVf/qzFxUXi4+M9HqjTebG88GiJG9tPDMjvewCXy8VvfvMbwVisrKxkZGREZMPblXGDgoJ2rNdLksTc3By9vb2CjLIZ1Go1ZrNZ2LpsVmJNSUkhJSWFtrY2LBYLBw4ccHudj48PGRkZm/bASkpKhMedVqtlYWFBzHjFxsYSFRUlxmOuXr3KiRMn3L77//PPPW5BD9YV7y9M+fLds2UMDQ0xNDSEJEm4XC7a29t57LHHtsx6rl27tqUR6NraGo2NjRw4cOCm5aKcTietra3CCPXOO+8kNjaW69evC3Zs1ok/4NsfTjJjchKpgaPBtTx44gRxcXH8+te/Jisri6NHjxITE8PExAS1tbX4+flRVFSEUql0O9eXLl1iaWmJ5ORkurq6yMvLu+kyuczattvtKBQKQkJC3FoFkiSJe767uxtfWwAOH8+qQ1KYP3Nzc24C32NjY+J5+ulPf0plZSVlZWX09vbi5+fH6OgoBQUF+Pn5iSrI6dOn8fPzQ6fTceHCBb7zne+gVCqx2+1cuXKF06dP09bWRkVFBY2NjW5lXKVSidPpxM/PD6vV6rX82sDAAGtrax6jGzcGPYfDwfT0tJs8obxG7QQ5s5c3pF90zdzPAp9b4Nvp5OfZ+9ErE7HfoEP3aK4GhULBN7/5TY/35Ofnc+7cObed88rKCn9ft4Bdcl+Y7C4FVauRPHwoisHBQeESIffQ5JsqPDwclUrlJq8lD1zX1tai0WjQ6XQolUqxyML6TSkPvysUCvR6PYGBgQQEBNDf38+JEycoKyvb8TzI/SebzcaePXs27aXIOJ0Xu6Veo1Kp5O6778bpdHLt2jVefvllCgoKKC8vF5JSu3GQvhEKhYLo6OgdXQvsdjsGgwGLxcLLL79MRkbGpqXPoKAg0tPT8ff3p66ujsjIyG2/+8bvKTukb+ynTUxMMD4+zuDgIG1tbUxNTVFaWkpLS4t4TWBgIGMLmyve6xdMgjwF6wHn8uXLnD17lsHBQTfiTGxsLElJSdTX11NaWrrpRkbOonYzq7YRs7OzDA0NoVKpKCwsdMsUHA4HFy5c4K677sKVsJ+/uDiG3bV+n00Z4T1zBHtWfWlpucDZs2dRqVRcvnyZ4OBg/j/23jy67fO68/5gJUhwAfd930VSIimKojZrsWVJtmRZtutY8ZY4dp32eJqm70zSTptO0maSdDqd6Zt5nSaOY1uN18Sy7NiyLVkLtZDivoIESXDfwR0gQADENn9wfk8EkZSVxFvf6T2Hx4eiAfwAPL/nPvfe77J9+3a2bduGw+Ggrq4Or9cruihXr16luLhYVLw2m03YLcnlcgoLCz9W4cVqtYo5nkRXkTbkuro6P5SmTCbD4XAIAMef7U7lH6tm8fDbRKtWwMOFWm677bdoyubmZoxGI/Hx8SgUCp5++mmmpqb45S9/idvtxmKxcP/991NZWSkORPHx8QQEBFBbW4vRaOSZZ54Rz1dfX8+OHTsICwsjICBgTcR1cnLyisBAaioxMTHo9fqbVjzXS7ndOAe9MelJn83WrVtpaWkRj5+amiI/P39NQYrro7m5WaBKJYeaTzskzeLPEkz3u8Tnlvhu1mF96aWX2JYSzJHizfy3M90Mzy2REKImzlTDsfKvr8sRknhFZWVlVFdX09nZSXBwMHZ5GHhW90hMtpWWYnp6umhPBAQEEBMTQ2Rk5E2roMuXL/Pkk08SFBTE4uIi7e3tBAYGolQqBVRf2pASExNRKpWYzWZhgDs9Pc309PSqz0NKhA6Hg56eHuGLp1KpGBsbY3FxkdDQUEJCQn4vuLCEVL3tttu4du0aJ06cIC8vD7fbTVVVFVu3bv1UYcgqlUrYvWzduhW9Xi/AFNfH9e1VtVrN8PAwV69e9Wtt32p7FRDJ0Ol0cvr0aUpKSvD5fMIlHVZazeHqPkz21YeRmEAZi4uLhISE4Ha7qaysZO/evUJg+fqYmJjg9ddfJzw8nK6uLhQKBbm5uWi1WkHyj4+PXyVK/XHh8/no6OjAZrMRHR29Cjrvdrv59a9/jd1u55vf/CZGo5Fn66dF0pPC5YWfXpvgxwdXDgaDg4McO3aM/v5+3nvvPRISEqioqKCiogKfz8eVK1fQ6/UcOHDAr82r1WrF5u7xeNDr9SwvL+Pz+cjJyREHGpPJxNDQkHiMNMf0eDx0dXWJ+XVXVxfHjh0jJCSE/v5+ISEozc/7+/s5HG7isjmCRV8AoXInXy2N4MlDK5+D0WikoaGB8PBw9u7dS1pamnC6MJvNGAwG/uRP/oSZmRna2toYHBzkscceY2RkBJ/PxwcffADAI488It7jhQsXCAoKoqysjJqaGrZu3YrJZFrFz4yKiqKxsZHU1FTm5uZuCray2WyC4nBjp2CtpDc2NkZcXJzffiRpBUv3wHoxMzNDRESE2Fc6OjqEhu+nGddTS76I8bnN+NbrAb///vsMDg7y1FNPiVPsyMgIIyMj6HQ62tvb+dKXvrTmc9psNl544QWWlpbYv3+/aDWsB5SRxGQbGhrQarXExsYSGBjI9PQ0MzMz6wI+2traiI2NFYPuiIgI1Go1TqeT3t5ewsLCOHbs2Lrv/WbyRSaTiYGBAQIDA1dJoEncLIvFIlBlNybM62O9vymVSjEDDQoKoqWlhe7ubtLS0oQqxB86b/pdQlKg2bZt28cmXaPRyNTUFGVlZUIxZ2Ji4mPbq3FxcYSEhFBbW+tnpDo3NydQhSMjIzijcvju2WE/xfsApYynNijYmR4muJ7Xg5zkcjkpKSlERkYik8no6+tDJpOJ9qDH46G7uxuTyUR3dzcFBQXExsaSlZV1Sydim82GXq8HVuy41gLQjI+P884775CXl0diYiI5OTn09vZy4BddeFi9NtQKGa1/vZe6ujoKCwvp6ekhPDyc3NxcmpqaMBgMpKWlCUDTxo0bmZycZGBgQHDX1rt2icYyNjaGTCYjJyeHbdu24Xa7MRgMAjQjl8vJy8vz45KlpqbS09NDeno6ZrOZ1tZWKioq6OvrY3x8XHDm+vv7+au/+itOnDjBxo0bkcvlOBwOMjMzRbU9Pj5ObGwsCQkJIgEODg4yNzeHXC6nvLyc5eVlAgICeP/997nzzjv9DhPj4+O8+uqrPPHEEwQGBtLV1UVJScmqGZkUkuVQTU0NKpVqVSUOK+hxk8m05uPXSnoSUlUCRkl7R2Njo0CVbty4cd1D+o0C3Wtd+6c1j/siz/k+l4rPZrOtOdNobGxEr9fzzDPPiAVTX19PRESE+PKmp6c5d+4cd9xxh9/jmpub0Wg0fO1rX6O9vd2vv/6XB/PXBH5cb9+Rn58vFok0YwIE/0cSfu7s7BSgkPT0dKHqsLS0RFdXF0lJSahUKn7xi1+g0+n8TjwhISHExsauWe329vYyPT1NTEzMumTXgIAAAgICfifU4lrhcrlE8pRI/vn5+XR1dTE8PExDQwNqtXrNRHR9MlUoFCKBhoaG/s6cRCmkCvvatWtkZWXdFJCSnZ1NVlYWDQ0NKJVKiouLb6m9Ojg4yDvvvENJSQmNjY1+f5fJZLS0tJCens7UWDuPZWl53WDHrtCiU7p5vFjHn92/Vzhv/Mmf/InfYcLj8TAyMsLg4CAzMzNifi2Bb+Li4sRh4+tf/zqwUoE0NzeLtjqsIFKv72YMDAwwNTWFVqulvLx83bb4hQsXGB8fZ+fOnchkMqFUAit6tBbZagUandKNzWZj9+7dtLS0CA7alStXKCkpoaioiBdffBG3201ZWRkej4e4uDji4uJwOp3U19f7UUk8Ho8fErS0tJS9e/fS2dnJ6OgoL730kmiHrtXil3RkpXZrdXU1JpOJ2NhYpqenxbofHx8nNzcXpVLJ66+/LlqPSqWS3NxcQUE6efIkTz/9NJmZmUIXNiEhAbvdjslk4qmnnmJqaoq4uDj+8R//cVXSc7lcNDc3k5iYSEREBNeuXbslEnpTU5MAyd0oT9jU1ERYWNgtJz1AzIBvDKm9fDOa1dDQ0MeC1/6tGMd+0vG5VHxrwWdHRkb4+c9/zp//+Z8TERHB4uKiIFXeeMI9efKkOBkuLS2xYcMGv1NNY2OjIJZK8VGnif/yViNTS17SokP8nBHa2trIzc1lYmKCoaEhgoKC/Pr4CQkJJCQkCPL5jaKwksHmjais6elpjEYjsbGxZGRkYLVaMZlM1NTUkJeXJ6D4TqeTpKQkvzaSSqUiJiaG6Ojoz1QBweVy0dTUJKDbRUVFqyxdpHC73X4VqNPpFH+7cWO70ebo+pDL5YSEhBAaGipcoG/Fpsdms4nv5GYVqs1mo7GxkV27Vsu3SVSUHTt24HK5ePfdd8V8VrIU2rFjB9HR0bjdbpHE9u/fvyrRm81murq6/DZQr9fLe++9h0KhWLVuJD5WamoqCoVCwPclZG9aWho7duxY90CxtLTE66+/TmhoqNA5zcrKoqCgAIPBwLvvvkufI4hz9hRQ/PY5VDIfD6c7SVMtkpeXR0VFBZOTk0LUoaamBoPBwKOPPsry8jItLS2YTCYyMjIoLS0Vn6Hdbufdd99lcXGRyMhIbr/9dvr6+sTMSaFQsGHDBj/6h8ViEVw0lUpFQUEBra2tDAwMCHH26upqBgYGyMzMZNu2bczOzlJfX4/VakWlUhEfH4/T6SQ3NxeTyURlZSUPPfQQGo1GHCB1Op3gyp4+fZrh4WEefPBBXnvtNcrLy9FoNBiNRsGFO3z4sJ+wQGVlJT6fj+DgYAoKCujp6aG4uBi73S4Q2jdGfX09LpdL3C+1tbVs3bpVCGyUlpauqWKzXtKbnZ3FZDL5jQGur/gkHMJ63aMbqz2TyYTD4fA7jEuo1t/VbupW4otc8X0uie/GD8ThcPC3f/u3/MVf/AVxcXH09vaysLCw5oem1+upqamhurqab3/722sCHtxu95pi0PX19fT09Ahx6+7ubpaXl7HZbMzMzJCRkcH09LSwlbnxdXU63aoF0tXVhdPpZNOmTeu+38nJSfr7+0lISCAtLY1r166JzWPTpk1rIgKXl5fFHPB64IQUN27gkg/fJ2EmKb2+1PKy2+3s27fvYxVHft/weDx+CXRqagqj0cimTZv8kv567dypqSkmJibIysoSfMPQ0FA0Gg02m43m5uY1OXTz8/O0t7eLhNja2ipkoAwGA3feeSc//OEPOXjwIFevXuXOO+8kKCgIrVZLdXU1hYWF4rQtaYxKm5BKpUKr1TI8PMz27dvXlQCbm5tjeHgYk8nExMSEmOkqlUoUCgVOpxOFQiEOYrGxsURGRnL69GmamprYt28fQUFBJCYmkp6ejtVq5dVXX8Xr9ZKQkMDLL79M8d2P8la/F7NbSWpUMEdTfWQHObDZbERERDAxMcFdd91FSEgIb731FkFBQezcuZO2tjby8/OJiopicnKSrq4u0b7Mzs5GLpeLWd3c3Bwmk4msrKyPRQlL0dbWRlNTE9nZ2fT29lJRUUFnZyeDg4N86UtfIiEhAZPJxE9/+lPS0tLIzMxEpVKxdetWkQBeeukl3G43breb22+/nYCAABYWFoRy07lz5+jr6+OBBx7g1KlTHD9+HIPBQExMDH/zN3/D97//fc6cOcOOHTvE7Ku1tZWZmRkKCwuFkH5FRYXgzq3X5n355Zd54IEHxHc9OTnJ8PCwSIZrrd/1kh6sCCLcuG5vTHywNpWho6ODxMREv1nj9Wot1z/fzfSS/5D4Iie+L4Ryy/e+9z2eeuopYmNjqaqqIjU1dZWM2MmTJ7FarWRmZvLkk0/yxBNP8JOf/ITExMRVFaFSqRRcOFjZ4CQYend3N9euXSM4OJi8vDyBQpMW9NzcnFB6kaK7u5vg4GC/pCcR0iWJtJuF1CLS6/U899xzOBwOnnnmmZsuNrVaLQAZHxder5eFhQWGh4fXdFe4MQIDA4mNjSU8PHzda1Cr1VRUVFBaWkpTUxNnz56lra2NgoKCT3w4rlAo0Ol0fjfp3r0rrcW4uLhbPo22tbUxNDREdna2UKDv7e0VvK7rY3JyUjhsNDU1ifmTZKI7MTGB1+tlenqa0dFRvvvd71JTUyP0LvPy8mhpaeHYsWNER0dz4cIF/viP/9gPRNDd3U18fLyYz90YUhtdoovceOCyWq0MDg5it9uF9FdVVRV1dXVERUVx7NgxZmZmSExMJC0tjbffflsc4NRqNa+//jpHjhxhz55iMjXVxMTEsH17BQEBAVRWVhISEsLo6Chbtmzho48+wmaziQ2+r6+PXbt20dnZyZUrV0hMTBToZpfLRW1trVA4ur7L4XK5xPxpPYf00dFRhoaGyMvLE5WT0WjkV7/6FT6fjwMHDrC8vMxLL73E9PQ0x48fF16X16vtvPfeeyQlJYnRhlKpFAcgg8FAVVUVarWa4uJiOjs7RZdleHiY5uZmvvWtb2GxWFhaWhICCJLtUFJSEqOjo4L3er3AxFr3jM/nY3l52e+AIyFvH3rooTW//5slvfb2diEosFYsLS0J4+wbw+v1YrFYVt2na9U4672fTypulXLxWcfnXvH96Ec/EkLGHR0dfvqVfX19XLx4EblcztGjR1ehOa1WKydOnODpp59GqVQKKa/JyUlMJhMKhYLo6Gh0Oh0ZGRkMDQ3R2dlJWlraqkVx/TVVV1cLV4e+vj68Xq8f5Hh2dlZc662oHQwMDDA5OUlkZCQ5OTmcPn2a8PBw0tLSPhejVZvNxvT0tB/9Ata+MaTPMDQ0lMuXLzMwMEBRURGhoaGUlJR86ou6t7cXi8Vyyyr9breb+vp6Aadeq03b1dUF4FfBSnxGm83GyMiIaH/+5V/+JU899RRWq5WIiAjRlpYqnbNnzzIxMUFpaSm5ubkEBATQ3t5OXFwcsbGxaLVaPzEFmWwFHdrR0SEUeKRK9/qw2+309/eL3zdt2kRsbCxvv/02e/bsITMzk7Nnz+LxeDAajcIl3uVyER4ejslkIi0tjSNHjjA7O0tJSQmXLl0CwBWTz48+NDA0ayNWq2B/9BKZGhvh4eFER0ejVqux2+3U19cTGBgoJLwyMjLYu3cvSqWS9vZ2RkdHCQpaMXNei1PZ3d3N3NycWPdmsxm9Xi8SNaxU+88//zwLCwvs2rWL5ORk2tra6OjooLS0lOHhFY9BrVZLfn4+DQ0NZGZm8oMf/IAvf/nLlJSU4PV6+clPfoLX6+XrX/86p0+fJikpibS0NPR6PVarle3btwveakpKCrm5uSQmJhISEsIPfvAD7r77bhQKhZjL3nbbbdTX1wvhaWk9NTU1rVnFSMIWkvFvVVUV+fn5jI+Pk5OTc0voTSlsNhtdXV1rtjAbGxspLS3ljTfe4N57712TNvGTd65ystfFyIKDlPBAvn0wn705kbS2tq56zk+zKhsZGRHAsi9afOYV3/Wb6wsvvEB2djY6nY6JiQl2796Nz+fj1KlTzM3NkZiYKOR5bgyPx8Po6ChpaWl873vf48iRI8jlcpKSkkQ5L+keSiGpn3xcVSS1EmJiYlheXvar/gwGAy6X62M1OX0+H+3t7SwtLZGamupHOI+Li2Pz5s3iRszIyPhMF4dWq0Wr1YrN52bhdruZmZlhcHCQuLg4dDodH374IVqtlpaWFoHMk1qSYWFhxMbGEhIS8okkxaysLCwWC5WVlZSXl3+sUa5kVltXV4dWq2V8fNzvcNHY2Ch4dlIsLCwQFhaGQqGgu7ubsrIyLl68iN1u57777sNsNpOXl0d5ebmY1VyP6JTJZMjlcjFLLCoqEpJXS0tLAkTU3d3NwsKCEEeWyWSMjY0JgMvo6KjQZdVoNEIYXZKb6unp4c4772RxcZGTJ08ik8no7OwkJiaGw4cPi8q5ubmZhYUF5ubm+PnPfy4qYJlMxtnOSU6ZbIIfO7bo4WWrmq/mKJGbzVy5coWUlBQ/SkJMTAz33HMP/f39Ym5VVFREQUEBDQ0NGI1GxsfHSUtL8/tcpTHE5OQkzz33HMHBwfzRH/2RH3CtpqaGffv2cfLkSeRyOS0tLeTl5XH33XdTVVXFV77yFc6fPy8UcCorK0lKSuL+++8X+quSsMTS0hLvvvsuRUVFxMTE0NnZyfDwMIcOHWJoaIiuri4CAwM5evQoDQ0NQhUoOTkZhULBqVOn2Ldvn9g/lpaW/KgA62ld+nw+4egiOcLv2LEDhUJBVFSU4OBJcbOkBytJVBLWXyump6cJDg5Go9GsusdOtwz76Zn2Ttv4D6838RdbdTx+x61bPH0SkZSURGNj478nPliBCCcmJvLBBx8Io9aYmBicTifPP/88AIcOHfJr8dntdnp6evyImgqFgqysLPLy8khKSqKvr4/77rvP77UkNQVp3qDRaG4Ke5ciICCAmZkZfD6fuAkkLb2srKybtjYlcIjX66WoqOimYsNpaWmkpaXR19dHdXU12dnZH4tQ/KxDqVSKVq0UO3fuZGBggA8++EC4EywvL7Np0ybcbjeTk5MYjcaPRYxJnMmoqKibzoRCQ0PZvXs39fX1xMTE3DRhz87OrsD4/0/bsL+/X7i/S9qJN8rkdXR0sGPHDvG7yWRifn6eLVu20NfXh8ViISoqiunpacrLywUHq7Ozk/j4eBITE7l27Rrd3d08/fTTAEJE2+1243Q60Wq1bN++3e/7tVqtGAwG8Tnt3r17VWvQ7Xbz6quvkpSUxNGjRwViU1IEuv322zEajeh0OsbHx2lpaaGnp4e0tDTsdrs4tLW3t7O4uMj7tjxcN3zUbp+MVzuXuC+gi4qKCoKCgti+fTsWi4X+/n7m5+e5fPky27eveNVdu3aNmJgYsrKy2Lx5M3a7nebmZgwGA/39/WRlZRETE4PP56O1tRWn08njjz+Oz+ejoaGB8fFxZmZmhPGzpG9pt9vZu3cvAQEBjI6OotPpcLlceL1e7HY7AQEBhIeHk5+fT0dHB16vlw0bNmAwGETbvtHk4n9292Oy9RKmdPHlDSsz31deeYVHH30Um82Gw+HA6XQKBKokcp+YmEhnZyelpaVCZvDLX/6ykCGcm5sjMzNT/C59by0tLeTm5or3/+CDD/oBvaqHFvmrKxcZXbATpYFndiWzITBwlQ6tz+ejt7eXhISENTVqfT4fdrtdjF4WFxex2Wx+Ivbff1cvkp4UDpeXf20188d331xc4JOOL2KLU4rPrNX5UaeJH31oYHjWRmywkqTZRp659zbMZjMTExPExMRw5MgR5ubmGBgY8HtsYGAg2dnZN4XLf/TRR6jVaj/XA8lFWToZOhwOoexy45D3+pJ/ZmaGoaEhnE4n27dvZ3Z2Fr1ez/bt29dtbS4sLGAwGFCpVJSUlNx0I1+vvdDT08PMzAx5eXlrzka+aCFxjEZHR8UGa7fb153t3BgOh0NwJq+fya4VcrmcyMhI7HY7FotlTTFnqTK98bN1OBxCoFyaYUkxNDSEXC4XMmanT58mMTGRtrY2HnvsMaqrqzl//jzf+c53BAequ7tbCAlkZWWJqj0qKoqrV69SXl6O1WoV3mdBQUFYrVbBC5XWhlarJS8vb90Zy/DwMO+++y7Hjh0TVeurr77KyMgIDzzwADqdDr1ez44dO2hqasLj8XDmzBn27t2L3W5n//79fuvQ4/GQ97cf4lqDnurzuAj8zV8il8tFBRoREUFycjI+nw+n0ylALTqdDrPZzPz8PImJieKesNlszM7OihmTNSyd0cgyrAQQIl9ma8AkmtkexsfHUalUKBQKEhISsFqtpKWlie8AVtrR6enp1NXVER8fT2pqKtXV1ULebWhoiKysLC5evMji4iJlZWXoF+ScsyXjvkHZpWSphYNFCeTk5GCxWEhJSUGv11NYWAjAK6+8ImQHx8bGKC0tZXp6GrVa7TcSaWtrWxPNKdFSYmJixIzR6XSyvLxM4+QyL/bI/ZzelTIvh0InSJb7Gzu73W7RxVorJFF5QACdDAaDuNcWFha4HH8/yFfXMyo5GP/r3av+/dMGoHxRAS6fScV3o/DvqMXNhKqIlyvbOFSUKJQvGhsbiYiIuCk5dr3Yv38/r7/+ut+CllzZpVCpVEIX8EY5Hak6XFxcpK+vj61bt2IwGKipqUGr1a5rIzQyMsLY2BhhYWG3bAa5XuTk5JCTk4PBYKC7u5sNGzb8Tiaen3XIZDJ27drF1NQULS0tqFQqeu1BfOu5BiYXXSSEBfA3h4vWlVHTaDRCxeXjwuv1Mjs7i9VqZXl5meeee47c3FxRUUuoQmkOFBwcTGxsLB6PB4PBwNNPP43T6aS6upq4uDghPTY6Oiqqvfr6etRqNYWFhXR0dAAr7XHppA2/pSBUV1dzzz33cOXKFXEg8vl8REZG8sYbb1BQUEBFRQWLi4tipiiXy1GpVCwvLyOTyYiIiFh3nZ85c4bZ2Vm+/vWvo1AoGB8f57nnnqOgoIBvfetbdHd3MzY2xu7du6mpqSE8PJxXXnlFiCgfPXoUhULBxMQEo6Oj4vUTwzQMzjtWvZ7Wa+fosWMiUS8uLgpO4PLyMsHBwSwsLNDa2kpoaKgg63d0dJCcnMzhw4cpKSkR9JCuRRUnjAohBLDg1XDekcL+aDnffvRRxsbG90yb+wAAIABJREFUsFqtAoQUHR1NWloaKpWKrq4uIiMjUavVbNmyhczMTOFzmZuby9LSEkajkdbWVlQqFcXFxSwuLnLVkoFbcYNzigf0igw2DPdQU1NDYmIi9fX1jIyM0NrayvLyMpcuXRIJxO12c+bMGcxmM4WFhbzzzjv4fD4hWXjy5Ek/7uXs7Cwul4uYmBhUKhULCwuCgiSXy7kWcQdutb+Ki9snp1OVzf/7zd1+339VVRXbtm0T/+Z0OhkaGhLzX7fbzcDAgNjTNmzYQFxcHOHh4UJ2MTLAx+waCmaJYaurPbfbfUvo2/8/xmdS8a2nnJIeoeHif7r9E3sdr9fLiRMnuOOOO8RmOjAwgFarFRJDL7/8MocPH2ZqaspPeHlqaorZ2VlmZ2fZuXOnaG0uLCxw5MiRVa/V2dmJ2WwmKSnpljbu6+Nmyi3Xh16vx2KxiHnRFzl8Ph8/e6+a/1G74NdqUcvhO7cn8ui+4vUf/HtGU1MToaGhBAcHC1UP6VokGsPw8PAqysvMzAyjo6N4vV5hvGq32+nr6+Phhx/GYDCIdbCwsMBbb70leGoGg4Hl5WWUSiWjo6Pcf//9WCwWOjs7kclkFBYWMjIyIniAmzZtIi8vb822j6TiAQg3ApvNxiuvvII3oZBf9ywzMrdEuNpLMUP8py8fIDMzk+rqatLT00lISBDt92effZbjx49TWVlJXl6eWC9xcXFifXZ3d/PTd6v4wByP4zqbAwUe9qj6UUx2iiovMTGR7u5u4fEXGhoqHN0bGhowm80cOHCAhIQE2tra+M1vfoPJZEKj0RAWFkZV2D5sytXOGqHYKJ8+i8PhIDo6moiICEZHR4mJiWFwcJDJyUncbjcbNmxgaWlJtIvj4+OZmpoiJiaG2dlZv9anWq1mfn6ea8lfwrdGtSPzujmuqGV2dpaEhASioqJYWFigoKCA7u5u+vv7OXLkCOnp6ahUKqEZevToUTIyMgQZvaKiQtBM5HI5/f39XLx4kSeeeIKxsTFqamrQ6/Wkp6ezvLzM6Ogov3RuxitbnVzUSjmd/2U/Y2NjTE9PMzk5KSgo4v+5wah3YWGBs2fPYrPZMJlMxMXFCfStRqNZqbbjC/nr071+369aAT95uEzwlqUYHBxEq9V+quOV/6srvpH5dYR/5+2cOHECjUYjeER/SMjlch588EGBeIqIiBDtkuu19XQ63SqjxNDQUE6dOsXTTz/NzMwMHR0dwqF9aGiI1NRUPB6PgL5v2LBhzUH3JxmFhYUCJGO1WikuLv5YcMfnFTKZjF8bXavmC8teeKFxlqzAa4SGhn6iVAhJvurq1as8/vjjftcyMjJCbGzsuh54brebN998E7VaLWaUsHKjVlZWUlpaSmNjI/XjDv6lN5RFo5z4jqukLbRwpDSNLVu2MDY2xqVLlwgKChIn587OTnJycsjLy2NycpK+vr51rz81NVWQicfGxnjttddoaWkhc/cx/rlmXnRITHYZlcoMDs7JGB29xPbt21Gr1Vy5coWioiK+//3vk5OTw69//Wu2bNnCbbfdtuokf+7cOebm5vgf/89XucswxT+c6WJwepFYrYIDcctoZpdJ2rOHkZEROjs7WVxcFMRtmUzG0NAQ5eXlDA4OEhERgVKp5Kc//Sl5eXk4HA6Sk5PFPaLVajk3vTaf1OJRYzab2bBhA/Hx8Wi1Wlwul1DhAcjMzCQoKIiBgQE2btzItm3bsFgs/OIXvxBWXB9++CHZ2dnCUcLtdtPe62CR1QdEndLNQ196iObmZvLy8kRLc2lpifT0dLFWdDodCQkJTE5O4vF4CA0NxWq1kp6ejlarRaPRMDIygsFg4Nq1a1gsFvLy8vjXf/1XYmJi2LNnDw6Hg5ycHLxeL4ODgwS4rNjVq7s2MYEy2tvbSUpKorS0lOrq6lWAFpfLRWdnp5hz9vb24vP56OrqoqysjOTkZLZv347NZqO9vZ3HHnsMgPGJcV432Jm2+0iJCOK+DPmqpAcrB8BPW0tTp9N94ka3n0R8rhVfYrCCq//5AFarlffff18Mm8PDw9m/f//vbXA5OTnJmTNn+NKXvoRGo6Gurk7MhF5++WUeeeQRPzKn2+3m8uXLhISEEBwcjMvl8uvlf/TRRwQHB4ub8w81bLzViu/68Pl8tLS0YLfb2bx588eq4H8esZ6Hoszn4a7FM4SGhjI9PY1CoSAtLY2IiIg1kWlrhUKhQKPRiJ/AwEDm5+cxm82kp6fT1tZGVlYWYWFhdHR0EB0dvUoe7no1HomTODw8TF9fH2lpaTidTgoKCjh9+jSHDx+mbszO/6wz+yVzBR4OhoyjmuoSWqGSVJaE7pR+lEolSqWSsbExbr/9dkJCQlAoFCgUClE5SD+nTp0iODiYI0eOsOMHH65puJqglfHmE8VMTExw6tQpkpOTuXbtmpiPSfJi18vKuVwuzp07R3x8/CoxbZfLJWaaKpWKtrY2UlNThcSbz+ejsLCQsLAwUlJS6OnpYePGjQQFBVFYWEhraytvvPGG4N5Jc0aAN6w5zLpW3ydRKhdlUx8KX0pJ6u7QoUNYLBYxR/zwww+pqqoiPT0dj8eDUqkkMDBQkNoNBgN33XUXGo2GoKAgLl26REDGFn7e6fGrsBQ+D/9lfzIzrRfR6XQ8/vjjGI1GGhsbUalU6PV6KioqOHToEBMTE3R3d9PY2IjdbicyMpKurpXvOSoqioSEBMLDw7Fardx9993o9Xpyc3OprKzEZrMJCbHZ2Vmam5vJzc2l3xnMVV+23xrSqOT8f8dLRTKqra2luLgYpVLpJ9oNK10sydPT4/FgsVhYWFjgqaeeora2lrm5OaKjo8XsdWZmhvHxcT9X+c7OzlXfPXw21ZjH46G1tfWW6UifVXwmiW89k9T/cX8h2oV+CgsL/Th6k5OTXLhwQfSyk5KS2LVr1++kBdnT00NDQwMPPfQQTqeTnp4eNm3atCrxSTDp3bt38+KLL3LkyBGBYJQMX71eL2FhYWJ2+IfG75P4pPD5fDQ1NeFyudi8efMn6pr8h8Z6B5xwuZOnk6dQKBQkJyeze/durl27xtzcHElJSYIKsZ4LfUJCgvDxW1paYmlpif7+fmZmZvw8HXt6ejAajezevVu0+tZ6TpvNxuTkpJi5JSUlYTAYxFynubmZxx9/nAdebKV/ZjX1JVK5zMmvrQCYBgcHWVxcJCYmRsyOvV4vHo8Hj8fD0tISs7OzNDU1ER4eTnBwsPi71+tlcXGR1tZWsrKyCAoKYmpqinMRh9dsj8l9Xv4srg+TycSdd95JbW0tTqeTkpISmpubufvuu/3e89zcHPX19ezdu5fCwkK0Wu2qmeJ7771Hfn4+Fy9e5IEHHuAXv/gFGRkZREREMDAwwMjICCEhIWJuFRUVRVxcnEi4Go2GlpYWGhoauPPOOykrK1uZ8VnVvDkWgve61qPc56HQXMvenCjcbreQ5BodHRXrYP/+/czPzzM1NcXevXsZGhqir6+P+Ph4xsfHKSwsxGKxEBISgkajwel0cvbsWbZv385HH32EJnMLtY447IpgQuROdoXMEukYp6KigtTUVC5duiTUcXQ6HQ0NDYLqYbVahSPEzp07MZlMHDp0iGeffZagoCCUSqVAdjY3NxMVFUVeXh533HGHQNX++Mc/FtXf22+/zd/93d/xN//yBtfssYzM2/18Mn0+H9euXWNsbIy0tDThfdjf3y8OENK6jYqKEu7wkvj2xMQE99xzD/X19QJfcO3aNdRqtVBjaW5uprCwcM194rNqQ34R252fKapzTZNUVqDW0nxkrTAajdTV1Qnprtzc3Fva9Ovq6picnOSee+4R/KPrE9/mzZuprKwkPz+fnp4eAgICqKioEMTb+Ph4gbCqrq6moqLiE1E5+EMSnxRer1coZJSVlX2mep7rxXru5bmzVWxPDaG8vByLxcLIyIjQ15TARhJJ+frw+XyYzWbGx8dZWloSFdvk5KSgwsDKRi9Z2RQUFDA4OMj27dvXHdxXVVWh0+n8uIz19fWUlpbS3d3N888/zxNPPMGx14bWREAq8PLP238rGi6p9l//etI1hYWFCR+3jo4OFAqFIM5fuXKF3t5eHnroIZqamujr6yMhIYFvXVpkzr36kJeglbHTUklOTo5w8Ljnnnuorq7mqaee8nv9jo4O6uvr2bNnD2q1WkDfbxQs6OzsxOv1kpyczMWLFzly5Ai//vWviYqKIiUlhdHRUZaWlpibmyMkJITx8XGioqLYvHkzCwsLaLVaIV82MDBAZ2cnFRUVTE1NoUor5b+e7mBJFkiIzMntUVa6L7yJQqFgz549otqLiIhgaGiI5eVl2tramJ+fx2q1kp2dzX333cemTZt46aWXCA4OxmQyCdToV77yFd5//30OHz7MqVOnSE1NJT8/XyBTzWYzc3NzlJeX841vfINDhw4BK8hYaTacmprK8vIyBQUFREdHs7i4yODgIGlpaYyMjAhdz/n5eex2OxkZGfh8Pubm5ti6dSuDg4NCi9NgMHD33XczNDTEzMwM3/nOdwgICODEiROCztHf38/c3Jw4nMzOzrJr1y46Ojrw+Xyo1WrCwsKYmppa5bW4sLDAm2++idfr5atf/arfHFmtVjMxMYHD4WBmZsaPy7yWKDb8e+L7QshzS3O1ioqKm7bxvF4vra2tdHR0iBZIfn7+us7lH3zwAaGhocTExBAREcEHH3zAI488wvT0NOfPnyc3NxeFQkFhYSGvvPIK2dnZ5OTkrILjLy8v09ra+jt7qK0Vn0Tik8LtdtPU1CTEaj9v40fpgDM0YyUlUsu3D+TSe+kUsKKB+OijjxIVFcXQ0BCTk5OEhoaSkJCA0WgkKiqKLVu2rOu3CAgJr+tFBaampqirqyM5ORmXyyWcvVNTU/0IyHK5HLfbzfT0NEVFRX6gpOtb3y+++CKjo6O8Zs5iSbXa8Ts+CP71oRyh5iNxN28Up15cXMRsNrOwsCBmiNPT04yPjzMyMkJSUhI6nY6+vj60Wi1TU1Mr9B5FNA2qIr9qSaOU8+QGOd94YB96vZ4rV64QEhIiqsUtW7agUCjw+XzU1dVhtVq57bbbxKapVqsFZ/L6+0RSArly5QqBgYFYLBZ27drF888/T3R0tBBXv3DhAiEhIWLGHR8fz4YNG0TCd7vdXL16FZPJJIyGJWUap9NJQ0ODuE+7urqYnJwkOTmZpaUlduzYgd1uZ2JiAp1OR0hICHK5nImJCRoaGggMDCQ+Ph6VSkV6ejr79+/n6tWrvPvuu+Tl5TE/P09BQQE+nw+Px0NYWBhKpZK2tjbhWScJBOTl5fkhpfv6+igrK+PBBx/k9OnTguogPd+pU6eEZqlarWbr1q1ERERQXFxMcHAwBoOB06dPExsby8MPP4zRaOSf//mfOXr0qNA4/c1vfsOOHTvQaDTs2rWLhIQELBYLv/nNb0hISCAmJoaMjAz0ej0+n4/k5ORVik5Op5Nz584xMTFBcXExZWVlVFVVERgYKNqIkoPE9Y4O/5741o4vTOKD37oSx8XF3bIfnMPhEKdlr9crdA83bNiAQqHA6/Xy1ltvMR+UzEvN80za3KRHBXMk1YdsrJ3Dhw9jMpkEnUGSKlsrmpqayM/P/71nj1J8kolPCkkjUalUsnnz5s+dPLq4uCgsZBwOBydOnGDbtm387Gc/o7S0lG3btpGcnEx1dTXDw8OUlZURGhpKc3MzZrOZnJwcYbMjRX9/P8vLy35SY0NDQ8zPz685w5CqGamT4Ha7+fGPf0xBQYFfcvV4PPT29hITE8Ply5dpa2tj9+7dLGiTeWUgAM/1MyM8fGdfIp7hFYeR0tJS1Go1BoOB6Ojoj7WM6u/v59SpU4SFheFyuXA4HISEhBAQEEB6ejpyuZza2lou9MwwEb2FeZeSJF0A5QETPLAtl+npaa5cuUJhYSHz8/OCC9jX18fS0hIGg4G8vDwx05YqT0m8QfJxlKKrq0vIic3NzaHX69m3bx9xcXGcP38eh8MhlG2MRiOPPPIIZrOZuro6iouLUSgUBAcHYzQaUalUREZG0tbWxtTUFMvLy8TExBAQEEB8fDzBwcEkJyfjcDhonvLwaqcNs1tJoHeJjMV2MgNW2uSTk5Ns2bKFvLw84uLiGBsb49lnnyU6OhqtVis0MDMzM3E4HNjtdubn59HpdOK9SK3A7OxsQkND+aM/+iMCAgL4l3/5F5KSkjh+/DhhYWG8//779PT0CPuh7OxsoVY0NzfHmTNn+I//8T8KE+NTp07R0NBARkaGQILv3LmTrKwsRkZGuHLlChaLhQMHDhAVFSUOE/v372doaIgrV64IF3S5XE5AQABOp1McXtY6uEpiCGlpadTV1REXF0dZWRkvvPACX/3qV5HJZAwPDyOTyXA6nURERBAREcHw8DBqtXpd5ZR/T3xfsBgcHGR8fPymSWi9kBT3peF8TEwMQ54w/ql6Dtd1JFKVzMfR6Dke2btRqI+MjIygVqtX2cdIIfXk17PpudX4NBKfFE6nk+bmZgICAiguLv5cE+D179NsNvPmm29y9OhRTpw4gd1uZ/fu3ULk++rVq4K0fMcdd9DW1ia8GFNTUwkMDEQul/tREzo6OlCr1X46qjfGzMyM4ICdPHmS0tJSPxoLrNhcTU1NERUVRUFBAT/60Y948sknaWhooMcWwKUFHXZlMAEuCw9kqfAMt6DVarnnnnuYn58XQsgfJzX1yiuv0NfXR1xcHPPz88AKF6u0tJSenh6ioqIEoOPkyZN89atfFZvyvn37WFxc5MSJExQVFYnqdd++fchkMgYGBmhubiY9PR2v1ys4WgUFBSwvL2M2mzGbzauUixYWFrDZbIK+EBcXx+nTp8nPz+f06dNMTU2RnJxMdnY2mzdvpqOjA4vFIr4zyVIqKyuLxMREUlJSmJycRKlU0t3dzYEDB5idnaWyshKNRoNOp2PEq+PUVASe64jmCjzcH2cmTbWI1+slJSWF3t5exsbGUKlULC6uWCjV1tbS29srXBg2btxIUlIShYWFLC4uMjU1RUJCAmFhYej1egFGWV5exuPxEBsby5tvvslDDz3Exo0bGRgYEJq8CwsLzM/PU1FRQUREhJAic7vdbN26lZCQEAYGBujr6xPUjQ0bNmAymZiZmcHpdBIdHU1JSYmwOfvggw/EXDAsLIykpCQWFxc5e/Ysubm5FBUVkZqayvj4uAD3SSEl9ZKSEqKjozGZTFRVVZGTk0NcXByXLl3i/vvvB+B/vVXJ24MwPGsjNVLLtw/mo7MNr9uhcjgcGI3Gmwphf1JhMBhISUn5xJxjPon4QiY+WNnAa2pq2LBhwx/EMxkZGeHBE+1M2Fa/zaQQBVf/80Hxu9frpaWl5aYIpO7ubiIiIv6ga5LaS59mUrLb7bS0tBAUFLTKyf2zihtPelNTU5w9e5aDBw/S29vLa6+9xoMPPgis6KNqNBoMBgNXr14lMjKSw4cPMz8/z4ULF5idnRUtm/T0dAYGBkhOTv5YZwxY+V6ff/55goKCeOSRR4CVQ8ylS5cE8fdrX/saZ8+exeVyMT8/T3p6OjabjZycHF599VVgZdYsne4lAMbBgwcxm8309PQwNzeHVqsVm4lUSUp2NhkZGX4bQHJysjA5LiwspL6+nvz8fIaHh5mZmaG0tJR33nmHH/7wh3g8Hp599lkKCwsJCgpCo9EQHx9PfHw8DQ0NTExMsGnTJj/jUbfbjV6vF6orRUVFa3Yrrj+g/PSnPxUOCN///vfp6+vjo48+IiQkhNnZWQoLCwVgp6CgQBwaNBoNO3fu5MKFC8hkMg4dOsTMzAyxsbF0dHQIJZucnBxqo+5cc4YZ6rNxyNdIWFgY7e3thISEkJiYSH9/P4GBgcTExGCxWEhISCAvL4+UlBSBdO7o6BDQ/K1bt9LS0kJJSQkul4uamhocDgd79uwRlWlPTw979+6lvr5eSNJt27aNuro6gSzdtm0b/f39REZGIpfLmZmZ4Ve/+hWzs7PCrSUrKwulUonJZKKuro5du3YJA9vo6GgGBwcpLy8nOjoao9GI0+nEbDZTUFBAUlISPp9PoFmvr/a6u7vxer0EBATgcDjQ6XTIZDIhnCB5IG7evJlfXmzl+xfGcLp/u8dpVHL+bHMIf3p07YOY5BwSGrq6lf9Jx/LyMl1dXbfksflZheK73/3udz/vi1grlEolaWlpgtS6XhX2cREWFsZ/+6gXj3d14rMte9gWahZitHK5nLGxsZs6JkRFRdHS0vKxzsY3i9nZWcLDwz9V1QSVSkVycjLBwcE0NTVhNpv9uIyfRdwoEK3VaomIiODSpUuUlZVxzz338PzzzwvVk8nJSYqKiti8eTM6nY63335bcK/2798vHDfq6upEi8hqtQoVkfWipqaGwMBA8vLyGBoa4tq1a0Ib9dChQwwPD9PZ2UlmZiZ79+7lzTffFCokBQUFNDY2ipapJCk3NjbG8vIyPp+PPXv2UFRURHl5uZhzSURunU7HlStXBCxfkmdLSkoSvpOjo6OcO3eOO++8E51Ox0cffcTOnTvR6/UkJCRQXFzMz372MwoLC9FoNCQmJrK4uEhGRgaVlZVYLBZ27ty56h6Ry+XC1ik+Pp6uri6GhoYYGxsjNDRUzNLHx8e5evUq//RP/4TT6aS8vBy1Wo3b7Wbnzp1s3LiR6elpSkpKsFqtPPzwwwBcvHhRKNRIjuVbt27l2WefFTqfxcXFHDlyBLfbTWpqKlu2bOHtQTnIVrf0nF4ZS/VvsbS0xEMPPURFRQUWi4Xjx48zMTEhqCtSRXbp0iXi4uJwu91s27aNHTt2MDg4iNVqpa+vD5VKRVNTE62trTzxxBMYDAaOHDmCw+EgOzub119/nbi4OLxeLwcPHsRut4v5mMlk4uLFi4yPjzM1NcWHH35IW1sbQUFB/P3f/z333nsvsbGxYt555coVHn74YaKiokhMTOTgwYOo1WoaGxsJCgoiJCSE22+/XXhM7ty5E41GI1qeUvt5bm6Onp4eMjIyBH0iMjISr9fLwMCAEFDo6uri8uXL1NfX87NOHw6ZPy7C7fUxbPHwxK6sVZ8zrHTVbnWc9IeGQqEQgLYvSnxhK77rY25ujra2NrZu3fp7zdfWg9lHqd08ETsmNPwkWPuuXbtIT09fdzMdGxvD5XLdkrvBWtHX10dkZKSf/9ynHRaLhY6ODnQ6nR8w5NOM9Xr7fX19tLa2cttttxEVFcWpU6eora3lm9/8JkajUZiqdnd3C1Sn1+slNjYWs9lMaGgoKpWK0tJSbDabECOQy+UUFhb6gaOuXr1Kamoqw8PD9Pf3YzabSUhI4K677kImk3H+/Hn6+vq4//77SUhIoL6+ntraWjZu3IhOp6Orq4vExETq6upQKBS4XC6OHz+O2+3mjTfeEDMcXcFtvNJhZXrJS5RGxtPb4ug+/2uUSiXbtm3D6XQSFRVFWVkZGo2G2tpawsPDGR0dxWazsX37dmG4euXKFZKTk0lJSRHWRNKcJikpSSQng8GAQqHgtttu+51QvS6Xiw8++IDh4WFRLd511108+eSTaLVa4WJQWVnJfffdJ9Ccly9fJjk5mZqaGoKDg7Hb7Wg0GrxeLzqdDoPBwPj4OPn5+ZSWlhIYGCgEv+fm5rBYLFy9epWF7f+BWfdqRLZO5iCh5RcUFhYyPj6O3W5HoVBgNpvxer0CbJOcnExRUREfffQRX/va16ivryc2NhaVSoXBYCAsLEyQ7N9//31GRkbwer3YbDa0Wi1//ud/TmlpKZOTk/z4xz8mIyODPf+HvC/NMh0OB42NjTgcDgIDA+nt7SU+Pl6IkCuVSqampujo6ECv1/O9731PgKX0ej2jo6NYrVZ6enq499576ejoYGlpiZ6eHkE+v35/8Xq96PV6wsLCSE1N9eNiAkLgu6mpibi4OLKysmhsbMTtdvN+yAF866jD9Pz9oTXXwGc9d/uizfn+TSQ+QKDVoqKiBIz9VmM9HuH/eqgEpckgnLq1Wi09PT2kpqai0WhERRYTE7NK4aCqqspP0f93iYmJCXw+3+dyApqfn8dgMBAVFbVq1vVJx81aup2dnfT397N161Yxv/iHf/gH7rrrLsEr27hxo2iP6PV6Ll26REJCAvHx8cJf0e12CyqEx+MRrT2pgkxPT+e1115j48aN3HPPPWi1Wnw+H2+++SbLy8ssLi7yla98BY1GI2yDqqqq2Lp1K9u3b+fv/u7v+M53vsMvf/lLbDYbVquVpKQksrOzGRsbo729HXtEFr8aDfYTR5b73Hw51UGaalH4wZWXl+N0OqmqqiI+Pl6YoO7YsYPW1lYKCgr4xje+QUxMDH/6p3+KXC7nv//3/86hQ4cE5cDlcmE0Gpmbm1sloiyFTCZDrVaLWZfRaMRqtYq/6/V67Ha7MJ4dHx8nPT0dn89HZmYmUVFRXL58mYiICN6u7+fifCgj83big1UUevrwjrSwvLzME088gclkoqOjg8jISKampoiMjBQtPYVCwe7du3E4HLS3t1NSUrLiSB6Tz7/2KXD7/Gd8h8On+NLODVRVVZGYmEhvby+xsbGcP38et9stri02NpaamhoAUlJSsNvtZGdnExQUhNlsRqlUEhkZSV9fH+fPnyc1NZW5uTnuv/9+3nzzTdHGjoiIwGKxUFtby759+xjxhtMuz2DBrSAyAHKdXexIDaG2tpawsDBmZmaE/KHZbMZmswlXBynRBgQECCEMlUqFWq1m586dBAYGMjo6ikwmIzg4mL6+PmHSKokxSICZtQTb3W43586dY3FxkT179jA1NcXU1BRWq5Xzmu2MWtyrHpMVE8y5b66tMfx/e+L7wrY6bwyZTEZSUhJWqxW9Xi/MQG8lMqODyY0NxTBpwep0kx6l5aFMHw/v2cjMzAxbt24lOTmZqakpJicn2blzJ4uLi8KdWKvV0tvby/j4uPBPS05Oxmj+e1P6AAAgAElEQVQ0/l4tWK/Xi9ls/lwcGAIDA4XiviTS+2ldh1wuF4jAGyM6OpqlpSV6e3sJCwsjJiaGAwcOcObMGeFI4PF4GBgYEDYyR44cISwsjIWFBSYmJlAoFGL2JGmypqenEx8fz7vvvkt/fz8dHR1s3ryZjRs3Eh8fj8vl4tq1a4Lg7nK5KCsrE+ACvV5PXl4egYGBJCYmCu3LCxcuEB4eTmVlJQcPHmTDhg0UFxczNDTEuwvxzNn9NyufTM6kQ8E3D2/m7rvvRi6Xc/nyZVpbW4mLiyMkJETI0C0tLeFyuZienqatrY3i4mJmZmZYXl6mp6eH2NhY4uLiSE1N5dy5c6SlpZGbm8sdd9xBQkKC+ImNjRW2O5KZqWSQCivC1waDAblcLtRXYmNjBRI4NTWViYkJjEYjMpmMM/pxXjIqmLG58Hh9mB0e+hxBhHgsbMlN4dSpU0xPTwtR64iICAICAsjLyxPCzW63m5ycHA4dOkRYWBh2u53ZwU42pUbTP7+MyydHp1jmKwUaRmreJzk5mZCQEF544QUcDgcTExPMzMzw13/912zatAmFQoFerxdiFvX19aKtv7i4SH19Pf39/djtdoaHh0lNTRVC0hLIZXR0lOXlZWpraxkdHSU2Npa5wERq5BuwehR4fWB1w5gvgrz4MI4f3sfS0pKYA6akpBAREUF5eTkpKSnodDqWlpYIDw8nPj4eh8MhXCpsNhuRkZGEhoZSXV2NSqUSZrcul4u2tjbRnp2fnycyMpLi4mICAwPF/wcr+9/g4CA2m41NmzYRERHB2NgYzzzzDNkJUZzRj+O5roRRK+CH920kI3ptjd8bxxCfdnzWr/dx8W8m8UkRFhZGfHw81dXVaDSaWxZvzowO5rFtafyHfdk8ti2N4syVtpZCoSAxMVH81+1243A4cDgcpKSkCJiypJeXlZWFx+NhcHBQKKhIG/CthqSa//vOLT+JkJyzXS4X7e3teDyeT7z1qtVqMRqN6y74uLg4ZmdnGR8fF+a4Go2GuLg4XnvtNUHL6OjoICEhgejoaEJCQkhOTkatXtF8lKp1mUzGwsICb7zxBi+99BK33347jz32GAEBARw4cAC1Ws37779PbW0tMzMzbNy4UcyQJKRiWVmZqAjUajVjY2NUVlaya9cudDodXq9XiPrOzs5isViYmpri7SE5vjVmVss+Od97cEVRY2RkhKCgIEEi7+vro7S0lIiICBobG0lPT+ftt99mw4YNwqGjp6cHtVpNZGQkZWVlvPjii5SUlJCamkpaWhpGo5H+/n7Gx8cZHx/HZDKRkpIiQDSS5VFbWxsLCwscO3aM6Ohotm/fzp49e0hLSyMgIIDFxUVqampYWlrC6XQil8tRKBT8txozVo9/C80nk2ORh+DtriQkJITQ0FDuvfdeBgYGSE1Nxev1YjAYGBsbIzU1lfDwcCYmJujp6aGqqgqlUonVamVxvA/ddBtq4wXuK4rCa57k6aef5pVXXqGnp4dvfetb6PV6xsfH+fKXvyxk08rLywkICKCsrIyBgQEeffRR7rrrLi5evMjS0hLLy8uUl5cTHh5OWVkZFouFzMxMQkJCUKlUQoFpy5Yt9Pf3c+DAAWZmZmgOKcel9NfB9SJjyOwiy7fSvr399ttpb28XCencuXNkZWVx/PhxduzYIdagpL4iOVCMj48Lr1GJujIxMYFGo+Hee++lrKxMSCIuLCxw+fJlJicnCQwMxOl0olQqUavV6PV64uLiKCgooKSkBKPRSEVFBSG+JRK0MkasPqxON0mhKv76zgwOl6yvw/lZJ6KZmRl0Ot0XQmgD/g21OteKzs5OIdn0+8TU1BTnz5/n+PHj4t+MRiMxMTGEhYUxODjIxMQEERER5Obmig1LWviRkZHMzs4SHx/P5OSkqEBTUv43e28e1+Z55nt/hUBIAoEk9n01+w628b47Thw7cRKnTp2lyZy26TptM+dtp523k67TzmlmOplp551sp2nTnJwmcZw4iet4wzYYMAgwiH0HCSQkFgESaH//YHSPiZ3EmUmbzEyvz4d/bAmk536e+7qv6/otqR8IJPlDUhr+PRGQZwtA0j+quJkWx8WLFwU8f82aNSQlJeF2u/nyl79MdnY2jz32GDMzM/T09JCdnb2Kl2QwGOjq6hJr5Xa72blzJ3K5HJvNRnV1NWFhYTQ2Nop23Lp16xgYGMBgMOB0OoUeYgDSnp+fz5EjR/B6vfz0pz/l6NGjGI1Gfv3rXwvkXWpqKlu2bEGpVPJnx0aZ5/rZc0pEMK99tpLe3l5CQ0Nxu91UV1fT09ODRCJhdnaWsbExKisrBR1h165dqNVqnnvuOTZv3syJEyfYs2eP8KgsLy8nPDwciURCdnb2DQ8rXq+X48ePMzc3R1ZWFhs2bKC5uRmtVvue890brdN7aa/i9VDU9TQRERGoVCq6urooLi4mNDSU5ORk4uLi0Ol0otpJTk5Gq9UKebTGxkbuvPNOysrK+NWvfiUOm1/72tfo7OxEp9PR29vL4cOHOXjwIN/+9rfZuXOnOHwGnq8f//jHREZGkpiYKOgev/vd78jMzMRsNuNyuZidnWXTpk1YrVYhdeb3+zEajYSHh3P33XfT1tbG3xvT8d3g8BIs8fM/04wUFxfT0tIiZr1TU1NUVlYKKbWAeLZWqyUyMpLZ2VksFgu7d+/Gbrdjs9nIzMykra2NpqYm3G43NpsNj8dDcHAw5eXloqofHx8X/x5okQ4MDHD+/Hm+973vkZ+fz6VLl9BoNBQVFXH58uVVFKv3I62/33r/IcNutzM6OvoHF/a/2fhPnfhghYfU2trKunXr/l08kZqaGsLDw8VN4HK56O7uprS0VLxmZmaG3t7eVRp4sDKrO3PmDGlpacTExAj7mdHRUaampoCV2WTApPTa+KQlvkAYDAbGx8dJTU0lKSnpP/z7buYB8/v9PP300yQmJrJu3TqioqK4ePEia9eu5fLly5w7d46vfOUrJCUl0d/fj9lsFsi7uro6JBIJGRkZNDY2cscdd6BQKHjpUhf/u3WGBZ8MjczHlzYlUxotEYekubk5Xn/9dRwOBwkJCfh8Prq6ujh//jzf//73kclknDt3jsHBQe69917UajXPP/88Bw8epLW1lT179nDlyhUAfnOujYn0fauUVkIkfnYrx9AuGTlw4ADR0dFkZ2czPDwsEvzi4iI1NTUC6enz+VizZg0XLlwQiisul4ve3l7Ky8t57LHH3hcJbDQa+f3vfw/AgQMHiImJQafT4ff7qaqqet/RQFNTE6WlpTidTpxOJ3q9nv/nwgJTy9cng3DvApF1/8j09DTBwcGCJrFlyxbMZjMhISEsLi6SkpJCa2srSqUSs9mM3+8nISFBgD5KSkqYmJjA6XQyPj6Oy+UiOjoah8OBXC4nOTlZ2A4tLCyQmppKa2ursOtZWFjggQcewGAwCIFsqVRKdHQ0BQUFNDY28p3vfIegoCAWFxd57rnn6Ojo4L777uPSpUvk5OQwNDTEyMgIlyJ2sHwDF4VIyRJr/1VUW6lUsm/fPl544QW+8Y1vkJSUhMFgEK36gCTd9PQ0Z86coby8nJKSEi5duiRk2QJgp40bNwoQlt1u5+TJkywsLDA9PY1WqxVAKq/XS3Z2NnK5nLNnz7J9+3bkcjlnzpzhyJEjAhF97WH1gxJfwJ3iWiGIP0Z8kuZ8/+kTH6xsnE1NTWg0mvclM7/Xe1988UWhtADvvUBOp5O2tjahjxcwKb18+TLFxcX09vYCiM0gODgYv9/P8PAw09PT4vdkZ2cLqaRPaoyOjgrQw3spP9xM3MzN3tLSItykZTIZVqtVGKnCSpvk5z//OWvXruXAgQO0t7dz7NgxtFotDz/8MAqFgosXL7Jz504MBgOv64Z5snkBt2+16/Wn05bZX5aKw+Fgfn6e5uZm9uzZg1KppLGxkfT0dH77298Kt4O+vj4eeeQRwct7/PHHOXDgAN///vd5/PHH+Yd/+Ac8Hg979uyh0yblHZOcBb+cqFAfn18fx0JvPePj42i1Wv7yL/9SEJ1zcnJwOp28+uqrYoZ87tw5lpaWxN+sr68XCeXs2bPs37+fqKioVe3xgBRXY2MjJpMJtVrN1q1bxTzIZrORl5eHXC5fhRK80SMfUPAfHx9neXmZgoICuueD+eYbfav0SoPxkTF5nm98ag87d+7kqaeeEujWpaUljhw5wtatWxkZGeHgwYPYbDYee+wxAUDZtWsXw8PDnDlzhq1bt2I0GtHpdDzyyCOcPn0ag8HAPffcQ25uLl1dXUilUqxWK9PT0wwODpKTk0NVVRW/+MUvkEqlHD58GK1WS1JSEi+99BIOh4OtW7eysLDAwMAAGRkZQgD79OnTzM/Po9VqmZiYoLu7m8LCQvr7+3HH5mHJOYA/6N/QplK/l0JbI3dUZWKxWCgtLeXYsWMUFhaytLQk1Ibm5+cxGAzs2LGDkJAQnnq7gZf7XDiDw9HK/NxXoGBtopzy8nJCQ0MFRSLAIQ1U74G5pc1mY3l5mfj4eKRSKb29vQwPD9Pc3Mwtt9yCzWYjPj6etWvXUltbS0lJiQA6uVwuhoaGVuken+4y85Pfd6+IZGsU3Feg5Oj2EuRy+c0+xh9J/Cnx/YHCYDAwMjLChg0bPhRHrqmpieXlZTE/+KAF8vv9tLe3s7S0REZGBjabDbVaLdqbLpcLvV4vRLULCwtFNRpol9bV1YmyPycn5xPrtD40NITZbCY7O/vfRdr/oGup0+lEe2xsbIw333xTgI2ubRe73W4ef/xxurq6+MxnPsOtt94qAApTU1McOXJEVDSb/+bUDVFukZIlNtvOi43QbDZTUlLC5OQkUVFRKBQKenp6uPPOO+nt7eX48ePcddddLC0tMTo6ik6n4wtf+AJ/+7d/K3imcXFxZGdn43K5BDlaIpHg9XoFatZgMGC1WtFqtWRlZRESEiIAJIcOHWJycpKenh68Xi+5ubm88847+P1+jh49yuDgIE6nk4ceeoiBgQEcDgclJSXMz88LweKtW7eKv2U0GhkZGSE3N/cD5dOujZdffpnk5GQKCgrEvajT6TD4NfzduSHGZxyoJE4eKlPz9Xt384Mf/IC8vDwBy5+YmMBms/H2228jlUqxWCzExsayceNGDh48iFwu57nnnhMctoGBAcLCwnjjjTfwer0MDg4SHBzM/fffT2hoqACGnD17lgceeICYmBjeeecdQkJCWF5eprS0VCSR9evXU1FRwfe+9z12797N0NAQer2e2NhYkpKS0Ol0jI6OotVqWVhYICYmhpycHCHwEBCnNqKlzZ+GPUiJJthLuq2Nh/dWERISQnFxMb/85S9Rq9XikBaY6QXakgDjPjXdmg2rEL4hEj+PbdBQGS8T66lQKCgrKyM6Oprw8HAhMj08PIxGoxHSbIG9JjMzk9dff5177rmHlpYWLBYLwcHBgivqdrtxOByC5hPQ+7wRol0mhV98uoo9BX9cjMEnKfH9pwO3vF8EBI/r6+sJDQ29aeDLxMSKbcnFixdJT09ncnLyfQe/EolEEIMDp/iAvxusgFcSEhJISkoSAswjIyMYjUZkMpnwTlu7di2JiYmMjo4yPDzMxMQEk5OTQrX+kxAajYaUlBQmJibo6+sjLCzsQ3Epl5ZWTIhv9J6mpibS0tKIjY1lcHCQhYUFtm3bxuTkJHa7neDgYFwuFxcvXqS2tpbt27ezd+9e3n77bVQqlZivlJSUoNfrV8xwX36ZkyYFfq5v67n9UsplJrEeubm5FBQU4HK5KC0tZWJiQrgCREVF0djYiMvlQqPRsGHDBrq6unjllVeEV9vGjRuFyr/L5cJkMiGVShkbGxOJVKFQMDU1xdDQkNjQkpKSmJ+f58EHHyQyMpKxsTEuX75Mfn4+er2ebdu2ERkZicPhwOPxYLfbqaqqQqvV0tbWxjPPPIPNZuO+++4Tot6BCjag1HOzhsWdnZ0MDQ0RGRkp5ocAAwMDdHV1kRwRwoZoN7sTPNyeG4HCvTInO3jwIA0NDZw7d46HH35YmI1u2bKFyclJsrKyCA0NFXOxS5cusXPnTjo7O1cq+4wq/q55kcGIUowhiYS4F3nknv0MDg5SVFTEzMwMs7OzaLVaamtr6ejo4ODBg8hkMurq6mhpaSEhIYGqqiquXLnCiRMnGBwc5H/8j//B0tISGzZswGw209/fz+7du/n617/O8PAwVqtVgIVmZmbYtWuX0CnNS9Tw44f3sUVrpzrKSYRkWYjcnzlzBr/fT3R0NE6nk7i4OBYXF8nJySEtLY2oqCisVittqnXXkcl9SBiwLnPbmjA2b95MVVUVWVlZSKVSYUtVU1PDzMwMGo0Gj8cjPPkmJyeJjIxkenoau92O2+2mrKwMr9eL2+0WHYCAUHhDQwPj4+PU1NRw7Ngxnu2T4vCv5kx6/dBtmufBDek3dY98VPFJQnb+l6r4ro3e3l4WFxdvao4WUOZfXl6mubkZuVz+oU8mer2enp4esrKy3lcjc3h4GIvFIojymZmZq/7f5/OJzw4rlID8/PxPjPN6T08Ps7OzqyqD94v3MqK8cuUKWVlZQtQ4PDxcXAur1UpDQwP9/f0oFAq2bdu2CpThdrv52c9+htls5oEHHsDn82E0Guns7KSgoID/1RnKxA0k6qJD3Dy5b6WKHB0dJSQkhFOnTpGSkkJycjJpaWno9XrWbL+bH57owLToJj1GxYEUL57RVk6cOMGjjz7K1NQUOp2Or371q9TW1gpqwjvvvENhYSHbt2+nq6uLzZs3s27dOi5cuIDL5RK2Om+++SZ//ud/TkxMDHq9ntdee42srCwaGhrYuXMnVquVdevWYTAYqKio4NlnnxXO5qWlpeTk5HD16lUKCgqQyWR0dXWhUCjel5f57sc8UD1mZmaiUqnEnC04OBibzYbRaOTw4cP09vYKSkB2djZXrlwhODiYQ4cOUV9fT1BQEMeOHeMb3/gG7e3tDAwMCG1KlUolXBqSkpI4d+4c586dwxQcy2LJ4dVtRbykjp9hZ24MVquV4uJi8vLyePvttykpKREk9aKiIkZGRigqKuInP/kJhw8fJi8vj+eff56QkBDsdjtxcXHigJmbmysMWwOu6jU1NWRkZAh08OXLlyksLCQpKQmFQkFMTAwXL14U6jtnz55FqVRSVVWFQqEQzhtGo1HMhwO2T2e0B/AHXd9tkvi97LK+QUJCAkqlkqSkJGZnZ4WK03t1U/r6+oQNVUD9JDs7m4aGBoqLiwkLCxPi43NzcwwPDxMVFSXoHJ2FnwPp9UjK9yO3/6GitbWVkpKSP6hi1c3Gf9nEBytqJa2trVRUVLwv3aCvr4/Y2FjUajUWi4XTp0/z6U9/+kP/vbq6OioqKrh69SqA6OnfKHQ6HampqQKtp1AoKCwsvE6d3ev1rnJllkqlFBQU/NH78++Orq4u5ubmKC4u/kAqx7tbHI2NjeTk5KDRaKivrycrK4vY2Fj8fj96vZ7u7m7sdjvJyclERUWRlJQkTrZWq5WrV68yPDyM2+2mp6eH2NhYSktLiYuLo6WlhWl5Iv+7V7JalDzIz9fWRuAa1gkz2DvuuIP5+Xni4uJ48skn0Wg0nNJP0KPduOq9Ep+b4vlmtmVrsNvthISE0NjYyOc+9zmcTidTU1NCTurAgQPcdttt9PT0CNfsQ4cOIZVKeeKJJ4iJiaGwsJCenh5SU1NF2zuggRmwrwmQ0Juamrhy5Qo/+9nPsFgsWCwWkpOTSU5O5oUXXiAiIoL9+/ff9Gai1+tZXFyksLBQIBwDB7Hu7m727t1La2srxcXF1NfXk5iYiEwmY2hoCIlEImZtcXFxSKVS0tLSsNlsvPzyy2RlZRETEyNI2KmpqWg0Gnw+H06nE5fLxblz51jc+nXm/Nffv3LXHGunfk9wcDAVFRVMT09jsVhwuVxkZmZiNBpZXl4WFkvLy8uMjY0xMjJCYWEhPp+PkJAQtFotV69epaysTFCTtFotzc3NeL1e0tPT0Wg05Ofn09PTQ2dnJ0eOHEEqlTIxMUFmZia/+93vuP3228nPz+f1118nJiaGW265hd7eXiwWi5AZGxwcJCsrC7vdTnNzMxdV2/GFX5/E0jSh/OO+WCFAMD8/T3x8PAkJCaSkpKyaozscDiwWC1euXCEmJobw8HCuXr1KU1MTDz/8MFKplNdff5077rgDWMEeBK5DQHszoKX68z4V4/Pu6z7P+5Hb/1AxNzd3nXn0xxX/pVqd747Q0FDS09PR6/UsLCy858xDo9HQ1dVFYmIiYWFhGAwG3G73h55paTQaBgcHqaysJDExEb1ez+joKHK5/LqKbXJyUijaJyUlER4eTnt7O0ajEZPJRHR0NFKplKCgIDGrCAjf9vb2Mj4+LobkGo3mj86PiYmJEQCQgJDvexkDX9viqK+vJy8vD5VKRU1NDZWVlYSFhdHU1MS5c+eQSqVs3LiRjRs3ikNAQ0MDRqOR2dlZBgcHGR8fp7S0FL/fL3ho4eHhJCQksGHDBraW5+GfNTD8rwTpWDl8a1ca8911lJeXs2vXLsbHxzl+/LggVYeHh1NYWMivBmUs8a42s0SKNCoVT/c56urqOHLkiJCzcjqd9Pf3o1QqSU5OZn5+HqlUSl1dHe3t7YyPjxMbG0tDQwNhYWHU1dWtwN2VKXzv3CTvWMKZDEli3jRKcXocaWlpPPXUU1y9ehWn00llZSVms5moqCiWl5eRSqXU1tbyyiuvCIHuzs5OQfa+0c/ExASXLl0S3Qy5XI7FYuHChQu0trYyPT0t7IIWFhZITEykr6+PzZs3k5WVRWpqKrm5uSiVSu68806Cg4MZHh7mO9/5DgkJCchkMh599FHB3ZuZmeGRRx4hISGB/Px8CgsLiY6OpqWlZUUdKbzohlqdXkkwc3UvsWPHDqGQs7S0RHZ2NlFRUWi1Wjo6OrjrrrvYsGEDBoMBrVZLVVUVCwsLqNVqDh8+THJyMnK5nKioKFJSUqiqqhIWQl/+8pcBBE1JpVLR1NSE0WhEq9UKM+LNmzfT2dnJiRMnKC8vx+l0cuLECfbt28fu3bvFWMNsNmOxWGhqaiIlJYXD+3dTNzyP75pWuywI7kpxMjWop7W1ldTUVFwuF263m+joaPr6+mhoaODq1avo9XqkUikajQaXy8XWrVtJTEyks7OT+Ph48vLyuHDhghDYsFgseL1eMjMzWVpaoqysjKKiIg4dOkRBQQGJajnvdJo+FLn9DxVyuZyhoaFPRLvzv3TFd20EFCk2btx4wyRxrRGp3W7n1KlTQkvyw0R9fT3r1q1bdQLv6+tjenp6lc/g+9EZAqr6AQuZ3Nzc92wrut1uuru7cTqdwIo4dWFh4Qe603+UEVCBCViovLsaDVzburo6iouLkUgk6HQ6ioqK6O7uFt5qFRUVKJVKRkZGsFgsuN1uGhsbSUtLE5WWSqXilltuoaGhgdTUVAHjfumll6ipqeFb3/qWoDtMTEwIV3CXy8Udd9zB2NiY0DjMzc2lvb2d5uZmtm3bRnR0NN/VR6yyywlEkN9LTtsvRcUWEFAoLy9Ho9GwvLyMzWbD7/dz++23iyTj8Xiw2WxkZWWtzJHy8uieD+anlyy4rkFLBmx5csNdWK1WvvnNb4r/+/Wvf82DDz6IxWKhr6+PjIwMEhMTMZlMgh4hlUqvs/EKVNB2u52ioiLCw8MxGo1COqukZDWy78yZM2g0Gubm5laZ2AYiULkvLi7yN3/zN8TExLB//36BpPb5fPz1X/81c3NzgnfX0dGBy+XCaDRSVVXF3Nwc/8eWhVN+vVpQvBLWWU4JIebAet93331s3LiR559/HoPBIAAcV6f91C5EMeOUEOpZRN5zins25NDR0SE0WzMzM2lpaSE5OZnR0VHuuusuAP7qr/6KzZs3ExUVxZkzZygpKUGn0wn06Y4dO3jzzTd58MEHUavVREZGIpPJeOaZZ8jOzhZVbWBe/LnPfY7Y2FjGx8fpng/h0rwGs91LZLCHI3lyCiJXWtULCwssLCyQnZ2NVCrFbrcTGRkppPncbjednZ3i/gq4Nhw7doyKigo2b96M3W4nMTGR6OhoQZuKj48X9/21UVNTw5I2mx+9qWdqyU+qVsk9WcE8evDfJ7f4H41PCsDlv03ig5W2YX19PRkZGddx1K5NfLCyQMvLy0JU+GbD4/Gg0+lWuXEHYnJykpGREdGXv5kbwO/309fXh81mAxCV33uF0+mku7sbt9uNRCIhNDSU/Pz8P0pF6Pf7aW1txeVyCYPW011mHj/eitnuJVWj4NENCYRM9RAREYHFYiE7O5s1a9bQ39+P1WrFbDYTHx+PVqtFJpORl5cnCN8dHR3k5OTgcrmorq4WjuNzc3OcOXMGr9fL2bNnUalUHDlyBKfTKbQkAyLXJSUlwhsuLi5ObNBOp5PXX3+dF21ZzPmuX29N0DJfy1lkeHiYLVu28KMf/QiJRMIPf/hDdDodbreb8fFx0tLSCAkJISsri8nJSRwOB2fPnmXr1q2iXf3r6TSWQq4/yMQr4TtlPgGcCcRzzz0niPs3muMFRNwHBgY4evQocrmcjo4OHA4HRUVFyGQy2trahD7stc7z167dk08+SWlpKdu2bbvhjDqwaf32t78lNDSUsbExHn74YTQaDbCSOENDQzl27BhDQ0Pk5OQQHByMx+PhoYce4p/+6Z+YmZkhc8sdHDOrcV2j8haMj/szXWxMU3Hs2DF27tzJO++8I9bQbDYTFhbGF7/4RRwOB/Xjdi56svCy2iQ4qvcN1iasyKYNDw8zNDREQUEBJpOJoKAg/H4/UqmU/v5+cWhSq9Xcfffd/PznP+fOO+9kbm5OvC8mJgav10tvby9jY2OEhoZiMBjIz89naGiI4uJiCgsLKSsrY2RkhOzsbCQSCYmJiaI74XQ6ueWWW8TnNBgMzMzMkJ2dTU9PD2OhI20AACAASURBVH19fej1egBhtjszM8PWrVuRy+XMzs7yu9/9jurqaoKCgsjKyqK/v599+/aJEcDi4iJjY2OrCOJtbW2CEJ+bm0toaChWq5WFhYU/mjPDu+NPie9jjP7+fubm5lYluhslvsrKSs6dOyfMPm822trayM7Ofk9Uqd1u5+WXXxYq9h+mOjMYDExMTAArD+yaNWve97MtLy/T3d0tqBUKhYL8/Pw/6IDZ5/PR0tJCo8HBP7bYV0GpgyU+Hs7xk6dy43K5cLlcKBQK0tPTiY+PJyUlBZ/Ph9VqZWpqCqfTicViEW4GwCqovkQiEYTpDRs2oNPpuHz5MlKplEOHDnHlyhVRkXR2dookcfToUQoKCnj66afZu3cvKpWKn//85/QuyhiI24pP8m8HhSC/hz+vVFGk9fPUU0/h9XopLCyktraWT33qU2Lu+vd///fEx8cTFBREZWUlly9fJjc3F5/PR21tLYcOHcJisfCkKROk16+5FB8PhOoAuP3224GVWerVq1fZt2+f+P6BePe6Ly4u8pvf/Aa1Ws3BgweZmZkRos2BCuPdEfgddXV1zM7Osn379lX37bXbQ6AK8Xg8woJpYGCAjRs30t/fj1QqJSsri/n5eYKCgnj11VcpLCxk48aNnDhxgvn5eb74xS8yNzdH51wQF+bUjM8uo/TZ+eq2NKbba3j00Ud5/vnn6e3tRa/X853vfIeIiAjGx8c5efIkVqsVqVTK1eSDeMOuH0VopU4U559genqazMxMEhISRKW1Z88e1qxZQ3NzM+Pj42IO6PP5GBoaIjMzU6g2DQ4Osri4yPj4OLfffjubNm0SUoNvvPEGg4OD/PM//zNxcXEsLCzw4x//mLvvvpvu7m7Cw8OZm5sTqO6pqSl27twpeJoul4vBwUEGBgZITU0lISFB2JSNjo7S09PDzp07V7X6FxYWiI2NFQ4kXV1dVFVVkZ+fT1BQEE1NTatECgwGg6her93bAvPbj0s67E+J72OOxcVFmpubKS8vJzIyks7OTtLT0wXfLrBATqeTpqam93XWfncESO3v596g0+koKyujtbUVt9tNXl7edRvbB8Xs7Kyw5AkNDaWoqOgDE5rD4aC7uxufbyUZhYWFCU3Hjzp2PVHDoPV6OyiVb5H7tSOicg20aQGhWB8ZGUlERASzs7OMjIyIDTc3N5exsTG0Wq24Xp2dneTl5eH3++np6SE3Nxe9Xk9TUxMymYzdu3ej0+nIysrCYrHgcDhQqVRIJBJhLdXS0oLZbF6ZZa1Zz/Ntc3gVGuSeRdSjFzhYmUFsbCxvvPEGBQUF3HXXXXz3u9/l9ttvR6fTsWnTJl5++WUyMlZeF2hRqVQqZmdnxVzWaDQiPfj4DTft6BA3P9wo5/z58ygUCiIiIoTEWVhY2HWuJAEyut/vF1Y6iYmJNDY2YjabKSgooKqqSmxy70Vev3r1KgsLC1RXVzM4OLjK5R5WeKkBMFPAdSBANXnzzTfJyMgQc7jALGpxcZGEhAReffVVxsfHCQ8PJz09ne3bt/POO+8IceegoCAaGxvZsmULNTU1xMTEEB8fT09PDxkZGSwuLuJ2uzGbzWzcuBGn00l7eztXcx/GH3T95i3xe8lv//+orq7G7/eTl5dHR0eHcJEPDw8nLi6O8fFx2tra6OjoIDo6Wsz0mpqaUCqV3HvvvRQXF9PT08Pk5CQzMzM4HA56enrYtWsXGo2GxsZGIaigVqsJCQlhamqKO++8E4/Hg9FoFJ9Xr9eTlJREfHy80AxVKBQolcpVe4vFYqGzs5ORkRFiYmIIDg5Gr9ejVqsZHR1l//79qNVqbDbbishAdzd+v5+uri5uu+02YmNjhQn1hg0rOrHXJr6PO/H8MUy4byb+2ya+QLS0tKBQKFizZo2wToHVN4jVasVgMFBWVnbTv3dgYIDw8PD3VD1594yvu7tbnBL/PVqZy8vLdHZ24vV6kUgkFBUV3RTfbnFxkd7eXrGBqlQqcnNz/8M3ptVqZf0TDXhvwKcL8vv4f3NX0F0KhYLQ0FCCgoKQSCSrfgwGg5CjS05OBlZOv+vXrxeuBX6/X3gjjo6OEh4eLh7+EydOcPbsWaqqqigrK6OiooKf/exnfOtb30KhUIjqTalUUlxczOOPP85rr71GbW0tL774Ig888ACjo6PMzc3R2Ngo/PH27dvH2rVrefbZZ0lOTmb9+vV0dXVx7tw5SktLqa6uxuVykZCQQENDA42NjYKXWFxcTMcMtCorVs0SgyU+7oyZISVoDpvNhkajoaCgQCToQBV5bQTIzQ6HQ7TxVCoVBQUFTExMMDIygkwmw+v1vifCuLOzk/b2dqFX++6Nsa2tjZ6eHjIzM+nq6kIul5OTk4Pb7UYul7O8vMwTTzzB17/+dTIzM+no6EAul1NZWcmVK1dobW0VDgr79u1DoVDgcrkICgoiIiKCtrY2AAHTd7lWZpwzMzNIpVIiIyNRKpW8+OKLoq29uLjIWPFDeJTXz9/lzll+tnOFZD4wMMDAwABlZWVcuXJFvH/9+vX09vayb98+/uIv/oLKykra29tFm7GoqIj09HRSU1OZm5tjfn6etrY2JBIJDz/8sOggDA8P88wzz5Cbm4vL5RIOH6GhoajVauGaHhERwfT0NGVlZYSHhwswW0CAYWxsjIyMDAYHB+nt7SUvL4+cnBxkMhmNjY1kZWUhl8sZGxvj05/+NLOzs7z99tui7R34Xjk5OUxNTdHc3Ex1dbVACk9NTYnXftyJL6CheqN2+x8z/tsnPgCTySS0OAOnpHffIMPDw/h8vg/lBfh+nn3vBW4JaGVGRETc0GvtZsLn89HZ2SnI4wG+3M3E/Pw8fX19ojJQq9VibnEzMTw8jMlkoq+vj+etqQxZHde9RuW3c29YL+Hh4Wi1WiQSCampqWLzC1j4jI2Ncd99962qYn0+n2g/t7e3Mzo6KmDdDQ0NVFdXMzAwwMmTJ7nzzjsxm82Mjo4yMjKCw+Fg27ZtBAcHU1payptvvonRaEQikeB0OsWm94tf/AKABx98kNHRUWFgCxAdHU1KSgpr166lr6+P5uZmfvjDH9La2kprayunTp3iwIED9PX1MTc3x8jICF/4whcICgqipqYGrVZLeno6p7tMjGnKmXL4UHjtfGVrKoVqHyMjIyQkJFBWVsbly5exWCzCBLW6uhpAAFDMZjNKpRK5XC44XdeG3W7nypUrbNy4USA/S0pKRCuzu7sbnU7H0aNHxfo2NzeTlZXF5cuXmZiYYM2aNVRWVjI6Osorr7zCnj17WLt2LW63W7jNB3zoysvLaWxspLq6mqmpKWpqasjMzOTw4cP85Cc/wWazER4eztTUFGVlZahUKnFAaGtrIzk5GZvNRktLCyEhIRgMBrZu3SqeldjYWC5fvoxCoWDUE4kutGSVQooULwe0FrZlr/jsBXROQ0JCSEhIEC3FK1euUF9fv8L7U2cxm7qFaaeEcImTh8u1OPobKCsrw2g0otfrGRsb45FHHkGhUKDX65meniYmJoaenh5Rze7btw+j0QggnNiVSqW4roFkHh8fj9FoxG63Y7fbGRkZYXZ2lqWlJfLz84WPYnR0tLBBa2lpYXZ2luLiYgEQioiIEK3Nnp4eXC4XTqeTrq4u0tPThZxiV1cX+fn5xMbGkpGR8bEnPr/fj06n+9jbnf+l6Qw3G+Hh4aSmpnLq1CnR4w+YagY23YBbtkQiuWkxbJlMhtlsvqHf3Xupw0RERJCSkoJcLqelpQWTyURcXNyHakVKJBLi4uIEEGZiYoKBgQGMRiMej+d97YdCQ0NJTEwU75VKpXR2dgrrm6WlJTQazXXowYCvWFRUFJOTk+zfvx+/fYZG4xLea9CLIRI/d6e6SAgLYnl5mbCwMHJycpBKpczOznLp0iWeeuop5ubmWLdunfB5C3x/iURCSkoKly5dQq1W4/F4CA0NZXl5mfHxccxmM4ODgxw9ehSNRsPExAS7d+9GJpNx/PhxAFJSUvjBD35AWFgYW7duZWhoCIPBIBRXWlpaKCoqYtu2bVy5coWvfe1rZGRkMD8/j9vtFlY5KSkp/PSnP2ViYoLo6GhGR0cJCwujubkZtVrNzp07iYuLY3R0VDjLBxT6y7OT+Je/OMpi4ytEmNtYE7fCx3O5XGzcuJHe3l7UajXr16/HYDCgVqtFazcgbB0aGkp0dDRBQUFYrVZMJhMymUxQZ2QyGenp6YIrmZubK+gnASm6vXv3ChL86OgoV69eFXSRjIwMPB6P4F4ZDAaqqqro7e1lZmaGoKAgDhw4QHFxMf/z57/m/xojeX08mHOD8/S2NXJw+3puu+02jEYjFosFhUJBa2srGo2G4eFhEhISOH/+PFarlUuXLrFp0yZmZ2dZt26dqJaGh4fx+/18+9vf5vjx4+zZs2flgBSnIiVCSt+UHV9QCJGSZTYEjyCz9OJ2uzl8+DCZmZkEBQURHBzMyy+/LGTV+vr6AJiQRGNMv4UFTxB+JDgJocXsYf/mcs4c+y2tra2Cbxp4hgsKCggODmZgYACtVssPfvADsUbV1dXExcUJt5aA3u3ExARzc3M0NTVht9vp7u7GYrHgdDqF8otaraazs5NDhw6RkJCA3W4XfFe9Xk91dbWwOQrQTgKAsI6ODqKiojCZTMjlclGx2mw2zGYzsbGxGAwGkcTdbrdAqd4oTneZ+dxvmvnR29283mYkIVJB1kdEfQjI233clIY/Jb5/DYlEIgiw/f39ZGRkXJe04uLiaGtrIyYm5qYAKeHh4XR3dws9w2vjg2TRQkNDSUlJEaTssbEx1Gr1exLi3y8CIr5JSUkC7GI0GrHZbERHR79vNSeXy1eZnfr9fpEIR0ZG0Ol0Yt6QmpoqqAGDg4PkxEdSnZdKt2mehSUXCWFSvr03g7IYKaGhoWRkZKBQKIRj9/LyMv39/Rw5ckSYAc/OzlJXVydcxCcmJpifn2fNmjW8+eabHD58mNOnT1NTU8Mtt9wifPU8Ho8gJ7vdbq5evcqaNWtoaGjgrbfeIikpie9///tiI/n85z/PmTNnyM3Npb6+Xsxf9+/fj1arFYa9Q0NDOBwODAYDQ0NDtLS08OSTT/LYY49hNBpZt24dR44cEYofFRUVjIyMsG7dOjIyMqivr8fj8eB2u9FoNJw4cYKtW7eSnZ1NXFwcZrOZpKQkAcro6OhAqVRSU1PDxMQEs7Oz3HXXXWzbto28vLxVaxMbGysSf2DDnZycFF5ufr+foqIijEYjQ0ND9PX14fF4xPWcm5tjYGBAiDAHUKSJiYm89dZbLC4ukpWVRX5+Pn19fWzdunUFDfrqeX4/n8jssg8/EmzLXkxBMWRFyRnv0nHs2DE0Gg0KhQKj0cj09DQLCwsUFhZy6623kpOTw+LiopivJScnc+XKFSorKwkPD8ftdvP222/zmc98BofDQWhoKFu2bKH14ikyvQa+eXspe9JDWZuXJsTqL1y4QE1NDWlpaRgMBpaXl1Gr1UxOTmI2m0lOTqY/YSfLktWbv9cPjb0GpEN17N+/X7TCA0T60NBQKioqSEtL47777mN8fJzp6Wni4uL4/e9/z6233iqkzALrIpFIBOBHJpMJS6aAWkxiYiJ2u52UlBQ6OjpwOp0MDQ0hl8tRqVRcvHiRvXv34na7KSoqorm5GZlMJsQCxsfHkcvlWK1WsrKyGBkZobm5GbPZzNjYGDExMUJIYGRkhMTERHQ6Hc3NzUxPT7O8vCz2gYC2p2XBhdfnZ8bh5nS3idy4iI8s+X0SEt+fWp3XRHt7Ozk5Ofh8PpqamvB6vezcuXPVa/x+/4dCei4uLjI4OLjK5gg+vC1RIOEsLCyQlpb2kdw4CwsL9PT04Pf7xfzpZhL69PQ0/f39oi1jMBjwer3odDpuu+02PB4PEolkVVtYp9ORmJgoiLterxej0UhYWBgymQydTkdPTw+VlZVCSiooKEgoz9tsNvr7+/H7/SwtLXHp0iVx8i4sLGRoaIi8vDzS0tKIi4sjIiKC9PR0Ojo6iIiIICIigtOnT9Pe3k56ejpWq1UQ/x999FE6Ojp49dVXkUql1NfXU15eLtR7AoofgUelpqaGb37zmzz99NOcPn2auLg4vv71r5OcnMzw8DB9fX3CFHZ8fByVSsXhw4eJjY3ll7/8JU6nk8TERGw2G7Ozs9xzzz0sLy+jVCoJCQkRbSC73c4rr7wiJN0efPBBpqamhI5nwKj3Ztf6hRdeoLGxkbVr1zI3N8fevXuFD+Pi4iLV1dWEhoYK1KzL5aK1tRW/38/i4iJRUVGUlJRQW1vLpk2bcDqdXLlyhb+qd2Jc8F73N8M88xyQXiU4OJi8vDyhcuP3+7lw4QJLS0sEBQWxc+dOent7aW9vp6SkhAMHDogqfHBwEKVSiVQqFbZfcrkcs9nMjh07aGhoYPv27dTU1OD1etmyZQunTp0Ss8Pk5GSio6OJiIhg27ZtPPvssywuLpKamso76v03lPOSSvy0f2eHOAA1NzfzxhtvCDpBV1cXhw4dWtWF6e/v59y5cyQmJpKamkp0dDSzs7PASns8MOsPfMdrw+fzodfrKSkpwWq1iiRbWlqK1Wrl5MmTPPDAA3R3d5Ofn093d7cwK/Z4PERGRjIxMSGuT0hICCEhIVgsFjHjnZubEypQAeWi4OBglpaWhKpObGwsx5xFWF3XA+Q+SqWXj7vdCn+q+FaFWq2mt7eXlJQU0SIKKKcEQiKRkJycTH19PWlp7+1wHAiZTMbo6KiAuQfigyq+d4dEIiE2NpaUlBRhyrq4uPihCfbXRmhoqKgEo6Oj6ejoEMjDG7VChoeHhfVSaWkpCQkJAkzS39/PPffcQ39/P319fUI5XyKRoFKpmJycJCcnh56eHkpKSjAajWRlZdHZ2cnU1BQul4t9+/YRGxvL6OgoUqkUrVZLf38/Fy9epL+/X8wDA62i3NxciouLGRkZYe3atRgMBqGF6HQ6mZubw+Fw4HA40Ov1mEwm0Srbt28fP/rRjygoKGB6epqoqCjq6uqwWCxChHlxcZH29na6u7vJy8tj//799Pf309LSwquvvkpMTAxlZWWUlpYil8vR6/W43W6SkpKQyWRCji6AuNXpdJjNZux2O3/5l3+JzWbD7XZTWlrK8ePHBYjF5XJx8uRJYca6ceNGoXmpUqmwWq2kpKRw9epVwsLC3lPH1Wq1iurcYrEQEhLCQw89xNWrV/nc5z6HwWBgeHiYuLg4UlJSMBgMeDwempqa0Ov1wuHb5XKRm5tLcHAw9fX1VFdXMzs7y/nz59Hr9VywaW8oCu6VBFOtmkMmk1FVVcXExAQajYaIiAiio6NJTU1lYmKC8PBwioqKyMnJQavVsmnTJsLDw2lpaSElJYVbbrkFpVLJ7OwsISEhoqpOSUlhfHycyspKgTwNXJP4+HjWr19PT0+PoHV0dnYK78Oenh58qZX4Qq6/dkrPAmETOurq6oQkWSB5Xb58mezsbEwmk2j7w4qzusPhYHR0lKamJhITEykrKyM2NnYVPcTr9YoWfyA6OzsFLUGpVDI1NYXNZiM1NZXOzk5CQkLIzMzEarUSE7OiZRobG0tMTAxGo5GOjg60Wi1arVa4NNhsNgFGcjqd+P1+zGYzUqlUJEOXy8Xy8jJLS0tCaN8Yux5uMFZZdHr4ys4PZ/n2XmE0GkUl/HHFnyq+d8W7ob+pqal0d3ezYcOGVYlgenqasbGxm3J/93q9NDU1CXACfDRGtO9lkPsfDb/fT3d3N4uLi/j9fux2O0qlkoyMjFV+cLCiNHHx4kV27NiB0WhkYWFhFYnWaDQyOTkpTqsLCwusX78euVzO008/zZYtW4Shq0KhwOl0kpeXx9DQEBaLhYiICHJzcyksLOS1117D7XYTFBTEQw89JJCMv/3tbwkJCRGn84Dob1RUFM899xwLCwts2bKFxcVFfD4f+fn5GAwGCgoKeOqpp9BqV8AQgWTs9/sJCwvj29/+NgA/+clPSEpK4tSpU5jNZjZt2iQS9MGDB/mXf/kXbrvtNkEijo2NxWQykZycjFQqpaysjGeffRaDwcB3v/td4T5RWFhIR0cH+/bto6GhAYvFwokTJ9i1axelpaVUVFQQFhaGz+fjxRdf5P7778dkMjEwMIBEIhGb7vLyMhUVFXi9Xjo7OwU9JCoqiszMTJaXl6mrq2Pz5s0cP36c8PBwmpqa2LJly6rOxcDAAH19fbS3t3PHHXeQlZXF8PAwdXV1lJaWCsCLRCLBbDaTkJBAeXk5/6tLjul6DBMJSgnbHZeYn5/H5/Ph8/nYsmULwcHBOBwO2traCAkJYWJigpmZGb7yla/wwgsvEBsbi9FopKKiArvdzoYNG7h48SIOh4M77rhDdD3MZjPPPPOMEK/OyckhMzNTCMbr9XqKi4vp6+vDZDIxNzfHnj170Ol0K+1LWTxjybtXAWRkUjiS4sDQeJKoqCjsdjv3338/MpmMK1eu8Gd/9mcEBwej0+mYmZlhcnKSmJgYbDYbe/bsEfJ0v/rVr3jkkUeoqqq67rmsr68XILqlpSW6u7tXibgHkmttba2wuMrNzaWtrU1UfIFn7OzZsxQUFBAREcHAwACRkZGkp6eLDlFhYaFY39bWVhITE1GpVMjl8lWfS6lUkp6ezu3/3Mig5XoK0kdZ8Y2NjSGXy1cVFH/s+FPF966YmJgQ/LIAqi0tbWV24PP5BDAkUFUEfNbeL4KCgpieniYsLEzM6D5sxXejUCgUpKSkEB0djU6nY3x8/H01M282AhBsk8mE3+8nJiYGl8slDDID39fpdFJbW8vOnTsxmUzMzs6uMsCEf7OKmp2dRalUYrVaeeaZZ6itrSUqKoqTJ0+yefNm8vPzUalUbN26VZzid+3aRVBQEM3Nzeh0OvLy8igoKCA6OpqxsTGBeIuIiBCIuIBCSnx8PPX19Zw7d45HH30Uu90unAjOnTuHx+MR8lFnz55lcXGR+Ph4NBoN1dXV5ObmMjIywvPPP8/09DTz8/N85jOfEfYw12opPvfccyQnJ4tq0+fz4Xa7RQUaFRWF2+0mJyeH48ePExUVhVqtRqFQMDc3R1tbG8HBwcLR4d577yUnJ4fe3l5GRkYwmUxMTExQUVEhgFizs7NCi9Pv93PmzBnm5+cpKysjLS2NpKQkNBqNEJAOKIkEKAJ33303S0tLLC0tMTQ0xNjYmECTKhQKUlNTuXDhAnV1daxZs4bu7m6Cg4Ox2+2oVCpKSkrIzs5mYWGBhAg5HbOS6/QgP18RQXasij179ogNPMDHTE5OZnp6GpvNRkxMDGazGYAuWzC9cdsY0VTQvRSOZ97Kyf/7KyIjI5HL5f8mjtDYiEQiQSqVkp+fj0KhoLe3F5VKhclkIj8/XyiVBNq6ISEhOJ1O7HY7EomEjOgwXFPDeCMS8EqCSVQFc0+ah4OVGTz66KPs3r0bh8MhLI+6urpQqVS0traKzxMZGSlm0WVlZXg8HhQKBW63m9OnT2Mymejq6sLpdArdVKPRKJL9mTNniI2NFWsZoF24XC66u7sxmUzk5uYKbdqqqircbrdQlDKbzdxzzz2kpaVRUFCA3W5Hr9fjdDrx+Xyr9IaDgoLYt28f6enpYrYY+ImJicHv9zNrGKR9Gjy+f1tMeUgQPz5U/JFpe0ZERNDb2/uxzvn+lPjeFe9OfIGSPCUlRRCRk5KSkEgkqNVqAWH+IO+/+Ph4UUHCSuJLSEj4SMp9qVQqFPt7enoYGhpCJpPdtB/htRFoeczMzIh5W3R0tGiJBuYRQ0NDnD9/njvvvFMgClNTU+nt7RXqMoGfgBHrhg0bsNlsaLVavvSlL+HxeETVo9VqmZ2dZWBggF27djE2NsYbb7yBWq0WpF23201DQ4NoOxUVFXHs2DHy8vJYXl7GarUik8nIzs7mqaeeYmxsjM9//vOsW7dOEKHHx8e5ePEiYWFhQt3/8OHDVFZW0tvby4ULF4iNjeWVV15hfHwcr9fLE088gUqlIioqSgCWRkZGuO222/jZ/3mHoaTdNLqSaJmRMmMYJCsmnPDwcBITE8nIyKC3t5empia+9rWvYbfbWV5eZmBgQCihBGDpiYmJhISE4HA4SE1NJS4uTiTUkydPCrmsiYkJfD7fKiPUHTt2CHPdhIQE+vv7aWpqorGxkU996lPExsZy+vRptm7dSnFxsdiIBwcHUalUrF+/nqWlJfR6vXA+DwkJYXp6GqPRKKprk8nEI488wubNmzGZTGzbto091SVE+h30WRwse/wkhAXxaEUkVYmhNDY24nA4mJycZMOGDcTFrQhxy+VyJicnWVpaYnl5Gb/fzztdJmby71jxs5ME4Q4KxSJLYEd5LjFyH1KplKGhIaqrq9FqtWJeGLjXS0tL0el0uFwuAQbzeDz4fD5MJpOQwQu4Hnz2s5/lgTtvof3VfyK49wz7spQkRayoAPX19eFwONBoNIJ+EBQURFtbGwsLC0LpJmB/1NraKoQDkpOTBR0iISGBW2+9lYmJCVQqFaWlpeTn52M2m4VSTElJiUhAMzMzbN++XXgwjo+PCwPjiYkJwe1zOp385je/oby8HKvVKhCrOTk5VFdXMzExQWRkJGlpaeTm5oqZ8nvJHU5PT9Pa2sqR23YQ7plnfMGL3e0jIzqMHx8qZnf+R2da+0lAdv4p8b0rzGazcEaYnJwkPj5eJCeNRkN0dDT19fWEh4ejVCqJi4vj6tWrREdHf2ClFdCEDKh5qFSqj1RMOkBjSElJYWpqit7eXmGaGoj3gioPDQ3R29uLRCIR87sbJeWAhJherycvL4+33nqLCxcu4Ha7UalUwpX72tNkXFwcBoMBi8XCunXrSE9P5+WXX2bdunXk5OSQl5eHyWRiy5YtOBwO/u7v/g673U5BQQHz8/MoFAqys7NxOByo1WoBMnn22WcpLS1lx44dguB+4sQJfvOb31BSUkJ5/DcyLAAAIABJREFUebngTl24cIHR0VFMJhP33nsvdrud4eFhjh49ikKh4MyZM0RFRdHa2irkz9LS0ti0aRMnT55kaGhI0BkOHDjA66+/TpdNSou8FHewEj8S7B4JE5Jo1BIHj376kDBDHRkZAeC1117D4/Fw//334/V6GRgYoKKiQsxTAzJ5AaBLYA5kNpvR6/XExMSgUCjE95fJZGzbtg2lUkl9fT0LCwv4fD7eeecdFAoFWq2WW2+9lY6ODmEYG1DuWV5eJjU1Fa/Xi81m4/Tp0yQlJaFUKgWtI+AFGbAiCpgSFxcXCwm5qakpjEYj6wvS+fItJXx1Vw4H8iKRu+exWq0UFBSQkJCA0+kUlU0ADTw7O4vT6SQiIoKxsTH8mz+L3bcabOKXBDE4vUSqcwSfz0dQUBDbt29n06ZNZGVlcebMGaFtGbg2drud0NBQYenT399PZ2cnoaGhnDlzRiAYW1paqK2tpaKigry8PLq6uli/fj02mw2bzSYSq1arZfPmzXz2s59lfn6eTZs28dnPfhapVIrBYKClpYWlpSWOHj1KWFgYly9fRqlUsm/fPi5cuMD8/Lw4mLS2tuJ0OpFKpQwMDLBu3TrxXXt6ekhMTMRsNnPx4kUUCoUw3K2trRX3skwmw+12s2bNGjZv3rzqOQt0lKanpwU9JDDrs9lsN0w2Q0NDTE1NUV1djUQiwWUd5zv3buErO9fw4Ib0P4iLw58S3ycsIiIiGBwcFP3nhYUF4XEFEBwcTFpaGoODg1gsFgE4qa2tJT09/X0ruICtSkpKijhB/qEMZjUaDcnJyfh8Ptrb21f4PrMSvvpS6yqo8qnOCSQ2E2VZCeTl5REVFSUq28B87lp7m8Dg/J577hEb9v33309RUREmkwmDwSDQmoHWVG1tLU6nk127diGVSmlqahKAD1jZwD0eD2+99RZRUVHcf//9eDweMjIyCAsLQ6/Xc/HiRYaHh9m1axdZWVk0NzczOzvLtm3bRJW5uLiI1WqlrKyM8fFxFhYWOHfunFCGcbvd5OfnMz4+TmtrKz/96U9JTU3lzTff5OzZs6jVajZs2MCnPvUp3nrrLZxOJxkZGWzZsoVLly6RnJxMQUEBL730En19fUzl3nnDjdqljOWLe1ZmKw0NDZw+fZpt27YxNDREbm4uo6OjAg7/9ttvs3fvXtLS0mhpaaGnpweNRkNbWxsej4eJiQkUCoWwXSopKRHVd1xcnHAjD1Q2NpuNqqoqIZA9NTWFUqkkKChI8MpUKpWYlQZ87MLDw7l8+TLmkDie7ZPyfMciZwZsDLQ3oZG6+NKXvkR1dTXnz5/n4sWL+P1+1q9fz5o1awSH8dSpU7S2tmKxWFCr1YyMjJCfn4/D4WDv3r1kZGRQVFREQUEB+fn5tLe3C7K6VqulXZp9Q7sigkOJNjfj9/vxer00NjbS19eHTqcT3NQ1a9YQFBREVFQUBQUFVFZWrjJnPXr0KOPj49x1112Ehoay9v9n7z2j2zzTO+8fGgmCBDvACrD3IhZJLKIKrS5rJMs19swo8Xr8HieTbPZks0l25iQnJzn77puezSSemTPFRWNnxuNu2XJRJyUWsTewEyxgAwmCJEAQ/f3APHdEU/Y0e2Y/+DrHX0STBIHnee77vq7///ffs4fi4mLy8vIIDw8XCt/GxkZCQkJwuVwMDQ3R398vkjCka3Xfvn2C5HL//feTlpZGbm4ujY2NYhGUQq11Oh2D6yr++K0R/qXRQseynJhQ6Gn8iOHhYSIjI0VnpK2tjcjISGw2G/X19WRkZDA1NcW5c+dITU1laGiIQ4cO0dzczK5du3A6nZ94gpM6V9HR0RgMBiwWiwh/vhu639XVRUhIiJgZ+v1+FhYWPvdF6Te98H0hbrlHSQKXn0UZWF5epq+vj6qqKuRyOc3NzRw4cOBTf/bCwgJra2tERkbi9XrFSeXzrs3NTe77h2vMOgI7vpaqVfB/jm/NAgKBAJGRkaKd6/f7xX9ra2t0d3eL/LO+vj7Ky8u3/T9+vx+fz8f09DRTU1MsLi4KAVBmZqYwBdvtdtRqNaGhoYyNjaFWq8UJR3pPxsbGxEajr6+PjY0NoUZbW1tDq9ViMBhYW1sTxJjk5GQRLhtZUMeLPassuYKo3GsU+UZI8C0K1WVnZyfh4eGcPn2a7u5upqamMBqNnD59mjfffFPkK66srAgFnSQFX11dpbfgKQKyndJvpSzIcye3NgVLS0vcvn0bnU7HjRs3+PGPf4xKpeLChQsiFklqG05PT4s57crKCvv372f//v3A1jUpk8nYvXu3mOPAloAlOzsbn89Hb28vra2tQjglhajKZDLOnDlDcnKysJgMDQ2xtrZGMBgUnM2PBhb4+stt21ITVLIg/21vJLuTQoVn88iRI4KLOj4+jlwuJzExkdLSUpRKJV6vl+XlZdrb28nMzBTKSKncbjfLy8vY7XZUKhXf+MY3eOmll/jX8RhWAjt9qpFskDX4MsXFxcKTV1tbS1VVFa+99hqhoaHYbDYiIiIICQkR15REBurs7OT06dOYTCY2NjZISUnh5MmTrKysiA2VQqFAoVBw5swZenp6MBgMwnqj0WhYXV1leXmZvLw8tFqt2FQODg4yNjbGqVOnhGIyPDycl156CbPZjGlNyXzWqW1p86EKGc+UhlAQuQVfyM/PZ2lpibS0NLRaLU1NTSKd48KFC3z1q18FtoQs0rV/9OhRkfDw8ZKM6x9P8pCisqRZcFtbm5iZS9XZ2UlRUdEnmts/q/pNWxq+OPHdo6Td0s/qRWs0GtLS0mhvbycQCAgFqBQQeq+KiIhgcHCQlJQUVlZWfm6U2K9aSqWSv/loFH9g5z7H4fETPrFlGZienmZpaQmz2cz4+DgTExNMT08zPDzM7du3BQlGYgg6nU5cLhc+n4+QkBAhVV9fX6eyspJHH30UlUrF3NycaO1UVVWRkJBAU1MTubm5HD9+nJKSEvLz8/H7/SQkJJCbm0tRUREREREsLS2RmprKmTNnhECmsrKSRx55hJaWFpqbmwkJCSEvL4/a2lqKi4uxaVL5P3fWt6gcMjl+ZRgLqkTC3CvYJrcI+o8//jh/8Ad/QH5+PpOTkwL7FBsbi8vlora2VlgBDAYD8/PzJCYmEhcXx/LyMq6EYjaDO31gWlz4TFcBuHjxIllZWQwMDPDNb36T9fV14uLicLlcqFQqbt++zejoKKWlpUxNTXH27Fk2NjaoqKhgamqKtbU1ZmdnReDt5uYmDoeD8vJyUlNThdBILpczPDzM5OQkSUlJNDU1iTbe/fffL3b5ZrOZ2dlZ0tLSyMrKIjU1FY1Gg9fr5Xd+cBu7e/v1EUDG4Pw6weEbpKamCmqItAimp6cLyopGoyEsLAy1Wo3BYCArK4vy8nJyc3Opr6+ntLQUr9eLwWBgdnaW06dPMzAwQFxcHIcPH2a8r53RzXDuvkSVBCh195MRvyUMO3XqFOHh4YyPjzM5OcnY2Bgej4esrCyxKEoeOJ/Px/z8POnp6aytrVFYWMjRo0cZHx8nISEBrVZLfX09hw4dYnBwkLKyMlZWVqiurqa7u5v8/Hwef/xxFhcXqa+vFyfoxsZGfD4fdrsduVyOzWYTnM319XV6e3vRarVkZ2dzS168I9jYHwSrN4S/+uoRQdu5cePGVlajycSuXbtQKpViFix1RqRIobW1NZRKJcXFxffsMPX19e34mrQZKS0tJS4ujhdffBGdTidOylJNTU39XDatX7Ukdu0vEvn2WdYXC9896l4Cl08qydcnnTr0ej1Wq/VTF7S4uLgtH1Eg8IkQ68+j3uyysLLh3fHv0XI3JeoVMjIyKCwsRKVSkZycLNSHAIuLi8LSMT4+zmOPPUZRURHp6emkpaWRmJhIREQECwsLdHR0YDQacbvdQr3W1tYmFpKXX35ZJAJIsS1SO9Xn89HU1ITdbhcKyvb2dubm5tjc3OTOnTvI5XI++OADrl27hlKp5Ktf/Spf+tKX2L17N2+//TYOh4PnRlSs+7Y/FIIyOS51HH/39GlSU1O5fPkyk5OTTE1NMTQ0RCAQICYmhtzcXDIyMjCbzSgUCnJycmhsbMRgMHDy5EkaGhqorq7m5MFqrgwtbWvPyQJensiRkx4bRm9vr2gpjo6OEh4ezuzsLCMjI4SHh1NZWUlcXBypqanIZDKWl5dRqVR4PB4CgQCbm5tCCSklNlRWVgp2qvSQtVgsXLhwgbGxMWpqatizZw9PPfWU2FxMTk6yvLyM2Wxm//795OTkiAfO5uYmt2/fpr+/n9cn4B77ItwBGbuUc2KhUalUpKWliUVXoVCg0+nw+Xx4PB7S09NZWFigrKxMGLMXFxfp7OwkPj6eS5cuiTTxtbU1Tpw4QXd3NyuTg1QXGJle87PhDRAf4ud+/RqndhkYGRkhISGBiYkJkTX5h3/4hwQCAZKSkvD7/UxNTWG324UASKlUiu7K/fffL15DbGwsq6ur4trOzMwkPj6ekJAQhoaGmJycJDU1FafTyYcffkhmZiaNjY0UFxezurqKwWAgNDSUubk57HY7Ho+HgoICEZ/kcrnEvO2DxXB29ljA6Q3wX+/LYX5+XrSCp6enaW1tpbCwkNDQUIaHh0XHA+C9997jwQcfxOl0Mjg4uM0CcXdZLJYdLdDJyUn0ej1ra2uYTCYeeOABDAYDHR0dQsuwsbGBw+HYYVn6PCoqKoqhoaFPPSR8nvVFq/Me1dbWRkVFhZDS/7xHco/HQ1NTEzKZjNzc3E9d1FpaWgDuGVj7eZWEI7o7Hy9EIeOPa2J4/EAxXV1dTExMoFKpCAQCQrAzOTnJkSNHSExM5ObNm6I1t7S0JIQWUtp3dHQ0RqMRuVxOQkICOp2Od999l9jYWFQqFfHx8YJuv7GxIXIJZTIZRUVFYuZ5/fp19u3bx/LysqDe/+QnP+GRRx5hc3MTp9PJysoK0dHRwlzd3t6OwWBApVLx+BuL90yGUBDgW/sV6PV6Njc32dzcpKCggL//+7/HarWKHXF/fz+FhYVoNBp0Oh2HDh3i2WefxWQyodFohHIwY/9ZbtijcaBG7XVwKsXDwEc/4cknn+SFF14gJCSEXbt2MT8/L5BxwWCQkydPsnfvXuHNGh0dxeVyIZPJ+MlPfkJeXh4ul4uoqCiefPJJEYwstbEk76Zer+dv/uZv2L17N8eOHSM6Opq+vj4mJydxOp3s2rWLa9euiUy4xsZGsVgAAnCdlJTEI8/3YLZt7njPUiLk/OORWLKzs5mYmNhxP0hzoYmJCaxWK+Pj4+L9k1BdXq8Xu91OVFQUKSkpgmP67rvvUl1dze3bt9nc3CQtLY35+XkOHz7M0NAQ9913H9PT0zQ1NfHd736Xffv2CRXnTDCGq8uRrAZUhHrXOZXsIXRpmJiYGNxuNz6fj8nJSUpLSxkeHqasrIyenh727dtHbm4uHR0d5OTkMDc3x8jICOnp6bz77rvIZDKSkpIIBoMCAm40GhkeHiYpKQmHw0FUVBQVFRUsLi5iNpsJCwsjISGB6upq4uPjaWlpwWQy8cP5FCyOnVSbFK2CW984gdfr5cUXX+Spp56itbWViooKTCaTsEgUFxeTlpZGb28vi4uLlJSUsLGxIYg2kh/w7vp4tihsPdOk2e7HLUcej4f29nbGxsZ44oknPpeIsnvVb7Ld+cWJ7x6l0WjErOUXGcIqFArS09NxOBw0NDSQk5Pzib3ypKQkLl++/HMZ4D+rytJFkJcQiWl+DYfbR0Z8OP/7wVKOFyfT1dVFUVERNTU1os07PT3NyMgIe/fuZXp6mg8++ICMjAysVisul4u8vDwh6FlcXOTEiRMUFxcLbuTa2hrf/va3cTgcrK+vk5KSgsfjEUIZCdR74MABUlNTGR4exmw2Y7FY0Gg0vPXWW4yMjJCXl8fa2hpPPvkkHR0d3Lp1i5qaGk6ePCmSttvb28XJo729nX6nBldg5/xN4Vxi+N3vEx4eTmpqKrdv38Zut3Pp0iUBKL9z5w5LS0t4PB5ycnJYWlpifHycyspKNjY2aG1tFYbh3zpVz/nqNCKnbiEfa+BkXSX79+/nueeeQ6fTcfbsWT766CPuu+8+gXiTTkxXr16lqakJpVLJ4OAgdruduLg4qqurWV5eFu/T8vKyIIWcPXuWoqIi/H4///zP/8zLL78sNgMmk4ne3l5CQ0OZnp6mvLychIQE9u/fT0lJCdevX6e8vJykpCTsdrtIdVcoFMhkMsKCm7TNe7Z5uEIVMv720QoOlOcLqsjd8HZA5A4ajUby8/PZs2cPRqORQCDAxMSEUHY+8cQTaLVadDodLpeLwcFBGhoaeO6559jc3GRiYgK1Wo3H40Gh2OK5vvjiizidToqLi6mrq2N2dpbp6WlMa0queTJwEUIQGT6FmiGnmmJDLMdryoiJicFsNlNbW0tlZaVQVPf19QnBlc1mo7W1lUAgIPLzfD4fdXV1AtogtTEdDgePPvooiYmJpKenk5qaSnV1Nevr65w7d47du3cTGRnJrVu3+Pd//3fcbveWend9iTtz7m0eR7VKzgPJLrTBLZtHVFQUer1etPQlG8srr7wi5m9+vx+FQiE2EBUVFUIEdXfEj9lsRq/X7wDpX758mZycHLHp3HZPKBQYDAZxnTkcjm3+v8+rfpMCly8WvnuUWq1mfHyclJSUXwqvo9frMRqN/OAHPxCsyY+XNJMxGo2/FHj6l60sXQTna9K3SZVDQ0NJS0sTfMTMzExCQ0NRKpXU1dUJk/XdqfKJiYksLi5y8eJFFhcXiY+PZ2NjQ2DFxsbGeOedd3jooYeorKwkPT2dgoKCbTYHyTLR0tLC+vq6gCtLvqTFxUWmpqaEp2lwcJChoSEhsd/Y2GB2dha1Wo3T6aS3t5elpSUOHz6Myuuky+oncNepTxH0U6MwEx5wcOXKFa5evYpMJqOqqkrAoCUKxurqKvX19SwuLorTrwQbttlsTE5OIpfLaW9vF2gwSbJ/5MgRurq68Hq9HDt2TASOejweUlNTRStMoVAwNTWF1Wplbm6rlWixWJiamhKIN5PJxPu9szTKC7k4G8q/3x6ht6WB9dlRkpOTeeKJJ7DZbCQlbalyDx8+LKKaEhMTRTTO6uoqoaGhjIyMIJPJOHnyJB6PR0jjBwcH0auDhHtXmXPJ8ATlZOq1/O8HSzla+J+di0AgIIJ8P6lu3rxJT08Ps7OzPPPMMywvL6PX64X38MCBA3i9XpxOJ/39/Zw+fZpz585RXl6O0Wikvr4es9mM2WwmPT2d+fl5fD4fc3NzLC0tkZiYyMXVFAKh219DUCZnej1AsnOUW7dukZycLDinycnJ1NXVsbi4yNmzZ6msrCQrK4vY2FghKpKin8LDw6mtrRWgeCmQ9s0330SpVOJwOHi73czftazyQs86b3fPkhgZim9llsjISB5//HFhnQhx2zmwK5sR6wYbHj9pMWH8fw/t4r8c3yOSKY4fP87LL7/MqVOnxHNGJpMxOTnJ4cOHef3114mNjSUYDOLz+QBIT08nLCwMrVYr0G6wRd+5e3Hz+/3cvHmTyMjIT80TldS/paWlKBQKOjs7BZj986ovFr7/C0ua80mcu1/UdiDNY55//nnB0ft4STOwXyZ49vMovV6PVqvl0qVLrKysUFdXR3h4OKOjo5w7d47w8HAcDgewZcCX2nQJCQmUlpaiVqt5//33uXHjBnfu3OHAgQPigQdss4UAAlQ9NjZGQkICVVVVVFVVUVZWRllZmcjN6+zs5M0336SlpYWlpSUyMzOJiIjAbDbj8Xh45ZVXsNvt/N7v/R6pqam0tbWxbhnloSO19FlWcPtBG9zgd4rVJAe3AkEzMzPJzMxk0h/F94fkzOqrmFEmYbeME+53YLVaxQPzkUcewev1EgwGuXXrFkNDQ+zduxe3201MTAxZWVkoFArOnTsnFKrd3d2kpKRw8+ZNAoEACQkJtLS08Pbbb2M2m4UncGNjQ1BVgsEgRUVFeDwebDYbOTk5RBbWcWktCadfIbyCZq8Wg1bOnzzz26Snp1NYWEhaWhpyuZzXXntNmKqVSiVTU1PCx1VaWkpFRQVqtZqGhgYxk21rayMjIwODwUAkLk7nRbJLOcd/qcuiqjBj26ZPrVZjNpt3tPElRJYUvPu1r32NjY0N4TVMS0ujsbFRvJ6srCzGxsZITk4mEAhw5MgREZ/l8XgoLS2ltraW/Px89Ho9w8PDFBYWMjMzw8rKCv0heffkg3pRIBv4QIDTFxYWaGhoED5VSe0YEhJCdHQ0FRUV7Nu3D5PJxDe/+U10Oh19fX2srq7idrtZW1vD4XDwp3/6pyQnJ/Pyyy9jWlPREbYLuztIIAi2DS+XemdJjZCzt2ArYigxMZGysjIKCwtZHO0lYW2IqogVSsPsZMRvsUQl6ILP52NlZYXS0tJt73V3dzdOp5Nz586h0+m4cuUKdrtdpK1In8fdi9/d8721tTWam5vZv38/Kysrn7rISHg3+E8ilMfjoaenR5CcPuv6TS58X8z4PqGkPrkkE/9lW5IrKyvcvn1beMTu7p+3t7cTGxsrMvD+bygJj6VWq3G5XOK0JS38wWCQ1tbWbf7GrKwsbt68ic1mQ6fT4Xa7efjhh4GtoXp/fz9yuVwIICQFqKRMGxsbIykpSYgNpqenuXr1KjExMZhMJsLCwoiPj2fv3r0oFAqsVistLS3MzMwQGRlJXV0du3fvFgizN954g8jISNRqNSdOnCAxMZHr16+za9cukcxtNBp5884YL5vV+O+2JPg9VLi6OVGSTH5+PlVVVXR3dwv5/7e+9S0SExP567/+a15++WW+/vWv8/rrr3Pt2jWSdh+j3WfAGxqJVu7hd2uSuPLiPws+ZVpaGt/5zneoqqoSSdwSm9RkMpGdnc3IyAgFBQUMDQ3R3d3NxWA5LlXUjs/pXuzEpaUl5ubmKCoq4p133hGBrx+f98CWWfrZZ5/FYDBw9uxZETN1/vx55HI5nZ2dZGVlMTg4CEB4eDiFhYXIZLJtsxnJ1hIMBtnY2CA9PV3YfI4dO0ZiYiLd3d1YrVbkcrmIjvrOd75DXFwcPp+PXbt2sby8TEtLC6mpqTtEGxK159KlSwQCASwWC5fku9kM2ZkrmRYdwuNRYzzzzDMAAjUYFRUlQmQTEhJEHNXS0hIjIyMolUpxIpfoK0qlEo1Gw+bmJkNDQ6SlpWE0Gvnb/tB7/u5UrYJvlgexWq1iTijRU0ZHR8nOzuZHP/oRHo9HIOu+8pWv8Jd/+ZekVp3iQu8aixsBjDFh/OmJAlpe/x6///u/L+6L9vZ2ofAtLCzcxsRdXV2lq6sLrVZLRUWFEPhIBvmfNU9raWn5RL2B1InIzs7+TPma/f39ZGRkfG5e5k+rLxa+T6g7d+4IlNSvOoSdmppifX1d+IAk1ZTkt/q0pPZfZ83OzrKwsCAW+StXruDz+YSIYn5+npGREfbs2SNUgX19ffT29gpVnNvtpqCgQBh+JV+XzWYTyCiZTIbXu6UuDQQCrK+vYzabRVxLfHy82KGXlZURHR2NXC6nt7cXl8uFx+Ph4MGDpKen89xzzzExMUFKSgppaWl0dXWxZ88eQkJCSE1NZWlpierqakwmEzMzM+Tm5tLT08PQ0BA/WslgjZ03ndpjJ3jxr1AqlSIVPjY2luvXr6PX64mOjkan09Hc3ExVVRXJyclc6plhRH+AoPw/7Q0qWZDUqQ+J25wlNzdXBMZKrEqtVovJZGLfvn1MT0+TmZnJ8PAwWq2W4eFhlpaW6Mp7kuA9vIJyAvzXhDHq6upElmRHRwexsbE4HA4MBgMxMTHMz8+zuLgoQmlHR0dxOp2sr69z3333ibmqx+OhurqamZkZ8vLyWF9fJyQkRHQqNjY2RNrE3Nyc4HRK5vr5+XmKi4sZHR1lcXFRRP9Iqti2tjbi4+Nxu9309/cTDAYJBAKMjo4il8v58pe/LBiakmFcAltLwHKr1cry8vKWDaP6FC9NhOzwHB6LmOG+PJ0ANV++fJna2lrCw8O5efMma2trnD59GtjaxEkb3MHBQfLz80XWXUlJibAsLCwssLi4KOawnTm/ve1zFr9fDh88VYBOp0Oj0Qg1bVdXl8CfKRQKEREkZX+q0it5bT4KX/A/T3uhChnHIix868+eFv/W3t5Of38/58+fx263MzAwICwJAI2NjXg8HpEEk5+fL773055hY2NjREZG/sy53sjICFarlaKiIqKidm7GftFyu90MDw+Lk+avs3Z+el8UsNVDN5vNZGRk/Mo/S4oXycnJwWazMTs7u+0EmZuby/Dw8A7D6a+zLBYLS0tL4nVJCrOYmBgGBgZ49913qampYf/+/QSDQdGGKSoqEjLvrq4uEhMTRdhnXFwcHo+HwcFBjEYjMplMJCF4PB5ga5aRlpbGRwPz/PDDZRY3/IQzRU3YIk8cLCEzM5PV1VXee+89Jicn+eM//mORYzc+Po5er+fJJ5+ks7OT119/HY1Gw+joKEePHmV6eprJyUnee+89cXrMysrC4/HgdDpxKgru+V64lRGcOnKEhIQEfvrTnwpvWEJCAunp6cIonZiYSGJi4tZriSzd8TD0BmU4c47y14djaGhoIC4ujvz8fIHXevrpp+ns7BRKT6VSiU6nw2w288gjj3Dz5k1mQ+QsuHa+xriQAA888ABXrlwRFpNDhw5RVla246E0OjoquJwSnODIkSPA1sYkJycHl8uFWq0mNTUVr9cr/sa7FYB79uyhu7sbh8Mh4OOSeOXkyZO8//77XL16lcLCQnJzc4VpXRIGlZWV0dLSIlLuExMTKSoqIisri4aGBrxeL0lJSWRkZAgiz9TUFMvLyyiVSg4ePEhUVBSDg4P8t6fOUTuwwN98MMiUbYMYpY9k6x1yE+I4fvy4WIwLCwsFVMJqtZKSkoLNZuPAgQPcvHmTp556SmzGKisrqays5N2VRwfsAAAgAElEQVR33yUkJGTHSVmKtvrm7c17fiZpceEiG299fV1c33K5XGxsfT4fra2tdHZ2kpaWhsPhoHFKjk+1vW3r9gfp8H8y3CI6Opra2loWFxeFvzY0NBS3283Q0BDnzp0T/6/02X5SSQG2P6skcUx/fz/9/f2Ul5cTFhb2M7/vk0p6vb+J+mLh+4SSHkCfxcIHUFRURHNzM8XFxfj9fq5fv45SqRS/a3h4mJycnN9IRpU0N5HCcqWZT0xMDAsLCywvL/PAAw/Q29vL1NSUAAJLyrGVlRX6+/uJi4tjY2Mrn+ZubJbT+Z8xJ/39/URERKBWq1EqlRQVFXFjdIU3F2PZ9G1t3+2o+WjDgKJxgOgPPkCpVKJQKHjssce4dOkSDz30EBqNhueee47w8HBeeOEFGhoamJ2dFQnZP/zhD4mPj0en01FRUSFoMlqtluLiYgYGBgialiBiZ+smWuWno6MDpVLJ8ePHuX79OjabDb/fLzLxrFYrtbW1pKSkcOrUKX70wug939sVj4K6ujoyMjL48Y9/zKFDh/joo49wOp1bC9vsrAiv3bVrF0VFRYJic+jQITa6Z7jo0W072YQqZHzzdDEXL15EpVIREhIiIMZhYWHIZDJSUlKYmpoSgcDZ2dliRy+TyYRx/vTp08TGxuL3+7l9+zZRUVGsrq4SHx9PQ0MD6f8R2iud4LVaLVqtFpfLxdTUFCkpKTz//PPMzs5SUlLC009vnVB27drFxMQE6+vrOBwOlEolL774ouCWnj9/nry8PDo6OqisrESj0ZCUlMSbb75Jf3+/WPQsFgtpaWmcO3cOu92OTqcjPj6ey5cvc/TIEY4WbnVPWlpa6OtLw2Kx0N3dTWxsLDabbZvicXl5mSNHjhAIBHj22Wd58MEHdwjPJAzZs88+KzytJpMJu91OUVERBoOB37Ld4ds97m2fiVop589OFhAXF7fNw9vb2yvwflIFAgEh+JqdneXqGwtwj76b1bX9H/1+/w6rgV6vR6/XYzabeeWVV3jmmWfQ6/U0NDQI6o8kErpXSYKjX6SKiooIBoN0dXXhdruprKz8TJnDv476QtzyKSUJXD6rIWxqaiqNjY3k5eWRkZHBjRs30Gg0xMXFER8fT19f36/d0CnRQaSdfVdXl7Aj3Llzh2AwSHl5Of39/eLE5vf7SU9Px+v1cv36dZqbm0lOTiY3N5f4+HhsNpvAYWk0GoxGI16vF5VKhU6no7KyUoTfDgwM8CfvjLKyud3mG0DGoieEJMcILpcLs9lMQ0MDXV1dfPvb3+bChQusr6+jUCgYGRnB7XaTkpJCRUWF8OZFREQgl8ux2+3Mzc3hdrsFospkMnFifxX9q4ptUnMlAY7HLPNX/+P3+e///b/T1NTE0NAQzzzzDDk5ORgMBjQaDePj48TGxvLBBx8wOjrKpEyPX7lz9xut8FCgtApG6MrKChEREfzkJz/BZDLhdDo5duwYNTU1FBcXMzU1hdfrxWq1YjQacS2a+dL+CibsXtZdHpIjFDxdFkGCb5HMzEzCwsIwmUxUV1dTW1vL7du3WVpaYnl5mcjISORyOSEhIYyMjIh8PsnuUFdXx8jICDMzM+h0OjIzMxkZGcFsNmO1Wrlx4wY9PT1YrVZBeElNTaWnpwedTic2ACEhIYLD2t3dzcDAAF6vl7KyMubm5jh06JCALhcWFnLq1CkyMzORyWQinmt2dpbY2FgaGhqIjo7m/fffZ3Nzk+rqah555BExl01KSiI5OZn29nbUajWxsbEiYcJsNnPs2DEmJyeJiorijTfe4MEHHxSZf3a7nfz8fIaHhyktLWV8fFzA5u+OCZPJZASDQa5du8b6+jqZmZnk5ORgtVqZnJzkoWP7ifCtY5pb3VK/6iL47cIQ9mdGbxOBSHYOCSvmcrloamrCYrGgUql44YUXsNlsjHij72m9yfgPBbZUN2/eFCKku8tms9HZ2cl9992HSqVibGxMfE7DTjV/9OYg/3R9chuUXqre3l7y8/N/4YVLmmEmJSXR0dHB7OzsL5U285sSuHxx4vs1l9RiOXTokDBINzY2UlNTg8/nEwvEr6PMZjMbGxsUFRUBW62c+Ph45HI5DQ0NlJeXMzAwwJ07dygvLyckJITV1VW6u7v53ve+R3R0tDhBAQwMDBARESHM/1INDQ2Rk5NDREQEDodDLKhyuRyVSsWCwwf3UOit+pWEhobicrl49NFHyc7OJiUlBblcziuvvMLp06dpbW3F4/Gg0+k4fPgwe/bsQS6Xi7BP6TQLW6IZhUJBf38/ZWVl3JcXz+7dafzPHzezFgxFyyZ/9VAl9v5lEfA7PT3NxYsX+elPf4rD4RCzI0kx6PV6SUtLQ9/VxFz6ie2hpnKImbzBN76xRa2RWKahoaHU1tYSCAT40pe+RF9fHyqVSgTcHjhwgG9/+9usrq5SXl5O3Z4sHt1XwK1btxgZGaE4pZi1NS/l5eXcvn2bs2fPcuPGDTo7O8nJyaGiooK+vj7UajVFRUW89dZbItVCmjdlZmZiNptRKpUEg0Fef/11PB6P2ISZzWYefvhhQfPo7OwkEAgwMzODTCYjJydH2DSkOaMEQZZy4S5duoTJZBKmcQmH9XE+raQIbWhoEMCCM2fOUFZWhsPh4Hvf+x4HDx7cJqxIS0tjc3NTQK71ej379+9nYWGB9PR0Njc3UavV9Pf3i1NsQkICU1NTyOVyEePV0dEhlMpSjY6OMjAwwPHjxzGZTGi1WiHykdqfRdF+vnvWQG5uLm1tbezaVcrc3Bxra2sUFBTgdrt59dVXBVA9GAwSFhbG7Owser2e1tZWoqKieOaZZ9g15dwBllDJgvzZifxtr0uyn3z8HpZEZfn5+Vs5g/8RhdVqcfHdD9qQfuyodev3fOu3KsRJ2eVy/UriEoVCwd69e/F4PLS0tBAWFsauXbt+o+nqP099ceL7lJI8fFI0zmcBbpXL5URHR9Pb24tMJhNZWU1NTaSlpTEwMLBjR/d51Pj4uBCiwJbKT6PRsLCwwObmJoFAgOXlZSorK8WpymKxMDMzQ1hYmBjMa7Va7rvvPlJTU0lJSUGn04mLfn19neHhYfr6+nA6nSwuLrK0tCTmHsFgkObmZobdkTj9O2kRYb51GL6BzWbD6/UyOjrK7Owsvb295OTk0NTUxODgIH6/nwMHDhAdHc3AwADNzc2srq7yxhtvEBUVRXFxMRaLRQg0Tp8+zde//vUtRNSVi4TPthM+cZN/eOYs65Yt9d3w8DD/8i//wl/8xV+IRXxhYYGKigp6enoICQnh/PnzjI6Osr6+znhXE/t3ZbPgVhJQhhLud3BKt8qeZDWZmZm88MILIo1dIuIMDw8zNzeHxWKhsLAQv99PbW0tIyMjwFaHIDQ0lI6ODtbW1kTawe7duzEYDPzFX/wFGRkZgnXpcrnIycmhs7OTmZkZvF4v3//+90We4vj4OH6/H71eLxa81NRU3G43CwsLBINBweIMDQ2lt7eXkpISAoGAQH2dOXOGjIwMtFot4eHhVFRUiM/bYrHg9/vRaDSMjIywsLDA6dOnRfiv9FCWkuNhS0TW1taG3W5ndHSUpKQk6uvrOXDgAFqtlt7eXu6//368Xi8mkwm/3090dDSxsbFYLBYGBgYoKipiYmJCBMFKCs7IyEgiIiIEcUilUiGTybaJKZKSkoRwRaPRMDg4SGJiosjCq6qq4jvf+Q7FxcXb5mAWi0XMeQ0GA5cuXcJqtbKxsUFjYyN+v5/Y2Fiqq6vx+Xw4HA46OjrY3NyksLCQhIQEHnjgASYmJqgtzsIQqaRv2sZmYCsg93isjadPVW+7H6STtnRC6u7uFuOCuzGLsCUQ+/OPZlhybkcU+gJBTPNrnK9Jx+12Cw/or1qSCV6r1dLW1vZzm+CtViuxsbHbgAi/jvpi4fsZ5XA4SEpKEhzOz6KkuB4J6ySXy0lLS2Nubo7h4WFSU1M/V3jrhatd/PmH03y/3cZbXRaCGytE4mJ2dhafz4dSqUSr1eJ2u2ltbWVpaYmIiAjx4IqIiECpVHLy5ElgC8Q8Pz/P6urqtgBat9tNZmamsC0YjUZhXg8Gg9hsNjIzM0mODqPF4sJ/V7czRA5/92gFZw5VUVFRIWaFIyMj2Gw2QkJCuHLliohQSUhIECfltLQ09Ho9BQUFfPjhh7z33nsMDg4yODhIZGQkGo2G1tZWEhISOHbsGNevX2f37t1sbm5is9kwmUx88MEHpKSk4Pf7KSkpITo6GpfLhVarJTY2lvj4eCFikGwvutAAC40/JXGpE/V0KzVFmYSHhwtDtEQrKSraiiwaHh7mxIkTvP/++yLiqaOjgzt37vDwww9jtVpRKpXC5xgVFcXy8jJWq5XLly+TmJiIzWYjOjqahYUFVCoVnZ2dhISEiFPfwYMHycjI4JVXXiEkJISioiIR02S32/nwww+xWq3k5eVRVlbGwYMH2bVrF36/H5PJxPDwMC6Xiz//8z9HpVIxPz/PW2+9xaFDh8jMzBSfl2RrWFpaIiYmhpCQEBISEvB6vSwtLWEwGHjggQfw+Xz09/cLwdTy8jJhYWH4fD6x8NfV1Yk5+P79+1Gr1SJeZ2Njg76+PjweD42NjTz11FM0Nzej0WhE6nxPTw9RUVHMzMxw+vRpOjs70Wq13Lhxg9ra2h2eWqfTKRCC9fX14voeHx9nbGyMI0eO0NfXR1paGsFgUFBfLBYLDocDu91OTU0Ner0ep9NJfX09L7/8shDIzczMoFarCQkJ4bHHHmN5eRmj0Uh0dLQAZSyM9PBXXz0iwBKzg51i5g5bStrV1VURT3Xr1q1tbU9p4VtdXeWVV17h7/7u7+iWZYJ854LicPv4g/u2NkhlZWWfKaLsbg/pz2OCl/y4vw5SzN31xcL3KaXVaoV/Z2pq6jPtRUdFRdHf309MTIygYMTHx5OWlsaFCxcoKCj4XIguL17p4n9dm8Xm8otMvlsTaygdi2j8W0KEubk5EdOi0+kIDw9HJpOJh/X4+DhRUVGsr6+Tnp4u/InSIpCSkkJycrI42czPz6PX68Wurq2tDZfLJbBn+0qyyU/cQqmtbrgxxqj52q5wfJNb2W4PPPAA1dXVHDp0SOz4X3rpJTY2NggLC2P//v1ERERgsVhYW1vDarUyPT3N7OwstbW1qFQqlEolv/u7v0tycjKDg4NijmMymbh27Ro6nY6oqChu3brF7du3RQtX+jlms5mKigqcTicGg0FI7RcWFujv78fn84mMQckPZrPZUKlUOJ1OtFotDz/8MG63m+9+97usra0RXbSf7w3JWUzdzxQ65O41lBvLPProo1y+fFnMIqXTzrVr1xgdHWX37t0oFAoefvhhUlJScDqdxMTEiNDh8fFx8ZCX/G8HDx7k0KFDWK1WZmdnxUIhwb2NRiNjY2O8//77wg/mdrv56le/SkpKCq+99hpyuRyZTEZoaCirq6vimp2amuKdd94hNDSURx55hOjoaNrb2wkNDcXv97O8vMyJEyfE9zY1NeFwOIiPj+fatWtotVpxvRuNRmJjY2lsbBThrXeXFEXV3NwsFIFyuRy5XE5YWBhhYWGEh4fT0dFBWloaq6ur5Ofn8+qrr1JVVSVmX8nJyczNzdHf3090dDTx8fHs2rWL5uZmjEajaNWWlJSwuLiISqXinXfeQaFQ4Ha7OXbsGAqFgry8PIxGo/ic7Xa7iLSan58XLXiVSoVWqyUmJobh4WHy8vKALXHKj370I06ePCn+Vomkc/fJdHBwUCgoh4eHqa6uJjIykmAwyGuvvcbg4CAXL17khz/8oQB0L2szcbNzbJIRH875mnRmZmY+t+7Sx03wwD0tECEhIUxOTv7a53xf+Ph+Rkk+n88DqNrW1obP56OoqGgbAspsNmMymcjMzBQ3yGdRw8PDfO2NSabsnh1fi5K5+MPsNTG7AVCpVGJnKpPJGB8fF62ae5XX66WlpUWwDKXq7OyktLSUjY0N2tvbxQ1bWVm542e8+OKLnD9/HtiatXR1dbG5uSky1ySgs9R2Tk9P55133iEQCJCVlUVGRoZAOfX09DAxMcHi4iKw5Rt6/PHHWV5epqCgAKPRSFRUFA8//DClpaWCnzowMMDbb7+NUqnk8uXL9PT0YLfbqa+vp62tjfT0dO7cuUNERATT09Ps3buXpaUl4uPjSU1NZXBwkMcee4zp6WnW1taEsnFiYoKkpCROnz7Nn33rZczJ9aD8z/a5POCjOjDAsaItdFYgEKC1tZXc3Fxx2vzBD36Ay+WitLQUvV6PTCbD5XKxe/duKioqREvSYDDw7rvvEggEOHPmDHa7nbfeegufz0d9fT0LCwvExMRgNBpFtl9KSopgps7Pz2M2m4UXTKFQYDKZkMlkxMTEoFKpmJiYwOPxcOLECWw2G4FAgOrqaq5cuYJKpSI1NZXW1lYeeughVCoV77//vmCITk1Nibbql7/8ZRwOB9/97ndJSEggPj6ehx566BPnRBKfMiYmhtdffx1ARGSVlpYyNjbG/Pw8RqOR8PBwfvSjH/Enf/InIiIqPj6eixcvUlJSInLv2traiImJwWq1cu3aNWJjY4mMjOTw4cOi0+Pz+bhx4wbh4eFUV1eL9ITl5WWCwaCIq+rs7BShzl6vl5iYGCwWC/v27aO7u5usrCyB/hseHmZoaGjbwnfnzh0BN5eqtbWViYkJQkNDOXToEO+++y4+nw+n00lra6sInZXoSjk5OQyuh/DcsAzPXeottUrOvz5eQWViCIuLi5/p8+XTampqipmZGbKysnakP/wmYNVfLHw/oz7vhW/37t1cu3aNAwcObOtz37p1S6jsamtrd+x8f9EaHBwkJCSEE88N4fHtDEqRE+C31R3bWIFyuZzIyEgiIyNZWlrC7/eTkpJCREQEWq2WiIiIe/bmZ2ZmWF5epqSkBLlcLhINVldX8fl8GI3GbeGXd9fFixc5ffo0DscWTzM7O1tAruVyOT6fj+HhYRISEnjkkUfE90miDZPJhMvlEkG1gUCAmpoadu/ejdfr5fLly8KYPDk5SUJCAj09PTz88MOsrq4yPz+PRqNhY2ODnJwckpOTWVhYoKWlBb1ej9vtxuFwUFdXJyj8qampbGxsYDQaaWhoID8/n4MHD7KwsEB3dzeNjY1CBRcZGcnY2BjDOY/dk8gSr/Kyf/2GiIiS5sHh4eGcOXOGf/qnf+Lpp5/G7XZjNpspKSkRp7qlpSVKSkqIiopicnISnU6H0+lkaWmJ3bt3U1BQIMKV+/v7RTyPFFrrcrm4c+eOgCy0tbVRWVkpEh3CwsJYWVmhr6+PtbU18Z56PB6sVitf+cpX2Nzc5IMPPuDMmTO89957nD59mqGhIbq6uqisrGRzc5P5+XnkcjnFxcUitxHg2WefRaPRcOzYMSGiSU5O3ja7Gh8fFy13gO9///t87Wtfw+Vy0d3dTXd3Nzk5OcTFxWG329FoNHR2dvLggw8Kfurq6irV1dVCsVpSUsLw8DAnT57EZrPh8Xiw2+1kZmYyPz+/zXNrt9t5/vnnqampYXZ2loyMDOLj45meniYkJISoqCg0Gg3JycmC4SpFTB0/fpyWlhaRqGCz2ZienqaoqIj29nZBTnnppZf4rd/6LXFveTwe/uEf/oHOzk6OHj0qjPBDQ0P4fD5iYmIoKiqitbWVyspKgsEgwWBwaxGMzuRvPxhiyraBMVbDn53I50hBwqeSWj7PkgAH0rX90cACf/lmJ1ZXUBBrJOHN51lftDp/Rn3WloaP/+zk5GQMBgONjY3bvDYajYaVlRXKyspobm5GoVD80ry8gYEBwsLCyMjI+MRMPkNUCF8/VkJOTg5Hjx7l5MmT1NbWYjQaxdzmborK2toa8/PzwucnqRXlcjlRUVHExcUJEn5PTw8ajYZgMCiwYXq9HoPBIOZ+SUlJrK2t0d/fT3Z2NsFgkH379lFfX8+ePXvw+/3bCCGSR0kulwu+pXSiy8zMxOfzEQwGycrKYn19XUQQFRUVEQgESE1NxVhzP43yImb0VYx4opjo76A8K5nx8XFhL7FarXg8HkGgcTgc1NfX09vbS19fHxaLhfHxcex2Oy6XS9BhOjo6sNlshIeHo9frycrKYnl5mdHRLb/fXGLtthw/qTxBOecr9dhsNg4fPkxeXh4ymUwsYiaTiePHjxMZGYnRaGRoaAiLxYJarRaKULPZzObmJhsbG4SHh6PVauns7GRycpKOjg40Gg1Hjx7F5/Oh1WqJi4vjvffeY2xsjBMnTmw7jZjNZmpqasjKymJlZQW5XE5hYSG9vb1CzDAxMSFUsFevXuXpp5/mtddeIzMzk6tXrxIXF0dSUpIQOMXHx3PkyBH0er2wEVgsFpH+XVJSQkpKCikpKaytrTE4OIjFYmFlZUUg3qT7JxgMEhERQVRUFKmpqRgMBl555RUcDgfBYHArlHfKwZ9cHOdNs5wOm4KsxFgcc2Pi2pqcnEQmk+H3+4mMjCQnJ0e0fqempsjPz8dut9PT0yP8cVarFb/fj8vlQq/XU1RUJNroUkdEsvJ8+OGHAiN3/PhxlEolgUCAO3fuUFVVhVwuF8AHpVJJd3c3aWlpvPHGG3R0dPC9732P/fv3ExoailqtZmRkhKSkJA4ePEhsbCxms5nV1VV+53d+B4vFglarJTc3F4/Hw76S7B1QetgS53xcXfvrKKkbMT4+zr/f7OevLk+zshkQY5ePTPPkJURus1x8HvXFwvczyuPx4PP5WF1d/cwXPumml8vlxMTE0NvbK3a3Go2GoaEhjEYjaWlpLCwsiEH4L1KSYVxaVJOjwvjINL8tekatlPOVPAUn6ypFiOjo6Cjz8/PMzc2Rn59PTU0NycnJpKamkpGRQX5+PqWlpcJ0HR0djdvtFoZYyT/W2dnJ2NgYFRUV5OTkEB8fT3R0NB6Ph6GhIa5evUpPTw+9vb0olUomJydFKoFEwWhtbcXv93P58mURBLpr1y4xQ3jvvffQ6XQsLi5y+fJl3G43paWlfOUrX+HgwYOiTbq6uipmJe92TfPWUhzLTh/I5GwGlWzG51FiiEWv3toxS+3GqakpNBqN4IaOj4/jcDhwu91kZWUJCLXdbmdzc5Pc3Fzm5uYIBoN4PB68Xi96vZ76+noKCwu3krV90ff0/QXXFsj0z3DgwAHefvttNjc3hY3kzp07YhYllVwuZ35+HrVajdvt5t/+7d8oKSnh6NGjFBRsGapXV1dJTEzE7XZTXl4ufG3SSeS1115Do9FQXV3N0NAQLpeL1dVVJiYmqKurY2hoCLPZLGgser2eyMhIITZZW1vDYDDw4x//GJ/PR2NjowB4SydSv9/P7OwsNTU1lJWVidPM3NwcHo+H8fFx6urqGBgYID8/X3xdIs3ExcUJEYvFYkGpVDIxMcH+/fvp7e0VD/GGhgbKysq4ePEiTqeT5z5s44YvC7cslCAy1j1BOhZ9PHCoio2FCfx+P8XFxfz0pz8lJiaG8vJy0fUIDw/nvffeE0zYkpISFhYWkMlkWzachQX27dsn7sne3l5yc3O3zebNZjNFRUV4vV5mZmZYX18nKSmJ1tZWampqxN+ZmJjI//zXl/nG+5NcmlPzesc0R+v2EKPwsLi4iM/no729nbNnz3L27FmcTid+v5/333+fPXv28OCDD9Lc3ExGRoYIxJWQix+vqampbdqC30TpdDq+8b4Zq2P72OVu1ennWV8sfD+jJIm8xC38LGW3d5tm1Wo1wWCQ2dlZ0QbU6/ViEC+loTc3NxMdHf1zqT57e3uJioralv6QpYtAvrbAvFuJ0+MnIz6c//dcCV8+VEpnZyewpYqU0E6w5fWxWCziYfbxksvlQjYuqTatVis+n4/09HT27t1LeHg48fHxzM3N0dnZyejoKG63m5ycHHQ6HTqdThitpYF7VVUVRqORlZUVRkZGyMrKor6+noyMDEZGRgQ2LSEhgXfeeUfE7wwNDQFbD53e3l5iYmJEyyw7Oxuv18s79iSc/u3t4yAyptYDFKqWCA8PR6PREB0dzezsLAqFgoSEBJKTk4mIiMDtdrOxsUFoaKgIW7Xb7eTk5OD1etmzZw8RERGMj49vKT7/g/ofCAS26CNhckY2wrbFJoUqZdyvX+eDn74oWqajo6NUVFRw8eJF1Go1y8vLVFRUiBnb3NwcKpWK9fV1LBaLUKc6HA6mp6dxu92UlZVhMBjIy8vDZrMJ8LjdbkehUPDEE0+QkZFBY2Mjs7OzohUqRSTV19cL47tUs7OzFBcXExcXx5tvvklRUZGAbUstRaVSSWlpKX19fYSHh3P69Okd109LSwuxsbHI5XJyc3OF8OZuIUQwGKShoYGTJ08K20x/f7+YAY+OjqJQKJicnGR2dpaIiAgGBgbQaDR0ROxlI7D9c/YFgnROLHC2MIbR0VHeeOMN9uzZQ1VVFTdu3GBkZEScLiVogRSdtba2xtGjRzEajWi1WpqamigsLNxhVpfKZDJRWFjI2NiY8Bk2NDSQmZmJSqXi7bffpr29nVduDfLGQjQOv4KgTI7TJ+PDvjncixPkJGzNGtVqNTqdTsxTOzo62Lt3L7W1tTQ1NVFeXi58jKurq59oUxgcHBQ2ps+7AoGAYPzOzs4yMjLCSy+9xLPPPkuvMueeXQ9Jdfp51hczvp+j7ty5Q25urog0+axKglTfXSaTSexyYWuoXVZWts1D2NXVhVqt3gah/Xj19PQQFxe344To8/nEDXOvGhkZET6+uLi4be0QKZAVttR1kmH27trc3KSpqQm/34/BYECv1/P2229TWFjIwsICoaGh91TrSXXhwgWys7PJy8tjfn6e1tZWFhYWWF1dxWg0smfPHsxms2hzKZVK/H4/Z8+eZWhoiJGREUHW1+l0BINBYmJiBMh3c3OT/v5+Hnt9nnuMOpEH/dTOvMKRI0fY2NgQqs29e/cSGRkpKP4fffQRmZmZ/K++hvkAACAASURBVN7v/R7/+I//SDAYZHJykvPnz7OxscHMzAwOh0NwQZeXl4mIiMBut3Pu3DnOnz/P//jnF+mWZTC1vIEuTEaRb4TMUCf5+fk0NjZy+/ZtMjMz8Xg8fOlLX2Jubo6QkBCys7MZGxsT/sXY2FjsdjvR0dFYrVY6OztRq9UiaeHjZbFYePXVVzl37ty2TZHL5eLWrVtYLBa8Xi979+7lww8/JDMzc5v6T6lUsr6+zoEDBxgaGuLixYuMjo6i0WhIT0+noqKCQCDAhQsXWFpaoq6ujn379rFnzx4CgcAWJ9XppLOzk+HhYQ4cOMDAwAAFBQX09/ejUCjEtS2Tyejs7MRoNLK4uCjmVyMjI+zevZvk5GRMJpOACajValQqFWVlZezdu5fCv/wQPzvfgxClnCv/zxa6Li4ujh/84Afs27dPKICdTiepqamYzWYmJyepqamhsbGREydOCPHX0tISLpeLhYUFcT9KG2MpTy8yMpKwsDDMZjNlZWU0NTVx8+ZNoqKiyM7O5qmnniIiIoLD/3idMatzx+s0RCr5yW+XsLS0xKuvvsof/dEf8eqrr5Kdnc2hQ4e4ceMGAHV1dTQ0NHDo0CFu375NTU3NPU97UrrKZzXfCwaDLC4uYrFYRPyY9Pf7/X7a29sF63Z0dBS73U5WVhYlJSX842A4y76dqtN7JY981vXFwvdz1OclcLnXwgdbu+CCggIiIyMJBAI0NzcL9ZlUCwsLDA0NUVNTs4P00tXVhV6vv2drVoJPf5pY5sqVK6yvr3PmzJlP9PhIsxfYOq1KuK3BwUHm5ubIysoiLCyM6OhoVldXxfvm9/tpbW0lMTHxnhzUCxcukJWVRW1tLVarlevXrzM2NsbBgwfJzs7GZDJhMBiYm5tjenqaxcVFNjY28Hg8BAIBMUORxBHSyUhaGKQcvidfHWfWsXPlS9EqOLx5m7m5Ofr6+jAYDMTGxpKUlERWVhZ5eXk8//zzxMXFbfm4ojLpCBjwqaMJ9a7zO2XR5Ia7UalU3Llzh66uLg4fPiw+s+rqarq6urhx4wZFRUWcOXOG6OhosrOziY6OZn5+nnfeeYfOzk50Oh0TExOMjIxsnTDy93HLGc+mMoL4UPh6XSru8TvYbDYyMjL+f/beO7rt+7z3fwEgCRAgwb03CW5S3EOkFmVZsmzLe0S2Y2dex0nbjPNr+0vSX5u2t7dNUydpk18Tx0laO561ZVvL1rI2N8W9QAIgwQFuEhwYJNb9gxefiCYly4l7M47f5/gcaxDUF8T3+3ye53kPampqBGOut7eXvr4+tm3btiGYtLOzE7fbTUFBAc3NzURERJCSkoJer+fChQsUFBRQWFjI2toa7e3tovOcm5sjLCyMhIQEHA6HYD568/9iY2MZGRmhrKyMmpoaLl26RExMzIZRqNFoFExSHx8fMjIyWFpaoqKiQtxbzc3N2Gw2AgICcLlc6HQ6IiIiSExMRKPRIJVKRdZeUlISsF6wX3rpJeRyuTCF6OnpISYmhq+dndsyQihEusqf59pJT08XutqpqSnKysqYmJhgenqa0dFRDh48yNDQEGVlZdTX12Oz2aisrESpVArBekBAAEeOHOGLX/zihmJTV1eHRqPhueeeIyYmRjgz3XPPPeh0Ojo7O4Vk6k3pTjxbaO58JB5evDuU/Px8vve97xEfH88jjzxCcHAwIyMj1NbWcvjwYa5cuUJlZSUul4ve3t5N0U5e9Pb2Eh8ff8t8AY9nPWZpbGxMrDGuLxkSiYSoqChiYmLQ6XQ0NDQA6/rnmZkZYP2ej4iIoKqqioKCAt59913sdjtBOTv52hsdGxxrvKzTfdn/vQSXTwrfLeC/q/C1trbeUEB6/vx5du/ejUwmo7e3l5iYmE1jIrfbTX19PYmJieJE3traSmxs7KagUFiXG3hje26E5uZmEhMTCQsLo7a2loKCApEHdiOMjY3x3HPPYbFYCA8P58tf/vKGr9mqwHuTEyoqKjYU7h/+8Ic8+OCDJCQkcPToUerr6/nMZz7D8PCwENHL5XJ6e3uJjIxkcXERX19fbDYbDz30EFqtVui7dDodWVlZFBUVCZao94RsWA2gM7AEt+TXBwAZLnZKBymNkbN//34hmD906BB/93d/h91uZ3FxEYlEwsMPP8wP3zyPNqx6UxRR1kI9Ma51tmBUVBQKhYL5+XkyMzOFX2dvby85OTmCyOC1tAoJCRGHlqamJk6cOLGun7QosBY+ikfmu+Hfe1fwFPuyo/B4PJjNZmBdFJyUlIRWq0Uul2M2m0WslEajQa1WiwfY0NAQZ86cISMjgz179oj9rDduaHBwkKioKBYXFwkMDBTJDE1NTVgsFvGQ7enp4Zvf/CbHjh3j8uXLHDp0SOyV5XI5dXV1QuN54sQJPB4PeXl59PX1ER0dzezsLDk5OSIl5KmnnmJ0dBRg0wGprq6OqqoqVldXaW1tRaFQCGH75z73OXS69QT21tZWzKoEGn1ycfHrouKDm3JnN1VJgZSWllJRUUFfXx+jo6NMTk5SWFgo9qi9vb1cu3aNT3/60yKqrL6+Ho1Gg4+Pj/CBLSwspKWlherqahobG7l48SLBwcGEhISg0WgoKyvjzTffFJZ3V69epaOjA71ej8PhYGH7n7Dmv1noHaOE01/dyZEjR9DpdPzDP/wDsG64ffToUT772c/S09NDVFQUERER1NfXU1lZeUMpyAfZnB6Ph7m5OXGY+GBRA4RbzPWHZbPZzOnTp7Hb7cD6JMntdpOXl0ddXZ0Y71dXVwvJhNf+sLy8XIxaz16XsHE96/S/G58UvlvAwMAAkZGRQjz8caG/v5+EhASRcnA9XC4Xly9fpqamBuCmmX16vZ7Z2VlhG/RBnYwXjY2NQvy8FRoaGtBoNBukBq2traJT8sLtdtPb2ytkA16X/tLSUmEz5XQ6kUgkIglhq87W7XYLmUBaWhpne6f4f1+rZ8nlS1SAD5GmOv7hy5/i3LlzIrlCIpGg1+t59NFHqa+vx+12Mzo6SkxMDHa7nZqaGiYnJ3G51q3zu7q6iIyMZGpqiuzsbCoqKujv78dut/N+/zSv9tlYcMgIl3vYH2Xjrz57L88++ywSiYTdu3dz5swZdu7cicViIS4ujl/96leYzWbMZjP9aQ+zKt+880wOkXPxL/bR2NjI2toaarWa8PBwLBYLKysrHD9+nKKiIlZXV7HZbHR1dQkGqDf81+PxMDExgUQiISwsjPbYQzhVmyUgIbJVnr9v/aAyPT2NVCoV41hYp/9rNBrGxsaIiYmhrKxMZMJ1d3czMDDAgQMH0Ol0W0YaXX/Y6+3t5erVqzgcDnp7e0lKSmJ6epqAgACefvppjh07RnZ2Nrt27aKvr4/V1VUKCgqEk09tbS3nzp3j4MGDBAQECBLNjh070Ov1ZGVloVAoaGtr46677sJkMomMRi9GR0eFfMLX15eioiKkUinPPffceoK8Wo3NZuPs2bNC63hhYI6zM0rm7BAoWeWBNBlffWgv7e3tTExMoNVqSU5O5rbbbiMxMZGhoSEWFhZE19TW1kZLSwt79uwR3XNHRwew3m06HA7Bbh4ZGWH//v0MDg5SWFhIZ2cnubm5XL58mZiYGAwGA3Nzc6Kb9xq/n9fOsJj7II7rMvkUPlIeiDKTqrDw4IMPcvLkSZ544gmmp6cFEzU2Npbl5WUyMzNZXV2lu7t7w73m8XhYWFhgdHQUm83G4OCgYJ16H/1e/emNpkBeYpk3oQPWD1cpKSm4XC7W1taor68nODgYX19fbrvttk0rkpaWFhwOh3DG+V3jk8J3C/B6FXo8no+18I2MjODv739Dux7vOLG8vFxEzNzIaeHKlSvMz8+zc+fOLS2CvA4KN/r319XVkZ2dvSV5ZXh4WGS5wfpJMCcnh+HhYeGvuBWDzO12093dTVtbG9nZ2WRlZW05YhkfH+fNhgH+vc3G6nViW1+Jh9K1Lg5uiyMtLQ29Xi+Ku1fjZ7VaKSkpQSKRsLS0hMlk4qGHHkIul7O2tkZLSwu9vb185jOfwcfHh+HhYdHJRUdHCwuxkZERTpw4IdK+y8vLMRgMDAwMEBERQUhICEtLS3R2dlJUVER4eDjPLWTj3iIkVuJxUWl8VUT1qNVqoqOjBTnl+txDL7w7wqWlJfz8/DCZTKysrIhYnPl9fw2yzfsQGR7uW7vAysoKSUlJ3HbbbYLo4iW42O12CgsLCQ0NZWhoCLvdTlxcHAqFgh07dqBUKlEoFHR3dxMYGLhhNNrS0sK2bdtobW0VEpGzvZO8qXNil6lQOC3cHmUlN8jF448/Lg5xDoeD5uZm8eCXy+V0dHRw1113cfz4cTIyMoiNjaWnp0cknGdlZZGens5bb71FcnIyRUVF5OTkiNd0uVz88pe/pLCwkOLiYnGA6+7u5vTp08TErAv/v//971NeXi4cbRITEykpKeHHP/4xcrkctVpNT08PcXFxJCYmsnv3bi5cuMD09DS33XYb6enpmM1m2tvb2bFjBzKZjBdeeEEUwuzsbJqbmzl16hT19fUcPHiQ4uJiAgMDsVgsYte2srLCysoKBoOB6elpIW3x7vH37t2L1Wrl/PnzFBYWcqZnkn55BosuX8IUkOfU8fiebezduxeAl156ib179zIxMUFJSQlXrlzBx8eHrKwsRkZGaG1tJS8vT/jgeu/V0NBQ4Vizbdu2DzXB7+7u5tq1a+LXUqlUWMd5u/CVlRV0Oh0+Pj74+vpy1113bXp2eNca8/PzxMXFUVhYeNPv+38TnxS+W0RzczMSieRjLXyzs7NYLBaxq9gKXhuu7OzsG3Z9Xlf8sLCwDca116OhoYHy8nKkUilne6f4p1N9jC7YSAzx51Cim8/uL91QlFwuFz09PWJs6Ofnx8LCgvj+ly9fZnl5mYqKig81ub127RrFxcX09/eLgM7U1NQNneWNlvtBWPl6pgWDwUBKSgq+vr50dnaSnJyM0WgkJSUFh8Mh9idra2vo9XrcbrfYPQHCD3B0dFQ4W3iLmUqlEposbxae121jbW2NwcFBDh48SHNzs0gi6O7u5iTFWH02F3I1Vm6z14kYH5lMJshJly9fZu/evWRlZVFYWCjMont7e0Wha2trE3oxk8mEVCrlteV0liWbJwMq5xJPJ8yQkZGB0Wiks7OT0NBQIiIiiIqKEhZmvb29KBQKYmNjRUrE3XffjUqlEhrHtbV16rzJZBJ+ne+99x6pqam4XC58fHxonXZybDZ8A2FEhou98mFyg90ii04mk5GUlCQKnslk4vbbb8ff3x+FQkFfXx/9/f3U1NQQHh6O1WolJSWFpqYmnn32Wf78z/8cpVLJ0NCQsAILCgpi7969G0afly9fpqenh5qaGt5++20R8vvtb3+bX/3qV1RWVhIYGMjIyAiJiYl873vfIzU1lcOHD6PVanG5XJjNZhGq6zVsSE5OJi4ujtraWnJycvjBD35AcHAws7OzzMzMsH37dsLCwlhdXSU2Nha1Wi0OBteuXSM8PJympiZkMhlyuRx/f38WFxfJyMggKysLlUqFVqtlYGCAxMRE4uPjqa6u5rvf/a4wjw7O3Unjagyj81YiVTIS51u5uyhJsF+1Wi01NTWEhIQQFRVFX1/fTdcYW4nWZ2dnOXPmDA7Hr7W9Go2G7du3s7q6Sm9vryCteDweYQqvVCo5dOjQDZMdvCxOl8tFbm7uDadQvyt8UvhuEc3NzchkMgoKCj42SYPVasVoNH4otbi/v1/khnlHdl40NjaSkZGx4bQ1MzNDT08PVVVV+Pn5YbfbxS7mbO/UpggUhY+UHx0upiB8nYkGCKHy9QnLbrebo0ePin1VVVXVLRncbrXj0+v1zM3NAetWWTU/6dhgreSFFDc7TW8KP0SbzUZ2djYrKyviFCqXy8V/Op0Om82Gn5+fyJjzOrZcunSJ22+/nYqKig3jlsbGRkZGRvDz82N1dZWhoSEeeOABlpaWaG1t5dSpUyQkJLC6usrTTz+NzWYjKSmJf3zxBKeW43B8wFz702kOajLCWV1dJSAgALVajd1up6mpCT8/P9LT01ldXaWjo4Oenh6kUinh4eHYbDaioqJwuVzs3r2bU6dOodFoeOyxx/j/37nMTzpXcbh/3VX7yeAL2VIkpvVOzd/fX2gvZTIZ/v7++Pj4UFFRQVhYGHa7XTA+3W43CwsLWK1WqqurN0wd1tbWuHTpkogF8naHKysr/OWlFSasm39OMSoJz+5d3+smJCSIyYQ3g86rD/XKLex2OxaLhZ/+9Kesrq7ywAMPoFQqaW9vZ2hoiLy8PGw2G/Pz84SFhREZGcmZM2fE59ztdrO0tASsM4ztdruQmWRlZYmsR5fLxerqqoghGh0dxd/fn/n5ee6++24mJyeRy+XExcVx4cIFVCqVkAzNzs4Kk22pVMo///M/i5/T22+/TV9fH9nZ2aSkpLCyssLu3bv5/ve/j9lsxuFwiKxAbxJDUFAQ8/PzlJWV8aMf/QiLxUJ+fj4JCQnI5XLGxsY4evQoKpWKtmknw3F7N+wmZbj56afLuT0niv/8z//kkUceEYXn+oPtVlhZWUGv12MymYSFH6z7Zx44cAB/f3/cbjd9fX0iTNqbwtLQ0IDb7SY0NJQ777zzph3j4uIiXV1dKBQKHA6HEOj/vuGTwneL8JI+VldXN1DAfxu43W7a29tvyMD64Pc3ScL47mkts3ZIDPHn3mT49N7CLcknHo+H+vp6YcbrXXjfqLOKC5Tx8mNZN0xq9v4bvKfilJSUW/b5uxF71YuxsTHu+1kLs47NN1RcoIyr3zzAyMgICwsLxMXFMTw8vOlkazAYmJycFFZIsL6b6ejoIDMzE5vNhkqlYn5+XqRKAExOTvKLX/wCPz8/7r77bpxOJ8eOHaOqqopz584RExPD5z73Ob7xjW9QVFSExbIuN8jMzKS9vZ2mcTsXzUHMr0oIkjn4h0fKOZAXy89//nMefPBBQkJCmJiY4L333qOpqYmHHnoIs9mMwWBApVKRmprK1NSUCNK9du0avr6+LC0tkZKSwtraGsPDw2zbtg1nVA4/b55mblVKYtg6ESDZd5mRkRGamppYXl7moYceQq1Wi+y+kJAQDAYDCwsL+Pr6cvDgQbKzs4mNjRUxRQ0NDURHR5OcvB5V4+fnh0ql4tixY0xPT1NYWEhKSgoNDQ38YmUbLs9m4oSPxMOPdsrEA99ryuCVM0gkEux2Ow0NDWzbtk2M4+fm5njllVeE4fO2bdvEmC04OJi4uDjGxsaYnp6moKCAxMRE3nzzTbFPy83N5Z133mHHjh3iEOTv7y923ktLS3zjG9/A19cXp9MpHGzsdjvDw8MEBgbidDqZn59nZWWFwMBApFKpkMvEx8cLuzwAv5QSzs2omF+TEib3kL02yJ709QBdk8lERkYGxcXFvPHGG8hkMrZv305mZia9vb3ExcURGhrKv//7v5Odnc3+/fuZnp6msrKSsbExGhsbefzxx0lKSmLbN99gic3dlCYygJ/cHYtWq+Xuu+8G1sfKbW1tGyRKHo+Hzs5O2tvbgfWDppfAdP3+bWxsjImJCWB9LJqVlSU0sh6Ph4SEBGpqaj70sO/xeGhpacHPzw+r1XpD1vbvCz4pfLeInp4ekpKS6O/v/78iafggzvZO8ZWXW1i7rrvwdmo387bzMqmefPJJJBIJGf/fe1t6dfr5SBn4+4NbvMJ65MzZs2dRKpXs3bsXPz8/IW6+GYPsVq/RZrPxq/PtfL/RvDGMUwr//ngJ8ZIFfHx8CAgIwGQybXityclJ9Ho9KSkpYqyp1+uZnp4mNDSUyMhIfvnLX/LYY48xMzNDcHAwRqNRGAB4/UMNBgP5+fkYDAYcDoewV+vv70ehUKDT6fjWt74FrI/XLly4IG7snp4eSkpK0Gg05OTkMDAwIHbC8fHxhIaG0t3dLej23o4jLCwMp9NJbGwsSqWSyclJRkZGWFtbo7CwELfbjVKpxMfHRwQALy4uYjabufPOO8Xua25ujrm5OUJCQjh+/DgRERHs27ePHTt2MDIyQnNzs4h1am9vJy5ufWfqcrmQSCQEBwfT2dkp0sY9Ho/ogrxkEq+W8AtvG7c8OEUr4UsJM0JcPTExIbxDy8vLKSoqEk4hHR0d+Pr6kpOTw8rKCqdPn6agoIBjx44B62QL7wMX1h+qr7zyinjNw4cPMzs7S01NDX/7t3/LHXfcIViytbW14mfoNUBYWlrCarWKXavXgcdisaBWq9FqtQQFBTE4OMi3v/1tFAoFAwMDAIIhun37dk62j9Dsl7+h65Z6nFS6enm4KovTp08L/9eamhr8/f0ZHR3FarVy//3309rays9+9jMOHz5MVFQU7e3tREVF0dvbS0hICBbL+vtqsVg4F3r3ljtdP5mEV++PQiqVij1xQ0MDSUlJnD9/HqfTKf5udnY2ZWVlSCQSMeZcXl4WMiRYn7ZER0dTV1fHwMCAkIPcSAe4FYxGI6OjoyQnJ2MwGKioqPhvSZb5OPFJ4btFOBwOuru7cblcv5PCd6NO7cPEnl5Hh8bGRnJzc3n0xe6P9DqDg4M0NDRQVla2STBvs9loaGigsrJyw0j0g/iwa2xoaKCiooJzfdN85+02JpbXSA4P4Kt7kjH3XCEsLAy5XE54eLi42RcXF+nu7iY6OlrYhrW3t4sMQO9OwZu19+yzz1JVVUVQUBAWiwWpVMrExARKpZKMjAzm5uZYXl5mdHSUtLQ0kRT/5JNPcuHCBfbt24dKpcLtdgtj43/6p39iaGgImUzG2toaBQUF1NTUEB8fz9jYGPn5+Rw7dkzYcu3Zs0fQ9ZOTk5mfnycqKoqAgACysrJ4++23SUxMpLS0lCtXriCXywXTzutJGR8fT3NzsxBTe1PvvRZqKSkpDAwMCH/V2dlZUlJSeOyxx5ibm2N8fJwzZ84A6yGsiYmJmM1mfH196erqYnR0lImJCcLDw0lOThZpDCkpKZSVldE5x+ZR+XXaK7fbLRiAGo2GmZkZ9Hq9SJfQaDRERq57kQ4NDZGTk8Pp06dRq9WkpaWRmJjIxYsXCQwM5Pbbb2d+fh6DwSDev4SEBF555RViYmI4efIku3fvxuFwEBUVxfz8PAEBAXznO9+hurpaOMfcfvvtBAUFMTMzw9WrV7l06RJ2u12MCe+66y50Oh1Op1NkJ3pZxGtra8Ih6E/fm2ZZunnPqnQskmV4E4VCwVe+8hVOnjzJysoKpaWlFBUVMT09zVtvvcXk5CRf//rXmZubo6mpCYfDIRiZ3kNPREQEWq0WbdojeNSbD7SxKgn/dkekSP5wOp0YjUZKS0s5cODApoLjcrm4dOkSS0tLwmA+MzMTp9PJxYsXGRsbQyqVUlxcTH5+/kdKTrdarSL+aX5+fktuwe8rPil8HwH/HQSXWy18N+rUZBIPz+1VEBYWRnp6+obdlZdR5qWEd3d389KFDt40qXFeR07wkbj57j2ZPFj5a1cat9vN6dOnsVgsG4yLPwiPx0NjYyMJCQk39BG92TVeb9brHaXabDaefPJJrl69Sn5+PouLi2Iv4SWbFBYWih1UV1cXUqmUwsLCDTf+W2+9RWhoKFqtlr1799LU1CRywjo7OykrK2Pbtm3rHeevfkVYWBjLy8tIJBK2bdtGXV0dlZWVLC0tkZqaytGjRwkNDSUrK0ukf3tF1/n5+YIt2dfXR2hoqPBhff7550UXkJSUtCHJG9Y76h/84AekpqZSWFjIzMwMO3bs2LRL8Sbau91uBgcHOX78OPv27SMnJ4esrCxmZmaEznB4eJj33nuP/fv3U11dzeXLlwWBISkpiaNHj+Lv74/dbhd2bPn5+YyOjpKZmcnY2BhGo5Guri7UajVSqRSFQkFBQQERhXt59n39ltorLxklLy+PhYUFBgYGWFhYEFIU7/41PDxc6Nnq6+t5/vnncTqdNDU1MTk5yWuvvUZ5eTkpKSkYjUYOHTqEVCoVI8OjR4+i0Wg4deoUVVVVVFdXExkZyenTp4mKiiI9PR23201SUhInT54UAuyysjIWFxdJT08XYn6pVEpUVJRwPJmYmMBisQgPUblcjsFgoCfvf4B0M+XfR+Lh63FGCgsLOXLkCNPT01RVVTE5OYnH48FgMGCz2bjtttvYvn07er2ehoYG/Pz8SEtLY2JigoSEBGprawEoLS2ladzGxbVUXNexhqUeJw/HLqMyG/jiF79ITEzMlhKl4eFhcb/4+PiwsrLCrl27sFgsnD9/ntnZWXx8fNi+ffsmi7VbRXt7Oy6Xi6ysLMH83YoR/vuKT7w6PwJMJpPQznxcuN6v82a4UapCqI+D0qD1QNaWlha6u7uxWCxMTExw8eJFKisrxVhPp9OxODZITlwwi5IAVuwOIhXw2Vw5sqn1rLXo6GimpqY4cuQIKSkp7Nu3b4Nd2gchkUiIj49nYmKCiYmJLdlbN7vG9vZ28vPzaW9vF/q8trY2FhYW2L59O9PT06yurpKfn8/ExAQ+Pj7s3buXzs5OLl++zPDwMHv27CE5ORmZTIZOp8NgMHDhwgWCg4OZmJggOTkZpVJJTU0NKpWKrq4udu/ejclkYmpqirGxMQDRpdlsNuHP+dprr7Fr1y6kUimzs7M8/vjjTExMMD8/zxe+8AUWFxfFLikwMJDe3l4R2FpbWyt2WgcPHiQuLm7LHeqJEycoLS0lLS1N2FxNTEwQFBS0oZDL5XJiYmIwGo2srq5SWVnJ1NQUCwsLTExMoFAoUKvVBAYG4uvry9NPP83AwABnz54lOjqajIwMLBYLRqOR4uJi4aU6NzdHe3s7DQ0N2Gw24uPjSU5OxtfXVxgAfPGLX0Qmk9Hc3MzpN16kULVEkd8UnyqOoSInBblcLoqyl3zl7+9PfHw8aWlporuZmZkRY12v1tBkMtHX18fMzAwajYY777xTdMXe3XpCQgI6nY65uTneeecd+GrfRAAAIABJREFUqqqq6O/v58tf/jLp6em0t7dTX18viD2nT59maWkJs9lMREQEOTk5ZGZmMjU1JbRn3s+kyWTCaDQyNDTE8PAwq6urJCUlMTMzw/T0NP7+/iQnJzNMxJbBroHYibcZ0Ol0DA0NsW3bNoaGhti9ezc9PT3s3LlT5DO+9NJL9Pf3U1ZWxp49e0Th9WbtfeELX+DEiRP42OZZmx7GExyHW+pLmJ+Lz+cr+evP349SqSQzM1MYf3u1s169ZEREBBkZGcTFxeHn58exY8dEgHRlZSW7du2ioKDgpsnoN4LJZKKjo4Ps7GwcDgejo6Ns3779phOf30d80vF9BPwuO76t2Jg+uPnLnRFsC1v3MywpKSEnJ4e+vj6h5UpPT0cqldLd3S2y3b7yla+g0+mYmppiz549XLx4EY1Gw+DgIMPDwyiVSu6///4bZubdCDMzM/T391NdXb2ByXWza6ytrRUp3ffddx9LS0v8y7/8C9/5znfQ6/WCFOHNbRsYGBBi8oSEBJxOJ8ePH8dsNrO2tkZcXJxINIiPjxdjOi+83WF3dzdSqZTa2lpKS0vJzMzk3XffJTU1lZSUFGHQ7fF4SE1NZWVlhczMTN544w0ee+wxenp6qKyspLm5mbNnzxIZGbnOxvs/Btz/+I//SFBQEG1tbcTHx2Oz2TAYDIL8AOvd7qlTp1AqlcjlchGr4/2+fX19rKys4OPjQ0FBAaOjo5w+fZqcnBwqKirw8/MTo8DExER0Op3QhsbFxeHxeESk0enTp1lcXOS+++7D19eXd955h6GhISYnJykuLiYvL4+srCwCAwN58cUXBTHmvvvuo7a2luDgYLKzswXztampSex0bDYbk5OTQgKQlJREYmIicXFxm0ZnXV1dnD9/nvn5ecbGxiguLmZxcZF77rmH2tpagoKC6OrqYnZ2luzsbMLDwwkPD6e+vh6n04lareYv/uIvuHz5MgC7d++moaEBo9FIf3+/CP6dnZ3l0UcfxW63ExISIgrv1NQUdrudoaEhYF0rm5iYKCQCCoWCiYkJzGYzpaWlgpI/NzeHYVXFWOL+De45XheY7YkBonP2XveXvvQlEXbstYEbHx+nsLCQrKwsoXH1joHz8vKErOTpp5/mRz/6EQcOHCAqKorW1lYSEhLQaDSMjo7idDppb28nMzOT8PBwNBqNeK9HR0epq6sTe939+/f/1h7Da2trNDc3CxKU10f2o6bF/L7gk8L3EeCd9X+Uxe+H4VYLH8BPjl3liM6Jcc5CdIAPWXYth3fnoVarxV6op6eH7du3Y7VaqaysxGAwcPXqVWJjY7l48SJ/8zd/I2yzRkZG6OrqIj09HblcLk7hubm5pKWlbRrJ3QocDgdXr16luLhYuIDc6BpbWloYGxsjOjqa3NxcVlZWGBsbY3JyUmik/Pz8yMjIwGAw4PF4yM3NFe77VqsVk8mEWq0mICAAuVwuOqCwsDAkEgl79+7F4/EwOTnJxYsXkcvlDA8P43A4cLvdPP744+J0fvnyZUwmExqNRmgYH3vsMV588UX27dsndirefaPJZOL9999nYGCAhIQEHn74YYKCghgfH6epqYn8/Hz8/f03+KyeOXOGlZUVwsPDWVxcBNZdMG62J11cXOS73/0uQUFBHDp0SDhveDE5Ocno6CgWi4Xo6Gjm5+eFpMBgMNDU1ERwcDBzc3OcPHkSlUrFvn37hLDc19cXPz8/ent7xQ5SIpGQkZFBU1MT09PT3HXXXURGRuLv709eXp6Ii1paWmJsbAy5XC7YfD4+PiKhw2sS7k0e8UZSeQt6b28vw8PDfO5zn0OtVjMyMrLOqO2b4j9a55lbkxIkdRAz3USobYz77rtPhMza7Xa6u7tRKpWEh4cL82yJRMLk5CQqlYrV1VWRqjI/P090dDT+/v5MTEywZ88epqenuXz5Mq2trTgcDlQqlRCFt7W1IZVKSU1N5d5778VoNKJd8aPOEsGC04dgmYMChimNkQtHHq8P6dDQEM888wxhYWGcPHmS6elpHA4HSqWSiYkJpFIpGo2GiooKHnjgAXp6enC5XPj6+gonorm5OfGeTk9Ps7y8jMfjIT8/n+zsbDo6OqisrATW3aVaWlpYXV0lIiKCnTt3EhQU9LEEzvb09LCyskJZWZkgk23fvv23Dsf+XeKTwvcRYLfbuXTpEkVFRURGRn4sr/lR/D+9RBJvMvbZs2e5dOkSf/qnf8rQ0JBIdj527BgtLS08+uijrK6uijGR1WolKCgIt9stQloHBgYYGhrivffeIz8/n127dmEwGLDb7YSFhd3UqPpmuHbtGmFhYSQnJ29Z+AYHB6mtrWXv3r1C+OsNiv23f/s33G43+/btY3l5GT8/PwoKCujr6xM5cUlJSfj7+5OYmCjGq7OzsxiNRlQqFZcuXSIyMlJovfz8/ESxq6qqEifg9vZ23G43LpeL2NhY3njjDeFzeeDAAbEzW1xc5NChQ5w7d46LFy8SEBBAZGQkHo8HX19fcnNz13czTU2Ul5fT2NjI66+/zpNPPrnJsaK+vh6j0Sh2LSUlJeTl5W0qfBaLhTNnzrCwsMATTzwhOrzBwUEkEglJSUlERUVhMploaGggKytLFMWGhgaxx1Sr1QwMDGAymYSDh3c/ExcXh1arZefOnSL3cXJykvT0dC5fvizM0AMDA4VvZ2JiInfeeSdJSUmcO3dOdBXeEFW9Xi/yFefn55mZmRHyBm/hiYmJISMjA61Wi9vtpqenB39/f3Jzc9HZlTzf49ygYfOVwp8UK6l/4zlmZ2dRKBQoFAqRHn/u3DnCw8PF4cT752lpaZjNZgIDA1EqlaSlpSGVSunv72dsbAyLxYLVamXfvn0YDAZ27drFf/3Xf/H+++8TFhbGnj17ePTRRzl37hxKpZLz58+Tnp4udqNvvvmmcP554IEHyMjI4LXXXhPdsNlsRqFQiM9lTU2NOBTIZDJ27doFrE8+HnvsMS5dusTevXtpbm5mYmJivbOuvod3hjzM2j1EqmR8574i1MvD4jocDgcJCQlUV1dvEJS73W5aWlpumMTyYZiZmUGr1ZKTk0NoaCgtLS0EBQVtcPb5Q8Unhe8jwruUvhXt3a3gVgvf8PCw2PF4v6ahoUH48D366KN0dnayc+dOYVT705/+lOXlZe69917OnTvHV77ylQ2vqdfr+eEPf0hsbCxRUVGo1WpCQ0OpqakRuzKj0UhiYuKGjMCEhIRb6ni9nocej0cUPo/HQ0NDg0iTXl5ext/fH7VaTXBwMO+8847YFVZXV4tU87m5OVJTU1Gr1eTm5uLj44PNZmNgYACHwyH+v6ioiMnJSfEgBviP//gPtFotxcXFpKSkEBERsWHX5u18p3wi+ddLRlY8cgKlazyk8WFHShC5ubmcOHFCdBdyuZxvfetbSKVSkV2Xk5MjCl9BQYHwJrTb7ahUKnJzcwkNDRUCe+/n6KmnnhIPfpvNJhxPtFotOp2OXbt23VAPNTQ0RF1dHb6+vhw6dAiTycTk5KRgYi4uLmI0GkW4b0REBHl5eQQFBTE8PExrayshISGUlJRw9OhRUURzc3MJCQkhLS0NiURCQ0ODCLrt6OjAYDBgMpmYn5/n9ttvJz09ncnJSSIiIoiJiWFxcZGenh4mJyeJjo4mKChIOPVYrVYhJ1hcXOTy5cu43W7RfQ4NDXHWtxKr72ZHHPnqAgecTaysrNDT08Pu3buJjIxkenoahUJBfHw8XV1deDweDh8+jE6nIy8vD4/HQ2BgINHR0Zw8eVKYOmdkZFBeXk5fXx9dXV3U1dURHh5OZGQkGo0Gk8nE/fffT0NDg3Bh6erqIjQ0lLvuuoulpSV0Oh01NTU0NjZy7do1hoaGKC4uFsHMXtKJ10ihs7OTgoICduzYIRLpvZOLhYUFgoODRabl8vIyRmcQLwxKN1j5+Ug8VEu0fPFgBeXl5Tfcwbe3twv/048Cr9VYSEjIhvT5kpKSLX2F/xDxSeH7iPi493y3Our0dnvw62K5vLyM0Wjk3LlzlJeXU1BQwNmzZ8nKyhJC4tjYWP7yL/+SyMhI7r//fjG+nJub4/XXXycjI0P4Sf785z8XmWYPP/wwLpeL4eFhgoKCsNlsFBcXMzU1Jfz6vAgNDSUlJWXLYmg2m3n99df5/Oc/L3ZDlZWVdHR0YLfbUSgUQpR+9epVcnJyGB0dZX5+nuTkZNLS0khJSREPxeuhUCjIyMhAKpVy5coVampq6OjoID4+nrCwMNra2njjjTfYuXPnBtG61+QXECfYY63D/D9HejaYBPtKPNymHCGedaea0NBQUfjy8vLw8/PbUPgKCgro6urCZrMBUFVVJWj7/v7+tLa2UlZWhtFoRCqVkp6ejsViERTw2dlZ+vr66O7uxsfHh+Li4g1p5dfD5XIJO62wsDAuXbqETqfDaDRSVFRERkbGuuv/wgJyuRyn04mvr+8GP1a3201TUxPj4+PExsbS0NDA1772NSQSCfPz8+j1emA9I9JbDOfm5hgeHhY+kZOTk0RGRhIfH8/IyAgAUVFRVFRUsGfPHpGX6CVfXL16lQMHDmC1WgkLC2N2dpbp6WlhDj0wMMB/UbUh8cILqcfFp+XXMJlMFBcXMzo6Kg49Tz31FCqVilOnThEcHEx+fj4DAwMUFxeTkJDA22+/jdPpJC0tjV27dlFXV8fx48eJiopCJpNhMBiwWq08/PDD3HbbbTQ0NHDy5EkUCgVdXV2kpKSgVCrJzc3lF7/4BWlpaSwvL7O4uIjdbic5OZnKykoqKyt55ZVXWFxcpLq6mqCgIHp6egCEQP/s2bO4XC7UarXI5rNYLBQVFTE0tJ4Kv7y8TGBgIEfsOVva4qVFqHj/G3s2/f71+E3GnIODg8zMzFBeXi5G0Q6HQ6RV/LHgk8L3EfG7KHw2mw2tVitGZtd3iY2NjQQGBtLW1kZhYSGzs7PodDrhaTgzM8Pp06c5fPgw7777LlNTU8JM9/HHH0cul4vYJbfbTV1dHUtLS0xOTpKXl4fVakWn03HfffcJofYHpQ3eh+H1H6WgoCAxVmpubmZ4eBjDagBnpv0ZnbcS5OPk/hQpBeESxsbG0Gq1JCQkEB4ezvT0NCEhIRuc+b1j0w8WV4/Hw/nz56mpqWFsbIy1tTXsdjvNzc1CdH0z1qzZbGZwcJCvnZ1jfNm16c+TQxVc/PP1PL3e3l5GR0fZt28f165do7y8nNbWVrq7u8nJyUEmkxEUFMTS0hJyuVywGycmJjh16hTbtm2jsbGRsLAwHnnkESQSCaOjowwMDKBUKlGr1SwsLJCYmChcgrq6uoSQPTc3F4lEIgpkVVUVZrNZ5MQlJiaSlpbGSy+9hN1uJz4+nsLCQvLy8sT19Pb2YjabycvLE96sk5OTvPjii6SnpyOTydi7d6/QtXm/JjMzk5WVFfz9/Wlra6O4uBiVSoVer6e5uZmenh4iIyPJyMhApVKRnJxMSEgI7TMuXupeYdriIkjm4Gs1qawampmdncVsNotE+Pj4eOx2O9HR0bxhzWJuCxcf2co0OcNvIZVKiY2NJTAwkIWFBWQyGdHR0WLvdf/991NaWsq5c+d47733CAkJoaamRnQ+drudlpYW9Ho96enpBAUFMTo6yuzsLAkJCYSFhbG4uEhFRQU//vGPWVpaQqPRMD8/j5+fH0qlkgMHDjA5OYlOp+PSpUs88MADrK2tiey5pKQk9Ho9nZ2dVFRUoFQqWVhYYGxsTPjM9vf389WvfpXOzk7Gx8e54447RE7f+Pg409PTDJd/bWsh+00MJ7zX2N/ff8vG0F6rMY1GQ3R0NGtrazQ0NJCdnX1DE/0/ZHxS+D4iWltbWVtbE93Xb4tbKXyNjY2Ul5eLh/71hc9gMBAQEMDx48dJS0tjdHSUyspKjEYju3fv5vnnn+eZZ55BIpHgcDj4xS9+gdlsFroyL2XcawGm1+tRKBQMDg6ysLDAvffei9Vq5eWXXyYjI4ORkREyMjLEPvFGMJvN6PV6PB4P7733HpL4bbygk21yvSiythFiHaOmpobMzEwkEokIjb2VTvjKlSuUlZXhcDh45513UCqVqFQq1Go1qampW+YSboWMv3qPNddmnaSvFF65L1KkcQcHBxMeHo5erxeda1tbG/n5+bhcLqGV85p5r66uUltbK/wPExMTcbvdrKysEBMTw/T0NBKJhKmpKSIjI2/obejNvhseHkahUFBZWcnx48cJCAigrKyMlJQU8fCy2WyMj49TWloqvq9Go9lAX+/q6mJhYYGAgAAaGxspLi5maGhIONX82Z/9mdgXeT9vVquVCxcuEBYWhlQqxel0YrFYGBkZITQ0FJPJxMDAgCCIOKOyeXNCzdp15wmZx0X8yBnUy+uSjMXFReLj44mMjBSTh1cvd9MXsh33dV2fzOMicvAEUa5ptm3bxqFDh5iamqKtrY2UlBTa29sxGo2YTCYxUo2PjxcOJ944K51Oh9vtJiYmRuxnHQ4HeXl5NDQ0CMNq78/R7XYLNqk3x9C7Fpibm+Ptt9+mqqqK6elpgoKCiI2NJS4uDovFwtLSElKpFJlMRmRkpDAO7+jooKGhgdzcXHHQTEpKore3l+DgYKxWKxqNhqysLH4+EbNlx/dhxhVNTU2UlpZ+6H7eazUml8vFQXN4eHiDzeEfIz7R8X1EqNVqmpubN5yifxvcio5vbGxsQxyRyWQSXxMSEkJ3dzc7d+7kxz/+sSA4ZGdn85Of/IScnBxSU1Pp7e3lyJEjPPbYY+zbt4+srCxqa2tpamoSlH2pVEpoaCgdHR3s2rWLhYUFenp6CA8PZ/fu3czMzFBUVMTS0hLvvvsua2trLCwsEB4evukGUygUokAkJSXxwpCCWctGHaJHIsWhiuSFv/o8FRUVYrfh3Qt+2PvS3NxMRkYG/f39vP3226Snp1NQUIDH4yE5OfmWip5er2dwcJCrY3aW1zafASP94U6NitnZWebm5pDL5Vy4cAGlUonFYiEiIoLW1lYSExPRarUizzAoKIi5uTmuXbuGRCKhuLiYtbU1pqamxIPRaDQSERGBzWYjIiICiURyQ3q4r68vRqNRxBR53XQyMzNJSkqisbERnU6HQqGguLiYiooK9Ho9OTk5pKSk0NLSwvnz5+ns7MRms+HxeFAoFNTV1ZGbm0tZWRmFhYWUl5czMTEhzKy9uXE6nY6LFy+Sl5dHcXExAQEBzMzMEB0dzf79+8nOzqa4uJjExETW1tbWi8JcJHbJRicRj0SKMzCax8sTuPvuuwkPD2dtbY2oqCh6eno4d+4c1skhitNimLTL8PjIUUvs7A2c4rE9+bS1tTE5OYlWq2Vqaori4mKsVisjIyOMjIywvLzM7bffTlVVFTt27EClUnHt2jVaW1uZmJgQpDSvLtNkMhEaGsrMzAw2m43CwkIUCgUpKSnCmPnRRx9Fr9dTcOeneW1cTb09hqZpDyZdD+F+LsLCwlAoFBw+fJjh4WHm5uaora1lfn5eHDa8+1a73Y7RaOTOO+/EZDKJhHpvkoXVauWJJ55g586d65/hQDlNJjseya/vL4WvlP91fz6pETfOtfvgM2MrDA8P09PTQ1FRkZC/NDQ0oFarycvL+6MtevBJx/cb4YUXXuCpp576WF7rwzq+/v5+oqKiNrgifJAQc+3aNVZXV3n33Xd55plnGBwcpKqqiueff568vDzRqdx7772bXn95eZl3330Xg8HAE088QUJCAhaLRZBBzp8/T3R0NKurqxQVFdHb24uPjw9paWnU19cTExOD2WwW0SVelqV3DFRVVUVbWxuH35ne0nnGVwpvPBy3wWNQr9eTkJCwQQbwQbS1tTE+Pi4KT2lpKWVlZbS0tJCYmHhT1q2XGQmQlpZGeHj41qkVvlK+uSuKdKVdpLl7r3FsbAydTkdSUhI/+9nPqKysxOFwsG3bNnbt2rU+2jUY8PHxEd3fq6++iq+vLykpKZSXlzM4OIher0elUpGXl4fL5UKv12/ay0xMTPD666+L8enu3bvFQ+nq1au0trbi5+dHSUkJ6enpIpZJIpHQ2tpKTk4OGo2GqKh1S7HOzk4R33TnnXeiVqtF3l5paSk+Pj68+eabaLVaQkNDsVqtVFVVsX37dpaXl+nu7iYoKGiTrOJ62Gw2tv3P8xuSK7yQuJ3k9jyPVCpFpVKJZAm3243NZhNBupcvX0alUolOxGu55e/vL9ijcrkcaUIhK5rbmLa6ifCXUq2aIdgywtmzZ/F4PDgcDjIyMpDL5QQGBpKQkMD4+Djbtm0T0VYSiYS6ujoWFxdpampCpVKRmJhIdHQ0UVFRaC1ymn3z8Eh9r7sOB5qpKzxclSlIROnp6cKuzLtP9xKx7HY7L7zwAhqNRvigeq3ygoKCWFtbE3rJhx56CIVCwXPPPceb9QPMxlWz7PEjXCHhfz5cetOU8rm5Oebn52/IvrRarVy7do3k5GRRHL0aXK8+9I8df7hCjN8hVCoVS0tLW4aqftwwm82bPDI/iNDQUF5++WX+/u//nm98/z/plKQwdPo0cep0CusH2JUWzM6dO7f82sDAQEHXbmlpoa6ujqqqKmQyGYuLi+zatYva2loKCwuF7+X8/DwdHR3s2LGDwcFB3G63CKIdHh7mtddeE07v3nNVQoj/1qkQwQpsNhv+/v4UFBQIf0Sj0bjhBvTx8SEzMxOPx8PJkyfx9fUlLy+P+vp6Qa1vbm4mOTl5y52Ew+Ggo6MDl8tFSEjIpuJye04UP/pUMd893b/JimtsbIzh4WHi4+OJiYmht7eXwcFBlpaWiI+PJyAggLW1Naqrq1laWuK1115jenqaiIgIKisr6evro7a2lvvuu0+IkY8cOUJVVRV33HEHsG4nZ7PZSE9PF9ZZvb29dHd309/fz6FDh8TIDtaNgc+fP8/S0pLwK52ammJkZITY2FjS09MJDw+npKREjCclEgkymYyioiI6OjrYvn07Wq0WgNjYWCIiInj55Zdxu93CgmphYYHu7m7hcxkUFPShY274P64tIf4Mzdk2/VmY3MMzzzwjUsx7e3vJysoiPz+fixcvUlVVxfDwMEtLS9xzzz0olUo6OjpobGzE4/EIUkx4eDh+KSVcUxTitgJImbLBWyvBuK+8SdCKGX9/f1wuFysrKygUCoaHhxkcHCQtLY3h4WGmpqaA9e5neXmZ5ORkIVyH9VF1XV0dQzlP4JFv3LV5pL6MR5QyOtpLVFQUS0tL7N69G39/f/H5cjqddHZ2otfraWtrIyEhgYWFBRGE/KUvfYnFxUWuXr1KR0eHyFDU6XRCk5gVuEZisJ6qqiqWl5fJUK3e9L3X6XQ3JLV45TvexAz4tWn4jZ4Rf4z4pOP7DVBXV0dAQMAG8sVvipt1fGazmYmJiU15fdd3fOPj42i1WhYXFwnIrNqc4OAr5UefKibYMkJSUtINOyHvnm9qaoqrV6+K33/wwQdZWFjAYDBQUlIitDxhYWFixGq1WmlpaSE/P5/u7m4yMzOJiooSOYDd3d2sBKXyry1LrDp//XG73tzYarXS2dkJIHYv13e1MzMznDlzBrPZLLoDf39/srKyKCkpuWHR02q1mM1m4X7ym4huvYzawcFBZmdnxR7uypUrTE1N8fzzz7Nv3z4hGZidnaWkpISZmRlMJhOzs7NEREQQEREhWLLh4eHExMRsGMfa7XbOnTvHysoK8/PzIhYmNzeXhYUF8Xf6+vqw2WyCFr8V69NgMDA7OwtAeno6ra2t1NTUCO2XUqkkMTERp9NJV1cX4+PjzM/Pk5aWRlZWFgMDA0xMTAii0cDAABUVFTc1NhgdHWVyclL8+nS3iRd0Phu6PpnHxeeyII55Jicnqa6uZmxsjPj4eJ599lkCAwOFx2Z0dDTV1dUUFRVx4sQJjh07hkajEVmOCoWC5siDOPw3W28pHYs8pOxnfHycgIAAYSmn0WiEUYJ3LOl1TvHu/hYXF1EoFISGhopiqSv+ky2ZpjLc/HXWvAj5PXLkCAUFBYyNjQnnlLm5OTweDzk5OXzqU58iLS2NtrY27HY7p0+fRqFQiL1eZmYmra2tGI1GUlNTmVPE8rp2lWW3H8kRgTyk8aUk2vembM2t2JwmkwmDwUBBQYFIybBYLLS0tFBQULBltNkfMz4pfL8BWlpacLvdv7Ew9HrcrPBdL2H44PcvLS0VDyar1UpycjL3P9/K5OYDtliEt7W1ERkZueUeyRvE6n0Qj42NcebMGex2O/fccw9OpxOn04lGo2F8fByDwUBpaSn19fVUVVVhtVp56623KC8v33Qg8F7ji++3868Xh1hy+xEd4MNfHcrnQN7GPZ7b7ebVV1/F6XRyxx13IJVK0ev1IlLm2LFjFBcXk56eTktLi0i6jouLIzg4WMTseB/6Hwzp/ahYWVlhaGiI/Px8AMF2S01NJSAggO+9cpo3Bx04/YMJljnZrpyiKNKHkJAQ7rjjDhwOBwaDgczMTFpaWoRf5vz8vDBcDgkJEUQPq9XKwMAAHR0dlJSUUFNTQ0pKCqGhobS1tTE2NkZYWJgggnwYPB4PWq2W+fl52tvb2b17NzKZTFhj+fj4CGmG9+/39fXR1tbG0NAQISEhKJVK8vLy8PHxYXZ2Vvx6dHRUSDcA0RHD+k7LYDBQZ1zmde0qE8sOwuQe7oxdY6r1HHfffTcn2ozU26IwO2SE+LlJWmijOGo9rujixYu0trZisVhEKofb7WZ8fByTyYRKpSIpKYlT6ju2LEgSt4sDi+8SHR3N6Ogog4ODVFRUMDs7i0ajEekVDocDs9lMTU0N3d3dWK1Wpqam6OrqEuzU6elptJpHcAdsPjQqVhd4SNkvUhK8ZCKZTIZarcbf31+ML2H9MDszM8Po6Kg4eJhMJpKTk0lOTiY1NZX+/n60Wi2tUw5GE2/H6fn1fs9PBl8vD+KLd1ZueYjzTkq8P4e1tTWampqIiYlFhPB6AAAgAElEQVTZcGAZHBxkcXHxY7Vf/EPCJ4XvN4DZbOb999/nwQcf/K1f60aFz+Px0NTUtOnk5nA4OHnyJEqlUmTOud1uEhISePD1UZxbhITKJB5euz+KrKwsEb65lVny9exOL44cOYLL5UKlUuHn50dhYSERERE4nU5RAC5dukR0dDQ1NTVMTU3R39/P9u3bxcP02rVr5OXlUVtby549e5BKpayurgqbJm9n471Zr127xtraGn19fQQGBlJUVMTq6iqXLl3i85//PH5+fly8eJE9e/bQ1NSERqMhMDBQjDItFouwS/MiNTX1NzLl9ZoBfHDRr9frOdk+yr9dW970YPrXRwooivTBaDSK2JaIiAgxDrZarQwODjI6OipCYNVqNTMzM8A6gaq6upqZmRmGhobYtWsXWq1WmEZfHyR6q/CmbRw9elS48peVlW3a5zgcDl5//XWCgoLYv38/3d3dGI1Gzpw5w549e4iKihLj7fz8fKqqqsR74yW1zM7O0tjYKA4rUqmUyclJkXgQGRnJ/3rhBDPpd29gbkrdTr5cqCDKOc2FCxdwOp0sLy+jVCoxGo34+/sjk8kIDg5GoVAwMzPDSN6TLEs3kzxCZKvsW61ncHCQpKQkAgMDCQ4ORq1WCzMIjUZDeno6U1NTFBYW8vLLL9Pf309SUhJ79+6lra2NY8eOsbCwgL+mnImUgxt8OqUeJzulg+xICeLChQsoFOspKcHBwRw8eFDYwKWmpgqHmJ6eHrRaLSUlJSwvL3P16lXS0tLQarU4HA5kMhlutxuz2cxU6f8A9WaCVlqEiu/tUW9ponF9t9fb2yv2jV7ymcvlor6+ntTU1I/VbP8PDZ8Uvt8QHxfB5UaFr729HaVSydLSEhKJROzKXC4Xs7OzREZGUlZWRn19Pdu3b2dgYIAnXtUybd9MX1Zj5W/LfXA4HCIrztfXlwMHDmywONqq8HkTuiMjI+ns7GRoaIgHHnhABJb+1/9m7z2D4zDPe9/fFmzBFvQFFmXRO9EIECDBBoqUSIlUsyhbtmQVt8nxSWQfT5Lr3OTY8Tnj5CYn9knucW6csRXJlhRaVrEKJbETLCAAordF722BRdmKBbbeD5h9wxUpyXacfEj4n9GMBiRAbHuf93mef/nlL9FqtaLjysrKIhgM0tzcTHp6OpmZmTQ1NeHz+SJIGR/FzMwMFotFuL+fPHlSJGE0NjYyMDDA/fffT1VVFS0tLVRWVtLd3U0oFEImk6FQKCgvL7/j2C8YDAoXmVsRLkgfB6/XS29v78feihv+10Wm1jZv+3q4w75w4QKzs7PExMTgdDrFn0dFRWEymcjJycFoNPLCCy+Ql5eHVqsVgnq73U5XVxfNzc20tLTw4IMPcvz4cXE5+HUQCoWEp6ndbketVlNWVsbAwAC7du2iv78fr9eLQqGgpKSErq4uhoaGOHz4MH6/X4zQPR4PbW1tGAwGvF4vmZmZJCQksLy8jEwmIy0tDYPBQFRUFImJiVgsFrKzs0WXBYhkeZ1Ox7lz5/ilu/COO18cFhTn/4qtrS0qKiooLy+nsLBQhA1fv36dlZUVMjMzCYVCNM+6Wcl/MKKASoJ+chYv4xm7SXl5OSqVipmZGTweD0ajEaPRyN69e4WmsqenB4VCgcViESPLzMxMTp06hdPppKqqiri4ODbi8rjujGczSkfUlh1/+xsEZ3soLS3l+PHjYjrT29uLRqNhcHBQuN9IJBL0ej3BYJDq6mqUSiXXr18XaRwLCwsiRszn822PoEu+Qkhy+/tZIZfyyoMJt02cwpflnJycCKuxMObn55mammL37t2fmqj+Hx13C99vid9V4Wtvbyc9PZ35+fkIAXh/fz8PPPDAbTu5xcVFLl++zBe+8AVmZmaQSCTMzMyQlZXFr26O8/+2OyN2fDIC7JOMoLVP8vDDDxMbG0soFGJtbQ2v1ysO0jCTLszquxXj4+Oo1WpSU1MZGBjgtddeo6amhq2tLU6cOIHf76erq0vE4YSlHhMTE0xOTjI5OcmXv/zlT6RHj4yMsLa2RmZmJlNTU0RFRfHOO+9QVFSEQqHgM5/5DD6fj3feeYfNzU3cbjf5+fnU1dX9ViSjUCjEzMyM6LLCX0tLSxM34dbWVnbt2vWxWqjc//s0gTt02FFS+IZxEp/PJ8yXh4aGhCl1+HmYmpoiLS2NiooKXnjhBZ544glSUlIIBAK0tbUxPz8vROg///nPBcMwfJCGjaTDO5vwYxgaGhKFtqSkhGAwyLVr18jLyxNuI+HdcSAQEFrEsPYtPz8fo9FIcXExCQkJREdH097ejlQqJSsri9nZWW7evCn8SuVyOTKZjIqKClZXV+nt7cVoNDIyMiKIWYODgyQkJHDjxg1SU1P5X9PpBCW3P6/SUIAno9poaWnB6/WSkJDA/v378fv9LC8vk5KSQnV1NYuLi8I6bSuxgM6gCUdQgSbkwdf2OikBK0eOHEGlUmGxWIShdXJyshg/1tbW4nK5GHJGcXktBptfRqJKwsNZIRpf/T+i4IaNvKemplAoFBQVFVFeXk5DQwMffvgh/f393HPPPRFdlcVi4f7776erqwuZTIZMJmN5eVkYZYdJNVKpFKlUilqtZvfu3czNzXHjxg0SEhI4I93F0ubt76+sOCUvPp6LRqOJOB96e3uxWq2kpaVFEOLCWr24uLjfOn/vPxruFr7fAufNS/zJay04ggpMcWr+r2PF3Fvy8fTiMML2Vbc+5YODgxw6dCgiwiX8Qf3oONLpdNLS0kJGRgZFRUWcP3+eqKgo9uzZIzL4royt8dZ4gJm1DWKjAvzp8VLGrvyK+Ph42traOHz4sDjcrl69isvl4r777tt22ejuZmRkhPz8fBQKBaWlpSIM9dq1a4IJNjw8zKlTpygrKyM+Pp7CwkJSU1Pp7OxkY2MDuVzO7t27sdls4mc+9thjJCQkRDyeUCi0TXxxuSgoKBB//tZbb5GcnIxUKiUUCpGYmMjS0pLY+YTdJaKioiLS1v+1CCcILC4uEgwGMZvN7NixI8Kf1Ol0MjY2xpkzZzhlz8Mhib7t5xijJfx5rYxdu3YJ2URRUZEYv/b394vk7bC/Y7hoZGRkMDo6SkJCAjt37hRFLRxhpFKpMBgMKJVK1tbWRCcTHiUqFAp2794t/q1wfM3Ro0dJSkpCo9Hgdru5du0anZ2dGAwGTCYTS0tLFBYW4vV6xXs0vOOC7bFZaWmpIENERUWJkabX6xVFcX19neeee47R0VGqqqoYHBykt7eX9vZ2kpKSBPv1uzf9WDZufw30uPl65pqwQhsaGqKzs5O0tDQ0Go2YGly8eFE8rz09Pfj9fkpLS/H7/Xg8Hurq6hgbG+Pq1avI5XJMJhMbGxtotVrhb6vX60neeS9NFESQriQBH/UMsSMuxOuvv45WqyUUCvHYY4/xzDPP0NTUJFJBXnnlFUpKSpibm+PkyZMoFAqGh4dpb28nOjpa6FL1ej0+n49Dhw7hcDiwWq2CjNXZ2cnExATFxcVER0eTkZGBWq3m1NV+3l1JjLjIRklCfGt3LP/loX0RY83R0VEaGxt57rnnIi6u6+vr9PX1UVNTEzHd+c+Ou4XvN8TH6b3+zxM7RfFzOp2Mj4+L/VUY8fHxZGVlRXQQPT09lJSURKRt34nUEmZOlpeXs7KywuzsLF6vl6NHjwLbhWn//v14vV4hSr1y5YrY573yyiuUlpbyzjvv8MADD6BUKsUOpqOjQ+xivF4v9fX1bG1tCZ8+2C4KYReKmJgYNBoNVqsVn8/H1NQUiYmJ5OfnI5FI6Onpwel0kpqaSn19PR0dHWKXVFZWRigUoru7m83NTXbs2CEO9zDhY2Njg/vuu49XXnmFzMxMFAoFMpmMjY0N8XyGkwwCgQASiYT4+Ph/debYrWhtbUWlUuHz+VhdXRVsxbDT/vr6Ooeeep7nX+uOeC9ESULkLl3hT54+IRIIwhgaGmJ9fZ3S0lL0er2Ie0lKSmJoaIhLly4xOTlJfX09tbW14jGGL0Thm3tWVhYbGxvEx8eLfLmMjAz0er0QSIffe2azmfz8fORyecTFKiEhQeyHPR4PDQ0NJCUloVQqxd+z2WyMjIwgkUhYXFzkoYceIhgM0tjYyKFDh8TfW1hYoLu7W5CSwoSY8vJyCgoKiI6OZmJigkceeURIYS4OLfParCbCG1VGgOertTDfxwcffIDBYMBoNArvWbvdLohLUVFR2O12vvCFL+ByuWhtbRUayfPnz/PBBx8QExNDVlYWarUajUaDy+ViYWGBmJgY1Go1c3NzTBQ9SUh/+8VJF3QhPfMXfOlLX8LlcrG0tERMTAwPP/wwAwMDxMTEiC6wvr6e69evc+HCBaRSKUajkfT0dLxeLwUFBezevZurV6+KxPvBwUFqamqYmJhgeXmZwcFBvv3tb4vUkbArTkVFBe0WL//j7W6W3AESlCGOJLnR2if59re/zc2bN8nPz2dgYIDMzEyWl5cj1ibhHfrvgn3+Hw13nVt+Q3zt5XasTm/E1/zBEF2TS5Srbdujl60tCgsLSU9PF24kqampxMXF3TbuczqdKJVKkbQdHuncunje3NyktbWVAwcO4HK5aGtrE2NG2B4Tpqeno9FokMlkzMzMkJ6ezvLyMl6vl7y8PHJycrh69SqPPPIIZ8+eJT4+Hp1Ox9raGlFRUSIe5+rVq2xtbYmilJaWJoTDL774Inq9HplMRiAQQCaTERcXR21tLVarFbPZLII/x8fHRVzK2toalZWVSCQSXn75ZTY2NqisrBTm04FAgNbWVnw+HzU1NeKWv7S0xIkTJ8jOzmZkZESM0woLC8XvJZFIcLvdQoaxtbVFamrqr+06ER55jo6OigTrcCL4vn37yMrKIi8vj8rKSnJzc0U39Mwzz+BfXyBDJ2Vi3YvHFyQ+yk+DZpEnG8q5ePEiW1tbggR048YNfD4fPp+PwcFBTp06hdVqFQGf8/PzlJWVcf/997OysoLP58NisWC1WiPeH6FQSAS2hsNxjx07JsgKaWlpREVFERMTw8zMDAcPHhTEnvX1dbxeL1VVVezfv5+ysm0nlLq6OnJyciKKIyAMxNPS0pienmZ1dZX5+XmCwSAffvghIyMjdHV1iRiruLg4GhoahHZOo9GgVCrJzs5GKpWSnJxMd3c3q6ur7C7JZm7gJn5tMpsBiI/y86Udalrf+ilxcXEkJiZy/Phx2traSE1NJRAIsGvXLlpbW5mcnMTtdlNSUsLly5cJhUJCCzo9PU1ZWRl5eXk899xzFBYWsrm5KT4TlZWV/Mmf/Ak1NTXbqRQzsghXlDC8QSm7deuUlZWJYqVQKIiPj8dmsyGRSGhra2Nubo60tDTGx8eRSqXU1dXx+7//+xw7dgylUsl9990ndogZGRlMTU0hk8kYHR1leXmZlZUVSkpKWFtbQyqV0tPTg1KpZGtri7y8PEozEvnS/jyeqzUSNdXMsb07aWtri8gzPHr0KKOjo1RWVgriWFNTE9nZ2R+b7PGfHXc7vt8QBf/9wzs6kEhDQX4vfpCkpCTi4uJITk6O6OI+DktLS0RHR5OZmYlGo2F4eJjdu3eLDsnr9Qo2pMvl4vz58+j1esrKykhOThbkk7A7CGzvAcM2UH19fQDs2rWL+fl53nvvPfbv38/FixdFikHYbstms7F3717kcjkqlYqRkREAMR7au3cvTU1N7Nu3D6fTyfDwMP39/WRmZpKWlkZWVhZnzpxhfHyc2tpapFKpcP+YCcRyanAD60aIJDX8Xn0qXzxUwfDwMKurq5SUlAgx9cDAAPv37xd067a2NtbX19m9e/cn7vO8Xi/d3d2YzWYCgQAHDhyIcK8I6xE/+pb/qNNLeEe1ubmJxWLBbrczNzdHT08P0dHR6HQ60tLS8Pl8tLa2CrF+2AYrbP/W1NTEysoKzz77LEajkejoaILBINPT09xzzz0MDAwwNjZGdnY2NTU1gnAQdtbYv38/oVCIa9euMTExAUBNTQ2lpaVcv35dmJJfvHiR3NxctFotUqmUwsJC+vr6RDc9MDCA3W6nrKwMnU4nRsxNTU1UV1czNTWFVquNMHIGRNST2+3m0qVLYtwrl8txOBxoNBqOHTtGUlISV69eZf/+/UgkEn71q1+J7iopKQm9Xs/c3BxlZWUcPHiQwcFBLl++zJ49e+ju7kav13PlyhUOHz5MUlISr732GocPH+bIkSM888wz1NTUkJKSIvZteXl5xMTEMDExwenTp8nOziY2NhalUklcXBwnT55kfHycl19+mYqKCh599FEyMjJ48803efXVV0WhjIqKYij3cXzqyBE8gHJzjYaN6yKl4LXXXkOn03Hw4EE6OjqIjo5GJpMxNzeH0WgUn9+wuXdNTQ0mk4mVlRUSEhJITk7mzJkzREVFceLECdLS0vj+97+PQqGgtraWyclJWltbSUpKIhAIUFpaGpFCbzAY0Ov19PT0cP36dSwWC4cOHWI5Kpk3xwPMrLrJTNDwbFU8eeoN6urq/kNbjv1rcbfw/YY4/MPGO7LRtAEnRwNtBAIBQZAIBoNIpVJMJpOYr4eZimGSwtramjAodrvd3Lhxg/z8fGGO29XVJYqWw+EgMTGRoaEhEWDZ29tLSUnJbYSU/v5+duzYweDgICqVipqaGmJjY7FarSJMN+yQn5GRQVRUFAkJCXzwwQeYTCZhb9bf38/s7KxIsU5OTsbj8USM8C5fvkx5eTk3btzA6XRiMpmwWCyEQqHtZIK+ecaSD0SYFStkcDx2iRNVmWi1WpFZt7y8TWV/4oknaG9vJzY2VuyobiVxfBLcbjddXV00NjYyNzeHQqEQGsWkpKSIUfNH3/4SiYTR0VF27NghDKlttu1OvqqqivX1dQwGA1NTU8zOzvLYY48RGxsrYoIOHDjA9PQ08/Pz5OTk4HQ6efHFF6mqqkIul4s4HpvNRlJSErW1tXd8XENDQzQ1NVFWViYmB7BtPjw4OAhsjywPHjzIrl27GBgYwOv1Ul1dTXd3NxkZGaysrLC+vk5JSUmEvGN9fR2z2SwuS6FQiDNnzjA5OYlKpWJxcRGfz4der6e2tha9Xo/T6Yy4XMH2XmlpaYnFxUW0Wi319fXExMRw48YN0QE2NzcTCASEq4lCoUAul/PDH/6Q559/nlOnTqHVarn33nvFvvpv//ZvaWlp4b777hN2XmG9qtFoZGlpCbVaTVJSEpubm7z77rucPHmS1NRUent76erqYs+ePQwODlJcXMzW1hZer1ckwLe1tVFZWYnFYsEVk0OPZieBW9iT0lCAe6NniNuYo62tjbi4OD7zmc8ID9ampib27NnD+vo6KysrYgQK22PfGzduiAvCK6+8QmJiIlFRUej1euE+NDw8jNfrxePxEBsbi81mo7q6Wkw1wnFLHR0d2Gw2PB4PwWCQxcVF6urqqKio4B9PN9MqK8HPv7yflXIJP/p89a/FOfjPjLuF7zfEnXZ8Chkc0y1wX6mRYDAo9DqJiYlotVoKCgrEviYYDLK8vIxUKhX08NnZWRF8qdVqRfTP5cuXaWhooL29nZSUFDIzM7ly5QpJSUmUlJSwsrKC1Wq9zdkFtt33w7Rmg8EgQindbjeTk5OCMJCUlITZbCYrK0uYJZ89e5aqqirsdjsVFRXEx8cTCoXw+/2MjY2JuJPs7GzUajVKpZKLFy9SU1PDzp07sdvtNDc3C5LI343pcUpuD7BM00r589ptR5XExERhjry1tUVmZiY3b95kcXGRI0eOiABMv9+PzWYTNHur1SpEw2EolUpycnLELtLlcrG5uYnP5xNkjfAe5qMYHR0VozbYTuNYWFggJyeHvr4+4RWZnJwscvRg2zMzIyODhYUFTCZThEmAz+fjBz/4gfB/3NraEu43t/7OMTExYpdoNBpRKpVcvXpV/M6hUCji97ZYLLz//vuYTCaysrJIS0vjzTffJDo6WuzGPqpdnJ6epqmpiYKCApG3uLm5KQJdTSaTiNGx2+2MjY0RCoUYGxsjPT2d3NzcCElFS0sLDoeDe++9VwjvJyYm+P3f/31sNhuTk5O4XC6uXLnC0aNHUalUnDp1ShCekpKSsNvt7Ny5k7fffpujR4/icDhYWVnhgw8+QCqVkpubS0pKClVVVTQ3N1NaWopCoeCll14iJSUFiUSC2WwmKSmJ7OxsCgsL+fDDD5FKpczOzhIbG4vBYKC8vJyJiQkhvFer1ZhMJmxaE5dWdLglKqK27PyX+lSyopwcOHCA0dFR/vEf/5Hl5WV2795Nb28vn/3sZzl58iQ9PT1cvnxZ7GTDuHjxIhcvXmRjY4OSkhLKysrY2tqioaEB2N4fx8bGMjIyIgpabGwsPp8PqVSK0+nE6/WKjk0ikTA2NsbKygoWi4WNjY3tS82e/4ovOvG29/CnJTfcxd3C91vhvHkpwtPxIVOQrx3fwy9/+UsMBgMJCQn4fD7i4uKw2Wxcv36d6OhooqOjSUtL4/DhwywvLwsJw+DgICUlJYyOjvLggw8yPz/PpUuXKCkpYWhoiNLSUlE4m5qa+OxnP0tKSoogtNwJYU1PbW0tbW1tyGQySktLxShrcHCQ1tZW0tPTqa2t5cKFC8LA98yZM3g8Hh588EEcDkdEeClsE0rOnz8vUqY3NzfZ2tpiaWkJmUwmiDN2u51gMMifD8YR5PY9ikwS4pvGSebn55FIJKhUKurq6piZmWHHjh38wz/8A1/72teIjo5mdXVV/PzY2FhBUMjKyvq1henr6+sMDw8jl8uFkTZsSznCh2mYWBQKhWhsbBQWbOE9l06nE1l0YVy/fp319XXKy8vJzMyM+DfdbjctLS0Eg0Ha29tFWnphYSGwHT47OTnJ1tYWVqsVt9tNILDdGkdFRVFeXi68Mz8ObW1t6PV6Ll26hM1mE/u+zMxMlpaWkEgkBINBOjs7WVtb48CBAyiVSmQyGQUFBRH5is3NzRGEozCWl5fZ3NxEJpOxuLgoOuWenh5SU1O59957WVtb4/Tp0zz33HP88z//M2q1mszMTMrLyxkaGuJHP/oRq6urGI1G9u3bR3R0NDabjbGxMTQaDWq1msrKSjo6OsR7v6mpieTkZL7//e9z9uxZ9Ho9H374IYFAQMgMZmdn2bVrF3a7nc7OTpxOJ2lpaWRnZ7O8vB1jJJVK2dzcZG1tTVyUrFYrVquVp59+Gr1ez+zsLMFgkPr6elF0w3FTS0tLdHd3MzY2hk6n40tf+hIVFRWcO3eO4uJiKioq6OnpYWZmRlikTU5O8thjj/Gzn/2M7373u8jlcnp6ejAajczMzNDX18fa2hr19fViaqDRaMQ+dWNjY1vIvrSEyWRCpVIxMTFBdnY2ra2tfKg/9rE6v0/K6ruLu4Xvd4JgMMj169c5cOAA7e3tIgwzfJsuKytjYWEBu90uAiYVCgUSiYSjR48yPz9PaWkpPT09qFQqmpubMRgMOJ1OduzYQW5uLnFxcQwPDzM3N0d0dDTz8/PExsbeZseVkpKC0WhEKpWKHL9wAWxpaYkwGO7v76etrY38/Hz27t3LjRs3IsZkcrlcRLJYrVbS09NxOp34/X5mZ2dRq9UiySHsTJGZmYnRaBRhni6Xi78eUOKW3T7OS9fJePXJYhQKBW+99RYymYycnBxaW1sZGhoiKyuLgoICwdq89Wf/a/YXPp+P7u5u/H4/O3bsQKVSMTAwwOzsLFKplJiYGDo7OwF46qmniIuL45/+6Z+oq6uLiKOyWq10dXXh9XoF0ehWzMzM0NTUJKze6urqsFqtnD9/HqfTKbqVcHcYHR1NUVGR2PX5fD5GRkaYnJxkY2ODnJwcZDIZ+fn5EcVqZGSEn/zkJxgMBg4dOoTL5aKlpYXFxUXS09M5cOAAFouFlJSUXyuR++rVq9TW1kbs+wKBAL29vVRVVYmvjY2NoVQqcTqdvPnmm+Tk5Ahvz8cffxyNRsPCwgIvvPACXq+X1NRULBYLgUCA5eVlAL7+9a/T09Mj5DZZWVnMz8/zmc98hitXrtDV1SXG/gkJCSiVSpKTk5mZmcHlcqHX6xkdHSUpKQmHw8FXvvIVtFot4+PjDA0Nsbq6yubmJrGxsbhcLp588kl27drF9773PXbv3s2RI0f44Q9/SFNTEw8//DCrq6s0NDRQV1fH3//932Oz2YiPj8fn83HkyBGqqqo4fPgwmZmZZGdn4/V6KSkpwel0iouPXC7n3LlzbGxsYDabSU1NZWpqiqysLJRKJYmJiQwPD3PhwgWefvpp5ufniYqKEin3JpOJhIQE8b05OTksLi4yNzfH4OAga2trrK+vcy6qjkX37cf33Y7v03G38P2OsLq6ysLCAmVlZaytrfHWW29RWVlJdXU1fX19uFwusWsZGBgQ1Py5uTl6e3sJBALs3btXMPhSU1NFJtjExATr6+v09vai0+kwGAxYrVYee+yx2/ZVFotF3MjDgaTR0dEolUpsNht79uwRUSTBYJArV67Q2NhIQUGB2IW43W5WVlbIzc2lsbGRPXv2EBMTg81mE4GVcrmcl19+mbS0NEpKSkhNTUWtVvP666+j1+vJyMgQe8yb85v8uG8rYjwsDQU4pp2jLkMjWJ5yuZzx8XEuXbrEd77zHRHTEu7owmSTsIHzrY/7VoSDP5OTkz/RlDoUCglJgcFgoLGxEaPRyPj4OBKJhJqaGux2Ow6HQ2T9wbbsYnh4mISEBBYWFsQI61acOXOG0dFR8vLy2LdvH36/n3PnzuHxeIiOjmZtbU3YsX1SvE8YExMToiNoamrC4/GwurrK6uqqYM/Gx8cTExNDSkqK8PecnZ3lpZdeIjMzk5KSEsrLyz81diYUCnH58mUOHDgQ8fzd6jLk9Xppb2+nvr4es9mM3+/n7bff5oEHHqC0tJTz58/T1taGRqOhpqYGl8slCFUxMTEMDw8zMzPDnj17SElJ4amnnuJbP3iJRlsMNr8clTebGIsAACAASURBVM9J0dYwGVIbZrNZPG+VlZWsra2xublJQUGBMGSorq4Wvpfhi5/L5WJsbIxXXnmFmpoannnmGZxOJ5cuXcLn8/Hd734XnU7HxYsXOX36NDk5OSLrcmZmBrlcLnIHMzMzSU1N5dq1a0xPTwuT9OHhYSQSCWVlZRw9ehSFQoHVaiUvL49gMCi0s0NDQyQmJvLoo4+yubnJ888/L4hBfr+fQ4cOied5YGBAmHCHA6TX1tZISkpCLpfT2dlJVlYWUz49f9O8xpY/UloVNn6/i4/H3cL3O8Tg4CBxcXGkpKQQCoU4e/YsLpdLEDPC7LqCggISExM527/I/3y3l0WXj7ioAPcmbbA10UZeXh5qtZr77rtPdANmsxmj0cjc3JxgQYZHM2EoFAry8/OFc4Tdbqe3t5ecnBxu3ryJwWCgvb1dMBglEglarZbFxUU6Ozt54IEH2L17Nx6PR0QQ3XPPPfziF7+gtLSU+vp6gsEgb775JgMDA9xzzz2oVCohb5BKpZSWlvLGG2+g0+nQ6/VER0czMzPDijKVf2y14EKFNuThK7uSsHZfQiaTUVhYSEVFBUVFRbz22mu43W7BdJybm/u1CsOtCEtClpeXI3L+7tQlhlOyZ2dnWVtbQ6/Xi4T5mzdvotPpaG1tZceOHbhcLux2O0VFRRQVFdHa2kp5eTnXJx38P2cGmV33kBajpNAzSJVBjsFgEG4tWq2W++67L4KV2tfXh8PhIBAIUF1dHTE+9fl8jI6ORuwvp6amkEgkKJVKlpaWSE5ORqfTbUfVFBTgcDjE2NBoNJKTk8Ps7KwYuXs8HhQKhdBmlpaWRvybtyIYDHL58mWR6ACRqSDXr1+nvr6ezs5OZDIZDoeD9fV1NjY2RLp8WIZgtVrZ2tripZde4gtf+AKhUAidTselS5dYWlpCKpXiSy6mXVEW4XsqI0DC0DtsjLaiUCjIzc3FbrfzjW98A6vVyo4dOxgZGeGRRx5haGhISGxycnIYGBhgcXGRpqYmdDodw8PD6HQ6lpeXKSkpEWxhh8MhkhG8Xi/vvvsuycnJVFZWUlxcTG5uLt/73vd4+OGHmZ+fJzExEYfDgcvloqioiLW1NWD7IrC5uYnRaOTgwYPk5eXR399PbW0tP/zhD4XJt1Qqxe12c/r0ab75zW8yNDTEsWPHUCgUNDc3Yzabyc7OFgYNNptNdINhU3aHw4HD4SApKYkleTLfe7uLZU8oIkrrLj4Zdwvf7xjXrl1jz5494qY8OjrKzZs32blzpyChDA8Pc25gkR91bUQ4RsglQf5bbQwHcuMoLi7mzJkzrKysEAqFWF5e5uTJk7z33ntERUWJncCth7nf78disQiRuUqlEm70arWaI0eOMDQ0hNFoFCPS6elpLBaLOOg0Bbv55YiXJZcfncRLQ7ydhrx4IdretWsXwWBQeIZarVa+9rWviVFVf38/JpOJkZERqqurkUgkdHd3U1ZWxtmzZ3nuuefo6ekRYulr166RlZWFXC7n5s1tb8XS0lIMBgP9/f243W6RWfe7gtPpZGBgAECMsd544w3S09MJBoO4XC6sVivHjh1jcXERjUYjstoyMzNFQoBMJkOaUcm33uyL6GZlBPlC5iaP1xdSVlb2iWNZi8VCe3u7SHcPW0rJ5XJ0Oh2rq6vi+1dWVpiYmGDnzp3s2bMHr9fLjRs3bus4zWYzSqWSvr4+VCqVIOp4PB7BHkxJSRFmAaFQiMLCwtuiaXw+H9euXRNi9XDhm5ycRCaTMTU1hdfrJT09ndHRUZqbm0lMTCQzMxOPx0N2djZRUVGkp6fz4x//WIyur1y5QnZ2tghi9fl8nIuqu+M4XOpapmrhNI888ghdXV3ExMTQ39/Pk08+SXp6ujCBttvtWK1WOjo6mJ6exmQyoVarxZj30qVLgpTjdrvJyMgQxctkMnH58mX27dvH0tISN27cQCaT8a1vfYuWlhbW19fFBaygoICxsTGSk5Npbm4mMzMTmUxGd3c3tbW1mM1mvF4vFouFv/u7vxOBv62treTk5AiDB6lUKswlEhISGBwcpLy8nLy8PAYHBwmFQuTl5ZGYmIjZbMZut1NbW4tMJhOfsyeeeAK1Wv2pYdZ3cTvuFr7fMW7d94XhcDi4ePEiGo2G/fv3o1arP1YWEcMGD8l7RcELC7zlcrmwqKqpqeHgwYMRIvdQKHTHAzYUCnHlyhVUKhVut5uUlBRGR0epqKjA7XYTGxsrWIK/uDbAm5ZYgrcszKMkIeolw8S6ZoBt386kpCTy8/OFILupqYnExERBrZfL5Wxubgr2Z5hW/vbbb1NQUEBvby8Oh4Njx46RkZHB+fPnWV5eRqPREBMTs53eXV5ORkYGFy9eJDU19Y7M1d8EoVCI8fFxNjc3UavV4hAKhUI0Nzezvr4uOgqtVktiYiLd3d20t7dTWVlJWlqa2Bd5vV6Gh4eJiYnheswhNhW3Z5ndac8SZsW6XK6Ir4cP82AwyMrKiiCcGI1G0tLSWFlZEcGlOTk5dHd3k5ycLOzu7vS6nzp1SiQw3PoczMzM0NXVxerqKqWlpchkMlJTU0U3C9vm3WEbOI/HQ3t7O5sJBfz5211YN0IkqEIcM25Rm6oSxuJbW1tkZGSQl5dHd3c3hYWFeDweXC4XMzMz6HQ64uLiqKqqEhrAsNZvYWGBH1nz7+h7Kgn6OeY4Q0VFBX6/n/X1daxWqyhEa2trHDx4UKRbREdH09bWRkJCAvfeey9ut1sQX37wgx9gMBgwGAzEx8fzxhtvoNFoxGf10Ucf5fvf/z6rq6sUFhZy+fJlUlJSUCqVQq5QXl7O1NQUZWVlnD59GolEwt69e3nllVdEjp/D4WDnzp2cPXsWj8fDd77zHZRKJf/tb/6JMe0OnCEl8k0bz1TE8Nm9xcKkICwhKS4uRiKRsLS0xOjo6G1m06+//jo1NTVir3i38P3muOvc8juGRCJBo9EwMTEhRopKpZKioiKsVqu47f24dZlA8PY7hx8ZVYolcnJyyMnJETEqKSkpGAwGdu7cyZEjR+jr6xM+mGHiyUfNlMN3ms3NTSoqKpBKpRw4cACDwcDi4qK4bYZCIUKhED8ZluKINKUhiASHREtt3CaBQIAdO3awd+9eMjMzKSoqIj8/n0cffZRdu3YRCASw2+1ERUWxtbVFIBBgZGREHKgrKyvs3buX1dVVYFu87/f78fl8rKyskJqaysGDB3E4HPT09ODxeNDr9WRnZ9PX14der4/IjQs/35+E1dVVJiYmxJ4mLS2N+Ph4sTvp7OzEYrGIncyePXuE/ZPH4+HP/uzPiImJYWVlBZPJRGFhIa2trYL52SXJgTs4f7g2fdTHOCLcYML+jDExMWJEFn59wgL0sIOKQqEgISGB7u5upFIplZWVoktPTk7m1Vdf5cCBAxEkl/DzcuXKFQ4dOkQwGMRqtYqOL5xVWFRUREVFhdC1KZVK0VlKJBKRB2ez2ZDJZExsafjm673YNkMEQiFcPuhbhZn+VvR4CAQCrK+vk56ezsrKCrGxsXR2dpKbmyt2ksXFxYyPjzM1NSXSNuRyOYuLi2xubjInTcHtv/21NKhCRE01o1arhU1bVlYWf/AHf4DFYhHj93C6QTAY5NixY3R3d7OysiJGycvLy5w9e5aCggJcLhdvvPEG2dnZaDQa4uPj6e3txWw209jYiNvtRqVSCfOAxMREjh07Jt6H0dHRyOVyysvLefXVV3nwwQdZXV0lPj6e/fv3o1KpRBpGTEwMP/rRj/jZhU6mUu/Bg4IQEgJyNT2rIZSeVXINOkpLS8nOzhY7v9bWVmQyGVVVVYLRDdsTgvB42+/3k5aWxuLi4n/qiKHfBnc7vn8jmM1m4dhwKyYnJxkYGOAvuqUs3ImRlaTh3DcPMDIygtPpZHR0VET+dHV1MT09Lcxtw4XVYrHQ1tYmjIUfeeQRQZcHREyQ1+slJiaG0dFRwUa7FU+8ZYlIyw5DLgnx9cRtz8aEhASGhoaEz2cgEKCsrIy+vj4qKipwuVwsLi4KbdnMzAwzMzMYDAZmZ2dJTU2lubk5wvTZ7XYLp5TExERqa2tFMOvbb7/N/fffz+7du0VU062P7U4IGzMHAgEMBsMdbZvW1tbo7+9na2uLwcFBTpw4gclkEoJhn8+H1+vF6/UyNTWFwWAQBTlM96+srOSPG51Mrd8eTZQZq+DyHx0Wr+GtH7O4uDgRV/NRWCwWOjs7kUgkrKys8OCDD942gmxqaqKqqoqenh7h+wnbzMvGxkb27dsnLM4mJyfxeDwfuycNdxXl5eUR+8elpSXm5uZYXl7mv7d4WfHeThJSeW0ccF4Rh7XRaEQulxMfHy8Ob7/fL0arExMT3HvvvcK4u6ysDLPZzMrKCiNuFW8s6D7i3RnkM8nrSBcHePbZZwmFQrz11lsMDw8TCoUIBAIMDw/zyCOP4PP5BKt0a2uLvXv3Mjs7S3l5OWazmaamJnJzc5mamkKj0aBSqSgpKRE6uhs3bginoZycHDHCTUhIYGBggKWlJe6//37hbavX68nKyqKxsVGwVcOSDKVSycjICEqlUtjqve0rw8EdDM01Ehr/6LB4vcJkqzulgoRTNg4ePEhbWxuw7ch0t+P7zXG34/s3QlJSEl1dXbd1YnFxcaSnp+O2ztNtDRC4pfap5FLqZJPUFmUKFpnL5WL//v309vaKxObS0lKcTic+nw+lUklZWRnHjx+noaGB4uJi3n//fd577z0aGxvp6ekRiQput5uenh727NlDQkICKSkpIlkhNTWVNztmsG8GbnssMTIvT+5KR6fT0dvbS1pammBCHjhwAJvNRlFRkfhdw0bUMzMz5OXlMTw8jMPh4MiRI7jdbgoLC9m3bx/9/f0kJibS0NBARUUFKpWKpqYmzp07x9zcHDk5Ofj9fqxWK5cuXSIvL4+EhAQhvv/owTAxMcHw8DBWq5XKykpMJtMd09fDzipTU1NMTk5y6NAh4ac5OzvL0tISw8PD4nA7fvy4CAj1eDzExcURFRXFwsICqqCHiS0t/lu6d4UMvlqpReJcxufzsWPHDtLT04XvZbjj/CjCNnBh8+jw4R2WIgAixT3MnG1tbcVgMBAMBrl69SoNDQ0RVnlxcXF4PB5mZmbumGKh1WoxmUwMDQ2xsLAgJBZarZbU1FTy8/P5m0uTd5xOIFfxzXu3w43T09NFLmKYIFRVVcXY2Bhf+cpXMJlMBINBCgoKWFtbQ6VSkZOTw8jIyHahXJ+nMiuJKZuPzYCEJGWQ79yfT9TytiQhOTmZkpISFAoFv/d7v4dMJkOn05Gfn8/777+PUqlkcnKSlJQUkeAQCARYXV3F7XYTHR1NWVkZKysrZGdnc+DAAZFLmZ2djV6vF69JXl4eMpmMr371q/T09PDEE09QX18vwmZPnjzJysoKn//850lOTubChQs8++yztLS08Id/+Ifo9Xqef/556urqsNvt2Gw2bvoz7jgZ8IakVEVt79gHBgbIzc0lLy/vju+P5uZm6urqkMlkLCwsANzt+H5L3O34/g0RCAS4cePGx4rMf/xeEz/vsWP1hMhM0PDt+4u5pzCJF154Qexmwmw9h8NBQUGBIBiEQiEmJiZYW1tjbm4Ou92OUqnk6NGjEfuA2dlZLly4QE9PDxqNhurqao4fP87i4iIXL14U9khms5mZYCyvTioimXWhAIfV0+id0xw4cACj0YhGo2Fra4uxsTECgYBIse7s7KSsrIzU1FQ0Gg15eXlMT09z9epVenp6eOihhzhy5AidnZ0sLy8jl8uZnZ3lqaeeijisW1tbuXr1Knl5eTgcDh566CFsNhsffPABFouFmpoaVlZWRHL5zMwMRqOR0tLST40o6ujoYGRkhJaWFkwmE62trWRlZVFUVERsbCyVlZXYbDZg2zYsfLkIkwi+8Y1vkJCQgMvl4uWXX0aj0TBgk3HVHsfK5r+8jr8Js25jY4Pu7m60Wm0EGaa3txeFQoHRaKS3txepVCrCa8MIhUJ88MEHKJVKDh8+/LGj3/n5eXEh+Di43W4xorz1IP24fXSSws83C1x4vV6eeeYZpFIpGxsbLCwsYLPZeP311zl06BA2m428vDyGhobIzc0VsUtlZWV88MEHVFVV4Xa7SUxMFJ1MeXm5+Ax84xvfoKGhAZ1Ox8bGhnDW+au/+iueeeYZlEolZ8+e5emnnxY2XysrKxHj2gceeEB44Y6MjPDFL35xe/c+tEyzJxm7X44mtMme6GWOV2awtLREUlISzc3NPPfccyQmJjI6Ospbb72FzWYjISEBv99PfHw8tbW1NDc3U11dzcjICBUVFVy5coWFhQWys7O3yVOeYmxB1W3PYU6Cmv+xW8Hc3BzHjh27rbsPIyyhCE8vuru72djYEOkndzu+3wx3C9+/MaxWK8vLyxH2Vrdibm6OiYkJJBIJWVlZQmP3zjvvMDIywh/90R9x/fp19u3bB0RSyj8Kt9vN2bNncTgcAOTk5GxTnpeW2LdvH21tbfT29gKIXVlYEF5ZWcnVq1cJGEv567PDzKxuoPA50I1f5PMHtkX04TBTtVqN3W5nbW2N9PR0tra2+OpXv4pEIuGnP/0pe/bsISsri4mJCbxeL2azmV/+8pcUFRXxyCOPMDs7S1FRES0tLXz5y1+ms7PzthimU6dOkZGRwezsLJWVlTidThQKhbCjGhgYID09HaVSKX6my+W6bfe3urqKy+VCJpPR0tLC0tISXq+X/Px8PB4Pzz77LBsbG4IhOzU1RX9/P3v37mXfvn0Eg0FaWlpob2/n4MGDyGQyJBIJ/f39fPaznxUerMPDw6yvr5OcnPxrO+Jvbm7S2dlJdHQ0FRUVdyxai4uLglA0OTkp9rxhhKOcwpZYn5SsbbFYmJ+f/9RD0mw209HRIeKM2hY2+d837RFeq2G9WGlsUFzMQqGQ2H01NTURHR0tMgnD0VLLy8u4XC5UKhXd3d0sLi5y4sQJWlpaiI2NpbGxkZMnT2I2m4Wc58KFCxgMBt577z3RDYW7UqvVype//GXUajU/+9nPqKqqIhAI4PP5qKys5C//8i/Z2tpCKpXS1dUlXIWkUimxpQd432bAF/yX511OkP/vi7sweC2CQRmOMDKZTOTk5DA0NMSrr77KV77yFX7+859TVlbG/Py8IIvl5eWJMN+oqCg8Hg8DNin/u9XOVuDWyYCERw1rfP3h/cKiL7znuxU+n4+bN29GeKVubW1x9uxZ9u/fz8TExN3C9xvi7qjz3xjh3Lrw/38Uer1eWBiFvRPT09PZ2NggLS2NF198kfvuu0+QGMIC2ztBoVBQXFxMZWUl5eXl9Pb20tHRgc/nY2tri8XFRTIyMkhJSaG+vh6r1UpjYyOh0HbgZkNDA7VFmRxKl6Gbuc4jJXHsKd02Wq6urubzn/+8iHh58MEHqa2tpbOzE4fDwTvvvINKpSIhIYGuri4GBgZQqVSoVCquX79OcXExX//613nxxRdJTU3l8uXL1NbW0traitVqFbuW8MjJ6/Wi0+mEU01dXR2BQIB3332Xzc1N9u/fz/r6Oh6PB6fTSX5+PtnZ2YKdODY2xvj4OAsLC2xsbNDS0sLKygp+v5/c3FwyMjJwu90iLsfj8QAIM2a5XM6VK1dEYsS9994rYpoWFhaor6+PsPVKTEwUl4D+/n4xnrtTMfN6vdy8eVPIQ4xG48d2ajqdDp/PR3NzM4cOHcJgMNDa2opGo8HhcDA9Pc3u3bvJzMyksbGR7Ozsj/1ZWq2WqKgoBgYGSEtLE8G7IyMjESQcqVRKfX29cGE5Wl9FUUoMgxYHri0/2Yka/uLRMo4UJ2M2m6moqBBj3PDr/+6771JaWkpCQgIGg4GJiQni4uJEzuHm5qbw1QyzVVtaWti/fz8PPPAAMzMzlJSUYLPZaG9vZ2JiArfbzfj4ODabTfx35MgRYewukUh4//33SUtLY+/evTQ2NhIIBDCZTGg0GsrLy6mrqxMmDddCxXiIFPMHkWBesHMoXcZ7770nEuArKipYW1vj6tWrJCQkkJuby0svvSTE9BqNBr1eTyAQoLKykpKSEqqrqxkfH0etVlNXks3O3BS6JpfZ8IeIl/v4nw+V8AefacBqtTI7Oys6xrDOMYympib27t0b8brK5XLW19dxOBxIJBIxor6LXw93O75/J1y7do36+vpPvJH39PQA2wGgDoeDo0ePcu7cOebn53n44YfFYv3TbnehUIiWlhbS09PJyMjA7/fT19eHz+ejr6+PmZkZysrKyMzMFKzHL37xi3z44Yd0dnayurrK8ePHyczMJCcnRzjo7969W7Af33zzTTY2Nnj88ccZHx+nr68Ps9lMbW0taWlpFBUVMTk5SUdHBxKJBIVCgc1mw2g0MjExwfz8POXl5QQCAUpKSjCbzRQVFREIBFCpVJjNZoqLi7l48aIQbd9///2C2GKxWBgdHWVgYICOjg6cTifp6ekEjKVcc8Sz7pORqITPFSnZGG0VZt5PPvkkOp2Ojo4OXC4Xc3NzuFwu1Go1q6urohC63W6Ki4uFb2Z4XD00NIRWq72jwfWt2NjYoLe3F4lEQmVlJUqlEr/fT3t7O3K5nJ07d962o7wTlpeXWVxcpKKiQow+i4qKuHDhAsvLy3z+858XB97H6frgXyKGwoGu09PTlJeXk5aW9omHpsViYWxsjIqKijumSITt8G7FCy+8wOc+9znUajV9fX14vdtU4fX1dUZHR/H7/ezdu5ddu3bR3t6O1+ulsLCQl156ierqahoaGgSrUavV0traytbWFhaLhezsbLF/bG9vp6SkBLvdTkdHBydOnEAul/P2229js9kIBAI8/vjjYkT+13/91ygUChYWFmhsbOTvFrPx30FCISPIz0/E8/rrr5OTkyP0c0qlkvX1dd5//33a2tqorq7G6XQilUpJS0uju7ubUCjE888/j1KpJBQK4XK52LFjB0ajkY6ODtbX18nOziYtLY2Ojg5MJpPIrOzt7WXfvn0MDQ2h0+nIzMxkZGREPN6PIjwWjo6OJicnJ4L9eRefjLuF798Jn7bvC8NisfDee++JbujLX/4yHo+H119/nerqarxe78eOOgFcLhc3b95kz549t30QRkdHuXTpEgkJCWg0GjIyMtjc3KSjowO5XI5Go8Fms7Fr1y4RLxN2hX/iiSeYnp7m4MGDmEwmYPsg+9WvfkVKSgoVFRUMDAxgtVrFqLW4uJiMjAx+8pOfEBMTwx//8R+zvLzMzZs3USqVHDp0iFOnTrFjxw4CgQB5eXksLy9v38avXSMuLo7V1VVh+js3NyfCUsOU8YSEBCE671kJMpl6T4QOUUaAB2IsfOnoLtRqNf39/TidTiYnJzlx4oRwLwmFQpw+fZq4uDjy8vKE+86FCxfIzs7GbrdjsVjweDxkZWUJDaBWqyUrKyvC1/JWhM2he3p6SE9P58iRI594+bkVdrud4eHhiMKyuLjIlStXKCsrIzs7m/b2dgoLC8Vu0+Vycfbs2dvMstVqNfn5+WLEbbfb6evrEyP0T0NPTw/BYDDCqzO8q7t1pzw+Ps7AwAAPPfRQxPeHL2N/+qd/yr59+/jWt75FbGwsb7zxBgcPHsRsNhMdHc3AwDaD89q1awwMDPDoo4/y05/+lOnpaZ566ilKS0uxWq1MT08Lo4HU1FSMRiNNTU3ExcVhMBj4yU9+QlJSEmlpaRgMBjIyMhgYGMBkMuFwOLh58yZXtQfxqm83ONfjZs/aRTo7Ozl27Bh2u52NjQ2xgz106BBXrlxha2tLJL/Pz89z8OBBeldDjKiLWfPJiA64+VyRihNV269FZ2cnzz77bMQlY3p6mrm5OWpqaoiKiqKpqYmioiIh7Pd4PLddLMJob28nEAiIDNA7Ebnu4s64O+r8d4JUKhUJ0R+d4d8KtVq9rWuamxM7rtjYWPbs2UNzczP9/f0fGzI5PT3N5OQk+/fvjyCL2Gw2Ojo6MBqN1NfX4/V6UalUrK6u0tzcjFarFQfGY489hsFgYGlpidjYWPx+PyaTiebmZpRKJa+99pqwTNNqtVRVVQkfyrAoXKVS4XQ6sVqtaLVaTp8+zec+9zkmJiaw2WwcPXqUxsZGysvLBfMvFArR1taGVqslGAyi0+nEqCusqVtcXBQm0uHoofDBazQauRosxB2MpN2HkGJDQ6Z3Wozw4uLiOHLkCHl5ecLC62c/+xkFBQXU1dWJsXJrayt1dXUYDAaio6Pxer0cOXJEsGBTU1MFm3B2djZiXBg2Fe7q6kKhUHD8+HGkUinj4+NsbW19aqJEeP9XX18f8fXZ2VmMRiNWq1Vozbq6umhraxOejiaTiY2NDWpra8XvaTAYIgquSqUiPj5euI982pgsJSUFnU7HzZs3iYqKQqfTMTY2FhH0C/CLX/yCp5566rbvd7vdDAwMEAqFyM/PJy4ujvHxca5du4ZMJmPfvn3MzMzg8XiQSCR4PB4sFgt9fX2EQiGRHG+1Wunu7ubKlSukp6eTlJREb28vN2/eJDU1Fa1Wy+zsLA0NDaSkpLC+vk5tbS1qtVpMM5KSknjiiSfwO6wMOaMI8i+PPUoK/3VXPCrv9kUn7IAUlmiEY53CnarH46GoqIiMjAzODVjo1e3CHZQTDMGWREHfuhT3/CiawHY0Vk5OTsQlKTY2loyMDLq6unA4HNTU1DAxMYFMJqOnpweTyfSx54VGo6Grq4vs7Gz8fv+vnVd5F3cL378rNBqNiIn5OI/Ejo4OampqBHNMpVIJs+lDhw4JcbHJZBLan/D3KRQKysrKxNfCxcTj8VBTU4NWq0Umk2E2m7l27RpGo5Gnn36anJwcLl26RE5OjohKys/PF5KB3bt34/P50Gq17Ny5kxs3bnD16lVGRkYwm82kp6dz9OhRBgcHWVhYwOPxsLa2hlWRwo+6vUzF76TVEsBpmSYhyi/iasK7v9bWVvR6Jte2lgAAIABJREFUPRcuXGB0dJTJyUkaGxuF40fYZuvkyZMUFhaSkJBAbGwsJSUlwolDr9dzathLiDvs1JDxwrceF/mBtx7Yvb29DA0NkZmZGTFCnpycRKfTkZiYiM/nE4bMH4VSqcRgMEQUQ6PRiMViwefzUVBQgM/nw2KxsLm5iVQqZWFhgWvXrjE0NERKSgpqtTqi8AQCAa5du0ZDQ4PoLKenp3n//feF36ZCoWBwcJCkpCQaGhooKipiZmaGzMxtKYxKpWJwcPATae4KhYLk5GSuX78uuthPgkKhwGQysbS0hNlsRiqVRox833//faqrq4VgPgyPx8PZs2fJyMhgZmaGhx56iM3NTYLBoOjWBwYGePfdd/F6vUL7eO7cOUpKSkT+YTidIRyBpFKp0Ov1PP744+j1eiwWC0NDQwSDQVJSUhgbG2Nqaorm5mb+//beMzzOu87Xv0czmlEvo5FkSaPeqyXbKi6ybCexHacRJ5CySYANcAgQWLjOLuz+zwJ7nXMIy1YWloUs5SSBkB4nJHGwHVtRr1bvddRGbVRGZUZT/y90zS8aS3JJT/zcbyzb0mjq7/t82+cTEhJCYWEhNpuNnTt3YrFYiFN7E6q0sSDzZclkIchjjUKPQbLVcN999+Hr68uhQ4f4whe+wOHDhzl27Bhra2uiZOzS0nT1S+u8clmTqdweu8MJNv8dnEjyxc/PT7grmEwmN2GBqKgo5HI5jY2NJCQkiIGgqKiobVdRvLy8qK+vJzMzk+XlZSnjuwakUudHQFlZGQcOHNjU47HZbDQ2NuLl5SV2i2ZnZ2lvbycnJ4f29nbh8N7U1ERhYSGRkZFUVlaya9cuN5ft4eFhxsfH2bNnjwiQRqOR9vZ2YQ2zc+dOQkJC6OvrIzMzU0gxTU5OotPpANBqtcLtwWKxsHfvXmZmZnjjjTeEjNTFixfR6/UolUoxRTqriuBPc6E4ZO9kYF4KD/73zQl4GXqpra2lv78fk8mEWq3Gy8sLrVbL5OQkYWFhzM3NcezYMTQajfArdPVMHA6HECJ2LfF7eXnxV2cNW47db5QPGxoawtvbG6vVik6nE8v3G0t+JpOJlpYWoc7iMgS+Uk/O6XTS3NyMyWRi165d25Y/XSwvL3P27FmMRiOJiYl4eXmxvLzMmTNnSElJwcfHR7heGAwGdu7cuekAnJiYYGhoiH379gn3eIPBQGFhIZOTk8zMzFzWyw/WJwQrKircBKmvRENDA8vLy2i1WpKSkjCZTGLSEd4xXNbpdFy4cIGoqCjS09N5/PHH+cpXvsLg4CDDw8M4HA6++c1vMjAwwCuvvMJtt93GY489RmZmJhqNhj179ghRgS984QvodOuZu81mIy4uTngd5ubmcvHiRdET9/HxISYmhr179+Lp6UltbS3f/e53AUSPu66ujhdffBE/Pz/y8/NRq9UoFAp2795NV1eXyKoLCgro6OhgfHycpaUlEhISaGhoEAMvrkX6n08nuZXZXSgVHvz+thAKCgpwOBy0tq5LEs7PzxMTE0NOTo5bW6K6upqBgQHuuusuampqiI6OZnFxccve/htvvCGcVbabHJfYjJTxfQRERUVRVVW1qQ/junqbnJwkISEBQHyAL168SEJCAu3t7ajVajIzM3njjTdobW3l5MmT4pBdWVmhrq4OtVotFOGXl5epr68X0liu6UmXxmJhYSEqlYqBgQG02vVFda1Wi1arZWFhgerqamZmZoQIb2pqKmFhYVRXV3PkyBH27t3L4cOHycjIoK6uDpPJxKm5cGwK96zW5nBS3jbA8NknmZqaYmFhgdDQUIKCgsjOzuaGG25Aq9XywAMPEB4eTkxMDPPz83h5eXHgwAE0Gg2Li4tiET8nJwej0UhUVBTz8/PoBzoZsvi7la6UcnjsZA4Joevly4sXL7K4uIi/vz85OTno9XpCQkLcVEuqqqrEFF1VVRUFBQVXtPJpbW1lcHCQrKwsITt2ORwOB2NjY+JiYWhoSJRJH330UQoKCoiLixP2PyEhIaytrYkyquu1c2WZlZWVBAYGEhUVJfbPgoKC8PLyYnx8/LLldYVCQXR0NKWlpcTGxl4x+LnuU1hYGGNjY5SWloqpYJd259TUFAqFQjgUHD9+nICAAHp7e7nnnnswGo0iiLgGPkpLS9HpdOzfv5/bbruNzs5OmpqaWFlZEfub2dnZLC4uUl9fz9zcHCsrK0xMTIhBJ5fGqclkIisri5tuuomCggKysrJ48sknhS2Rq2qSm5uLWq3m6NGj6PV6ZDIZkZGRtLS0EB0dTWtrK8vLyyQlJaHX68Uu4eLiInl5eWLgSK1W02b0wmjZLH0U6a/gWLyXUHFxTbFGRkZiMBioqKhgcnIShUJBUFAQQ0NDHDt2TAy/GAwGFAqFmPjeiGuy2eFwSEvs14CU8X1ETE5OMj8/L8SXrVarMDW9dHTZRU9PDw0NDdx888288sorJCUlMT8/j4+PDyUlJbS3twOQm5uLTCbbtBi9trZGfX09xcXFlJaW0t/fzxe/+EXR+zGZTHR3d7sNMMD6smxAQAB6vR6dTkdYWBiFhYUYDAbOnz/Pgw8+iIeHB2+//Tb79++nrKyMr5VatpQ/k+Pg1QcSSEtLE/2JV155hZGREW6++WZiYmKEF9ru3bsZHx/nqaeeQqPRkJ6eTmFhoVh8P336NOnp6UxMTODn58fS0hJz3lp+e9GA0aEkJtibA/4GvnrbfsLCwjh9+jQymYwTJ04A6xmaK8htfKxxcXEEBQUJd/HLBY2Ojg6MRuOWruUuXHZBGy2kZDKZ8Mxz4Rr6MZlMhISEkJSURGlpKQUFBZtK406nE4PBwNjYGHa7HafTSW9vL0qlUqw0WK1WIdvmKl9fDrvdzuuvvy4C7uW+z2w2c/DgQWQyGU1NTdTV1VFYWCgW5O12Oy+88ALJycli77C9vZ2amhpOnjxJZWUlfn5+lJaW8p3vfIcf//jHWCwWocHZ1tZGWloaTz/9NI899hh/+MMfWFlZYWhoCB8fH4KCgsSe6sTEBK2trUKIQKPREBMTQ2VlJZOTkwwNDZGamorFYmF8fJy//du/paGhgeLiYpxOJ6WlpaKf7enpSUZGBj/60Y84evQocXFxLC8vs7S0JKoa4+PjmM1mUlNTGRwcpKSkhKmpKYatAfyfC+NuTh1enh7cH2smYEknXuvMzMxN2VtfXx99fX3U19dz8OBBiouLxft8eHgYtVot9FQPHDggzoeJiQmampoIDw+/7NCbhDtS4PsIaWtrIyIiAo1GQ01NDREREW7qDFvx1ltv0dbWxsmTJ5mdnUWlUtHZ2cnw8DCf/exniYuLw2w209TUhLe3t1iMttvtQrx4fHwcg8GA0WgUAyouXLJIG6/6bTabmOrLz88Xwr1LS0uMjIwwMzODXC4nPT2dixcvsrq6yvMraczZN2dJQTIzxx31wqj27rvvBuDf//3fxcH1xz/+EUC4N7iu9puammhubhbSZdHR0dTV1WGz2bhw4QK33XYbqamplJWVcfLkSWA9mHR1dYkMeuNUbV1dHTt37hSlYL1ej9FoJDU1lYGBATw8PLZ9Lbq7u5mbmyMjI0OobdjtdgYHB4Uot4uAgAASExMvO83Z2tpKeHi4KGVOTU3x7LPPUlBQQEFBwVWXIF2lz8LCQpEdtre3Y7Va8fX1RS6XY7PZhCLMpQHV19eXgYEBbrrpJrce8kbq6urYs2cPHh4eOJ1O/uu//ouvfe1rLC0t0dLSQkJCAmVlZaSkpLgt21dUVKDX60XgvPPOO3n++ec5d+4cR44cQS6Xo9Fo2LFjh9gVfeihh0hOTqaxsZFjx46Rm5srxAJCQ0OFU4hMJqO0tBSNRkNgYCB6vR6Hw8HQ0BBHjx6lp6eHo0ePEhYWxs9//nNuvfVWAFJTU2lubmZ+fh6VSsX4+DghISEMDQ3x8MMPA3D69GmGh4cxmUwoFAqOHTtGdXU1e/fuFVO1Lguus51T/OOfuxmZWxX+eAFLOrfJzMbGRnGRCpCYmMj+/fuZmppiZmaGlZUVIZm3b98+wsLCaGxsxGw2CzGGG2+8UQS/J554gqysLGmJ/Rq4fD1G4gMlOzubsrIyCgoKUCgUjIyMXHbdYW5ujv7+fr7+9a+L8ldfXx8Oh4MDBw7Q1tZGTU0NKSkpFBUViQ+GS7G/pKQEnU7HysoKO3fupKamhrW1NbffsXv3bhobG93sbBQKhVu2EhMTQ1tbG+Hh4YSGhvLss89isVgoLy8nIyOD3NxcDN0zvDYXinmDO7RKLuOeFBW7wg9jt9upqalhcXGR5eVl7HY758+fZ3p6mgceeICysjIxJt7S0iJMRu+77z6RZcnlciwWC+fOnePLX/4yKysrvPHGG2KPzTUNGhwczOrqqltpeWFhQQgKw3rQ6u/vp7i4mKmpKVZXV90GhVz09fUxMzNDeHg4KpWK/v5+8X8uSbErZVaX0tPTQ1BQkAh6ZrOZ9vZ2vv71r2O322loaMDhcJCdnb3lUJTVakWv1zMzM4PT6cTDw4Pf/OY3JCcnExAQIJwYBgcHueWWW4RqjWslYCOrq6uEh4fz3HPPbSmQDYjfAfDcc89x5513AuvL9vv37+enP/2p+L0b0el0WK1WBgcH+cEPfsBPfvITxsfHuffeezl9+jT79u0jNjaWtrY2Ll68yB/+8AdUKhVFRUWEhoZy4sQJUeH40pe+JNwdzp8/L3Q0PTw8SElJ4ZFHHhHvj+rqau69915ef/11vLy8+Na3vsUvfvELYmNjiY+PJy0tjd/+9rdYrVby8/NJTExkdHQUs9lMS0sLL7/8Mnv27EGr1YrsOS0tjb6+PmJiYtwyrZsywrkpw70PW1enc/v77t273YJUR0cHTzzxBD09PaSlpaHVannwwQeZmZmhurpaXGBlZmbS2tqKwWDghRde4M4777xiSV1ia6SM7yPGZrPx61//mvz8fFJTUzfZzLjo7e1ldXUVm83Gnj17aG9vF84Nubm5PPXUU5jNZpKTk/Hz82Pv3r0i8LnU/PV6PTabTSyBm0wmXn/9dW6++Wa3A9VlnOv6UK2trfHiiy9itVoJDQ0VihG5ublirLyyspIdO3aQlZXF7OwshYWFTHuG8/89V8eiQ0mot4zPpSj51t1HaGlp4e2332ZxcZGlpSW+/OUv4+vryy9/+Usx6t/b28sXv/hFPD090el0ImhlZ2fj4+PD/Pw8zzzzDBMTE9x3331MTExw+PBh/vEf/5FbbrmFpaUlQkNDSU1Npb6+XmRBrtvZKAMH7wgMmM1mWltb2bt3r3h9BgYG6OrqwmAwCOFrV6ntajOx7XCZuaakpADryjEXL14UZcSVlRXGx8dZWFgQfoKuKoELT09P8W8b74/LzcJ12zabjd///vdkZWVdsSw2NzfHyy+/TEpKitvghctlPT8/H7lczrlz5/iLv/gLYD0gPvfccyQlJbFz507q6uoICwtjyOLP/329nZG5VYLkNm7QLLHYWUFKSgpmsxk/Pz/Ky8vx9/cnPDyc5ORkiouLqaioIC0tjdbWViYnJ/nWt74lDI9dxsZVVVUoFAoSEhKIjo4mJCSEubk5RkdHue+++/D29sZoNNLV1UVhYSHd3d1cuHCBEydO8Oqrr2IwGLj99tux2WyYTCbW1tawWCw0Nzdz6623Mjk5SWVlJZ6entxyyy2iqqFWq/Hw8GB5efmyz+Xs7CyLi4skJiZe9vmuqqpiz549KJVKhoaGKC8vF89pSEgIoaGhdHR0CNm+7u5uLBYLEXuO8f2XLrJokxMb4st3j6dvCrwSm5EC30eM2Wzmz3/+M1arVZT9NuIySo2JiUGr1XLmzBl8fX3JzMwUB0ZPTw/333+/GGLx8fERawjd3d3Ex8czOzuLh4eHcPh2UV1djVwudyvFLC0t8dJLL5Gens7o6CgWi4Xo6Gj6+/sJCwtj586d9PX18eKLL3LgwAHMZjMPPfQQzz77LNPT03zzm9/EbDZTXV1NTU0Nd9xxh1iTcBm+Jicn097eLtYwDh06hFKppKGhgaWlJaHukpGRgUql4hvf+AYeHh60tbUxOTnJ9PQ0ZrOZffv2sbi4iI+PD2NjYzQ2NpKXlyf6kLA+PfnSSy+RlJTEnj170Ol0+Pv7C8eDrq4ucZC9+OKLbgfZ1NSUWBNxff/7gdPppLOzU6xSwHoWqtPp3DIlHx8ftFqt2/CNTqdDr9cLb73L4XKhcE19Arz66qsoFAqOHj16xYyhoqKC7OxsMTFcW1tLfn4+er2en/3sZ9x1111i5eLs2bNotVrhjBEUFMRzlV383esD7gopdispM+XkhsoxGo3ccsstVFVVsWvXLvLy8oiJiaG1tZU///nPHDt2jI6ODlHeu3DhAl1dXcKhYv/+/bzwwgvk5uaSlZUlLuAMBgOvv/66eH5CQkJYWVkhJycHg8HAr371K6Ef6npfvPrqqwwPDxMfH8++ffvw8vLiX/7lX4iKiuLGG29EqVTidDpF+baxsRHgsoFvK2WbS7lUgPpSXILyDoeDtbU1YZ3UPOvgLVMMdjbsZ3p68LN7d0nB7wpIge8jpqqqCrvdTkBAgPD/cuEKZEVFRXh6elJfX49er+eOO+4QH7rdu3cLMV21Wk18fDxlZWWMjo7idDpJT0/Hz89PrEhcyujoKNXV1SQkJLC2tsbw8DByuZy1tTWSk5NFD8tut/P73/+e2dlZcfXqEuU9ceIEDQ0NhIeH09fXh91u56abbuKll17CaDQSHx9PX18fGo0Gh8PBLbfcIqZQ33zzTWZmZhgcHMThcHD48GESExOpra0VuqLPPPMMarUaT09PFhcXiYuLQ6/Xo9FoiI6OJjExkcnJSZ588klkMhk//OEPWVtbo6WlheLiYurq6pDL5WRlZVFbW4tMJiMsLIyVlRWMRiOTk5OkpKTQ29vL3XffjVKpZHR0lNHRUWFeey3Y7XYmJyeZmppyKxFvZGlpicXFRW6++WZUKhV6vV6sn1wt8/Pz9PT0oFAoyMvL27aH6JIyy83NFaXLiooKTCYTSUlJVxTVrqqqIi0tDbVaLQ7ysrIyvL29RUn8+eefJy4ujvz8fNbW1hgZGWF4eJjvla9gsHpuus0oPw/+zz4vWltbKSkpoaWlhYKCAurq6oiLiyM5ORmLxUJNTQ3nzp0Tgtd33HEHAwMD4j196tQpbrzxRnx9fYWikAuXf+KBAwfo6uqivr6e8fFxDh06xL59++jv7+dXv/oVo6Oj3HHHHSQlJdHU1MTY2BhHjx7l17/+NSUlJRw+fJizZ89y//33u1VGGhoagPcW+Gw2GzU1NVetoAPr2fibb77JT9pVLDg3r8xsXN+R2Bop8H2ErK6uUlpaSmZmJrGxsbz99tsUFxfj4eHB8PAwU1NTFBYWimb+7t27eeaZZ0hJSWH37t2brtZ1Oh0TExMUFRVRUVHBuXPnSE5OJjQ0lGPHjonvW1hYoK+vj8XFRcbHx+no6ODQoUNotVrS0tLElW1NTY3wTBsYGMBms6HRaCgqKkKn02E2m4Ubwq5du5DJZHR1dQllfteOl6u0WldXR0JCAi+++CJRUVHY7Xbm5ua46667GB8fFxZKJ06cQK/XU1xczMTEBMHBwYyMjOB0OlEqlZw+fVroZQYEBGA2m/Hx8WFgYIAbbrhB7KQlJyfz8ssvYzQa2blzJ21tbSwuLhIdHc3x48fx9fWlrKyMkpIS6urqhKega2z80oMU1jP08fFx5ufnt31d5XI5O3bs2KSWsvF1b2xsFP1cnU7H4uLiFffttsNqtdLc3IzNZrvsdOmlpc+ysjKxbO+6uNqOuro64SCiVqt5/PHHeeSRRwB48cUX0Wq1IsN2Op00Njbi5+fH7X8YwmLbHPwVMnj980niQqS8vJz7778fb29vnn/+eQwGA9HR0VgsFoKCgvDx8SEqKkqs4thsNpaWloiOjsbHx2fTJLKL5eVl3nzzTTGd65qeNpvNKJVKjhw5Qm1tLc8//zzZx+/n2e41jA5PAuRW9vvOcN/BLGJjY5mamnLre8OVA9/y8jI6ne6y+3Xl5eXs37//XZXMU/7+9JbPrVLhQe//vvmab+96Qgp8HyGVlZXY7XYOHjwIvGM/olKpCA4ORq1W09nZSXJyMqOjo1itVoBNFj4bMZvNvP7660RERKBUKikrKxN7bmFhYSwtLQnzUbVaTUJCAi0tLRiNRnE/XEu2586dIzIykrS0NOHb9+abb2Kz2QgNDSUzM5NnnnlGKPP7+/uTlpaGTCbjpZdeorW1le9///viQ11WVoZKpWJ6elrYt/z5z38mPT2d2NhYQkNDOXPmDF1dXVitVsLDw4mLiyMvL4+amhqsVis9PT3s2bNHZHLz8/PCdfv06dMcOnSIwMBAenp6hIRVQkICGRkZtLW1ERwcjMPhIDU1lfb2dnJzc4V90vT0NMBl5cS8vNb3sYKCgt6VGr7NZqOsrIzDhw+LhXO73X7FkuXV4CqfuhbLt8pUN5Y+AS5cuMD+/fu5ePEioaGhm0rhG3niiSc4duwYp0+f5u6778bf35+XX36ZiIgI8Z6cmpqit7eXPXv24O3tva2XX5iXg/+hncbhcHDjjTfy61//WhjA7tq1i7KyMh555BFWV1cpLy9nenqaiIgIAgMDMRqNKJVK2tvbkcvlboFnoy2Va+AnICCA4eFhQkJC8Pb2xtPTkwMHDhAWFoZOp2NycpL/fqOWt0wxOOXvBH+lHH5+/26OZuxgaGgIPz8/t9WWKwW+uro68vPzt32f9PX14evr+67377Z7bqWM78pIge8jYnl5mddee43bbrtNlE8sFgunTp0iLi4OQBi+rq2tsWvXLlQq1WX9+GC9/FVbW0tNTY24QndZHuXm5nLw4MFNB7vT6eR3v/sdt99+Oy0tLQwPD5OcnEx6ejp9fX3ikLRYLPz0pz8V+ofLy8ucOHGCzs7OLXcPv/rVr/LVr34VmUyG2Wxmbm6OXbt2ER4eTmVlJUVFRfT29hIdHY3BYGBqagqn08n4+Dj9/f3ExMRQPrhA1WoYRruSHX4K7k33InB5hL6+PlEmdDqdDA8P4+vrK/QqFxYWGBkZwcfHh0OHDrG4uMjZrikaLJEs2j3xdZr5XKqSWIWR4eFhMjMzhe3QB6Vyf6kKTEdHB97e3mLV4v1kdHSU8fFxAgICyMjIcPu/tbU1qquryc3NJTAwkLfeeovDhw8zOTnJwMCAEDTYiMPhoKGhgcnJSWZnZ/nLv/xLTp06RVhYGPv27RPyeIGBgSLDB3iuqpv/9caAm5efp8zJPxyLxUPfQX19Paurq2RkZPCNb3xDXAx4e3szOjrK3r17qauro62tDR8fH0wmkyhdqlQqbrzxxk2Vj4GBAaanp4mMjBRWVP7+/kxMTFBQUMDCwgJvvfUWqampTExMMDAwwHPLqRhsmzPejUHk0rLl1QS+7cqcJpOJtra2K/b/LsfZzikefebipr3Bn9+365qMkK9HpMD3EfHWW28RFBQkxpr1ej39/f1ERkZSXl6OVqvF19eX3Nxct4N4q8A3Pj5Ob28v/f39DA0NoVar2b17N7GxscI7Tq/Xc+rUKVJSUkQPBdYP49bWVp5++mkiIiI4evQo6enpIoh1dnaKibfKykoxnFJSUiJ6QyaTiY6ODrf71dPTw3PPPYfFYuGzn/2sKOO5DgPXOkNBQQHt7e1upaoXXnhhfZdpRcUzOm8cHu8cbAqZg785EMr9B7NoamoiOjparGvIZDK3slJZWRltbW3Y7XZGHUGMaG/EvkFSSiFz8PkkO3//l595by/mVfL2229TVFSESqWiqamJ0NDQK9obvVeMRiOdnZ3I5XLy8vLcgkRTU5PIiEtLSzly5Aiw/hoFBweLkiis7xkmJyfzu9/9Tpgap6WlsX//fmGWm5+fLwJmV1cXi4uLyGQyGvRrPN2xyvSqnSCFjRznECcLkykpKaGnp4elpSWCg4OFJ6LVahVrJTMzM6hUKs6cOYPZbBaZ7Pj4OEeOHHHLwLq7u5mfnxcVBoVCIfrBa2trwhZqz549TE1NUVZWxtGjR8nNzeXAzxqvWDa8lsBnsVjo6OjYtgRbVlZGcXHxe/bQ22pvUAp6V0ZaAvkIMBqNjI6OioOmra2NtbU1ZDIZQ0NDpKSkYDQa3XbxXMhkMnQ6HW1tbczNzQEQGhpKfHy88LbLyMgQgrXR0dGUl5eTmZnJww8/zLPPPovRaGRoaEjsfyUlJfHtb3+b0tJSMjIyhJmqy4tuZmYGmUwm/PMmJibcymje3t7I5XLGxsYYHx8H1gdfbrjhBvbu3cvjjz9OUFCQW89MLpcTERHB9PQ0VqtVyHW5lqtra2s541noFvQAbE4PflWtx9vQB6wfPnK5nOXlZbfJRVgvWX7ta1+jrKyMBn2kW9Bz3dZ5gw9//+5fyqumurpaZO21tbXEx8cLndEPkoCAAIqKirDZbKIPmJ6eTmBgIHl5eYyNjVFbWysUd0pKSoTOZ1lZGfn563ZOJpOJCxcucOTIEfr6+sQKRU1NDRqNhgMHDohSvclkEq/j+Pg4PiYTX46SCfeL5uZmdu/ejdlsxsvLi+7ubvbv34+npyc2m41nn32Wmpoa4uPjUalUqFQqYUnl6+uLSqUiOzuboKAgIULtUjXx9fVFq9USFBQkpoiTkpLEMFVkZCQvvfQSt99+OydOnKC8vHzdtijYe8uyYYzax+3vTqfzqoKVS193u//LzMx8X4xjt9oblLgyUuD7CDh79iw33HADTqeTsrIyYQ4aERFBYWEh/v7+YhLPNX128eJF1tbWGBoaoqioiPz8fLHw7HQ6OX/+PHK5nJycHLfhBk9PT0pKSmhra0Mmk5Gdnc3TTz8tDsDPf/7zQs+xs7OT6upqofjiyg6eeOIJMW596NAh6urqxNWsS9XFZrNx/vx5Tpw4IYxBY2NjuXjxInmzpFF2AAAgAElEQVR5efziF7/gyJEjzMzM0NHRgUKhEK4HJpOJsLAwvL29USgUwsB0KbeYLcwWMDpUREUF4uPjg4+PD/39/bS3t6NUKkUwGRsbQ6PR0N3djVKpxKIKgC0GLEcXzFd9mL1bmpqaSEpKEusnrkP7w0ShUIjMpKuri+7ubiIiIoTtTXV1NSkpKcLte8eOHYSHh9PQ0IBSqcThcDAxMYHT6SQwMJBdu3ZRWlpKXl4ewcHBVFdXo9PpCAwMpLe3l4CAADw9Pdm9e7fo+7pQKpWsra2xurqKj48PDodDDNa0tbWJydqWlhba29vR6/V0LMjpVCbhtKkJGLXyZdkczc3PMzs7S1ZWFnl5eZftkxoMBuGG8eijj3L+/Hm0Wi0FBQVUVVXxvePpm8qGSg/4zuF3ytCuyd+NpdztsNvtW66KLCwsYLPZ3Ka3JT58pFLnh8TZzil+/GYXo3OrBMpt/N0tGdh0TZhMJqKjo4W7gkvhv729HYPBwNraGvn5+RQVFeHj47OlA3tFRQXLy8scPHgQHx+fTb/baDRy9uxZdDodCoWCr3zlK0I3cXp6msLCQjIyMtDr9fT19ZGdnS3G8Jubm9HpdMhkMu644w4AcRhFREQgl8tJTk5GoVAI/73MzExOnTrF/v37aWlpwWQyYbFYeP3110W/KTU1FaVSSXBwMI2NjXznO99BpVJhMBh4+umnOXPmDPpdX9pyFD6QVe7x7xOyZ76+vkKCa2hoiPz8fJqbmykqKmJqaorFxUUeeW1iyyv6RI0PjxX7vqdey+Xo7OwkICCAyMhISktLxev4cWBiYoKRkRF8fX3JysqiubkZh8OBzWYTE5qwvnJy5swZ9u7di0ajwcvLSyiYnDt3jvHxcVQqlZAQ27dv32V3Hg0GA3Nzc8zOzgpTWJd+ant7O1lZWcC6V51Wq+U/Xizlv1rX3JwPFDInj+725ZHb9l9WQNwloxYSEiJ0ceGdi8UDBw5gNBoZHx9nRhmxXjY0rBDuK+ezKUr2RKjc7Kg2lju3K3W6zIe3KoG6FJQkPlqkwPchsFUTWs56f+nrnymmvb1d2AABpKWlCS3E5uZmYmNjReny0sBXX1/P8PAwe/fuxWw2s7S0JIJWV1cXPT09eHl5iVFs1+BIREQE4eHhLCwsMDExQXx8PAcPHuTfnjtHuyKJ0XkTod4yctHx7c/dgFy+vmxsNptZWVlheHiYz33uc+h0Oubn5xkZGcFqtXLx4kWCg4NpaWnh5ptvJi0tDYVCwfz8PGtra/zpT38iIiJCZAGutQnXQn5vby9arZbk5GQG13z519qFLZv3B+IDaW5uRqFQ0NLSgkKh4MEHH0Qmk3Hq1Ck0Go1Q/zhw4ABnO6f4+h8a2Cie77qteOUyKpXqfe+3uXYT4+LiKC0tpaSk5LIrAx8VLj88mUxGaGgoXV1dhIWFMe8TzY/f7GJ4dhl/2RoFKj3F8esOEOfPn8dkMhEZGYlGoyEjI0O8x1wlxo2TyBtxOp309fWJadtXX32VBx54gJWVFQYHB4VUnEuu7Wuv67e8ALrc9KLZbBYrFTk5OVtm9C6B6sLCQmZnZzGZTCKba2xsFGa7JSUlYgCtvr5ePM7tAl9bWxvJycmbbKkaGxtJSUmRDGM/BkiB70Ngu7HjUKWNR2INpKenC9HnrV6OxsZGtz0515Vrf38/AwMDwrcuMDAQmUzGa6+9JtTj/f39hR5nWFiYmBjt6urCYrEQGRlJV1cXNpuNs51TvDDhj3WDyoanB9wdYSTVbw29Xk92djbj4+NUVFSg0WgICgoSpSq73Y63tzerq6tMTEwIFXlPT0/UajWxsbEEBATwb//2b3z/+98X8mxTU1OcP39elCqLi4tpbGzEbrez6BfLY290MDK3SmyIH397It2teT8yMsKLL75IXl4eSqUSPz8/VldXSU5O5rXXXqOkpIS4uDiGh4c5VT/Iy0MOJowWdvgp+MEdO8VtVVRUsHfv3ssKSV8LLpmxhIQEqqqqrsnr7qPCbrfT3Ny8rnnaOsZL+kC3CwUPp43k6Qp22Kc5duwYCQkJIpDr9Xph3wPr/dWoqKgtha5dw0gGgwG1Wk1tbS033ngjHR0dZGRkiCDlKu3/Q1fwlk4fnh5w4ZGdbhcsNpuN+vp6UWa9Ugnb1W5wOYF4e3sTExOD0+mkoqICmUyGTCYTDh4tLS2kpaWJCWvYHPg2BkcXU1NTzM/Pvy9rKxLvHSnwfQhst2gqlzn50c4V/Pz88PPzE1Jjl2K1Wnm5boCK5RAml23s8FNwNNyEbLyN48ePI5fLaWtrY2BgALvdTkxMDP7+/iiVSjHI4OnpiaenJ0qlEk9PT+HvVVpaSkpKCh0dHfy/mWimTJsPCl+bkf2LF1heXiYgIID4+HjxdVFRETt27CAiIkIEshdeeAE/Pz+OHz++5fMxMzPDP/3TP/HYY48hl8tZWlrin//5n8nIyOCee+4B1oO9h4cHGRkZYi3BaDS6lavgncXqnJwcobohk8lITU1lZWUFHx8fzGYzExMTJCUlianPsbExYe4K64d+dXX1NSlobIfBYECn05GUlERzc/P7Mr33YeF0Opmbm+PEz6uZMm++z1p/Ob+4NZK5uTnUarXbAIdruCk0NFQMXm2FTCZjdHQUjUaDv78/JpOJoqIiamtr3UqsZ86cwcfHhx/U2bbdV/vd3QnCeNYlqLBnz55rvoApLy8nJyeHoaEhtFotGo2GqakpxsbGGB4e5qabbhKL8y0tLezevZuWlhZWV1eFrqvr+WtoaHALfE6nk/LycrEnK/HRIw23fAhsNzEWonIK7zRYX4529b42crZzilMzc6zZ7ICM8SU7Ty178i8nH6Cj7W1GR0eJiYnhtttuIzg4mMTERDEpOTIywsTEBPPz88zOzrKysoLNZsPhcODt7Y1arebcuXOo1WpmTE62miaxKAP40Y9+hEajEQM38/PzvPXWW1u6Sbisb7YjNDSUw4cP88tf/pJ7772XM2fOkJ2dTWJiIktLS6IU5ApmAElJSUxOTm55e06nU6j4l5WVoVQqOXv2LHv27CEyMpLW1lbGx8fd+nharRa5XM7FixfZtWsXcrmc+Ph4+vv7L7vEfSWWl5fp7e0lOTmZjo6Oj91ht7a2xtjYGHNzc5uCsdPpFH3gOcvWJdmpFTsWiwU/Pz9mZ2f57//+byGMDuuqNMPDw2JB/3K49i8PHjyIXq93c5evr6/HarWyf/9+vqee3nJf7XvH09Bqw8QOqEqlwsvLSzh5XAvFxcVUVVWRnp5OV1cX3t7ehIeHMzQ0RFhYGM3NzRw8eBCFQiGmndVq9ab3ZG9vr9saCKzrm15OdELiw0cKfB8CW02MeXl68P3bs8C6vrSdkJCAr68vnZ2dbn0RlUrFY2cNrNncE3ObU8b/er6ez4caiIyMRKFQ0NPTA0BNTQ0AwcHBaDQafH19SUxMZMeOHVva2sC6isTzzw8wvmTf9H9hPnKRxSwtLXHq1Cm0Wi2dnZ309PQIxQ0XRqORkpISRkdHiY6O3vL3aTQaQkJC+O53v8sPfvADJicnycvLo6ysTAQLuVyOw+HAw8Njy0N0ZWXF7SJhdnaWiIgIfHx8CAwMZHFxkfPnz9Pb28u3v/1t5ufnqaqqorCwUKxTKBQKMbAQFRUlxvHfzRK7xWKhvr6e1NRUdDqdWybwYbDRnNZ14XHp86ZUKtFqtSQkJCCTycQy++TkJGtra8TGxuLn50dY5+yW74XYEF+30t6RI0dobW0FENnf9PT0pqxnO4xGI8HBwW7Znk6nY2hoiNtvvx2ZTMZNGeH87N5dm/bVIp0Gqqr62blzp5sBbnNzM1arleTk5Guanty3b5+w9aqtreXgwYNCl1Sv1zM/Py967bAufG00Gjc9no1TnyMjI4SHh192AEfiw0cKfB8C231w1/tL68r8AwMDDA4OolQq2b17tyh5ms1mRp99a8vbNSn8+Iu/+IttNSGvheTkZP7mmIK/fqnTra/j6eHkh5/Zidk8jc1mIzY2lrm5Ofbs2YPFYmFiYoKVlRUcDocYVhkaGmL37t1MTU1tG/gCAgJ47rnnePjhh7lw4YIoYaalpdHd3S2+z9fXl9nZ2S1vo6urCw8PDzEF2N/fL3RKXSXLyspKTpw4QWlpKeHh4WRnZ1NTU0NkZCTx8fGEhoaiUChEJusy2r3WTM3hcFBeXk5CQgIGg+EDMQU1m82MjY0xPz+/bTal0WjIzMzE09NTlHg3lh3X1tZobm5mZGQEWF9z2LVrFwUFBW7Tpj/02VoV5Hs3u5eaYT3gLS4uUl5eTlZWlng/usxat2PjY3B9bTKZKC8v5+jRo27DIRv31fr7+5ma6mdHevomVRq5XC6e+97eXvr6+ggLC7tqdZyioiLq6upIT08X0nIJCQmYTCYaGhq46aabCA0NZXp6mtDQULF0vxU2m43R0VHRH5T4+CD1+D5mmM1m2tracDqdxMbGEh4evu1wjEZp4xvx64dgSkrKJpWXd8OZzkn+4VQz0yt2Qr1l3JfhQ6hlknvuuQeZTMbCwgJ1dXUsLCyQm5tLZ2cnn/nMO8onTqeTJ598knvuuYfW1lb6+/tF6cd1uFksFnp6eoiPjxfK/GfOnOHRRx/Fy8uLmpoanE4ne/fuxel08sQTT/CFL3xhy4lWp9Mp5NOGhoaw2+0kJibi7+/PU089xQ033EBkZCQWi4XGxkaGhoaIjY0lMjKSsbEx8vPz8fLyYmlpiaamJoqLi5mbm0Ov14uAejVcuHCBsLAwFArFVe15XYrT6WR2dpbx8XFRSnP9uwuVSkV0dDR+fn7MzMwwOTnp9r2X4uXlRWRkpBD5dmmRunRSr1SKfDeqIO3t7dhsNnJzc1lYWKCjo2PLg9/lLtLV1UVBQQGhoaEEBwfz7LPPkpeXt6lcCOvZ0+joKElJSW5l0SsxNTXF0NAQKpWK3Nzcq+q3NjY2olarGR8f58CBA1RUVKDT6cQgmatK8OSTT/LQQw+J+6dUKsUqh8vj8f0amJJ4/5AC38cYl0ND07SNf683bqvJ53A4aGlpobu7m7W1Nfz9/YmOjhaH8HblzSv97rGxMcxmsxB9vvvuu8VVeFVVFRqNhqeeeoqTJ0+Sk5ODXC5naGiIvr4+jh49CiBMQ10/19DQICYou7q6hILFxYsXGR8fF6LWv/3tb3n44YeB9QX6z3/+826BzzVkYLfbKSgooKamhuzsbLq6utizZw91dXUYjUZuvPFGt8dlsVhoaGigt7dXSLP5+fmRkZGByWSipqaGQ4cO0draKkxnr4TLDNWloLMVZrOZ0dFRFhYWLput+fr6Cuf47fDw8CA8PJzw8PBt/fQcDgcdHR2YzWYAYmJirilYvBeWlpZobm4mIyMDpVIpLig2Pm7XRKTLW6+wsJC3334bYNOem0tDNDo6ekvHjKvF5ajudDrJycm54j5lc3OzcHHPycnh1VdfRS6X85nPfEYEvqeeeooHH3wQcJ/m7OvrE44SEh8/pMD3CcBqtfLr07X8vn2Z6VUHsSG+l736NhgMwkZoZGSEyMhIkQl6eHhc1ul9I6urq9TV1YlhhuHhYY4dOyZ6GzqdjtHRUdLS0pibm8Nut9PY2MhDDz0kbt/pdFJVVcX+/fspLS3FYDBw8uRJZDIZc3NzGAwGoRv6r//6r6hUKgoLC6moqCA+Pp6oqCgqKyu58847sdlsBAUFoVarxX7j+Pg4KSkptLW1YTKZ2L9/PyMjI1RXV3Pvvfdu+9hcXm/9/f0kJiYKvz4fHx/Ky8s5dOgQlZWVVyx5NjY2srCwILwGL5eBKRQKbDabKAlvRXBwsOhTXiurq6t0dnYKJZrMzMwPTHD7aujs7MRkMpGWlkZdXR2HDh0Swa+rqwu9Xs/ExARpaWloNBoqKyuFmzus+851dXURHh7+ngaOLsWlT2symYiNjSUiImLb721tbRUu8Z6enpw7d46TJ0+i0+nIz8/nqaeeEhmfK/C9HwLUEh8sUuD7hDE2NsbExAQeHh7s3LnzigvRDoeDrq4uVlbWS6X+/v44nU6Wl5eB9fKjh4cHycnJbi7fG2lsbESv1+Pt7c38/Dz5+fnExsZSVVVFXFwcDQ0N3H777QD89Kc/FRqj2dnZeHt7Mzg4SHl5uRDB3silShgGgwEvLy8CAwNZWFiguLiY2tpaRkZGxNRlamqqcOW+4YYb0Ol0hIeHI5fL8fHxEc4PV5PhWK1WysrKGBoaIjw8nKioKLKzs8VuV39/P5mZmYyOjopBBtfhPTAwwOjoKFFRUQQGBhIcHLxtBubt7U1kZOS7tjPajqmpKdGv8/b2JiMj42O1L7iyssLFixeJjY2lr69P7DMuLi7y+OOPo9VqufXWW3niiSd45JFHhO5qc3MzarV6Uw/v/WZ4eJjJycnLutl3dHQwPT1NfHw8bW1twjV+amqK2tpaHnroIaanp1ldXSUuLu59E6CW+OCQhls+YWi1WrRaLXa7XWhkblxMvxQPDw83x4L5+Xn6+/vFhzI9PR1vb2/6+vrEVCisH+5JSUnCQcIlZuzlte6avbKyQl5eHt3d3RgMBvFzwcHBFBYW4nQ6RRZWUVGBj4/PpqB3KU6nk2PHjvHKK6+g1+u5+eabqa2tRaVSkZCQQEFBgRjGcDgcOBwOzGYzXV1dtLW1Cc89T09PlpaW0Gg0V+yvyOVyoRpTU1NDRUWFWK/4zW9+g8PhoL6+XjjZu+7nyMgI/f39HDhwgKSkJNHf+6BxqZ4sLi4C66IEVzM9+VHh6+tLcXEx3d3d+Pj48NZbb+GIyOInZ3oYMqSyw+JJ469f4n998QFsNhu1tbX4+vpuaXP1QRAXF0dcXBzz8/PU1NQIP8CN75vMzEw8PDzo7OwkKyuLZ599ltXVVfEaACIDvHQJX+LjiZTxfQqYnJwUepo5OTmbpJK2w+Fw0N3dLbK/wMBAUlJSkMlkOBwO+vv73T7cVquV4eFh1tbWiIyMRK1WY7PZ6Ovr495770WpVLo1+51OJ7/5zW/Izs5mZWWFiYkJjh8/jkajEbfpWjiPiopy65H8x3/8B3l5eURERNDf3092djZOp5OpqSn8/f0JDQ2lr69P9GB27txJTU0NKpWKvXv3srCwwPDwMKurq0xOToqemaenJxqNhuXlZYxGIzKZDLVaLYKkzWajoqKCwcFB8vLy0Gq16+sU2hz+8c89jM6biPDzpMh7ih9++eSHUkq0Wq20tbWJFYXk5OSr6j1+3DCZTPzyT5X8otnspg6klMM3d/tTFO1zVWorHyQ2m42mpibsdrsQf3DR29tLS0sL4eHhQgu2u7ubhx56iPr6epKTk9HpdEIUQeLjixT4PkW4nNPX1tYICQm55r7IwsICvb29wHrGl5aW5qYr6HA4GBwcpLKykqamJhITE/Hw8CAgIIDQ0FCxcH7LLbdgt9v5z//8T+68806x0lBXV4efnx9LS0t4enqyc+dO5HK5KHfqdDq8vLwIDw9nfHyc559/nhMnTvD222/zpS99ifr6euRyOXa7nZSUFPR6Pa2trTgcDpaWlkTvUalUil6b6/Y2mv3Ozs7i6+tLQECA2yEbHR1NWFgYMpkMq9XKc889R2trK87ILF6eVrvJZnl5evCze3d9YJYwi4uLIgNXKBRkZWV9KnbBtnUND/Xl3HcOffh36DJ0dnZiNBqJjIwUQzUDAwNUVlYyOjpKTk4O09PTfPazn2ViYoLp6emPnWCBxNZIge9TyuzsLAMDAwBkZWVd82Sn0+l0ywYDAgJENgjr2oxPPvkkaWlpvNo4RL0limWZFzt8FdyTpmK+vYy/+qu/crPf2TjoYrFYaG1txW63Mzk5yR133OEm9zQzM8Ps7Cy///3vCQ0NxdPTU1i6uES4XXY5MTExaLVadDodx48fF/2+a8HhcDA2Nsb09LQYPHEFwP/x6hhGNg+bXE4k+d0wMjIilEACAgJITU391JXMtpPv22j4+nHjUheL4eFh/vSnP9E4aaGZOFZl3oT5yvnusTRu3x33Ud9diatACnyfcpxOJx0dHaysrBAYGPiuRXIXFxdFNgjrtkI+Pj789b8/yZ/mQrE53xmoUODg72+IIiPQfR8tJiaG5eXldWWQsDAmJycZGhqirKyMhYUFvLy8sNlspKWlYTKZMJlM7Nixg/LycoqLi8nIyKChoYHDhw8zPT3NyMgIYWFhxMfHMzk56bY2YbfbWV1dxWQysbq6Kr6+9LmBzeoml3LPS5NscVa/58Pa4XDQ2dnJ6uoqsJ5xXm7C8NPAthnf+3wR8UGwsrIifC3b5z34v6UTOGTv9HU/6CqAxPuHFPiuIxYWFujp6cHpdG7qX1wLTqeTnp4elpaW+Kuzhi2lrRJCvPn73TImJiaw2+1C/Hh+fp7BwUF27NiBt7c3sbGxxMXFMT4+TmZmJmfOnCEqKgpPT088PDyw2+0kJyfzxz/+kcTERHQ6HSUlJbS3t7O2tkZmZua6zujMDImJiSKIyeVyvL29hVmtj48PXl5e15RBOZ1Ompqa+MbpKSaWN0e+d3NYm0wm2tvbxcpBRkbGu9qz/KSylUXXxp3UTwIOh4ODPz7D2Bbv+09CAJeQAt91iauMaTQa8fX1FUvk74ZtnSdw8K9FDmFW68LlvL64uEheXh4LCwvMzs7S2dlJZmYmnZ2dHDlyhICAAE6dOgXAiRMnUKvVfOUffka9VcuqzBtfTHxpj4ZHTx5ykyh7P3AFvLW1NfLy8igfXHxPh/XMzAxDQ0PrP+flRWZm5qdWzcPpdGK327HZbOLPS78uG1jg8bop9EYrO/wUPJjjz65wz09UWffelya3tEr6OJdsJd5BCnzXOS4TUlh3QLgWUV/YvnQV5S+n8u+2tiWCdSHt3bt3iz3E1tZWkpOT6erqIjQ0lMnJSbq6uoD1flf7vAdP9ss3Gcn+9b4Q7ixIQq1WX9P93gqn08nFixexWCzk5eW5TcdeKt/13WOpHEkN3fJgt9lsDAwMYDAYcDgcBAQEsGPHDvE9n3YUCgVyuRyFQnHVX28nRP5x5ZNcspWQAp/EBvr6+pibm0OlUpGTk3NVi9Bbla6Uchn/c28wyT5mDh48uGV243A4qKmpYd++feLvjY2NpKamCjWPxsZG4a926CdvMTxv3nQ7oUobv7z9vTmnu0q3FouF1NTULc1Tt8J1cLsen8txXS6Xk5iYiEaj2XTIy+XyT9QBL7E1n4aS7fWMtMAuIXBJh7mU6J1OJ3FxcZdVQNnOeSLVz8LIyAhvv/02hYWFm/pYHh4eaDQapqenCQsLw8PDA6fTSUBAgNsivYuJJcuWv3/RoXzXTgiuDM9qtXLXXXdd9f6ji6WlJeEkIZfLuemmmz4VKwcSV+byjisSH3ekwCexCW9vbyEjNjQ0RG1trdve3aVstIzZiFqtpq6uTiifXBpAU1JSqKioICwsDLi8gW10kDcDs5tLSzHqa9e03BjwcnNzryngjY2NodfrgXX5tz179kgZ3HXKdu97iY8/UqlT4qqwWCy0tLTgcDjQarVXrTrvdDqpqalhdXWV+Pj4Tb5oBoOB6elp0tPTsVgswog3Pz/frdT5q9eq+be6hfdUWnI6nTQ2NmK1Wtm1a9dVlTSdTiednZ1C61Sr1RIZGXlVv09CQuLjiZTxSVwVSqVSyImNjo5SW1uLh4cHubm5lxXKlslk7N27l56eHnp6elheXhZO3bDuYt3b24vNZkOpVGKxWLbsLeaFyUVpSTe7vO5QcXP6VQU9h8MhMryrCXhra2u0tbUJc92NOp0SEhKffKTAJ3HNREdHEx0dLTzxbDYbO3bsIDY2dtufSU1NRa1WU1VVxdLSkps5aUFBAXV1dcKt29/f300j1FWUuCkjnGy1k6WlJdGPvBwOh4OmpiasVit5eXmXDXizs7MMDg4C64aveXl5n9qVAwmJ6x2p1CnxvqDX6xkZGUEmk7Fz585tg4zVauXcuXNYrVZOnDghHA26u7vRaDQolUpGRkawWCw4nU6cTid+fn5ERkYSEBBwVTt7V5vhuVYOYD3zTExMfA/PgISExCcFKfBJvK+43OAtFgsajWbbYFJfX09/fz+33nqrEMJ2BbW6ujpkMhk2mw1fX1/MZjMFBQU0NTWRnJy8bdnRFfBsNtuWGZ7dbqetrQ2LZX1CNCEhwc0pQkJC4vpACnwSHxgzMzNCKDsnJ2eTq/jw8DClpaUcP36cHTt2MDMzw9zcHIuLi8hkMmZnZ8nNzRUu70NDQ1tavrh2AG0226YMb3l5mc7OTuAd771rXVuQkJD4dCEFPokPHJcp7erq6iana6PRyAsvvEBRUREZGRnC1b2+vp7V1VWKiopQqVQMDg5uKnG6Ap7dbmfXrl1ih25iYoKxsTEA/Pz8SE9Pl1YOJCQkBFLgk/hQmZ+fp7e3F6fTSUZGBgEBATidTl544QXUajUlJSU0NDTQ09MjJioDAgIIDg4W+34bS5q7du3C09PTzUIpIiICrfa9qblISEh8epECn8RHgtPppKuri6WlJSGUXVlZiU6nIzc3lxeqezg1DMtOFWE+cn54Zx43pIWKDC8rK4ve3l5hOJuamkpAQMBH+6AkJCQ+EUiBT+IjZ2lpSQhlq1Qq/t/ZRt5Y2IHV+U55UimHL6V7sC/WH6VSiVKpJCsrS0yFSkhISFwtUuCT+FjR09PDF54fQL+y+W0ZE6Tk7b+5UerXSUhIvCeuLL8vIfEhkpqaimFt68A2uWyTgp6EhMR7Rgp8Eh87ooO9t/z3dyNILSEhIXEpUuCT+NjxvePpeHm6vzW9PD343vG0bX5CQkJC4uqRenwSH0sudTyXvM4kJCTeL6TAJyEhISFxXSGVOiUkJCQkriukwCchISEhcV0hBT4JCQkJiesKKfBJSEhISFxXSIFPQkJCQuK6Qgp8EhISEhLXFVLgk5CQkJC4rpACn/PghG0AAABhSURBVISEhITEdYUU+CQkJCQkriukwCchISEhcV0hBT4JCQkJiesKKfBJSEhISFxXSIFPQkJCQuK6Qgp8EhISEhLXFVLgk5CQkJC4rpACn4SEhITEdYUU+CQkJCQkriv+f2VHNVXvhkNrAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#networkx draws the graph showing that there are probably 6 clusters\n",
"import networkx as nx\n",
"nx.draw(ds.to_graph_networkx(), node_size= 35, width=0.2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NkEles3PSC5q7+qElWbZahjmrMO6MrDYZ9w6FtowJcxz2mDsVZ53jFp9TCPxMKs5ut1Bu32iWH5jluIGqk9lc6RsU56anM+1k9ZuTr4b999+/+a1vfeuZmUzm6MbGxg0rVqy44qKLLtqg+J7LKzriL5j3i+M4jrP74ALdcRxn57JEsf8W5+pxzRQ7FoRIRlEwIbKlWAY/m2DIKo5FW5CiHD73uc8dds8993z/O9/5zqGjo6Pq6ekpn3nmmXcfccQRr98VIv3aa6897Omnn351oVBY193dfcuFF16YFqjVyCqIxsnkZ5zL2iQNJz8j2HEvb0i+xhV9A6wRW7V9tGimeCV7b/fbkWy3Q2FcmpLjsC7slJSPJN+nFcvpOaaiZj5zrYoj4HByn+39YClUOf40eYXrMpZ6jdcR3bynBhWvMVDFMK4YcHCh7jiO4ziO4zh7OEsURE67pB4FgbRY9XmCINowbkPg2xL1JsUyXLLwLWadBV+ie/HFF9+Yy+XKCgKqLKnc09NT+vM///OP7exj+eAHP3j5SSed9NySJUvKBx100PR555137xVXXHHI3GuqQbEc3JqdUcYO3HeqIQpm/blK2KXw7DSnXmuR1JVss5D8vkdBtC9VyJK3K5bRs98uxSx4JlmvS7EUvVrZPetSyt9ZY7laNGn2MnegxJ7S/laF92Fvci77KJzjolm216xKMzy25aXvjuM4znbDTeIcx3F2PiXFktkGhWxhu0JZ8GyZwJJiqXOjgjiYVsiyTiiI9UYFIUVpfDH5qmvu9UJgcHBw6dRU5elu2bIlMzo6eoxixtk6o9vv1V6bbZn0z89z1VVXHfuNb3zjwjvvvLMneSn7zDPPvPSCCy74vKTT5jiN2UasWajEYPY5mWCyumSka0GGm5YLBC/PmTWcw13dzlvPmnUYu6dkmUnFIAOZ9TQ5Red5zns+GempZP9zGcFNKgQLeK8Q9OC9N6rYFlDrvUIVQHPyM1UoOVVWLHhG3XEcx9lq3AjIcRxn54KAKin25BYVhEm9mUOEwKiCGCDziKlYUaFMdyjZD6JirwjKtra2bslkKju4CoWCstnseoVrhKDEAT0thHmdPv28osEZ2dc2xdF4XdW+1qxZ86aHHnqox254cnJSGzduPPCb3/zmXBnXWgK91qg1/j9HUEuzjyKzMBudcyWwgwM63+388enk3x3JOuOK5fDQpPAclhSvd5pccpzch4zm56tgAxHVsH3mlN63KJbR0zKQV3hPWSf5ahSTdW0mfUrhvTip+Jz45yvHcRxnq9grPqw5juPshkwripJGBSHTrSAS6sl2kzVF6E0pCgbEP1lM+s/z11/5oQuWNfe9La/x1tFM95MbMod+5NwL3/vYdjqnXUEm9V29vb1//7rXve74m2++eUm5XFZjY6Pe9KY3/f6ZZ575siqFIiZ7GUVhWFYUnyWz3Wrjv6pl1p+nqalpXVPTzFHc+Xx+/Mwzz5xLhNrzqmfUmn0O8ubnFs3ehy6F880oBBwmFcQ214hMOeKT6oOSYsn3oKqLc66nFEzf6DG3x2NHxLF8PZUDFgIR6fNkZOGUYhCinJzPoEJQa1wxgz+q+t57bKtFIePO8dqMenPyOoLecRzHcerCe6Ycx3F2Lq0KH9gpSSe7iMBp0UyxA4zQIqOL2VtRsXQXsUG/OWKq9K3Vl77z5Y03ffrYzE2Hrcjcv/ygzK+OGCj3vOagl731X2+//fZ6jMvmC8I3a74jJu3PDcl58R1TPPszYoufuQb29Zykxp/+9Keb3/rWt/7imGOO6TniiCM2nnDCCfcODAx87N/+7d+eVBBkafHNtZtUZZm4kuVwOrfLsWzNr7PPPnvt9PT0G3/729/2ckEWLVpUOuGEE/7j7rvv/qFmF27p/5/JFOPib9dtNMtQMcF50Oowm+jNKPai0xKBQR2VHaOKwp/AUiFZJt1CgfEaJeGYGBI8IGueU3wPcL441s+HsirL3O1oOqpTmpPv3L/u5PuIQhXAWPL7Wu+9NAQ1uNYWAmTsN6e574HjOI7jSHIXd8dxnJ3NPgoiYVDRvbo5+T6hIBzGFB2nyZQjYK1j+1yiy5YsT97yxT+59TWZ6060Cw1osb43fs4Hzr7ks19OtslXeluzfa/22tb0ds+n97vWuVO+jNDCgKxRMTs+plhBVjI/I3wRk2RbbTCBdUqKgrim0L7ssstOfu655z7x1FNP7VsoFCb322+/u2655Za/fOCBB8YURK/NwFrIKHM9J1Kv257rguJ9o++bAEJecwtPWisQ6OPJa4xua5HUl+yHWew8I0MK1886qfNclxVLy9Pn1qB4DaXYUkB2e760KpwzZnlkrptVWTFRVChr75C0RTHQMKz5CXQg4DCu2s8BQSVc7T2j7jiO49TES9wdx3F2DbZkuqxYojusUHprzb8Q5UXVn4WjvJ0e4pZceaw7HZZt1YAKjaWDk32T+cRwjP2WzDarfa/12s7GlhUDPdmjillVRCOmeohfxB3j6Ow15Lz4PYKS6oCqov1v/uZvbpP0ijPOOOOAm2++uaOvr+85xQoKKgBGNNPkjNL2dCC91mtSpRDlHk4qzlOvBjX4GQVhTOm2zUbbY8MUbjxZPm0kR0Boapb90t/erSD8OVZE7HyhOqNdIWAwqehiz7NL5pxJBxtUWaKPd8N8IRBBuXs18V3xPpQR6qtWrXrd+vXrPzAyMtLV2dm5/oADDrjsQx/60P1bcRyO4zjOAsEFuuM4zq6DMlnK0hGYGQWjsT7NT5SDLSNvSLY3NZ7pWldW9kUZoyG2aP/Jwam2n6lyRrTN2lOeW0/WfldCyf9Y6nWbFSfzzPxvKhUQqcwSpyyc/u5WVWbW0yXNtny/qmi/8cYb+83vyTqTyW9Lfrb32gr0ua45QR4y/NOKZe/W2C193GSsbXBhQmHc2KZkGQIIUgzgsFxRccZ5s9nvqGIpfq2ebioZaFEYVrg+c7mxpyE7zX4IEtB7jvDG7b1VQZDj2UBAAeO7rYEAzmwineWeF+of+chHXnHHHXfccMsttywpl8tqaGjQW97ylhddccUV//3973//o1t5LI7jOM4ejruMOo7j7DroF7azmaclbVbMAtYjiBGVzEhnLjOl3iOSxh7c0PLxu8qnPzGuNpWV0SatmLh7+tSbV11xw02Ko7akKKzGFbO7ZCQZm7U7tUiR9a/Wu2z7zcdVmRGm/JnRWmTY7Tk3KGZfa10DSucxWBtNvihnZpZ5g0JpNes2JcuMJftmPJ5UKcxnM4mTorC0ZncEDaTqbu74FBCwoIogq/DMEGjIKrqsE0CyZdrsq5QcP0GGJs1uTkfFyLiiyGZ79cB7pkHh+lFi3m6Omd9x/pSy4/+QVzCvK2jbxxBS4VLPTPRJSaNDQ0PvRpxL0vT0tL7//e+vXLt27fu28Vgcx3GcPRjPoDuO4+xcrGBDnA8rulcj9hgBlZ6rbEus+c46s5XBN7//siufvOiid5229gXvujBTntx3Mtt2y+ob7/zKmjVr2Bb7SztP26yxHT1WNr/bVX219JfbHmiLndmNGER0E9TAZM9mWYvJNhvMOhiiUV1ANrladQH3hK9Msn6PooBsTvaHiGS2/YRqB0CqCXQywGT8OSaCNLYXnfXxPcDMjWMnm02wgtcZKzZhXuc8cmZdW6o+W0aazHYm2R/GbukKiDSU2NMvbs3zaEtgOfr7GxSEO/31nA/vs25tn4QF7xHmpFc7f4Ie2dHR0S7EORSLRRWLxaXb4Vgcx3GcPRQX6I7jODsHRB1Z8pJCqTOCDIFgx0LlFTKu9Evb0mnKjOspy22StEjSlquvvnb91dJlCgJlQLHv1mbhce2uJvatWOecWrRrxDpZ4FpGa1IMehDIwEhM5ue8+Tdl7pixIeroV+f+0XvMNUi7lVsQxgjK6WSb3Pec2V6ronDvN9u051NNoNusMfugWoBgAb3eOLRbrwEpinzOr11xBBrPHc7sUmWggd8hlGcT2mT62bZ1n8cVPf0MUY7OtbKl8FQnjCr4N0ya/WcVAk/MKuc8mxTef1QMZBTnvW8LmAva/nuCahWTDAqFwnP5fF4TE7HQoLu7W21tbb/dxmNwHMdx9mB8zJrjOM6Og57dZsVsJgKDvt5Gxewr4gYHdrLaUuUotfn0g+cl9Sb7G1YUnogzxB8CG9FfUBAZ0kzBKbMOpd1ss8mcw9bMtK4X+shnc8+W4rXkWMj4ktFmzJd1dbfz48kkI3op97ZO5HZ2fc78ju1RoTClcF1RZOMK94dAAaXxVFlgtMb6PBMISXtt6cNmP+nRY1KsBOB80iPNWJ6e9E5VBg/IxqdbIai84Of02LU0lPGTbbdZeDuvvGSWt0EA6/yOAz3VALYEP6PoPE+VihSuaVmxB56ABH3083lmrV+DHQdovQvSLQgZSZlly5b9/thjj33lE088sU+xWNQ+++xTPuOMM+7u6uq66Pbbb5/vqDnHcRxngbA79RA6juMsBMiIUm6bzir3JN+3KAoM28OLQB5TzDC2KmS752ti1ZjsbyJZn77nsqIwGa6xLhlLK3DqFQ1cA0SXLQPfHnDd5hKCLNtslkOI8buxZFuIRIIUdn0yyOlgQDr7jhgmKGAN46QQJFmm2DPNfqxIJfPblfyeaziuKI7bFed2I6bzik78ZIpbVFll0Zlsg3NOi91ms25G0nKFZ2UgOfaCoiEcAQ/GuhFAWqTgoTDbveZ+ELAYVQxEDKnSMFGKQZD0tW8yr9OqIMUMPo7tQ4r3v1GVbu8FRWM3tlmtXcJmv+0Xx5f+ksI9aVcMrFmB3iYpf/rppzcdfPDB501MTKxobW39dalUuubTn/402f7d1ZDRcRzH2YG4QHccx9l20oK0Vql3VmEOelZx1jMf8kcV3cPTPdXtZp16P7TnFMT5lKIYyZvfISIH6thWXkFQINTn4yxvr01G8dpsrVjPKI4Bq7ccGZf0fPIdgU92c0pRzJK5ThucId74nT3/dJ96eixbi2KmvCf5jqs7499s73RRsUe8U5WBAZzTmduNUGxVDKoMK5a0k3VuUBD9rIfoBbLHXNO2ZPliss6YuY4cL87niHbbAz9bMAdRTvCDbU+b15uTcxpT7TnqnBd99DxTBcUgFGZ9Ss67PfkdTvrpcnwqQIqqT4jb5yAdmKF0n4w95nuF5LhHFE0CLY3muFykO47j7GV4ibvjOM7WQU8yRm+U1tqMpTVUYzmytYOKZcGYlpUVRToiSsn2bJ/3XDQoCkErUMg4kt1HMM8lAmxG35a+pwVKNWwZ/LSie3ZelT319YK513x6hZl1Tqaa3nFbSk4vNTO66eUGW96dLsHmvkyb37N9rjMGc1QlSLG8npno1l1cir3RCOFpVRrLsW8rGLnOZISpgCCTS/94eqxek2IGml7wvEI2nOebAIR1oR9XzKJnFUQngYxqYGxovQDsc2/d5YcVgx88O5S0Y/jXqJmVDS0Kz+iIOSfOiyANY9GkeM2bFIMGHCMBGdtaYp97etfZthQ9JKTK93OzYuUKAYVqwS6Wn+06Oo7jOAsUF+iO4zj1Y0U5IpfyVQRMXpUCFPFGCTB9spQSk+kj486HcmtYRTlxi6pn5i2Ic4y0yGRaMzKMuWyWrx6ssGhREBxUYtWzjbRYt+LG9mzXgtL04izLVAOBZ0Uz1xrBSdYbB+5qIl2qNDRL/9666SP07KxxzlmKwo/SbvY9qmiGhmO8NZNjlBf3zoo7gg1SzOSzP54Hng2CRzyzPMucF0Zy9G4j7Hk2EemIYwInHCvHl4a549OKYpWMOffBZsO5loyg432EiLYO9Gyf53JIscqgUaEagWudVzRo5Hh4L5OZr+VEP5soZ74694jr3qZKI0Hel7UCTVwXe08dx3GcvQAX6I7jOLODMOLDuO0rz5jfUcJtP+hXM3Mja2czmLhn4zYuzRS+04rCqNZ86ayiAENM2/FZZFn52Y5omw/WxZxz5/zrFfvWdIxrmRbr9rpZQTZfuL5SpbBlzsFst4oAACAASURBVDyZfI4jr5hJpy89feyIX8RgNSGP+GpV5T2mHJwgDefUpFhqTvAA07dJswzVGvTGcz6sY4+Z8mqEP2P07Ci9tuTnguL1zyvOg+eZoZScbDOZaNtnz/K2799CpQDHW072z7jBdPCF58Ka22F0OJ5ajlYM/o3AZYRbg9mHFcrprLjMOXBtea9z7lKlKCf736wYCMMToMf8u0XhuhJsma0CBSO/as+g4ziOs0DxMWuO4+xVrF69ulXSSkkDF1544dOq/gG5Vi8pH8LtOKrZZo9Xgw/7uJxLMbvL9mwpunVZH1UoVaa0OH3MGIshztOmWpRM25nrWzv/GYFENhMhxTEj1OoBwYvo5drbTH9GUdDOF645WVtAMNFDTVab8mL6rcmqp6ESwM5OTwt1TNnSFRa4xNsWB0zLcDnvUgxi2MqDbsX2BbvvdJDHmvSR8WYdnhPK0in9R9hSdl4wrxcUZ6SzP0rWuVbVxryBbWloUGzb4N6nRSiZ9WmFlhB8FTDYo0qFIBq+AvTZ49TOe3ZElcGQ2dokuN5tivcqnf22x5lX5X1UcuwdiuPcmiRtUOy3r+f9Ma5YreLO7o7jOHsBbhLnOM5ew7e/9Bdv7y2t+fCy0kMHjmfaR9eUj/n1E1OHv+Oiiy7arEphaHtjrYhGlG+LG3l3sq8+s+20WVWr4gdzHKYBwTisKGgQ59aALe1ETuYOkYg4w6hsW0FQE8igbxpRuTWQocbAzZ7ffMyzOC7GllnTMbLZUmWGHiM0DNsymn22tw0opAM21k09q+COThBlMFmPY2pQEHWMW9sn2S+Z2knFLC1ikb7t3KWXXpr/5Cc/ie8AlQAIV54lni9+RkxzHSYVAkGDqhwT12PWGVQMTgwrZugzigZrLZJGLrvssjPWrVv3nuHh4a7Ozs5NXV1dl3/qU5+6N9nWkGJPvn3WyVQT6MkrtngglvFFUHJNCBQgqHnmWxSNF6mSSD8HYMem8b3WtAOboadqBtqS/fYrBg9wky8o/i2pt12Dezjf9g7HcRxnD8MFuuM4ewWrV68+4GX67n++VP+xgteKKugn5fNvfOOffv58xbJvO0cZMb49nZSrCfS0YLBZXgSP/TdO1IgGMq1kC9NC0gonAhCIReZvb49ztFl0K6yk+bmuA6LXZqBtTzeCfa5j5xjo+baZboTcqCoDAWm3eER6uufZQpk1Jc6cb3rcWa/iDHDc5UcVgwMdik7j7YrBATvCj+3lJI1/+MMffve6devO37RpU8fixYsHe3p6brjiiis+n+ynV5Xl41yPacVZ3WTyOZ4WBYd/6y6P+RpiNKfQ191nrkE+Oe6SpPyll176+p/+9Kdf+tnPftYrSZlMRm94wxueOvTQQ99yxRVXPKiYpWY8XINiX/6YOS4y4ASlKMUvmp8p3wdELb4OBKKYU86yaVFuxwKWzTnbMXr2OU+79ncm2+lLlmlN9m1nvPNM1Su6eR6rTRhwHMdxFhBe4u44zl5BT+npU1dm71lhX2vSiLq17shDDjkk8+ijjzKaanvN6p4NSobL5t9SdPVm7BfzoSdSy44pZOFw9JZiBrNaNpzydpn92mOwx7ItENyg7B1TL8qlKe22gqYWZIVtVhVBLlU65M8l1m3Zt20nkGIghmO1fcfM0i4riGd6xGuJdDLunH+6rQDI8GJIRlYV53COw7q3U2HBmDV6/rOXXHLJ226++ea/vvfee7vZwXHHHffRv/zLv3z0E5/4xE2aGWTi+UKQIrYJ1NhglYVMP4ZweYVMOveITDsBgMYtW7b8KeJcksrlsn70ox8dcNBBB71H0p8pPsPTZt1RxSATgjY9YhCPAMr90+Kc88S93v6OAIc1yputXcU+B9a4LR3YYpTdlKQtioEOev7TATFaK+opX+d5tG0BjuM4zgJka3sPHcdx9igy2VIuU0VTZSXtt99+6fFoO+wwVFuYktGWKnuJyZJaEBy9CmJhUJXjo9L7tCZmaYFOP/D2BPGBGzqlymOK1QL0K1eD3uN0H72F8m6MzMi8Us5sK8TK5t/2OgP9/gj9vFlvTJXZWhzLZ6tAo5oBIYzItMfO+jnFa8V5YNpG1p7+7Gaz/rgSITs1NfU/rTiXpF/84hc9mzdv/hOFbDxj0Oh/p+R6kaI5HJnmFsU53S2KWfMOxVL0vEK5e2eyrfbkdy2qFOilsbGxjvTFmZiY0NTUVK+iEB9RvC/MXLdO6LXmgTP2jZaNNGS6CXJQ4cA9oU2A6oXZAjyl5JypMkgLea7JuELlQaOiE/6YWaZasE2K93Y2eF9xDx3HcZwFiAt0x3H2CjZM73fTE3rJ0/a1CTVr49Tix2+//fasYkZ6V33wJYMIU4ql0vkqy/MhnSwcZflp0g7Q6SABmc8dAX3COI6TQR9Vpbmaveb0nVczXKtFWqxnk+22Kpb3W4GeDgzYLDqZVTv2zfahc1xziXSZc0Xssk0Eug2+cNyIdY6nQzHbjgO8rXqYnpqaooqi8qJMTZElxwWd4+Uas096s3Ej53oSuEKMDir2zTPGbCh5bTj56ldsEyh1dHSsaW6u1J777LNPKZ/PP5gcQ6tCQAIDOzvvnEBHNdFM0GRKoZScdgiw4pzzJTBEcGM2UQ7WKG8weS39PmtRCFYMKTyDBKV4/mnPoEIiDdnzliq/S8M1sdMOHMdxnAWEC3THcfYK3v3udz/+eOnFH/+v8um/e0YvnHhML+v/8dS5/++qf3vo4wofwBEVOVWK9R3h1WEzupAWyozLsqZrwFiq51Q5P7oatQS6zaDv6P8LyFKSfbYlwhNvfetbO1/5yld2Kwr2ao7e89lXUUEoUV7erHBPEevV3OvJokuxV9huE8d3RPqU6hPpZD0JUlBCT/k6/c/c74xZpz/ZRrti/zEO81yr1vb29l8vWrSoQjTus88+083NzQ8quIaPKjqosx8M1nA255ozdg9zP46V1gVrJMfzY68BFQDNkjKPPPLIZ88666wHFi9eXG5oaND+++8/9ba3ve2na9as+WyyDfrN7XnR+1+rNxtjNnsvbNadKg2b0ed5s676s5FTDB6NKQZO7Ex4/CBaFYIE44oj3aSZpnez9Y6z7XqeKSYozFaF4jiO4+yhuEmc4zh7E5nzzjtv3wMPPPDwkZGRkS984QtPjoyMILQmFUpTEQVp0yh6VLelVxsDKSlk29IZ4oIqnaU5Lin2IJMZ3pIcW6fCB3/ER3p/abdqDMtw4x6tssyO5Hkjtauv+NiKQ1q3XLko8/SKKeXK66aW//aff/L0B7/97W8/o/mNaatnn+2KJnmIJTLVgGnXROpnYBa7LVmmiqHWsVYzACQzPqCYHWef9HbTp4whIM8p5mQTCs/A9HXXXdd83333fefWW289cf369S1LliwZO+mkk37+rW9962MbN258StI6xRndUgxElVRpvMY1aFLs+cYLgKDFqEKfdVHheR0y14CycQRxq6TsUUcd1X3sscde0NXV1SHpV/fcc88/33HHHQRPCE7Y4BjXo5pjvz2PtHM6oprfTyhk9TnurPm5Fpwvfgrp9yhBAAz2yKzb0XFS9CLguGr5Q6QhM15PEIFrkZ704DiO4+zBuEB3HGdvggwqY5EwkJJiSS1uy1a0WDOp+biHp8koCLOMKsekQdphnNLkccX+X0Y3Ue6MsCsriC17THZ9uw+ydQjHgrafk3tdfPCDHyycsrLv9tdkrn9ZQyacblEF3ax3fvcNF151hmJP+LZk0y1tiq73ecW551Jl8AVzPilcn2pj7jCDk6JgriXS6acfTb22RDHbT3YXcchscgIw3JdhxQxur6SNyfHlW1palpx//vnHZzKZF46Pjz92ww033F0sFocV+qKnkmUxrWM2N/u0z0eb2Rdi1Lq/05pAKwDzvymPxwBwX8Xs/D7J18PJ77qS42GUID3elPinHfvt/Wk2y5OxTr83Gc03qijQ2T7COw2Z9oxicKAWzcn5DCTXkeOlDYIAA6Tf13MxH5FuJx24SHccx1kAuMmI4zh7EwgUSqxL5mtY0RAro0pH5611D58v9N/yQR7DMjKNbQrChh5oxF1WcW60FVsEIizpEncpiped4WAvSTri0BUvekH5h0cizqXgqr9Mvztq9erVLRdeeOGAYv80vevbcp1t3/ak4lxsnLWbFK8zWUnK0u3YOuaK2xFbUvWZ9TL7tDD/m3JoZqLjoI4IpXJj0LzGdeA4myQVxsbGildfffVPJd2R/L4zOdY1kpZJOkBRqFOujrC1Zf+Y4UlRkE+b5XC7b1A05sskxziSbGMfxfJ5KgYGzTVDfDK1gECIFaS8r7gnjQoBNV5jkgHvQd6rCPpxxWqNKcX7mx5ByHsHN/u53NGbFd6H/aoc1WfvmRXnjeb1eikqmtnNJdK5Hs11LOs4juPsAXgPuuM4ewv0atrxWhOKIhW3ZRyvyR6mezxruYdjSLYtf1fTBmZ8sG9VFIpkCG3QgJJ1enOVHH810Z0e77az+tArD2JysDev0RnmZvnyaPO6det6k+OhXxhByHXYmuove47psXa0CCDKC4qzuQnIyKzLrHBr8IZwr/c6cu9GFe7bEsVydl6nN9y6d2fM+rj388xQGTCUHGNn8n2d4hi+ZYqilmw4JeFkmCnXpvccELtZheuTT86bjHFOwRl+XNIms136uBGRnIstV69VwcF7gLJ+hHBelcEz1rXl6cOKQR78BQig0PNO5Qzv51pkknOmrJ8WFZzu2X+6b36u3vNakMWv14yw3mUdx3Gc3Rw3F3EcZ2+BbCBZShysyTKTGSR73qYoxGpllxE69EtTosyYLzLVQLZOihn8NGnDt7zCrOctyTGkS6yhrJgRpZ+X/QAZUNvXjlHZjs6g01qQl9TS3L5o8siDut+4PPP758eDlcvSr0qveeziy1Z/bWpqiuuO4EWIka1s0MzrOxs5RfEpVbq0P38Iqux7pqKh0yzHd+4FI/H4bl9jPwQbZF7jvvLsUA1RUuXIPMrJCaZQTUBwg+cBAU5PuxQCGmTA+xVnbhOYoiS9NVmeDDqVA3YyAOPUOO8GRSO+yeQaUdXRp2hemFd4L1n395L53bRmtpSkr1OX4vupT7F03vbII8IxnCOjTqVAm2LFA4EM9j3Xc9+QnHsuOQfePyWFdgGew3QGm/f61s4s57hwhJ/tWedZ5T3tOI7j7KG4QHccZ2+AbBkC3JZ+4wbNB1yy4vTq2lLZ2T4kW/frWmJdilnQaiZoZAanzLIdCkJpRLGHfVAzIUOMIEQU2n3YgIQUS/25Dtuj19tiRTkGYjlJ5QcffHD0qJedWGhuW3xwc2a4c1Rd+pVO/d1z0yvf943v3vKAKt2wCapwLQkqVMuM1iItyCmdrnbOzAQnOzxl9k1/cNksN2XWY345Ip37IXMdCIbkFf0EENkYpZHZtxlYMsmUNHMOQ4o90VR4ZBWEbbtCWXs+Wa7BrEcFAaK8XZXBBPabVQgmMM++aPZDJnyJQsZ6i+Iz3qrQAz+s8PxicjiWvE7Fgi0BR5Q3Kz6vE2Z/9n4xHo/3Upui7wJZdbZNabrtX69HyFJaT1sC61BhQ8XFqCq3Z8cFbkvZOc8rAYW5RDrtANv7vew4juPsJLwUynGcvQFrlpY27cJ8DZdqliETxXxjspZp5+i5oFc3pzjfeUpBsFTbDh/6MwoCC+M3so4ZzRQqgChCoOPEbY+F7KzdF33A28PJHVHOeU8rikACIBlJB0oavuiii3qP3i/3h+Vs4+CT/Y3fu/zyy9ebbSFW8Q6wmWQCK2T/pcqS8DRkM63oTJu3WWyptBSNvmz5N+eE6Z/NzjMuzjq/pycBLFLszaYqAmHHsTUqCG/IJtcEh//pZLmVkp5WLHHPSlqsGNBhZBuBnC5FgUsm3Yr2PsVnjtLu4eRYMBgsKpjVKbkeA8l50qOPmdozigaMPQr3iUDBkNknVQ6UbDeqsvKh1tg1KQYKqCDgGeF39v5XM2isRlNy3kXNLMGnNJ7AFmX8JbOu5jjm+TAfMzgCW+OzLuU4juPslrhAdxxnbwAxg7mWFalkIilvZhwSwmpScawUjtCU0M7XNTmXbIuMJaPRbOaN3mYMosiqdioKbkauVaNRcX7zFlWKCjLYfHC3vezb4uRO5p4ghBWi7NOWF++vIMyGze+Zk15N0DQq9tdOm23ZDDUiDIGGn4DdRja1/dnOmWAHv6ciwpYxk4kuKJrO2dcRb8xBT8OIPJ4/MqQEWMqKAptMLFUUhWTbWxT7wYcVsr2Dis/5IsWeaapAeC8sSp0v96df8b4wB50MMc9OV/LvnmT59DQEgiZLJT2r2J7Qouimv1hB1E8qBp1sST3Ha0fbVYN7xfXjHlOFQYm9vc4EfGptr0UxSJIWuvYcMYUjQID5HS7y29O0DZFeT/afY9xeAQLHcRxnJ+El7o7jLHQQb0Xzb1vanDGvYXSVMT9nFQQF5bOUmiPs59vvyYd6emitsORYepL9IPjo10UkzdaTSja8pNhPD2QtbTkx6zAXu15BQZUBZfwEOAhcWIFFn2+TgknZmEKGFpMt3LPT/ff2nMj024oERmtR1UAGPasgVFvNOXJ909eD7dc6R+6XDQZMp5ah1B3jMgI7E4ozs6tlbK1nAKLe3jcEPteO4Awu7QQqmpNzH1MQzvRK2xaBjGI5fVuyzTHF6hKELIZ8BKIoBy8qlr8zxx0B36coavFuGEmOBY8GzNrGFcvXmUk+pMrKAo6HazBXJphrQ2sKAplgzbRiFUyz4ohFns90GwgBD3rsLVxTEhz8nkAGzya9/9uTai0UtaCFYmv+RjmO4zi7EB+z5jjOQic9aiw99oqsOcIDN24yn5TrblEQRWQMxxRdoMc1v0wZvbG4XxMgaFbo9SVAwPFjyEU/rjW1qwZiBxHN+Vcb+QX1jFqzruY2E2nHTdFrPqnKDGJeIWNaVOiJJhOIgEBwIHjTcL24X2SYCRJMpr5GFMusEeqI9GnzVasPXcn+KFUnM0tLBPcMo8AtiuIPQUqApzNZJ/2cTCn2ZNsADcEOW60xqcogEaI+bUSGGKdqBKNDRF1R8TkiM96q8NwhnAcUy+pbFa85gQgCRgPJdnh2WyVtTr4PKY4j61bMWJMtb1KsSEkbKWJkZ83yakGfOkEUrpn1DpiWpFWrVjUMDQ19dP369SdPTk629Pb2Pj02NvbX11133W/M9cN0j6CBhW3z3KSz+jwflPvvCAjuEZSp9X7FtA6H+a01qnMcx3F2Mi7QHcdZ6KTLwdMiFbGMezYiAgFpRXq/QuatR0GQIX5azXpbA4KUfmOy/s2K5l5kUdkP+0yLF5t1JYuNYCcjas89PQs9DUITYzRGn6WzjvQLp4W5kuOmV/k5cx4IXOuM3qDaGW2Okx5mxJ0dw0YJty2FR/S1KYpgzomsd7WMpxXKXE+uqS07B0zQ7Pgv+uQZEUdAg983qjI4YgMvTBMAyql7FAUpmWOeCURbs2KpOln5tKjjOpI1bpe0XtH8zfb90xdPZn5MUWDTUsFzOqlgGtekeI/6FH0gSoq93R2K70mOccLsf642ErLgbI9gBjx/PUdHRz/59a9//ZJnn322QZJyudwL3/72ty8955xzTrvhhhuGFMUsJfj2bwUtL9yzaiX3dqrAbMGwbcWK9FoO+BwPIl1yke44jrNH4HPQHcdZyCBO5vqQj5CyjtaIOD7kUqLLjOlexUwkpcKUvc+XrIJQoRSXnmWMtchQItg55sYZW4oCnQw84kqqHpxIC3TMtZoVe6sxIhs1x8VxU0VQNr9Pi3PKrtcpCtZqJe3pOfCzwTHZTDNGbIhGSnxLiv38+BCUFUvicWfHfC1vvhgvhgimeqKaAONZwekdGD1mTe7ocbbBD2uUJkXjNo6P9RHwONlzHxBq2eQ4uS70cBdUmQG2BnDPSnpCMeCUUTB4I+NNj/WiZP1hxeoFzhHH82mF9weu7jZgY4MxXDOSBbasnT752cCrAcO6YVU+T7ZiIvP000+/FnEuSVNTU7rtttuO2nfffV+bHDfz26kuaFV8H/Bez6t2xQz3cVhb/7egXmhRoGKlFjzn+TmWcxzHcXYT/I+14zgLmXR5u1RdWCHqEI2UbtvRRmTSSwolxhhkDSi6PCNuamW17L758E6/NB/syeaSDS2m1mW+NOXdadfyBrMO5yDNHPeWPi4y0NbkrdaIKEqra2XMgax1s4I4p6Sb4IE165PifZgP1vGbsu5RxSoESrR5DmgrIBPONRwzrzHnm4w1pfjcU9sGkT5vysgxGOOaEySwLv7M1+b+c8x2m5MKApEMf0GxfJt/dygEdjgvXMozZtuUXyOCmcE+oShus2abi5Jj7FR0qadnvKzw7I8qmij2K1aA8Pw+p1hebcfFSbEigWtJawPXa7ZJCQQmOs01rjaBgGe0c+XKlR1jY2Ot6QVGRkYy4+PjKxQCCWyX9y8Zff42dCtOVagG50gQiEqDHYV9pgh6zbUcf18cx3Gc3RQX6I7jLFQQnfW4GDNX2/Y3I4gaFbPGlJWOKZYKdytm1TGkIqs11wzkjGJWc1CVDtasDzZIQFa9SUGcUTaNEGSfCG2EnxXoVAiQxWXZ2cY41SvMpZghLiiUTU+o0kzOmrbxOsePOK6XdH865c4Ia8Q7hnRW4OYUrmF7sg6ZdjLdWbMMx0XPfC0BhrhDeHKN0iXHzLenjx2juXbF+4Dp30bFHnFKnKlGGE7OmRJ69kclRYeCgJ5SyGyTAWYuOteejP0WxQw7VSgHK9zHfgVxTjCHCpJRxcAGPejWK6FgrpV1U0cE2/74WqPvuJcEmwiUSTGbb3vk25NtTT/22GOTr33ta9dnMplDy+X4yK5cuXJgyZIlP1GsirC+EpT/DySvI84xYeQ9Q+VDtSBOOjCxvbHiW5pdpNu/XzWrilavXt1YKpVeNNk02dFaav3NO9/5zi3b84Adx3Gc2fExa47jLFQQpGmB3qTo/G0hW46gYvwVJl5WPNt5xDkFkT6uIErsfggQWNd0PkhbR/Kh1DKUx9ILayFDb3vMbUkuItv2nSMo2hXEBmXT9C9z3AjYtDhOC/Nas8ZZllL8LoWSYbKbBcXABuXViB/2m55XvjXY/nR7PmST6fu27uxktKmgoI9dq1atyubz+VcMDQ0dtt9++937nve857eKM9qpcqjWw96U7HOzKq8X4p3njZ72VsWAEIKdrC3lzLQSTCfb7lAoT+8226c/nPdAt6LHQl7hntC3b9scKOEmeIL3QmeyfGey7bWKDvyU1o8oPj8tybY3K44HXKQYqKH3P6PwDNC/TktHtWcL0c3160yWY9wc1Q5W+JcVA1+Fs8466+RSqfTZW2+9deXo6KgOP/zwgVe96lX/cuWVV16Y2ldesZJjRLGqwf4tSRsm4vqeNqScraJme2KNAWfrNZ91nvqV11254qFlD33trsPvOqaYLzYd8dQRjx2y9pDP/u3pf/ulHXLUjuM4zgxcoDuOs1CxQtZSS6DzYRuBgagki2gzpWTxcJjOKoigKVW6N9txUQgiylF5fdAcIx/ocbmudvzpwAOZSYy3MEXDbI0eXzLImxVFMuZpZCzT12Y+wpzlOT/c7hH/CD9GZpFdHFBlYABxXSuLOh8QI0q2zRgx26uNcGXGPD34jZJ08cUX57LZ7Dduu+22kzZt2lRYvnx5/4knnviDjo6Os1etWpVVfM6yZnvWJZ455OlAEc8A54v7OWPURhR7oMcVTfZGFa4ZgSH6wRH0HPuAYvn+PgrPxmbFSoYhBXHfp9gGQRCgM/l9RtJ+5roMK2aGyTj3K8w6b1bsN18qaUOyL8rQexVK3tk/gQkr6jeae0OwpFWxB7xsvgii2EoJ66rPz1S5NEtq/YM/+IMlr3jFK06cnp5e1NbWdtPll1/+X5opVhsUnhX2Q5a6FvhD8P4gYMDzPGfWejvB+896UFSD98WMYMhFN130w9WvW/36yVz883jafac9+T/u+h8nvuc973l6+x+y4ziOk8ZL3B3HWYhgBFWtTLpWHzal6ZQVY7ZmR2YhHjAWQ6iUFMRJl4IYYN40RmaYlvGpl7J2ZoEDDtZ8uK829mwq2S+CjzJiMuZk06WYxbemY7bkOo01ikOYT2n2UnbgepQVxNiQojinNDkd5KiW6SP7uS0u2Ig1yo6tmz3GcEDlAeLdjmrL5XK5y//5n//59Vu2bMlK0rPPPtu1YcOG09/xjnf8TNI/KN4HBCvBEUzVbNDCzvOmZaHV/N724NuABs/ElIJIZh2ErhVkBFwY2Tem2J+OmWFZ0czNOqhnFJ5hAlBtCtl5DBClOLd8uTmnnMKzLIVgQJN5vaiYZbcz6ZWcw1CyDqZ0ZKOpLplIztleB+a405tPabkt77fVA0qW6/z5z3/+u5///Of3KPbFMxudgBBBq2HF1oZB1YZnjUw9LRE2MISr/vYIOlXbv/3Z9vRP1FhGybF2KAYZM+eee27rUz1PHWzFuST98qBfHnj8Y8e/WtJXtvvRO47jODNwge44zkKkmjkc1BJ+tv/Zil4pfuidNutSAo8YYZRUh2L22BrMIQTbk/XSc5YpX+a4KWFPnwcBBPqhMRFDrBUUs4hkhaUgRvZJlqNvHnFjr0GL5ifMpShq6HEeTc4fEELW/X22metzzSevdQwN5gthhGjDMK1Nldd+Kvk3gQk7qm1qaGjoSMQ5PPnkk039/f0nS/onxWtG5pR7SCl3Jvm5XZWl/HyNKDwv9M0TQGlNfodPQFaVpfRbJB2k6KZO9r6sILJ5xliHigyEdkuyDYI4eYVnlyBGi2J1B+XrzDovK9zfZoX7zTkWFcarIfCtlwBO84hmKii6Fd9rTDHAjX/MrI/bfYeiEGbiQRo8B6wb/CEKpf2YOkpxRBtVDIyqKyoGqfoVAwZk6oFlbGBGqvRZoAIHw0Q7w95uR7P8O/1a+j2b/pnSfwJ5tZbBPoDiqAAAIABJREFU32BcUmlkZGQqV87NeE/mSrlyppTxEW2O4zg7CRfojuMsNMiYbk22yjpLM/cYQYwBmS1VRrg3mdcHFT4c9ygIdisEpZmzqKUoPmyGudZccrZFRpjscF5BcNUqQy8pClPrFk4PL9ctq/qFuZLl6X1lPveW1O/T94Ny5W0V6GybTPls7vMYtCEeuZe2FJks7fMZ0Gw2O0OYZLNZJUZjPYrXzmYjAQGHYRreAtxbghQlBfGGULb98ZStc0/IxPLMrE+Wb0yOoTfZxnqF+0BGulHhXg9JWqZYfi7FygrG5PUq9nRzLTFKbEjWw19hKNmuHQfXn2yjTTGQ1aM4O75FQSiPKgQYJsw2GQmHT0GrYrk615RAQ0kxU83v6JmnJzwjaaUqTfFwc29SrFopKFYsEHBiPBnXHT8KyuxtFQ2fp+z9LymaEo4rBGnwung+CGSWryakNY/fW6iiIEBYDVppspLKN954Y+nisy/+XctEywvG8vFP0XGPHPfIvkP73jbH/hzHcZzthAt0x3EWGjiSz2ZiVut3U4oZRutALYUP2ZiwWWGJg7J1a642ho1xTZuTZei9pXc4Le4YOVXNeT2nIH4GFT/kd2n2vlOynIxjyl111VXLmsbX/OHGscbnvnHjf/zXgw8+SEn6bBUIFsR5USETmlHoI7bnwXVJj4Ijg8ex2d9jFlfNgT9tzkWWvB7Xd/ZJRYPtuc+aZShxb+js7LzpsMMOO+n3v/99gY0cd9xxm6enp7+laDBHXzszw9OGghOKmXHuu63YIMjSolDl8KyiiO9JttWn2M/NdhGOPA/MP2ecGgEEjqtX0TVfp5566tKDDjrozGw229XQ0HDzVVdd9ROF+1hUfP4QwHy3+16cHE9J0oHJ/pcpBh4QfwOvfOUrJ4455phVmzdvfpEkLV68+P7f/OY3l992221DirPMCYTJbMN6H1jRzLNunyE7v74/WW9Jsu4aVfpDSDFYwKi2XLJMc3K97XuAMYr8TeD86Muvh6IqM/RcS+sGv7VtHWnsxACuWxqCRW3J99HR74xecn7m/JYHDnzgqLHmsfwL1r7gqd4ne//PBRdcsGE7HZfjOI4zB24S5zjOQoNsbq3s6/MlnXP8njJjm01GSKWz87UclCknp2fdllsjQOjDrSauKatn3/TakkGfND9jbFfrvHHAnpLU+o3PX3LZCxt/fc5+2d8vKapt6kG96pePjB78x+/+s0txHEc0pAMSgPlVUSFz26Iw6zxttlXN8K0t+Y5LfbV7Yu8DItYaf02p9j2sBRlqW6mAoCNLnb5+2Q996EN//fTTT//Rc88917l8+fK+xsbG715//fVXqbJUmsz8gGKGlbJ5O6Ob5eyYNMzgJhQE7pBZlh7oomLZPOK5Q5VzwO2zYJ9bxt0RCBp/xzvecfzw8PCnb7vttv3HxsZ06KGHDp900kk/uuaaay5J9sfzxbNLgAkxh0ndRLKvEcX56Q8n54D3Qvu73/3ua2644YbXDg+HW97W1qZzzz33R1dfffUfK1aCMBZtoMp94Fki2GWvKUKXFg8CElQUbFAob6/2vDAujiBAIdl2rWAXzz0BvPlUm9hjtaP87PPNsz1bkHG+EHREpFtfBoIgrYrVHgeccsopi5cvX64DDzzwnlWrVkkzK3wcx3GcHYQLdMdxFhJkdEdmWaag2T9U26wq5ahWdOOSnM4w22yyFRcFSftK6n/Xu941etwR+7yxPTt6+LMjhZ+//9JP/KdiNnnCbJMP7PT7MlYrXRafUzQaw4Sr1odoMqDly/7i/a94+4F3futw3Ul2VlPK6yflC7532p9+4QzFHlpbPo5o4HV679sUR32le9oLilUC9rg5XgSDFeNcS0qOOe90hnG2vt1aPbyULle7RmSg06OyypJ0/PHHNx588MH7f+973ysPDw9Tdv6kKh2725NzGVCco01/tXV3p3qN42hQyHbbSgOuQUOyPcRlt4KA7krOZaNioANjN54DhCzXeYmSNofzzz//R//0T//0B3Ym+Ete8pLh17/+9W/+1Kc+9UtF13/bRsFYvKHkOBcpVITQY43A5HkeUTAf2+/RRx/90R133LHYXvATTzzxuZe//OWv/sxnPvN4sl6XorFi+v3VqugAz/vPmhkSRCC4lFesOGByQTU6knUZ92crU2qRTY51UpWjFeuFnvb0c5gW61QU4G2wLeBjQAUFLQwEW/j70KLwHNOGs8Gsnx415ziO4+wAvMTdcZyFRD2l2XO5g9P7SvYQ8yiwhnE2I8coJgzDKIFtlLT+TW9605K3vDjz/Zdmv35sIdOX29y0/8gh1/zZD8d7X/62M888s6wgDNoUzdRw7Gb0W7XjxOBLiiX49M2nz5kM49iLD2g4cb/yb3usjM1pQp3aeFBXV1dLf38/7twZsz6l1AiikeR4exUy581xa8+PdmPeuO3PJdtcNq8jZDHa4h6Vk/1U6yef6+dar5VUPYBDPy7Z6Yqy+bvvvnvs7rvvflxBvNDH3K4gkJUc+0bFe46T9piC4LMmdvSW0/eNaLIGYq2KY9CGFZ4LTMY6kvW3KAopypW5N6PJfgkykaHXkUce2bFp06ZeK84lac2aNW19fX2nSHpcsQKAKQU9CkEYysSbkp/JPHcolLw/mSzfrmT04NTU1IrBwcE2pRgYGGgvl8tLk+0iRMlOpytRbN/3pCpn3SNqxxQnJOSTa0P1QTXYF2ZuDYrmd+n3dxrM/lpUGVyqB8bKWe8KKQbGCGgRIMOXYGvFOu0V9O3jOC9FPwamECxRfP7tZ0T+7tWavuA4juNsJ1ygO46zkEiP8toa6AnHdEyqdKMmu44AsJQUS3D58F6UNHbBaSuvek3m2uObEm3Ypr5CS3bwjT9Z33SBwviitOs3Qi2v6hAEwD2dY7d985hmIX6HJU1NlLJ90w0zNzudbSz29/ePKIq5tBBoVOypLiiI87WqXlpPqXC18vhpxWuHuGKmNVlmROpsffVbQ63KMY4Twy/EOllGKWaGEdmUfZN9Jas6rSCC2hWF2KgqM8Pj5vfW6I/srzUIxGOAYNGAwrUd00zTMxzkyZBSsUCWefGDDz44evTRR88wUezo6Ch3d3f/RtIzigZsBFqGFTPLlO5Tds+zSt93SSFoI0m9995771NHHHHEs/fff/8hdn+HH3742oGBgQcVZ9E3KjraYx7H9RhWbKlgWUYOZs3rtA1kFf0fqgla3uNjCoGPVsWpBxOafSwawpoAHiJ9Pi0XOOXb8Y1paol1K+Rn2ydmkBgu9iX/poqEe0sQhhYDjPks9LRT1TOfCQuO4zjOPKjlEOw4jrOnkVN0XK9FvbO1Me+SYq+pBdOvakFOMlz0no9JKrep75CmVOJ2Hz2Z78iNnqjo9DyaLM+HaClmMqtBxtHOZ8eJPa/wYTqj6M6dkdT6H3c+e9vD5Vc8Zjc0pN5SX3npXYoZUTKIdqxbg4JQIuP/ZLJtHMLJsmN8lRbnBBwQNWTYEa8TZh1rorY9IQtb7XWuNSPmCLI0mXUIXHBv6fkeUhBAZJPpz96iIFxzCgZwHYpGhgPJdktHHnnkyHnnnXfY2972tn2TdXE9z0g6WOFe9ifrcG8Rpn3J7xBs7ZKWKoxh21fSCoX71ZwcZ39vb+/tK1aseD4Tms/ndfLJJ//65ptvvkdhxvmiZDtdikZ4XCdaAeg9RwgPKpREZxXH1bU/9NBDze3t7f968sknP9fe3q729nadfPLJzx100EFfuPbaazeZbWxSCPjYnnvEeHdy/fZVCAw1J8doR6UR6KHHv1orilQ5Y57KBpuZJshQLThGEI3tItRbNL9nFXd1KinmgpaQEUWTOcz10gEdWjlaFN9fBCoIguF0jzhnHSk+r9VE+nyO2XEcx9kKPIPuOM5CYbZM1Hyhn9sasqXFvc2U29etCdjzr09lGmdk9qeV18RUdlix19e6tjcpiF5AGNovBKwNSmQVe2/ptbd93+WvfOUrj79k5Z/+Rf+S8z+0OLNm6Vi5c3xd+YA7nxxf/qFkG3xgZ7uUtZOxXaLQ10vEgX5gStXbFcvzKUHmd9wnhD7XrBoIr3oc2usFgV4tUMP+OG9rwkewg2eMzCtZ1DbFLPOogpgsKIgdjM8wGOuRCd5ccsklZ23atOmiBx98cN/u7u7hiy+++Fc//OEPL33kkUekUDY+mOyTWekcK73fjO8iq0wAAbM3AjlDyb/3//KXv/zVs88+uzw6OvrKqampfHt7+7pNmzb9zT333POc4tgznvsxVbZe8Hwj6BiPtknxOVks6UiFcW+/u/7667966qmn3nPOOee8IpfLTQ4MDPzgM5/5zH2aeX/J0hYV58L3JedYTPaLeZ4UR6VJseIipzhijvJuW9LNMUqxT58gDM8FjuvpQBMVJBauDZUn9ZaA24qb9BSH2eCYioqBCSoJON8x1e67rwbjFsmoE2hK3x/2O99jdhzHcerETeIcx1kIUA49l6MyWaK5ZqSnzebodU1/MKenk9dzCh906XOmtHzs//79hy4+Kf+9Ty7Xw8+L7l/qlGev+3nPu/7+y9+4V1Gw2RFXCJGyohEY5cX8niwYQnw6WYaZz5Q2dyiWIHclx9d12mmnLXrooYcmnnjiiQEFIcSHb4IT9LmPKY7RGkq2VQ3KoikBb1CsECCggICAWsZ9tVzgtwXGnFUT/dZ4L01WQSTigD2iKIoQ/cNmXTLmdpa47a1ultR99tlnH7p+/fqv/vjHP96PHXV3d5f/+I//+GvXXHPNqmQfzyk6omcVR6EhnAmGWId7vjoUs8kNClnnNsWZ79yPgoKgH1SslJhUyMRL0RDNmsDxnDQrZN2fTq7DYYol46OKvew5s96Ior9A+t73mHPBGI7RZ1QsIFIJVlGVYf8OkGlOj/ijB7tJMTNdzRCSgIoNdM3WRsPfF0RsvRAcmI+gtnBc3Euex2pTGOz7mWAFfxMou+9XfN5opUi/X573tNjKY3Ycx3FqsL1LBx3HcXYFti9zNihLnyvDVVZ0OrYCIL0ePeBkXunPHFEUGDlJ7f960389fNzrz5nYlD2ke4NWjDw4/YrHHxtbcdlffOra+2RmkyuWVHM+ZAwJBJChI1M4nezX9nAXki/KzW1Jb4+iiGt95JFH+vr7+8mA01dMECBn1ssoiLUxBaFkYdlmBUFI5pks/pSiwEVE2GuZV/V7gqnc9ux3JXhQrRWi1n3mdzYL26o4SkwK14gRX7QFNKpy5rlUWR5cPOWUU/7Xd7/73TcVi1HPjY+PZw499FA98MADP07tn21PKPR4TysGdZQcDyPGeC7GFZ3GFys6v2cVqiB41qcUe+LHzev0nWcUjQyt4Cf4Q390p2I/OkGAdsWgFSZsdsRXuvqlrFi6jWkj15r3G+9NBCjmcMPJ15DCs8cx2HvblBwzJewEkvAd4PlH6HJ8tbwZ7HHjes/fj3rgHJlaUC/WPZ/7ThCIQB3eBgQbpHh/2Ve34v0kuECwiuqCdKUQf9u2d4WL4zjOXo+XuDuOsxDIqf6M1XzKSMn4IbiqCQnrnk42MD0LvE3S5rMuvuJySX977LHHLrr33u+WFfp1pxUyrc0KwoIPws2KZekY1lmHa8quMbai/JwP1XxoL5l1ETfDCkJKiqKDXmMl6xUUPsiTAV2saDQlReFC+TrZ8X7NrDQgk0cptJJjp2R6tmough/bS6TX6kHnd5RF1xLwuGBTAk6FQF7hWnUqXCOyvzZ7zLKNCtd7YnJysn16eqa+KZfLDQrPB+0AGO61JfvAQZ1nk8AKARlmpA8mr3UqCm0pXvtRRcPDgqKYJ1Pdr9iXjxs9ASD2v8Qcer9iSX5vssyTkg5QDHwMKWZ8aYewjuZFxfYBtoW/AcctxfcmwSgl1ylrluF+ZxQCEvSWT6iyB71BUeTbG0LpOu/FSfN6rakB4+b61Wsex7jEGd4NV95w5QvXta/7nyqrtHxg+Tcv+ZNLnlAMSqbHGNrjJqDHPSM4ReUAngU8E02K15v3AoK9RbFfHdzZ3XEcZwfgAt1xnD0dRGU9WZx6TeKkWN6N2MR8Kv1huKT4wbrfHEdG0ThtnaLZVebee++l/J0PxOsVxAwlpXzIR0yQpZ1U7AslMzqR/L5dsRwVkzlcw+1IKkRKWVFwDSuKYLJuUhT9+ybftygISzKMU4oZfT7k1xLSZM5xcCfgYee9k3lHBGS+/oWPvrktO/QWKVMazS362tsu+NgPamy/XmYT6NLMPvRay1DFgCHguGKPdJeCSOcaMVc6l/zu+X7+wcHB24866qg/ufPOOJO+UCioq6vrUcWML9eHZ21CQcBasTmq+F7A02A42R9tFYOK4/kQ9Gy3KTnmrGIA6DmF54gWkoxiGXxeoVx+ebLuo4rZ/GxyfIji9mSdEcVs7URyfL3JsohtghBTyfbaVSmKeb54hnAczysENGx/uRQzx/aZY6Rd+m8BzzHvA2sg16t4T2WuW7UvhHNJcZLDXAEm3vO2pF4f+fePXPS9ld+79N6D712WyWR03O+P+98f+PoHPvG5sz73j6o/c81zNKQYWOPvD20KVHwg2O3zTxAt3XfOMWNG55l0x3Gc7YCXuDuOs6fDjOB6PhzyobuebGy6vBoRY0s9bVl7SbGHNKMgLHKKop2SYytuyVwyQ52sG8KPDD7mTc2KIrdTlTPQed32wCIuyHhuViynJYtGry6ijkzheHJM3cmymxSFKb/D8Z1gBFl0ZoHT40qpPS0GBD2s4LIZ4EZJmX//4oc+d0LDd//q2Mx/HHtY5u6jWkt9bzj5jec0/cv3f/af6Zs1D3gGaj0vVpSlQdyQBSe4wTkWFK9vp2JgJT1Oi9LwkV/96lcPnXHGGS09PT0rSqVSx4EHHjhy2mmn/WL9+vX/++GHH7b9xPSxd6gym96rmNmkD7tslieoRGVHs6K4V/J7WizsqDKeWYR/u0KAhhne3Yo93/TDE3BqVjQd26D4XtiS7IdqDAQ915LyeAIBnaosqbcj6hC/ZYUKlCFF8ch1xkuCkn96xGuZm3G9aBVhnyXzGv3YVFrwvCB6CcRRISDF9/1cf6O413lJU6tXr+78xSG/+NIPXvqDFcV8UeON43p86eMdBw4euPK8F5335R/96Edz/R3D6R0hDbzv8B4oKtwj9k+QgWvB37eM4t8Ne8w8V+kyeMdxHGcr8Ay64zh7Mgimek3E5pNBl2aWV9MvS9loS7JNymrppcZhut/sDxHepSigs6r8ELwlWbeQLEv5fEuy3Y2KjuGIAzKczI5GiJH1zCuWLnMelLXLHB+9szLb60r2vVazl+qStbSZS2ZRI7jI4JPRtI71ZOCYMZ+56KKLlh+o+0/fT79tZ4MHZ37ZuVEH/a8bbrjhs+ecc07lzLr6qSeD3jTLMggyMoqcZ7vCNe1VpfnaFoXrQq8wlQhkvzuvvPLKKy644IKv9fT0vHZ4eLj/+uuvv69YLJLNZVsdis73nMNIsj+ub5viPaRMH1GJgOa65RVN7wgOEWCh6oPnm+ewU7GyhIxsXnHEW6ekFygaDa5TdJfnGnDczQrCeovirPO8gs9Bf7Jcp2LAg2WoRCDgQ/BjVNFskCADwS4ENMEE+5ynIahiK2EwniPjTECMzHK2ypfdNu+nakI5nXmnvaV57dq1L3741IcPSB/g7/b93fKTmk86VNL9VY7f7hMTy1rtP1RSjCpeqykFn4pxxeccGNVIkANo53Bnd8dxnO2AC3THcfZkMEmr9wPhfCdX0IeOsJ1SZaYZAzXEVLuCkJpQ7A23kGUvKDqJ51X5ARqHaYT8mGI2EaflIcUsaoeCSCP7SZYbgdGjmSOXGLmFkECUIXQwqpOkNZq7vzR9DlKlCZUUs5GZ1LLsf8r8O7PvPj2HLNGapUqxWGsWf+ehh14k6YE5jmk2gc251qI1tTxfjJBj9rsVOBw/IrpBMbvNnOy8QiWCHUnXIqnhH//xH6ck/T9FEU02nr7rUrI9RCgiuCxpfwWhO6pYzk3ZOM8Y50S2Ey+AAVUGTjjODsUAFddyUXI+I4omhWxzIPl5NLlGrQq96fR1E3BqT857s8IzvVixEmOd4pxzAkIEw6wzOv38ZcXMfk6VFR0EtbgvVoBCtYAT++OZ5x7zXkyP26uFFe6cPwEz28vN3wi7bIOk1vXr1w91jHYMKZq7SZI6RzqHHn744THFZ4Tng7+FnD+tBNWgLWBElX83KP1vVbhP/K2iZ72oGKiwf1MmVVmh4DiO42wlLtAdx9mTqceRPc18sjuUoQNZrrbk30XFD8DWJbmaOJdi6TDiCgM2ggCMTisrCGiyg3yAZnn6jhuS5YYURRGGZC0KH64bFDP0Upw5Tgkr45RsFn8/BYH2tOoT53O1GCCmqpX52oz289npTf1Dz/YvWbxpmX5XIdL7tKT/0Ucf3aAootJjpOx2q8E9SGfgraCiRJljlmIFxJRiL6+9LwMKgpMSaMr7OxUqH7YoijNbrTCSLFNQEO+dCveCfu3Nyb8RshuT9Sgp3mzOgfnqbBezOsrf7Ug1RpBhbkd2FDHKsfYoBoYYjTaenO8+yb42JNtGnD+VHGc5WZ8MNvcMp/QxzWwboE++N7keSq7XiFmPjHxnss8+VY5PbDHnxLWybvezQfANwYnxI88TbST2PVUvw4qeEmTheeYIOnCNtnzlK1+ZPPcN5z7w6xW/Pnm0KZxa23ibjlpz1P2f//znn1KlwRtVBRmzfYIN1QIRONZjCGmDegRclij2z9t2Hv6dFum0yljDP8dxHGeeeA+64zh7KgjV+XwQnG3EVi0wTrKZKQRA0SyDWMAZuppopMTZ9rDzIZvSUSmKGMprrTN1UUG4IVLozyUTxmxuBCbZW46fUWcIz0YFgTNilutSzHgykqkaHPNcYoVjYSQTx4dYIdvJOWfvuuuu0T889a3HLmt44rAmjWQkaUt52dQDmdd8+2Of/tK/mHMgE23dyeeC0l9EDW0ETYpCVor3mJ57+vqtCEfwM4YrrxhUYSQdIhWBRhZ7XOF+ZBXKunmOqJKgZL0v2X6bYr93XkEg0wdP+bgUs9uIKYzArP/BWLKPDsWsKMdNuTp91Tabzci9dsVy/mFzTk0KwQjaFpinjpkhz3+jwnM8kOx/UXI+w8n2EducBwLSVrA0J+tnU7/nWKXKEYP1QvCE/n37XkZUpyc61Au9/Vxn3g9KjpkATn5ycjJXWFf42SmdpyxZuXll6cg1R276b7/8b7cPfnvwvb/+9a/5m0DwQ4rvRzs1gXtKAOD5DL1iJp/nCrM4WnXwBsAIkvdog9kG18EGMAhqzufvrOM4jpMw33JPx3Gc3QU+BNYq4ayGzRrNdz8IXQzB+hVFCWXHZATth9/0thAMdnZ6SXGGNR+k+UCcVRAyYB3cyZiR9STzSxkxWWIc3hHfOLkzHsnOye5UdJ1vVhCHtUpWKYOvFSQhO4gpGaPkyLjzHZdzrnWDpOyRRx7Zcen5r3vvvoWhl0qZUr8W3TrdfexnzzzzTDKDCEhrYsW1RaTYDCVfbYpZUbsspcJSZUbWUjDr0qNNaXFBMaBCmXm/gkCn/5hj6FO8VyOKzulLku0x7mqRQiXDtML92axYeowBIOJ6NFmuT1EoFxQrJRCABBZGku0jGnFVJ9DQpPBskLkeTZYZVyhFX5xsY0Ny/N2KLRkIaCYW0Fe+r8Iz9qy51gj+5cn26dtHZBaS/fcp9pDTSkJVCa0Zts/bBkrmk+0meCTNrLQA3PS3dvxfo8I52CCGFMvE+TvVm7xO2wvu8Phb8MyyHsdEMIYqAD7v8feJv2Gc67jiexMPjK7k/KlwSP/d5L0kxXYKxLo153Mcx3HmgQt0x3H2VPgQOZ8sjc0u1QtGVGSAyXplzO/InEOtrJ0dmUZmkMwnI9H4suQkLUuWo2eYmelkgTFqWqQoRjD46krWG1cQBQMK4oreaQT6wQrX9BmFD+5Lk2Vtj3X6uiBWraM1P1uH5zHFsmagpL9LUZCSYUVEN6myjDsNJdJcc2t0RvUD/bX0wTcpXu9aWCFuaVXMKDNbPqdwPyYUxCcZXzKQg4qVDRiG0VvMrHmynV2Ko/GKyb+HkuU6FUafdSTnO5hcpwaF+5lRdFqfULh3mNPlk2Nk+ZI5LiomyLa3JMt2J8tsUTSI4z3Qrdga8UyyXczceH80J+vSioFhIfejS/EeNSqUtC9OrsPa5HpTVdKbHFO/4vNOYGhcsXWD9xzPwHz/Rig59l7FWfPV4Pmf7/Z5VqUYkJOiKRuBFMbrUc3BfHtaEwgCEXyyc+mlSvM5C1UaCPlOxQoh3uctCte5U3EKRbOq/22iqoggVU7R/JH3hWfSHcdx5oGXuDuOsydi+1nnu161D62zUVb4oCrFEWPMvuYDaDqDTJlnupw+pyjqpFgajmgfqHJsZN0RdE3JcrhY86G8SaFEmDFc/QofuAkkjJv1KVsdUhSG+yfLTCj2+7Ykx4DQh6yiSR6j0fhgzginoqJpF9eE7/TJct4Z8/pUcg79yT6GNTMLZ03WOCeuExnlooK4pHTXZsrZz2xZVf5/TN8PBBX749qQpeW6UU6MizbinXL2XsUM/pjZrh17RgCGTD3iGLM99o9jOhl1KQYKKFnuM+txTji/45YuxekCVCQUFZ43MtH2npUVDQwJShCsoZSfsWOUdFN2T7VJU3IteF8WFQIytE7QBsC2OhSei0FVPjc2IGbHq22NOEREF2dZn2fHjmKca5uY8zHSjvdKVuG8CGAxSYBAyqj5PW0G7YrXEB8BDCupBpEqy+AbFN/TZO3zioEIBD+jDgkE8SwTZEqfL14dvO95lnKK49skF+qO4zh14QLdcZw9Ecy55vuBjwzffMpdWxSzfCOKJaJkGWv1tpJhteZvBUWDN7ZpTcPsXHD7YXrcbAdhitEco7KkmJmkzNf2RlvXcXqY6X2nB7VPIfBg50j7GRwdAAAgAElEQVTzwZ7vtvx5RNEp2goDe31t/zn/ptWAa9dmrkOPYpVAi0IQgVJ2jO8onyYTieAbVRBuZO24pgQLpDhuC6Fa61moNi+dcmtaEKzfANtDXCGq+1Xpwo0AItPMHHCeTfrzKeMfTPa5WDGo0qb47B2omFluTr5zH5cl+xww2+O9w3OBIzdBHrLqiG+EF7+nAqBJ0bCOIAMiG4M8KjbKigGMDkUBTIvHekWDOfbXp+iX0KBYas3zxnuJfnYCZ9Uc3OcLwYG5+sw511qeE7zvEbb04tu/W9wTmFJlgMNW7OBzwXXmGfv/7J15mGVlde7fc05VnapT89DzwNgytsqgKArikHiRoDE+CkRUaKIEjTjcGL0aTWtMiCNKrmKrhCi0MSgSRNAESEAIgwRkMrQIDTQ9V1XXcGoezrl/fPvXa53dp7qqGxqa3G89Tz1ddYY9fPvbu793ve96VzUpOckZ389dsmcHdfx593nvCE8CxMvvc8kxtMiSYjwXmPe+dIUEJOoG7++w22fw6tWra2655ZYI6GPEiPH/ZUSJe4wYMV5o4fsS76mLspcnzyWQLwPIxmWyU8DZ7nqwIy+WbDHva1dhrKlDb1RYGCMT92wUslsk3A0KkmAW2pIBVd9+if7EdQos+WOqNBFbknx3S3KOOIEjM6cWe1LGtCF3nQsAwtSrWTaGvoUVSYAhBXk+bDO10bhdU5NbrV58pgAgkQzh+5QVeOM6Xz8rmdx4RJYgIEFCMoHzg20m4VCvMK6DMja4Qdbnnp7ppeQ1KQBqrnWzwrVtSd7vTLaHXHxrcgyLZYwqjC9mdIsVQO7i5Jx63bko+bfdfbc3+RvVRYfCnECtgox8WsHlf1wBWCPXH0++wzwHlDcnx0OJQ4d7n7rpAVk9dEbWYnBAYQ5mJeVOPPHE+ccff/xptbW1TUNDQ/euWbPmlzIPBa5lPrk21OPv6TOC5AL30WzPGZ5HHiT7sot020MflKd4p3Tf173W7b+gcE+gKBlXKEHZorkbZVJ7TovGVu3a+hBVCtdzWJXJF8pyJFN4kDTkPsFc0at7SE74ZB/33M7r9MXLv7hiw6INX93asvXguum6qcU7Fv/niq0r/vz888/f3XM2RowYMf5HRWyzFiNGjBdapF2D91UAzqn3xlFbyd8AYxaa6WDBSp02Ts24gde6z7JALSmApKL7DkwjUlXaXdUpLLCRo8PWA2rZZkEG4Heo0rW5S1bvi9wZ0NybbBuAlFcALCQm5gLOYUhh0qh1Z1y4hk0yhhjmu0bBfKwaKz/XKMvqsQEPKAeQ4wK6AVSwllMy1YMH97DIBEkCZMAAT2rt+TysL7XGjbJSBeYETu0AoFqZwV5RVgtcL2NTi8m2vIs/JRETkp6SyZW7kmNjHtQpgGx6XsPKZ2UlFZMKILtZBsgxZAMMk0QZSY6rVZY8AjyPy4ztSGyVZK71KEEosUB6L0ml00477ZXNzc2f/8EPfnDIyMiIVqxYMfihD33op1//+tc/qEoGXbLa7ryMGeZntnmEYZpkypbdldJwbnmZCSCJjJnq05H2Z1OfAbACkv05eS8FnP97ZC3zZgvuKZIFKDWGZdfRn9OYOyeuGckajp9zRK5flpWZ+DIY2P9xtz22yf0x9fGPfzz/22W//cH3Tvne8VO5cDidQ50rz7nlnHpJq+ZwjjFixIjxPyKys38kRowYMfaroPXR3gQAaragphoWkIUkUlv2jxFY+viQ3wLsYMR8OzLvrAxbzf7qZUAN0DIuk24DCuhFDQtJ0gCQC2AHKEsGXA5QSAZsc9vqVlj0kxhgG2MKbGxOZjJGAqOaEgsZOf2kAXBNCi7lS2TyWo5th4LZWE/ynR6ZguDZSMagLgCAItPmPRIfMOzzZGMGqJAqr5tkYAdlA/L9oeTvFtl1QErOsQB6kGpPyRhSQDHMMEBoLDk2mFCAEowxcmrPqnPesKXtCmCdsgnJmHjOH2d52NZ8cjxy44JcWjKZN5LuoeR1DO8oFaHEA2O8bbL+6iSFYEupbS8sWLDgI1ddddUhPT09GhkZ0QMPPNByyy23/OHf/M3fHCPziaBUgnPBSA3DMuak90zwAeNNwg2wPFtwv7XJDB9nUupQHy9ZkoJAzj8oS/Clj5G6ccla0jVo9mCOeam7TwwQ/hlZls1LxhQnf8zjSDSQHMrJEmIjCs+VAZnRI8kHVD2cc17tOuW2I297CeBcknqbejNPzHviFatXr/ZlADFixIjxPzoigx4jRowXUiAX35etezBIkowRg0n0knPJzJG8pJUFLoth2EbfqxhJNPsDvMBaAV58eyhaKNW579bIZNPUDyOjx4QNZp2+6Y2ytknUEHuGGpAG09ssW6BLxoTDOgMQAXuoCmDTYIslk+bukKkgaM2F1BvTs905tz+ToO7fKww4flhFgClJiIIMqADGCUAKpQRsH2Yew0DamDGe/bJ5QQkF4J968REFID2pcG0x3RqQ1YoDhCinoC94s8ynAAkzahA+v0AGaCUzW+NYSgpzq0/WNYF7sD45J9zDkTnnFJIr/E27OZIO7Ms7oLfIpPXsdzB5raGpqSk/MDDQXipV4t3169c3DQwMvEbSbTIAikoBIEqZB+Fb7nmGHUWBl1JPu+/MBLaZ4zwbdpdQIkGBWsIH8577bkg2PxknwHCfzFdiUOEe2p2hXVpSLpmMPa0AmmsSc1rhOUAdPIoR5lBepp7heUXSyD/X+Hy21FWaN5Qf2iUhMlw/3DA8PNyh8LyKbdtixIjxPz4iQI8RI8YLKWYzbZotZlt84jgtWb9omHBafvkAULXJACeAwB/nuKwVEccBS44DOMAOVtK3cYJFxbiKtlmcS29yDE2yOvFWGYAHQPYrgLKFktbL2GRMtWC6qS31rD3yd4A39aU1MuMoQOWwTK7uwSOlAQRS3QH3GpLdfbkQJ4FCKUBBBpy9KRagFmBKsgbAkZbfFxSuBWPE9WxSkOvjuM38GFE4X8YHAOMTPCSBaGNGHTpgjNr9PpnxXkmh9hyTPBJI1Ek3yIA8ABnFxKTCPMGgDeaSmmXM84qyhMZBMjl7c3KMKEnaZbXlJDgkS1RR7oBxIb3hJ5LjKgwNDbXk8/ld+pE3NTUpl8tRnkGf9QYZMPSKFWImwE5iCSm59yWoqfIdgDmJO66XbzlGcL9LM8vekZlTruLrvkngURvvS0P6ZeUDRVUP5hTn4OXt3Mv+WDm+tFqkWqD48c8qFB2MHUkPWi82yJQXPJOny+vKvzps02HbNndsXrBz62Vp2dZl3V/60peGZOogrhH/7utypxgxYsR4TiO6uMeIEeOFFLA+exMYhs1UT+rBOS7rOErDuHoXeJhqmDgk7GmXZskktsjWkYMiFQXsIhNGJspCGoBeTvaFEzY1otMKi23ABgw4AIh2ZTkFeTRO39RXYwBW6/bPMXjGFKCxKDl+zmVCgTXtlsl2fRswenZ70I3EvF8GDKlVHawyhs9mcB4ArQlZH3PGlRZeABiAB0oBrgWsse8TjWoAUEHdLwwo2yLqZe7wJEHaku9zPC2yBEqLLInCdcH0Dfa8IGu7BijOutcZX+qtGXvmL+oLVA+YA2LQuFnWysy3mWNeU4ah5HgA0kNuTOkg4Oc4pnuSzcnuk08+edH27duPGRgYyElSLpfTm9/85v++7777vrFx48airK6Z7SJjn81MkKQavdpxTGfcSSBMyuYLz4W0ezqA1rde45ymVVlT7gNGnwScVKkA4NlRq3DfeoNDJPXUeKfPlW1Ldj141pFA8skHpO8kCjzrPlMAxHl+EL7WnTnnWy+Outeb7rjjjuybTnhTU1193SGDDYOFlrEWnXrfqY8vXLfwL+68/s4NyXd8Jwt/jRgLKQL2GDFivMAjurjHiBHjhRIsNGdqazZbIL/ehYmTgXHJ3JSRfnrGisVg1r0PIKsmW4V1ZYFM7/TtMqY83bsZVhVpKC3dqCOGTRueYZ9dkvKf/OQnp45bMvqZptzQoQNjuYknexu+/Bd/ffETMql0rzsf2LWs235BAbDQkkzJuQ4pgEcY92o9z5VsB/l6rQIQZzFeSM5xh/t7OPkObufPdnAOXGtM2iZV+X8hklsY5TpZPTbgAHacvwHEyLR9sgWgA3CCGcX1vZx8Hwd75lujQtJjgYyZh4lcKFNEUN/OecGKewUEwLwh2c5Q8nuT2+a4gss/wJPyg6kPfvCDS5uamg589NFH+6+++upNkp5IxmSerDa+ScbUApgwCGOsqWNuU7gHvOM7zD6yeIBdm6Te4447rnjyySd/uru7+9TJycm6jo6ODfX19X958cUXr5cx3IB0Ei0kL0gizATcuD4TVd7LJuNAS0LOYXdydq+WqdWuQN5H2gWeUgLmC0mdkqTlCj4NvtQlI/PCoN+9D+5fWiFKluAhIeCfqQ0yZQn+CXN1UOdY04kIb4jn90MypE2mymhZ9ZFVRzcf2/ya+nz99uZHm3/8l3/5l90y5Yb3TuK+JenFeHj1SWTZY8SI8YKLCNBjxIjxQoln2tuYlk7pxSYLeckYH0CWB+c1sh7csK0s+mGPqB8FoFC3DBBBzrxZ5mjNd7IKIAcTKIzhcHbHPAz2HcBDwAqXzzrrrNZzTm782UnZfz6+QUWVlNOvS2/Y/ounlr//L//uO9fJ6tmR7APgWKxjBrcxOR7Mt3Bep14XIM35Y4AGo0wtMHXwjHVBgW0nKQC47VJIIAAk0sB5Lq/N9LovC+Dch2VyciJt4kfNPueC2RvtrzhXKVyveQrXqlUBDI8l22hKxqBblpSArUZiTj3vRgUQPpb8O6Iw1hxHVgFMb0uOp0MBzCvZF0AFc796hVZtGUlPyxjjZtm8nZA5wEtSzbx58wpnnnnmV+++++6Ttm7d2rZkyZL+lStX/uqqq656X39/P0wufc5LCk78KDUob2BeF2U10+XkX/YPYz2ukHSoU5jzzZI2yFQcwwogle1tk6k/MNTzvem573KyRFIaKPvEWBrEkaCBAUalknM/1VziaSeHUd3uwKFPDnAfjbr3uI45hbnAPZdNvkOSaEJhzg3JmHIYZrnzI+EwKAP+XlXkW1E2J/9WS2rOFBg/+mcn5yJZMgA1D7L9QVkJBeVCA5q59j/9A4OeTf1LCQrdLebaojFGjBgxnreINegxYsR4IQSLsGdSf14tvFEU+0Ha7N2fMePidVqb+e8A5ABx1KXWyWrAcd1ulEl5WSSXZABixH0nJ+uJjKTduzFLBs5LksbffspBF5yg7x7fkJSkZjWtYzP/On/7Ae+7QNID7tip0x2TmbLhQu5rgWEQAXYw+V0KQAnWql7GurEPQKeSbQIiWPx7l3mAFYwY4UH0TP+qyuvevI/xZw55ILK7gJ32LCX11Iz7iIxxp4adOnwAXpMCCCEwTwNAAB7aZMqGNpnsGqBJ0qdHlrQqyIzoaL9Vo3B9cJSflF032H/AEiZ+4wrXukdS/swzz7zwRz/60Zu2bt2ak6QNGza0Pf30068944wzLlizZs1FMvlzo3btAb5NBjRJunQkP9SK1yT7KiXb6FOYF23JaxuSbdCvG9k8Nc8A90lZyYY3VUMdwu8oXXxii/vMzyPvrI98H+d67lXuP8AhzxKY/90x9n4/MM6SGchJlTXrPgDlrbKafq7rkML91yN79jBffKKR15g/PtIu7ntK5IzLkk0epHOMnBdzf0JmeOjHYncxE8D2gJ15yBjTXYDnGEoLkr5VFQ6XX355/br2dX+xo3HHqzLKlOYNzLv+JaWXXPqOd7wjmtXFiBFjn0UE6DFixHghxGy9iOcSaYM4zy55l2ZYbWq32TcgB2dvtgGgp82VZ68a3DaRjcOCw9B7dgpDMO8e7Y2+YIGHZaxgzm23LCmfK42+pCXbIx+ZjFTQcLsMlMIqpeW3MJLUBwNwfL91KTCdbTLQRN3tJlkNNaw5taYFBfWAZ9FIWFCzPRdgM1tQB7y7ftRzBR/UjiOfxhTPM+ucm69nxh2dJAulEO0KY8n15BpTo1+vwES3HHrooUOPPfYYbfqYM3L7UfJ6vwxko6ygv7pk7DLGbk0yoIIBIP2/65JjGBwfH38x4JzYuHFjbalUOkZm9IVMuUEBGFKLj0wa5Qr30oAMvFE2QIKhU5UsOwaDXplC0syrULxDPf3ma2Wsca0bZ8adEhIk4j6Zw33s7wtAfjpJ6AE7yThUOpwXzwYvtaZOnmtU47aHUiUNVvmu7w6BhwT34KTMyZ79+GcnCQneS98Xc3Vx312knfrZ3pQCa67kdUwjMbT0z8K9UXimgbs3ovNMO94GzEk+Q/kCJTt6sOvBK9a+eu1bt7dtz0nSwdsPfu3UXVOHSvrwXhxfjBgxYswpIkCPESPGCyG87PPZCG/GBTMO6MGtGsntoAwIY5yVlUlJASjIwpHMAtJg1AHF1C8Dbn14iT3A0LfJQgLr5eR5mTmZJJXGy/UPDqqr3KrtOxe5ZWU0kWnpUZDIjissTlvkFqNJwDQWVVmjDNCgpnzMfQYTPczBYP3HZC3g5iuAM2/yR4IApgs2GGZ2T2tHYcoAUtVkyzYkcwMBsPe+TRW1/+wLR2+YSb4nGbDslv2fS/IAkMb2SpL07ne/+825XO49vb29rSeeeGKxsbHxuksvvfQyBQDDveD9CEZkEuG8TF7tXeTxPAA4I7kfURh3khj0uR7P5XJVDRlzuRzS/AGFedwuA5TjyWskcjhP+nvvSI4PsE67MEAlwHObjP1EoYDTOg7hgC7M6mC8qWdvkilEUDM0ytQOftu7S+ZIlpyppuLZWV4iuwckc1fnnvZt3VB1eEM8EoCoadKB4kYyJp2xo/UhAB2Vh7+HuD/47GzgHEn83gSJNmraSfzg1s918QaLPCNz7vdnI3wZAkoSyYA7iU/mR7sknXvuuUt/teJXrwGcS9L6+evz6xauO23NmjWfPP/88+damx8jRowYexQRoMeIEWN/j7k4Mc8lvPMxi2nAUdoYzDPbMO2Ad5y5YeZw/PYyWsBpeoHJMfh6bNg7v4in5hUmcCD5l5ZnMGeAJA+wsz+86bf/1Px7b3nna7I/PJYa9Acyv7+5d3rxRTIZOeAa5lqqlPUCLpCfAgQYLxh8mFTPfgFmWRjj1j4hA+AenBSS/XjjNcYdULy78oZ026vdAXNiT+S7JE68jBum1zPSzZK2yJI4ko3psMxMzpvBDSkkL8Yl1Z111lkv37Rp08dvvvnmRex85cqVB73//e/v+eY3v/l9WfkByRqYU0ApyZxGd45TybHiaUBiiflbp1DigNlanaTR+vr6fz388MPfsG7duiZ3LAPlcvnnCskApNz1yfYBhpRkoDrJKLDjzBHA+sJkXz0yVQiJoIbk2CihmJJ5NDBvYD19qzbmHC3EaGHHmJOcanPbL2pmYE6gbplJieNN2AhUAL7GHUUBSTYSO2zbq3B2F8zFYnIuJCnYXrN2TYjl3HfTjuuqcm7PNFAVzFelUV9RBohpDZmXKQpQDO3L8NsnUYjaJSeprmVxy7ItrVu60l/c2r61bXJycqmkR/fxMcaIEeP/04gAPUaMGPt7zMRazTnWrFlTGB0dXTkyMqIbbrjh0dtvv52+5LA5AEEW8VkZKEe+6iWyAGgPMmGyveFTxv1kZbJomC0YathwWHzqgwHPsLa+dnaRAhhMs9+Fn/zkJ+UdO055T8/p7/5QZ/3E8ulMfd89T06v+dwXP32PKhfgAOJ2Wasx7z7NMQF2JAOBOK9vV2DJfV0+plXIwQdlPZoZPxhWate3u78B5IB1gGQarPNeVpXM2FxiTwG6L7Ool/VuB1SgxAAUlmXGehiFMReQQXO8uKpnOzs73/ajH/1oJziXpIceeqjlhBNO+ANJ18jUG4C+QQWn9yZJW5PtD8rk9F7RAJjH2XtMATjDICOzb5JUvvjii39x4YUXvujoo4/+gy1btrQtWrSof/HixT++5JJLfqJwXRfKnMd3yBI9mKnBmJKwAZDWKcyZrELtOAZ1jHGfbH4x17gfAeskYxhLJMsAPEovKBuod9v3dceYP87EWhNl7ToPvCHaTOCe5wdjoeQc+mWMeJOsfn1cNtfTChLPoJfdD9slWcZzhuQm4Z9RJC18VAPo5Rleny1IhKLwgDUnUVFSkLvz7JtUSCowvrj7zzUyc/jxMves+x7/koQtSRprzjTfv6x32bb1C9cv9Dta3rO8t7GxcYNixIgRYx9FBOgxYsTYn8PXi+5VXPWdz/zewtLtXzqw/tcvmm7IlY5/53Hrbn/5iz72ua/+w30KUlsAKJJZeqH7xTBAPS0XhT2j/hqgkQbcZbc9GMas254H3jh8A/JYQPIZ2GVcsXmd46iVlLnlllu23XLLLZ9K9jGQfK9FAZQBkqlr7nPnAvMPk4nUn5r5gkxKTas32mxhgkZNf5fCYhtwLne+sFVdbtw9O8pnPViHNUY2TI/6vUng7Il8FxWAVAme6BON6gJWFAaTtnq0q+P8/Dn62ufucrncMDW16+lMTExQJw64InHDPEGVIJkyA7ayye0fCXibzNxtWCb55loeKGnbJZdc8omlS5f+44tf/OIF9913329//OMf09fbt7bCOR0WHZk3bdKYDzmFe66gMOc2JcfbIQP6G2VgnAQGXQekSsM4au1H3GuAVAYR93Va+wHwi8nrGM61utdn8rugrIFrn+70MFPwXED54BN7JGxQmKRN57i2gEwfGCxyf+C8zrg0yOr58WUYctuajUHfG4k750NCj7nhTfVg8LmGlP3QapHz5XmZcd/d3d8+meABuH+fBKova+Ke9ede9/nPf77nwqMu/PenO59+6/qF6xtUll7y1EsGD9568A/OPffcvW33GSNGjBizRgToMWLE2J8DtnmvZJff+MY3mhaU7vzKSbpyJUu0A7IPHTd1yKov1tXVvWtiYoI6cgAiC0NvxsWC2S/iYH0BiZ55RtJbLangATeLUxgjv08ky2OqNHXy7ctYnDe677EIH1AA40My6SzbQI4Nm+WdoNPGdgARWFBY7+2yWs1aScNvf/vbj3zn65Z9oD4zsmR4un7TtXfv+Or3v//9oswdvlpwzr0ycFVWZU19OnwbJslYzDS4ny32hEHnmiOjH5MBNP4mgeOd/CVzRqf+tV/mZj2hAKjyCmqIfG1t7b1Lly5988aNG0kUqampSU1NTY/L5iHu202yBFatAhtO3/O0SZ9U2dqPEgpqgT0L3Spj/Vs3btxY2rhxY48MQHbIesMvkPRksh3atKGoGJL19W6RdIDMu2AwORcAdrtMqQIrLdn8HUrOt1+mAICh5Vio4yeBQBKIsRxRZc2zN/mjtKTVjUl6DjJmNTO8v7ug/7uXwmeT/Y3I7s+ZXOJRZmDc6BUJJACGZSqOcUk1K1eubPvTP/3ThaOjo+XPfvaz3cVikfu92r3yTBl0lC7coyQ0fElFY3JubbLnE8lCnoftqkyIsu/0c9m/DqDnOe0TpNUA+ExBAiovKf/tc7/9yT///p//e39T/6m5cm6qtdj6T58783PXzmE7MWLEiLHXEQF6jBgx9udgcbdXUZeZPvqg8q8P9TAso5IOyD2y7PTTT2+9+uqre1Qpd2URlwbjfmEHCMZgKk13YnRWzY3cL3T5N+24DbOEegBDJ5gpwDlJBcA8Dut9qjSSQgIOkPUsEgw8Rk6cC33XATE4xQ/KTONgxXPnnPPHK895RfaHJ2YvPay2PKqJmoLaX/m217S1nf/mSy5Zs00zB2zZhPuBJceRmkQECZS06zxKBpIHAIPZwPqeAHTJlA1FVSZFYOMkY9oB6tRaj8vANdcyo6AeyCgkKEqS6q+44op/eec73/nqm2+++bWbNm1q6OzsnHr961//63vvvfeLCkZzqAcApq0ythnGldIN6tU901ovM3YrynwBWpLvLZTN7VGF+mESNXQQ6JO5vg/J6s1RozQk3+uWgVApgGvuD0pA+NeXW5CwQaZN2QnAdVIG+rw6gBKIUVnLNQCxZ+ORftPOjmRV3u2zIJNee0k7KoM97SpB4s+zvwWZMd9MUXI/mAPid0FCjZKGBtncz17wlQteO/Likc9efuDly2tLtVNnHXHWY4fvOPw9H33XRzeoeluxPZGyp2XjlCiQDKSUgrZ4/tm6SJWqpRGFOdKfbHsy+dt3s2CueEVS+ln9THxKeK6TJCxJqhkbG9v0+Xd8/jJJlz2DbceIESPGHkUE6DFixNhfwxsa7VVMZzNTZWV2WXCWlSu99KUv3Z4A9D0JZKew5tUAXrVaVSLNzmdkIBhgDghaoABwqM0EeCCVx2SpqACu6hXqgP3n2Z6SbbKQB3BJtvhHrYC7tpeqNspkxP48xyRl3vLy+R9+Veabh9WUAwlYpxG9Ovujw3e86H2fuEQ6r/pQVtSx+/DtzBpkbDF9xdNBsgG2lO/BxM+kwNhTgO4VFoBtAJzfJp8FnMAEAsI4Rupan05ea5VU7u3tHf/Od75z/vve975XTkxMvKy2tvaRH//4xzdt3ry5QWFOTCgA5H6Z7J4kB50EcGdvU7hGMMwZGTCCsWaM5stAvxSue4esBRvnDFBEls+cQta/MXltmaSlMkUHyRcSFlMK8xbGe5uMHeZeIHFVdvvguuaTbQG8kekjWWfcJUs8ce36ZX3lmYe02Kp1n+XzsOtjyT4Z9z2JehmDD8M/V4k8wbPDJw38HO5I9qGPfOQjme7juz9/5UmmHrrn0Hvmv/ff3vtdSadq13uJRBeJEZJ6MNWepZYq5zrfI4FGuUpRu7qxN8pKYwru89MKCStfAsKYeTZ8XwTzBiUOCpSteob+JzFixIixNxEBeowYMfbXeKbmcJnrr/+3J1e86djHlunhF2eSRep0OacNpSOe+vSnPw1ImQn4+WCxCtPnGaxqTBoAYq4sm3fdxvVZqmSU/X6RvQPS+eyUew0ZPjXGE247fAcwMum+42dJWfsAACAASURBVHtEA9AB597JnO8VmrLDC2tSQ1irMdVrZJkS4KlKySpsPwt7wJJUqVCg/zwMOvJY6o3TQW04jDVMKGDag/U9Aeiw0cwDyRID6aD2HpntZOpzqB+QVi9K3meMJ0ZHR6e//vWv3y7pNoWkC33MD1IAwL5MYoeMuQT09sq6DTTKWnL57gXI2qlVnlIArpjd9clqw/mcVzYMSzo42RetAJtlhmskVrYn7yNb3iJrQ4hsHYf7Glkio0MB2APKAIqoFmrd3xwXx94vA5qUEyD9h2GmbaFXPADC6b+O0R119ng3YDI2V8DIvcW8Rb0AINyTSM9ZSjsoc5iQVOpY3vHKnx/88xf5T09lp/To0kcPftvb3nbA1VdfvUGWhGAcvYmcl4f7RBf3j09W4r9BJwE+zz0IsM8rzM++ZBsFmR8Hcw/zTva9N2M01/DKIn+NuxQSRnut3ooRI0aMZxIRoMeIEWN/Db9Y39PISGq47rrrRk898SP/Wx2r/m65HjqopNz049Mr1z8+Pv99Cux0swIQoDVXtdZo1Eim2yh547B0AGJzqgS01STuLKGR8wP8izKgDksJaMCQDAAxJetJTV3udlUyh+yHulCfZADYY7AFOzoqc2mnhnpS1oooJyk/PJXvK9XWKOvyKVOq1Vi5sE0GDmH9+b1NZt4FuEIWPu72Q+KC82h04+pl+elxBSADFLwTPHLouQB0vjuqUOONxLja4p0Ff6vC/PLO9kRbst8+hXGlXricjIVkbLfvEDAtabPbPsBmVAHkMj9JqsBGexk+/cdrZDXmNclnqXXeLJPRI1seU0gEoO4A/G9PxqZP1pKvVTaniqpk+eskLU/Oy7OrQzKvA5IRfB5g6AE6YwRYRo6OOoCg+0F9clw5hfsEIO99Fvg8yYoxWf94WG4Mz9heUbMnESlHgD3PJ8fgFRZzDS+RJyhf4J6olTSSzWYz5Wx5l/ldKpcyXV1dMN3p8p10yQbg2rPazAvvhE6ZBGUPno0vu+0VFIDvWPJ7tyqZa+TxKGDG3HZnS6LuSZAE9MeIz8YChbZ/0QQuRowYz1vkZv9IjBgxYjzn4RnBvQkkpLr+5rue+o8Hev6l2PX7P+tve+03z//E1/7h2utuGlQABTiAs+j24I+FqLRr3bM/zt2ZD6VVALhTI2vH0RlwgpSYY0LCLpl7tf8ci9tBGTBnmwOqNL8D5MAg1rvXWORTEw7Dyznz2bbkby97ra1pXbJt0fIjTl6ceawtq5KmVKu7y3+4/pGhJRf8602/pBUcvdVhjrMK7CtMPSzcqCrBs68vBVwDaL1M2btiAzZh8KhhRfLfqAC+AKaMU40qEwW1Msk4NdgwbcwTjhOgiAP/ZllygHHE1Z3vA6Jpb+bb03H9vUS4P3mtWXbdSbgA/vplCZlGmbmYd8nHbd+DI9h+WOIahTZYJEtqFO4Z7xQ/JgO07cl3i8kxZGVguKAgFx5QpbM77HmTO096nU+78QR4Mm+4vsxL1AwzgSpczikp8cypZIk3gGCtQvJkXMZ0Azqp969z35FmBtr4O/CMYf4DQucKPDnmsiw5hAS/1b2fkTR58NKDB7sO7Dr94eUPz2MDuVJOb7jvDY98+6Pf/p6sht8HCRHuIQ/ESeQw93i2YS45LSs58L4e+GM0ydQ8JBfTBp08u3yLPt+p4NmQuPsSGJ4JeBwsVJijQzN+O0aMGDGeg4gAPUaMGPtjANj2ZkHGolJKwObg4GD57rvv3nTDDTdsm5iYAKSxQASYsACkFZR3uJ4JgAMUqoF3JKMeoCM59/JPADmMfDWpKX8DxljUehMsL0EFBAJm/PED1j0zDOvKohhAhnqAutE0K90sqfTgw+tK6lx5c82y19U/raO2P5p59Z03/S7/0U9/7qvrVV2e2qJKsDWpsLiHEZ90v7PAJwAlvp1Srey6l9x3ptz2vLnYiEydQUKinPquZMw1YJljhYHDuAqTtQYZoORzKAAWJOMLo+v7d5ME2CFLPAASh9x+AS+ZZHt97rU22bX17f+2J/sExAGAcUofkik26FHdKWOPcQfnczizM2+lUGsuhWs4KCsFIelVp8Ccem8GQDUlFIOy+4EWciQrqIUniQRIRJJMUmEmSTJzBEO7afdZxkqyVm+0I2OeUfLhEz6+XRfb8Ikiue1iSOfLVLhX09+ZKTCVY4778hZaHDJ3y/fdd9/Ya459zdYXjb7oiFK21LK4d/HYqfec+tD4jeMfe/CuB7cl59noto3qIp3c4vhI7pG4I1kDqN9dLT1lBrR8o4MBz2KSjn6MGDuvcvBtLvc0AP3MPxI+KIbmJ/se2Mvtx4gRI8azFntikBMjRowYz0XA3KTNw+YSvq4ZOeiYArs3oErzMQyuPIBk8e/lwoCNaowTi76ZpPgAbt/DGZY4rwCqisnf1G4ige5JjntcYSwyyXt8t1UB0CnZBgvYVhm48AwvYN+3bOtQAHmdquyZzCJ82m0TIIhUWsn+6WPeJwM9EzLZNS7cgJF6mcM3n2eRvrfhWXCuGccuGcjwbDxAgesKSwgQgUVkHkiVdb6+nt/3rKeuH2O2JgWgLZmUGxO3vMLYw6IXZf3JB2VO2DDDAMIWmcwd5+v5CvXdY8lxtkhaojCPJGNey+54+pLjzSjcH/QCV7LfBcmYrJdJjbmWPvnDcdKKbVyWiFiU/L5Vdm/DYPYm32PsqW1PM8vMGQAoyRsAIlL8oiq7MXi/AxIcJLxgwiVLtJAEIDlIGUFt6ruSATzYVq/CYO5Rr+89JBhbrkVD6j3CK0EA0CR7et1YkEDjeUcSpVZS46GHHtr10pe+9OWTk5Pjt99++329vb34FqAkYGyKsmcigRpkWlZWw7ij2EiX/qSD5wwO/qg9UJGQqMoq3Av4DpAc4Hnky272BKR7OTvlNngNcN/PU2WCLEaMGDGe14gAPUaMGPtbwEzuqUEPjKEHYizsMCZiEUyNLTJhvs9+vQFcRsbOIjH3ZmP0ea7GgqWTDbhqU9/arMAsYiKFozS1mACViWQ/zbKF/zZZX2b6ck8ogKwe2cLdt3tLty3rkAESjgunbx+AKoy5qB9emnz+STdm1NWy8IaFZ7+w/jBVfO/ZrPnk/Dg373gN8PGmabD5XIMamSFdNjleGEOUFd51H7DXpjCfkDVPKoxRWSZPL8pY7nEF4Mk1opc4MuEahevZK5vfDe53wDQJmSEZUCso9B3vSfY9qgBEuDaYcvm2fjWyNn3LZDXWJIh8j2jY5T6F63yQgqw/l7w2qZBgYnyR70tWv824eJk29yAlGnVuf5KBQ2r3ff/1YXesnllHGeKvPUkCXkfePuH+JjmC0zjlKQDxhuQ8vMqG73rfBu9F4EGpZMATxQvsNUmlnay4LLFCGUM2eY3x65GVjPD8opxjIvleo4LRoPdxaEhe994V9ITnHPBd4PnDPbs79j+jXZOMBVWy5DzjGBeCewpH/nFZac9ck3neBNAbYZIcycpaHXbPci4xYsSI8ZxFNImLESPG/hawTXsSABYWyZ4do1bSL7680RnssHfbZkEHaC/KFvXNsvZI3q242uIu3cIMRogFPmy4N49j/4AHnLipC29RYEqn3GdhwXDn5hy9NJTFP6wiAG882Q8sPqAGUAtI6pBJmMdV2cOb5AWAJuv2SW0sxmAF7fsaTxhMD9CkyvZUko051x1Q16QAZkhKIDenBAKgDJvoez1PJr8Xku3gKC9ZDTYMOr9Tb+37ewOYh93xk+QYU6XKA9k6bdJQfACO+t22JJOTY/5GTfh4si1fa83xkEiZ77ap5HgAjsuS8/LGg9wnXIe8Ow4Y3NrkmGC758lY5iEZAKbuHIk1SQPvLo9Mn2ubl0nmfTCu1EYDNmGsSfA1uPElkYEZ3c5ymc987zMnD7cNn5YtZwdq/rvmios+edEmGcgmecaYTLj9kPRAiePrtkkmoDBAIURCB1+EksLcwkyyoHBf4ilBogXjzWaZ+z7JggmF+dKR7I/OD17CLlUmNmZjm/EWIBnBfOdZyTNQqkwYNCevkRwhAYNfR167T+D6enySjlwDn6xrTz4bwXmMGDH2q4g16DFixNifgkXrnrTVgWGTzDHYs7E4PPtt0gYKtglA4wPmD1kriz0+x6KaWs3dLRhZmFKfzCKbY2BxSE3pgKytVbvCApd+57SBIgAtI8n7I6oEpkiwkeMCliRjkvzv1FoDJgBsmECVFRbQsP9FGROL5BVQy/cAZNSe+wQMIH5f9Rv2DCCMmmfLSSYQPtGD9BzzK8zKmlTZhzujAGzGk9e7ZD3LOS8SOZiEVXOk954EzTJg5ssLvOHeAlUapg3LmOnOZB+4h6P0GJaxqgMyxQq141lZ+7MpVcrgAZub3XkDiJlfGKhx3lzfsWRsuB9RCXTIEiT55AcQTk1/ui0gbC9y95Ksg4EH56goYMV9cI/wzPBeDmm/Asaf50GLrP1a44U/vPCLv3jVL/7qhuNuePX9B91/UqGp8JZTjzl1/d3X3/2Q7LlDMqBRNo+8CzpjjFTeu6RLBtgB3MzlflU60lMyALjGB2Ms2XdPciwkGUm8cH9wrxQU5iDJO8mSUnNRN3GtkawDknnOUE7C+KCyQS3AfYiPBM94mHDGJB2cM9cPBY83vQSc5xUSVPvq2RMjRowYexURoMeIEWN/CuSIe9JfGHaRxZxfPAJcfP04ElQvJQZAV2OEkLWywJRMWsuitkm7uo7773NemDwNKyxOcWYvu++zWMflG2k19erpFlwwkJlkexhawZRTj8p5wLbjJO1rijkWWmXBVCGhLstqpPtlDvOMHYteZKg4siv5F0bXX6N9DdAJv9iHYQMkARBJNEjG2I277/vPeNdwwATscYcMLFNrK1XW0nbI2MgRmWN5m8y5uid5H6O4NhnLDWvfrXAtWhUSAzinNye/owig9rgs8w2AJUYKDWtO0mlE1tcdCTmydj7D3G1PXvdycfZPUgFGtUGmooAdB5iRRMANfio5b/++B7jch2k3cJhvmOM694MShmNjjKh7Rl3j3f9JsEzJvCtyq1atOvyBtz3wmXsPvbdtOjutidoJPbrk0dajBo466NdX/PpqBTBPQgcDOpJE3MMYGmaTMcc53zuho7whyUfCkOcN5TSSseRc1xFZicM2mdSca48fBsk0tk2CiBKfEc3tPkWZxPNKMhUN369T5bMeBQRKCcYDNQZqIJIyaWd3FAZy49KQ+pvA0HGHnt32bTFixIjxrER29o/EiBEjxnMSLIznCtRgiFmgejBFID33izh6TQMeYHRgxGYK5LOSAe1xhcU6AKpeYWGMaZX/rk8KwET6/sVT7jWA5JDMlI1FNswiC/5GGSgaVFhgI4FmbLzsGsmxVytQU83xYEiFszeL4tbk/IZU6XYMmGefvt6Y8G2TZuof/1wEc8VLeBuTYwIwAzC9EgPmHMA8JDOCa1c4vw4FMIt5G7WzvQrnPibrtzwtMy6EEQRwkNCBde1SGHdKHYaSY+XaTCqw2iVJBybH4ecywA8gKhnwxFBuWiZbRzHCnNguY9i51iQWfJs35i/HTlnIcHKO3bI2VnUKoLBBYV4hQfbybvbRK2vHhvx50H1uIvkM471Ddh8ACkdkUnfOlc4BtFOjnIPxASCibKD+mnZ5443HNR77xIInME3cGZs7N88788wzG5L9dCc/fZKeVgDJsNeoTZDqt8vUOZTuMOaYxHnTQJKL3nwt3ZqMcybJhrIDoEriAwUDKh2c4X2/eRJYM0VGpvTheeyVIHwm/az3CQu5Y5IqGX+SGygyvOknXTcoG+Ae9uC8WVbCsqc+JzFixIjxnESsQY8RI8b+Esih5+KiC5Pk5dnVZPFeJYSc3Esdqd+EHfM13NUCQAPrRGsn+uiymOWnJGlizd//7cHzsxsvaskUF03lmvs2DDZ/670f+8LdMuaYBayvBcftfZnMlZy2SCx2AXmw7QCs9BjgCs4iHRAIoGbB3CkDlE2p7QBMxmTgnNpfJMKYx8EOA5A8UEPaDwh+PmNSVufarEoTKj8PMAzz7ut8ltr0YQXA6XvcT7ntIN1ukiVTmI+A5w6Z9BcjLeYBMt2C21efjJWVwrVrlikaADxce8DfpALobk32OSZzT8eYDvk0Pc3Zb68bE6+OwHU+J2ni1FNPXXHIIYf8haSW+vr6f1uzZs11xWKxrDB3GDPmEfX+gEoSRSSYpt0Y0c0Aw0bJ+osj4yYJggEkpn+AOM41HSSyALrVPkPJQL2kUudU529aRlsmt7ZtrQCuLcMtw3fccQfqF1oojsieU95RHOZ/wI0BZRDcv4wHHRwkU59400vOgcQPzzcM5/CXQKqPosWXJXhGHod3ki5I9MdV/f4lAeqNJj07Lu36rJ/Jw0MyA0zUPvzN9WmX+WKgcvL3jw8SmpSmxIgRI8Z+GRGgx4gRY3+J3fUx9uFZcC/RTYeXqlKTmF5QwjzhBI1sdzYW39dvwgbnZGZMO+uwL7zw/AMOq3nop6/K/nhFjSZVVka/aT75+C+tvuBDH1t96W1uWyymWQDnFCSpyHAlW3TiLo7sFEbfnx+LVeppSUxwnrBQvp8y+2A71ClTT1qS1SQD0DgmAASvsS/fu5uEAEkIX+v9fIR3LwfUwuxh2oZ0Fva7fOCBB5ZPPPHEg+rq6ob/8R//EclzQZUmX0MKAKgt2RdmZJMKIBdQJLdf2NKaZJsw1BlZcoA5CiuPVHeezKkb5+uizBugM/nZLAP8JFEGZbL/Lplpm68fZr75jgEAYgwBByS1nnHGGa8fHR39zD/8wz8sGxsb08EHH/yH55133pu+9rWvnSe7J0fdftkewAqm35ciIPEeltVRdyT7nHzjG9/YcfTRR/+fLVu2vKZUKtXMmzdv3ZFHHvnhCy64YJNMReMVMNwXfu55JtmXf6QD9UHhuu9f98BJK056YEPXhuPHagPmW7xj8fSCpxbctWHDBjwgSCQUU9uBzcZ/AOUCzyvGisQX8nbmAs9B7i8lx90m84pgXpEMbJMZ7PUpzFGk6MPuezxnePbwOxL9nUm21atXT2UOy7ylP99/SnlHeWvD4w3fvuiiixg35o1/tteo8pmd9oHwJTySseXM1ylVlpGwD5Qn1dpeUvKA0//z9cyJESNGjFkj1qDHiBFjf4i0BHKmgAljAYdkulrgbg1QSfcwl4xJ9o7le8Lks4iVTP6MRHdK0tRHzz7pE6+r+efT88kaPSNpnp4qFBuPa1p7/b1XyWo9W2Wuy7DlJQU5rAe4gANqTGm1hmEXgBMHcuTQsNkwqTi5w8J5phbGjUUxYAkgBkDwY0/C1y+uMU2jZ7e/vkjdPbB/PgJTLX6KsrrmVplcd1RS6VOf+tSrFyxY8E+PP/74n42MjJz9xje+8dXz58//r9/97nfI3gGYSOUlS2bUymqMqZH1LeEwLPSAErkurwOsizJAR2IHfwPk2LDFgwoAnr9hGfuS3ynNoGMACR3vVM7cHHXf93XZO53VTzjhhK/88Ic/PGJyclLlclk7duyoGRkZOfD888+//dZbb90oUxaQVPISbV7jX+4x5gvj5pnh+tNOO+2ra9eu/ZO777570cMPPzz/wQcfPHLBggWvaG9vv3r9+vUoFXxdN+PtmXqCuYhZHYwyZTWUhgxv2bIl17Wj677fa/699hXdK8Ze+vhLN6785crr/unP/+nvx8bGuI4YlRHp/cmdJ0C8U3ZPelf/RlnbNt8FgPNj2yRvKM3hmcDcoU6cxCAAn3p9jtPf84zNTtPF5cuX1x947oE/vObEaz528zE3v/p3K373+oUNC0897w3n/eLn1/y8X2ZSl/YA8YAdtZEvRfIKEPZLy0zOD+BP+Y5XKPiol/lzDCmC8xgxYuznERn0GDFi7A/BQnN3gdTTA8RqoI4FID3Ad9cOiAUoyQGkpgCluQYyUKT3OELX1mWml9eXixUVwZmMlJsa6pK0WOYiTGskHLyRGMM0d8gW3ziAS9YLmTZngAHae+GEjVEeoJue7MhGc+7zyGDzMha/KANOgMSdpyRb1NO+C9Y5q0pHcn/NeM/X9z+XgbkZ7G1RBsAAvLCNnccdd1zHU089tebKK688kg3cdttty1atWvVFSWfKJOxSpRQalq+gMKYtMin7UPJZwLq/RhgY8jv9qiWbI5jHTSX7RjJdVGiJRglFUQHYdSXb2SJjQdsU5hrXgF7vmPp593FMz7xBGyqP+uXLl+d27NjRnh7oDRs2FPr7+0+SdJeM1fXqBQAnJQCAYt+ikCQRoDknqXTEEUfknn766RO6u7t3+uqMjY3ptttuO+5d73rXS2+66aZfalfjRiTaXgUDgMe3oSRjkwHQXjrdIKn2xp/feO+NP7/xw7J7jnMj6dMg6y9P3blPPBB8lyQO38VZHqYYg0fOheRdXXK8JIA4br43KLu3SdbhLUHdOomhGoV54TsRlFPbHf3jz/7x2T864Uf/6/GFj9dJ0mjrqNaevHZl803NX5b0DplSh6j2rE+bRKbbTvI9JPwoD5C4U+9ezUOE+82X4MSIESPGfh0RoMeIEWN/CByjZ4qcDOQB5qqBcxbbyMw9KzNTAER9Wx5vFDbXwA0asF0vSaPT+fsHa+e/vVXbdy4eS6rRSLlla7I/3y4J86yyghQ5DWZZPNcpAHtqlFnQSwFA9CfbQNJJ/Tetz3bIgD9O4XLfh6FEejyqAOgyCteBmmUf1L3Wy9ptIdfdKpOppksNxmV1w881i47D/5TMMZy68jHZgr5GUvnkk08+7IYbbjjUb2B8fFxPPPHEQaeddlrT9ddfv0PGlPsWerWqlBtTPwugxnyvqMpkR6sM6FH/69vk4fyelSV6AG4oK5oVDMpow8e9xj2Vbu/FPeP72cOcc41gnknGKDnm+g0bNkyfeOKJu9T3tra2lsvl8tOy8ghY7SZVJsOmFZIIAGgSASS/mFOAzumlS5cuGBgYKCgVxWIxPzo6ukzWRgwneAIgjpycY+NzgGHaKPp5C2s7IJNVe+NFDChJrmDQCGBlniDLzrrvkJAg2UdyB5M4Ej/9MkAvVbrvU9fNfVmU+UjwrOGcRxUSgFtUCaa51pKpd5grGUmZ0dbRk5+a/5QvkdFkzaT6GvqWy3wufFRrSZk2iPOB0oFnH89mFEsAdZh0Eg9KPkfyckjP/fMlRowYMfYqoot7jBgxnu+YTVIOywp7MqxdF1owTYAfGKJ0LWO1YFssxmHVYWxmC4ANIAyAlJNUvvjKW6+8beqP7hrMzC9J0rgadYfe/rubfjNykayeFHZskaTlqqw/JUbcMbGoZuGOjBapKyw7xwcjzGJ9Ulbj3KBK5omxXKww1iMKANv3Hq7m5MzCnfEm8cE18TXUfp+AQcy5nqsAHOFwDvBtlbUIQ07dLKnc0dExPTExscsxTk1N5WpqamDcGWef8GlUAAg9CtdtJPkZVmBWaS2GyoH9K/ncQPJenwLY7pUBcmrIaXu3UZY82Zp8rlthnnQruIgDtDdKWpf8CwPLcfYl2xtK/u1L9ovqgnm0XeZqv0PS5iVLlly9YsWKnSCsvr5er3/96+//5S9/eassgQbrS0kAZmXF5Di9czrjwtj5f0dvvPHGJ5cvX96Tvi4rVqzY2tbW9iuZOzsgly4Ivhc59yIdHbiP6dTgmXa2NSTzKeAYfVtDniUktHBBZ/8obXh2cd/CIOMRwTgBwBfIylFgyyW71yV7JpGsZLsk9TCi45yqPSs5dt9twic5suWRcndhbJfciOom6kZkSgv/LMLwUu61tOSfz+Nkjzu7/wwt8fj/ANk8Chjk8LSOqyZ9jxEjRoz9MmINeowYMZ7vYMFeDUgj38bBeqTK56gLBazgRA1gnCsL7qW2LJ69s7E/Juo0MYECTFDPmlPSTmrz5s2ZRzZPXd922JuLT2SP2/GYXnHTz/47/8H/+81vr1OQIE/I2j3Ru1puH4ByFt+w0ID6eTJ207NHmMTROonF64BM2suiFfBNezjMqMqy3tYYROVUafgmtw3vui1VtgUjkFzDdvn+777md18GCQuuM6qEZhl4JuECIzl65pln7hgeHv6jRx55pHPnhrJZveENb3hk7dq133TbJEHE+Y3LQHZWATAwDl75MCAbZxI/SIxpOcb4tMgUG4A5FACtMmd5mHO6DyCxRlrv53fBbZNtefMynLwxJeyXzSUSC8MPPPDAf7/97W8fOeqoo/JHHXXU9hNPPPHOgw8++Ny1a9dulDHDJDG8cWHG/VtSuD9gR0nscH8x17KSSieddFL3vHnzTti+fXtLNpvVMccc0/fyl7/8ys9+9rM/UGUizD9ruJ9a3LUmEYBngzdEZN54R3HJ7i9KA7gPMTJjPIuyZCNu9FK4/7l/GW/vbE45BK7v3HsAdEwa8+77sPglWUs++qPThpHPIxv3hnZSZRmCb0OoZH9t+WJ+aOXhK1/126W/bS9nwltHbjpy+Ij7j/jO3dfefY8soci1RZEhtx3mHEEiAy8E9kk3CJ4p/lnt5f8Fmf+IVxfFiBEjxgsidtfzN0aMGDH2dcDWpuXSvAc4h2H0wM1LH8dT7yHRxhV6tgA0eAkljJNUCVZ8YhMQxqI/3dIMYy3Y2oKsFpWFb63b7lb3eRa13niuKdkObGu9gpnUY+74kCYDpHzbpSHZYhUwjGx9WgFAtMlM6uh3jgQdVgoHaL+obpIBU5IHHclnYKN9INMF/Hu5f7UWSc9mNMokx8jycU5HGg7zX3Esn/zkJ89et27dp++///5D6+rqpl/5ylc+PDEx8Ym1a9euVxgTanQBSJQZACKaZM7dzA8AF9euTQY+kMUPyMwOGyUtVGCaAYwYcrXJaulxlx9SuBbjMsDCtaPeeKFs/LtlySc+W5RJoQ9JzrUv2XaTbP5x/+DtwHHgFA5gxE0ckO4TOYCtBbKWdDC5yOJJFsEId5xxxhntixcvPr1cLjdnMpkbQIxjwQAAIABJREFULr744nuTY0yXuvh7j/nHvZBN/Xgwj8naeDJGJGBoQdclM1GjbV5OwegRUD+hoJTJKygVkMQPuX3545MsQcLzhVIKkiMAd38/DSsk70hkbEq2tVQ2r2HIYbop+SAhQvKUa4PqgH2VJZXe+5n3viT3ityf9zX3LWyYaCgu6l101UXvuOhbMpafa8Vc8KCb5OCE2ye+DZ719okHn3Rl+3TCoEQlo0pfhRgxYsR4wUQE6DFixHg+AyCcZjgyCossegd7cE6NLrLSauZyjTJmca4MOg7RyMsxhwLcAsJxJE4zQZKZgPXJkgQEjDhMM6ZGLDAlc9wmucB38AvhWGAzcXXukTHQLIoBQrBopWTbsI70ovZ93am9BuhznACvCQVg1aQAULhugBRAJvvmeABR6SA5gAkdDCIL7n3BpOMqj5y6U2E8epJ9NymMMcznLvHlL3+5q6+v76ShoaHpW2+99cH777+fXuGSGYlRY841pgUf4GtaYSzH3XdJNGHO5UEuEu6m5PhxjK894YQTOo4//vgPjY+PH5bP5/sHBwcvveKKKzbK5OEeXJEcYI4hq14gu074G9TLEkhK3mtXYLZ/J0tEICUGsCJbB+SOunHhGsA6M78BfIz7tIxJxXmeunVa0QFQme9IwfksiSXf6g82Gum3dz5PJ4V8zTXdDPxrRff9keS61SoAQ8wHUYoMy8onBpPzh2FH2eATaAQlPp3u+IrJPnj+NCiAcdh/qTI5klcoRSgrlK6QhAGIF2Tu7ngWoOTgXp6UeRowpygDYJ8oQlCdeDWPf75IVtPPMw0FEnOC54hkiapx7frM5VyZTyQlSEjGfucxYsR4wUUE6DFixHg+gwV0mt1qkZmNwWpLu5rAVQNwMI4s0mZzh5esRrVZBiSRlmOuBsCaKQAYyNE5RnqB52QO3wPJOcLUbknOE4acVl/+nGoVmDdMpoZVadJVUmDwkC0DqjFnG5PVtMJ2ehDaLluI+7pbFsvIZGuS46DumeOjnhvX83ZZazW+W+16+RZUJFxg6Z5tkF6THFc5OfZWGYBkTKqBJMkSJoBVZNnUgCO/bZMpKEiAAGoAIVyPeplhH9cxpzC+qEoaFcaiN9lep8L8yUqqP+WUU6YOO+ywa6+66qqX9fX1ZWpqavTGN75xU3t7+8euvPLKf0++vzn5bntyfFwX5PIlBbAIuERVQOLIl08sSd5/SuYcz71akDlqNyokqnCCn5JdT5I3XnnCHEd+TW22rxMH+JGg8izvsOxa8h2UKYB6vueB407DM1XWQzMuSMlJAtDiDMAJM05ioFHhfl6soIhhniDLzybXkq4RAMpB2bMizaa3JN9rlZUn9Lox4V6fVphrGO+RoMFnoVYhEZNVAOx8hoRdb/J9JceDr0KL7Fk6qDAvOpNr1K/KGnOSbJTqECRAyzLALVkSD8Bels0j3q+mkkpHncLzD/UChou+l3uMGDFivCAi1qDHiBHj+QrveEywGC3ITMwkk1/Cmu9uwQXr42sr08HiPS+TCMPEIfEE6LLAo0a9WgBOAbKYF3mJqG9/Bqt3UHKsgC8Yoia3Pxa11CUj929WAD9IjCdU2euc/WJaJjcmyIUZH+pixxXGvl/GuvtuH9SKYnSFssHLm5HUw3wCwGYy7PMyZRbumFohlX42gqQB7aZgM6dlfdrTSRjqwGGfSfp4VhwQINk8ofbfjw8JG8aPfs4Y/I25v9sUWEzJrmdj8p1h93r5tNNOO+/aa689mxZjpVJJjz32WMvLX/7yrvvuu+9amQkYSSNAL0wnDuMAyMHkPVhxDOJIMvlrOK0gjS+6bQ/LpPEA4yaZo7lPoCHF9iZggNR6haRBRsYCcy8AvJkzgHZvDkkiivsREEhSwN8n3OdcH++DgOSa+5HjlyyRMek+i0qh4F5rk923eASgKhhKts1rlEVMS5r+xMWfOOWYVcf875POPumUQxceOvbgXQ9uVLg/a2Wt77h2JCFIxDXKFCEkREhkcJ0ZL67tmOw+wbyOzg8ocEgkkkxhTqPKqKaYQT7vSzqaZHOD68KzDrO+tKS9WqCW4DxQtFAulHbvjxEjRoz9OmKbtRgxYjxfke6Hm1FYpDYosC8j7nN1mttCTTKgycJMsppWGGEYOSS6LMpZLLMfQAXMMcZFPgACo7KaeBaqsHftqpQ+swgvKTBZuLGTHICZhO1EYtsrq9GGkUd22ypr98R5kIgAiOJU7pUIOK2PJsew1Z0HDBx1t1wHEhGwXzCQgFcvbZeMRd9dYqXkxhAGzW/rmUazTPLbKgMxZYX5BvBFBu2l0AALXweLhHdnu6/k+96cy/ef9y7YgBQAPrXF1EFzHEinCwrJnMdV6dLfIemo7du3V3RkKZfLGh4e9jXnbId5Ti912voBeEnIDMsYce4FzLlg38cV5mejzCWe6ws4ApCjFMAgz5sN7jxsGYBF+s91px0diS2O30vvaVfG84Lae8DZXAGaZ89JypBA4HnFfEdx4MsbCgpJC3rG98jYeUzkGiQdqlAXTqkF5SOcd8uH1374T2895tYP3bfivk5JOvbwY8+44MgLvnvp+y79mgwwA8IbZZJ7ruWAGyOeUWUZACcwfSzIEhZdMrd83zaRThX9yWstMu8FEqhcW6984jr4EqUBGYtfLwPxJDfm4kXBs7RG5inBcTAn0s+jGDFixNivI7ZZixEjxvMRgBIP0JF8Y+wDaGXhNRdwnpar1iuAsTaFhSWOv8MKi0MSAQBYGDIP4KdkDKcH95KBdmS1SOIBlgDTnAwo4cCdVzCPQtY7Juv1LJlMulMG9ABY1MPucOeQc9tuTX4ak+3SygsWD/loswLIg7WlZRHya9gwxkUy5h1AinqA8UJe7K9XNTa+WiDJZ9z4Xv3uvjSHaJDVnbPdOlmbM2TMDTI2mXkCy+gTGf7cAO4Ecu+iTM7rfQR8qykAC60BcwrgqVlmkNYo6UBZf3oSAs2SevL5/K87Ojp2OeHGxsY+mVs6xwHw3JH8jut8mwx0wUYjKUYRwDxFxUFiCAM0xrhZBtCpt0ZJgKxbsiSWZGCXPu/DMlNCr2rpSI4XiT+u4iSduHZ0fOAcaMO1J4GsneP2zyrGkWuHQz8KBG+MiAqBe6KsANqLkpap8tk0mYzh4te97nUtTy5/8tw7j7izc7xmXOM147rzsDs7N6/c/I6XvexlnbIuA+3JPjbLVAJS5XzjOYGyg/HCIwBwTDIFpQgAnXPluTOaHL9kCh7vMJ++J1BqcI0kex6SRCK50CFTb8wWMOckIVERkejjngKkx7LOGDFivCAiAvQYMWI8H4FJFgwLC3v6LNPSB9OnubAosJCNCqAW6fqkzFSpXwawZtomDAzhnZKR3kpW/wqQIJHAOQHYAe2SSXgxZGIxWyszeAKctibH3qNKF3gMtjBBaky23ytjs+njDLBPh2f4N8vqWqn/RBYN2PKttDjWabcdEhcYSnFePmhbN5cAHOCyzTnNKa666qq6b3/72y+69NJLlyTHPU8G9DGywgnbtw0DHI6548dES6o+F/18YRx8n29Y904FIAN7iZM8rc34/xj2GlDXnhwrDu5KxqVbUvGuu+665vTTT7+/sTGQyplMRqecckp3bW3td2RsKAqLRbLkEKxz1m0XlQVMKkCnQZXlFrUKDCsMKnJ/jOvYHgkWyh4AaXLb8uM/6n4wFCvK6vC3Jsfb5bbfKEu+jMiuHXPT17nPdc3jwTmJhmrhk4wkH9oVQPqgAihmTCW7R8YUes9vlN1XPKO2Shru6uo6bv3S9QvTO1y/ZP3Cl73sZctkzu5FVSYai8n2C6o070MBwBwG3PvyBko6+hWeCwXZmNUpjDN16JRu8MxCEZRO6HkjTJKZJDPSLvlSmNeDsuRqg2a+bkjwUUFxnVDjoNLy9e4xYsSIsd9HlLjHiBHj+QhYMcnAebfMuRmp9u5kqQBDFn4sBGF8MB3a08Cciu/C8lDrCsuElJ7j8MdLnSr18rwOU9WrSuBLv3V/vgArZMG+hRb9xXFmb3TfhQVtccfqneink201KyzC6f3te5UD3nMKwBJW1ZvvAdSGZA7TJEqqtc0DtO2ult9HKdkvIJKEyG57Gn/qU596689+9rPPrFu3blljY+PYn/3Zn/3mzjvv/My99967LTlWzpMWZ74OOj3f6BPte01L1j8bcEVdNyw1xlZKzgE1BcAXAy1q7b0hHMkNJOQw/DCLDZKeTo6hcMcddww3Njaee84553x0ZGRkWUNDQ7G5ufkbX/jCF/5LZv7Vp3B/tcsMx6aSY5svY5h9ogHA440Lm5Pv0zse6TwScMaJNnvcy37sKCHw9wj3LPsGWJHEo+MBbCgJJL/PtIyd8gOSSriSz+bq7cG5NPN88/X4zAUUBiR+cI/Hi4HEAm3zBt3fgOhhSeXBwcGn2wfbB2RO6ZKkjoGOgUcffZSyGZIZzDvJ7tMphWcB6gn24/0pSHx5pQ3ydEqKmJOtyTYGZV0feLb58hbuCRIIGGHyPR+Y8pE4I8E5ImubRrIRYM+YU2LDfZu+roB07nPOq0579/9CjBgxYjxnEeU+MWLEeK4DSeWIwqKPOk3JpLXV5I3eaM0zlUgbAUrU7D6TmkOY96nUa4CGTpkxVrpvd21yXkiJAfs4KG935yqZPNMDXMYgq8D+ZmWgriV5rVthAY77NS7Nvmd6SdZiq9EdIzWZk27bMyVDAB8TCgCN35GMbpW1l4LBH6y6pcqSAL99QN1MgcwaF++qC+y///u/X3zzzTff+i//8i+H8lqhUNB73vOen1166aXvkY0r15EECLXWgA3f9otr49twIXnHQBBVAzXd6QQFDHZBNtZIvVGJIDummwCGZ8ytxbIEEdJdAGGd2w4yfMkAPcxmUdZiqyZ57wCF+TQm6UmZeRuMM0CLtloAKKTSMKbbZUALNQZJs3ZZIoKWfPSGZ4xJwJBcw18BOTseEgVZucTTsvZiJKCQ06NqGVOY+3N5LvBsgXXdXRcBEkcA8nFZV4AhmQlhTuE5IIX7xINjSkU8U72zNeIHf/LBNVf+/pWn9TX2hS8Pt+nM6868+Vtnfeu9CvfdAll5hFSpEqEGny4DNQpJHsnk7SQxa9zvJFNILHXKgD1975VsH58Q/A4YN/98yKl6Bwzq2bl26ZaN3hOC0h/mPKAeUL6768T/NzD+0uxGozFixIjxvEZ0cY8RI8ZzFqtXr87ecsstLOqbFADEDhkDw+JLMuBRUFjI0fIHKThyWoAMi3gchZ8pS5I2sWPx6+spkbX7lki0F4NdAjTT85j6bthTFsdtMgM2arlhxvtkTDh9pwG1sL8YIsFMAvCRHAMiOpPzapPVp+4ukcE2MQjj+iCTnUz+xZWZGtxqQe23d1XG/X13x+BZWRINuyRxXvGKV/zhT3/60/OKxeLO1yYnJ3XAAQdMl8vly3t6eny/ZVhcZL2MEa8jNaflFwkbwH3W/U7CCNfyaot/9kk9M8ZWXG8ADYwhgFuqNM2D5cZc0LukY8wFg1+TjFePwnVpkrHazFvGFaa2UyYdRmbfJyuxwGwOdnRc1suba5uu0acPdrP7LvPSs+kk2/y+SH7wjKC9mGdGB2WlIZjteeYc9pTXqs1PwDnJNP8sSkdW4f5hHLnetNNjvuAhwISkDRrjirt6g8LzATO1CUmq21R305s631R/yJZDskf/7ujuY+849j9u+dtb/rq3txf2HuA9oHBtUeWQNPKJD54PXIsuGcvuExt4MXBPtijMCeZQ2W2LuY+jO8mdVjeWPHfSQanPkCrvFwC5f41tTCXb7pAlImdTWqH4QRXhWf7o7B4jRoz9MqLEPUaMGPs8rv7WZ85ozWy+sKDfdLzqW+cNPNHfdNn7PvH1f5O180KmiGSddlsw5IC+3S2o+Lyva9zbgBn32/ImZzBkY6oE5wCQEXceuG0XZcAUaTjsDt/xANu7qPM3i9+ibGFKnTlJAxbktFPyCY8mBVMvydhEHOZnZKZlru0sbGHJYO8Aj2yXRIqvVScALnvqzA5zizs2tbY7Y2pqKl8q7XrpS6VSrq6uDjDu5dDesRtwjOpgrnOIhT9At9ocZd4AZJHq45MAcPDt8HxLL4y4MEirc5/x7H6TTDY+qgBmYR+puy/JPBpImEwq1EM3KDCzyJnrkm1yb8HKegUABoc17nME6g4AHD2zqRvHQ4GWijhyw0wzrkjG2XdJATD6TgIY/tXLZPiSAXuSIXhD+AQPygUSXf6+9oFE2ptNEj7J4/tvkwzrd383q9LlH5A/LxmHZknjt99+e9/tt9/+VzIFDDXxtGXjWGmziDEg/hPI62HwSWBQMoNTf5OMbScxhIEg84z7GIALew6Tzev4EdQm2+2vMoaYDg5p10Sbd3/3wWuTyfl4A0SeCzNFWSZ3Zx++TWSMGDFi7FcRGfQYMWLs0/jBpatfd3T2Py47Qdccvkz/3XVw5tdLG/K1rzz6VX90z/U33/WozDCrWSaZxdV3NkM3H961l4XsMwlf88r2fZugIbcvydzaAREwyoXkXMbd9pDcsgjuS15vk9Xc8jkYX4CwZG3WPOCXTNrqQRss2nxZ7+NW2cKdxTUGe95h3AdsGYkKX+uK+RvnwYIegOnbarEd9jEXBj19HJPJWEmOaXv3u9/d29fX90ePPfYYAFN1dXV67Wtf+6vrrrturczwC9WFv3aUNcCyIuFGeg4A9bWskiUbAJXSru0DqaEFwOKgDphjHozJwBsmWr6OdsRtG9YcSbNkYA9DPuYwwIQEwLACiKU/N+CdWndq9X0Pde7TbDJOsOejsg4HeEvA0qIm4Fp7CTSJCYBxnaw3PN8hodGSvA8Ah4VHyeBr3EkcwV5LNmcZO8+iY+KHsmWmEptaWQLHz3ECsFhyn/H12Dn3Q89z1DOA3aKkpbKWjLRQ2yYrfSkpXKNumS9Fjezew9W8LAPH+WQMcZ0fSo4XvwoSdJQ95JLP+37nJGd8WQNzgiQBc5TxaVelnJzte8Cfvu8B+mkVCooi/j/g/wefRKq2PR8kargv0gmlGDFixNgvIgL0GDFi7NNYdfrKi16Z+fEJ3vCiSxsKm2qOqf/nn//XLxQWarg1+5ZnexIAJvqfp1nbvQnqjJFH+t66kkl0C6ru+FyWtEQBZAzKQI5ki3kAIqAVCXVZgeWEqQJ0lRUAHMoDQCHDWyepsbm5efKtb33r/KmpqaHe3t4JhQV9WYF9bVOlbBtABIvHYp5Fvr8WKAsYG8AqjOKI+wxsoa/lB7Dn3XbmsrBOB4ZauMxPSSr/9Kc/HXjLW94ysXDhwhXlcrl16dKlw6effvp/HX300efccMMN+BzAlsLUUY875I4fgywPJLwJF+cBq8nfvpYYAEANuDeqmnbvk8DwMncSMqgiaDvGtfbt4LyrNoDVlyHkFQAMiZxJhflDyznqgHE/x7sA0IURmXey53Wp0r2fc1KyHwAlc5+xwrme+4ISFphwmFoAla/xp0yApBRAkf7qJH8wcGR+cfx8l7kHAPVz1gfXkBIGP799mQbj7u9pvAw4N5ILjFm/7NnCMZKgo3yGtoUoCLwXBO7vXbIEkx8TyRJIlASREKLUgWOGPcfXoDnZ56BC8gZvBAA2ihy2Q4kS9zGKFa45c92PYTVVlC9VIijj4PPco94MFMZ+tueJb6VZ416LESNGjP0mosQ9RowY+zRqNNmYSa3BMhkpn53yxlxII4ly6t+Zfveu6SwAMYpLSyWrbXO21z37xSIepolEAMwcBncE0nHqTwHRTcm/sIbUYdL7fV7yPjJeD5CRI/s6XwyZ8pJqv/N3Hzj7kNaBszoyW9qKrz2+/6nRU689+yNf+7IM0FJvWq3l0KTMlAupsGT9kJGKFiRl3va2ty069KAlh23c0tu9du3aO2SLYo4J8yYW1SyEORZc5gEIMHNzAeuYVjUrjOmIJH3lK1/53rnnnnvdqlWrXlQqlQbHx8d//YEPfID9+rZjeBsAhKuZpqadwX3g3M/1pS6ZWlmYQEAJsl5qcznv+bKe6VxHgJRvM5hz25BsbL2hYN69j5KjT8Zi0kKvXZV9uUeT45hQYGZbFAzIkEaTsKHWOyMzXaNmnOuJXN1fQ8YRBlTJ+5iqDSvMO+4r76eQVwCySLF9rTRJsib3N4CeOVXn9kHJiWQKBlhYlBkEiSeYa+aQ72NPeJd4b2YJow6gRUXTn4yXZMoM2glSTw5T3J38u0AGSIfcflDCNCoA9UFVlufQjpHr4b0xSA54kz3Oe1DWxi2nMI/aZaU6gHUAt1dXoFjgHDgeEouM71zuc3wUKB/AVNDHlCzB2yBLQnrFCcG8kKyFYNo3IUaMGDGe14gAPUaMGPs0RtXym2G1n9aovp0AaFit5eFy8zpVAiDYSl/rKFUCp5leg33mdeTBc/1+td9ZxLYoLCwB3Mjc22Uu28jKkdgDaJAJs0gFIOMsLRlrB6vFOAxrVyUBElypUt47LKn8d58+/02ntN/z0UP1q87kM0sPKBy1/KpLP/nYOy74218k3+3XzLXSBGUG1NLXKyQOWPSO/vMlH/qbw/OPvHW+rl8yuGJe/x+f9OH/3Jg54szzzz8fySyAsVpbK8YNoAeQAYSyePd17NUCBpF+4jWShi+//PLtkraoeks3AEhJlYZjyPursajpoLbau9XD2pGMUPIZemGz74KsL3gmOYYOGfjCqRwQ1ipjBZtlCZQGWbIHwOhBFmoSjgvWEWCP0VZbcgyoEfiOJGXOOeecE/P5/BsnJyfHBgYGLrv66qu3K7in4zYOiJ5w25c7P9Qhvge9vw99f3d//LnkGNke6g4SIrXud8o4atw2MDuD+Ub5Aoijv7xv2UaQSEEF4O+VanX2lK4ArFEkAL5J9nnfCcmMIWl1yLzvkfWa35pss1eW0Mklf/sEX7ekg2RlMptlYD0NhElGME+YtyRBlBwnqhNq96eTcetTpVu/TxbyXcoBWpPPTyk8F0nezJT88olV1BbezHB33hWMMckjntmUShAkpSS797lHYsSIEeN5j+zsH4kRI0aMvY/BwtF/fVv5nbdu18GT42rU9vJBk7fpXb/8TU/Lp1UpyQRwIgmFLQRMesA25X5gbGBykGqOy/oz84Ncd8T9DLufIfczqkr5sHf1BlAASvgb2Sdtz6jPblJlPTkSVQDY0uRf5JqtbhwK7gfGEUd3ZNV5SfkjFtadfojuAZxLkpbpNy2FUu/bFRbHMIy+ntpL5KsFJn09ybm2fG31n511Qv6W97xY/7ZsoR7Pvkh3dZyc+d4fLCw/+rfue0iMa6tsUzL5tmf6qMcF5EtmkIWzeLo0Cxa0XuaS7Wu4ffg2XTDTzB32CWMHe5oOAH61vunMYY47nVwoSyq3trZSJ+xbbjGvNysAYI53VNamClYe4IkEXLKx9nOCz0oGOP39lFUAgBizjbptDL7//e//3EMPPfTtK6644rxrrrnmA6VS6Scf+9jHXiJLitUpgNyirIUa44YyAX8JZO2AVdpvVbtOjCX3G4ZglJhk3We4BmOp9yZVyTQjbW6StQdE/i/Z/UDpgC8r8eGvW50CIGaeUI/vlSEDskSXZHNvSiHpRQ03CT3k+bii+3mIlwGAtVdmCtcmM07kHDLuxwfPTJ+MYSwppcBkkjr0Glkyxfepp00bc9on1cYVEgf+nkbxQpkGzzGeBQR+GpL1k5+rsSRGj70yv4p27fos4v8CJP2x7DNGjBj7RUQGPUaMGPs03v3udw+vWbPm9/vL8/6obrr/ZRt6px8dKHX84+rVqz3bwmJ/SpW1rbBiSFY9SC+5z/EeUtVnGjgNI0n1i0MALuxbTmaMhDnZtuRYMIrDPKlFJh1FXjqlABZgxusVFpawcHKvj6Ve8yB4uiY7nU+XE0jS1MRYq6x+nZpQ3L05X6kSjFSTKEvS9NKOzO8v029a3ftqUl+mSb3Hyv5fgVkDIKbrTWGaqedVlfckk1QzH5Ap+7nANUBiCxj1TC3grVofbFQRnsFFas2xo54AeFeT5wJemLcj/s3Vq1e/YfPmzX/V19c3v1AoDBYKhRsuvfTSa2Ry/TEZA8p5YwbHnEP2jv8A3guMBecJSOYcAGyTbh8w8h7Ajksqrlq16iUPPPDAW++99942SRoZGdE111xz4KpVq1ZLutl9j3p+7yhPOyxq1WFcqX/meLiX0tef6zfiPstcB9Rxn3PtkCnXu++hSmD8JGN0Uen0u9czCsCuWlswyVQh/A5Qpt2Zn5u+jzcO+CQo+BdVzdOypApJizqFMZYCa96ebHObrByBeeLHg7r2jEICAPl3um0Z5TmSJRQkUyYMymT6JFl6FObgAklPyYz+vL8A/evxTSDJSpnAuIxJ55pSD858xshNsuTG3jiucx1QTbTKwDv//2CS2SJTS+3pfmLEiBHjWY0I0GPEiLHP4/zzz5+U9M+SfqKwuPTgBgYToInpED2RCUAH4BLWsUaVYP3ZkCmy4MVxGnDhTaVw4EYijNy0R2aahdmYZ5wA/x5U+pZQOMEDnjm3WoXFpj8/byw1NJ5r/+WO0pI3dWQ27WSKhjKdpRG1/5fM9GwoeYu6eh8AYcY6q0pwnJFUM10uT5WU2YX2LJUzpWQ8OGZk67jW87o3XKPOfSL1nv/XG28BoDlOABsmYYAs6kthXWllVy1gkwmAD9eeeQnDNqjqNfycH8mdnQv9L3zhC0fcdtttl11//fXLy+Xw8tFHH33Yn/zJn0x897vfvcyd56SsprmoML+bZXJ6ACjnSjeAAZl7O8kJmFnuMcYJdQpScBIBGSUS+MbGxmMff/zx9vQJbtmyZd7q1asbV69ejZSYumsAFUqQSUkbZOCrQ+Z/QNs+xgcWm+Ouc+fL36gIpiQtlEnnfSKGEhMUDpIBV29aiKplMBk72HaSfNTWe7k9hm9+W7jrI5EmqQBbLlnCgqQPCZJWBbUEx+LN6yRqyyy6AAAgAElEQVQrdyHhQykI3hVsD0UPzuyF1OvNCs/cblU+T0laoBoYkLH+jL03U+t2n5lUkN8zR0m0eQNAEhC+y4OSvznXauUkSOF9wgUVRWmGn9miLDPbxFsD8E4ngrJCEqRVu7aGixEjRoznNKLEPUaMGM9lwHrmZ3gPiTMA17eQYgGMHBkJOYvIJlmrNs/A7GmwSJUMsEwnx5N3f/P+ZPJeiwK7VZP8zmIbxgx2DUYNyT3vS8ZkAhD9OFWr5/Yy1dKDm2svuSP7jmvX69hivxboyfKLR2+aOPPma+7Y9FcKiQOYzXaZfL5eJjf1pQWS1aoiuZ2QNLJ5qObq9TquRy76ywunBstd/5nsp19hMT8sM29im14JwWLd136n2WmvpIDV9i3QSITwe52Cez41qEtV6WiNgVeN+yH5wL/pMWYRT1JoJgm8T2Z44JHZunXr+2+++ead4FySHn744eZyufxa2XxCaYGhGaZx1De3JedV5/6tTV5vk90z1NU2yNpT4UYOoOYeI2FDu7UBSeP19fVPNjU17ZLsampqGv7GN77hHezLsvnD+A4kP1xnkgUkHBpk4w5gBzzSDoxrTA21l+cPqtLsz18LVC/MN+4RXNCRvUshaYBpH4AcZrc+eb9VpnShRZn3lECyjmy9GvuKpLxBoTtDpwLg7U62x7OFZAsO6krGbKvM24J9Uve+XdZPfioZ9/7kbwwKa5NzYWw5pozbHuUj9KpHeo4CgWudUUgsSFaewLMjK7vf8fCgPCdtAsoc969zPalvn1a41kVZn3bmJAkTnORnksr7QMLfK+s33ykzu+uX/T8SI0aMGM9bRAY9RowYz2Ww0M7LJKDpAJxSDwxL5Wu9+RwgD4OlrIxVB9z6msjZ2BbAC7XEHhAXFOSd3oUY5+hFCqZkMLEt7rt+YQtg8aZVctvzsmhAJ+C0mlkazGVJklavXj0t6Yz/+7Uvvax2YvOJT/dlfrvmu1f8sru7mzpu5LsANkDOpPvxyQkALMqEaUn5j3zqa3fM/9qHvt7TsOydC/TkggHNG3xicsVtn7/sxi/JmDG540XqnmbASVbwHuC9lPp9puvWoCBXZq7gPUD/aJIgTTKwUm17AEJ/rQgPQpmDfB4Gl0QDtbokjgAw+enp6faxsV398iYnJ2Ffc+47gEESVDuSfXap0nAMdrJXVsOMW3uNrCSiTQYEuV+aku3WKyRVcKDPScrfeOON95588skPbtiw4diJiYCdFyxYML1o0aK7u7u7h5PPcx3Lyf7oqw2IQjqdNuoalwExkh1pc0Tq61vc9hj3EXe96KoA40wSjzkF6MNBnBIAEhPNComc7aqU3XMsvlUbzDWvDWhXOXx6/sidzxKFefK07PmAUmdKpiRgjnI9a92PZ/c5V9zqW2SGclPJeVF2QXlBXtLAZZdd1nVP/p6/HesYW1gYLwyM3j76jcu/cvmtbrxQAwBe8SbwLdUoT0GNA+j1pSIoXdpkbTQ5bxhtn+jkmcozx0vzZ3oWZN1Pjft9JsYdJ3fOgWTliMK9MO/jf/fxgyeOnPjQeN14R/NY8yMrh1ZedPbZZw8qRowYMZ6DiAA9RowYz2Ug4fVtgGb7LOAr717zAIAFFzW3aVk8i2kWqTO5g/uFOSZR1IJSu+wX3ixWW2TST6SdnuFigV1QYNhZmANs/h97Zx4mZ1ml/buqu6u7qvdOdzohEBBkDZuyRcYoijiCuzOKiCMOiAwyoqIwzjA4GXH7REVlFBiR0VlcRhn9QAEdxfghiygYl7AJQ0L2pfe9urvq++N9fpxTb6o6HVCSua7nXFdf6a7lXZ73ed8897nvcx+2ieTYM3BIlgGXMPCcFy2CWuRqv//6vZc+rqRGdFC2mO6U9Tlmu5QScP44mUsGFKl1bXTfGT/7vZ/7woUXXviFI488ZdHatWsHrrrqKtgu79btA9CEIRxjj3kUddQevPvFdhq8w7yxgCcxgKQbB2uYXBg+rg1A188DbwBIAApZ0PvaWD5Ln+YOt18AZpOk6fr6+vuWLl36xnXr1j0l921qalJzczNmZWwDcy3JwFBBpi4hATTszpckB7+TGKhXZZ2vL4loVgJGSAxwTRZKmly9evXwfvvt957zzz//sr6+vgPr6+unurq67r355puvUjKXYMobZLJrb1zIMaA4SZcEcM0p5eiQzU3OGxDM8WPqNui2yT2PEoP7HP8Hydp94VSP1J73lihxQO9XZUtBAvBLQghgWa01VzWAXi+TtT8gu77ccyQ4+mUt7jbKrhemk5RbTGrnuv3hMF4LJW1Qwjrj/8D5ZCTlXvaylx26av9V3/j2i759xETDhOpKdXrFfq847gMHfOAvPvXuT90t82lAteKVD4DUiTCemNORgCEpRrJDso4CJFLwisD1HwUGEn6u33xbnz0T4D4rq9tvkZS98MoLD33kJY/c+P3nf3+/6fppdYx1vObNd735xV/4whdeftFFF41W2U+MGDFi/EEjAvQYMWI82wFAZ2E/n4CRoa80slQvJYb59uFbTEkmY8aMCOAnWd2mB+eN7u/6t73tbR3Lly/vnpyc3H7JJZfQKgvXZm98BIvoQbSXxkuVZlEsvL0pHWC8ELbdL1vEYnAlGTPKohqJPpJ2YkzWKomFMNJ9uWNL14AzBhkZwM9LKl177bXDSgCLlEhFcR3HZd5TxmVVgnS/oPY1qf5YfPh6eIDvpKx22jPcjDWyd6TNSMJxyCYpg2yexIJ3ByfBkwZtvpOAZAwnLZ4w2BqUVP+1r33t62eeeeZpP/jBD05dv359vqOjo3TGGWes3rZt29+Hz4+58a2TAVYcplFwIPnulDGMANGesL+cTILN/Gp22yIJBaCippvuBU2SdMsttzws6c9l0mjm6VB4rTPs58Gw/wUyBQMAzBs3Ao582Yqv8x6QdUEAHGLARuKBkoMmWW27n9P+vuOeLMta2fXJSjk4jq2y8hh/TXnecP8CTqlh5v6tFSR3qOXfqMqEYUv4/mZZX3GuSYdM9YORnu/13aRKV3O8Fzpk5RH4Mngjvsxhbz3snf/6gn89YqIh+fpsdla3Pv/WfQ7YccB7JN3htul7uUt2/fAsGJU9U7iXMAtELUWiDSUEiTVazPme5MW3vOUtbb2v7H1Hti27T2G8cNe+g/v+W/AweTpRSy3jgTsmdlJQY5SfV/7AzSfcvF8pk3x1sHkw818n/dfyrrGu8yVd/TSPJUaMGDHmHRGgx4gR49kOmFnqG3cnPFCntpZeyPMxiCtX+QzMJa7WEzJGk0Vv+aYvXnrpouwTf7Ew85WFg4XewW9+/uJVF334a1fs2LEDkE9t6ljYHqztgIxdrHPbZfFbkAVyai/xBjAOqTIAdYA0Fv5I2dPnCRiCwUV1wBgg+/WmdBijwcSyHxb/HpwAvnEZpxZ60n3OGz/5+nu2W61vuT9+/s3JWFTJABMADQCExBrgzPWHkfYMHcAj3TUg547VhwdnGfc5mM4WmWy3vGXLltHOzs7Xvu1tbztjYGDgT/L5/KMDAwM33XTTTTDmXUqA8rYwttuVAELGm7rYrEwqTMKBGm+SDGMyZpwxJ9HSInP29sZ3JJk4/1Ylc9ebm5FA6glj3x+Oeb9w3BklLHG/kvlKcgDjNlQlMJcKx9IqS0YgwQesAjZ9L27GbFxSc3t7e8O55557cC6Xy950001PPPbYY5j7bZcZf1EXz3zAYC/tBt8oMyQblxlCknRAVcO19eU3zAkUHhhHNigB551KrvOALKkwJJv/mBqiWgEEowDoCsdEAozx8b4egFnk7GOyRENRUmGmMHPAcKFSrV3OlDXSMNKjhIHnHJCr14djH5X1Yc+F8ygomQMoGGDL0+FZbMa6RUl5UIOkkTed96bnZs7K/MtXT/rqwYOFQS3tX/rWV9/16rcsW7bsTWvWrJmLTc+k/q32WlrVkH79KSPQkcJIN+Cc2N62PTPZMHnsHMcQI0aMGH+wiAA9RowYz3bArFDP+XRa2sDS+NpK2LbdCRbk9AcH7FPDOy2pcMPVl512TPZHHzgo80Bn+FbXAY37Lfnk37x587mX/tOnZMC2oGQR3SCrH+2ULU4B1V6ujfHRsKrLNHHt9uC1XpXJBhboSLFrJT6QdnfJDNx8+zhqlGGZcAGn9RPJDD9WBHJrwByAqqDK1maAkbTpHXNiV0kWgAk+AUjvAT0+YFM5LkBESQloo4YZRhkwC4BA8g8QrlYaIZmkXTKzLQAeYCW7cuXKnKTbJX3PfRdFyLbwnW4lc2ZreJ/EwQ4ZWJ9QJUNdkLVjQ3KMCZt3BqdGmVIRGNZ+GRs+GV5fEL7XH7ZNm0ASPbCO28O/B8qSILiJe7m3V6+QSEASz2f89n1SBUYd9QXzJvOx6z+277ql6274+QE/P7hUV8q8+GUvXvfyX7388i9e9sUH3OdRozC/qXH21xEDRcC9T3pJlcCbdmE4oZPQIfkGOw9L3i+p8ZRTTmk97IzD3tD8nObc9G+n7/r8hz//O5mLO4ZtPNuoK++QJWMwfqtz++FeZGyRvzOOSMX5bnNpR2ld51inBpoRv0jZUlatk63blMwzkjKUGmRl9fYtYX8kw4ZlnTlIVvjx4hmPdJ3xxzSPa13feXrnFTeecuPB03XJJtZ2r819Z8V3TjnrsrPOXnPOmhtUG3Qzv/3/JWklUPr/Gf+6V1U15sfzg+lChc6xTjUUGx5RjBgxYjwLEQF6jBgxnu2AHZZ2drvenaA3MqwejG3a7KxWsGBHQoqBWJMq25FlegvFNzxHqytaTnVrfeM+LRPLZbWwLJiblchop2T14V6W7kEpr81lYNekZBHswWsa3AI4kcD6c4QBx/gJF2NABcFCHAk04NyD69mwnVEZi8YiHuAKuyjZdYAZ5PipPfZMG+w+LGu1gP1HEk+v+bEa3ym795HyM264SCMZ93XtgHpa3nmmHGdxQBg17SgnOH8SFtRVcy34PsoHACE1zYNKxrxX1l6Msc3IGFESMRPhtZ5wjCStvMkgdev7KkkENMkMDzmudlniY0aJkRngkQQGzLUvDUDFAXgDmON9QHiGmM8Q5XB8JKM4fq/wkMw4rzNsY2LdknU3fvnlX37BTDaZWvc+996ec7LnXHXssce+dvXq1RPhHGi7B+CHJZdMns19CIDMy1QIBRmTjkkb9zzRoCSpQY/5ksyfov7dH3n3IQMvHPjyzUfffMREbkKHHnNo33uOeM9/fu7Nn1spq4nPhG1sVHLdeZ4wFjiZF1SZTKT8BFUSru60i2xSwlRPSNpx3z/f99XXLn3tKTe99KZlI/kRNcw06FU/f9X6mbtnPiO7x1Ba5GXzE98GWuQxf0qyVm4kG3wnDeYYiRlM/ngGFSUVRjtGewDnxMbOjXXTndMnSPpieGlXwHs+QeLFmwLy7Clrtb78sv1eduQdR93RW8qUlC/m9dpfvHb1wQMHX/c09hUjRowYux0RoMeIEePZDi/fho16OuHBPXJV5JU4OsMWVgsWh7BOfuFZUTudKZeymczOm6nLlGERYQFhx737MAtn5NIEtbjItasFMvgpmQkYzJ9v9eaP29dWA6oAABybrxXnO0hkB8P2YMp84oDjpxWeB50wo+l6clg879assH/ABcFY+dpagv1452cAWC1A7xk8QBfssWRJg0b3N1Jr1A7SznWrbJca9yklYKxZSUsszoM5yLFQouHr6Bkj2FYA94awjf2VJFSKMpd/5lJW1vFgm5LkCmB0NGyPeuUeWbsq5kRXGNfFYZuYxlE6MhG+l1fSWov2Xd5ssSuc82A4blrcNSjpg55mN71nBP3Hvd8Bc4p56U3z6GVdkjS6cuXKRT95zk/2B5xLybfvP/j+5644ZcWy1atXP6xKk8OFsvnfGsYWt3Lu+ZwbY+4hQDrPLe4lD1JJ7oyGMcgrAdpDkkrTz5/++NdXfP2I2WwyVe89+N4FpXLprPd+8L3f/uwnPrtalQkr5gaJBPqO44fhmfZWWX03ShHuLUp2cH3PS+pdvXp10+h7R//2rPef9ebJjskD60frB5+46Ykvfef27wzK/AjwKMDrgHsIZcmoTMkzJlOk0JIt7bchd5yUmdCHvEnSWONMY7qMRy2TLWqcbVyn2vf4fMIDct8a0RvZkSxrvOHvb/jxpW2Xvu3Q9YdeNJGfaGkfa3/isM2HXfGOC97R/wyOIUaMGDHmHRGgx4gR49kOQPFcYGw+AYMuGWilDpltF2RO5R5opvsmI7dMg3NJ0nCp5fbNdYe+bh893PzUa+qeHS53/kImZWZRCwvNApdz9O20qD/dlaTbG63B2kmVY4ZMGJbYs9oslhkjH3yGRTNJCt8WC1UC2/FmdFIl6PQS5k5Zr2rYdYB11m0Pd3nOEbCcZtFRJwAyWEyzz1qSfi9U9SBdqjSkA9A0y+q1p9xn0oFkGsDEuFM73SljsNmXN55DSo8pIUkl3PqZm+OS1obj2j+8B4hmv9T9cr1LSth3pM7MxR0yphqAioyZtlyjSgB3JnzuqbpcGRtLsgglhVQpu8fJPydpHyWsKtfbJ2MaZaUTUmUN/YAMIOfCMeEt8FSipK+vr6mULaXntUqZUnZsZAy5OkkWADUJOer0fX0+85VnCDL1Vtn9QCIKGTmGfNzPi8P49IXPLli0aJG2tW/bB3BO/H6f33ccf9DxL5X0qNsfagbG3N+jtAQjucd9iycAiUFMEfk9q+T6F5QA/cHHHnvswccufOz+sC9YexQ29eEacL6bZGaLCtugdl6yBE5ZyfX3ihPfSaMku8a0RCRJl2l6tOm/jjvouOff/9z72yWprlSn0391+qNLB5b+s3Yv0oA8zfb7XumT7nc8NIpXXXzVnZJWaf5O8jFixIjxB4sI0GPEiPFsBwtl5NBzSZprhW+vJu1sEAeTA5uLmRMsJM8+Wjo1ycB9OnJvedfHvvvd697/ggMz+7y2p7x2yXCmt+/BmePv/j9fvfOTMmDLfkfCsWAKxyLfs6WAXBb6taJJxq7jSg5zJiWL23aZPL+a27gfExaiXvoO0JVsgepZbsZvPmDYJxM4b0ysOG/v8E7NapNs8c8183OCsQRkeyO7dGu69DFlUn9jZudr+NluvZLx5FhrhWd8FY59u6xkYiAcb6sMVJFEQv5OQqnktgEIw9ALgDUefnqUsLPDsnZWjTIzPsZuMHyWa7deNk8awrGyL5hsOgZklMjfm2Wtsyj9wAehKxzzkEzaD6uKBJ/2bvRXxx/Ct2EDKDG3FsgSTSTVGAek/k/5HNx0001rX/mqVz5516F3LfKmXsc8esy6X97zy4fCnyRduDcyMnDZLLtfkHH7RA3gFif5KZlLPgoGr04B2G6RJahyW7ZsKeSmczsl/grFgvKl/JPh8yRaBmT195Ss0EMc13SUKJQ58Hwrh88wVrxHQgvTuWGZ6qisJKE0JjOhoy0cgDudLCNZ4lscMhc7wzZIMvlOGpR9cKwd4bv9kspfvPiL37rw6gvrn3fE894w3jTe0jXRtWlp39K/v+jci9anxy4VzB/PiKMymnGvk1jjOcD3MCrk2UJidXdNTGPEiBHjDxIRoMeIEWNPhAfXLNh2J9KgHiYsHdQ3sjCENaSdFYzsTJXvw9pK0tjr/urTF11zzTWfGhncdMxEsX7dlVde+aiMmUkfF/urlzFZUrLwB5zg7I4sP70YTPf5BuCl5a+YvZXD9ncVno2G+S8oWVgPaOeEAWASefBcgVkdIBhABKgCrCMZhnXFiI1rBfhB2YDkOj1G9VVe85EG6JK1zAKk++QKoB1A6hUIPupkrO4OmQlXg5IxREYPkEJhwDj4Fn/IqGmDNyYDLgAG5ub6cNxLZOZuMM/M42ZZz/a8+8nK5M7TsjZXfUrGljZfzI+i+5sEEIw2AA+zspKShACKFbwBGM982B/sNPNYsgQLY9Yvm5uSgWAvhS9Jqt+0aVNz3X11f3NO/Tmf/uVBvzx8pm4m+7zHn/fY9A+nv/Dggw8OypILvv6ZhNyArMQE5cG4+2mSlQiMythgb2xG6Qpu6v646QQhSerd0ntP71Dvsq3tW+skKVvO6kW/fdFD9/37ffcqSUxw31GCQP067fsoLUD+X5C5+Q+p8t7HBA95PAC0SUlyhmSU997IKEk+7BP+ZR5wPtxLAFrfpq5NlkgC7PtEIWac7W7MeA5vDmPaKGnm2vdd+zVJ16ly3qfDA3LmIICcjguMm/+O36ZPHOLf4Vn2ai3aYsSIEeNZifTCJUaMGDGejcCYC+Z6bO6P7xS0ycI4y9cL1wokozApsOkwjz4wwJp279FLGoYSBtwbv8H84TDerQTAca5lJYvBHbLaYECDr930/clxaMZ8yRuAIUVnIYwMuRor712wcbynNhcWFTl+emHaoGQR7mXBtZh/WEmSAP5zgFTGl3OnbppaWQAsYz6gnZMDgK5xzR2whulgPnC+GSUgs1+WaEAOzXiQSGhVZb25Z709U0ptfrUkAnXLLTIVQ17JGLcpmSfrZaA4r+SasT9k6GMyWbmv0QfkSzanfAvAdknrFGqklUiz62SSdKTc1BYzf8bD+fM9yRhSnORJujEHGJdFSubD1vDZHW48ckqk+cMydph7rFnJdSEwoxuVNP6+970vn8/nl2fz2bqbv3Xz+t/85jeDSlq/jYTt4S3AuLfL7p+MrJUZ5RhlmTEczvI8Y9plEnbuoX1k1xP3/bL73vThhx9e+NN//NMrtvZuXTGRm2jq2dqzrf8H/VfddO1N94Zr1hXGHPa7W4mvAOU6jeEzkzIAzT6YqzyLSBgpjHFPuGYZJVJ2EjkkMJbJ5hrJMABqPhwHpS4NqgSvRZlpHXOARJU3YGsKY1eS+Rsw11EP8Mz1cn2uWTVAzryr5ofB/w1eucLzjv3xXKNlIwmJRtV+jsaIESPGHz0iQI8RI8aeCBZRyKB9/+1dRRqQe2OkWgHzBbilNlcyEO4d0gHusKu02YL59yAMlgrJrD8uTL+QmiIz9aANYIcslPrJReG7XtI+GN5fGN5Lt2bzrFj6/JvDe/SCZkHs21bBCqZl8oAUJL8kGya1M8PMeUrWL71aAAC7Ze7UzIWsEjAyKwNs6eDYd7WI9jLmdHiQjvR6wH2WRII3GmMuTbjv+fpyn+zhs9XGAEDO3MGcjVZpmK/BrLN9aqLpt94djqs/vOaTSPghUEJAmzVY9nUybwF6sGMEBqvN9wHIgHbfZq8U9sexecd+wC5AjvnTJOkJN3befM7XgpOYYn+0G5MMFCocU72sLnxKiWv9uJI5z1hvl5mroeQAvM26f3k+0R6s4M6DFmi446NMaFACiCkt4LOYVg5LKrzwhS/M/exnP+uWKRdQEVCbTSLI93svK7nvkbUjvffgHDBK0mdEVmbAM3Jclpjguh4tew4AUH05C+VB/bKyEpQ3JPzopJBVkmihwwBjRPKQDhLD4dzLsnmLvN5fCxKqmBL656G0syEmYJ1yDO8VQFKGe4D7nXPxPe9rPTNixIgR448edbv+SIwYMWL8wQMXa99/er4AnQXbjPs77RrsAyCENHNaVrPr+ywDGlioIo1Nt+eCvSGQe8Juc1wsBgH2Xv7eqcr+40jxAedI2PuVLHRZrCPTh+lJM/+ASA9aYd9YVHP+9Hn37C7XwPf1hr0niYIUGaDlvycZsMFVOqPq1xb5c9n9jXSc2uSiqidekMzOp0aUevZadfmAUKm6mRuqB8a1oATwIY9mwe9rX/32a+2fueYVGhn3N54IgMiS+zxjhVncZDiHdhn7z7zrVcKgTigB4QrHTd0zx51VAl4xr/OlFdTkj8vmImMAy8qcyMlatuEFUVIy56lZHwx/MwdoueVZUu4Lz6oi1SeZw1jllcwbyj0oY+gL+6lXAgjbZEwy8woQzfHDxEqJ9Jz2aSVZsohjbFMC8CgVweyvQ6YMYp6SYGh68sknp8I2SUL48xqXtTijVABFSoesVAGju4xMFcFziOvHuUrmgO/vfVqxdctM20hWwnDnw/XCqI7tMwdJcJBUaHDblswwcVjWntGX2YzJvA9g4JHB87wi4cN9xDzzCiTfHWHWfYckmWTP9TbZ85V5RVKIZ09kz2PEiLHHIgL0GDFi7KnwAFaaf7s1AII3CvN/p4MFKVLbdE9uvsdiGKBNDaN3864GwhS+B2vFe76GOee+x+LUSy5ZFJKsoA0aNdy0MqL+fETGnHmjLY6xWnIBNkpKFu4jqr4IhYECpAMO00AZ2TTH78fEm7ftyggPxr9Bdp2obfXg1gPc3ZkzjMdcbBhsPJ/zcwLZP9JoEiOtMjaT/aQ9CSRLWKTHJ6108OoJappHZWUJ4zJJ7gKZisFLeDlGlBej55133quPPfbYdx199NGvX758+YFTU1O/3bZt27Bsro3LQBYJK5JaABVM1jj2BhkQJklDqzKYcgwgOVeYdEAgJmXNsrp2ABTnxdzKuf0AylvCv1yjMRkDyj2HOR3O9UPhuJtl0mqM/vi+B3WdMkWAb/smmYqCZIjve0/dve8Mwb3LGHDPoJCAcQeAw457sO49F2Zl941kbeQ2y3wM6KPOnKVcgO9LlgjD6d+rGEhGcu0B5JSM5MLx+WQfknvqzftk5UioUTrDa7Qn5BnhEwDMYV/HTrKRe5pEAXNt2u2L56x/hmfDcWVlZUooIbyiaa7/T2LEiBHjjx4RoMeIEWNPBMCNOsDdYSzSzCmLvmoBE42M2LuH++/jmoycFTM5D+Sl2gA93T4IsIW8EpABGw4IohZ2RglwAOAjYaYuEvks0n7eQ3qaUSWQaZFJVBkr+hcDIucqCWCBC8hI90Mn0mw6AAZwz7nXYtElc6UGlMOowlYiX21QJXAnwbGr4JrV2j+JFOqFud4+ucExesMxGEcvPa+lBOEaS6aQQKYMW9wom68kfJhHeVWa7OHUPShL4jD3kNO3vPOd7zz3/vvv//vbbrvtub/+9YXYPT0AACAASURBVK/3e/TRR4965StfeVg2m71x06ZNXhECE854tMsYTeYr9w916JiVSQnISvsocO1RApAIoI4aSTHqg1bZXE73JK+TmS1SitApSyYB1OT2TVkALG2rEtA6qoT1BrB6bwaAO4APNrlPdi/7EgMUErmwbRJr+Br4RBldCGB7G2TJlGzY3ox7n7IUyYA73QZ8UgCpPvOE64SjOs+VYZl/wKisdRwyezwBGpUkMqTKto483zgub7AnmYqDRAMtB0k0AozbwueZ/yiWMMfz5pgkSvF4YB6iYqCeHNWHT9oiqSexUidTNgypMgnEs3B3lDkxYsSI8UeLCNBjxIixp8JL3L1z7lwBY+zNg7zU1QeAhwUd7uKeOfIgDMYFMEA/ahamLLarsaScjzcrQqIpmaxSMhd33oe9mXTbKShZUMO8A9io62SbnB+Ler6flTHuyE4LssV3rTHzQS0rbOmuPkuSwl9PmG+k4OmgRhoml9pQmDQW4hOysYIVZHu7AumoC6qVQHj2DHCA3B3Wrcl9nnPybKAHBd7pGuCNF4F3smae8MNxMta+b3iD+9ygDKhSFsH/47hX8/3pww8//OM//OEP9+Pgi8Wi+vv79znrrLPuueOOO34nA8a493Muo6pUBgDMckrk0NQKw+jSUYD7KxeOoyuMHwB3VMYIs01vzIUb/ZgMiEuWkEL6DLvKeQPcYZnr3bZJFAHSYbBRP9Qrkf5Tl8/c8/clknJANcZtgFG+Qx09RnL9Mgk8rurcIzx/UBQwJ9pkicIxmekfc5X5RSKnV8Yuj8haJza573ujQxzTuacmwzXpCseKgRpO74BsTC15/vK8m1RiMKjwO+oM5gs/vm3bkCp9Dvx9xPNKMnUDpQAkRDh37lGeAVxzygX8M5GuBXS8IAGZvoel+SlzYsSIEeOPFrHNWowYMfZUeHkuwHtXC6O0lBognA4YFGrO0+Dcm3+xuPcGQgSLZ8ACTHs6fI9u2E4MmgAMgD/YO8zJWlQJXjlWwNmUjNn1rDfsIOCXxeyIbOGJrJ32V7g3sz1Y+GpjCCgcc8c6V8zKapRJfACsWFj784R59K2RAGvUNXMNAQUwrF4+L1n9aC2WP1vldVh5ridMvU+ewKxiYuZr9luUSM1hUmkb59uGcY0AkfVKQHa15Igvw8BNu1UJoNkqA/0cHwAIQIYkviSp+O53v3tmw4YNO7Xd6+vryw4ODh4t6RbZ/AJUDrnzkSyBNuN+BmWybZJNU+F495GxsLPu9Vb3PRJExICMbS8qqZdfKgP/jCM11Fxj1i++DRigGvDfIgNzmbDvhUra1NF3vqxEFk7P+nElwJpk3XTYDmZ6zE/AOD3TvQIGtrsgqw8nAULLOBJsbbKWeFNuG9wP1IGjIGGeUJYwILvnMZxsDueCpwDJM5QbRMm9xjbHZPfLpBJg2ya7zhMyQ8MFYUwB5rMyQ7qyksQMJoaYzE3KWHja9dGrnEQi9x/XH9UJ1yNt4EaCgjnj/x/JheOnfR7h26wRPvkbI0aMGHssqi1aYsSIEePZCBgjFqPzUfQAFoh0ba9kgJRFMTXEvi7RtxPDWbqa6ZpkC1MWhZjJ+ecnxwF4og0UzvHUwvqFOsypb5slmQwf8Mo2qrkKU+8L68w5YSgH2zQuY1Zh1QBfMNKMC9cByTqME6B7V4HMGoCNBBVQBnOFHBgGzLckYxGOAiBnm38KyCGjRXlAfS9MIwE48+F9AKjr9kCqoATEwRj2yBh9rvG4kmsqGTvsGUtvuEVCBrawWjC+XTL5dr8M+JBwYTuMIX3QK9rBXXPNNXUdHR2+NZkkafHixcVsNrtGdt0ZD+6PamPFvOOaAeo5/1ElwBwmnAQL16cnnFdBJh1nzLmfqTveIZv/JJMkUxhQy43cmSBpwe++d7oHvRzjItkcwIUdyXOHKrsrUDfNPOW7E0qSJ7jfMz8wbpNMwUOCAwO1DlkJiZSAWcpSepUkOyhxIYm1TaasAeh6Z/x+2TMN8zXALwoFXzoCmGd8uEebZV0fRmRt0SSrQ6c2n+vSJksEkuQg+dcu8xiQG1uuI8oC/6yddvuiZGZMleUMkj3veUb6/x/y4bhGVAnOUVj4ZAWqiciex4gRY49HlLjHiBFjTwUsFyBamtvMC5bEL6rSBnGwZizKATAs3jFtovadheKu5N4EcmvJwBuLdhhvFsUlWV0lTuHU01K3rXAMgD8pWRjTFxzGLL3wlEx+Ku3M/Eu2aE23i0ubWQEe5PaHQRZAnsXyfFQOkrGIMHdeJcFi2xvoIRn3bdsAy7QNA0Cl/QqQnCP1x3CL+mIAHfMHRq3OvYfUFyaX8US+PSnrxc58q3OfgfGu1nZOMin/cJX36sJ7XTIpNhJgSgU4X2qXMb/CLBDwx77ykmZWrFgx3tbWdvK6detayuWyFi1aNPOa17zmJzfeeOMNU1NTmMDBogN4qfVNmzAi0U+bk6HS4DpQcz0mm/+8Tr01tdMANIznAH70Y5+QtZ6jtp7EAgoK5r1XaXjlCkCZz0gJqKbGmfsQoM74LQi/d8ram8FUD4Xjo/6fmnDuGYArjDPXDV8Bya57Z/gbHwRq5L2ZZbssmUa7NsYQVREKgg4l4HhalX3b2Ydk9ybnjgSc5wSJOV/7Tn0+CRi8EBhDEjncE1klcxrwPyNLvFAjT+s3nsHe8A3vinR9OUFSAtbcPxNoiwdLn259SBI0bTzpTQBjxIgRY49FBOgxYsTYU+F71bLAl2ovkGA9PED0C3TAOWCXOkRAF2ZryDrLqmQd5xMAehac1PB2yNo1SbZwpbUaxzakStM073ANW+brJmEs/QIT9peFKSCSRTrvN8rYbwKwRZLAB4tu365oTJVmTCyqvbtyrQDo4miN8mBYldfQy7SruePTC9vX7nN8ADtf6yq3HY7dJ2I4bphN6q25TtT/T8lavvVVOT+fHMLYDpDi5xSKAcaWawRQAUjAOnKtqZX26gzJGEMPnjzwwigsc9999609//zzbz300EPbjzvuuCeOOeaYb9TV1V28atWqYSU9wgGR9ExnbCnnYI779lPI9r0ZINdiInyXa+9B8Iw7NhQksJqAJoXrQSLOu6E3uM+iKuDYkFwDWEkykByg5IPrT1s1nMYxq+PzKFKQd28Lx9sTjm9YNge5l0k0kZTgvgZc8wwgiVRy+6TEY1imAkEZwTigOJiQzfsxN5b4G2yXqW4A6VMyhcysjOn2HhW0nhySPR/qZU723eG9LW4M/fMUtQ4qHtrIkUzAewEzQMkM9UguYHAJW17LCNK3jkwDbdQL+G2kn3Pet6Pa67t6rsWIESPGHz3SUrYYMWLEeLYClgNDKMzFqtV4S8bceIM4vk8tKKA1I2O6YaK9YzyAbHeD1lqAFQAawBqGl9pKAAms4qB7HVdrAGafErOlARnAQGJL8Nk0Y46sG9kooCUNemF5kb3Xii5Vysflzo0kCIvzWffjw4Nlz9Z6A7KMkoU8ZlyZKj/sd3HY5xZVtl5L/6QDV34SGVxDGEICgEHdPUCJuvO0QgHQB7sMyKa/+aT7nE8YwDgDdlGNpMsYAEQAZ3wGuM7d4bi8IzXHNC1zVh9TwgBTbw9AIzlxQNjfDlk9OICX/ZFYIsGQTgggAR+UAVKSQ5QMwLojqSaJQc1yX9h/Npzb9vD9bjcmvpaY5BgKEe5DHMhJJpHIoK0g5SkkUzokNb7hzDf0Ln7N4gvKreWO8qby2nuuu+eLq1evZlsYB84oSaLwfa6dl+F7QzjOmYRKOZwj86ErXBvk/UMy1clAONbF4fMjsn7lGFg2h+tWpyR5QL916rkHZUC3Q5ZIKoSxpCac2vE2SY8rKe9gLtYrSVCgWugLv5NoIMGEV8awTEGBYqRNVj6wWZa4JHHG/cC5o0JIBwk3OgOk73eUKj6J44P/Z9J+GszjMcWIESPGXhCRQY8RI8aeDN8jG5bJs4XVPuuZRJg5wIRnZgDCgEgvz90dlgSmnx7CsMIwWwAtXI8x85IMnGBmx6Iy6z4Diz6mBPwiO2XRLtV2JyZg/dI9f1kIE8g456q1hNlNO7cDJgHSMMe+FRIJEK4ljOaM+2y3KuXltHtK7wfGGZUA4ILFO6CsFjD3gfSZBAXXypcmoFbAjEoyiTJmdJ4Z9z3afTcBGGWUAZwTbDmAnuvbIJP+Mn85NmTPHF9WlXNbslpkL4kmKQHIotYcczPq2wHpyP6R8zPuRfd5Sga8+3bZvUeSYkhWNkBbQQAtkmuSB75UgISRb1FYdvuUEtCFgoDPTMhAKADM1/ujjKDfeqc7vpKkqXMvO3dZ8W3Ff//mad885Z4j7jls7SFrTzztOaedNPW7qe9t27bNO5oDMqmRliqfK5SUpFU6ozLGHUBKuY1k84E53ia7B0hycN25f2hzt11JkqtV0pPuPAH5s7I+8L4cx6sgmB9dSu572PYtsppwriOMPeUAXAsUCktV6ZnAONN2bUr2XEJtgWcDZQtphhtVkH++paNO1ikDv4/0+76lmo8ob48RI8ZeFRGgx4gRY08G9ZO+VlmqXm+Ybg3GghNACSsHw+2Z5FrAtlYAylnoekDqnaQlk40CpGApvXyUhS3H78+Xz/Ad2DYYSI4BJreW5BNJMswT3007pyNjrjUWsJLpRbBnszEpgxEGQLEILigBYi0ywML5+8U3C33fA5rPpoG33xcL/PkkWkgUMH9GZLX3GGrBKGNKBfggmQNwknauzSbh4R2gcdfvUqXUGsfsCfcZPu9d7vElYEzaZVJo3x5KqgTzXFMSJqOyWme5zyN95nwalICashKw50sOUDLAnAN4ScgQbTKQxjFi0kZ5AwCMeQTQBdhy3IA7vksCjuSKZ129832jjLn1LdMUxhCm29fLN5x02Umf+fdT//246fpk+McbxzMbejfs84rGVwz98tZf3heOa0iWrMnJfCZo3UVihvlRktU/M595JjDmdeG4mpSw3Vy/GSVzxxtJUr/u241RA79IJrsfU8KqY/RGb3KSPcyn5vBZpPVtMnPCbapMOqA8mJJJ4XkmM0eySlj8elmbShKFvD+hxPyOZwJzzJcpsR9/n6V7mqeDDhneGNAH87FWSZOfczFixIixxyO2WYsRI8aeDMCiB2XVWt2k3dslY2pZfMLYAQCQYAIKdxUAP1hwb2zE/qo9M2EAvexVqnRJl5IFJItH2D3APwwoAMPX9eKKXEu+zfaRlnLsMF2Mr2RgMl2zyecwO6Nm1b+XlpLzGa8M8IZfA7I6UcaJ8fOsqHcJrxUkk4dlfdM9Y1wrKAkAZKclrIBiWEPGsk3JtSJgQmE9AX6eAfVAnZZW/TI38jEZkPOs+0SVbVEDzPXFBE+yxBNA2bfJkvtM0f1ekLQpHBdeCMwL5mJOyTUbVAIOl4TPcR/AkA+qUvXCPUgyiOQBPc19W7qirM661Z0zSbUZmakb50DdNYAOEzJAbI+sBzj134Bfb4JGr3euI+UgjaNtowtK2Urctq19Wzbbk12mBLTiSD6rhLEmqcN2vQcCySavBJGsm4Nk9z2sP10USCRNygwlSQw2SGp/9VmvPmDf1+771umG6bb8UP43P/7Uj//lwQcf3C67t2gLx7iWwznUycpWmM840aPsoGUb6g9q8UmOMedg4UnUMJdh9Jlb3qV9UPZs8uCfpAljJNm9RFIsnRT1gQKA5M1c6qtqDDnPlt3xIokRI0aMP2pEgB4jRow9Gd5J2DMxadBWDbTTZgoADjjw36sFbH1gxuZBeTWmuhqQZEGJSVQ1p/XRcGyLldR50rZp+uoPX3riwT1jf5cvj3QPT+dHfrU+87kPf+r6H8okx75eNR2AMxITkgEtQB9MPQALZpbkRlqu3KbqvbxrLV5h1EiIUFLAuHu5PuOVVcLSUhZA+yoSE9X2BZCm9h6vAQ90fPhaVWTrniED+HIMbGdQJpMFWACQUE+k55hkkmXGQTJ2EyDCe4BvFA/IvP22YOYBkqOqTGoUZTXI/arsSCAZYMV0C2M+ABeAj3kz6c57RgmD2qhETt2ipO64T5Z8QJLNPTulRA6NA3unTP68Q5YQAOwWw+u0tiPB1qNkHpCY4l7sl/Upx7wMJ27mNrXvgFDfeYCe58ix/TlM5Yv5AaWifbxds4OzG2XqCS/Vx4cBM7SiLJlBOQKJQt9GkPIYnlWYytEXHfUGXga94fzbJGX+7K//7MSJt03845eO+9KimeyMFowsOPWNXW/8k/6/6n/Hli1bht12J1WpXNku8zAgeTSjJAmzJVxvkiQcU0f4Lvcn5zArc2dn+9R1bw6fwQGfa85zaVZJoojnoP8+903WjfVcCTju4bzMbK5aoGCarPH+fDtTxIgRI8azFlHiHiNGjD0ZAEXvXF4NFPr6cj7XI1uIIh+GmdxV67S0fB2ZbC2AKBkj5xdzgCYW8b5GHmdlFoYsRjOScld/8u+WvaDzkW+9OPu1Ew7Mrl5yaP2vDuxYsPBFhy9/zc9vv+OedTIGNQ3QWcBi1IRcFmDQImMQOU/PYsOYIhUG+AIQfP/i+dR3z8jAU9pxXjIgSpAYKMoYbZjSRhkrm3Xfwc3ajwGgwCsmGHPv2u5NAkkIAY5gUVnAwxKPurGRDHDBaFKPLfc7hmywydTOA8qQd3MuAEzGhLmFmzSmXMiQm2UyYc5BspIK5j/11lxDklgcK/Pc33fIntkWr43L5MOUZMCwUrfrW1ahgOF8qEGfVXJ98+H73qB2YTgOjN9oz9YlUw4gm29RZaLCM7skP7iulA8AVElQtcruq4ykzCkrThnNNeZe8mTPkwVlpMaZRr3+rtc/8vBnH/7o+vXrcfTfrgSE46xflPWpl5J7h+PLyZzn69zfUmVyqEdWitIhY/jHZIk8heMvLP/b5R/69ku/fRhs/0TjRGZrz9Z9XjL5ksHf3vnbx2XdI8ZlteOSdSXAdK85fI57veCOt0kJaKfsgznZEK4J9x3JEO6LPlnyJyvzNGgI+yFJBbD3UnmuG/X3AO5az2KYd/wAaoFvkphz+Y6kk3cxYsSIsccjMugxYsTYkwGAkEw+CTvoQSVgUTIGFgDhF7zenCgdnimHFa1V010tqjHovo1aGkz7dmR89ylZ6YGt4+89Pvu9/bPhKxmVdKxuX7K5+6CLJN0btoH7uN8GQBwwVXb7wVDK16fSrotzSI8n0ay5F8XVggUwyYR0MDYEABrnfmp2J2Tu8hyfB9uw5F7uy4IehhzJ9LSMwffsmS8lAKQC1FngIxf34XuMw9w2KwFUW2QGYI3htazMDT29nTEljGKXKmtlvUTe1/b664aE2Mva+Q5jSJlEVpXngYkg8msk9zn3OVy40wmWCSVsd7sSMI2re53MVAzwWwh/c21GZIkXmMrWsP8RJcCN5IfcWHLvkMyh1RolCABHZO+cb4us5npUJnkGeHolA8+Kxs9c8JnvXPmNK4eWbVj2nvGm8dbmgeYta7+69pq77757gyyJ89xwvJI5uTOPcFxvlyUEKAvhd2rPYX0Bjd53gjnuzfFITgxPdE60lDOVt+3W9q3Z1kNaD5B1iJhR8nxkTvh7BCNEFAOUJZBYgP3eEb6/UKbe4NkwIks0MbYAfRI3k0qSAngUcB+OyhQ9lAR4ZQOJtVpsuGQJqDolc3iuRGy6nj0dPGuivD1GjBh7VUSAHiNGjD0ZXuLO35JJmPnd13F2htdGZAs/DNTSbPMzBeU+agF0JLczqc9SXwzoqne/tzdqckFdSlmZUUkNmugMfyI1xewLBrYka61VLUh6cEwlVR5fLal+k2zhPp/wsmrMoGAJ/Yl5CavvQQy7TZDAALABtL2EnWvp+8cDUDnHonsduT/jASCFwePznI9kDKkPrh/AuU9WP4zJF34F1Ryk/TmOy1qLUUvONcGFnPks2bWBYcb1Gjl1um63S4mMGOaT8YfxpJSBsgzfG5zr54PjGZDVKy+RqSXo7Q3rC0DNy4zKcjLZPMC5VZZYQyq+Peyz0x0/vb0BYwBAkgKMA0wsyoW6MM5eNYJbOMoZFC6zV7z5ih9KoryEOUZtOImAxeE8JGPpZ9zfY6oEqlMylQhjhPSfpAElML2yZBIAlPKBjKRiYaIwmL44C0YWlDODmYdlagapMtHTFcaT8aOEZVjGjE+EzzG/FofXOI4BJXOGROBEOObucPzU4+PGz7Hgro9LPNeHxFyHksRCQckzjQRUraCsg44Ac3mL8KzclUdFlLfHiBFjr4sI0GPEiLEnI80gerAC8KKdEOAc4zf+TcuqkXazCHwmoNyHN4DjbxbRsEIs/H2v5ZL7LAvwxtHZwrrJbIuanBdZUU0aL7dslDF8BAtvz/bOFYBfACCKBJj4dHg5667CG9N5xt2zuHLbYv+UVBXd69LO/w+RVMD8KaudWTLvTL4g7HfEvU5iAzktRmb0tc5Lmr7hhhuWlkqlztHR0ccvueQS3NW5blwznwTyngY++TEatgloZNyrzTnYXlhNP+Yc+5TbL9Jyan/73Nj5BBd+BLCPJImKMiDkTdkwcOMztFTzyZy0Uz0gdIES5/AJJeAZXwCSK94oD4k+oA71B3ORfXXKADf37pikDTKAXVQCFD2wYq5wfAB+EgBIxsdkc7UQ3vNjKXcOPjky7X6nN3ur7Jr48eIeoA+9NxX0yUe2sU1WRsD9sUM2933bvM7Z+2ZveuG+LzzirmV3dZYzZTVPNesVd71izc++/LP/K1ML0NUCxcCoTG2DCR3JJZ65KE+8UmXiL8//y8MyB2SeN/vE7GPf+LdvPDA1NUU3AZIcIzJFQlmVJpsoYijzIOGB03ydEoCPIoP7tNZzmp7rZZkZYK3gGOZi4iVLGMSIESPGXhWxBj1GjBh7Omj9VU79DUCH5etUskADXIzIJLvUeQKMWUSy2Hw6AQvFohMTMJhYWDDYIpIALNp9qyEWk7CLM6Pq/P3ig1+woje7dlFOExpXu+7Wmb+5a33X+XfeeSeAB7DRLmMA5xNIZCWTG2Oa5Z2UJTPYmov5JRiHWkkPjhfWkfe5LukFc1kJA5t2VwfUUMPq3bAlk3mXZLJjb7jWI2MwkdIC1ptWrlzZePTb/vyb328Y/9BPm6YuHMvV//mrzjhdd99y+92yVmu+H7dXZyBzhw2ektVvD7vPINfnfDhuQC+1/wAP1AVkbDC6k6zNFXL7svsMfdsnVWl0iMEdxzvgvleSlTSQUEDhwf6kSva40W0rq4SlLyoB6zhxt8p8GDJhnz4RAAPP3xwH7ucYk/XJkh0w4pw/CTEY7Hq37fpwPHVKng+YLKKmIOmCCZl36q9TMhe5dzAFRPnh56DvEd8muxdIhPFZxiHv3sOMD1NC9k1SAma5GN6nFV3u16t+/fjLe1++5qSRkwpHPH7EtuN+cdzd93/8/o//+te/xiCuPlyDBW4bO2TlN0jL2W+z7F7hmNqbm5sn3/lv77z6gTc+cMkDL3rgFcMnDp/xmpNec9yOX+y4bXBwcEqWHCuGcxt3Y9UY3uf6YFhIUqZdVrozHv72ZTzVQDPPW5I2cz2nGO+5pO2Szff5dPiIESNGjGc1qjEpMWLEiPFshgceGUmFlStXNh/WPfHWXN1Mz5bR/I/fdelH7lPCHsJOUQsJ41V225gPIPcsaa3fvUkaoBPQD1PF+wAkydgwD6YBlJg2NUkqvPrVr255+xnLzq3X2LKZcv73dz5avOazn/3s5vAZb/hGbe58XOkJAN64LLEBk8w4SgYO+6tsgwAUoQDY1RgDHPlsj3ZmK9lutxIgVY29h0UEQHim1tfaA7pgwJHBonDw5mtj773hn67/csvYOSNZG8oXTzVtOfmJ4dd9/EMfWhO2ny4jIDEDm4s8ul5J8ggW36tC0m37kAFn3HYySmp9G8IYkcSgJdpw2C/Xz8ueqR2GHec4JpWANFy9Z5RcX38+nbI6aEAsiYV+9xmUFS0ymT1zhzpr6r5L4T1k1FNKgCLAcDxsh4SAB9XDMuUDjv77hDGl7IDvcE4k6ppk7DvtwnzQX505PBSOy9dOt8ladfm5SC97EobUXo+HnzZVljiMhO8xT2H92bdkqgI+C+NN3Tlu+xtlBpAzSurgMarrVcLAt4dt7wjbp5VfaxhrJOWAUcAxbLk3KyxI6jzn4+e88Sfv+MlFT3Y/idGeuka7Sq//19d/7csXffnTYb87wls4tjNvG2Q+BF3h2DbJEght4ZhLkrbKDAinZPORcWFsUAPNxyPDG0DOFen2hTFixIix10SUuMeIEWNPh5fplq/+8AeOPr730X85Wj86NKdxbWo9+ML/+PRF3z/7/V+4VJX1jdUWbR5k1wLe1cB3yf1ey7nc13RLJqnFaIkAKPrwdd/0hx6/5ZZbhm+55ZZPydy6qfn0YI62Uw1KFtwjml/A4MHY1lJMFWTMb7UAbOO0Pd99Y4gnzS0jTdfyEr5EATCGnJ2afEAb6gBkvciGCzJ2HsY7u61+9mgPziXpV7niopMWd54u6T6ZlFaqZLIxBZN7D0Ai7exo7hNPsImeTSdxQG9vJO0YkyFFpua8LAMgvrczY9EgM3CbVAKEkDmnAwmyN+5inEkqcN44wjer0qzPt5TLS1rqjhufAGqZAdH4CjA36Y3OdaP13rDsficJ0yhjYJHNUwpAgoR6Zx/T7vuTMja9w/09op0VKlwLrmWrLMkAq47bOi3FGsKxwwjzfGEeZMM5DKjSjd7Xag/LzDCnlFwjEhuoirh+bLNRiQSfbc4oKQ/wCRJk6Tvc8dAt4Kmyjux+2ed5cC5J/S392eLi4iHhODlPasb9HGRukmAcDuPGfB9RMkcXSNo3HHP90qVLW04++eQjMpnMlq9//esPy0ppeL7W6nHug2PeFTivxdTHiBEjxl4REaDHiBFjT4d3ctdhC0c/drK+cWg24OADM79qV3PmVVf+/aVfveIjV90jqxGF9YOZYtGfBtpIO3n9mYRnR2HUfOs1ZNrbKAAAIABJREFUwHCt/QAaYYsk6x+OiROgiMW/ZDLr9vADw7iroE85LDRmbl56DpObDkAlYG+ums9qwaK9oARg+F7HPrxDuj8nf7wAkQGZudakTGLL+HTJwGFZCUNKf2w+L5V3vj6ZsjQ9Nc31ARQwL9PAXKo0b0NCjwS8mpQ/qwSskCzpkKkZAJi4bnMeOZlMW7KWeqgpaI0nd8ywvBw/LbHS4IbtkwgBLJdlLuDpxNKQqidpALxPKgFlbbJe1+vDObQoAYOULWDYhiLAs7nDYRvcs77Hu09gAbhRFzDWaSNEnhH9svpuaqKRTafBGkqYMdk9yXHxL33LAXsAZN8ijm0Nylhy7itk256Z94k//14+7BfwS4kACQ5k/CNKADRqC0pkZpR0HQDA420w5bZTkjRaX64fy5azKmUqb5MGNdACj2QhDvRjsjlL2REGhoXwQ4lFa3h/MPzb+87Pv/OlY0eNXfjYPo8taZtoG7/4rIt/Nfxfw+/8yle+QvJjrjZpBMmy+SQRMR59pr4kMWLEiPFHiQjQY8SIsafjKQZ95cqV9e367aJsCj/16vG2/Ttf+CIl7cdYmEoGhn298x8r/KLfO4enW6vVYmVg8GCDiKKsnh2Wkvp1H7NKFrUtMjaWOuZaQS0sCQXOg6DdVq1jxXTs6YwtAGFIu5adpll0r3oAgPNdgCWtqQCXbIdkBww+i/s2ttld1O/aCtnjhh0Aef50w+atv/7N/1MCNEgqePBHHS9fwgDNGxtSK+1lw5JJl72ZGGZXRRmA8o73tEVjfpGoAEz5eecdyTOq9C8YVALYvPxeqjQ5gxXFzwHHd59ISs9bjgnjL8ZhWgko5/0FYd/cL5h3waDXK5H2c/yM3agSI7oBJaAOEDwYPosz+UB4r13G1DPXKE3huDAwZNy7ZC3PfAIJEA2DTwu6CRk4H1SShCABiMEfKoAOJW73fe5YFP6lZhxTQ+rTx2XlAhiwTSqRs5OM8eUcjCOgOe/eZ75QHkObuhEZ4w/wb5H1UM9tvnPz/zvhxBOW//yQny8Ix6zDNh421jrY+l2ZKSD7wsiOJBiKBFzhmZMkXLyyYPLMs8/s3HDyhg/eetytS8Ouuu495N59/2LiLz6nr+hc7droTbL5P18zUF+mESNGjBh7XUSAHiNGjD0dTzmLr1y5cual15+9E2CcyjRrJltYKwNILAgBPuXUj6q8Vu0zuxMeoHsWz7cAg7Gv9l1MuarVkSMDpra+lj8IrDrmWelWZ9WCxTS18l5eDADw4VtEPd0WRH7B7F26a9WQIsGFRUfaWqrxnaL7nHeVl6xvc0FWBy0l49Mlaaru4bWXnHvUQV0PNBRPGMyUWw8p1m1oW7/jP2/80r+sl4E5LztHmg6rTIIEZYCfG5gYNrp9ewYYsMR5eRaUHuvIvfE9mHXbqNaezrOnMOKtMqUF7LQHOwB5gBagfEzmUs4xc7y+rIAkCY70XGeuxaDMQX7fcGx9krpWrFjRe+yxxy6bnp6efPjhh+9ctWoVhoClMH4wy1klIH2buy5lJUmfWSW1+8i1YVv9GGNox+tpJQTsMR4RgG16h/tnCWUHmAF6kO5BKAC1KGlz2H6XKhUKGN/RdxwmOy8rmWAcWmQKiB5Jj8uMAZmPkjHWnPPW8DomdpLNG+75kswRfTqM58Lv/fP3Hvmr5/3V5w7ZeMiZGzo3dPUO9Q4tHVj6rU+e+8kbZUkouhDQPWGHTLlSVsLWe1UQ92PO/d1TOKbw53cccgfgXJI0kh9R38K+Zap8vs0VJBPn24XCq55ixIgRY6+LCNBjxIixp8PLxsv95SU/6s/sd3SX1jdIUkl1+m35pb/70S+e/O/wOd/TPN17vNpPuv6cH2nnmvO5wLwH1dSMImmXDDSnAzMvqboDMe2wvEM0oKmWJNz3wwacwainF7Ow6LiSc+6wZoR3Rt8dM7pq4WuaFY6L/s7Uj6eDhTxu2kNVzsWHT1YsVjJuO2SsKX2npUrDrvLVV189LOk1n/zkJw+anJxc+Mtf/nLdjTffTP0/tc0ANUzSYLcZxyn3N8kVxpo2VCQZqGEGOAK6vZwe4E8Sh2PuDN+j97pUWWLhXfORQ6PGAIgBDKkhJwECA4o0Pl0GAcvKGPp6ZY4pPUeRnjPXNikB2D2SFp933nmvGBwcvOjWW289MJfLzSxfvnzNaaeddt7ll1/+qCzhgs8E8n8Ac0aWZMBorU0G2H07Qbou+HIYn9Cj0wLMOow2Evb0fUrJAEB7xH2W698s6w3OcVIeUgjvYeInmQpkTJYYk0zGng/fwdV+OJxfUUkShYQAoJ5SA2rEqTOnCwSqD1qdAfCbw2fawuvbrrvwum/m8/kbjz/++AP++8H/XtvX17dFla7+AGcMIDHD65Yx6QrnPq7KNn3Mn7r2Je1DM5kqWDmncnd39+yOHTu4L2vJ3H3Jx3wiXUoTI0aMGHtdRIAeI0aMvSFgsWa3Zg664o6ZN2W667ad1pCZahwud2/ozyz9wNe+9sHNMnADSPXMiW8/Nd/w4F3u97oqfyOPpa4adpVaVZhUwI2v887J5NA+kHBj5EV9NWC11qITyS1GXR6oA8JgGyVrCcUxUq9Ju6U/BGtOwOSlwTVAwrOx6WBcPRu6q/DmfdSqj7h9ScZIIzXOS6q/7LLLtimRSCNNhhWGYUNO7aXl9UquJcwm6gVkwzhmZ8O2cFlnvvoxBojiki5VAqdM+C5JHi+dJ1FVCu8BZilPAMDiYF4MnyOxMSgDjtOqBOKcB6ZoXlGAfDotmWf+wdzzPuO26V3vete+mzdvvvg73/nOgZzDI4888vzzzz//WklnyJIqnEe7TGmAJB9gOKvK68w5cL5jqnTiZ97n3Hj5BMWM259PpHigTvIMZcZION8JWd91wCj79G0ftyq5DzvC+/RiL8uSNHgQwIajrmhTpbs+Cp4RWflBg6zV3cLw2pQM4DfLOisUZImLlrBPEgtFScWJiYnynXfeudWNDfOSZAZzAUUFYJwSDeYD49jk3s9IKjc93nTrMWuPedeqI1ctYpDz03n19Pf8fseOHaOyexKFh78ezLn5yOCJucqQYsSIEWOviAjQY8SIsTfEUwD9ggsumJZ0uaSVK1eunFq5cqVnMWHTWGQh22ZR7sH6fPc7n4CZo60W+wZE4lwNuAFcIeXEVRxTNs9OInmVTI7OAr8Wi16W1evCdsOYsmgFeE1LKq1cuXLBUd39H8pnJpZMKr/9Nxtzn1j5sU/tkMnfnylrLs29YIbhxBQPRtQnKYZltb7ziSYl4GJL+DcvuyYlJaAG8A145z1k3MhwZ2Qt33plLujDMsfsdpkhHdJuwKSXSHPNZsN36Drg2VzAjnduH5LVagPcPRPbJEuAtMvqhhtlSQAk5jhaA6YUto9Bm6+Hl0xW3iWbwyUloBAlAOfoE0fcf9wjsKSSzWNJKi9duvTI22+/fX/3mkqlkh577LEll19+eeGjH/3ogEx5MCtzpB+WJRcAvIBekkskVpBtp53rKT/JyFrOYWAGc874k2RL+x+UZIkAWGLq7MuyuvGs226dew2wLSUt5LgWfr/sx/f9BrADjjG7W6DK9mzMRV+qwO8kI7pkLdnwS2iVtW+jM0C3knrz/nDcdWF/KFEUPoMpHufA3CDRBoiXbM2JF8HMJz70iTUXH3jxP7WOtr7joQMe2q9lomX8BY+84IHu+7svliXscOeH4UdJQgJjvs9x5vXuGl7GiBEjxrMaEaDHiBFjbwgAKzErqXHlypVI2WFJMzKJpF888x4S1KcD1ucKX+cuGZPKAp3FqA9YJWTX/hw8U85C2cvPm8PxA8BrSfFpaeTryD1Qb5BU+MhHLu9e0fP491+Q+fYRDeUJzSin3v1fvzx7xSV/9qErP/Og/jCGSTB+adbRH5fvl0yyIi+Ts3szqV0FfcIHZQCU/u60lgLwMbeQ6E4rYRWbZaAecFEvMybbrgQI40yNPD/njr8oMwbDFwHGvSkcX6sSYIYsHtaxWdZrHDBKIoEaXz9+AB6k6LDngHUMBLfJkiGUY8CoT4X9Mt7sg+0xt0jwcL4khbzngm9rRRIDOb1U6aWQGR0dLdfX11Mq8FQ0NDTMbt68uRzGAkBJ27GyrD1Ye/iXZAfjzZzvVHLtas1nEmk8E/x9QuIDlQklK7itk1zB1BHPCYVjQtFCaQQJFQCh969oUnK9FfZPiUYmfG9cSZKIHu/0OWfcSARKyTXHuI3nCW3YKGcgkTOohFnvDvvvVDI3+2SMusL3u5XMIwA2iS6eO+0yT5CtsrkwrEoTR56VhXAsbWF/Y+H1/Off+vmvnH766d9580vefOC+bfuu7+rq+t2bVr6JRBb32aiSexXFAuqR3Xl2RXl7jBgx/ldEBOgxYsTYGwIASwASABcsEn3PXcCpl6LCGKfBOgvnp8ucpA3iOGbAS1qOnZWZMyE95RhYyA7KWkjJbYNFOowgIKdWLX1elb3Yfe18SVLxiM7xDwLOJaleRZ2kmw4aWPKuSyW9dbdHo3rsyqiJ44Fp9bWlnDttwRivufaF0zqgivZSGSUgzctu28P3MBPjWlIrDqM/qqSmlr7bbTKwnlEChGZl8woAAWD2CSFUAcwDlAqoJWCoS0oAi8JnkeNjkJVucQcAbpXUcN77Lj6+7pD9PzDeWNfWPFMemXl4/XVf/sxn/lvWFs3L0mEucV8flZnTzchatlGrDMPcqIRJpU4dRt2brrF9QC9JGkB0/u67737oxBNPfPjRRx89ipNpbGzU/vvv/+T1118PaBxSZYIHRpea8Q5VGh/SSk+ae+5UaynoywMGVOktgHQeI0USFqgnaBcGoEZ9gKu8Z+ElSxaRmGOMOaYW2ZziXh9QMicwHSQhxTxj3nP9ymGbuNkDljtlz6phJUz4onDs/W5MUZpIVqbg/QyGZIklHPULYfwpC8F0jjp/yTo09Mtc67vDe2VJo7fddtvUbbfd9oQq1TM+KUXyb1rWkWGHdi+YnzFixIixV0cE6DFixNgbwss7CS+Jpq+uZOAKh29fg1p0nwGsI/sEpDxTsO5N6mDb0mZ1tM0aT73OYn2u1mUYik3IQN5c9dgTMvbOM5dPGeTl6yaXAM7tJGbUlBnvnWO7uxPzNWry0l0W/wX3foOsF3g1eT9yboy6FPaL0RcsJ8wejB1g0tflE5QrIK2HqQV80M6L60qLLDwFADQAV1zTAe3UQedkYB2ARg0ySYYhWSkHP7nU3zCyo+e+5z3Hbj/qgC99r3lq31JmWhlJLz9m6RGXffqjb/nk+y9fIzMbBCziVwDooYYe4zfahWGSB5gEtCJxr+asT5KIxBrMM3N95o477lh/xRVXXHj++ed/+qGHHjogl8tNH3LIIY8Vi8W/krRRCWhcoiQRwnXh2QAwY8yRk5P0wl0dVYQHYoxhen4izceFveDGgXuQfukw7Ujty6pMyKC+APCT1CMB16QEGFNXDYilvp7rAqs9G7ZFuQClAz6pR2lKoxJmfDSMC4Ce+4eadZhyGHzay21054fHAteS8efeU/h7WOYDQLs47hGF96hr94kczoskKq+RjK0WvmuDZM/1trD/+bDiPrEaI0aMGHt1RIAeI0aMvSFqAXRA+bSSBWA1oArDBquKCZLfNuw6LB8y4vmCdRbb3t2aBWN6UYnZlzfRAtxUMz+DSa12XtSypttD+WBxD/u8UxTL+Q3FTJNyDrOUVK/JcvP2GtvcnZivURPjXqcE/LL4px0W44KMOL1NL8cGUKIu4NxxKqcN1Yys/VO7DIz5bTI3OBZAfosSxq8lbHOrrA4d0MT3/LYkq9X1LudIjul53y1jr7NKWnLx2ZL715c1+CRMtnDI0nfd2jy1byljH/hhfnLRQW3Nfy3pAhnAJIHi23L5JAEMNffFpAwkAtoo46iWWCIJxn0IO0wf9afayl155ZV3nX766S/u7e09dmhoKHPdddetUXKvSNKGMNYLw1hhKEaP8WFZIoTa67KMncbgjGPgvqh2b/g2g4wNah0/R6aVzFdk26gQMODLyFQR45KmTjjhhANecNkLLunv7j+6XCpnurZ2PXDL391y49q1a+nbXi+rh2db1KhPykwgkZHDhHvjQc+Sk2CghZlXaWCWt28Y13Elc5nz8CZ53TKgTMkCyVESaWUl89r7DlD+gBmlbw+I6onjIaGK0oD5BdiWqj/rYNNRmWCqyf24K2Y8yttjxIjxvyYiQI8RI8beEoB0wIlnJz0IqvXdCVlromrtxvicr9UElEgG1quBZcBXnfsdhtoDdNpmDciADMcEc1pt27XYdOTJzbKa1WqBQV3VnsGDhYM/eu/kG1+yXN86LKdJzahBv9DrnthQ7P3IHNucT+yq7lwyEzSk2xjjESysYW4lY0UBfUjJAQv+dZhxFv8AL58gQY5LrW81ph9mGDCJ1H2bElDQpQSYIM8HtLL9ogzIwIw3SKpbuXJl6/i+3ZdMZHVQQ3FmwwPf+O5XV61atVnW65wEjp/fgDbM0HZyTJ/MlHpmUndEWVKxLos5HvJ4xiidnMLwDLUBCoZW2f1BXX8t52uYTMnuLyTRsNmAtTpJhdtuu61JST9vz97D8I8qmeu9kp6jBEyOy9psAbJIloyHH9QCHjA3h3/TihXuFeajB+jebC4dPGdICrbJ6v+zkjLHHXfc+PIPLb/qKy/9yunDhcQPrmu06/ln6sz9rn3Lte+V+SN4MApQBvDi1VAftl9w+6QPOa0ZGRPMDpmDOL5Th46vBUkLEmA+gYUZHIlOnqU5mbydnumUjpC0JIkKK7/dHT/PSe7dEZnZHGMKg0+CoVpSEpXGqMxPAkl/g6q3sSRqJjBjxIgRY2+LCNBjxIixtwQLdf83clkky3VVvucDNrwWm+6jGliHoU2Ddd87GXCTBsMsggfc93KyheHTlVbi4uyZsWpBnSwS76finHMu3Hj99Z/706Fy94fyGt23mG3eunZswScuet/frdPcCYJdxa7qzmE7fcLEA29/7C2qHE9YdOq3MZsCBNDqim0CWGCl0wETStlAtcU6LF3e7Wtr+G6PEnA1EPbRI+tD7eXKSNUzkqYvv/zynif367z12y3jRw9nSmotZfSGt77u5WcUCmffeuutD8qkwzCpks0x7ycgVTKOapyc+Z/WUlYjWbt8TeWMmmdKm2qcW7XkFC3cKAXgWnppdfq+8x4P3iGeA0GCXZDdD3lZKUafrIacbZFkQTHSLwNiveGY2VbR/Uu/dJIrJCImlNw36XsPIz5Au1fvADR9Ky7fbYGkTy78ICfn+OvOOOOMQ3588I+PB5xLUn9Lf+bRwx496uSTT267++67aZvnzeO8ceCokudIvxJpOr3P22U17gDcDpn6QUqUGwBYkj894Xz6wzl1yspvBlWpAkCVMOn2t0GV84/7Bml+t8zpHSWDfz4OyYzuKD2gpITEEW0oYcW9qoZ7HQDP9fSGiWPh8x1uvHz4loQxYsSIsddHBOgxYsTYW8K3UCJ8HbpnredaaCG33BWbnt63By8sEmGnkH16Bt1LYek/TA0xoAsgiFS/WuwKIFOv3a6ElZqrdh3Ts51q3C+44D1PSnpH6js5zd2XfK7ASboa0PXuy2mA5K+pT3wACH2v8LySsaO+FyMxmDJvBOf3A9Pur3vZfQ6wQEsqpT4HcMCAr6iEaexWAgIGZawprawAoUVZi6/c+H49//CNlsmjxzPJ8I5ky/pm69QR57/qtPfp1ls/IGObMRzzY4iUm5puQFFJUnnNzT+4+syzXnfCd9uKx+6oK2U6Slm9YazxN6v/47+uC8cJaE7fL36+Y4bXG8Z1uypBKwCcGnik0bC51eZbWSadh5FF1eDNEFFBcJ25t3D4LstqpWGSqTnGWK9R1iKtWVYaQncA33+eeekTd2mDSlh0toMzvVfK+Jpoukw0SKrLFXI9/c39HUrFQMdAy4lHn9h89913b1Sl0SXPKuYdr3F8qES2y5IctKKbkJUAkMhpUpJUmlECxnOS1smc+Bn7EffdYvg7owTkDyuZwwtlc4Fx435lbo7K1Bg47mMmSLIQefwOGfNeCsdHGz/KJ7zaoyArtZB27oPurwPPblQV/rm0K9PJGDFixNirIgL0GDFi7C0xVx26r5v17NZckWbTkdnO5zhwasaBGoABGMEATLJFIWZILGZZaEu168znG945eniOzwEWYJ53Fb7VFovv+YQfC/8d6mCRf1dbFHtvAYLxpLUczDwJm0Yl4LhPxrLNZVhGK6y0KRwMKfMMOfCo2wbJlf7w/kIlJlq4UHfLTABHw7l2qpLtY85mxnN1SwDnxGSmrIkG7aPKmuecKsODKc9gwnY2rFq1anj79u3nvu7MN/xlU0/nkqZs3cPTD/7PNT/96U/5LOZmHJcfJxJRHWGbT8qADOqBsgz8tqtSuQBQ87JzIierryZpkb5OgH1KEpCOc8z+vJG4tygpUxiSzYWijP2H/faO3yR6SHSknwPp5w5zpEVmFFdL7g6L+xTj+4t7frHh4NMO3vjwvg8f4D/83E3P3bpx48bfKZlbsNtdMgac/vIkE3BP9+qFcZm6YkkYK8zaYMBnlFxTyZJIjE9G1vaRLgooNbh3kbBTh47RInO9ReangEmcZIk+7q9Zmbpgxv00KknAkNySTD3D/OMakGDplK1X2Ue160BfeUpQaIvIdY8RI0aM/xURAXqMGDH2lkgzWZKBM++cTk3rfMKz6SxefZ/mXQUMEGZVLMQzShbGWSWL4UlZzWg1xm2umK/EfETJgr5qnbkLJOHzNUWCBU33U58rYKw8cOHcGa9a5+S9BSQDR743tTeC6lay8N4uA3DUrdZKesBOVmPRAbh5Vfa1hgWkTAD1gweF7LcrvL9NVvYAo0jrp5KkcuN0qb9eGc244aiTlC9n+8OvHTKABohGyg5Yo24edQZtqurWrFkzs+ZDa/5NCUvar8qaasAuBmeAJFhw6ni3KwFLgDaAYosSRpVkS9proFoiqBC2g/P9hHZWBngjOdhiknAkZvx9wblMSPq9kmTBknBM28LnupQoG9pk11KyZwBy9/Q9wb69ESReBnPVNEtmQIehWt3NN988fPGfX/yNk1pPOn/1gasXZMoZnfD7E7b3/r73q9fcco3CMfJvTsn1py6bNm+A6oysBRrHmQ/fnZQpfXjeUAeeV2I6SH32ovCZTbIEX6MS+ftaWbcC7jmc2TGma1YyF6Zl15N7nR9v4kiZSEsYU+4T7l1ANAmHcVlC1CcJSKTgKt8oa2+XBuqeTQew4yLvzRZjxIgRY6+PXdVzxogRI8azFYCcNLD10lfAhbR7jLRvi0YP591ZsHlGF/YoI3M9hl2CDU2DAJjGasfsWaO5Agkrsv1dyeJJSMwnYPHmA+oB116qTO0qrOWuAnZQMrDPYpzSAKTXHB/qBMa/2vlTAgHAy8sSP5Q84Dhep2QBz7gipwUk1auyJh3Q4Nlcxgrprm+/NS2pcORzn7thaXfvS39fP9NRziQ7feVo44aZe3774d/96lc7ZFLz5vCDyRzAH2dyz/o2hLHB1dyb5VFjPyKT3TNWqEn8OA2osuUViQbfPowyAGrO/ee53rCrJNC8szdsOy3ykOp7NQr3PtfOA3YA/bDb7mgYgw4ZWFt40EEHFd7+9rcvP/XUU48955xzBm+++WZqoItuu2kljWerPfterdUf54r7PsAYQ7Spn3/n5z8476jz7j3yiSOnT3zsxHvb/7v949e+/9p/C8dLAoSWfLDIzDXmd5MSIO47FGCMh0rFX+d9ZGZpA6oErAtkvd4B0yRKaIXn67QB0QuVXNPRcCy+3AgpO/ciCTHqzLmXaEdIHf2E2z+qIMoaSCD5hBfMPMlVyjKaZd4AXCOY94z76dT8ypxixIgRY6+JWo7IMWLEiLEngsWgD9hdGERksU/XkRegsDtsOn17JVtIUws6Kmt9NC6T1frtAniqgV+YpPkcR1bWhzldj5kOzNh2Z5wAtLUUCt79mTZTaRO4+UTjcccdV/f2t7/9iLVbNy1d1N71s0svvXSbzJ3at4wCBI2ocvEtVS7EYUD9T1o1wXUHVFDfOqZkrFrc530LtnYZEOBcl8jkukMywEE9NYmg/o/+09XHbMrV/cNIXamnaXJ6ZOy3j17zH9d96X4ZMwyQQoIMCPXJG98mrVVWm98ia11HHbaXPrfJQCdsNfcUTCxzGfDIvOJ6y50jMvI2mbKEZD+gk3HzYJvXMPyC6eSex9QR6bs33SNhk57zyNY7JDWcccYZR/b09Hz0zjvvPHJqaiq7bNmyDUccccQ/f/azn71K1oqMBNd0ajvUTHtGv6DKe9NfV1ht5injhJcCCR6FsQKAyp1zi8wgjbk0JlMEDKtS3dEpU4UwDwbDmC2QzSMSDDDgfH9UBrApxeiUtEVW7kFCakTS/jJDuk3u/AHKSMo5zzolrLx3u2cOkOCUDEjPhM9j4JiOZve7/w73AwCe56F/nuNDAIs/IZO8x4gRI8ZeHRGgx4gRY2+Kas7rMFP9ssUVctenW9cNAKxWk1rts80yIIoElcUxC3tYV2+i5evg/xAAXTJQUlb1dmE+8qqU++4qADCA1PR7XB/AL8Z0ta5DGkBLUuav3//+g6YO3+8rP2+aPWo8U25cVqxbu6Rv4p+/+IG/+w9ZEsa332JOME6MVRqQpwPHbsYJxo1zK6hyQc+5AbgAtXVKABCGVjCtRRmDOyADRT1he/2y0gfkvV3uXJAxA0xxPfd1vcjbS247KAtIZgAs+2RJHBzQOUdqrfmX6+Z70zMO4+G8MPuSDKiNy5h05POM5ZSsHSDy+mntLBVHyTIhu5dhhGGP2Te10ABrfw+RgClJ6rngggv+84YbbnjR7Kzdzi95yUu2nH322Sve8Y53PBZeSoN0EjNl7ezvAMCdlUmvAeYk+mgzxnHVyWq3SVhMK5k/Y2Ef9eHeaoWgAAAgAElEQVRvwDQu9MxPGHlAcJvMEwF1BSZrY2Hsh5RIyZvC6+1hbDfKnhcYtuWVJIKGw7nDhlO3DQvf7a7JqCrd+/tlSRbuIdh6/Bq80WJ9eK0Qvs98o+f9QJWx9wlGyj78s5VkD0oAhfFAweHNPplTGHnGiBEjxl4baUOmGDFixNiTUc0oDhbNAzBYvKcbAEuMldI9qH14OTCBvNiDdsmcuGHLMJjzkuVq298dVgdwCZCcK+ijPt9nPUwTi3B/jAWZdN73vfZSVOqPW8IP584CvV5Stnz4/ld/tXXqpN/kpguPNczU/d/mqYMeX1h499/8zd8ACkeULOD7lbB7gEkYbBbnXlZeLXDLRo4N6PcxFY4ZAOPZP8AEdfUtqjS58zJywDBgaYcMdDN27AOpMvLfYSUM5UDYFvJgyYzWGNvx8NpwOM4x91pBSQKA/txTSoBVnyx50B62TynBYNgOrcNgJzGuY6yR+edkrD3KBoDdRNh3pywxUi2Bk64vx/gM4EndM1JrqZKBTW+r6d3vfvfE5s2bF3twLklr1qxZtHbt2lPdSyR8cmEftGlLJ7FIKrXJZOYcS96NHz3ImWt4OtDTnbZ4tOOjzIKyGLohlGTqIRQbLW6M/Dgyh9pkSoZtbuzySuYSzDjJvAXh3/8Jn2Ve1iupU8ecrhC2y71B0kEydUaT27ZkbPy4Ek8DnwBlHvnSFph1X35EAMa9dwFJKJRUDTJJ/5SSZwXJii5VdoBAmaDwXrU2jDFixIix10Q0iYsRI8beFNUAOhJN314N8LQ7hm/VAuCFiVY153FYI5g02vj4RXe18PWUuAqn2Z+nEwBV3Im9o3y1z/pe0Tux2TVey8qcyelpDFAlCQHgnC+bLUn6/Oc/3/iThtJziiln89W56X0P6Wo5Q9L17phxe4ZVreViX07966MoUzAAPgmUFOzH1xyTCAFgjSsxi8soAT+dMiaW8ZpSAlgpAWBetchY6zqZRLikpCVWPvxg8tYafvx1RcqL8zf3A8fJ/ILNh43NywAfjDGtyspK2H6SSkjf6etdlJRZsWJFfvmLX3xcrrk5f/9Pf/rI7bff/j8yJh0TM46V1m4dMvay7PbHuHuAzjX2terU38t9rtqapUnS1IoVK6Y2b968U5lFY2NjOZfLpdlZ9k0rNgAfx4ZJHC7l1GX7+4BzSpeDkGhAJo5CB+PGYSXgt0HWoowkDGaT7bJOAag2fPKkLrzfqORaA87pjc5c2xL21aqEDScwg2uTJRk3ypIEJI986QJlEDj8Y/TGPG4LrzFeqAioL0eSLpkJIdecxIA3m6vVVYJx59mKqoCxp24f08M+mY/CTDiPDlnf9Sh5jxEjxl4XEaDHiBFjb4o0gJJs8Y6JEZ/D2Gy+8u259gkwZwE6Jal87bXXLszPbFuxsW+k4bYf3Xvfz372M2+iNN/e4RwrC1latzW6v3cnYO1IKHjZeS3wDeOH9DMNqktVXpuQSYiptZ8rITGv6O/vn61r69xpG3VlaWp4FNdqgAJSd8mcuKXq8nv/L+fBvwVVgg0+16xK13mAiU9+YGTWLQPdtKdCqrxBBrrq3Pa9wgBJNwC23v0MyNzci0qAVbuMqQaQIGueCv8CgmCFp2VsK/JegD/18SMyszbmUlYmvR+RlXSU3nPFFQcPPaf7upubZpYVM+W6oxb96dpLXvuKT37mwvd+TabgoObZX1fMEpHCw9YCrAiflMM0raidnwPVknfcQ8U3velNDRdffPHq9vb2ZUNDQ0994IUvfOFDvb29d7jvcO/hSE4SAeaZhCBzglpvnPZR79RqIyhZ6zeuXVYJcMwrmS/4C1BOgFcA5QjD4XttshZkjDUqjlz4nG8J2RWOczBsFzCfUeLq3iBpX9k8GAzvHagEyE7JEi6SKQtQCWXc/rh3SAB4CT5zlbHrk5k+IvkniUGSyXccSM+lWkG5CvOFOe9r0rl3J8JrjC0mc4OKkvcYMWLsZRFd3GPEiLE3BWy1XzBR+5lNvQ5YeqYA3W8PQNH4n1+49OzDs/f9y0n1t114bMsjbzj66CNPO+io5Q//5GcPPKLdN6iDHQLcI89GyoukHDDD35gyeSMqPgdj6h3bfQIBthsgAqsGK84xzKa+51lwpK/DMuD6jGLVqlWll736VS/+XW562bSDaadO5P5n+w/u/Mzjjz8O0waw9fWzyGXpfz2d+im6Hy+Fh+XGKAzpbIuSBTrjIJkiIeN+92AWw8C8jEEEvFFbjcwf0MX2qcnNq5L94z2+wzXi+sMo8zsu1rC+3gmeeYHEd1TGjlPvDOtL33laURVkQCcnqeXos1//pa+0TR6/o65UN5gtZR7JzXZ2q37ZMQ2t33/wwQeHwvhVc9X3yRXv7k/ZB3OXecY8pic6qg+Ckg7AI2NBy6/sySef/KNjjjnmwEWLFjUuXbp09NRTT3148eLFl3zwgx98MHyHe4jkAfMcZ3TuFZ4z3k2c+6SWcoYSFu5raqOn3HemZcC9UQmo9QaBgNZxWc03iY1WmSEe4LNFSSnFlKyjxLSS+5WyDZ6T3D+T7nUSkigCuPf4HTadLgGMGePXFt7rk3Ua4Jpxj0iWBMGxnmd5hwzw+8/Pt92jD54RzDN8BXjmNchKRxg/VDnPRNEUI0aMGH/wiAx6jBgx9qaoJXGH6fIx695/umZx6ShLmvrYxz7WtrT+/r89Ud89WJKUUXahnlhW3P+8f5D0/dR30jLxarJx5K0l9xrsHOy6l/YCKpHwV5ONT8hcl2GF50pWUBs7H+afhbrv6/2HGOespNyOH9992V+ecmL7Q42lI8eymaZDp+ue7Bge+z+f++EPN4Vjw4AKEAYQhQ2nDpYWZLWOi/P0ngWMJey4Z+MBS16ODphADjuthIUclbGGAIwGJQwpQA8ndd8XHGM51AywfxNKancXhvdpwdakBADllEjsMeaCJqaEoqAETNE2jWQT/gd8Nud+BzBxb2FGV5CUf/7zn9++rkmLS6mq/d80zuz/1j854Sh961sPqfZcYq77bwOEvFQb1pOa9Vn3XnrbPB9gWqn/H5U0e/XVV2clveX666/PTU1NNV988cWA0Xr3eZhxtoE7vJfjS5XdHoaVKBZGNbcxI9+l9hpVBeCPc0T6zTGQwOF+x72cUpqCEgA+KgPgC2QJDszcRrVzK8kOWQJmUsaSUx/fHf6lDzvbps0b5UQ5JXMOJj8f9tUnu/8oF8HvgLZxTeF7zGOOjzpyrjnznlr1sp7eMwcVCeP3/9l79zDJyvLc+66u6uquPp/myDAwzIDIQQ4aQSEgBDxijJ+gYYsHxEOIZhsJxhjJdmKyZUcNol/EqFsxUVFiEI1R4zEDO4qIIIIynE9znumePnd1d1V1fX+s9ZvnqTVV1dVDz0zv63vv6+qrp7tXrfWud71rzbqf537uh2vAuAbicY3I5nZc1sYvICAg4LAiEPSAgIClhGSNqpcK81LtX9jIMtZqC3ZAWN3X8py15fvWeWqRUllrUg+tvuqqq4697rrrtrkx1qrD9tloCFtJlS+AnI/PFJJJo9eyz3Z7kPHHbRy35FrtziBsbF8Nvv5WMndpn9k7kBdYT4Zmb7rppl266abXvf71rz/id37nd0ojI3uf2LhxY1GRRBcX8jFZn2+yxsx5VhG5pC6XOeYLNYEHstqUzMSrWtaMuSQLPSm7PhCLIUW12xh3lWUBjVFZLTitsyD8rIsuWV0ymVJI3S5FhKFHVoNM5peAAOMjq0m9tu9Hz3H7ZPLe5DVhrVEu0iFbp9l8Pj/RotR+QZ+sNNeWbp6PzCRLLpKAMBUUXUtKCXwf+yQgdRBcsrnM5ayk4jve8Q4k6hDDHkXXhVIZjoNDPPumzZ7vQU8mfCFdI3B2n1JEQIdV6bjvfQ8IzsyqsotFpyxwwjXwpRVkuFcoWo8E3rzTPiUb1GVzHqxxCHdKUWCItT6sqI3gyvjY7YrWJUEXDCCH4jFQo46ZICUWrLnp+DN4NKCgIJONWeeoLJDJNeAZyb0zp/nJOyos/1xAmcQ1aFZ0b0zH50tN/5CeYRlPQEBAwDNFIOgBAQFLDRBxJMO8LPGzfylbLLO4ChTLzePFVIs3jpIkzaq1sGrVKuo7F3K8Wm7j1Rzcky+VyGHJinqyzkv9rKyftZdrJzEry+YnySkv8EhhkQ9LVkebU+O191IlMYcMUWc+/pWvfOWxr3zlK2SRIQxk7yFLY7KaXR+AIAtO73nIppftQtb57s22yK4lAenrjX8mk069M2ZTq2Q14ql4nMPx/nFdl6yG2Mu9IX5kqzHN4tpOKSJoBCrIrpIJnJKZaeUVkR5k/QQCyMJCTnHzh/xCPCdlxB7Ss1dS1+bNm9PnTpUez+Wa1ue57cpl/c5U5tFf/Og/f1Nl7jzwV6jXuYAM/7isFRvGc76EwBvM9csy2ZTp+TIBfwxKQWhjR2mBJ+aAz/Yqmi/KKXyv70afNVxb7kVfjsK9XJa104PgYiJHEKI7HvNuSY9JWtHV1bVsbGyMuu1+2b3FPgkO4Ecw634mmzyliJwin59R5KOQUxQ8KkvKH3/88d3nve+8d4+uGD0905KZXj62/I7bPnzbp+66665RRWuE+WdtUsrTG5+bVyNQE0+wCnXBiCxAg6dGco6bEl+1yDvfyd57MBezsiANwT/WWbOk1Yqy+HlJ+vznP985NzfXvW3btu0bN25cLKVWQEBAQF0Egh4QELDU4GXgPmNezRRuMc3i9mEsX7z/kfbnP7BGDzw3FR++oBZtKz/rofe+9727F+s4DYBskc8AJcm6z6IjJ60VQIB80jKLLCf9nD0RSbooQ4zrOSwD6pi5LtPu92TSpmWEAdk119D7AfTJ3LB5uSaLTpbarxnUCn4cmH/RIoze0LVA7TDt4yQzBcsqyi6SHd6tSoLEHJL1p0WXB8GBWVlggewoGWWO16ZYwi3zA8BojmDGalnmGzTL3OPJpE7LyA/XhjpdCE8mPr+0pMGHv/6dv3jzxa/IPNaW2TCdKqc3zDZtn7nv4b/71re+1Skj/7XWmlSboHvyTEabtU45gK/rJ8M/K3Py9/3ovSqEeYEgNykihEi2kyAAI5kDPplcfy8RtKulUvHHB5OyYFMu/j4scyyHIKPC4P6mNrtlYGCg6/LPXP5n2/q3vXg6M53r2903OPQfQ9fd+tlbH4vHjvrCr32CbB5kznE1p496StE9RnCuW1L/+R86/9qbX3bzS4c6hlKS1D/Rf+alpUuPu+viu35flR4Div894c6V6zYrez6VZRl2suT+2nPfJ+eY52CtuU657y0yV3efdU9m4JH7s/4wqZOkI84///z8Ke855SPfXPXNM8dyYy3rd6zfcc3Xr/nrv73kb/+9xjgCAgICFg21pGcBAQEBhwuQNbKqZD8xTJpMbM/Ldb3a0AXjK5/aeGp/etcnV+mRo+ZSzXPbtWHzjx4svuvjH//0E1p4tp7+1dWMtCApCwFEikxSVtY6i4x1PSM770SOOZYn4L59VxKQ+Wr7ZyyQP28eBpnis1zTTlU6qQMyXNSdF2S1tJIRAeTf1C/zwi/ZCz8ZWPpGIytvkc0bJldk2AuKZL8FWaurdhl5noh/xpmdbCvEmixwj6QtsvZ0zCHZSwgL9fZkyCFwq2U9tcmKMw+cJ67Xq+LP7pL9/46pHccmI90uyybjst6niMQOS1orqztOn3DCCevXrVuX//GPf7xjenqa7CzmYcOq3ke8TVYb7dHpfk/Gk7ExPz0yIst8cX1x4kbqP+L2TcAHYg5JZD79veaDUxBa9tsUn/tcYnsUD8l7mXPAeA8gV0etACFm/hgP9waeC5xX6l3/9K6PfuOib7x9e9/2jCQ1lZt08aaLH9v87s3//f77798i6QnZHNPrPC+79mTqGSe+CkfHfxuUzXNZUuENb3jDiVuu3vLDTc/ZtNKf5Ivue9HOC759wZnXXHPNdjdvio81JbtOBLCYJ57PKBnIXjcpus5I3jGLO9ByGs4Bb4dU4rsvn/CkXfEYOiR1XvnlKz/81T/46mtH2kf2vSe/6q5XPXbRry960dve9ratBzCugICAgIYRMugBAQFLDWRWJJO6S1ZrnKxD5+9eDv+M8fp3brxX0jmf/vSnlzelmmbe8Y53QMIWKvM+GPByTV44fdYV4lGr1px2VknSi9lcvQwhmWUy6VJl7XpB+79ck/knm5Z06a9Wzwy5h0S3yoy6fGupUVmmm6AABIEgRlomncXEasJ9hr7JtGji2HlFRHaFTDUwoahOlWARvdkhgWRBuT44uU+4OUPKDdGlDRTGeL4mHQf9I+LPUgZALXJe5qrNua6Mfz+k/bPRHfFxILp8ZlbSdlm9MPdeh6SxBx54YMcDDzzwRDwXKBhG4u36ZTJ1gDrDf5eMmI2osm2iVzRwH3fI1hj10bQZwywQjwSIPgEWMtMoRpBP85zwJnDczwQqxmVE0dee18rwehA08fcE8m7uV9YorvmUJJBZTsnuoZnho4bPhJxL0lxqTreddtv6l17y0hfcf//9T8nUAkjlMZCkdIHxQzYpv0Dyz9pujv82m06nNwz1DHUnT26oZ6i7WCweqeh60OMd4tshuwcJWLVo/2AdPgw8n1plte6UwfC7hYKyD4KXALUVa8sT9rT7d0HS2MjakWd7ci5Jdxx3x/qTnz75lZI+fQDjCggICGgYgaAHBAQsNfCi7LMcoFodumQu3Ytu7nPllVd6STuS5GQLqANFtRr0hWJO0csyWWZeNCEjEEKOB2mgzzigLrMRJQKkh2y7r41Ong8ZTV6a/Us3RLbWHCTdrzOy9mJ5WTYQozDvDs3nCSigxMhIar/kkkt6Ozs7u37yk5889OSTT/J5JPS01uqWZZzZnyehPhuNDH0q/hxzPaSIuNDeq10mYy8rIsm4bzfJWm9xHQh4TKsyM9web+sDVzjaMyd98ThG3Fz5fvDdMlOwgiyjCXFkzqkRLsjcvlEHbJPVi7coCiBwHzIWb+5XrU2ZD8pJlkGWbJ1C1Dn/Unz+mClSOz2u/eX+BACQeHM/QL65p9nGk7gkScf3oVprOakyC15SdH3JnsudCyoNVACSrd898feOtra2vpmmmXYlkG/Jq2V5S6+ieaf/Od4LKE+8IR7zQHnMStm91+nOr1nS3D333PP0uu3rdt2/9v6j/XGP2XbM7rvuumu7TP3hgyMoUfgdvy/J1hBrlXt0VOagT/kKZTZJtdR8QO7PM3C+Z2vZbcO/UytXrkwVm4r7vR8X0gUVmgr7BS0CAgICFhuBoAcEBCw18MJcLSNeq94cqfZiEN75UC2DfLjByz6EnAwzvZN9SzpPpOk9TS03daLzAYluV3w8WpAlASHjeBBryYgDJLBWtgx5eqsso9weHxtSCXkka56XEeQOmflW8a1vfWt36++c9NmHW8sn7tRc9vyznrO1ecuuaz+z8do73DFLikjrHpk0H0M4sp1kZUuKMsjJmmkyguMyZ3Yyr5A0amEhNI8rIr2YH3rDPrL+K1TpcO97WHM9MVGbjrc/SlYvz/ExwuL8vFkWztxdikgwcmVvvrdLkUS6S0bKs4rI4oQqVSYoOii9IIMLfPs0yO2YLLAxldhXm8wtHzk6KgZff055AyoJFBnTMvLH9nPuvAFrknsEElcri063A0wYyQY3KVoHLTIyCmgzxpopKVor7ZJapqam0j1DPbvTpfSzSml7HG7YsWG89HDpNkXBlxlF6pIt8b5xiJdM2eEN5HiO+hKCEVntuO67776ZC5+68J+fP/D8d92z7p4+paTTHz9977rH1335+u9cj2plPD5HeqVjaAjKiu4hb/BGYC0fHxM5ems8bqTuvjylURDwq1ZukTRI9CQe1UxKUsvOnTtTy4aXPZktZk+YzdglPmnLSXvWjK5JttkMCAgIWHTUM8kJCAgIOFzgJZmXSbmfIStJ8MJ1KFrk8ILe6PF4cUyCIOlijBljMl7Geekko5R120k2t2lZVnc+SSk15p7Q8P9IUtVATa3vRY2EFFLkDdXqHZuxclwIOCUHZI5L7vc4otN2LCOp+ewrL//cF7qnX/lgc7H76ea5jl9lC6vX57pPa985/MNt27ZNyIzUIJXIrAn+kE0l+ECWkhIDMtlk72k5NauIyEDeqFPG+R2TL7wXCEgg28YMbVImzSebOynLJCPtzsmk6mQpUQRMyQzTkNl3KiLXZIb7ZLXwaUVkbM4dm+BBr8xTgGvQJlNVkNWUbC1Uux8IgLBvMrv0/pYsuw9p640/MygLlnhS5139u2Xt5whsEJzwHgwQZcC6Rg7P71rdz8i7PeFDpt4ZH9O3b8NXoT3+3JEyoz7qsyln2PWKs15x15FTR5472DO4rKncpJOeOmnk3PvPvfmGP73hFplPAAEV2i2yHnCwL7pxsQ7yikg1ZS1I7Lslzdzxr3dsuuyEy+4+7enTSqffd/pvn7vjuX9x7euv/Zqs3p3+9ShcCApwHIIhdIGgHz1SeEosgFeI4C/RqMyduWOeUe4gtfdtGgkyUYbCubTHYx9/84Vv3rR67+oXTLVMLc/N5tJnPnzm0899/Lk3/NWlf/WvDY4nICAg4IARTOICAgKWIpB98nLn4XsFexwUs7g64IWwEWLbof2NsqT9zbGeKbzkWzLiSLsyqbIum8xlu+r3//XSeKTgzD9yZ1//3ipzNAe+FRYv0sxbrWuaBMQeKS2kBEMtJLtItSHLBUl6z3vek3vy1KPvvTWXP87v9KhSpnzxE9Nv+vu/vOa7bl7orZ2WZVYh3NSmo1woK8p64qKPzJ5MIRloDMi8WRySdu8aPiBbXxOK6s9p4wbh71dETFnzuH8jbyaTTrDCB5Xo98w4cjJiiD/BUZJ+E48LKft4/G+OOS1pnaSdssCL3Pl7UzuMypJmj5Bob3RIRp/aeEz9OuLP0AkAUl5LycJa5FrQhg7yiOu5X3ftVX4nGeklk+4d0iHerG18E7gWXAfk0dTsk3FPKco0UyPNOHn2tZ1xxhlHn/32s38vn8qvHf/1+C++9Ikv/Sge61pJO2Tu883xv1OK7g3mk9ZxBBMmZWoKJOi0TqP0wbeaXKHIjI71S5CFLgIj8T695wDBIj+HPbLyjNH496gKeJ4SCCNI5UsOkhlwsuI812jX593ba6mCWmXu7XlFa3rfdX/zm9/cuvbZa3+3fU17Z8dIx13vfOc7t9TYT0BAQMCiIkjcAwICliJ8NjiJWnXoB8Usrg54ieTlciFSTIBUfLGANJoMkhS9OENSqMNmrJhKzSrKRo5p/9pa74pdjbiQ0YZoQOL9i7k3PUu2VJNqX9Mk/LEUj3tE1tOZY9BnOS1Xx7phw4b0oyrspxwrqJwqlEs98Y/Ia32WGtkw5JVgBRm4YjyOLhlJ6ZJl9Bk7JBwXc0g0Du2QZ/ZJyzOysZQCzCoiOBBg78DeLMsSk/VFgk7AYUom24fIkO0dUUQg98Sf7ZJJs6dlPdxpbzcUb/+U+z0qAeT/XoEAvIM6NenMFQEfavYhjQROSjJy5yXpHqzboiIyjNJhLj7vnKyePmk6mfydVJlppUyjW9E9MyULjnlzNEwNk14No4qI6qSs/h+ztpJsrbCvjjvvvHP0zjvv/Fw8H9zfZUVBmmFVSuv74zFOytYWxm34C8zJ1hhkmvvKqwwguChxIOCSkeUdqvRV4LohtfeqHfqNk3nnOre5z/GdwAGBBfbBmiWYwf8XU5o/WEpZBCUktB/cD1/84hfnJN2u2mabAQEBAQcFTfNvEhAQEHDIkWzR4wGZqwbM4g4VeBkl21cNh6Iu3o9HiogD7tSQWlqr+XFlFJGFEVltMO7PSKSpG66X4cZVvlf7Z80kIyaYQyVfiOtd02rnSO20J6CQCKTDZFb3tbx65zvfObGmlH4qkxCPnTLb/PSOe39zp8zlfLmMyHQoIgn4DmB2J5nEHmKDYReqhRFFtdo7FNV/74l/N62IRHUqmrNlMkLZI5MLQ6q5lgVZ66w5t59eVdahY0iXl5nXKf58a7x/SHuXO7fZ+PjFeLw4s5OpXCYLXKAioDUW2dopGbEnM5yVydFZd7SZQ0bvzdokk1u3KlIUoLigT3qtewpFB9lufBXIBmfjOdkpCyi0q9LxvNa7EcGaPpmyQjLZ9oAiuXpa1iZuRBGJJ3CG9HxKlln3pJfzokSCEoW9MvUKzvzIslOy0oeUovXGvcb9CKGdkMvMy9Y8teRyx2UNEjDwNw4BFsoKZhQFCyYVXXvUGigK8GagBRzBri5ZkAXPjG6ZQgFJ+lS8b5QbKGN8YLZekJR7qz8e15AqVSTVMN8+AwICAg4KQg16QEDAUkS9/uD16tD526F8qfJma2ScPMgqVxsvL9CLkUVHLssYkplwZM/MDVk9xoVEuVq7qnoyUcnI8rRMweC355qQHU6eb71rWgu4VWdk7utk58gY0oqNzKIu+f1X3rlmNv3C6bT6O+ZSqXNmWx8/ZnjmUzde94lfuDkYV0SqyHaPq7JmOadI8iuZUV23jOhBvrwDPHNJra9kRHpORpTImrYqWjvLZGSSmu4uWTaT+lok3HPx2DH+I5MtGamjzl2KiB9Eqk8my4c44/y+J95/jyzzPinLHHs5Mv3gFc8LBmQ9ikghsm9/nzI21g216yg8fM1wOrGdV4SwjpKGh7QQm3F/IyjgTQVpdUfNNuAcWXNsR3AEwpo0yOuREXquHySVVnUY3MnNIWuvSWaextpjngru73lZkM2bsaH0IDPtgzcoath3t9sv8898U0vPswA3fEwcWWPM24zM2Z+ABXPsVQgEZHwQkPNnP6z9WvBdGzwop6Asg7r+Rsww8bII2fOAgIBDjkDQAwICliLqEXSpUn6ZxKE0iwO8tFYj6fMR9Frn0SjIOmKGBjEnaw0gI7jdJ+cX2Sw9u+kXzt+8SsATF+Sq0+7YPhAAQSbrW4uEH8hceEMon4VnP7V/asYAACAASURBVP73TZJKP/q37wx1j+W/8d/Wn/q9ddsnfpC/496Pff6jH//3eLs+WX0754k7NSRkRiY3h3ASGPG1/5w3mUTWCL+bkvVJJ8uN7wKS9jZFEnd6tuNYPisLCszKJNxcM+TStAPjXoBMQ5IZr699Z4zeeb9JRjwn3DlD3ukYgPKlIOsmQJ0vgRnGkGzJl5H1xkZODxEsq9IhnLpjZONsJ+3fws3fH8mOAbine8dwOkJIJoXujr84BoEQ2u4hsV4Rf++SkfTZeOzcE8MyZUJWFnzwZT2peD473ZglKwNJKcpWc+8RZOHzmPdR90+5B2vKKxC8izrqEO/vwDUk8AEh75A506PegHxzP0CucXknaDCriCjzzKDUwbcJ5DnFPV7v2UAgyreK65ApAvBAWEgAEFPLkEEPCAg45AgmcQEBAUsRyCJHavyd+tdabu45LbyH7mKA2mSfQSPzVs28jmzmgQYTvPlV0miObGFy3+0y52df68qLOpmzZJ936sgxmCO7Ku0vf/fz4KX19Qz86l3T+UDdM9ed43JeEAgyqxiBdSi6NoOyPth+HPyOVlaStXjribfbLiPDSOKpRadFmQ9S4IjOy3+3bH5ykva+733vW5465ojzxnftyfzgS1979JFHHrlfllVsl5l4NcdjI0MN0SGLDlHiXiAjm3OfYf1Qxz4oy6QSlEBiz/VDKcD5SCZL3qko2w56ZWTet+VCbo0vAfOA8R3n6o/v3dm9Mz7BgORa9y3X/PXzXgrMx5SsTh2ZP2sIaTn91VlPbaeeemrXWX961rsn+idOSRfTpeyT2e9+7a+/9tmRkRHux4wiFUReUdlAMXFcyYzrWt3xOmUSbMaKS3s+nss2RZL6J2V125Qd+Dliv4x/uMo8dcjUD6V4/yvjbTvjcyDYQNBmRHbPsT5RyXD+ZOeZe+afe4qAUIdMWYFywvs8VCudkSxLjlEisn0UBQf6bH0mz6OAgICAZ4SQQQ8ICFiKICtDtiYJMsDVshu88EmLa8DWCHyW2suKa/X5Rkq70Aw6xAODrVpZnmQWnWNSFw+h82ZovKRXUyGQNfRO25wzf5f7HZJgqTJoUQ31rul8IBOKjBdZt8+qewm171kOKcedHTMtXNHJSPfISPmozICL7DwSb1zHvYyXsfjWY12yYEdrvO/8FX9zzR9v3rDsY//RNvu6h/tbX/r8M88843nHbHjs1z//xUPxNgRWIFpFWYuvWVnNvD93SHCnLCDkyblvnUd9M627+mREBYUE0mdUGwR6IFpI+altn1ZENqmZxkG8K94e13OOAdmnFRwZc18ugFlaKv5scm0hQ08GrzA2K7vzpsWcN3jj2o/KAgmSGa01d3R0lF/5iVd+/msXfe21d5x0x1G/Ov5XR08eOXnWa09+beaOW+74maxd3pTMpV0yFQOBG9/VAGI9rP17yXe786H0ZEBm7oiagRr8EVmwZUrSKpkSwoPsPuoj1o83lPMyct/nHYm9D56gzOCeI4AyIwum8YWknvIU39HBd46olc1ulflOoJKgZOCZKJNQDBwq/5CAgICAfQgmcQEBAUsNPJe8q3MS85mK8RJ5OMDLc8t8Gx4gMCbzJnDVALH088SY5mSmXj4zCaZlJD0JiHdRUYaY7Bm138iJ6SXeLiNx9bAQo7gk+NxeRYTP95dnjpB0Y/iGHBuCDYmjPzPZ1F6ZSdleGVGDMNDLGZIICSMQgKEVtb8Q+wlZ1q9d0uxZZ521euea/tf/KDd7xO70nLanS/p6e3596rijPxCfFyRuXJFrOhnNvW78I/HYuuKvXpk5FrLwSZmRHXJuH3zhvptURKwxfetRpSs3a71bEQHdoygDvkbSBpmzNselFV6/bF14KXM5HlcuPiek39ToQ65ZY8xtErRtI+CieHvUB0cqag3WF88r2fEpWaBmND4f1o9vTTgtKf/uq999/H+d+l8vHOoY2nefbD5ic9u2NdtetWLFCgIeQzIvBOT+ZLSpifZGeRDhZHkPASDmgwAaARbJggp4HyCRx0meoESvLDjRFW8HWSb4Qj39jKL1NuWOh0wfWTnn1enGwXXwJRaY2e2Rrf1emQSe4/XIzCCliIAT+ASYvq2IxzCsaM3UM31rFL6EIiAgIOCQIxD0gICApQbvHFzrGeXl49VANulwPeN8r+V6WIjDOwSD+t1GpJcQQ8VjoY80EtNaQYyyrPY0OV7Moabdtrh68xIPWcepuxHi7aXoCwHzTLumSdkLP/slg5eSkZUemTwXsi5Fc4KbNMQd53Uc8al5hvSg2qAd27QiEkKLsA6ZvH7O7Zs611FJW08/9+x1D7SW1lSeXUpP5FL9559//lpZey5fo0sGkfrzgiLZ/ZjM/4C2YgQkemW10tQT+2wthJSfhxXJs5sVBSvI/nIOIzI1SEqRzJ1a9V4ZAWS9QXrJFE8qIsu0y0N+z1gIClD7Tu23dz+XTO5MWUWPIpn2UYpq+Wl9N64okLBbkcv+sGxdzMT/Zh1AqOX+NiJpLP2s9FF7uvbQ6m4f9nTu6TnzzDNXyJzufT0zQQCCC/5ea3N/8/cBZJ+gF3Pi3el96zOIOPOTkxFyMvaUGRBEwCF9XFY+QeaaY9KazNeDT8tM7yTLvHe7cTM2ngPFeB5xfc/J1hXyfcg+cn3asrXH2xJgHJIpSRYLh6pVZ0BAQEBVhD7oAQEBSw28jM9H1ubrnU0WvVqG7VCAft3I9Q8U1fpFN4piPAZ6WY+qcj68vLvaZzPu79TMVqt3B5B1jJ+okcadnGx7LTTaD92DbD4v6JALanGT7tIY2nmyBrGDRLYoIg/0U4fsSOYbgIkZ8vJy4jvO29THUt+PAoIe2QQ3Sv25jqfb5lIzSu+rTZYkdagp//DTTzcpyjwjL0aGT6su6tIJ5Pje55is0S+b+yvrzpn2bZA4ZPBy/ybD2a5ILk2mOa+oNR3lEpOyWmTI1+r4ZzK69FaXjBC1aP9SCN/iK6VoPREQoUac6wepo+0XagMvL5fMxI9gEoEWygUYC0EPv772Ifdk7oHVe1ePbu/b3u1/v2po1ei//eTftssCBaxDb16YDLBxHWgZSIYduT3/9tsT7MEwkBaGrP9xGanPSdoWf5a56JN1KADI7PEloM2eZMFTv86T0naeFXRSoGSg7L5zvDmZkqRNpvoYVbReUXkUFWXKaV2IEoNrv9gI7dUCAgIOK0IGPSAgYKkBglYvgy7NL4k+1D3Rq2FaVlNaDfNl0KnJ9P2iGwWSWm8KliTWSG9rjY+/Q6aosZ4PECayo8Oy2tY21e4bv1CZO+oAPyaksSUZ2QQYTVE7LUXmV0jBkcQjlaV2F0UG5DhZ34xUm3kiq45xF5llat6liDSSRW2R1P/PN9647Yyp9INptyI6yikdnS9vfvTRRwk8jLr9ldz3tCIizNyulrm4r1BEPNtldfCQbUzrOCqZ3BZF14tAC4QQh/kpt++B+Odhd44QPOrlh+LjtMefycrczZGPD8lk7gSlyGBzjp2KAhV98bUbiH/OKsqIP61I/r9TlhlO3jd4KPTKWtYRGETijWN9NY+HJkm597///U+ddd9ZP1o7tHZWklLllM545Izh5VuX3zg+Pj4ia+kF6aVWmt7lyPaT8nW2J8CHjJx6/TaZioE2cXQRmIjnkPp9Sgf831jP7DOZrGHMPBcIaPA847nlyx0IOnA+tE3LyzwHUFxwTZvdPiYUqRkm4+vSFx+jX2YESHcAb8B3MEzcQgY9ICDgsCKYxAUEBCw1kHmTarcnA9k6fz+cZnHJcfg2Ux60HEqiURO4aqDdEpJjiE2tOnCIbL22dd3av291PVBjCyFAxksGjgwh0tyy+2q0HzqBg6ThlWTtvDCl4ne4VfNvyCcy2lHZXHlzLsnM3XyveAgHcuspWa03WVjq/WfcZ5E0kxnNSpobHh6ePaqr/1fnLFuzblUhlTpxNjN01ujcz375xX/ZuH379oLMaZzz8gZbI7K2WihHuH/I9He5sZcVkSCuSd79m3WJNJt/e7d1iDdz61tl9bq5w13dtyZj3jA9S3oWlFVpyse1wnQOZ2/OfTj+ms/rAFKKOR3XgvGRAabPOmuVIBZBGLLCkxO/nfj2K3peMXXattOmX/DIC351ypOn/OW1b7j2mzLnel8TzrpGMt4Sn6MP+FDGQgkCbdyYh7zsWTItU3QQJILMj8uuP4GSCVUGIrj3UMZ4/wTJniOQcYhrye1jRkbkUc6wLj0IgkzLymO4h73fBecGSUdx4V31p66++urcz372M7ZfTPgAU0BAQMBhQWizFhAQsJSQbJHWoejlrBaSLZOSIHtdjcQdKkBsIGPeMAkJqQfEFQLSKKhL5uUSUkXAAyJab4xJeTGkhDE3YsBEL2Sk2x6c84wqiRqBFF7Cp1SfaLGfepJ/5hzSIxmZIUCA7JwMIfNG33Opsk0exAwCQf9xWtRNyYgw625Slc7mEH2uPZlSSGdaUvrII488eu/evd2Tk5OD8TZ5GbHfKmuXNy4jmmQvqdMmE9wnK5UoKcreZxUFEwi6+KABdeDUoY+oMotL/2sytGTyV8pamuUlTb3nf/3PV812tf5BNpudato1dvPff+ADD6qyLVdPPFeYkXXL1hyBDp+NxYMhLXOYH1J1+BZ3rHFIK/tPSrwJEnDfUA5AiQQBDMU/L4/PZ0y2ZpnDDpnaAIM7X2LAdYL4FhN/l0wxIZlXgFeOrIy/D8VjYU2Oye4R1ipqDSTvnvRyLP+M6Ir3yRg647mbcHOGPJ31V+05Illwg0y4R1rm8I+aABM6pO+SVH7Dxjf8P9kXZi8d7B7s75nqGTti5IivfPjVH/57LR6qqXICAgICDilCBj0gIGApgayOr2usldlle6k2mSNLVW8fBxuYLNF2irFg4OVdpqnJXUitOcSc8+SzvsWRd7WvNldk53ybM9oh4fLuSUm9sWAMVaixbcltA+FhW17Um1WZVU+CAEC9jD7KBbLePTKjNggakv1pRXJp+oeTBWT8KDUYM4GPZllPc7KzORlBgpxDOodk7cWQmk+7fXL9msfGxiYKhQIZbUgqBIdzkSplxlm3fZcq26ERoPF1xHtl7uq0b2NflAKQle2RGf9BKMmwYz5IWUCXpI53Xf93f/2TVc1/8b3O4mm/aCmcWuxoefkrz3ihfvmjTXfF8yOZcVqrpLXxcXDkHovPG3JLVphgA+P1HgqsY+4JX/dfljmS52VBmSZVZsglI4rUofusMWqBHlkGPxkMoKSD7SHdXAd6dRO0gUDnZcQeYzbucZ4XGLhJ9sxAGj4ly2D7Voc+0NkZ/0ywimcRgSzmc05REIeAGusIhQnPGeaRMphq970PmCWDX5gITiq67pwDZRV5Sc2X/PElZ+65bM/f3PLCW45/6IiH+n599K9XDbcNn/n2c96+6/abb7+3yjEPBAfa+jIgICBg0RBq0AMCApYSPNmQnnkdurQ0atElI4S4aSMv5SUaUyhIznyApEA8MCIDSGZ5kfeO7tXgM2DI630mDCl2vetBVtUHWZJAmtuqymvH/IzJaqxzintOq7J1UzUJLfA182TKqXeGDEFAmH8k4pjZIRfGvdurzSDVZJfJlBbdz5PxmJFwPy0zUlsmy0KPJfbF/JCRp76YftwlWU0/c4NEGtKPGmCvLHtO4EuKiFm/jOR7t3R+ZmyjihzhJ2Qt17bLsqw4rw+47wOS5s4999xlD/U2v/w3zcUOojB3thR69wx0XvLsZz87q4iMr3DHHZF0vyJ1ADXvPA/I/FKbjts3cwQJx+UdyTRKhVQ8Z7Q8k4zwEjyRrIf9RDwHyfuFYAQu5U3x/jpkRBj5eim+BgQEuOcxcSMwhbEbwPiPYAKu7qwvfCnaZc8Sb+boTRZRj/ie4MwXygck5PQy742/2I6Wg97Ij4AJTvwEH2dVO7DIc4PPdClahy3xeQ7JghIlmSJlKj7/vasuWPWy2068bbXf6W/W/qZrT8eei2scc6HgvEL9eUBAwGFFcHEPCAhYSkjW/jXi5F6PdEomG63mVH6ogayb8fBCT/1rI4BEY5BEtsmjmkyznoM0mFFEtJBme0CUkHsn4a/DfLXqZIoxk5pL/I2xQDgw2KKOdVyVIAPo+5+TGe1U5MgOSWqVkQwIOrXCe2WknCynN+NKyv/5HdlmVAyQ4TmZC3ZBESGhjRXyadQEZNQhWGTDkSr7wAF9z5sUSZw7Zc7ptD3zvd69aZh3LT9SkbM3hJYvxkG5AgGgojvGlCIjNozeOO8uSZm169dvuCNTWpG4Tnoqq/7TTjvtmM2bNz8iuzdp1YVUu1mmKvDBi04ZoW+S1Hzcccf1P/zww8jPfWaWecQVvUlG1iGBeA/4UgwULzjgQ2S5b8luI/OuVWKDqdqc2w/jh3QiDfcGfWSMCTRQnsI9Q4YaY72UKt3OWduck1fFSFZC4g3WZt3nuxQFH3Iy4k6wypelcM6sGan2c4VtUClQi75XjZHhsqS5crbcUWja/xCzmdm2BvbRCBbaQSIgICDgoCAQ9ICAgKWEZPZivgy6f0msJ3PnhfZwtM5JEjvqjPtkbb4aeSmEhELkqhFzyYhVNRINwa72Iu1rrT2x88DQK2lu548J4ZoPXlHgSY7vhw6RgnBTA5tT5ZxBKiGtSORTisi5N7/Ky8zGknWznCPEHPl7b/wzxJV9DcvatTEvw+7YrYr6b0N0kO1i1sUaKLh9MnZM9nz9ebcioo0B2ZQq+9mPu/npVpQ9HYu3Q0mQV0SsFY+NIALSfM6b8Y3FcwjBJbvPPBGoyMlk4Jnh3bu3DZROGH60Wf3uOml5MTV+zz33MKcQPTLXqDxmZbXU9MQm4z8lqf2KD7z3vNS6I96zJ11e/nylp1ZMz33nq3/zkb/Zvn27ZNleAh2sIwzhIOFIx4Fv8ci4aJOGSd0e2Tqv53/hzQbzskCPL0fANE+qbKcm2b3BtZP7LMohFBW0JuP50Oa28W7xBD6Qq/vnAOugEO9vVTwmSg1WyZ7FKGW4fvX8LdLx/rh3MfOr9uzimqTdd8ZW6pjs+OmRw0e+ekvfln2KqI7pDvVM9Dxc49gLRWivFhAQsCQQCHpAQMBSAS9/1Xog10MjvbPJHC6Fly8ySEjB5yPnjRJztm1VbZk8pCWZRSc7CPEiY1bNXI/MH8QZqT0u5WrgnABSdo7FmJPXlG1oNUcWGELl62Mxesu67SGdXq6fk2XLISfIqqmJRjqNoRftqiS7jiPxzzjKk832rtWSqQEgHr5lXYeszzWZW65ziyJSA2ltU0SYe+IxUv/cK8uEDsmIGWNjm6wiGXk6HufAWWedteo5l7zynZMt6fUtReUnNz/2pZtu+Me7ZDXBEDHctH37Okg79e6zkrI//OEPH7riZefd/XC26cK9TXMpSVpVTJfWjRfu+O6DD/5Wtn6ofe6M99suC2JI5jdAuUbuJb//++v3bFj9sX9ry69VKhIrrMumj734ve8ufPI977te5sNAsAfix/WFgLN2yDgn1y3ElozysKyHe7HK9oD58mULyMSH4mvQGc+tZGUJ/n5DKYBZXbubE6/SQL3Asw23eKT3ZMApD2BtJqX1gGDJrvgzayU9rmjtLZepPiZk6yv5vOGZRXmKZIGiWbcN9wj3Bc9DrktF54uWzS03vCb3mgt+dMqPLtg6sDXXN95XfMmvXnLnsVuP/Ysq53EgCO7tAQEBSwLBxT0gIGCpADmrf2ms5XTu4Xv01sN8ju8HC8iHkeNjakVP5ylVl98nibknmLVAFrOeA3HSKR9zM4ygADLoamPzru8tbjvIwkJfcpHsQ9KTayEnM1GTjIRANLypG5+nppb90/ILUL/br4iMUOfcKiM1HTJyRC1484UXXti/bt26NbOzs5u/+MUvDsvk9bhlk10djsfcISNLRUW110OKSA7XzNcUFxWRtwFZHTBO4stkRnuK9zmpSvMyFAJtkra4vw3IvAXmJO05++yz25/1xtfc8rWu2VMnm8pKSTpnOjt03KO73v+5D/3dbYoysxAl5lsygk9GfUBWw94kqWPdunXLX/HuP7p8orP1OSqr1Dk29fOvf+QTX9y5c+dT2v+eZl3Sqx2jO/wZMBDMX/6hD7z1luO63jrWVHk7vHmi7f988S3//aXan4TPJX6udtxqzxhqvTsUXcsRt329QFnyPsjG5+JN7pgngoe1nk0El3plZQr8nkCav86QzLQbN2uCGvF0fF4+8MGXP79mSUex/2w2u/IP//gPX5g7Pvesrtmue276u5t+sG3btgnZfUV7OCTnuO+jzph123kyXlL1a1MNy6/6yFW/m9mQOb6r0PVgcXPx2xs3blwMx/V66yAgICDgkCJk0AMCApYKqsnUvbFRrZfhRurQJXsRPtS16Ly0Yk7mJfzTsiytzyxBzOvVuCbRaHsgXoghWpjTJWtBkdhWKw3wrcKoTyZjeyDzi9kXmXTMqDgGfZ0hE/SNpn5/NN5PRhHx8LXS1Nb6FmtSJWFjOzLWBHyok5+W1LRixYq5y/72rz70cHPxFb/MlHrXltJ7rjrj49+47sr3XCsjkWlFEnKvZkDiLFlmcY9Mcjzjft/mtsdRHEk7QZQjZI7sPZKeVKVfA/fSSHwczpF+2QQU0qe84iWvu6WzeMpkTHbLkm5rne1fv2blmyT9TBZgglQyBgzZOmQBJ+7Tdkn9TzzxxMg//On7rnNj3h4fdyDexpeosOYxu5uUqQYInMxJmsm259rzqf0fB4VUmbZiCwnCsQaQjIPm+NwwmPNk2zuRV4O/D6i79j3WCQKlZUGdWmMm8JWUpbNWp904wayi8gS5z3EPYbBIwIVAAYoQgksQ/S2S+ru6utZf9oXLPnzbGbe9cHvv9raBsYHCqze8+men7TjtlVdccQWqD99Jwhs9cq1ReDRKxpNokdR03Z9f9x1JtxzA5+shyNsDAgKWDAJBDwgIWCrwGRYPJKq1XogbqUOXopfNpNT5YANzs6L27w1MBmlWJp+WzBxsIdn+enXn1TCrSLZLv+pqx0HOTb13chsMpTw5fibt7CAizBc1u74dGETDO44DssSYd/m2V95ojgwZBAdZ8UB8vgRIpt1Xm6T8mza+/13/0pF/y5PpUk6S7lGh+8RM5o/++MN//fgNf/nBmxUZrnlH64Ii8oSpWossGHOErBUbgYU2mct9RuYCD/FGgYHUHafr9niOkGPnZZnfVfF2HfG80NJKklpK2fTJQ+m5/dR0k01zvTKptPcF6JDVuOMw7uXkyJr3ytZyRhHJhSByPAIzZfc31ibk3JdS9Eoa6Spnv72+2PQHDzYXaTGmFqXUM1veJlOlLKRVVlEWECOwAtn3XgCUPdQLQlGagZLDt74jiMH1g/xTslFNBeTPv5p7ujfG889JTzhZz/533qAP+FZomB5mJE1cccMVL/vq+V89b2fvzrQkDbcPN+/q3nVO+t/TH5X017LyBrLhtGHzbSUbNcKsBoIHZP0XG4GgBwQELBmENmsBAQFLBbUI9nxGcZJJM+uBF8ZDEZjkZRLpai1TJD8u6oORhTZKzn0NeKOEhOw5L9O1QHaXbLUHrcuQ7NZzh58PfJ6SBmplU7JMI4SdjHSSnENwvCEcLdFo19Qqa4nVLpNTk13GQA8HeUhHQVLbaEv6fMg5+G2m0DXX3fEyRRnLfkXy9V5FDumrFGW4l8dfAzIn7w5FDuy0tVoVn+MyN7YWWfa4SxaAoB1VMf6Z80FFgbwas7fueN+oEMYk7ZY0WBodu3/FXLpiDaQkdZSa9rp5mHRzO6NIIXC/oow4jvRjMpXCoCIJP3L6HbJ2XSg4CFARIOLcu2WtyZCAT8Wf3yup+aNX//n3XzKe+eZpM81jPXNNWlvKzF023vqr3bf94oMyJ/mueE68RL5WWR+KkLT7DC3OWEfUdM9H/AlUQXDzshIX1ihBF7L2BNYg7UkgWcf0DkUOaz3lvubcvwk8pGSSdQCJ9qoLr1yYjv+dlzQ32zd7KuQcjLWNpcZ7x49VdF1G4znjM2TLOZ9n2rrMBw8ORhu0pIIiICAg4LAhEPSAgIClgGoGcaBRgj5fP3Tp0PREz8raKtXLgpPhpX3YXvf7hYCX9UayP0hOU4peqDMNHA8i0OJ+BxGckSkTaE21EECsId8FReSuKCOcvJgTuEgeoxo5TwJZL6Qvp4gUt8hc0+nFzPUikLOP6JSKxaqlFKl0ihpfAghjiqTluGI/FY9/TFZPvl3WB31WEWHeqigL/3Ti3zsUEfExmRx/SEb2ZhSR2+Z4P7h7D8XjKMb7KrjPpCSVb/vaN26+aDxzZ99cpHHPKKWXTbXsmLjnt1+I56JT0mpFwQVfDkEpwEg8d3gWsP47ZRlyPAXwCkAhsEpRQIOgST4eL/Xee1RJdve12PvEH/3p1S/8zY43vnlP6m+umMhd9vxi69lfv+mmh901gEgTDKBPOiUTeFdIluHti481LpOGY35IsGC+ZxFt4SDnZLXxkoCoz8g8CDAT5F5KPstY/75VGc8WtiUAMSd7JqCcoCyBLDvwAUvM6JLP4JKkUno2PdE0t/+pt861EsioFbjwTuwHCoInzzQLX2//KEACAgICDjuCxD0gIGApINlezaNRJ/dGiDfHmE8OfyBAYk2fY18/nzwWcmuIoW8xVq03eC2QHWvEJMm3wkKiy7zN93nq0amZ9nL6WUXn0mj2PNmznOykl+ZC8sh+13pxhrjVI+dsB9lHfj4mmwfmnbnpi/c7LiNYsx0zxTtXFtPn7syU9q219aXmvIZGfirLtHo3fDLga+J9kaXPytp1kbWnZ/uMovlkzIyLEomsLDNKv3oy0NSYcz7IrMfiv+GUzrkVHn744R3ZT/zvK974jsvfMtGUOjVdKE3s+eXdN9785S9vU0T6dyoizJ5cIvOGwENG2WZCkTqAtdIuy+Tn4vEoHjtzPiUjqPSV97L52Xj7pQDBkwAAIABJREFU9vgzo5/6u4/9WtLt8fiAJ6gQWu/94J3DM26bDlndPiUWM26bbHx8auVrtSokGIAKhqAE3QGS7dS4Lzl/XNJRQLANa4RuBqw3asd5prEWKN3wzzrWzaz7OSt7dibPCf+Mvqn7p7559vqzX3r7Sbcv44+nPnnqyMDEwM1V5iG5jwOtOQfUtjPmxUaQtwcEBCwpBBf3gICApYB6BmcQ3/nqq9tVn8z5YyUdvZ8JkJhj4pUkipB230OcjF21ekrvkF7vXLyh03wvv75+c7bK7xuZt5SiOSab519oO+PvkMVqoA0axlSFxLb8nZrxMUWScU+kk/uDGFY7Jm21yFB693wIKusOIkjNbXu83W5FZDMlqe3EE09s+b13XfHZX7WXf3dHprxsbSG94/iR2f/8wvs++D+mp6e9M7U3w6L2l/rqHllwZlqR9H0kHhv/Ho0/3ydrrUcwhYw7rumsF+TEkN+UO85eRcRupSx7Pq0ow94dbzOpyLHbt5OD7G+X1Z8TLKBWe5lMVo0TP670g7LsOFn0KUXGY3gvdMTni7oBNUSX7P5A+dIty6JPK8q+l2WqC0AQAWLM/Z58vkCOIeMQa54RU7LMLedd755pjf9GBl7x+UmVGfDkvd2c+D3zwPrhGULHgoLbX6eia7BL1i6wP54T/CPo7FDNqbxTZvTo/TxQGtBiMP/269/++uKJxTcMdg/29k31ja4eXv3PH371hz+h2uB4nP+BkHQCEAQRxg9gH/OB6x8k7gEBAUsCgaAHBAQsBZB1rPaC1EirNcmcjufLhLC/RkjpfIAk1muDBnnfl4mVSYQh7kkk244lAbGACNZDrTZqfnyMaz5QFz3sxgWxJjvnAym8WNMXOmnsBqnD/IyMHhlxnKExCwP1yDlmXgRCqCPnuDlZyyvfasqbnVEDTrZ9Jv65LGnq8ssvPy7b3n5sLpO5+/rrr9+miChSf0tG2RMzeqWjQECq3q+IPHcrIlQr4205tmSEEbk8vgFIkrtkbe6QM3OMtYoCDAXZGsD4D0Laq0hC364oIMA6SSmS2fcokqLvkvVXpzSgJ/5C6j4Rj6EvHu+IKnuNkx3eLcuqKx7/mKwlHRlszAElq73uV5TVL8XzRlbak2LJ7ju6PBAYIrNNvTnt4mizx5rEMLBFVhdfcJ/FHwHQsg/Jt+L9dMqUAj77nUTynveBP789+2Fd9yqab5zmOQ/OE1UHY00+a3tlCgY6CWRl5Ste2ZGTtOdlL3tZz/e+973BGufh4YNyB9K+jGf1jKJrMKbFN4hr9P+XgICAgEOGQNADAgKWAubLfjeSHedFsJHM+IH26wZIPyUjRNWQVvRiSRY0meWrF1Dg5Txf5W/1epR7NCIBbzRg4TO1aTcuMvNFNy6yfZJly5MO9r6VHMQz2ced8cudQzVyzvUgc4rJFZld3ODJTDJe6rkhbym3Hdl1DLcgMqOydmBTiohRv8y5fCo+jx5VqgUmZa3JxtzxKXcYj/89Gn+WoAbBmG1uzjA9I/uMTLxTEVlj/0cqIsm7ZaUQZMVXx8cZkdWK85WP952PzyerKLuPQR2Zc+qLi+6Y/bIsOeqBHlmAIxv/fST+O5lxMt6peB59b3DOey7eD8EF5PRkigmUAe6hWRkBlixARq0+9wZtz5C5s4+OeExeHt8hI8SUFHgvCcXXI+XGOF8pRrXAXDaeP8oykLBn4rF3KQoQjcgk+AQXuKf9847ae+aeHuUEEfPxF9vxfMCRfVKVEv56IODBfhcKVASS9XRf7Dpx7sGDUdseEBAQcEAINegBAQGHG/UM4gBGcfVebhutQ5esPvhACDo1m9QZVwN11JAiTKsWAtzTk+2XCETMJ/lPmknVgq9lrUX4IcDsKyfrBw0JxXCuS5Wu38n9kFEnaMF13y+T/7/+8R9P3NU0+85yuqmteXLqJ1+/7oabnnzySYIDkD3aetF/mXNlLSBfx8uAvyPLL7pt/PbeZRzp+1bZOpuIt8dwD+l8wf0OCXqrIoKLMZhvkUZ2d7miunRfC90ez6dkGU2IYDr+/JAseLJXEZk7UhHRHHXHkIyUUXNNwGFaEbGGJAMCARgernLnRIu4XDwmAgVIqSmJIGtNNpVggGSkncz6lNs/0miCMpByAl2UW1DfPCMjhKxjfsfazcTz0hZfh1FV3htJszCy6axJSCqqC8wgIcxI+/0a2yNTLMwnoWZuuOe5H7wRHOfq3dy5rxgv++I8/PPO153TK705Hqc/Pucw5/Yzo4UldpjPA5G2YwxH4GkhXSoWepwgbQ8ICFhSaMT1OCAgIOBggixNPQLLS+d8RJMM73zAVdm/fM6HtIw01MqEISfPyNy1a5kkQSrrHR/ZOMEJX6Nb73MQyvnq2IE31qoGss6cMxlIMpS+thwi5DOZkFeynkm5PQRzXyDirz7/6df+n9aZL3+9ffrcn7XMPmdXa/rFFz3vzBPu/M73b4nHQ+uwkoxk0w/em3+l3e8xs2N75ggSSdDFt9fy7tdkF3H0xsCMmuQmRYSabLpvNcU66JaRSD+nA7LsMEQI7wUc7glUdcd/o/YaUkxAh6zxznhs7YoIKf22qQvfLTP5Q5nAvLbL5NJIlEuKsrV7ZbXutLDDdA1vBSTnqBGWxcccdJ+jbRiyfcgtgSDUA8yzV2KQKW5WJYEkEODXKnPjW45x/bk3CUJNq1IaD5LPCoI49Esn4AQxJrDS4j6f7FVeDXSkoGwEVcio7FowD6hXlsnWmm8L58fKMzQTj20gHvewKuXs3rSQc0xmzLnXG/H7oAZ+oSQdKb5X+Cy2sadk5QLBwT0gIGDJIBD0gICAww3cmutlMXixnS/TsdCWPmRy64GMEm7Q1bLmEFBeqr3svRYRJ5gw34shZJgX5Vq1+gCCNh+JT8L3ZU6O05cOkKVrVpR1nZC1iPJkB0JAwAISXC2rjnP9vvFuePVL/umWtvxxpThft7dprrmYbjrynNzAQ7+9//4xWSYPUznvZA1p973My/ExqMlGoQDxSL6ks+ZystZbHI/zISBBprBFUVYSwgaRSpqnEYigxRxZbrLvOK1DvKUoo94Sf36ZIpI8ISPGfYpI15DsWrBuCBJMyOTLu2Wy8HZFkvcjZe3Tpt2+ivG+M5KelPknYODXJ+vnzTpi32X3O+YtoyhIgIqAoIQvU6H3u1dZoCDoiMdATTLlDQRbULBwb6cUZWFz8TyShccl399b7A9y7LPGyecKQSfmlHuE40/LygQYhw9WeWl5ss4c5QUlGxBwr0SAsONDwJpMlqsQ7KEUg+0GZfcrrRIJevhxcE3YZyME3bdGS5a4zAfWAefI/bPY4DnViP9GQEBAwCFDkLgHBAQcbvACWg+NtFqTLPvUSBadF/R6GS1vAlctG0120Nc9LzYgltRA1zo3iB3bLxS+XRpEhEzelPs3JH5WZn7miQuy4x4ZQal3Pchg7dvHjTfe2HNzerQvueGWTKnrzJOOP1bSL2REG7JRTw3hs9GgLKvJrTY+rxLgHDyZwQCtWRFRhFTQu7tHRrK9gzwO5MxnVpF0nPWDxB3TNPrBE+iBeBKQWCGrDfakTfH59ijKpDMPq+J/F+O/FVTZz7wUf6fOHlOyvNv/uCLCjlJgQhY8wP2dTC3Z91EZGaZMABWLJ5YdMgLIXFHvjTKFTHvGbdsRf03IyD4KCwIx424f7B/VAM71SLLbZNec6+6BDHxUpnyQLBNPFp7fJ9eY90bAnV2ybDOBEwI9cmOkDWH+da973TE9L+q5It2eHtB23fbNT37zK9u3b/c19QSBcKEfk8ndCSyxvpgPyVz2vdcFwZZGQLCMYE2jIFjCM4wgSZC3BwQE/P8GgaAHBAQcbjTSk7zaC3I1LKQOnYxTtT7g3gSuWg23J+Y4gC8U80ldPQgA8FJfKwvtCcFC4QkrWUPMt9rc332fbd8aC1IEkRyRyZdroaqT/VNPPTXWe1TfRHLj3rmmQldp7j5Fstyk7J/5rPaF1Ja15iXRbaq+/qi1L7jPIE0nO42cPy8jM2OyDDRZ4HEZGSaL3+I+46XuOLpzrX3AZJnsGvTLzMPIhPYqqmXfGR+nNT5We/z5dfF+B2WBBY6NoWFalZJiSNmQzM0+rci0ri8e0454PBjooTihphzPAiTku2QEl3uQzD2O3ROyjDHBGE9qCVJwXfKyPu98FoO6sfh3rAXaE1LjjQqiW5V95TF8SwYIUSb4XuNN7m/Uo9d7LvD88fAmdF2yNYihnW+ZNvdnH/uzM7eeufXGfzn1XzZMtE5o/a71r37ds193wbf/7NtvfPTRR1FhzMj62HtXee5hyVQk3O/TMlLPWuYe4j6brxb9QOvPCUBB7lkTBwMEawICAgKWFILEPSAg4HCC7FEjEkOykfWwkDp0gLTY/0yGKZm5gbhDPOdzZZbqS9wbeTn0EnBkt35/tXqcHwgw65IigoA5F1JxXrbJSENWaS2GjJ0XbLJh1a4HteL7kZhNmzaVL3rVRUfsaJo7Y7hpLiNJ7XMpvWqy9ee3XPcPnxsbGyMLS1aQcycz6ueHLCIZQ7LWLe7L/x2SlJPVjrNPggIQPPZDZhv3ceYISTdEl6wocwNhpRaa/5PJUrfFc0twhnNcKZMjc5y0IrLM9YKcUnoBwdouM7vj3L1jPXJ/SCnZefwXUFPQnmxOUeaa4MSITO4PKeQ4kM0JWemEN13z26FO4D4E1KqPaX9VC4SrSyaDRzXhCS5zz/2E1L4cf47AiVeicL+SHWfdEjRgrXC+SQO6RgChJZCEogGlAM+fjCSdctUpn/vSi770vHw2r7mmOQ12DjaPto8ec1HLRZvv+OEdD8oMAH3teLtMkt/ujtEmu6Z+PVD6wXPMlxvN54PBum80S+19ACQr1zkY8napsf9TAgICAg45QgY9ICDgcGI+Z3bgnbUbqdluVObupaCSvVRWq+GkBVI14l4PtcbcaAY9KQGnH3FeJmuvJ31vFARLaL00IzMCS4L/O8h6Tsnmxp8TMlmIlj8WMtaqc3B6x7IPpscHB3c2FV9VTKWa+0pNDxTve/BDW7ZsGYr31ynrjYyDuFTp2q54fBOq/iJO3TE1vH5skBTqgJGwQ+7IQvbH243LDM4gohBC2qihTMBErJz4zIyk9HkXXHDc8Re//NqR5qa16dJcsWX74J03f+yTn5qYmBiKxwM5hTCtiuejoKi9GZLlPbLAwHJZJnSFrD87bbYg6k1uvnwPa4IRGdn1Lsf7WKYoe08QifIHtsG9vqCIAJPRR76OMRuS7iFF17ZLUUABEk8236sjkMdzTyKpprc1mXa8AXzJRZcsOMB4SjL5PvtgbXjC6ANA1GN3yyT+B3o/+nsDoEzg2ZRes2ZNdrhjeOVcqjIG8PSyp3Pp49KnS/p6Yr9+3VLbPy677wl4sda5/vgXNJo551h8X4iEHMLs5/tgkXPWSTCHCwgIWHIIBD0gIOBwohF5O2ik1Zq0MIKueDuylMlWSEliPl+v8MVGNQk4L8ydsgzygdZR0o+c/wuoy+1T7TZuGUVEhKz6tPs9buZ+jrxclswxQYWa1/61r31tSdL18ZcHRHZCEbkbkMmRMdICyIVrSY29ZFgyU7aMIlkwagUy1aw/Xux9b25IJtt1ueP61la4cE/IiCRy89TJJ5+87KjXveIjn++afc5sKprGozp6T379Ne/NfOYvPvhJVWbc22WO6b4OvRDPy3h83A5Z27NxmWEc5DXnzo3a81FFUvhWGfnG46BT1iu8TWaEdqSk38hIH/3fJQsAEFiiDh9JNdl6en3j4s14vDEZgSQCVxDHtDvHPbJsN4SZrDqfo4zFP4cy8Xlj+EfAgrU0rv2z9igoyHLP1wKxHpL3BtJ5AgCSpK1btyo7m92vDKQz36lcMfd4lf0iy5dszafifVJ2gbs/bdy4L5LByvmegZThYPTWCHwHAH5u0sGToIf684CAgCWLRs0+AgICAg4GFvKStJA69EbLd2jvhWSVsUDMqb327ZMWA4285CJbrlZ/SUZLOrDWQzhE49w8IzvHZkWkygdwIfLtMoIzrv0DB7hse5BB5fdIwg80w+gN1sYkPR3vr1/WIgyZ+XwSVl9XjmGgb7sEYWDtIddFti5FRHW3rP6frO0eGWGnVr9TkexcishQp8yYb0aSLrzkNc/9z47iSZBzSXoqU2oe7e98Yfxju0xuXoznYCr+/piiwALZ5U5FJHNNvP8tMgdz6s29A/q4KjOL3AeTsjVAyy9UBpSVTCsieUfJHNY9qL8fl3kGECBZJstWkymfdOcyFM+nd61vjz9DGcBAPKfMi2TdBch6D8rIM3PYoqhkAHLqAygj8TkvlwUMkvctcv+WeLzz+S7UAwEDXO57FM1NX3yeBBomJO0+YuSIW4/dcey+4FOmlNGFv77wN2tH1t6S2G9G9iyjVSBBDt833j83kzXyjWbPJQt4NBqA9SUzgNKYg0WiCawEBAQELDmEDHpAQMDhxIFk0BvZzksyax2XjBJGVmTJeXGt1q7oQLAQMzj/GWoxk5+F3ECSfM1mPZDVJPu6z9zuy1/+ctdll102JpN1T8lqUiHDZOuTcnUPJO0++yZVGlRRp36ggGT44+xUlGWlBRcZUl8rXGtfEEXqj5E8e3d3L2cmQ04QwNe+Uzut+HdcIwItSIyRtbfKDO9mJWXKfR1rxlNz+63zqaZy25FHHqktW7b4OuS8ouvUpYhMdsrIHaZn1PlDTKlHl4wUl9zvaSk3KnNUx9Gcc1C8v5wiYkyAJxN/rluVknTmhGAXmXjfomzSHYcx44bvXeRnFZF11iTjLsfHpg2ZVzN447tZ2T2wV6YgYO5m3fG990A23mbm4zfcsG5b89yfFJvKfemx/E8/81cfunViYoK+7wS5GiF/3FsEzKgPZz3NKgpOjLvPYN7Y3Hpf60cvKV9S3N61/ZKZ7ExuYGrgifWD69/31re+da/bPhPPIf3qFe+/VxZU8eOdi881GRjkHuB+qUfWCbw2+mxPknECZZM1P/HMwP8PgaAHBAQsSTQaDQ0ICAhYbPBi3OhLGC/ejdQktspqU5NAagyxksw1GYn0YmbL27U/0cf4rZYUNqfK9kpSZRs1Tzq9E3MSvmc52eB92d+//Muvvmfbts43Dg62di1fPjUyMDD4vz/60bf8o0wOnZXVIzP+aueTPGab9jfQo1f3Xj3zenmOwzwhTScrijqAse9zvq4xVgh6l8wRnYwlmWNcr6cVZVR3KCI5I7JAQFpW60y9MK3QyOZC8nOyHvL0Ku+/+pprnvPjZ/Xe+quWAtlgpSRdPpz95RfecdXFikgzQQ7GBPEfjc8TQkq2fTD+O0qBVTLSS+02GdasIhM5TOJm4vFLdt0J0qBAySoikr4chHUy7q5Pr6KABMQf539P+jBxo6a/M/55TNYaDoUH50+Aw683f29RtsC1bnbfKRFpkbXP863P2hW5zpck9b1r4zWnb1m37JM/aJ0+aiZV1tGF9PQrp1q/17tt6OKNGzf6/SbLLSDjEHICPLjo0+ZsNvGZZD26ZOuHYFJbvM+kagGvBpQdgA4CBD3aZUoXPAGSzxOeqf7ZWus+pvTCZ+drgfvWP1MoaxjWgSmE5kNGNQwqAwICApYCgot7QEDA4QJEZSFkrV721qNaO7K0jMBBHpHwYnY2rcV39a3m1g5xrnYuZPZnEtuTnU2+8NKmytfnI7n1PY2pry9L0gc+8KVLv/vdDR/5/vePOvqRR3p77713+Sop+/xLLnnu5jvu+O5WdxxPbButC8UNnuMx/ikt3GW/Hoqq7B8N0fF18ZA/5NnIv0GLzHXc93smmwpphQhBwiD107J1iTM45J7f+b/hHwAx5tjtkpp/dvvt2y4+/8XHTmab1o00zWU71KSXTTZvyT20ZeOvfvbzJ2SmdxiuHaWIaI3KWpRR7z0iMzTDfX5GVq+PUqMtPm/uC0z3MBGjzRpZ4jZZFn9IEZEi+ICUfVaWyadWmjXgCfC0IvJIUIWgACQSAt8hk7YrPk96xhMQgQT3ytQfOPPzrOmMt2UOkaSjxvDrttl9b5GUO+UNr/n7r7bnTy6koj8Mp8uZibSOfl62644f/ft3t7t5Rb2AwsHX+UOYCdAQ4Ek+e1A5Vsv00t8dlQLzJrkse7ydD1ZQl08XAoIpBLo6VLu1JM/VOfeVBGMp19nGgw4K/hwJpBys9mpc84NB/gMCAgKeMYLEPSAg4HBhIfJ2qXGJu1TZDx0SQsYOYo40Fuk2mcfFRjWJey3ZO/W1yezffG3UphUTvPjnsmq7zackpYaHc6+7996BHv+HO+5Ytex5z9txqaR/d7/2GbxGAyRkrFEJ8BLuSeFiZK+83F0y2X6fzMQsp2huyGj6oAWmY5Bo9oUhGccgu0vWW6qUqyOjZv0gtcZcjUz+SlX6GTQrqjEmu5mVpH/4k6vf9o73//nFLz76iDOL+ZnxX/7rNzZ987/+6wlF17NXJvVOK6orR13RJSN/fYrq8vfKSKk34hqRyapnZJLudkVZ6r3x35EaQ/IhfQSRMOiDTHXJyF5JkdqgU5YdnnH7wICPIAIGbZBBWrjhYUBAhBKN2XiuAarAgtsHngeMGeUB542LP4oHzPdYA/sy7u3t7Z170xpI3lBbMqXctpmpF0vaLMtGQ1Qx7qulOPGlEknUK4/x7v/ekwJHfoJB/ti+RZwP2viAxIyqP2e9g34j8vZGjDqTxnCSXbNaHSQWA2mF9moBAQFLGIGgBwQEHC4cyEtSQ8ZDn/nMZ1off1xvKJW61jU37/nFl770ke9t3boVEpAk5uyL2suFBg4WC5AsX3dObSpkEtUB23sXduTGGG0hp2VbMqFpSZmZmX2GWvtQLqdULKbb3K/YD5lnT1znAxlVWllxrSF1jZL9+QBpo3c1JIxrPKXoOrfL2mCR9cYIcE5GtiEtI+4YJRmhQ/2A2ZpkruOQHuTfnlwRDOiKj7VSZr7GutyriJjkPnPtR/5D0i2SjlBEWKiz3hufD2RpTOZLQICiXdHc75ERHsXbkmHHcAzSPSEjs0OyFnLF+Hhdioj2tKKa//743y3x7zGKQyWBwz/HRDmBaoUadkgaXxBKsuEESAqSVsd/362ImEPik4DQ07M9G//cGf8OEtojy0QzroLsWk67fU1OTk6WWktz+zmnd8+lys1Ts4/EY0KqTfkE170aqG2vVeoy3/0GSe+Nf6Z8xzv9F93f0qpsEVdUFMgZlKkXCKhVq0FvpNUaz0+UJvVQrdad+2axVDZJcN+E7HlAQMCSRSDoAQEBhwsHQoSTplP74eMf/8yqX/5yxbe/+92jTxsZaW066qiJqYsvvu4H9957w6WbNm0iu1NNwimZQdWBZleS5Fky8uz/Bqn2xku0IgMQyGm3D7YnO0eWihZw1LZLZm4FwfYlBVPd3dP39/bOnD883LLvZXvFislSd3fhzsQ5eRnwQl+aqe1NZssh1IslM/XZxLQi4stcQEgmVEnUyWRDHMk6IpX2QNo/JTPX8vJd77hPn3pMBiGwkM2u+GtIpnKAxE3E4+mVmbNBSJfJCNikosw0hIkMPPXvHDfnPk+JBC3f8BgYl7R8zZo1vWede+7ZPUcs17NWHvmtq666Cgn2lCIi67PgrMtmRaSUTHevuxaz8Rh8Vpo5KrnP+69JWf02WW/qtbOy/vKQc2T2Te6LYBTt37hOlDBQt+6N+jDFoyxkq0xOT7lGm6Ry796p7x3f2vLsB5uLOUlqLaf04pnWu7ffd8+3VVlHTU03c1ANEOF6BH4+Lwwk/itl6gmeDxwXbwBPziUj8z7wRzY9+Zz1xLweSfcGcfXGnpUFxDxqueUvFkJ7tYCAgCWPUIMeEBBwOABxXCgR5plVk9Q961lv+NyNN5784uHhXKpQSGvPnlzzzp0dx7zkJSt2/PSn37pT5i4NiW5KfIfIIDfnuzd3gjDwRYbTm0BBir3cNEngZ92xfF0sGJOZi7EP5mBWli1HWUAWnfpXXkZx2UZum25p2fvL3/u9tc8dH29ZXS6nMuvXj0296lWP/qCjY/N7Nm3a5F9gURZAyhp9cYYgT8oIvicv0uLWo0MqcjK5NiTOy9WRNbfJCG2ylzsEgwADmdo5RZlj+o4jpUaNQFbYG3+1KCLXEFT6j8/K3PJxMqfVG+7qk7JrSK0wUnXfzxvzNxQPy+PjUBNN9pQ58IaI0xe99jXHnvjm195w10kr3/DQqq5XTjY3vebCc85J3/WDn/xC5oo/5MZBX3VaxJEtLygi86gjqK9mbMtV2batrIjUM8eQYgIIbfGxumSqC38foS7hi2s55b5TN19QVCvPfUCv8dZ4v7n4i2MqHjs97kclDT51329/ftnZF+x+VrG548RCZtfZMy23rdw1ceU/XH/9kPZfy9zb3h8C4H1QT0WS7IZQDfR+l8xDwK+NWuTct5dEQVCWGfpVGzMqDn8/eKBCoJyg1r3t1UIe3EsTVfa9WOB5EDLoAQEBSxYhgx4QEHA4UO3lrxHUq0NPS2oZGckdPT1d+Wh76qnObD7fco6kr7r9eLMw/91LXeW2q7W9/54ExD/5Ior8E9l6k6zOF8M6snEEBSDxvoYeB2uOhTogH39uQvu/lDdLKm/atKnw6KOPXnzJJW+9IJM55uhcbvevm5omfrhx48ZqL67IgBfyUgt5IiDis9lSpQv4YtSDQvCQfGO6BRnwTthktyG9vfHnyODOKSKFjDcvM1NDmcD69Zlp5PIQmYxMVl9SlIXmOucUEdbReHwTsp7g9DWHTKAKaJfVhSN1J2PfF++jSdIT8e84h3y8nw5Zxp064ezKF73gr27sKZxcimnvU+3Fo16cyl35pje96T/+6Z/+6QlZJptafzwGIFQtMsJGCcMqWbY8JyOB7ZLWKiohmJSpHpDtM5dkdv31gvR1y7L0c24b/0xhXlCAsH8fZGuXBcpwi98jC66GZIErAAAgAElEQVSNx+OEzJZ37dql//n2d94g6QZ3LBQT1cB8eFJI8KxeRwqfra4FL2lHko8PAUqJauScAKl35SeTn3Gf9fAS91rPYK7ffFlqPB+S58a9dzAz3Af6f09AQEDAIUMg6AEBAYcDkM2FguyhB4Q6I2kmm92/RjSXKymTKe+WvUT7F0xP1pG9HlQTobe85S2tjz/+eHnTpk0YqfmWWdQSt8lekiE/ZPN5USZ7jhw4KV+llRK9syE/OUnTW7duzXz84xt/LOvXXUu2CvlvVB7KsQhyQDKTcvdpGel9pi/NGI8xJ76NWIsqM3YQJDKpHbKWZBOKiBl9xDF8g8gU3LHI9JZkLcQICrTJyPm4jCjSzoxgCm3WfI96JN445uMLQMZ5q6zf9pQqgwpjqmyNx/1C+yyc1NOSSs9//vO7duSaVpYSV/7+ltIRJ55w7BmSHpERVFQH9Ar3pNcHQwi+kF1HQj0iM2hD0r7XXQvWPkZ9WbcPL5mXTJlCmQcBJE/aMeGTzEyt5Pbpa/gJbnTKyH5O0bXLK1IGcD96+TdBuFoEnax0S7wfb5JYj3zXM4hjnsuy68/PBDEJ3iXJuVQprffnwnVD+ZAcw2IYxBGQrGYSmfTgWGzw/87B2n9AQEDAoiAQ9ICAgMMB+hYvFMkMOlJfMm7Znp693zrxxMEzf/vbgQ5JSqXKOv/8p54aGfnlv8jqNf04vLydl8f2eN+Q3iSJ9/9uGB/5yI3HPv101/+7dWvHMQMDc6V3v/vKe/P5H1/12c9+tqCIXFGnLFX2QUdSCpFtJMuESVu3zD3bS+55GSezB9lJ7pd5oa65Vj0tqJUdJKPpM+a+TrcakWgUEFyOSY0zAQqODTHxBMnL3lvdGMuKyNlMfE5dbswQ/m4ZmaOlWYfM/GxERsAhd1y/IUVkG8k5Jm2QeTLzUmW/9ym3n5Z4DJ2K6swxPeuSGeRl4r9DiqnZnpM08NBDD6VXz+1PprJSeXZiyrcdI3iVUmQqlpORagz0CDqQgab2W+7vrL1VigzwRs8888y+l7/85euz2ezeu++++8Gvf/3rmLrh8I6BGfcjRnRSZWCA7DgdGzjXPdq/lVer2zeBF+r1MctLx3OKWRwGf57UNmv+Mg3uNeY/OZZqqOW1wTOvWlcHjPG45nu1/z3lA3X8DMnHnM8H5Py5ec+MWmOm7WOtZyPy+2qfRfVzsMAaCggICFjSCAQ9ICDgcOBAndLJ4ODMjGM3bueFj33sLf/w/vfflH3e83ZeOjnZ3NnfP70rk3n4uk996vp7FJGnNhkJYgzJlzZk5Lz8Q+CRUfv69XrkfV8G6uqrr25/+OGeL3/xiyc/v1iM3m87OmaPv/xytUmf/aN4W5zB2UfJfS2UvEKU2RdzBtHiRZ0x+trV5H4gVc3u52ogU1+LbFfLmGPMV83RuVFQy+7XFLX3kHRM5DCI4/isKbKNM4qyxMiA2W/hwgsvPGrFqlXPy09ObrnlllvuVTRXSK0H4n1DvvKyAIsnZDOK1h+ku1OVploEN1pkvb+RMQ/IJPEr4+MuU0RqqOVGAo6pHc79kP8hmeu6RkdHJ1fPzG1ub09tmGyKL1m5rBdMZx/a+cBDP1GUYca9Hjk680KtMtfQO4ZD8FgHnYoUBsjUJyV1vv3DG18ztKL7iptbS2s7y+mJ0wfOvv/VxeIf3XrrrYOqdERH1YJhohSVCNCvnTVVdNcMIlut1pm693R8jr4WHPO4cjzmnPtcT3y8cZlCoZF1S496gkHzoVoGnfIXSiZAWZXtEFOydeINMZNtHCHjnDv3EQqR5L3uA6TVSHpaJl2vdv8TBKj2/OB5dDAJNCaFAQEBAUsagaAHBAQcavCCd6DZ0owikseLFpLafQ7K11773z4p6R8HBgbSg4ODE4oyX1nZyzZ1mnlVfyFEVowMtF4woVoWHnJMJrCjXM6e9vOfH3Ey5FySJiayeuyxnuecc845rbfffvsONZ4drwcktMhISzLChlSY8fqgAkGJJDGgPlWqdD2vdlwy1LXmizpZMn0cByJdj/zXgm97lgT7gqRXc2hnDJxnq4xI9khaJ2n63Z+6/m2PdOoP70wXj+yfaxr54/NfeO+dX7jpHXfffXdKkXFcRhFpkyrrviVTMtBrnQw5Zm3Ivpm/FfHnemXXs09Ws94c72+LrBYc8k32kmuFxHpEdl2mFZH/3ZLafvO1f/vAm/7wVc1P5FInTjWl0scWm7Z1Dk39j4/fcssemXQcEgfxG3VzRy26V0QU4vEjt8flnTZnuUsuvbT3qTU9f/L91uk18eVqva85dd5bLzr/w7r11jfKOhJ0yVQPGCYWFGXyccT3kvNmRQEB1A4dqvR06JYF9/x5AHwHMEfk35j2YSIHmZ1PVZLcdyPwQUwk6wTXkvsgmER7M7bx3g/S/hJyr2ahBMPX7NeqQ681Xql26ztUJLXq7quZxi0meLaFDHpAQMCSRyDoAQEBhxoHatJDFpAXQLJ4nuiBjKTC4OAgJHRS0Qt7S/xvCEqPzPE5WWtJvXs9wgjRTbZ5gmSTpc+3ti7vmJzMtiR3MDnZmr300ktnb7/99sV4OfXyV/bn24iR4fLyaX/eZM0gY2n3e8kISbV5QRY8H8FmXjxxgNghp15I8AZSUeszuLm3yzKiZEe9oz9tvMi8lhWRN73tfVef919dxXfc3VLslaRHpP4HB5rOv/SNr/3g3Xff/eF4u3FF8zIpmycIHtJ5SEK/jIx3ygIgPkM5K+lxRcS8L/7dcHysYdkcIjcnKNApCw5hwobahCAMtdXTktpvv/32/O233/6WE044Ye155503/KlPfWrIzS0t1MhMQwaTmVQUFigKUCTQAm5MVlfeKqm07DnHn7cpW1jjL9ZUqqwdqeIJAwMDPfH9Ox6PYUqRZNtnnzmXjnj/kt27kHnc4Ln3CIhMaf6yCurZUZYQhCJ73hxvhw9BPek6n8MvY777hOekd+yv5fgOkU72OS/I5oj1zvhQAvlxIMXn+EnDt3oSd8ZbSx3FfVrtb5REHMzsdmivFhAQ8H8NAkEPCAg41FioQZw3gfNSzXqteHjZ46WcGnWkm7Myl2wIDMQCQDh8izTkwpBxqXr2zbeCmpNUyOUmfn7CCYNPP/FE59F+0w0b9u648sort9efgnnhJbte0sq8eUd6suts4+ewmNi+GpHA8Mr/nvZXjQYZqG2mN7VUnbjPh2S/51qAWJJVpD4ddMpM1GjRhtx8un3dkb/3m5bpXr/DkdRcaqK95Vmy1morFM0BJBJyA2mixp/sNgoOaqVx+iY7PCdzhe+Ov8ZlwQbFv5Oie4F2YbQJIwPK+kRpAtHrUCSTz8ef1wMPPDD2wAMPjMhk7MiyyTwPytY/GV32D2HFoR4fgKRZHC3u8qlUqliNHzelUnMnnXTS7k2bNvkML3XiHpi8ce0g0d5jgLIKVABdsv7zjQSCkMvj3VCK9zekKHAyIiO23IMF9zmpMnhFVnu+QBRKgOQ9nUSzKu+/5D4xE2TMoFpJCcohb4To67Ypiaklb08G+MB89ylBxYPZ+izUnwcEBPxfg1qtMgICAgIOFhaSQYe4+GDilCqdmpOo5dSL9BrSysv7mKxFVocqjbT4HVm4Vvc3qVISDsH0PcchfIVrrrlm9/HHb//0BRc8tW358imtWjWpiy9++JFc7rG/bXAuagG3dkzBkuScF3Qcw5EiQ9KTddteAl7tZRtiwTUhW7vQ7Bemdf7aejLWCCBw8xEtCNu0zCwtpUhyTauqcVktctl9Lp9KpWZT1Y5QLivefkJRa7OnFBF0vAQmJe10PxcVZcBHZEQZJ3nWz27Z2vEt24Zkpmnl+DgYlo0qIs/0NocoTcaf2ylpmyyDOuLGh+t7Kf73YPwZxrxH+xNLSClrii/k93lZhh5yhoN9X/zZ5s0/2PTr585kt/opbS+ntKyQenDTpk14QHiZdbWrMCNb175bgb8v9sZjQxVDkMC3KawHpOXerZ0gCC0QKbMhuERPdUo3WNsQ9aR83IOSAak+OffKkFpqAM5vUtYlgkBK8jlMlp1AZPJ5UC+DznO3Vs/3egGRgy1vl+o7ywcEBAQsKSRr8QICAgIONmq5+HqQoSMD7p22pfoSUWS5tMHyjuHe6A25Ly+wGUUvu/R1bkps613UfasmT4qSgQFedFOSmu+449a7zjsv95/PfW7hsdNP33JLofD9D372sx95MDHORtEka0dF1tfPAe2SkFLz0kx2lHEybkDwgnFXm2cy8ftatunAsl/0V/fZxLkqv6sG5NLzvdiT2SzJso1ZRWRqSmaYNpI4JjLu2Ze/4uVjU0165ZZMicy1BuaaSqftLXz/l9//8a9k0njvog3ZScnM3kZlxm34FSA/npCVH4zL2uwRFKKG3Dtk853gEyaItFIblF13yOiUrMZ9UNZCDRn8mCzbDKnB9I0ygBlZCzglzqVHVqedib9D+lhXY5KKTzzxxM6Xn3Pe7qPTuWMyqabchmJm+GX5lp+u3jNxxY9//GPGnZVl7atlYFPui2tJMMSbqeHij6M794FvZTgfuBc63fYY+iX9HAj0UAvPc4agWIuqBxLpN8+aqIeueL+Tquxl7oFygoAYAcha7cySY4Oo+1IQngueiPMMa1bls2zffVTjHDjfyRrjWQwQJKpVIhAQEBCwpFCvn2VAQEDAYgPiXU+SnJURZEiwJ4n0mJ7c/6OSIpJN1qndHQuy3Bn/XM3cyctKeclPyWpOFwqIChlIZPpklCD7HYrOs9GXVLK+1epSIec4USPp52/eBZ8a/rnE5wlcINWthpzMXfyZ9Iwnu+ozgP8fe28eZllZnnvfe6xh19TVE90MCgRBgzhEjMQJDMGjRs/xS8KJiZAjDmiIfEc0JGg0bSQxaOKUz6AGjV7icOnRGE1MwolKEIyiMSoqaoBmbKCn6q659vj9sdaP99lvrbX22lXVRXfz3tfVV1XtvfYa3vWu3e/9PPdzPxDprHmCC3rSotteIwZhzCPGn0wfBmTTclJ05hjzqHDJX/zZmx/YMPTbOwfbWze2igcf3yjf9MW3v/fy2267jSBNRS47vyg3rtSftxSRQ1qEMX7cQ4JQm+Ix2R9vt1nOsPCAus0LkbZDgqfj694YnzvZb4io7R3OfKRkoRa/fps3xpDLjqTtcmSPc2e8mHez5j16jNuM8ICiQAWfm73wwgsnN23adMZxxx13z2WXXXa7HBkcjM+L+vn9Wo5ifA87igIP98uZ9YFS/N5BdX9vELxBxcFc7vUMTsbH3C0naYcg2+eF+27d5y3hpX2h1G3uiGQ+q9SD2vt9cmNgjQAlF9yw+xmLX5vK2LcNUHKulA+gVKD1nOT8Qaxah2uyz1ESmHfTKe+vBfhOCw7uAQEBRwQCQQ8ICFhPsEhNynrSo5uM9ZLSMx4Q7yQ342E5aS31pgVvG7IpmEW1zT/JERpbz5p0vF6oyZFx6rshiLTigszQginrOCyE20rOlkFsrfTWLs4JXgwpuv4JRSTOz/oPy5nrpQFiuDdjm7ygdtfOC2qck8g/42AJPGoH6r7J+KYFEGpy2X8CR9Z8zR57RNLAU5/61LGzzz576/Dw8L07duxAFs42Q4qCP8jQGR8UCtwXAkV4KFh1BpliO4eH5fqYPyjXDq+oiLCWFJH6KXPscUUk8n5112CPyMnZOQ9q8ZGg75LL3Fbi/czK9YIn4NCW6/1OAIprGoy3nZdT6jHnJiXdrWj+2ud4g1xtviW5k/H1T8vJ1CVnVkeLRTwmIJ92O1QFtIzz0S9Rr8XnS8CAgB4t11Ad+M8f2/I9OCzXqg/lz6KyvycVXyfH57iMEVltFDb2+wTCbI30ksBnJac24DooA8KNn/MhiCO5ZwIFVBoxLii6vzNaXZCvF4bi/Yca9ICAgCMCwSQuICBgPZFkEAcJZtFPG6osMowBF9k9apmH5bLgkstmsj8rLyWz2NHyLDG1umSFWKxmOSn7wDWdDBv1mdZN29aiTstlApMy+2QofQIDLDlHyjrvvW/dmJvm2mz22pLJNECEkdauVjq6pOje2X3xmu2ZDpDTEmzBkZr63iWzrzSCzzEG5AgoygzrKD2gmLzffPPNhZtvvvmAnOP8jLoNrubNZzqKyC7+BZwnGUmul4wzddxzisZ+kxxhHpZzIsfzYD7+va4oi0pNNIGfRUUBmFk52TWBHeY911iVC96MmnGnPRzPDrXnQ3Ku9Bj+MZd4NilDmVPUHq6mKBhEz3Kpu2aZmnaCdItyWU9k0AQOIL8oQFBMHFT0DNXi40A023L3NQmoZSDqyOHTvov4Hlk052KDb36/cQtKH5ibk3KBIq45zQldcoESvDPSQGmLPXdUM8zftNpvGzCyLSQxWfSTO9wLW3qUx8CR7+lDKT3vNZ4BAQEBhx0CQQ8ICDjk2LFjR3X79u2n7N69e3TXrl0//Ou//mtrBjaiaBFFRibN6MiSMWqBydy15eTOLKpxwU7KSNN3mxrtpN7jBAvI0CEJRsqalo1Bmsuiltp5pMkcD7KAPHZREQHBxA2CjLIAE7ik8bHknICHbxrFeUMSkali/mUJud8L3b8+65JNZnS1WJDL9EJiFxOuBcJMxg61hb0fSQEKQLacjCv7RMI7roj8IEG2WeemIgK7IFdLTg33rJy8HPM3MrrUQmPqNiFn5EYJBAEHWnZBpvh/mvrqmqQ74+NR30zmmYwy6ocT4n3tU3cPavaJkRp+Dzh9W1kzJm48ox3z/rhcTbpt8YcSBPI6Fp/vrNxzTLkB5InnmJpu3MS5lnG5PvBcL2SR56ejiJhPqts1Hs+BYWWTNZ+o17Q8aAjhY7wh6Vxrx1xvHpd2ygTInBO4WdLy55DvPozxLCxxRmXjlwZZwkwnA9tJwYLvLAIPkHDbChAwzvzkHHqVC/Qyj1sLpJmGBgQEBBy2CCZxAQEBhxR/+qfXnH7PPSf+3Ze+9HN/cMstJ/2vycnt//15z3vuzhtv/MIeuawfBlm2dnhQTt5L9pDFFqRsVi5bSCstv5Y5yWyMzDv1ntTmJoHjDZjfIV7+wo+ewyxg/b7DLP4h+yxOyehzrrgt24BAGgm25FxyhNknrNQb04/YBhAIfHB+kN+kMYE42VZkK+1t74Nrb5q/CVDg0E2mFxmyf3+5B0nGdbxnFRJz6q7Ptn3sR+PXGNtxdbvl42cAwSGQgps5teaM7UG5sUPtITmyDlGvyJVBjJ9xxhmnnnnmmcdPTEws3HfffYtyvcEJatDSjJrxUjxOBGGQTyO7r8W/g2a8T9zX6T+O1J5zYQ4y78nyz6o7wIb8fKucSoC2cjw7EDrmjlVPMLcISvDMUHZgW3JZgzY+11FUuz8rdz/5fsgzVzHJs33Eef5LZhsbrOMekrFPamMI/Mw+18e1WQVQyXyGe+YH3xhv6wfgE3juob12K8VPcnTn/kjdMn6+Qzge946AA98nWTXfmPpltctcC2CqGOTtAQEBRwwCQQ8ICDiUKDzmMS/7u2uuefxZu3bVBh98sFb9/vc3H/OoR809eePG+z975513HpDLOEMchuQyUbQu4p8lZUjHAYtcuxBj0ZrlVsz7ZCyTwMLc9geWnOSYrJIlXdYoieyTdZy2MmpLHJDekx2dU+8eyCzYyfT7sm6cnLlOsn8QCY5J/bYvVwXUlNr923FcLeizzHEgD+yff2ktpSSnUPADGhAtlBaQILKCtN2irnss/oytqx5WJPPGn6Cq6P5Y1QPjZ43RpuUyr5C9kiL5Om3aFO9/QnF/8q1bt05fdNVb/7z+rCf973vOeNRvbH3KGc8795nPOu6HN3zjpmazyZzEEI0AxlD8ea5xXO5ZgaAtyJFxxgYCDvm18vhRuaAYqoFRuQypzTJjQjcmFzCYkZOoM8dQLBDosi7bBKcIJGA4R0CFeQ45tCUN1uiRNQ5klWBYXsWHlaMzf7hu2yXCSr/ZPwRX6n5+K+aabMDDBqZ4pjkuNf2S6xxhQQCOoJMfnGJuJBFmroM54F8/gQmCmQQKuNcE9NiGzg69MuMYXWZJ4NcCeTL5AQEBAYcVAkEPCAg4ZPibv/mb477ylWMvv/PO8VH7erNZGn/Ws2av//d/v/EBXlK0IJ2T6wFtXbfTZN12oW0XxnabNIIuuQWoNZhKy7QQNKBdESQD0gUZgajZDBRknCCCleXa86DtmNRNVnrVnHfk5M1+7TiEiuPb2nc7NizuMV/jelnok81PktauRRbdmn4hRaY8YEndNfhp99O2kPJBxtJKcK1s2dZUS85ZnzKIgnmfrDV18kjcIVqWwNge4pAXiF3d7AclANfQvPBNv/+af9pe/d3vDDQ27i63y7dVWmP7hys/95JffOaD37ruK7itY9q2QRGJ2xKfx265ZweZOgSbenSIMSS5aV4nKILMmuu07e0IsJFVRaFBaYnk6qrJdJfMMchCt8zrdHGQXF2/X9dOiQomaL5fBJlppO4QU8a3X8kzRL0pZyaHUR/KF4g0nRjwluA5ohwEVYN9Vux3AsfgnBlfJPBcg60JZ2z4TvQDEFahkwSO6ZN0u2++C7hOjsN7ZNpt6U4W6DxwKM3hCKIdymMEBAQErDn8OqKAgICANUOxWGwXCsuzv8Wi2hs2TM4rIjWYYlnZai/4RkVkJ5MyQFndKiBPEE8Wo0kgIwlJx2CMDBKyZD9bY4MEfk9hQPZpTK5WGWJCDbyFT84pC0gipjaQQZZNWl6Li6TdZvytvNbWnftAlt1vZxCy42RKkdzvU7fM3brrp5GMrL7okMMkxQJ/46w+ICe9pQ2bLQXAVA4i3TZ/o/6AcNvMtc320qJqXK6VmDW12ynpgfamibPuKDUxKJQk3VFpDc0PlM+TI0qQ2INytfE4pOOwbmuxuU+QLX8eQn4xnOP8KAWBlDLOKFvKkrbJtbWjDp/WX0jtqS/HTZyxJ9DQkWuLx7hxTSXzOeYqz2s7Pk97n+fNOQNb198viooy+TjmDyuS+eOLAInHTZ9rG1GkSEBpkPQ9R7Cvat5nXLj2GbkAJkEl2vXhpO5nyQmeZRFmgoqQfP+8+H6FjEtu3vCdRlkMczwLWc/qWsJ+3wUEBAQcMQgEPSAg4JDh5S9/+f2Pe9z+naVSNw988pPvv/1rX/un/1K0cB2Nf5JZzKPs8ReJq1mIkZ2VXL1t0ncj+y+ZvyHpmKwdlKtnpsbbSneTDKrIwEM6yPZAaiDgZBVZjPMeRC2t5toen8U0xMwn25akSi7jDklIC6BYmXwWOB9IH8TZEksCGIwt4yi5QEASkA3758icsqTBV19QOyt1B1LI8KI4IEhBEANCjeS7KSdXJzPN8afl5PFI4rkuSC8BnqakoUKhkDjenXaHeWTruOuKXNJ3yknAGcuNcoEk1CzMA1t+YTOyGDgW4/1COLsCBnLBJ9vCi6AAc5J5TWCLkoJxuRZyOL4T4LIdH9gnJnMT8fUclJNcY9YH6SOQsiQnD5dc1nclsOZ2s4qI+pKievcJb9u6XHcAern3ytpjIik5ck7g0GbACaTMmeuhlMG/trwZZJ5Dvl8Ax0U15JvEWXm7bV+ZhaqSuzOsNRi3gICAgCMKwcU9ICDgUKJz8skHX/nyl9/yke9975jHNJuqPP7xe24fGbntLR//+FfrihaYZBYhYhAOjH3SFnK2RdNqFmIQCGTgLJKT6pxtDbqtJcU9HYk52VSyYWQrZfaJrL1s9jGsbpk9QQBI3ogccYe8kLlLGiObvSfDZZ2zLaw0Fak2WTpq47OA9NtfoDMuLPC5n71qVOkxjjScvzkfe/7UyfpZQiv7t8eypQBVubp9pNkHzXGm5MgPAYKWIrJNNwHIqFUgDMT73me24bWm3ByjLntMEcnbr0ia3RpptL/26Gbx3DvL7YcUFCc2Swu1euM6uXZnNjAwFV8LPdQV7w9neeqNJ+NtCSBYx/lxuWeP6yXwwfyDYJM5n4jHDGf5jXI9wgkeDJl9IgEnAIMyxc5LWnzZ+wwx3ij3TNH3fSA+B/tZMtob5cguz0CSx0IWbItEYOXt8/G1I69vyDnnE8RhvqQRZuY1cnOCDSWltz3kGjAgRMnD62klMklg7tiAoeRq/G12nKw6z5U1OeyFtPZuaw0/MBcQEBBwRKBfOWJAQEBA3/jMZz5TmpqaOmX//v1DH/3oRx/86U9/elDOBXtGLksEUSdLZQl7x7wO0YBcp7VTG5KTymaB7B+1of4C2d/O9i+nz7rkJMRkQTfH53hQTv65EJ/XhCKSZ2Xjti2XBXW9pfg6WaxDcNIW78icqe2Vul2W7XF8kluWI3b7lQ9kxJER+/3Jkxz1ewEZL1JpiAI1zmQa/fuPHN2XFCPjJagyrG6SNy0XxICUIZ8eVlTPzRypyfXXpk65o0j2TI/uxXg75PCjckoLzh9SxPwuSTqwdevWgd962xvf+6OB9nPvrbQ3H9co7vn5hcI/feB1V1y5sLAwI5exnJQjpPy/znVNK5prD8TH2RTvfyq+hrH4uGOS9sqR4LaiunYy39T/0wauI5dhn5MLbk2afdEyjfHi+cYgjUDXcHzO7MMPxED6LKlHEs73BcGk/XLPvTVdm1AULGEOJT1nWbDPD8BvoCNnBDio6B6T4UdRMSRH0KeVTmSHFY37HnW3Z0z7DiMYSOALhUdF0X3AR4G5lQcoJZbkxnBcTmEzoW4Zf1Pu+6zXd21R0RzZ38f5rAQExA61CV1AQEDAmiMQ9ICAgPUEGTp6JeMWTcs0smiQKAh4Qy4DC2HnfRbqSQsxsq95MkgYXbEfm/GzGJOrn2Tha0G9NgvEWfMaC216v09p+SLVkmqAqztZZxbjLEDTTPRsptgGK3yyAVG1+yopujdFRWSrF7EmwDKmiLAx7quVsVKbTCs+XrNZb990C4Lhv85ncSynhrujaF5W5Ag6BnDcN87jQTllgu1XTi9sTOXIBkMIOV45Pobk2nB5BygAACAASURBVIDheL5HroUV9ez1Cy644PgzzzxzfOfOnbvf/e533yc3BwkyUF5QURTwGo+vadIcA8n1mNyzxznvVjS/yKTzTPEa7vZkhenfzvFwrZ+XM0IbUUTYkEujomjIBbWsmoD7BImnnto+YwNmvzzbtGpcjK+NANGcugFpnlLyfO+FpOeSAAXPFdeEKzrBCeYurvrUsvsBAp45gnaMSVoWmHlOSQEydck9/wRXUCnYFolZ8El6NT53+slD/JlHBCR6YTje/kCObVcD7kHIoAcEBBxxCAQ9ICBgvTEmR4psf2kpWuD52U4W9hB13re13pJbJPPPOmfnlXjaNlx+Vl1yJK0il21MA/3bMcIblyONZLHntJxA+gtLW3NOlpvX/PGysJk3rgXSYkkqx7AZRbKRdbm2Uj6ZQd3A/bG1xxDc1cLeAyThbfO6tNwJOin75+9vXq52mX2jUjhgXqO3NTWzOLtPmX0zH8gsLyrq/y1FxJcOAXVFc4CMtA0uTcTXQcCFjLoUkWwysZRNkLHdIpfBRtZMFn8+fp/2cLR1q8mZlU3G2+9RpJY4KGdgR4CA3u+Q5ZIiZcg+OfInOdLGnN4QXxeBgTk5I0RMEGvqNrSjpp5scyk+J+4lhHha0bzkd54HpO0dLX+2CvE1YkrZz3dDUjaWnucE8bgv0nJ/CMYc48HxeHuM/TgG32eY20Fk08g0JSWSI+Dsr6blASqCaJSa9Lp+WwePokJyY8xcoSVfnmd+Um6OH0rkVU8FBAQEHHYIbdYCAgLWG9Qkk/WDsJQULbotCSeDToYOCTnvkaVk4cu+kdMiuc7bVsn2I+6Yv3GzJrtp22clARUAtZtkjfbLSfIh3T7Bti2uKnJZWaT9XFvHvOYD4gxxte3VpOXt5/wWdRAPAhWQcSTJSI2Rry+pu882mcN+5ew+2A/navvWlxSRkFmzPYEF7pEP2/uc7SDfOIAvyJVPWEf2zfHvtvac/tQQMFt2Ma2IgOGRYM38yLrSessaqnXkapkll0FGYm+DFOxjg5xqYTC+TmTnqCg2ySk56BRA6ci0XNsrK9/n+hkDDO5sIMx2GsDkrmLegyhxHcNy5SMEdqwJIcR2SW7uDcWf43071nVzrA3x+zNyZmv2+aqrO0PNc9ALzBH2xTlRgw/pRlVjQQtJySkfCJQR/GjJBZVw3MdtP62Ht1XBoCqizIF57nsyEETjmvmutK3g/O3tdyBlDXz3Ws+FJM8OH/aZXe13QxZorxay5wEBAUckgklcQEDAesMSNxbJDUWLNmoZZ9VdV42cmcUoJLEml9llMWkd05HEk430iYUP3zAOcrhBzgCJRXlWyy+uiUW2/Z1s9Ig5f7uQRtpKX24rq7Uu27aO2Zfh+y7lvsu9NePyW475+4SAkWGGCKaZvCGjzdNuKQsEOchakp2HBJbkMseQIoIraS2lOCeynWT78RWAwBKYaMhl6mmrxbE2xO/Pq9scy85FAGHwW8fRNgy373m5YMqwIuLM/9MEHZDJ026rqChTP2K2YW4xTh05H4QH5Igu17Ylvu7dcqQe0txQFDCYiD/zoJx5X0OO5EOii4oI8rS5nq1yQbQ5ddcrM/8sCAYhXR80x0excFDOZJH6auYkzy9qFO4NvgBjcjX4edzV7TyUufamXCY/i3QS+OFaqPufVxT4Wfyj973rCfO1gZe02q2B4YXW599+6ev+IT5vfBT88bE+DBwDkl5N+Ix/PhB1G9S0xnrMX1Qh1thtQN3kPO371EevbhBrBdsBICAgIOCIQ5C4BwQErDcKctlKX7osdZsbZS16C4oWt/QdtvJeYI3PIAKQdrK/PmG3smoIwUj890Fvm6QaVq4Pkg2h5VwgI2QnORdrBDWgKLvmy+itkzILZhbLkBAk3rYG1wYyfLk7KgPInO27DFlEjksmsZdTszVfW+lC2ZfhA9QIBHSQVkNk06SzSNpxy7eKCwIYE/H7zBeIGVJ/+zplF9SsY15myyTI7o/J3Xck+Q25HuvM4bZcVhWZ80ZF82BeLgNJbXghPj5S/Ak5CXNR0T2blwsmnCzpvvgzC4qen4V4n9sl3SNXK78gV0O+If5pZcxkwsnuUw8vOYUHBPKE+Ji74r+PV2S2x/OFVwM9t610G58B5ue2+FhI4pGEo67heaa9GK/ZYNGkulUpWT3Cramg5Doq8N01oOheMAfymJKRgR+VNPKad77t4u9sr738P8r1SRWkxzUq08+bq374na967WXqnk/2s74JHt9rBJdWEhyz/h+QeL5Ty5IGXn3pq08s/WLp9e1ae3JwevAHU1+d+suPfvSjBB17YaOi4E0ep/fVIK2rQ0BAQMARgSBxDwgIeDhQliO21FQ3zd/UwCJDTiPpQ3ILPrKrEDUyv1bibhfkHI9WUyy8yS4jFSZbac9XWp55tueE/BUjMcgZGT5cvevmNaSmEGOk/rbtFNnitvnMolzWG+mvbU1nF+78jTxVctlAeilD4pEPIzUm40aP9F7E25Yy9AvKGZLIdsm8h9qA1mBZWUMk0SgZuN9cs192sCjntk39OZ/pyNWhI0mmz3jN7INrt+S+o+7SB8g6TuoFdRsLMg/47Kh5H7d8wNwalKvN9uXpZN2X4r9xbG8rKsHAqAw1y0S8L4Jllvxhsofxm21vZoMYBEGQl0Pubd9t5PXMT54tro9rQLpPyQA95SHN9pptUMwqXhqK7jvHzyJyVt5u74nNolujvrylHS1JnfPOO6/Tetrj3/Gvg0vHdQrRB3eX2gOjKh532bkv+tSXv/zlaTlliOQCavacGXfm4Erru3memHP2O7X95r9+8+n3POeev/v0r3z6nG/+/DdPvf2k25/xxNEnPvOUzimfveWWW3odk7aUsz22Wwv4JTsBAQEBRxR8WVlAQEDAeoBFLDXoLC4BrckairJ3A/4O5BbwEO8luf7DmHaR1UwCGaIlRdkfpMq4L29SRChYsEKEbSa0YvZH9hRpsm9cBqFF2mqJOq8V5cgm2T+pu37Z7gfJM0QDN2V/8W5JMpJeMnGY7eGGPSOXNbYyV4Id1Gj3KpHCeX8l/88gY/cBAYG0kPHL8hhgGxzZx+XMxkbkrnVG0bW15Fr/kTmcUJR1XVJkqHZA3SRgUI6kE/hmjG27NuvMbduVkSWuyhFrZNrMTdpTEYSxhmzjcnP1/vj8mKsYtdGiD2XCiLp9BWbl+rTfZ65tRs49fYMZv6Yc2cKR/KCc8oW2Y2PxMffE+9sk51KPWRrBMJlzIiBhHfCR3OM7cSD+uVlR4AIHeAJMBGzI7FM2wrnTTSFtjiLh5nuBunYCOZbIckwbaMMHA3PJ4fiYE4qUACMnn3zyqTvLzc3+ge8otba3CoVT5AIgEGUCQknAI2MtiCmqA0pwKvsete+tnz/r8ycuViMuvmd0T/FzZ33ul45/0fEvy7E/uiEcatJs739AQEDAEYlQgx4QEPBwAFJAlhvXar8+HRkzZMIaEZGB9hfX1lSuJmfC1au9EIRdihZ4B+N9sDhmIT9mzovzJyMLKbByVLJ7liSTRbUtijD+2idX843RHGTQz9Zz/dSpjidcI/uQnMzbEghIDDWySaAun3Onl7slnD7I8qVlwtNgs7AWBE5wpub+EsyhJzVZbVvbzIKdrC3lB369rTX0qsbbMM/2KyKrdp4MyfX6Zh5A2CDFBEysczbb44yOnwLE3zer4xqmFRFcFBKQzf1mfCgtmFVEqKty/cwZX+qVH8qOxu+hMMC5/345kjxsxpgacJ4J65HAfMDhm+DPgKL69WPkSjAIQpBdtYZxlFtYcs69tSqZ2fh92n9RV4/qBc8I9o/CAfd4ym3sM8tPa0o5LGfkRm04JTM8fwTprNy/Y36XnAJkQVJ9enp659Z2eUpqTJhttKVd3DcyOHhf/GddLuCYVvbDuaxEsZKFh+rVZ0ZmNrWK3Y/77vHdxfpw/Uk99kFwI08bttWC5ywgICDgiEUg6AEBAQ8HkJ+yOF+QIy4+mYOQQdKp97TEJwm21Zd1H8/qz12WI33WoGtejowMy/WSpq8xbaPIbPqwJAbYzH8t3ieu32TtRxQZbJHdTQLBDeS1VlrO77jQWykwWVvId5Y8HEJMwAEJuO8f4AOTtaTrT0PaGELWuG/UL2NYRtsrVBRsy3aQT7KcbAs5Q7HAWLLQhxBBnIEl6XgBWEJtM8At87Mt59K+INe9AMJq28YhYyfrjdyaa9rvjRV9yFFb7FOUrWVOI8NGWl+Xc2WnzGRQzuQN+TnjcFAu0w+phhjOyJFo5hwEeUqOcO9SVIPuO5RbbwaCIwSbUHOwDeMgsx3fI2VFSgOCEraNGQEJssMtRQGPgfj8pW6CjpIDB31aviUZy5Ed5ro4Z9QdbM+9aUrSJz7xianX//JZX/vPZumE+8utkiRtbBc7T20M3HjRRRft9I6RlhkuqLdUf6Xg/paHloaWEezx+XFV29X/6rEP24P9UONQBCkCAgIC1hWBoAcEBDwcsHXhZDqX5Po1++S5IdcKalyOMLMw7wWbcUR2KnWbIEEKMOhicQ2JZR8zcpnVtrcdtb8cU3LkNC1zz/nvN+eAlB1DM8nJqJMW6IuKSJ4UET1Il61JhUhjwGXJap4WSdQHN83feAUkmeVJjlzlzaL77eAABJy2XWREMU4jk0rW2ZJWZMpWNWDd860DPISsIWdCJnXL1i1sSQSqDSvtt8oIJOYQeRQaQ2Ybv2+1VTxQYoAbO8SJrK5fQoE6gwDDtvi11vHHHz/45Cc/+aRbbrnlrjvuuINacwI1u+V6hhMYsnOOGvaqoow4ZRk4vaMg2G9+h5wV4/0uxT+5ZsnVqdvOCwRZGGOeJRQtkgsuMY6oIOwzuSjneo/fBOZyD8qZA9p5x7GYc3gO2OeZn2TkKZkhCCZvf9ab4iE8arb9uxe2h+7aU9TZnUKnuLFZuPmUdnmH3HyD4HL+vgEcc2Gt2ooxd3keW5Iax0wd8/89+8fPfvINj71hU6fQ0UBzQC/8zgt//Oj7H/2BHvuzDvCHGms5DgEBAQEPC4KLe0BAwMMFWiCxCLVGb2mEEYd0XNYh7WnGQ2ltyCRnHMVCtCpX7+tLxHlPcplAyDiZUjLsZJsteeqo22gOsgGBsySI7GTTvE82EgWA3xu5oIgkMXaQrZaWEw/IKUZd1PX2Alllf6FNljWL5CMr7iU9JXhApp8xwlzK9kOHEFlZMeZ+lBBITj4O+UMufUBOiUHwZTLe55S6SSl16HtTzrsiV88MMUaOPSMXeJpWdJ+QtpOFXlDyvEPOzrWScWdez8spQ8i8+3N+IN5mq6TJV175xxce3DZx3q5Ke2x7qzi9fbb1hfe89g2fij9/QK62mqDEorqzygVFZBzyDzkmeISqpODti5Z0+DvgWL9b7p5gfofxG0qPojk2KhfIakPO0Z7SANuCDGUFzyLBvZrZbkN8PgfizzDHGMtZOU+CpACZdQ1P6vDAHCX40w/s/MbM0A+aUNqCd8VKJN48HwSCbFDyoW0u/9Dlz585YebVCwMLI2OzY/fVbqm99e1vfPtPMvZbUHS/96/wvPoB/3/kcZQPCAgIOGwRCHpAQMDDBbKDSLRp++UTLB8FRQvqolytJxlDH1kEHdDuCCJE+6K2t42Vj0O6IRacs0+yMCOTHMm2me0BuUyjBU7altRAQqhNh6ySFcZt3pKTTYrIpq2vJbiBND9vtslvz2ZhW08lkXTOz8rorYEaC2tcuv2gBPcEYzsk7IAgyoIkveGdbztnbuPEFVPF9jHDKs7UHpz++7/6gzd9Kj5WXRFR7pj9EGSA8PkBHxzQ96eOTpQRLimSlW80+zog1zqtGZ//QXPNGNQxHlwLaoopb+ysVHvWvDao7hIExoc5Mv6KN1/xa988deOf/LDaRG2hx9XLM0/7ye63feTKd3xOzgSP+Yi03jc8rJnfqb2GGNnabQil9QqgN/qwoudYr3zzFf9NJ2w9r1UslMebnVu+8ZFPffBb3/rWTqWXXQzJZfFtv3MCPGU5sm0VDDjcI31nvBuKnrf75Mz+Nshlu7PKPyRnTmfd7SlTSZuzeeG3WUsKGI7KqUnyEnTGBGKO+iDNp8N+d9h2kKhk0jCgaNyznp21Qp7v+4CAgIDDHkHiHhAQ8HCBhTOEAtKJ1B2H5CSQ9aUetqFkookUOAksnAfkaktZsCOXxUSMHtk4nNusP3LZJBm7lcDazPqg3GLXtkXjenHVtq7QFfM+Wca2XGYeczrqzelNXJXLiHGe9AHvRwpKHW1SCQKmWUkeApKrbcYFG2KOhBgy7mfZIDpN72+f6JCtHnjXNdccd0N59pq/H547kZtxxvaB0y/+kze3PviWt31KznEchQJjwX1N+n+Rc7WZZH5CdDC2G433v10RSURCPiMnpR6Ty1Qumb8ZW4I41Nfj4s49sB0MCPosxZ8Zi/+2wZKKpPmBE7Y/64fVuYfIuST9uNocffqxW8+W9Mn4eOPms3gu8Lx1zN+Sy86T2Yfk1RU9Q9Stl+Vk6ZjMLUna85qr3vr6rx87cskPq4vDkjTRLp79kpe/5IyLLrrovIsvvjjhVjz0PBMswseBLD3PygYzRqgL9smpLHDRZ9war77i988rn3T8y5bUro22devur3/nHddee+0DSSfhge8vQOkNAZmVknMIp/0s+yZwZTse+IZ0Pvh+Q53Cs5XHXR1ViF+C0YsMI+tfD2Q53AcEBAQcMQgEPSAg4OEERIQsJtkbstJJUkUkyUhqJ+QM1vIuzsgG4YrM55CIkkWryrU9gwzYhSx1tbTrSoI1SMPoqqNILg0hs7JlyCuO4Yqvb0LOFGwufh8Z/aCiTKvkiDjnZA3i2PeQIrLSLyDCSRk66tExcyMYgTyZ485quSM97fa65LRydcJSb2XFkqSh+zrzr/6/Q0sn2pv0g4Hm6FO2bXyepA/LmRGOydWrUu7A+Vv3dwI5kHBguw3QSgtjtbKk5rHHHrvt6U9/+gnf/va3F3fu3GnlzpBwjPaou0cRQjuwilwZhQXycz9oQ8ALx3GCXBVJtaZaSe0K1VaH1zG7Q1Jtz5HgjMwxrQFfW658gnMcNr9zzbNykvPiwc1jz/9hdYntdKDYLlw/2jpr+73Tz5R0k9zcsa7olIgQNCDINxcfk+AazxsKiXG55xFSX5VUvOiKNzzvp6dt+7N/G5rf1JY00Sk+9yXnPPUp73ryk8+77LLLemXQrYGd5AJSNeUvIfHBeSd9r9BL3h4vDdT0237y/crgIfb+ufQyf+QapjO2WSvYEqOAgICAIxqBoAcEBDycgJxCDFjwkd1McvS2RmVNRUSVunRkplnZoIIi8lqJP5u1eC7IZajJTuJWzTFsxtNfsNqsp+QyidSQknXlHDAwI/BA8ILtLQnj2LYXN9lL3LkhvpAsydXHrmQhi/s+98SXqVPbi/kapQKMCeTJHhtJtCVBtnWc5LKvvYjSYqPd3jZfWH77l9TByGxUjtzhxG/LD2xG0d47qdtHwALnbiTno5e+9x2/ff9Y5f+5u9Ta+KTn/9LU8/cvfPX9l12xQ9H8QRJN/bRt7zekiNDUFAVd6nKBAsabIIz1P7DSdmsSx5xY2tAp37C9VfqVXaXWQ8aKx7SLzcqBuR8oyvYT+EFCb1vw0Y4MZQf3w7rnM78xhxuQezZs+7mKpPJzn/vcoamSujL6krSv0B6YHxs4XdLXzXXZe0G2POnZpS0i99Iax/FZvlsY08HOidsv+tpQfRM7OVBo6x+G67/0ik7t1yV9POE4Fjb4wtjgqr5S53LKZ9LMF1FrHFC3iaE1eMOgrylnPLkS8MzbcyEgkfVdi3niSo/bD1BwBAQEBBzxSJN+BgQEBKwHyMhKLosOIE/2ewo5sSV4LD7pF15T+ncbfczLijLuSYtnMr2QRvY9p4g40WsZd22IPvJdC7to9Mm5laNCSMnWUye9N9438nfqksflCAaZLbJbyP5tn3UyoRNydcP9wrpmD5lxQOLPfdgnl730F+fWxAxUEraDEJD9TTKnS0KnpuINxzdLXfd1QAVNtAp3y5mz7VdEfmfljM5sprPs/WNeQuikbuKID0JTUuuyv/zzF/zbpvKrP1tbesw3B5sbPz+8+HP/vKV8weve847flJvvU3JzAdI4Kmc4B8FlriEnt6UBBBOYoygTCIKQkd8gqfql9179/t+YqX7xF5cqU8e3SjqzXj3wGwerX/7k2//yM/Gxa3KBnaqiWnrazqES4FwJDmAih9oB48FZc27Tip63GUWEckrS/n/5l3+5fXOruEzJsa1ZmDu2MvItdfept3L9tDppqVu9kQRk7TPxecxImlqoFJcFCvYUW8XZYvsXUvaTtF8CaNa0cCWwAYY0cP2MPfcIQ0TKNuaV3v0hD3By978r82Sr19u9PbRXCwgIOCoQMugBAQEPJ2xNLTXldfM6NZY2++XLzMlYWTk3Ls8+CR6Lfz+o5AWr74jtAzm07UWN6dec4hrjq676xJn33DP4punp0ubx8ebujRvvv3LHjtfequ5FOyZ5jAMGaT55tkRsRE5+Py6XkYSYQdJG4m1mJFXf+MaPnL9v3/hLFxc7I6Ojcz/btGnnH+7YsWN3wvUBAiE2O865MPZZGTmM/8jeAdzlCbKQabTXbOturSFWrxpZSdKjNfCR/zFXeNGXh5eec2+5NTjeKXaeP1v50eL3fvIWdbfD4rrIMiL9JRjD3LHmY9atn/cgRWSKy/WRwRf/oLI4Yc/r9mpraK42eJ6kz8THmFT3eNqM7qI3RmTI7c+KlmeWkzwCUAoUfvSjHxV+9Kr/9yWXX375L7QnRh87Um/9aMeOHT9UZCbIvq0JoDUknFZ3OzhAlpeyDGr6CTw81KbLnDPKmc4x8+0PPKNUefs3hhqTbUnHNUuN59SH/mXv3Xd/W8th1RaUAfjzIul7Iwk2wz890ikuc+jf3C61ay19N2MfFlyvVS2ktY3MAnMy69wJBi7I1dpj8LaktW0zltTWTconb8dQcz2AqiIgICDgiEcg6AEBAQ83rCGWrUmXuh22IWx+lsRmksgUQZwhtyVF5Lwp1xfaggy21DvzZXt/Q9bJZBcuuWTHM2+8cfO1//iPJx3fbhdUKnX0whfWnvgnf/JXL3zLW157q6IFLyTGtoVaVO9sE3LnebnFudTds5hzX5JUecMb/vbif/zH03Z8//tbRiVpZKT+9N/+7ZHT3vCGN/zKX/zFX+AMn0bGrekX++U+ZI0RreMg6ZagQJ4wsLPZcxQJOFLn7dH+EC6++OLGZz7zmRcNP3D3by5WBp+u+fl7fvwv//fa6667bo9cazOIGSoDKwumHRbzkftEyzAfEFBUFLVOsZQgspearXY13o7gkc0KQ2oJtjBGSbvCPA7VggVqAzumS3KEb+gd73jHrZJ+YK55QREBH40/xz6Zb+NyBn6oS6wx2aKiIAWv0/e+IVfyYINxDwXO3vF7r/vbS3ZcsesXjtv+kmZBQ9WDCzefViv/5cU7dqQF0GxGPS2LuyRXypAViCNYo+2t4rufszjw2OsHl7a0JY23C3rhwuA3xmaWPpvw+SR05Fo+MjaU6uQl6BDvtG4IyNZti0RKC6yx31qhquUlKaAXIbat9w41CJgFiXtAQMBRgUDQAwICHm6QVZVc/ahd+JGNhWhnubWTSZqXIxLDckQ4qYaYllB5exRDojATg0TVJbU7nZP/N+Rcklqtgv7hH0551AknHPx9Sa+Sk5625LLJvTJmwKoM+AyEF2k8Ev2mpMLu3ZMvgZxL0uxsVdddd9Iv/tqv3fFiSX8vtwC3mfosQgx57AWIHpk+Fs/cb8zUkOZbcmJ/73vRff7553ck/Z2kGxQRS+YDwR+csBknCDkGcswxyhJqcoECCDvnbDP8JUnNiULxXx/dLD3vznLroZKHLc1iq7bY+E+5YBOO2GSZyYCikEjqCgBsdr8XIC8EG8jycv2QVMwHkdFzvdSaEyyx6ggbSMO5fUau7IGAG2irO6glSXr/jrffKOmf4z/p6e0D1QDzxbrq++AZ9bPotgylK/jxJ6/8vb//s2uu3vu4pdJl9UJneKxQuuWJAxNXvvSyl+Z5LlFS8AwCnte8WWS++yDESa3QeE4xrawrUu6stcQ7Sd1i0UviPqjl7QoPFYK8PSAg4KhCIOgBAQEPN2ztJgs+KwtlsY3BWBJp8RfrLUUL2EFFWeb9Wp6JJUPbVh8S6hj1eL+WzHYkLdTrQ6OQc9BsFrS0VJ2Uy0wWzc+sTKkPCCKZTxbzZKPp174gaem8884bmpmpjPs72b9/oNjpbD1FLnDRDwmm9jqPdJcsNYoDrrGuSNFg1QzWUAriuBIjO7KjRUX18FY2bh3HCchU5CTstne47R0/Ijfu9H5m3lJ/z7EblXv3fODFx2186rcrjeffW21vPqZd2n/mbOHGB2666c1mn0VFWV5UBIvqNt/rpVBIy5b6sm+2aZv3Z+LXtyp6Njh/Sjia8ZhQCjArN78sSbfZVVoGQjJppUZQwLqq09MeEHxj3K2KBlB6wrX5zuk+MJ605TGoDhIJ8xtf8ZqbJH1Ty00Ls0DNOaU5dvx5VpKUPz4IjKBASGuFZv0ZAP4b/riuBtzHpHlofRiSgEfBerU8CwQ9ICDgqEIg6AEBAYcDIHxNucW9L4umZVHa5/3FOiRtWtFim/ZfLIAhECtd2NljInEv12pL9w4ONrW46L5ea7WGhocX7pHJbMtl3WbUH0FmLKyJlDUO2xDv++B1111Xvuii1+z3d7Bt29zStm2tG+WIVr8kHbKah0BD8jgOpAWps9SdtWWM+r0vBFxQM0CyynIt+2xfcZltyeoPx+diSQ5k2bpYUwqArJvjViUt7tixoyPp0j/4gz9496ZTTjxh7t4H7tmxY8dt8WcZc1ubTabUKkWyxtbKxfOMiyX0XA9lCJjgYUaIyRp18rTIgmxZWQ55BQAAIABJREFUkm7VEeyPYIdtnWfLJqwRpOQMyFANoCCwBD2pzRfENw1WqUE2eFH5gkoEXno9E5Bz/Assqbbn0YugYwyIMof74H/GmkL659xrPPoB15FWctPLMT1Lpn8okKasCggICDgiEQh6QEDA4QAW8RAzDLM6CdskGUP5i9MhuXpQjMro7zwq52680gUkBKIkV7fbktR49KN3v/E3f/PWMz//+VN/fnq6qvHxJf36r//seyeeuO8tckQE8yi/PjsvCDYgq2Y/KAeQvVc2bNj13vPOG3/XV796wjHNZkHbt882zzvv9q984AN/eoMcAeiXpNPnOS+oZYbQVRXdGwIxkGnIST+ZN2TmGFKR/SXjCOGENEDk7YIeOT5GgiOKiKnNSPrGhJBeWqFRSgHJH7rqqqt+IunHctJsHNEXFZFfMqNka1FGjMgRHCupt7AmbPZ9/2+IstSdaaRuGXk9Y4/igeARKo8lLSfpBDwIvDDvBuWCJPa5teURVqbPWBIooMbaGujZ7DnXnxWg4B6Nqf/nHVKdNQ8tOWcuWQm/3Zf/feZL15mbvZ5BstpJ10EWfS36gNtWiknII28/uAbnkQdJxqEBAQEBRzTWSgoVEBAQsBpAoMgMIT1veO+zKPSzJfbzNTlnddqMkbUkC0/bsX4XsyysIeVkCqdlFt+/+qu/+nOnnnr+xYuLAyeVyzN3Lizc/M4PfehDe831IG2G2JPF9TNm1riN3xVfB323LYGzmepJtn/zm99z4tzcca9uNDojY2ONm6an//3qv/qrvyJLSzs7SHJekk5ddj+Zd+r26S8PYV2Qy7L205YJyTnXgQTYdxqXXGa3KSdJTspq0urOlljUFMnl/WOPK2ob1pbrLy858l1XdK8hs205gkrA4oCWy7m5v/gToJaw93pQjvjbeUxgimNMyAVthswYDJprmJaTsZflDM/2avmYdsx2BFts676yXPkC2XICJZjGEazAtA9iW1MkubfPPwTWustzbTWl1zmXFd0HjNT6UWQQxPEz1fbYg/E52u8ilCD+99OguktDuKc2W99LUs+znRRowMOjoGi+LXOk7wN4Q2SdD6UCSWNaUTSnVnMO/YBrXy85fUBAQMAhRyDoAQEBhwtYuJMVtgtkayI3rOXkmsU62dQDcotf6odZUEI2pHzGcH62i0wfpByCAiEcULekd0wuE8k244pIg627h/RIjoixqEfCikSYc/JN1OgZjnM2n6ONnV3EIrGHeCF1zmvM5gdR8mJSLrhAj+9Zcz15MmFkdXGytt4FBGqSnPoJXkjpqgGCL7hjj8b7fNDblizzAbkM6VK87bCizDpjhGydbgLDiuYEx1gw10Bbtznzt51/LbM/npFmymc53ky8Dc+Y5AIWWxTN5WnzGboDzMiRTeTiPHuWpCPxZ9ua2XZI0f1lW4IjOL7jzM6zul/OyM6WPCTNM/udYcG58sxZc7m84HvGnx9p5FzeeUtOmj8Q/5tVd6Ali3T7sNJ3H8yzlqJ7N52yXS8wf3oF3rKCc6OKrmW9DOJQy6yFciAgICDgsECp9yYBAQEB6wJksFbuyu/WsMj+DQqSNsbvkdFEggoBRBoKGbB9sNNqPakvRgZMVpPaWsnJdjkmxlQQaepKqdklc654W0v8W2Y/7JvAgs2cki2G3ICaogUycmSk27iWc2z2BdGzbbMwm+oF6nr7zUwi9cVIiv0kOewnoaLuFmP2M1mtnQh42PIADNr8/WNwxb3g/0orp2WcyUYvxduOyRFk2/7K1t2TPUVKPSp3zxkTe16QfCtPH5STWFtDu4r5G3K4IDfnG/F1cx5j8WsEj/j8kpyjum03R2kDtfPI3wmiQRSHzE+y8zx7trc7Y8oz5ysNsuqLfbd7nnmCTnyf8Hz1o/bgvvvED3O8tHMain+iULDO7j6RzNuKjPaDWeNgM/RI0PuVfaNGyXqmmWNJGWvm/6zWp+UZAdlQfx4QEHBUIRD0gICAwwm+mRILXLs49RehRbk2Q1NyBma2D7q/mKS2GMm4rZVNIuW4i1tCYkHQALdq2khBhOi9TcbYd6ifl5Mek+nm2qzRFQvxhjkm41VVlJ2ek3PjtjJvSD4ycxbQnAt1w/5+05BGcLPAMRqK7hmftdnXNGCiBvnyiROELkvqyj1kUU+QwO6LOnDOh+DLrFzmniABmX+I71D897y6Aykyn+koykxzPtx7iC/tAanRlrqJFnOaLDbzwpZBQNBxA0eKDnm2AS5q5+fN9RHUIesu81k+TxDDjidjBWke8s7HJ8ySG/+KeY25jww+jexZpQrPvHVpt8GOfoNJSYHAJHLuB/MIABEks9lyO9fyzFfAPtPGge8F5gSlN/1cr/UayALzLGnfPBt+OcKhQlnLg1kBAQEBRzwCQQ8ICDhc4C+IbRbNN1NryREaiB6ScUgJJC6pZRP7gERUFGUxpe6e2P6CGOLkLwhpDYa5EvLfcXPeLM6REkM80ozieB3CX4z3Z1s4keWzQYV5c/0+rNzaZtMhVRCcvCTdZu56wRJf9l2Ty5yntRYjKEKWP4nQcD156tchgxBM5MqMq78v3uc+YEKHRN5mrJGTV8xn2CeZVaTBLbNvyDABKo7FuTCnLWEn8LMkly2uKhpTq9Agg8vcRHbN78NyNfx+H24ruydIZM+VTCrHZjwZJ+rkbXcGyDLXgILFBk3Y/4CyyR6kF4JMYAHwfPBM9mMmhsqD87Tk3ErXCZIQzLMBFH9/jG8/89UPGKVtw3OIxL6q/M+m5IJnvbbHVyDpO2skPs+VyOtXAp6z9cjWBwQEBKwb8rRoCQgICFgP2AU7wNDLJ4osPI9RtMidjj8H2YAE2SykBRJhiCJZTUhR2iIeMmazZoNyxnTUgDfjc8AJHCk0tabUrecFi9C5eB9IeQckbZIbN2rJs2q5yVZTLz0oVwtPPbHkxj7LqwSynwcQMMaooKgcwTq5+8DxXuqutfZB5i8v+aIuGZUBYyAtdwf3221xjCm5en8MzlA22B7QkOCCumvNO96xIXhWtr6o6J4vqLtdXU1OsQHZtdsThBiTm6cEQGxAAZk5wRlpOblCuo9MftiMGxJ2230Bkq74XCB0KFY65mfBvCdzjRBr/k6D9Z7wzfKk7nuJtL8fEExACYBLPyqUhqJrJDBgSxl88H3Ed09ev4V+JdyMK33g83gNcY/yZKLTHNwJ0vRj8rha5G31GBAQEHBEIWTQAwICDiewOLeLrlEtNxyqKiIfEE3ISl3L5acQEitDZZG5ZD5T9j5js4eW0BflyJ3k5Oy0yyrIScUhEBBs63pNptC/3jTY7KY1lsNBnPrRJKKSBEgdDvhk7DHSg2z0yqT7MuAkMF6W9CN1J7PIeKEWoIa3V0auH6mwRVtOOix110hDoKRu53/JmZkheaf+elIue74kJ6eH0EKyLbhmjs14W1k425F1Zw4Q6BmSC9DY/tWQcYha1XyGa7MEn9Z3PmnkHG3gxxJU/oag8uyQLbfBKFtaYhUgbfO+VXdwP5LmM8+klJ5lt2UY1isiDzHmPDfJla6gRkC6nqb4SPK1ADj058kyW6VHFvwMug0UJdXR++fbb8AgqdXboFw5xXrAKkECAgICjiqEDHpAQMDhBD8jCwmwPc4HFcnapxWRUYyskLhb4HSNqzQEdkHdi8yOXC/nSvxvUs5xG4M1PktWEyKGkRWyYa4BGTOLezJbJfNeHiDlheAgHZ6Ry8pDaKiDLSfuaTnq8TmhBpBcoMGeZ1ImDrLT6/8SFvXsxxIUFAbU29OvPk+wAXfzlZhE0d4OaS/nCXG0pm2+Uz4BF4JCZUVt/TAB5LO273kaIbPHlpwcPGtucK+Zg6gL7HwflivvaMgFFFAlYFBI/XaWqZid1yhBJKduIPDE+TP/kahzXJljWbM4W97QivdLmUnSPCbggFogCzajjWt8Ggi+4cQ/Ep/DQUXXnEcCnpZBB/1kxK15Y15YZcKSXOAm6xhJ5TxJIGiRtC1+AeuFXoGHgICAgCMWgaAHBAQcTrALd8llZFhUDyvKqCNpl6LFM4tGSAQkhYxZEilPkqkjb+e41BGTNYOQW1Dby36p95W6F9jUw9s6VpltswDBReKMqRcLZs4Xwg6xqSkfWYcMk40nWwoJldJJOteVBgIjZGuT6sjJcI7LtUnLQ0z6lbb7IHCCMZpVRgCfkNhtkUDTQmxJ0T2oKmp3RcuqXtfC/iD/XFOvAI4t4yDQMS8XtCE7Pyo3/jNywajB+D36o2cROZQqkiuTILBDVt72+EaJUlQUHCAgwPjaIIjNojPeHbOfonnPlgsQKMlay/gy95K6tycwhK8AQQgUL7R9ywsCcf6zwr2YV77gGcaVqyWh3LekZ7ffLHSamoHAxnq6qQd5e0BAwFGLIHEPCAg43GDlmpAhpLz0eEb2idSUTCWO0y3zPlJyCApZWkyvOt72ZHeRxlPbntRrN8nAiYykreWm3Rr7tCSlF8lkGzLZnB916Mh4yeBzDtQFQ5SQTivjWBACnOMJPPjZTx9pjtFk+1ty0l4/y8b1WTOvPDLZlUrbfdj6dzLX9hwwsuNcR+O/GfOxeFtUFNaBHFl6Hll1Oz6Wba1HvX4aEWHsuE/U9iMtpxWdNaVDJSI5OTmyec4ZPwgL9m9Jmi2ToNSB+YLEvhKPD6ZyTbMvex2YzVlfCMg1QTvUKPae92qh5runQ5RtGQXXgVcE8wHZd97Wg8Bv/yZ11+r3cljnWvMGn+x3pn/spPsGGM+8RJfvgaTWc9L6ydslN+8DAgICjjqEDHpAQMDhhuaFF144fsUVV2xUd7umUbmsGRlCMuWSy06R5cbcCQM3uxCflzN3QkprF8IYpvEZv+4cpLUlwqF8yfxtJb2SW3xTC51m5gRJg+iwsOczBTkC6Z8f17sglzW16oI0MyuO4/eUhtRY+KoH/9wh50iyLXwTuJn4fEeVjdVI231g1oa8nZIKe03MDdsKjHpf5NmoACpygaT9cuNI3XYabHAEYMyWZm5ms84+rBs6gZpZuQw7LuvW1I75hMTbNzPE5M8/Xl3ueSEDbc0WUUVUzDZW3i65QBOSfEsGR+SCJn6pQJ4MOvOF4IuV5vOdYdsNMuc5r14qkaRj2nMiIMJ3TdrzYrfPKzv3kWSMmXTfaFHWj+N6mrzdejasB1BcrFQ5ExAQEHBYI2TQAwICDhu8//1/e8zJJ19w7QMPnHnF/feffPGv/MqLnnf66dt++r3vfWtW0YIVszjkspLLUCLpllwGkEU3n08zdkpCR66lluQct60Zk7R8gWuzXyzEyZ5byS7yeYi83wNe8XYb5AzoWJBy/R05YgUpSsuGMR62bZvtse5nTcm6QqpQI0Be/X71fhaTcWCcZsz+bfbSb41VV0TQs+S9Q8pXD5wXXDsBlxFzfMil5AINeCOQPccksBSfe8N8xpqdERTple2VuludoRZII0fcU/tMENDi3vnBJO7PrBwpZi7wPiUgkDnGiey8Bc8LGWobbOiYz6OokLoz/ihmlszvXHslPs+k6/cz5PZ1zn8kvj7bUYHjWkDO/UASqoO8WXR7TtZ00M5/W3dvYU3b8iIpg560b2vo2E+G3v+8/QydDGb62M9qQaAsSNwDAgKOSvQTEQ4ICAg4pLj11tGPXnPNGc9dXIxih6VS+8SXvaw49qQn3fCC//zP/0ReTN2w1E1mIO+0mwKrybJY+TuSZkhtUY6EWVgZLg7edrHMYpr9L5rrsDXrZUXEYtE7DqSDz0LsCSbYevg0WDdqsovI5SEyLPgheVZ6DPGCyBAcsASGcSoryiR3vNfTnKw7iu4lcmt/G+vwvZawJmsEY2wWE+KJ2Rr+BlZhMCpnWGjvAYEUSPCwHCm22+H2DjnFuG1ByW3QIMxJdfO8bwNC9lhIhHmdNn4co2T+2VZtNhCUJDEmWEDdM+NnjQKZ58xd331c8TFG5IwC02qlIaV8pqTuQEVd0T2zAZ2Glj8raeSc/UC68wSF7Dkl9RfHzDFp/qe5pOdFUgZdcqoEgjAE4PpB0vUPaXU+ECvBWqlnAgICAg5LBIl7QEDAYYGrr756y09+svFxkHNJarWKuvnmbY99znPOe6xcZm1Rzkl9Xs4hGwn1kLfrtAVrHpD1XpQzW4JkJCmQaBcGkYDYk0WHLFlZb9tsj5ydOnnrmC25bBykEOICketXiiu5dnNzcllgDLNYzHMeBfP3oNxY+8clCzigqNd52+yXwEaWtJYsp1VKSE7qf6gW5/T8pq3WsBzxsOeB0zjn2VZEzjtaTs4tmBuMJTJyQJs5vze7leH799c6nZOlth4H1Dzb8SbIYbP0ZHwJIFnTuRlFJBcCX5Z0jCJ1R1J5BoEd/z4RvKIzAll6xhw1iG3jRvApaV7zPA3LlW1ILqhl749d73B9SM8JJmTVUKedQxI4HuPsz3Xbss+CrH8/svMkpH3fLck9l/0+Q4eLvJ3voJA9DwgIOGoRCHpAQMBhgXK5XJufLy+rtV1aqgxMTm6pKCIHvWTqZJ7Sanb7hSU2NgAAYRqWI+rU1tqFr80Oknm0zugED8g6FhSRHvbjZ7kgLsjC6SfNePRqI9ULkMM5dRvkEZCg7zzXNhz/89ut0aLqoJxMHFKQp98ymXwysbZt16HO1uFGznkwnmRCybKTwa8rIodFRUQ2T4YVF3RqzGvqloNTimDr/SG9djx43Q8WIce2HgqcL34KZI9t73nmoE/wILT1+Br3xf/wh9isqC1hTcsDGQR+GBfOtfaiF71o+7nnnjsuR85tl4JpLZf7k8W2rdAIUFFPnlT6kFSnjprBPlNZ6IegY8yWRYST9rfa7DnHTgOKj2KP7ZJgnfYBwZX1NGsL7dUCAgKOegSJe0BAwGGB++67767TTtt63ze+sW2r5Qenn75n549+9B+3ydWijsvJXv3ezWSrVmOyBGwvc7t/AgRFuYwUbcRsnThYlJNNsyhP+u7FHA0iBYkC9H5eVLcM3j8/XLRXKwG3LvDIhpFe277Yoy9+8YtHTj751y87cGD4yZVKZ6lYvO3L73//5Z+QI/EEN/ohBZQI0KuccV9rabuPjqL5hXs7kvwBuQzrkJzJ4FC8zUH1P99QhJTi/UDoIMPsu+5tPyhnmEgARHIZdOY/WU87Ztb9GoKOqaLksuhZWVzGaFjOJR7VxwY5pQBqCa6pJmnkty695Em100950+2DnW2DbTUv/c3/ccvAT+961Tvf+c4Zsy3HsS3WxuQCN2T4uYYslYyVnPuvlRUFA3rNTRsk6HWfUQZgZpkEzAO5FzxPq81GJ5U8AFuG0u93RFKd/5DW17ldCu3VAgICHgEIJnEBAQGHBa6//vrOC17w3+7Yvn3xzJmZgc0jI3Wdffa9d5x00v3v+NCHrvy6nOwY6SsZqqqc2ZTkMiyQFLJS/YIsqV2Mk+WcV3df71F1S9UtkLRz3hA+6zaPHNZKiHGll1zdMm7Z9nySMm79GFrlgd+2DbVA+9hjjy0+9amXferjH3/CBTfddOzJ3/nOMY9ZWtr87AsvfGb9G9/4ws1abgLXDxg3eqTPan1qXbkf3APuGbJ7iDLGhCgFVgpqya3jOGM+qOVts3yzNWTGfI6WXuwPIstcw8CQ9luUYvCc5CVvGOtBmpHE83zivo6cvfHSl750qHDWGX/7sbHFJ+0st8b+q9KauKXaOPUJo5tP+dYXv3ytujPtlFEQRMCJ3n8ue7Vak5Z/D9ie7nkzwASret1rAiYofpLA/eDeIv9fSVCR/XC/0yTg1IsT1OnnuUQFZJ8/nsm1MmvMA9tWMCAgIOCoRJC4BwQEHDa48srf+ddzz931jIsv/sGvvepV3/utM874t+e8610v+4yi7yok7mRy6/FrtASjPpvaaTJ6K6lBZyFuF7BIa5GsLilaUI/H50DGM63VGUQdOTHy0KH4WBAbWiJxDtTY+m3KLHm1aJr31hp+27bGK1/5e0/42tdOfMa+fYMPjfEPfrB5ZNeuyfPlsqsrBcZWVUXSamqFDzUgx4wjhJ2fELqaouzrWgRDCOAwD8iooyCw1900r9sMsg1SWdIPucXoUGZb697P/MwbvLclHBYNRcTtQPyPOT34qJ8/7WnfHGqcZtnVfKGjOwdaj3vta187Gl8Tkn+M9OYVzTeeHR95Wq1xfZJz06fdXN6ykDwyd7ocWPPHNKD2gVSvtvZcSv++s74DKBD6KQXylQMYVR5qRYt/Dr0CMQEBAQFHPILEPSAg4LDCK17xiv2SPh//iZGWbSl2UK63OXJrsruSW6y3FEliIS5k+fJkOpMy00mZG9prIS2GpPsyXeo02QdkiSCArcu2Um5L+H25bFJNKGDxfSjNm9qSmvX6sY/ds2fI742uffuGx6+55poN8f1cKRi7siLCV5WT1R7KDBpzCJJO9nxcrj5/TFHQYK3qb22dOPOZLD612dYwENPBQfN55rp1b4f0kem2ZNUvD+G5IROb51lZkgsg+fOR5871SR8cHKwnBACW2q1qqVSqyUniObeaOVcIsj/mSRJ2H1wfTu/MIWr985Bjst1pY1OQK2ex/gVp4B773hVrDeawDfBRQpKV5QcQYztfKLNYT4T684CAgEcEQgY9ICDgcAYLaFsv2pTLNLcUEReMniRHwhfkpMcsvqty5N72d/bhS3zZzi7ikbjjJo/se0Euew9w07bEaVTOHd6eQ0Uus4fZ2pyWkx8/w2+BxHitss1k86nFHpY0IWmiXv/ZT7dtW5jzP7B16/yBV7ziFVOrPC73FIVEXd19wQ8VIHMEYEbkyhHwCqAGfa2QVNuM4zskeETd95TgFCRecsEs67hPVtcSW5tBl7qz0P10A+AZzXNPmpPtwo2Pr5futi8WO9KjmqX73vOe99yv5TJqey5pGexeGXS2GYw/bwM8BCTyXi9Z7yRYuT+qhaxn0H4frFUmOimD7gdn2A5/jF7w56YNRKwnQv15QEDAIwKBoAcEBBzuIOMMCaAWHSOrebm6W5tNtJ/ld+v0LLna7mG5ll5VLXeKt9JgyWUuyZTRq9ouXMn++9dCVj8tYwcJxI0ep28fWYtVv41UP7BkHKdsWlhR808f4pkvfOHTX3/2s+/42rZts01JKhQ6etrT7t9/3HEHP6jVZ7kZY2qkJXcflmXt1xCcNxnXJUUBiRlFJmgQ57WCT5b9c6kr6iVfVRQcsNJkAlVkmiHokiN9SW7iWQSdjgN5wXPmk1yOUVYsXX/961+/77GLhb/41cXBO05olXRys9K6cG74+6Xb7v1DSZsUPcd2P5aU80wmlZH0Ws/wbCepL+z86oW0saG+3wZB8gQOVuKongWfoKMYSPq+4Xuu17X7ah3MItebLCeV9AQEBAQcdViPWr6AgICA1YLFNa7pOFlb2TcyTrLXU4oWlSNyLbDSFsLUhNvMNtlaMtE2W2Tl9T4wxVqQM7qSoowr7cqoO52Wy3JCRDCem5Aj+lK32Rr19lkkEVn0suy2ga2xpt4dObGtXYa0W7M4pL7jz3jGMzpPf/qrXjk9PfyMalXzW7Ys/s2b3vTSr2QcNw/ICttgB87lUvY9WAtskcts4hOADwCBnrVCnvspubZ3VlHQUETOa+oOLNHirCLX1s2C+vWi3FyFwCrenx3vXmCuW2NDniV/3uiDH/zgtrvnZ84eqVamjh3d8PULL7wQx/whublHrfSA3LNelVM2WNSU7prOd0Jb6c8DJox5MtlDcj3aJfes+ePFMbOCcRDoLMf3XsDwzXpxcB96XVfSs+UDt3nI8YTWPkjVC/78DAgICDhqEQh6QEDAkQKcqSXnWmzl66CgaAHJAhrDLFyms4AzPK2vKooIPpJz5LbIQ9OAkR3H2xxvPxPvZzJ+HbMvFtcspsfin7PxvugNjVogjaT4wOmbemVIOP9wx7bt4yDeSPYhSX5LO9peteLzJFu/FoTZ1lxzTMgM447BHkZia41j5AI3tMwqStorJ/ldq+AAx8gjGaZmmayvva8EhyidSApkAYgwwSeIGgS2F7n0QT93asSZp1ktzHzix35wrud5GzbXg1rGJ9pJ+5Kc4mMx3s9syrkQHMtDAP37xXeTP1bWNd+HJcYEUVY6nyxBt/exIifpz0Kv7Wzwo6Do+2yP1tdJHcPP9ey5HhAQEPCwILRZCwgIOFJADSk125CTJAJhM68jcgt9n2T6YKFrjbIW5EyrqL9GuppknsS5UiuNdB4JPFl5/tnadIi9FJF59sV7ZHTT2qsB2wqtJudAb2uMMe+y7bioMSerb9/39z9mzpPMpl8asFJAtuy+2nKk0dYPkwleM2fnHTt2FLdv337yCSecsPmuu+7qtFotPA32yNXzQqrW4rgEffLId2khKLlWfYOK5vmSoqx1U649nD+OABdu9slrBMGsOV4ayGpS243Luu2skEXwK1r+TFozOEop+JvnPklizXrGXmtFjnR3lP0dQEChnfK+Bd8Ftv4/jYSntaxDVm79MVYaaKK9Ht8V3DdbhpMF/BUI2Fnw3QExxrhyvTPZob1aQEDAIwaBoAcEBBwpQI6LtJcsa9Kijay5JbFkopcStpdcBnLRbE+WzGZxrXO37ZcNgeZcWSiz8EXOTiYIUgsxI4NXVdSaKskoi2NY12f+5vMD6l5sQx6QyFsSzfaQhSxSDgh6+GUDLKBXC84lbV+WNDJ2fq/wFePPPvCBx903OfB/bj912+/Vf/6k//mcc8895zHHHH/zD7/73Z+aY3CtkLTVAqKal+zba0bmPyJXCgLJzSoBgIyyP3sedn7a64NwQpKtkoB5Q2CKQFTW+CT11ga8jgrEtkUjy45yANgaZZ+cS/n6pfcKSgACbL2y7knEGw8LvotwfO8VQEyDJeiSC7JRWpAHBHr87Snx4fVRuQDMeoHATMieBwQEPCIQJO4BAQFHEvx6SbK40952luTZrPioXL2nT+x9CSWy2pacnDqtltPKjMkGrBdpAAAgAElEQVQqsnAnq4mhXVHS+BOf+MTW2Wf/3uVTU5vPaTaLlcnJ2dt37frin37uc5/6ccYxRuWyyOxLcuQOwmavy0rDLZmHzNgWdXmAYRwO+ZyblUevFEnSdh/2vgDqn/upmV6GHTt2lO8/YePXrxmZexo7L3akl88Nf/PYu/c/c8eOHYwTMnNI6GqzicPqv2e8X/O9WdGYjcjJpncrvQxiRG6u89NKpSVX50/22c6ZLDJJSUZB2WOTVTcOIOMDip5zyDo13wSuCErNyGV9fUO4XsEfzmlRvdUMFUXfPweV/fwk3VtUMvbe5C1bSYJ/30YVXfec+iP8zOsF7zUpGrOSpI1af3l7PyUgAQEBAUc8Qh/0gICAIwlkxcl0zyhyfvazK0ltkzrx9rhdY7bF56gzllx2kUU6GcG0hXjHvIfUm0UuBJks0LykxXPOed2ff/azT3j1vfeOliVpaKj1CxdcMHD8u9515i9fdtllZAmteRtyetvKKY98tSWXXSXjbA2u+sGwIjJgybm0dv2JbVYxDdx/SyLwF+hF7jOxadOmk/6p2jjFXki7IH2/2jrlzO3bT5L0s/hl+t2D1Wb3klqs9QL30fajZp4uKKq1Ho9/+kTV9kr3ywhsr3AIG73f884ZglJrkfFsyxFxCDFKhoJc9r6saJ6PKHrmZrXc9RspdxbqctnsLPA89rpvjKl1oLffNQAzwrXoh04wo9/ngN7oVpZvHeDzPJ+HAqG9WkBAwCMKgaAHBAQcaWARCSmcVUS6rZwzre0SbtYskGmzRm24laZbsu67uCcB2WpS5goZa1HSyPDwcHXXro3nQM4laWGhpOuvP+EpW7bsPEfSDeo2biNjKTk5K2ZcSbDmZshTybqvFAOKCMS0lhO1lRBMHwRFepFA6r/9oAAGWWRW+yYR5XK53CjUl5V+NdQudzodv1/0opxJHUGZlZCI1YxdXdLQm9/3rmcfGCi+pt5pj1RnF2/+xqc+997/+I//mI3PEdXIklzJhyXogCw0hL+paB4ntWjrBe5jL9dtzqMXOoqe81E5EktdOmPO/W/E512Uy1STXW6Z19LA/cy6L9Z5Pes5lJa3Wkvzj0ABs9pgl+0ZvxLQKYPvQxvkGFS6yd6hhC3pCQgICDjqEfqgBwQEHImg/ldycmdqYiVnliQtJyJkg1hYs8imHntQbgFNjWkvck77q7SsNpm2BUn7fvmXf3ng4MGBEX8nBw9WK43GxInxNS3JtdFigVwy73G+gHp4stzIZecULappl7YS4GY/q2Qjq9WSCiTJeRfhaX2rGasV9UifnJy87Yx65U51zO3rdPSERvXOpaWln3mbE+whe86Y94tV9cF+49+87zf+baLw2fdvWPyfH5ysv+Dz2yt/9KzXXPSxHTt2YCiITwBzFPIpuTlUk6u9XpQrAaEOfCVrhYZcoCgJ/Y4VjvKMOc8swIkc8s6zzbM7qIjcowrode5pvcFt/XhDvRMdlqCjTkgzg2uqd4Y/C3hcrIbMohQiMCm5+ZNmhncokWbEGRAQEHDUIhD0gICAIxEQB9qtQcyG1J2VSyMBLPKpHa/L1a6OyPUHz+OCXDXbpWXSbJCg86UvfWnvtm0z+/yNTjzx4NTGjdP/rm6yXYuvi+ABdfJNuf7XNTlSuqSImNg6bWtE1y/KiqTS7DMJq82g9yudJVuaRLTYT98k/fzzz68/ulN+/UsXaj84tVFuntqsNH57oXbLcY3OGy699NKka8eErSInN+8Xqxq7+0uF194wuLSZHdxXblX+dWjxvPGtW8+KX2rKdT4gkLBZUTa6LOeNsGC2s1jpvJGiZwLDsiT0S7oo/ZiXC8RgBldVsgcCJnbM346i58UPVlg0tNyADtgSk4esCjLO2RL0Xk7ktIVcTSDNtltbKSgZsEaC1NKvN4K8PSAg4BGHQNADAgKOVFiS3TA/Iem+tNQCUs8Cn0VzQdJU/PuksskTcmqkrlmLSLKQFUXkoLR5874/fcELbr+3VmuoXG7r9NP3zpx11t2fv/zy190SX9uCIsJBNpP62aqiPu/U247F75HRSzsPiGQ/KMX7h8AlYbUZrrzSdh9WReGDFnu95MzLsOOi13z1nFbtGZfMjz/npfe1n1/8yrfPvfJVl96Y8ZGGuudav2Oc1NoqFz784Q+P7im3Jv3X7y+1hnaXW2fGf0I0BxQFWghGLcq5mtt75z83kMZ+QWmFbQvnv9/vnLHBAgJRGxQ9UwtyBnJZn19QdzBiSI6s24wxpRQWtCq0gbheWW/bJjGtLSRYaSANdYz/XbZSoA7BJFByQcj1Rq9OAAEBAQFHHYKLe0BAwJEM67zOIp1FNItdSHbSwnhE0QLwoFw2jawfnyPLaOtGya5jTpYFJLG4nCPPbr7//R9/9O236zXNpjaMjS198corX/FFOUdmSwKoJx9TJDOH+JQVZUKRz1uJv/+vI1cznWfBW1RE6KjpTSNTq3FYzuPanoVhZTvrD2n5WPYDHPMxJUwLfthjVXps64PuACvKEr70I+/77rUj80+yr53aKDd+a7f++x+/7g3Wy4Bzs8/GoPmdc0g6nzxu6z54Pprq7rwAeIb69UXgOSdgNalofuKz0MsJ3XY1AHQ2wN+B58vOTesc71/HkLI7GBDIo9VhFpDu99MZgP0TpPNd3VeKCbkymwlF7u3rCcw8V2z8GBAQEHAkIpjEBQQEHMnAMK4pl/Ei84P8PSubxCLftmUqy7UagvwjN4fkc5ysBbDtgy5Fi/MuEnvJJRfcJumN8Z+2p/KgouAB2UsIwYyWu5crvl5IOvJ8/tn+7GRS59TtUp907hD/Xq2a7Pn1i9W6Qj8U7Eh4r6NoPGj5lZW5TAOmXUuKxi2NTHbUbRo3oPxGdauSuB/fLn3y8Y3KKbdUGiOSNN4u6NyF6k03/dM/3KDlxIbrGFIU6ME4sCQX7OKc7NzI09M8CWTnUTvYubuSDLrkngnKQDDDK8sFVLIIelJGH7n6ktxzSKtECCLydP9e8R2T5cNA7Xme8WuqO0CYB6zlmOOrzaADpP7WNHM9wXdLIOcBAQGPKKxEthYQEBBwOAH5KCQAmfeAuhfN/uKZtmeQ/CVFi8GkunMW8NR7Lyqd8LFfWxOO47Q1qCOzTUsn6oNr8TYEDublzKhwdbdAJUDWjAWtzZySNcf8iXMYkMsoFuUW9SgL8rRqgiD3u4hGUryaVly2nV4ambGZ4pUQYYIxSJTT9gEZJTBkW1WlwcqS+0VJUuXGL375u79z9rn3PL4zNPiERuXuX5qvfGly1/7f/fCHPzyd8rmWovnO8SGdlIkQ3LKKEZ6xfgg685pxp08548ec65f029ISgiAEUTqKVCZJRBrQqjDLL4Jnpi3n72Dl40nIIugE9/IGiQiu5VVVjKq7zIaWiqvxhWBuLilqZUnpz3qCZynUoAcEBAQEBAQEHGGg7dqQHGErKTLDor7UR1XRQr0cb1eW6wHsoxi/h+EVzte2bhVizoK+6H2+Zv4elCN8o+o2euN3st20gaN/exLYz5h33CTY4AHnVjavb5Z0nCKSPijnmJ2236zzSgPjsRZZPtzJ8xxvJUFpzjPvOWPmN6ze9ejM2bwgqGJNzvxrYh5nAfPBjSnHGI/fZ74z//rBsJKfAcavrJWZ6pUlbZG7bv/ceJ6yXPX9c8vCsKI6d1rQsW+e36RzsKADQj/3Oc+cBtX4/Erea2ku9P2cA+aUx2p17vIrRT/3KSAgIOCoQcigBwQEHA0gK4bMnYwu9ZxJJmRk0ZDejsrVcFpAJOrmPTLqJTkSW5UzV0rqc0y2npp0zo36ZjLtfNa2e2OxnpVpJVNc6rFdO75m2zOeLBWS/D3m2Lil05KLEgBku736QCcBKfhaZMa4z1J21hR1BFndvLBqB64567wZR7LpWccrm88kgSwmwSSyqtYQMKmfdq/xYM5RHmKPT0Z6Xk6ZITnJdd6xs88h+y2Y13Er72cO8LyRIef6yBgzF5bkJPBJ54w5Xp4MM0GKebnnk2Oi0snaJ33bK8qfQbdKjKzx5rsEpQzbck5r0U99UNH343qbtVmFU0BAQMAjCqEGPSAg4GgABlhk+yATLFxZJPsL+rJ5LcmJnAW4bwxlt+eY1owtCWTgILWQcmk5oUeqbomsL9n30VJULz6q7F7ISHh9afWAokzfAXOMJAJj69uRyI8o2Zgu6fMEMlZSE54GAi1ZBAJiC+HISzSpQ6cMIYnU+rDkN8sILakHOooGgiDM4X5q9XuNB/Xf83LPgq1ftvuhLAKimmWGlnQM/7xQu/QLyDlk0Urumc+UgGAUlxRck7I7PFgwhuyffdhWZpwLQbpZucBJVVLrYx/72AsrlcrLSqVStdFofHtubu7tF198ca+abspisuYZQUl/PFfau96C+u8BSXvlAhLr5eQe2qsFBAQ8YhFc3AMCAo4W4KbMoh2zOEvEIWZsR4amKmcohpHVoJzhlCUaZHYgCNSlYjRHrTlZQuThg4pqun2X5SyHbDJkmHrlMacbiv9NZ2znO09XFcnjp9VfxgpTLshK0fsHSbNkfSC+lrWuZ+We9iL+3Lu8JN13qYeM9SJYEEpc0pMCJswD5mjZbN8rCNALaY79OGNjRoi5nZ1XSU7uFUVzZEHpzvkWI4rusw8M6fh8nvnGWOKOzzUwf+3fSLvr5j3uA89ySe6Z73VMqyTICk4UFQXH6nIBwurHPvaxl2/btu2PN2zYMFYoFFSv19t33XXXdaVS6VfPP//8rPvrX2PS+WFc6N+v1XRWAJTWVBXVn/Nannu/FlgrJ/qAgICAIw6hticgIOBogZWxW0OvolwWmtpw66qM3LetaPFJvWhD3WZx1J4jN59XN3nHaAvSvcnsZ06uT7OPLDdr3MG5JlrAZdWDQqBGlN0HHuMuep3Pqn85qXVZZvzr8XnOx/9oLUWdPPW11LdyDqsNGC8pX90tRCZv/TMZdACh7lWT25ILFhCoAZiuMQ6oChbk5tVqs4cEnnww32zwZEHdcu2kDCzPg+1qsJJMOFlu6xqfBZ+cc372vvA3gTh77oxr25xzrww6pJ7nn3POUh0SzGvKkfpirVa7YHJycqxQiKZ3tVotbtmy5Zypqamzely3vaYkZBndrQUg55bk0wVgPZI7vUpJAgICAo5aBIIeEBBwNKGu5fJ1vuesyzOvF9WdeWJRasmVNWtDFmyJObWukC0paoe2V05qDAHzF7Z5Wk2V5ZzcketSD54GMvJZpmac24QiArOSbFuWq7nUTdwZuwPxT+qI7fjVtHLibuvoe4H7l4ekc332PAgG9Do3rhHVBi3OMCPsKAqMLJht1wrIrP3x8Am64uMuygWwkIkn7ZN6bObPkJavJXrNa2qye61Bksg5QALu/51GvutyJQ6MSdr9I8Nvj5kW8Eg9p3e/+92dgYGBcX+jwcHBgWq1+gvqPb/9awR4HKRll1fbZo3zqqj7ewFlx2oN6PIcP6nkKCAgIOARgUDQAwICjiZQS8vi0taIS911qQVve4jGlFzGEwICubRydkvKqXmdk8uiQXoW1O0Cb5GHoJPpJ4NJWzNr4OWD/uWVjG06ity6qV3vF9RP5+31bRf7ZCUbisZrIT6H1RL3PCQKLMqpInrBz6ITdOh1LMYIR3Tabc3JEcZDSUKSVAVpcw4ZPkGmpPUBZRv8jnHakLo7F/Sa1zx3WeOXRc45X5+gQ+zS1jacMxL3JAUAJSl+SQIBj6wsun0um6973evqi4uLB/2NFhcXF+66665b5YI1afPbmukBgohZvd5XC57XpLZyBEEPpclwyJ4HBAQ8ohFM4gICAo422AWkJeeSW3TifMxiHcd06kdLijLL03LZ6JK6pcoQml4LSYg6smbafSH77gV6PHNMaofJZg5ped92xfufVSQr92uzC4qUBEta+UK/n0U0mf9eZBTintSz3ta2c39tfXtL3Vn0PCZ01F/32p5e8xZphnGcGxnypqSDcioK7j2Z6kOJpPFIyqADW4OedG6YFVrQ37sq5wOQp26Y7HBSf/Ve5FxyygTmoZW9p12f5CTvZUVlIDPqVtDQ1SEJXGev65vgOnbt2vWJsbGxR01OTm4oFApaXFxsPfDAA1+59tpr/03dwQ5UC8xv5htKDcpwuJe9lCuryaATHDuQsm+k7r18GFaKXp0oAgICAo5qhDZrAQEBRyNou8aCFtJAlpwFvc3sUheLcZwlALivU6deN/vIC45LgIAMv5S+4MfJ25JHSB919rhFJ+0DYomJFMcbiz87JSfp7zeTSxuoXiQTgrHajB8EDJmtvQe2FRzEi/tbMJ9PQlOuHjrtWgiuJI0xn81qhcZcgnh1zM9DnSmkvZz1Z5DcuPjHZwzGlEzAbEszC+4LapFeJItgme82n4ecAwitJdi2xVyvLD7b0+6tV4CB75O01m2Dinq0j0jaL2nun//5n7/7lKc85fv1er1y4MCB2/fu3Xvtpz/96Td+61vfmpWbH2T0JTe38bNoywV3BhQF3PgM89tvaaf4MyvtlIDaJ4mgSy4QYsd+rbAeCoGAgICAwxrBxT0gIOBoxbC6W3rV5erP5xQtQAcVZTfJjrNgxqnbOq+vNttJzS11sCy8B8wxfPiO1Env044IZ3L/PDFnk6JsIXLrKXMOKyHQw3KBjTQQHEhzqT9UwMgPwsi/tFZwnGcaKfQdtW0WvyYn0+8V6KCPvNRtKniowXyDENsa87S5tSF+z793eeZLRU5dwLPng/lDPTi9y31H+SxYJ3PJ3SdUGFkEFSk6ihRIbq+scDnedkGO4KMeQNkyq+655c+rpI4D7IvxYG5QIoGRH99Fdl7X1E3oCcrMqI/n7oMf/OBpIyMjz9u9e3fn29/+9hc/+clP3pGxue0GsJZKEDu+AQEBAY9IBIIeEBBwtKK4devWTRdd9JqnSFu2ttt3feeqq67arYgM891n241ZeaztfSytTTbHtj4io0n2i2P7/ZqH1VtGT608WbUkkllUJLtFNjul7qzjsPon0WlttCzytj5ba6QFBvw2cJa4k7mbkyM6FmOKrsNmviFQ/QQhUHEMygVJDjXseJCxRhGSdm+sasSSJc49i8gy1/EESJvblGYMm23zknMAeWUcqaHHVT0LzOGiIj8GCHqvrDBlIyhwBuWeU8omkIIr4Ty4H2nkFjWILYdgniYRV74nZLa1Cgg/ILXs+q699to/3LBhw6UbNmzY1mq1tHfv3p/Nzs5efMEFF1yfOgpOsbKWZJoA0np/ZwQEBAQcNgg16AEBAUclrr766k3f//6Wz3/hCyc8ZXq6MnDKKac9eOmlj/vM+973O38kl4GCjNM33DftqsfvrYVpUZqLO5JWFuVI7CHwvY4LmRw0P32Sw4J3u6R7vH1CNunfngd5xoPs/8Ox0MbEDRm1fT2JEEFqOorIl092bCBlPmEfGMblCeQsyrm409f+UMOOR1YNuv8ZnhMk57wuZdfQ2xZui3ISbu5H02yDwmVCUcCiX0WBDTbwdx7jP6n7+sg2Wz8KH5Y401u9o0jOTokMwQjIa1Igg+cxrd4dBQDzrqJofB7IuBZbAiI540UbiOL8u9Qkb3vb244dHx//3a1bt25jZ8cdd9xjdu7ceZWkX8w4ZkNuHq/Vc46SKSAgIOARi+DiHhAQcFTiJz/Z/L6Pfez0p9966+TAffeN6vrrH7X1xhtPueCSS956jtwicFFRneWcXPbcwhoirVZxlEbQAdk3CM2Y8n9H28waJMM6ZJPle0DJbbEgFHnRy+CMzOLDWUfKNeW5bxBYXPe5301F10A/d6TMw3KyaOaSNfbKgs2s8vn1AONBIKIXmK9JbveoNdLgk3/MDXGVH5KrZWeu0O2gXyS1W6M2vRdsYAuzP4wj6c4guZ71eAxYRcI+udIBAlcLcr4QaWNdlyPgaejIuf2zz5rytfjj/nFtdUX3cl6RagClTWliYuLp4+Pjx9kPFwoFjYyMbLv66qu39DhO3paDeUAwbD1UJQEBAQGHLQJBDwgIOCqxd+/gKQsL3SKhW2/dODE8fNozFWXLFxQRq44cCUlq+4TJVz8ENglpzspJZluLcpnE4ZzHxp2aOmjq28uKsm8ziurtG4qyxPZcrIlZHtiMZRIGtPZ9vfsF6oheY+e3zCPYAdGCWM7Fv8/LyZn5LE7wE8rXw505J7mWf4cajAemdnky6KwRbBZcWt7iLC8gwGSPa3I1/LQF7Hddwn2wZoAN5XtmCnKKE8Bz1FF0P8fkfB4450VFwS7mNwGwRTmpfh4XcoI+WfcfvwN8KgjEMV/T7gM17dTI47lBW7ca+7jnnnumm83msvNtNBqLxWKxVxmLVQOsFqG9WkBAQIACQQ8ICDhKUSq1ly04q9WW2u0FDOL87OWiuk2aLJa0MvJgkZZBzyJJs3K92/MS9SU5cjAgaasi8gMhnFF03cPe5/KSGinbvfnhlLb//+29fZTkd13n+66qruqu7p6enodMHsYkQ0J40IAiuBz1soCi3D0c2OUiKCvB8LDEYAhXTkTXIzocyYKa5a65HiBBBAKK4rqwelEvHtd4QPdcFcPR690FJAkJzEwyz9PPXV1V94/f7zXfT/36V9XVPT0z3TPv1zl1prvqV7/n6qn35+H9KdIvi07f/oTSnHhEIlnGdnhN6m2LKJvhflppTN9aM9yjV0ClsJ3zCSMIGT84rECPo8kwU4uiuMha6yb4wWeKfdqo0Cubic516AcCliAdxKkNGNdN5Y9lSceUggxcy51Ks+2pCJjV2kGMYcQtwS6uXaz26CrroyeQgPCeVLrnOLcRyt1rksZ///d//9Enn3zyn7rddBparZZmZmYeuu2224bpL+e4z7Vtkp57Y4y5rHEPujHmkmTfvoUv7ts39z1PPjlxVoR/3/cdemzfvtbvKvWt4sQdx3eRYYxfFCk1Xcscay2KIr2fkGGfEIMLKu/j7Qei42r1jiKjZ/a0pN3q7bXl2NcqX0fc9evl3koOzDFrTCk05xZDsH5CErd9MqOcu37np5uvrziXvmyGO5l6AggENS7EeRs2EBP3n2OPBmgYG5bdh2sJdErETyjNacdQkHO0HqHGtSUoROBjUKUHjuj8fSDTLKXZ7pS1c23j/cJnc69SCwTrpXqkM8SxLCt5EsTABxU99Klzjvj8c03mlbwquB5MVyCIFqs5YmBlXFL3kUce+cYXvvCFOzqdzrubzeYBSa3FxcW/eeihh35Gwzu183nZyMhGIChijDGXNXZxN8Zcknz6059u/M3fdH/j4Yd3vujkydHxAwdmnti379Sv/cqvvP6P1Ot0joBiri/lqnPqnWMtnbsrOc7V9Kc2VD6qDFHQz6iKsth+Qr2iLKvGOmJvLF+emakcHd2HGaHF9svE5MVybS8Docdc9FltbH59U73z69ca30U2dNA5bIZ1sH+M44qjsuJjM0AY8/OsBp+LptI5K66D5xaLb1KaUlB2bzIWrKKsbBvoxyZ7fVrDH3dxDJ6UZbVb6j/Lnc8ey7XDv+NKzvIzSi0uvIey+glln6EnlAIN9bBNKiZooeFRLfxOhUxsUcFLIt4Tsfoigot7VamUvZnvO8sSiOBckeWfUzZS74ykiVe84hWt173udfOvec1ruL5UmxRd+MsY5t7vR3FknjHGXLZYoBtjLmnuu+++cUk7Dx8+/MTBgwf5kjumwV84KU9eUvoSHUUsc47XC+ukTJjsWHFdw8wYHyTUdyr7sn4q/300X7boQj6ZP39SKcu+1si1fiKecVoXM3tOVQQGZFRFkEHciHCoqFdQM8t+0PJrZR0n1HuOyY7iP1DMug+a4b4eKFFvKyuJPrbG8v1GXkUTtZmS95UJe6lX3FdUfq9UlIneEaWgyjBwjVbC76NKn4G4/kn19o8zWm8sf62Vb7sYYEBEUkmBbwNTEyaVqifI4DMGrlt4dAo/04qBoG4oBW3ivvP5ZH9qSpMHmJHezp+L6+T4qPAgALJbyVdhtzLTu+J9hdN9W8Pd+2WjHteC6oVhr7cxxlyyWKAbYy5HhvnC2VDvjF8y7E2lednt8Bh2BjZlzQj0slndzGYfBkSDlLK8o8rKh+N6MTNDpCOSppUEiTQ4ey+VZ0fXmut8vkAEUboeZ9h3CssNW6rbbzvjSmJ/rSzfoPnQZdleKWU+l1SelR40w31Y4U5Gd0nSFcoE+qDzQY942WdkRFnm9ZRWC/iyAFMMdHTUvwqDZaOIHiZ7W9zXWr5/x5U+ByPKAhN8Buj/pnWkqyzgELdVzHpjBsh5ZsoDwaDYDsHoNVzU14KsfUfJJT62GiD4peQ6z7mcV6oa4TNBRcCUsvPZVvZ3YTZf3658mZl8e2PKgnVl4OSP4O/3947qhPVmwvsFdYwx5rLjQo13McaYrUR0+CajWIQyVmb8kpkiq44oRyAXnbvLvsDG0VJkzYpf3GP2d9hjYf92Kcuc0dtbPJ62Ul8rx7OcvycGGujPLaOh1cZazI6+EF+uESEIK64FGcR+wRJKiTdqQoWLNxnTQUTX/7JsZNnMeXqIqXQovi/OuaaNIJbsI+DqYT8JKnFP1tSbsS16LRQZ1A/O/lEVEiEAFcUl4py+7+oa26bahYqTRtj3MsruW1ouqJrhvj+tdD13KRO9uPRzDvmcEGzh/hlVKs2vKpXAU7IfhTNCfdj7jrFv0c2c68m9zvGT9e8q9bDzWVgO7xtTqqY5rWRKOJ2/n2OZVKoE6Ac98oymK/uccd0GGUkWod/e/efGGCMLdGPM5Q1f3ukJL4I7dHH8D1/u+UIbhSHrIwMfnbD5m1sNvxeFGhm39WZ6G8q+OJ9QKmUuChrKlUfUO/+5pawsHsHHl/3iPvBFOgYVBmVZNwsCJQgmKc0oH/Zckc3cqIkV53KHUkBkre1RbRAhiNPvfiNoVAyCrLVfUbjH+zEK93El8RRF1FpZ9H7BGoR+UWwTxJFWi/KJ7dUAACAASURBVHMpnYNBAg6DNebGc/1wMi87N/Xw2oiyazWuJJQR8OPKzN0oDV9WyuYTqOL+ivs9olQ5U1OWiR5VKtsv+wwMe9+RpR9XcozHbA8Xd6pDKH/nbwxVHS2lapZxpZ7500rncEXpPqBvnd71YSpMuF+YPFC2PBMQhv2s8ffGDu7GGCO7uBtjDBm6fr2TS0ruyXxR54vuqFI5cic8LyVhxBdpRGY0gSr78rqezBM0lAnsk+oVE5Tuxt7cjjKR0VQmUOJosZ3KBP6yyrPoRQdzju189J3HUl0yvcwf3whUGiBaNgJzvCeUiZ61xpQhpqJwG+SSzwx2RrMN8gIYRCyxLj7Pc2TVp5WEWdlj0KgyhCyCbOkDH/jATcePH7927969/3D77bcf1bkZB/LZYxvzyu7nCfX2xkfX84nCOmIZOi0gNWWfFXrDyR73g8w5fx9ixQjBEZYpWw8u8zGwxd8HHrEqh/GKKyXLE8CpqLdVhUoe/s6Q3S96BEzkyx5TCmQwlo3gw1r3HIaTZOeLx0xQAdG/Fp5/bowxAfegG2NMBmWwZWWe9A0XX+O5Yb5c0sMZS+FHlH2BJmu3kTFl9AKfUf9eYcqDo1BXvj+T+fbmlXprz/Q5tqKR02a6thf7yRG4sVR6M7ZxLr3oUnIaL7riD7u9QQ7ngEnhgja3MoE+X7axoNT3TOtFfLC/8+p1ly+2N7Tf8IY3TL/kJS/5+BVXXPEvGo3GzpmZmceOHTv2iTe84Q13a/X90c8QrFJ4kNmtKWWUqeyg9JzscvW9733v9+/fv//2er0+2m63H/r85z//nx544AGyxNyri1p9/QeZMiK8eQ/rYrwZP48qy3yfUHnVBH9boiCPlQ/0klfz88V5529CrbAsgpqeeFpvcHnncxvvn6YygR4nNyjfb5YdUSqTX+szwt+0qso/C8P+fRjGFNMYYy4bXOJujDEZ9H1jhFTWw13svYwmUOshlsXTk0v2j/J3aW1hWlUmzsmClxEzjZTE8jxf+MmqzSqZc5H1i8dGBUAsbT4XAYn4oCWAMldMwc7XF3Z6pDcK86YbGi44E1soynr4ixCsQcxv1nlgPxDgBD9oWyiWyq+od6Y5wZ5YWl2VNPLOd77z12644YYfnZycHG80GtUdO3bsqtVqN7/kJS/5wmc/+9nH1etMT6l6JayPao+4XionEOKUo7fCzw1Jk7/+67/+smc+85n3P+UpT3nenj17njY1NfW/7N279/lf/vKX//TkyZOY2c3k7yuee74LFc9zHK0WAyx8dgl4xMqZ+PeDVhOy/vyNiSXrsRUBEc96oiFcbOeg75xtIZJXlP0tiKXrcb92KKv8iPc+wYPFsA0qY/r5KES4R8r60vu1eUT4G2D3dmOMyRlUumaMMZcblBjzpbX42qJSWafU66I8DHwRl9KXeL58M+qI7DmCnS/iI+qtesKFeVHDZdxXlPpUcXSnB/60si/JU8qy52TUEEoKvyMeN2rqRCnuhLJzyZg4ggybmTEvg4DIRgPUGIIRQBgdvLhaStUS0uAS9wgzsce1ef9XI7bjfYR4Kmt5o+qC/uoFJTO1GGQYHx0dfXa9Xu958+7du/dKeo2y1gn6wRnHF8XqYr7eOWX36EL+HGKcTDHw+URYHrv66qvfeuWVV+5jgUajUd2/f/8Lbrnllpcpc3KnUqUM7ukIAjWKczLfLa022SO4xEzzvUoTEegDx9iv7Prz94aedkQ8ffBxJB9iPwrpWfWOhoufIfrxz2h1NrtoSkl5On+PcI4nCFAG13BMvX8LCQ4O+owQ7DLGGJPjHnRjjOmlq9RfycxgvuwiKMaUSjqXlH0hHybjizji32I/t7Q6k3Q2S6n0RRezsmWl8WjDQnk16+ML+Sllwpy+9GllX+jrSuWzHANz5IcRmv1GoV3okWwRMq8b7Z2n1Jke6X69x7Ck7JwNciEv0lUmkhC2673OZcRseBRwnI9+bu3F7woEKTieTqfTWRVU6Xa7WlpaoiQcszWy5kUhWfRlKP7O6DV+J4teOXDgQKNer+8ubn9sbKx21VVXfbuyz+2EUil/2Tai+IwjFoujCim1p6edEvxYss69jWs8GfbYYgB8DieURrxxbvC5WFCqXog97xPKPre0t8R95W/MiLIACZn1Ipju9ZtkQfBiRGlMY7FVhmVjXzoVPctKLvNl95cFujHGFLBAN8aYchbV2wuMsMIpuSjS6RkdRDGDHr9Q9/uiypdkMl+UtZPJwzArGlYNk4EuE+qzSoGJTr5uSonpCyeTOaivFJdwXOw5hrLy4osBGdCNmlMxSgpR0tRqd/sIx49gG5a2MmG1Q2sHAdYi3m/Fe4+Rg/1EFK0NcWxbdI+fn5ub+/vl5eXvaTQaZ4Xu8ePHn5iZmfk9pQqNemF9cRwZol/qdZmn4oKqD4zMxDE8+uij1cXFRcaFnWVpaalz9OjR/6FUVl92raN7ejR0pK88jkojy41XA8cQs+xUqMwrlXiPKAX6CFJxvgmARINHwABuOn9/q/A+3Nn7Zahrys5ZrMwpvh5bHfrRUcroU7aPiWTM7nfy4x5Tb185fx/L/jbhJm+MMSbHPejGGNMfvlAWs59ksBA0fMkexoEdkRYzbjw/TL8x/eLHlfpYY7aMktcopAYRe9QRJIjJ0ec///nNW2999yuf//wffcVLXvIvK3/5l396SL1VBbAZo9AuNBvtRacqgPdyvqT+x9lWlgGmrWFYWB+GWxs9j3H+Ov/3x3uV+5x7OfaGx77rOH7s7L3/+OOPP/SMZzzjupWVlanl5eXusWPHHjl69Oj/eccdd/zfSsIN0ztE6qgyIcdYsFH1zh6nFWFZmRidVWrJYH/aktoveMELlsfHx7+/2Ww2K5WKWq2WHnvssf9+//333/3EE08sKTv3Um8QIH5GcEYn+1tR6kFvKhPJUgrsLCh95hCt/A1ohu0Q1EKoN8PzBHQI8kViQIAy9Oj7QNCQ/S6K+5pSC8ycyiEYQS/8MFANQMCGCoJYmcD9zf1EFr4YECNAsBkmk8YYc8lgF3djjFkbel7pIQXmH1P2OoxDOBnvqlKPLe9da6zWeP7+42tsgy/Dsde6rd6sZT/Oivx/829e/dTdu3/sI3/2Z0991pkzI9WnPGXmzA/8wKN/9P73/9gtSlnF4ig0trEdWI8Lf4QKivnCc2Qr+wnwyXy5VdneNagou+4j+Xs3ItIxIlxQCsRwH/LA0Z1zQnn2hPrfmwi0qqTOwYMH9x46dOjGRx555Ct/9md/dkzZOYlzrin1xm9ASvdrHCVG60UcZ1ZVdg5pkWD5jqTRe+6550XXXHPNGyqVysTc3NxX/+7v/u7ghz70obYyQR+N56IjOiZne/J9WSgsG88R7SzMFO/3HQrBTjCiHh5dZdlyBC0u8AQDWZ7AGX97GsrK2dk2TOT7MafeCompfF+fUP/7hffid7ARCFLEoBxZ9fh3k/nz0WG+n5u/McZc1ligG2PMcDBSiVLt+ByZbLJog3qbx/N/ydRRZr7WeLUxZaXOJ7QxQRlFe8ze9yuLr99xx6d/78Mf/q5XLi2lYqtnPOPE/Kte9eU33n33v/u/dH5GoV1Ihjnv/SgTrYj0KEIiiNUFrT9zX1XWS4yh3nqgZ5oy/Aklt/x4H+DGXVw/9zgl1whjssH0GY8p66Pema/vuFJmnnsM4UYJOPtHtjqWu5PRJjNddFJHqMesNu0ZI/lxYG6G0dxC2B7miwQZZpXEarx+E2E70upsd3E8XC0/B7SmxF7uXflzlIJX8vVFAb+iFPiKnhUtpbJxzhMVDqfC+Yk936dVTjTCXO/91A9aBKguQahzTZh8QGBrowEyY4y5pHEPujHGDAfmcbgsU+a9mP+O4/WgXl7WUyw/X8soqaEsI1acXzws0ahKSsKHbF0sbUestU6dGr82inNJ+vrXp8fn5ydfJOnT2p6iPIJg2EgvOpnVduE53KzLKimYF00/9HrOX0eZ+J1SKjMvozjLvBaeR/wtqn8QAUHNuK0o7uNIsEZYF33GyvcRcYlx4rLSZ6StLNBEVjUKOkQ7ojyWbxezy4wUmwz7RmXDCaWKAT6flOvHzx/BMURiHEEIrJtMcZnPBOckZv9nlf5mRMgkK98uXhdtZdURHAPiHqFLlQ33DOcIh/Yohsfy7Y+rd4RcFPac23jc3cJjvXD/EwCJfxerkhoHDx789ptuuumXms3mNa1Wa355efnjt9xyy29uYFvGGHPJYoFujDHDgyCnLxVxEkUZgqCfAOPLfHG+dL8sbk1Z/yt9t5tBFOMQjd0akkaq1eVVIrDZbKnRqB3W9hfngBP3WgZ/RejBLYpcKiwoXY5lx1JvxcR6S3sRsZR5IzajoRrXFhGLMR9z5slO18P7YrZayoTdXFgPomtRSUCeUW9QCQ8FRB/VGohdstuM9qMnfFbp3NPTTF80QQ4ys7GUe4dSNpppBjsL6+I8sT7M6aKBG5/ZqlLJ97hWZ3yZUR7v+9iDTi91DMxMaPVYPSpO6LevKN0ncYY65z2+NxrQRWibINhxKj8nTGRgGa517JMnC1+8T6Xg0q8k7rtaLfbja7yvaCpXfdvb3nbVs571rE9cd911z6hUss2cOnXqOz/xiU9Ub7nllvtljDFGkgW6McZsBMY1xXJmnIqZET2qNGooEp3cpd5e1yI1SbuVZSXPt9NxzLiuSFrat2/+T2644dRzH354ekySKpWuXvzixx5pNp/8XQ1nQLcdQIQNqnooo2z8WFwnIgin/yjU6GUe1vQtCmjWdZUyIXa24kHpHonXEvGI0SGu3wQWEPrxHmS/CCAg4gjeFLPvBAbomUawIcY5BrLnTUlHlFpE2J+YNeY9lKG31Dtqjn501j+pTBCfViq9p8oFk7pJZaJeStebkneE5lL+YIzZ2f76sF+IcgI0ZWPHpCSo498B5opXlLUA1JXMAzmnmPAVIbhTnBiwohQMiH8r6OEvc05nW9HwMZbpS6tFffQKqBb+Bc53vJ86kio333zzLVdfffVZcS5J09PTO06dOvVjkizQjTEmxwLdGGM2BuW7ZNaKoox+47Iv7jGDTlavbJlpJffrzaY4n7w4w1mTk//83le/uto4fHjqFTMzI+P79i08MT195O6DB+94XKncNpbFb0Wn9mEYNAe8H9G5vd86K3ffffd33njjje+q1+vXttvt2cXFxd98/etf/ztKmfvitS2KIX6OYoc+b4zqEOFRaPNzHGWGkCQb3i/AQkk64i7e52Wl+9zncYwYYhJ3f5Y5pWRIF83fyLrGDH9dqV877itu5pSLzyv1lyNc+Sx2wrLHlTLkM2EfuY64jnPcsYy+oyxYJqXRg/3GBsZqCcrMGfXG535JvdeZKg4COmXfzwgkjKs3QIYb/gmlagmeL1byEPSQkrljv/2PxM96HBVZFOvRMyCK+VqlUnlqvV5XkWq1OlWyPWOMuWyxQDfGmI2DoB1TmufLF/F+s39jtgpBU1bqPK1MKGyWgRPbjOOrBs4nP3jwYEfSL0n6pXvvvXf0zjvvLGbxY5Y2usXHGdHbgbXmgJdRvI6r+PCHPzy9e/fu37nuuuueSdbw5MmTz/nYxz42cuuttz6gTEgxdo9zSJl5LBdGZCJeu8pKmncqie1hgiPDVjyQLUYgY6JWtp3Ym01vOtvZkf+LuRljxmLQgXJtMskcHyZ2fEYQeqPKssUEVWIli9R7/RCqE+G5ibAcny3613HLbyuVgNMfjhFkR2ksXDRC62e6O6Zk7rccliP4xrlaVjKNi9nzsmtWDExQrVP8O9Ip/Bth4gL97VDMopf9zIOgHJ/zGBgqBppGFhYWvjg/P//qiYkJros6nY6WlpYOl+yfMcZctligG2PMudFREuljSj3oI8q+uDbUW55OiXL8ElsUsjvzf9c7jquMYqlznGU9dIl6iTiX0hf0WMaM+CdbuJZb/FaBjPZ6s+h9Df7GxsbedPXVVz8zlvTu2rVr+sSJE7dK+hOlWddzSoKJdRXLhIvnjX7snUrZzeLrkdhzjEdCcZmiUJtQEstSGhEYoe8Z0Tap3vM4GpaJ9wGClNFvZLJHlMQw74vfVRpKpe7L6nU/LwbCcFCvK/tc1pWVwNN/P6XUa08JPYEDzOiiaz4iPrrME2ArlrnXJI2+613vuvppT3va+yYmJq7rdrtLJ06c+Kvf/u3f/qUHH3zwlNI1jJ+f2Iow6LPCvcc0CNzaEdy0FBTL12MgiMoIzlfRIK5YjTHIRC6KcdLk8d5d+MxnPvOxvXv3vuzaa6/94Waz2Wi1Wjpy5MhXZmdn3zngOI0x5rLDAt0YY84d3JrHlGb94oRdVxJfLItpVZnJ2A5lf5tPnMP+RIdn3Kr79cluJoi5tdziY4Z9q5TFI2bWk0Uns11KtVq9oU9J77QysYuApNQY5/EokMr+jT9XlPrRi+Iq/hsrJ6KhXFxfvBYsi/EZ5dIrhfeQWY+zwhHgtEEQgODeJ5C1mC/DZ4aAVFOZ0I9u85R2n8nXQ8k9Zmpk8YufJ/ZpUtlnqqU0Nm1MKViG+znmfYjyYkl/LOvmXGIaiXjvSmr93M/9XOPZz372Rw8cOPBcgjRXXnnld73xjW+sPfjgg+9Uebacc12ct158jCib3V50TWdMHPcy1RDx+sbztdG/CUWfA6m3Iofn+dvTefDBB/WiF73olYuLi/+22Wy+sNPpfGNmZuZDt99++5Mb3AdjjLkksUA3xpjNgyxdU71mXNElPJbDFgX6RL4svaTrgS/EiD2y5BezzDz2rUKcx06p61Ypi19vFp0KiVJardZ/X1hY+Inx8fGz/9d2Oh0tLCw8qUwAIsAoV6aEul8/f1kZ9Yyycum2sgxwv6w4c8Jj1rffujEiwxkccVe8X5vK7lk8GHjvjny/KB3nerMfDSWhTgacufLRwXxMqXyb2edSdr4IAFDavku9GWOCAeNKmXgeI0oO7818fxeVzOGq+XPxmFe0OugRK0jqSrPgK5I609PTP7Bv377nxAqKsbGx2uTk5L88cOBA59FHHyWAUWbSVgvHSfVKXJbJD3zG55UCPq2wfAyYSb0Gc+sR54MEOUGMOBqPiQM9f8cOHjy4IumB/GGMMaYEC3RjjNlc6EkdVfriLqUvxrHEPY5XG1MmUo5reGfvgSZvW5StXBbPtui9XouBGfRHH330E6Ojo6/Zv3//i5vNZn1lZUWHDx/+2unTp39GKVNKGTWimeqH4si0QcL9pDIDs7rK3f7J1GJkSEl2GQQcTitdp4pSGXrP6CxlQQH2nyBBW5lA597nHse4DcG8qOREXw/bAQIEO/NlZ5VK3CtK4rWWbw8Xdo4ZoX1KafY4opIMNX3cbaWM/oJS6XgMJsXrEWejI8oRpVVJzVqtdtPIyMiq+6Ner4//4A/+4PhHPvKR6LYurS4fp+RdSiXvtB50lF13to8YH3Tv1sI61gqEDSPI2Uf2gWM535U6xhhzSVNbexFjjDHrhC/wlHTH8WVdpewd4gwRckKDvzjzZRhzMb5oM5ZpK/d4D4LzhYhE+CLa6RkmFXk+j5G+3GFnziPuVu3Tgw8+2H7Ws571aUmHjx49OnPq1KnPHTt27CfvuOOOh5Vdd0zXokEa4nkprJcgBm0CsY+YgMaKsnuorHcZ0d9S771YhJLv6PDeUbqPx9U7eotSdao1uL8R+VR0NJQqS0bzYzxeOMY4Hz7uW72wXsruqQgg0MVz0RmeIBnjzqLQlDJRz3WIwa6uerP5sUwcsc5Yt1gST0VEVVL7pptuWrrhhhtePj4+ztg3dbtdPfnkk1/5+Z//+d9QCkxwzcrua4IqiHCuEaZzHWVBCErbo3M73/EQ0w2lTHdxxF9sRaGygXuLbfEe/qbxd0iF/THGGHMO9HMdNcYYc+4w55kvv4yMukope9dWlv08pXI3934mb9tVjG+EWCaNODyfZfG47w8j0vEaGJQ1ZLRXP0d+Rl9NKVVZIIhiaTXLFnugydJiTnhcvf39iMqFws9xnYwkizO7ee+EksCdUQoaIGRZB/u0U2m0GYIuHktF5Zl+KWWjF5QEOfvKenGx5/gYCSclU8YxpZaFUSVTNDLtZHwZO1dR1tNdV3ad6HUvPgiSxXsQYcs5QrQufuxjH3v3/v37f2xqamq63W7riSee+Prjjz/+1jvvvPOvlAR6We98kRFlrQyc83j9dim7blRlcP8QKOHvCr33uN7HKhwpfZYGeUNwrPw9K5uzbowx5hywQDfGmPML4mtMUu0XfuGD33vmzPi/rlTap6+66tSH/v2/f8dpZaIhCqMyk7eiQdflTCyLRxRGsX6uwQtKsYcZcUepdz/ByfqYWT4IsqNSMviirJoKiX4gkPcoGbMhSqk+oPyaLHncN8aasS6y2Yg3ZoSfVjJaQxRHV3BM78hej4b3dbRaNPY7D4w3o4+ZfWGuOj3jUjKU6yoT8fSmc/5YF/uHqR3l8mThG/lxUXoficI0tghQSUD/OdUJBEMW3/e+971g//79PyDp2Pz8/AO33Xbb4XCOJ5RaBYpZ7UhTqV9/Qal6gOPn7wMVD/PqPdf0yDObnaDAsGaNnB8pCXNjjDHnAQt0Y4y5MDTe/vZPfOi//benveorX9k1NTra1otf/NhjT3vaI3fec89P/leVm7xdbNO07UIxo0yZ8rm4xQ+bRS/LSBcZVqCTacfMDVEazcnIRPc7noqkvUpBH7ZNxpMgANtg35nRHXuqGVVGaTxjyTBfo9+8eJ+OK/WNsw8EO4YR6DVlWeHlsJ/0XRMMofWhpeTlQAl9W6kiBYd2jqWhJPqjkB9XEt+T+bEtKQn5ojBXfp4mlXrtW+F9jLIj2EMZezGIxGi6JaVxcbR6cN1Hw2v0zBOkaOfvn1dycad6gNaCFSXzQ7ZdrJQog3uQkXMXYhKEMcZc9rgH3RhjLgAf+MCHv+OP//ip7/v7v79yut2uanm5pq98ZdfOZz5z/ikPPfS7n1IqX6eX83IqYd8MED+MdUIwxvJjBDzLD4Iy6LUESTQE7Megvu8iiGTEED3IlHYjqsls9+tbRiAjaqOrP+dmVMm5fKeyEmoy5S0lgUvgaEIp2BEdxNmHmlKml+2xjyzTUK+zPJl6rtGYskAAfeGIU45jXqlvvKVMnBJ86Cj1ttOnTS82GX7OMePLOLcI2NiP3lS6bovh/WP5uaJ9paUsIIJzfVOpIqGW7w9imuoYxDPXO26DCgSCP1RA8DrXgEAKx48bfjSO41pRQcGyg+7/2F/eVfK4cH+5McZcAOzibowxF4BDh8a//+GHd+7qfbaiw4cnr7jvvvtGbrvtttMXZ88uWfq5xceM6KCyeF7DBGwQmGYNymoPG2xhfFg0PCMLjZjleYRcsQR+WdLcvn379t5zzz0/3Ol0vq/b7X6l0+l85E1vetNSWMe8kiEYZdnKtz2mJNYJeswpGY3FgARCGpf3lXy5caVebbLIlJtLSbjHbHFTmVkiwYxxJcE7H447ZpQRpJTRcw4RvhjQIdrpWWfMGsGPmDHHpZ0KAlpVJsPyLaUqAQR/FOdSmjeusG/ANa0oC0oshP2lfx5jvmK7BdufUGYSJ6UMeQwMsH7ONYHAMtYck2aMMeb8Y4FujDEXgD17Vr42NdVaefLJ3r+7O3Yszb373e8m+1U0BDObB0IQYlk8QrdYFh/F3KDr0lYS/GWsR6BLqYQ7lsQj7ijpbqhX8GFMtiKpde+9967s3r37t6+99toXNJvNRqvV6h46dOj1r3vd6177yU9+8qSSWCNTTkAjBiw4R7ibV5QMyXAm535eUhL4nGuqFQgw4DReZqqHuF0qeY1ydERwS2nU17RSaXn0A8AorngsHCfinfcQfCDDjDv9hFImfSTsP+X3iF32n/uGc0MffBnxmjLznB57MtgERpj+QPsGQZPZ8BzXkpJ+rhnHWnaPxskQ0ZzQGGPMRaLv/FZjjDGbx/j44l+/+MWPfWl0NCWv9u+fWbn++pk/P3ToEBkvsoUN+e/z+YaSeMql55REGX3blGtPaHBL2MB56BuADHmj5DWE2JxSWTNZfpy5xycmJn76wIEDL5qYmGhUq1WNjo5Wrrvuuue86EUv+g9K4pre81j2TjYaYUpJOvOvF5SVcs8qlXafUioNj2PY2uFfzk+/YEVZzz+fhzh/nRJ3zNBwXWdCAv3kZIERnpjlKZw32gVoGego3QeU21P+H0e2cfxRnLP/0Sxw0EzyCPciY/Y4PjL/E8oy7NE5nWCFlEroqYZoSRp585vffMXdd9/9zFe/+tW7lAQ6+0xZP9Uai/n5szg3xpiLjDPoxhhzAbjtttvm7733wz9y223/8B+PHx976shId/mqq2Y+32x+9W71ZhRxJ2cMVByrZs4vcea1lLKLk0qCqMzoi1L4fqw3gy5lomtcg7P33DfF0VfzY2Nj3z06OtoTVKjVapqYmLhamcgu9jOT6Y2PIpR2N5SJyNMly5EB5v4dZ/NKM9+LpnL0Sy+pN4PMPPrTSkZnGKGRYcaFHQg4UBFBDznl7JXw87SSSR7VCsxrj/4Ds/lyMZsdoRUginMy9sN+bjtKAaFJpSz5KaX7rDhukOuOo/6ypJErr7yy+qu/+qv37Nq164eazeb0zTfffPQVr3jF79xyyy2/mq8zmga6jN0YY7YYFujGGHOBuPPOf/dNST+6xmKxvDoaSl2uM9AvJmSrETFUOsSyeCm7HszfLhNkmJJtZNujWttxm3uG/unxTqdztNvtqlLpHdbSarUoQ0eUI/QIIpQJdYQu47xm1D/oQICDjD5jwWK5NQZpGNDRGz4Z3k/vfSy5pod9Wr2Z5rLzMa/s3NELj1Ea22vk23tSydyOY6KCAtM3ghH02cesOOXkxTF7lMP3+5xGsU2JOsZwVAIsFN4fAxtx1CB+AVVJ3fe85z1vPXDgwOsnJiZGJWnXrl3Tk5OTb7/nnnseMcFtCAAAIABJREFUueuuu35fqYTfGGPMFsQC3Rhjti6xx5gv5AhDhIz71s8/mI5hxBZFOCXdUuqTLvZyn+t2Y2nyIM4ayh05cuS+HTt2vHz//v3XItKPHz9+8siRI59Syj4vKcsO4zBeKXngZh57mcnAUnrOthHz3KtSKtPGsAxTNfrKyVTj1E4vN1l69ot7PJrxkQXuB/3su5REN8ZyiHtGiXGtuIZLSkEGzj2j3KQ0sq6rcrFbV69oLxPk3Ccsh+FfV6vFeZE4cm9eySyvPjk5+ULEOUxNTU3v27fvX0n6+IB1GmOM2QJYoBtjzPYgfiGX0uirRuE1j0LafDi/ZMkjCHJMyyg5J0tLr2+cg72egApu3mvNUO/Z35/5mZ/56vvf//43Lyws/Gy9Xr9yZWXl9MmTJz/2zne+87OSTub7NaGsv1rq7WuPZfMVSWeURDf3V3EMXew9J6tLVnhUWan2WFgv9+8ZpXND9nqHUj96XalSARE/p1QKvtZ56eTL7P6Jn/iJb3/uc597fbfb/ae3v/3t31IytVuWtEdZxpygwLJWV0QgximB75eJRoxTrl8myOM9UFEKAE0oc7Gvhdfio/gc8+njyLZSv4RarWZfC2OM2QZYoBtjzPbEfesXFrLZzNYu0lbv/PJ+r8eyeB6DgipkoIc1HDvrJv6Od7zj85I+rzSqi97wSWXC+JRS6faEstJxqbe0HwHcVHbsiECELPtY3AcpE9ILkvYp9YVXlITxbP4v87wxbaMsnmAGPeO0GcTg1J58O5xH3nN2XvyBAwfa73nPe35l7969/2piYmLX4uLi3Cc/+ckv/sEf/MGPf+Yzn9ml5PreViqr72fUSKXAaDgOqXciAH33BGSKo/4o9+cxrhScYL/jKDpptSjn51hJU5VUO3369N8vLi6+cGxs7KxQn5mZmV9aWvqTkuMxxhizxRjkSmuMMWZ7EIUAvchkHmthGXNuIE77BT76iWhc1nHgRkTW1OsijvAqXqtitrof9FLHOdxsH4d31kGWmmAODvZkfON4NcTwQlgf5nW4m0cQmRjKMeObfSBbTwl6dCanSoFtVZVc2fFl4LyxXV5v5Mc/pSzgIEmte+655yef8pSn3Dk9PT1Zr9fVbDYbU1NTN0xPT4//0R/90V+G/Vgu2Qbu7wQFJsPx78q3PZH/OxrOWxzBBmTRCSRQqUCfPRUMUirtj4K+G94X5943lK5d9/Dhww/efPPNN3a73X2dTqd58uTJbx0+fPgP3vCGN7xHxhhjtjzOoBtjzKVFsW8dYeG+9XOHedWIyQj9zP3M07qFZYtu8bEkGgfymGFfyzCOa1w2R5zt46JOufmE0ig3suZH85/r6h37R0UGpf4xwx0DE9xv40pCErd3nMrPlOxjnCM+p3Q+x/JtFVsLWD+ZecQ0s93JTE83Go0Xj4+P9/RkNxqN6vj4+Heqt498Simrj+CP2W9GvvHcTH7ss+G5moZrSaiG9VXDc8rfP6PUssK9xn3C7PYYAKDPf+FLX/pS+7Wvfe2PHTx48Oa9e/deefLkyYff9a53HZI/88YYsy2wQDfGmEsXRBeCJWZD3be+fjifRQMwQCAWM6drjVnjWkRiyTRVEIjMons5GfgFrV0uT2aZueUT6jVjY18R1hVlZeTMFydTO6mUxW0qZY4JPJAxV74cAro46zweQ0294rysGgDIxHNcOKzPKoneRUnqdrtzRTd7SarVarPKAhL0sq8olboTLKmGn5Wfkzj6DqHNNSy6vFf7PNhHPoMct8J54poQ9MAsMFYvsJ654nk6ePDgI5L+Scl8zhhjzDbAAt0YYy4PiiZz7lvfGIOy6G2VO65vZA46mVPEHsIfMUz/MePKosArQk82fcp1JcO1mXyZJaUSebaL4MTpfUTZ/dJUEuhSynLPKInHRjjuZWX97cwzL54PytiXlIJJg8Q5mWaOg23syN/HuWhIqh06dOi/XHXVVS/ds2fPHlYwMzMzd+bMmc8rBVqmlebZU2HCfvJ7mbM6zvncE02l8XI4zseKCYI49JnXStbbzs9pvJ9oQyBDH+esrxLn4RzRSlEWUDLGGLMFcQ+6McZcnrhvfePEkWPF52slzzMy7FxAKCK0cXfnd8zVEO+8R0pjxGrKRGxFadRYdGxHICusj33HHI3sdi38y3x49qMW3kemd1yZ0Gc0WgwmTOb/zillpKn8KFLNl2f8HCPjGJ9G0ILzvfznf/7nX33BC16wsry8fE2r1WqdOHHiW0888cQn3/SmN70/XxeGcF1lwvhM2PcR9RrbxcoGzg/BiB1Kjv6tcD4JfNHPPqpUiYA4L86IJ+jBNaLcfyQsj9N8MWsvpevT6fO6McaYLcrqmi9jjDGXM3FUE2O13LfeC/3NxZJynp9b47lzgfFoZLmXC6/FWdtSysbGPmYc2iM4qUdn8rqyvmzc27kX+HlJSThO5z9j/kZGWUr99WTpcU2XMrE6qSy7To/6cnhvbM1gZBvif1FJ7CNcCRI0la5PV1L1hhtuGHnNa16z53Of+9zJf/zHf2R/yEpP5ssjyJfCehgzR0a9U/KQsutCxUFZJQoVK7jEL6jXjC9WsTDG7WwlgFIFhPL9I1hSdn81ws8cjzHGmG2ABboxxph+RHHELGf3rWfgdl40bZtQJn5jj/KY1jfHfBA1ZaK5pWRo1g+y0TuVsrn0iZOdjUEX2h0WlQIBZF9jbzql4MUxY2SQx5SMzhDCk0rl3Li4V5Q5oWMCR1k7mWaywLG/HfHKOSbggHglm46Yn8t/byoZr9HbPa7kLD+an6dOYV2zygR6FOJlsL4lJTO/KNK5Fozrw2CPQAu/w6h6KwloGygGZfoJdN6Lgd9aEwCMMcZsEVzibowxZhAIFrJ5lOhSTi1dnpn1jpIzfjz+WnhdShUJm1FiTAsCRmjFbQMO5IxAW1aaFc6+janXCK2iJH4nwmtnlInOWA6PeFwK2+ffFaVSdkQ5gZ1YRt5VJuhxXd9ZWA/nj+x7nBffUJpXzj408wfl4Ri+8V5EKuX8nB/K/1k//eRLytzu+XktgYuJHO0AVC0QROBYJ5X6yQmaFKsw2C9M8yjBLxvdVlH5eL9RpUz9ubZXGGOMuYBYoBtjjBkW962vBlMxiGKX38v60tcLjt30LPebQd5Q7+iwttLs9kp4vqosC002fFxJRCKKEcAQrz9l1zEggTBt5+s7qax0nez6DqUe9FFJu5WdFzLis0pCHrFNOT3bZozgstJc8qmwLOX7nO+6Mhf6xbCP9PBT3k7wgVJ5jp3jkgYHRKRUus616ShVIOxUuh8WVG7oR1CF84fRHKPz+pWolwl0nuMz6v5zY4zZRtjF3RhjzEbwvPVUQhyd29ta3f97LueAHm+p1+0bkzHEGQZjlK9HAUgWl33hMaEkJueUiWnlx3OFesV3O/zbVcqqIyzJ1LbV27eOyzr93fV8u+OSjikT0y1lQnJayXCNqo1osobbO27zfIfhGBDa7DPvi7Pki8KYknRK5seVlcJzrLjaLyuVjZc5phOUoSUEQT+Vn1cCJMWWCM4RgZ55pQBF0cl/WPCOKJsoYIwxZovjHnRjjDGbyeXWt15XymxLq3uCKSHfiEkX/evtPu+nZDpmlssEGSXflHcj3qpKYrS43tgn3VLKllOmTmCAzDTZX7Lki0q95Z2DBw9OdTqd75yZmZn7zd/8za/PzMzszJchMx6/jyC4pWSERvZ6Qkl086CvvSwQQok6o83KZsVjkBfHoo0ou4aUm8fzICWTNikFC9hHggtUPXCu6IeXVgtzsu+4uFNWX/Q0KFLWg06AaERprrsxxphtgjPoxhhjNpOyeesjykQMYuxSmrdezKKTnUbsbZTo+F2WQWXEGNtdKFlGStUNiEHK1tvKxF8ZLMdcb4Re3PZI/v6mUgk/gQrc2LuSWh//+MffNDU19Y6pqakbWq3W/Hd/93f/v5/61Kd+6o//+I8PK8sw71SaC76olGXmPBbP6axSFn9Q6wDfcRDyUq+7O6woK7c/oVSez4g1ggfLSq0DHWWBEX5u5vu0HNbLCDzK6KVUwUAPPNctejt01CvIOa/ryaLTdx9bLYwxxmwT3INujDHmfHI59K2T+YxBCcRbFInDwvlZ1GoBirs4jt7zSlnxolkdTuZRcEdHb6odivs2pmS+Ro84vdmsD/E3m+8DGXDeNy5JP/3TP33jzTfffP8111xz49jY2Mj4+Hhzz5491+/Zs+eGP/zDP/w7JfOzU0rCmxL3OWUZfoIg0fiOIMOge4dlYzYekzreSyCELDuVBrQEMLaN6oSGsioBiH3v7EsjP1+Iegz6JsO5Y0Qc+8k2ygzdGuov0Mt60BH67L8xxphthDPoxhhjLhSXat86Ig6xS0Y0zgwfFsRd2Yx1XqO0HOJoL7LllGTzGpnYeG5XlNzYAQFJaT7BBkQs+0X5Pb3wXWW91lH01p/61Ke+dOfOndfGA6xWq5qenr7+qquueuLIkSMntVpoc6xTkvaF41jMt8GxkKWPveZnN6NygcrvjDzDEZ7MOed3TCmARMk45/R4OD+0OCCw+X0pXweGfA2lKoB5pXuEc9ivjJ1M+LAVGZXwr8W5McZsQyzQjTHGXAwQO8zYpmwaIbPd+taXlczGikZxw8B4rYp6zeDKTMSKYhYjuUb++lomccAylG7XlHq2EXhkxOeVytljn/aYktidVPpeMSKp0el0SisHKpVKZ2VlBZ+CYvYfQUqWmeXGlY19m1VyNmdG+mj+XlooykaPAVnyXcqc5tnHKKrJ2BOgKLYa4I4/qSxDzj5giDeaL8NzS0rVDvT3k0lfq7qCgMQw49IQ8rjlG2OM2WZYoBtjjLnYXAp962TR6VtmRvwwLu4VZcdKDzaU9SoD1Qdk7WeUSqH7ba+q3jFqmMbVlUZ/MQYs7hvvayvrF6cnfFwpoMBxs59LkmqHDh363IEDB95+9dVXX88KV1ZWND8//5Vjx46RtaZEH6M0+s5X8vVxX0zn/+4JrzEPfVlJrDeVxDxu7MXzMJK/3giv0xYQS8rZp37MKglxqhimlNzXo7O8lHrbmTE/zD1NRr9MoBfvLwIK5+qBYIwx5iLhHnRjjDFbje3at04vOj3TcQZ5v/1lZBhO3lLKTMcsMqKrEV7D3Z1KA0Q3oo82AmaKY36GaMUwjlngZP3pNW8qM4IbUxKuzE3nfaeVCU2EcgykVL74xS+2f+iHfujw0tLSjd1utzk3N3fq8OHDf/1Xf/VXb/3bv/3b08qCAQQHJpT1dyP8aXeIFQD0vHfz/duh5KBOmTumbrjLN9QbMKGsn0z6tJKgXVSvuRvnmX8jXGsqJnCZZ3Z5nHdOlcOI0mi56FswCIzlyuawc40JKMTZ8S5xN8aYbYjHrBljjNkuIEYY+YUg20p968zKRpjXlUaRFaEsOopFSrUxQaPEnYq3QaX/lFwXS7Ep964pyzqTFY9u7GwHYzrOK9viofx9u5WJ4AWVZ3bHlQnSeUmVBx54oPrYY499x8rKypmDBw8+qt5S+dijvRT2FVO4GHjANC7uy5hS8IGe7xmle4KMeSM/Vs5tFLGx75/z3VEqea/lxwKMN1sM28bNP7rQk4HHsC6eK6oXYktDP5gPXxy3hxcA+zae/0v7iDHGmG2GBboxxpjtyFadt47IbikJyzKBzrzrhfB7TUk8Un6Os3ixxJ/jjyXrZNmrSmXq9G4z2xyBrrBOBCRZ37XEIq0H9FnPFl6n3Jueefra2QYu6vTNLyll88uuXVVpvjq/U2GBuzqBiOl8vbNKJfAEH3YoeR9IKetOgAcx3s6PkRFq9LrH0n/ENT3mCG/OL273HOsplZezR1PAQee9bN455+JsIERJoJfNezfGGLMNcA+6McaY7chW7VtH8CKcy3rQx5R6t8nWkvFE9CFAOT7K/BHjjDnjWDFtqynLEk8oZZoZs4YLesyGA0GFtcQ5hnII2en8OMj28/qCkqDGQI/Sa8r6aQOgj7sfZLpnwvupPphQKk+nxP6J/HVc4Mlin1HvvPjYh08J/KSSCR3VEJSis51KvlxDmWBezPcFkc29SQl8dMsvZrUR9k0NFum0JpSNxYvHE5c1xhizDXEPujHGmEuBsr51+o8vdN865c70TcfRck0lcU32FRHNaLZolkaZdxTnlPiPhQfHSNa6o0yM0+9MZQGu7BF6zjl3/aDcPJZwsy+Ic5zfaUdgu2ST2e+qkhP7WoEBMuCcR64176fffFypB3xMaT455eHsJ4ENzn0c71dVMsJjWwRMCIKM54/T+bkg8x7HzzFOjXOFMRzbjxDcoOpg0HkYKSwTe9BHwutb2VDRGGPMAJxBN8YYc6lBNnVZq+etX4i+9fb999//mqmpqdfXarWJdrv9jdnZ2Z9/85vffEgpy0kPNhlRZqZT+k6WPD5iSfay0ki3smwpQQJ6lge5ydfzdTHKq2w5AgQxAx2z99PKBGs/p/GqMvf1J5VlwunxJuAwKOM7KGscqSorJUfA0nMegwbjyjLrjD2LwQaqGBaVZcgpdce0D4f7ilLmnBFzGMURSIiZcjwGMNobUer1h2Ey6WTl+13LGIAwxhizTXEG3RhjzKVOzJJKSayT0SSbuik88MADb/q2b/u2/7R///5n7Nq1a//09PR3LC0t/cD8/PyffPWrXyVoEJ3pm+GBWRpjuhaVCUncy6NbepmrdzxmAhJR7JcZh40p9Vnz3gjnq0w4YjA3q1Syjut6PV9mUin7f7qwLXrnB4lKHMyjIzqmb5TOU1Y+p5RBrir1ocfRY/SrTyrLlhMAYP2ce57Hyb6lVClwRr0BHyojKPcvQgCAwEmc267wM/dFv/PB97biuaAUn8oEY4wx2xQLdGOMMZcTiHX6szF1i33I5yTWX/va1/4f11xzzdP5vVKpaHx8fN/IyMiJz3/+8/9DaVwcmf5FZcJyJn/E+d7nanqH4OfYiiXUI/lrcUxXXIaS7aLRHeX6mOAhPjFFoweckutobha3VS08Vwal39HZnTFsnCP6xOkRZ648pnssS7l/vAfGlLnSY0QXneUbkuYPHDgweuutt970whe+8Mr5+flTR44c4bwxWg+Tu7WgDUP5dovBh2gQ2E+kx2sUBTrHbPd2Y4zZxrjE3RhjzOUK2U8yumSKKROOLudDMzIysrPkOV1xxRVXS/qWLtxYuNiXLJULfUawSakMm0xzVcncLIpF+sjp8Y7in1J2ljuhVL7PcbPNUaUgSb+y7bp6+/YpV4/L4lwfM9xc1wiZembAFycBjCoT6Vflr5+StPDud7/7e5/+9Kf/2p49e26qVCp63vOe97VvfOMbP3vXXXf9P0qBgVpY/1rXtqMsCNNSVnK/Q1mQg0w/jvdj4TngGhXPFxUKnn1ujDHbnOraixhjjDGXPGSz55XKlDEEI9M51GjSVqt1pPjcwsJCq9vtfkHDOaVvJoi9sn1H2EZRt6LsuBG6y4XX6ceO5myU0OOqLiV39qJgXFImatkWpfexoo9tYPhGIIC+7eL5i0GGMSUzvLWgLH4xHM9pZUGUM5Imdu7cedXTnva0X7vxxhufs2vXrsnp6enJAwcOPOf666//lVtuuYXxaZTVc7/gUL/W/YIz/Xy+31QcSCkIMVbyvrZWJ1iq4TVjjDHbGAt0Y4wxppdi/zcZUty76fUtZWFh4Re++c1vfr3dbqvb7Wp+fr71+OOP/8VHP/rRz16AfS/CsTD+LEJpdIRRbziyx9cp+V5QEt6UeE8p6+lelHRMmfBsKp0nMr6xBxyBLqWM8YRSefe8UgtAv6BGscSbDPSwcF0bSmPozuTH8K3bb799565duw5UKklrVyoV7dq166k33njjd+T7jOEdrQqtsN61xDr7eyZfx5RSxQDH3Sy8h8qI4nFIHq9mjDHbHpe4G2OMMf1Z97z1W2+99Uu/9Vu/9eLZ2dm3V6vVK1ut1hcfeeSRjz744IOUjA8SnOeDZWXiuSgS6+p1ZZeSudxSeK0435x9ryoToTslncwfCEQc0ce0ehvLSqXzBAPIXhfL12sa3FON0Gdk3eKAZSP0szMGj2ABVQU1SSPHjh0brVQqq0Rvp9PpTE9PMwuedUm9JfSMZcPQrjjSLdJWFtRoKLtWo/nvjHGj3J1l2U+g1P5C3lfGGGPOAxboxhhjzPAM1bf+xje+8XFJd5W8v6Ek0i9UtrOrTDCOqncudzQnAwzZCDgQVGipd577mDJxvqJU5l1cF8IXMS6lAAeZ59jfXiYwqxpctl1XyswPI86Z+Y55HaXpcXwZ7vi1hx566B9++Id/+Ot79uyhr17dblenT5/+52uuueZ/KgUiWDfiPs48R7BXtbZYp/d9XJlx3Wx+XLEnXWG/CRzVlQl6Y4wx2xy7uBtjjDEbgwx6S0lEItj7GZ+xHL3SFyLjWVP6/55xYvR2R1FdV7b/80oZYfrNEaGUs9eViXLmgne1WqA38vfi6I4wRUxXlcRnVatnsCNo+2XQYyl+P3GOYCYzzcg3vADiNcTlnZnmy4cPH1586Utf+qWFhYXv6na74wsLC4tPPPHEP87Pz9/x4z/+448VthVL+HGLV9j+SNgezvpl4/4IqLSURrxxvhDltBbgYM8se2fQjTFmmzOU4Y0xxhhjhqboDo5oiyPTcEJHiJ1P6soysgv5z5RNx9FnBBYQeVP5ccwoOa1PKgnzWKaPmF8O66vl6yAbX8+XOxbeR1k6Tu1nCutgDFu/nvJdys7drFL2uvjoKo2SW9JwlQtNFYzm7rvvvrqkG1dWVipHjx79+sGDB5f7vrs/3Bc8KmFfMMuLLRVxZNyE0vUiwEEFQzM/xuMb2CdjjDFbDAt0Y4wx5vyCWI8ZVLKg/UaCbSYjysT1rFI2F9dyKZWx018+ptTfPK9MHFKWX1bKzrEth5+Vbwcn95F8PdH0raIkMhk1NhvWy7mJAQyE9458n04rCd346CqVmlOGPkx2Gdf0YXvZzwUEO5nxSuGxEh4cc0V5tv97v/d7qy972cues7Ky8m2HDx9+6L777vvaBdhnY4wx5xkLdGOMMebCgRhDkGEktqLVZmqbxYgycYdT+BVK88njrPOOUsn4srIeaIT3jMp7watK5eM43pP9bebvZSwYAYqq0rHSvz+ev3YyrHeHUuCCUW5kxMeVTOViwKCiTJRjHlcsmx8Epfbn6zqsBSZ1ZNipIECsM6Ju/FWvetXuH/mRH7n/iiuu+O6RkZHm7OzsYydOnLj/9a9//Xsv0r4bY4zZJCzQjTHGmIvDWbdwpVFas9r8Wen0gJ9Scl5njBwGcF0l9/aKkpP4vDJhX9zvmCmnZ7toUlYm0CmvrygTwtV8W2TYT4b3jykFBsiMM+qtq94S/XMR5lLqEY8u9RebmGHnuKuSug888MBHnv70p//rWi1ZCR09evTJxx9//KVvectbvnxR9tYYY8ymYBd3Y4wx5uKA6EQsjynLGuN+Xuxb3wwwEyPrjSCv5z9P5K/NKctQEzgoZv7J6EZzvGphXylj5/1VJdf1prJAwaJ6y7o7ykRyLWwDENGcl3hMjfz5Ba3/fHFcW0mcS6kfXUou8LXdu3c3Jycnb4jiXJKmp6f3HTt27OWSLNCNMWYbY4FujDHGXHyYMd5SlrmOBmGl89bXCQK4qjQ3fDSsr6LMdG1JmdlYRynDv0NpLFgU5RH2N84Sx6G8k/8rpWz4GaVMOH3uZMDn8+3G7eAwv6RUhj8S1rERYS4lc7yLIc6LPedrPbqSuidOnGh1Op2V4sq63a508crzjTHGbBIW6MYYY8zWIfZvt5RlsvvNW18l0vpA3zdZ6dH8ebZD5vqkUjk6/djt/PW53lX2iPGakuBndFt0rl9SEujR/Xwh3/6oUin8mLLMPfsqJeG+oCTICVycyzx59nszZ9LH8zLM74xV6xR+JzjRCc+xz42FhYW/b7Va31Wv18+2Kp44ceIbkj67ScdhjDHmImGBbowxxmwtOsqyyIhnHNfPljkrE6xkwKMrfA8HDx5sXHXVVS9cWFh46okTJ774y7/8y19VEvr0vh/L1x3XyRxv+tGZ1U12PM4+jyPJihnctWa9I9Kr+TZ3Ko0gi+PZKHufUhYs6JfJH5aq0nzxQevZUJa75EGwoSjI17O/DWXnYPnMmTP/+8MPPzy1c+fOf1Gv18dnZ2cPLS4uvu+WW27553Wu1xhjzBbDJnHGGGPM1qSiJKbj3PH4et956x/84Af37969+z9feeWVz63VavWZmZkjR44c+b03vvGN71UyaZMyETyrJLaLs8Tr+XoXwzJFgcn4tijQ43z0slnp8TjG3ve+933Ptdde+wujo6N72+32mdOnT3/gLW95y+eUxreRoS9m89cDQQZGvlEhsF7B3e+x2URh3lLh/N133317Je08fPjw4xuczW6MMWaLYYFujDHGbG0wR1urFBuhPiKp+6lPfeqTN9xwwyujmdiJEydO/sVf/MWt733ve7+g3nJ6nM+L88QR7GPKsvr9YFRaFM9RlNNX31IJH/rQh2665ppr/vTqq6++oVLJvpocO3bs+Ne+9rXb3/a2t30urKPYa77eDLfyY6Ei4UIL7mEZKMyNMcZcurjE3RhjjNnaICSbGlySTV/6kqSRRqNxY9Hpe2pqateNN974Qkl/GZ6mt7utJErJngO933GZIiNKLu38Tqk6ZevFAENXkiYmJu688sorz4pzSdq7d++eU6dO3SrpvyoT1RjODZPh7vR5vqnMoG6rCl4qFkaU3P2NMcZcRligG2OMMVsfzNfI/pZmogMrlUpllbjrdDqq1WpPqjcbTql8Xf2Fa0up1L3aZxnK3Nvh9zjDG3EdqUhSrVa7qhhMyJ/fEdY1r9Rrv5EM91j+nq0ozovCfF5ba+SbMcaYC4QFujHGGLM9YM73mDJBtzRo4fn5+b9eWlp67ujo6Fnle/To0Ue63e7va7XAbykrUe8CALDzAAAJ30lEQVQ3d53XW+ovHJmPjiEaYn5JySit1Hm+3W7/3dLS0v82Ojp6Vvx3Oh2trKw8rmRaN/B414Be/q02hqyi1MJgYW6MMcYC3RhjjNlGdJREOiXvpYLuxIkTP9ftdnfs2LHjBY1Gozk3N/fEk08++Ss/9VM/9WjJ4mSW6fMue50RbP2y9/Srx/cM5XVz9OjRe0dGRv7X/fv3v6DZbNZarZa+9a1v/ePs7OzPKhOwa1UMDIJe7q0kzi3MjTHGlGKTOGOMMWZ7MqokPPuKu49+9KNji4uLU7fffvtRpT7xfu8ZVybUyzLd8b1ljCiZ2RV/byq5ppdy7733jjYajZ+cmpp6Trvd/urMzMwH3/rWt57O37tR5/Y4Q30rCOCK0j5hzLcV9ssYY4wxxhhjzDlSVzYybHUDd39GlWXgy6jl6+vHhPr3oFeVCfy4rmb+c3OIfawV3i9l+9koWXYYRjR4fy8kZMwnlMrtjTHGmFVshf+0jDHGGLMxcPoe0/Bta0tKgrFIO3/0E8WtAdsplrhHhhGkI+rN3GNet5Hy9prKx7JdaDjP4/nP80o9+cYYY8wqLNCNMcaY7Q3mcbilD8Oikmt4kaX8tbLvCCv5a/2IIr3Yg76WKK2pV6BTBr5eMcvc9rXmxp9PLMyNMcZsCAt0Y4wxZvuDeVxN/cvXI918+VGt/i7QVZa1LhP7nfyxkSz6IHhPFNR1rT97XlVWTr+kAf3u55EozKvKzrGFuTHGmKGxQDfGGGMuDRDdUiZS1yor7ygTj2Mlyy4r+45QJsRX+jzPPpRl0CsaLFJH1Cuombm+ngx4RWlOfOk4t/NImTC/mBl8Y4wx2xQLdGOMMebSYlGZuG1q7f/nV/Jly7LuSyrPoq8oy9SXBQA6fZ5fi2L/+Uay52P5Os5lJNt6wZXdwtwYY8ymYIFujDHGXHos54+m1jaPW8r/HS08Twa7KNK76p9FH9SD3o9K/iCDznrXU6LezLe9vI73nCsIc0bdWZgbY4w5ZyzQjTHGmEuTFWWicVSDjd2UL1crWa6fYVw/s7h+PeiDStzLsufrEdpj+bqX1lpwk4ij7SzMjTHGbCoW6MYYY8ylCw7vda3OkEe6yoRmQ73zyvsZxpHdLs42R4RXwu9rZdFj/3k1X37YHnJmii8Oufy5YGFujDHmvGOBbowxxlza4PBe0WDzuH6mcRjGFcX4MGXu0uDseSVfFkHe0PA95AQTzrc4H1FWyj4iC3NjjDHnGQt0Y4wx5tKHDHlHg83jMFkrmsYtaXUGvqVz70MvZs+Ls9AHva+uTDCfrxFmCPO6suNfkIW5McaY84wFujHGGHP5sKRMWDe1OiMOy8pEbxTkZYZxXZXPRI+j1tYiCnKc29cS3LV8386XOC8T5hdjproxxpjLEAt0Y4wx5vKipSybPqb+Du9LWm0ah2FczIi3tNosLo5aQ6z3E9I1ZeK3ku/LWuXt1Xy/z0eZuYW5McaYi44FujHGGHP5gXlcQ+WzzstM4zCMi5n1FWXfJeL3iX5O7kVG8mW7ykTxigZnxKvKMv9L2lzhHIX5sizMjTHGXEQs0I0xxpjLE8zjalrdc87rZNr5vlBmGFc0iyv2oPfLoMfxapS396OS78eyhnd4X4uaVgvzzVq3McYYsyEs0I0xxpjLl64yYSqVO7y3lYnX6Oy+rN4ser8y97W+Y9B/Xs+X71eyjvs8BnbnCsJ8VBbmxhhjthj9DGKMMcYYc/lAqfqYMlEeM96IbTLeHWXfHyrqLVHvhPfVlBzceUQRXMvXiWP8svqXtzfzdS+fw/GxTfrul5WVytuV3RhjzJbCAt0YY4wxUhLmY0oO7fG1ujJRjaP7mHpFdyxZryoJc0rc47KNsH4EcxmU3i+t+2gSUZi3ZGFujDFmC2OBbowxxhig1JyS9miW1lYS7zivR3O3UfUKdLLo/BsFOuXlo8pEc5lgHs3Xs7jBY7EwN8YYs+1wD7oxxhhjIm1J88qEbew1x9kd4RwN4xDtmMXFUWsV9ZavVws/l/V/4x6/EXGOMCdgMN9nG8YYY8yWwxl0Y4wxxpSBO3tdKZPeVW+2nJ9b+c8NJSO3hpJo74R10K8+kj9XHGlWzx8LGjx2rUgt35dGvm/OmBtjjNl2OINujDHGmDLImLeVGbXxnWFFqdwdkY6Ijz3n0mpXeCkJ9ppWu7KPKBPYixpenGNuh8HdXMl6jTHGmG2BM+jGGGOMGQQZ7jElp/ZoGocTO2XkNfWWu9On3s6Xrytl4ovO7mPKMufDZL6rShnztjJR74y5McaYbY0FujHGGGPWIprH8XtbmUCOo9ZaSiXvjFJj3jminWWXlLLkVWVZ+mFEdpkwL5bJG2OMMdsSC3RjjDHGDAOZc0ziYqn7spJgju1zNaUxah0l07muUhl6RdK4MsE+SGhX822MysLcGGPMJYoFujHGGGOGhbJ0jNxWlIR3S8kkjtcaSmXwmMhVlAn2bv5zM3+9n9N6UZivJeSNMcaYbYtN4owxxhizHrpKfeJNZWIZx3dEN98vKkpGcSNKI9diX/uKyk3dKspEeTN/z7ySsDfGGGMuSUbWXsQYY4wxZhVLyjLl48oEe1WZqKbUnSo9RDkCHTE+lj+/XFgv6xjJl52XRbkxxpjLBAt0Y4wxxmwUStebyoR2XSmDzri1mnqF+4pSL/piWFdFqXTewtwYY8xliQW6McYYY84F+tApd68qlbsj0HFzX1DqS0ecR2G+IgtzY4wxlzE2iTPGGGPMuYJ5XCP/HVEuJXO3ilKvOuK8oVTqvqj+RnHGGGPMZUFl7UWMMcYYY4ZmTNLoK1/5yitf/vKXv2N0dPSGdrt94tFHH/2Pv/iLv/j/KRPiNaWMuY3fjDHGmBwLdGOMMcZsKnfddde+5z3veX96/fXXP6der6vT6ejw4cOPf+1rX/u3d91110OyMDfGGGNK8Zg1Y4wxxmwqz372s99y3XXXPader0uSqtWq9u/ff+3+/ft/VlmP+ZIszo0xxphVWKAbY4wxZlMZGRn59kajser5RqOxRxbmxhhjTF8s0I0xxhizqXQ6nf+5vNw73rzb7WplZeXERdolY4wxZltggW6MMcaYTWVxcfE3vvnNb3653W5LEj3o35qbm/sPF3nXjDHGmC2NTeKMMcYYs+l88IMf3Ldjx453NxqNp6ysrJycn5//1Te/+c0PXez9MsYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjNkQ/z+mdMqZ+PYHAwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#for large graph, graph_tool is better at drawing. Here is wrapper function to use graph_tool drawing\n",
"GraphClusterMetrics(ds, gt).graph_tool_draw()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:35,707 - Dataset:get_start - INFO - reading /data/data/get_start/edges.parq\n",
"INFO:Dataset:get_start:reading /data/data/get_start/edges.parq\n"
]
},
{
"data": {
"text/plain": [
"(0.13213582677165353, False, False, 1074, 128, 0.4826466293236973, 4)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#We can show some basic graph properties using GraphMetrics and SNAPGraphMetrics class\n",
"gm=GraphMetrics(ds)\n",
"sgm=SNAPGraphMetrics(ds)\n",
"gm.density,gm.directed, gm.weighted,gm.num_edges, gm.num_vertices, sgm.average_clustering_coefficient(),sgm.diameter() "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nJ3XK7yeEEMGSldSTMH+MtRBNXXYcThfzc6fegvBttyEzmYQQ0SYBYhLmzkglweRpQQxXc8K3SV/wayB8CryL5SRACCGiTQLEJJiTEpmdkzqqBfHhNt9Tb0HkpqeQkpggq6mFEFEnAWKSiq3po1sQLb0kJ5qYHYIxA5PJRH6WWfZjEkJEnQSISSqypnHETwtiXm4aiVOc4urjSxwkhBDRJAFikoqt6bT1DtDROzB0rLalNyTjDz4F2RaaOmWaqxAiuiRATNLQTCZvfmq3201tS09IZjD5FGZZaOyQ1KNCiOiSADFJw9dCAJzo7qenfzDoNKP+FGZZ6BsYpNMuqUeFENEjAWKSfC2FWm9+6qEZTHmh7WICmeoqhIguCRCTlJqSSGGWZagF4fsa0jGITFkLIYSIvoAChFJqXSDH4kWRNW2o5VDb0kNigimk22IM5aaOwamuf9l6mMq6UVlkhRAxKNAWxJ8DPBYXiq3p1LZ6Wg61Lb3MyUklJSl0jbFY3W6j0z7AL5/bx52vH4p2UYQQITDuZn1KqXLgDGCmUupfhr2UBSSGs2BGNt+axvEuBz0OZ8h2cR3OkpxITlpyzK2F2FPfAcCOwy24XO4pb30uhIiuif7sTQEy8ASSzGH/OoHPh7doxuUbb6ht6fXkgQhxgADfVNfYWguxy9u11NY7gG7qinJphBBTNW4LQmv9BvCGUuoBrXVthMpkeL6AUFnfTkffQEgHqH1iMTd1ZV07OWnJtPcOsL26hdJZWdEukhBiCgLNB2FWSt0DFA+/Rmv9yXAUyuh8AeINfdz7PPQBojDLwr5jnSF/33DaXd/BmUtmUnGkjW2HWvjKugXRLpIQYgoCDRCPA3cB9wGD4StObMi0JJOXkcLbB08AhHSRnE9BtoUT3Z7Uo8mJxp+N3Nhhp7HTzup5OaQkJbClqknGIYSIcYEGCKfW+s6wliTGFFnTqahtw2SCeSHcZsOnIMuM2w0nuh3MyjZ+ZrnKes/4w6q5OWSnJvO39+uxNXayfHZ2lEsmhAhWoAHiWaXUt4BNwNDIqda6NSyligFFuWlU1LZRmGXBkhz6CV3DU4/GRICoaycpwcTy2VnM8q7j2F7dKgFCiBgWaIC4xvv1+8OOuYGSsS5QSt0PnA80a61XeI/lAo/hGcuoAS7TWrf5ufY84E94ptLep7W+NcByRoxv3CEcM5gg9tZC7K7vYOmsTCzJnqRKRdY0th1q4dr1Mg4hRKwKKEBorYP5KX8AuA14aNixHwKvaq1vVUr90Pv8B8MvUkolArcD5wD1wHtKqWe01vuCKEPYFOd5AkM4ZjBBbK2mdrncVNa3c+Hq2UPHykusbN5zjEGXO2R5MoQQkRVQgFBKXe3vuNb6IX/Hva+9qZQqHnH4IuBM7+MHgdcZESCA04CDWutq770f9V5nqADxYQsiPAEiNy2F5EQTjTGQF+JwSw9ddier5+YMHSsrsfLoe3XYjnWyYo50MwkRiwLtYjp12GMLcDawk4+2DgJRoLU+BqC1PqaUyvdzzhygbtjzeuD0QN7c4XBgs9kmWSQPu90+uWudLsrmpbEgpTvoe05khiWRA3VN2GzRyQsRaJ28esizKC5zoBWbrRsA66Bnq/Knt+0jcXnOmNfGmkl/TuKA1Mlo06VOAu1iumn4c6VUNvBwWEoE/vojAvoNaTabKS0tDeqmNptt0tc+unJ5UPcK1Ly8NvpICPp7mqpA6+SxD6pIS2llQ9mqj3QnLXi9herupKiVPxyC+ZxMd1Ino8VSnVRUVIz5WrAT7HuBxUFc16SUmgXg/drs55x6YN6w53OBhiDuFfMKY2Q19a66dlbOyR411lBWYuXdw60MuiQznhCxKNAxiGf58K/4RKAU+FsQ93sGz4yoW71fn/ZzznvAYqXUAuAocDnwxSDuFfPys8y8ro0dIPqdLvY1dPLldcWjXisryeWRd4+wr6GTlXNlHEKIWBPoGMRvhz12ArVa6/rxLlBKPYJnQDpPKVUP3IInMPxNKXUtcAS41HvubDzTWTdqrZ1KqRuBLXiC0f1a66pJfE/TRmGWhZ7+QbrsA2RakqNdHL/2N3bSP+j6yAC1T3mJFYBt1SckQAgRgwIdg3hDKVXAh4PVHwRwzRVjvHS2n3MbgI3Dnm8GNgdStumscFjqUaMGiErvFt+r540OAPlZFkpmprO9upWvf3xhpIsmhJiiQDPKXQa8i+cv/suAHUqpuN3uO1IKhlZTG3eqa2VdO3kZKWNm1Cv3jkM4B10RLpkQYqoCHaT+MXCq1voarfXVeNYq/DR8xRIwbLsNAw9UV9a1s2puDiaT/8VwZSVWuh1Oqhpia2daIUTgASJBaz18xlHLJK4VQRrexWRE3Q4nB493+x1/8CkbGodoiVSxhBAhEugg9YtKqS3AI97nX0DGCMLOkpxIdmqyYbfb2FPfgdvtf/zBZ2ammUX5GWyvbuH6T8g4hBCxZKKc1IvwrH7+vlLqEmA9noVs24C/RqB8ca8wy2LYLibfFt/jtSDAMw7x5M76mMltIYTwmOin9Y9AF4DW+kmt9b9orf8ZT+vhj+EunPCshWg2aoCoa2d+bhoz0lPGPa+sxEpP/yB7j3ZEqGRCiFCYKEAUa613jzyotX4fz5bdIswM3YKoa2f1vIn3WTq9JBeQcQghYs1EAcIyzmvGz2IzDRRmWzje5TDcNNHmLjsNHXZWB7AALi/DzJKCDLZXx21+KSFi0kQB4j2l1HUjD3pXQo+9w5MImYIsCy43nOjuj3ZRPmJ3nae7aE0ALQjwjEO8X9PKgMECnRBibBPNYvoOsEkpdSUfBoRTgBTgs+EsmPAYvhbCN+3VCCrr20lMMAWcUrSsxMqD22rZXd/B2qIZYS6dECIUxg0QWusm4Ayl1FnACu/h57XWfw97yQQwIrPcvAlOjqBdde0sKcgkNSWwfNyne9dDbK9ukQAhRIwIdC+m14DXwlwW4YcRc1O73W5213ewcWVhwNfkpqewtDCT7dUt3HDWojCWTggRKjIp3eCs6SkkJZgMNZOptqWXjr6BCdc/jFRWYuX9mjb6nTIOIUQskABhcAkJJvIzzTQZaDW1b4HcqiACRN/AILu91wshjE0CRAwoyLbQ1GWcALGrrh1LcgJLCjImdV1ZSS4mE2w7JOshhIgFEiBiQGGWxVD7Me2u72DlnGySJrltRk5aCksLs9h+WAKEELFAAkQMKMiy0NRpjJwQA4Mu9h7tmPT4g0+5dxzC4RwMccmEEKEmASIGFGZb6HY46XY4o10UdGMXDqeLVQEukBupfKEVh9NFZZ3syySE0QW63XfIKKUU8NiwQyXAz7TWfxx2zpnA08Bh76Entda/iFghDWZosVyHnUX5k+v3DzXfAPWaIFsQpxV/OA5x2oLcUBZNCBFiEQ8QWmsNrAFQSiUCR4FNfk59S2t9fiTLZlTD10JEO0DsrutgRloy83KD24orOy2Z5bOz2F7dwrdZHOLSCSFCKdpdTGcDh7TWtVEuh6F9ZDV1lFXWe3ZwHSvFaCDKFlipONKGfUDGIYQwsmgHiMv5MEvdSOVKqUql1AtKqeWRLJTRFGSZgejnpu5xODnQ1DXp9Q8jlS+00u90satO1kMIYWQR72LyUUqlABcCP/Lz8k6gSGvdrZTaCDwFE/dHOBwObDZbUOWx2+1BXxsJ6ckJ7K89hs02ELF7jqyTPY19uNxgpWtKdZXd7yLBBM/u2E+2I7bGIYz+OYkGqZPRpkudRC1AAJ8Gdno3BPwIrXXnsMeblVJ3KKXytNYnxntDs9lMaWlpUIWx2WxBXxsJs2c005+YGtEyjqyTrcergWN8pnwFeRnmKb33irfaONiZYOg698fon5NokDoZLZbqpKJi7MwN0exiuoIxupeUUoVKKZP38Wl4yhnXq6sKsy00RnktxK76dubOSJ1ycADPthv/ONIu4xBCGFhUAoRSKg04B3hy2LHrlVLXe59+HtirlKoE/hu4XGvtjnxJjaMgyxL1/Zgq69qDXiA3UnmJlf5BFzuPtIXk/YQQoReVLiatdS9gHXHsrmGPbwNui3S5jKwwy0Jzl50v/WXHpK89tTiXfzp7alNKW7od1Lf1cXV50ZTex+eU4hkkJpjYfqiFMxbmheQ9hRChFc0xCDEJZ5fms+Nwy6RXU/c4nPz+5QMsKcjkvBWB528YaXe9Z+VzqFoQmZZkVszJljzVQhiYBIgYcdL8GTx+/RmTvm5g0MWFt73NLc/sZd0iK5mW5KDuv6uunQQTrJgTWIrRQJSV5HL/1sP09Q8GnJlOCBE50V4HIcIsOTGB31yykuYuB/+1RQf9PpX17SzOzyTdHLq/KcpLrAwMumUcQgiDkgARB9bMy+Ga8mIe3l4b1C9jt9vtGaCeF7rWA8ApxbkkJpgkP4QQBiUBIk58d8MSCjIt3PzkHgYGJ5fys76tj7beAVYHuYPrWDLMSayam832agkQQhiRBIg4kWlJ5hcXLWd/Yxf3vXV44guG8W2JEaoB6uHKSqxU1rfT2x/9rcyFEB8lASKObFheyLnLC/jjKweobekJ+LrKunbMSQmowsyQl8k3DlFRK+MQQhiNBIg48/MLV5CcmMBPntqL2x3Y2sPK+naWz84ieZIpRgOxtmgGSTIOIYQhSYCIM4XZFr5/ruKtD07w9K6GCc93DrrYe7Qz5OMPPunmJFbPy5FxCCEMSAJEHLqqrIg183L45XP7aOvpH/fcD5q76RsYZE2YAgR41kPsru+gxwApVYUQH5KFcnEoMcHEby5ZyQV/3sqvN9v4r0tXj3lupXeAeqo5IMZTXpLH7a8d4op7t5OeMrmPZLo5kd9eupqctJQwlU6I+CUtiDhVOiuLr32shMcr6sft/6+sbyfLkkSxNS1sZTmleAafXlGIJSmRQZc74H99A4O8YmvmVVtz2MomRDyTFkQc+/bZi3l+TwM/3rSHzd/+GJbk0dtdVNZ1TDnF6EQsyYncedXaSV/ncrlZ+6uX2VbdwufWzg1DyYSIb9KCiGOpKYn8+8UrqT7Rwx2vHxr1ut3pQjd1hXX8YSoSEkycvsAqA9xChIkEiDj38SUzuXjNbO58/SAfNHV95LVDrf0MutxhHX+YqrKSXOrb+qhr7Y12UYSYdiRACH5y/jLSzUncvGkPLteHayMOHPckKFo9N7R7MIVSuTeXhLQihAg9CRCCvAwzN3+6lPdq2njs/bqh4wdaHMzOtpCfZYli6ca3OD+D3PQUtkmAECLkJEAIAC49ZS5lJbn8erON5i5Py0GfcIRtgVyoJCSYKCvJZUd1a8Arw4UQgZEAIQAwmUz8+2dX4hhw8YtnPQvojnU5DT3+4FNWYuVoex91rX3RLooQ00pUprkqpWqALmAQcGqtTxnxugn4E7AR6AW+rLXeGeFixp2FMzO44axF/OGVA+RlmAFCngMiHMpLPOnNt1e3MD+M6zWEiDfRbEGcpbVeMzI4eH0aWOz993XgzoiWLI5df2YJC2em88A7NZiAlSFMMRoui/IzyMuQcQghQs2oXUwXAQ9prd1a6+1AjlJqVrQLFQ/MSYn85pJVAMzLTg46h3UkmUwmTi/xrIcI5zjEi3sbeWBna9jeXwijidZKajfwklLKDdyttb5nxOtzgLphz+u9x46N96YOhwObzRZUgex2e9DXTjeZwNdOySU1wRUzdVKcOsDzHXb+/u4eZmeFJ6j95+Z6qlv7OfOdSopnyN5PPvKzM9p0qZNoBYh1WusGpVQ+8LJSar/W+s1hr/vb12HCPw3NZjOlpaVBFchmswV97XT0k9LYqpNkaze373iD46Yczi6dH/L3r2vtpbq1GoC3mxP49BmxUS+REEufk0iJpTqpqKgY87WodDFprRu8X5uBTcBpI06pB+YNez4XmDh5gYhbC2emMzPTHLZxiJf2NQGwqtDCkzuP0mkfCMt9hDCSiAcIpVS6UirT9xjYAOwdcdozwNVKKZNSqgzo0FqP270k4pvJZKIsjOMQW6oaWVqYyddOsdLbP8iTFfUhv4cQRhONFkQBsFUpVQm8CzyvtX5RKXW9Uup67zmbgWrgIHAv8K0olFPEmLKSXJo6HRw+EXi+7UC0dDt4v6aVDcsLWWw1s2ZeDg9try77e2MAABTsSURBVJWFeWLai/gYhNa6GhiVoUZrfdewx27ghkiWS8S+D9dDtFIyMyNk7/uqrRmXGzYsK4DOBq45o4h/fqyStw+2sH5xXsjuI4TRGHWaqxCTtiAvnfwwjENsqWpkTk4qy2dnAbBx5Sys6Sk8uK0mpPcRwmgkQIhpw2QyUb4wtOMQPQ4nbx08wYblBUNJk8xJiVx+2jxetTVR3ybbjIvpSwKEmFbKSqwc73Jw6HhoxiHeOHCcfqeLc5cXfuT4F08vAuCvO46E5D5CGJEECDGtDN+XKRS2VDWSm57CKUUzPnJ8Tk4q5ywr4NF3j2AfGAzJvYQwGslJLaaVImsahVkWtlW3cFVZ0ZTeq9/p4u/7mzlveSFJiaP/lrq6vJgtVU08v/tY3ObEfraygbtebSDltchtQXLagly+e44iJUn+vnW73dz/dg2dfQP88zlLQv7+EiDEtOIbh3jrg+O43e6hcYNgbK9uocvuHNW95HPGQisLZ6bz0LaauAsQzkEXt76wn/u2HmZedjLF2ZH5VeJwurj7jWoqatq446qTyc80bjKrcOt2OPn+45W8sLeRr6wrDss9JECIaaesJJdN/zjKweZuFhdkBv0+W6oaSUtJHHMqq8lk4uryYm55popdde2sMXhypVBp6XZw4//+g23VLVxTXsTnFiawasWyiN3/mcoG/vX/Kjn/v7dy51VrWTui+y8eVB/v5hsPV3DoeDc/3ljK1z62ICz3kTaamHbKS6aep9rlcvPyviY+sWQmluTEMc+75OQ5pKck8tC2mqDvFUt217dzwZ+3svNIG7+7dDU/v2gFyYnBt9KCceHq2Wz61josyYlcfs82/rojvhYtvrKviYtue5sT3Q4evvZ0rvt4yZRayuORACGmnXm5qczOtkxpPcSu+naauxxjdi/5ZFqSueTkuTy3+xgt3Y6g7xcLHn+/js/ftQ2TycQT3zwjqt1qpbOyeObGdZyxMI8fb9rLD5/YM+0nC7hcbv7w8gG+9tD7FOel8+xN61m3KLwLNSVAiGnHZDJRttDK9inkqX6pqomkBBNnLc2f8Nyry4vod7p47P26Cc+NRf1OFz99ai/f/7/dnFo8g2dvWs8KAySSyklL4f4vn8qNZy3isffr+MI922lon55pZzv6Brjuoff506sf8LmT5/L49eXMnRH+7IkSIMS0VFZipbWnnwNN3ZO+1u1281JVI+ULrWSnTpxbYnFBJuUlVv66/QiDrunV1dHcaeeL927n4e21fP3jJTz4ldPITTdOLozEBBPfO1dx11VrOdjUxQV/3hqyKc5GcaCpi4tvf5s3DhznFxct57eXrhq32zOUJECIaWkq6yEONndTfaKHDRN0Lw13zRlFHG3v41Vb06TvZ1QVta2c/+etVDV08ucrTuLmjaV+p/sawXkrCnn6xnVkpyVz5X07uH/r4WkxLrF5zzEuvv1tuuxOHvl6GVeXF4dtvMEfY/5vCzFF83LTmJOTyrZDkw8QvtwPG5YVBHzNp0oLmJVt4eHttZO+n9G43W7+Z3stl9+zndSURDbdcAYXrJ4d7WJNaFF+Jk/fsI5PLs3nF8/t458f20Vff2yOSwy63Nz6wn6+9dedqMJMnrtpPacW50a8HBIgxLRVvtDKjsMtuCbZ7bOlqpE183IoyAp8jn1SYgJXnj6ftz44waHjk+/WMgr7wCA/eGI3P3lqL+sW5fHMDetZWpgV7WIFLNOSzN1XreW75yzh6coGPnfnO9S1xtZ+WW09/Xz5/73LXW8c4ounz+fRr5dRmB2d9R4SIMS0VVZipa13AN3UFfA1De197K7vmHD2kj9fOHU+yYkmHt4Wm62IhvY+vnD3Nv72fj03fXIRf7nmVLLTwpPfO5wSEkzcdPZi7r/mVOraerngtq289cHxaBcrIFUNHVxw21Z2VLfyH59bya8/uxJzUmTGG/yRhXJi2ior8TTJt1e3UDorsL+CX/Z1Ly0PvHvJZ2ammc+snMUTFfV8/1xFujnyP16d9gG+97dKjnXYJ31tbUsPLjfc/aW1QQVIozlraT7P3riebzxcwTX3v8t/fX61oVe8P/WPo/zwyd3MSEvhb9eXG2LhpbQgxLQ1d0Ya83InNw6xpaqRRfkZLAwy4dCXyovpcjjZ9I+jQV0/Vf/54n5esTWRl5HCzEzzpP59fMlMnrph3bQIDj7Feek8+a0zOLU4l1ueqaIxiMAZbgODLn7+bBXfeWwXq+bm8OxN6w0RHEBaEGKaKy+xsqWqCZfLTULC+LM/2nr62XG4les/URL0/U6en8OKOVk8tK2GK0+fH9EZJxW1rfzP9iNcu34BPz0/cltfGF26OYn//PwqNvzhTW55Zi93f+mUaBdpyPEuBzf+7052HG7lq+sW8KONS0k20EyxiJdEKTVPKfWaUsqmlKpSSn3bzzlnKqU6lFK7vP9+FulyiumhrMRKR98AtsbOCc/9+/5mBl1uNiwL/i9ok8nE1WXFHGjqZsfhyO1w2u908aMn9zAnJ5V/CcOunrGuyJrOtz+1mC1VTbxU1Rjt4gCwq86zbUllfTt//MIafnbBMkMFB4hOF5MT+K7WuhQoA25QSvn7c+ctrfUa779fRLaIYrooG5aneiJbqhqZlW1h1dyprRK+cM1sctKSI7o/071vVXOgqZtfXLQ8KmMfseC6j5WwtDCTW56potvhjGpZHnvvCJfdtY2kRM+2JRefNCeq5RlLxAOE1vqY1nqn93EXYAOMWTsi5s3OSaXImjbhOERf/yBvfnCcDcsKptwtZElO5LJT5rGlqikifd6HT/Twp1c/YOPKQs4unfzgerxITkzg15espLHTzm+36KiUweEc5OZNe/jBE3s4vSSXZ29cz/LZ0d+2ZCxR/VNDKVUMnATs8PNyuVKqEmgAvqe1rpro/RwOBzabLaiy2O32oK+drqZLnZTmJrL10HH2Vu0jcYxxiHeO9GAfcKEy+8f9ngOtk7K8Ae51ufnT8xVcfVL4Fji53W5+9NIxkk1w5dKUqPx/xdLnJBU4f0kWD75Tw5qcftTM8Kwv8FcnLb1OfvV6E/uPO7hsRQ5Xn5RJ45FDGKPDy7+oBQilVAbwBPAdrfXIDuKdQJHWulsptRF4Clg80XuazWZKS0uDKo/NZgv62ulqutTJefYsXvxgF+TMoXSMTebu3bOL7NRkLv3EmnH7gQOtk1LgrH0OXq7u4OeXhS/72RMV9VQ2HuZXF69g3dqpZdALVqx9Tn69YIB3f/8Gd/+jm2duXB2Wfv+RdfJeTSvfeWInvf1O7rjyZDaunBXyewaroqJizNeiMiKilErGExz+qrV+cuTrWutOrXW39/FmIFkpFd59bcW0VTbBvkzOQRev2po5uzQ/pL8sri4v4kS3gxf2HgvZew7X2tPPr57fx9qiGXzxtPlhucd0lGlJ5ucXLsd2rJP7tx4O673cbjcPbavhinu2k2lJ4qkb1hkqOEwkGrOYTMBfAJvW+vdjnFPoPQ+l1Gl4yjm9tmgUEVOYbWFBXvqY4xDvHm6lo29gSrOX/Pn44pkUW9PCtrL6V8/vo8vu5NefXTnhFF7xUecuL+ScZQX84ZUDYduKwz4wyPce383Pnq7iE941JkumkOEwGqLRglgHfAn45LBprBuVUtcrpa73nvN5YK93DOK/gcu11rG/NaOImrISK+8ebvW7HfeWqkYsyQl8YsnMkN4zIcHEVWVFvF/bxt6jHSF977cPnuDJnUe5/hMLUYWx9UvHCEwmEz+/cDmJJhM/eWpvyHd+beoe4PN3vcMTO+v59tmLuffqUwLaOt5oIj4GobXeCoz7547W+jbgtsiUSMSDspJcHnn3CFUNHaya++EqVbfbzUv7mvjY4pmkpoR+z5tL187jty9pfv/yAe648uSQ7ONvHxjkx5v2UGxN48ZPLgpBKePT7JxUvneu4ufP7uOZygYuWhOayZTvHDzBPz13FDcJ3Hf1KXxqErsCG42xVmUIESZj5YfYc7SDYx32sG0vkZ2WzHfPUfx9fzNfuHtbSDKe3fb3g9S09PLvn10ZscQx09XV5cWsnpvNL5/bR3tv/5Tey+12c++b1Vz1lx3kWBJ5+sZ1MR0cQAKEiBP5WRZKZo4eh3ipqonEBBNnB5BaNFjXfbzEk/GsuXvKGc90Yxd3vXGIS06eE/Z8xPEgMcHEby5ZRVvvALe+sD/o9+ntd/JPj+7i3zfbOHd5IX/4zBxKgtzPy0gkQIi4UV5i5b2aNpyDrqFjW6oaOa04lxlhTqMZioxnLpebmzftIdOSxE8+I3sthcqy2Vl8bf0CHn2vjh1BBO/alh4uueMdnt/dwL+ep7jjypNJS54ev1qnx3chRADKSqx0O5zsbfAsu6k+3s0Hzd2cG8TW3sFYlJ/JUzes4ywVXMaz/333CBW1bfzkM8sMlRd6Ovj2pxYzd0YqP9q0B4cz8P+T13QzF/x5K8c67DzwldP41pmLIrpBY7hJgBBxY+R6iKHUohHc3jrLksw9X5p8xrOmTjv/8cJ+1i2ycsnJsjNNqKWlJPGri1dQfbyHO18/NOH5Lpeb2/7+AV994D3mzEjjuZvW8/EQz4IzAgkQIm7MzDSzKD9jaBxiS1UjK+dkMzsnNaLl8Jfx7M0D42c8+/mzVTgGXfzq4pXT6i9UIzlT5XPh6tnc8dohDjaPnTa2yz7A9f9TwW9fOsBFq2fz5DfPYF5uWgRLGjkSIERcKS+x8n5NK0fb+/jHkfaIdS/548t4VpBp4cv/713ufP2Q33GJV/Y1sXlPI98+ezEL8tKjUNL48dPzl2FJTuDmTXv85jI/2NzNxbe/zav7m/np+cv4wxfWhGV6tFFIgBBxpazESk//IL9/6QBA1LOn+TKefXrlLP7jxf3c8L876Rm2FXWPw8nPnt7LkoIMrvtY8ImMRGBmZpr58WdKefdwK49X1H3ktS1VjVx8+9u09w7wP9eezrXrF0z71pwECBFXTvfmqX5iZz0L8tJZlB/9qYjp5iRuu+Ikbt64lBf3en4JHT7RA8DvXjpAQ4ed31yyMmwb/omPuuyUeZy2IJdfb97PiW4Hgy43v92i+cbDFSycmc6zN62nfKE12sWMCPnEibiSl2FmSYEnKGxYPvXcD6FiMpn4+scX8tBXT+dEt4ML/7yVu944xAPvHObK0+eztih8W4aLjzKZTPz6syvp6x/kJ5v2cu2D73Hbawe57JS5PPaN8oiPWUWTBAgRd3yrqqPdveTP+sV5PHPjeuZb07j1hf1YM8z863lLo12suLMoP4NvnrmQF6saefvgCX518Qr+43Or4m7luuQmFHHnS+XFZKUms2bYnkxGMi83jSe+eQa3v3aQ9YvyYnKTt+ngW2ctxO4cZMOyQtYWzYh2caJCAoSIO4vyM/juBhXtYozLkpxo+DJOd+akRH706dhJhBQO0sUkhBDCLwkQQggh/JIAIYQQwi8JEEIIIfySACGEEMIvCRBCCCH8kgAhhBDCLwkQQggh/DJNNu2hkVVUVBwHaqNdDiGEiCFFa9eu9ZvtaFoFCCGEEKEjXUxCCCH8kgAhhBDCLwkQQggh/JIAIYQQwi8JEEIIIfySACGEEMKvuEwYpJS6HzgfaNZar/AeywUeA4qBGuAyrXVbtMoYaWPUyb8B1wHHvafdrLXeHJ0SRp5Sah7wEFAIuIB7tNZ/iufPyjh18m/E6WdFKWUB3gTMeH6n/p/W+pbp8DmJ1xbEA8B5I479EHhVa70YeNX7PJ48wOg6AfiD1nqN919c/MAP4wS+q7UuBcqAG5RSy4jvz8pYdQLx+1lxAJ/UWq8G1gDnKaXKmAafk7gMEFrrN4HWEYcvAh70Pn4QuDiihYqyMeokrmmtj2mtd3ofdwE2YA5x/FkZp07iltbarbXu9j5N9v5zMw0+J3EZIMZQoLU+Bp4fAiA/yuUxihuVUruVUvcrpeIzczuglCoGTgJ2IJ8VYFSdQBx/VpRSiUqpXUAz8LLWelp8TiRAiPHcCSzE02w+BvwuusWJDqVUBvAE8B2tdWe0y2MEfuokrj8rWutBrfUaYC5wmlJqRbTLFAoSID7UpJSaBeD92hzl8kSd1rrJ+8F3AfcCp0W7TJGmlErG84vwr1rrJ72H4/qz4q9O5LPiobVuB17HM54X858TCRAfega4xvv4GuDpKJbFEHwfbq/PAnujVZZoUEqZgL8ANq3174e9FLeflbHqJJ4/K0qpmUqpHO/jVOBTwH6mweckLndzVUo9ApwJ5AFNwC3AU8DfgPnAEeBSrXXcDNqOUSdn4ukycOOZpvcNX59qPFBKrQfeAvbgmdIJcDOePve4/KyMUydXEKefFaXUKjyD0Il4/uj+m9b6F0opKzH+OYnLACGEEGJi0sUkhBDCLwkQQggh/JIAIYQQwi8JEEIIIfySACGEEMKvuNzNVYjJUEoN4pnWmYxns7oHgT96F4UJMW1JC0KIifV5dyhdDpwDbMSzTmTKlFKJoXgfIcJB1kEIMQGlVLfWOmPY8xLgPTyLChOAW/EsKjQDt2ut71ZKJQC3AZ8ADnvPu19r/X9KqRrgfmCD95z3gNuBmUAvcJ3Wer9SaiZwF56FVuDZ9+jt8H63QnxIWhBCTJLWuhrPz04+cC3QobU+FTgVuE4ptQC4BE+imJXA14DyEW9j11qv11o/CtwD3KS1Xgt8D7jDe86f8ORYOBX4HHBfWL8xIUaQMQghgmPyft0ArFJKfd77PBtYDKwHHveOUzQqpV4bcf1jMLQr6hnA40op32tm79dPAcuGHc9SSmV68zAIEXYSIISYJG8X0yCe3TlNeP763zLinM9M8DY93q8JQLt3q+iREoByrXXfFIssRFCki0mISRg2LnCb1toNbAG+6d0CG6XUEqVUOrAV+JxSKkEpVYBnjGIUby6Fw0qpS73Xm5RSq70vvwTcOOze/oKIEGEjLQghJpbqzRbmm+b6MODb6vo+PGMNO71bYR/Hk1ryCeBsPNteH8CzA2zHGO9/JXCnUuon3ns8ClQC/wTcrpTajedn9U3g+lB/c0KMRWYxCREmSqkMrXW3d9vnd4F1WuvGaJdLiEBJC0KI8HnOm0gmBfilBAcRa6QFIYQQwi8ZpBZCCOGXBAghhBB+SYAQQgjhlwQIIYQQfkmAEEII4df/B/cqx4k7EIcKAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#show degree histogram\n",
"plt.plot(*(zip(*sgm.degree_histogram)))\n",
"plt.xlabel(\"Degree\")\n",
"plt.ylabel(\"Count\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run Clustering Algorithms"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"['oslom_Infohiermap',\n",
" 'oslom_Infomap',\n",
" 'oslom_OSLOM',\n",
" 'oslom_copra',\n",
" 'oslom_louvain_method',\n",
" 'oslom_lpm',\n",
" 'oslom_modopt',\n",
" 'pycabem_GANXiSw',\n",
" 'pycabem_HiReCS',\n",
" 'pycabem_LabelRank',\n",
" 'cdc_CONGA',\n",
" 'cdc_CliquePercolation',\n",
" 'cdc_Connected_Iterative_Scan',\n",
" 'cdc_DEMON',\n",
" 'cdc_EAGLE',\n",
" 'cdc_FastCpm',\n",
" 'cdc_GCE',\n",
" 'cdc_HDEMON',\n",
" 'cdc_LinkCommunities',\n",
" 'cdc_MOSES',\n",
" 'cdc_MSCD_AFG',\n",
" 'cdc_MSCD_HSLSW',\n",
" 'cdc_MSCD_LFK',\n",
" 'cdc_MSCD_LFK2',\n",
" 'cdc_MSCD_RB',\n",
" 'cdc_MSCD_RN',\n",
" 'cdc_MSCD_SO',\n",
" 'cdc_MSCD_SOM',\n",
" 'cdc_ParCPM',\n",
" 'cdc_SVINET',\n",
" 'cdc_TopGC',\n",
" 'cdc_clique_modularity',\n",
" 'cgcc_CGGC',\n",
" 'dct_dlplm',\n",
" 'dct_dlslm',\n",
" 'dct_dlslm_map_eq',\n",
" 'dct_dlslm_no_contraction',\n",
" 'dct_dlslm_with_seq',\n",
" 'dct_infomap',\n",
" 'dct_seq_louvain',\n",
" 'igraph_community_edge_betweenness',\n",
" 'igraph_community_fastgreedy',\n",
" 'igraph_community_infomap',\n",
" 'igraph_community_label_propagation',\n",
" 'igraph_community_leading_eigenvector',\n",
" 'igraph_community_multilevel',\n",
" 'igraph_community_optimal_modularity',\n",
" 'igraph_community_spinglass',\n",
" 'igraph_community_walktrap',\n",
" 'mcl_MCL',\n",
" 'networkit_CutClustering',\n",
" 'networkit_LPDegreeOrdered',\n",
" 'networkit_PLM',\n",
" 'networkit_PLP',\n",
" 'alg_GossipMap',\n",
" 'alg_RelaxMap',\n",
" 'alg_pg_label_propagation',\n",
" 'scan_AnyScan_Scan',\n",
" 'scan_AnyScan_anyScan',\n",
" 'scan_AnyScan_anyScanParl',\n",
" 'scan_AnyScan_pScan',\n",
" 'scan_Scanpp',\n",
" 'scan_pScan',\n",
" 'scan_ppScan',\n",
" 'scan_ppScanSSE',\n",
" 'sklearn_AffinityPropagation',\n",
" 'sklearn_SpectralClustering',\n",
" 'snap_Clauset_Newman_Moore',\n",
" 'snap_Girvan_Newman',\n",
" 'alg_Paris',\n",
" 'alg_lso_cluster',\n",
" 'alg_streamcom']"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Show available algorithms\n",
"gct.list_algorithms()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function alg_GossipMap in module gct.alg.function:\n",
"\n",
"alg_GossipMap(name, graph, thresh=None, tol=None, maxiter=None, maxspiter=None, trials=None, interval=None, outmode=None, ncpus=None, scheduler=None, engine_opts=None, graph_opts=None, scheduler_opts=None, seed=None)\n",
" A wrapper of *GossipMap* algorithm from https://github.com/uwescience/GossipMap. \n",
" \n",
" Arguments\n",
" GossipMap Algorithm:\n",
" \n",
" ================================ =======================================================\n",
" --help Print this help message.\n",
" --graph arg The graph file. Required.\n",
" --format arg (=snap) The graph file format.\n",
" --thresh arg (=0.001) The threshold for convergence condition.\n",
" --tol arg (=1.00e-15) The threshold for pagerank (ergodic \n",
" state) convergence condition.\n",
" --maxiter arg (=10) The maximum of the iteration for finding \n",
" community.\n",
" --maxspiter arg (=3) The maximum of the iteration of sp-graph \n",
" for finding community.\n",
" --trials arg (=1) The number of trials for finding \n",
" community repeatedly.\n",
" --interval arg (=3) The time interval for checking whether \n",
" the received message is valid or not.\n",
" --mode arg (=1) The running mode of finding community: 1 \n",
" - coreOnce, 2 - coreRepeat.\n",
" --outmode arg (=2) The running outerloop mode of finding \n",
" community: 1 - outerOnce, 2 - \n",
" outerRepeat.\n",
" --prefix arg If set, this app will save the community \n",
" detection result.\n",
" --ncpus arg (=6) Number of cpus to use per machine. \n",
" Defaults to (#cores - 2)\n",
" --scheduler arg Supported schedulers are: fifo, sweep, \n",
" priority, queued_fifo. Too see options \n",
" for each scheduler, run the program with \n",
" the option ---schedhelp=[scheduler_name]\n",
" --engine_opts arg string of engine options i.e., \n",
" \"timeout=100\"\n",
" --graph_opts arg String of graph options i.e., \n",
" \"ingress=random\"\n",
" --scheduler_opts arg String of scheduler options i.e., \n",
" \"strict=true\"\n",
" --engine_help arg Display help for engine options.\n",
" --graph_help arg Display help for the distributed graph.\n",
" --scheduler_help arg Display help for schedulers.\n",
" ================================ =======================================================\n",
" \n",
" Reference\n",
" Bae, Seung-Hee, and Bill Howe. \"GossipMap: A distributed community detection algorithm for billion-edge directed graphs.\" High Performance Computing, Networking, Storage and Analysis, 2015 SC-International Conference for. IEEE, 2015.\n",
"\n"
]
}
],
"source": [
"#get help on an algorithm\n",
"help(gct.alg_GossipMap)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We may specify a name when we run an algorithm, the run result of which will be persistent on disk and be loaded later. We run a simple lpa first."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def mean_dict(d):\n",
" if isinstance(d,dict):\n",
" return np.mean(list(d.values()))\n",
" else:\n",
" return d"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:35,992 - get_start_lpa - INFO - Running /opt/gct/submodules/PowerGraph/label_propagation --graph /tmp/tmpu2xjaf03/edges.txt --saveprefix=output.cluster --execution async --ncpus 7 --weighted 0 --directed 0\n",
"INFO:get_start_lpa:Running /opt/gct/submodules/PowerGraph/label_propagation --graph /tmp/tmpu2xjaf03/edges.txt --saveprefix=output.cluster --execution async --ncpus 7 --weighted 0 --directed 0\n",
"2019-11-05 19:14:36,483 - get_start_lpa - INFO - Made 5 clusters in 0.476943 seconds\n",
"INFO:get_start_lpa:Made 5 clusters in 0.476943 seconds\n"
]
}
],
"source": [
"lpa_cluster=gct.alg_pg_label_propagation(\"get_start_lpa\", ds)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'runname': 'get_start_lpa', 'params': {'execution': 'async', 'ncpus': 7, 'weighted': 0, 'directed': 0}, 'dataname': 'get_start', 'meta': {'lib': 'powergraph', 'name': 'label_propagation'}, 'timecost': 0.4769434928894043, 'clusters': {3: [105, 115, 73, 47, 3, 106, 120, 37, 71, 91, 107, 122, 108, 43, 58, 95, 40, 64, 112, 75, 12, 103, 90, 101, 111, 50], 5: [89, 4, 110, 124, 85, 126, 68, 63, 102, 100, 32, 14, 35, 26, 38, 67, 54, 56, 59, 113, 5, 99, 83, 125, 119, 80, 84, 98, 69, 116, 10, 114, 94, 87, 97, 121, 104, 46, 88, 66, 118, 127, 109, 123, 117, 7, 92, 57, 36, 17, 18, 74, 48, 79], 6: [0, 49, 76, 27, 16, 81, 6, 72, 22, 34, 60, 8, 20, 39, 42, 65, 52], 9: [21, 31, 13, 24, 41, 44, 9, 25, 55, 45, 28, 61], 19: [51, 86, 2, 53, 62, 93, 15, 11, 33, 78, 1, 77, 96, 19, 30, 23, 82, 70, 29]}}"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lpa_cluster"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gcm=GraphClusterMetrics(ds, lpa_cluster)\n",
"print(gt.num_cluster)\n",
"gcm.graph_tool_draw()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"conductance = 0.18165\n",
"modularity = 0.52120\n",
"separability = 4.63914\n",
"cluster_expansions = 2.74368\n",
"cluster_cut_ratios = 0.02753\n",
"cluster_sum_intra_weights = 358.40000\n",
"cluster_out_sum_weights = 71.20000\n",
"cluster_clustering_coefficient = 0.67635\n",
"cluster_cut_ratios = 0.02753\n",
"inter_cluster_density = 0.02967\n",
"intra_cluster_density = 0.60920\n"
]
}
],
"source": [
"#Let's look at some metrics for the clustering \n",
"properties=\"conductance modularity separability cluster_expansions cluster_cut_ratios cluster_sum_intra_weights cluster_out_sum_weights cluster_clustering_coefficient cluster_cut_ratios inter_cluster_density intra_cluster_density\"\n",
"for p in properties.split():\n",
" print (\"{:40}= {:.5f}\".format(p, mean_dict(getattr(gcm,p))))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:36,917 - get_start_pscan - INFO - Running /opt/gct/submodules/ppSCAN/pscan /tmp/tmpdw1lnyil 0.5 3 output\n",
"INFO:get_start_pscan:Running /opt/gct/submodules/ppSCAN/pscan /tmp/tmpdw1lnyil 0.5 3 output\n",
"2019-11-05 19:14:36,935 - get_start_pscan - INFO - Made 6 clusters in 0.009383 seconds\n",
"INFO:get_start_pscan:Made 6 clusters in 0.009383 seconds\n"
]
}
],
"source": [
"# run another advanced algorithm\n",
"pscan_cluster=gct.scan_pScan(\"get_start_pscan\", ds)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gcm=GraphClusterMetrics(ds, pscan_cluster)\n",
"print(gt.num_cluster)\n",
"gcm.graph_tool_draw()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"conductance = 0.21006\n",
"modularity = 0.57568\n",
"separability = 3.80297\n",
"cluster_expansions = 3.46932\n",
"cluster_cut_ratios = 0.03276\n",
"cluster_sum_intra_weights = 273.00000\n",
"cluster_out_sum_weights = 76.00000\n",
"cluster_clustering_coefficient = 0.70412\n",
"cluster_cut_ratios = 0.03276\n",
"inter_cluster_density = 0.03720\n",
"intra_cluster_density = 0.66965\n"
]
}
],
"source": [
"#metrics for the clustering \n",
"for p in properties.split():\n",
" print (\"{:40}= {:.5f}\".format(p, mean_dict(getattr(gcm,p))))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n",
"conductance = 0.19613\n",
"modularity = 0.60312\n",
"separability = 4.10291\n",
"cluster_expansions = 3.13825\n",
"cluster_cut_ratios = 0.02986\n",
"cluster_sum_intra_weights = 287.00000\n",
"cluster_out_sum_weights = 71.00000\n",
"cluster_clustering_coefficient = 0.69001\n",
"cluster_cut_ratios = 0.02986\n",
"inter_cluster_density = 0.03166\n",
"intra_cluster_density = 0.65088\n"
]
}
],
"source": [
"#we can also take ground truth as clustering\n",
"gcm=GraphClusterMetrics(ds, gt)\n",
"print(gt.num_cluster)\n",
"#metrics for the clustering \n",
"for p in properties.split():\n",
" print (\"{:40}= {:.5f}\".format(p, mean_dict(getattr(gcm,p))))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:37,345 - ClusterComparator - INFO - resulting 128 nodes out of 128,128\n",
"INFO:ClusterComparator:resulting 128 nodes out of 128,128\n",
"/opt/conda/envs/python3/lib/python3.6/site-packages/sklearn/metrics/cluster/supervised.py:859: FutureWarning: The behavior of NMI will change in version 0.22. To match the behavior of 'v_measure_score', NMI will use average_method='arithmetic' by default.\n",
" FutureWarning)\n",
"2019-11-05 19:14:37,361 - ClusterComparator - INFO - Running /opt/gct/submodules/xmeasures/xmeasures --all --nmi /tmp/tmplmlbh6dc/cluster1.cnl /tmp/tmplmlbh6dc/cluster2.cnl > xmeasurenmioutput\n",
"INFO:ClusterComparator:Running /opt/gct/submodules/xmeasures/xmeasures --all --nmi /tmp/tmplmlbh6dc/cluster1.cnl /tmp/tmplmlbh6dc/cluster2.cnl > xmeasurenmioutput\n",
"2019-11-05 19:14:37,385 - ClusterComparator - INFO - Running /opt/gct/submodules/xmeasures/xmeasures --f1=a --omega /tmp/tmpbbmnm090/cluster1.cnl /tmp/tmpbbmnm090/cluster2.cnl > xmeasureoutput\n",
"INFO:ClusterComparator:Running /opt/gct/submodules/xmeasures/xmeasures --f1=a --omega /tmp/tmpbbmnm090/cluster1.cnl /tmp/tmpbbmnm090/cluster2.cnl > xmeasureoutput\n"
]
},
{
"data": {
"text/plain": [
"(0.912816686922137,\n",
" {'NMI_max': 0.833234,\n",
" 'NMI_sqrt': 0.912817,\n",
" 'NMI_avg': 0.909032,\n",
" 'NMI_min': 1.0},\n",
" {'MF1a_w': 0.859375, 'OI:': 0.739232})"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#compare clustering with ground truth\n",
"cc = ClusterComparator(gt,lpa_cluster)\n",
"cc.sklean_nmi(),cc.xmeasure_nmi(all=True), cc.xmeasure(f1='a', omega=True)[0]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-05 19:14:37,408 - ClusterComparator - INFO - resulting 123 nodes out of 128,123\n",
"INFO:ClusterComparator:resulting 123 nodes out of 128,123\n",
"/opt/conda/envs/python3/lib/python3.6/site-packages/sklearn/metrics/cluster/supervised.py:859: FutureWarning: The behavior of NMI will change in version 0.22. To match the behavior of 'v_measure_score', NMI will use average_method='arithmetic' by default.\n",
" FutureWarning)\n",
"2019-11-05 19:14:37,422 - ClusterComparator - INFO - Running /opt/gct/submodules/xmeasures/xmeasures --all --nmi /tmp/tmpe7i8lpxr/cluster1.cnl /tmp/tmpe7i8lpxr/cluster2.cnl > xmeasurenmioutput\n",
"INFO:ClusterComparator:Running /opt/gct/submodules/xmeasures/xmeasures --all --nmi /tmp/tmpe7i8lpxr/cluster1.cnl /tmp/tmpe7i8lpxr/cluster2.cnl > xmeasurenmioutput\n",
"2019-11-05 19:14:37,442 - ClusterComparator - INFO - Running /opt/gct/submodules/xmeasures/xmeasures --f1=a --omega /tmp/tmpno9gieoh/cluster1.cnl /tmp/tmpno9gieoh/cluster2.cnl > xmeasureoutput\n",
"INFO:ClusterComparator:Running /opt/gct/submodules/xmeasures/xmeasures --f1=a --omega /tmp/tmpno9gieoh/cluster1.cnl /tmp/tmpno9gieoh/cluster2.cnl > xmeasureoutput\n"
]
},
{
"data": {
"text/plain": [
"(1.0,\n",
" {'NMI_max': 1.0, 'NMI_sqrt': 1.0, 'NMI_avg': 1.0, 'NMI_min': 1.0},\n",
" {'MF1a_w': 1.0, 'OI:': 1.0})"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#compare clustering with ground truth\n",
"cc = ClusterComparator(gt,pscan_cluster)\n",
"cc.sklean_nmi(),cc.xmeasure_nmi(all=True), cc.xmeasure(f1='a', omega=True)[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:python3]",
"language": "python",
"name": "conda-env-python3-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
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"nbformat": 4,
"nbformat_minor": 2
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