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@rajadain
Last active May 21, 2024 21:21
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2 Tiles Test\n",
"This experiment is an attempt to try and fetch the land use / land cover data for a given watershed via the Impact Observatory 10m LULC data stored as COGs backed by STAC on AWS."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"from pystac_client import Client\n",
"from pprint import pprint\n",
"import geopandas as gpd\n",
"import json\n",
"import os\n",
"import tempfile\n",
"import matplotlib.colors as mplc\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import rasterio as rio\n",
"import rasterio.mask\n",
"import rasterio.merge\n",
"from rasterio.warp import transform_geom"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[-75.61035379241568, 39.97954953512942], [-75.61499361218125, 40.28071028774207], [-74.5629727252827, 40.29488103913576], [-74.61392931397279, 39.726932932508475], [-75.58719435340396, 39.74477040249437], [-75.60110505633924, 39.30503165723965], [-74.58609415584561, 39.29426172586301], [-74.60930934380714, 39.50916469790448], [-75.30912148204914, 39.49842617930352], [-75.31376284634194, 39.63420471116993], [-74.24779529198725, 39.677012374274284], [-74.28022674868822, 40.42203030959442], [-75.77711369568812, 40.46769412294469], [-75.83274917632025, 39.979550754068356], [-75.61035379241568, 39.97954953512942]]]}}]}'"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aoi = gpd.read_file('2-tiles.geojson')\n",
"\n",
"ax = aoi.plot()\n",
"# ax.set_title('Lower Schuylkill River HUC-10 (0204020310)')\n",
"ax.set_title('Simple 2 Tiles')\n",
"plt.show()\n",
"\n",
"aoi_dict = json.loads(aoi.to_json())['features'][0]['geometry']\n",
"aoi.to_json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Helpers"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"URL = \"https://api.impactobservatory.com/stac-aws\"\n",
"COLLECTION = \"io-10m-annual-lulc\"\n",
"ASSET = \"supercell\"\n",
"\n",
"def to_year(year):\n",
" \"\"\"\n",
" Convert a year to a STAC query.\n",
" \"\"\"\n",
" return {\n",
" \"op\": \"like\",\n",
" \"args\": [{\"property\": \"id\"}, f\"%-{year}\"],\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0: 'No Data', 1: 'Water', 2: 'Trees', 4: 'Flooded vegetation', 5: 'Crops', 7: 'Built area', 8: 'Bare ground', 9: 'Snow/ice', 10: 'Clouds', 11: 'Rangeland'}\n"
]
},
{
"data": {
"image/png": "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",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#e3e2c3ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #e3e2c3ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x15e4ed8b0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client.open(URL)\n",
"\n",
"search = client.search(\n",
" collections=COLLECTION,\n",
" intersects=aoi_dict,\n",
" filter=to_year(2023),\n",
")\n",
"\n",
"assets = [item.assets[ASSET] for item in search.items()]\n",
"tiffs = [asset.href for asset in assets]\n",
"\n",
"nodata = assets[0].extra_fields[\"raster:bands\"][0][\"nodata\"]\n",
"class_names = {c[\"values\"][0]: c[\"summary\"] for c in assets[0].extra_fields[\"file:values\"]}\n",
"max_class = max(class_names.keys())\n",
"\n",
"with rio.open(tiffs[0]) as src:\n",
" colormap = src.colormap(1)\n",
" colormap = [np.array(colormap[i]) / 255 for i in range(max_class + 1)]\n",
"\n",
"cmap = mplc.ListedColormap(colormap)\n",
"print(class_names)\n",
"cmap"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_17607/4100820792.py:16: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting Helpers\n",
"vmin = 0\n",
"vmax = cmap.N\n",
"ticks = np.linspace(start=vmin + 0.5, stop=vmax - 0.5, num=vmax)\n",
"labels = [class_names.get(i, \"No Data\") for i in range(vmax)]\n",
"\n",
"fig, axs = plt.subplots(2, 1)\n",
"\n",
"for idx, tiff in enumerate(tiffs):\n",
" with rio.open(tiff) as src:\n",
" oview = src.overviews(1)[-1]\n",
" thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n",
" axs[idx].imshow(thumbnail, cmap=cmap)\n",
" axs[idx].axis('off')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# Function to clip and reproject the AoI\n",
"def clip_tile_with_aoi(tile_path, aoi):\n",
" with rio.open(tile_path) as src:\n",
" reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n",
" clip_data, clip_transform = rio.mask.mask(src, [reprojected_aoi], crop=True)\n",
" clip_meta = src.meta.copy()\n",
" clip_meta.update({\"driver\": \"GTiff\",\n",
" \"height\": clip_data.shape[1],\n",
" \"width\": clip_data.shape[2],\n",
" \"transform\": clip_transform})\n",
" return clip_data, clip_transform, clip_meta"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# Clip each tile and store the results in temporary files\n",
"clips = []\n",
"for tiff in tiffs:\n",
" clip_data, clip_transform, clip_meta = clip_tile_with_aoi(tiff, aoi)\n",
" temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.tif')\n",
" with rio.open(temp_file.name, 'w', **clip_meta) as dst:\n",
" dst.write(clip_data)\n",
" clips.append(temp_file.name)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pJmgcgKfTS64vikhyveQSbWjpP2hysTidSqITUFjX/PHic0oe1fGkKIqiKIqiKIqiKMoX4Y9/yhiBqJLzSQooQEG08kUXS/7fkfylrIgkA8qBgtupkujE+aMbqNJ3VEI6kggdTt0PQ478JqAgGC1PvDP/p5OJ8x/Ir5U4weT3cBq1lsjZrrGB/mnjFFv4YbqmaRF1PCmKoiiKoiiKoiiK8kWQYeLEK4eIAdnDowvIJdqQeD+OjuQv5keKUOVgHpLsPFfJwSRFp0Csa9uiE91Xw6MLjoBuOpTmPsRdM51Caw1o6T9o/jbf2lR0cuXXzHqUoeWE2UzbyWWynU3Z+5map2GjjidFURRFURRFURRFUb4IwRvdJa/ZLhsJS8yY6TQyFHSIQkBpHpEb/A4KT5mGRvO33cx5omvLbR7ZwQ9ASaYT3Uoyq4muKIpRXA9297rh0YXPKo3zYruOJxWeFEVRFEVRFEVRFEXZdb6+v1yzyONWokbo9qnG2ZOJzyCXaENs8RgA4HTQj/s4C2D3hKdqSvo4b16h4wwSt5Fh43I6DBvfDbTUTlEURVEURVEURVGUfyhyiTZHuRl/ArEuhNYaqhZZ5lubjOgEAM8WsojfbsePG98AqFx6t10y8RmMpbNl3xOIdZUIayytC601uIpubuHsw6MLNYtOXmWOO4kKT4qiKIqiKIqiKIqi/CYJrTWYUjJmHrkJMZXgZ04H/biQmcWFzCweBDoxH3q1a6ITUBCV3NxJNm5ZTSNDQVNKZy+zmwtqu+V1uy0+qfCkKIqiKIqiKIqiKMpvGjqcArEuz0wn5jd5fb7xSAT3VmZxLeTH9Pk0UqkU2tPHEb/dvivldrVM0w5Kb19axfDogvm/LUy1L63umGDkJnrtJCo8KYqiKIqiKIqiKIryu2fuQ7zEvSTFKOkIYsc8r1K2L4lb2RxQnEegtMtdLtFWVah6JbgOMvEZXGru/OzpuaHCk6IoiqIoiqIoiqIo/xDQZUTBae5DHGPprKc7iK9/iawjNzrqY1ieeOcIF2ewOP9O6PhqX1r9rADxTHym2N1vK4Nqan0TvZHBbU+zHCo8KYqiKIqiKIqiKIqy6+xW9zg3/BcDjv/LsjVC8aVc+d5uMzIUdPzfdl/RxZWJzxhnFOd1X3PCM5/K7XWKa4FYF+Y+xJGJz+BR8g7eXrmK8YnuXVsHKjwpiqIoiqIoiqIoivKbYLtB3/bnxie6ze/XQn6MDAUd7qGO+hhGhoK/muDkRvvSakkJXboxj48rUQyPLpgcqFrXEZd7an0T6cY8OupjxuUEAPdWZndoCdxR4UlRFEVRFEVRFEVRlN8EP258s+3PUpBxCxmny4fI/KTfAiyvkyV0LMPLxGdqnl+6y/hZAMjez+D53nPwXwzg7ZWr6DlQV5Po9PX95arfK1HhSVEURVEURVEURVGU3wQMuv6czCUpMFVLujFvStlYwmb/AF8mC4rC2chQEO1Lq5hvbXIV09xKF2VJHgCHWDX3IY49Zy/j6fU+7Dl7eedn3AMVnhRFURRFURRFURRF+dWxRZNa+LgSxVzk8La/O7TWgMT78bLvycRndtwlxbDw+dYmI2rZwllL/0HHa1Jwkr9fau7EfGtT2eDxp9f7cDroR8+BOuQSbTu1GGWp29zc3Pwi36QoiqIoiqIoiqIoyj8twRvdJa+lG/PwRReRS7TBF1003d1a+g9W1bltN8QgicxT2ulwdOlsIsOjCw6RaaeX73Omt685gb9cbKn5cyo8KYqiKIqiKIqiKIqy63gJT8sT71zfz9yj3SDdmK9K2JLsa07suPhEl9Pw6MKOh5131Me2VXboxXaFJy21UxRFURRFURRFURTlV8FL/JGiEzux/dpI0UnmPgGFMrfPYTc67HU/DG27dHEnUeFJURRFURRFURRFUZQvDsWk9qXVkr9JESa01rCjzh1OcyfpjQxu63M7LTbJ8PNrIf+OL+d2UOFJURRFURRFURRFUZRfhY76GAKxLrT0H3QIUDvlcKq2C12t3erofqLraXh0obYZEwRiXTsmQO1m3tV2ywxVeFIURVEURVEURVEUZVf5+v5yyWtzH+IYGQoi3ZjHt3t/AgAjQPH1avESjqQQU64cbjuCjRRiqnFk1Spu/aOg4eKKoiiKoiiKoiiKouwqX99fLuuYkXlJABDIrwFwF3S2G/K92x3wvGDnPmB3HUlfgoUfpmv+jDqeFEVRFEVRFEVRFEX5Vfm4EnWISZmGRmQaGksEKbqG7HDvavjSog/n1Rdd3NFyup0iE5/5IuHjv5rwFLzRjT/+KYOv7y/j6/vLqKurQ/BGN+rq6hw/fE/wRrej9aJbG0ZFURRFURRFURRFUX6/VHIyBWJdDpGqVvFppylXPkeh6dcQnCqJSunGPKbWN6sOH/8cgep/bPuTO8DchziwUvh9eHQB0f0DQKLNWNAAwH8xgLmJbqQb80i8H0fwRjcy8RnkEm3GqsfQsUxDo+v3yB0ykF/DyFDQBH+5febjStSx8/7lYstOLK6iKIqiKIqiKIqi/FPycSVadakbx+QOB9TWZ+W4viO5m3NcPR31sR3vuvc5ZOIzmG9tQuL9OIDS+RpLZ+FbWkVgrXpDz+d0x/tVhSci0+oT78cxPAp0PwyhfWkVPQfqtv7QBqCoJhYWurDjZlAQokYii647MT8TiEWBrcT8uQ9xpBvzmFtpcLwvl2gDGoHEVj0pAARvRGtSUecihx3/N6IagG/3/qRClqIoiqIoiqIoivJPRyDWhXRjvkTEcBNubOdTR/IX8/vch/hnu4h2Six6lLyD3kjwN1dG1760io6GRuxDQajjsg70TyPXDwQmyotOUgPZbjc78quFiwdvdJsNTctW4v045j7E0VEfQ3T/AHzRReNMiu4fKKuwZeIzGB5dwMhQYYNXUlIpdtk7GueF38V5qUbd66iPYWQoiFyiDYn348ZZ1f0whJb+gwAKtZ3ygCG2TVBuWK6nfc0JzEUOoyP5C+Yih43aa2MLW1/fX8Zc5DA2NzdNieK+5gT+crEFX99fViFMURRFURRFURRF2VV+a3E5bgKYF79WKPnnILUCmmMCsS6jW5RbHltnkPrE7ypcPBOfQXT/gMPtBMAhOgEFwWnuQxyhtQZk4jMYS2dNrWImPoOO+ljRqYSCu4giVEd9zExffg+/e2QoaKYh6xXtUj83NTYTn3Gt5cwl2rA88Q5zH+JGNGtfWkVorcFM9+NKFHORw5iLHDa1qZyWrFXl91Ac+7gSNfWsuUQbOupj5v38zMeVqMnDYk7WjxvfYL61CV/fX8ZA/zRac19hLnIYdXV1uIgn5n3M0lr98/GS/C3+Xf4AhZOH2+turTIVRVEURVEURVEUhYylsyWawJeiltIxijTl8px+C3TUx3CpuRPpxrxDIwBg9An+7rXeWeIYEFVgn8uv5niqqyuU0El3kIRCElDcIaTABMDRjvBScydObTwGACxPvAMATJ9PO/KcRoaCWza4QeOK4vRstxWnn0u0Ob4fKG6wuQ9xo3xS7KK7STqm+N1SUSyW/5WqjGy1GA6HAQBLvr9Vt1K3vo9linLd8nsG+qfx9Hof4m2vkXg/Dv/FANrTxx0HHetBr4X8nt9BMWwsnS1Zz25wHvY1J3ART9AbGTQliHI7ZuIzxtHltn6ovKpLS1EURVEURVEU5feDm+NpLJ1F+9IqhkcXflMZSb9XWnNfAShqCBSR5BieOggrzOR676iPIdPQWLa07nfleJpvbQJQFI/mW5swPLpgfoCCGOSLLpaoir7oohFK+N5TG4/hiy7CF11E+9Iq2pdWEd0/4BAucok2/Jw/YVxRgVjXVthWseRu7kMcvuginu89h6n1TSxPvHO4qljOR1ijyg329spVM02gILjY9af7mhNlWylynaRSKZy5OWm+n64sL5U13ZjHyFDQiE6+6CK6H4aMmsnPnQ76MR96hbkPcVfRCQBa+g+WKKB0eY0MBTGWzgIouLlYXggUHGoU7vh7dP+A2U4fV6L4OX/C5GxxWafWNzGWzuJR8o4jI4vfyR86xf74p4zphCidWX/8UwZ//FPG8Trfa3dKtF1Z/IyNurcURVEURVEURVF2FjmutY0otfAlutq15r4y8+s1Hq/FDbVTLi97Oo1HIkilUub/FJAyDY1mPQ2PLiC01uDIvib+iwET7L6TTrRf1fFEsUZuIDqMqMh5OYPcaiy9cp7s2k2KSCzfs6efic9gan0TvpM+TJ9PG1eO/Iz8ntbcV0ilUhgeXYD/YgAAkL2fMX+3XU92Or8bdB0BwLWQ3yjBtrsLgFEqebDa60Aytb7pmDcb1nvKadhcau7Eodu3HAIX3VUUnYh8zVZU+V1A0eEmyxy5/OXgOgGKajnnia/LDDG5TPYJai5yuCBKik6HVIfduh9K1xXFKdmpQarKCz9Mm/cwp4vTkMKWOrkURVEURVEURflHxHY8ybHq5+QnVTO+/hzSjXnMh15hvEIY928tB0p2AZRdAqUewvcBpdvAKwNrO46nXzVcHHDavCg+cOGk2GJD8UeWu7lhr8RMfAaPkndwb2XWc95koPil5k7z+rOFgsuHCuKj5B3sOXsZn57cxamNx6ZcL92YL3FS1QrL7TjvMvvKLjdkyZrb9/MzU+ubGJ/odpQSumVX8TO2a0uGkAEFUSj3IodPT+6iNzKIXKINscVjiLe9dkxTzm+5dTLQPw3fSR/al1bNMtNVRd5euYpnC1mcuTmJngN1Zr+xsUshAZSIUXKfcQt0rwa3wDUKhi39Bx2CoCzHpEPMF13EfGsTHgQ6cSEzi9yLHHoO1GG+tQlvr1w14iID6aUTzA6WL7YT/cVVECMqbCmKoiiKoiiK8msQvNHtKP0aGQoaw4dXzEs17IbwxHFkR/KXbU/7SwpRbiIRx4tyHMmx8tqbpCnH4xiW2gvjb4CiEUNqCL+bUruv7y+boHCWuwViXY4SOql+ulm8ArEu40IptzHtkrbh0QVP0YlB4wwzBwolfPdWZtEbGUQqlcKFzKyZ5r2VWfQcqMPP+RNYnnhnRJnQWgPmPsRNZpQsFXP7TvvfjvoYEu/HjWBjO8KkKJRLtDlK2wC4Zma1p48DKFoY3QSbkaGgQ3Ti9FiaGN0/gPnWJgRiXZg+n0bPgTojxvmii7iQmS2Ztlz3DIp349OTuwDKu5z4XU+v92G+tclsI7fPyHmnmivnRf7O8r1aKJfy39J/EMsT7xwutI76mBEIh0cXkHg/juHRBbQvreJ00G/WZyDWhfalVfycP4HY4jGzLQL5NeQSbZha30Qu0WbC4j6uRHERT7D2JolwOIwfN75BXV0dHt+/iz/+KYMfN77BXOQw4rfbEb/djr/+qw9//FMGj+/fxf/NA/83D/NeOyTeLkdk+Dx/+JqWIiqKoiiKoiiKUguZhkZMrf8qHpiqCMS6EA6HS0QnWZb2W8LNmTQXOYwfN77Bo+QdzLc24VHyDkaGgvBfDODMzUkAxRggwDlGZkO0sXQWcx/iSLwfd+gQtfKrCE9MR38QKLiJ7HI7uoxa+g9ivrUJI0NBxwbOxGdwqblzW8qjl/BhB5cTmSUViHXhWshvuuV11MfwKHnHBIoDRZHMFosAd4GMr7FLHcUKCie5RJtDXHKDOwD/laVyFLB80UWTReW2w9CN44suYu5D3HyfXF+htQa0L62anCc7TLx9adW4fLhjcn0wf0uuGyko9kYGS+bH5kJmFqeDfpwO+l3fM9/ahFyizYg9RiwLvap4grAzuLyQ3yndQ9JZF1prwLWQ36wjrieuU25fOqF+zp9AdP8Acok2XGruRC7RZtY7l0VufzeB9kJmFmduTmJ54h0eJe8YkY7zdC3kx7WQH7kXOcx9iOPZQhZPr/fBd9KH3sgg5j7EHR0S5bFFcYlqd7oxj476GFb/fBzx2+2Yixx27W749f1lrP75eElHRNlx8Y9/ymD1z8dLRC35f1vYUrFLURRFURRFUX6fcJwxFzmMngN1GJ/oxrWQ/zfZLY7GConMoK6UgbQbbqdahC+aezjWfraQxdT6pjF9cDn2NSdM5RE/BwDhcNi8TmPNdvlVSu3kIFaWiBFpSWO5HeC+4WSOjlcNYjXQ6lftziHzo2KLx0zGE4CKGUle05NCjnQvlROdKPTwM6G1hpJMI1JuXmTpIuCdi+Qm9kyfT6P7YcjxOjv7cRsvT7wrCImhV3h6vQ8XMrN4e+WqOQhs11L70mpVGU/2d9p5U7I7YCqVqsoqWcmq6eZ24r5n2ynlycjepnLdcr2Gw2Es+f7m6KDI8kk7Z0zmmNkdGjnddGPerPvQWgPG0llzYpd1vZWW1V4fdj32do49Csw/508Y8ZkWT1vU5N9ziTYsT7xD7kXOWHK5r3L9LE+8M50Wc4k2fLv3JzP/sr4ZcGZsaRmioiiKoiiKouwebl3tfk/IceBuZkrtBjLiiGMultMBpcsz0D9tKnJsfjcZTxSebDgoJjKUW2b0yMG9zD7aiRaMMhi6WuGI8y3FGoottdSq2strl7wRKarY+Uny/dIB5RXOLgUDW/CzxSMKGo+Sd3Do9i0jHEnhhEIUxTc6jnwnfea725dWjSvHTUUG4CpmVULWpEqkhZOBcOXqbWsRnvg+CqB2KD63o3SI2dtTiocyT8sunSwX9ibfL4XQtTdJAIVOhr2RQUytb6LnQB2A8kIkl8NeVlvokt9f67HHUH7OC6cphTmuL+7rscVjAIo5a3ZWViqVMtvbd9KHt1euAoDJYLOxM9HckPuyxKukdF9zAn+52IK6ujrzmjypExW6FEVRFEVRlH8WvDSA3xO7KTzZWgiw8xlRMlzc1lVsyv3td5Px5LWR7BUtc3r4r70CZB4TB76f007xUfIOLjV3Yu1N0rPmlAIRhSY6slheNjIURGitAbkXuZosg7IrHVBaXmULUbI0MLp/wNE9Dija4dx2GK5Lr8HztZAfiffjZv590UVE9w9gan0Te85eBgAcun3LcznmW5vM/PQcqDPrKPciZz57ITPrsPS1L62a/2+3naa0HuYSbZhvbTIWTgou9rLaMO/JbT9ye42iTyY+Y8Qnfj9FFLcyTsDZkdBtW0nXmswJk04qex+TYl4qlULjkQh6I4MYHl3A+ER3Se6ZDUsUy0HbJtmO4EvxaHh0odAporXJMU3u04n345hvbULi/ThOB/04c3MSU+ub5vjMJdrQvrSKMzcnC7+nj8N30ocHgU70RgbNfsrpeQm5Xj/87PLEO8dPLtFmMsTSjXnzE8ivIXij28xjOBw2JYkX8QT/cbYFLQs/4K//6sNf/9VnsrbsksRKmVuKoiiKoiiKonwZZMXEXy62fJbm4IYcF5OdLtWjDsNGVcOjC57LUe67tzMm+VUcT3ZHO68SHemikKVgsuucG16OFa82gSzn4/TH0lnjnnBzmdDJ1Jr7yiTB299Bt8mZm5PI3s+UnV97+hI5EHdzXdhI54abGGCX9Eno/pAOqFyiDc/3nsOpjcfwRRfxKHnHUR7XvrTqKP/iazbVlNIxlLsW7OnY21HOXzncFF27zMytxE4KQHaHRelCApwdCOVrFKjkvk7nmHTk+C8G0HOgDsOjC+h+GDIOL/5dinUUZcYnus30KOxWcnTZx+V2u/55wXakABwdIYmXs0iGtcuSO64TW7gFnCV6xM5Cc/tOG7qqAJh9yq0M1t6OgVgXBvqnzbICBdH1QaDTBPo9vd4HAIi3va7qHOF1cZDbx34Pux5yPSxPvMPbK1eNKGeEYdEp0ut4kKhrS1EURVEURamG36vjSVZYsYM4hZff4/JItlO1AhQrPGrhV3E8pRvzDieNfJ2w1E26ObhS5j7EXbuyVaKc0yMQ6zJlSddCflfRKROfMQHbnFe3QDGmxTceieDp9T6svUmWDCjZvY4/XgyPLuBR8g4AdxcQ14N0W3kFf8nOam4/HfUxxBaPOda5L7qIQ7dvGdeJzXxrE5Yn3pUsw3xrk3m/HPS3L63iWshvOuNJYovHTGlUOd5euYr2pVUT6G5jh9VL5xZQ6hCqFNC2rznhKjpJZxDXtyz1634YKhEO5TxRiOJ7uC9wfdnb8On1PrOfSsGNXRT5/YFYF3oO1DlK6qSbsNIJkgHp3Ka1dvyrxPO95/D0eh8+PblrhA/Ov5uQE4h1IZdog/9iAIFYlxHVWvoPIns/A8B5bMj9n0o+8UUXzTFSKbRffqZS3hgdiVJ04naksHRq4zH2nL1sRJ6n1/vw9HofztycxJmbk1VnZNkh8HYYvNt76EJcnniH53vP4e2Vq/j3M/+GB4FOPAh0IhwOm79zWWU3zkx8xnR/pGuLHRT583/zwOqfjxsnV11dHVb/fBx//FPG8WOHzP/xTxlHWaKiKIqiKIqi/BZgRQsbOAXya/jjnzKu99+1Tncn3+cFH4B78bkxRbXwqwhPsrW9m7gjnSLs9pZLtJUEGnvBnYDTqgTDllOpVLFcxqMDHcUbigW2ODbf2oSf8ycQiHVh7kPclDq5TUuKPhzc2Vkz0f0DOHT7lmuplsx48irVIpxHli65CXfR/QM4HfQ7ts3w6ALal1bN9mCZnST3IoejDS8dy8ayOTooci9yDicUO+MBBTHq7ZWrOB3049DtW46SO/7dFpkojjA4nH+nSBeIdZnX5Hpx27Zyf5R4nUz4Orv3SfGCnQ4BGBFNlkiy0yAA04FPuqBY0sXugR31MfMdLE3jZ5kr1lEfKynB8xJZM/EZjKWzJa/va06UnNh4Iqo15J24fQ9Q6GCYSqVwb6VYapluzDvEI+6jFBET78fx6cldZOIzjpJJljHyh8vcmvsKI0NBI7pQmJXrJLTWUDG8H4CrQ9A+TqfWNx2ikxvP956D76QPw6MLiLe9Nq+zFFRSy0Wm1pau7Hj4X0//Gxcys+YHKDqfKBy7/RAKcvyho6ul/yBa+g8iHA5jeeIduh+G0P0whJGhoNkm7GwKAP6LAQDepYYUtihU8bXVPx83P7a4xc8AcHRLpNtWSxYVRVEURVGUcnTUxxz3vodu38Lam6QxqwDbj/iptoTuc0vteH++02zHmPCrlNrV1bmnowPFUjAOBudDr9CePo7ne8/h3op7EHU1VGsj42DZKxRcluvJsjW7O1m1O4nXoJFuGJZUSeGJotF8a5Pp5FYpKNqtvEsKV/JvdtCY7KjG7SGnI0vxWNIlg6KlA8kul5Lfy4DoeNtr495i6R7nyS7lY9B5+9IqwuGww6mWic/gUfKOY7+xS+rk/8uV2xEZJg44nTYsewOK2Ux2eagdmG2vB7kN+B38nPyM3Db8PgBGAPQ6VuT+eam5s6pjaiydRezKvGf5qlzGow0vsefsZXOSe7aQxZmbk6YDnf1ZbjPCdSHdPywlXHuTxOmgH6c2HrvOpxRTw+GwyRCT5aHcJ7sfhozjzu42KI8LeazMtzaZ8rSW/oNmG0+tbzqOCaDYjTATnzGB7rJUj+/hPl5LEwKbajoK2vurPFcNjy7gaMNLz8w2ydsrV41wlUqlzDJJp+K9lVlHswHZvVIKgwy89xJI5XEpS0/la+WQpah2lh2nL4/vHze+cQiRdodMKTZyPUq7tbRdEy1FVBRFURRFKbATpXY7HbZdCXmfnW7MY/N//r9429njGmFSKc7kHwVWptUqI/0qjicGW7tBp5Avumg2cmitAc8WsjW5AGynk5voZIs+HfUx87TeCzpJ7HnhMg2PLpQIG+XwKhlkODfnhdlHyxPvTGixW5aShC4q29FhB0MTDqzs8HRZEka3iRyc/5w/UTI9OpLsErCjDS/xKHkHj5J3zGfktM7cnDTlUIAzZI3v4YBzvrXJDJbnW5uM6HSpuRNj6SzmW5vMgFfOl9zucluV226B/BrmIocdAd/ycxQg7fwgGTZOaNck/J0uH7r86JAiFKRs0YnB79H9A+iNDOLn/AnH90lHlPw81126Me/pTpLYIhxP/PLY6o0M4un1PuOMu5CZxdPrfXgQ6CyZ3qPkHZy5OWkcYm4dGoGiCJVKpUwelFsXOobJ0wU3fT6NcDhshBIyMhTEg0Cn47iQ05Oi09T6pmPf7o0MGpGFXRefXu9DbPEYnu89Z5Yrun8AY+kscok2ZO9nzDzlXuTwKHkHU+ub6H4YKimDrAVu02pK9GT54fDoAjrqY6ZksZLoJI9BrsszNyfNMgGFfUlOQ7rE9py9XNinRWe/MzcnPQVEAA6HqxT3a3F3zbc2oaM+5hDq5fHP8kFapWVO2vO958y2pxgpXVs8hj6uRPH1/WVcxBMEb3SbckROk84sWZLIH+nYKufako4v+aOh84qiKIqi/J7YCVHmS4pOQOE+m7ErscVjuPHdZE0RJm58bvncTjKWzuJSc2dN99jlqqzK8asIT4B7+YqEC0Ohwy1zyQ1uyGrcTbIVPABHGZSkoz7m2Bgyv4UDlbkPcYebh3h1xiN8ou7G8sQ7M4/tS6vwRRfRvrSKp9f70HOgzog7chnkPD5K3jGdwvgdzDtibo5ElnsBcLhrZHCznJZ07eQSbZg+n/bccdONefRGBvFsIWsGsAwsJ76TPjPfnC6RA2zb7TB9Pm0GlVIcsGFOlxduwhLLtThf861NnhlahPv3peaC4CL3i3IHNreX7VADCuuCAtFYOovliXclgh/FLrk8dlc8fv/0+bQp5ZO5ZW64nVTt45HHAFDYjj/nT5gT8+lgqbhy6PYt+E76HIKFzEmScBlYfsdj1RddLJSwbe3jLf0HcTpYyGjjdE4H/YWabHG8UOCUeXH29+YSbfCd9Dn2tfnWJjxbyJpjkevgzM1J4x6joJJ7kcPzvefgvxjAD98XxDcpyn2Oy4nz5wbLhW3ovup+GIL/YsBkT1XjdAIK5yCu2+z9jOs2pdDLrqBvr1xFz4E6R8OCsXQW2fuZEqemnGduEymc89ioxu1EpLuS+ziFdEm6MW++h0Kw76TPzIss3aUwTD6uRNEbGTTnjUfJO45zCHOz7B+7SyJLEvljv98rc4s/tlBVTYdEW7hyK0lUYUtRFEVRlN8yrbmvzJhrN+A4KN722tE9/HPgPXE1sUC7zZ6zlxFbPFbTZ7ZTYvjFhaev7y+bPCIv5Aagu0gOssoNkGtxG7l9du5DvESYsF+TGU8ATEaTm/r39Hpf2fn16uLW0n/QDJToUuG0ZWkS55tuAOYCsbyIgyUpZNDxIL/fF13E8sQ7hMNhk3nEci/OAwet3Q9DeJS8Y5ZXloBF9w+YHdfeIW2RhIPH3sigYz1wvrnNZbt6N9qXVs3+xOlQfOI648moknjJ5XZrLbnn7GU8CHQi9yJnMom4jrh+pcB0tOEleiODiO4fcHRPo2jB5acA0f0wVCKYDY8umNJTBtvb7iRbvKTDKd2YRzgcLnGKJd6Po6M+ZrJ15PxJd5Rcv9UcS+nGvKPmmaVmjUciJeWOnO70+TSmz6fNPPJYAgpheAxcp5OJ208KbM8WsiZjyRddxJ6zl40D8czNSTxbyGLP2cuOZWAouT2vNjLzyP4/11kqlTLdAx2fTR/Hodu38PR6H258N2leH5/oLsl02g52OeKl5k5k4jPmWO6oj2EsXXSKct3lXuTw6cldkzPFc439k3uRQ+5FzpTAAoUyulyiDd0PQyVuQq6XTHzGiFI/508YYfnHjW9M6Z10DQEw881l4bQAmOOFr9WaOSYFRyky2qHzMli9NzJovrMj+Qv2NSccgrs813P/5D7M/c/OBXCD67gayuVu5RJtZnm8BEkZgukWTh+80e0Q3ung+nHjGwTya0bQ+uOfMq7TVxRFURRFKcduOX0aj0RwauPxtvOWKsESutBaQ9kHx9W6n3j/9iDQ+UXDvSUyXih7P+OaSV2O7Ti9fhXHU6XBv70BWPLAQVS1ily1FrBqN7jbwcL8F+nake9nXpHX9GRwtyTxfhzDowsIrTU47G8cVLg5qaR4s+fsZUc5G2GpiHECvMiZ+aNIRVGqoz6G7ochPN97Dh31MfQcqEPuRc7k3PB986FXZn4S78dxIVPIeJE7pMx8SaVSRjyzB5LtS6tmuRn+TGeLvSwcIMvtzFDj4dEFx8DYLj/zgkJbdP8APq5E8ePGN8VA+ZM+nLk5iZ4DdQ63hnSKybIghszLjJjE+3GzDZnd1VEfw/O959C+tGrm017W0FqDKeXkgJjinOxsyH1Z7o+xxWN4lLxjPkfHUM+BOtducrYbRA5ky53QeVwyWwkoirlAcR/g9GWHRVl2yfXanj5u5rV9aRUXMrMmTH1kKIixdEFw+uH7PpMpFYh1oT193DjUfCd9iLe9dgSSc56GRxcwls6a73M7XoBiuD2XKd722iF2yv3PFgEp2FzIzKLxSKTmk3q1xBaP4dDtW455WXuTxINAp2NfGJ/oRs+BOuO6kuIuxQv+DhQDCeka66iPmfOMl6jCEleKe3QDzYde4UGgs6T0EYCjRDm01uDYR+R8VkI2JpAlgjx/SrFIOgGlsMhzEL+f4YlSaJdw/wRg8r7W3iRdu5Da88rOhp8Ly5NziTYsT7xzlALalLtRCMS6MN/aVCLys3QYKO08qSiKoiiKUg2VKp62S6ahEd/u/WlXpg3sTImg5FrIj+nz6R1zT20H3rteau50RHLsJr9aqV0tjE90I5doM4O4VCpV1pZGd4ubUMQb6moybWym1jcdIeUyK8l++s9St+WJd64bkiKCFA4kHJBzfmOLx4wrYL61yZSBuMEBz7OFrKsgxgGmL7qI8YluR2nd6aDfuKc4nUO3b5lBzfhEt+lGxuXiYFZmOtmlIVJskQNWr6f9ctsxS8cOFudglWII108qlSoZ9FV7MI0MBU2+GMtyjja8xNyHONqXVvHpyV2HG8zeDykwyYEyX5MlYnLbc/3TuSbzoqQ7kEKNKWfbcmm4LcO9lVkk3o8j3vYaZ25OlogS/D4ZTm5/H5eNbhHZLdKNxiMRnLk5WSIGclqyRMkOvGcJp911jp+bWt/EtZAfz/eeM4HcDwKd8J304cZ3kw5HFdud7jl7GddCfiMM2xc7uY+MpQvln+Fw2ByPct3SBSiPV64HWmUpmFJI4/FE989On9TpauP5jk9g7OVkKZ3cV59e70NorcHMpwy9J5+e3MWh27eMWPRsIWtEFnkc2vldb69cNYHlcx/iJt+p50AdGo9EHKHkRG4Lukfbl1YdJZbVQnFWukTt/DrpuLKFYK6HXKLNrI+5yGHH8UBnqTwWEu/H0Z4+jvnQK1zIzFZ0O823NuF00L+jNx18EsdzYi1P/rhMDM7nsvF8BezeDaOiKIqiKP/47Ja48XEliv842/K7CPaWsUDSPeV2z7abZXi8D/6c5m218sW72gVvdLt2mJOv7WtOYC5y2LhoKLI8CHQ6ysy8HE3pxrxpSS9L9XzRRYTDYeM6YHmNnYvjBqdRKR/Iniev5P1qArwoMlGcoWuD88Gn9ux+5wa7xMnpyY5cdnc+lofJLnJvr1zFz/kTjr95dQnk61IwY/cqGdoMwIgHcuBlB6bzMxQBZMkND1Zm14xPdJsOaCxNqxVuZ+4/XLeyUx8zYrw608mOdvxXzo8MBXfrVuhWLsppcNmWJ945TlZyG3K/ll3BOA3773aXRopRUoiQ65FW00x8xoRFe53k5aCcXckoYAKFAGd2iIstHkO87bUjC8je9uzgOLW+iafX+0yHO/79WshvSgifXu8z7jS7axxP4uwYCcAEZcvP5F7kzDFnr0vZbZEimsxbW3uTROORiPmO7QTwVeracam56B5qPBIpKRfkvhqIdWEsnTXHMcshKYgxsB0ouKTO3JzEpyd3zTG/5+xls755cbK3Ldcju0heau4s6VjH/V7uT+yEKIX7R8k7pksmp18t0+fTRiyy8+/s45UCki3+c5t2PwyZskS7K5+9Dji9gf5pADD7kC20l0Oe+2r9jH0s8zj16q7itW/xmiKvC/I6yb8t/DBd1fwpiqIoiqIQZkh+Lm73MdV0ef4t4HUP9nvsiFfr/eCv4nhyEyyi+wccqt58axN6DtSh50Ad2pdWcS3kN0/Kp9Y3XQUeZpr4oot4e+WqKQ1hxgcHl9H9AzUrriyZKpc15ObykE+Ia61rNU/i08fNAJhOpXRj3mQtrb1J4lrIXyLasDwJKIpOQGEgTwGA82SXT6Qb8xgeXTCt0EeGgji18dgMYr3KSLheZfD4z/kTjvXAUp63V67idNBv8mTk3/g7p8NyJ7oYps+nzTpleRWDsv0XAyaEuFZkHgxQcEa09B804lZorcFR5phLtHmKA1xHdFFxfokMaue0CPdnu8SIOUay8yLXAfdrtxMaBTTprrrU3OnYLhxssmxnZCjoegLf15xwdCgr56pgKeW1kN8hOpll3ir1TKVS5rsuNXc6usmxzI0iyqcnd02YN3Ovci9yaM19haMNL83f29PHS0pSuf79FwOFcPWt5Yi3vUYqlUJ7+rjZN59e73O4Zrgec4k2XAv5zfqyM+DmPsSNELRd0QnwFtbptJGh4EcbXpp9lLlesmzx0OyUcSxRcGK53XzoFY42vET3wxAaj0TQnj5uSj57I4MYn+g2HQXdkPsi5+nQ7VvIJdrMviHFVok87/D8RNGJ8+7VZdStq6d0LALOcH/pWqOjxxadmA12tOElci9yjvB7N8cgP8Np9ByoMyWGlbqO2shj0c7b8lp+mc0mpyGznNyQy8LrpjyvM9dPunu328FEURRFURTFjc9x9Njj8Uqik9t3/RrB3rXeS/2WOuBJtjNfX1x4sjvzcIANFAchH1eiZmBnd19jLoaEAk90/wBa+g9ieHQBpzYeO56i8zukq8K+ubbn096hOcCMLR6rqlRPltbUumPLQTdLt+S8Pt97DrkXOew5exk/fF9YH15PyTktmX0y39qE2OIxTK1vYnh0AcsT73C04SWAolOC24NCH11WhGHmbkT3D5gDa+1NEnMf4kZk4fw8W8iaQR0FRolsby4FIdmpDSiUSbHMb+5D3HT8qxUOkjvqY0bY4iCVHc7SjXl8enLX8f0UvOQ8cwBoD/A4Pb6P0+FrDCWWg1A6DbyywgCYskB7e9CpEN0/gPalVUfJ0aHbt9D9MGS+i5+Vwp+NHUhsrzsJP8/AdIpJzO+iqJFpaHQIWRREADiyvbgueyODjsymqfVNk+V06PYtHLp9C5+e3MXzvecAwGxLoHCMMN8KKJRQyW1MeiODJSH+zP6SFza5fd1KfHdioC4Dn4GCaBYOh9G+tIp422vE216bMsGeA3VGxOPyZOIz+Ou/tOPMzUmzbI1HIug5UFcQebY6ELb0HzTCjdw3uRzSQSSz2eS6Y6fE3IscQmsNZh9hOZ/tGFqeeGfO0xSYKBARtxsJCnq2QCM7wHFZ7SDz0FqDo4RPBnRnGhpNPlz2fsZV+JEldrYg05H8xRz/gViXY78uB0uX5XzaTSVsOL+AU+SW52WvcnP5MzIUNNl9w6MLpuOefZ2Wy68oiqIoivJrwLFNLTEMmfiMowES8TKiuMWp7DbVPCz8LVFt/qrkiwtP7NIlw2wlbhuaAw+KUHYb77kPcVN+RAFCljFxeo1HIo5BTDllVOY32cTbXjscN15k4jMmGFwKMUCxfMhLTOC88+9y0BcOh7Hn7GX84e/zpmOW28HBgWG5TlA9B+pMmZ50UHCgSXGAHG14adxk9gDRCw7gpfgEwLid3JY5l2gzAzGWvhD7Kb+cRkd9zNPlAlSfeSLLdSg25F7kMB96ZQb5yxPvjEBH0Y7bWTo5uAzcL+3cJgn3ZRuWvEgXFIPQAfcMnEvNnQiHw2b+OQ+2cMfp2jDniuVDZF9zAgP900ZoYfgykcdwS/9B02WiPX3cfJ6uKbk99jUnkG7MF8Lbt8pr3Qbf861Njv9z/2S+zfT5tEOAkkyfT5sAZenAkuHvDGeW5XWZ+Aye7z1ngva5nGyDmm7M4+f8CeM2GxkK7sgFS+7PFOll+R9FvFQqhTM3JxGIFToyUoi0jweeC7j9eR4aGQqarm7yhy5RYu87861N6H4YMp+lYOU76XMcd1PrmyViLVA8dpmP5XU+8XIAUeDhNUX+jY4mu0xSzjtD99uXVvHt3p/wcSVquj3K8w+nQaFmvrXJtQMk54nL+nEl6gimt5FdLDk9LgsFJPkd8uEB55fLwh9uCz5Y4bQ5fWbDUdTNJdrQc6DOZPnZHQTta4eGiyuKoiiKshPMfYib8UQ5+LCM90SVGrjYDI8u1JSpOTIU/N3e73yOQ6qaKCCynbLGLy48MTTbxg63dQtvBQoLeWrjcYkjyRddNDk8ABwDSg70aymvszNw+BrnYe5DvKzrifN26PYt4/KQT49rKcOwD67TQT8+PbmLv/5LO4BCx6xqDkCKHI+Sd/D2ylXXA/DQ7Vuejg65Lnojg67bh/+nEPLD931mEMSyJOah2Bkw/AyXRQ6WRoaCDpGCLd3teZz7EMf4RLdDHGBJoZcQYC/DyFAQscVjJgyb+yYFETpHWOqyPPEOpzYeI7TWYFw2nEcuA384EJbzwum7bUOGkjNoXh47/H2+tcnRFUw6PuT0ba6F/LgW8mOgf9q4QuxSQ190EZ+e3MWl5k6z7wbya3h6vQ+9kUF8XIlieHQBP258A2Arn02UW8rv/nbvTxUdILIk1Ibf/yDQWbItZUg918v0+TRObTw2ItBA/zQyDY0YS2cdQdL8Xp4j7DapFMh7I4NmetwWb69cNd/H0legWNpYCxSw5LLNfYgjez+DqfVNTK1vYu1NEoFYlxFzpfPm05O7GEtnEd0/YDoMct7YPS33IocHgU4jugCFHLip9U08CHQaIST3Iof2pVWcDvod7higKGi7uYG8RG6WLRJbvKLY4wXFGE7DzpmjqGsj9z9+Vp5HKLbz3JhuzOPp9T5HUwZ5LFEca+k/6HlDIl2uMhPMDSn2S9fS8sQ7hxAIoGSfnYscLpsDJteHdLA5mjtYpYY8l8jt+vbKVcdnannCqCiKoiiK4sVA/zSeLWRLHrTZyAoIeS9U7UNet/v7ctjjod1kJ51V22meZn9uoH+64vbYLl88XHz1z8ddX3frqiT/JkUjPs3nk2XplJEBzDJA2wsOQu2A8bF0FtdCfs+gslrKaaQrhTfwXrkl5ZabGS6yzOj/t/IC3yRHTBhuOVr6D2I+9Mp0q/LCXm6ZhcIQbzlPXsufbsybAfDpoB97zl42ohCDfqUbIZdoM8LNz/kTJYPT6fNpHG14iVMbj/F87zkTLG2fSBhOb5e5rb1JYjl4o+RvNpy/+dAr+E76TNYLt5kMrmcQN+eVopoMOSc8YdpB4dz3ua3taRIZaC6D2mVQMsvOAJjgdg5YZWA6v4uh07KjgQyIl5/xXwzAd9LnCDSW25rbUw7sGXAMFJ1RbgLAjxvflOwP9neQgf5pxz7IeaZ48enJXdxbmXWEqjM0O3s/Y9Y5j5fp8+myVlu5bWxhe3ninQkh/1wr7ED/NLL3M1h7k8SS72/mdX5nOBxGKpUq2a+l0MF1wHMEu/s9vd5nws4lLE/LvciZAHF2sms8EnHsgxRnRoaCJgAc8BYL5X5ln0cH+qfRnj5uXuOyu53n5ffPfYg7Arz5cECG/rPUzWub7mtO4MeNb8y+zfUkg9PtbSkDHxmIzlB2eS6z3zcyFDTn7HA4bNbvdpDNDhjUz/Xide6XDRjctpFboDlD/O33S+Gr6X+92tYyKIqiKIryz8nX95fNPRLvxWKLx0wuqxz3VmqwU+17lOqQDWVac1+Z15lZ68VvOlz86/vLjtbd1cLBuyzhYavr+dYmUzrADCY+Ma4mDPVayG9upgf6p41IRPeU/XSXCiAdJl6OIMnyxDsk3o87nlx7PZ2XLdzdoPuBT6ZvfFdw38x9iOPtlat4EOgsaW9OKKRI3ALJbeWVqu+j5B30HKhzZNlIZwBQOJFwHc2HXiGVSiGVShXzfOIzZqDGPCN+X2zxmGnbPvchbnJXmOUCFHKhQmsN+Dl/wiGMST6uREu2+8hQEKlUylWQIrZ9s+dAHd5eueoQW5Yn3pmQc+4f3M+4LwJFVxzgVOnZZl5maNEFKN0u0oFUDpaEGqfZ1ry29B/EhcwsroX8hdyW0Cu8vXIV4XDYzNel5k7kXuTQGxk0jjQKGSwto9uBzpsHgU7X+eJANROfMflPdGTMRQ7jP862IBwOY761Ca25rwqh//k1zEUOYy5y2LE/sAxPlgnJbWyLTqzbpquHn5EZY0BBkOK6Z8cyOldsmy/PA7ZT0naFXQv5HSWEcp4qYbsp29PHMTIUdIhO/M751iacDvqNe49PJuS8MbvKd9LnDOo+6Svs+1th525iQ8+BOpy5OYmf8yeM60mKqRQ9KfTLoPGp9U1HyRhQPK9Il6ik50CdEUtZPmhf2OxzpDmeTvrQc6DOkYdGAZaOSq/cPrdpz7c2Yc/Zyw5XpH0O/LgSNfvh3Ic4eiOD5tj3RRfxKHkHmfgMftz4xrHvcH7t86S9rqp5EMFSxvalVce2Ked2LSfgcpp0k5FyjqbQWoM6nhRFURRF+Sw+rkQRWzxmqm/kA3c+UKyE20NCm99qMPdvjUCsy8TGnA76cebmJH74vg/+i4GqSiGr5YsKTxQEZLAr8SrBIxQsbAcJM1v4ZJeZJl7ii9sOSJFgfKK7pMzMS1gaGQo6bGgUowizXzrqY46BArEPKBkmbn+H/IwZcGyVFqVSKWTiM9jXnDCt1S9kZh1lM+Y7tlw7vZFBxwDULWdJDgo5yN1z9jLmW5vM9wBwBLgDhW3MadCRIMvA3JafAiJFKpYRtS+tIrTWgH3NCZNPJPOiZBlLJZuiV1CvPUDtqI/hUfKOEQBPbTxGS/9BE0DNsHdOk4PfTHwG10J+R/ZLujGP53vPOXJyuP/SoVGuyxdLrzgwlINNX3QR86FXDoGFIgIdUMwh4+dObTzGhcysWVfPFrL49OSuY7/tfhjCQP80ptY3zbZtX1pFujGPtTfJksBtuX7ZEGAsncWl5k48St4pWee5FzmcDvpN7bQUcCnyfFyJIpBfM1lQmYZG14Ez98+p9U0TsH/m5iSeLRTKzWyXB0VN6fABYFx5kmrstXS28fMfV6LmuLezu7zWmfyd4psbPC/QEZh7kcNYOmsEw3Rj3mQyPQgUBEUKoW+vXDWZQWYf2SqlI9xH194k8Wwh68jRo8DC8Hu7hPLp9T5zTngQ6DQuKjp75LHJmwIKt/OtTTja8NKzFE1mAhLO99yHuOO8ym3G7eI2LcA9vJFiHR1j/ouBkkDt7ochUz4rs+fYzGK+tck8PJDXBs7vmZuTDrcTz8EUMuW5362M0c62kp0LqxGuvMq7+aCG2NuCGVV2Ca+iKIqiKEqt8P79QmYW0+fT5sErOwsDcESXfA7qiKoeOv/vrcyiPX0c//X0v9FzoM50ut4JvqjwxEEHBwDVpqF7DcjoxJB1idH9A/Cd9OFCZrbsTXIt4VmEgegAjOsIKBWzmOG09iZpSi3sXA3CARwdXPJ1ChtmeUOvMLW+iU9P7uLTk7uO8oqPK1GkUilHbpMUiOzlAArbYWp904TyUujpfhhCujFvxI6W/oPIxGcwPtGNayE/Tgf9jifpdh0oO2rJ0hyzDFvht7K8bD70yjEoKhGHRHi1Q8RItKGl/6DpxrWdbQoUQ+CBwv5zauNxySDNzkvhSZNiKJeVA0CGr99bmXWINb7oonFLBGJdptMb4MyjkaV09nyYLoVbJ2p2GbPntfthCGPpgtDCsqaW/oOY+xDHvuYEUqkU7q3MOoLOeQHoOVCHXKIN91Zm8Sh5xzyVsLcNtz3FhbF0Fi39B3Ho9i1Hd7qeA3W4kJmF76QPpzYeGwGDweb2MUQBilCEAopCBoUCCkiNRyIYn+g2ogmzas7cnMTpoB8/fF8oNwMKQsPpoB+J9+NmPcjlsZdRfq8UUnzRRaRSKceg/GjDy4rh4h31MYeVFSh2SLO/mwLmodu3jNPo05O7ODQ7hdjiMQRiXVieeIcHgU6z7LLz56Hbt0xmENfbpyd3SwQGfubMzUnHtgMK50sKg/yhe7XxSMQ1L46CF/e3sXTW4RyS3+8mnMiwculupBNSiq42vuhiyfnAzomjoMxz3/T5NHoO1GFqfRNPr/c5zu/dD0Pm/Ci3kd0MQIrD/DxFPek2ZdmanP/QWoM579jXRvv8yO6DnD8voZT7Je3otWQLyvmS6E2coiiKoijbhe4amkY4JpL3VzICpBrsMUK11Pr+sXT2n+IhHMewbmOTz+GLCk8MIK4mCFsOuG1RhvAmWg5aZGercjfIlXKb3Ei8HzfhsiyvseEOHIh14UJmttD2fOu9HODYYoJb+QIFNa6rdGPeCAJAMZRWtg/nQJtuL4ZgSzgA5TrlvMnW69Pn02ZZgaLwR4GBYgTXLwU5rj87o0huh2shP95eueooYeI82O4YilpuouO+5oTp6CXn0wsvUYrlgnvOXjadtSicycFfIObsVGeXuLArA90hzBhycyTZ+2Ug1uUQnegoofrPTCLOD6cjO5K5LS/3N9v5JrOPCAfULFeVJXwUMO1Ba7oxj0fJO6ZrGt19AMwgXn4fX+f6Yl7P2pukpwjNsj3J2puk+a6n1/tw5uYkbnw3afaneyuzZnl4rN5bmTVlqeTUxmN0Pww5ur7ZYi/XE4UXwLm+uS2liEHRplxgNjOnysGuhLHFY/j3M/+Gt1eumpLXZwtZ/PVf2h0COwUjCm10qQAo2Q9kqZwMZgcKAtQf/j7v6IpZ7tiSYe7SrchzFMsvKWCzKxxQ7Opmn49lkDm3h3QQsTuk3C4SCpuE55GPK1Fj4eaxLh13j5J30J4+jjM3J025tXTzESmEupWOc32xRJLrgmV1lUIr3R62BGJdphNkuWYCxHZNyfUn3a5u10kpClLsU9eToiiKoig7AV00diyO3blaUq4zOSM+ylVPyXs3Uquo8iBQuDeXgpUd2yK77+00Xh2Vfy988a52QHHA65X1VClDggNzChNuWT/dD0OuG6acGOX1N5a0yMAzzrtdpsQMlHRj3gyyATieZNtlZrI0h8t2qbnTUSIjk/xPbTwuOFPEoOJR8o6pzSR2npPjb1aZF9chBSmWKgViXUZkmVrfNAc0u9rxs8/3njPrL/F+HJmGRsf3yYPy3sqs48D3aqPOAWI1JwUOHt22OUOy3f6WS7Th5/wJPL3eZ5xMMgye/3Ia9me5HsfShTIuOUimWDWWzuJR8g4eBDoduTRj6Sza08fN91FgoihD0QkoPTFKUcBGCgW5RBt6I4OYDxXCgGVZWKX1mku0GVHmQma2pJSULhzfSZ8pnXuUvGOWQQ6MmXFDYYsn5afX+xBve12xtI2ut476GOJtr828x9tee4rAhNvtdNDvcAlSpH56vc+xb9CFJU/ubt3RJKG1BlOKxvmRTQDsfS+VSrkKc5JnC1n88H0ffvi+Dze+K4hK6cY8Dt2+hdNBvzm+51ubCoHQW//vOVBX2OatTabkliWyzIFjCR4A4xA9c3PSiFY3vps0ooQU9umekXlotgBKMbx9adWcp4FiDpgUw37Onygp1+V7eX6zbyJ4TuL73OAxJI9nblfAu5SSomX2fsZ8VyU4f3b3N8LS5moEJ7m+uT65HqR4Lo9dKTDasFTR7XWKpfI7JBSouC1JtU5lRVEURVEUIh8ke41BKnWek+NHE8mx9aCfBoJKn/scGo9EsOT7m0MTWHuTxED/tOOBsYxZ2QlMo6Yq8qt/y/wqwhPLBEaGgkZoKffU2O1vHETYrhQADtHnc1XHjvpYIS8l9Mrc+LNzUrlcjed7z2FkKIh422vTFrvcDbscXEX3D5jBGJ/K2zsw3TAcPMr8GuKVc0WkQMEsITf3FcNzfSd9eL73nBFVKNRcau50WCJZJiWdJHYmllvOilf+lhtunwdQIj5JwUiWznC+lyfeofthyJRgTa1v4vnec47OcXQk5V7k8HzvORNmzMB4ZgbF214bIRFwim3PFrI4c3MS3Q9DiO4fwNyHuMmLWp54ZwLX+bl0Y97R8Y7io9sAk04b+zVZ0vr0ep+pp64mEJ+0p4/jdNCPB4FOM5AfS2fxINDpKOXkfO05e9m8jz88TnIvcubz3CYXMrMVRScZMijLrujK8kUXEW97DaC0jeil5k7TpRHYKnHayjeS++N8a5N5D0soychQ0HGBtC9ew6MLuNTcad7H7Sj3RTeXW7kLh5tDz3fSZ6Ztd0abD70yF2u6YVr6DyLe9tq8l86bMzcnMbW+iWcLhbJInkPoqOyNDGLJ9zczf1IYZgmZFJC4XilysPyVUMDrSP7icNuUs+9KwcTOH7JLy9xKIdONeVMuzPkfS2dLxHmJLT7yhsbtZkWef9y2iRR07ED6cnDZZKne8OiC41wtS4+JPP75O0sV3dYxr71ynsqdQyS1NgdRFEVRFEXZLWQVih0BAogO1Vv3T58jQtn3VOFwGD98X6gUkFnLwPZifcqxU+LZr8kXFZ7oOpGDFgbE8kZYOjXkYNPGHhwChQ08ls4aUYs3+3QNudVxlht4syyk50AdPj25a0qPOD+J9+NmIDPf2lRSyiKFl/alVeM6saHAQKcIB0qyHMYOdeZBtufsZTwIdBpnRO5FznTFupCZdS214uc538sT7xxd1oBivS1QGCByUPVsIev47Hxrk2M+5bqTThQOvqoJXZafKYdUuuX3ygG/FNHkgIzh2RQoux+GjLjGZaW4xPbpXH66v6T4SFGAAzm5nOwwR0fK873njJBEAUrCIGfuDxzoebka3Fwf3J7ymBoZCjqeJNgh2PaxkHg/jvnQKzxbyCLe9tqIOrKUk0ICy5/o4LJFu97IINrTx5FLtJn9kU4KWyzyWsYfN75BR/IX89pYOoup9U1HWSAFJS5fb2QQmXih+yCzpaQTKRwOm+OE05CCn1uDgUB+zTFvFIrlfldOZJadHO18Ll4wlyfe4czNSfz1X9px47tJcxGTbiH+y5JDluOuvUkaAUMKC4du30L70ip6DtSh50CdOaccun0LLf0HHWVnXnB68lji8spSTU5LdsKTjQdyL3LmoYB9Tkg35o2DTq4XZpDJ7+S8SqchH2zYyy/3O/umpBZ43mFelV3WBxSPyWrPd/IBSUd9DL7oogn1luvBrWMnt5ldQifPK9J9yB+WKsrj1cbO59tORpSiKIqiKMpOIR8K2kYE3s+wcof39RfxBFPrmyb2ZzdgnuyDQCcuZGZNE6jt3m/+I/LFHU/2wIluBtntzi1jhXBALQfVvGGPLR4zeSV2aCvFKIkdcGsPvGUnNAZsyekebXjpCOHdc/ay4waeA9yW/oOFJ9ZlSt/sDk2cb84XXTYAjFA039qEngN1JlD4xneT6DlQh33NCfzwfZ8ZaPVGBks73FHg22opb68TuRyZ+Iz5/IXMrGOdy/mU65BigNty7mRt6lzksKPWNhDrcjhXvAZUFMXkOpc5LEBhX43uH0D3w5ARToCCWMFwZg44WWYzls6a/dOteyO/x23dcF6lqMoTpiw9ItxutiDF91G4yiXaCifArfdxkMt5lGHdJBOfMao+t3n70qoRU08H/WhPHzf7ihSKZRYau4HJcivpDBkeXSjJGJLzIB1Jbussez9jtnMg1oVwOGyW42jDy5L5oiBNEZQ5S4+Sd8znZN6Vjcz64ryF1hpMDhTdRva8youO/2LArPdyzknfSR98J30lWVB00by9ctU0CAAK57/QWgMaj0TM+pa5PkDRDSVdOO1Lq1ieeOcpzMvjidlhJojeI7eOcD8IrTWgoz5mMqo+Pblryj7t9cxzm3Q6UdgaGQqifWnViDPcJvb5k+cB/gCF405m40kXJgUk3iB01Mdc88Xk0yYeQ24dWfkgolI5K9cvXbGcL8LzPsPIbbjfuWGXMHuViMrgebdueiwRlN0EFUVRFEVRviRe1S6htQYzZuN9puxYzYfP7F7vNZ1qsF1H7KoNOJt65V7k0J4+bsaRY+ms+dkunzPfvxW+qPBE8YKtvmVIsmwbL5Eh1YAzV8cOr+YTfFk2Iz9nh9TyZlqKFtXAeWS+DfNrfCd9jo5tZHniXcUnxeXseEz/Z/eq3IucaZtuO446kr/g40oUN76bNC6MjuQvOLXx2DhVKJJwnmSWUSDW5Vqi93P+hBlocvnfXrmKt1euOubda6BjZ+bYy0unUi3w6X+87XWJaMesKnvd0xUjB3o2MkMm8X4cDwKdZhuzc2BvZNAhGNBNws+wVM/OhbLnMd2Ydwh3chDLbnnSfcYyMebntPQfNC4QCjiPknfMQN12T8h8sud7z5kTNUPl2d2P3zc+0e0ojfKd9JkucPOhV4VsoS1nGKcryw39FwOYPp925JSR9qVVzH2I4+n1Plxq7sSl5k6MpbPmd5YbsZRwvrUJP258g33NCRMuTvHM0YzgRQ4D/dOOCwDFCSlM0s3I9SaDlsuJo6G1Bgz0T2NqfRMd9TEjNlLo47blOsjEC13R+H/mB8ntS6RLklCw5vHGeWQ5LgPWTwf9xi0kl7t9abUQmr20iqMNL81Fj6KLdJZKsYaCnuxASZGN889lBcp3BpFO0d7IIHojg0ilUg4HG+fHTUiVXersEj2eWzhfdJ5RUPHKd5PuH1s8kuvQ7UL/l4stAArH0PO95xw3OEBhH7Q7AwLFGxYpqnIZ+SNFWhnELs8TstZfCnAUVB8l75RsD577eB4vJ1rxHCm/t5IbTlEURVEUZTcpF9XC+xXef9kPWnfq+71K3pjJChTv3X3RRTwIdJqfQ7NTGOif3tb3DvRP/+aCxb++v1zT++s2NzdLRzq7RF1dHR4l7xihROboyN9t5IBWdvtii2ugONiQA0fmejDjxXbmcBAqB/aVYGtzdi3zcps8St7Bz/kTroJIOby67U2tbyJ7P+PohsX25xcys0YsWvL9zZSByANjLnIYj5J3SrJhgMKAVgb8hsNhpFIpk2XFnBQ5P3xfvO112fXnJijJ8pqdfnpOFwmR3ZiA0hIhiQyAp+ti+nwa/osB9Byoc4gWhCJEe/q4cXUAzqBlt++kYMPvkshQcUni/bjjGOC0h0cXcLThpSmJYybXqY3HCK014FJzZ4mby5RLhl7h6fU+nA76sefsZbOcRAatB2JdJs9LurLk9reD2afWNzE+0W2mZ58wuQxScOE8cF3S8cX1F7sy79ifZQCy3M5T65vGpUZRiPsHzxfcx4Ha2sTz2KcQK91Ucjm5DwHFfb2jPubY71tzX+HMzUlzfJ8O+k23j+6HIbT0H8Tzvefwc/6EWQYZlM3vHeifxtPrfWg8Eik5rgb6p5G9nzGOQ65fmS0GFPY9+7NSnAqtNZS96NnrUC6rPBfwdbs0ttxxyenbzRbkwwn7ePI6/sp9h9dy8Dsolv248Q180UVMrW/i05O75hjLvciVHEdAUSwK5NccgpId3M19nfuWXFaeh3mO98Lex8q9T6675Yl3mD6fNud9nqPs69LCD7XfNCmKoiiK8s9L8EZ35TdVibwP4j0540RMptMXcGi35r4yrifZPfvMzUl8enLXPASXzqgb302aWBxSzX3bQP+0Y0z1W2Bfc8I8jK2GL+Z4+vr+MoZHF3Bq47FxSEgRpprgbdlJLrp/wDhO7JwPvpaJz+BBoLMkjBYoDEK4Y+YSbabcwnbmAM4n+cxpkgLE2ytXTckan6A/W8hi7U3SdbDjlcnD1/nd8ql4z4E6RPcP4HTQj/GJbmTvZ3A66MeFzCxa+g8ax8NYOotAfg3pxjw+rkQdO8OpjceeZU3hcNisRwY1S0cGy2w4UJxvbcKFzKyja5UXbiWMdinT5yi4spyGoqRc7/bv5Qa3LPHhwG9kKIin1/uMO4n4oovGSdFzoM7hcovuHzAlXhw80jElP0/szCyZIeaWHTP3Ie5Yhu6HIZzaeGy6wwViXXi2kC10F4zP4NDtW8Ypxc/RpcHW8XvOXobvpM9sy7F01mQjSdeWFC5ji8fMINkrQ42Kv1f2Ed04PQfqTLh1INaFhR+mTTCyLGfMvchhLnLYsc95dfijswgoCoHcp+nmkaV35bCbFLDUjYNzKXbKctWW/oMO4QUoXgj5xCPe9hpPr/dh7U0SQMGqS2su3T73VmbN5+S/srtF9n4GFzKzrheup9f74L8YcMwjUCr40/3GcyD3eTo50415xxMkrne38zddTvI8S1jmJucFcO+uxulTdHJzK/L/3B/pcK1GdJKflw0IuM3TjXkcbXhpyhp5o/Pt3p/QkfzFkQv3INCJT0/ulv0u7it0IQLFa5g898iSTZ6XKp0nZWOCas6pFJiA4kMPHiN0t+3UU0JFURRFUZSdQD58s+/hveIydgM7DkOaQ9id2uaH7/tKxkyygROrT2xkRu3vlS8mPH1ciTpKM9wcHeWwu74xt4k3zbKUg+QSbUilUp5CA5/2c7AiB6cslZHTpchA8QwoDDRo6WOLcjdxR2bN8L3yd7tchQKPdIJwAMp53HP2sum4BxTbdnc/DJXkMAViXfh270+uO+2h27dMVzfJ873ncLThJR4l7zjapnP9UZgph9eA3s5KsQeudmi4Fywdk06MuQ9xU85ZCzL4GigORu2TCgDHoJb7Mx0kobUGR5C8L7pYUnYj5437gj3olidNKbpm4sVOcbKzoRQuWXZKMfbp9T6HQEMFfj70Cu3p4/Cd9OFBoNMhusqOfUBh33wQ6ES6MY+5D3HHscXB6fO958w6YQ6QdLr4ooslAnFvZNCIBoFYF/Y1J/D1/eWS5gKHbt8y2Vr7mhPGFeSFzNiS+yHPJdV2GZOCo9wneyODhdLXLVHElEOKLoOhtQaMpbOOAT4AEwROUTyVSpkGAUBB1GOGUzlRTM7P3Id4SRvasXS2pLMH55WiFWvjZa5S98OQQ4Tl+qQILcUkimN2Ltx8axMeJe+g+2HIUeJJpNhjH6sUZfjj1X1teeKd2c7S+cb55Tyazn0uGUY2toi1PPEOvZHBwvKf9CETn8GPG99gLnK4pMPc6aDf5AHafFyJ4seNb8z+IkvY3Nyz/Js9b5n4jKfbSZadlnOhEj5YkKWhFLeBYnc/r88riqIoiqJ8KeyoAr5WqZP7l+Lp9eK9vJvoRDgWGeifxlg6ax7sXgv5XaMagNoqM36rfDHhyW3gUStuzifevNvCDlAccNqDMX4WKNZ/Tp9PmzIT+eRXtrWWdaJ8/czNQqA3nR3MfbLFCq/wXc67vYxT65u41Fx4ev4oeQePknfMACXdmDduFQD49OQuxie60ZH8BYFYl2voNAcPtvPGHojxKXsu0YY9Zy87AnkZMptuzNck6lQ6ULxqb+2QeT7N76iPYaB/Gq25rxyCId/fUR+r6DoAnMs+PLqA53vPuZYismOdFN6i+wcwtb5pHC/P954rluKIARwA0y1PknuRQyDWZfZl7gMPAp0Ih8OODooyO4j7JNfXyFAQh27fchxbdKSxW2TuRQ6pVMqRSXUhM4vTQT+y9zMmvDiVSmHuQ7xkH/n05K4p52Mpn92N7FJzJ9beJAvOKbZ933riILdLOBxG98OQOV7Z1W36fNq4yhjq7FbWJbO0Mg2NniLC8OgCwuGwI2CZDi65Psvtm5w3eb6xRbPp8+kSpyLdnLIDnHSvsFxXDvjnW5vwtrPH2HRPB/04dPuW6xMbuU68nEb89+2Vq2a7taePe05PHguVyt24X3F9Ei4vhbq3V646wrz5NEeKLMytkkIxhSbmFRFON5doc9xgSLGJ4tPyxDvz2dBaA+6tzJr9v1K5s5yu/F0KtxQc7XK5Q7dveQozcn1xPXh1vZOOXHt7UHzywq00TmJnHQKl3Qrtv9ufr7WmX1EURVEUZbtwHBsOh80YmQRiXa4mgS+BbehgzpNs/EXk7xzjPL1e6IIXWzyGS80FAwDH97ID9m7hlVe1W3wx4anattKV4ODeDtENrTUg8X7c8TRe5onIwZgUBqRLhm3IJcsT71yFKw4gZOc6x9+3hAYvBVaG9ko44PKd9KE3Mog9Zy/j2UIWpzYem4HX873ncObmpBGfeiODZpn2NSfw7d6fEIh1IXZlHl/fXzZPxy/iCQCYzBlCwY3T4FPwT0/umjBaKQ5Jsa8a9dVtp7af2NsH1ceVaMkgmaLg3Ie4OSi5LJeaO9H9MASgsI9UcsMQhi93PwwZUePtlat4EOh0uCRsuH6AgrC05+xlMyA1odUihN6m50CdYx+mQ4onKjmo5fqRnRylC0cKjXS4mMDxRBt8J32uWVKHbt8qcayNpbOO+W1fWkVvZBBzH+Jmnc63NhkBSU7rQmbW/J9lfjLLBwAaj0SMg4r7f/vSKtbeJEtCmh0lrmJd5BJtCOTXStapnOfo/gGkUilHuRSF40ouPc53dP8Aps+nHaIfjxMKBxTWuD0oFsp1zWOEoi1dYRLux6lUCvG212ZfdBv8M9TcLiGWT4EoZvVGBk3Wl739+X45f27rUgZeEze3EueJAi3dmfL7pBOO+21vZLBQarn1Pcyfsl2ssgMbjxMiy1UZ4MiGDHboJIVWeVzbXT+rwc6SAmAaPnhBsVmW1V5q7nS9PnrZxFv6D7qK8jxeKjn5pOgqSzXdSp8z8RnMRQ47rpva1U5RFEVRlC8NxSZmHMuQ7i9VhmZ3pZMPM7063Nn5ThSgArEuU6Hyw/d9JqZHjoVsvWMnqZQXWg21fv6LCU/VrLRKjijmCXmFAfOGWLbJ5v856AvEukwnLDvb5XTQbwY9HBwad4VHKDIHGXQvyCfvdJUAzh3TDsSVjgpippM+brKUpOMmez+DeNtrs06ONrx0zB/FHu4QP258g3srszi18bhkW7CblXxdBpG7hQ2zq5pcL24Ck/2aLTBxwC6DlytNAyisszM3J+G/GDBB7pJqSjmZ7SVdC8OjC+iNDBrHCd8HFAZ8yxPvzLbmgJ6h3BzMSvcdc35sZFkTACMO/Zw/gVQqVdLpjssMFNR++dnY4jH4LwbQvrSKayE/uh+GTNt5ClrP954rcTJxPpiJxfJBWSpql4CG1hqQe5HzfLJAwXVkKIhHyTsma2Z4dAH+iwHTxY7Hlxz49kYGcSEza45dBjBLd8yDQGdJmDRpX1o1rjwKuLHFY3iUvONYX15iqZ0VxpKjjvqYI2+r+2EI4XDYHK9SaOI6duuOxwYHFINkCdvam6QRLUJrDY5zix1on72fKRFV7OUy23+rZMyti6R0cJUTkMsJU4QiihRd3ESzb/f+hJGhoBFRT208LsnoY+C1LWrJc4MUR3Mvco7S5zM3JxFve20aQEytb5rl5zLbbio7fL8a5lubHIJV+9KqOd97lWcCzvOp3Ads7KxBQvHdnubch3jVbi4v7PUi2a0bH0VRFEVRFC8uNXdiLnIYzxay5gHtvZVZR3XLlypDk2aUTHympKsxscvsKDZdyMwasQkourX49x++7zN/p+Hic+/tvPhx45vPdlPVGr/wxR1PHMDJMG2+Xu2N7fDoghkE8ubc7ibGAYYceCxPvDMDAt7w0yGSic+gNzKITHzGdAhbnniHR8k7js5L/GnpP+gIj55a33Q4OEhvZLBkhwmtNZgQbDmIkG3oKYrx6Xz3wxCuhQrCGAdJ/Oyl5k70RgZNiZKdO8IyRx4g4XDY/E0KZ1zGkaEgni1kzXLInVI6JKL7B2o+0GW5Db/X/nsl+Nns/Qx6DtS5Onek0CCRA0XZKQ0orAtm2/RGBo1gJN/3INDpKK8bS2dNKZpbuSf3dxkk7OWuYAkYRVKWf8p11P0whMYjEcc+diEzi+z9jENAYxkgnwD8nD+BZwtZU9okGRkKOsqQ2DFBliHa7eZ9J31lXSLzrU2FslNRdjc+0W223bOFLPwXA+bY5UmWJ3S33B+6qriNuM5s+B0D/dMmKN/NtWhju5S4b7O0jEHZLf0HcTrox9yHuKPslMJhOew8M85/KpVCKpVyLD//tUOl5THCY1kKK1Io4nnKrQnA3Id4SSi6hCKe/XcvR08t5bfc12k1lkId9zPpSuLDAgn/nr2fMZ+/kJk1+y/nlx0nucwyv8h2PlVzcaeL9e2VqyV1+HSqybJKWyDkvBPZUVQi93OJm4hIZGfNcthCnsTuCir3xd20eyuKoiiK8o/J55To90YGTeaxjK6wnfU2dhMbrwd68j3VTI+/h8NhU1ony+ik6JRKpRx/YxWRZHyi24wD/uvpfzseAO5rTlTsKL0dqAmwsVG1n7Fhp+dq+WLCEweu7FTVkfwFHclfHE4Cr5t+/p0DEk6Dv9ufYwkBb6B7DtQZAYc76/T5NDrqYyYDhd9P0QEoDDB6I4OO7k3yX04r8X4cPQfq4L8YcLyXohSRA9twOGyWR25Ie3DFAbB0obQvrToGn5xfHlBu6zG6f8C4MU4H/Y7g3lyiDeFw2BxEj5J3kEqlzI4vOyRRFAmHw45Bf7kaUdnu0qaagZ6bjU8ORKU7xE2wIDJzhu+1/064rowg8yJnVO350CuEw2Ecun3LTHNkKIj50CtHGRUH13Mf4o5Q7Z/zJzB9Pu0YfLb0H3R16tGZx+NHfobL3dJ/EGtvkpg+n8ZYOoup9U2zz5ORoSDO3Jx0FUam1jcxH3pV6JYXeuUIL5fLAhS2YfZ+pmRdSqQAZrt2HGH5Wy4vU25YIbvG5seNb5BpaHS8xvXMGmnm+3jtn5n4DAb6px1CKD/Pv8v5HhkKIrTWgFMbj02pmyxFlQ4uACXHv7yYtPQfdHRAnFrfNN0E6e4CCvulFIuBwjGfbszjzM1Js26la5FiR2itocQhI4V0uYy204VB4kDh+J5vbXJsv3K4HYcdyV/w48Y3mFrfNPOzrzlh1rcMg5frTv4rz1uBWBc6kr84yoRb+g86yv0o7nt1XeS24v7uJVi7wTw/idznebNQKRPPXle5F7myIZksEbfddLXA81IlIelzyxEVRVEURVE+h0CsC0+v95mHydV0onZ7n5czvNqcI3kPPN/a5BCY7AgIG77Xy2TD8b7sYg0Ux8A77XqqJSrHa30Cv+FSO8DpTqArx2556OZgkN3n+AQZKHZOWp54V1JaJbs3sXyAJUXM4WEb+lMbj5FLtOH53nPGcXAhM4szNydLnlZzgMABCktMArEu4y4JxLrK3qRn4jMmD6ejPuZwcJXLwsrEC20W7XniwJXrkdP6uBJFujFvdtbeyCDO3JzEodu3HIO553vP4XTQbwa3zxayjpJGGdAMFAY+jUciVbmTyrW7TDfmy4auexGIdZW0VK9UIlNOKCHy772RQUeg+NPrRevjH/4+j8YjEVwL+U0nwan1TTy93udQ3+3ywbkPcZMZRMeb7CY2tb5pBvdunQ69YOZN98MQWvoPmv3Qdiv4Tvow9yFe4rB4er0PT6/3YaB/Gr6TPsf+SHdedP+AI7CZoptbB0ciQ59NeHH6uCnTY+ki9ws6+qrFF13EXy62OEKxZai6L7qIfc0JzwsKc5A+PblrRGd2KKT7kNsgez/j+NzzvefMurWPA+ZKDfRPO8rcGLDNefdFF00HxOWJd/Cd9Jl9ibXhXDZZ2shjn5/htGxXUyDW5brsbg4cO08JKFxg/RcDZv9rX1pFz4E619LRakm8Hzed4YDi+YHnbynAMKRdwowoLhs/L9erLHmWIegsKZZ5XEBBEPt270+O3Ckvci9yjiwzG+ZXEX63nZPFbDm38xazC4Bi+aj8P1Dc13mdk9dNOvOqga49t+XgfPL7ZNi97apVFEVRFEXZLRqPRKrqRi3jcghNE0BpDuZA/zTit9srjj8YBO6FVye6XKLN3MM3HolsuyTQ7la/E9Bl5QbHD3yIulN8UeEJgHm6zYBgafmXbZwldArIATGnBcAx+JUblNNmEBjDkN9euWo6aUnhY8/Zy46N6jvpM4NTIgUlO+dJfrdbiR0AI5jIEhLAmSnjxvhEt+nQZwebcQDLeZAuEP6N4lHPgTpcC/kd6/Hn/AkjRpy5OVm2MwAHOm7zWY3qKd0VtqDlxqXmTtNqkiHRAEwWke0E84ICkf0et//LnCaWKklufDdpBnd836cnd82AdD70yggOsgQKcIoUtljqO+krOKHSxx3lUczDkQNxrjfOP7cfM41s5LLby+PIInuRM8KLFCd90UXj0KFA8WwhawLo3db92ytXjfBLhwaPt9NBv3GQcT1y37Bzm7y263xrk8O6W64rm71vjqWz6H4YwoNAJ37OnzDOJR4riffjiO4fMLXVfEoytb5pSnHpSrEH+fwMBS27Yxj3e25DmQ82PLqAp9f70HgkYrbJvZVi+RgAI1jay2u7mjLxGXxciXpeqGynjS3i+k768PR6n7HhyvLf7cJ9h/sonU72AwfuA/brdBHua05gLnK4xJkWiHWV3HDwGPWapilR3nImlsOrW6YUuriMH1eiJZlJ0mXmde47HfQbV6ps6uB1/EqnG8831WTcEZZySheVLPnl936O4KgoiqIoilIrNF3IRkXlmPsQLynBu9TcWXJvyAfET6/3VZ3vKV1NdqMuL1EqtngMT6/34b+e/re5T7fH8bWwE+KTdDB9bjbWbzbjiQM5mRUj/8+Brlc5hMxZIXMf4rgW8qPnQJ1DjeMOyg3cvrRqPvf2ylXcW5lF7kUO/osBM292ODDh51iWJ90iHCi29B8sqRu1n0Lzdy8n1KPknaptdBS7WD5il+GQfc2JQkmjS6c/duPidgFghJPxiW6HU0ri1Y69WqsdO+HJ7mD8Vwo15NlC1pwUcok2xBaPFcuiTvpMthEHeLIUx+v7y/0fcAZ/y20YDoeNOmw707hfpBvzeHq9z/z9+d5zjkEgM8WAwoBPllTRDSXLT2V2GQfocx/iGEtnjfPDzns6dPuWQ1DggJGZZxLuj4du30J7+rgpHZIOQ6A4oJcnbhnALueD618eK3SqUJB5tpA1WVVyn7JdcF4OQH7HXORwyXfLz1JUIG713Wtvkqb7nlzfXP7QWgMuNXeaiwfdSLT8cr45cOc0GD5PeOxxncpjkuHuMn/o3sqsa0i5PT3pppEOJ5bP2t0RpZhui1c8p9nHj3xIUG25nRv8nkO3bxnB5FHyjqNkWgZuczvwZ2QoaJaRgiBdo9y/f86fKBGapAAvu7rZrWrt48nGdk3a5xop5nGfkN0fAaf45LZ/H7p9q6R8mtsFKLpt7WNHCruVBDR7XyVyfjrqY47yUJZecn0riqIoiqLsJoFYFx4EOj9LcOmNDJr7Kk6HY+dUKlVVThHL4Mjch7jJbmo8EvF0DgEwYeikXLWIxNYVdipAvVIzN6D4ULbS+L7Wefrijicb+wbZflKbeD9ubnS9Vrr9mhwISKGqpf+gCRDvOVCHp9f7TMbMfGsTeg7U4dlCtiSj5kGg0zF4kOLR3Ic4nu89Zzpd2WHnFBH4BJnhs1LwmPsQx6mNx1U7CUz5Q+gV1t4kS0o/5iKHcRFPzP8zDY2m5AQoDE45IGIZIzs0sUzLzlmpZn6qQQakSQESgOkYZ+ZbHHCPkncQWmvA6aDfDHw58KKwEt0/UHTBiXIbib2O7f/bbpmjDS+xPPEOqVQKZ25OOtaHm6tgeeKd2R6htQYcun0LyxPv0P0whLF01ijknI7spsVSICLFpkCsy1FOSfcRhYVy24kOG3ZCkzk2ciBtd36j2yK2eAxj6azDGcfPcl+2y1FlyDUAIxrI75CdGLkP8t9y4iEH4VwnFCI4z5wnOSi3w5Rb+g8awS+VSuFow0tHuZk81wz0Txuxie4wu/Mgw/kBZ2kwUJq/w8/ZgX6cXzfHIV1jdAhdC/lLQv8BGIeT3I9lsPrRhpeOcxmPF5mbJNfbhcysCXRnt0Q716gaKBJK6P7cc/ay2de4zWUpLX9yiTbHzcG3e38yv/NY5PxLl6eduyWRQl+twdl0ztrZf/byAUXR13aZeTmTpLBDUV2+N/ciV3LMy3VFZ7F0hMkSQ/lZWeLKQHMeCyxdlfMrMxYVRVEURVEqUWsWkIQP/LcrvDxK3nE03snEZ/DD932mmmi788bgcN5nyhBx8sP3fY7xAjNoq8G+r9zXnNgR8enXvIf7IsLT1/eXXQUltwwPN2Tmio2dMA+UCiF8Gm6XuFzIzCK01oCp9U3TrYwlDoQtsnMvcmaQLgff6cY8eiODeBDoRLztteMJPuebG5hPrm2ky6NaRbel/6Ap+3CbJrvcEYa5c5D+KHkH0+fTjtI/LhfdNEBpLaykmjA2uTyXmjtxqbnTbHMp+lBMmm9twlg6i7F0QQCMt71GKpUy83Zq4zE+PblrXE7ye+hmoIAhkYMy+3WJVKHnQ69MzS4zkuj44f78fO85kysjS1Hk4J5B4hSXGETOUsF422vjCAJg9h3bqUIRlr8DxUwZzpdt/WxfWjWf8ao/lu8FYErgOFhNpVLGIcgcKr5fdt2jeCkdhnR9cF4BZx20FK3cXEty0CvLIOVJ8y8XW0ryc+z9luudFwfbibTn7GXXroR0OQGF88W1kN88tZDnI7o1WZZIMvEZPN97zpSLkkvNnbiQmUW6MY+xdBa5Fzlcau5ER30M2fuZknMdxQLuFx31sRInTboxj9bcV5ha38S1UEEc43s5vXsrsw5XIJ2m3DYUzneic121UOwmbuez9qVVs83keY3nINshuB0oPpVbRlPuJq4HgDPPTJZfE2a6yffb+4osaZOCGP/l9Sv3Iufo1GfnWvH7+K8sZed+ZJ8fbReT17my1uuUoiiKoijK5yAfimbiMya/tdI4lGMQOW5nIy03kWg78yWrH+wOdm6svUni+d5zJQ1+3HC7H642CL0afo17uS8iPNlPuhPvx5FpaKxKcaN7wAs7KNceeHBntb9reHQB10L+QnnCSR/O3JyEL7qIUxuPzXt4490bGUTPgTozqHd7wn066Me3e39CLtHmCO+W5Uryxl52xOO0+KS6GthZq/FIxPF0m+UbMkjNjXsrs46ucCQcDuPtlasV806q3fHt5Tl0+xYS78eRbsw7SjgYrCwHdtdC/hKVmMstiS0ecx0k2a+5leHZB7V0c3x6ctf83w7S5rp5tlAQ6WT5i/0dHHQywJpk72dMODRFM+YD0f0x39rkEC9laSqddCNDQTMItgOiKVaMDAVNQLZXOWIu0WaWkQPU5Yl3yCXa0HOgzvww8FgG0FN0eraQNeWqUgimc6J9aRVPr/eZkkDpCqGDycZ2f8iW8dWUFPFztiAdb3uNxiMRAIVtTcedLP88c3MSP3zfZ8LkOU2WxY2ls45zFMPS+RMOh/FsIVvI7RL7z6mNx+Z80tJ/EL6TPvRGBhHdP4CjDS8dbjDCsPvci1xJy3u5LihIB2JdpuPh2ptkiQDI/ZZuNOn+tEOtPxe381ruRc7sR1zfbk9yKHDKMHEJBcW5D/Gaso3cqHRNYhminfWUe5HDo+Qdz1Lq4dGFkmPTPmfI0sByGVA8ZwBwHAcUn2QuHbv+BWKFDoA8frh/0glrl7GXY6es3oqiKIqi/POwk6IJ4O6ikt/BuAB538L7I7fqgmrELKB47+WmOZy5OekpPo2ls0ilUhWNAGQ3Yw1q7Ya8U3wR4YkrjiKLzE0i5QaQcjDqps5NrW+aJ7bViFl2CRcHfnI+OBiQThmWIZC3V66a99NhxBBme9476mOO1ul86sxB69srVx1Puul+kIGvdgttihX84XqlOyy01lBSn8nf3Q4sbqd7K7PG9fA5DoJ9zQlH0Dk7oXU/DJnOgly3XGccPPUcqHMIdhQQM/EZxBaP4e2Vq2Z90KXmllkiqWXARBGFbqXeyCDa08dLStMuZGYR3T9g9gVbOJk+n3YINBR7eg7UGSHGzpph2G8g1mUCr72QToUHgU5HRln70ip80UXjhpLllm6wS9qFzKzD3cAyMjpj6B4kPCb2nL2MC5lZx5OF53vPId2YR0v/QTxK3sHw6IJ5OuBVSifLJeW6I+nGfFUhg25/5z7C44PTYfg8a75lp0qGyfOzuUQbuh+GjIOR5zV2FZQwEyy01uAICOd3PN97DvOhV+a15Yl3eLaQxamNxyWdK3mc+E76PF05zN2iW43b8EJm1pR7dT8MOc6VsrMip8v9uNrAxUrwPCBFTzqdZDi2RAauz32IO4LSeV4L5NccxxyPnVqo5UZIXl/eXrlqhCaZ/eW2bbwEMZl9xu530f0DxgFqn/OBohAnS0P5eQpL3Lfdzv1Edlusxcn2a92sKIqiKIryz00g1oW5yGHEb7ejNfdVxffahNYakEqlSu7Jqx3vXmruhP9iAJn4DNbeJEvyksYnuhFve+0qPnHM154+XtI92CYTn3GMoQFUlblULTIiBNh5UdCLL5rxxLya4dEFzEUOOzMrPEru7DbRburf0+t9VdcrUlDh+++tzDpEL5nJIcN73QZgDHFmt6tKZRqAU2DjYIEuKfm33sggjja8RDgcLnF8eCFdHfZAzmtn5XKFw2GzTqoNj6125+fgiQKO7R6SZTSy0x1Ly/wXA7jU3GnskQBKArS9ltueDzuI3Wt7Hbp9Cxcys57Tm1rfRPvSaiHnJfTKOH24Db3WXy7R5qg1ZokW852i+weMs4YCC+edxw+PCTqh5j7E8fbKVZy5OWkGvw8Cnab7GYWgch3MiPz/o+Qd838GF3N+0o15DPRPG3fM9Pm0wy0mQ6Rji8fgiy7i2UIWRxtemjJDWZ4EFPa72OIxI4xIcYuCTroxj/nQK4eT6ev7y64nTHvbjqWzmFrfxNqbpClTG+ifNscYt8nU+qajFjyVSpkSQ//FAJYn3hmnjnQJcV+QFy83FxcH7sYVaWUmme6IW/Ofic8Yd4yXQC/dmUDRzZRLtCHe9toharNzIVBeWHITUqvBdhTy/zw/yZJGlqra5zVmGHH9Eru8FoDDAbcdoYyCVkd9rKKokm7MY2p9E4du3zI/FJ/O3Jx0iK4SumHd5s/tHENRjkIv4BRS5fWu2g6hQLG5AUuT3c4JEnt+bYFSURRFURSlGnZKNJla38Sh2Sn88H0fxtJZxxjgIp44/u+mD7jdL629SVY1f/9+5t/w9HofArEu/PB9n+s9XGitwVGCZ3/v873nKrrM3ZoGlcMWzrzuZ+1Yos95mOj2cLQSX1R4koMYtouvhOzyZQffur23EgwfliuaGU9yICxDnDnfDCOWPAh0mkwcDuZkGR07KvFvXG4uu8zbsHNq7q0Ugoy7H4ZwqbnThL4C7t25gGLWEeFgqlxXrPnWJpwOFsKKU6mUETNa+g9WXX7hxlzksHEkUATJJdrwbCHrKFWhS0cGKLNEbO1NEk+v9+HUxmNjYWTnAG4blt5xO8lyF7vj1IXMrOsJp1w3PDnIogtO5tJ8enIXp4N+7Dl72XQnlBkrXPdyu8tSmuj+AYTDYfiii+bvgViX6/FhOye4Hxy6fQu+kz7T6pOiGUt4ZMcwHgNu4pNcVnYHoygzPLqAS82dptMYuw1Kgdbu1PD2ylWzvc7cnMSes5cxPtFtSvbkYPxow0ucuTlpSj2BLaFJuK+e7z3nKCUrx7WQ3yEATp9PI3s/gzM3J02Z29PrfUilUmZ7nQ768Ye/z5sOix31MQRiXRif6DYuHYpgsuvXg0Cn2a/lvAPFnDQ6rehy8kUX0RsZNOtMbg/bOcl1VK6cS55fR4aCeHvlqhH95Ht8J31GyHITltqXVjEfeoVwOFzSfrYcsjyvpf+g+Z1Pp+R5iN8vHYTyfNSePg5fdNGU0Q70T5sLHLfNo+QdEwpPIbFc149yF2GWgrplLknoCpTsOXsZZ25Ooj19vORcwXXw48Y3Zj+Q5xnpKpQlk/OtTcYJxiYCuUSb6TYqz+c8x7h1BbWx89e8lrPc6ztZgqkoiqIoiuKF2/iV1Qj/9fS/ARQ6L/Oehg/ga/0OPvQtJz5dau40TiavXGlSrlqlNzK447EFdpdjVlNUcnK55adm4jMY6J/2/IyXrlANX0R4koNl3kiTSuIT25yXK61hTks1MBE+tNZgVpzvpA+pVMrRdh4oujzK7TzsctVzoA6J9+OmDEIurxzcJd6P1yTmsASIHcSkWMGBCOC9Y8lQWnv9cV1w+iwvIhwAbXfnYq6JLF9cnnhn2kpyvZzaeGxClsPhsOn25YsumvXLEhp2IGjpP4jQWoPpHibnkevKC6/lke4Czq8UadzcJmx9TuHn1MZjc7BzkMiSMXJq4zGGRxeQbswj8X7cDO5tEUC6nWR5ptx/7BI+O/BYCrx0mknRy8u5wJIf6XKK7h9wOM3O3JzE1PomxtJZM/CXgfe5RBt6I4NmPnoO1CF7P1OyPFzu3sggPj2568jwkkIc30MR0qynrQw5+xgYS2cdneN4Hsnez5gMpR++73NMi44VCjbyRM55TrwfR2zxmCOHiYLfz/kT5jWeNygKrL1JmjyuT0/umn2N64zB7Pay0yX39spV7Dl72dEJUcL3y9fP3Jw0Ima6Me/oHMdSPLfMM4qYcn+yoQAmS+K+3fuTOb/S3cqnNXTKsLQYKDibptY3Hecxli8+St4xbq1PT+4a8TPxfhzLE++M44j7oyxNdqu/t88ThNuBJWflMuDcxGnfSZ8RyiQyq01+txRq5XfLz/EzgViXo+MjH2RIhx7FNpbYMXjTDSlAyw6T5bDPEXIfUhRFURRF2S3cBJpArAsXMrO4t1Jo+kOTirnPyq95Ts/LiCE7QHshs5k4X9WMke33VBKdxtJZXGru3HZpXSDWhafX+4yGAsDxML0aeg7UOeJJOJZhFYZX065KfFHHUy3IPCgOSmR+jcTN6VSNNU2Gu8pcme6HIcd3cofh4BJwup9ksDOdOoRlEBwssVyQgoycBzfKKamcLr+b8+8Fn5R/XIliLnLYsTPz++XgjUG62w03YwmSY/5e5EwJXeL9OFr6D2J54h1ii8eQe5EzYW/zoVem1OvUxmPH/AFFpwCdVICzfbk9gJRUOkjszz1K3jH5SczZ4XaZPp9GLtHmcKHQDcVBIuebId+J9+MmHJz7yumgH4n340bMkAF3MoSd80/BjWKZvd3tAXLi/bjpCMhyw3KDx/nWJoc7C4DD/ULnzKcnd/Eg0Gm6Qp7aeFzSHe5BoLNQXie60dHxAxTLK+nykwP4uQ9xczGQA2yeQPk6UHBMXWouHpct/QfReCTieA0oCGi9kUEM9E/jxneTZl9PN+YdpZj2scfjbWQoiFQqZUSm6P4BnNp4bNyChN0Zed6S5w8prlFc/jl/wmxPuY8+33sOzxay2HP2ssNtw06KLPmM7h8w4gxQKCMen+g2zhlfdNG4CSkC25l1sjSwkuj0bCFbFJC2tu1c5LA5f3jlGslj9On1PhOWLbOe+C/Dz3sjg9jXnDAB4m6uL3kOjO4fMKWrPJd7hde7BfJLp6v9XfOtTSXOPreHE3I/loHz/L/8bmbJyXlg0wieh2XeGbvVeV0fftz4psQCTaGxmpsE+ZDDRjvaKYqiKIqy25S737CForkPcUd3cDcdwC1ypRaY37Tk+5t5zWt68sFnOBw2y1KNPsEqCnv8UguNRyKO+9vQWoPJp3WD94z230039h2KWvgiwhMHsHwCTtidqxzDowuILR7DQP+0Z36GpFIivRRbpMOJQsDzveeMGDLf2mQGX+Fw2DFYvJCZLRl8AM7Bhly26P4BI14wuykcDuNBoNPstG47g8wukUHlhAFnHNxyAMSBtJwuB/gd9TGHy0A+defO9Sh5x3RDchP2alFgZW4WRRnZRYkDrqfX+/DpyV1cyMyi50AdDt2+VRiEh16ZwbgsXeNAlevVMXDbclJUK5px2nR90eU0ls4a2yaVbrpHjHsg9Mq4rGzRREKhiB0D6Sg6tfEYvZFBzH2I497KrNl/47fbART2nfnQK4eyzN8pZnm5F2KLx7D2Jmm+69DtWzhzsyi2cLtIuB4pZACFfe7n/AnzN+Yc9UYGjVjo5QyMt71Gz4E6zIdemX2O+4HXkwwvmFHjiy6i+2EIY+mipfY+zmLP2csmD4wBy9x+tI4m3o+XZNsw6LtcNwqgeGHjcSHzyFiKKNdjS/9BnNp4bMQToHDeoYAl86RkR7u3V66aff3ZQrbQdfOkr5B99CJnXEE8pg/dvmWyjjhfvIBwn2QJqHQgUmBpX1rFnrOXzXqrppzqh+/7HJZm7re20+7HjW8cLh+gYIWW4j3FVIao89zbvrRqzm1zkcMYS2exPPHOtSOIfTGkOMv1QoehzfDogim9lPP0fO85TK1vlswrUDhX8fzPRgcSKdwwKNxGCmG8Vshyu+6HIdOxLxDrMg5VCs1uzlkeX243B16ik9dNRLmsP814UhRFURRlp3ATWRg7UC1zH+JIpVLoSP5S8jcpOtXyAE2OM4DCvSE/X268MDIUNH//4fs+hMPhkml58cP3fab0b7tNvuQYhdNhfqrELbpH3ovbD8M/ly8iPNlPsauBQhAAkxED7OzTVraupxDAgb89gGY2kJ3/YWd9yNBowClCJd6PmwG6FLBOB/1IpVJmI8sdjIHSdEFwelLQyN7PmJImiR0+S+ga8J304du9PwEodvDisgIFF4a01W0HL4ea3A+4TKlUCqeDfvycP1EoCUu0OdTstTdJE0jN+ZRii3RntC+t4un1Pjy93ofuhyHX0hlbNJTvYSkYSaVSiLe9hu+kzwgCnO+RoaDZD+yDeSydNdtNdhxkqdvyxDvj4OHAkoP3i3hiBv/LE+8c2UISDjDd3EuPkndwOujHmZuTjoGoFP/al1YdJWNk+nzadKR7lLzjEArpsuHx2XOgDvG21479RIoi/Pfp9T7HwF+Ko1zvXvBvb69cxdqbpCMPKd2YN0Lofz5ZNllb5HTQb4S2P/x9HmtvkkZISKVSuBbyG7dVz4E6sy96XezksSWPVzqpZKlXaK3BM09peHQB7enjJr9Nlo/9nD/hcC89vd5nPvf0eh+m1jcd83Et5DfH9kD/dIkbhtuBUPCiczKXaMP4RDem1jcd69qNt1eu4tDtW44LbmitAT9ufON48iP3mXRj3mRutS+tmv2SF1aG4dvlavbFjsetzIhzez/L1OQ68CrrluvRdqWxy6MMfLePtXLOMAD4w9/nS17jhV5mPAFwiNfy/EenqswNswVa29EkH1ZsB7n9JCo6KYqiKIqyk7iZS66F/GXjbiQmsmFLdKIDn+QSbabTdC35Sg8CxS7zNCOEw2Fzny81Ckkg1mUCxm98N4kfvu/Dg0BnVcaNv/5LO3Ivcjh0+1ZFg04lOI4fGQqaWCCJ7DBP5DrnWLEcX99frnp+vojwxFyO7ZRsMcuoPX0cQOW6SFKtI8fOkAEKg4IHgc6SzmuVOgCxjbkMieYOM/chjp4DdZ6hZ8zNYFaOxGugy795dTTijiM//3Elin3NCUyfT2Muctg8RQeKgoJcvmpzQCR0WrCESM6rVFHnW5swtb5pSth6I4MmA4eK8tGGlyaDi9jr/kJmtmT7MBvKDYqGdhj2o+QdTK1vmqBvI1KJ1vI84Uytb3o6CGTpG7en6WC25XrqqI8Zl4VbJktvZNCUlHEevTqauUHHCLOnJAxA53y6uUdGhoL4OX+ipEufHMj6LwbM7wzYBwrHlJtLLt72GiNDQTxK3jHCED8nXWxAYT9noDQAc5K/tzKLxiMRE14ta6xZ0/2fT5bRGxk0TxYO3b5lHEo3vps0Yi9FW4lXyV8l7PLa7oehkvNF4v24w+HCz7gJFywRGxkKOsSZ8Ylu4wgs9xRo7U0Sl5oLbkpmwVF8m1rfhO+kz3EuMflQ6eOYWt/E873nHPOVe5EzQtSes5fRvrSKC5lZI5rb88KOekDReZSJz5hzQG9kEO3p4+YYu5CZLVlnQFHk4vmC+3I5sYfHmIT5Xnb4IuA8p/ZGBs38lusgmEqlSro42tvbtizbXemksAiUOg+lK5EPJeji8xJp6aIFio0rOB+1CEb2vCmKoiiKomwHN2HCHs/WIgbJuA1O69u9P2Ffc8LkIk2tb2JqfdNUQbBJWa2h3mxAxNgVoOBIYoasW4YyUHBw+aKLuPHdpDGecN4r0Z4+jj/8fR6HZqdMbvB2OsjJPCbOq9v4jPEsckxUSWySf6+lCmrXhSe5s819iJe0hC+HrfLJG2GvDVdLEJcM3XJDDiwq3YTbJVAyVJwqaSDWVRKE/mwh6yjJeBDodOxc3KEpYMhSM067Vj6uRI3Lia3EAafC2dJ/sOqBir0t5I5rO6lii8eKmUAvcqakjvB9h27fQjgcxqHbt0w5kC2gyPfbg772pVX0RgY9l0N2Ncu9yGF4dAHPFrKmyxmFEb7PTYBzK2UBip0YJRQdmNPCQbBbTsvHlSgCsS6kG/OFdvMnfRUD3GoZVFJoGhkKFrKWrPXKUin+zjJAlk9xOZ9e7zNCIt87H3rlekx11MfMOmQYO0WVsXTWBGhzoHy04SWeXu9z1EWvvUmaY1buqxRejcgbOYyO5C/GDSVPjqeDftxbmTXbodyTlGouTrYjhOcJlrHJCyOdcvLHS9hdnnhn/vb2ylVcyMzizM1J4xxi+ZYULHneo0jPEj0Ajq6gFF15LrHPIU+v95UEmPtO+oxozulPn08b1xSX53TQb0Qqzr8Umvc1J8w6dxNuZTYZmx5sBx5b5Wrqc4k2k71m77NexxvnbWp9s+JFmZ//67+0G1ebjVujAM4bX+uoj+FayI+jDS8dnet4M8XlDK01oPFIxAju8hxUq0tJum3d0HBxRVEURVG2SzWd6L2wm/8cbXiJQH7NOMMz8Rm0p4+j50CdyZ7dbpd2ilXPFrL44fs+/PB9n3EwXcjMOho2kUx8Bv9+5t8cVQB88F3JwdVRHzNiE+CMJqlVNBseXSiplnELOufDRlYL8LMUowKxLry9ctXRVEj+W4sWsevC08eVqAmEZdkO4F5uVQmZzO7VoagWvOxrDA/mCqX4UAuyCxoHEXRg+KKLiLe9Ni4eClMsp5GOEH7+7ZWrxpEj1dVwOFxWPbXXkXnKn/wFHfUx1wHZ2ytXkXg/junzaUyfT3sOPsbS2ZLvluUj8gChCCDhwUTk4IjlOLkXucIANfTKs/SnHG4D+1yiDf6LATxK3sGZm5N4er3PsT8GYl3Yc/ayESd80UXkXuTMCcR2O7hBayIPWlmeJ7smZhoaXcUDZtnYrpNqmT6f9lxfnPep9U1HCZdEnhjp3uBrdKrF216bTo5AYb+xtymXk+uX+WE8EdJ1lng/jp/zJ4wT695KQWhhXXTjkQgaj0Tgvxgwx5F98g6tNZj19+PGN+hI/mLeQwHo3spsSXexz8GeRvfDkDlPsZkA183U+qZZfrr8KjHf2oQ9Zy8bkXY+9AoD/dOe+x/zr04H/QUnYPq4w4Emg7YDsS6Ew+GSkljpFGR2WvvSKhqPRIzt2e2pCV12UkymCPwg0Om4QHH5OW07DF+ee93+br9P/p+CEsX/jvoYftz4xlFbz+YGAEyzA9vtWY5Kx79cJ76TPiOgc/llOab9fsDZSIDXKToQuU8fun3LlIozB4Hl4i39B0vq+yshbyQobHrdqO10G2BFURRFUf65kOOfShnNEnkPkonP4NTGY/OgTsaYcLz1fO85x2e2E9otXUtAQUh6EHB/qMjXfvi+MMZqTx9HKpXCvZXZit/jvxjA0+t9+Ou/FHJ+2RisFvh+PqiX95/2uiP2PSPv8am3sIqG80SxqtYmZF+sq50vuojne88Zt4WcSbccCjdHlLxRl+2ky1HOHeQleEmXTjUhu164bQiWJ/G7ObCW4bW9kUHsOXvZDPhji8fwbCGLQ7dvIXs/Y+aR60OWOdmDGem6kssGbGU75dccZSHS4TL3IY5MQ6NraQf/vzzxztE2Xh6AnCbL4KTgdjroNwNxWyChyMYyMQ7evMoU3SjnEPJFF/Hpyd1CWc1JHxqPRPAoeQepVMqUNdkDS5b7sV7X3i944HF9y33aa/t0JH/BXy62mP/PRQ4j3ZjHpebOkjBj5lZVS3T/gOf6al9axfO958pOT4pFhF3CuL1kkH3jkYjJJZLQ0cWT0/T5tMk4Y/e7T0/umjwZ5mGlG/P49OSuOfGODAULeV3p48i9yFUM21ueeIcfN74xpaTM1qq15KgcbhfI9qVVZOIzZuDO/fvQ7Vs1bT+J76QP4xPdyCXaTBc4ZgHZNeys1T50+5bJCOJ2pCgsBaB422vsOXvZuJ8YQG/jZc9lDlylMuQLmVnjsAzEutAbGTSOKfmZqfVNc+zIAHdZDjx9Pm3KguXTHHnxYzA+Q9xt6L4dGQqagH63eXfraFduOcvB0llCQUm6C/mvPH/xom+L49dCfnMdaek/aDoDUnysdn+nqCevV8zQKuf6UhRFURRF2Q77mhOYixz+7Onw3oX3jHYXdACOSJFMfMY1YqQSn57cxX89/W/zf1Yw2eM1vnbju0lTZucViePG+EQ3ztycRHv6ON529tQU+0HcunLL1+gKo6jFe3mbjuQvCMS6Su4FOf7bjovsiwlPQOGJbc+BupJudm6ZGm5uJA4e2RGsGuRKBYo7YrlW1OxY1r60ajI15Mpl+3LzHR5OFHYbk8GxLB+ab20yDpozNydN0O6FzKzp/vb2ylXHe1geQ5jeDzjVTQkHICVZNluCE505/Dtzc7hTepUtcids6T/oWL9yUCIHUAwG57rojQw63DFSyNlz9nLhab7Ilcm9yHlmNlXL2ytXzfz0RgYd3cRoxcy9yGGgf9qUPMqDjZkpXgM5WQLGnBm+l0Ipy+z2NSfwl4st+Pr+srGHPkreMSKj+c6tDmYAjChWifal1RKnlz1YfLaQNfubnWUGOIU7U2615bY4tfEYPQfqHA4SCpSkoz5myphs0VKKyuzqJ0U7vofC4OmgH+FwGNdCfsQWj8F30oe1N0kTom3mwSobozCzrzkBX3SxmCt1pRj2vN1uEYQnapYP8wT99Hqf42LEcjmg4FSppkMnmT6fxr7mhLHe8liRNdtcbq5Dik4s8ZQuI6C43L7oInwnfQ6hjLBcVYrXcn1ReFueeFfWjed2vHQkfzH7i9zuvpM+092O+xAviMOjC+Z8zCdZ0f0D5mlOLtFmrgvcx9iF0BddNKWP/OE+x2Na7u/c57db6idh2SXni+cC+1whv9fNrch5lDloPIdxGhRuK5Xmynmzrw0ULst9fiebfCiKoiiK8s+HfOBVS06QRDYj4zTH0lmjNSTejzvGm8OjCxif6K75e+6tzOLUxmNHYx23YHGOjVipUc132fdU4xPdCK014FrIj47kL5/VKEYi7xnlmBwo3MtzHMX54TaRGdDy4TXvNWsJQN914Yk3yeyM5bbypEBRTtmzu8RVgiKVvAmXwg1bbEu1j5/hwIZ/k/NNNw5QUDXdyi5YmkXBRWYNnbk5ienzaTQeieDGd4VSr+z9jBmgRPcPmEEyE/jtIGTpYOLAPBOfKbEPciejEMFBF9cD3QTzoVdm/fOJuVvYramdFWIEUBRWuIwU7ijSMUiY75HCFdvNyzwZoJA1w1bmn57c/exBoNvnOcBjdpHvpA9Pr/cZhwbnie4CLpecX6CwDzNzhfvLyFAQLf0H0XgkYgbZHclfjOhUV1dnSlFpYwRgyqRyL3LI3s+4qs3lCMS60NJ/0FOoyyXajAji1p3RDQ7S2ZJ+an0Tb69cLQlsBopuKZ6IKBBMrW+WCANsPCDfy/IhLocXPQfq0P0wVHLCtnO/Avk1ExhOKJq4hflXQyY+g7nIYSMsU1AEnKIB95FTG48d+0u1ttT2pVVkGhrxcSVqOu4BxfJboChApBvzmA+9coTWS3ojg0Z8tfn05K7r6zx/UKiRFxd5k1DJzUUnmFvbVl5c6Q7jeYg3DcOjC1ieeGe2NcWv6P4Bc/6xcwOly4vri5+RP18K2ejBPl4oSEuk+FwuS44Mjy6UPBxx+6xEnsNziTZ0PwzV5PCtpYuJoiiKoigKUBBn5iKHS+7DahWfvKpxroX8jntCdrpj5YZX3EElQmsNSKVSaDwSMVnJUnxixcrpoN/1fs8L2SiJSAfSTsQLeTE8uuBoZMMfO0MUgBnH870c59fiytp14Yn2f5bhVBMs7hbMLKFTx20jUFiRsMQHcNrPOHCRT77pRgKcN/bStfRsIYu3V66Wfcr/6cldnA76HYP6lv6DpiOVHKieuTlpBg0M6u2NDOLeyqyZl+j+ASxPvEM4HDbiEv/9OX8CZ25OIhwOozcyiH3NCYdqKQUrfi8FFOY8fXpy15S4yVBZrmPuiMsT74woxhI6CgV8jduM65XCEndkL+iM4oDarqfdDl45R5yXQ7dvGeFgan0T0+fTiLe9dmRSyfpaO/vo7ZWr5sCTuTYAHA4NoOgyoehEl4l0LlzIzJpugO3p4yYkuRYoHLqFtgNOAZfrvNJAVV4cuh+G0HOgziHk8GLRUR8z+4rs7ChL++S+b08bKOw77GjHYyGVSmEsnTWC2emg37hEpPNHilVcJp4rZAdH2ntly/py8ARMcZGh6rkXOfO93E4M9aYN997KrBGyKS7bx4sN3zc8umDCEpl/JZFiUGitwThKue9KcYbhiG+vXDWlaABMy1Y3pMjD7+D6kI5A243HroO2OMvzHEsE5U/70qpnh0W3cjDAGcLtdoGXLigJ14mXg/FzyzHdtqvXuY/HDM+XMryx2twpN7uzV34W/yavhb7oIqbPp/F87znPaUhyibZtP51UFEVRFOWfB/t+4UGg0xG8DWy/AoGRChxLlRN7YovHEFs8hnA4jKMNLzHQP13z99nfIe+lTm08RuORSFVZTl7TJrzf/rgS3THHk/wejp/sqi4i79n5GVkBUWu2E/kipXbP955D98OQaQ9eDW7ik1xAqchJ19LIUBBHG146nnTLNHt2BZL5GrTi5RJtOB30O26y5Yq24UDaTdyQIVxcB3Qd0R2UbswXQsy3ukQBhQOPg1p25JKdsk4H/aZM59lC1ixzz4E6nLk5iUCsCxfxxOH64CBLlkax3vNow0sABTfEqY3HOLXx2OxsFGPsAZM9SOX0pUjlvxgw65zbUrotWOIhRZC3V67i05O7ZvDpO+nDhcwsTgf9rgPjasK2y7mkqNZOrW+a8kZ2pJP7GkWDqfVNRzjz9Pl0Sa4R3W2+6CL8FwMOBxr3ueCNbiM6AXB1KvB7Kx0zDF+WVDrGHOWDwlXlJYI4SqG2nF5eZaprb5KOEjPZyY51zkCpoAHAhGCvvUmaY2u+tcmE6jOgmtu9+2EIU+ubJS6N0FqDa8knM7R4AWSQoQw09Kpz5oXm0O1bRlCk25HnHrqnGD7PpyGEjk/55AAollPKeeb76IaLLR4z61KWPEphiUKQvLBSSJD787OFrHl6Eoh1eTreZKdAmZVU7uaAy0AB3b4olSsBC8S6MD7R7ShL47rgD51KdhtdYl83vLqHVCqb/Vxk213OoxSw6baV1yZmnPVGBnE66DfZaIDzGsPjUe6n8mmVmzhnH6+8dsqnWyNDQcf5Uh5X9jVwN5++KYqiKIryj83poN+RgbudLnfDowumQoJOJvngleMK3vdzTAkUxiV/+Pu857QrYd9XsWvz53Trc4MN1bYj8pSj3LiP8P7Qdj7x/tQe51RD3ebm5mblt22fv/6rD2+vXMWes5eRvZ8xAyn5pH554l2hFC30Cj0H6lwzSzig6H4YcrgcCF9zy6wA4Nho9mCXg7dcos3MixywSMFGfvfbK1dNScSZm5NVdzrihp5a3zSik+w8BRTcTAxhlixPvDOfp1ocb3uN0FoDLjV3Ys/Zy/j05C5+zp8w68oeZEnh4FJzJ3ojg468FB60HOjmXuQcy2YP6uXyMPycril74GoLT0DRdWBPl3bFnchZKceDQKcph+O+ebThJX7OnwBQOBmmG/OILR4zndy4z9DpYi8b92G6w6h+j6WzZr+R30koOOxrTuDHjW9cu/IRipLyu2vBFpC8Sta4rezldqM19xXO3Jw0+wFQPN6kyOh1jAJwdA80pZsvcnh6vc9YWuWTkjM3J0tqqOWyTK1vmjB5eY7wRReN/ZYE8mtYe5PEku9vroH89ndMrW+aY4PTDa01eH6WYg//BQoXldBaAzrqY0a84raR5x4A5txE19XzvefMvtWa+8p1Pi9kZs3nZEe8Sm4aKXrz4iLFZa/389j3CuyWTJ9PY+5DHGPprPm83Md4PALeXUgJz6EUonhs2dlhnJbbsWVcnC9yjn1G/q1WuO6lQCaXcV9zAvHb7Wb5eb6R+5GdvSW3BQDHviKvhfK8Wuu80w1on9/I9Pk0/s//DtQ0TUX5Ryd4o9uc3yt1aJLNRRRFUf5RCd5w3qNzLCTzdsm+5kTVjuqO+liJ0MNIECk88TvlfRHvm6qtfKiEW4fyz5nWx5Wo6/hwJ+G1So4/3LANOby3luO6auWkXXc8PQgUBBQ6AFpzX5msF1m+RrgDUk3je/ikmyVzEuYolYODDzpagKKwsjzxDsOjC3i+95xp7S7rP2Xgq6xpPHT7Fi5kCm3fa+lYxfI0DgDdSg8P3b5lXAM2FDNYisbQYfnZow0vzRN3KbqxNIhQXGEQOsub5HK7CWrSuSB/X3uTRHT/QImwwEEj152b8GDKl7b+dubmZElntkrqbC1wWmduTjpOXCNDQeMqO9rwEpeaO7E88Q4XMrOO7cEMMC91m9279py9XBK+zvJKdgSjK+HbvT+hoz6G+O32ivNOt0Q1OS5uSPWcYiPdeNwGb69cRSDWhed7z5Xko9lk4jPmWKBjbu5D3DQO4DFtq/YyUy0cDuN00G/ce9Pn05g+n8anJ3eRSqUcHc4AmNJVCZdlvrXJiE508vF1Hvs/bnyDQH7NlN5lGhrReCRiHCrllPxArMvhVpTT5f/t9cPQbP4LFAP95Pplnpbt6lueeGc+74sumuMXcJamMjieJXC8WPUcqDPn0EoB1OFw2GR1PUrewUD/dIk1GiiWMkv7MZeFJb1utC8VmiXsa06YDLzuhyFzPuYFUdqA7SYUNjK/DihmiAHOwPHE+3FHGVlL/0HjKpo+n0b2fsasW+NM21oW6QTyKuWVyO/lurE7jPDaIkuugeL1UH4n3Uq8DgBF27MUx9zOz9UiwyNtUX0nz8GK8o8GnYTMASz3U1dXV/Kz+ufjjt9X/3wcwRvd+OOfMvj6/jJW/3wcf/1XH1b/fBx//FMGf/xTpvJMbfH1/WX88U8Z1NXVIXijG8Eb3SarTTPbFEX5UlwL+XFvZXbHXDyMmJFuJ8DporoW8iOXaDNNtPja51JtXtS+5oRrRYXb+/gvu8oB3g7+z0E22fLiQaDT4Y6nW3954l0xJ7qGe8xddzyt/vm44wl9bPGYI4iLJWfLE++M+imfsvPJOQfC8ikwsZ8Gu5UFAHC4NmjvW/L9zbh+pBOBauy9lVnTnUvOo72S2TKdPAh0unYhs59CP0rewb2VWaO6ymWTT7/NsoZemXbqw6ML6H4YwoNAJ5Z8fytxPJy5OYmeA3WYb20yBxe3gyx54oEpnWhynVVbkvIg0Il42+uSgaF0Nslt49Z5rdIT+u26DiRvr1zFqY3Hju93cxHY88Btz3XCf7mPTq1v4un1PpwO+k2ulY2XQ+ntlau4j7OYixxGOBzGhcxsybK29B808zx9Pg3/xUBZl53XviqXFyjeKNvrIRwO48zNSVP+mL2fMU8Q+K9d1icdLzLbSrqebAeKfB+XyQ7i9l8MOFxNspucm/DHZaKbjRxteOk4TuVxeB9n8XElasQL2w3mJULZriT5JIW/s+Ty0O1bDhGBooTbfMkmBvb0Jdx2POew1FP+TYonsiFAuSccnF7uRQ49B+o890vbOcfldptHezl4vHckf8Fc5LB5H8Ux6ZqSx185uF+6Hc/SoSjXh3S7yvUjHYn2MlYLXV3Ea/+S30nkkz95nAJwPC2UyyQduV7Hfzls56m9LDx/tfQfRNP/emV/XFH+qfnrvxYdpV7n8HK4Cbu8Z+M1ktfk9vRx+KKLVT1p/vr+sjnH8txApAMg3ZjHt3t/AlDMQpRPuL/d+xN+3PjGcS2X7k15DZXI8x0HVnORw47XF34o5q1Ih4SXc0wdY4ry+8B2PBGeKzgW3g7yvCMFFJlvuhPY7irpyGe3csDd7STPYYH8WiGTauu+1+3cyPfJ8flOLYcb9v1lOXjP/h9nW5C9nzEaTbX3g7sqPH19f9lcoMLhsCmd4VNiWeJFIYgla+WeqvJizptgYMstE3rlcCAAzvIeuil4weWOfqm5Ez/nT5SEQHc/DBnBhuJUtWJIuTIxClpSUKIg9yh5B88Wso5SH1sMsjsYcbAy0D9thA8OcOdDr/D0ep8pR5LTtDNnADjKPtwGRixDsQWP9qVVhMNhNB6JOEoXy/F87zkTxMzpTZ9Pl5RmyXU7fT5tBsu22FcJWUbDdWEP9ModfPbNGget3GbxttclYpoUizgP9jLJUkW5/ex5l0IBs6nKCU8sT5MCpJwvu/zRnmfuwwAcy13yPVslX3Zp6PLEO1wL+R0ikd3Z0i6PAmBEPJ4H6LKhkMuBvNeJWG5DmbPD9cB5dis/bc19hSXf38z8cH7dygvlMeEWvsyyWPucx0G7XAe2AGSXS7m9xv3/QaDTCIRAQdzyKkeWy24LM/Y+yeNZNhvgercFLbsjh3x44HU8uR0bbqW4PK8/33vOU3iigCf3L4rC8tzptqw2dtaWPJfxXCnP3V7LQGTJml0KCJS/obAt5xS8KJDxYYosK+T8bOf8CDivDfb57FrI7yjp2+XnVoryu4PCk7xXccPrAZv90EWevx4l75g4BT7cCsS6HIKNF3/8U8Z0rrTL3pkF6DbwY9nvWDpr7p3kOcCGQrjbQyr7fovIcg+J27nbxi1nhOdCnhvdylYAmIGfXXIPlA4e7XPxwg/TDpfYx5Wo6VgMFB1kKo4pirfwtK85USK+1ArFGgo6ABzGgExDo3mvfVzzvqyW8j4Jy/o4jUB+zfyN8TWZ+Iw5x/zlYovjvPHjxjclY3C+r6+vzxGVsZvQAFQtsSvzRhjj+bua6xDwBYSnuchhM6DmwJwD2lMbjx0XprU3STM4lE/m5e/yCZIcSEkHj20Zo1OJodV0Tsgcjan1TZMvxb9x4Fgpr8S+wci9yOEPf5/Hje+cpS/8W8+BuhIRge6S9vRxs/HpgLLbmEu3jYQCCADjPKLrA0CJ0wwoXqA5zW/3/oRAfq2ki9VYOmsGipUcSeUytuxtI4Uxbne3zz5K3jHih5s7oRpB0C28mfDkIzNw7M/ZAoPcL7j/2PNSzrUkpy3da25OOQpytZwY7O3uti68bnop0tIFBBSPiQeBTiOSHrp9y+ThnNp4jOd7zxnhQzoM7Sw1IstMuS7pEHq2kEUqlXJkPoXDYSz5/lZ2uXlz+Sh5B/9+5t9w47tJU4bG7CkKAFIY4XJQ+JV/dxNiuT9LgUnmPPHz8vxnLzfXiRQRKQraeXZebj+W41XKmLO3CYVfisW2o9MWWgHnPm/f8FOQKueYcYMCKcV2L6FNute4TxEp4lQSvGs5hiTSAcuLLQcuEnu/kNBRQL7d+1PZmy75JM92v8oSav5tu8sGlApPbttOnr9UeFKUUv76r74SgcZG3ifZIpAU0QGUuEFlRiSfmlcSN6TbyXaW01HMc7CNzFuV4j/PbzLXUJbN2PesXA67tMZ+iMrXeM/nJoADpeI7sbP9pDDP5eA8ye9k1iDdtvaDAQ4wOX/2uV9eo+zvk2MZzhNQKO2XTg1em5cn3iF2pRB6LAey9vqy4XXEzSFmD3j5mqJ8CVb/fNz1AW66Me/IKt0OUvCxs4rp3gTcnUiXmjtxb2W25JipJELJvFagaACxKzw6kr/gIp7gPs46psvzJc8BclkIl2mnw8q9qMb1xIfo91ZmS4T8au8Hv4jwxBI7oCDAcOAqB2i8cfZyyrg99eD7OGDiirA/Px96ZQaUABxP8TkwBGAcFvw8L7LSAihFKvupv+2yaDwSgf9iIXyV4orvpA8t/QfNoE+uE+laAOD4TqA4oJEXWQ5OOSBnuR1DsEeGgiVOLzlgdHty5SZqAU6nmXwS5eaYke4WN1eLvCmhWCHdToBTYKNLRAoYjm1cpiREvgaUXrhliaXsQmcLnHSAsBOgfI8tKHkhxbJayhi3ExBMx0O188b5AwoOPJZVyZMr9wHuw72RQVfRzV5OAI7tKJE3hnLftMOTgfLuEPtvFK/k8S5v7vgUlyURAIyQ5jvpM4q+29NU+eSWZYlAUeSTT2/9FwOOsHUAjvOdXK+A97au9ASdeLmd3Fw7dFrK9S0dZva0ZNmY11Nkr/263D789spV/Jw/4Sl4cD6kGA/A8bTFTaSXlDtfyX3T631ch2wyYD8AkKV5HKi4hYrb82OHzVeC+40UOuWAxQsvId5tOas9J6nwpChO/vqvPkfTBDdkrIKb2GRjO0Fji8dwOljISKnmKXNdXZ3n+View8o5iOU9ojy/cYAnHy7KByvSDUDhyW7wQ9ya0gAwD+WkO/5ayO9wJtvXBFtgsscF9sNqKZ7JB83yoR/vXdyqD+imlw+WuZ3dSt65fLzmcZ+x12c1zWPsBxxuD6vt0nruSyW5pQ2NRlBzi8ngNreFO4m9H3ckf3GUDdn77Nf3l0scY8o/FnV1da7nF1mp8zniE48bGe0jGwh5CUkD/dP4zyfLrn+r1QFli+9uTioZAwLAVey3S/bkvfavXW5HcV2O0/hw4A//X+VO88AuC0+rfy6UR/ycPwH/xYBxFMkMEDnQlC0D7cGDPZCRn197kzSDJ9vxJIUKDqgowsh5YSmgtDJzIMinV0BReGKplswkkSd1mUfCEzXFJgpNp4N+hyPDd9JXMrDiBZHfLS+ecuBMeHFhjhHXG4UYrmduF/tCBMAhDtifZyc+ebGSNyVy/uwcJLuEzkvgkhdlbjs5yJLTkPNAxwodN3zdXj45MJaiEgeTdJ/JfCw7M4juKLkuaqmP3W43OrfBYyVHTC25WFSz95y97AjtpjAib1bk00kJn1S6lezI41Z+1haMKELUMhh3EzgpzNqd0aQbhU98bccQc7foAJTHG+dLZlm4lW3KpyDEFk7dysu8hBtZYlcrtmDM0kKeO0lr7itzjpTz9ih5x3W7uN3kE3ler0ZojV2ZNze9XseuHCDY2UmVRCdil1jKp2P8fulCK5fZ59W50AvOZ7l15Vbm7JVBV60obbuVvD4jhbhyqPCkKKX89V99ZY8vnufLleiytGIsnS0RXOiEoVOyljI7N3iv51XKwZgJO9sSKC2rA1BWeJKuBOmGtj9nl0zLiAdZ3u32sMp2lXLZ7AcTsumDvH+Q0+DDNaD0XCuvVXwNKL0nk3/n3+TDN7cMWjl/1d4n2tUZQKkodLThpRmD2PMqpyOXR3bSJXRxX8jMVrwf8aoYkF0fuR55TedAu1JXSIksmeSx0VEfc5RZATAD+I7kLyUPzso5j+1pyJIopTJepXZAafbwdpCRHkDp2Nl+WOzWSc9mJzrT2dOy7/+qGeOwmQyrQHZbfAK87ydp8gFKO3JXKzz9j52ZVXcKF4x36F1aBYaKF4qWRBsQLdywR/cPYG5rJXJDjAwFERVPgezBxINAJ6ZeFMvY/AgglUpt7XgDjicFw6OFHTEQi+NMf6Hjlp1FIwOReyNBhLdyh3JnL8N30ucowQMKzqh0/0Fg68nThcyswwUDFJwT861NZpkSW9/xKHkHuZuTuHDShwcA/v3Mv+GH7/uAv8/jLYobvdgBqTgIKXRoKj7dycSDZl0ChYtB9n6mkMNx+xaeX7kKYLFwo7N/ANg68AriyjGkUoPoFjsXL8rP957DNctGx4tZ9n4GPUOLjvfLUjhpfZ5vLdzosDvWCNiRb9GxbgB3EYrb3bW8aOs77IsyHWqPgJKLId/Hk1FL/0EgunXhzcxiOQNH167h0QW0DwWRazwI39b7L0zM4m3Qj7kVmCdbQPUCEgeq1T7Fcstxkhf64dEFoIILphZxy4gN1rr7OX8Cp/oPIoeiI+Row0vcW5l1iIKy09ramyTC4TB80VTxZivK923dWJp9qHgDmU7kcejhLYxUPddFkbL74Tu0L5WWxdrij/x7+1AQjxrulAy4ny1kMZcaBJK/YCRSWOaWRNvWOijexEa3lju6f8BxvAIwN8Ty+xPvx5FLDBiBoV0I2OUuvHzPdkQnuZ6GR4vrxL6IZeIzGLAcnQBvYF/CJt2YB2Spc/IXk+vH871v6/OhtfJ24Zb+gyVlaxK3c4Q8R6UTxSfFXlCYl4OXfc0JfLv1948rUTMolJfQ00E/IIQnHoPyHFjtzUDh3F7YDlI4k6Vy8uFDOlEcFLmVSFdD+9IqAmt+ZJYK5+rh/AkcbXiJFqvJAlC8Xsr9UlGU6rGPG5nxB5Q+WLDfz/PJ2ytXgYUsnl7vQ2pLJPhx45tC91uXXKJaMeeFMmL5qY3HJW4hXqvlNY33pfJ3gB2pgdBKFNh6f2H54hgZWjTXI3v6QPG+v31pFfNWRYIv6mwznngfA2KFc2PC5UEnr8PR/cXvKbxnHIn3hd/nPjSYZQvFugAUzvncPnI7/bjxDRLCZdUurkVGWIoWH5jI86xXXIb8O+8rjybvlNyPuTHf2oSWrfv84rIXRahArAvIxxBvewxfqrAvVXN+L+R/zToefPhO+nABolGP9RkpaLnt5+1Lq1sNlaLFeUPxevhxJboleFaf/ZNLtBX2MXB9ZzF9Hg73lhTQWOLYMerMF5UU57dYIsoqkjP9LQAKTp6dOBa9+Fxh6+v7y47csd+iUNaR/MVsu219vj4GoFTM5t86Rp05TrIk9XPzpcphC1eFe7wQfFY2qhssAWRFxbOFbEErAJCKl4pPbk1wtoPbA04bXi94PGUw49ASKrGrjidajmWIta1KyicMdoc1wCluyKf9zAU5HfSbjlsUf6QaF1s8VlJzLUvMroX8GOifdpS4MfCaae3SQivLioBiXTcAzzBxwFmuBTgzn55e7zOvsTMcgJLBjHy6w3VBZwpLhejk4hMcu8SIA2FmGdlPIACYDnv8TjqegGLZkN1pkBlQz/eeM91WeKHlkyr7yR3hugVKw3zlDZpdokWqCQ6WF0LpKpMZPnJbAnAEvFM4ocWdbjLbvlzp6Y98elTuoi/3FzenBd/jlX/wOcjsBCIFRZlLxGwnt/fJEHi5X3J7yQBxt6eBcv/3eiLSUR/D0YaXRjBzC77nMnGaXO/yvXbWFuHxKDv5yONBiuIUoaVDzi5V5HlOdiZiFog85gD3skX5eq3Yx7p9odrXnMB/nG1xNCEgj5J3TCafnfEkt4u0FfOivh28AsRlSQTfxycuclvI3C3A2eFNbms7eJbnRm4Te7+wj287L6Xai74s7bVr5e2SUK/OjQAcZRnyGHJD7l/2dVVSS0ZXtU+4FOWfBYaLS9xyNr2cyjz+OpK/oGXhB/N6KpUy11y6j6vO1HAptZPfVc5tYLuH7NJi+75dngPtPDs6RTjoJ1Iksl1JfBhql6Jzvt1ynuz7U7uxg5sz1i3zCYB5mu+GW7ki/y+R1037Hsd+r13GV6s7Xrp4pWPLdqoDqLp0X3ZOraY02y4xlO/jOqODulLn2Gra3ZdrNAOUNlSxHdrSwW6vE3mfKEtk3Rxcu4Esu6rFAUb+42yL4/8cm9E5uRNUkzEnH0juNPY5ys3N6BUwbneq+1zKOejoEKoEY0KoCVBwAmAqpLL3MyUPLndq/VYzPpV52LyP/E04nnIvcsD9TGGAueUaKlpeC+9JN+bxXJyAgMJKp0Jpw8GD76QPqaVVLPm6gInCwLz7trMMpuDEOYdnC0nAuhegCJI5UIfWnNMyegEATvrQ3n8Q3VsnlylsXTDSx83J69HWkwiKX+XCfTkopj2VtKeP41Ow0FFk+kgE8f1Fx1YgFndY2dKJPHzRoHFJDOdP4OiTu8b2eubmJBAZRCY+g+XWJoxsOT94kY3uH8AICgfa0+t9heXcQtoQ3U70Jhh6fxuyGC/JNpk+D2DrqVHi/gn0DBUHNJ+e3EXuRQ6nn9x1CHxAYVCdQ/EkbotOZj0trRq3jbzZmA+9AqJ1JYKB2/onPDHYF9G3V67igugGmBIh9+1Lqxh+n8aZmwXh7dmbLIBFzH2Iw79V4gcUStTKPZ0y9fHiNZnTwq4ziK6aMlKWOTEcnzlhiK7uuOhE7HJHW4QKxLqM8GtnBPBJJW809py9jOGt4zu01mBEU6Cw/ecnijdwFPdSqRSGRxdwtOFloXNbOIzYInDJqgPn37kdfSd9ruITT4xSvJaiE2/u6Mwj85iFL7WKXOKbrZDCw4X3A473PkrewYXMLZM7kcGMcIHNOESO6MY3WD5ZyKXznfQhs7SKdgAB+LGvOYGp9Rb0HKgrDkD2zqMjWbSIewmwRN6Ay6c/AY92r9Iy/sc/ZbDwwzSCcNqi763M4n7zT0ADzNO9DAq/fwtg4YcW8e5i6cfXKHby+Fz+DwDgFRYAYGs8tvrn44XjOQYARYcsjw/CQcv0+TSwNQCQ7W/3NSfMOm5PH8c4GpB7kcPwlsge3T+AZXi7KCshBz7yuvZsIYtMqigEhdYazFP5kaEg4JKfARTFIzpgef6kS9Nu496+tIpHzcWweO67gVgXYOXQ2DfUNlII1UI7RSlP7kUOuN5nohzscO5y55DTQb/JAp1vbUIOhXuMBwtZYCnl+Tkbr+8oihADrqKRL7poHKtmebbcutLVBGy5DpymYgccOPNhBJ2cgJ3DVGxCMveh4IqaWn+FdqurNO9JeB60u+fRAZGJB818Fc+94w7xyU1M47333Ie4dTUsYu47tu6JZOm9c7pOcYpCmpvoVBTMCvNKV3W193r2QyI5j/OtTWgX81eNS4H3MB2jMdeHG45t8iKH7P0MOgAgBocLjNcmTjOxVbafS7TBtzWd6a31l0u0GVfIfLq8+JRuzG+505zwPkwuR2grp10+vJLlielEHrAeUsp7yUvNncZVZy//Nc85/DxkOWAgVrsraHwCpmQXAJ7iGBA49tllZJKv71cWxKTgstNZRXYTI6BoamG1kZsrrRbRSTaVcRPqeb6QVTMX0sUH0dQ/ysEHkac2HuMZCrnYFJ1ufDdpfqdZRQ4kQ2sNxlRTrVgrBVkbrzLcQKwLARSnzzFdLeyq46muruBicQtP5UJLFw6AkgwVGVzlVnssLzTsisc8JirmdC3IJx+tua9MmPezhawj08T+nnI120R+xisPhIPtQ7dvlTw5lx2kyj19kg4kPgnac/ayEbTsebcDu5cn3pmBOS8Sbu0n5dMe++mTPLiJ/blqQsq43uz1yJszewBkZwxI66vXd7ltCzqs5Gdkm3DAPedE7pcyG4e/ez3BtJcXQMn+ZO//AEpC4bkOGHLJGxEKEdsVodz2bxkKL10VnFe6Cdnqkycv2flFBob7LwbMkxZuYy8HjQy4lMH/uRc5tKePO4QVwPl00ws3C678vOxQI889hFka7ArD9zInAHCvEZdom+WdZ/XPxwE4MzwI9z+3Y1gGktvhk3win27Mmy6f0lVnw2B0rxsYPmWXx4Ps8GifOyVu103AGR6beD9uyl7lE95yGTJ8rZJg74Z0+zX9r1c1fVZR/tGxHU/sOkrHPFCILLC7lhK+Nn0+jUxDo2lwwQeMQMEdH7syX/U1xM2Fxe+yg67l/RdLqeyMH7fMTpYt21kmRN7ry6Bxu7zJfsgFFF1C8p5MZhbayyDvJdxco3aOqh2ezfdwuaq5n5Utz22nje1acmu+wuWVD15laXitg7tKWaLVTlO+j/fTXp99EOg0lQKyyoXrn5URcnndxlGAM/PKbTzkJl5UckK77cdzH+K41NzpaCxT7p76WsiPS82dJTmozP7dDZizJhtd1Uq6MY/50Cv84e8Fp9Pbzp6qBIrdYKddRrZ7UjYO4PeMpbPIvcjhP58sO85R1c4HQ9Bld227MUEu0WaynM/cnDTjch4XlRxPdv4TG0mQH77vMwLUX/+lvSQGCKjeVSW/z36/V86TPMdJOHb+zYSLS+us3b5etqIHCs4YluQA7qG1cjBuh0TzKS8VRn6WG06mx9NSSXcLoX1NlsrYN+du3aU4oOEJotaLhBRIeEGV3SOkre353nOO8ibaaW2hhv+XF2WWiwCF2n27hbqbdZgiwXzoFdrTxzEfeoWeLTeQRF7cy12oaw1HtjuJ2G4cLsPnZN/I8jK38hO5zoBCp0TfyUIp6dqbJAA4Wr2TShkssp2mLP9jSefU+qY5Udq5LnRB/eeTYvfIanATbuwQSvmEwH4yIkuTNjc3S2rIbewBPQUc2d7X7Qb6t1qPrvx24MMNwL3cwUs85gV3PvTKUTpsh1Ha4bdyICSh063aQHx50+wWlG5j55OVmx+7vJODWPuaVUu3S4m8xmi4uKI4qasrOqV5TyoH5LKZRTUPqXiPABQeePB+rBbRt5zwJEUaoHhekdEExE0Ily4hzidDxCXSkSQf9ADO85cUZXgfZJ/L5bqxy+rkfMnvlaV29kMAwJm7JP+V9+FS9AKcblPpHuD4guvXPlfL+3Jil93x/pbjF5Zpbqfkzu2e1g37Qa3JcNp62Ml5ibe9NtcOee/NjuW22UB2H5Tr1uvhiL0+3bBFA9ttxv2Sg2I+aHdrWGQ33ZD3Em7CGO+97UZLuxn6DBQeeNtd0GoVGmjQcBMtfu/I41v+Hyjmd/FhsQywr8b9JTvGb/7P/xffJEfM6xRjZY4Y9y/qG5VESVkGzLE2UDwvUDSk8HTju0ljqOHnd1LMA5zjeGm8sPlNCU+sK7czdWQJDfFS0mzXATd+KpUyJ2n7pEF4QqHFkBvJdnDQpSTdUvLC4VW/7NXJqZqnyPZ0qbTLk/jbK1fxbCFr5pvlfXY4ui3I2PNjO8vkUwGgKKLYF3PAmTPAbCO5vt0unrT72dk0pFIph40UReTTrHLIOvpyuLXy5VNG+bqNnR8AAP/nfwdK3sc2scTNFeMW/CeFGRVfFMUdmV0ibyK9zi/2IEGeG4l0Uto3v/a1wwt7cFYuf4KDg3IZK/KpuV3SwY6sbg5R6fLlTYTsDuV1g028Bsb8rDqeFMXJH/9UFLKZLULXEs8tvD+sxnVi5zBtp5uWl/BkTx9wdhOuRUS3c5TsezXb0UxXqS0o2fd38oGAdITb52SgNKcJQInTmQ91eQ61syu9xA85FnETqKTTm+vFnhd7uTjP8n7Svj/ng1XpaC23z1A8ojjm5vyV8KEqXRqytMx+KE0XnNvDdXaVlg59t+ugXI+yJNzLee91XbQH2m65rZyGWwaiW0Yqq2i4H/PBNrGPVznG+JyObJ9DrWVrssvwrzXPu4VcF7agJIWdcrmZXjBPlqXPHJf/FBkGAPzX0/82xhlpbOEDiHsrsyVCmNvDTRsaS2z30052t8vEZ0zm7vT5tGt2lFfGrnRU/maEJ2K3T5eve+0AttrGcrrGIxHHoMBW5OynDRS55N9lraa8gMiSJy8Xjbwg2RdJN1tutSILBTA7pFw+wWbnuqMNL033MDfs8iPOq3TXEJk7YIcP/p//HTDbUS6rW/kkWfhh2nR6KKckVxuUp8KLoihuyAEVHwjITpB0j8q8C/t8LIUc+YQbQMkNii0C2cI7b1KlS0DeAFFgchvEuF0LywVVAk6rtPydzlhpy+e0GFDMmyS3rAvOl2wSIOG6VseTojj5v/mCcx5wCkykVje8pNpAcdt5HL/dXvIe3t/K8n/58BEodmWtBVluDziFGE7XzeXN75Uh3EDx3l+62+V5zQ4WBlAiHnB+ONiT9/98rx0aTaeodE+w5HpqfdOU/cuSZ7fpSxeUXdYHOBuy2PNhP7zl9Wmgv5Cj6JYra5fD2fEObsiKEbe/Sfebl/hFd5QcTwGl4lMtji3Ae4xoO4XltVXuO17LJb+DSMeKbWww79l6cCPvLWwxYzfcJzY0ItRaercTZXu/R7i/rL1JVhRt5PaT94IsRZbRCq25r4wpQ0bfAM5mEtJdyenJRk10z9mRLfIcIDNqd7JMkmWE1B6kuM/zuV21tq85gYt44hChf3Xh6ev7yw4rrRQqKAxVWnHyBMJgbrqS3MLd7BIDfq98OsyuRSyvKCd8se6XUHBiqZtboKBXK0K5k1ey9kkLoBvqhFEURSk+3KCzttCutlgCYJdkM2+FzQDkBdwuDeBNArsxyUEMs8/cOrV6ZVIAReEKgCNLBSjtOkjsMrtKJXky00AOnGReItfD+ER3idvKXg9ewtOl5k6cu3jZc14U5Z+Rv/6rz9yLsmPy58QA2FTKdqLLWjpM3Fz7zDyR5UJ2vpB0WLo1R7CR5cZ26bF9/uT87WtOIJBfczwgAJzChuzgHA6HEW97XSLgEPuBsF3qJrvW2dkwXm5ZjhOkQ4tuF7fsU/kgQF4v3PJR7XnngxNmkdpjilpz+SoJT3bZYLnPu3Wrk8iuzfIzZMxqZCG/wyvrzM78tZ1ubuWVcv3IaduDeF4f7fGk7LQtx6BujhC5bG6dY3fLVSSzs/id1YjEFBnY7f2fATvGpFLZm3RWAs5u9LZuwX3nUfIO/v3Mv5nX//ovBbHfLZbGhlVHsqs6s6TYzbQ9fXxX9yVbYHUz2LjpGPJ88JsQnuK320ueHPBEX0l4sm94pfvILa+C2OKT3fJPnpjkjmXXerOsz9GBziU7Q1ozF34odnNSFEVRdhfmCAIo+2RTwtICdiL1ymeybx7d2orb1xqvjiduAza3MhP55Jufs5s71HLzYbt7gcIT3OnzaTPQeBDoNPl0shyIji55QyLdBq25rzA5OVn1vCjKPwN1dQVxhOGyAEpc7LUim890JH8pKzwFb3S7Pvy0XfiydINCjn2+oxBkn5eIWz6dLZIQ2xlklw7yYSvbrrsJEcD/n72/C20ybff+8W8fV8HVne5EuNOGWnekC4durTokd1xSkUrLf8OdzE+UQaqGHytIO1KVu72Jwxju9saXf6dlyPCQapGh4n+y41aLRaa4zJ2gXVtlhqfMjrVPam4wO+50CTL0v3H1e+a4zpxXXvri6Hh+oLRNrlxvSc6X73kc3wNqEkaRyJQiKMUlPT3aNNZnO0mLCL0YiRTTdFN1eXxep27pIRfeZeqKSTyjn5KeCl5r9JKJShF3sugR4PZ50j0R9YiiasfRfWFMflOVCjbpPmMUd/TgAumpo8/R5L502xf5Gs73dDFWPzeTLYweLbfT3kmVRCUpfFSLYMol5pRPsgyesJi52NaDx9kl5akk7XgktABi1TlCA/BKwlMgtqiELfl66eXE3zuZXqcjF0UB7wJYuj+p/M7WKjz9rx05Yw+kYj06HEIuMYdDvmc45HumGjsv9JQ8mQesP9c+0ILw8hpeDl1Gf38/Lrb1YCY17tomUvBhJjXulCbd7DhmUuMIxnvR39+PQ75nyESeI774Gfr7+3EzvaQG4zxX5YnU0aqua2XyVVW/IYvFYrHsPCuTr1THV2vY+P7bt7D/9i3lc5RLzKlBqKlykz4ATb6ZQPLNhJrcBOO9qiPWDc7l/vTIpUjBZyzQ4LU9+y1TaokXcjU3+WYCgdgi2gdasLCeUH2Y/2BU7Vsa8jplyt2FCI6+u4/upjj2tiVdYeQWi8VhJjWuzHtP3NgZYXb/7Vvo7+9HMN5bNdoJcLdJ8m+S6Wh1TzIizzGTGkffvQgCsUV0N8WNVdfYJnU3xdHdFEcw3utaUOaknj8mpAAFOIITV87frsaM/nlSnGAkinwsEFt0+VLJcT7JJ7vKUtzY5seaB5FLzKl9dl4Ius6VvqWjwyFECj71WvY9UqCiKBGILSrxqLsp7lhdJObUtqYKu4HYoppXmNpffV5TD6b3I7y8hjPRSyq9hlFcesrlwnrCc8GD20pRjPdFPyZLvoeX18oifPW+UE5o2YfJiCs+390UL9uW7zWPw32rKECfHzOpcRXttbctqcS2palc2Wd/ZCyr7o/pfXvwekO9N16f+60yODCr5rVe2TQjY9maxj+ZjlZc/+YcHmeXECn40N/fbyxc8kckl5ira+wEOGNKjnPO5+aNqa2AIxjpohMAPLp6rqbvrHz9ta/vqsfkb6AUebUb8LvJvoLfHX7X9Hunfxb5XaqFXRWeulMvXA1YMN6LM9FLOBO9hD0nv/J8XSVFXTY4gFt9punX4+wSHmeXjOkK7AzCy2t4nF1Cd1McJ27cxePskiqVCDiqPwWlX4qfq87A9MXn/kPXdqeUpsVisVi8mUmNo7sprgbOtRQWAJyBJfsJvoYd7OhwyElLEyvactV/dDikJmDdTXHkEnOusP/uprga2HmlV3CAy1XShfWE2v/CegKjwyF1XJ5DILZoTFlI+4tlgyvZl7I/4zleiXSqYwZii+rYo8MhBGKLGB0OYWE94ZogcKHlh3df1FxF02L5lPhudV6titPrSS8IUytMveDiZzVfTNpbsA3wWh3nd/p8bh7HQ50IHAk4aclP88gnu1zRn2xzZNsEmIXwYLxXtTPcXrYpusk3x9P6PjjRl5Mfie5FKh+TE2mT2E/4+gevN9QCxkxq3JkjHAmotpnXzHuW9hdd4glFL8At0o2MZcsixXhMU4EcXXCT929kLIs7wa1VzH45dFm18wBUmvWdYI9LoGEEGgs3tQ+0qIABQg9FQv8tL3iN7A9ldPDIWBbtAy1KkOO8zIS85mC8V0VAZTpaXfeR2wViiypSVy+gwc/Ed6vzaoEFcPrD+FBGVWaU/ly8d/weSHKJOYTTh3H03X2El9cqplJuhT//TwbXvzmH/zjx7+jv7y/r34HK6fcS3rfr35xDd1Mc1785p0TWPzoPXm/gSePpul+XT3bhH/8adqXB6fzjX8O49vXdsh8ALrN9r/1zW8Bpk/m/vi/AXOF4pzH1G4HYomr72A/J72U9ATi7Jjz98O4L/PDuC5eZoMzBpXLIwbKXoFOJ8PKayqWmkqsj901DNXlTR4dDCBwJYHp6Gv6DUQTjvTifm3et5poaNone+FksFovl/bH/9i21Wg9UrzpH5ESIKz4uM9eneQRii8gl5tQEKu0vqokZxRm9YiifYz8SKfjKPEV0vFYzOfngpImTAn1fnDxxgCCf54KNnCTox6OAxuPK1MH2gRYVWcxj6Z4AFsunDiOOZGW36enpmtsjE7SZSHT9XNXXkxNr/buptxXBeK+yiqAopk/uAbiED70iU/LNBHKJOdex5BhfFxoAGAUapvTJtmlhPeGK2NLPO5/sMkY06ZFOlUSAWPOgIxwJbxVZwY3CQ9pfRNpfVPdnZfIV0v6iiuqSFe30/VPAZ58hBQIZgZV8M6H+pxDEe1NvlAbhQoq+yE9/Q2kjAkClBzLSKvlmomyhPxjvVWKqCVNknfwuAKU5Gfs0+V5TjNIjovg6KbxSjK1UrU+P7ON5SI/dhfUEFqIHnHOKHsAP775AMN7rikjuboqXRcyRB683VEBDpqMV8cXPlPl7rcgFLPk929uWxLWv7+If/xrGfz36bwBAfPEzdOT/5DlnriZO03uIgtOf/ydT0zkODsxicGB2y5/HncbLL8wLiuv1Ein4MDHZh0TXz57C6MRkH87n5uE/GMX09LT6SXT9jGC81xmbRdwVgFcmX6nvWaLrZyUuvRy6jOMhtw2R/L/wa6rua9gKXlGypmqdRC9q4cWuCU9PGk8jvvgZOi8EMZMax0L0AILxXvTdi7gaVtlg8wNdr6I/OhxSKj5ho8qGgg0+P3gUmIDSSgbTEqqp+Cb0NA2LxWKx7B6mCNN6+46+exHXqrtuMho4ElCDbw4IKfCwv+JgXaaZcFum68lBsz5wq7XqKV/PgbS+2PFy6LKKDuCER39eXxnlQJfnyRVgTg5UBMDmD+AdRWGxfOowZYyprPKn0oo54N0OUDj4svFHz9cem1rBsakVhJfX1IRStmWjwyHX8fkco5Bmz6bRPtCCU/sakHwzUSZUsS2RgjZ9mqSVBv2eZLEdYpq0U9wZHQ4h1jyI7qa4ElukLx235XnLaBb+Nok/tXI81InZs2mXjxLFIJPIzraw716kzPuK0T0yuorbU4Di/mVUlWxj5et47ETXz3VFmTKCKJw+7FpQ4BzoTrBHvf9SABsdDrlEsvzTvOuztLCewJVIp7pP0gzeJEro3omcW+nbcpGFC0AAXIsdmY7WsqJLJoGKMH2QkWwS9ntMKyX654iBDXx/TDC6kaIZIwjrQd5zKZa+XY1hOfBPTEz2qbQvLmb19/e7os94XSbk4xOTfbj2dcl/DqhN4Pzz/2Tw5//JIL74Wd2iz27QPtBSc2V0oBThXYlKc3j5ufTaP0V6ZnhlIs9xM72El0OXXfdbr/oZKfiUuPQfJ/5dZW8B5QLx+4Kp1BKOrxeiB5Dz+cu+e7KgXCV2TXg6E73krPQcCWDPya/UBcSHMqqhk94acqW2VqTY8+iqY77FaCWGFPLDkvYXXY02BSapYnMbRjDxJldK+6vmVWWxWCyWncc0SOBA1VQpTmJ6nH4cNFPVYZ/AlWQZXRVrHlQpKnLStbCecHmZMOVEhyvntfgQZDpa1WRE3oPvVuddEzH2ZUQOZnh+PF9TxO7IWBa/FD93HdcusFgs1TF9RypNIKQf6suhy7gT7FFC0W8Pv8WVSKcx2unY1ApC1/oQLBYQLBYwMpbFqX0NrkkW2xN9FZ1tYM7nR87nx5eNP3pGRMpqdyxAwP0zklKmJMm/5b4qiUPcN4UeWaSBKW1eY/FaRSevtOcz0UtlacXcr0z5YwrgTGoco8Mh5Zcnt2c/oE/cZPSNbG8ZOSbvKQDXnIURZvVEzqnsks3XUNTjPuk/ZjJRHxnLuvohk7cM9y/fE68oWEaM5ZNdWFhPqAUNCT8j0j8sUvC5oqDS/qKKVvql+LmKzJUClX5Oeto953d99yLKD0yPZmK0HkVkadWif7f3tiVdotl3q/M1LyYR6a1TqXgIt5uensbxUKfyOyNeKXf647o/Y3zxM+O1SaT30J1gDzryf8LFth5XZOP7pFqRla1kUu3Eoho/W91NcTy66twrGpSvTL7Ck8bTGB0OqSJp/J5REKaZ+D/+Nay+o1x8OB7qVN7TuwmL7ehIz6eF6AF0p16o5/SI+krsmvAkVeZT+xpcimrO58eTxtN48HrDmLstG3r5o8OOWV6sl6q5MvkK8cXPyjoCHpODeTac8rwYsmliJ8vkWiwWi6U28smuMuFfDmYrVZeRUbeybad/kqnT5cQwUvC5Kn3oVY30BQ590KfSz8WgqPBrymVKy1VzoDRxlOkBjPA1+ZxwksZJE9EnnoSDWdPkbWE9USZgyb9rDa22WD4FKvmTVoKC9oPXG0ogpnXEFE4aKyYfm1pRKUKFX1PouxdRUUhqrJ2YQybyHJmOVpyJXiobS8uJA1erKUR3p16oyZsUnCisAM7kjxUyeTzpeaenZVBAAdztpSzcw/NjeygXAUxzAUbp6I95pb9JZD9A8UeeDyMY+Bjv7/7bt5DpaHVNftnOSxFHr3Ym4b7k/ZFiz8rkK1d/xmvkPajVx5DnRmGE/RejcmR0rEyxrAZfI8/D9P5QcON2ucQc9t++pQICZBQdJ7xMT+S5MIBAVguU58jn2wdaXN8/RtRxntY+0IL807wKGuhuihsFPZn+t7ctqf6XnpASUyqriZ2KFArGe/Hd6rzxOHKcQHQBJhjvRaLrZ5V2d/2bc6p4QS2wbfqPE/+Owq8pVZDrfafhma6VeL1Xuw09yOTnk0JSeHlNtR2HfM9wJdKpPtMyeu3a1071vHD6MO4Ee/Dbw2+VCFWrn9d2YMRuJeEu09GKH959Ufa6WthVc3F9hTVS8OHtagw/vPvCUYXTh1UDSpM5OZDWqwXpDe353HzZyoqOTJ84ceOuUv3ZOOmqqd5oyjK2FovFYvkwCMQWy/oYwmhWr9BzLjDoVW9GxrKeCw2ytDQA1wolTUfpj8FJh17RCHCb6vKY7JvkfuVkiv0YH2MKoJzw0fgRcPsOMoricdY9MBwcmC3zVdEncdUGkpUGfhbLp4YeBVItIj7/NI87wR68HLqsTK3P5+ZxPjePf/xrGNPT056+TgvRA+o4nJTIBVTpt5R/mndV3dIr3b1djakonnyyy0mZix4oM8sG3CbeclLObaQJuUlw4j4878mmGMQ2Ugo0+kSS7RVThSuhm5vL43HuISNSveYVgdgiZs+mMXs2rcQ1mX4oDat5zpUiYPgaHpvHnz2bVhFWetU39jO6955EVuTT4eTY5KMFlNr99oEW/Pbw27JoPdmvUshiVSuvdMDkmwlXFVqglEooM0yA8qqLEq/H97YlHV+mp3m8HLrsWYHut4ffIry8hqPv7rs+MzIajWJYPtnl6uNkVBDf+7erMfTdixjPSYeZODq7bRhNkU8SKfhwal9DmXm1FyduuLc7Hup0ReXkn+Z3zPcxl5hDR/5P29rHdlJv9XPZ6vPnc/M4ceMu/uvRf+PUvgb1vbsS6cTRd/eRS8wpMfK3h9+qaCfA+Q5GCj4kun5WBSt+KX7+XqsQ6uNgr0AhUqvw2LCxsbFRfbP6+ce/uXNc9TDI2bNp5anUnXqBYLGAhfWEytmkJ1R3Uxx99yJ4OXQZvxQ/dzVQDFVjA9N3L6L2Czg3YWXyVVnqhbx5prSMrVSNYD7xLt1Oi8VisQgaGhrK2nLCgXR3UxyHfM+MkalyUYHlstsHWlSfIeGKtW4gTv8HE3K1n0azejlveZ5yAsVtGY2r900yNYcTJllB6WZ6CeHlNTx4vYFw+jAykefKRHd6eloNRGUVPl6bvEYew6tPtH2exVJi7fvDdU++8k/zCBwJuL5nL4cu4+i7+/iy8UdP4UkfY8v9AVATnb1tSVzAQzVG9YoCkB5NgDvdgm2M12u5LZ/XhXUJJ/vJNxNlYtHK5CtciXS6js02U7ZVnEPIfbLNNIlRehW8SiIVJ6ycn5iuAUBZm8ttZRsfKfgccS56wCXCyTZW3ifOb2S7zn1WSi3S98W+o9r7Vml/D15vYGKyT82jrkQ61b2X5yf7Dfl6U9/sNffy2obRdHwvK90DOXcEoM5L9qncv0yX573ltvKe87ppgM85JlBKUdzK/f09ke8VRQwKZ17CGF83MpZF54Ug/vw/GVz7+i6WA/9U+9G//1u5J2l/EU8aT+NxdgknbtzF0lTuvUT4bIe9bcmKUWaV7gOv9+i7+wjEFvHg9QYeXT2H69+cc91f7s/0Xdst5BjQCzkmZrtQy3hwVyKeTOH3ul9SrHmwVPK1WFCrwAvRAwgWCwCcNyXWPIjZs2nsv31LrazopnYMFWUpS4b66qkGOpVS6Gol/zTvuepusVgslveDTAnjgCrWPKiqNskCFAx5BkoDA6aoyQgorw6eZuOyH9ORaQuyQg7TQPRoI0YpSe8oRvpyRV56WMl+kNX4uFrLawinDyMQW8TSVM6dYqOZ38qILFnko5pXRb1FOCwWixumPLHtoidIJdHJC7ZxurkxfWd0cWBvW1JN2LtTL1zjZ2UuLVLrdIFDRnHyf0Z48odFC6TYYxKdyM30kvLfGRnLlokNMpWFPxRZdNFJRhDJCqSV/JJ4XvI65LHkfQHKI6MYWSW9/QhTl9nGysp4UnTS+52VyVcqW0O+BzfTS7iZXipLK+KxOy8EK0b+mlDG8yIVjzAaTVYVZGSvjPzSo5706ni8dv1/vo6RyDLarZq/VbBYwNvVmCuaTzcs132vGCEoo+uIjOaguMj/ee2x5kFjNFG97IRHkpfRNvctK+3xfeLnmVE4leC91H2luB9ZVKUeE3xJpODD0Xf3MT09jYnJvvdWLb4ek3Idr6hv+XnzgmmgbL8mJvtUBJkOv8fvS+Tk97GS3dFW2RXhiYpz/mleKcv8zbBi5hrnk13ovBDEk8bTAEqNkb460T7QohpdKT7xt2xQZOgq4F4lluir4GwcazUMzz/N49HVc57eGRaLxWLZPaTfBRcaMh2tagWPE4+XQ5fx28NvVWqLXPWUK9U0SJTCkGdlj83UNDlw1ZGVmACn2qucwEhDVfZPM6lxNWiRfiFyJVaKY7wGPX1clnjmZOx8bl7dH1kaWZrK6gP87S7OWCyfCvWYP+uwbQKA5cA/q4pOpslA4EgAp/Y1GEUmfRKkt2tvV2OIFHyuCnNyPJ5PdmEmNe4yE5aRk2w/pNCki0uVIo3kRJ9pbDTp5jVI9Mk+21ReF42+ddNuad9RTXzi3ybhRq9CJ/sLttdMx6KJNc8r+WaizCaEohOFKdnetw+0GCfh7MPii5+5ro37DacPu/6vhBSOmJap33PO2Th/k48DpTS1WpDXw6ABHfo6UbAD4Pr8SWq5xoX1hPJ4kp839nGyIpkUsGTqKBeH9Op3EoqEFHHl50f6oHHbrQo1Er3iH+E1nNrXoD6Lh3zPjPuoRQDr7+/Hta/vqnlv2l8s88XcTpqbrB5Xi8iyFRNxnbersV2p1FftMylTXrmtSdgDoL4H78tHi4ItUGrbZJ8j+x6OSX9Xc3HmJQeOBNSJyy/md6ulfOFIwYdHV8/hcXapqrEdV4D1L6r0s5AClCmss5ZBdD2G4Sdu3LUG4xaLxfI7I1dHSaajFQ9eb2D/7VvYf/uWKml7J9ijBjgc6HMgurCewCHfM9fqP/sPDhbZ6S6sJ9Tgv9KqMkP1ZV8hKwxJ81Lm/suJm8nAnH0cC3lIk1xWEJLmuVzAoecTAGQiz13i18J6At2pFy6z30pU81WxWCy18dvDbwE4FafqWYHXV6Rl1GfaX1QLwV7j6rerMTWZ54o6F3D77kXU34xGOOR7pgQowD22rzVCQVZSk+STXa4UOm7L56Q4Il/PKmx6JIes6MaIDLatRIpH0vic4hGjXSSmeylTFHW/Wh4n7S+WLTpwAYP9iBR1ZJoh3xegFKFBfyV98ZtzJF0cq4RMM/ul+LnnnEmPlJURVSNjWVeRpkqY9svrefB6o6wvl+KWvqBTDenLBJR7r1Go5XvDfl9GmNHPjNfMz5AuMMnKibIP5/6kOCu3fR8+T0yL+m513ii0yMhnLxJdP8N/MIoz0Uu4mV5CfPEz3An2KHGVn/HtUO+92GoUkHyP+ZnYTvTTThCM9+La13ddlQd18XK3kcfj90IXA6WgL8XCWtidiKfNLyfgXACrBwDOh7YS1TouhuhyxYAil3y9bCy3slpbLeLp5dBltYLOwQJg0w4sFovlfcMVWFZmkwIM4E47OZ+bx/FQpzFKNRjvVZWcjr67r8re6n1S+0CLa+AbKfjU4oc+wGUIdSC2iEO+Z8o0N5eYK0v32NuWVGarTAHgPhiBpZcb57U+zpbSLWZS445vzOakg5Mg/p9PduGX4uc4ta9Bra7RWPhmegkL0QPqvGRBD1O/uJ0ID4vFUuJxdgnHQ53oTr2oGu10bGrFKApIAUqm7XLCycmmKhUfPaAmv2xfKFqwfZlJjSPT0arE8zPRS/hudX7Lk0uKO6YKc3zcVOJebmOKgpIik+6vIo+lm3R7RT7pBuym5yl4STNqZltwskYvQApH8vxuppdU5VP2YXvbkip9jfA1pnMKxntxJnrJNVnU3/ta4PkytdArCofiH6OyGMXLfdRaca9S+s6jq+dcnl7yfZYCXK3Ie/Do6jnsv33LVUVMp/BrSt1DvpYpVRQ05TlUivLTC3bo0XSmvyVeEV5bRVoL6PtdWE9gJjVe8XiMvOF+aIYNOAtZmcjzbZ9jPW3LdlLPKPqOjGU/qCJi9OEEHGGz8GsKhV9TuJleqvn+yjRqwNxmmrjY1qOOJ1/DSCtaOcjxLvef8/lrOrddEZ6oDANOA7j/9i2VCyvVcjaU1785h/O5eddF6CsSK5OvVMdoMvOToo9Mv6hkGN4+0GIcTFeLYOLqOX8sFovF8v7R+xROWCr59+2/fUsN1PWOkx4RkYIPvxQ/V8eQleZk1BEnDgBUlBH/3tuWdK0WcX88L6a/EQ5s9cF4Ptml+lOKSqyCRc7n5lVZ3jPRSyrFgsdhfyqrBcljs8SvDre1XoYWy+5Bb6YpnKzL10mmN8iqdToyPYNpd1JkkJNJ/k8h5HF2CfmnebXoyzaOkQJsR03pfDqVvJ10KqXB8YfH47nLzAc9okguIlA4kOkk+rnp6VGmlB6KEJGCz2VkLifD9Krd25Z0GZ4zzYbH4vHersbUdUmvKOmhw75CniOvj4LkVlOkq0369eqGR9/dd6WNAY4nFdNGvZD3iKXb+XoZ7WFiq6lpPObs2TQCRwKYSY2jfaDFdS7dTXFVxU/eQ90wv1bvKaax83Pohddz1YqXSOqpMusl2Hy3Ol+TmHMzvYQ7wR5c+/qumr9PTPZhaSqnxkU7KZjtJlJI+xCQJu1PGk8rce9OsAePrp6r6b4mbodd/+uVRiV8v7qb4krTuP7NORR+TaltpPeojHqS+2d0bTV2RXiSH/6RsSyuRDrLcmCp8ndeCOLa13dxJdKpPDYutvXgSeNp1Tn09/fjTrBHiVe8gcF4rysUWN4E2TCZVHWuCJ+JXnKVJN1pEy2LxWKx7A764IaDN4o8Onr7rnfC3J8MMyb6AJX7k3BFOz6Uce0TKBmIS3+mvnsRNYGTK9qy6g73EWsexJnoJZza14Bfip+XGbGy+hBfx8mHPkhgdFasedA4Ocl0tKK/v1/9DUBVWpEG7RaLpXYqjStP7WuoyddJ3x9F6ZGxrBKPddsJoDRZyD/Nu8bQclJrSjHJJeaU0a/cVpoIc+wt049M6JEflaA/U63IiCB5/YxE0r2fZEYGX0cRigvb8h7xXOQ91X2uvNLa+Pjb1Zhx8sdzZoElk3cVRSX5HtADC4Cn2ERBx4t6hAEpclGAZFQQz4O/2wdaqnrf6n69/OzKBRyTn00uMYdIwafe33rFDf/BqIrMYuER2edL83hpuC1TNSUymtiEjI7mwpVM6SSVBD+TKLITQkmlfVS7rxwLnLhxFy+HLmMmNY7BgVllVg68f39IPcqnFvT7Xo94t1vI8eCZ6CW87DmF6elp+A9GXZXuJPq1U/jV74fehuQSc7gT7FFR7/GhDI6HOnHt67vK6Fxvr/a2JZ3sAJ9fHZeP1ULDxi7UQg5d61Ohol7lL7k6csj3DHtOfoVw2ilDO3s2jUO+Z6qcIgDly+E/GHWV72S5S8nLocuqbKyEX4D2gRbEFz/D8VCny2uK56SH3dbzxZk9m8bf/hKseXuLxWKxbI2GhgY8eL1RseSuKxrpab5sW+mxYEoBMZmGchtOULqb4srMXJr6sswuBxDyfCSyBDhQ6uS5z5dDl3Emesnl98FjVoroJSxJTUzpOfpj7EfVOW4W0uBKsHztLgwhLJaPkoaGBs/o+kjB5/JVkd+78PJaTSl25K9/z5WVsmdJc8D5jl+JdDrZByz2szm2NU0O9HZKorzfRNsHeKfMeVHP9rVGRun7ZNtIHyA91VC/T3xOx+teyOcBuKrn6UKZjCw19TkycoDzIYp4NBFmVBHgtiHhcfXsD6C8fc8/zWNiss/zWipdo9wXP8NygaN9oMV17ZGCT71OzsFM3wk+7zXnmj2bVn2cTDviceR5VhNhbqaXMHs2XTbplr5WPA+9r+b/uscO30OJSSzVxSW+//LxnM+PheiBss/K7w0LB5jg/WNUzPT0dMU5//uAIosuHnEs9kfES2hbiB5Qbb3JeP7taky1Mfzscyx3bGpFvabeyqq1sKvCU63hemyAOInouxfBnWCPEpoIv5R6B8sO/Eqk01htw9QQsgNiA6CvxPCNkCau1bDCk8VisbwfQtf6XGW/vWCfYBKpZLq2PokxmcrqQhUnOByIs48x9X0csOuLInKg29/fj/O5ebQPtLgG9/J4HCyb+qb803xZKXUO3L36zZdDl/E4u1QmKgHlApSOFZ4slhL/+LfSd8+UMisXSqXwFB/K1DXAb2hoUPs0pc723YuoqANOEPXoJk7EvCZrhG2sFELkxFn/24svG39EsFioWtlOXku1beVEXy4ESKQoJecl0g9Jb695rV5zGF140s9JChL6PrwW5WVfJvsZfd+ZyHOc2tfg2q9pQUMKOPWIGfq8CXD3a1I4Y3VY9mt8vvNCEOH04bL96Mj9VouwCcZ7cTO9hJdDl11BA7XONeX16Z9jKSLJz0eseVBdgzxPzi/l594kPprS52RKJuH4Qx7vQ0r9upleckV/Sfj+ej3/e1OtfdsNann/dsrEfDeEod3mX3Zrx7Kjq/TGX4l0IohOJ1/06jmcuHEXd37t2QzTdEo+lr7Mg1hY96HvXgQxkV/LRu1megn51xsIHAngCpyOxvHZiCEsOt+9bUkEiwV1DrHmQfRpDSMbBXYOtawsWywWi+X9ccj3DAurzt9yoCjpTr1AsFhwSo1vDo5lWlt3UxzJN862o8MhYHNAyv5LX/nkYJLPyz6Igo5pciG3GxnLuiaHACeR01iO9wIFILdc2t6JlohgYTMtg15N+mSWZuFyoSXT0YpwYg45uCN65WtP3LgLaIIVUN3v0PaHFosbXaydSY1jz8mvENhXioZqH2hBZtL5/WXjj3VNHmgsHl5eKzM4VpW/ltcQRKdLdKLY1N0UB4oFxJS4EnOlaSxED7gmTWpRVnipOhP36tFLMnLp7WoMsc2IFdMkHYBK8WXbGGv23nelVDw9oiT5ZgK5RMmOg213rHkQC5v9gXxOF530iaSswL2w7lN9j25cri9ol44zWCa0dI+V0ri6x0rimXyPnzSexhlNdJLHkosSTxpPO5GyzYMAJowCm4knjacBOMKO7EPYVzmpf4vq+ZE3afQh4u5nmrsqCncSWS2LopD+nCOGOY89zi6h+6AQ5pJdCMQqT/Sl0CorcHExp28zTbF9oAXJN7Iyok+dBxduZCUvwF3eXha/krg+B5vvkRTxgNJntrsJSCeLVa9pJ6DIODgwWzEqrn2gBSiYnwvGe3FlC8f+0MS1WqlFMOpOVd3koxSMdopdi3iS1KI48ks9kxrH4+wS/Aej6LsXUeGdRK4as5GPL34GwDFYzT/NI5w+rL74OZ/fdVw2/HqHaSr/yX1RwFqIHqgYAWUjniwWi+X9wFV/oDRA1UPq2W7LSCIpHOnpDERfIZYr3IQCECMX5CA9/zSP3x5+i1+Kn7tWsfk6rlxPTPapxwu/ppDo+hkrk69U9K5ccZ5JjSvvKpnap69K8xxoPMzzJCxXfWpfg+pvj4c6t1wo48//x/o+WSxAecTTg9cbCKcPqzEq4IxT5Xe13iH42veH1RhYj+SXqV+cyAPlkTjS5uLUvgZ0p16o1AqKU0zhMo2XpaAkIz91ZGQJ07S8oJ8rjaXl+deKnqJnSnOSf/NeyXMEShNy2WbznExRtjJ7QmZR6BFCMq1a73OqRY7pCx5ERt7Ia2V00P7bt1R/Us9EX4/skcfVU3QyHa2q32UWixSN+LnzSkMF3KbFut+SREbucnGnnmuT6WO5xBweMFgh0uk6V6+0MT2CUH5G5XusC1Dyf449TNvJlHs5dpAplTst2DB1v1J03E4LRZWiqOqlUkrgTkUWAZ+2WLST7FrEk8SUX6hD87/vVufRfdD5kvWh9EWWlSdGl0Pqy72wnkC662c8aTyN/I27mJjsQ9hf2idWSw1F370IZqtU3ZA8unoOj/AZOgBMJ5w8eZ6Hbv4KYHNlYfulJC0Wi8VSGQ7qgdIAtX2gBdiMXuIkihEHOBLY7E9KYfURMZCSg/2c70flezIylgU2F6B17xAT4eU1ZI4EMHs2vbnPCVVIY2kqtzl4K2JpKqeOW0rB68eJp8+BzdVHTiqdcr8loatPRFgRrtgCpYUULzPfwJGAs6/oJSVC2egli2V73An24MSNu44v6fI0wunDCMQWMZM67aoKWclvqRLHplawIAoHAFCTfhpU87ufS8wBLlPsUjGBWTgFGGKb1S/pA8XopxyAvUgCcB6vVI3LS3QqHVdURIJ3pFKmoxXIzWNZtOtAbWl8RIphjFql8LOw7lP/O2KBs61zPjxOKYrVmXeUChnJ6/WagDv9kFtYWlhPINYs0yJLbbJ+TSbRTPcT9Lpu6feUT3YhEunEzc3FBBVJVUNquo6z8O4HNiOLc4k5RDajhQOx0uII96usTzZfL4Uc06I9P6+MmKrmc8S5YndTHJFCoixyrBpPGk/jZtoR40bGsk6kz6YAknwzgWDcEc8ohOUSc9r39ICrX9dTSDnGAMzvrxPVFEcgFkIw7nw2pFhcqpZX+pzc7FjCwuY57oYP1MJ6wtm/Rzou4ERuUsSsRK0CVS2iU62iUaSKxmAFow+L9xLxtF30D7I+2aACLn2epFjF/wH3Cgwbdn1FmLwcuoz/OPHvuPb1XRwPdeJM9JJ6jvvXKz20/qcVniwWi2U3ofkh4D3Qkf5NcvALlKd6mP7XfZG8fJt0dK+GagNFGXVFM1U9dYLw/5nUuDIcD8QW8eD1Bh5tpqpTROJ+5GRUx2QsXi824slicfjHvwVUMQDAOxV19mwaOZ+/7hS7H959YfSJkgUI9O/67Nk0AGecy3Yi0fVzmUGzbmLN6kVy8ikjomrxdpLPP2l0xLdE189l28moU118MaUl8TWV2nC+Xk7q9ahT+Tq5rUxPBKr7w3iZXsuoJu6bbTdQXlVVj37x6jd0Pyh9H9JLUI+IZZ8h0/K8Inv4GZD34GJbj+v8TYU1eE+434ttPfil+LnaVp6PqdiFbgZvug+67xL/rka1Pp37lp8PadKse4PJ89SFz1q+H7pZv9xezlFN98JkVL9T6D5wwWLBKLrKc1ICZ52COgkWC8j5/Op/Kxj9Mdlx4UlOCN4HsqIQUG7oaAr31M1ZAfMAgeUIiamiD+B8yZiGZ4Uni8Vi2V28CljoqSK6MOQ1EJQDdVNEkzQfJ/oAsJqHhm5sqxuX8jhc0NDFKzlZkul4+koyJ6N69JMJKzxZLDsHU+2qfa/qNeWn6KRHjJiqQAeOBHAn2INE189lacSMupSeTxKZ/gOUhB+gJJLQvkJWjzOluMn0skzkOQJHAsq+QkevasaUaBk55I4oMVeQ80r309tvmbYkCwkBTkTM0Xf3lcUGUFl4Yhss09H0ynoUBGUfo4s9+n50cUmmPgJu4QNwCzB6X6BDoZLPMfpEHkdWZ5X3QBbB0D9/9BgkPCe5+MLKjpV8c+Xii14URKZBys+myd9xq3Q3xXHI90x9DuQ1mARFk4Dk9Xn1WgTT0+1kiqteIVGm4bP633bT1qpFF+nFCOTjfCxYLGBhPYHs9dltnYvlj81HLTzJFLo7wZ4ynwpTVRHClQduzxBpWRGI1X6Ohzodc0iD+SpQqhqR9het8GSxWCy7TENDg2uwxokUSxLrfh2A2f/Dq8KMHlWg+zbIstcA0JH/EwBgOfBPACWRiWH6cqUUcDyaZHUeKSDpviBMhdN9mZYD/yzzD+EET1YYOuR7VubfVK3UdS1wUmOFJ4vFoaGhFG1YqYR8d+pFXav5oWt9GByYdY1BOTkv/JrC9W/OAQCufX0X09PTyitJihRyouslkFeqpgZ4+wzpk3EZpanM1Tfbpf7+flfUk55SxvE8z19vo6WvlZcAJTGJUXpkkinaVffg0UUluYggo1Plb16X3r9IsUGvZFfJV0jeJ/5mhIjsY7gYL6ujElMVUz1aqRJpf1F5liU2bU7+48S/4x//GnZF3ZqqB+oRUrogp3uWSTN+r8+t7Gt3MupHvs+y0p9+XUD5QpY+VvBKLzUtcFWK3ONnQxd99UJeW8FGF1neFx+18MTG4GZ6SUUnSfFJdk6yIZAD9ZXJV8qAT1YjMRnGeiGPY4Uni8Vi2V3++veca7D3ZeOPLtFJ+jPISZOeYq2nOnDCpJtxy/TshfUELrb1YM/Jr1QlGFPEk56qwIgFAGUDbopYNNyUiyr65KF9oEVVLNJXv7maLBdD9ImHLMzhVSijHqzwZLE4/PXvOZUuyxQ4ANhz8ivl6VZvREDoWp/LKJqwXdg//0A9RuHJBA3FK/m06CKMV4SoHp1hSsuT+wQcAerou/uuybYpDZltKyOjTFkJvL9MI+R5AE5lvOOhThx9d991vnoEim7ALpGT/2oV7viYXAjxMpLWPfdk5JNM1/MSUSh2SDHLlA7HfqBWvD4P8j2VEUZ8L/JP8zi1r8FlCk/hTWabSKQZuSzQoaeV8/tD0VK+1yZz91qr9lWD80qZKkjDdMBtaK5HPhE9Aor9uP68bvpP9HEJUNlbzEYYWT4mPmrhCSjlnjKEWDZcsuPQCcZ7cbGtB/tv3zKKS+0DLchEnuO3h9+6QlK94IqBbQAsFotld2loaHCF8ctBGSc6DNGXA0CGqTMKSU8D0I1KOSgOxnvLSg7rr+1uirtSWdi/xIcyAKDSsQGUVWbV0zH0SlJM/8hEnjvGxXAWWeibkX+aV/2f7tWi911yAGyFJ4tl5/j/FaE8lOR3XKZt1evrtBA94OmD05H/k4p2AkrCkz6JB0qCAL1QAdSUQiT/90Kmh+nG2kSKKbonj+67o1cKM12/FJ7Y3nKsLttWAGUpzYC3ybmOXMTQFyD0CmvyfngJBSbvIlNVPIlXlVUZXcd+hl48tbbrlSqZSW8fiV7NlemR+oKPrGSoV8HTxSY9sojCEwVEKbSZ2KmIJ2nLwv0xotl/MOoSjIBy433T92Rl8pXxPpsilGzkkeWPzo4LTzttLF4vpokI0Usu6qvDevlqr4gnU/gq9/O3vwR3/JosFovFUoL9jGmVnauTeqSrKRyd1ZxohklxyGS+qnuCeK16UySSJrV8Xo9s0st1m/ofmfpniuwl+kDea+JB/xSvFVeZgu5FeHlNbWeFJ4vFQZqLS4PdrU4mmbon4ZiUYvhvD79Vz+05+RUAqLQ2iZ7mxMcAdyqenv5FqlWVkxWodfNx3avIVB5eChR8DHCLLDpMV2bbesj3TKUvmyJtvFKZiJ6OzddJwUlfyOB16R4/0pOomvmzl1m7bKcBdySMHh3UPtCiIn+97peJasKTvkCjvx+cD8koW3lveH2ywqB8j2W0khTlALiKbegpi/WITJV8iXSkl5WeLsnpshx/AFYssljqYceFp7/+PefZiO0msgOrlPYgJw9PGk/jl+Lnrs6D3ht6BTs9ako26vmneRUKaoUni8Vi2V2qLXDIlVPAvbLOalLHplaMr12IHlA+Sudz867UN6A0SfOaTHBBQxrkAu4UBNPg3GQMK183kxp3HWf/7VtqsH8zvVSWuqB7zcjH5EBeF9g68n/yFLYAqLQK7msXCuNaLB8lDQ0NSnDa7mTUK9qpfaDF0wdIfr8BtzghH2N1O3rSAW4vPMAtnJjwMlGWvjZ6VTldhJEVqnXxhefKcbtJSMk/zeO3h9/il+LnrmPqQppXqqAu9kiRiejRLfpzuiefnGcA7sIUemSuHjErFym8qu7J85Cp27ooY0q3M6VZ8/NUT2U4vh+ygIVejc6EXjTDZD6uFwaRhTTk9TFyuRpWFLJYPix2JeLJK9d7N9GVdH31RobEAu7BvVc1CMBJ1+DqUbXV5PaBFuvxZLFYLLsMfU9k1BDgLgUu0ScCXzb+6HpeLxvceSHoMumW+5GDZW7H8zBFzsp+g/1SJvLclbYHlPowDuKZKkh/iCeNp12p4UBJlKLxOI9LPxiKUZy40Lh3OfDPMqNU3Shdr+KqT1Cs8GSxuDk2tbIjghMAo+gkCxLoeI1hJbr49NvDb1XEkB4hyu1M0UF6Cp4eRWQq5GCqyqYXgtBTzki1lGA9tU43765kIC7nDNJvySRYme6DvA65mGDah37fKqXkSQNp/Zr01Dcir8EkPLEN1yvCSaFHj9TVMaX56fs3RRMxckqeo5wr6j5V3U1x/O0vQTWnBKyIZLH8Edg14QmoXIJ0t2GFI2lwp5ecBtwrBSbzQuYtm1a7TStRVniyWCyW3WXte8d41pQCZ4pGkilt0oyVaQlyAlRp4cSUGif9Ukyr81wVZiXV71bnXUIPX8trkIslUgDLdLSq6FruN/lmAoVfU65zTHT97Kpup1fLK/yackU66EgvE73PlP2gFZ4slp2DEU5e40ugvPqYHkEixXBuT/QoqAevN/Dn/8ngi9RoWeUx7tNU5Q4wR/54GS1ze6AU2SS3kWKMLoAQPYqIbc9MarwsO0E/rkl4MpWul+dnihTzui69aJHpPPTjymuv1QvKlNUhRSOZjqcvgBDd349p3HIBh+fmJSD98O6LsusBSp8r2x9YLJZK/MvvfQJ6mOVOoU8cZGgyB/FXIp2IFNy574QNtqnc5crkq20bslosFotla8jqcumkM+hOvplAPukMmvVqby6hCE7/cDO9hPDm/hbWE4g1O3/LFVe9X+L/HPzPAujefNwrvUD2IXtOfoV0+j4iBfd+eb7O46XnwunDSJ5NA5vnLyeUwUIngAQ68Cckun5Wk4BIIYHuqRxYeF2lVPiLiBQSyE1XNmENxnuxsJ7AwrrP2U6snHNSshDvRbu/CMTKoyosFkv9UAQ3FcPxfM16AqPDjuiTwxxizYPI4LmKmBzZrKRHZORlYF8D/u/qU1xs68HRd4NapMsEupuq+zoRL4NynVxiDt1jcddjMlUPAGAQbbqb4kgnS4IUBbWj7+672rLkm5KARvGnuymOHOaM3k666JRLzAFxd8SsTH+LeUR1laLEQq4FEIkj/ifK9uPVFvNxvc8hzv4H0XfvFSAEJZ7ryFgW7VXS8SIFYO/Qj9gLYGHT9ygHJxo4e73deF5AaXH9b+LRv/3FCk4Wi6U6u2YuXmu6HcP6K63A6tSTi0yk7wY72JzPX1MFCFmZhKVeOQGQ2Igni8Vi2X3++ndnQiXTFYBS5BLRV9MBuKKdZKpZ372Iy2i1UhUmiSxawdek/UVlCC7NgPV9VuvDTGkNMuqB/Zoshy2r+oXTh+v279DhMXhcXhtXya2vocWyPY5NreCHd1+4qlrqi6GAO4JJ/y5LA2f5WkZGHvI9A+CI3+H0YVUh038wCqAU7SP9liTVKtzJ9DxTO6ynpFUy8daRgomeuuzld6V7TEn7DZPg5FUdlcf0uu5K52qqrC2N1Cv1TybknMqUWWJT0iwWy4fOjgpPx6ZWqopNbBjpowFADY5rpZYqEToyX1rmYevhu4C5ap3MIY8vfqbK5Uqs8GSxWCy7T+han+oH9Eo/pnQL6b+hp9lJ8Un6jRBZre5M9JKr35GDf+npUSmt2yvC1xT9S5GHBS/0NEJdvJIRB6wIZPK72sqiDa+Fk2IpdmWvz9a8P4vFUoKiE5EpUCa8zMUB57tN43AAOHHjLgJHAsojbs/Jr3BqX4PaZnp62iWIy/QuLwEf8BZg9NQz/fUylc70WpNopd8XfXvCNGbAbZRuEtBk+p3JtNt0/jIyq1JUl0Smdpu8jHSRyQpGFovlj857EZ5MCr5cbab4U0/KnSkNohp6njdQ6rw4oJ9JjasKGTOpcew5+ZXqxGm2ytxyAK7KP1Z4slgslt0ndK3P1Z6bJg9Ef46TAb36qZyIACjrX3TPDaB8ISVwJKCMvQmFJ91DUK/kQzgpkr4mM6lx7L99SwlQutgEuH2qAHckFrnY1oPH2aWaI4xlpSyZqsFIAx7b+npYLPUhTcSBkl+cbhKuYxKTCds0Fht48Nr5XobTh9V3t7+/H4mun/Gk8bTLb062QYB3NKmX6XYtEVFe0VSAuXobBXxGV+p+SrLtlv55lc5PvlZes9y3vG7TvZZzGisWWSwWS+3suvBkKnkpt+GK7p1gj1p9qZVa0ha8PKRuppdcZaWBUjgsB9r9/f04n5t3CU2Ps0tqFYnnLAfmVniyWCyW3WXt+8OuiQoAl9mqPokC3KWzgXJhCYDLYFVGxurbmNIiuJiiVxPShSdTugyjpeTxbqaXVPQtq9PJ11FYklFO8vW6sAY4qe0nbtzFqX0NNfW1sp+UUQKybHh36oWdfFksdUDRiZGSgFuYAeCygJBptoC7kIIsTU/4f0f+T5iengbgCE6EnnB6O6e3mzIlzRTBZEqnM0VM1fK8vi33/6TxtFoMlmbaelsusxcYZSQXuG10kcVisfz+7KrwxIFvd+pFWVoDUFpNvRLpVKWx+Xi1QTE7SNNAHYCrPKs++ObqyOPsEqanp42hvU8aTwOAqpjBCU7nhSB+e/gtAKhy1TKlwaYcWCwWy+4hqz8BldMpiB4VxG0AlJXzlkiBSU5iJCavDVMpazlp1CeZRHqXkEzkOU7tawDgrmjE/73ghFZGPcnIgFqQ/bLsS6UABdiIJ4ulVth+yUVTtkv0TuPj0tvtTrBHWTzo4vXN9JLyp2O63al9Der1I2NZFH5NYXp6Gv939Sm+n9njage9sgf0SmdET70D3F5JpteQapXfALjENCnK65YZ1l/OYrFYPi52VHiisXit6OKRU13jfsX8denHYRKUAJSlBngZwj5pPI39t2+5JgTE5NHBfXP1WZa9tRFPFovFsvswzQ6Ap0cHJzd66XGglGrB9j4TeY7AkYBq56V5Lf//21+C+Me/BVTKh1cJbCINuSVepco5sTL5n8jzkxFSRDc2r9fAXIdRTHr0svTU4vVzUmgngBZLZSg4AaV0Nz1djAuxjGbkd24mNe5KsdW//zKtlmPbM9FLan/cP6Ogzufm8XLoMo6+u4/kmwlVaEcio4h0kYjtl769l1BlwmTCLZ/TU+Fkmh6jp6zgbbFYLB8X/+t9HMSU9pBLzGF0OOTq3B5nl/Ck8TRyiTln8NsUd3Ww+WQXupvian96xzQylkU+2aUG+17mjIDTcX63Ou+qOAQ4EwCnLLezH0ZQZTpaleik55+TesrgWiwWi6V+OEFj2yuFJj2dDtgsp73Z34wOh1zPJ99MKPNdrtRTVMl0tKK/vx+FX1NY+/6wmsDJFBiZ3iGPJxczuN9gvBcL6wlnopeYwyHfM0QKPkQKPsSaB1Vfxj6IMNpJXn/yzURZf2MSmLZSxY6+MLwWXqMuOuUSTolyKdJZLJZyGhoaECwWMJMaR39/P65/cw7xxc/Q39+PwQEnSj4Y71VtDMeuFJN+KX5u/C6znWCEENuGM9FLGBnLIry8VhpPp15gb1sS/oNR3Ak6i7z6GDnWPKh+upviGBnLlhlpy9RmvmZ0OGQc53tB4Z8/epvNa+UcQReduA1TFi0Wi8XycfBeIp6YZ16pEg+R5ZrlarEpLNdUItW0euSFbpxqqryh+z4xp16v9MPoJ7sCY7FYLLvHX/+eU+XC9YgiAEoUyXS0qoUDOVmSCxYmk1pWbbsT7AEA5fM3MpZFzud3RQINDswqYYjRTHqfIQ3JOXkKxBZVOgz7PL1qk2khQy/PXU/qXa3cTC8hPpQB4KQP6uktujm7jfS1WCpz7pxTQe7B6w389vBb/MeJf3c9/49/Dau2wBSlqEdZyvGpTH1lpJMXHJ8em1rBTxfa0dDQ4Kq2WS1Sie2OTKeTUabV0uxM6Abmeoq0LLKgR1t+2fij9WqyWCyWj4j3EvFE0UlGKukE470uw9QrkU71GOB4LgVii1iZfOXKETeZHHJ/nHR4EYz3YvZsGsF4r9onO0C5okxjccDpeLub4mpSIh+vlLNusVgslu0jI2wY+SQjoIi+6MDXSfPeSMGnjGiBUlTS7Nm0MuW9E+xRj1N0YkTuqX0NmEmNI5/swuhwqCwKVkZlcfLIKAN6sMg0mUBsUf3o1xSM96p+SfaNffciKtqXE7RcYs6zbHk1eN94rQvrCQTjvYgUfK5oL04QvVLjLRaLw/FQJx683sCjq+ew5+RXZc+H04fV+NE0Pl5YT7gijwKxRSTfTKjH+Pvou/vIdLQaI5WAkqk5xZqRsSy+bPzRuK2JYLxXCVTSmFyKToDZA0qP0tT/p+g0ODCr2jF5L9gG09MqvvhZTedssVgslg+H9yI8sfPwMjAcGcuqFDp9EMsO6Ez0UsmTo6NVdVjs9PRV61xiruqAWFYnklxs61EruZmOVhx9dx/5p3mMjGWR6WjFId8znLhxF+HlNWX8aEUni8Vi2X2C8V6VBs02mD8jY1nVZ8jUNSlWMeWObXZ3U9wlKOUSc2X9Ah/n34AjJo2MZXH03X3XxIvnwXPSKzDJNLz807xKkwFQJqLpqeCceEleDl1Wk0A+Z0pfqQfd3wlwp8xXWkSyWCxu9t++hXD6cNnj176+C8BZWM1EnnuKxXvbksj5/Op/ijAyRRdw2rrw8ppn+is9pgj3aYpQ0tsP0yIvozhN0VJ6SrMJKSaxzV2aypW1K/r/4eU1HA91Gtspi8VisXy47JjwdGxqxeh3oSMH8GRhPYHOC0HVWUqPJ0kgtoj2gRYVDUVhiau/tRyfpP3FsskFV3N/KX4OwMmzfzl02RG2jgSwsJ5A+0CLK5SZkyBGY1ksFotl90j7i0pYkT4hjDriar/uB8LJy0xqXC1e5BJz6LsXcZnoysiD8zmn+lt/f796vfQDZJQTV+sZEQCUohACsUXEmgdd/Q37r1P7GtDdFC+L1pIwksmrf/ul+HnZxI7eS16vqdZXmp6XE0vr62Sx1E58KINAbBHHQ514dPWcEpzInpNfIXAkoBZUOfat5JvE9FwZfRRrHsRMatzl01aJny60KzFKfr/Ztul+c7JdoFcdCcQWsbCeUMI+z0n670lrDC9qaVuC8V6ciV5SkaoWi8Vi+TjY0Yin7tQLz+ekkOQlEsl0vJnUOGLNg2rCMDKWdYlNJmg+zr953ErnJH9nOlqRf5pXHd/Locv4bnVeiUtAKcc9cCTgXPPm8aSfiMVisVh2F9MqvaxIx0kZ4O5/zkQv4eXQZQClVDgZKcXtGX1wPNSJRNfPruPIlXrdl4SRCPQiefB6o6zfSvuL6G6Kq/2YvKp0vKKLaL4rz4F98U5EJKX9RZUOyKIbFNW2D01NgQAAqIhJREFUk9JnsXxKzKTGcfTdfVdbcv2bcwCctNv80zz6+/sBuCvE5RJz+OHdFwA2I58Sc7iZdgrxAKW0O0b/7zn5FcLpwzWLw1JID8QWnQhMnx/dqRdKSKIQxe89j8f2S/q+6cK8KRqKpuGVzkdnJ9KILRaLxfL7smPm4semViqGvUojUmmMSjNXdkJy5Vmmz8n9ACWTWLK3LYmF6AH09/fjxI27eHT1nMvQHHBMU69EOpURI1CqBqKvOMsUBzkhkdvJyQInPNZc3GKxWHaPte8Pl62Yy+imWPOgEnqk8TbJJ7uQiTzH0lROmeLKVGndiNwLU5EMvb8IxnsxODCLpamcquDKvoL9nvQzuZlecqXi/Z7+SXvbkp59ujQ7ziXmbL9nsVShoaFBCTeFX1Pq8evfnMN/PfpvPM46BWsYZZl/msfSVK7kTbcpJiduh/Fy6DIeZ5eUDx0jQNkOFn5NqaIIsk3iPqQh97GpFSxEDyivu58utLu8oPj3QvSAOv+F9URZ+8BxtRy3MypL+j/J9plInzsvZHvLY0UKPmSvz1Z8ncVisVg+HN678MSoIlbwqBe98wHg+p8hxoEjARWxpE8EZPgyB/5SUHo5dBn7b99yHZdeTiakAGUH4BaLxbJ7rH3veKXIKqRyQUIuZHCxgYKOXjVORkjpFVIB8+o7Jz3xxc/KFjcutvWoiAO5LykiyWqqAIwLL17Hfp/oE0t9cigr9f3tL8Hf4xQtlo+GY1MrKnKJbUemo1UVqjlx4y4CRwIIL6+pyKflwD8BlBZc6cn0djWGjvyf4D8YNbZfrMqZ6PoZXzb+WHYueiU4ikskWCy4jkfersZcoo+EFTt5DoB7QUBGTMloJy/RSS4U622hfMwKTxaLxfLxsKOpdpXCX9nRtA+04NHVczVX0dBhZ9PdFHdNIriSHDgSUJ33d6vzuJlechm2SmNYr1Dk/bdvIby8ptIxAJSJTvI5eoZs9ZosFovFsnVkugf7mu6mOGbPpgFA+QLKqnEAXCbjQCmFRKZqs/AFYdlyAGqCyH7lcXZJpWGTkbFsRU8TU8rJ++xL2G9X832iJxah6GT9niyW6vx0oR0rk69c1djkouWjq+fUuPL6N+dw4sZddDfFcTO9hNHhEA75niFxO4xgsYBcYg4nbtx1tV/SS4m2D2ynfrrQrn68zg1wm4/HmgexED2At6sxBIsFLEQPqHaQ1Z1J2l90pdPRd4p/A6U2TW8vvCKdwstrapyvt01cQK7H19VisVgsvz87FvEUutZnfFymH0jRyCu/uxa4siJXvGUHJFMZDvmeuczAAbjS/SQUl/JP8winD6tOW49+4goVQ6KB0gDCRjxZLBbL7tHQ0AAAZUa1nITJiCX2BXyc/QF9RzKR5wgcCag2n6nXnCTFmgdV0YgrkU4ATlTT4+wSjoc6sf/2LbQPtKjXPXi94fi1iKpyFGikICajFCIFn0pJ+T2inOT1AuVRY9zGK/XPRjxZLLVxbGoF/+/JdgBQC6TMAvjz/2TwX4/+G3tOfoVHVx3vp+XAP5H2F/Gk8TT2nPwKAPDbw2/xS/HzMv8kPWUYADKR5/h/qmTrhq71YW9bUkU5Ae62VCJNzHlMAMZUZSlEydRnfeyvP5ZLzGEmNY4z0UsIxntVVVBT6jNTAy0Wi8XycbCrwpNcEanml1GPGEXhKRN5jolJ57h6OK70oEj7i1iZfIXZs2nl6fHg9QYmJvuQ9heRiTwHANdKtUyD6LsXUY/fCfYoD6nlwD/Rkf8TACjDyNb/fF7TNVgsFoulfhoaGlSqmj7hOeR7BgDGxQaglF7HSVF88TOcuHEXp/Y1lPmQyP1K0Yj+LPRQ4blkOlrxcugyjr6775oE6oISJ1J99yLKgwUoCUDbWZSpB5OYZEr106OaTP24TXexWGpDprVdwEM8zi7hfG4e++cfqGp309PTLr/S69+cw/cze9B5IajGnkCpzdCFIBqZZyLP8b8frlQUZ+g9pbd5Mm3OyyRcClMUpfTUP307VxGEzbZFT48G4CpioKciyzbItj0Wi8Xy8bCjqXY6rFzB6hfVtq0WNpv2F9U2+sqrvv9DvmcqgikQW0T+aR4L6wkk30wg09GKR1fPobspjvjiZ3h09Rx+e/itEpteDl3GyFgWM6lxHPI9Q/5p3pWHT9hBHg91GiOoLBaLxbKzyCqjhOLQ4+wS9t++hWC8V6VXE4pBcvKU6PrZJToxRYTVnQKxRYwOh3AzvYTBgVmMDoeQ6PpZRbtKr6bw8hrORC+pSRZT+vS+KVLwlVWykx5V77NiUyVD31xiDrnEnPJmJHqpd5vuYrHUjkx723/7Fs7n5l3jy0TXzyqF98//kwEAXPv6LnI+vxKhLrY528u2JflmAvlkF0bGskr8BlDRe5XogpL+v0l0kuiV7/T0YvlaVvSUgrYyUG+KqzRBCld8jpFQprbIYrFYLB8Huyo86RFILIOa9hdVx8nngvHesopAgNs3amXyFR683kDfvQhyiTn89vDbqucg0wgGB2bVgJ8RSsdDnSplAoCqFtJ3L4L9t29h/+1bOLWvQT0no6LuBHvgPxjFL8XPf3cjWIvFYvmUMKWCnM/No32gRU1IGBVlSkMBnMmayU9pZCyr+qL+/n7cCfbg0dVzyHS0IlLwYfZsGu0DLWgfaMHIWBbBeK/aT9+9CPLJLuSTXarYRa3XA5SLQTsp7OxtS7qORw8rikwSTiBNpP1F9N2L4GZ6CTOp8R07P4vlj4Ju2G0iPpRRAvQ//jWMpakckm8mcP0bR2ACnDYt0fUz3q7GMD09jWtf38Wek1+Vec/pnkoUaAYHZj3P5djUirEdlUgx3vQcAOWtF4z3enq+6RFU0myc4+fR4RAiBR+uRDqV6M/ngvFefLc679qn9ZezWCyWj4tdFZ4IV00BRzwKxBZxJnoJucQcLrb1oPBrSnWiD15vqMim7qY4km8mMDgwi4ttPWgfaFHV6gCoTogD55vpJXTk/4Tuprh6jh3ibw+/xal9Dcgl5tDf34/44mco/JrC4+wSjr67ryYQZ6KXVIna8PIa2gdaEIz34nioU11P4EgAx0OdmJ6eViblucScjXqyWCyW9wBX1EeHQ2qCAjhtdqTgc6V7eE2q9PQPrtpzvw9eb5QJR3eCPWqlnlFR9BiU58D960bjXEiRCyrytabqTfL3dqExMQCXwbqMDuNv3hNJpqNVXTvgXOsvxc935Nwslj8SC9EDCF3rqyhA/XShHd2pF/AfjCKcPozCrymVLgw4kU6zZ9P4svFHFWFPCr+mXCbecvyZfDOhIoe4cOoFXycjNU2YhHugJChRBPMSq2XKMiOzdAsO/W/+LxeqZWEfi8VisXxc7JrHE/0jZCdGvySuQtNbiakOJi+lU/scP4/2gRZ82fgjLuAhvludVyWpASh/DcAxBl+aylX0yaAv0/FQpxo069vLPHNGYvX395cZis+kxlW0VHh5zZqLWywWyy4SutanfJIW1hPKGFemhJn8n2RBCqDkOyj9ASnKZDpaMXs2rYSXmdS4Mv2ltxMAdKdeqBLjupG5PIaObjAu+0l5LvRgMpUUrxev69TTFuU91B9rH2hBILZYdp+tt6HF4mbt+8Pqe92delHVBJvedUy7Ox7qxHer8y4fJMCJqJTjY5MgRC87iuL68Y9NreDtaqwsYkq2Q15CkwlGlOrFGSQ8F923aTtYc3GLxWL5uNgR4enY1AoWogfUAFrPB2dnxk6VEUUUbWgi2Hcvogb7DN//pfi5q4PqyP/JZaxIA8ZT+xrKJhE6HGxzgsBzoJAlX0fhqX2gRVUUYaURnj9fDziV714OXcbpC19t8S5aLBaLpRoUnoismHTI98zVp3iJTdweKE24Mh2tqnKdFxfberDn5FcIpw8DKDfXBUr9nZdROCeSFH24Xdpf9PRcuplewuzZNAC30W41MWpvWxJvV2Oqap48J68oKl14kv0lJ5c300vq3EeHQ3bBxWLRODa1gvbsdQDOmLGa+MTIqIXoAQBuUVsyMpZF5wWniuRvD7/FmeilMpFIivJvV2NlAs2xqRUEi4Uy3yYKSNKvSVLJ5wlw2mIpZlFsCsZ7VVGgatU7b6aXVKVQL3hPahH0LBaLxfLhsCOpduwoVyZfob+/HwvrCTxpPK3S6h683lA+GcdDnSrMdv/tW7gScf7vuxdRBuD5ZBf2376lyseS7qY4/Aejrsf8B6NKdALMFXcAZwCeT3YhGO9FrHlQmYcffXdfeUxJZs+mVdrGmeglFa58PNSJTEcrgvFeJZwx4kk/X4vFYrHsHJycPWk8DcCZYFGEWlhP4Ez0Eq5EOl2iU6UiF9xmZCxbFvmjczPtGJc/unpOiUsy1QWAKxrIa5ImI7PyyS4lBJm8nZhyztdJo10T0sNJh/6IEn1iKY17Zcod71sgtohcYk6lpr+vCnwWy8fGTxfaVTGakbEsfnj3RdXtmXq3sbGBny60q6hHyehwCEtTOTUmlc/LiCW2EXqbwIViKZTzdVJ00s29t0J3UxwjY1klOvEYXu1ULjGnIr7kPvT2ju1RLcbpFovFYvlw2DGPJ0YzMRXtTPQSXg5dVhXkWAnoTPSS8uS4EulU3kizZ9OqIw3EFhFeXitLmePkAXA6qAevN8oq7kjkykuwWFCv476+W51HpOBTq0cSOdjm7+npabWafrGtB4+zzqovJyzVcuktFovFsj3S/iIeZ5dcHk/0BWRbvbCeUP5LjISlj6CMdAJKgo4uSsn+gxOi8PIazufmXel0uocUI5NMK/YmwUg+xopPMqKLE7+RsSwyHa1llZz0fUrDcE7MArFFnNrX4IrokqKX14JNpqNVFQWRj61MvrLGvhZLFf73wxX1dyUDb4mM4OlOvfD0XBoZy5b5q5nS47gwfGxqRaXYeRVaAJy2szv1QrVfFPGrRTsB7uqcEmksHogtqnMyXdP09LRK2ZOPy/0D3m2WxWKxWD5cdiTVbu37w8hEniuBaWXyFWbPplH4NeXa7nioE0ff3QdQCgXmgDb5ZgKHfM9wJnpJheUC7tQImSrHfU9PT6tJAAfRMieenlKyk2L4MaGIxBS+SnQ3xbGwnsDgwCwCRwKYPZvGwnpCpR7YlAOLxWLZHZgiwnbd5FEk+w8Aqi+QK/ymCqqc3MgUE6aKAKVJ3ZPG0670FvpHcd9ekUAUxtL+IlYmXwEopbPJPo4LKbNn02W+K7xe/tb7PqDU/+mp5+y7yMW2Hhx9d9/lR2VaxJEeivKceU8CsUWb8mKxeED/0634ETHC84d3XyihXUe2bXpbxOdzPr/Li05Gg3IbAK7HZdtaS8qdLqxxG6bfSf87trF6Oym975iRwNTe/NM8AGeBl88l30zgb38pXzi2WCwWy4fJjghP96e+xeOs44k0PT3tGsA/eL2hvJGOhzqVsCRNBmPNg3jSeFrtg+l0Mj+cfk7cP4Unk1iU9hcRX/xMeTHpohPgDtHlYL+av4eEocMrk69cA3ErPFksFsvucGxqBYnbYdXmciJjquwkBShddCJsx6X5uEwzkZ6FnFjJfcnIJ26jT6Zofi4LaxDpLcV+SApLUjTS0+QAuHyWpBeTvH6vyR33TSHsSqSzrHIWj2ESnuRjVyKdyF6fLXutxfKpELrW5ykuHZta2ZYwG7rW55leK0WhnM8PoBThT58nwIl86u/vV+Pw7tQLFXlEIYftnRSkpGilH1O2i7Iypx75VEt0EtviSMGnFqTZPt4J9uD6N+fwj38NAyh5WwXjvbbdsVgslo+IHRGe/vr3HGLNg8hEnmNisry6HQD09/djOfBPl5AEOB0eBSfiPxg1Vpm7E+xxGYt7VSSSVYLq8aGotDpsggKX9J2yqy8Wi8WyO8hCFib06nX6yrx8XK+4CrjT2irth+hmupw4Sfa2JbEQPaD2KcUvmn7LPlGKXvxfekdJvAzA5THYl5kmrvriDyefsoodo7PkMfVzsdG+lk+dhoaGXRNCGPlkMhsH3AIRv+9sd2Q7IDMFpPDEfSysJ5w0XZ9fmY9/2fijErJ09OIN2/F8k9kPhIK6zJ6QC9gArPBksVgsHxE7lmq3MvlKCUOytLTX4FemwQFQ1em4kmEK7TV5ZgwOzJZ5QfF4nReCeHT1HKanp6tWupMVRGZS466OrRK8Lk4+rPBksVgsuwMr2nkJQhRN2gdaADgFL9oHWlwLEYxoko8BcAk3EhlRxf+Jqd/RH5Or96Y+hdXs2BfpaXeMfJLRSLwmPTJKX9hhap/umSLvBVBaAOKiD1PJ9SgoU7QT4KQF2r7P8imz9r1T6fLLxh93Le2UwrspVVgKSVJE6rsXQXwog/bsdRwPdWLPya+UTYQeIQmgTACnuO6VXqdHm7LyZTVkW6WnOZvaUBYqYrtErPBksVgsHw87Yi5OM/DjoU6juWAuMac6QVaWW1hPuPwtpqenMTHZh+9W59Xz8oerrtJ49WZ6CeH0YdVJ0WCWHefSVA7nc/NqkGxaKVJmtNEDuJlewoPXG3icXXJNEOTr9H3Yqj4Wi8XyfmD7y0p1JPlmAsk3EyotI774GZ40nsbLoctl5rxSWOLf3JeX6CSNxJnOIs+HmPqDlclXWJl8hZnUuPGaOEnz6nNM/0vxS4pA+oKNDo8hF4ZGxrI4+u4+zufmazIMr3YMi+VThFWcg8WCilDaaVj1bm9bUn0PR8ay6m9+v0eHQ9jblkTO53d8SKMHVKTQqX0NCC+vYWE94U7TS8w5acGbbQJhaq7u4aSnFY+MZZFPdiG++JmrGIEJvT1je96demFsQ9m2A8CdYA8utvW4xvoWi8Vi+TjYkYinhganmlumoxUvhy6X+Tj13YugfaAFmchzhNOHjSvN8u9gvBcX23pUBTl9VdcEDcLp6wS4B/JeK9HSSHH2bBqHfM9UukG1iCden9yvXX2xWCyW3WHt+8Pu6kvCoynn8+MCHuJxdgnXvzmHlz2nEF5eUxGs9FKSEUiAW0jxSqnT0z/YN1xs68F3q/Oe5yvNcomeIl5pW6+IJz3yqJI/IUuy6/5Xepo6PRT1/dKEXDc5l7QPtKD1P597noPF8kfnH/8WUH+3D7TsauQT4Iy7ZcGDKZzEBTzEmeglAHBFRZlSY9kmyLG3jJqSIrw0BJdIw3AW2bkT7AHgWGbovndpf1EVZ9CzIaT/qhyvM/KT+z1x4y7C6cOIL36GEzfu4v+pHlxlsVgslg+EHYl4yie7kE92oX2gRVWt626KIxjvxehwCFcinQjEFrE0lVOGrPlklxrky3KtI2NZdDfFsefkV2gfaEE+2YXZs+mKIlAuMYfH2SUkun4G4HS4D15vuFZDdNEpl5hDpODD6HAIM6lxtA+0YGE9gf23b+FJ42nkk12qJDW319FFJ3acFovFYtl59OglXag5+u4+joc68V+P/ht3gj3o7+8H4KSShZfXkEvMqX08eL2BmdQ4RodDRi8o+RNrHlTbsW8A4Ck65RJzrvQUOfFjOrdp1Z/RBnrklfSR4v5Mnk9725IqEoACm953ct/644wOlvvtbopj/+1bnhFWxKvku8XyKfFy6DIA5/uwED2wa5FPgJNaF4gtIhBbxHer83i7GsPRd/fV9/tiWw9mUuPG7ysf4xidY2960ZmsLkyRjnpkFAA1Dj/ke4YnjacRax5U7dGTxtPYc/IrV9vj5T/HdmwmNa5EJ2ZGMEr01L6G2m+YxWKxWH53th3xdGxqBT+8+8L1mFdJV65QL6wnVLSRXlGIz/F1XIGpJDwNDjhRRktTOeUFJcvGspPSS7ryfExlXllBqH2gpWL5V8LVYxvxZLFYLLsDS5Prht6Ak7J2sa0He05+pSYkrOLEstz0POFE5nxuHneCPUh0/WysTidTRvR+yhRFu7ctqSqmymgDWfkUqK3KE1f6Abeht6xkJ31YCKOwTJFd0seK18MqUiYDc1mFj/vxOidrLm75lFn7/jAykedlYkh36sWORz7pgpY0CQegUt5O3LgLAAgcCUCH7QiNxAHviE/CCCm2e7ogDkBFPsk2L5/sUvdGFj+Qr5fm6DyP5JsJ1V77D0bLok3PRC/ZdsdisVg+IrYtPNHs1Qs9L1xW9ZF+ULUaEpq4mV5C/mkep/Y1uFIHaJhKc3EO5KWpIk3NdcNCKX4Bbk8Mpi4AJcNYDvat8GSxWCy7A4UnIotVxJoHsfH/+f/ii9Qo0v6iMhbnQgTb7pnUOPac/AqAU5abZrvclsbaFFbYX8iUlHyyCyuTr1wp4Gl/EV82/ggAqiJUpUigWlK5iRSEeEz2Q7rXCl9rSunTzcfl6/U+Txe19POZPZtWCzRWeLJ86jDVbvZsWj3GNmAnxSdpMM4o+//3pLPvU/saVFvIisuHfM+w//Yt4774vaWQxYgnnruOPkaXaby6IKWnz91ML6F9oAXxxc+Q6PrZleYnq+fJxWgeTxY7ILagj8VisXx8/Mt2d+A0/t6rJHLAzo7MEZlKA3iMZZF8AwDmaCKugMhO72Z6SXVCVyKd6J7KqedUNaDoJTx4veHyrXg5dBkoQqVgkPDyGrrbMmq1OlLwuVZW9pwMYgTOdeQw54rq6m6K40x0M+XjerU7ZrFYLJatIFfI5er3wnoCffdeIR8JA9icIEV8QMF5TfdYyT/pTPQSRoqfI9Y8iCeNp/Hbw29xJ9iDE5G7yO1rQHdTDr8NXUb+3X2sTL5y0uw2j9l5wekHAjFnXzKS98tGYTru82Nh1af6PhqSy6pTPG/TNfJcTdWruM3NjiWsTL7C6HKoTMTi/1IUk76F/B0pAGn/IBbWfap/5TVFCu57nsOcqpK3MvkKo8Mh9BnSeCyWT5H80zweXT2HZeFNhLEs8slBBKIHcAw7Iz4FiwUEKYJHD6A79QKn9jUg09G6KQKFcCg1junpSwBKnqfS605ybGpFVXQGZJtkqubpjnTqHotvjt1DLqFpYXMcHSwWkPP5sbctifDyAWQmgenlRfgPZgGESoUaihNYGD6AH0TmAcayyCWctm1isg+55TUE4Yz5nYwJJ50PsMKTxWKxfCxsW3iqFprLjjAY70WsuRQB1d3kDGSdFdbygTNxBswhLGjP62aqC+uJzRXaIlYoMEUvIZw+7IhQiTmgo1UZLz54vYFHV8+p1wfjvUp00vludR65fZdUZJMOj61Hd1ksFotl55Cr4bFkF5Jv4soj5Eq8F5jsUyILV+JzKKW8zZ5Nb0YhhDAKoL/fSUc5jm8ROBJwpaMxRW7kTRojY87xl6Zy6LsXwSg2RSGfH1jdnKytllLtOAHL+fxYiB5QEb1SSJLmuRR05Pl6keloRViIPpmOVlwRz5tSAFkV1oScULKiLPczOhxCOlmKhEr7i04E2bL1dLJYJIEjASDYo77fD15v4NS+BsSSXY59w+0wcCG/rWMcm1rBgvC1c8QkR8wOL68hD8cXNRC9pIQmRmfi9i3VJmZk27Eac7IWxBh2dDjktEPCw0m2KdJKIxjvVe1ad8oRm7DZdnSPxVV0VnfqBa6sxtDdlnEJU6PDISWk6cfhmJ7tD+/tk80Kod+tzuM0vtrWPbVYLBbL+2NHzMXZKZiEl+SbCc/yyzQxrJRyICOPiFwB7m6KKxPwTOQ5IgUfrkQ6lcC0MvkKL4cuYyY1jpdDl5HpaMXIWBan9jXgfG4ex0OdSoDifnWTcJmusH+z8+a15ZNd6nXVRDiLxWKxbA85MRkdDrmEG5JPduFJ42n1f39/P9oHWjA6HFLFIwDH4ymcPoyj7+6jfaAFgNMvPXi9ofyNeLxY8yAW1hO4EulUEy0pMgFQixd8/O1qDMF4r0r3M0UvsW/hhNBkBqx7RAGO/2B4eU2ZpnPfo8MhpP1F9ePyUTEcX97P7qZ42X2MFHzqnFYmXyHtL7r6dOn1ZLFYnO904EigJH77/IgPZba/32JBtV0jY1kcfXdfFSMYGcuqMXg+2YU9J79S24aX11T7JgsXhJfX0N0UV2N4FvnhNYwOh9SP7ucUiC2qzIG9bUlXRTyakTPjobvJEaByiTn88O4LpP1FZDpalcjfdy+CTEcrArFF7G1LqmMn30yolDz+5JNd2H/7lqcpucVisVg+XHasqp0XC+sJNbCVqykL6wmMDofQeSHoqsBTje6mOB683nANkGPNg3jwegNLIt2OAlN4eQ37b9/Cmegl7L99C+HlNdXZtQ+0YP/tWzhx466qAHIzvaQ6T1YmkqvU7Lz77kXUfmZS41v2p7JYLBZLdULX+pTwEYgtYmXyFR683lDi/5PG0xgcmEXyzYRqj9k3Jbp+xpPG08h0tCq/E1ZiZeU6oLR4QL/A+OJnTp+wnnAmkKKv8ur39rYlyxYvOGnjQospxW5kLKvEJApQFNWC8V71HJGTTB1WuwrEFjE6HFJGwvJcCEUrfRLnpNv51PZSfGKao0kQs1g+RWbPprEc+KcSkuNDGdUOJW6HcQEPt7V/+jBxMVav6ClJvpnAbw+/VYKS3kZQsCaM2GebAbjbLPpGyUrPUnQCnDTi/v5+FH5NIb74mRKd9Kqhgdgikm8myooT5J/mMTKWxdvNCCy2k/zNOUOk4MPLocvG7AOLxWKxfNhs21x87fvDZQaqsooPV0ylEapeOU5PmzMhfS/k/qXhazDei478n3A81Ilfip+j714E+ad5hNOHAaDMDFbulytTQGkFmt5SelUgekV9tzqvqnfQLN0aHVosFsvO89e/59B5Iej4qAT+6aoadyfYg+MhJ9I1GO91VVViRSXCqlNyMiY9+6RZ9830kmrriRRoTJVOpaGu/pqtVLPTkc+x35GeUHIf7QMtKmJAr2gn+z1plq6bBLPPk0iDc/blf/4/20sjslg+ZigM/fDuC1f0vxxDbme4zcIK/M4BjuccqznLNqwS/L7L/wGURY0CqLjP+OJnOB7qxHer89jblsQP775QKb2mSqFMy9OLGBCmBrJN083JdTg+b/3P52XPWSwWi+XDZEcinoLxXlfoPaOCyODALB683lCrr+ROsEeVtQbcA3r+zd999yKqs2wfcPLYMx2tKvIon+zCzbRTwW7/7VvqOIEjAaxMvkIgtugaxHO1hCsqgdgiHrzecE0MuMqd6WjFzGZOeT7ZhfDymuP7JCoDmXw1LBaLxbJzLE3lcOLGXdWnMKoVAI6+u6+2mz2bVmkZgdgiTu1rQOBIQJXzJnKF35QqfiXSqUQnRsAyrUWm4fF5wJkkmSZKtYhOgFsQ80q9k+jnwCip8PKairiQ21B0YgogfzMCIdY8qCK7TKITz0um9tnIJ4ulBKP6ZUGd7tSLLe/v2NSK+m4z+ijWPIjfHn675X0y8ogRTYxw0kUzE8k3E5iensaZ6CUnK6BYUG1IeHkNia6fESn4VKSStNyg8MX/GdF5JnqprOiCqS2VHnk208BisVg+LrYtPCXfTCjRhR3IyuQr1YEk30woDyV2cIDTMSe6fob/YFR1qDOpcVxs68HgwKwK451JjSPtL+JOsAdPGk9jJjWuJgsc7AbjvXjSeBp3gj0qJUGiD4oHB2bVJCXtL6poLK6Ey8dN8BryyS5ciXQKw/S4cXuLxWKxbI9Y8yD67kUQTh/GqX0NCKcPq8IOXF2fSY0jl5hD54XyyFMuWAAlcYcCEpEr8V5+SJxQ6ZMeLy9DoHbRCXBSafS0OmkGLB+r1OeYUvBk+oqJ8PKailpYmXxljHTieVlfJ4vFzUL0gBJZcgmn+vHK5CusTL7ackW7Y1Mr+OHdF6VjbAo5yTcTOPruvhKHyivQmdHbBenrJBeHZQqyHqG0sJ7AyFhW+TRJXygu5Eq4T/o36dkF/JsVQmVKn4TWFxaLxWL5ONm28MRVHSnUXIl0qo5mdDgE/8GoqgYUax5U0UqB2CJizYOqs9pz8iv8Uvwcp/Y1INH1MwCnakUgtqgimY6+u686Tg58u5viOPruvhKxIgWfikwyETgSUB1fJvIcD15vqNfQkFU9v3kMmpWzI84lnIp8DPflvbBYLBbLzhOILWL2bFr9z0WP+OJnKj3ul+LnTpTTkYDazjRR4YSQUa16qhqR3kfVJjw70f5TSGJ6nN6HyeuXfoUk09GqzlMKY5ywVZrQAW5BTpqXe8H+sZLoZrF8ivA70T7QgvzTraWhHptaQbBYUO2BTEMbHQ6pqCXALRRJ+DifixR8SL6ZcBl4s/3kWJxRkRI9MjTWPIj2gRaMjGWVnYb0haKAJO8FUDIip2eU3A5w+8JKbFaBxWKxfPxsS3hi+O+TxtNlq78c/AbjvaoaEI1cpagjX8cVbIb+y30F4724Eul0mcoCTqfedy/i8mFiyWemx+m0D7SoiCqunvM6GE0lfTSYgtB5Iag6Yxm9BTipgNbs0GKxWN4fC+sJTE9Pq0kM4EyMpG8g0+P0Sdns2bSKdpVtuWzj3zecWHH1XxefFtYTZUKQ9ITi/5J8sktV/+O1yUki9ytT7mREl7wPXml3tqKr5VOHEU2yEhyFHVn4plYY6UQrCV0I4rjYtPAp/ep4TkS2A7JyHYAysYjeUcF4r8sHVbYx9GLS20u9TdBFo0BsUQloJkFJ+tXlEnNWdLJYLJY/ANsSnhaiB1SVIA7gb6aXylaIOYBlRwMAL4cuq4E/DQ318Fx9AM0B9suhywDg8rCg3xNNDHOJOTzOLrnOAyiZnZ+4cVftnx3m4+xSWSqDFKAeXT1X5gFF0Sv/NK+OZ7FYLJadhRMh/i0fZ/SsTBvhZEr+z4UPOdmJFHwuQcYU2SSrqOrIPm+nkZMtntfIWNYV+cToXhkJLCO15EKP7NMqVcWSffjCekL1uSbCy2tGs2CL5VPDy8ep0nfNi2CxgPjiZ+p/eolKkR2oHOkkU+D4GAUrdZzN//mdl20oz51pg2yDMx2tWJl8hSeNp9V2JmFpdDjkKn5Az6a3qzGXxxPg+K7eTC+VpQ/r50t2q821WCwWy+6xLeGJ1YTyT/NqNYSrsdIcXA+3DcZ78Uvxc1XdjkKRqXORUUQjY1ll9kqT2LS/6PJ0oi+FimhaXnNNGJgex3LZgdgi+u5FkOloxYkbd11lpyUjY1lMT08j7S+6Otj80zxmUuPKx8pisVgsu4OcYLEdlu0xI2LZ/8jtGR0wkxpX4ouszEbDbQAuY21GG3iJK7qn4E5Do3CKXxTNGKlFs15p7kuBiQtCuq9LPtnlmTrI6IbBgVn1mFxUMUU92VQ7i8WhO/XC9d3aiuh0bGoFhV9TAKDGslJIohhkKsgjo5z09nJhPWFc0PXyiuPrR8ayyPn86jGm4e6/fUuNr2UqnEzbizUPqmuQ6ELVmegl3An21BQ9yWN6LQZYLBaL5cPkX7bz4pdDl3Hi5FcAoEqlesFVD27DzpgdlGn1YmQsi/23I+g+m3Y6WpTEKcfEfEkJRaPLzv7koNh/MIp88mcVFaWXkQaKyLzeQHjTVDxzJLBZ0jWEPhHp5LwOm6kIUOfd3RTHxKRT4vZmbslVoc9isVgsO0upNHlIrb6zMlsg5vQhsujE6HAIo5uvzXS0IvM0j/1HAggvryGIUjoehZxAbM6VUgJA7d8L+gOyb9hpZPU49kv0IQzGE65+aWQs66S1bz7PyIQrkU6kB5xtArFFIFZK1zNdWyC2iAeRkvfTodAzIDfveY7OJHLW83mL5VOCYjYA17i3Xk7cuOv41XU5lhKZp3mE04fVWNZJhduM6tz87ucSc4htCstc3HUJS5t/6p5JJvGYYhPgRGDxWkaHnfbxSqQTNyeXkEB40/biFWbPpnHI90xVA02+mcDx0DMsr/6z4rUG472YTkxjOVD9Xsksio3/rLq5xWKxWD4QthXx9N3qPH57+C3C6cNGU1agNPiXlXS6m+Jl1YT0199ML7ly12U4sF5xTq/SE15ew/T0tPKpkCkHseZBtUoMwFXJ7kqk01WSW6YXmFatZKc9ezaNEzfuVrxfFovFYtkaJdHJYXQ4hEjBp1a96ftHE17A7TV4JdKJick+zJ5NI5/scqV50+OPQg37Jz1iltvq/9eTalZLioiMNiJcVGF0k2kyK9MHg/FezJ5Nq2ipSMHnWoQhXlEDNGiPNQ9i/+1b274mi+WPzLGpFQBOOtl2+elCO/wHo5iY7FMVne8Ee/Dn/8mUtTV6hBDNwXXxS9+WUVMUq5lix3TkhfUEFqIHkE92uVKcdQNxRnzGFz9DeHkNhV9T2HPyK7XdwnpCiVCVkFkP1doTW93OYrFYPk62JTztbUsCcFfPYdjuTGrctcoi/6bZONPeTGG+s2fTiBR8ygdKIss8655MkrS/iMGBWdX5spIeI55kBx6M96oBOA1dfyl+DqCUF1+JWPPglgwkLRaLxVIdWUBCVjRdmXyFtL+IcPowAChfEaBcVLmZXkLh1xRWJl8hn+xSfQm9CglFLqZj6x5PTHPhcUzpZ15wW71fY8W5tL+IpamcqwKd3H89IpcpHVEv3sHURHk+wXgv2gdalLgHoGJ1Oz2Vz2L5lGhoaMBC9AAWogdcgg+wmaa2BWH2b38JYm9bEomun3EmegnLgX/iZc8pADBWnZPIxVgutlJU4pib4nqseVB5OMnqdizKII83OhxS+5MiN9sGiv9AbSmGnEMA7sXnWkUlKz5ZLBbLx8W2hKe3qzElzhBWfzsTveSq0AOUxCeuxgClCiA3025jbj1XvBJy5ZrnADgD6kdXz6lwY8AZID94vaFMEVn5LpeYcyYhkefouxdRx55JjauVIR1ODLqb4sorymKxWCw7DydBseZBNdEZHQ6pIhORgg+ZjlY1+eluiuNJ42nXIkj+aR4nbtxF/mne5UloghNGHpcClzwXTq7q8XmSFffYf9A78MHrDVe1J/Z93H94eW3HJlv0cqInFOBeIGIKYS3oVW0tlk8JitfBeK8SeaRJ91a/sz9daFc+S7nEnKvd80KOhRfWEy6RSjcOJ/S4Y6oeTcx1HIuLV67nKFD5D0aV1yl/62NznYXoAc/ncok5lzDlep2tcGexWCwfJdsSnvTOKZeYw5VIpzLuJnvbksj5/GViklwVCi+vVe2kgFIFH33CoE8iOJA+HurETGocffcieDl0GYHYIh5dPYc9J7/CTGoc363O48HrjdJ+04dxJ9iDTEcrBgdmy4Q1MjgwqzpzmpNbLBaLZfeR5uCyr7kS6cTSVE4Z6f5S/Bxnopdc/dSjq+dwal8DHrzewExqHO0DLcg/zbv6j0jBp/qrJ42n1esZISUjpUglk95KSBPgicm+sjRBwFms8Sp84QUFrUriEY3JXw5dVpVhZfqh/F2tj2OqkcXyqdE+0OKqNKnjJaDUgpfIJNsCth/dTXFjhbtaYEU+GR0lK+ZRiJdepmwjuY1uN8GI0VxizlUoCIAS9b3azVrEOpvia7FYLB8X2xKe9BURRg+xQ2RnwvKpAFyDWnao+WSXGsSzk/LqUEwrq/oEgEiPpvzTvNr2fG4egSMBHH13H2l/Eaf2NagBeCC2iPO5eYSX1/Dbw29VtJQMl77Y1oNHV8+VHbfS6rnFYrFYtkc+2aX8TjIdrVWFHi5yBGKLjiH3kYCaHJ3a14D9t28hUvAprz+5qEEfkaPv7rsqxulQiAKcSaJp8UROPGXaHkWhaiv4W6mMBTjCUqVoJKbdnYleUte2MvlKXTtfS68oL9L+4o5421gsHyOmaptbFYBqRR9/x5oHVSqcHD/Hmgdd4rOsjsf/F9YT+OHdF0j7i0p0YjaCTLHr7+/H9W/OIRN5XnY+o8Mh/PbwW0xPT2N6etoloLMdJbnEHDIdrYgUfJhJjeOQ7xkApx2RbaWpTakUCWWxWCyWD5ttCU9cDUn7i+huiuNM9JIq9wwAhV9TuJleUp1g2l9Ug1rCQTsHtVLI8Yp+8loJ0cWn/bdvYf/tWzgTvYTfHn7r8vAIL68hEFtUfhmc0MiV9KPv7qtUO5bWBoA9m5X8JKx+Z7FYLJbdge319PQ0Zs+mVWrIxbYepP1F3EwvYWE9UdZ3UERpH2hRXlCAszghzXKJnnJGKrXxmY7WMu9ACSdL9E3iOVVb2ZfHrEeAWlhPmCtVGRZ1mHZnIhjv9dwXUOrDbfSB5VNFCjn8nrO4zehwCD9daN+xY3EhlJgELn6XTcK8LjrlfH7cTC8hEFtU+6KPE3/kouy1r++qwgPAZrXNzaj/M9FLZVGoJFLwqfMJxnvVmP9M9JLKLKglZTcY71WClPV4slgslo+LbQlPhJ0Fq2kATlSQDLuVlX9o7k0D0/aBFuSTXSqEt1pnkvYXa05to3+FXNHlYzOpcVUBKRBbxOPskkq5oOcT4I6o6m6K49HVczgeKvl0ME3BYrFYLLsDizxwcgM4fUEw3ov9t2+5vFDYJzGNg6KILiIxDS+f7HL5CVLgkRO3kbEskm8mMHs27QhYy2vqN2HkrJ6mVk80kC7gBGKLagKY6WitS+AxRVJ59a+mSZ+MLFhYT6ioL1P0Vz1pgBbLHwkWreF388vGH7G3LYm9bUmVCbAT6N8xCkf8WxfPKTJJcYp/s417uxpTHnJ8TPpCjQ6H1Nh99mwaia6fXd99Vs+8E+xBPtllFLukGCcrXvO3XCyopa20IrfFYrF8nGw71Y4d28J6At1NcTXQPRO9hKWpnMtIVVaiY0dGU9hAbBEnbtzFy6HLZWVVu5viuJleQtpfVNU3qsEJAY+pVxm5EunEmeglNVhgCt6jq+eUOe3s2TTORC+59tt3L4Lp6Wnsv31LDb4fZ5dwJ9hTV7Uhi8VisdTGsamVMqNeVp5L+4toH2jBwnoCVyKdqiKTLLnNCZHef4yMZV0r/dw/hSg5maRvFCMZGLHE6AJOxjgBZOUonWoLK8F4b5kfCtlJc3Gv/YeX19R1v12NlaW1cLFGRi1YLJ86+WSXs6BaLCBYLGAhegBvV2NlY8idRIpDUjSqhBSjZVogF4MDsUUV8STtMACnzTUJ1AvrCUxPT6ttdOFdEoz3lj2uFxciXgJTpYgui8VisXy4bFl4Oja1olLVKAixqhsHpbKqHTuKl0OX0T7QolZuKSzNpMZxal8Djr67r7bloD7WPIiXQ5exMvnKVcbVBAfCXCWWRogSKW7J157PzeO3h98CKE9r4KCcKzxchT6fm6/z7lksFoulVt6uxlxV5RhBm+loRSby3CX6myYrjEigoCQnUjTTlUQKPnUsvRw6+y3+0P9J+jXJH3kNQG1Gw3Kyyr50qz5P9SCFOqB0L/e2JdX9GB0OVU3hsVg+Jfh9oWgjIyblOHO7Bvy6wNSdemGMEKL4ZBKh0v6iei3bMKb/clwssxiIjPqXUZ2EEaH8m/vyEp8kd4I9KsNAR3+9bHtizYMIXeszvs5isVgsHx7bTrWTFX4AKBFKh1V59pz8ylWhh4N+pk8wAgooTS5WJl8pfyYOevWVVmkkzvOKNQ+qlDjp0cSOW5bKZrrcy6HL2H/7liu9jvuWq9eyQt+VSCdO3Lhr880tFotlF2ApcX1C9HLositKVSKjAdiemyY3FEz0fkv3X6qU3lHJ+8kkNJkek1Vdf8++REZyZTpaVclzKe5J8Uku9lgsnyL0O6X4wrFi54Wg67seLBbqEp+4rR45SQFqIXrA1S5JcVr+LVPu+D1diB4o2y8jQ5m9sLctie7UC/UaCvhPGk+7XtfdFHcJYhT0b6aXXJ5MJnKJOfgPRsvG8EBp0VpGUOkeVRaLxWL5eNiW8DQyli0TgDKR58ZBODulU/saXKLNwnpC+WLomAbfI2NZldMukcbhJBBbVCvHFJGkiblM+TsTvaREJyLND4HS6jgnB7yOXGIO4fRhm3dusVgsu4BuqAs4bfjjrJOicWpfA3KJOdxML6nt2Kc8eL2Bl0OX8XLosoqAZbSunnZHMUUWxJCLFvSUkv4k3J8X9fg7VTLXpXn5++5neO2yj5YRzRaLxeyn9ujqOdf/9UYtLkQPqEXUWpFRUUB59JOXSC7TkPXjdadeuNJ8z0Qv4cHrDVXYYXQ4hGC81xHD1hPKI6qWVFxmMXilJFYr7mDH3RaLxfLxsGXh6Yd3X6iUBWk0empfg6pcx4p2spIFkX+PjGXLVlC4SiQ7mvDyGnI+P4LFgisaiSslL4cuo7+/X20vo5YkPGeJnNS8HLqsIrK46stQYNmhs8MbGcsiUvBZg3GLxWLZBfQJG6Nep6enkej6WRlv3wn24JDvmdo+7S9iYrJPVTeVBS9kih1LiuvHYDof+wOg1O7r/Vmtq+9eQlS1KKf2gRa1SGOKLPbySdGRr6uW9hdeXlP9K8U1nufetiSC8d4yoc9i+ZRhmzKTGsf53Lyrol136kVdFe76+/txJ9hTNj6uFS7u6m2TLizpbU/yzQS6m+J4uxpTP4BTNGgmNY5MRyuWpnIYGcvicXZJGajr4/paz5GCvhem59L+ok3vtVgslo+MLQtPekeWT3ahfaAFwXgvXg5dRt+9iBqwjg6HVCdk6kAW1hOqnKruHZGJPC/bnvu+E+zB0Xf3VZTS0Xf3cT437+nrBLiNzaX4NDocUisuvxQ/V6s3K5OvcCfoVOjLP80rcYmD94ttPWrCIo3ULRaLxbIzcNWfggtX2KUfSftAC46HOrH/9i1V/lvfh14GnJFPMi0v7S8in+zC6HAIM6lx1Y/RVNwLnlMt1BMFRSIFn5rgUYCS/WWt/Y8uELH6lo6sImg6X/0xm2pn+VTRRWtG8MSHMq7H6xGdAODEjbu4/s05nIlecgk59abi6hFQ/G5zbE4RWY+WAkpjXbYbrBBNUct/MIrvVst9TmPNgzWf58rkK1c6nUw77m6KlwntbLfp5WqxWCyWj4MtC0+dF4LIJeawMvlKdS4clP9S/BxXIp1KTALcaWmyvLV8nmkNkkdXz+FOsAd3gj3oTr0A4EwwHmeXMD09jfjiZ8g/zatysOHlNSUS8f+ydMBN8YjnLSOVWNGHj1+JdOJ8bh6BIwE1aZE+IXtOfuXqJC0Wi8Wy8zxpPO3yE5Ttbqx50OUFKD1JupviSjxqH2hRxSykkTYnL6xyR3+nM9FLaiGC6JMpUwSU6fmdSAk5E72ESMGnzpNCmX4sAMqrRXKxrQfxxc/U85WQpc+rbQfARvxaPlk4po01DyL5ZkJVSq5XaNJZmsoBgCuSH6i9LdH9n5gKJyvP9d2LIFgsqCqcbMekmNbdFEek4MN3q/NqG75+dDikqk5zW4mXsA1AvWb2bNq1T7lwIKuIynRBWd3UYrHUzrGplTKvOT621Z/QtT7199r3hxG61oeGhgasfX8YDQ0N+Ovfc7/PxVo+OP5lqy9cmsohGO/FFTidW0QMuqWHk+xMOvJ/Qkd/P/ruRbCgDdKdtIaS6MTV1BM37uLR1XM4ceMu/vfDFQDOZCIY96E79QLH8RBLUzmEm1GalGwKRO0DLQgWOj076e6mOG52LKF9oAUjb9JYWE/gZnpJCVXtAy3IxeYAw4A609GK2bNpAI6HyMqRAHLLi8D1eu+kxWKxWKqx5+RXwKawxPQ3Rv5w5Zt+TDOpcSVChTdX9ffD6SNGl51tus+mkcPcZjWnzb5nc86kvJ4wp/7nggQnPN1NccSaB5F5vYGJyVJlpVxiTlWbMlVP3Q76vpyIr9L5ZTpacWXzOVMEFqN6u1MvoA8D97Yly6KYuPhCKNDpER6yqp/F8qmhfx/yyS582fgjftrmfg/5ngH4dwC1+UMF472u7zHbse6xuDpHOdYeGctidvO1JQHHnXbMlOSFdR8utvVgz8kgMBVH91ipjQwvryEzCeSWF5FOFhGILWJh81y8SPuLarGax2Mb4hi0m32zmBbd3RRHOulU6Ptb1TtjsZRzbGpl2+LwditV/h68XY2huymOv/69gJzPj4XoAVcKPbfZyn5ziTkwrtxZIAspH7fQNSB7fbbiPix/fLYsPNVjLBqM96K7KY4CUsbnc4k53OxYAjY/nKw2Fyn4MDHZh+6DcZza14BMRyviQxlXnnxDwyVkOlrxZOgy9qPcYDztLwLJLmM1o9HhEPo2U+8yHREsRDqdyKnY2maH7b2SEl5eA4ZDyNxrRf5pviYTRYvFYrHUT3h5DdjXAKAkOgH010uoQdPIWBbh4RBmtNezrXe9fjiEB683sDSVUwsQkYLb+ymW7ILqBzTRhftceuOWcKpFRJkEnnqREcQAkE4WMbr5HCd0puPJc3u7GlPbek0Qw8tryPtbVJU7DiJlH23NfS2fOs7354Cq6PZl449bmtCGrvWVTcyufX0X09PTFV/H77XzXXSqUFIkVm1Zs8lgvORxJ0n7iy7fu5XJV+g+O4EzUbatpWwGtpdPGk8DmxGZ1dAXq0mporV32jLTA0eHQ5vts+V9UavIUq1/y16fxbGpFSxED6hMFr5G9pd725Kqqirfc5lamfP5VT+2MvkK8aEM3q7GXP0ZqzeySiMf4+fr2FRS/V/N83Cr1/shoubwq+7FtAXt/lWDi2tciEtuvj+jwyF0XggCw3CJ3hZLw8bGRnkd6lpe2NDgWmH28pfIJeYwMpZF4VdHdDpx4y6WpnIqtY7htJwMZDpa8XLoMo6+u1/WgXElmR36sakVpbDK1+t4PQ6UDFuJnHSsTL4qq3Qn98nrf/B6A4EjAYSX17DF22mxWCwWD9a+P6zaaQoeF9t6jN4iMjoJKE8Bezl0Gb8UP3eilSLPETgSUI8B3qkbnJzpog8ncbrHkYwAkn3ZTghPEin8SFEun+xy0n42B+cSuarJfpXIbdl/A+XXzcE8o4RHxrL421+CO3ZdFsvHQuhan5ok12sgTo5NrSBYLLi+Q3Jyzgk44BaaZFYBefB6A+H0YSWEEbZho8Mh1T6tTL5yVayT4/JgvNeVBQA4aX/HQ534bnVeTTaJPmY3RU9UigKVk1guQsttKXhLIgXfRxNFIYWbny60q/9r+bz89e851z0xiQNSZGHbXVaYQ7T1gFMoCnj/Hn0jY1n03Yuozx7fW+nbxXmiF/y8pf1FPGk8rSJ6TYs/+veE/aMUMuVn731T6XshowN3Evn95X3f6rWbzlG/l91NcTtGsGxdeFr7/jCeNJ7G/tu38HLosnECQEGofaBFRRxxgNp3L4L807zL7JU+HLroJBXwXGJOiTuha31Obv1mqCD3WwmKUPw9ezZd1jFL4Ul/LWEDcTO9hDvBHpzPOdf/5/+Tr3h8i8VisdRHQ4MT7UTRCXCvnjH1QofeTzpsy6UoZRKf2B/oEQEczMtJkN7HVZqQ7Qb6oJoV+a5EOtXgnUIUebsaQ0f+T2URFfWkB0oBrvU/y4uBWCx/dOQi6FYXHzme1SdmoWtOGq+XyGRiREQdyAgRKULItouig5zwy+PIibmMhpJjfClq8Tyl8MHHKrUt+vP6ZFYXntieSRFH8tOFdnX/iEkM04V4Hf36ycrkK+Uva+oj5H2INQ+6Fk/k9rJN1uHc5pDvGb5bnVfCoOk+8v7IffO47BNkHwqUV0OVczQ559kJDz85/2KhjDPRS0718MhznNrX4LrHunCqI8cCMpjBKyUcKAmrJuFJPraVFPntiFa/l+DFaDGgNC4yXftOLZh9LCKxZffYkvDEVRhTxBM7Dq6SuLw2xIeaHZaEkU6yU2OD9NvDb9V2Uzip/mZYpYx8qoRs+ACn5O3Rd/fV81L11/d1JdKpVtOl8CSFNSs8WSwWy87CiCc9vYsDeg5Q5aodhSguRuiRr7r4lH+aRzh92HVcfRBrErfkSinhRIJRCpWigncSPdqL/W94eU2tdHOSxpXu+OJnOB7qVBOAUrpLdX8qHo/vgxWeLJ8iFMa3Gu3EfZiiBrnveqFYcSZ6ySWAECmuy8k3kZGc8m9TNIkuZuwEclyv++rp0Rm6yGWqdCcXEPQoIH3/uojE10jT85nUeFmbKUUpnmOlCNpaBA7eX0b06MeV94nvU6TgK/Ml1CPZuO9KWSJShNoJKmWlAPD8DALeEVm6uKf3XybxUhcQpYDF78JWRKCd9nTcbbyipU3XzyCP7YpPVniybFl4kvm4VIljzYOIL36G5cA/1Qfa1MjMnk0rwUoiw331VYdMR6uqVEeTcZ0f3n2hBKCXQ5fxOLukIpHksdmIcpWm80IQp/aVOncv8UpX6dkBUGgDrPBksVgsO83a907aSN+9iBJwdBFITqQA94qzHFQBKBOwHmwahOvpc3ICoqd+8PhyIsSBr1xB30qYPFc/t2r0KRdtmAZuSrHgos6ek1+p6GNTZG+t52zD6C2fIn/9ew6jw6FtC08AyiKmtiI8dadeIFgseLaXjA7R20rAnV7LNpVChj6xB0pige7Vs12YuqgLC0SKBTJdCEBZOp4JXVziPTFZfAAwRo5R2OecRp6jHnUUKfhcYodcLPGKXpL70xcI5Ov2tiURLBZc56ZHvVE400WYSov1psjg7aBnuRAWapIBB0BJnFOv1x43CYZSjNTvkwl+D7g/mTq+VfEJqK/v1M9nOyJuPeKXKbpPn4PLfXlFPZmitW6ml3Al0um6n6PDIWtHY8H/2sqLdBM4PRyyWihw372ICs+tZMqd6WhVPwDw28Nv8ejqObVSq3fw+pf1xI27ZfscHQ6pY65MvkKseRCn9jXgwesN9Pf3V+2w9pz8Cvtv30Kmo1VFSlXKQbZYLBbL9gjEFjE6HMKdYI96jKXB+XfyzYTaLtY8iExHq8sHI9PRimC8d7MSnNNXcHDOSCd9wOZUc3KvqucSc8gl5tSAmBOMvnsR9Tf7yL1tSXzZ+GPd13vI92zLRqeSU/sa1KBeDhgZifXbw2/xOOssmsiIZP6wL68lvef3SBOwWD4UTFE29b5+ZCzrKk++FdFJtmH6+HphPVHWbpnG7qPDIdd2ucQcFtYTyluPk3qOl/lbr6ZnIu0vusbMucSc5xhatkFS0NHFLyLPqRqx5kH1Q686U1RNMN7rEnEo5ATjvTgTvaRS7fLJLqPotLCeQCC26BL65PXI8+X1dDfFy0Ss6elp/FL8XL2/ZZFnPr8SlzjJ57k61RHNKd+mOZgUnHZKdKKVium4/KzxusnCekK9p3yc4pJJXBkdDrmEQr6fXp/H7qa40daFx/49MFkDAM5YotqY4GZ6Cf39/XUfk/09sOmlvPk+6PfYS1SONQ+67l13U1yNOxiwsVNRc5aPny0JT2l/ERfbepwoJNHYBmKLOHHjrkswqiQs6Y18pqNVdUqmxm7/7Vs4n5tHJvIcF/BQ5W5T6QdKjduek1+5opjkMeS+GUZ8al8DzufmKxrs6WkabCD4GlvZzmKxWHaeTEcrZlLjOB5y/IpMJrOx5kHkk11KWJo9m1Z9Q3h5TQ2ESC4xh1jzIEbGsmpyBTiDMIpYct8PXm+4PFNKZcZLA1Q5uNrKyn/aX0R3U9yVTr5V2LfxGiXBeK/qv46HOvHbw29d/ZscqFerRGMXXiyfOhwDb6c0e+eFoCOmRw/g7WoMN9NLmEmN1x05kUvMqbaHQjm/w7pQQ8Gez0nRme0g90O+W51HMN6LQGxRPR8p+LAQPVCqGlZh0h4p+JB8M4G0v4jBgVnPiTLFcZ5LILboHEdUyKqUyiZJvplQ58q2XY94ah9o8fTQ4jGlACJ9iKRIJ/c7OhxS5xmILbrmSuxfpDiST3ap6B2Z8ievsbspjvjiZ652mf2cfM/4PwC1SM5FE/15nZGx7I7OZ+4Ee/A4u4RHV88Zj5FPdql7yOtmRDLvlVxk6m6KK8GS/Tj3I6P1eH16aiXh6/ruRdR4Iry8pv7WPwumzwbPhUgRh6+ptZpbLjG3rZR8Gd3otVgkz0UXl+T9qkd4k585fn45Fsonu/BL8XNXxpDl02ZLwlMgtogz0Uuuhin5ZqKmlYbw8hpeDl1Wub4c7MooJGl0pjd+4eU1TEz2Yf/tWxgccHJFF9YTKseZZuemcE4TmY5Wl8JcTd1n2oLcvprAZrFYLJatcWxqBS+HLuNM9JIqYjGTGleryAvrCTWwd61e+vxKjJpJjSPWPKgGZFK44iBfwoEqjxGILSrjU662jg6HEIgtlg0qpRDzdjVWlwDFSUi9r9ORE0dGgen7vRLpxP7bt1wRTxy4ygmT1+oyedJ4esvnabH8UahkEF0L4fRhJcLkEnMIL6+5/EfrOhcRkUnxmQK09KPTx7vdTXHcTC+pdlJGSMltKFLJ57pTL8pK2XsxOhxCfPEzPLp6ruqCL48po025j1pFJ0b/UPyh0CEnzDIK1iS8c3veS6ZwcX/y2oDSQgi31+dHMg3MK3uE5xwp+NT97rsXgf9gVPVn7AODxQL2tiVd94WeRbw20xyNlcQ5h2kfaNnxaJ8TN+7ifG7eZX0iPzv6+28q3sHoJP1zR6sXKdJ1N8XL+mZddJPHvRLpVPvmwpVMOdU/DxST+D3zmvum/cW6Uva2kp53sa0HHfk/qXOcnp5G4ddUVRN/wCwQ68JZLbBtkR5s+ad5XGzrcX2vTBXiLZ8eWxKegvHespBWNsqmKCMdlrxkdFL+ab6i4MNQVinuXIl0YmKyTw2iGSUVXl5TH+56QkTrDSc1NTQfk6mcxWKxfAy8XY3hTPSSGgSuTL5SbfzK5Cuk/cWyyREnP08aT7vKLNPHgSvoTxpPlwlWQCm9YmQsqxYm9Pad+4k1D2ImNa76J5Mxba1Q2JLXbhKgakl9A6BEI1kqXRJeXsPxUKdKH9d9W/ga+To9TYZiYK3nZLH80djOd548aTyNEzfuqnaH7G1L1pXGp7/exOhwCJ0Xgggvr7naTgoWjBaRIg//plUGJ7psrxihVItgHoz34vo3jugkvV0JJ/3dTXGXlx5fq/sAVbtWwLkv0hyc98gkekjxp+9exOW3xOMxOklPn6t07+VreQ4yvUxGTlGU0vcXXl5T1Vr77kXU4gjg3HsuOMjX8R5SXNH3Bzj3Nby8pvpCzomqWaLUQrVAAH3+NTKWVdfE/ktGuhGZdimh0Mf+z5TOSPSFI5n6yYIi/AzI81hYT6jz9vJkkhF6W0E/V5nCTx5nl3D9m3Mo/JrCzfQS8skunM/NewrAtYi19SJFP36fHl09h8fZJeX/tLCesAEaFgDbSLXTG3uuILDxInqDYsoZDhwJ4E6wB7Nn0650CNkx0JwMcH8ZTSbkhILVTsMoKTbIvF6bcmCxWCw7i1xxBpxFB7a54eU1V+U58nY1hmCxgMfZJTzOLqlVUTnozie7VHEIwO0nwvB9egJ6LSrsbUsi+WZCCVvva2BV6XxMj8nHXSka8V4l4rHvlUJe4deUEubkivHN9BI68n/atq+NxfKxc2xqBcD20uwAZ0H20dVzKuWOKcBeQk49372VyVeuyMTu1Auc2tdQtoAaiC2q6A9pUsztupviaB9oQf5p3lXNk2litdLdFMe1r++q9Dag1HaZjMQBt2gi/X6qQSHO5KnE56XAJT0A0/6ik7K9eVxGT1EYoqigp2XXMrnnaxbWE2p7vud8/3lOMkJNz9IwfQ440ef1VIrKCcZ71eJBPtml0td2GzkX5FyNEV4y0ksiI4xkOpz0JDPBjBym4jFiyXRP+B7ICB6m3zHCjGOFevv7WlPuiOznvdoB/8Eorn19F9e/OYc7wR7EFz9T57W3LVn2XprEx+3Cz1sgtqgseAAn+koKb/lkl2ovLZ8u/7KVFzneEYPi75LBYKRQ6ZUlMh2twOaA9+XQZWAz3L/zQhC452zTdy8CbIYpMuxXN54jyTcTGF0Oufe/yziNU6lqRCAWwsZ/7vphLRaL5ZMh1jyIhc2BnvIqgbtqaliYkxJZ/tp/sLRowUFjAKVBO1c2c3BWOwNAWRqEiberMSzg44l2dQbyCVe0AgUn2Y/J9PFMRyvCojJgpOBD99kJ4NcUDvmeYTTqRB+svIc+12L50PjpQjtC12IAtlcm/MFrp9rTo6vnXBGHFE1Gte377kXKHiNyEv6k8TQeB5dwfPN/J1roC9XGSZz20l3FrXssDmBwU7x3tmMxhrS/iExksyr0WBZA9eiOXGIOiAO56TlMT5dS9IhccA7GS5VEueBdElUmahJ4Km1D8cy0mA64/Zu6x+LqfZAV1WLNg8Bmu1lNfJNVAaWZs9MXwSUWscoe7wUAwKON5bnr1cX0OVIuEfLsq5hSbvLB3Sm8qtqtTL5SKWlMDzTB94rEmgcRE1FsXueaTpbuYz7J14SwEO+F6TMrKxQ69zak+s7RYWfOG0D9/f5uGJYvrCcweGMW14R/VqajFe3vvsCXjT+6vl/1VLzbCiNjWYSHQxh5k0aiaxD+g+40Q+cebr+ttHzcNGxsobahXmlDNrYsGerlzO/F7Nk0Cr+m1P/MBabSzA6HqyGyYZCrM/rqeD0ClFej6IVpJTx73X6hLBaLZadoaGhQA86VyVcu808OlAF3XyHLgN9ML7nKXUsYGs4+RW/PvcoH6+z2gG478BoutvW4IrwAlA3yTUIbBSdWov2y8Ue8XY2piQrvXaajFX/+P/n3dl0Wy4dA6Fof9rYltx3x1NDQgExHK+4Ee+A/GAXgjGNnUuPYf/vWlqIp+d2cSY3j6Lv7SkxnifNKyPRcvYqcFMYAoL+/35U2J8WiSuXs0/6iak/2tiWxED1Q1gaNiMVneV7yfACz/UU1ZIoQ5xikuymOQ75n+G513iV2UNzQU/74XKXzkPeC5y7nNzyuLpbJfk6nfaDFJbh43WvT/dOfrzZfYj9QLy+HLisvQenzJJ9n37S3LYkf3n3h2S97ZZbwHlR7P6SYyP1KwU725ewfTT5N1e7nbsHIQH5nWIgg/9Tpex9dPYfjoU58tzpvHJfo4mQt1Du+4Tzd9L3dibbS8nGzpVQ7fpFNDZBenrJW+u5FcDzUifO5eRwPOQan0nCcOeay+gHDMeWXgqshsrpBrdQjOpFcYg43006DWm8YpcVisVhqg4aVUnQCShXrOIBnKkTyzYRKDZGGsuwjWB5cGoYDtZUt/tDIJeZUmXO9H6Lo9Di7pLwzpLmoPqiX6TXsQyk+caK2ty2JSMGn7inHAjaM3mLZGvSJO5+bR+HXFAq/ptDf34/H2SW8HLq8pbRWfjeZTsv0Ib3CJ6GfDtOKAKgxNlOTaJgtJ/SJrp/RPtCi2gG2IRRamMqmGzyzGh5Q8ificWSKnJfYINsuU7SLjGKSVe10M2pd+AHg+l9G1PC8TJVV9b5Jh/dfXk8m8hxAqfpZPaIAU815vyqJA6bnakmp22r6uLQ6YUVyk+gEAL8UP1ceg7JKOVB7SinvgXyf9WvWzdv5XrCYBuC+T+wfK5lw15qWuNPpi3KMEl5ecwpfpQ/jeKhTpf7rIifgXeGvElv57Ehxz6bkWyR1C0+ha32q8WWDJEuDxpoHVUlImoebyD/Nuyop5J/mVecone/ZkfGDK6szyBQ/vWParqkbYK6qJ2FI6suhy8ZVCovFYrFsDw7yAffigBRFgNKgkp4W0neAE41aKr0AtRnkAqVJijzHnaCWfd1ML+FiW4/q+x5nl/Dg9Yar3+PCyOPsEs7n5rGwnkB88TMAUFVhARjFJ33yxBVMeW/0lfjtVOKzWD5Gcom5Hfncn4lewkxq3DVhv/7NOVz/5hz2nPxKlSevl5dDl9E+0OISV7wmn7K6moRGzUBJVEm+mcBMahyZjlbVvuq+qqYFYVORBsDt5UefH1l5Tvf1kSJWJcGH5yb3JT2QAHc6Xt+9iBIkzkQvuaJn+dpKY322iZwX6fOjWPMgnjSeVv0XCzLJe0wPKXntpgrfckIvq9x5od97WUWR91AeR0Y4eYmVle5DJTi/Ci+vqZRviprSt1FGzVS6Nv0z6/UZT76ZUNfEz4T0MKuXWiKB9rYl0Z16Ufe+dbzaGjkfP/ruvhKO5XfEJKxtB4rE+lgll5hDd+pFmYBnsZC6hSdp/CfN2vjFXZl8pYSgM9FLTvrDU3f4PQUpCkxUa3XkgHZ0OIQHrzfU8dmYO75Svs385ZIxrOkLsRVqCd89E72EvnuRutMLLRaLxVIZrtrrvhMcWDKiiY/rYeFcsaw2+OFr3q7G0JH/U9U0u+6mOAq/ppS5aX9/Py629Wz5Ok3nUunYd4I9amVzZCyLRNfPAKAicJk6kX+ax4kbdxFeXnMN3B9dPef6n6a6vIcAXJVo5ECe90WPeraV7SyfIjsV7b7/9i0EYosqOuTa13dx7eu7eHTVMQ7eCr8UP3elF1VrB2XED9sSPs5JujTWZmW80eGQKyXPFDVaSYxg1AkjihjBIwUj/pYFITgfMEVVsEAEq80pv6bN+YEUesiVSCdGh0NYmXzlat8ozrDNZIStDl/T399vnD8EYovYf/uWEhJ5jXqmiLweudgvq9Dp76W+n2oFj6anp0uLOpvvjazQKtGPJQt8mKg1JU8KTJzX8f2VPmemvoWiYiC2WGbqrt+/5JsJxxdtOKQEUt5D3jP5+ajlO+3V38nKeIB3ddp6kZ8nma5GUVdyyPcMwXiveh92WvyRKXTyXtnoJks16haeZHUIfukX1hOqAX45dFk1BIDTiOk8zi7ht4ff1pUvnOloxaOr58pCeVmpgyvdgPPlZMnXamGi1Z6vxViP56QLbBaLxWLZHnofsTL5CjOpcZcJLfshhr9XQ1+Y0CdJ/oNRvF2NGVPXSOHXFK5/c04d038wiqPv7td7eS6YBldt8STWPIjp6WnX/5GCD4EjAeSf5tUk6eXQZTy6ek4t7MiJ2/T0NFYmX5Udg5M5WUFK7yf5mmpRwRbLp8BOTOr4fTONiRn5tNV0O7l//W+J7t3EKBe2G7p36pnoJdVWUByo5AdTqW1mtEulqnDMqNDtNXhfTEIPH6P4xP0zKiRS8NUUwTSTGndFIXltS2gZIiO1SHh5TYkf3U1xY8qWjKxiSrNc5Kc4on8m6qmuzQWd/v5+PHi9gTvBHuXFRM9Etu+m1EI9wi3/NF+WzeKFFJekUMNjSG8nfu7k/Zfvg6xyKK1YgFIVt9HhEK5EOl1VC2WEmDxeLQtV8hpMj8tgCACuwIitIkVFprXz/PXP5S/Fz8tev5MLQzJCD6hdfLdR0Za6hSeGwcpQWD0vOdY8qBrq71bncWpfA14OXXal3rHENVDyj9AbqvaBFsyeTavnlgP/xJVIp6vyA79cmchztTojv5y1dNSVFPt6jPQYMmuxWCyW3YGRPpxImFZ+TYMgejftbUuqQamXnxOr6wDuNAwpCF3/5hyufX3X9Zp6/A29fKTYZ5nMzkmk4MPIWNaVZgg4q/WS/bdvYTnwTwBOf3bI9wznc/MqcpiP66kremUkk7krf4+MZdE+0FKW+mGxfCrsxIRub1uybCx6PjeP6elp1c6wzdsuXufLdpFpW6wMSpiCO3s2XSZEUBihQXS9SN8lnkPaXyy7XoovbItpc7HVCneqUqqHUTntNCjISDgfAsoLXZyJXvJcuJb75zlJM3fZ/+jH4/4ZyaVH+QRii0j7i7iZXnJFr5rgvOx4qBO/Pfy27HndnDsQW1TzsUxHq+rvwstreDl0GYEjAZza11DTAkwuMYeZ1LjKmmFUFwUbPQWTUXAMdGAfxag2Rj3JSDR5D00pnjJCbKdNwtlvsl+V4mg94mA1+BmT3pY7YTVTDSne0dqAWHHJUom6hSd9RTnT0ao6KYaQ8otAV/1MRyseZ5dcVQ1O3LiropUqDVj1VWyZRsDnc4k5PLp6TkUc6SW1KyEbVbt6a7FYLB8eMpr0xA1nEsaBpolKgy4OiqoNNA/5nqG/v1+Zv0pGxrK49vVdV9SRHl4vHzeeY/RA2eRCTrwyHa1I+4surwau0DK9D4Ar7aW7KV62ACKPsefkVwBKUcG8r1xk4TFNSMPgTEerSqsHoIzGrc+hxbI1frrQjmC81zgOPXHDSbmLL362pe8Yo0qA2kQymcoMlCb3ANCdeuHye2IUEiMgmKJc7+TTq83mcaUZOOAW6Gu5HpMIJIUbOQeJFHyu94Dm2NwmvvgZMpHnCMZ70d/fX5aWxygnto8yC4Tiii7qsP8IxBbL+gX93OV+ZQQQ50sUBWoRKc9EL+GX4uc4+u4+El0/w38wauwbGdVG4U+m/PEe8X9dhJPw/0xHK/ac/MolkugCBh9jxJc0mteFQgpO7A+9TMH1a9pJEUg/Lx5Dnkuk4FNz362if7co1DFSSy4OtQ+0uFJTa0VfjNLRK8hzXELR1Gs8ZLFsqaodUBqohpfX8KTxtIpy4nOycQFQVq0ucCSgGqpMRysW1hPo7+/HnWCPGgyzseVg+2Jbj8pzf/B6Q324R8aymJ6exsRkHwDni6AfX0cao8vztlgsFsuHB9v+wJEAHrzeQH9/v6pcV8tkipOhtL9YStkWFXT09DaKNHIlmIO7vnsRnM/Nl1WNMYlUXvT396PwawqDA7NqgMeBYzDe66wgC1EJgDJezXS0IhjvVakD8nlp4BteXkPnhSDuBHvUinT7QIuamMgFG8KJT6VBp9yWUc9ekzuL5VNgJyo67m1LKlFh9mxapbqF04fVgm09bYxOvZFZskqYjGSSFe74XKTgU1XJqrUfMiKKUUvMnJDFIKQZuI4pyqlShJGeJiaPwcIUUvAxpe1RGDmfm8fSVA7dTXFMT0+XGXJz//o5yH2MjGWxMvnKZUtCMcskLkpxRaY+Sg8skkvM4eXQ5bJoVQmLThCZsg6UIsvkPV1YT7gMuWXUK5H3MLy8psRUE4EjAVeVVdO5yiJSREb+UWziedYrrshzrqXPq0Y1X+BcYg5nopcwODC7LW84jmfyyS7XgpFehbGePlkKRdWug2I2x1JSfKXVDaPvJNYH0rIlc3H9g/Q4u+Td4D/Nq0ZHD1Vl6p3eKOlG4wvrCWQiz7Hn5Fc4HupE2l/EqX0Nrlxe2djIMtDSAI9/tw+0qOdnUuMqJxmw4pPFYrF8iDDSCXAEk+vfnEPnhWDFlDQTcjVbrpY/eL2hSphfbOvBn/8nAwDGtIErkU6V1pZLzCmPDC5+SLzObXp6WkVM8fVS+PputSRszaTG1eSOgpPXtVFUYhTSbw+/dflPrUy+QndTHC+HLsN/MOqKkMo/zSPT0eq6LyZhj/0pB700gLdYPlUWoge2LT79dKEdXzb+iI2NDeR8fuR8fnSnXuDLxh8RH8pgYrIPE5N9O1Ihq1bYFqgsg+gBAFApPRSqVSSKz+8Sim6mlzxTmoGSmAG4oyikCJ9LzHlGesmKdpzs1nNtXuKNTCuT84e0v4jw8pqKApOiFucRXDCQohYf132LyNF393FqXwNyiTn1ei9PKWm6zXvIyDPeQxaeAMyp5/RnevB6Q+1Lvm+6UbleMY+CT9pfVIv9vC+6KbtEFzSkYMEIX/la3gP9feU9Zf9fS4STvBf01uK+TGmdW6FSur1MIeQcdjtCTHdTHF82/oj2gRbXe8FUVEap1YoskCUryEuBTmoApqCNXGLO9X3RP787ndJo+fho2NjY2KjrBQ3OIJUftPaBFmM1N6bPxZoHsTL5CuHlNcykxnEmekm54B/yPcP+27eUKi4raBAOsDvyf8LxUKfaXj+HSMGHm+kltT3zTmmWyC9f372Iyk/W87bP5+bV3y+HLruq7tUyqA4vr6HO22mxWCyWCvzj38ornr4cuoz/OPHv+Me/hrE0lTN6PNXrcSAHgCwzfeKGU1HqfG6+TOzZ25bEQvQA+vv7jc+n/cWaPZ+YYjEylkXfvQjuBHtwPNSJX4qf1y2syfMDgPbsdXV+ucQcHrzeQDh9GJGCDxfbelQ/dyfY4+oDgZLBbLXJHKOcR8ay+NtfgnWfq8XyscIxMeBMqrLXZ9/LcUPX+t5b9ADHzzmfHz+8+8Jl4izH2Gxz2fbJSBYpPLFwA6tSEz19h3MFmT7khVc6WjXY7kpfJV4HMyrYBssID85bVLRrRyvaB1qQiTwv65PoQyUjuPhYpT7C69opZvHcdQN5ig7Sp1BGM3Gb/7v6FNe+vqt8ACXcB+dlck73pPG0Erak8MeILFbs86LSnEpP4Uv7iy7xTkeKebXAe8rr4/unfxZ3A914X75P9Y5XbqaXEF5eUyJ0sFhQC0D8bNYLxyGAu5CYjCYzzdOBkhbA908XMiXvq420fJjUHfFkKmvtxehwCJnIc+Sf5jEyllUrrml/EX33IjgTveSqmCDhygEfn56exv7bt5yGXQhOMlpq9mxadW56ZQOZo87X7799C8dDnepHIkUnwuN5eUHZFV+LxWLZPZhu9zi7hP969N8Ipw8bBzeFX1PoborXZXLLVdNgvFf1B4EjAZy4cdcZ4DXFMTgwi4ttPbiZXkLidli9tn2gpawCXj2DWEYyLawnMHs2rQQg+kzVmwJAUYzcCfaoFd1T+xpcPows4CH9qmTVpeSbCWOhDVP6ym4bmlosHzK5xNyOpNzVwlYMvLcL2xS94hjbLkZDJN9MqPamUgU9tkNSWJGeS4x0kulDXkhfJdkuUezRXy//l2bqPP7etqS6LlkxG3DPC+RjgdgiTu1rKBN49GuTHn2VvHCkl5ZEijC6OTnTIPXndeGGkU7yHAcHZl37YPSK5MvGH9X8SFaWpXBTzXOrmo+u3tdwn17vf71RSvr9Yp8fKfjKorp2GpPBOQDPz4tEjzyW4tLb1VhZpNlWkGMWWUhMnqvp/Xs5dNnlW1Vr9Jnl02RLHk+yOp38oMsPpGw8Jib7VNimDIVlDrFpUMuGDSiV8ZRpcyNjWTVYZ4MBOB2jXIHgj27+J4/DHxOyUdNDBq0RucVisewechJ3J9iDEzfu4k6wB9e/OYfvVucrijux5kGXh1MlpGC0ty2J71bncT43r3yRZlLjKPyawp//J4PH2SXlRcjIqPjiZ8qzSVJpEMt+ihNIpqPkfH6El9fw3eo8vlt1fF36+/tVCqDcp/THkPt8uxpTA8XjoU5MT08rPyYaxMrVfQ6+ZZ/GynlyIqH3qVxtlmkoFsunzE6k3NVDd+rFrleTlG1A8s2EihRhuyHH3DIaiulfQMmThsbITAnqboqXja0ZbUEBRf7Nc6iGNCOnJ5GE0TmM6OQxpLn33raky2R5ZfIV8k/zroJHjDoCUHY/GDFFsYORO1Icyye7VNZIPZ4/8h6oiLRNn8AvG38EUNl4fWKyD//16L+R6Pq57DmKDrpB+MJ6Am9XY65UdWmSLv0TJXKxnv6E0uLEhO635RXBJj9jtVDps8Mosg8B/bMgTbxlmuAP775QKYmy/96qXxXfP/0zLdHnvnIOnelorSrgvc/20fLhUZfwxA+Ll0hjahjoHzEylkXaX8SdYE9Zw1QpioiDZBnGCUCFn/LLNToccoV38hi6carXcU3nwJKlRPpYsCG0lfAsFotld1iIHlAiD9Pejoc6VXlxE3Kwdcj3DDfTS8rAGzBHCuilgPe2JdE+0IIz0UuYPZvGmegl+A9G8bLnFACoYhb0aWI1IBk1VI1KofCZjlZcbHOiuyYm++A/GMX53DweZ5fwpPG0qwKSXOlmdJS8lu9W510TU/aV9JeQA9SRsaxKrwNgXEXV+zxGNtSa2mKxWLbPTxfaXV5Pu+2dIrMIpLAiJ8GyXaC/EcUlwG0kLv115DFkhFItApMJWenNVP2U50YfJq9rBUrzGraDnNNI0T/WPKhSpmRFMVb61D2KdPP02bNp5BJz6LwQNE7Yg/HesvPkggGFPr1qIfcjj6sLEVy8oVhGs2/pk6t/rhgIALgX5hkdIwMEAHegAqNoeSzpQ0VM/ou1UOuiR6VIHIqqv+cCSrXvscnaBoCrLai1L5b9Pz/PL4cul0X6ASUhTPdQNmUCfUgCnuXDoy7haSF6oKxRAUoNS/LNhLGxySXm0HcvgkBs0WUQ23cvgieNp10fZEl4ec1lPMiymwzBZRTTg9cbGBnLqjQMeX40KneFxgrDcx6Xv/mFZQMJlEd16au9HKxbLBaLZedge/zo6jk8unoOgDNY9h+Mlm0rVwgTXT/jSeNpfLc6j/DyGk7ta6grDP3taswVxdTf34++exFciTjRQ6Ywff4vqSfdTkYDhJfXcPTd/ZKh73oCVyKdWA78E78UP3dF/JLOC0FVCpsDSVNUE18jo5cAuIxJIwVf2eDbK718ZfJV3ZMEi+WPgl6qPBjvxdvVGI5Nrez6yv5PF9rx04V25Hx+ZK/Pojv14r2b944Oh5SYH4z3qtQ7GoQz0lKKNHoFOUat5JNdasxfKYqr1ontwnrC5UFEMYvnJlPevCqAfdn4Y9kYX84/+Nq0v4hDvmcqAopiE483kxp3pb3RPJ3PsxCEV58hz5PVXIkelcJIX/0eet1T2davTL7CyuQrJdB0N8XLXiejnBgQILfhPCm8vOYSl2RhD7mNFC10oa8Wdirij9fMVNGdxrRPr6gk6ZembyOjvChIvl2Nqc/pl40/qnm1LkR6HY+fZz2wRDd85/E5x2dktG7Bw3EI2wbTfiyfJnWZizc0NLiMRvWGgc76hCammchzhNOHAcAVvil5OXTZqH5Lszwem40Vz+FOsAf+g9Gywa88zuzZNPruRZShuP9gtMycj/uV+wegjqtXzwDgqmyU6WjFn/+Pd4SVxWKxWGrnH/8WUAsKJ27cxal9Da5UBtMki0UmOvJ/cpmm0veololZLjGHmdQ49pz8SgleAFS/oU8OZGGLWmGqyt62pBKctgM9SmQaTKVjmyKZCCcTMlKglone+zRXtlg+BKS5uE4+2YUvG3/ETxfa39v5HJtacfm77TZ6O0PTbKBceJfPEbYzpsgjPi5NjnUz61qQ+2CkE89Fzim6Uy/wdjWmzJ45aeb9NC1CS6PsSqbO0qhcZm8Qzl9k20uDdt00nKT9RaxMvlIFloDyFC393npF/HQ3xV1ZI5zPyfvN4he1LLTLeZRu0C6N2nWTdok0GK+ENFvfKeGV/al+Lju1b74PNAn3OkaldDl5f7hYJEUfuY3cj/5YpqNVzZHlZ0megynyjfvieInFUDIdrWo8xPENP1983I4TPl3qinhiKN9Matz4/MrkK5WCluloReBIQJntmVYTpNL9OLukSkYDzoc5n+xyqb1S8JEdzvncvGowdb8ohgJ2XnAq7ey/fQvXvzmHnM+PLxt/LCsdLRvLfLILwXiv67z1VWaGKVpjcYvFYtlZ8k/zuP6NI/yc2tdQNZz8YlsP7gR70JH/EwCnGqosA25aGZUDdfn3meglLE3lVAqd/2AUffciiC9+hsGB2bIBfj0rpHo63FaRx5Sh8dUGySNjWbQPtKB9oAWzZ9NoH2gpizymLyN/ZFQwU+Dl9rZMsuVTRP8eyMeB7X2/twJT8GRbWYlat/NC95JhlBOjcqQpsldqG2ERIEZF6elwXASuR3RixFXyzYQyqk77i8YqaT+8+8L1HKNQu1MvjB5RL4cuGw3HJZzDyLkGhRIZASWNuimiyJREAGUCTfLNBGbPpl1zFEaM8beM8PISnfa2JbGwnnBdA/cpUx7l6zMdra57kulodWWQzJ5Nq+cotkk4Z8p0tKr0PlIpgonnJT9HXhXv6oV9Or2ymNFSD7X4KvXdi6jt2PfSzN0LPWJZfi5UMEjkufqM6OfNa8l0tBrT60eHQwgvr7lEJwqvpu+aHmV39N19dc9YjAUoVbCMNQ/azCALgC2k2gVii9hz8quy51RqGzuFp3nkn+aVEGQKn6Swk092YXp6Gt+tlko5y/xkPSUAAJ40nlbGrsRr4Puk8bRKuQOAa1/fdVa+N8NR5b6ZYifTJ7gNw2ll4yBfa79UFovFsnM8unoO176+60qtS/uLZe0z2+Qz0UtlFUoZbt7f3+8aOLOPkZWG9DLQo8MhHPI9w0xqHJ0XgsrY/M//k0Hh1xRyiTncTDtm4/WWYuYAcCtwUFfrMeWAGoAyoP2y8UfkfH4lLnHgKBdYOHmUqR68Z9KsPO0vWnNxyyeH16R3YT2BSMH3u1SfYwqeLlqYRKbtCmPSUFuWpgfcFeqk/5H0NyJeJuCA2XOpGlKsAtyiCecpUrBh2jBtNHR0b51AbBH7b99S25rOiyl5D15vlM0PeA8oDtFGhM8F471l/RHgnudQXNIXw2WKle7VoyM/n/Ia+L7Sp4r7lh6A+n3iNcjvhBRApMDEaqoAXNYlAMquSd4v/k2BUwpk21384OdM7qfeNPJq55BLzCmxCYBrccf0WtP3Vt+OY4lw+nBZZXeZakdxSc6pZVqr17lXG2cw9V+2AaPDIZfozPdpq6bnlj8OdaXa/ePfAi7vI9kQy3BTE+HlNcykxrH/9i1XRJFX+D5D/5iHrcM0iKWpHDovBBE4Eqh6Dvr51Eow3oub6aWa9lnH7bRYLBZLBc6dO4fzufmyVIJK6QIL6wkMDswicKTUXyXfTLjCvAFz+Li+n5vpJeyff+B5fte+vosTN+7it4ffqoUTuZIofTJ00UsvU1wPle6BhCH4JuSEI1gsqPQT00RGIhdaZPo7senmlk+Jf/xbALNn08YJKr9Hv2daifSZ+ulC+66k4tFYW09h09tAmfbFCS+jYWR7qKfryQgOuW+JVwof/ybSVgMwewnJFDEWMtKFJ32+0T7QgvjiZ1gO/FPdC7bz8lz1PkG/NlMKnry/hK/T+wG96EQ12A9QgGR0FvvKm+kl5J/mlU+ift9M9iR8nv22fj/kvTX1l159s+ma2WeZ7sV2YN/pdZ+3S7V0+Hpgup5MoWNaJOCIfDIVUaY5AqVIOtP56J+PStcj0ccGekqqnSt/utQlPK19f9iVc8zVC12Ayie78KTxNPac/MoVaUTaB1qwMvlKeXecz82XbSP3JTskfqEO+Z7hTPRS3Sluuuilu/abfKLqEbTsoNtisVh2hoaGhl0Z9MnBeSVxBoBK25McD3XiTPSSMuL2gpFGuuhV6znqUV0mnwWTx4ppxZjQc0EKT3LSIf04+FglPyj9OdsHWj4l2EZVioxgxML79HqqhEl86k692JIgRV8k9f9mm2fy3JERkYxaAcztDsUntoG6R5JsG03eUSYYYQTAFbVTbXxfTaSiyLIy+UqJkHq/xXaXfrWmiC+iR2JdiXRicGAWE5N96l4QvRiEFHpqQRcWKLLpQgYxeeICzryO99e0OAGYF1n0lPVq5y09ovTUw51M95bz3HqjmYFy38fdOk/TsYCSpyXfJ9N3phbBLpeYK/uOSziW8vJ8tsKTRadu4enLxh+VQSs/uDI888vGH/F2NaY+jF5hsZUinXTlXIpc0kDNxExq3GhSDrgjrEbGssj5/K7n6QGynQo99stksVgsO0NDQ0Ndg7Rqg1E5Qal1VZgTHk6kqolNUtBpz15XqX9nopeq+qnQhHN0OIT+/n6cuHEXE5N9ZWIRJzCyH+PzuqhkOkat6T9bmYjaPtDyKVHJXFzCQgIfgvi0k8ITrwsotV+AO13qYlsPfil+XmbwDcC4PVAudgDmtMZ6/Z70YkEAlNACuCN5SCXByZTBYboOeX8pPDEKSCLvjRQ99H5IIk2660XvC9i3AOVRSNWiWPRz0h/X7wvnkYQRUKYFFimw6f3wVsUhE6aorJ2A95Qm3PXsVxdhTfuW90ya4tdifF/tvL0EQykySqp9dwC7QPUpU5fw9CFzbGpFhRF7IZ+v1PlX2ke1cEPr1G+xWCw7w9r3hx2T1RoNcDnxkavtu+WxUssE8q9/zwHY9DtIvaj6Gk4IZRqC6XW19GM7hSlV50OYPFssHwK1Ck/AhyM+mYQnr8pitcD22TQ+1gUGfQItF5WN+xbChFdUU63ik9d2FJ7yyS6VweElpAAlL1gpWEnkwryecgbAFWkiF0OkiXelFC+5wEJRThfuaq20ahKeeAxei0zN8hISpAAHlCLJvO6PRGabmBZ2ZPSRLjp5pYdvVWShuGeqyLhdEUqm79V6fpXS8qWnmskUHAASt8Pqb9rXbDXVX94Dr6JaFLjke2qqBmmFp0+XP4zwZLFYLBaLxWKxvC/qEZ5ILSL0bkIxmeLTVqOddEwm17ofD5Gii4zykegTdBkdJCOBao14MkGxh4sVtdhqxIcyrmgSIj1zpC+UFF8Y7VT4NYXp6WnX62sRT2SaeCVxqdYoIIoUXFSQ4qEpykm/VpO4ZIrM4nV7Re5UShGX4qWetl5NuDSR9heNn7l6/bHqYStimMmLST5H0dH03Un7i2j9z+dl7dNOXZtXip2MrJJCK6+D3lPxoczvLsBbfh/qqmpnsVgsFovFYrFYKpd+92IheqBiZP1uo0/4dtpsHHAmuLHmQSdqU0Q76UjfJcBd9YrV8GR1LMBt1cEqnNIzSfdPMsEqaQvrCVWBEADyT6tHYgSLBeOEW1bw1n2a5HOjwyGcz80bI3/kdZmQk/32gRb1msGBWdfrpTBXCT1KzVV0It7rKcaZKqvlk12qCl7yzQRGxrIIxnsxMpZ1VZ8zUan6nnw8vLymPhPdTXFVEa5WKAjqlirdTXFkIs+39H2uha0IPsF4rxJr9NcH473qs2uK6s5EniN0rQ/dqRfqPQCc69yJKHDe8/aBFoSX11xCJL/Do8MhxJoHMTKWVYJUrHkQ4eW1XWlzLB8HVniyWCwWi8VisVjqhBOraujbfAjiU39//65Ed8jIJBn1FIgtYnQ4pCbLC+sJFeVCgWpkLIt8sksJJhSreJ47FZHCY3OS3N0Ux0xqHL89/LZsWz2ip+9exJhC9nLosvpbP8fw8hoCsUUlioWX11TUCretlMpFUUlWnANK9+fUvgYlpujm47ViikCh+MFz5g/fK56ThGIiz43XxRTDeqHwyCptseZBxJoHK96vwQGz7Umk4EP7QEuZv9TocAiBIwF1DEnaXyzz4pLnphukk62mrkooMFXCJOIsTeUwODCLny60u9LeRodDNYs+FKi8hCqKvlLYIhRb+Z3nd5rC43aiFC0fN1Z4slgsFovFYrFYtoApkmdkLOv6OeR7VjY5+39PtiN0re99nWYZ/oPRXfHA4+RST2eSVdI4+eVjTM/ivaRgJfdRSXTitoC3F5Q8v7S/qCJ0OAnef/uWZ3Eik9CkR3qciV5CILaIXGIOaX/RaLJM8SWf7HKJCib/HgoaUtigv1R3U1xFbemv5/XkEnM7ZroNuMXT0eGQsRDTk8bT6hrpZ6S/Xj4mI9xMSNHkSqRTiR3VruvUPnMKrBQ/9M/mlUinMXUxE3leMVLLi92KntLpTr0o+x4vrCdwal8Djk2tqAIkFIPqOa9cYq6itzE/6/I7J4VIHo/3T//f8ulhhSeLxWKxWCwWi6VO6ONDTJO6Q75n2HPyq7LHH109h478n363yKe//SWoqlTvJIxg8vJ3yie7VBqdSXSQ6Xcm4WpvW7Jsos3jSTHGC1O0Rax5UIk6TB+qtD1Qeq+lAAWUJt4jY1nkn+Yxezbtes3ocMh4jvq96LsXUcIL7wNNynl/Ys2DZRE39YhNtQiPUjST98KUgnf03X31N6OiupviSmQzRQjOpMY9j+0lzFWjUtpevfuamOzzrLgoz1FnpyribYeF6AG8XY25PquAW9j0QjeaNzEylsXK5CujkMTvxcJ6Qole4eW1qsKw5Y+NFZ4sFovFYrFYLJY6mT2bVn42gDudiBMsORknI2NZnLhxF4AT+fR7iU8jY9kdSwmiILS3Lakq3cl9p/3FsmgHWU0v+WYCgdiiy+9nb1vStQ+TUKJPoEeHQ8aJMMUeilOmH1NVNUZa6VFP8r1mZBsAVcUu1jyIcPqwEiBmUuOINQ8i09FaJkqYRABWIdOFEj1ljSKULujwveX9Y3RKLcj0Mt33iiKCCX4XZETU6HBIXV+k4HNdu2k/Mv0R2DlDbLn/Wh7zgubx9SLf4534zhEKRPxu5BJzuJleKqsGzBRDmfpYCZrL62mJEu6LPk6Ef8vvBB+r1cTf8sfECk8Wi8VisVgsFkudyMl1MN6rIkL0VX168EhxIJw+jPO5eTy6eu53M9v921+CdW3vJQIwfY4/JhjJJI2RgVKaHZGT3EppPkSvhsaollqin2LNgyqiSJqME1keXkLxRb7/PDb3ESn4VOodAPxS/ByRgs8VAUX67kWQT3YpwSef7FKCjX5smjTr/le6mEWRC3CEpP7+/rIIPaDc22lvW9K1HdPW6Nljgh5WPC9GtZnEJ6AkLrUPtOC71Xl1XGDTVD71Ajmff0cFGmL6DFeKaDKhpxHWAt8fRoDtFpmOVuU3JkVw+dnm8dP+ohL59M+ZFGF57nqaJOCISqboLily8Xv4vtIPLR8uVniyWCwWi8VisVjqhEKTFCd00YmRNHyuv79fbcP0LgC/W9STHhlRaTvTZFtG/SgRRPNworBjmuBzcrqwnlAilF7hrSy9KXpAPSb3KSfIug8R7znFEf7P90ZP/WOERndTXPnk6MjIDT2CREbFMOXItB2fp3dRILaISMGnxCfeD55frRE7K5OvVLW9lclXOB4q9zB6uxpzfe4oQsmULCkWVItUkcLUId8zJdBRpNPPXxf6aCL+04V2/HShvebImJ0UqGoVhSgU8tjVUtfIdlLweAzT9f7w7guk/UXMnk3ju9V5/PDuC/XZMaVf5pNd6v0yGdM/aTyNi209rtdInzZCcZVRgSY/NIrDtRZjsPxxscKTxWKxWCwWi8VSJ6zaRKGDmKJtKHAkun5Wr5VVni7g4fs5aQPdqRdGLyM5SawUfSSNo718dLwEE33CTkNxXXziOfzw7ouyY+hRG3x+ZCxrjHpiWh/pboqrSbG+DwoFvD+yulslLygpOMr7yPM2XZ/8m2IBI4m4H33ifjO9pB6T94DnxjSnM9FLNaWIUXzSRYlqjIxllVAUKfiw//Yt9RzPhffU9BlZiB5Q13FsakUJYml/saqos1sRRJXMz1mlcGQsi7S/WPN90jF5lnmhfxbJ29UYIgWfMnfPJeZcqate5w9siuabEWbyPh59d9+YJszvOOAWV/kemYQlPrYy+WrL98nyx6BhY2Nj4/c+CYvFYrFYLBaL5WNi7fvDSL6ZQKx5UP0mgdiiiuCR2wDuqKhM5Dl+e/gtHmeXsBz4J7LXzaXgd5NjUytI3A4boxUkMvpI/i3T5SqZW8tJK6NpFtYTSPuLKn2JkRicXEshSv7Wo3F4f/WJNvcpke8N/zdtw2uTkVTyvGSKnQ5NwOUkndcYjPfiZnrJWEWt2rnrnzOeK98PmSLFe8V9EXm+e9uSZel2rLZ4M71U8fyI/rmR0TSmY3oxODCLwJEAZs+m1TVmIs8BOCbfvzd8D73uKz+P9UQ1SdGpltRSHlO/nxR+5GfStN3N9BLyT/P47eG3+KX4uYrmq+XYuggnP3O6d5uJtL+oIvGs/PBpYiOeLBaLxWKxWCyWOjg2teKabHGiTHHJJBhwUigjosLpwyqyYHBg9ndJufvpQjviQ5mq2+keLzJNrxZPJUk+2VV2z8jIWNYlYMlKbtJMW0+bc52biFzS9x+M97oiL7yivfi4FAeYDqd7LOnH15+TohOAqqITq8LpmKqCMe0LcKJKvNI+5TVxez3dDig3da+GbjhOIS+f7MJMatyzMqCEIteVSKeqUBgp+LA0lUPgSKDmc9lN+H2n8CnhNZpSCithEnyqvdareuYh3zP1P838dej/BJQEMnkO8rPuJTzSwwtw+5rxOS8iBR/aB1psut0njI14slgsFovFYrFY6uDY1AqCxYIyDZciiv4YedJ4Gkff3VdRE5LCrykAwPT09O8WDdDQ0FD3a2giLSODgPKoDBmRIU2PZUTT6HBITVz1yBK+Xv/fFP3Dc2L0j7zXMvJMPlaJLxt/BOD46KxMvsLs2bRLuJLXzrQ9TsZNUSe1wP2YouSINGzPJeaU+KNHIEmjb/m3PHcZ+XRsakVda73QkB0oCSimaoE6F9t68Di7hOnp6Zq23w7yc+UFo5u84PsqRVG+D/p3oRoUe2qNeDIxODCLR1fPYTnwT8/oNv38Tc/vbUuq8+C18XpuppcwezaNvnuRMuHU9H2vdA9+j8hOy++PjXiyWCwWi8VisVjqwCQ6EbnqvzL5CvHFz5CJPMfj7JKKSJGvGR0O4cSNuwCAB683PnijcQkn3TL1yEt0oo9SrHlQRbVIZBqb67w275cUdxbWExgdDrkireTrdH8nmo3LxxbWE0rcMUVsJd9MuMSX5JsJZRSuT9h1w+XtMjocUh5iui8Oz5XnkfYXEYz3YvZsGuHlNaMXlIzIoUAlTb+BkreSFECqpV+aoNcUj1PL/dh/+xbO5+Zd+6iXWqOMahGFTNF7JtN7KaSyYh2F1Fo8tQBHcNqO6ET8B6Mls/NN37aLbT3GyCV6oFVCGuLzWkaHQwgvryGXmFNVGE33fTsm6pY/LlZ4slgsFovFYrFY6sAkBgAo83S6EunE8VAnTu1rcKI5nubRdy+i0rU6LwTx4PUGAkcCOHHjLsLpwzsyCd0KP11o35ZRcyWxYGE94RIgcok5Ve0OcO4bDdf1yCkp0nGSy8gSKczwt0zBM4l88r3TTbR1wUGmIOrV7aQBOdPdpK8Tt9lK1TUvE24ir+lJ42mk/UUlRPEa5fmxUp4Unfg709GKhegBx7i9WEDaX8SXjT8ivLyGfLKroviUf5ove2x0OIS+exF1HbWkVoWX13Al0qlSt6pFoRnPpYaUPqA2gcoknJiqv1FIzSe7VAoeBandjNrSCacPuz7XP7z7ApGCD2eilzzfP9M16m0Pq1UGYouqCiffTxqsy8qQJkzV+H4vcd3y+2KFJ4vFYrFYLBaLpQ7yyS50p16oKBpG8OjRN7nEnPJwyie7EE4fxuzZNAAnGurR1XN4dPUc2gdasDSVQ/LNBHKJud9tYra3LbmlyCcKRPR/kZNMCkBSRDFVYpPCwcW2HhzyPVPbZSLPXb5HuphhilYCSpNrVU0u9cIVpUavKe5PFxRrNV2WVcJ0tivm5ZNdFf2zzkQvuT5vgPv+UAypJIRkOlpV1bFAbBHBYsGzKqBE91/S/Z6A2qJf9Hu0FdGm1tds9f3g60xG9Pze5pNdFQXD7eBV/e5iWw8As/eT17l0N8VL0VHiOyihmKkLdVIUpKgZjPei714EF9t6VCVCeq3JfdTjf2X542E9niwWi8VisVgsljoIXeszerOYJnB99yK4E3Qmh8dDnfil+LlK0RkdDuHB6w2E04fLUpK6Uy/KKo69L+r1e9JTDqXwIyu8pf1FZ5Lu82MheqBixblAbBGZjlaEl9fw4PUGTu1rcG0fiC2iv7/fSTES+zNVwpNeNfJxPbJGCi08B9KdeoEf3n2hqsgBpcpzFD12wq9HItO1ZKU9wFvQ0VMdeY5MGwwvr5WJQxJThEyl7StRzUR9p6jFt2mnj8fPtO5PJj8fOwU/VwvRA2X7Hhxw/JICRwLqvavFJyvtLyoj+EzkOQJHAq73S1bxA1DmXaZ7WcmUPlYm9KpuaKqmaPnjYyOeLBaLxWKxWCyWOsgl5oziAn2DZLW1O8EeXP/mHABgz8mvcMj3DPlkl4quObWvwTVBM3n0vG+2EvUkI75kqpuMIqIotBA94HmNvG8jY1nMnk1jZCyLcPqwax8rk6/w4LWzdj46HEKwWCiLDBodDqlJM4/FFD+gFK2hVyc0+UHpyKp5kYIPe9uSLmPm7cJoEd1/qhZBQ99Gpkq9HLqs0uf4o8OoJVP0kon2gRbjfii21oqMhPGK7vFCT8/cTfgZopAKOJ8vporuJqbUzXD6MB5dPaeM3Wv5jOjm4ktTubJtKDIxJVYKWUzppMcT9xdeXkP7QItre10EtXy6WOHJYrFYLBaLxWKpgwevN5T4RJGAk6pKgsWpfU4k0ZPG0xgZy6py81KEkd5Hvxf1RiNQrNFFJsAtpOV8fhUtIaONpF+M9F3SRaAvG39EzudHeHkNE5N9SHT97Ontw2PwOLHmQePEncKMfJ1e/S0Y7/3/t3dGoU2le7t/egah25veRNix/Tr1ZuhB6V1Gkt1hqEil5Vx4kzkyIhJt2HxhaEackdNu4mYMX7vR8TiVIR+H1BYZFDE3c9UyZbAMdido74qyy9zY6ZeaDebGG09BNv0uMv+3//VmrWSlbarV5wfFJllZ613vWqvwPj7/54/11YRxYcln2uG0vppALlje0YwuuRd0oPlW7o/R8TyipQCelo86RKzR8byrAOUlTPUur5lSUUEEBnvb84U530KD3BPbZatdBGshIqMWGzW78azqe0qOL6KXFoRaOzP4orO/rgAmgimw2R1x5mzOhKL7CXcXsU2z0N1u9ivjk3tAhEyKT+8vFJ4IIYQQQghpgI5POqoWym45QWMjEUxPT+Pvf+gFAMRiMfycX8LP+SUM3o7iw+vfmqDxO9kbiMViSA7PoJCexQ+vP9u9E3KhL/vMLHK1k6LWwl7mQJxNgNP9NB8/5HBTaXHKzleS40uWFlApNZqPHwLgzFaSMHfzXZeFc+blhMmJsnNtdJ6RjFdf39bOjFkwdw0fRDg1UNV6XsYjC3ctWOjFvD02t7FKKHgt7AW8CKBu6A5l9v3pJfjo66xFKLs8sVb3Nr8len7O1+9+dhrtkAOcOUVyT0m+mfw0Ay0+tXZmTOlkIT2LE1enzHX8OV/dxa4W+jmVjC8/12L+VdocU4fQy9xIGR9QfR+8qQYK5M1C4YkQQgghhJAG6F1eMwvwcGrAIa5o8WV0PI9iJoSlyQKmp6cd+7gV7setcD9Gx/NYufkcH5z8EieuTmFpsvDGS+2AiutJwsallKwv+6wicLiU4tUbs4g566sJFALBqhI3mQegsmh1W5y6CQu6FM2t26A4OgqBIOZfpR3d7wBn+Z1d2ibIWMSR1dqZwXz8kKOLmZ4DLfBI2ZEtYMixx0Yivlwg9jZ2iLsfdDc7EYzsOetdXnMICiIeyL9yjQRxgcnn2vmkf3frbubGTrrGJHi7UWqNUYuwcj9JyWZHYhHRUqBprh4tLPYur6GQnq3koOU+NiWsxyM9jmexljCo0QH5tcYv5XVA5d5Z6G43z4sWnxa62829oaHr6f2F4eKEEEIIIYQ0wF/+VslEsQO1tfPGLWxbQog3/tf/BQBc/usUACD4UdxsLwHbYyORNxow7kVLSwv6ss+M82h0PI+eoXBVTox0s5JFsD6/he52pC4umFJF03VOLawlMFyOJQtiKaGzS4xkXzaj43mzr42NDfzlbwVHuLtkQ0lYtIzDFmREWImWAmYxvxB9bMonAfc8m1ounC86+/Hh9W9NPo8Xel5kXBJsrYPS3YKt9fxKoLQtBkjgePFhEUuTBYc4pku6dIC0/q7Gdq/1ZZ85hCQZg55rfbw3ERSug7B1uacdoK3R95q+NyTMvRkh45rWzgzC5ZK5b0UQ7spfwXLHP33tQ8YqrNx8XvNetO/pa7klc/1lDG73FlDtevrTP4q+xkjeHeh4IoQQQgghpEHsAGp7gSqfiagBbGbt/NZ/yohO6dAT9AyFES0FqjpR/fD6MxybXGniWTSOEQx+L4VLtCWN6KRdPoC7C2p0PF8pVyuXHC6q1s6Mw5EkYpMIXPLdw4FHSC0ewbXckilp++H1Z5WFuHKj9GWfmTK9B0NdCKcGcGxyBYVAsHLMQNDkO+nMptbOTFW+k2wnwkJHYhG/7PvciE5uC/VYLIY72RvmtVtg9tPyUddgbjfEVSfZTIIWTtzmWy/4pRPgbxe/MsfVXe56cx9XCW7RUgBn9t0HUCkz1IhIoV1RUoJ178WG67zYgoztANst0alvfwrJ4RmUfs0itXjEZHulFo8gFoshFouhZyjs+X25DiIydSQWq7oc1mM7zp/11QTmX6VxJ3sDuWDZ5JAdj/T4ymgC4Bi7BNC7XTMRH+WcZf/ijhsdz5sx2DRTfCN7CwpPhBBCCCGENIjk0kgwtr2IlAW8OBLGRiLGndK7vIYTV6dw4uoUoqUAJm4OAth0p8h3OhKLGMKPu31qNclfmcGDoS48GOpC/soMzuy7XyVWAO6Lai3GiQNKhKX5+CEjRGkXh96f5GIBlUXv2EgEhwOP8Mu+z802so/5+CGsryY2BSfViVD+lW3lR96XbKm+7DOT0ST7F7Hh09d3zbZu53ri6hQ+OPllzbmU0HA/i3NdAihuMj3vxUwIibakI4MIAL6O9ji6rx2P9Gx+52ERd7I3jAhVz6WTeTlRJZSJg0l3FZx/lTainF02p7vB2eymSNEzFDZjvPLNOZNxdL4wZ7bRbjY35l+lzTlLkwD9t6BemVs4NeDqIvOD7Ptp+ShSi0dMztgkTlZta2eaCSKQjY7nXV2Hwi/7Pjc5Z1JGKuc4eDuK0q9Z/LLvc9fv1nJBkfcLCk+EEEIIIYQ0wOHAI7PwknIccZtI1zF5Lf/qXJjR8Tx+unQOHZ90OPYrbgJdVtZoWPBuI6WAWgSxhRhddjg2EkHPUNiIRQ73iwoPTw7PIBaLmW2KmRBuhfuNaBeLxTA6nsf3q3NGBJJ9ADDZVDqoPTk8UynfsxbIWoiSz9dXEwiXS1Vh2om2JM7su+8QaXQpmyzylyYLDuHCDiKvhRYKcsGycYJpN5AIVnredbmYG2MjEZyOX8DT8lGTPXY6fsGEQ9cKxs4Fy0YQ1MKBlO7ZHc4kgN3N6WU7ggrpWVeRRubKbR/bZWmygHBqACeuTuHyX6eqxnTi6pT5XY/NS2COlgKObC8Rjuu5j76O9tT83Asp+Uy0JXG+MIeeobD5W9MzFHaMuVYnRP38afef5sPr32J9NeHICJPfb4X7ceWbc/jg5JcYG4lUiUoL3e0mnL5r+GDdslLy7kLhiRBCCCGEkAY4Hb8AYNOFA8B0hJLFsggWEjqukcWivejUpWaSZZQOPWn26Wwbt7BxYHNRbudenTrQgtPxCwiXS1Vh5bJ4/unSOQAw5WodiUUcj/QgFoth4uagce7I3K6vJkz5nwhY66sJR95Ob+5jM45wuWR+csHy5usazg8ZB1DtzgmnBkw3P/mxtxHxplYQu3aVAJsizb0XG67jchuHLaKISBGLxVDMhDA2EsHKzedVjqnU4hHPcUVLgSrnihaqFrrbXUULXSrZKM0suzsceASgci9OT0+bMrne5TUcj/Tg1IEWc1/KNdcB6br8TBAxsFYp4XbRDim5zr3La45sro5POqqEwFroMbqJj19He1BIz2LmbM7xvjybl/86hZ8unTOvdUmmLVIWMyHkguW3roSYNB+GixNCCCGEENIAkcuDru9L4K+EjIvQIoJELaTMzrVcJRB860LGNccmVzwFBt3pzX6tQ9Tn44fMZyLm3QpXupKJyHQ6fgH/tfoQn2XHqo6j5y/RljRByfdebGBpsmCOX8vV4xYMr9GL+XBqAF909uP71TnXbbeCDgL3+iwXLFcJS3LPSFi6fK6FDl3iJi4lyXfqGj5o8p/cgqnFcaTL5txEFNmnnIOEvvuh1rbNCBxPDs+g45MOfB3tQXfxj+a83a6Bnl+vUHRBnIq24NQsl88Xnf14Wj5qniOgkg0XLQWqxtjI9QCcz5SUJtYKEZd7KfNywjzDIjzJs27yxJbXQBni/YKOJ0IIIYQQQhrAy7kQLpfM717ihY2UVenQXsBZurZT7eWbhYR3uyHuHf25nX+l30+0JU1JzvnCHE5cncL3q3OYxEmMjufx9z/0upZliRAkuTsSlCyikx3KbSMh8CIa6uB4QXJ8BHG+AajKVtoKsqiX/djCkRtyz4jAkHk5YVre38neMAv9vv0pRx6R0Lu85tsdo8cj82ALeQvd7eb61LpvC+lZJIdnHI41L8ZGInXzkhrl1IEWFB8WUUjP4sTVKUcOliCCm5uDzU10sq+F4NZpcKfQ96AmOTxTNY5G/47IuHuGwlVlwRodUC/lenY3u93sVEjeTig8EUIIIYQQ0gC1RBYRPrRwkWhL4ovOfpM5JD/aSSFldom2JAZvR82CXoJ83/bSlHqLaftzKYsDNsuxZNEvXcaKD4tYmiygtTODB0NdmH+VxsTNQazcfO56DAkel7JH+V1fL1tQyrycMNtKOLS+jjaJtiSKmVCVi8VvSHg99H68nDdy/+SCZfQMhY27xB7Pz/kl3Ar3IxaL4XDgkUMM/e3iVyar5072hsnTcrs/gU3RQq6jLqOUDC4psZL5rCXGFTMh1y56tdDZV3ouaiEinL2fcGrAOHgmbg6aMWuBZH014Usksh1ROsfLLWjcLk3djhAlTiJg8zk6s+8+/vXjd1vep82pAy01A8G1+0nC990+ryX8kncfCk+EEEIIIYTsELKItP+H/9PXd005mSzMZBtbaCg+LFaVdc3HD73V4pNf0UUWybaQIZ91JBZxvjCHsZEIliYLjjJDCav2CmTuXV5D3/4UiplQ1ZzqsiMRBnUJZKItacS/eufiJkjZ51Lrve1SzIRQzISwcvO5KReTYyXaklWleADwwckvq5xNxYdF3Ar344OTXzrCtEfH81UigX0e4iCT+YuWAo7jXsstuYpxcg1le7/3jQ7v7tufMi4oEQG/6Oz33S1Pctf0OS50tyM5PFN1npJbVAs7WN8OgRf8uLsawS10XfLNJHB/K04xHWyvBVY/wpE8w7KtCFZyb9pOKPL+wIwnQgghhBBCGsAt40myXYBKacrSZAEAHDlPOvtJxIvSr1mkQ08cYsbg7ShmzuaMCCKL4XBqAPkrM009t61ybHLFUWoIwNXNojOeJNvJRgLBgYo75MFQF45NruDBUBdaWlpwJ3ujKltJxAhx7hyP9LjmL+nrJOOwX2uxyq1kUhbWtcqHmpFLBFQEHelAl1o8gvOFOeM08pslJix0t+NWuB/nC855kjBpYLM7HeDszOd1HBEq3HKN9H4azRvS5IJlxzWwO0y6bW+LYrZ4KQKN3m6ns5nseau3f7/Hd3MTynPl9qzo+XITWiWrTv/90dvkgmVP16GgBSa5x3qX1zA6njcOvT/9o1j33Mi7Ax1PhBBCCCGEbBMtXthlLjpoXP4dvB3F4O0ornxzDqnFI8bNcTjwyCzatOgEwJTcva3OJykVPBx4hMOBR64OCcnL8RKdAGfnOHE7ra8mcGxyBX3ZZ/g5v1T1HTne8UgPzhfm8OH1bx3lTroTmZBoS5rugfLjx9Why5tsdNlVMxDBRLr8afwKXVJi17u8hhNXpzBzNudoeW+7xrRA1NqZqXkccfO5dTqU/bg5dRpBnFK2s8hLdLKdXrrrmt6n7RTb6UBwr+ynZrjiRsfzuPdiwzUDanQ8b7oQuoXti+gEOLsoyu9ejj+N3GPFhxVx6beLXwFo3nNB3n7oeCKEEEIIIaQBvLraAZuuhu7iH5EOPXHdJvNyAqVfswCAK9+cA1BpSQ4A09PTGB3Pmy5SbmgXytvU7e7Y5ArS13vRu7yGWCyG84U5Rwv2QiDoOzdHEAFD50CVfs1WdV8rpGcruVFq0SwUMyGT3aQRkcmr+6CX40m2BXY2NNmvS0q6ikmo89fRHt/fFWeYuMruvdjAqQMtDsFNztkWYmSOga2Xi2nRSQtRzQjQF6GxlhOsmR3n/B6jkTHIXHk1IgA2OximFo9genravKfRgpwWwLw6a+qukHZXRB0uLoh4HovFcOWbc/i3zk8cbseF7nY6nt4z6HgihBBCCCGkQfr2p0wGyrXcpgNHFrjp0BOkFo9g5eZzLEQfm8/tRfC/dX5iRKd06AmKmRDGRiL46dI5T/dNIT1rslzeJvfTg6EupC4uIJwaMKJboi3pWBi7LWq9GB3Pm/MUxkYiVaVhGjlWODVgRBIRndwW93psbuP06nAn4oztqpLv6oBpvzTiWLoV7sfoeN64d/x+V2cySdc/nTmWaEt6llFpF1M915LXuYvAZAtN23VBuSEupnelo5otNkkumVse15l9942I7SYmeXVtLKRnTbi+/gEq9512jxUzIdfQ8a7hg+a4xyM9uPzXKYRTA2a/5P2EwhMhhBBCCCENIEG5AEw3L3uh3ZFYRDr0BLfC/Th1oAWpxSNYiD5Goi2J5PAMjkd6kA49wZ3sDZwvzJlw547EonEL+SlL8SpXe1M8GOpC/soMzuy7j9TFBZzZdx992Webnbd+L7Or5fDQzggtIAkzZ3NVZXPFTMgxFyLOyYJXI8cW5wVQWYiPjucdC3RZdI+NRBwClPyrS/MkbFvGJd3vAGxJhKpF8WERJ65OYf5VGtFSoGb3ODf0fMo+5l+l0bc/hY7EIooPi3UzfB4MdXmKRdoZ9bZhd8XbKZLDm9lrX3T2Oz6r52by63YS0ca+1ocDj2p+R5x7dpC/Dn/v259C5uWEa+mdoEUmXQ5sC18diUXTjfPD6986SkJ3et7J3oHCEyGEEEIIIVvEzo+RxZ2UpKRDTzA6nsf5wpwRoH66dA6fvr6LzMsJfHDyy0q+Tu7jijj1uxAi2SjSYayYCbk6oJpdJrRVHgx1OX6kDC4XLGM+fshTtNDhw33ZZ8hfmTHfFzFjbCSCaCngEBF+2fd5VQcye27sFvfh1ABmzubMNRSRSX6XfQsi0rgJguIUEWynlFw7PwKRFpIkm0p/79SBFvTmPnacZy3BwMarrG3+VRp3sjfw06Vz6F1eMyKa7sYm3z02ueLYjyMLKPvM8xjNcDY1gnTF2wnnjb5Gf/r/C2YOTscvNCW3Cdi8duHUgCmF/PT1XSPQyt+LIfxoMuK0C/Babsm1tE/cU17I/StOpnBqAB2Jxar7XtDP4un4BYcgK9QqWSbvHsx4IoQQQgghpAH+8reCIxdI3AO5YNkhNojbAKiEid8KV5wQJ65OoTf3saur5Fa4H1e+OWfK705cnULHJx0A4FrWIl3f9gJ3J7/D96tzaO3MmE51NvPxQyZ3SGdZyWfAZri3iHsiuqzcfO6YIzuc3X4tAed3sjfwtHzUdeFtC0+CdlzZeU86K0e65kn3tVgs5sinki57draUm7tlt0RGuwscsOnombg5WCUeSW6XXK/11YTrPgBUdcjzem+32E7Gk+7gF4vFcOLqFCZuVsSUZnU19EI69Ul2UywWw0rksqO73dPyUdeSU+lS1zV8EB2JRcfncg8L2iEFVIQkLb5L5ph0X5T3BJ0H1bu8BkoR7w8UngghhBBCCGmAtf/82PFa3DeyCBMhRLrZSRivCE8AEPwojsOBRzgdv4A72Rvm35/zS56B424lY/krM9grHJtcwYOhLkQuD3qOW8QoWTDX6vxll+SJiOOnRFG218Hj0uFOFtIiCMniWy+63TqC2Yt22VYLEMnhGSNOCLZIIyKCHEcCnN+Uuy0XLOOXfZ/jg5Nf4v/9uGLel2upae3MIFwueYoub5vwBGw/YFy7HN3Ett1AC38/vP4MQOV+FKdhoi1pBFL9fGiHoTQCmH+VNvcg4BSfZJ70PSsilP092U7+/tl0DR9E+78/rnqfvJtQeCKEEEIIIaQB/v4/O6q6tYXLJfNaL/JEyBBBJBaLAQCOR3pMuZ2IGt3FPxrRCagIT1e+OYf/vPNBlZgiZWfaObQXnE9+x3pscsUhPnkJT4m2pMk50i4jr+/Z77mVL+pyIF3S5+Z4skst3QQMW7iyEaec2zZux95txBEj4pcWOQCYLK2+/SnzLNQTnuR5KQSC5rO9Kjzt1D62izgJ//K3ghFSgc05dsuD0/f/4O2ocSndyd7A96ubIf66PFVEJ7fOeLbQKt9zE57oeHq/YMYTIYQQQgghDfDbxa/M72MjEayvJozYof8VAUpEp9HxvAkR/+DklybUWS9YxeUEwITy9gyFAVSLJFq8SV/vxbHJlbeqy50bWqCrh4SQ60WvznoSCulZLHS3V+XNuIlV9nuJtqQRmvTvsqAW4ccW/kRYFNfTQne7GYNb2PfoeL7meLxcWrqr2G6iy+lkLuT8zNjih0z+VmtnxjwLfsZrn9dOi06NBK7XE4zsIPvdYiuh9McmV6r+FoXLJayvJjy7Oup7r5gJ4U72Bj59fReAU3AqZkLo259yiE62oGSLTvJ89C6vmR/Bq2sneTeh8EQIIYQQQkgD/JxfArC5sGvtzBgxJJwaMGLTQrRSRiIdzsZGIjh1oAXnC3OOcGjheKQH09PT+PsfenH5r1PmOD9dOmecUhLuOx8/5BCZig+Lb8wx0gja4VILCSWXubXznmx6l9c8F7JunfEAOK4RAEfmliyYpQW87ZSaf5U24tPoeB6/XfwKxYdF3HuxgYXu9k0H0O8dEBNtSdx7sVHp+KZyo0bH88i8nHB0GGsUu4uaF42KGDLftrgg4wynBtDS0mLERD+d7HRAuX7djDDuesJG3/4UruWWduRYbtduu0Hqtihdd3sXR5MIS4X0bN3x9C6vIfNyAp++vmvK6IqZEHLBshGaEm1JXMstGdHJrQRUC2ZSfiqh5zrfibxfsNSOEEIIIYSQBrg7+R0+vP6tIxNFcy23ZD7TJS/zr9LIBctYiD6uyvnRJIdn8NOlc473zhfmHC3Mc8Eyzuy7b1xPujRtLwWO+0FyhHSYs2ahux0zZ3OeriHpsuYVNC4ZW7FYDMGP4o7geMC7zE0ypYCKuKgDmiX43MYOEvdTolVvm50q87L3o0vp7PwrwS7nalT8bO3MVOV5vStI0PpuUUjPmsB8G7dnwA25zpmXEyYQXxybOkh9ueOfRoyyc9iko50uJV7objfPhohPt8L9mJqach8Ieeeg44kQQgghhBCfHJtcwYfXv8WtcL8jC0jo259C1/BBI4LoAGztdLHRTpilyQLSoScAKl3tTlydcpT3FdKzlYWhWmBqoWk+fgiRy4NvfdmdX2otlkfH8+gaPuj5ubjDWjszDqeO/FvMhHA6fgHFTAjBj+KO74rbSY/DbSxjIxF0JBbRu7xmnCIi0Nx7sWFcanYYuR5LLcTtthVywbIvN5EtOhXSs/jh9WemRKsQCOLMvvvoyz4z5yH//sf/CW9Z6NwLLr2tspVz26rzq29/ytzr29m33Mt6exHPdelcIT2LaCmA0fG8+bs1Op5HLBbD0/JRPC0fRUdi0XxX3FTFTMiEj58vzLmMgLyrUHgihBBCCCGkAXqX15AOPTGOmNbOjGORpsPE5UeXK/106ZwRmmTRFk4NmJKYRFsSZ/bdN9sKd7I3UMyEHCVEXuJSIT2LcLm0J3Kf/KADrbVAIvPt1vK91r4K6VkT6n0ne8NRFinYuUwL3e3mvb79KeNe0oJSIT2Ley8qBSX3XmygN/exQ7zy03FP7wvYzPryotb5LkQf+5oPWxQrZkJYufnczNN8/BB+eP0Z5uOHcGbffbPPsZGIucekNNIv+rkhFbbi+soFy3XvKwmA94u9P3mdeTlhumxKppo4owAgHXpSlRt1OPAIC93t5lndqfJGsrdgqR0hhBBCCCE+iVwerOrmpMtRdOmVlFxlXk7gcOARvl+dc3RDk8/sbmYiRiXakqaN/b9+/M5kPk1PT+Peiw2cOtCCcGoA+SszRlwSx4OMR8YogsBeLMGLXB50dKtrBMkd8iozWuhux28Xv8LT8lGH6OTWeh5w5gbJ9ZbSpLGRiCmx0yV1OpxaSpgaQbeubxS/ZXhu29miG1CdzSPnq+9Dv04fHVwNbJb2ra8mHAKW7G8nSte2O5fFTGjL3/eD3RXOz/ZyH9Z7Ptxy0uS5kM9qOab0fvSxBbcxhFMDNYWmP/2jWPd45N2AjidCCCGEEEIapJgJVblEtCixcvM5RsfzRqA6Hb9gBCUJk9bh1LII153ZMi8nMImTOHWgBafjFzA9PQ3AGfZcSM868p0ELYL17U9hPn6oKpB8r9DamcHg7ahrqRrgHR4ueC2mY7EYvo724NPXd11FJ2AzzH10PI9iJmS2004n7bgSQXHwdtSMPVoKoCOxaLoYNkotoaNW+Sbg30Hjdzvp3ic/uixL7q1GXE9ux22mI2Y7olE4NdBU0QnwzhPTaEEw0ZZEX/aZL1G2kJ41fwfkR8L75ZrVC4jXpXX6b4y8trelo40IFJ4IIYQQQgjxSSE9i47EIjIvJ8yiW1wvIkok2pK4Fe53OGLkX/lcl+bJ5/KeHdisO55J9tO/fvyu7ljdFoJ+HA1vGw+GunAr3I+F6OOqTmXi1BAnjL1wFoeX7eiR/Wg3EgDjXBLGRiJVjiXJ6xL3kr4+0qWud3nNXE+9uN9upzObrQhZftHz1bu85tmJzITnxw/5ciTJHOj954Jl0x2vd3nNsZ9mzJsXb3sZmLiuRPwRIWyrwezSVdC+bm7703l1uWDZdRv9HAzejlZ1RLTZi0I42RoUngghhBBCCPGJiAwiTtj/oy/i0vFIj8Mh4xZEDsBRmictxwVZEOosqI7EoumYJ4iY5LXo16U4o+P5PbnYm56erur0B2y6OCT7ye6QVutczxfmkFo8YoRE7XQCNoW7lZvPTTmdG7pkbP5V2ohBC93trot6G3193zbkfpefeuIT4O0w0+SCZXPOIubKvGkHjt6nXYLXDOxna7s047qKw053Hdyqs0jyzuQ5Wl9NmPn3cj+J080WbbfCXhTCydag8EQIIYQQQohPZJEmpVciNohwIT+n4xc8hQqgsqAXMUq20+KUm7AVTg2YVuVPy0cd7/tlbCSyJxd7ehFsu56A6gwnt4W423vHIz0mDBzYnHftepo5mzOLfZ3HJdfLy/kh3bvEkeUlQiXakk11Lnmhyzu3IiL0Lq857mPAX5nd+mrCzKc8S33ZZ8hfmanaTriTvbErrqedvg5egvN26Ms+Q1/2Gebjh3bUoaUFP/kbIcfSYfIATKmwCOYaP3lTglf5LHn3oPBECCGEEEKIT+ysHxGibGotqDIvJ9C3P2VcHvYizTg/fu+cpt/7Ob9Utb0WELxEKPs7e63b3YOhLqRDT1D6Neu6qN2q4+Np+SiWJgtVnbg0jrys7DOH+6ze8SVfywtpS38tt1RTWGlmVk4xE8Iv+z6vupfdxCjtepI5iZYCZu7m44eMgOE25lyw7NjvnewNFAJBPBjqctyPIjqJWCdC63bDxXcbfY80g510aOnsJ6Ay11Kq2tqZMddYykhtkVbKXhNtyUpHRw93nKbZ80PeHig8EUIIIYQQsgUyLyeqyuOAykJs5eZzx3byr/wuQpI4Pmzs3CgRO6anpxGLxaqCfRtFymr2kgDV/u+PAcDhUPJCQsHdhAqZt+LDSkctN8FJSsvk+kqWk2w//yrtmP97LzaqhBbdocyr5Eq6ItYTELaa4eNnn9FSAN+vzjmyqurRNXzQs+OfiBd6X7arSs/dD68/Q+TyoHltXzMteuw1tvOMuiFzKuJQM+eltTNjuhQ+GOpyLb3LvJzAQnc7ipmQKddbiD7GT5fOGXcmIQCFJ0IIIYQQQnxjl8PZCz953TV80LPMJtGWNG4mcUZpUapvf8rxXRGgRLw4cXXKM7S3EWeMLBTD5RJaWlp8f+9NcjzS42u7+VdpT9eNcOqA+znrdvGDt6OOuV9fTRixSJdlTdysCCe5YBmF9Kz5rt6fiC+2kyicGkAhEPTl5unbnzJh280O3fbq4BZODRinij4X/SyISCHzJnPQkVh0uFy+X50zx/EqRZQ5f5Nup0bnWa6TNBJwEx7te9NrO/25PLO7gXY/eTE2EkHX8MGKi/P3a97xSQfOF+YAbIq7XrDU7v2BwhMhhBBCCCE+kUVzR2LRuGqAahFKL67lfVuIchOx3BwMWpQaHc/jXz9+h+LD4pZdT/IdXTa4086MZjGJk3U7+knL9x9ef2YyajQyx/XOOdGWNOVCIj55CQOtnRkUMyGkFo9gobsdibakw8UkIlVHYhEL0cfIBcu4llsy4oNe4NtZVTqE269AtZO45QiJO0p3VQunBiod19R8Swc0OYeF7nZHh0fBFnb69qd2JLzaDyIWbjXrCqgWkfRz7Ha+AKocYZIX5yWWvikHkTifbBFK3IBSMvxgqMtRivnh9W9x6kCLa0fE3uU1zJzNeYqb5N2DwhMhhBBCCCE+kYWWBOgW0rOOjnR26Z2U40VLARPGq8m8nMDYSATFTMj877/bIlVEqURbEj/nl9Cb+9i8b+NVLmWPLdGWRLQUwEK0UsK2F0ruHgx14dPXd31t25FYxJ9PdpmcGmF0PI/DgUcA3OdPRAg7f0Y7z9xEq5WbzzE9PY2u4YOO8GxBSvdEOOsaPmiulb5met9S5gdsuohaOzOYjx/CD68/8zUPW0GPu2v4oON1vU5t4XLJhL33ZZ+hI7GIw4FHZj7HRiKIlgIOJ5jN/Ks0FqKPXcsXdxoZlzi5diJPSxxausGAPXYtcmmXHeA+J6fjF96IQCxCZzg14Agb10K5CIf5KzNmjL3La+Zvjvxt0yJUIRDclcB48nbQsrGxUb9ImhBCCCGEEOIoSbPLRESQagS/riWdCVXMhIxg5YXdWaqYCaEjsYg72Rv49PVdh9Ogu/hHBD+Km5Dntx0394VGHCYdiUXce7GB/x0A7k5+h09f3zXi38rN55g5m3PMv+5Yp7O3vEom9RzqPCe7MxjgFJZEcMi8nMD8q7Tju/UQ0UncL5M4aY61kzlQtYLqa9G3P4WxkQj6ss+wvpowczGEH3E6fgEL3e3oGj6IaClgxJV7LzZMqaI9hoXudsyczTnu/2bkXTVKrXHYYsr6agK5YNlcb2CznPbMvvsOB5tcXy04amQ/u5V5JWKnhL/L3wcRqeW+a+3MmM9aWlrMdZPnK9GWNOOW7YHK3NjdDMm7CYUnQgghhBBCdoFGHEV2ly97wSd4lV3phbEs8GXRDwBn9t03HchkYSzh3XuBeuKTXtwCm8IHAIfQZL+W/CaNXSolLpaxkYgRTb7o7Mfp+AXHccPlEnqGwvjp0jkEP4o7RAdZkI+NRHAnewPfr87VPN/WzozjWosw1jMUxqkDLZ5ChR/sfW8HLYzIXPZlnyFcLuFw4BFOxy8YETQWi+F4pAdPy0drjv1abglfR/1lewki0HYkFnddqNLCY1/2GdLXe03ZpdwzAPCvH78zLiYtWoqYI/ehnIf9+25hC0v1ODa5gnC5VCUyAc6/Y/L8Uo54P6DwRAghhBBCCNmTuIl59VwU0qlLox0Ygoh3IgCYrm2/u5QOBx7hg5NfYuLmoBFY5uOHsLGxYRbfpV+zOHF1Cr25j40jTr4PbIpfbh3D3M5LL+LT13vx28WvjHDjVrbkN7DcFn70e35cRrbQqR13Ijxpl46ITiLW7SSF9CxisZh5vdzxzx3ZrxbovMQ6mYdcsIyF6GMsTRZQ+jWL5Y5/4lpuCb3La0Y8Wuhux28Xv8Lp+AVz/ddXE+gu/tGMWVxfQCWo+9SBFldxdDfwK0DJ8yX3o9v2+hmk4+n9gMITIYQQQgghhDQBKU8SgUw7PrZb1qjLPt2WdPUcduLICZdLKASCrp8B1YKXG3obcdCJM0eX3Un2053sDTwtH606rh9kX+KYcRPt/nyyyziKdkrY2q4zTMQ83bVSl1vKXMh5iYAl82iXJNrCaDPRQmI9+eDY5Ar+fLILS5OFmuW7cv9Sjng/oPBECCGEEEIIIWRPELk8WNcl41amar+/24jApwWzcLlk8sgku23+Vdq4o0SgkzJFcdWJ+0iEPAA7JkLZ5XHrqwlTHhpODfhyKPkRlSKXN52CeyFbjmwPCk+EEEIIIYQQQshbhHbJabGtlltuK8Ka7eLKX5mpEu4ilwcbynnyg+xTjkHebSg8EUIIIYQQQgghhJCm8D/e9AAIIYQQQgghhBBCyLsJhSdCCCGEEEIIIYQQ0hQoPBFCCCGEEEIIIYSQpkDhiRBCCCGEEEIIIYQ0BQpPhBBCCCGEEEIIIaQpUHgihBBCCCGEEEIIIU2BwhMhhBBCCCGEEEIIaQoUngghhBBCCCGEEEJIU6DwRAghhBBCCCGEEEKawn8Dqip9bEe5SwMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1500x1500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot individual clipped masks\n",
"fig, axs = plt.subplots(nrows=1, ncols=len(clips), figsize=(15, 15))\n",
"if len(clips) == 1:\n",
" axs = [axs] # Ensure axs is iterable\n",
"for ax, clip_path in zip(axs, clips):\n",
" with rio.open(clip_path) as src:\n",
" clip_data = src.read(1)\n",
" ax.imshow(clip_data, cmap=cmap, vmin=vmin, vmax=vmax)\n",
" ax.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Merge the clipped rasters\n",
"datasets = [rio.open(clip_path) for clip_path in clips]\n",
"merged_data, merged_transform = rio.merge.merge(datasets)\n",
"\n",
"# Plot the final merged mask\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(merged_data[0], cmap=cmap, vmin=vmin, vmax=vmax)\n",
"plt.title('Merged Masked Data')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': {'count': 107714, 'value': 8},\n",
" 'Built area': {'count': 19533002, 'value': 7},\n",
" 'Crops': {'count': 9770906, 'value': 5},\n",
" 'Flooded vegetation': {'count': 2328285, 'value': 4},\n",
" 'No Data': {'count': 97701527, 'value': 0},\n",
" 'Rangeland': {'count': 5910720, 'value': 11},\n",
" 'Trees': {'count': 37120764, 'value': 2},\n",
" 'Water': {'count': 4443372, 'value': 1}}\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"values, counts = np.unique(merged_data, return_counts=True)\n",
"data = {class_names[v]: {'value': v, 'count': c} for (v, c) in zip(values, counts)}\n",
"\n",
"pprint(data)\n",
"\n",
"data.pop(\"No Data\", None)\n",
"plt.barh(\n",
" list(data.keys()),\n",
" [v['count'] for v in data.values()],\n",
" color=[cmap.colors[v['value']] for v in data.values()],\n",
" edgecolor='black')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Clean up temporary files\n",
"for temp_file in clips:\n",
" os.remove(temp_file)\n",
"\n",
"# Close datasets\n",
"for ds in datasets:\n",
" ds.close()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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