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@rajadain
Created May 17, 2024 19:55
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More testing 10m LULC dataset for MMW
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1 Tile 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": 1,
"metadata": {},
"outputs": [],
"source": [
"from pystac_client import Client\n",
"from pprint import pprint\n",
"import geopandas as gpd\n",
"import json\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.features\n",
"from rasterio.io import MemoryFile\n",
"import rasterio.mask\n",
"import rasterio.merge\n",
"from rasterio.warp import transform_geom"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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\": [[[-77.69553017679712, 38.94207633372545], [-76.93562951937528, 38.96010128795146], [-76.98197307178998, 38.246594874177134], [-77.51026372420694, 38.22483477419897], [-77.5427079662351, 37.91106715361347], [-76.24041431317708, 37.85241395474682], [-76.1987016296974, 38.213819758004206], [-76.65291166031284, 38.24295728755956], [-76.5834126897094, 39.265749996655956], [-77.32484589296243, 39.25850056701216], [-77.69553017679712, 38.94207633372545]]]}}]}'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aoi = gpd.read_file('1-tile.geojson')\n",
"\n",
"ax = aoi.plot()\n",
"# ax.set_title('Lower Schuylkill River HUC-10 (0204020310)')\n",
"ax.set_title('Simple 1 Tile')\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": 3,
"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",
" }\n",
"\n",
"def visualize(data, title, labels, cmap):\n",
" vmin = 0\n",
" vmax = cmap.N\n",
" values, counts = np.unique(data, return_counts=True)\n",
" data = {labels[v]: {'value': v, 'count': c} for (v, c) in zip(values, counts)}\n",
" data.pop(\"No Data\", None)\n",
"\n",
" fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
" aximg.imshow(data, cmap=cmap, vmin=vmin, vmax=vmax)\n",
" aximg.set_title(title)\n",
"\n",
" axbar.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",
" axbar.set_title(\"Class Distribution\")\n",
"\n",
" fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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,iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAGHRFWHRUaXRsZQBmcm9tX2xpc3QgY29sb3JtYXBDL89FAAAAHnRFWHREZXNjcmlwdGlvbgBmcm9tX2xpc3QgY29sb3JtYXABtCnOAAAAMHRFWHRBdXRob3IATWF0cGxvdGxpYiB2My44LjQsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmdkzrK0AAAAMnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHYzLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZ0poLZMAAAGBSURBVHic7da9LQVgGEBhPwMYgAGsYQMzKG9D4kahQ2EIg4heKAwhTKFjha/y5uY8zwSnPPt7O+Ts6fN3umHVz/dmOmHJ+8PzdMKy28e36YQlm6PL6YRlJ5uP6YRlr6fH0wlLvq630wnLDs+vphOWvNxcTCcsu7/bndaD6QAA4P8ZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBf/NwEgd2BWoMAAAAAElFTkSuQmCC\"></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 0x14083e0c0>"
]
},
"execution_count": 4,
"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": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 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",
"with rio.open(tiffs[0]) 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",
" plt.imshow(thumbnail, cmap=cmap)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': 103225,\n",
" 'Built area': 49866962,\n",
" 'Crops': 12868414,\n",
" 'Flooded vegetation': 935199,\n",
" 'Rangeland': 13080349,\n",
" 'Trees': 81060728,\n",
" 'Water': 45232239}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ziZkxYwY8PDzg4eEBT09PDBgwAPPnz8epU6c6e2kMwzCt0q2zF8AwDPNz4I477kBeXh4aGxuxa9cuxMfHw8PDA88991xnL41hGKZF2LLIMAzTAXh5eaF///649tprMXnyZIwfPx5bt24FAHzzzTf49a9/jaCgIPj4+ODGG2/EP//5T9Xxt912G5KSkjB//nxcffXV6N+/PxYuXKgaU15ejujoaHh7e2Po0KHYtm0bPDw8sGnTJjHmq6++woMPPojevXvj6quvxj333IPKykq363777bcRHR2N3r17o0+fPrjzzjtx8OBBsb+yshIeHh549dVXERMTAx8fH9x0001wOByqedauXYuQkBD4+Pjg3nvvxTfffHN+N5JhmA6HxSLDMEwH89lnn6GkpATdu3cHAJw6dQo333wz3nrrLXz22Wd47LHHMH36dHz44Yeq49atW4eePXti586dWLJkCRYvXiwE59mzZzF58mT4+Phg586deOGFF/DUU0+pjm9sbMTEiRPRq1cv7NixAx988AF8fX1xxx134MyZM7pr/f777/HEE0/gv//9L9555x106dIF9957L86dO6ca99RTT2Hu3LnYvXs3Bg8ejF//+tf48ccfAQA7d+7EzJkzMXv2bOzevRsxMTH4wx/+0Op9On36NI4fP656MQzT8bAbmmEYpgN488034evrix9//BGnT59Gly5dsHLlSgBAUFAQ5s6dK8b+/ve/x+bNm7Fx40aMGjVKbI+IiMCzzz4LALj++uuxcuVKvPPOO7j99tuxdetWHDx4EO+99x769+8PAPjjH/+I22+/XRz/8ssv49y5c1i1ahU8PDwAAHl5eejduzfee+89TJgwwWXd999/v+r9mjVr0LdvX3z++ecYPny42D537lxMmjQJALBo0SIMGzYMBw4cQHh4OLKzs3HHHXdg/vz5AIDBgwejpKQEb7/9dov3LDMzE4sWLWrlzjIMc6lhyyLDMEwHEBMTg927d2Pnzp2Ij49HQkKCEGJnz56F1WrFjTfeiKuvvhq+vr7YvHkzqqqqVHNERESo3hsMBnz99dcAgH379uHaa68VQhGASmgCwCeffIIDBw6gV69e8PX1ha+vL66++mqcOnVK5VqW+eKLL/DrX/8aAwcOhJ+fH8LCwgCgxbUZDAYAEGvbu3cvRo8erRpvNBrd36wm0tLSUF9fL15fffVVq8cwDHPxYcsiwzBMB9CzZ08MGjQIgNM6d9NNN2H16tWYOXMmli5diuzsbKxYsQI33ngjevbsiTlz5ri4hj09PVXvPTw8XNzBLXHy5EncfPPNyM/Pd9nXt29f3WPuuusuhIaGIjc3F4GBgTh37hyGDx/e4trIatmetenh5eUFLy+vC5qDYZgLh8UiwzBMB9OlSxekp6fjiSeewNSpU/HBBx/gnnvuwW9+8xsATpG1f/9+DB06tM1z3nDDDfjqq69w9OhR9OvXDwBQWlqqGjNy5Ei8/PLLuOaaa+Dn59fqnN988w327duH3NxcjB07FgBQXFzc5jURQ4YMwc6dO1Xb/vOf/7R7HoZhOgd2QzMMw3QCJpMJXbt2xV//+ldcf/312Lp1K0pKSrB37148/vjjOHr0aLvmu/3223HdddchPj4eZWVl+OCDD/D0008DaLb0TZs2DQEBAbjnnnuwY8cOVFRU4L333kNSUhKqq6td5rzqqqvQp08fvPDCCzhw4ADeffddPPHEE+2+1qSkJLz99ttYtmwZvvjiC6xcubLVeEWGYX46sFhkGIbpBLp164bZs2djyZIlSE1NxciRIzFx4kTcdttt6N+/f7u7qHTt2hWbNm3CyZMnERkZiUcffVRkQ3t7ewMAfHx88P777yMkJAT33XcfhgwZgpkzZ+LUqVO6lsYuXbpgw4YN2LVrF4YPH46UlBQsXbq03df6i1/8Arm5ucjOzsZNN92ELVu2CCHLMMxPHw9FUZTOXgTDMAxz8fnggw8QHR2NAwcO4Lrrruvs5Vwwx48fh7+/P16x/wWjR4/olDV8+uk+xE16FLt27cLIkSM7ZQ0Mc7Gg/6bq6+tbDE3hmEWGYZgrhNdeew2+vr64/vrrceDAASQnJ2PMmDFXhFBkGKbzYLHIMAxzhXDixAksWLAAVVVVCAgIwPjx45GVldXZy2IY5jKHxSLDMMwVwsMPP4yHH364s5fBMMwVBie4MAzDMAzDMG5hschcMJWVlfDw8MDatWs7eykMwzAMw1xkWCxeJA4ePIjHH38cAwcOhLe3N/z8/DBmzBhkZ2fjhx9+6Ozl/ST4/PPPsXDhQlRWVl6yc9hsNnh4eLi0FmsvJICXLVvW6lgPDw+3r9/+9rftPrfNZusw4V1QUICFCxd2yLkYhmGYyxOOWbwIvPXWWzCZTPDy8sLDDz8sWmEVFxdj3rx52LNnD1544YXOXman8/nnn2PRokW47bbbRH/Zi01+fj7CwsLw4Ycf4sCBA6K92qXm9ttv140VGzx4cLvnstlsCAgIwIwZMy7CylqmoKAAf/3rX1kwMgzDMG5hsXiBVFRUYMqUKQgNDcW7774Lg8Eg9s2aNQsHDhzAW2+95fb4c+fO4cyZM6JoLnP+VFRUoKSkBK+++ioef/xx5Ofn49lnn+2Qcw8ePFi0amMYhmGYKwl2Q18gS5YswcmTJ7F69WqVUCQGDRqE5ORk8d7DwwOzZ89Gfn4+hg0bBi8vL9H26uOPP0ZsbCz8/Pzg6+uLX/3qVy79U9euXQsPDw+8//77ePzxx9GnTx/4+fnh4Ycfxv/+9z/V2LCwMNx5553YsmULRowYAW9vbwwdOhSvvvqqyzq/++47zJkzB9deey28vLwwaNAgPPfcczh37pzLuBkzZsDf3x+9e/dGfHw8vvvuu1bv09q1a2EymQAAMTExwk373nvviTE2m03ck8DAQMyaNatNcxP5+fm46qqrMGnSJDzwwAPIz8/XHffll1/CZDLh6quvho+PD37xi1+0KOgvBnv37kWPHj1crI/FxcXo2rUrFixYAMD5zPbs2YPt27eLe3TbbbeJ8W15TrIL/YUXXsB1110HLy8vREZGqnoFz5gxA3/9618BqF3pDMMwDCPDlsUL5N///jcGDhyIqKioNh/z7rvvYuPGjZg9ezYCAgKEQBg7diz8/Pwwf/58eHp64u9//ztuu+02bN++3SUGb/bs2ejduzcWLlyIffv24W9/+xsOHTqE9957T/WF/8UXX+Chhx7Cb3/7W8THxyMvLw8mkwlvv/02br/9dgBAQ0MDxo0bh8OHD+Pxxx9HSEgISkpKkJaWhtraWqxYsQIAoCgK7rnnHhQXF+O3v/0thgwZgtdeew3x8fGtXvOtt96KpKQk5OTkID09HUOGDAEA8e/ChQuxaNEijB8/Hr/73e/ENZWWluKDDz6Ap6dnq+fIz8/Hfffdh+7du+PXv/61OD4yMlKMOXr0KKKiotDQ0ICkpCT06dMH69atw913341XXnkF9957b6vn0ePUqVOoq6tz2e7n54fu3btjyJAhsFqtmDdvHh544AHcfffd+P777zFjxgyEh4dj8eLFAIAVK1bg97//PXx9fUWrtn79+gFo+3Mi1q9fjxMnTuDxxx+Hh4cHlixZgvvuuw9ffvklPD098fjjj6OmpgZbt27Fiy++eF7XzTAMw/wMUJjzpr6+XgGg3HPPPW0+BoDSpUsXZc+ePartkydPVrp3764cPHhQbKupqVF69eql3HrrrWJbXl6eAkC5+eablTNnzojtS5YsUQAor7/+utgWGhqqAFD+9a9/qdZsMBiU//u//xPbrFar0rNnT2X//v2qNT355JNK165dlaqqKkVRFGXTpk0KAGXJkiVizI8//qiMHTtWAaDk5eW1eO12u10BoBQVFam2f/3110r37t2VCRMmKGfPnhXbV65cqQBQ1qxZ0+K8iqIo//3vfxUAytatWxVFUZRz584pwcHBSnJysmrcnDlzFADKjh07xLYTJ04oAwYMUMLCwsT5KyoqFADK0qVLWz03ALevf/7zn2Lc2bNnlejoaKVfv35KXV2dMmvWLKVbt25KaWmpar5hw4Yp48aNczlPW58Trb1Pnz7Kt99+K8a9/vrrCgDl3//+t9g2a9Yshf83wFwu0P9zX7H/RfmqakenvAreWqUAUHbt2tXZt4NhLhj6b6q+vr7FceyGvgCOHz8OAOjVq1e7jhs3bhyGDh0q3p89exZbtmzB5MmTMXDgQLHdYDBg6tSpKC4uFuciHnvsMZW17Xe/+x26deuGgoIC1bjAwECVtYxc1h9//DGOHDkCALDb7Rg7diyuuuoq1NXVidf48eNx9uxZvP/++wCcyRDdunXD7373OzFf165d8fvf/75d169l27ZtOHPmDObMmYMuXZo/komJifDz82uTizg/Px/9+vVDTEwMAKdb9aGHHsKGDRtw9uxZMa6goACjRo1CdHS02Obr64vHHnsMlZWV+Pzzz8/rGu655x5s3brV5UXrAYAuXbpg7dq1OHnyJGJjY2Gz2ZCWloZbbrmlTedo63MiHnroIVx11VXi/dixYwE43fAMwzAM01bYDX0BUNPtEydOtOu4AQMGqN4fO3YMDQ0NuOGGG1zGDhkyBOfOncNXX32FYcOGie3XX3+9apyvry8MBoNLWZpBgwa5xKFRhm5lZSX69++PL774AmVlZejbt6/uer/++msAwKFDh2AwGODr66var7fu9nDo0CHdebp3746BAweK/e44e/YsNmzYgJiYGFRUVIjto0ePRlZWFt555x1MmDBBnEuvrA65ww8dOoThw4e3+xqCg4Mxfvz4Vsddd911WLhwIebNm4fhw4fDYrG0+RxtfU5ESEiI6j0JR21sK8MwDMO0BIvFC8DPzw+BgYH47LPP2nVcjx49LtGKzo9z587h9ttvx/z583X3n0/5l47k3XffRW1tLTZs2IANGza47M/Pzxdi8afAli1bAAA1NTX45ptv0L9//zYd197n1LVrV91xiqK0Y7UMwzDMzx0WixfInXfeiRdeeAEOhwNGo/G85ujbty98fHywb98+l33l5eXo0qULrr32WtX2L774QuXiPHnyJGpraxEXF6cad+DAASiKorIu7t+/HwBErcPrrrsOJ0+ebNUyFhoainfeeQcnT55UWRf11q2Hu0zb0NBQMY/shj9z5gwqKipaXVd+fj6uueYakdkr8+qrr+K1117D888/jx49eiA0NNTtfZbXcql4/vnnsXXrVvzxj39EZmYmHn/8cbz++uuqMe7uU1ufU3vg7GfmcuTgl1/Bx6dzfnQfONCyp4Nhrkg6JILyCubAgQNKz549laFDhypHjhzR3b9ixQrxHoAya9Ysl3GTJ09WvLy8lIqKCrHtyJEjip+fX7sSXDZt2iS2tZTgMmLECLFt4cKFCgDl7bffdlnX//73P6WxsVFRlAtPcCksLFQAKK+99ppqOyW43HHHHcq5c+fEdpvN1mqCS0NDg9KrVy/lkUce0d3/wQcfKACUDRs2KIrSnOBSUlIixpw8eVIZOHDgBSW46D1TLV9++aXi6+ur3H///YqiKMrzzz+vAFDWrVunGjd69Gjlpptucjm+rc+ppbUDUJ599lnxfsGCBQoA5X//+1+r62eYzoaC8Tv75ePjoxw6dKizbwfDXDBtTXBhy+IFct1112H9+vV46KGHMGTIEFUHl5KSEtjt9jZ14vjDH/6ArVu3Ijo6GmazGd26dcPf//53nD59GkuWLHEZf+bMGfzqV7/Cgw8+iH379sFmsyE6Ohp33323atzgwYMxc+ZMlJaWol+/flizZg2OHj2KvLw8MWbevHl44403cOedd2LGjBm4+eab8f333+PTTz/FK6+8gsrKSgQEBOCuu+7CmDFj8OSTT6KyslLUbKyvr2/TvRoxYgS6du2K5557DvX19fDy8sIvf/lLXHPNNUhLS8OiRYtwxx134O677xbXFBkZ2WKx6zfeeAMnTpxwuW7iF7/4Bfr27Yv8/Hw89NBDePLJJ/HPf/4TsbGxSEpKwtVXX41169ahoqIC//rXv1QJNu1h//79eOmll1y29+vXD7fffjsURcEjjzyCHj164G9/+xsA4PHHH8e//vUvJCcnY/z48QgMDAQA3Hzzzfjb3/6GP/zhDxg0aBCuueYa/PKXv2zzc2oPN998MwAgKSkJEydORNeuXTFlypTzugcM01Fs377dJXa6IwkICHCJCWaYK5qO0a5XPvv371cSExOVsLAwpXv37kqvXr2UMWPGKH/5y1+UU6dOiXFowQr10UcfKRMnTlR8fX0VHx8fJSYmRmUBU5Rmy+L27duVxx57TLnqqqsUX19fZdq0aco333yjGhsaGqpMmjRJ2bx5sxIREaF4eXkp4eHhit1udzn3iRMnlLS0NGXQoEFK9+7dlYCAACUqKkpZtmyZyoL5zTffKNOnT1f8/PwUf39/Zfr06crHH3/cJsuioihKbm6uMnDgQKVr164uZXRWrlyphIeHK56enkq/fv2U3/3ud61avO666y7F29tb+f77792OmTFjhuLp6anU1dUpiqIoBw8eVB544AGld+/eire3tzJq1CjlzTffVB1zsUrnUAmc7OxsFyuvoihKVVWV4ufnp8TFxYltR44cUSZNmqT06tVLNYeitO05tcey+OOPPyq///3vlb59+yoeHh5cRof5SdNWKwjDMG2jrf9NeSgKR7tfTqxduxYJCQkoLS1tteRKWFgYhg8fjjfffLODVscwDHPpOH78OPz9/VFfXy+qUTAMc/609b8prrPIMAzDMAzDuIXFIsMwDMMwDOMWFosMwzAMwzCMWy57sfjXv/4VYWFh8Pb2xujRo/Hhhx929pIuKTNmzICiKG1qEVdZWcnxigzDMAzDXBCXtVh8+eWX8cQTT+DZZ5/FRx99hJtuugkTJ050aXvGMAzDMAzDnB+XtVj885//jMTERCQkJGDo0KF4/vnn4ePjgzVr1nT20hiGYRiGYa4ILtui3GfOnMGuXbuQlpYmtnXp0gXjx4+Hw+HQPeb06dM4ffq0eH/u3Dl8++236NOnD7c9Y5gLRFEUnDhxAoGBgedd3JxhGIb56XHZisW6ujqcPXsW/fr1U23v16+f6POrJTMzE4sWLeqI5THMz5avvvoKwcHBnb0M5grmyJEjXGeRYTqQy1Ysng9paWl44oknxPv6+nqEhITgwQcfxMyPd6Dq90noeqcZAPCOxflvfn4+AGDNl/X42/P3AwAGH+6Hp0fuxZDUjwAA06ZNw1Pp0+HxdjoePno1AKB0yTaxr/+gGXjUb4EYvzdrpBjnHfxnAMCOpAjszRqJIakfIXL+eLHvVPUTYr69WSNR7GlCYlIaUp/diqxFt4v5Vh1/Do/6LQAAMcetPRYga9HtWPNlPR4Z6I+9WSMBAFXP17rcm5DfGjAk9SNsvt6ALVP/gUf9FmDV8edU5xiS+pHueQEga9HtSH12qzhO5v0fnsOtPRbg/R+eE/clcv54/KPft2K9m683oOr3SS7XBkC833y9QayTzkX3NHL+eDF36rNbAQDD4kchaGI4AGDiF7XYfL1B/Csz8Yvm+0H3Xobm3Zs1Eo57i/DIQH+XOVpj4he1SH12K97/4TnxzLWcqn5CnIuew4T1D+vOIz+Dqudr8fS9w8S8p6qfwD/6fevyGXN3ztbGtJUffzgJx4Io9OrV64LnYpiWOHLkCAYPHtzZy2CYnw2XrVgMCAhA165dcfToUdX2o0ePon///rrHeHl5wcvLy2X7zI93YPsj/4K5WzIq41aiekc17lrxEs5uWoEvB36LGB8LBscNxe3xdhQ1WJGfn4+425YjP3c69tSNRu3+XPTq1RMPftcP3ZqmN1piYTfUoTLnPWDXe/hkRzWKc4NxKHUuHqnagtIlhTBaYrEjKQIxuRUwWmIxJLUQANDNyxN2Qx1MtQvQzcsTDmshqm2RsNVnIyM1qunvnkjPLEFGWhSGpH6E9Mye6NWjKwA07V+MjLQoFIcHIezt8WL+9MwSxHU1ISwpEJU5NeIeDEn9yDk2KRDDkA6gK1J6pKPEEosYHwu+yTUhP3c59tT1FGvp1SMZKT3SYavPRnpmCQDgxTMrkbUoSqwj2FwKALg9czG6nfOE0RKrOmd6ZgnSM4GJaVFAUpqYpzg8CAAQXX4YJeecQmZYSjC2e04F8BGyFt0Or8wSAM5rjF6yTZzv3pdnICwpEMEDnedOzywB0qLQs2sXMa8MHVccHoSwsHqYatX9lWlNQ1KjUN1jvFiLfP/awr0vz8BHqcXi/akq5w8S7xAbAMD3+lzE5Dr3DWt8EBPNt2Nk7nKEZi0DABTE21G8zoRoSUh/5Dcd075IAZbUAnB+lkqXbMMjllh08wKW2stQEH8SjgBXcVuUOEB65zz2YsAhHQzDMFcWl21gUffu3XHzzTfjnXfeEdvOnTuHd955B0ajsV1zHd5cjtr9ueJ98NhmF1qMjwW1+3NRvaMaGWlRSE4qgNESi5VVW7CnbjQy0qIw07HFZU67oQ7B5lKEJQWiekc1zm5agdXGCdhWUoYYHwuqbZFibFHiADisTvFYbYuEw1qI7Z5TEeNjQYyPBemZJQg2l8LsnyyEGmG0xCI/dznM/skINpfCVp8NU20AihqsMFpiEV1+WIgfoyUWZv9kp5AylyK6/DCiyw8DaBZnlTk1qMypga0+G5U5NbAb6pCR5hR/20rKxHkAwFafLdZS1GAVr/TMErHO9MwSGC2xiFtngt1Qp7pHJBzlYwAg4lGjam12Qx2MllhU5tRgWmKKi+ALSwp0PjdzqbjmYtOHqLZFCkEtHyPPTcfR/mBzKeyGOsT4WJqfT9N1AYCpNkCIRxl5Pr33xeFBKIi3C4F4qsqMpfYyOKyFeLHxQZf5pntuRHF4kBCKAJCRFoWwpEAYLbFNIrsEe+pGi/tmtMSiKHEAYnIr4B1ig3eIDdHlhxG3zqS+73W14pwxuRXixTAMwzB6XLaWRQB44oknEB8fj1tuuQWjRo3CihUr8P333yMhIaFd87xjMeN3u96DBRMwEzU4lDoX2+Y/gpmOLRiXFAgLhiM7J87t8YdS52L1s2sAKUyrMqdGWKw2SN/V46MiMK4xGabaADisTktiemYJhgXsxCpMRnDiABgtsRjXuB7j/NeL4zLgFDLVtkghfqLLD8NoicWeutHYg9FISMhFUYMVDmuhEEkkyMg6SUIvPbMEZv9ksVa6jtCsZVhtnIC8tChkAIDZKXoK4u0YH7ATwYl5SM8sQVGDVSWo6FqMllgUNVhh9m9ad5rTEhpcfhgJpRMQMzgRRQ1WYU0rahJPcetM2J46F2b/ZGzfNBUAxDXSmtEk6MKSApHvORcrq6xN11eHalskKnNqEGaoQzCAaPsoFJs+REZffStXemYJ0CSiZCFJ82SUR6msoDE+FjhQKK4pTsdC2RLR5YdR7Z8MIBsZZNELD0JxeBAqc2rwYtKDmO65UXVMQbxd/C3uo7kUMbkViMuKFoI0o2mM3VAH2CIxXZojJrcCFqgx+ydjuudGpGfWQj8VjGEYhmGauWwtiwDw0EMPYdmyZXjmmWcwYsQI7N69G2+//bZL0ktr3DZ6OKLLD2PikjU4lDoX0xJTMD4qQiVUYnwsKA4PQtkq59crWdwSEhIwLTEFeXl5LvOSdevsphUAgIlL1mBbSZmYb8MxBcXhQchIi0LXyXOc25ssPMHmUvEi653REtssnOAUNjE+FmSkRSEjLUqsodoWCbN/shA7yUkFSM8sEaIwP3c5ihqsqMypUc03LTEF0eWHYRicKLaRBSsjLUpY9cjKRhZHEp10XbR+smhZSoej2haJvLw8ZKRFwWEtRFHiAOEGJaE5LTFFWA9loUbriC4/jGpbJLZ7TsW0xBRxHN0nwCl8yRIbPDYYxU2CTPVcmu65Hu5cy0UNVvFsaC3aOQGnKCRLJ42Rx8atM6nWRPsqc2o0bmHAEWAQL7rOmNwKYRXUXhs9T2NdrbBgivVLc5tqA3Cqyqzrmr4QdiRFXNT5GIZhmJ8Gl7VYBIDZs2fj0KFDOH36NHbu3InRo0e3e47EpDRsOKao3M/TElOw4ZiC/NzlmOnYgoy0KBQ0xSzODpkAS+lwpGeWCIGmFTfR5Ycxpa9HU4yd04W7ef4jAJqFVHZOnHArlq1yqL7kySVNVjygWYiRq9VWnw2zfzKKw4OEK9JhLVSJJwAoW+VA3DqTECahWctgN9S5CB6CLJLktiZLJln66DwkIgGI89Na0zNLsNo4AdW2SIyPihCu8OLwIHFt1bZIeIfYUG2LFAKL/iUhWBweJKygdI/HNTZbXOl+5Ocux6HUuWL9WjFG89I2vdhFLeQ2ly2oJM61rmgSiemZJULc0z3Jz10u3OjymuRj3T0LPeRnq4XWRfcPcLq85fWSi/pio5ccxDAMw1z+XNZu6IvFmi/rATi/tPPh/HIf17gexXAKk+AmcbF6fy4QDGEdVAulOhfXspOd6Dp5DiZOBs5uWoE9daORnpkoXKC2+mx4hxhgFnFr2c1WL1skihqszmQXS6zKrUwCqtj0IcrqHcgwN7sp83OXY2VVcxxlRloUhuUuR3pTjGVBvB3DPHcCKHVaySRxZbTEwmEtFDGUlTk1Lm5aU22TJW2dCeYmQRRsLsWGYwqm9PVAcXgQ5pmscOQVojw4FkDzWqLLDwPWw4AtEqbaAHiHQLhfjRYzTLXNrmB5/XHhQXCUlyK4aQ2ycAWc4r7aFolKoFUhKLug9QhLCkQ1msXlsICdKKpyii6zoQ7ILBFWU23sIxCleQ8gMcX5r2ZdJFrnmSJaFW9yTKH2/sjbZKF/qsqM2SETMM1aCFgAb1x8gUgY62pxuscClGLbJTsHwzAM0zlc9pbFi8EjA/0xpa8HNhxT0HXyHHSdPAeVOTXCMpifu1yMnR0yAYAz9pBiIytzaoQFkZIPMtKiELfOhNCsZQgeG4zN8x/BtMQUmP2TEfGoEYdS5yLGx6JKnAg2l2JYwE5hUTTVBmCpvUwIAzn+0OyfDFt9NoLHBgvroqk2QAhdsoZ5h9hEIgQlvRQ1WIV1TnYhy4KRxG5BvF0IokOpc0XSC+AUO7Q2crcbLbGo3lEtLI+yhYuui9zEMT4WlXuUBJM2G5nWlZCQgPzc5eKcxeFBKmurHnLiDiFfM+Eq+prXMa1J7DmshUKQAWprJZ2fhKxWYGsFbEG8Xbiz22vl03OVU8ISJUgR0xJTRMLLpaIocQCKGqyidBPDMAxzZcFiEc66fNW2SETbRyF4bDDKVjlQEG9HtS1SZD2vNk7A4kWPYFtJGcZHRQjrYrUtUsQ5EkUNViQkJGC1cYJwjQIQorNslQPjGteL+D05vmxc43pniRxJkMhChkQYjQlLCsR2z6niPNMSU8Q+Egja+LwYH4uwGMqWQzmhggQViVlaGwlEcrkeSp2LYHOpiDV0WAtRtsqB4vAgMYfDWijOSZnFtD89swTGOte6j/I1k4t3fFSEeC+SO9KinMknTUKuLVTm1LTo9i0OD0KwuRQOayHshjohwOg+kVXTVBsg3Om0X3YRk2gkt3R0+WEcSp0rQgsoux1wCq4XGx/UvRcy9FnRZrLLGc00p3eIjbOcGYZhmAuGxSIgCh+bagMQlhQoEkZs9dkiRg0Annl2DcZHRSA0axkmLnH2n7aUDseeutEqqx8xPioC0xJTEJYUiJmOLeg6eQ4spcMxLGAnAKjiyOg4ikOkL3xbfbbKaiYfU22LhKV0OLaVlAlLIWVWF4cH4VSVWYgLykB2WAvdJneY/ZNhN9TBYS2EqTZAiDC5rAydP9hcioy0KIRmLUNxeJAQqzR2nilCVX+RSvYQBfF2EbuZkRblkpBRbYsUYoisrLIgl++DLGjbil7SCwCVACMxTYJaT2Da6rNF6R2y7GnJSIsS+0KzlsHsnyxiSwGnUCwOD8J2z6nISItqUTiSVZfiPvXKAE333Kj6HF5q0jNLYDfUiQLpDMMwzJUFi8UmLKXDhXVKdjuTsJq4ZA2skZ8BgKibSIJRW8fOYS1sKpGzXoia6PLDIsElNGuZEFtk+ZFdv1S/kIQqffHH+Fhg9k8WVikAsEZ+hpmOLTDVBmB2yAQUNVixp260cHMDTbX0pCQNdzF9Wsscubfl4+h+FIcHIT93Oap3VAOAuNbVxglirSS6ye1M90ZOEpEFFglGu6EOtvpssd3snyyy0bV1FsmqJyfJaGlP8khbj5EFvDYjWTuPLLbpX+02AOLaSKTqieDpnhsRlhQI7xCbqCup54J355a/2JyqMot1coILwzDMlQmLRTS3eysOD0L1jmpsKylzEUbR9lEAmrOau06eI8Sf7GpOzyxBfu5y4Q6WtwOAYXAi5pkihNvwVJVZJeSAZksZCUL5i99Wny0sf5T1PM8UAYe1EF0nz3GWpWkSjLIFsajB6lKahZCFEcXpxfhYdLNuZQvbtMQUTOnrIUoMZaRFYeKSNUIkysile2QXt9ESi+2eU+GwFgq3Oc1F48naKgsvuUYkuX9NtQG6mcVaa19rBbQJPfEpz0/3uiVkC6jWjU1Z7DG5FaoQADqHuzhDSgiSi28Tsgu6I6BkKIZhGObKhcViExOXrEFYUqAQgNU7qoX1jDqCWEqHi7EycpeNogarcM2SxZFET3nwEQDNX+RkSSNhlZEWpRKKtvpsJCQkwGEtxFJ7GeLWmYTAomxlY1M7vvzc5Ti7aYUQJzQuxseCFxsfVJWi0SILGhKu2q4nepAFVs+KJZfzKWqwIm6dSSR1yIIUaLZKnqoyi5hMgsICKIGILJlAs6gi8aYV3QSJXhqn5yqm/XRu2brcGrILniyrBIUc6N3LeabmuoRFDVaV6x2Ai2u+LWiTgy411KGno8/LMAzDdBwsFpuIto/Cds+pyMvLw8Qla0QhbRKCwWODsXiRU0hm58RhSl8PkXAhW6CW2stQvaNaiBqyiMkZuBRLKJfZifGxICa3QhW7mJEWBcPgRKRnliAsKRAF8XbhxqVMY8qMHte4HqFZy4TwpHmKGqxCLLmzsMlWQIqX1GupR8KMBJUskumYKU0dUyjxJSEhATE+FoQlBYqajbQ2+lt2uZJFl85BSSShWctQbYsU81M3GzkLWbYEy9B7un69sjPaOUKzlqnqIpK7nM4nty6UYymp9aNc01J+r0pK0RG3dA4S+u2loyyKAFpNxmEYhmGuDFgsAth8vWsnCxIAlBUdlhSID3pEY+KSNaI/NHV6kd21h1Ln4uymFQgeG4yCeDuKTR8CcLoOKeYQcIqN/Nzlqti+U1VmIVzkmoqAUzTplXyRE2HmmSLEMfKxlLErr9NdYWhTbYDb4tHy2mh/cXiQsw5kbYAQyOmZJUIkjY+KEC5lWaRRGR3AKURJQBbE20UxcDo/ufPlRBNyPZOgctezWb4OrYVR7p4id+tx58qmvtFynUO9eEnZ+qm9d3SNBfF2mP2ThUWOQgts9dkiyYiSXX6KyP2s6QfMrT24dA7DMMyVCIvFJoLNpSpLGcUvRjxqFNui7aNwdtMKRNtHCXGj7SYCNFuTihqswkJ5qsoMs3+yKsmBah+ScKIMWXIxk9Wwdn+uqvcyiTW5W4g75I4uWosbuT2p9qHREquqoSiLL2olJ9cQJIsnrUHugEMxeOMa17skydD103XIIlauO0mCN26dCYdS5zqLZe+oFiV7gGbhSqLbaIlFWFKgSrzRdcgWxrCkQCHg6G/Zda7NNKZrp+xnGkP3htzk0eWHcXbTCmw4pqjudbC5FIdS5wrLaUZaFILNpfAOsaGoqR84CUTqK07nOB939KVG63Z2l2HPMAzDXP54KIqitD7syuT48ePw9/cH4BQSYUmBQhRQ7Jm25zN13JBL6lQ3dSNZai/DauMEUTKHvvBlcUFfsiTKyN1cbYuErT4bwwJ2it7IMT4WIVbJ/UrzELJY1FojgWbLl561UI59JJbay1Tj5IQWrdjUloqpzKkRLRHthjpx3e6OM9UGIDmpAFP6eqjujRayyMolaug+aK+LLIByK0L5/HLXFLuhTlVzUVseh7rkaEvj0LOWS/tkpEUhP3c5QrOWCQHtzi0ur4WegXx+ugatNfinUjPRWFcrnjF9/mSxWF9fDz8/v85aHnMZcdttt2HEiBFYsWJFm8bT/7O3b9+OW2+99dIujmF+BtB/U639f5stiwD2Zo1E9Y5qVbeW8VERGB8VgfTMEpHoQl/6ZAEi9y6JnHmmCExcskZYFikpxmiJdfmil/s3k4WQrGr5uctV9RCDxwarrHxUWoeg4yg+kHBYC5Gfu1xYvfQgoRjjY3Epr6ON9ZMh93ywuRS2+mxs95yK1cYJoki2dg4Z2hbjY0G0fZQqUxpoFqzy9WldyDK0jbq7VDe1SaTro6LeAES5HvlaqWahds0ZaVHCvS27rOXsX9nSC6gz493dO3nNJNarbZHCGkufp+meG1XHyzGCp6rMneqiTk4qcBGKe7NGdtp6OpoZM2bAw8NDvPr06YM77rgDZWVlrR/MMAxzmcFiEUDV87XYPP8RhGYtE0KP/qbWfKFZy4QrlISbNg5vqb1MuGKLw4NEZjWJH6qdSAkqQPMXLYmbcY3rVfUZab5hATtVglHr9itqsIrkCiqmTYkhoVnLXDKBtQXByTWqJ8b0rJLkRqW/V1ZtwcQla0RnFr2yO1poDsoap3tDYk7bspCgmpTk2qVrojhTii0EnPd+wzFFCDDK8pbXTzGXdI1hSYFCMNoNdeKHgRa5xiPg/MzIJZO0HV1k6HrIgmyqDVBlugNOcUhlcuRSTgBcLMIdhSxYHQEGEUebnlmCVcef6/D1dCZ33HEHamtrUVtbi3feeQfdunXDnXfeeUFznjlz5iKtrnUURcGPP/7YYedjGObyhcViEzMdW1yE0qHUuQgeG+x0Ke+oxrTEFBFrRwKBjpkdMgHVO6pREG/HodS5iC4/jLy8PBgGJ6rmpXZ3lPFLvZrlLGgAohWenFUriwU5XpESDORafbS/IN4uEi7CkgJF0XESp94hNmHZcmcJBJxiRV4PjZXHB48NVrXBaw/R5YdVRbzlQudy4efi8CA4rIWiJA1lLWvXTQKXwgkc1kLh9qV55HtCIpXiEmUXu9YdrI3BlBNvtD8C9O5ndPlhxK0zieQgOUNcLomUkRYFY10tisODROIPxS/K8aUdCV3X5vmPoChxgOjSU9Rgxfs//LzEopeXF/r374/+/ftjxIgRePLJJ/HVV1/h2LFjYsyCBQswePBg+Pj4YODAgbBYLGhsbBT7Fy5ciBEjRmDVqlUYMGAAvL29AQDfffcdHn30UfTt2xd+fn745S9/iU8++aTF9ZSUlGDEiBHw9vbGLbfcgk2bNsHDwwO7d+8GALz33nvw8PBAYWEhbr75Znh5eaG4uBinT59GUlISrrnmGnh7eyM6Ohqlpc2f97Vr16J3796qc9Hc2ut48cUXERYWBn9/f0yZMgUnTpwQY77//ns8/PDD8PX1hcFgQFZWVqv3+PTp0zh+/LjqxTBMx8NiEcDhzeUu2ayrjRMwrnG9sCSK+ou2SCQkJIixJAa6Tp4DwPllqu0TTcW3geZagOmZJajdn6v6wqd95GaW2/5Flx9Gfu5ylRiRC0Kb/ZNFaRraTn9vnv+Iap49daPFcca6WsT4WFpNlKH5CG2NQ3HvpDhNrUtWPobEXLUtEquNE1TiUj4PWUkd1kLhyqdOLrJ4JaEnv8/PXe7MVh8brCp7IxNsLhVClfbTfafnQDGLetnWJNDlMkSt1aiUr1VOPIrxsQhrJX0W4taZVHUk7YY6UXYp2Fza4e5ougfjo5yF5c+n1eKVyMmTJ/HSSy9h0KBB6NOnj9jeq1cvrF27Fp9//jmys7ORm5uL5cvVNTwPHDiAf/3rX3j11VeFsDOZTPj6669RWFiIXbt2YeTIkfjVr36Fb7/9Vvf8x48fx1133YUbb7wRH330EaxWKxYs0M9Of/LJJ/GnP/0Je/fuRUREBObPn49//etfWLduHT766CMMGjQIEydOdHsudxw8eBCbNm3Cm2++iTfffBPbt2/Hn/70J7F/3rx52L59O15//XVs2bIF7733Hj76qOUWkZmZmfD39xeva6+9tl1rYhjm4sBiEUDQxHCVdapslQMTl6xRxQaOj3KWpQk2lwp3L+AUCXZDHYLHBiN4bDA2HFNUQkGvVh4lxyxe9IiIJ9TGvtHfsogb17hetPqj7Gk6lsaSG5NcmoAzSYcsY2TJlM8ju6BJNGuLSwNqKxllcJNLWHud5AIHmgWVngu8MqcG1sjPVH2nSfTpdbCJLj+Mgng7YnIrxD0iUUqWPcpq3lM3WrjgKctcez00tjg8SBUuEGwudSlVpHX9yxnd8nwtCUWyZMrouf5lwUn1H7U1NOnvjsyYph8g9IODQhg6w8rZ2bz55pvw9fWFr68vevXqhTfeeAMvv/wyunRp/t/q008/jaioKISFheGuu+7C3LlzsXHjRtU8Z86cwT/+8Q/83//9HyIiIlBcXIwPP/wQdrsdt9xyC66//nosW7YMvXv3xiuvvKK7lvXr18PDwwO5ubkYOnQoYmNjMW/ePN2xixcvxu23347rrrsOXl5e+Nvf/oalS5ciNjYWQ4cORW5uLnr06IHVq1e3636cO3cOa9euxfDhwzF27FhMnz4d77zzDgCnmF69ejWWLVuGX/3qV7jxxhuxbt26Vt3gaWlpqK+vF6+vvvqqXWtiGObiwGIRTssiiaPqHdWo3Z8rso+pF7NcVgdQl3uhL39yWwPNwoHqJ8b4WIT7mVytH/SIFl+6dkOdympIli2584k76x8JNRI32oLP5NaU+zM7rIWwG+pcBI4sjvVEDI2rzKkRySwZaVGquoiAficROr/ZP1l0LzmUOlcVT0jQ9YrSOFIPbUeAwXlPm1omjmtcLwSlI8Cgaj+ozeTWE+/amEy5KDjdU7nVoHwvWuty4+4e6GH2TxY/WmheuhbaZqvPVolI2UX+YuODl1w0UotBs38yXmx8UPxosJQOR+mSbZf03D81YmJisHv3buzevRsffvghJk6ciNjYWBw6dEiMefnllzFmzBj0798fvr6+ePrpp1FVVaWaJzQ0FH379hXvP/nkE5w8eRJ9+vQRYtTX1xcVFRU4ePCg7lr27duHiIgI4cYGgFGjRumOveWWW8TfBw8eRGNjI8aMGSO2eXp6YtSoUdi7d2+77kdYWBh69eol3hsMBnz99dfiPGfOnMHo0c1ejauvvho33HBDi3N6eXnBz89P9WIYpuNhsQinZXF8VARWGycIkUiJGgR1T0nPLBGZwAXxdlU9Pa2gpHlIKBJkRczOiVPF5pEbWRYqh1LnijhHrduZLHXUGlCU6NlRDbN/srBAUZFn2UJHsXbuoCQbWQDq/R23ziSEaH7ucrEGEmXk4iW3MOAUknJiiJ5VShvzRyLIO8Qm3LDkfp3uuRHeITaVoJSPpeugFox6PZ8JsoIWNVhFbUmt+1lb1Fs+lzv3vLY8j54Qdyck5bllQS2XZKJSRR3Vp5kSbwDns5rp2ILI+eM75Nw/FXr27IlBgwZh0KBBiIyMxKpVq/D9998jNzcXAOBwODBt2jTExcXhzTffxMcff4ynnnrKJYmlZ8+eqvcnT56EwWAQQpRe+/btc2stbO+620OXLl2grbAmx10Snp6eqvceHh44d+5c+xfIMMxPDhaLAP4x6pfYVuJ0QebnLhe9n6n7SoyPBbX7c4ULt6jBKqxhciFqLSQIKIFFTmJIzyyBd4gN0eWHMTtkAmz12SrxRqV1QrOWCeGljWnUigsSSdH2UbDVZ4sOMZU5NSLr1p2YoLWSQCbLnF5BbaDZDV29o1oI0dCsZS4JHnRctS1SxBnSdQSbS0XSEAlHKnVDwo7c/IDTclaUOEAIzWpbpBCMp6rMzvp/iQNE0g5B16EVu3qCTRbhtJ6iBivyc5eLYt9y4ovePaS1uUPeL+6jTotF7T0HmoWvVsAGm0tFiaaOcklP99woRGN0+eGfnWVRi4eHB7p06YIffvgBgDPhJDQ0FE899ZRwJ8tWR3eMHDkSR44cQbdu3YQYpVdAgH4t0htuuAGffvopTp8+LbbJSSruuO6669C9e3d88MEHYltjYyNKS0sxdOhQAEDfvn1x4sQJfP/992IMxVa2leuuuw6enp7YuXOn2Pa///0P+/fvb9c8DMN0DiwWATz84bsYHxWBvLw8bCspQ9kqBwCn6AKA2v25qrI0Wrcv0FxyRYtc0092+catM+HFxgcRk1uBbSVlwo2rLREzzxThTJKRioDLQoysjfJaTLUByEiLwraSMmSkReFQ6lzYDXUiA1e2VMn/As3WKhrnzgpHbugpfT1UwkzOWpb/JUEoJ4AUhwchISFBlMGhOEyt0KLahiR66XwkkIx1taq6lGR5pLXr9YamrjUEhSFU5tTAVp8tRDUJ7NCsZQg2l8JUG6DqwiMjzy/vk0vx0HF6XWv0kJ8RFf+W7zfNJYvw8+kpfTH4uVkWT58+jSNHjuDIkSPYu3cvfv/73+PkyZO46667AADXX389qqqqsGHDBhw8eBA5OTl47bXXWp13/PjxMBqNmDx5MrZs2YLKykqUlJTgqaeewn//+1/dY6ZOnYpz587hsccew969e7F582YsW+b0dMhZy1p69uyJ3/3ud5g3bx7efvttfP7550hMTERDQwNmzpwJABg9ejR8fHyQnp6OgwcPYv369Vi7dm277pWvry9mzpyJefPm4d1338Vnn32GGTNmqOI7GYb56cL/pcJpWRzXuB75ucuxeNEjMPsnoyDe7owfM30o4vdmh0zAsICdum3qyAWrFWD0Ba/tIgJAJLfMdGxBselDIV5IPMhf+nJSi2yVoi4aZAWdHTIBdkMdNhxThIWUysu4g5JCAKi617QGFSuX+zp7h9h0rZdyiRmtWCUoVlPPHSsX05a7w8gimKxzdH7ZYin3fgYg4kcpYWamY4uwaspinOYmwSfff63VTxtTqu1JLd8LWUTTemUXtvzjQ/4RQWugcAW5X7fZPxlFiQM6rfXez82y+Pbbb8NgMMBgMGD06NEoLS2F3W7HbbfdBgC4++67kZKSgtmzZ2PEiBEoKSmBxdK6kPfw8EBBQQFuvfVWJCQkYPDgwZgyZQoOHTqEfv366R7j5+eHf//739i9ezdGjBiBp556Cs888wwAqOIY9fjTn/6E+++/H9OnT8fIkSNx4MABbN68GVdddRUAZ2zhSy+9hIKCAtx444345z//iYULF7b9RjWxdOlSjB07FnfddRfGjx+P6Oho3Hzzze2eh2GYjofb/fn7Y9q0afhy4LdITirA2U0rsK2kDHl5ecjPXY6uk+cg2j5K9YVPGcfuauhp27bJ4khuUXcodS6mJaY4S5A09Qem+EYSJXLdRaBZeNAaNhxTULbKgYhHjcjOiUNyUgEAIDsnTrTJkxM4aG3ymrR1DakIufaagOZs3kOpc7GtpExkMsvFpAFXIaWdE4BouSe30yNRROuhFoza9n3aUjnabSTwaG75bzpPUYNVtO2j99QCUAtdtyxw6VnKLQSB5jCDluaT721LyNcoPyftc5PXEONjgSPA0OK8Fwv63C61lyHNXIgdSRHc7u8nQn5+PhISElBfX48ePXp09nIuCtzuj2EuLp3W7i8zMxORkZHo1asXrrnmGkyePBn79u1TjTl16hRmzZolsv3uv/9+HD16VDWmqqoKkyZNgo+PD6655hrMmzfPpczCe++9h5EjR8LLywuDBg1qt2uEuG30cDishaKLC/WDDs1ahil9PWCqDRC1FckFKLtK9RId6F+yVmmPofnzc5fjVJVZ7JPb1Mnt1GSRSKLSaIlF8NhgZKRFCdd5dk4csnPixFyyyNXGu1ENSa0bVO744o7QrGUYHxUhrIVyAg1du1xnkYSi1mopi2ltUpFsDSxqsKoscnKMo2zpk69Pnlsv41nuySxbi7XW4UOpc1XJJO7iCKk+otxu0F2/awAi/lEOT5CvUbYm0hrlWEv5XsmisiNrH8bkVoiC8KO+Odr6Acwl4x//+AeKi4tRUVGBTZs2YcGCBXjwwQevGKHIMEzncdHF4vbt2zFr1iz85z//wdatW9HY2IgJEyaogqNTUlLw73//G3a7Hdu3b0dNTQ3uu+8+sf/s2bOYNGkSzpw5g5KSEqxbtw5r164VbhUAqKiowKRJk0T5ijlz5uDRRx/F5s2b273m8m9uQXpmCSYuWSM6ZVC8ILF40SMi81nrZq22ReJQ6lyVOJI7g8iFqrXWKcDpOqYMYTkJhVyLJBrkWDqyPlL2rpz9TMjWz7CkQBQ1WIU4lGMRW8uglcWRbCWTLYV6Ba+11knAWZKH7pPsfiXaU/KGtm/3nKororRJLVQXUhZldBzF/NG9lo+Tr4PEpGxVlN2+1OqwLXUHtbGLWooarLo/RORSSNqYRu8QW6vnvdg4AgxcnPsnwJEjR/Cb3/wGQ4YMQUpKCkwmE1544YXOXhbDMFcAl9wNfezYMVxzzTXCbVBfX4++ffti/fr1eOCBBwAA5eXlGDJkCBwOB37xi1+gsLAQd955J2pqakSMzvPPP48FCxbg2LFj6N69OxYsWIC33noLn332mTjXlClT8N133+Htt99u09rI/Lo3ayQe+a4fNiam44Me0cKFK7fh+6pqB555dg1mOragIN6OuHUm4VqVhU31jmoEjw1GQbxd1SO52hYJU22AEBHbPacKEULt+MpWOcQ5SdTJFju9fsC0TVueR7t+mk9OlJFd4lq3Ll2PnvtYDz1RI+OuGDW1rdPrP60X70nQMyDhBjTHKGpd/7JgNtUGYKm9TIhlsvyRGKUEEvk+aV3cciKLvD0/dznGNa4Xz9lWny2egSqTvOkz0tr9jMmtgLGuVhUiIP+AoVCFypwaFMTbxdqpvFBHCkdjXa24X+yGZi4V7IZmmItLp7mhtdTX1wNwBkkDwK5du9DY2Ijx45szJ8PDwxESEgKHw+lKdTgcuPHGG1XB3BMnTsTx48exZ88eMUaeg8bQHHq46zP68FHn2p55dg3OblohxlNMILmgKSPa7J8sekWT6NhwTEFBvB1T+noIaxNl3eqVUaFSPYAz67pslQPDAnY6e0w3ZQ0DzUWQAahEI0HCJuJRIwCnlZL2zw5pKjQuuUX16vSRVcqd4NO27XMHJZm0p4Ygta3To6jB6rYETUZalLCqbvecKgSiLBS110FElzv7V8suYiqJRPc4Iy1K1IUkdz3dB7IQa699XON6VZKL7OqWz92aUCRebHxQWBepbA9Bn4lgcynCkgLhCDCoPisdnRGt7XbDMAzDXDlcUrF47tw5zJkzB2PGjMHw4cMBOF0l3bt3d2lM369fPxw5ckSM0Wb90fvWxhw/flzUOdPirs/oP/o5e6BaIz/DnrrRziLWAQZnvKG9uQtC9Y5qIYTOblqhytyd0tdDJW6MllghLkhAkAWtMqcG46OcFiJKvDD7J2NaYgrGNa7XFU/eITbxIlFAL8ApOOX2f0UNVnSdPAdGSyxMtQHCve2uJR25qLWEZi1zsSzKokXrLrbVZ+vO466GYH7uchdxRy8561k+H4lbEiiUyb7aOKHFjiokDvVc5lpxZbTEYlpiirh/RQ1W8V6vNzjQ7ELX9to2WmJREG9XuYz1BLV2G2VKU/xqsLlUlW1OP0TkAtlER7uFbfXZ2Js1skPPyTAMw3QMl1Qszpo1C5999hk2bNhwKU/TZtz1GXXcW4TZIRMQbC4VnTuosLH8pT+lr4ewXlE5GiqqTDFvNN5hLcS0xBRRokVrjSIBRu3bKFGExJbc+7k1qEi40RKLVZgsRCR1oyH0EjO08xCtJbhElx/GodS5wvpGyD2M3R0nMy0xpcUx2jXLpWLkeodkqQ1LCtTtntLa9eiJK62opPdkYdbOSfGQ1D+ZYgvthjohxqlFoWzJ1VubLOi9Q2xwBBjE86JONY4Ag4tQPFVlRlHigA63LGakRWFI6kcdek6GYRimY7hkYnH27Nl48803UVRUhODgZrdb//79cebMGXz33Xeq8UePHkX//v3FGG12NL1vbYyfn5/b7D93fUaNr8VgT91oVXKDnEgyPioCH/SIdmbe7qgWgkW2ChJm/2QUhweJZArAVZTJaIUVJbVQ/NmLjQ/CWFeLU1Vm8SpKHABrVjSKEgfgVJUZS+1lCK/uj6V2p2AioStbIPXchBR3CUAk15BIcef+jS4/LNzr20rK0HXyHJWbutoWqcoAb4nWLG16VkVyM5MwM1pikZ5ZAsPgRIyPilC51uWSMzItifCWRBZ14ZHXSuKUPjNkdaXe2xS7SJyqMuPFxgdVx7tz3dM28dzbYC2k7jWd4Rb+uRXlZhiG+blw0cWioiiYPXs2XnvtNbz77rsYMGCAav/NN98MT09PvPPOO2Lbvn37UFVVBaPRGXdnNBrx6aefiib0ALB161b4+fmJFlRGo1E1B42hOdpDsadJWIMAp4WILGYOayFWVm1Bdk4cZodMEDUXKe4tPbME2z2nii9nWRjE+FiEm7gl96gWEkTktqbYN7uhTmRXU3/qGB8LwpICRQFud4kNptoAlSChv0kky+VjaA0tQf2Az25aoXJTU7cVd2jrO5LYky1t2tIxhFy2hhKFSNyRm1gLxY/KxbrJMqeHO0Gmd0+Lw4PEZ0Au10Nrp04ulKmekRYFu6EOptoADAtobns23XNjc6tGTR1Huka5XSSAFlv6tRQHeqlIzyzBrT0WdOg5GYZhmI7hoovFWbNm4aWXXsL69evRq1cv0Q6L4gj9/f0xc+ZMPPHEEygqKsKuXbuQkJAAo9GIX/ziFwCACRMmYOjQoZg+fTo++eQTbN68GU8//TRmzZoFLy8vAMBvf/tbfPnll5g/fz7Ky8ths9mwceNGpKS4CobWKP/mFheX47jG9cJSJ6Mtig0AK6u2iHg1Skgg62B7O2qQcCMLHtAsnkg40rlkNywlTTishXix8UEXMUEWJ3Ify91K5PVRMoU7y6JcvgVAmzKl9aC4SgDivum5xbVldWQOpc4VllitQJUFnLb2pfbetGZN1IPW5bAWutQ7lBOUaN0UrkBxiNQnG3BmEtPzicmtEJZK+tFA3VqKw4NEL2yHtVD8rUdLgvhSkJEWhUf9WCwyDMNciVx0sfi3v/0N9fX1uO2220QrLIPBgJdfflmMWb58Oe68807cf//9uPXWW9G/f3+8+uqrYn/Xrl3x5ptvomvXrjAajfjNb36Dhx9+GIsXLxZjBgwYgLfeegtbt27FTTfdhKysLKxatQoTJ05s95qzFt3uso0scbKI7Dp5jhBRdkMd8nOXI26dCXZDnRADJC5aKsbsLiYvLCkQGWlRIvtWz8qkLd5Mbm/Z5RpsLkWMj0XluiaLo9ESi3GN68VYbY9kOr6lriOtIdcwdAdZSuWyMlrXKZUQcjePLFTl+0gld/QEqHxeoiX3rvz89Qqyq0riNG3f7jlVNyNb7utMpYyoj3dR4oDmTOammEZZ5MplfE5VmUWow4uND4pwBKKjhWJnnZNhGIbpGC6JG1rvNWPGDDHG29sbf/3rX/Htt9/i+++/x6uvvipiEYnQ0FAUFBSgoaEBx44dw7Jly9CtWzfVmNtuuw0ff/wxTp8+jYMHD6rO0R7cZXHKQsFuqBMuaBJUoVnLRNxisLkUtftzVcfrdfuQ0SY4kOWMBIQsdNy5FUnU0VgSJLIAIhcmCcbpnhtFHCNZQGm92vNeCG2Zh+6PngWPBBXVe5Rd2PLx8r2hMkFyIgygTnwx1QYIcSOXGnK3DkBtjbTVZ4s4w+jyw7DVZ6uEbtfJc1THFsTbXbKj6fnYDXVC+MnorZsgF7xsXY7xsThb79XV6q6/I3jMc22nnZthGIa5dFzyOouXA23J4iw2fQigWcAAzgLJ9GW94ZiC8VERIgavpbgxrTVR29aNBITsynRX6FpuXwc4xRLFNjqshVhqL3OxehLTPTeqsmkpI1vM1VQsXO+8QOsZ03InFj1k6ysJcC0xPhZElx/Gyqotqu3yWG2xbHlucrfLsYRAs/hbWbVFdRyFF9C90sYqxuRWoKjBiu2eU0WrQaqpSeegWp20JnKVA2oxGuNjQbC5FAXxdmcXFMmtLFvqtM+erk3OmKZnFrfO1KmCkWEYhrnyYLEIIDcnUzc+kaAveIoVTE4qUFkdSYDsqRstOqfI+91ZF8kqJotCudOJbEnTE11yTUP5HGSZpDXQOaptkS0mRmgTTLTFo2ULqNzOri01A7XICScAXNzpQHMZHio8LvfYbqkMEAllORbRXXF0AKpWi0BzOz09iyNZZymZhuIK5U4xdP3Ukk/+l9bpsBa6fE60rlwSudq55XXRPlk4FjVYhXu6IzDW1Tpd4dVPdMj5GIZhmI6FxSKAxKQ03S4lJCCrbZGY0tcD1bZIVNsiUbbKtUtM8NhgFDVYXZItWut+oi2QrWddc+fO1atp6O54uR4ixbjJJXaoG0pb0Vr2ZCjTWW+fTGvXTeKOMokBp5i21We7ZHZryxdR+Ri5RSIV19br2yy7huWOOXSPSNySO5/Wpb2Wgng79tSNVs0r/0tFu2XcxUySeNSLX40uPyyembsfE0ZL7AUJxvYcW22LROmSbed9LoZhGOanC4tFOOvDacuuxPhYxJexLGSocDfQLBaKGqyYZ4qAw1ooXLkkUlrKFtb7ktcWuab5W7JOyogM26Zi0ARdHwmVthb81kIuaG3nFS3ans56YkbuBCNnWdNYupdaUUn3Xxbitvps2OqzVW38qFA5AFWfbFt9tsv1k0AkMajdT2ul+0plf7T3QLaGukMWh3IXHsJYVytcyZSsI5fWMdUGqDKutT8mtJ1vLrWFsajBimBzKXdwYToMbYw7wzCXFhaLAEqXbENCQoIQUjE+FtTuzxVf6vRlbKvPdhFzsruSyp4Qbe2iIRd21kNP2Llz/VJ2NgDhwiThJru8tWJGK+5aOldxeFCLIritNSXdxSi6g1zJdD9kgU/PKsbHIl6E3AYRcF7rhmOKam4SVDRGdpPr3f+iBqvbtdJnYqm9TPdYh7WwuS1kkyiULb0U43iqyiyEotYaKt872epKCVfyWs4HY11tuxKd0jNLuIML02GwWGSYjoXFIpwxixOXrEHt/lw4rIWqgslL7WWq95TpSpZDh7UQCQkJsBvqnBYhS6wqaUUPucc0AGEpAvTrFuqJL3fzU5ybLC7kEixy7B5ZtFqKY9RyvsWei8ODVJZEeV0yWqucO/eqXnmeYQE7hdBqrduJHI8pP0O6b3LRc+oPLQtV2TUuI/cGl93xMnLcotk/WdWez1hXi2pbJGz12U7R29SFh+67NtaTzkfHyNvoHOcrGIG2fTboc5T67NbzPg/DMAzz04XFIoD3dn6GaPso0fM3NGsZxkdFAFC7OjPSonB20wohKOhL2xr5mbDaxfhYsN1zKuLWmdwW4948/xGVezXGx9LuuoZ6c8uJDpR4oecmbc1FqWdJJOSSMS1BQk4riltDm9RD5yN3bGVOjUsyEok4EtraLjKyWKLajRQ2QDUyrZGfiWdAySe2+mzRPYfm1cYgEnSdtvps8fmQRSFB2fSUnCTfEzovABH/qj0HJbSQG5zmIfe8nqj0DrG1yxX9YuOD4vOlF9+pR1GDFe//8Fybz8EwDMNcPrBYBJCfnw9bfTbCkgKFm3lbidOF2HXyHNFto9oWia6T54iOHADEF75c129P3WhU76jWtZxFlx8WopTEkNk/2SXjtSW0Fjo9WopxpPI6stWIkigOpc51XuuOaiGUD6XOxWrjBADN3Ug2HFNaFYxal31bhYcsrqiuJaEnVEkYkzWQ0IvPNFpiRds9OpZEIlll6Xwk3MhlLddp1Gv/F5YUiLh1JiEAixqsur2/Aaisn7QmgrKzVa0jNcku9MOEYiSpNFK1LRLB5lKEJQWK7Ov2WI5l2tNf2jvEBu/gP5/XeRiGYZifNiwWmyCL28qqLajeUY2Zji0wWmKxef4jYoytPltYBcnKRIkTch2/YQE7VW5OWdxoM1uDzaWqEjha9IShO6uhHnqCjoqIE94hNiFcQrOWISMtCpvnP4JtJWVim8vxY4PbdH5ZMFbm1LQqMAFXoZuRFoW4dSaXeySX+glLCoTZP1kIPxLhJAqpawsJSK0lVy5tk5EWJeINi8ODEDw22Blm0FTCB4DoogJAFAynGFGtSJXXTRZJSrKhMVQOiI6ldVAJHGNdLWJyK+AIMIjuLiTm6FrpOmJyK4QbOyMtCt4htnZ1WCGRut1zaof3mGYYhmF+erBYbCI/d7n4Ii9b5cA8UwRifCwwDE4EANHpxDA4UVjdtF/2ZCHSizuULWIkMvJzlyM/d7mwMmnLwWiFFVn66Hh3FkZ3RbMpAUJVk7BJRFArQJo/Ly8PMx1bUBBvd1l3Wy2g2vug18bQHdo4S+oDLbup5T7aweZS0aIRaBbElFFN4lCbyCP/bTfUie4vWstwZU6N2C8TXX4Y0xJTXOpDxvhYhJVTW66HRBxBPzaoBJC8n8RaRloUjHW1zkztAAOiyw9ju+dU5OcuFz848nOXN5cbCjA4k3DOsw1femYJQrOWoTg8iIt8MwzD/MzxUBRFaX3Ylcnx48fh7++PvVkjMST1I1UnEG0smVzChEqTVNsiUZlTI8QZuQ+NllhVXJ1eL2hy6850bME8UwRmh0wQPZu1rte4dSbd9RfE21X7DqXORWjWMuHSpsxYui53iQ7kUqW4Nrp++bo3HFOEtVSetz3QGkhgt/V47XXKz2ipvQzzTBGq8UvtZbpFsvXqQRJyskxLWeFGSyxmh0zAyqotqvtD6N1jGicLTbm8TX7uclGbUe4BDah/ENBnbrrnRhQlDhBW7D11o+EIMOiuub2cqjJjqb1MVRweACypxa0e++MPJ7AjKQL19fXw8/O7KOthGBn6fzZ/xhjm4tDW/6bYsgjg4aNXA2i23FlKh6vEHgkCyo4lNx39G2wuxXbPqaJNn7a7CbmM5RqCeXl5WLzoEaw2TsBSexlCs5YJaxgJC+rd7A5tPByVkiGhQVY1glyclPVL6zxVZXZm5OZWICa3QvSOls8xpa+HqhdyS7izHMq1FNuToau9B+TydVgLXc4ll7NpSxIOoHYTazOsZWjNctFtOXubEm20nV9koegdYhOWRDr/tMQUEXuoV1dSGzZAz4qOLWqwuiSwnG9tRTmWE2hu+fhi44PnNR/DMAxz+cNiEc46ixuOKRjXuF64YGXBELfOhA3HFGz3nAqzfzKGBewUPZRJDIZmLRMxebJFRmsh0racW7zoEfGFTGPJFWmrz24xS9pdAg25juUXQRYtctFq4+rkZAjZhUkCj8bpuZPpOugayXp6IbQkPPXa92ktc/J4QG2p0/bVbss6tK7o9MwSxPhYkJ5ZAlt9tkoIk1B0J/hpTrqvekXMta386PNQlDgAjgADjJZY3ZjE83E/FyUOEJ9hShgia7J8XoZhGObnRbfOXsBPgb1ZI/HN2GBYjBMA43AkGIHy4CNif3T5YeRvWiGyovXcwrKbM7r8MPJzlwtLX3pmCcxwtp6rDA9C9Y5qGHPixLGb5z+CmU1/5+cuR/HkOTDbRyHYXIq4NrpqD6XORXHWMoQlBcJU2yxmyO1L8ZRxTSJLtlQ5rIVwQC7vUuuMu8utEMeLupIad6d83SQsyGpGWd96tNSLW0YuA6TFaeF0ZjZTmZu2uLapZWA69F386ZkliNbM5bxnhQhGc/kbSnCyG+pgqg1osspli+xku60OQLJwHzuTT9TnImFp9k9GpbSdQhy0yP2xpwO6WdnnS3pmCSDdD7N/MpAUiO2eUxGatUz8kCDLpmzhLEocgLE5bXumDHOh7N69G76+vp29DKaDCAgIQEhISGcv42cNxyz6+yM3JxNrjr2PjYnpAIBnnl2jEosARGYs1eertkViu+dUTEtMEVYYEh4UUwe4FrGutkXCUjoceXl5+KpqB555dg0AqITVauME5OXlubUc6m2v3lGN4LHBKIi3iwxt2aUqiw+9eL6WkOeR3cdUv6+tsYdy3CStr7XxLY2h/Xoxoa3NK8cayiJfFtLuYhwpbpDaAm44pqBslUOEKlTm1OBQ6lxVhxn5fCTASXTKz0ruMU3iV7b0yVbQ801e0YPczNqMddkiK1zTTQXAaS0xuRUw1tViR09fjllkLin0/2zm54WPtzf27tvHgvES0NaYRbYswlmU2z6mDgqAQxOmwBBvR7nUSzg9swSzcycgrHE97KhD8TEFsI9CaNYyIQ6E1W5HNdDXA4Cz9Eh6pjO+j1yXlTllsCYB1shIKAAmLlmjKs8j01axBDRb9ZxZ26XCSkRiQ3Yv6rloZeGll+whRIyPRQgco8XsbHHYJBhbW68cu9fe5JiWrl0WNO7c9trx0U3WPwAqaxrFjMatM7ncA3rWzjG1KGo65uymFYhbtwzILAGQ7Gzf2GSFJstjsDlKCEa7oQ62pnM7LYPNrQajKd5RauFXjUDxGZOvdfoF3cFmjHW1CE4rFUlRG0zVyM6JE/GLlTk1woor1xMVyV6JA2DMLMGOpIgWzsIwF48F/XpjcA/Pzl4G0wEcOv0jFtf+D3V1dSwWOxEWiwCeSp8Oy7KXgdI1KDdFAJqYNLN/MtDYbHUpzgmGLd6OOJhcXKRT+no0l2pJdW1fR4Kmekc1Ns9/BBOXROuuiSxcWiuPfC6t2xBoTmoJk9yaNK4lq5lWeLkTc+RiXRpehgIfCzI0MWwtCUbtvWgPLQlBoqX92ntVHB4ENAnCOM01z2uwIg6urmC5vmV007UYLbHOzOjywzA2WBG3zvlsN5iAaPsomP3RFMvY/Jmy1WfD7J8sEoXI7W2EU2zRc0pvEp+2+mzEwaSygMJ8GMCAi2pdjC4/jPR6OzL6esBoiRW1J+1JAOqbY1FNtQEiVnI6nGELRQ1WbL7egIlfcJkd5tJzrVdX3ODdvbOXwTA/GzjBBcB/ehixeNEjLq5noyUWcetMQmAdSp3r0pWkpTIr5KKWMdUGYJ4pAmWrHMjLywMA0VoQcLqTFy96ROW+bkl8ac8ZXX5Y5TKMLj8sajjKJXna0gVGj+LwIOFuJ+EYk1vRrtqJcsZyW8YT7XU3y7SUxCInAh1KnQu7oa7V6xH1DKXs5xgfCwri7Ti7aQXOblqBYtOHog0f0GxdpraFGWlRIlEFUNe6pHHURvJCr98dxrpa4T6Xk3FoLXI8KOAUzN4hNpdYSe8QGwtFhmGYKxQWi00cmjDFZRuVZpEF4raSMlE8We/Lu61f4pQgEW0fJeorrjZOwNlNK8Q8JEioQ4gW2dJUEG8H0GyVMlpiVYKQxID8pd8WgScTlhQojiELIhWLJoubuy4r9LfDWtim7GMt7e2drYVcrHrrontTbYtEaNYyVb9leTy52kmMk6AyWmJVXVSmJaZgWmIKpvT1ENnSAESSkJzFbbTEigxjKn493XMjYnIrnMXBmzq70Fi6FoqvpLJHFwJZEalnNa1vqb0MptoAl0LkgDorunZ/Lk5VmTnBhWEY5gqFxSKARwb6C7ElQ1/O4xrXI9hcim0lZZi4ZI0I8CcRKcriNJWOAdRCjlrN0UsWD6baANF5ZKZjC7aVlImkl8qcGtFJQ1sCR7aGVdsihQAjoUNzaxNttKVY2oPcE1u+zoy0KNEdpi1CUDvHauMEHEqd2ybxKgtWoq2ilwSyPD4/dzlMtQHCikedYtxdh1ywnQQTPc9gc6mqBR89F7kHNMUB0hoc1kJnBnzTfXRYC0XW8XTPjZjuudHtvZFbTJ5v/2e5T7bDWghHgEFcX1hSIBzWQpG5TpZp7bkMgxPbbC1mGIZhLj9YLAJIfXarrvUEaC7dYrTEwjA4EWc3rXCWtFlnQmhTqRr60iaroBY5rrE4PEj0LC4OV/cCnmeKwMQlazBxyRpxbEtFuUmQ0Prk9nJAc29iEgNaAdRewUj3wt2xctcbwDV+kaylWivh+KgI0VrOHYdS5yI9swTTPTe2uk7Z+qmFrIhE18lzEONjEWublpgi7iNZ8LTWZbnotneITXVf6drkzGH5hwLtox8iRkusS1tEeX7AaamUO9/I9/V8LbVAc01N+UdAUeIA4WKe7rlRfC7lxBbt+hwBhovWQYZhGIb56cFiEcD7Pzynu53c0LIIo1qLAEQcIP2t/dInCx4JDZG53FQQm5A7q1BWM0HjtNZAEm50/hgfiyq+jZD7I18M3LnDqXeyHHMn/02iS1tKCFB3RHEHuerdrYm677REcXiQSCoRFtexwaK4Oq2ZxL3stqZnS8KqONzZkedUlVnVwUVbYH2751SV+1iGLI1aayeNl1293iE2VNsidYVwTG7FedVbtBvqxA8Oui9GS6xwh8tdW8g1HpNbIeJUGYZhmJ8Hl1ws/ulPf4KHhwfmzJkjtp06dQqzZs1Cnz594Ovri/vvvx9Hjx5VHVdVVYVJkybBx8cH11xzDebNm4cff/xRNea9997DyJEj4eXlhUGDBmHt2rUXvF6ywslfpMWmD8V+vfIv9OWudRMTXSfPcREzcvcQ2e0ZXX4YZascLbpWaV96Zok4NyUpAE7hSIJGW1haFccouc0vBiRsyVUsW6D0uq0QrSWfAM2WOnfxeV0nzxF/k0VQFvXyuYoarC4JREZLrKqjjXxO1+LcTnc2ifyl9jJRXkYW+8HmUoRmLRN1OeU6jdpzkMWTQgiAps+aVPiaQgxIsGnnai+2+mzxEjUTJXcybdcK0fO1ZDIMwzCXJ5dULJaWluLvf/87IiLU9ddSUlLw73//G3a7Hdu3b0dNTQ3uu+8+sf/s2bOYNGkSzpw5g5KSEqxbtw5r167FM888I8ZUVFRg0qRJiImJwe7duzFnzhw8+uij2Lx58wWt2VafDYe1ENs9pwJwfpmf3bRCuBHj1pmw1F4mWuoRCQkJKktaemaJEGbBY4OxraTl4H/Z3e0IMLgkisiQ6CN3thatGCK027RWzJZoa1wgxUpqj2vJfa23jeL06D5QBxp5vCx85Wuhcw4L2Ol2jTIk/KhoOPXwJsEtXzsJNvlHA8VrUtY5rZ9aIsqhAqbaAN3e2nR/yJ1rrKt1CUGQ3b1m/2RhBT1faH76oZGfu7ypTqfzPhc1WHXFaLUtktv+MQzD/Iy4ZGLx5MmTmDZtGnJzc3HVVVeJ7fX19Vi9ejX+/Oc/45e//CVuvvlm5OXloaSkBP/5z38AAFu2bMHnn3+Ol156CSNGjEBsbCysViv++te/4syZMwCA559/HgMGDEBWVhaGDBmC2bNn44EHHsDy5ct119NW4taZkJCQgD11o8UXMQm9/NzlOJQ6F6uNE0Q2sywQ5RZ2RQ1WkbhCySt6GC2xqqLPDmuhKGfSGuSGpr7C5G7WE5BAs7v4fGjJgqW1mtoNdSKbV+4h3R5XeNfJc0Q7PUoS0qIVStHlh1G9o1qslRKDZHEp92CWRaDZP1ll1TNaYnVFXUZaFMz+yTD7J4ux0z03YrvnVJUbflpiihBhxaYPXepLUtIT0GxVLGqwChFGgt/dj4bpnhuF9ft82e45VZRBCjaXYmXVFlV8rXeITTdGlFzSDMMwzM+DSyYWZ82ahUmTJmH8+PGq7bt27UJjY6Nqe3h4OEJCQuBwOAAADocDN954I/r16yfGTJw4EcePH8eePXvEGO3cEydOFHPocfr0aRw/flz10kLCJ26dSZRTAZziYVpiCvbUjYZhcCKW2suw1F6GGB8LHNZC5OXluWT1UqkUsjLKsWmyiKJ/Scjp9TiWBRl1ESFkC1R0+WGYagMuuJ6ilpYsWHKsJglSY12tyDLWcwe3er6xwSITl47Xi9vUQglIWosgQfGJdCzdV+312Q11QrBrBZmtPltYCukHArX2ozZ+VEZou+dUbJ7/iCrJhX5I0OfLVp8tuuLQtZKQzEiLcpvpTNnS5wutma7PO8TmUjNTjltkGIZhfp5cErG4YcMGfPTRR8jMzHTZd+TIEXTv3h29e/dWbe/Xrx+OHDkixshCkfbTvpbGHD9+HD/88IPuujIzM+Hv7y9e1157rWq/3VCH0KxlGB8VIXo9B5tLRdHsaluk0/rTZO0qiLfD7J+MhIQEIT7kzFWyvpj9k1UCjlyqG44pLi5Rd2VtyEpGyBm7WmuhLHQuxE2pXVd7kLNmM9KihKURaLtoLA4PgiW1WJS1aU34FocHqfoxy25kanmotSrKgkkW3fJ9k2tSyved5jHW1ao6ngDAPFME4taZMK5xvejzrS3oDjT/QCArobbLTXF4kLiPl0K4Ve+oRmVOjcpSKP99sT4/DMMwzOXLRReLX331FZKTk5Gfnw9vb++LPf0FkZaWhvr6evH66quvVPvpi5EExGrjBFTbIp3t3KyFItFFLkVjqg3AxCVrcCh1LmY6tqhdmXW1Iks5pqmnMh1vtMQieGywShy2VPJltXGC6r2eO5ni42RRdLGyoNuLtp7jqSqzygrWnuQamkfPLUxohSSJQ8DVMqhNWAHU1lqty9toicWGYwoAiIxzinOkQudy7UyKa9U+R+olLruggWaXM8V6yp1cyApalDigxes/H4yWWGye/wgK4u0cg8gwDMO45aKLxV27duHrr7/GyJEj0a1bN3Tr1g3bt29HTk4OunXrhn79+uHMmTP47rvvVMcdPXoU/fv3BwD079/fJTua3rc2xs/PDz169NBdm5eXF/z8/FQvPcjCMz4qAsWmD0UdPkp0sdVnIyEhAQkJCQCcLtNpiSmYZ4oQSQFUZJksfGS1ys9dDlt9tkioaEkgyujFPOoJwfPpzKJHW0rRtAcSRwXxdqcL3j6qXetsbaytPlskxMgWTG15I4LcxHIBatpO5XHkJKUpfT3EsWQhpmQQoyUWEY8aRQzrodS5qN5RrUpAmWeKQHT5YVhKhwsLZFGDFfNMTqs1iUO56DVl49N26pZzMSGrubsYRI5NZBiGYS66WPzVr36FTz/9FLt37xavW265BdOmTRN/e3p64p133hHH7Nu3D1VVVTAajQAAo9GITz/9FF9//bUYs3XrVvj5+WHo0KFijDwHjaE5zgcqb0Iu420lZYi2jxKCjwpHZ6RFIS8vTxTPpixauehyQbxdFHqmLFjAWVNQWwBcTrxoTRTp7Ze3kZC5ULEnl6K5GJB1TC7e3FpyRkG8Hca6WiEw9aBYUEomKWqwis43ssuYMpi1ZXQA5z2T29xR9nJGWpTKmheWFCjc1SQ0SeTJYnJl1RZk58QBgCoJymiJFf3AtZ18vENsosB2jI8F3iE2cW66Pjkj/GLgsBYKKzpbFhmGYRh3XHSx2KtXLwwfPlz16tmzJ/r06YPhw4fD398fM2fOxBNPPIGioiLs2rXLWXbGaMQvfvELAMCECRMwdOhQTJ8+HZ988gk2b96Mp59+GrNmzYKXlxcA4Le//S2+/PJLzJ8/H+Xl5bDZbNi4cSNSUlJaWp4ut/ZYAIe1ULgtHdZCmP2TMdOxBZU5NapYs7CkQOGSnNLXw6Xvr8NaiISEBMStMwmrluzW1ApFsmRpRQBZxciy5U5E6vVqBuBSILytyOV+LibkRjfW1cIRYECwuRTbPaeqrk++ZmodSNm6RQ3WFoUSCTx6HhQiQNZX+VjtvRwWsBNx60zi+Vfm1Lh0w5GLoFNCiow221kPuX4izS+7o6noNQlqR4BB5bqX3dMXE3fdixiGYRgG6KQOLsuXL8edd96J+++/H7feeiv69++PV199Vezv2rUr3nzzTXTt2hVGoxG/+c1v8PDDD2Px4sVizIABA/DWW29h69atuOmmm5CVlYVVq1Zh4sSJ7V5P1qLbkZ+7XMT8UdyfXg9iW322aOu34ZiCiEebLZkkGGc6tiAsKVAVa6dNZClqsCI/dzmqd1SL3sCE3BFEm2CgdT3rvW8tTlHbMUTefr4JDS1ZRIvDgzDTsUW0OqRC010nzxFiiAqMp2eWqDrckFXNbqjTtS7KsZsklskSKYt0Ci1QJaZIZW5kqIUj7ad55CQV7fOUi1nbDXWYHTIBS+1lqpaL+bnLhXWQfiCQ5ZFcz2The7HxQZW1r9oWiVNV5vPq1OIOsmY7rIWdFtvKXDzWrl2rShxcuHAhRowY0WnrYRjmyqFDxOJ7772HFStWiPfe3t7461//im+//Rbff/89Xn31VRGLSISGhqKgoAANDQ04duwYli1bhm7duqnG3Hbbbfj4449x+vRpHDx4EDNmzDjvNa6scsYEmmoDRNwfiRNtxuzKKqfwmdLXA1P6eiA/d7lwcwKuoquowaoSOnZDHeyGOkxLTEHw2GCVFVAu1aPtKa33hd6euD9yTcv1D1tza7cFuSVia8hWu79vqhTHFzVYYTfUIW6dSdWBRY7bc2cdlPtNyxZBeo4k8gEIEQ8018XUrp1CBuSwAsB5/1ZWbVElKhFy3UVbfbYqe522T0tMEUkxFJ4AALNDJiDGx4JTVWbxObHVZ6usiKbagIsqFAEIYa0tl8N0LDNmzICHh4d49enTB3fccQfKylou5K/loYcewv79+1s8z+TJky9wtQzD/Bzh3tAAIuc76zXKdfOom0VYUqD40jbVBsBUG4AYH4vYnpCQgNCsZajdn6uKgZOzWeVi3UBzv2bqFCIjCxVtDKPeF3pbs56jyw+L4uKy21sWsXLB6tbm0uLOIqnN4gacxaC1MXJyGADQbAkk12+wuVQVDqDXMo/+jltnEjULSZSRFY8SYaj3s8NaKEQlZWjH+FiExU+2aGrjOIPNpfAOscFuqIOldLjIhC9qsLrEWVJ8o1zSyGEtxOwQ5/0hsVnUYMWLjQ/CEWAQ4vB8ez+3hFz8uyhxAIrDg9zWc2QuPXfccQdqa2tRW1uLd955B926dcOdd97Zrjl69OiBa6655hKtsGUaGxs75bwMw3QMLBaboCQDEhKhWctQmVODypwa2A11Ims1xseCjLQoWEqHA3BmKVfvqIY18jMxD2U+k6uT4vK0opFEiXYdWrcgWcdkgaTnIm+pDmG1LVJkVMtWSrm2oLadnju0iSJ65X/ob0oCkgnNWqZbc1CGrKraEjwF8XaxXz6/9m/6l0QZCT9yRc8zRaisnIAzBpXc3pSAQsK6eke1iOOk0keUuVyZU4O8vDwRXxnjY8GwgJ0YFrBTrIOeK9AcI1hti8SeutGYlpiiipe9kELbbUW+Z/Q8ta51puPw8vJC//790b9/f4wYMQJPPvkkvvrqKxw7dgyA0zvj4eGhqiKxe/dueHh4oLKyEoCrG1pm4cKFWLduHV5//XVhwXzvvfd0x7799tuIjo5G79690adPH9x55504ePCg2F9ZWQkPDw+8/PLLGDduHLy9vZGfnw8AWLVqFYYMGQJvb2+Eh4fDZlP/yFmwYAEGDx4MHx8fDBw4EBaLhYUmw1wGsFiUMNbV6ooeEoxk+UnPLFGVsom2jxIZ1HLmMwBhuSJrkywESVxo0VsDAJVblfbL7nJqL6iHXl1GbUHvlvpRi2vV6UDTEiSwtGPJSkdWLe25tYI1uvwwxjWuVwlad250Gm/2TxZicKm9TMQhyr2gqSYlJS2R25va78nroOdHMajkOtcmIWWkRWFc43pRTomslPJ1Vtsisd1zqujxDDTHql5qC9+pKrPLj4/0zJJ2lcnh7OlLx8mTJ/HSSy9h0KBB6NOnz0WZc+7cuXjwwQdVFsyoKP2Ese+//x5PPPEE/vvf/+Kdd95Bly5dcO+99+LcuXOqcU8++SSSk5Oxd+9eTJw4Efn5+XjmmWfwxz/+EXv37kVGRgYsFgvWrVsnjunVqxfWrl2Lzz//HNnZ2cjNzW2xRWtbum4xDHPpYbHYhFybj2L7tIKRejeTZchhLURBvB2m2gBR9kRGFga0XyuyHNZCt4KH6jUSJDbk2nsAhIv1Qi1DRQ3WNrUHpN7IrYlLPcEnXvZRbo+TM6K1c2ktYjRe/ldGtkDSc8jPXS6E+qHUuSiIt2NKXw8RJ0rWREpaoRqb9NypliZZHuVkGPm88jORnw0J15VVW8RnR67zSBjranGqyiyE2cWssUilf7xDbHAEGFQljVqDEpSYi8ebb74JX19f+Pr6olevXnjjjTfw8ssvo0uXi/O/aF9fX/To0UNlwezevbvu2Pvvvx/33XcfBg0ahBEjRmDNmjX49NNP8fnnn6vGzZkzB/fddx8GDBgAg8GAZ599FllZWWLbfffdh5SUFPz9738Xxzz99NOIiopCWFgY7rrrLsydOxcbN7q3pLfWdYthmI6BxSKA0iXbUGz6EMMCdgIAtpWUCVGmFYyA84v/UOpcUZQbUMcpOqyFwuVJFiSjJRb5uctVglHbQg5QWxVJ6JBIJBdpsLnURajF+FhcxKWW1iyBdkOd29hDWczI3U60c7o7vzbbm1ytZCGUhTZlRGvXQhnqBfF2l2P0rpGKa9P6g82lSEhIwLjG9WLcyqotqhZ7WtFHPx7GNa4XCS0Oa6FL32u5LA5ZEWeHTFA924J4u+j+Ih8nZ72HJQWqyv8I13XigItW4obmP584SGNdLQvFS0BMTIyoS/vhhx9i4sSJiI2NxaFDhzp8LV988QV+/etfY+DAgfDz80NYWBgAoKqqSjXulltuEX9///33OHjwIGbOnClEr6+vL/7whz+oXNgvv/wyxowZg/79+8PX1xdPP/20y7wyrXXdYhimY2CxCCD12a0iK5li+8z+yUKUaWsZFocHYVzjelgjP1N9odO/CQkJsJQOd4nLEwWQG6wi5g2A2zZuxeFBOJQ6F4dS57pkVFOsIYkTWq9eQomeKNVDzr7W26ddmyyWtOdydz3F4UGqMjPyPkJvXhkS4bKVVW8NcjcWSkCZuGSN6lpIrFGMIj1DKvANOJ9bselDMVe1LVIltMjNbLTEYljATvFjYltJGbZ7ThUxjsMCdqqytSmW0lQbILZP99wozkv3gDLt9e7b+ZCRFtUuSyJRlDjgohYFZ5rp2bMnBg0ahEGDBiEyMhKrVq3C999/j9zcXAAQFkZFUcQxlyrW76677sK3336L3Nxc7Ny5Ezt3On9EnzlzxmXNxMmTJwEAubm5qoYMn332Gf7zn/8AABwOB6ZNm4a4uDi8+eab+Pjjj/HUU0+5zCvT1q5bDMNcWrq1PuTK5/0fnkOJKcIpHBDotACZnV+K9OUYlhQImA8LwUjCasMxBVP6eqB2fy7yc5c7BeeOAgDOeD2LcQIMg0cDcMY4VtsiYat3JsnYbXWICw9CmH8ygpvmBZpFKSBl4OZsEWshS5TR0lzChYTMds8IQKc1IKAft0icT+mU4vAgRKdFIU7Ta7ml8wDOexqTW4EXGx9Epc5+5z2CyFjWlhCitZJA1taj1Ape5/E1gGMLwvwDVfdZPmewOUqck1y06Zm1MPsnY/umFeI8VPOwODwI85pEH+AUjdMSU5CeWYJpic5nZY2MbGrvCExLJBEcJcYDTkufrR6I8QEyyOVsMaNIugYSlxfDqne+c1TbIp1ilt3QlxwPDw906dIFP/zwAwCgb9++AIDa2lpcddVVAJwJLu2he/fuOHv2bItjvvnmG+zbtw+5ubkYO3YsAKC4uLjVufv164fAwEB8+eWXmDZtmu6YkpIShIaG4qmnnhLbOsNyyjBM+2HLYhNU/w5otlzJmbiyS5iynOeZIpCdE4dqWyTy8vIwrnE9wpICkZ0TJzJrqb0blUix1We71AuU27pps4nLVjlwdtMKVeY0WTzlDFty3VK9SJm2JK60ZnVszb1M625NKMrnkgWeVqzSPdKzupIglY+nsj/F4UFYbZygsrBSOEFBvN2ldzYltshJSZTQJMcIhmYtExbAYHMpZodMEBnydA6yIGrbCJIV2F27vqIGq+gzTSJMtnBSWZ221rK8VJhqA1yKhzMXh9OnT+PIkSM4cuQI9u7di9///vc4efIk7rrrLgDAoEGDcO2112LhwoX44osv8NZbbyErK6td5wgLC0NZWRn27duHuro6XcvkVVddhT59+uCFF17AgQMH8O677+KJJ55o0/yLFi1CZmYmcnJysH//fnz66afIy8vDn//8ZwDA9ddfj6qqKmzYsAEHDx5ETk4OXnvttXZdA8MwnQOLxSYy0qJQ1GAV4kTOPKaewFq3Mok1qqFXmVMjRIc8NiMtCttKylzi9kRNxSaXoJ6oy0iLwrTEFOHuJsEou2pNtQHCTa2X5NIW16FeHKQ7LrSAsywo3XXJ0WvTR2iTVipzalzGLV70iK4AlWMSi8ODsHn+IwCa4/hEu8Omc5j9k0WWeYyPRWS9T0tMUd1rW322aDdIMabymsz+ybAb6lTFuAF1SR2gORM6PbNE9Iemz5csaDuKosQBKEocIIQz3afOFq5XGm+//TYMBgMMBgNGjx6N0tJS2O123HbbbQAAT09P/POf/0R5eTkiIiLw3HPP4Q9/+EO7zpGYmIgbbrgBt9xyC/r27YsPPvjAZUyXLl2wYcMG7Nq1C8OHD0dKSgqWLl3apvkfffRRrFq1Cnl5ebjxxhsxbtw4rF27FgMGOH9Y3H333UhJScHs2bMxYsQIlJSUwGK5OKEVDMNcWlgsAvhHv28BqDtyyJhqA1CZU6MqyiyXwJFj3WJ8LIjxsWBl1RaVdXKmY4so50It1mSMllhVXCKJFhIWspAjISqLH8rSdudiJVrq2NLWeDQ9oXA+7eLkWD95bnkdrZXVCTaXqrqyyNB9oh8AFJtI1uF5pgjMdGwRwrDaFikEGa2DyuQYLbGitSNZngkqs5OeWYK4dSZR3BtwikQSfPQvQS0A5TUSGWlRzkzoBiu8Q2zi1ZGcqjK7xFjSjxT5OtjKeGGsXbsWiqKI1/Hjx/Hhhx/i/vvvV40bM2YMysrK8MMPP+D999/HAw88AEVRRALKjBkzVHUYFy5cqHJV9+3bF1u2bMGJEyegKIoQolrGjx+Pzz//HKdOncInn3yCcePGQVEU0f0lLCwMiqLothKcOnWq6Kr17bffYvv27bj33nvF/iVLlqCurg4nTpzAhg0bMGfOHNWaGYb5acJiEcCq488JN66cOEKItm9NNQNJAFbvqHaxIGWkRYlexnqZxbK4oS4jRYkDhIWJkl8og1oWlXQMuZrlmDd5nTLamox6+7WtCvXQZhm7o6UyNtoxJIBki6kcnxiWFCiynvWKjsu9t/UIzVqG4vAgp4CTxN2h1LnCbUxrIauy3VAn3NVa4RptH6USeHJJJMp+jy4/jCl9PcQ5K3NqhNAy+ye7JKlou8KQu1mbld1ZUNtBsopS4o/DWihEYnF4EKxZ0Z28UoZhGOZSwWIRzgQXQnY/ynUS3UE197Q9nKnYs4w2/hGA6ChC+wlZRKRnlojWg3rIMZbyuWjtsuXM3fEkUlu6VhKc2jaEraEdKwvxFxsfBNAsdOVrsNVnC2HWWna09jzPPKvuHFOZUwNbfTaqbZGYlpgiLGOUUU1ij+aTrYwEtWncVlImWj9SVrutPlvMJWe5hyUFYqm9TNRwpPqNVKw9OydO13pMOKyFF7W+Ynshy2awuVTcDxK86ZklMNbVoiDejuod1ThV3bbYNoZhGObygsUigFt7LADQLBxI0MWtMyE/d7mL5YqKdgePDRYdPVoTT3QM0Cza5DZ22rZwU/p6AGi2HsriRN5O1kl31j65bR5Zy+Ti2HReu6GuKStX/1pk8Sn/q4UEj55wJesglYaRO5XotTekeE1CL3lGz5IptxiUt8tWQruhDpU5NYh41IjKnBrRvlG+j3JSEYnZsKRA1fxkDS5qsAq3tdk/WYQcUG1I+d6Y/ZNd418DDKr+1XJoQ2dB56fnRJ91bewnAJStcohwDoZhGObKgsUigPA+/xXWNUpmoBqHe+pGu8TyyQKGXJXauECt2zc0a5n4uyU3bnF4kOqL2G6oE+JKLgotQ1/eLYk8+pvOLVuxyBKakRbVamcWOt7dNbQU95ieWYLpnhtF7J13iK3FPsjF4UGqmDkZbW9qAKJI+ub5j2CmYwsK4u0uVlASzCIDvamTzPioCFX8ZGVOjchCpnWQlbZslUOVhU41Gil2EXDGS273nOoST0mu6ZVVW2C0xApRWJQ4QBV2QJ8poyX2vGoiXiiyQKSC7+mZJWIttE6zf7IQyquOP+d2PoZhGObyhcUigPd2foYNxxTE+FjgHWITZXFWVm1x+0VNYlArnmRh4i4OsLVkEDmGry0ZsLLIoHNp+xXL56aC2rLArd5R7eIi16K1hOpZ9dxdW/WOav2yMU29oQkqS0Tzk2VUFsiUnS6frzg8SJQpskZ+hujyw6Ift1hDk+Ah6x/do4J4u/NZS/USqb6j/DdZNvUsa1T+BnA+M/pxUJlTg7CkQCH6TbUBCEsKVF0PWbRFcfcAg+hy09FJLQRZrAlbfbb4b8FoiUVMboXqeebnLseE9Q93+DoZhmGYSw+LRQn6sqekC+8Qm6oAsTbDmCxRsogCoGrtB7StziERXX7YxUVJUB9hskjRuehf+ju6/LAQJdpe1IScRKK3vS2QSzs/d7nbBBqCkoNktFm0chs8Eo1atzZdm7ZeojwHiTqyxFbbIsV1Uk9oisGz1WejqMGKGB+LuO9yOSQAqr/lmETA1ZK61F4GwClAqa0gldUhK502ZjUjLUoV40pxnJ0FWTnp2oRIrKtFUeIAVQ1K+jETmrUMT987rHMWzDAMw1xSWCxKmGoDVDXlyBVHX96ycKnMqRFf/jJyWzayfg0L2NmmhBAaI7ustZAVUStSZKtYemYJZodMwHTPjcJKpQcVto4uP6wSc23tQUyih9oktiSKC+LtLvv1ellTZjGtuajBqrJgtnQOreWTLIgk1uhaKZkHgMhQNvsnq7LMtS0cHdZCRJcfxnbPqSLpg8bSc97uOVVVhqjY9KHIxs7PXS7KI9G1E+mZJSLzm1zkl8qiaKyrVcWKuoMsi3JdT9niSeuO8bGIrHKOWWQYhrkyYbEI4LbRw7F5/iPiC3JYgLMXquwqJJFBSRr0xU6WKjkpIyMtCnvqRqvEFI1pCepC0hqyFVEWiURGWlSLglNvPnltckkZWndrpXBMtQGidIweZLVtaQ6CrHB2Q53qGchlW9pCRlqUc64Ag7iv2oLYlKEsJ8+QdZDOQ9nMRkssVlZtUQk5KtQNAHvqRiM9s0RYNMtWOcS9ozhXim3Uq+corv0SxijGrTO16/65G+sIMKiSetIzSzAk9aOLuVSGYRjmJwKLRQAhf8nBTMcWVV09snptOKaIkitkMdzuORUAWswclkvitBU9QUW1CKldIODa9YOElUxYUqAqSUG7T16r3EqO4gTdZTtT2zxCrglI/8r7Cb0uK621BtS2AyRBRTF+8j499Ap6U9Y37deGENB8csHwloQyWSYpK5r6VZMbV743FLcoW27pmhwBBsTkVlzSnsvWrGhnJxo35zDW1TpfTTGJQHMfaaMlFi82PgiHtVB8rihbvKjBCkeAAanPbr1ka2cYhmE6DxaLACZ+4XQ7k0jaUzdauBRl9yx1r6Biz3oJGxQjSNnURFuEI4kjbRzhqSqzquez7PIlNygdS6KRLFfGuloRW0jIIpeydWUhRuVbaP10Dj03sFxWiJKD3Lmx9USZXFaGLKtyn2fKRKbzktDTSygiCuLtYm4S4HLvaspydof2GlsqkE2WSQAuAl6Oc9SGK9DYtrr8LwYtCUXAKViHBewUllMhFOtqRVkluaWk7I7nLi4MwzBXLiwWAaQ+u1WICTlgvzg8CAXxdpXFLyMtSljOSMyQOCwOD1LFw8kldoDW++nKGcYkLk5VmWE31KnavQWbS3WtU7R+7XlIWBXE2xGWFKiyetI+uSA1xUSOa1wPwClsyApIpVJI0MrraEssnAxZ7uS5tB1nyNJJLs+4dSaY/ZNdEoxkaE3F4UGq4ttyhjXQ3CEmuvywEMZ68aBaSBiRRZaEriza5bhH6gxUmVMj2kHKyTRGS2yHiK0NxxS3+yhWd0/daJftVFaKXvT5lksgGS2xyFp0+6VbPMMwDNNpsFgEkLXodpXAkmMTixqsqg4o9EXprpsKiQG54DUAlUjR41DqXHFMZU4N4taZRPKArT5bCDH6YpaTa6iLDKHq26tJ5pDX01rpG+16qbSObGUi7IY6EWPYktVO7kZCAni650bR2QRQZxhrha/2vmstdkCzACuItwu3qVYAyl1XAOePA4pZpXPKyS1655G7slB8pIxc8oesuSR4xzWu7/Ci21P6ergV9JS9X9RgFcKVxsrikKoEAGproneIjd3QDMMwVyiXRCwePnwYv/nNb9CnTx/06NEDN954I/773/+K/Yqi4JlnnoHBYECPHj0wfvx4fPHFF6o5vv32W0ybNg1+fn7o3bs3Zs6ciZMnT6rGlJWVYezYsfD29sa1116LJUuWnNd692aNhKk2wKX8jSy6KJs2xseCjLQosY/i28KSAoXVjixbZK0igaPnhiWovR9ZuwC1aNJmx8qlTYCW6zGS0KnMqUFlTo3KGiZbxei82lg+2lcQbxdJJvSieEmaWy8GUIYSgoDmGDkSHXK8KAk2uWwNvdeWnpGhckF6iT+E9hqA5jhL6hFN94F6Imuhft563XhIzM8zRTSPl7KgC+LtqMypUSUqtWZ1vlhQ+0CtaKQwB0rAobFAs6jXHqN1acttMxmGYZgrh4suFv/3v/9hzJgx8PT0RGFhIT7//HNkZWXhqquuEmOWLFmCnJwcPP/889i5cyd69uyJiRMn4tSpU2LMtGnTsGfPHmzduhVvvvkm3n//fTz22GNi//HjxzFhwgSEhoZi165dWLp0KRYuXIgXXnih3WumzhPa+Dey7Mk9f+X4NBpPdfko5pG+ZKclpqB6RzUAuMQNaq16wWODdfsRm2oDVNYewjvEhpjcCvFF3lKpFVlQUR1C2mb2T1ZltOoRbC4V/an1rKPuElVay/4mi1x+7nJVlxQq6UP1JLXJO4C+OA5LCnSxqgLNZWAOpc5VuYoJirMk4UbZ8IdS54ofCXqWSXkdssVTXq8sVtMzS1CZU+O0BDd9LjoSSqDJSIvS/bzQNdG1xuRWOAVtkzWYOrm4wzv4z5dg1QzDMExn0+1iT/jcc8/h2muvFd00AGDAgGahoygKVqxYgaeffhr33HMPAOAf//gH+vXrh02bNmHKlCnYu3cv3n77bZSWluKWW24BAPzlL39BXFwcli1bhsDAQOTn5+PMmTNYs2YNunfvjmHDhmH37t3485//rBKVbeFRvwUo+a6fy/aMtCig6QvUKQSTYW76sqQafoSt3gIHCptEV/PxU/p6ID93OVZWbRFCiEQUicNockeapULU60yifZzco/d86u/JIpfWUBwehAI0Cz06T0bTMVpRZfZPRrHpQxhr41TJG+3N+Jahc8jdTuaZImBPAtLr7ULs2eqzYTckw6SxEspda9IzS1BUaxU1E4uksSQGh2GCEKF0PAlSKsydkRaF2bnOzHOK39OzTlKms91QB5MlFqZaYHbqVBRnLRPWW1Ot+hz0eXKkRSE5ybVTj3fIed/KdqGX5LLUXoawpGSX9osOayEcKERMbkVT1vNGVaF6hukMvjp9Fj26nOnsZTAdwKHTP3b2EhhcArH4xhtvYOLEiTCZTNi+fTuCgoJgNpuRmJgIAKioqMCRI0cwfvx4cYy/vz9Gjx4Nh8OBKVOmwOFwoHfv3kIoAsD48ePRpUsX7Ny5E/feey8cDgduvfVWdO/eXYyZOHEinnvuOfzvf/9TWTKJ06dP4/Tp0+L98ePHAUDUh9twTEF2TpzYL/f6Tc8sQbDZ2SLPUjoceXlRKGpyN5JbkywzRQ1Wp3WpyRpXPHkOlo5dBlu8HRnlzaLNXQxjUYMViLcLAUeiUk4oAJzikQSHbF2U4xtPVZlFTCNZ7CjRI7/JguZcS6Fwn9La5DXa6rNhto/CFCuV1XFaz4I1sZlAs0WRRK8eVOic1gU4rXMx9RYAySLznESc0zXsfBZyORoSesLii0Ih6AGnlY+sf5RwRNvkwt9L7WUoiHces6duNBzWFMAC1TOlY21Nz9VWb0GwublLz7jGZOczTotCNQJVax0WsFOI1mpbJIL7eujek5Z6ZV9qnELajOLwIFCEphC6iQOcz6PK7NrqsMnqPTanrINXzPxcee7od529BKYD8fH2RkBA661vmUvHRReLX375Jf72t7/hiSeeQHp6OkpLS5GUlITu3bsjPj4eR44cAQD066e25PXr10/sO3LkCK655hr1Qrt1w9VXX60aI1ss5TmPHDmiKxYzMzOxaNEil+2pz27FyODPcHbTCgDqpAlt0oXTJZuNDcfWYEpfD1TbIrHdcypifEYLQRHjY8F2z53C8hg8NtjppqyH6NBBIoMEmpw9CzS1WKty/k1CSWtZJPdqUUPzPq1QJMiVjKbrKA4PQnRiikiooXU70Jz5TBZIZ29kp1XMaTV1ZvY6u7IAhwJ2qoqAk6tyuqcBGU1iMiwpUBwDNLtvHdZCITYrc2pgTmq21tL9lGsXytY4+bkQzoLXzuOW2stgi7fDbmh2nztdwSY4ypstjHZDHZAUiKKm40j4y1ZGc2OdFC8ZhQwARovVJes5P3en+GEhr5diAu2GOtW1yElKtvpsvOj/oLg/HdkXep4pAuk+TqFrkayGyUkFKFvlAOC813oWxZjcinZnwjPMhbB9+3b4+vp29jKYDiIgIAAhIR3kemF0uehi8dy5c7jllluQkeF0aP7f//0fPvvsMzz//POIj4+/2KdrF2lpaXjiiSfE++PHj+Paa6/F+z88h6zEbQCaXZayhQ2AKmavqMGKuLFl2HBMQeXYYGwzlmGmYxkgyuwkYzumikSJWmMu8sx5IJFRbUtGXJN1L8bHAlgg/pXFEIlBZ7kap7iSRaFs+QSgcg9qxSMhW/IANJcGMh8WJXXIrRvW1Covw9xcXJpKwBB6xcdt9dlNwgJiHhJI3k3dSejaloaXqRJrtNZWh7UQkLKTZdd8tS1S7GsuJO68Vw5rIaqPKTDbRwFwZvuOa1wvRK9Rum+m2gAkJxXA0ST+TbXORByzLRK2utEYFrBTZdmstkViuudG0UMZcI4nF77WDU5rp3tPllwaS/fGmXAT4CKIOxKtGAweG4wpTZ+HljrL2A11+DV7i5gOYsSIEfDz8+vsZTDMz4aLnuBiMBgwdOhQ1bYhQ4agqsppJuvfvz8A4OjRo6oxR48eFfv69++Pr7/+WrX/xx9/xLfffqsaozeHfA4tXl5e8PPzU70A4NYeCwA0u9wI+hInN7OwzqGp8HOTEAGcyRDDAnY6rXGmD7GnbrSoCWiN/EwcRyVbSCBRYWNHgEEICruhTiQVyJnXgFN0kNtPzkaW4xrJPV2UOAAxPhZRboeEiRwzScktJPiojWFRg1Uk18iuWFNtgDje7J8sipDLyNY+R4AB0z03imQcghItSJjqZQWTaKL7ri34baoNENY+pzWvtCm+sbndnpw9LYsyuZMLjaVzUfISiV6KXXRYC5Gfuxy2+mwUJQ4Qa6V7kJ5ZgmmJKeJ5aRNzRB/upvXS8fQvPUc5m7ujcHc+S2qxeFZ61sOixAE4VWVGsLkUO5IidGZgGIZhLncuulgcM2YM9u3bp9q2f/9+hIaGAnAmu/Tv3x/vvPOO2H/8+HHs3LkTRqMRAGA0GvHdd99h165dYsy7776Lc+fOYfTo0WLM+++/j8bGRjFm69atuOGGG3Rd0C3x/g/PuQhFuaYiIBVPbhIaJFqiyw8jLy8Pe+pGo+vkOUI4xa0zYbVxArZ7ThXZx3I7QQAi1lAuH6Mtkp2eWaJal7asCVk/qfMJtZ4j8Re3zoSixAHwDrGJcbRuyoDOkFzTJLpk5KxiEjOAU6w5AgyidBDVpmxP27qY3AohlLXZzNo16NU6pPsou47pvsjHTEtMUd1Latkou4HpHshWVBLZtE/0eM6tcF6/poi3nA1Pbny6Z/Lc1I+asq2B5mcf15Tc1FHQD5OWLIcxuRW6glJuB7g3a+SlWSDDMAzTqVx0sZiSkoL//Oc/yMjIwIEDB7B+/Xq88MILmDVrFgDAw8MDc+bMwR/+8Ae88cYb+PTTT/Hwww8jMDAQkydPBuC0RN5xxx1ITEzEhx9+iA8++ACzZ8/GlClTEBjoTByYOnUqunfvjpkzZ2LPnj14+eWXkZ2drXIzt5XSJdtUokEvZlGG3MtkkSPL0JS+HjBaYjGlrwcOpc6FNfIzbCspQ/WOaiHCjJZY8aXsHWITHTKA5sxibR1BuWC1XK+PxtJxNJbe07/pmSVCEMhWRbN/suiGQsglZLTIFkCg2cpJhbVjcitaTNDQFnuWBWVMboWw6sl1Fkmg2A11QrTpldLRQnOR4KO6lMMCdmKpvQyhWctEL2cAQmRTCRw5FIBCD+aZImC0xCJunUlcA3ViASAKc8vt/bSdbmTBFZYUKK4zxseiqtXYknC72MS5SULS4u4HACVXUaIYwzAMc2Vx0cViZGQkXnvtNfzzn//E8OHDYbVasWLFCkybNk2MmT9/Pn7/+9/jscceQ2RkJE6ePIm3334b3t7eYkx+fj7Cw8Pxq1/9CnFxcYiOjlbVUPT398eWLVtQUVGBm2++GampqXjmmWfaXTYHcBblJtHgsBaqurbQdlkk0Rf/sICdwq2YkRaFhIQEYUUKbSqhAjjjvsiyGONjwakqs/jiJQuSLPDoJbsqtRZJWp8cL+iuILYjwKCyVALNgtdUG4Bi04fq8VLnErmOoyPAAO8QG8z+yc5s6tzlrRaTlju2VNsihWucxNapKrNuqzuyepLQM9UGoDKnRtS0lMUcQfdYFtvB5lLMDpkg3o9rXC8KjNP107HaQuy0ZvnZx/hYMM8UIVzq0xJTVO5oajFIAkx2SWtd7vK5yCXfWVwMSyZnQzMMw1yZeCiK4r5h7BXO8ePH4e/vj71ZI/HId/1EjT4SUo4AA15sfFBVmw9oTrSggtJdJ88RmdShWctEweUpImHCKQrken6OAIMQTLLbWEbbho/iCYHm7ObWrELUYWapvUw1n5wcQ/vka6RtWmuSsa5WVfuRkj0IbfmXtmbJ0nzydWpjNbVlbOTtVGqHLKuUfU3XLGc+m2oDVCV19P6mNosksrXHe4fYRPkf+rzQDwaqMSpfC1kc3bnZZdFbHB4ES2pxm+7bxaCIyuI0xc+eLye/SETpkm2or6/n5APmkkD/z+bPGMNcHNr63xT3htaBrIlFiQNgq89265bNz12OPXWjRWkRoKnrx9hgbJ7/CABn3JqcTEGuUVkoAq7dTsgKpRWRcls9bdkYLXKHGb3+z5QcIwtFcsdqxSNB1kXAKThlYfgoNsFUGyCSbLTX6A5ZCNJ1kwAj8nOXq9rzyfPKQlG+7oJ4uyhyTmMtpcOluo1OyBLpsDqLqsvlkuR7BUC1P9hcisqcGtTuzxVWzfFRzUkecq9vOlaLNk62M5ArAFwI3MGFYRjmyoTFYhNk9QMgYtRacs3FrTOpagt2nTxHvFYbJ2DikjXYcEzBodS52O45VcQTOusANluX5P7AhJxtDKhjD2W0QlLuK62H7KamtWhbFJI7FlD3EdZaCOXYS2Jc43rVexKV7sQ2JczQeWVEyzkpQUUPcuvSvSLBtd1zqhBAtftzxfi8vDzxLOT5aR1U4Hu751SkZ5aIftjF4UFYai9DRlqUiFmkxJ6ZDmcNxWBzKfbUjVaFDxDF4UHNxdolqLWgHFrQ0bTWLpJhGIb5eXPR6yxejqw6/hy8vJtr+lHBZLutTtd9mJ+7HNGJKdhwTEFGU1KL2V4HS+lwzHRswfjUuZjS1wPF4UFYbZyA8VERIttarplIxPhYxLlktHGJZv9k3Y4p7qBxBU3dYGAvU+2LbhJMWvFKNR+drtjm+Yx1tarkHJlTVWaY4L7Cvlw7UAg0FAqXsXy9wpVsqAOQDLM/ENw0T4yPBXHrTJhnisCGYwrKVjmccYxNFkQqdu4sd7MFRkssZtq3wNDkZtWGE1CrEnm70RKLcY3rMS0tpSmhpQaHUuc691VtQbS1EOk+djgCDLDV1SKjvNmySQI1Tso6Lw4PwjxTBBzWQlSGB8FRXqo6z0oEiILodEyM2zt56eis2o4M0152797daUW5uUA083OExSKA8D7/RcX345oLVpucoofES2VOjfiCj8mtwLTEAU4hNjZYlawwOyoCcGxBaNYypGeW4FDATuQlpkC0ybbARSgCTnFkbsoAluPkisODnIkYTXGJcjFsPUy1AaoWe87OK6VIh1P4VWrGU0ydsw6jGXZDndOt3JSU4ozVlIp+N1jhjdYtUKLMkFS0ujg8CPOk6yXrW2VOjShBQ6RnlqAAQFGtVXQ8oXmpiLcRETi7aQUy0lJEIW2zf3OxcznWcJ4pApDc1zIk0qh3s+jI0vQ8TE35OZTIsrJJEBc1WOFILIQxs0TE+8m1IitzasRcYUmBQG3z/aZ10TMD1NnP1bZITG/1Ll982LrIXC6MGzeu087t08Mbe8v3sWBkflawWAQQ3WjHmob3MSxgKpAKOJpq8gFOURBNhZIDDCIZoPpRo7NUDpwxag5rIRxwFm1eWbUFdv9kWEqGq6xpRW4Ei9MF2dxjmo6Jthai2j8ZlYBI2ID0NyVPyO36xDWVH0Z6vR3VtmQEm6OEpUveT5ZH6vZiqjLDO6S51aCc3CJnLzushS6JL9puMXZDnbAGAs52cgRZ4ajjiRERYhu5t2kuW302YnKd75OTCjAvJw7FdmAegJVVW5oymJ3zmGoDsBQ1quQduROPXpIS3X+zfzJANSzhjF0kK+E8SyyMiBDnIavn9NwKmBsfRGVODYqaLIfpmSXY7rkT08pTAOth1fmipWvXduqJafaUI9hcqnrPMIya56aGISLEp8PP+8WRU0ha+yXq6upYLDI/Kzgb2t8fqc9uRUq/dADOWDeKj6O4M8qOne65Eca6WlXWK1n/Ih51FhSnWosAEF7dHzMdW1RCSQ/KhqbkDrnHtNyCT3YrU9Y2CRrZatXcz7nZra11XcsWrqX2slazb7Uxi5TR7W6MLMYAqBIoaLs201g+lqyscnY6zaMHiXGyRNKzq8ypafH+yxZNOdyAYgu1IlPvWLmgOyW60NplUU/z6T1rvWvvyFqLF4MffziBHUkRnKnKXDLo/9mvpNyAX1zf8Z+xT6u+R+yfPseuXbswciQXoWcuf9qaDc2WRQBZi26HV5OAoSLVJLSme26EwzoAJkssADPMhjqgqV9zeXCsM66u3ikSExISVOVbqncUIFqyPrqDzieX45mWmAJYmoSUXV2/LiPN2d9Y1BWE2lJIyOIyWtPDOT93OUKzlmEezi9GzuyfDAdcC3CT1dFoMavEEiXyOMWcq0iUxVlzqZnkpuegTn4h967stqd4v2C49piWrb90TrKEUkY7FdSm/STEhVu6CW38anF4EGAvQ1hSsthOayqyxGIpalTXZbTEIlqT1KOq45hbAVOVGTEdbzRhGIZhGF04GxrqotxAs/XHVBsg3M4Oa6Gq5AoJg2BzKeLWmVBti8RMxxYUNViRkJAAQG1lbAlTbYBoBUj9heXOIFohSGVzqCwLFfCWx8vxjTSvFopX1Nsnl7/RlsARFjWp4DbgFGDknpZjDWVXvDaJhzKibfXZGqEYKYpvUzZycXgQNhxThCWViqFrO9YATlGnzUrWexbTElNEy0K5laKcnb3hmCLmpPs6O2SCsOBSYXbAaTU1+yejODxIlCWSrYoyeuuhe+3OgsowDMMwHQ2LRR2MlljR4YMEBLXHy0iLclrVmkTOhmMKVhsnwFafLdyd1sjPEJYU2K7sUhKfZM2alpgCu6FOWNy0JXG0VkS5xmC1LVK3rqJMaNYyIexkd6demRwALnGKJNT0oELmQHO7O3Kpk3CSE1+A5jJB2j7J1G5PZEyPbY6ElAUenavaFomCeLtYn7si2PIcdL20hvzc5apnN6Wvhyh5RPd1T91oFMTbYavPVnV5oXPKMaaA83OUn7tcZd1sS9tChmEYhulsWCw2EWwudZamaRIpFP9GFh6yfG04pmC751QATgFZtsoBw+BElSXIVBvQqkjRQ1u+RbZWARACFmhZPJJLu6Wai+72aTNitTX4yHpILy0kvOQ+1xRPSNdErl3KFJaziElMyrUftciFsjPSohCWFCgswabaAHEucnvrIQvipU1ufrIaU8yqHJNI0PqoHmNRg9Wl2LZeofWMtCiEZi1TzdVSPCTDMAzD/FTgBJemdn9DUj8CoHaZkuVMjik0+yfDUjochsGJGBawE10nz0F2Tpzbc7SUBd1WtPF8hF5/aGKeKULlCtaOq95Rjb9vqrygdRGUTX2qyqxK9ABcXa3eITbRC1rOUtazuMnt+rTrB6By8QLNsYJtyUCXoTWb/ZNbbMdHiSxyy0bAaUmVj6Mx2mvSE4d6Y2Uup3I2nODCXGo4wYVhLi7c7q8drDr+nEu7O4KsepR8YqvPhmFwIgCnK/fsphWYHTLBZU65M8mFtlEz1QYIdyfgFIkkXlvqMqO1eMnCK9o+6oLWJBPjYxGWOrlTjR40jpJTALU7luIXZZevHJOpJx7J6iu7xamtIqE9h0xRgxVx60wuvajpFeNjEZ8PeU5y2WtjEbXPXP5bDi0gy+jskAlIzyxx6SZzoZ8bhmEYhrkYsFiEMxsacLWCkUAhUUOWRaJ6R7VLizvtsdq4uvOlqMEq3KyU9CG3rZMJSwpUJWlU2yJFwow2IeNiIFvv5PaF7nodU6KItv0hiSh5Prk9IeDa8lBOctE+P3puFPeodSvH+FiEQCuIt4te2fK1yOem8zmshcIaqFdzUsZuqBPz0LWSa56uZVpiinBry+cFIKywP1X04lsZhmGYKwsWixJ68W0kyCixxVQbIL7Ug8cGI9hcipVVW1yOkwXP/7f37nFR1un//wsVxSNmmICIUptiJuWB3DHM2EyDts9au+OqrJkpfXYngjxV+mnMGpPNQwbZ1IZl1ge/5rSbvz4lrmakIpMiZaQrdliUUNRYEw9IofL7Y7jeXPd77uGgKJrX8/HgATNzz32/73tG5zXX4XVR2rIpIYGl1yb2Sg5VIok6iMNseUioGU84wX81ciK71ylwzOCNL5XFNrxTNcZnMwxQK27N4Onz+bOGIrad3WBJo0fU6Pz4ZBaCxGRM4QG4QspU57LFHof5s4ZioatAzY8ucUZjoavAIEpJ/FP6mtagN+AQZrO8AaPwpIYXPQVN58YN37kxN22rW/VcDuii1VJWiuzEiCsqTS4IgiCcHyIWAUx/ZgNcIWUGAcYjWTzdSynJ7AoH3rCMNK1BM+NiWKHQOtTEl8IDqm6POqLJdicnsjvChoUhOzGiXpNwTmWxzTMTuiaKRn/zSJ0v6kqn8rWVfp3hMaHWUrezU3NV8wrvStfhzTRn17yk9rPqh2qDwCQRzaOquqDV089rJ7pMj6mbjsfXjFjk+zezCgJQMx/c835whZQpMeuZbc38Ie1x9Y54vFRwKyfA00HfFBFzQRAE4fJHxCI8aegwWx5Sktd6Pcbtcjix7eyY7K47onipID8/7je4L/2g8hqk1DOZYzc0GpSdGKHS2SQ4dRFthi6YScxSbSdF3WhtIb0TETXFoqJ/dA4UnSTbHF1MESQoAU9Kl/4uWOaGxR6nfC8BGK4BCULeXEJroMik2TmRGM2ucBgim/QYT1/TmqlsgJp6KLpJ5t+0P85CV4GhA745WYbRqCy2ITsxwjPzu2aSUWWxDY7FMbCUlWJLcsO/hAiCIAhXDiIW4YksljijMbarn/rAzsxYohpa9MgSiQX9g3yhNmmlMeiNNY2BBJSepuV2QCTQeDdyQ6HxdGsnujwdwRlFhho7HbqGetQ1IXGqIdpIYtAWmIKxXf0MkTieWqfUP/eS1KHxeZMmTfJMpGGd0NSQxNdLZuvc+xEwikISjDxSyB93hZQZhCylsrkYpzVYS4OUvQ8dT298IaHJI8WX08g/3uhD19LtyEJM4QHEr7Bi+jMbmnN5giAIwkVCxGIN1tIgNakF8JguA54P+zBbHpzlaSqNabHHqVnQnP3TZ6i/uahoiIjkUarGQtEwiiTq8PMC0KB6xezECCVqyOzaHRSihFBAuLPRHoG82YfOlQQiRd5ovQBUw0l95tXO8jSVkh8xNEpFQCmdTIKN7xeoFXLUcAJAfUGg2yTesiscBoFM+5rg7xl5GL/Cqq5HZbHNq+5woavAkP6nRiVaJ92ma0LHvpyg119fl8Ueh5nWKNUoJgiCIPyyELEIYEqnJxHbzg5bYIoSAfzDn384kkgsWOb2ShuSmbMubvQaQV9p4MbUEhI8IkkdxpR2pq7j+BVWzE7NNbX4qQs+H5tEEaE3trgdWYbz0m8TdM1IWJP4IrGk12GG2fKwyX+8QQTTmD2CRwxJ5Jc4o1WzC+B5TfjrW+KMhiukzCvlTMen266QMkNEkddPcmsiHu2kekYS23w7qvckSEDHtrMb3jeX43QXamohpGZREATh6kDEooYtMAXxK6yYaY0yRIdIQNC4OZ4eJFFEAoemiFwKSNRQIwR1PwO1IoXS0yRm64Lq0kqc0YYIJNWqmXVAmwmbuqJirpAyZTnExRJgjMjyOkR9n3SO1IDCRXOv5FCE2fIQ47rNIDrDbHnIrnCoukH6oX3TPrjdjV4jOdMapd4LSmCWlXp1NfP0Na1Jt+7h29K+KH2uN/xcDtB7XvchpdvRT4xolnUJgiAIFxcRizVQ+tFZnqY89/hYOrrNI1qA8YMzJXktXCFl9UbwmtI7TxdlvNnDFpiiGjoAzwe7pay0zv1RtI26hPWUtW5uzW/rIlJPx9Lfulk4pXhJKNI+qSZUj/zRudBzeQc4t+zhtYbUcczR71OWSEzk8fQ4h2o3aQ3ULEOPUVQxINwJd1CI1wxp2o7eV7NTc9V50D4vhzQ0f015aQLVaJL4FgsdQRCEXy4iFgEUv+YRUFwU8BQbFxUkJOhD1GKPU3//84mHYc+7GS1HP34plm1KmC1PCVpaa1L4SPUh76sphbCWBmGC/2r14a9HErmVC5lMU/OGGbyZg8TR/FlDa8UoiySSaOTzualhRBdOvMGCOtW5T2Nd/oR60xKJWC6E6H5eW0iQmKXrwtdHUVKqowRqvxyY+U7SDGyKLl4OApHjCilT0WbAWB9KWEuDxJz7CuPQoUN47LHHcP3116NNmzbo0aMH7rvvPmzcuLG5lyYIwmVIk4vFs2fPwm63IyIiAm3btsUNN9wAh8MBPoK6uroac+bMQUhICNq2bYsRI0bgm2++Mezn6NGjSEhIQKdOndC5c2dMnjwZJ0+eNGxTUFCAYcOGISAgAD169MCCBQvOa83hfw5RVjD0IcgjWTxFmBPZ3RBF0gnpnVjnrGja54XCbV/qOo7FHofhVSthLQ2COyik3uYWHiEiAUDHmJ2aq6KufHY2AK+IK6GbXBP8+unXMieyu+E+ilDSD0F1j1yYAbWjBCm1DHhqUHlji7M8TXkj0nOd5WnqPcAtcPS/ddFHs7Ep0ka/3Y4sOBbHqGPya2l2fUg40vVtaiP384HS4RQV1csr+PnkLfj4Ui9POA/27duHQYMG4ZNPPsHChQvx1VdfYd26dYiNjcWjjz5q+pyqqqpLvEpBEC4nmlwsvvDCC3j11VexdOlS7NmzBy+88AIWLFiAl19+WW2zYMECpKen47XXXsO2bdvQvn17jBo1CpWVlWqbhIQE7N69Gxs2bMCHH36IzZs345FHHlGPHz9+HCNHjkTPnj2Rn5+PhQsXYu7cuXj99dcbveYHD3fx+jDndXQWexwWugqUETdgHqEL6Z1Yb61iQLhT/Vwo/YK2ed1HHouxGUUICHeq6SG+jkdNC+9UjVH3mdUlkmim8+Mm1IB51IxD0TjexGK2H7ORfwBUtzeHd6xzqDaR9j9/1lDMtEap+jqqC4wpPGAQZwC80t0klOh9YRZB5TWrfL4zH/nI96VD95Gtjpkoay6oTpFM2GPb2ZVHJb2WdN+w9PO3jhIuHTabDX5+fti+fTt+//vfo3fv3ujXrx+mTZuGzz77DADg5+eHV199Ff/1X/+F9u3b4/nnnwcAvPrqq7jhhhvQunVr9OnTB++8845h3/S8uLg4tG3bFtdffz3ee+899fjPP/+MpKQkhISEICAgAD179kRqaqrPtf700084fvy44UcQhEtPk4vF3Nxc/O53v8O9996LXr164Q9/+ANGjhyJ7du3A/BEFV966SU8/fTT+N3vfoeoqCi8/fbbOHjwINasWQMA2LNnD9atW4dly5ZhyJAhiImJwcsvv4xVq1bh4EFPGjQzMxM///wz3nzzTfTr1w9jx45FcnIyXnzxxQtaf2bGEpUO5bVo1O3qiN7lc+SbrxSvr87WhgpGs+1mp+ai5+JFpuKDd+bqXcwcS1kpbIEpiM0oUqlEs3QiRSN5d3hDO7f1SJoeDV070eUljLjBNf1QnWOJM1r5PfK6vqTwkcpmh9ea9koOxezUXLhCyjB/1lDln6nPbKbXm9ZIx6cRgCT8+Hn7el2pY5pEKp3z7NRcj5Cv6Xym60Am3XVNvGlOYjOKDP6alcU2xGYUqet0uQhboX6OHj2KdevW4dFHH0X79u29Hu/cubP6e+7cubj//vvx1Vdf4eGHH8b777+PlJQUTJ8+Hbt27cJ///d/Y9KkScjOzjbsw2634/e//z2+/PJLJCQkYOzYsdizZw8AID09HR988AFWr16NvXv3IjMzE7169fK53tTUVAQGBqqfHj16NMl1EAShcTS5WBw6dCg2btyIr7/+GgDw5ZdfIicnB3Fxng/moqIiHDp0CCNG1HZOBgYGYsiQIXC73QAAt9uNzp07Y/DgwWqbESNGoEWLFti2bZva5o477kDr1q3VNqNGjcLevXvx448/mq6trm+pVDfWcvTjWOgqUB+ENOaMdzrz53C4gORCgp5TnzisK72tQxY5JKLILgfwiB8u/HzV72VXOJSY9LU2Og99ggkZNJsJG2p84c+ha2ALTFHr0Q2u3Y4sVRO50FWAEmc0MjOWKIFH9ZHkTcjZXTYEYbY8w+tjscepKCNdp56LFwHwpFdJMOpih74kcGyBKeq8uFURh1Lz9DqomsUaUUvRTADKW5KuARmnc7/Fywkyc6eoIlB//atw+fHtt9+iuroakZGR9W47fvx4TJo0Cddffz3Cw8OxaNEiPPTQQ7DZbOjduzemTZuGBx54AIsWLTI8z2q1YsqUKejduzccDgcGDx6sMkvFxcW48cYbERMTg549eyImJgbjxo3zuYZZs2ahvLxc/Xz//fcXdgEEQTgvmlwsPvXUUxg7diwiIyPh7++PAQMG4PHHH0dCQgIAT2E1AHTr1s3wvG7duqnHDh06hOuuu87weKtWrdClSxfDNmb74MfQqetbKkULeb2hK6QMLUc/jvgVVoP4oXoyX2IJAHKs203vN4vckfjKzFjiNVbQFySEdJ9CwPtDXO8+JngTi74egiKOJKgWugpMu5PNnmvW0essT1Mm2FFTLGq/zvI0Q4q3ZEsJAI9tDo3w0yN5PIVMx+Kd63w76trltZUU5eOi1UxY88kyurcidZfza8hN283qD+NXWFXHeV1dzw19L1wq9E50ii5KJ/SVA68drw/+ZR3wZHxuv/12w3233367ihoSFovF6zZt89BDD2Hnzp3o06cPkpOTsX6998hUTps2bdCpUyfDjyAIl54mF4urV69GZmYmVq5cic8//xwrVqzAokWLsGLFiqY+VKPx9S2VF+a7QsrwhmWksmApWOZGTOEBgzCj2r2AcKepMbErpKzeJhfAaC2TXeHA0uL1KjLGI1hciCx0FRi6d3X7Fxp7ZzhGHSPjuNgxmxyii2E9aua1P2YbYwZ1/M6fNRQFy9ymYjsnsjvChoWp6BtvQDGD15vqrwe/bS0NUqKUUsTZFQ5D1JBq8+g8KFrIrXqoHtRijzN4D3LBWrDMEyU3ayiKKTzgdS769QwId5rOwb4c4O+ny2kcoVA/N954I/z8/FBYWFjvtmZp6gtl4MCBKCoqgsPhwOnTpzFmzBj84Q9/aPLjCILQtDS5WJw5c6aKLvbv3x8TJkzA1KlTVRFzcHAwAODw4cOG5x0+fFg9FhwcjCNHjhgeP3PmDI4ePWrYxmwf/Bg6vr6lcjPhTf7jMWJolEHEWexxyIns7rNOUa/D89XsQaKPUsSUBiV7GH0funmzburMGzn0NQFGwcnhXotcaJnty2y0m44e8bOWBhlG6JlBgjEzY4myv+G1lvr8Z36bBCSvHeX1c9SQQkLPYo9TkeH5s4aiZEuJ4dpSCnhf+kGvelQubul+s9pOEpBmgpU3BgEwjCPk0NSb2HZ2Q8PR5cA7VWPqjCA2pXeocPHo0qULRo0ahVdeeQWnTp3yevzYsWM+n9u3b19s3brVcN/WrVtx0003Ge6jJhl+u2/fvup2p06d8Mc//hEZGRl499138fe//x1Hjx49j7MRBOFS0eRisaKiAi1aGHfbsmVLnDt3DgAQERGB4OBgg5/X8ePHsW3bNpW+sFgsOHbsGPLz89U2n3zyCc6dO4chQ4aobTZv3mywdNiwYQP69OmDa6655rzXv7R4vaprI1whZcoyhnvqVRbbvMbHNRR97FtdqWDeVRtTeMCrfpBbyugC01cEUBc8vrarr0EF8BbHddW06abUNMmFrgWliXMiu6tJK9RFTPszizDyY5HQzq5wGEbz2QJTPOn7mik8se3sKHFGK6uemMIDhteQRKTZ9VHpb00k8XW6HVmG9wjRKznUNAKrXrugEMOxLwd8RXWJhswbFy4PXnnlFZw9exa33XYb/v73v+Obb77Bnj17kJ6e7pVC5sycORNvvfUWXn31VXzzzTd48cUX8Y9//AMzZswwbOdyufDmm2/i66+/xjPPPIPt27cjKSkJAPDiiy/i//2//4fCwkJ8/fXXcLlcCA4ONjTWCIJw+dHkYvG+++7D888/j48++gj79u3D+++/jxdffBH3338/AI+1wuOPP4558+bhgw8+wFdffYUHH3wQoaGhGD16NADPN9h77rkHiYmJ2L59O7Zu3YqkpCSMHTsWoaEeMTF+/Hi0bt0akydPxu7du/Huu+8iLS0N06ZNu6D1UwctUBsxq2t8H6UxqRavIf6HQO2YO76dLqQIql0jcUNihLwhaVse+SlxRhvMtTlcWPlaJxebunF2XXWK9BweodOnvgBQTUQkNCdNmqTEYUzhAZX6JyglTWswWydfF9UJ2gJT1Pqd5WmIbWfH2okuuELKVKnB2okuzJ81FDmR3ZUoSgofaRDeusejxR5naNYhNvmPNzUQ58+3lgZ5fVmg45CIv5yEItCwdPOW5MbPNhcuPddffz0+//xzxMbGYvr06bj55ptx9913Y+PGjXj11Vd9Pm/06NFIS0vDokWL0K9fP/ztb3/D8uXLceeddxq2e/bZZ7Fq1SrldPH//t//U9HHjh07YsGCBRg8eDCio6Oxb98+rF271ivAIAjC5YVfdWMqnhvAiRMnYLfb8f777+PIkSMIDQ3FuHHjMGfOHNW5XF1djWeeeQavv/46jh07hpiYGDidTvTu3Vvt5+jRo0hKSsL//d//oUWLFvj973+P9PR0dOjQQW1TUFCARx99FHl5eQgKCsJjjz2GJ598ssFrPX78OAIDAxH9xAi0auMPwDOyLy09Hq6QMlhLg9RvgqJcfDQbMTs1F/ErrIgpPICcyO5q1B41YNSF3pRh1nzCPSD1/XFR6FgcA/v0HJ/H4mbbsRlFykKHRAzff30RSroeZs8FoOoA6TrYAlOUSOIG2GQ1w0cNukLK1HXmopWnhOm5tF8uUH2tiV4PbixOrxedq34sWjufEkPH5fZEjsUxaq64fh31c5vgv1q9FnSu/Bhmr+3lBpU0uINCcOb0CWxJjkJ5ebk0Ilyl+Pn54f3331df/Jsa+j/7val98OsbL/177KviU4j767+Qn5+PgQMHXvLjC0JTQ/+m6vt/u8m/znXs2BEvvfQS9u/fj9OnT+O7777DvHnzDBY3fn5+eO6553Do0CFUVlbi448/NghFwFNbs3LlSpw4cQLl5eV48803DUIRAKKiorBlyxZUVlaipKSkUULRFzGu2wDUpkX16A9Fv+JXWFVUj6KEvO6uV3KoSk03JJLXUGj+cX34qiHT5zUDMIzYo9sAVMc3YVr/qEVD9bXpY/1oSgqHRBVZx3B4RzBNRzE7JhlaJ4WPNETtqN7QrD6QXpcSZ7RX444+fo/PnCb461pZbFPTWuhYPKppscepyCat752qMabRa7NI7OUGidz5s4Zedl3bgiAIQtMisX8NfTwdt2MBasVjTOEBNUHF7chC/AqrIVUaZstTqWlKN+vRQwCmHcg8kkR/k4DQvf0ISl9mJ0Z4jKDrqCHj58ZnXOvr0O1x9HnKdE0odevLJ5JS5/yH1sejrrQ/SiFbS4OQY92uTLV18cqhCCYdTxeUtA9uo2MGPwezTnciNqNIpfqJXsmhWDvRpY6/yX987fY159kvaJv6ghFmyzOULtC1pPPgxuGXI1SPGWbLQ3ZiBG77z+H6nyQIgiBccYhYrKEhzSm8exnwGEGTgFk70QWgtraO0qpAbaROF1uAMTpFUSeeeqa/w2x5KlVaV11kiTPaZ9rSLKVdV+RKjyry6CPvDifrGTpXupZuRxYWugoMY+z4fvUuYeqM5tNUxnb1UynmuiKq+9IPYnZqLoZXrTS1nKHIIDdXJzG4L/2gweORopx6mQFNiCH4cQLCndjkPx7xK6wGQa+/BxISp6prw4lfYTXY9HBvx8sNSj1Tap5Y/OzdzbUk4TKhurr6oqWgBUFoPkQsArij7ZOmH8xcGFAakdcNUpSMWPVDtUpTm5lW87Fu5OFHqWqeFiXBaCkrNayBp0rdQSFeDTJA3eP9OHV1+RI8SkgimdZDTUBuR5YSYWRZw6OzNB6Pp4UJs1nPejSPInB1QU0r82cNNUTz6toe8G7W4YLWLAXPI4GAJ7rI0/1Li9dj7USXEvQ0u5rvgyLVVMIwOzVXpcFJKPL3VXPb6JgdmwQilS/ozUWCIAjCLwsRiwA2n35B/a17HZKwA6CsV4DaxgeLPQ5J4SPRL2ibMpLOieyufrjYy4nsrqJYJChJgND2fB30uNuRpaxkaBs+VeViYbZ/EoJcEFKK2FmepgSj7hvJG1Io8slFoB6lWugqUH/rxuMcur7cOFvfVo8aUw0jicY3LCOVUTal18k/k8Ovf3ZihFddaEC4E+6gEPV+0RtxeOMMXVu9FpK/r2an5qpSB7PJP00N99+0lJWistgGZ3maOk96XB+pKAiCIPyyEbFYB7rVCf+QzInsrh7fXTZEpRe54AM8KU5XSJnX/bQtFyBAbbSNC05uws3NqZPCRzbqfHh6mtcHcuj4ulVMXVhLgxC/wmroSPZl/0K1irrQImFMIooikoAxtQ3UTrGhVG38Cqt6jKJ5fO32vJsN93ELnth2dkx2r1drKHFGqx+gVmhS8w1df3rtzOC1q/R8ErLuoBAVXeSY1UdmVziQkDhVzbG+2GRXOJCdGGH4IkL1pZayUk/ZQGKEQcgLgiAIv3xELNZgJmx4eo2iQiSiuGjj5s/kERhTeAC9kkNNR7vx5+qP6SlXSmnunz7DS3B+nFtgGrFrzPnqdXnW0iAlBuqKGtGx6JrEFB4w1AQ25PhmKV9fU1/4dZlpjVJd4bNTc9WIQ17ryHFE74IrpExFPYHa+kgAqt6UXsMwW576YkCvj96I1Cs5VJ0vj8hxlEA0mY7j6zqZ3R81xXLR6xezEyMM0U8urCuLbbAFpiAnsnudTT8Z6akXdY2CIAhC8yBiUUM3oebwGjcSOzxtSXV8hG61wkUibw6hx8if0SwKObxqJXolh6rmB1dIGZYvX64ez8xY0uBz1GsRdUh80bnxqFZAuBMB4U6VFqVrou9Hj3rWZVTOLWYA45hC6ozm8Mfo+vF6T14bCHiiu5v8x6vOdKC20URfB82OpnMjdLFH4wzNzik2o0hZ4XBfRgA+hSUf0ci3n52aqybOXIpUNBe2bkcWJvivVp3paye6DFFcAKrcILadHeEvp1/09QmCIAiXHhGLDP7Bv9BVYJpui21nN0SMaIoKwYUeFzkkFPWZx3Qfb3TgPyQeyVKFPsh5qhOAVzOFGVzg8XPVBSF5F5IIpDQ83wc9j37TuZqJJzO7Gr69tTRIRa4oHU2PkY+fboVD10JF92oep+iXK6TM8Lrw5pkwWx4yM5aoaCSln7ktEhesZtNb+HqyKxyGRhBqTKLn8cYZX56PHL25hjw7zcYLNhW8TpJu62vMrnBgpjXK+KWnrFRdx6fv73dR1iYIgiA0LyIWa+BiiaKEvG4OMHbR8gkeFBXal35QfZBy82yKfpEgBGrHCpJA4T6NfN404BEvtA9XSJn6m0cuG9LswtPUuviqb/YvrZn2Yda8QsS2sxvEK7erIUg08efSxBsSV76irPrzKNIa286O/dNnILvC4WnMqLkmlGbm66GZ1HQ+etMGNw/Xj8XPgdZnmPITFIIJ/quV+OKNM7r/JXXEc2HOI63zZw2FszzN8PpcDMFIEWN1DjXvbzP4/fNnDVVNOIIgCMIvk1bNvYDLgTvaPglr6YsqdemrcYFG+dEH+/xZQ5FdIyRmp+aiV2AKZpd7hIk9LwOu6F1wpuYizFZbF0gefDQycHaq5wOXRKZHPA71WgN1TJtZ0DQFutjkYkHZuDChQ13QE/xrxCOAADgBRCBqigUxrtuQXRHkSdXWMVeYzKrpWvBpMjF0rFKPaOejF7lg9EQHPdfNs+b16nwCwp3I1qKhHgHnuf1O1Rg4a8Y0zuTeinbjMeh86XnE2okuuJnJOCcg3Al3zd8qGq1tQ2vntadWexzcjtquaJ4WJnHaq2pMg22SGoM7KASuqjJYa44bAKeqDaVObc8XpNqRjbvLALdjKqKfGNHk6xEEQRCaH4kswmgmTFGlHOt2r+0oXQzUComAcKeyONnkPx7ZFQ7YAlMwasGbCLPlGaKK2RUONeGDatrI8oXbw8xOzcW+9INKWFLnbUzhAU86MqOoyecFm/kr0rnwtCt1ywaEO73EimNxDHIiu2NsVz9l+UNCx1JWaoiI0QQUvcGGCzR9EosulHk0eNUP1UrQ6J3DZKZNTS5RUyywBabAFpjiNRGHR391H0sereTroOtSH+6gEGQnRnj5N5IA5LWWvr6wUNOUXg/blFA9JuA5r4Bwp3qfcl9N+sI0f9ZQrPqhGnkLPr5oaxIEQRCaDxGLgIqI8CkkY7v6mXYYcy9APoVleNVKldoEgIJlnhiStTQIq36oNjRi7Es/qNKSVKdHaVm6rUNC6UKjSQ0RmVSvGBDuNIgSXq/oWBxjEEiVxTb0Sg6FfXqOQVwGhDuRnRhhGPFH8HPh50xij2YpE1xUrfqh2tCpnJYer4SctTRIPa+y2KaunbM8DdbSIPXaOMvTsH/6DABQv/l8Zj7OkT/G10lRN4s9ztR7kV9Tun6UNte7sXWjdL2xZ3ZqrmHyzMUiNqMI8SusSrSSwOVeloCxZndsVz/phhYEQfiFImloAAFhL6JV246YNOk5FOIQABgiafxDPMxWayniLE9Ddo2foLXUGOnSp4N4hI0DOZHdPbWQDk86e207Oyw1PoJhtjyUbCkBuvqZrnN2ai5Q001bV2r3fOACJbvCoUQldT7ziJ/bkYWZ9jjAUdvoENvOjgn+IZ4IItsv+S36Eqk5kd0xE7VNNR4xUiusDRNWtpQA6fEAPGKcewGqLvaa9HFsqkdoLXQVYG1N2tkWmILsilrxawtMgbOsthaQxBGJy5zIg1j1Q7XhWBzylFTR0wZYDZU4xwCo9aMEYEgz833Er7ACE121jweFIABOzCeTbLvNsO+mxD49B0iMUOJUF4pAbbTcFVKG+MjumFqyscnXIQhmfHf4J7Rvc+qSH/ebQ5WX/JiCcDngV11dXd3ci2gujh8/jsDAQAxLL0Crth29UoSAMSVLt7lJNKUmycbF0OhAdilMZHFI4PBo1ib/8QaDb955yoUMj9JRxKqhosGXBQtF7MZ29TMIvLq2N1sHr3esT9T62jddFy6gFroKsLZGPKUkr0Vaerw6FglGEny8IWT+rKHIzFii5kZTilffBoAqEaD99gvapp5n9npRFJOLSbNGFjpXXXzT74WuAq+GKrqPXwNuW6QL+6bmnaoxXv6O9LryjnpaP71Xy8vL0alTp4uyJuHqhv7Pbk7atQ3AnsK9CA8Pb9Z1CEJTQP+m6vt/WyKLALYkR6kP94BwJxyLY9SHNDTLRfpwttZ84AO10S9P12vtTGj+wUr3xbazGyJm8SusyK4RCfvSD2J48kolCvksaI/XXe1+LGWl5xVdrMurz2KPMwhFEs96xKs+KGVpJph0dEFKx9KjirHt7JhpdcBVEx2Mcd2GsQ6PBc7SYkeNyKNUrQNAraDLrul+piahfekH1SxpEod0nlwoAkDPxYsQVlOrOn/WULiRZXi9AYfXWi32OCUMzc6VQ9G5mMIDsMAoFkk86il9wo2aSGjNfQ253o2F+1Vy9PtiCg9g+jMbDPW/gnCx2LRpEzp06NAsxw4KChKhKFx1iFgEsGfxQPSt+cCtLLZ5RXgIFWWsEYo80kdF/iWB0SraaJa6I7/BMJtHdJBIcDuysDY1F/NttSPneFRHT3XqYswVUoYJTXAtaP9cVJKg4QSEOxGbwc6LRWX1x87n+B4RuN6Qqg0IdyKs5jgk/GISpyrLGRLiVNs40xplmGVNkdqcyO6ImmKBpSIOQJkhQhbbzg43PLdtgSmwWqOQ4wJiWE2lHs30JaTNBCO/Pu9UjYGzHOqYnu7y1Z5UPrveeuQS8ESdaYpMZsYS7C4b4tVpfaFM8F+NgHBPupuurVpTRpGKkNL6p3R6EoubeA2CYMatt94q0WtBuIRIgwuABw93Uf5+HF7HRwbR/DGVEq4x6k6rqafjzSrcwoV+rKVBmDRpkpc1C4lLEjjUmWsW2eECJSDcCWd5WpNP+NBr6uqCzqeh86TN4BNREhKnKnG+0FVgaPagbcjGiJ5LkcK1E10+zc8t9jj0Sg7F2TUvqdnSdK56zSlFGWlfvGOdG4WbTZmh+31NbAE8YoxGFMZmFGFf+kEVOaR9UhMNQe+JXsmhKo2+tHh9g16jpkJvwKL3bfFrvs9VEARBuHIRsQiPzyKlIOlDn0eEKIKkW71wMWULTIErpAz70g8qUeErQgkAIb0TseqHamUmTcKRd1vzGsi6xuUBNc0PDahdO5/6Nv24ZvtYvnz5BXXp6vOTqXHEFVKmjLYJ/Tj63GazbnL9ecOrViqRo5pj4LnmtB1NgaEvEbogW+gqgCukzOO3yeoY1TkFhXjeO3UIRm6GzWdc03nwzvnsxAhl+E3WS5xLMQ6QHysg3Gn40vL2bb+5ZMcXBEEQLh0iFuHxWSRBwIUGfYjzCSR6DRc9FmbLQ5gtTzVg8BF4QO0HuaWsVEUpz655CZv8x6ttuNCwlgZ5TTzRRdLFFAf8HM3mTusCKDajCO6gkPOum/OVyg2z5SEhcapXs1BsRpE6Fhdrm/zHG/ZFFjUk6oDaaSs8khy/wopN/uMNIoxb7vB90WNrJ7q8GkB0qyE6xhSsqfP8sxMjDHWz7qAQg7cmeU7WZc9Dx7wY8H8X5LdIx6L35V2Oi9NoIwiCIDQvIhYBvPnvcvUhb1azR5AA1MUIADWmj4RiiTPaECUkSPRlZixRXc/xK6wAPEKDiw8ecQSMkS19VjOfTXyh6CnVpcXrDbezEyMalfasLLYpM29fBIQ7TUfM8fGHtJ2vNbsdWeqa8iYUPjJQT5XTecQUHlDPJSi6yV8fXqPIDdVJkOrpchKfPRcvapCQ401LtHb9faG///TXq6kFo6/GHB3L+7FNelxBEATh8kDEIoDuoyIREO6EK6TM8MHIP3R9TdWgD3Fev0jNKXwmsCukTDWBkHgAPOlQXl9HkUveNU01kVwU6NNDwmx5DZ4ZXF9doe4RSQSEO03T9PXBBXZdayQBwlPuNAVndmquej100UzNJkBNhJNFdefPGmooB6Bj8NeH7tcFED1WsqXEcC4EvZbZFQ41ipHW4QopM1zDtRNdcDuy4FgcYyrmzCKy7qAQw7H1rnS3I8vzujMbG+JSRBjpvU339Z3++UU5piAIgtC8iFgE8PT9/QAYU4g6ZnVrfFQbH33mLE/Dqh+qVUSKN8MQfOwfb5zQ90mikUQJPzYJF0pRNtTexte4wLpEJG3f2FSz3tlLtj9m0PWrNeeuHb84f9ZQg1E4PxcSKyQoS5zRXt3j3F+RhKEuirmXJtUrukLKEDYszGsbem3ohwt+j82R93uJmmuAhkeCY1y3AYAa88hfI/6+aYy10flgtn8zgS0IgiD88mi0WNy8eTPuu+8+hIaGws/PD2vWrDE8Xl1djTlz5iAkJARt27bFiBEj8M033xi2OXr0KBISEtCpUyd07twZkydPxsmTJw3bFBQUYNiwYQgICECPHj2wYMECr7W4XC5ERkYiICAA/fv3x9q1axt7OgqKxPCIDG8+sJYGGUycAajOWxIXQO1IurFd/ZSAoMf0ekcSFPoEj7Vsagc9T4fEKd9PY9EFoy/z8AsxfabOcI6vFHZsRpFP8TE7NRfZiRGYgjVeUTOqX6Qmnwn+q1XUi6fyraVBSozaAlMQ286umlRI2NP6yP6IXnOeatZnT1O5AU9P69vwUYQB4U6E2fJQWWyrNwJIIxGd5WnITowwXB99RCK/zq6QMs/0nDqaaxqKPsGHRD39HZtRhOwKB/YsHnjBxxIEQRAuPxotFk+dOoVbbrkFr7zyiunjCxYsQHp6Ol577TVs27YN7du3x6hRo1BZWTsmKSEhAbt378aGDRvw4YcfYvPmzXjkkUfU48ePH8fIkSPRs2dP5OfnY+HChZg7dy5ef/11tU1ubi7GjRuHyZMn44svvsDo0aMxevRo7Nq1q7GnhLwFHwOAzxQr3TYTOfShqUcOcyK7q0jWvvSDyInsjqTwkShxRishQR/uFJ3SU4y+jkno9jmx7exKgDQ0DckFsb7fC7HB4fhqkDFLSdP50lQcfh1yIrsrS53/Ht2rzmNyYcPLB2oNzj21hPunz0CYLa/WhB2e8yYBaAtMQUzhAYPx9r70g2pN8SuscJaneZlyh9nyfHawk+jjdadU12km7gLCnSraykUtf52spUEocUZjoasAbkeWYY31NcXUR0C407Beem/rzWDLjr9w3scQhMawc+dOFBcXN/cyBOGqodFiMS4uDvPmzcP999/v9Vh1dTVeeuklPP300/jd736HqKgovP322zh48KCKQO7Zswfr1q3DsmXLMGTIEMTExODll1/GqlWrcPCg5wMuMzMTP//8M958803069cPY8eORXJyMl588UV1rLS0NNxzzz2YOXMm+vbtC4fDgYEDB2Lp0qWNvgjRT4wwvZ+LLr2JgD6ggVqjbQDolRyKfkHbANQKyJjCA4gpPICeixepZgUSMVwM8b/N6iPrI7vCgYWuAqQkNz7CylO89FPXTGeOmTilCKClZnqK2VpN6/RYep3SxLwJRdUcDgtDdmKESufqx6f1z07N9RLyJHLcjixl/E01qbxWklvyUMQ4zJaHXsmhap29kkPVa0fPpS8DvoS+PqHG7chCQLgTmRlLfNr+kGCMKTygtq+dNx2t6heB2ug2X9OFTnfh50Jd4JKCFpqL4cOHIzKyrwhGQbhENGnNYlFREQ4dOoQRI2rFV2BgIIYMGQK32zNfwu12o3Pnzhg8eLDaZsSIEWjRogW2bdumtrnjjjvQunVrtc2oUaOwd+9e/Pjjj2obfhzaho5jxk8//YTjx48bfojYdnbViWoWldM/+PUoIKULraVBBnFEH9xkg+JrdJ4egdIFji+4mAsId3oMqV231WsIbYYuiBuafiZRUllswztVY5SAo4hpY9LkJJLpubpNEU3GWTvRBcDYWKSLVm5Bw6FmIYoyLnQVAAByrNtV7Scdi/ZPTTI0d5oEHzf1ptrRfekHvY6pd2Hz90BOZHcvGxozKMJH21B6mK4v7/qmtTaVoOOeihTlBYwiVEb9CZeKIcPG4/TpCpSVldW/sSAIF0yTisVDhw4BALp162a4v1u3buqxQ4cO4brrrjM83qpVK3Tp0sWwjdk++DF8bUOPm5GamorAwED106NHDwCeNDRFdHSBRCKE4JE3z9g2Y50dF0c0ko06Zfl2mRlLEGbLMxhx88d5faOZiKMffaRcdoUDE/xX+4xQ1UVjZ01T6jQnsrtaLxlGLy1er2rb9Po9wHeKm6Ku3HZI35aEHDV48OhvbDu7V8rVWZ6GlOS1hutI4r9f0DbVbEQTePhx9Sk+1H1MXe/6+qjZhVsxLXQVGK4RhzfHJCRORXaFQ11XM2yBKWobOh9+fSmKHVN4QK21qZpfSDDSVJv6DMcF4WLRqXO3+jcSBKHJuKq6oWfNmoXy8nL18/333wPwpKF5hISEAbcFiW1n9xKS9KHuDgpRXbgkjnolh6rZvYBHOHJbFYKnD3WBR+KRd+lSFIw/n8ONxBsr/hoCbwSiY++fPkOt1ywqG2bL81qnrzQ7vQ7UjFJXlzeP9lLTCq2DEzXFgrFd/dT1oM7q2HZ2JCROhS0wRdnoJIWPND0Wn/ZCrx/vsAZqzbv19ZJ4o/Pmrz+do/6eoIYeM9HI0/SzU3NVpJM6rQmKoDZV7SkAwxeknMjuhveYr3IOQRAE4cqmScVicHAwAODw4cOG+w8fPqweCw4OxpEjRwyPnzlzBkePHjVsY7YPfgxf29DjZrRp0wadOnUy/ADA292OGkQQt2Khuj26j8ylKbJDVjDU4To7NRc51u0Is+V5pV8phegsT1M+iyXOaOREdkdOZHdl1eKruYVuk0gl30bdhkWPNjYV/BqR9yMA7C4b4ono1dTu0TnQ5BGgdvYyie760uw8qscbT8xmMNNjZLGjU7DM7VWzx0UYReBmp+ai5+JF3tNias6VOrt5Vzz9TedvBhe8zvI0NXM6KXykQViqFHzNWuk3XytFjek6Unc3zbnm4pUiu+dT/1ofVD/J33sBYS/W8QxBEAThSqVJxWJERASCg4OxceNGdd/x48exbds2WCwWAIDFYsGxY8eQn5+vtvnkk09w7tw5DBkyRG2zefNmVFVVqW02bNiAPn364JprrlHb8OPQNnScxvCI/1tKhHDzbd2+RjfpBqA+sC1lpep5Y7v6GbYBoNJ2tsAUJWgoPU3YAlPUbT0aRLepdm7VD9XqfhIsfEpKY02Z69tefzy7wqEaebgHJPf9C7PlIce6XYlKZ3maIQrrC/4YF4p0LF+RMmVBpEVU3UEh6trwphVK0VIEjmohcyK7w+3IUlFcW2AKbIEpXu8LKiHIiexuuBZ1QY+XOKOVMKXoskpdl5Vi/qyhqkHIrO4wu8KBd6rGYHZqruGLAZ9YQzWUVE/blFBKOse6vcn3LQiCIFxeNFosnjx5Ejt37sTOnTsBeJpayMbAz88Pjz/+OObNm4cPPvgAX331FR588EGEhoZi9OjRAIC+ffvinnvuQWJiIrZv346tW7ciKSkJY8eORWioJ402fvx4tG7dGpMnT8bu3bvx7rvvIi0tDdOmTVPrSElJwbp167B48WIUFhZi7ty52LFjB5KSks7rQpDFCOCJNOVEdlcRMhJKrpAyQ6TMFpgCS1mpEh451u2GLlfA86FK6UGzzlwO2Z1QpJGEhJk4inHdZmg4IGHB4TY6vsQgF1F62pM/1yxSmZA41cucmotXiz0OY7v6qUgYCSCgbm/ICf6rVW0cb+jQ07Xc35IwS1lnJ0ao1y1+hdXQRAPAEEmeP2soeiWHosQZrdLrQO3EF1oLt0xaO9Glmpr0jmjC9DVk3d1cEJIwpUiqPjaSzLnDbHmIX2GtnTvOvDeBWk/Hi0VAuBMFy9wXdUa5IAiC0Pw0Wizu2LEDAwYMwIABAwAA06ZNw4ABAzBnzhwAwBNPPIHHHnsMjzzyCKKjo3Hy5EmsW7cOAQEBah+ZmZmIjIzEXXfdhfj4eMTExBg8FAMDA7F+/XoUFRVh0KBBmD59OubMmWPwYhw6dChWrlyJ119/Hbfccgvee+89rFmzBjfffHOjL0JliUeEUhSHxAQXNPThzMWetTRImTsHhDtVRNHQOZoYAWtpkDIu1qkvRUjCUe90pbXpNXBmkGCoLLbBsTjGI3BrfggeLatLXJqJHj55pcQZjagp3tHd+bOGKgHckDo6fg3dQSFKlPJUK68npft8iSMSsGsnutTflFamiS8k0ug1JgHIRSIdT4deD/KU1MUwF6gkqKnGlUSebqxNda5mkUF6P1CHPVAbFY8pPOBzSk9TQ+9/QRAE4ZeLX3V1dXVzL6K5OH78OAIDAxH9xAi0auNveIw+eKljeaGrQKWAqZ7OrOEF8AgWx+IYFTnSPfUA44c9F4JrJ7qU8TI91is5VNXj0X6oE1o1Q9SR/qRtLya8ZnHVD9WqsziyJBiFYYcMYwwBwD49p1H7f6dqjJqqQtdfFym2wBTTaBpFFun5Zmuna8tnRfN9EvzYPIqnv756hFMXgTOtUWofJc5o7Es/qN4v1HDD513r55MT2R326TkqEkxRV6qbvRjNTXRsvh46fmxGEc6cPoEtyVEoLy9X9cCC0JTQ/9l33zcVG/5vCfLz8zFwoEwOEoTzhf5N1ff/9lXVDV0X3KaG/raWBikBsXaiyyAE+PQNgtvZUO0b74AmwURiAfD2xiP2T5+B2am5qouW18zx4/I5yL6idU0hFPm+9VF6QG2Uj1LPRGHYISXeqENc79ptCBP8V3vVK9IEFYI6ms3GAXKhqaMbpHM7o03+4w3bUn0jRVFnp+YaxJOvzm1ey8nfSzmR3eEsT1OvN1BrH6TOU+uI5lFrnqanekVbYMpF+3KgC9eL0TwjCIIgXF6IWISni1OvReOdsFz0kVCiLmgSJ7y5JLad3SBiKELJhSGPinFrlfmzhiKm8AB2lw1Rdi1UL0c1jdxfj6JeDTX79kV92+kiQY+Y6uPueAMQPX+C/2r1cz7w1HRAuBOukDI1R5vMuulxM7FEUVizc7WWBmHVD9VKDNI4wN1lnqYrqskEPMKdzLDnzxpqEHP0OvCucLO60xJntPJ4nD9rKBISpwKoFa487U02Orx+1D49R31RoC8L9N6h63Ox4NfWWhokk1wEQRB+4YhYrCG7wmH4gKUP+/gVVtXoQFEUEhw8IkWpyXeqxhiiQmSVo0cQ41dYVXQxM2OJ4XGeVqbfvMmBImT70g/WW6/YUENms4kjfN+6+NIbeQgScWbNNk0NCToO98jU10voDS60VoqI0rWm19gVUqZqMqmRiU+B0Wdfx7azY9UP1SoyTRZMtE9ae8vRj3s1rwAwTIUBYIgc8/Oa4L/aMPovNqPoonU/c3QhanYOgiAIwi8HEYvwNLgEhDu90n1htjzMtEYhIXGqQfSRSCR7GBIL82cNVdE/oNYuhwsVivzEFB5QYqXn4kWIKTygRCk1XhAUXdw/fYbqALbY4/CGZSQ2+Y9X9ZWNMV/WtzXrTtY7t3namYtBOg+6htbSIIOJOdVWVhbbLnjiB7c2MhuhRyJWj4R63dZ8EWPb2TFp0iRD2UBmxhKvDna3I8szl7omkul2ZKnoo9uRpeY7hw0L82pYoWtG3eFju/qpyBxFaslvUz9ns65ps/O6FE0t+vEaM85REARBuPIQsVgDWc+YRcsyM5YYoifkj0g1iD0XL4IrpExFB3mUkEfsSCjS/TxtSPuhvy32OLUfSmknJE5V84jdjiw4ondhafF6AObCzuxvoO6UM0UTdTHIo3B6c4lZowfg8QuktCmlZs9nDCGHrn1lsc1Qr8fXFxDu9DIq16FrSuebXeHAqAVvAvAIZ2d5mpruQhNLSKj2Sg5VUcUSZ7TqCJ6dmouExKnqdaOuax6ppEgjeTzyqCXBjbb1iDOAes/tUlNfdFsQBEG4shGx6AM+UQXweCDqQod3NPOIIkefCc3vJ1FIgpFmFPdKDlXzd+l+ACrNSIKDIjpmkSieutQjlbR2sw95mi7Ct1fTa7TxegAMKWdKNbsdWbAFpiB+hdUgKmntFxJdpGsB1JpvL3QVKHHldmQhOzHCZyo2foVVRYzJiodS7mnp8cjMWKK8DS32uFrD85rzpfpRqlskOyUSePRaxBQeUM/RxwDSWml/9FrkRHZXHfC6sKb9N0Rsc39MS1kppmCNz1nTTcHFTnsLgiAIzUur5l7A5cC893dj7thb1e0SZ7THYLurH+IjuyOhcKqX16Feg8hn/1KUj1KL/DkxhQc8orBmWktJSCjCap4/G7XpYIs9DinJaxHjug1ACmzOaIQxmxRPtCpN1dEZBGONPqvLVmftRBeyS33b7egRVqrpfKdqjCHtqEc0Z6fmIiDDCVSNwf7pMzA/0Vjb6HZkedZX7Lnd2LSpOyjEK/W6dqILqPFJtDmjYS0NMjUSj80oQkyN7cxM1M5Wzq5wIMxWI47tALAeQBrcjqGAHQiAsyY6aquxpxmK+TXn2i9omzInp3ObzyxwwlBb38lnOvO51zGOLOSk116/mJrGJltgCvalH6z9UlIT2fTYA5lfH0tZKWwhZZ7u8cQIuOF5TmxGEd6pGiPCThAEQWg0ElmsgUfSwmx5KFjmbrAtCJ/tTGbLq36oVkJRjwZx8UYRSTKzNnRJu26DszwNzvI05fdI6VCydOFj8MyOZRaJookzQG2KmU9g4c0Y/LpUFtu8xKGKFtb8ZFc4MAVrYC0NwjKMNqzRrGP7QhtfeDcwRfBo3WbRNIs9zmDdQw0s9Bi/nwQg7YfPtCbBTl3Meo0pjW7USxv4uD++JuqIp8f7BW0zFeJ1TQCqLLahX9A27Es/qNL0Jc5oJRBFKAqCIAjng4hFAAf+Wehl/cIFHfkdzrRGKZ9AbndD0Nxne97NOLvmJQA1UcqaiCLtK7adXYlESjs6y9MQNixMpTcpRcqjUDy9nJA4VdW9EbowJKGSkrzWcL/uVajPq6ZtuAjUn1dX3ePwqpWIbWc31IFSjR+hN3+cLxQ9dIWUIbvCYYjMzk7N9Up5B4Q7McF/tdcUGT36yS2BKGpL5t4k2Pl4Rm5344lU5pna9NBra2b0zY9J0Ur+HuPNN3wGOE3jiW1nR8/Fi1CypUSVAjjL067IcXx33nknHn/88Yt+nF69euGll166oH3MnTsXt956a5Os50riaj1vQbgaEbEIYPeK7QgIdxo+2HkUierXAGPalaJDJBzpseXLl2N41UpDSprIrnCgX9A2Q9o6pvAA4ldY0Ss51FDjyGci02/eWAEYmwtoexIkse3sWOgqMByfd9bS86kjN7vCgV7JoYYZ2BwSTrrw45FDquMj0UvH130qKeqmGlO08YONgQSgfh3qq+/jZtb6eRJ8UgtFjkm890oONRink6WRK6QMsRlFXmbf3A6JrgsXpvy1NPOvBIy2P9RlTl8oaJ1n17xkGIl4qTukG8JDDz0EPz8/r59vv/22uZf2i2Xfvn3w8/PDzp07G/1cPz8/rFmzxnDfjBkzsHHjxqZZnCAIlzUiFgFEXrtDpRp5CpMigtz4GqgVjDwlSVY6BKWOeW1jTOEBuELKVNSItitxRqNkS4nPZhgOddbSmsimBoBXdJCOmZYe7xXhIjGZY91uiFjq++UCxlc3s55StdjjlMfgG5aR6n6gVqDFZhR5dVTPnzX0gjp9yW+QUstkpaNTWWxT55sT2d3Uq5Ein77S+lwU0/UOCHcarn1mxhL1HuBm7jQRiF8XAPX6ZlJTE5mB8/UCUO+jnosXeY5r3V7/RWtG7rnnHpSWlhp+IiIuXiOO0LR06NAB1157bXMvQxCES4CIRQCvl2xUncn8hyJHFJkhUUg1iiQm3Y4sNWqOxAJ55vEIIgAVUaP9ZVc44CxPQ8Eyt6p1o7QwRedIQJBAoRQqF4mx7ezqGOTXyEcEkkgjyx7AE+GKcd2GSZMmqX3RZBJ6PMyWB1dImVoDRSApMkaRSV8TZJYvXw4AhuYOnh7OrnDAUlaq1rcv/eAFezFSF7PbkeXVDEPn6HZkwR0UomxweFo8foUVzvI0g7AFPM01+hcD+sJA0cmYwgMqykn1jL2SQ5VnI6ELVBKQepQT8DTw8HpG6pym9dKkH2tpEAqWuTHTGoUSZzTGdvUzPf/LhTZt2iA4ONjw07JlS9Ntf/zxRzz44IO45ppr0K5dO8TFxeGbb74xbPP3v/8d/fr1Q5s2bdCrVy8sXrzY8PiRI0dw3333oW3btoiIiEBmZqbXcY4dO4YpU6aga9eu6NSpE37zm9/gyy+/NGzz17/+Fd26dUPHjh0xefJkVFZW+jzHc+fOISwsDK+++qrh/i+++AItWrTA/v37G3zcefPm4brrrkPHjh0xZcoUPPXUU15p4GXLlqFv374ICAhAZGQknM7aqDIJ8QEDBsDPzw933nknACAvLw933303goKCEBgYiOHDh+Pzzz9Xz+vVqxcA4P7774efn5+6raehz507h+eeew5hYWFo06YNbr31Vqxbt049TpHNf/zjH4iNjUW7du1wyy23wO12+7x+giBcHohYBPB2t6OG2jCKUAG1YoYEmrU0yLAtN1om9M5pHVdImSGqxusG96Uf9AjCmnnGlPoEagUniUASiSQIaHvyBySbF1ofP6YtMKWms9cjdsh30EzwkT0Mj9RRk4hu36N7OppNIaF99Avapn5T/SUZmV+I1UtAuFMdz6xejyaq+Jq5rNZQsya+DxJodN3VF4YaGx+yBqLnUJR1eNVKFRU2u8b0xcHM5oi/t+iLCVAbQeYd7+6gEIPg/6Xw0EMPYceOHfjggw/gdrtRXV2N+Ph4VFVVAQDy8/MxZswYjB07Fl999RXmzp0Lu92Ot956y7CP77//HtnZ2XjvvffgdDpx5MgRw3GsViuOHDmCrKws5OfnY+DAgbjrrrtw9OhRAMDq1asxd+5czJ8/Hzt27EBISIhBkOm0aNEC48aNw8qVKw33Z2Zm4vbbb0fPnj0bdNzMzEw8//zzeOGFF5Cfn4/w8HAvAZqZmYk5c+bg+eefx549ezB//nzY7XasWLECALB9uyfS/PHHH6O0tBT/+Mc/AAAnTpzAxIkTkZOTg88++ww33ngj4uPjceLECQAeMQl4vviVlpaq2zppaWlYvHgxFi1ahIKCAowaNQr/9V//5SXq/+d//gczZszAzp070bt3b4wbNw5nzpwx3edPP/2E48ePG34EQbj0iFgE0Hf654Z6P8AjMvalH1RznvVmEqpT1Ltg6TEOCSsuIClVSpFDXttIAoUEJIkFSu1ShzRNjqksthl8+Mi4miKVNArOHRSijkPG0zyFrI/KCwh3YtUP1WpNPHqoixESK1FTLOo+s+YO2tf8WUOVoTj9Dgh3es1FPl/ICNysXo8brFMN4r70g6br5V8cAM9rPMF/tRKH9uk5hvfFQleBEny8JpOXMuiCmo5Ba1Y2PAxqlpmdmov4FVbDe4xHevl88sudDz/8EB06dFA/VqvVdLtvvvkGH3zwAZYtW4Zhw4bhlltuQWZmJg4cOKDq6F588UXcddddsNvt6N27Nx566CEkJSVh4cKFAICvv/4aWVlZyMjIwK9//WsMGjQIb7zxBk6fPq2Ok5OTg+3bt8PlcmHw4MG48cYbsWjRInTu3BnvvfceAOCll17C5MmTMXnyZPTp0wfz5s3DTTfdVOd5JiQkYOvWrSgu9vhFnTt3DqtWrUJCQkKDj/vyyy9j8uTJmDRpEnr37o05c+agf//+huM888wzWLx4MR544AFERETggQcewNSpU/G3v/0NANC1a1cAwLXXXovg4GB06dIFAPCb3/wGf/rTnxAZGYm+ffvi9ddfR0VFBTZt2mR4XufOnREcHKxu6yxatAhPPvkkxo4diz59+uCFF17Arbfe6tVANGPGDNx7773o3bs3nn32Wezfv99nrWpqaioCAwPVT48ePeq81oIgXBxELAKIfmKEIaJDH7j7p8/wpGo18aczOzW3dgzglhLMTs1VXdOARyjQuD7AI1B4XR8AJZLIkJunfUko6EKDolU82mWxx2GmNUpZu1hLg5CdGIHsxAiV7qXUui0wBRP8VyOkdyLWTnSpxg06XmWxDWnp8QCMY/boNv9Nxw8bFqZu6xE0veNXp7LY5klpB4XUGZltKL4aOyb4r1YCGvBcezJE19epr8+sBpIfh88R10cKkjg3873U4Z3UNCUG8AjdXsmhKgpLwpqblQPeae7LkdjYWOzcuVP9pKenm263Z88etGrVCkOGDFH3XXvttejTpw/27Nmjtrn99tsNz7v99tvxzTff4OzZs2ofgwYNUo9HRkaic+fO6vaXX36JkydP4tprrzWI2KKiInz33XfqOHwdAGCxWFAXt956K/r27auii5s2bcKRI0eUOG7Icffu3YvbbrvNsF9++9SpU/juu+8wefJkwz7mzZun9uGLw4cPIzExETfeeCMCAwPRqVMnnDx5UonbhnD8+HEcPHjQ9DWg14iIiopSf4eEeL506RFeYtasWSgvL1c/33//fYPXJAhC0yFikaELhOFVnv/cdQsUqj+bNGmSwU8RAMKGhWH+rKFwlqfBWhqkastmp+ai5+JFSlRyqGmBrF9IANBkEFqDvj5qoiGRQ924NJc5zJanolUUZQQ8Uc3KYpvyaiSvQm7Pw6Nb9HxneZph9J/eWQ14R1V1SAjTvnm3Nj1WWWwzeCFeTHi0lUPXjaCUNa8BtJSVIjsxApXFNrxTNQaWslIsLV6vvgjw1wOAwdqHXwM+cUVvcCGLHmqUCbPlqZpIvf6Utq9LkF9OtG/fHr/61a/UDwmH5uLkyZMICQkxCNidO3di7969mDlz5gXtOyEhQYnFlStX4p577lHNIU1x3JMnTwIAMjIyDPvYtWsXPvvsszqfO3HiROzcuRNpaWnIzc3Fzp07ce211+Lnn3++gDP2jb+/v/rbz88PgCfaakabNm3QqVMnw48gCJceEYs18A9YtyMLSeEj1Qc7WaBwoqZY4IjehYJlxuLsmMID6kOcf/DTHGg+zs0XNP+ZG12T8ABqJ4AQXOxw8RabUQRLWanBcy+7wuFJSTuyPF3ZNfWYlILmzzczk67vb12gmJ0nT3/PtEYZhBN18Jo1ejQlei0jCTkl7BIj6rWcsQWmqC8S/DXgHo6103aM0Oure1fyGlL6gkDvGdofsS/9oLLm4RFns1T3lUzfvn1x5swZbNu2Td33n//8B3v37lUp4L59+2Lr1q2G523duhW9e/dGy5YtERkZiTNnziA/P189vnfvXhw7dkzdHjhwIA4dOoRWrVoZROyvfvUrBAUFqePwdQCoV4wBwPjx47Fr1y7k5+fjvffeUynohh63T58+XrWC/Ha3bt0QGhqKf//73177oMaW1q1bAwDOnj3rdZ2Sk5MRHx+vGoTKyoxfWvz9/b2ex+nUqRNCQ0NNX4P60vSCIFz+iFhk8LTf0uL1htu8Ri8hcSrChoWZzmYmb0WatkEf9FRfyLuSefqYHx/wjgrp3ca82YTXW1LtIkHdx9bSICVayBaIR6bUY/WkL0m0kpClTmnuG8gxS0VnVzgMs7Sd5WlKDFEa+2KnUfU6RKB2prYeVaR16/D3BPdKpO5kgjrYzfZHv3mElb5kUBMS9/Mkf0VXSJnBl5N/eTBEHC/iTOhLxY033ojf/e53SExMRE5ODr788kv86U9/Qvfu3fG73/0OADB9+nRs3LgRDocDX3/9NVasWIGlS5dixgxPWUCfPn1wzz334L//+7+xbds25OfnY8qUKWjbtq06zogRI2CxWDB69GisX78e+/btQ25uLv7nf/4HO3bsAACkpKTgzTffxPLly/H111/jmWeewe7du+s9h169emHo0KGYPHkyzp49i//6r/9q1HEfe+wxvPHGG1ixYgW++eYbzJs3DwUFBSoyBwDPPvssUlNTkZ6ejq+//hpfffUVli9fjhdffBEAcN1116Ft27ZYt24dDh8+jPLycnV933nnHezZswfbtm1DQkKC4brQ+jdu3IhDhw7hxx9/ND3HmTNn4oUXXsC7776LvXv34qmnnsLOnTuRkuL9ZUkQhCsLEYs1UL0fRXd4TR5Fe1T0i1nmxK+wekWOqDuVC4aeixcpoUTejdQ8wo8PGIUkPy5QK6Joe+5faJaqBqDqMZ3laXCFlGF2ai5mWqMMa6XjcvQ1kADhjRvUcU1pY1+pTx69dDuy1PGTwkdi/qyhhjo8aiy5VJBApOtuNldab3Sh+2hWNV0fHmEMCHcqv8f64On7MFseeiWHqlpXoLYmsV/QNjUBhpupE5QCp5rJXwrLly/HoEGD8Nvf/hYWiwXV1dVYu3atSmkOHDgQq1evxqpVq3DzzTdjzpw5eO655/DQQw8Z9hEaGorhw4fjgQcewCOPPILrrrtOPe7n54e1a9fijjvuUI0kY8eOxf79+9GtWzcAwB//+EfY7XY88cQTGDRoEPbv34+//OUvDTqHhIQEfPnll7j//vsNYqwhx01ISMCsWbMwY8YMDBw4EEVFRXjooYcQEBCg9jNlyhQsW7YMy5cvR//+/TF8+HC89dZbKrLYqlUrpKen429/+xtCQ0OV0H7jjTfw448/YuDAgZgwYQKSk5MN1wUAFi9ejA0bNqBHjx4YMGCA6fklJydj2rRpmD59Ovr3749169bhgw8+wI033tig6yMIwuWLX3V1dXX9m/0yOX78OAIDAwHURg/1pgSKolG0hxtt0wc8iUw9AknPXegqUOKIp3r7BW3D0uL1hpo2/bm+4I/TPs3q1gAYzom8By1lpaqhJSDcabhNz6Hbse3sqlnGbJ8cV0gZJviv9jTU1Dw3u8IBV0iZwcaHrvm+9IOIKTygrjFdX/v0HJ/nfjGxlJWqTufGQqltusaVxTbT6+TrteWv40JXgWo6osghPScpfKQh8g3ASzTyNPilEt5nTp/AluQolJeXS23ZJeDuu+9GcHAw3nnnneZeyiWD/s+++76p2PB/S5TNkCAI5wf9m6rv/22JLAL4540hBiNqgj68KbrI5zkDxigapZ0Bo21JbDu7Sh8CnuYYqkEkyxi6TcfU961jlpLWo0sc8jMEPFFREjWTJk1SkTTyWSRR3C9om6mHJEUHfaWJdbHM76fnWOxxyInsDmtpEGZao9QIQWtpEGIzirw6ey8l5ysUgdroIzXBUOQRgGo6orQyCTi99CC7wqHeMyQU41dYVdSTz8KenZqLVT9Uqy8f+rjAy73BRWg4FRUVePHFF7F7924UFhbimWeewccff4yJEyc299IEQbgKELEI4On7+wEwb8bwNV9Yn8xC21HNGn2YU3MMpYKpw5rQU736Bzw1f3AB2lgRQMfk6d/5s4Zisnu9OsbaiS7VbQt46jJ55zMJZZ5e556M/Bwqi22G5hx+LnR77USXl0l4QLgT71SNMQg2M1PtKw0uGnlqmY//I3g3OrfFoYaYd6rGYBlGY5P/eCXw6csGTa2h/Qi/HHiqetCgQfi///s//P3vf8eIESOae2mCIFwFNFosbt68Gffddx9CQ0O9hstXVVXhySefRP/+/dG+fXuEhobiwQcfxMGDBw37OHr0KBISEtCpUyd07twZkydPVtYPREFBAYYNG4aAgAD06NEDCxYs8FqLy+VCZGQkAgIC0L9/f6xdu7axp2MKfdCu+qHaEKExs4XJsW7HQleB4cOdoozULQvU+iiadfmafbDz1KEuuhoLb8ThowtnWqMQm1GECf6rMX/WUKyd6DKYb9MxeY0jAEPtoi5cS5zRKsKl18zxWcU0tYZq/cgPMse6HZayUrxTNQbZiREegfkLaNIgKPJYWWwzNR+nKCs3g8+ucKDEGW1ogllavB726TkY29XP0CXPX4+65kwLVxZt27bFxx9/jP/85z84deoUPv/8czzwwAPNvSxBEK4SGi0WT506hVtuuQWvvPKK12MVFRX4/PPPYbfb8fnnn+Mf//gH9u7da+j8AzzF2rt378aGDRvw4YcfYvPmzXjkkUfU48ePH8fIkSPRs2dP5OfnY+HChZg7dy5ef/11tU1ubi7GjRuHyZMn44svvsDo0aMxevRo7Nq1q7GnpNDtc2JctxkED80E5nV9Y7v6KRGpRE/Nhzv3TgRqBZJ+TBIN3IiaImq+xrbVFTny9Vh2hQOVxTaD6CCfwBJntBoVR4KF0EfQcUGiH2uT/3jlx6gLXDL4BjzXjvwCuZUQWRHx2lAASjw6Fsf4PO8rCRLtse3shjQynw3OvSatpUFqdjRvwInNKDI0ShHU6AL8MqKzgiAIQvPRaLEYFxeHefPm4f777/d6LDAwEBs2bMCYMWPQp08f/PrXv8bSpUuRn5+vpgHs2bMH69atw7JlyzBkyBDExMTg5ZdfxqpVq1QEMjMzEz///DPefPNN9OvXD2PHjkVycrKygAA8c0jvuecezJw5E3379oXD4cDAgQOxdOnS870WAHzX2QFGP0M+Bs9sPJtu9EwRRWtpkFdamY6xf/oMw9xoM9FHj9WVita7mjkB4U5DhJTXCxIkaHn9JG+m4b95dIzS7HxEIa2ZeynyY1jsceiVHGoQhhSRXTvRpYzNN/mPV5NWfimRRj4TnKDu8syMJV4jAvmXjcpim7oOBcvcpk0s/H1Gpt+CIAiC0Fgues1ieXk5/Pz81Fgtt9uNzp07Y/DgwWqbESNGoEWLFsrs1u1244477lAmsgAwatQo7N27V3l8ud1ur3qdUaNGwe02mmRz6htKX9f0ixJntIqAuR1ZalILwQWVmU8fx1daOSFxKsJseQYvQ319ZgbPBO/Yrss2hbqUeZoytp3dY9CdUaSELdVc0r4oCsYbf/g1ID9HuhZJ4SOVQOTi2e3IgrU0yBA9fcMyUtV20rZ0jWIKD2Bp8XpYS4M868ko+kUIxoBwJyb4r1avM3kmxq+wIiFxqhJ73DfRzNuR13jS9ZYUtCAIgtBUXFSxWFlZiSeffBLjxo1TLdmHDh3y8vBq1aoVunTpgkOHDqltyF+MoNv1bUOPm1HfUPq6/A1ptjOZa9P8ZaDWQzApfKTnvFkEh0bYcVHl6xg8SskjebHt7Kou0ldamqeWuWG3TmWxTTVR8PpJmgpTWWxTIo3XXAaEOzF/1lDDfXQsvg9+Xj0XL1L38+fotXqx7eyY7F5vEJo89c0tYygCWeKM9jTSlJWanueVREC4EwtdBSoiTJ6TPELMm4o4NPcbMNaI0murf7mQ6KIgCILQWC6aWKyqqsKYMWNQXV2NV1999WIdplH4Gkp/R9snlcefbknD6bl4kZr9yyGRRFY4ugAkEQQYa9R8+e1xkZAT2R2lX2cYGkzMIBNnX2vn0GOUAqXo4ezUXBWRopnJJDqpw5kLTH6Mha4CFXUlI2oS1Fws845oDplx10VC4lTYp+cYoorZFY5fRJRxpjUK+9IPKj/LgHCnGs/I09FmkFUPjQiklDW99/TniWAUBEEQGsNFEYskFPfv348NGzYYjB6Dg4Nx5MgRw/ZnzpzB0aNHERwcrLY5fPiwYRu6Xd829LgZdQ2ld5aneRlZ67513C9Rx5chttl2vJvYDGtpkKrxm2mNQkjvRFOhoNdXmlGXAOMiFvCIx33pB2vHEGYUeVK+NRNOyAImu8JhSH3SdaKon74WHjEk8cJtd8jTkQtqs+vDSwT4lB2LPe4XIYDs03PUeVUW2wzRYRJ/FHlWlko1QhGonfISv8JaZxpabHUEQRCExtDkYpGE4jfffIOPP/4Y1157reFxi8WCY8eOIT8/X933ySef4Ny5cxgyZIjaZvPmzaiqqlLbbNiwAX369ME111yjttm4caNh3xs2bIDFYmn0mjeffsEr2sWbPLgoofRoSvJa9ZhusKz7D+p/UyqbDK7159K0ExJf2RUOZaBNzwNgEApmx6I18zWZCQU6L6oVtNjjDNE6qmek++h8KX0aZsvDTGsU1k50GdLWZiPydL/I2HZ27C4bYthGt4Ch5wWEO5UoNGssakgTBzWGUAr7colK0rlZ7HEekc7GT/LXjb6M6FHwd6rGqAYY3kUNeHevm71vBEEQBMEXjRaLJ0+exM6dO7Fz504AQFFREXbu3Ini4mJUVVXhD3/4A3bs2IHMzEycPXsWhw4dwqFDh/Dzzz8DAPr27Yt77rkHiYmJ2L59O7Zu3YqkpCSMHTsWoaGeD7nx48ejdevWmDx5Mnbv3o13330XaWlpmDZtmlpHSkoK1q1bh8WLF6OwsBBz587Fjh07kJSUdEEXhGoEafauWWfx7NRcjO3q53U/CRhuh0P3c0gcUeRIF4zUhc27lkN6J2LSpEnqeSS6dDHmK1pJ91Oa0kxU8tnMs1NzlfjidW+6GCOvRqpprGsCCjec5rd5VNZXRMwWmKJsf7jgNPMq5LWMXAxaykrVuQHML/IyqXvkXzzoNs38pi8OJPT0MX4k9KmbWp9nzrvXSSwLgiAIQkNotFjcsWMHBgwYoIbJT5s2DQMGDMCcOXNw4MABfPDBBygpKcGtt96KkJAQ9ZObW/uhnpmZicjISNx1112Ij49HTEyMwUMxMDAQ69evR1FREQYNGoTp06djzpw5Bi/GoUOHYuXKlXj99ddxyy234L333sOaNWtw8803X8j1gMUep8bjUdcuRcAAoxciQTOASWj6mptM++dj7wgSMDxaxkUVTVxJSfYYj/NavYBwZ4NSi3Rss8gd36bEGa0Ms/W0u9uRZRBXFBGrK0IXEO702g8Jaj1iRvO5fVkRUdSMzjlqinkkmTwlKUWdnRih5itTdJjWMH/W0AYLxospsuiLCaWgYzOKVE0pnbevddK15O8vs+5+8gB1O7JENAqCIAgNwq+6utrb0fcqgQZoRz8xAq3a+Hs9TulgmtebXeEw3McFTYkzWt3vCilTdYe+agmBWqGli0MzIkuCURh2CEnhI5GQOFUJWBJAAAwitb7aybrgzyWRx88dMNq1kFCcnZrrM7JI2+h1oQDUDGR+TX2tnc6ZpqDo58mfT9c/tp0d/YK2YXfZEFMR73ZkYdKkSdg3dE59l0ZFN9dOdKl1NBWWslI1HpLSzPw9EptR5ImO+rjG71SNUc+LbWeHLTBFvSfN4NeyKThz+gS2JEfVO5BeEM4X+j/77vumYsP/LUF+fj4GDhzY3MsShCsW+jdV3//bMhsaQN6Cj70iWRRVpA9aSv3y+3ja2VmepiJWzvI0JVS4pQ0nKXykof7ODL6m5cuXA4ASitRVTObgdBz6bWYU3lB0Oxw6X5oP7cuWx2s/NWP7+Kxofm40zk4/tl5nyaHIGF073RScpuzw+s75s4YiIXGqOhaPclIqN6R3osGGxgyKIK+d6Kp9D2iRPpoyQyn8xkTu3EEhhkggpeRpRCDgbYVD0GQbik5SF3X8CqtPk/dfkmelIAiCcPEQsQgg+okRXkLGLN3sK+UJGOcl09g/tyMLaye6VFqVp1zJdJnPaubWM3rEjP6mukWKWBYsc6vjUJ1jQ6a8nA8xhQcMdX48oshrO6lmkLbVU9C6aTmlTnm9Ip2/2TnwaC0Xm/q2JOz1/VAEM7adXYk5Hq3zJfCoHICOSel6Lhj1KF1jzbHJMsftyEKYLQ/vVI0xrMtstjhQO7ecDNnpms+0Rpl239N7kUY9CsKVxPFjh+vfSBCEJkPEogklzmj0Sg718kvks40Jnvak9B91O5NwNIvEmQmhnMjumJ2a6zUqkDPZvd6wLto3FwS+0o4XCo+k6lBk9Z2qMXA7aifN0PxnDokx3sDjdmRhk/94JXR8RUbru4/EEo9OEnonNo8QVxbb6kzH8ugob0QyE29rJ7oM2zQWLnD5e8EVUqbqaXVBOzs1V62Fv+fMyhECwp21DTPt7HW+3wThcmTblpVo27YdgoIa/+9LEITGI2KxBhIp9OFpLQ3C7NRcrzSy3vShR2vmzxqqup1JOOoiy1fEj6JAOZHd1Ye5PlOZT46hfc1Ozb2kdih0ngDUxBeqnXSWp6nUsDIfDwoxjAwk9I5xum48cqdD567Mw03EkN5l7uscdEgwUsSRp6UXugqUFRBvzFHnzqKL7qAQFQE+H7jtENVmAh7hTcbvZhFLFcmteS9wiyOOpaxUeTLW1ewkCJcrmzZtQmHhHoSHhzf3UgThqkDEYg3xK6ywBaYYPjz7BW3D/ukzANR6Ipqlpzk8YhU1xYKeixcZ0oIETwMCtR3DOZHdMdMapbpf96UfrPfDvCkjiXXNlCa4+OWRwIasR09N8w5yei5da4rKkV0OX5vZ/GtfdkBA7eQY/hw6Dgly3ulN2+npdb5vvg1FVQlH9C7T550P3F+ShJ8esaV6R3p/8ui2Dgnc2IwiMegWrkhuvfVWEYqCcAkRsQhPg0tM4QGvdFxC4lQkJE6FK6QMpV9nYNKkSZhpjTI0GfAIj+75FzYsDABUI4eviCRQG6GbaY0y1DZSBIij1/bR833RGEGgp8zre64tMEVdDy4AzdKzuucfnzOt74ObewMe4c1FKIk43ggyOzXX1MybC0+eeo6aYkGJM1pFkakjm9cl0vPs03PgCilDZbEN/YK2wRVSpuyFaBtneZpqauGTahoiwOsjdNk5zQAARmxJREFUINxZbyMKf60SEqfCUlZqEJp8G4o+ikG3IAiCUB8iFlHb4KILDfIc3OQ/HsuXL8dktycFSOKAUtY0GpBbv7gdWdg/fQZmWqOUADSrXTSb9MJr1cyidDQ7uC7qi7r5Or7ZNajrGM7yNNWQQZB3IV97doVDCRMSelTnSNtxEU7d59mJEZhpjcLYrn5etYl0vckex+xa2QJTvM6BRFzBMrdBRHJBT9eC+xHSa5KQOFWZtvPSAmrS4dFWijo2BRZ7XJ2CMTajCDGFB2ApK1XXOjsxwjAFhns56tFKQRAEQTBDxGI98BF4epSPxI0+Ko9+U30ZUBv1MrODMYM3U9T1YW7W4Upr8rUdh6x3aI169E/HrFaO7GzouFz0Udc07/pWPpWsA1nvcOZ1j8pjkDWtmJlNm0H75YKJXovsCgdSktca6lLpXGi/OZHdvaJvfB16lHeC/2rEr7AC8I6SXijURV6XgbjFHqeuK/lX0v26zZCIREEQBKEhiFhkmAkliz0OCYlTDdvQj7M8zasujuB1cGSQ7Mtw2tf9AeFOj3ApKzXsW08tEmYNISSE6Bh82ovbkWUYW6jb0OhiCKgVz+RfSKI0zJYHW2CKMifn6WUaHUjHnz9rqEE8UjOHnrqmqKPqVq7DEigpfGSd15fb+3AhPbarn+rKJgE1wX+1WtNMa5Q6X/rNRw7ysXrUjEKG3fNnDVXR06aalELXr67HCV0cZlc4aq11atYqE1wEQRCE+hCxyODRKrPIGkXMzDpdLfY4ZVoN1Ea0LHbP+EC6XeKM9qpd5Mfjv6n2DYCpvUlsO7tBHPAoGgmjNywjlSWP2XlyYUXCkNcAmlm/kDWO3pVNKWnejczFJeBJi5L4y06M8BKjXAhRVJF3HvtieNVKL7FsFmnVI2wWe5xh3jJ1QNP6zOpMeyWHGqJ29FhlsQ0pyWsN1je0XUC4U5l1XygNrTN0B4V4jZYkb0gx4hYEQRAaiojFGswscUhskGgh4eOI3qU+fKk+ze3IUhEquk3bDK9aqfZpLQ3y6btodpsiQrRfoLaZxUw8Ua0cNVgsX74cMYUHVGrUF7Ht7LDn3axGzfH982tD4orqBLlg8jVdhM6XBArvbLaWBqn7qa6RopaAedMKzcfm18RZnqbWnRQ+EkBNCtlHB3VdZtkU7aRz4h3SFJ2jdC/vig4Id2JsVz/DMUuc0Z4Gp8QIrJ3oarRJ94VCqWv9mtPr1hTNN4IgCMIvGxGLDD5FhFKXvHGCGyWTiKMfLu70zl69AYTQp7rQMThcjNE6eDSRz5Y22xf9UL2lHtmiNZZ+nQEA2OQ/3vC4K6RM1fdRCpv2oQtQSiPzekMevdRr9wx2O6yu0R0UgtiMIpXK1QUNNbu4QsoMpuQk8BMSpyK2nR29kkO9Imu0LReOaopLzWtO98VmFCkBSq/pQleB2hcX7dSMo19bZ3maSmXTcS91+pdS1/2Cthki1PyLiCAIgiD4wq+6urq6/s1+mdAA7T2LB6Lv9M+VDQulUkl8NNS0mEfECC4iqUs4J7K7p2uV7ZesUcyORfulCJE7KATvVI0xfPDTY9Qh3Fij5dWJszHnmTfx3LMPY84zb2L58uWG6GqJMxoT/FcbxviZ2dRkVziw0FWgBJIrpMxrnfx+Wjela+k3iVMOF1gk9Mgv8J2qMapxhu+b4GsCalP1vtLsPLpoKSuFLTAFzvI02AJTDM/hXdP83CiyS+eimnRqrh9teymbTOgaATBM2KkstjXJOs6cPoEtyVH1DqQXhPOF/s/etGkTOnTo0NzLEYTLmqCgoHr9SOnfVH3/b4tYDAzE9Gc2IPfciwaRwQ24eyWHKiHiCzOxQOKJbnMiS4JRGHbI8HzAvHmDCxsSi5XFNiSFj8TwqpWmYkzHbA18zZTa/ecTDwMARi14U4031MUXNc1Q2t2sS5lISV6LGNdthuvKhS1QK4YpBZ6ZscRwXly4USRVv9a0H10sJ4WP9HgOsmPzNfgSvkBtIxH95mUJdBwSuLQP/RhcbJtZ/Oi+hxcbPs/bFpiivgDwzvTzRcSicLGh/7MFQaifgLYB2Fu4t07B2FCx2OpiLPBKY/PpF3D3Nc/BWQ4AQz3iCKjthC23e9K0YUZBxD/4KX1JNW0AgJrsqS6UAI8YK2RizMmiaZayUq/OZGe5HYDDEJUiQeVLIPKuaXvezUhZ8CZiXLcZmm+ItPR4xLazY7J7PfZPn+E1B5tv2ys5VJ0jF05monFsV7+aa+PbY9LlLMN8eKbVzE7NxfCqlJpOc4eql5yfGKEEFR0T8NTfkWCk+3Iiu2NmzTGok52n6LndDn/ddCGXnRjhiajWXMvYDI9YpdeAhGJtRNqO2FTjPmitYbYsrzQ8XVfycuSi+GJCa4pfcRCYftEPJwhNzvX39kP7EBGNguCL02Un8e2aApSVlTXJtCOJLNZEFu9/9yGDTQoXZbHt7IiaYjEIKF8pVx6908VHSvJaJcrMxAkAFdHU09R8n2bRsNh2dsSvsKq1cCsXwJNmBoAxGfMNx9IFnlmEk0fs+D7NUrAN2Q//m2yFKPUfm1GkRJqzPA39grZhafF6Q0RVhyKfdN304/I10ThF/lyzVLR+rQEYjK71/dN6ARjOh9bC0+ZcoPJ9zE7NbZIIX0PQp7o0RWRTIovCxYb+z77pwdsQ2PPa5l6OIFy2nCwtx1fLcpGfn4+BAwf63K6hkUVpcKmhZEuJ8tDjQhHwfKjrkTb6oI8pPKCaYkh00G1dCNI+SESYdQ9TMwqZZfOJIrxJRu/0pVGBtG1OZHefTRTcGoeOUZdxtK9ULTd85lNLSJzxVLDbYZxgYwtMMRWKtF8SXtzjEjCv8aMo59qJLi87IA5v9AHMxxJSJzudNz9Hup66AKamJ3q9aZ/c3Js3Qnmiela1hoZYAzUlvJkIkJF/giAIQt2IWIQnDT22qx/6BW1TET0u0oBaM2tVY6ZZshCx7eyqucEXJCB0oZIUPlJF3EhYUs2jmaE0mVtTDWFsOzuSwkfCYo/DTGuUobN78z93qG1ovVFTLHA7stAvaJvaJ5/ookcHdeHKu8dpXSSegNraxp6LF6n96GbWYba8WjFaM+3FFphisM7xBa8h1K8NPz5Hny+tj/jjne3kk8jPn09P4d3EuigkQ259vbRmEvb8WJcKul5J4SNNr5EgCIIgcEQsArij7ZOYnZqL3WVD1H1mvoQ0cs4VUqaigr7EjK8Pfy4YKLpG9Fy8SAk4vv0m//HKA5Fq5dRxykoRU3hAWfbwc6AZ0ha7ZwrNnGfeNIifgmVuWOyesYQkegqWuZUw1c+BTyKhNVA0lQs2OsdeyaGIbWc3pH3pnHIiuxvWwu126DeNDiTrF33MHT3XFpiimpH4taOZ3Fzs8cdp7Txyaoi41URceQqZnwNFUamukr+WdB76lwa9C7quju+LhTsoBNmJEViG0SptLwiCIAi+ELEIYOTKBxE1xYL4FVbkRHbHQleBEmC6px7giYaR0OCRKMBbAOpMmjRJiTGKqpHgiCk8oLqRCU/Dx0pMdq9XE2K4aOGRLd7kYQbZ4ejPBWqNtykiRuMKuYm0fp5cCGVXONRUF/rhBuRcTFrscYaaTGq4oH2QRQ2lo9+pGoPYjCKfpt9htjzMtEYpIc0F+ezUXHUOtE8u7HhnNOCxlyFo3CA/f94FbXZd+BcB/T59bb64FNNVKPVMv2XsnyAIguALEYsAnr6/H9LS4xFTeAAzrVGIKTzgNTkktp1dzSemkX266KAUb12CbbJ7PXKs2wHAIJZI6Ex2rzcVdDGFBwzNG72SQ9U2FFXjayW45UtsRpGXUOHihYRc1BSLimQCxnQuCSVKsdaVjqe1mnUi8/v162XoSK5wYIL/aoOA4ml3fh3pHPgasischgYWbuIN1Ao4LvJ5/aW+HjoHMgsn8UlRUDovbvtD9/G1WcpKVbc6rxn0dF1f+hpCmeQiCIIg+ELEIoCAsBdVuhYw2sHoU1Z4LVq/oG2IX2FV3bAEj8rp4mymNQphw8LUbYs9TkWh4ldYlSAk8QnAMHOa749ECG9sAWqFUEC4U4ke3qChnxeftOJ2ZGFsVz8sX74czvI0WEuDEFN4ALHt7HCFlBmigHqamgtAvh4SV3SN9Guy0FVgmHZDk0/0KC1Nl7FPz/GYmPsQ5XQuvB4R8KSd9TXTeXChawtM8Xouoc+fpvpEj71RmhKQdM76mman5qrpNJyAcOclNejWuVRd2IIgCMKVh4hFAJUl0wxpOIoa6RE++sCnD3pq3ACgUq5kLE3iQRcXAAwdubHt7NiXflCNp6NIF+ARj7Ht7EpA5kR2V4KMUsV8jXqzBI/G6cInNqNI1UDqosbsOlCEju6j/ZGoJvRmE57K1kcJAh5hPdMapdLx/HqTKM+u8VjkndF6/SIdi86VRy1dIWUGIWa2NjpHEo30xUAXvzTqke+HjknjCUnk6o1B9Bye6m5OgSgIgiAIDaHRYnHz5s247777EBoaCj8/P6xZs8bntn/+85/h5+eHl156yXD/0aNHkZCQgE6dOqFz586YPHkyTp48adimoKAAw4YNQ0BAAHr06IEFCxZ47d/lciEyMhIBAQHo378/1q5d29jTAQDkLfjYcJsLPO4fqH/o90oORcmWErUNCUW+jT4aDqhNa9JsY5phTDWHJEp5Y8js1FysnehSkSsubPTmCr52EnO81k7vxtbr+JTI8ZEOpcib2fXSDakpRW6xx2F32RAlonhXNKV2qamFRBoJrxJntFe6Nn6FVQk9nibnglm3NOLb0A/N7eZRVm5abibGuZ0Oh9cxclHN/1aTXOpJNV/q+dGCIAiC4ItGi8VTp07hlltuwSuvvFLndu+//z4+++wzhIaGej2WkJCA3bt3Y8OGDfjwww+xefNmPPLII+rx48ePY+TIkejZsyfy8/OxcOFCzJ07F6+//rraJjc3F+PGjcPkyZPxxRdfYPTo0Rg9ejR27drV2FPywloa5JnY4gMSCWG2PIzt6gcAXo0gunjjTREUTaLII0XceESMd+BSqpqEmJ7CpMYQsxSw2XrcjixDSprSysp4m0SjNkmGRB2vV+TRNj3COH/WUMQUHkCYLQ+ukDJDh3l2hcM0pcuFHL/O/PoCnhpOiq7qzUi0Zh4F1JtGuBcm/0JAz+Vr07uoyX9R//JA560iojUpasAjbufPGoowW56qVaTXQF+bpaxUpf0FQRAEoblptFiMi4vDvHnzcP/99/vc5sCBA3jssceQmZkJf39/w2N79uzBunXrsGzZMgwZMgQxMTF4+eWXsWrVKhw86KnNy8zMxM8//4w333wT/fr1w9ixY5GcnIwXX3xR7SctLQ333HMPZs6cib59+8LhcGDgwIFYunSpz3X99NNPOH78uOFHh0TB8uXLlQDS08+AsQYN8Ai/MFseSpzRKirGRQh5+gG1TSe2wBTsSz+o7G6oWxeoTe+SnQtFEWlEHRcv+uxm/Xy4CNINx82iY1RDyc+X6hVpDWSorQs7fg15FDPMloe1E12ImmIxbENr0H0tAU/EkM57k/94Q6QtNqNIparN0r16GYEuTLkHIq8zpOtF9Yf6NB89Tc/rVbnopteIrg01JPHaUcC7C5nGCdJrkJ0YofwnJdIoCIIgNAdNXrN47tw5TJgwATNnzkS/fv28Hne73ejcuTMGDx6s7hsxYgRatGiBbdu2qW3uuOMOtG7dWm0zatQo7N27Fz/++KPaZsSIEYZ9jxo1Cm632+faUlNTERgYqH569OgBAIh+YoSK9uVEdjc0ZuhiSo/8UU0cfbhTlJD2Q9vzKBftO8yWh5jCA4Y5xyQSecNNZbHNZ/0kPc+sNpLWyH0T+dQWsyYOEoj6/rgtT2w7O/oFbTNN79JvEk2Uep2dmouoKRb884mHVZSVp+z1GdtkJZQT2R0lzmiVwtbR6wN5PSGfTEOek/rxaFtaK4lGM3HNvzzo0V3db1N/nM6Vmo74Wmen5ioxqE/ToZIDJdQvga2OIAiCIHCaXCy+8MILaNWqFZKTk00fP3ToEK677jrDfa1atUKXLl1w6NAhtU23bt0M29Dt+rahx82YNWsWysvL1c/333/vtQ336wNqmyB4VzFnoatARRXJ2Ht2aq6X/Y7ZcwGjyCDxkBPZ3VQUkNgx8+kzE24kWMiqB/CIGBK3FDWj/fHoIUXs+BQYHqXcXTbEqzlDF9IADLWY1AXO18ajeTwCOjs1FyXOaNUMxKe68OOpUYFsjrPeKOPLFoZ/KaBrwx/jkV6+HQk6/vrqazN7vS32OMPryp+r2xo5y9NUR7i+D4kwCoIgCJeSJhWL+fn5SEtLw1tvvQU/P7+m3HWT0KZNG3Tq1MnwQ1QW25T4cYWUGcyuzbwT6fb+6TMQv8KqREX8CqtHiGUUKVsdM5HIx+TxOkGywjF7DlHXCDyy6+FRK6qrJJzlacixbveKmtF5OsvTlMjifoFcQOviiMPHB3JmWqMw2b1e7Y+iryXOaC9bHYPIrDFBN2sK4ZY8fPoLtz+i/fLXmI6rm3P7ep0pJU21mPwxOh/ajyukDEnhI9VjAeFOZGYsMUSjeYSRoPVzgUijI0nkC4IgCMKlpknF4pYtW3DkyBGEh4ejVatWaNWqFfbv34/p06ejV69eAIDg4GAcOXLE8LwzZ87g6NGjCA4OVtscPnzYsA3drm8bevxC0Gf6kkjRO6IBYGnxetW1TJ3NYbY8VBbbDFNKdHiNIQkb7nWoN4zQcRe6CgwiRRcQOdbthjpC2i/Ntqb7xnb1U5FD2pbqLYn5s4Zi1Q/VqtuY0qG0PaVNCRI7CYlTDfcvdBWo8+G2QVTHR36OPFKnRynNoqm8o5m6qPnaAShPQ5rkQvWi1JVMx9AjvLxRhU+A4edJ24bZ8gyd5GG2PCwtXl8bLU2MwNLi9YbXUq+/JDsdEusUSaVyhNiMIiUcxW5HEARBuJQ0qVicMGECCgoKsHPnTvUTGhqKmTNn4p///CcAwGKx4NixY8jPz1fP++STT3Du3DkMGTJEbbN582ZUVVWpbTZs2IA+ffrgmmuuUdts3LjRcPwNGzbAYrGc9/ori20qqsg7YOmDPTNjieqS1sUcCSnecGHW9MHr3vQmDB4NpOfzdVjKStW8Y4LX/QHwiiLyc9MbW8j8mu+vxBmtIoMUlaRuY73bmlK/lKYnY2c9QtcrORQWexwyM5YAqBWA3CRbt5jhKVoe1eSQkbU7KEQJehLesRlFSAofaThva2mQOrY972YAxo5lLvh42psirRR55c8xa+7hrz9FOQGohiDqCqeoMnlG8jpJZ3maqmWk667XsQrCheDn51fnz9y5c5t7iYIgXCY0WiyePHlSCUEAKCoqws6dO1FcXIxrr70WN998s+HH398fwcHB6NOnDwCgb9++uOeee5CYmIjt27dj69atSEpKwtixY5XNzvjx49G6dWtMnjwZu3fvxrvvvou0tDRMmzZNrSMlJQXr1q3D4sWLUVhYiLlz52LHjh1ISkq6oAvCu45X/VBtMG5eWrweoxa8CcAoEnh6kactOZQqjc0o8oo28s5nuk1/k7Dg1jlcOMVmFJn6LFIkETCPyvH1ljij4Qopg7U0CGG2PNWdzQWR2VQSSgFTZM9MwLgdWSqCl5A4VTWT+IoU2gJTVASPi0az1LZ+PBKMZE3TcvTjyoJGr2t0RJtbLPGpOyrKWyOC9caTlORaX0/eGMSvO3/dSJhzqx/egKNHdbkdD2+AUderrNTUnFwQGkJpaan6eemll9CpUyfDfTNmzFDbVldX48yZM824WkEQmpNGi8UdO3ZgwIABGDBgAABg2rRpGDBgAObMmdPgfWRmZiIyMhJ33XUX4uPjERMTY/BQDAwMxPr161FUVIRBgwZh+vTpmDNnjsGLcejQoVi5ciVef/113HLLLXjvvfewZs0a3HzzzY09JQV9WFO9GaVqN/mPVx/SMa7bvOZBcwG10FWApPCRyK5wICV5rdqn3oAC1EaWAGMXNucNi2ctZOWiP49uUx2cxR6HpPCRHq++GvHEG1UAb4sZatChbbl45aKVzy3m0Tp99B8XS74MznUDa0q5WkuDVPqXztPtyEJC4lS8UzVG/VjKSuEKKTNMQwFqx9a5QsoQNizMazY0Rfr4fSSCeUSPR1z5fG1+3WNct3mdL/eg5KlsDp/lTa8dfz1IRJY4o5ET2d3L15HmStPzBeF8CA4OVj+BgYHw8/NTtwsLC9GxY0dkZWVh0KBBaNOmDXJycnDu3DmkpqYiIiICbdu2Vf/3cnbt2oW4uDh06NAB3bp1w4QJE1BWVvv/z3vvvYf+/fujbdu2uPbaazFixAicOnXqUp++IAiNoFVjn3DnnXeiurq6wdvv27fP674uXbpg5cqVdT4vKioKW7ZsqXMbq9UKq9Va5zaNgcRMQuJUj5ip0VSeejNPzZknAjQUOZHdEQN4CaW1E12IGm0B0tcjxnWbQSBRN6wSSiwYWLKlBDnDwjBTW1NI70SUOHfBWuqoSZEHISeyO2Zao1QETU9N0lg8X/WSZPdDgokEB93nCimDlT3XFVIGqzUKqNm/LpD1rmLCI8qMDSM8eqrfp0yqmTE2rZEilAtdBTW1oA4AaR7fxjX7vM7RWZ4GTASgNayQ8KLXg4s/al4x86HMieyOGC2qmm2vndxD0VWCrjHVprodWXA5yzAfnrT87HIXbIEpcLJj8gYiN7Jgo27wmv3aAlO8LIBiM4oM5ulSzyg0JU899RQWLVqE66+/Htdccw1SU1Pxv//7v3jttddw4403YvPmzfjTn/6Erl27Yvjw4Th27Bh+85vfYMqUKViyZAlOnz6NJ598EmPGjMEnn3yC0tJSjBs3DgsWLMD999+PEydOYMuWLT4/U3766Sf89NNP6raZN64gCBcfmQ2tQQ0felesIRqXUWQYxafXLpJFDE8t8uiePi4PAMKGhRn2SdvGr7DCWZ6mom4ATI/NJ36Y2bbokU1e60jbk8WOXgepjyzUp6/wujzan96Io8NH9PlKk5tFY+nc6TkU3WsIvIuZBBx1YlMEzywSCngEHi8h4EJTH/FIYpRHFXk9a5gtzzQiyMsY+PWkNdHEGqDWb9FSVgpbYIoqO5BaRqEpee6553D33XfjhhtuQPv27TF//ny8+eabGDVqFK6//no89NBD+NOf/oS//e1vAIClS5diwIABmD9/PiIjIzFgwAC8+eabyM7Oxtdff43S0lKcOXMGDzzwAHr16oX+/fvDZrOhQ4cOpsf35Y0rCMKlRcSihi5QSCTqfncATIWDGVQHZzYnGvCkvWMKDxju59tGTbEYGh34drwRRBd5HN6RHNvOjsyMJaqZxxVShoWuAqSlx3tZ/dQl5EgAm10bOh9fkS7qhPZlLWR2nrx+lBpZJvivNn0eX1NAuNMgaPUGoX3pBz1zvk2Mzfn5UgOU2foISmlTlJJP29ENzymFr6+rxBmt5orz3+6gEOxLP2gQhJQ6p/sCwp1eqXlBOF/48IRvv/0WFRUVuPvuu9GhQwf18/bbb+O7774DAHz55ZfIzs42PB4ZGQkA+O6773DLLbfgrrvuQv/+/WG1WpGRkaEGLZjREG9cQRAuPiIWAcx7f7dXTZouzOoSYoBx4klM4QEVOaNJJWTdQilLvv3wqpVeQoWeH1N4QNVOElTXVsnSwhQd1OcYE/unzzDsY3fZEBWp8nVutF/ap15rCEA1xdB1ot/8WNzbkH6oM1n3V9T3Qw0jdGwaqUg1lJay0jqjaWRTQzWJegTUYo/D/ukzVK0kTdrRZ2kDHtG/L/2g2q9ed0l1hTQykYQjiT/A87rmWLer817oKjA0slANKb1fqEaUfscUHlCvC0VIuU0QYIx0UmOMRByF86F9+/bq75MnTwIAPvroI4Pjxb/+9S9Vt3jy5Encd999hsd37tyJb775BnfccQdatmyJDRs2ICsrCzfddBNefvll9OnTB0VF3h6qQN3euIIgXDpELAIY9U1tRylFgvQZz3xMHv/gJXNl3thgsccpP0GycQFq/QSp9oxDt0lk0fPNJoj4Mo7Wt+OQzx9F5KixgmrqSISYWdRwg3I9ikgCWK/1owgcFyrk5chnKfPGGm7PY2avQ+LIWhqEtRNdyE6MUJNodDFEqV5uZu3L0og8EQEoex+zaOkm//EGn0giM2OJwayborx6hzo1tozt6qcalkq2lHi9rrQf8uvULZz0bnLaL7/OlcU2lapWdkQyY1q4AG666Sa0adMGxcXF+NWvfmX4ofTwwIEDsXv3bvTq1ctrGxKefn5+uP322/Hss8/iiy++QOvWrfH+++8356kJglAPIhbhmQ1thj7OjcQjoT6AWa2ZPt2D6shom4Bwp4pO0eM6VBfI96c/7gsucvSUKZ8HrQsn3hFMcBFKIlKPItJ0lbrWxX0CSTB72dOw55Io5Slc3ayb1kbeh7Ht7IZRenzaix7Jrev6Da/yNF7p3dJArfUPHZ/WkJA41ZBOpoglvRZckK+d6FKRx+wKB9LS4w3rItGtd0ATPHpJEdBeyaFqOx5tnp2aq64D77omcS1zpoXG0LFjR8yYMQNTp07FihUr8N133+Hzzz/Hyy+/jBUrVgAAHn30URw9ehTjxo1DXl4evvvuO/zzn//EpEmTcPbsWWzbtg3z58/Hjh07UFxcjH/84x/44Ycf0Ldv32Y+O0EQ6kLEIoC3ux1VkcTSrzOQmbHEZxMCEdvOjvgVVoP/X1L4SNP6RS6GKottWDvRZai9C7PlGcbD8cgXF6yUzq2rxo+LHD16qVu06Jg1xtDaeXTRDH5/ZsYSL0EIQIlms/3oxyYjbH07Ej8LXQWG1LstMEVFBfU1UQRTNz3n21Ba18zqxuz43MCb3+bzqflUGt3qyFmeZmjy4fsjMa9PjNHfV1zAk48kr48k70teO6k38EiKWmgMDocDdrsdqampyjP3o48+QkSE54tHaGgotm7dirNnz2LkyJHo378/Hn/8cXTu3BktWrRAp06dsHnzZsTHx6N37954+umnsXjxYsTF+f4/TRCE5kfEIoC+0z9XImGye72KLpEQ0NOYFKF7wzJS2dQAnqiU25GFSZMmqYaSEmc0Vv1QbfiQJu8/iiTNTs1VRtiEmZjjKUkdXmfnq26Rd2M3dNaw2YQSjlnNYX3WPbS9Hl3kz+FC3Wyd1CBDNj6b/Mej5+JFhmgZ+UJyf0jdNF2/zrpApS5j2gcJK74+Lkop8kfnpBubz581FJkZS2ALTMHaiS6frxV1U1NjC1BbQkDwSDCJ3diMIq/6z9iMIriDQlRHtv4lSJpihIceegjHjh1Tt8kirXPnzobt/Pz8kJKSgsLCQvz88884cuQI1q1bhzvuuENtc+ONN+If//gHfvzxR1RUVGDPnj1YsmQJ/Pz80LdvX6xbtw5HjhxBZWUl9u7de8GDFARBuPiIWIQnDU2TUgCoBgOg1rSabq/6oVp92Ib0TjQISGtpECZNmoRRC95UZto51u0oWOY2bSIpcUZ7TS0BatORAeFOn/WIFGXk4/H0KSUcWh9QWwdIdXO88YSvQTcf596E9JtS6pkZS5AT2d1rhCGHd0brIlR/Dm9s4VFKEoPcuBsAei5eZHpMs2unp9p1wcivgx51S0leC1dImVeKmNcr8oggt0wiIUprza5wqEYYsygqPUbRP7LIIZGoNz3Revn8bv08+HGUQC8rVddTJsIIgiAIOiIWa4gpPIBVP1QjpvCAob6LasvoNu9Mpvv4OLnly5cjxnUbQnonYnZqLmJct6kPaN1GhgywAU/zhB5hakhN2fxZQ9EvaJuhls8snayLIhKkeuRLfw7/m0cASRRSY8zusiGYaY0yPMfMNoefI0/DErRGPR1MoovOiwQZrZvqAQHf141mScdmFBlqSvnffJ189F92YgSyEyMwtqufSvuaGYuTjyKPKuqWSTOtUQbh7mu6Dv+CQZ3YZOpO6WoAhuYa/T3EazfNzhPwTL2h6KUgCIIg6IhYrCEzYwnGdvXDqh+qDUJLr/szi5qR2TI9Ts/RR83pxLazI8yWhzBbXu3UGNRG3cyOxWsfKcLXc/EiL2Nss9SmPuWDtued33o6mP9NTRN63RultfmxeYey3s1LkNCkfdMaeHSURCKPcgIwWNxQKt8WmIISZ7RHTJWV4p2qMXAsjjG99vwamDXYWOwek3I9SlfXa8Ph9ZT6/fprwxueqFOdtiWspUHKkNwWmAK3I8sQjaZtuXAEzIWzvgZet0jvEallFARBEAgRiwDyFnyMhMSpiM0o8poIQtEv3dJFh8ypKRplVnOnf/hSKpF+oqZY6j0OT3+S2IspPKCin3rjBTeyptvZiRGG1Cel2X0JIH0t1HxCkCDm28WvsBoaSviEGS5I9ZQ53UcWO1QGQM0ntEayi6E6wfmzhmJf+kHVHU23qbbRDErz653StE7eqUxrq6/jW0evkeT7oRICfY38tTDz/aTrwK8HCWqentb9LvlaKSJL71cS93pXuXRNC4IgCCIWAexZPFDVhvEoD+AxswZqP+B9jWkLs+Vhk/94AJ4PexIzgOfD3awuUI8Ehg0LQ05kd0NqVIenP806i/WuWIp00m2KvNExAeP4QV8+i7QmfnwurEh80t98Ig2luym1TF3Lyt6lpmGI7iP47Gq+DeBpcKHXJLvCgZzI7qpOlAy86drX5S3II4xUQ2oWDabXjgtGPRppFpXl15DDO7d5pzZty2tG+T75debb85Q1XyvNDzd7//GpP7zmkq4L348IRkEQhKsXEYsA3PdnK9Gjz2deWrzeEMmryzqGuoBtgSle0SKLPc4gIAEo30VipjUKMYUH6kxx6vYw6hxqxAVF5vR90LHteTcbRB01kPA18X1yMVhXpEq/radueScvGYSbHZMgU2tq8uCRSnpcZ/ny5QbDb/4auELKVN2h2bEAqIYfs7XpaWXeyNOQrnKCBBh5NvLIJkUa3Y4sw6xqvZaSMOvI5msFjOUKel0qL11QpQYZRV7bBIQ7kRPZXdLSgiAIVykiFgE8fH2gaSp1X/pB5X/IDa317QAoyxwaG0fRxIWuAhUpKtlS4nMNXFjVhS60+PP1SCMXFiScRgyNMozf8yX+SAzx6+KrXpNjNgWGR0rrSnXr/ofzZw1FjnU7gNpZ0ySo9KgsiWxaD4lgquujVLvZ/GdftjrUEMPXSKl7/l7gItMs6sjRax+5WOe1ivSlhXfi+7p+JDB10c1HThIkvs1uux21BvIkDG2BKchOjEBM4QFVwiAIgiBcXYhYRO0EF55mjm1nx9qJLgyvWumVenY7stAvaJuhBm/VD9UYteBNALXTPSz2OCXSLPY4jO3q55UCriy2mXYF14XZ3GL+W09hArUp3d1lQwx+jXpqktbK05GA0WyafpuN+dPH5PmKvulpZZ7i5tGusV391N8k0sy6kOk5dHzyG+QWO1T3WJfg0afYkJWMLsZ4bam+Jrcjq84IsNnflAI3Ozez49Lj+nWktL7bkaUmu/DGJR6RpbpO2i81E9FrFZtRpIzFSVDX92VGEARB+OUhYhHAHW2fBODt/UfdzGaNGC1HP26IKKWlx3s1RLhCyrysUYBaoUXPNZs3rG/v636KlOkpX34fR0+r6qlJgjfSmDVnkEWMjrU0SEVSKbJa4ow2pLr5/nRxpIsfQr+GejMPWb/QaD1Cf92oc1qHW/EoYVRW6tWZzJt2zDwwabvhVSuVaNNrSEmUcSHNrw8XbGYNQEDtNaTz5sKS0tf0WtBrTBOGuDcnvffo+Twyaykr9byOQSGwlJUqg3OgYbZOgiAIwi8DEYsAFj97t+n9ehQHqBU3Z9e8hPgVVlMzZYIEAH0AU9euWSqUjmcmDH3tnwSBHq1yB4UgfoXVNJpntn9qIAGg0u48WmYWLeRix2y/9JiZEOYNMjxC5wop8/ICJHGqz6T2ikwmRijxTPWJFnscMjOWKLHER/LpYmeC/2qVds5OjPDqOKdj03nRBBwzYUvpe0rxUvSVXydlgq011Cx0FSg7JX7+vq4h4O1nyd8v/LGWox9Xayf7HYo66v6OtO7ZqbnqWvGaT+7fKAiCIPyyEbEIYPozGwB4Nw/oIo0LmITEqSrFbPZh7nZ4RsRxwRY1xYLZqbmwlgZ5ddzyiJVZqlL/zSey8HXOTs1FZbENMYUHTGdDm9Uz8hq83WVDjJHEslKViqTn8fQuCWAuariZNVDbrMLPiZuH02PUFaxfz8yMJUrsUURWn3jDr0GYLU9dx4TEqaZd7GbRRR0zo2ve8LMv/aDhvPTUf5gtz/D683GAvuaOU5c3vy6+vlwAnjIGS1mpErr04yxPMwjF7AqHIfJNEXNKf/Pz5Mfm1kR0zSSqKAiCcHUhYhHA5tMvADBJ8dVhdaNHhPRtaV+UCnSFlKlpLrQtRaco2kipTb2zlY7NrW5onXpUqC4LHF/QfrkhtL4/+r3qh2rDbS6qSdTwqBgfo8jXyjuteRTTV8e5PjGF283w1DiJIBI53MaIX1tfYg2AmvCilx/MTs01pN71iTUcV0iZV/qd1sAjjTpmnem+rHzod3aFw0vA8YksXETqUCMWdWXrryuNFzQrcxAEQRCuDkQsMkjEZVc4VIOCXsPItyXoA5Q+RM2sVJzlaUpo8A9bLj4oNajDu3BpXySw9Ikd/Bz4bf431avxYwWEOw1pWj2SSUJjbFc/xGYUGesFa7YhUcPPb6Y1SolG3ZIlzJaHha4CJXp5HSAXUwmJUw2dw/r58r95JzMXvzwyqpplfETIuC8hr0OkfS10FZhGQHkkknfE68KQhL8voQnUdn0DxvcTNUPp3fONSQtTqh6ojRzq0Bpp1jRtS+JREARBuHoQsajBGxRIoPAPbmLVD9VwO7IMNX7zZw3FQleBStHSRAzAaFEyf9ZQ5ER2V4K0xBmtxKQvU2y+PopO0n7rslbRm3bMLHZ4Paa+vVpDYoSqU8xOjDDUupltz+9zO7KU9Y2aMV0T+aJZ3PQYv85US0mvA00c4c05ZucA1F772am5WDvRpaK4XvOvTQRjQLjTsG8uQi32OEOqmLYnUahHafV1UUSZ11Dy60S/ebSVRDh1OJtuX2M8rv/Q+dHfVP9J++Tiz1oaZFp/ysVhZbFN6hUFQRCuMvyqq6urm3sRzUV5eTk6d+6MgSl3IjP8OB483MVrmzvaPonFz96N6c9sQOS1O1D4n8HYfPoFzHt/N56+vx/+8ue/49XXfg8A6H2gGzIzM5GQkIDgXz2k9kFpbtrf5tMv4O1uR7Hs+AtY/Ozd2LN4IJYdf8Gwbd6Cj5Wljy/yFnwMwGP9ExD2IipLphkef7vbUfSd/nm9+6FzpO34sWm9dL4BYS9iS7LHA3D6Mxuw+fQLavu61kxrofX6enxYeoHhPB4JuwuJybPUNTJbp9nx3+52VL2eeQs+Vmvl1y76iRF4JOwuvI17TdfM10HXes/igSh+rRTrx79teK34/vmxOXydhL4u/Xj6Nne0fRJTOj2J4tdK8fT9/bzOnV4vs31sv7YbKkumqffe5tMvICDsRXWutG/+WGXJNMP7DIB6js6Z0yfhfnIojh07hsDAQNNtBOFCOH78OAIDA3H9vf3QPkTeY4Lgi9NlJ/HtmgLk5+dj4MCBPrejf1Pl5eXo1KmTz+2uarH473//GzfccENzL0MQflF8//33CAsLa+5lCL9A6INNEIT6CWgbgL2FexEeHu5zm4aKxVYXY4FXCl26eKI/xcXF8h/QBXD8+HH06NED33//fZ1vNqF+ruRrWV1djRMnTiA0NLT+jQXhAti0aRM6dOjQ3MsQhMuaoKCgOoViY7iqxWKLFp6SzcDAwCvug/lypFOnTnIdm4gr9VrKly7hUnDrrbdekf8+BOFKRRpcBEEQBEEQBJ+IWBQEQRAEQRB8clWLxTZt2uCZZ55BmzZtmnspVzRyHZsOuZaCIAjC5cZV3Q0tCIIgXDk0tHNTEISG0dB/U1d1ZFEQBEEQBEGoGxGLgiAIgiAIgk9ELAqCIAiCIAg+uap9FgVBEIQrj507d4op9xVMU5pFC5eI6quUpUuXVvfs2bO6TZs21bfddlv1tm3bmntJzcozzzxTDcDw06dPH/X46dOnq202W3WXLl2q27dvX/3AAw9UHzp0yLCP/fv3V8fHx1e3bdu2umvXrtUzZsyorqqqMmyTnZ1dPWDAgOrWrVtX33DDDdXLly+/FKd3Udm0aVP1b3/72+qQkJBqANXvv/++4fFz585V2+326uDg4OqAgIDqu+66q/rrr782bPOf//ynevz48dUdO3asDgwMrH744YerT5w4Ydjmyy+/rI6Jialu06ZNdVhYWPULL7zgtZbVq1dX9+nTp7pNmzbVN998c/VHH33U5OcrCM1FeXm51/9T8nPl/QS0bVe9f//+5n47CdW1/6bKy8vr3O6qjCy+++67mDZtGl577TUMGTIEL730EkaNGoW9e/fiuuuua+7lNRv9+vXDxx9/rG63alX79pg6dSo++ugjuFwuBAYGIikpCQ888AC2bt0KADh79izuvfdeBAcHIzc3F6WlpXjwwQfh7++P+fPnAwCKiopw77334s9//jMyMzOxceNGTJkyBSEhIRg1atSlPdkm5NSpU7jlllvw8MMP44EHHvB6fMGCBUhPT8eKFSsQEREBu92OUaNG4V//+hcCAgIAAAkJCSgtLcWGDRtQVVWFSZMm4ZFHHsHKlSsBeDrWRo4ciREjRuC1117DV199hYcffhidO3fGI488AgDIzc3FuHHjkJqait/+9rdYuXIlRo8ejc8//xw333zzpbsggnCR6T0hFZ16ynv6SuRU6bfY88ZUlJWVSXTxCuKqtM4ZMmQIoqOjsXTpUgDAuXPn0KNHDzz22GN46qmnmnl1zcPcuXOxZs0a7Ny50+ux8vJydO3aFStXrsQf/vAHAEBhYSH69u0Lt9uNX//618jKysJvf/tbHDx4EN26dQMAvPbaa3jyySfxww8/oHXr1njyySfx0UcfYdeuXWrfY8eOxbFjx7Bu3bpLcp4XGz8/P7z//vsYPXo0AM+85NDQUEyfPh0zZswA4Lme3bp1w1tvvYWxY8diz549uOmmm5CXl4fBgwcDANatW4f4+HiUlJQgNDQUr776Kv7nf/4Hhw4dQuvWrQEATz31FNasWYPCwkIAwB//+EecOnUKH374oVrPr3/9a9x666147bXXLuFVEISLA9l8DJj5Ljr3vq25lyOcByf278KOefchPz8fAwcObO7lXPWIdY4Pfv75Z+Tn52PEiBHqvhYtWmDEiBFwu93NuLLm55tvvkFoaCiuv/56JCQkoLi4GACQn5+PqqoqwzWLjIxEeHi4umZutxv9+/dXQhEARo0ahePHj2P37t1qG74P2uaXfN2Liopw6NAhw3kHBgZiyJAhhmvXuXNnJRQBYMSIEWjRogW2bdumtrnjjjuUUASgouE//vij2uZqu76CIAjCxeeqE4tlZWU4e/asQdQAQLdu3XDo0KFmWlXzM2TIELz11ltYt24dXn31VRQVFWHYsGE4ceKEimZ17tzZ8Bx+zQ4dOmR6TemxurY5fvw4Tp8+fZHOrHmhc6/r/Xbo0CGv8odWrVqhS5cuTXJ9r+b3tSAIgnDhXJU1i4I3cXFx6u+oqCgMGTIEPXv2xOrVq9G2bdtmXJkgCIIgCM3JVRdZDAoKQsuWLXH48GHD/YcPH0ZwcHAzreryo3Pnzujduze+/fZbBAcH4+eff8axY8cM2/BrFhwcbHpN6bG6tunUqdMvVpDSudf1fgsODsaRI0cMj585cwZHjx5tkusr72tBEAThQrjqxGLr1q0xaNAgbNy4Ud137tw5bNy4ERaLpRlXdnlx8uRJfPfddwgJCcGgQYPg7+9vuGZ79+5FcXGxumYWiwVfffWVQfRs2LABnTp1wk033aS24fugbX7J1z0iIgLBwcGG8z5+/Di2bdtmuHbHjh1Dfn6+2uaTTz7BuXPnMGTIELXN5s2bUVVVpbbZsGED+vTpg2uuuUZtc7VdX0EQBOHic9WJRQCYNm0aMjIysGLFCuzZswd/+ctfcOrUKUyaNKm5l9ZszJgxA5s2bcK+ffuQm5uL+++/Hy1btsS4ceMQGBiIyZMnY9q0acjOzkZ+fj4mTZoEi8WCX//61wCAkSNH4qabbsKECRPw5Zdf4p///CeefvppPProo2jTpg0A4M9//jP+/e9/44knnkBhYSGcTidWr16NqVOnNuepXzAnT57Ezp07VSd5UVERdu7cieLiYvj5+eHxxx/HvHnz8MEHH+Crr77Cgw8+iNDQUNUx3bdvX9xzzz1ITEzE9u3bsXXrViQlJWHs2LEIDQ0FAIwfPx6tW7fG5MmTsXv3brz77rtIS0vDtGnT1DpSUlKwbt06LF68GIWFhZg7dy527NiBpKSkS31JBEEQhF8QV2XN4h//+Ef88MMPmDNnDg4dOoRbb70V69at82oOuJooKSnBuHHj8J///Addu3ZFTEwMPvvsM3Tt2hUAsGTJErRo0QK///3v8dNPP2HUqFFwOp3q+S1btsSHH36Iv/zlL7BYLGjfvj0mTpyI5557Tm0TERGBjz76CFOnTkVaWhrCwsKwbNmyK9pjEQB27NiB2NhYdZsE3MSJE/HWW2/hiSeewKlTp/DII4/g2LFjiImJwbp165THIgBkZmYiKSkJd911l7rO6enp6vHAwECsX78ejz76KAYNGoSgoCDMmTNHeSwCwNChQ7Fy5Uo8/fTTmD17Nm688UasWbNGPBYFQRCEC+Kq9FkUBEEQrjzEZ/HKR3wWLy/EZ1EQBEEQBEG4YEQsCoIgCIIgCD4RsSgIgiAIgiD4RMSiIAiCIAiC4BMRi4IgCIIgCIJPRCwKgiAIgiAIPhGxKAiCIAiCIPhExKIgCMIvnNdeew0dO3bEmTNn1H0nT56Ev78/7rzzTsO2n376Kfz8/PDdd9/VuU/aTp8ZLwjCLw8Ri4IgCL9wYmNjcfLkSezYsUPdt2XLFgQHB2Pbtm2orKxU92dnZyM8PBw33HDDJVlbdXW1QcQKgnD5IWJREAThF06fPn0QEhKCTz/9VN336aef4ne/+x0iIiLw2WefGe6PjY3FO++8g8GDB6Njx44IDg7G+PHjceTIEQDAvn371IjLa665Bn5+fnjooYcAAOfOnUNqaioiIiLQtm1b3HLLLXjvvfcM+/fz80NWVhYGDRqENm3aICcn5+JfBEEQzhsRi4IgCFcBsbGxyM7OVrezs7Nx5513Yvjw4er+06dPY9u2bYiNjUVVVRUcDge+/PJLrFmzBvv27VOCsEePHvj73/8OANi7dy9KS0uRlpYGAEhNTcXbb7+N1157Dbt378bUqVPxpz/9CZs2bTKs56mnnsJf//pX7NmzB1FRUaZr/umnn3D8+HHDjyAIl55Wzb0AQRAE4eITGxuLxx9/HGfOnMHp06fxxRdfYPjw4aiqqsJrr70GAHC73fjpp58QGxuL8PBw9dzrr78e6enpiI6OxsmTJ9GhQwd06dIFAHDdddehc+fOADzibv78+fj4449hsVjUc3NycvC3v/0Nw4cPV/t87rnncPfdd9e55tTUVDz77LNNeRkEQTgPJLIoCIJwFXDnnXfi1KlTyMvLw5YtW9C7d2907doVw4cPV3WLn376Ka6//nqEh4cjPz8f9913H8LDw9GxY0cl9IqLi30e49tvv0VFRQXuvvtudOjQQf28/fbbXg0zgwcPrnfNs2bNQnl5ufr5/vvvL+wiCIJwXkhkURAE4SrgV7/6FcLCwpCdnY0ff/xRib/Q0FD06NEDubm5yM7Oxm9+8xucOnUKo0aNwqhRo5CZmYmuXbuiuLgYo0aNws8//+zzGCdPngQAfPTRR+jevbvhsTZt2hhut2/fvt41t2nTxut5giBcekQsCoIgXCXExsbi008/xY8//oiZM2eq+++44w5kZWVh+/bt+Mtf/oLCwkL85z//wV//+lf06NEDAAyd1ADQunVrAMDZs2fVfTfddBPatGmD4uJiQ8pZEIQrGxGLgiAIVwmxsbF49NFHUVVVZRBzw4cPR1JSEn7++WfExsaiVatWaN26NV5++WX8+c9/xq5du+BwOAz76tmzJ/z8/PDhhx8iPj4ebdu2RceOHTFjxgxMnToV586dQ0xMDMrLy7F161Z06tQJEydOvNSnLAhCEyA1i4IgCFcJsbGxOH36NH71q1+hW7du6v7hw4fjxIkTymKna9eueOutt+ByuXDTTTfhr3/9KxYtWmTYV/fu3fHss8/iqaeeQrdu3ZCUlAQAcDgcsNvtSE1NRd++fXHPPffgo48+QkRExCU9V0EQmg6/6urq6uZehCAIgiDUx/HjxxEYGIgBM99F5963NfdyhPPgxP5d2DHvPuTn52PgwIHNvZyrHvo3VV5ejk6dOvncTiKLgiAIgiAIgk9ELAqCIAiCIAg+EbEoCIIgCIIg+ETEoiAIgiAIguATEYuCIAiCIAiCT0QsCoIgCIIgCD4RsSgIgiAIgiD4RMSiIAiCIAiC4BMRi4IgCIIgCIJPRCwKgiAIgiAIPhGxKAiCIAiCIPhExKIgCIIgCILgExGLgiAIgiAIgk9ELAqCIAiCIAg+adXcCxAEQRCExnDq0L/Rsk275l6GcB6cKv22uZcgnAciFgVBEIQriq/fmdXcSxAugIC27RAUFNTcyxAagYhFQRAE4Ypi06ZN6NChQ3MvQzhPgoKCEB4e3tzLEBqBiEVBEAThiuLWW29Fp06dmnsZgnDVIA0ugiAIgiAIgk9ELAqCIAiCIAg+EbEoCIIgCIIg+ETEoiAIgiAIguATEYuCIAiCIAiCT0QsCoIgCIIgCD4RsSgIgiAIgiD4RMSiIAiCIAiC4BMRi4IgCIIgCIJPRCwKgiAIgiAIPhGxKAiCIAiCIPhExKIgCIIgCILgExGLgiAIgiAIgk9ELAqCIAiCIAg+adXcCxAEQRCEhlBdXQ0AOH78eDOvRBB+GdC/Jfq35QsRi4IgCMIVwX/+8x8AQI8ePZp5JYLwy+LEiRMIDAz0+biIRUEQBOGKoEuXLgCA4uLiOj/YLneOHz+OHj164Pvvv0enTp2aeznnjZzH5cX5nEd1dTVOnDiB0NDQOrcTsSgIgiBcEbRo4SmzDwwMvKI/1IlOnTrJeVxGXK3n0ZAvXtLgIgiCIAiCIPhExKIgCIIgCILgExGLgiAIwhVBmzZt8Mwzz6BNmzbNvZQLQs7j8kLOo378quvrlxYEQRAEQRCuWiSyKAiCIAiCIPhExKIgCIIgCILgExGLgiAIgiAIgk9ELAqCIAiCIAg+EbEoCIIgXPa88sor6NWrFwICAjBkyBBs3769uZfUKFJTUxEdHY2OHTviuuuuw+jRo7F3797mXtYF89e//hV+fn54/PHHm3spjebAgQP405/+hGuvvRZt27ZF//79sWPHjuZeVqM4e/Ys7HY7IiIi0LZtW9xwww1wOBz1znpuLCIWBUEQhMuad999F9OmTcMzzzyDzz//HLfccgtGjRqFI0eONPfSGsymTZvw6KOP4rPPPsOGDRtQVVWFkSNH4tSpU829tPMmLy8Pf/vb3xAVFdXcS2k0P/74I26//Xb4+/sjKysL//rXv7B48WJcc801zb20RvHCCy/g1VdfxdKlS7Fnzx688MILWLBgAV5++eUmPY5Y5wiCIAiXNUOGDEF0dDSWLl0KADh37hx69OiBxx57DE899VQzr+78+OGHH3Dddddh06ZNuOOOO5p7OY3m5MmTGDhwIJxOJ+bNm4dbb70VL730UnMvq8E89dRT2Lp1K7Zs2dLcS7kgfvvb36Jbt25444031H2///3v0bZtW/zv//5vkx1HIouCIAjCZcvPP/+M/Px8jBgxQt3XokULjBgxAm63uxlXdmGUl5cDALp06dLMKzk/Hn30Udx7772G1+VK4oMPPsDgwYNhtVpx3XXXYcCAAcjIyGjuZTWaoUOHYuPGjfj6668BAF9++SVycnIQFxfXpMdp1aR7EwRBEIQmpKysDGfPnkW3bt0M93fr1g2FhYXNtKoL49y5c3j88cdx++234+abb27u5TSaVatW4fPPP0deXl5zL+W8+fe//41XX30V06ZNw+zZs5GXl4fk5GS0bt0aEydObO7lNZinnnoKx48fR2RkJFq2bImzZ8/i+eefR0JCQpMeR8SiIAiCIFxCHn30UezatQs5OTnNvZRG8/333yMlJQUbNmxAQEBAcy/nvDl37hwGDx6M+fPnAwAGDBiAXbt24bXXXruixOLq1auRmZmJlStXol+/fti5cycef/xxhIaGNul5iFgUBEEQLluCgoLQsmVLHD582HD/4cOHERwc3EyrOn+SkpLw4YcfYvPmzQgLC2vu5TSa/Px8HDlyBAMHDlT3nT17Fps3b8bSpUvx008/oWXLls24woYREhKCm266yXBf37598fe//72ZVnR+zJw5E0899RTGjh0LAOjfvz/279+P1NTUJhWLUrMoCIIgXLa0bt0agwYNwsaNG9V9586dw8aNG2GxWJpxZY2juroaSUlJeP/99/HJJ58gIiKiuZd0Xtx111346quvsHPnTvUzePBgJCQkYOfOnVeEUASA22+/3cu66Ouvv0bPnj2baUXnR0VFBVq0MEq5li1b4ty5c016HIksCoIgCJc106ZNw8SJEzF48GDcdttteOmll3Dq1ClMmjSpuZfWYB599FGsXLkS/9//9/+hY8eOOHToEAAgMDAQbdu2bebVNZyOHTt61Vm2b98e11577RVVfzl16lQMHToU8+fPx5gxY7B9+3a8/vrreP3115t7aY3ivvvuw/PPP4/w8HD069cPX3zxBV588UU8/PDDTXocsc4RBEEQLnuWLl2KhQsX4tChQ7j11luRnp6OIUOGNPeyGoyfn5/p/cuXL8dDDz10aRfTxNx5551XnHUOAHz44YeYNWsWvvnmG0RERGDatGlITExs7mU1ihMnTsBut+P999/HkSNHEBoainHjxmHOnDlo3bp1kx1HxKIgCIIgCILgE6lZFARBEARBEHwiYlEQBEEQBEHwiYhFQRAEQRAEwSciFgVBEARBEASfiFgUBEEQBEEQfCJiURAEQRAEQfCJiEVBEARBEATBJyIWBUEQBEEQBJ+IWBQEQRAEQbgM2bx5M+677z6EhobCz88Pa9asadTz586dCz8/P6+f9u3bN2o/IhYFQRAEQRAuQ06dOoVbbrkFr7zyynk9f8aMGSgtLTX83HTTTbBarY3aj4hFQRAEQRCEy5C4uDjMmzcP999/v+njP/30E2bMmIHu3bujffv2GDJkCD799FP1eIcOHRAcHKx+Dh8+jH/961+YPHlyo9YhYlEQBEEQBOEKJCkpCW63G6tWrUJBQQGsVivuuecefPPNN6bbL1u2DL1798awYcMadRwRi4IgCIIgCFcYxcXFWL58OVwuF4YNG4YbbrgBM2bMQExMDJYvX+61fWVlJTIzMxsdVQSAVk2xYEEQBEEQBOHS8dVXX+Hs2bPo3bu34f6ffvoJ1157rdf277//Pk6cOIGJEyc2+lgiFgVBEARBEK4wTp48iZYtWyI/Px8tW7Y0PNahQwev7ZctW4bf/va36NatW6OPJWJREARBEAThCmPAgAE4e/Ysjhw5Um8NYlFREbKzs/HBBx+c17FELAqCIAiCIFyGnDx5Et9++626XVRUhJ07d6JLly7o3bs3EhIS8OCDD2Lx4sUYMGAAfvjhB2zcuBFRUVG499571fPefPNNhISEIC4u7rzW4VddXV19wWcjCIIgCIIgNCmffvopYmNjve6fOHEi3nrrLVRVVWHevHl4++23ceDAAQQFBeHXv/41nn32WfTv3x8AcO7cOfTs2RMPPvggnn/++fNah4hFQRAEQRAEwSdinSMIgiAIgiD4RMSiIAiCIAiC4BMRi4IgCIIgCIJPRCwKgiAIgiAIPhGxKAiCIAiCIPhExKIgCIIgCILgExGLgiAIgiAIgk9ELAqCIAiCIAg+EbEoCIIgCIIg+ETEoiAIgiAIguATEYuCIAiCIAiCT/5/FrRxub37WjgAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n",
"\n",
"mosaic_data, mosaic_transform = rio.merge.merge(tiffs, bounds=rio.features.bounds(reprojected_aoi))\n",
"with rio.open(tiffs[0]) as src:\n",
" mosaic_meta = src.meta.copy()\n",
" mosaic_meta.update({\n",
" 'driver': 'GTiff',\n",
" 'height': mosaic_data.shape[1],\n",
" 'width': mosaic_data.shape[2],\n",
" 'transform': mosaic_transform,\n",
" })\n",
"\n",
"values, counts = np.unique(mosaic_data, return_counts=True)\n",
"labels = [class_names[i] for i in values]\n",
"colors = [cmap.colors[i] for i in values]\n",
"labels_counts = dict(zip(labels, counts))\n",
"\n",
"pprint(labels_counts)\n",
"\n",
"fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
"aximg.imshow(np.squeeze(mosaic_data), cmap=cmap, vmin=vmin, vmax=vmax)\n",
"aximg.set_title(\"Cropped to AoI Extent\")\n",
"\n",
"axbar.barh(labels, counts, color=colors, edgecolor='black')\n",
"axbar.set_title(\"Class Distribution\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': {'count': 49784, 'value': 8},\n",
" 'Built area': {'count': 23719096, 'value': 7},\n",
" 'Crops': {'count': 8511663, 'value': 5},\n",
" 'Flooded vegetation': {'count': 314827, 'value': 4},\n",
" 'No Data': {'count': 108427949, 'value': 0},\n",
" 'Rangeland': {'count': 6310774, 'value': 11},\n",
" 'Trees': {'count': 41471959, 'value': 2},\n",
" 'Water': {'count': 14341064, 'value': 1}}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with MemoryFile() as memfile:\n",
" with memfile.open(**mosaic_meta) as mosaic:\n",
" mosaic.write(mosaic_data)\n",
" clipped_data, clipped_transform = rasterio.mask.mask(mosaic, [reprojected_aoi], crop=True)\n",
"\n",
"values, counts = np.unique(clipped_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",
"\n",
"fig, (aximg, axbar) = plt.subplots(1, 2, constrained_layout=True)\n",
"aximg.imshow(np.squeeze(clipped_data), cmap=cmap, vmin=vmin, vmax=vmax)\n",
"aximg.set_title(\"Cropped to AoI\")\n",
"\n",
"axbar.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",
"axbar.set_title(\"Class Distribution\")"
]
}
],
"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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Testing Fetching 10m Land Use Land Classification Data

This test fetches data from the Impact Observatory 10m LULC dataset on AWS.

The first test works with a shape that spans only one tile. The second test works with a shape that spans two tiles. The third test works with a shape that spans four tiles. This one isn't working correctly just yet.

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