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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": [
"# 4 Tiles Test\n",
"This experiment is an attempt to try and fetch the land use / land cover data for a given watershed via the Impact Observatory 10m LULC data stored as COGs backed by STAC on AWS."
]
},
{
"cell_type": "code",
"execution_count": 32,
"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": 33,
"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\": [[[-77.61195046685903, 40.815164165011055], [-77.93622201354297, 40.61512546677716], [-78.47802827478145, 39.79446150501798], [-78.47819972856044, 39.46611692997081], [-77.53320087668504, 39.44816965427694], [-77.52391489225691, 38.8982413367863], [-77.19952733067282, 38.90903670163709], [-77.14863124746492, 39.51956006062542], [-76.81969574657555, 39.523164254969856], [-76.80585682763072, 39.79073024760578], [-77.1903294991137, 39.77641926585571], [-77.18115139450549, 40.035950001896964], [-77.57026150368372, 40.01108175913447], [-77.51467893973984, 39.744525235794555], [-78.07049763825768, 39.77662097553886], [-77.61195313648251, 40.44259310139631], [-77.61195046685903, 40.815164165011055]]]}}]}'"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aoi = gpd.read_file('4-tiles.geojson')\n",
"\n",
"ax = aoi.plot()\n",
"# ax.set_title('Lower Schuylkill River HUC-10 (0204020310)')\n",
"ax.set_title('Simple 4 Tiles')\n",
"plt.show()\n",
"\n",
"aoi_dict = json.loads(aoi.to_json())['features'][0]['geometry']\n",
"aoi.to_json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Helpers"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0: 'No Data', 1: 'Water', 2: 'Trees', 4: 'Flooded vegetation', 5: 'Crops', 7: 'Built area', 8: 'Bare ground', 9: 'Snow/ice', 10: 'Clouds', 11: 'Rangeland'}\n"
]
},
{
"data": {
"image/png": "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",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#e3e2c3ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #e3e2c3ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x30a4c3b30>"
]
},
"execution_count": 35,
"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",
" reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n",
"\n",
"cmap = mplc.ListedColormap(colormap)\n",
"print(class_names)\n",
"cmap"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_94965/943122268.py:16: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
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T60xC2yN4xkqC4xLtW8+td/KiUBoaDNdzzcLSCFxvQHZwbZWyyOpvdxwLogq5mgnPuuD93FfH67GDsbU8ITX2uLJxkpbGpVIaTZFyL9U5z2xygSK+Ppuyyrbbmu0U1gQCZ9iPfVAkHlqb76MRU+DaArJDrQekzqr7NocmDBD8mx01LVbPg7WAOa9t7Nre3Hyt8ZaOj0oygK0PzxKpmvvNu5Nt4DYVpVGX2sNscm4gaG0vEJaqG9Htk1qdmA2+LKxMkJbXO3lR+gJ9+tC2rfnjUgaGrlDMQmkErjd4wTlKQV8d6ALPbFgoK3LFyqPIjDrBfFUMnuehyXU/K0ujzoeCVcUoJhyfM6kVh7qmuHhPFcbO0/vJdFq1PEJpBK4zUpZGDvzbbW2+H9rOC9hcrGBSccMq2ZFa4GKe3PRpkkHxS600ZmZmzu0D0OOqilrOwx8KhaEV3mZWKIDW5vuS/xL7UmDzNpRG4LpiZmamJPgnjfOIl5qlvQ2546uKeJvIQS8bdJJifuLZU6mbSz2MHNtjVTVkLmPB286rj5zCGKWQDnPRgj1G4Y89PiqK9nonL6x38sJVMgDGPK8vfSBwEVCFkaICGRXKxeRxMzWhQDcbyBnwUKnAriPsvWMOeotFFbp3H7lxvJqzR6/2K+dRFxNVGrmJpRRAXU58b5+m2qau542Vu5b6Duuk/zGHVPvW82IMKIXeyYsSFYEiFwAPBD4HNOmPMe41PC48MxsKVlctSpXfjgX3KHxxOB/yYKH9dkiWwZuimAY5oYcLqdPA6qGOMM6Oc/ah8BjjPjSPDgTb6swVFgZWCFz1vb66XLJAWHmkzFicm7NEAoHrAPbrMyapQLzMrKXjo1LMI8df5QFu5km55ZnJIjWm90ymQYPu4dyUBsw+uGWAcTiVlJqjCedKrigopxzUfMWxTGSm1gVQda98XSib4JwKfG5obb4vVs1cy5DjVeJ9O0/v27fff1FihUUDIwaU0/rqst282yu5x3LU4hw7MDP77eav7c3K/xzqOopjPVTRE026oHeSyuTcLY2d025BxAdwZzp0wqtrgaBiuulD1tWMVn4qOF6h82vNdobSZRk8HiwG/r++umwHvcWi4RKfj/fRVyPwOSLlRjJLU4UvdR5b7+SFtWY7tjV/XOpRs3R8ZGaD339dC4EVCJQaFNr/Ov6P9pd/NmO/v/HjofPqMmQr6sq/VEw499zGxbkpDfbv4UF5QZ5c4Msramnfem573e3SaqQuWPingkh8LQhzBKk4U4pTajl7an11ubQCgQXC7/k/xg4EAmWoUFQrAN6Gm3d7tjc3XzDTctvW9dXlkozonbywrfnjkZhhOQ7CC0qeTwrToAbSmNC04hsXEtMAkDXE/nxtblJnjLWN3VK+dl3uGr5Wnf4crDjat54PCXe1BjxeKT0WVoaZ2UL7bSkgzpw1VXMLBD5XsAUAxYHFJwvn1ub7oZRULGbHpenYm5u3P//+n/vXIc/J0HE15FKT3/k0lUMKF6Y0OLsIq3am2cC+KrcR3F1NwK4mjFn3CwOisoX221IMA2CrAxaHKhM+BgrDU0IAXFRBXBgI5AHXEeITvIBURQL30kL7bSkQPqryWDmas4Peoj35ZqVR/NLbNupvnS2waWWjXZjS4FW72aAQxvPdV2neg95iyc3EMQ49N1eHUaeoD8IdtMipWAasKCYhVORqOfA8IhgeCIwGKA/2YvBKn2UGezVGXbnfvNuz/ZcfzczPhoR88WKw43gR2Msy7QZMZlNSGqkcYu/BcKwDwhHBKRbCnlkH60SzlACvR4bZQDCjS55y0PCXiqmMcS1YDxq4hiJhRaEV3ylFUlXgp/cQCATqAcoDsQ1WIrAw0NVvXFfPw3eHxdiKJtZDk9865pwb/8oEwquIvvDfq0WARYCsIrOyRQGsry4XLqpUEApjabqv2eDDhR8SMQSPDoTdSup2grJ48+BOoUz0vJRSwDisTDSDiucaCASaI5U+O0nqktbme3v47rCxy1yVWRN46cfTxFSUBptILLw9gc2BYgSBOUjM9Q7Y7mU9ASz8WfEoOIaAKm0+Du4hFuSa6YQvBlo+attHnKuWxUFvsWRZsLWSW6FExXggMD6gPHZOu0O1GZMAu8RySFkT04hfTlKRTJSwkFkqU30umAFWG5Xo6l2FpFKFL3UeW2u2UzxkJgBUsFsJY3C7Rj2W4TVSUgZaVhgP3x3amwd37OG7Q3dsDfbjGlp17tGrRyOmwHXEJLmRLhNynUmbEBlOApNiup2qeyp1wxCEcCshfsF+f1gCbI3oipxbonKxIAeo1VLQYDX3/MU2noNmNWEOK0dztr66nG0sn1JguE4qSK7KMRC47kDF9kWRck7jujxmncpwjduO2qdj2im4U7U0xs59Jophs+E4ArYttN+W4g9e43ezNP24dtPj7WwJcFtWZFz0Tl4ULSnhdoIVUxXc5mNVgXi0yq3Zjv393y5lnlggcDUxMzNjZuXv/XnXH0wDl4mZ+kpYGqpp62QEeMdxTQdbAGx17Jx2i9W7rvwRF0HQnGs7PIWh2zTecdBbLDKpwIrJCkPH0fF5P86DYuTeyJr9FZZH4LoCgWB2W18mgTsOlCJJ97GXxNt/2TDVQDiQClorPC56DgIjPVfJANu3ntvW/HEhpB++OxwKKGMflJJ200tBs6f4+J3Tru08vW+t2U5R7MfZXmZWKgRkIkO+Dx4bioGV59b8cWROBa49lM8NdQcX6bYaF8xVZeb3+M4tBpHQkxr7IqyxqbinGKwImgR29Fi8R9U4B7a1ToKFthd4TgWizYazl1LnqrDPQV1kPO9UcJ/rV7ggMdxTgesIuKfMyr9B/A5as52hXhdXCaMoPV1sK79eU/f/lXBPmdmQ5ZBCrmufBxbWuroHUi4h3e9VXWtdxUL7bfGlbaIwtPDQi8sw9rrbbvMWZb8NBK4z2OI2s5EaGo2Cy2bVeA2Y9PU0GW09TF1p1PXJ5T4oj3teBa82P6qiEuf9HE9Qwdw7eWErR3P9ilJi4FXlk2KvraNYWGkFv1Tgc4XnglXqj2lDe3dMSonkBDlnPXEWVU5h8LnXoriPMQkhqFwtqdaoqa54uf1YwXvuqZWjuX4B0GzHlo6PSgWGGM9TXlUKy+vYF1ZEIFDmpFPr+rwsAKVbnxa0j9CnD+3G8rLuM7nUNCLTeMjIMNAueBxQ9npym5mbzcT7tRYEWGi/7QexzjIbVKgvtN+6zZL0i84xDNSPeEoPzaT4nrlPCI4JBK4zlFAUjA7n/d3Hqr9um+e6YzLgcmNrZhyFxQpIcalZbqdFmrW+uuzSbgDMCsvwKrI94c7XwHZ2R2mBH79OWQlMi7K+umytzffusd6XI8WRFQhcV7DVjYUcUun35ubPPVOIm8VNSujmYrfYB2qTXHFwDlfePcUY92awaudUW+1foSSD6k7SBkeo29g57ZZqJnR1w4qGt1e1mmXufu/+MQ9Pmaxt7JYU1/rq8rWlWwgEzAYLKA6En1cQXAEhvtB+O1EPiqf8NL24tfk+21bBm895xUMvrJ9GnVWDBoQ41Va1sLqEGF7QG3UfTH+eikWoolFwcY43H04bzI2fuyaU1e9+cs8dIxC46vCEXq5O4TwAOQVrY1oWh1m50K/qOlzG4FGQTBMXpjTqPnwNgGuAG9q4ifuGH3jK7YSYRRUtueZSe198jk2wAlCLRaF91cPSCFxHPHq1XygHblLElj24qS4K3EV0GooD94zfvGaMaqsH5aiq8niYTY4UcurFfaPAC0DBdWTm9972mhx5gj6XpeQFvZh912O7VX6oHOEYChNXjuYKdl7vWL5/Lf5rbb4PayNwrfDo1b4tHR8l3VD8W5lk74u68Fo8jFtoWIebLxXr5ELgJrh5tzcR2TEVS8O72VSDJLxXYavveeUPjawEhQg6s0vHC5grz1NqXtiP8flDQhxEPzglGOSevWZ95YYfQao2Q9/jPqOGI3Dd4cmOi4ppADfv9myp87jECzeqqwrnKR8V/6kbGzILfX8uGhNTGmz6eMItVRmeohbJuXtwnhb04b+XFaVIuZuUih2KAV/cOmYgxkl9uTgPPdUrmAOCYNUNBK4rqtzAlwVwoyEO2gSfPrRLTeLgcoNC4ntn5cnlBBwc58W2p2ynlW12bnUa3g3yQ/f6c6diD/xeCQDNyhXeXkaVWTpVlq0ZvZ9coIlXCrwiUD+oR1nCCOUQ+Byh3Sl19X3RykRZplV2fPrQLmU6erh5t1e4tdASQb0sXpyTXVKa1ZmrI1G32qRwLoFw/tCZeJD34+Y0W0IfaKrQp0opaGZUqqgv5yqqK9CxIqibIYb/qZULX/cy8eIEApMGexjUqr9oxWHmey2Wjo9sa/649hiIy6grvTTmmYzkfU++WbHf3/hxqeyA5eZ5YWKB8Eev9l2BxoKQV/Bb88e2cjSXjGXAveOx3fKD5EA1I7Wi58B5nYBSE2ZevWesKvBcOKCHe+Wxt+aPS/GTwoyVjIpo+Rq4TlDZkQsAX0Qg3GxQ6MvZj55Lrc4c4abipB0eR+UZ3v+Huf9hP/jVL+31V1uFLGXW71RiDWMSTLdTC4TjT4NYWFEjhS3lxwO8lT8+NMQamNLDK8ADNNOqTnyijsLw5p3K0lKLi8fgL0pdt1ggcN2A1XdVgsh5QxNo4PXQrMql46NKVxV7RjiGimSendOu7c3NFxXx7VvP7Qe/+mXpXCxO2S3vudWBScU4Jqo02M2E4A58gaqV+UHj4Xs1E1VpZ/wg+BpezCLFSVX3nlL7VUFhbF49oUmUl/1QlXOt6beBwHUEfgdan4Tf80Utnj59aLu/vRRxqllfpkF5aI0JFs1eCQH+M/Mtnsfrr7bs4bvDor21on3reWkxiqA7N7SaBCamNPTBpoI7Cjx0CFSONaQKW4DWbMd2nt4vxm9tvi+lseLL5gnqKpdU3WM9fhg9nukIvGPwWq2y3KohELguQMBWk2EABI0vam7sYvdkSUqh8P6t+WPbeXrflo6PhhbRqjBUDty82ytZE17qLb/HAhPydNJpuhOLafz8F3tmZkOmGqOo7hQfPR+rN8gPX+MYvB9jIi4AhcH9NVIxDHxhtdhGq731eD3Gi39gTATKMI8mbi/NkIiYRuA6YWZmZkhWoAgWKDIuzzmm8e33Xwz1xvHip2ZlL4rntlJOPBzH4+6cdl030rfff1F673UR1Tl6snQSnT8nHtPwspKYUNCsHPGHa8qjLffGZi2LB8/cTlzox8V5OUGN7Z75llMYVds9SylXm8HvUworELhu0H4yO6fdQmG0ZjvFguu8FQbiEupWrlq5a5BcywO0vozheRU+fWgnZeJC+63bEM7bVtclX4Wpp9x6kX0zK0X9c6YWb+O+FAvtt0XhHb5Y3jiajdQEENiq+T2qEE8RrG3sFopIa0i86/DYGgiMeEbguoILWfEef/gNn+fi6dOHti0dHw11AfUsjCqyUQ9eOQCEP85B3cfS8dFQwJt79IBeiRUbnlmOJXccTNw9BVT1wtZjzYZbpC603w59cEhp23l6v5RyhuMBzy1lNtrK3eOIyaXiekpla/54yJXmncdfND6OLY9JNYgPBC4D4J5yayDO3MbnCXUnm5UZtnOr9lEWdyr/4FbXQPmoMpX57i6Ve4ofYspS4KA3//d8htCiZsOMsxDgal3AfaUKoy4LpJkfdK9yW3mBc00K4OZPqethTH5WF1G8EwhcBLzv+HkrDDO/hUGqOJjf56AN5OoEp3PupJSVw/PFnCfdD2Si7inmSPE0IoQ5/JUsSL1U2C9vfFcEtQ96i6VUMq8jn9nA2qjjw+MHiS/nKBXg3nEc7K+TwaAmOrZpZlVkUgWuK6oods4LHrsEkFIeOYoR3o7j1aXE46psy8WHq+YOuZGy5EbBxNxTbGLqTfIDQZU3BKmmocLd9OWN7wbbz9LUzPzgUa4afFSGzCra4jrg+9QsMM6+UmZcwCuMXNvYnYiJGQhcFvz8F3suw0Mqk2iaWDo+KglebbOQyqBKwXMp1U2BZXeYlxWl7qtUFhdem00m83LqMQ2eeIruw6ye71I/UIzvxT3MBlQkFwk1dXNZXJ6rCts5kB8pt4HrhJmZmeI1fPkXQRmi8sXMSoV0TWIKitS5KQWSKuDjc1S+5sodsH8SsmOi7in44tdXl23laK4Q2Ll84rr49KFdUIasHM0Npa0h+0ApRkaBKq9RVjsQ8E1S9bzz+f1lMN0DgUlD01LN6qXXfvrQtm+//6IWbcc4c6uD1G+7jmXC+5T+HC4sjnPyORpXydEnTUp+TJSwMIWl46PSe89lVVcwo8OXuri8B3LRVgZo0gGvmRMfq37HVI1IZE8FrhPgpajTDQ/V416xXN0xUth5er/0e21iVaQWxuxiAjg7yjsm5Yr3yhP4mjxGqvh5ErLjT8ceoQb25ualvaHv36871k3rmVl/ZdHPsnpuvZPycf2HNn667bgo0wnU57xKVZgHAtcRO6fds991GkUqbG/RzIZrsnonL2zn6f2JuLWauqE0sM3bML9iruSCa1OxcpFhZdUKY//lR3v47tAOeotuiu4O3P1nRfVVz7YJzqWfhtkwAVeTWEYVvMwrPOSUycZzmhY0ISDnntKqWM89FQokcF1R9Vvk2gmGruzHccHg91UVuFaXs2dl6BipbNLUOfsvPxZ/cL1zYTOfs7axa1/e+M725uZtb27eWpvvpyrbzk1pMG7e7Vlr833famh4c6jW9NLcIHg59bdqrPMEPuAcmHAxlEQg0HcbpRqUeQuxUeMb2p4AqBPA9qhG6igTPWf/5Ud78+COOweWd3+z8sNCho7jkhsF5+KemiRu3u2ZncVIWHF4ApYzuC5CAHMWF2d67ZzOVZ7DCCsj8LnDI9/zioPbt56bbeza3tAI1VjqPK6VIeW5onLHVm2D5eApC2x/eCbDLqLYUXEhlsa44OpKBVboKBgc12QdFdrnA4orV53pKYamzesDgauEXAKNWd8bkPLvj5ON6cGzNMYdN1UYiO0L7bf25sGdpMIwM3v47vDSKAyzK6o0uFNfyo3DiuOigHlxNftS53HRUD6HVPOnqAgPXDe0bz13XcU7T++7cQwv42gav/OUC8qzelLXT/UBwUKWlcUffvoz99jLpDDMrqjSUG6n3HGTKJ0f5QPDjwCuKbOBwGciRt4OcPAeX1AokXBTBa4bYH1/+/0XRTxC018V66vLE2dx5d+Wpq/mLI5cGmzKcsH/h+8Oi31o54rt957dtr9Z+eGlUhhmVzCmYXYmQG3Qq2LagrRJwBwfsJ7Tmu0Uc17b2LWF9nLJ+gBU0a0czYWiCHw2OOgtWu/4yL7NKIx+QsngfUGEOuHufk1cU7niPi8QDkvpoLdo+y8/ls55/dWWtebm7Uszu3m3+bynjStpaeTSaBlcBHSebh1WGFrJaTY6MRvuocoPHAhcFSBmwVZFjlrDcwPVlQfnCS3Wy3k82Np4+O7w3LOhmuJKKI1PH9rFH8xXjmnUUQiT+lKlrpWLP6QaNTVFWByB64g6bqZULxqveM7s/NPpGbifKksFNRdQmA/fHZ4739YouPRKA52r4NPnOgYzv/+Fh0lZG3VbxuJavZMXttfddq2Nqjl7iEB44Dphr7ttbx7cSSoOFLTBOudswpTCGOe3XjeVFnPT972TF0P3g9YODKTfH/QWs/RClxETiWlMw13y6UO7+IJoEd/axm4pllGVwjpKwGwUanSeRymQ7bBQqvXh9QRHHQpbU1flixUI1MFS57E9FI42oP+79V25VRxMayPUaux1t82IE6outG5j36ykOPo0R8N9OJgK5d6z23bzxvQC3pBlj1717Hc/uTfWWBNRGhDwk6QG4WC3Wdm95NFt6P9iv5WFbV3hO6p5q9QAfTLF/mvuN6IFh56yUITCCFxH9DMM+6+51QH21QXiCJNIv61SHH23km/p3Ht228zMDux24YLiwL1ySJlZqX9QU4DE0SzzvM4W4Dsf2mY2HmnhRN1TMMO25o9HLuXnuAWPa1ausGZrow7lxl5321qznbFjG7nYBUxNz8TlAr+qnhqeYgmFEbiO0N8TFl1KuZNyRSnGKcbTNPcccunAOuYBkRIq7j27PdJvG3IS7vtUB8E6HQWbYuIxDfgg3zy4Y0vHR8XNgfde/3ae3i/4pHae3k+6mryOgArv4afOSRXPVSH3AaOvufozq4L2Xo/xSX3AgcBVQU5Ya6pq1ThNlQfaNyi1eGouKYuGt3s1Ghh3FJf5ztP7xZ+3AFYZCUXC/TQmEROdiNLY6267K4En36zY1vxxyb+nHwbfiD4EtTD43IX221psjl5nP07RG+ch6rmoQOfuYyr8qwoT6/Qov8jMkEDgIlGXG6quiwoL1lS1d9Vc9Lo8R6/fB78Giy0KG7HIVsCiOOgtZrv5pdKWJ10tP5EmTOgPbjZgagSQg6y+frPh9oQqYPUBoeGSZhyw4uCGT6l6iFSDkjpIBcg5s0t79mKewNb8sa0cpUkLU21feQ7jBrMCgcsAbhOdEtgpoce/Y49apKq5G2RFShFVkSSmlIaey33Gve1mvrsL4z35ZqWIk/B2HcuTsYpJtHyduHtqof3WHr47LJQFyLjg62dgxQ9hq6aV2bAfDhWU4GxpzXYK1xbHQpSoUKmK+cEjpXcUwM2FZig8d74+B+pzCsNsuD+4IiyNwHVCaoUPVzfvU3ngdcrD69xvmq0LPt97nQOup/Oso4SQcpuKj2B+UBjoraEeDPZuNJ3/KJg4jQj37OZKxyaBo9x7s7718ubBnbMHNTiu/6DKHzxWBAOtPmx9IC02FaCGFbFz2u2binIMaEE4O0pXL6MEtHFNxWXjogkExoXn4z/oPS91uTvoLRbp6+wOT7mjvLRbZHrmUnZT8JQK/kO+qRdj0Fn0Ram7aF3XFr9Gpz5sh8xRWbO+umwmVg3OmUSR80TcUzAxczeM94o6Pko+FkF2s+GHmDtPTVf9cLXsn1N0VYurW42VEisOPr5J+9ZwTwU+F/z8F3ul4DD/ts3qLTY9t3cqASU3XsrlxL9vPV/JR1NjeUHxVE8QRT9ld3ihi5avQEoWslu/d/LC/v5vl5y7r4+pVIRD86vPjbUz/urw1/ODXdvYtXvPbtu9Z7drKYzUfl2d8HxRecpxCp6zx0Lrudb4faovRtaEPvuy67nhngpcN/iWxnAfDQ/qZtLf3z9s/ZvrBqore7jnBeaJc3nMVIW4zrFqIc3ZWZ4y4UWr9uJIjcds2+NiIu4paPZUOhxMNDPfsmCXDgphBq+HbzaleXMPBSabQjU9b2MTj01kXEurOnOmX/vWc1tP7h0Gu7Pat55nu/0FAlcV6t7hLnZ1g7s6ltnAz1/3eA+D6/aFNHs2cotbvK4T16iam8Yr4EpnueNhVFLUOpiIpbEmwpX/A16edfvW85LC8MZl5GoX2LXkoaq+QufG+3hVgfcelxTuh/exRVXH1PYq3CfdNyAQuCxQeQGLgD0JOc+ENx4fU5cM0UuJZYXG82lyPzklofekSg9yhuUNXq8czRWuKXZRMaZR2Gc2BfeUFz8A+CHgPWcd5ZAi/OPX+j/1gdX9EqZMQh4/96VEoxhkPHjHVhEgetXuQVoYuC7g3yD/PliQ4zekfSdyvz21YEaZU8rVU3eMqnNxjZ3Tru3NzdvK0ZytHM0V7/fm5q21+b70H69v3u2Vuv/xfWoW56QLhSeWPeVF7/F/57SbLODrnbywpU7Xeid9v31rc96M8qc5wLxz2i09EB4X4PF5Tkx+2HYC2zjPU3iq5WEZceovPjQu7NPU2TpBcA7AB3VI4LqDf2ep4jTUZd17dtvsLAOprvVd10XkbfNcPHWVAb9meQIlYWZ2826/b8ZN6529b5YVub66bE8e3Om7zc54rtY2fJ6+SbqqJp5y2384A54lPCBPAOJh3rzbs/Wz9o579t3QWMrDlHqfGn/ntDvoNUzkaAruAFb6cjhB7t7JC2s/K2d9DDI+ntuO3G+T7KlA4HOBLtA0m5F/12C9zcUGc96Dumm22OYV42FR6MVCFVA6ffaKQWMlKIlxgHa4PCcmRZwmJuKeypk/6qPXY9u3yk3ld57eH0pp1bGw36NO1/ftW89ta/54yG+IGIR3Tu/kRWES8zl8roecKYzU3SrOKy9bKhC4ztDMIn590FssrHlkCvEffqf4rXKWJoR7neCzF4tQC0EzpSoTb87+T7qx0tLxUSEXlbLoPDjrptIjHCt/b2UNMj5VBv3jju2gt3hWMX3sjsvwHlCuYpSPGRTk9bfpwy9nc5VdV3C9tckltdB+aweWD5ahEjzHcJsyI/GMIp4RuE7g+gemCEp5DwAU+EKhvP5qy768MW+tTbMeubeBXHwzlbzDc1zqdCmDsVxwq7/bFH3QJLDz9L7tGOjkB/PV6+dKAMbFxLKnzIYD0CAjZGsDDxgBcdy4duBTn6VXL8H7vAejabSpvGccixoMoP9leVzS4my68uqGa0Z6Jy9c5lq+jxS8L7daHtNKpQsEzhtesZzZcExDwbUJenwd1xGQOgbehp3TbhF4Tv0hSK2tG+oQqjbBpw9tV9apheHJB00SGgcTqwhHjAHNmFKal+MRLAyZjdasvypHub8n/HE8B5pSldq5XG8v2MUV3AyvkZM3R60ox7FeAyi1IDRek8Lu343XSCUQuAw4/M2Pit+wWh1mw8rBw71nt4smRtzxE8i5p3QRifdVZIdV+PShXZzP7vdRx9RGd2bVdWGeTJwEYeFElQYjpTSwj7VyqhCFz+OVPLazMlBBnXqgHgNtam6ARyDI2VvePSABAEqB4y+prCoei4/xmHVDaQSuAw5/86PSe/Yw1FEYZmZ/s/LDIWGMbnapGjAPhddjbr7iyPPDztP7bupsyh1Vp6jvUtCIpBSGd5Mc02AB7QVxmC12of22pDDquGjYraR0HymXlrqo2ArAlxD7vfiC9wVFvxHdpzGfOi6siGkErhNyLqRU0VodwG3UxB2zvrp86RQGFCfLTGB9dblYnKbucxqB8YkEwlnwee4aLwOKz2WzS5UCr+J3Trsl5leum+Cxi9UFuai8ugtvfijP52A+j61mLN87Fzaa9VN9cX+9Eyvep7DX3bbWRudMwfRddMFoG/icwHQidS2Nur+RFOkg9k06y2kcwMJ4bXl51ZrtWGuj4y6mUxXhf/+34zmXJqI0SkFs2y7qGvgG2rf6NMdsfsINM+BTKbtv1Owqxjez1kandA2vaHDwP/3Q+4K+fD/sX9X6ioU27nW5uPet3nGSD2avu2175rvLPIr1lCmtbrFA4Krj0at9+5bijgz0zcnh4bvDRkkhqczGy6owclZCVeao5yrHtkev9sdiyR7bPfXo1b6tbexWFtohq2hICXS3k1xOZoPVOY/P16jidsE5qX3ePFmxcaAar3MUHxqAqptyBxcW14jsdbeLHuoArJ9Hr/ZrjRsIXHZAQaDJUB0g5fbJNyv27fdfFL8T/KEpWxWNyGVSGGg9a1b2uKjM1HiwF4NVD0yVEmqCicU0vFzlXLEJC9M6xYHcSJ3jDlxbwWNxeqzOFeexgOfzOP7Cc8D71mynpEhyflkuSFRXl/c8kBXGFhQfn4rFBAJXEfjtcDtTLJq4AyiDj8Xrg96ibc0fF3+5jni8MLsMCgNKbq+7PeRm8mRjrgbDk6t1F9l1MZV+GoyUNvQ4o3BDylPlVUjrzaubCv/VlcMPWQPrXmYVrAkOiOuYfDzICXEfrIBy3fugfJBuqFkQrFTOo+ozELgosMA/6C0OKQ/8TkYJlC+03xakfxetMD59aNu333/hyjfEb83yikNpmrwFKcu4uoSLOUysuE9vcG1jt+g9oavjpc7jodW0Fs7xWPpfS/hV2yrdB7IM1KKoEr5acKjb9Po8/6bWAJ4Vm+dMHR8IXDdoGrkqAVYceP3w3WEp5b4uFtpv7csb3124ojAbuKFYWUBmQC5yvVsqbsvyi13nKU/GpBacY9dpLH/9pMTtxNCCvRQ9AFsZXnwDx3jjmw3Xa3Ctg1dQ50FbrFaRC/LxTEHC81UW3hx9CMbhoqZ7z267AfnWbMd2TrtRqxG40lj++onbr1uLec0G2VTsmqqDy+KCAr79/ouhgmNdGKrHQ2vUeJ8nU1gee8eN2y56bEvj5t3eUEaUme87U8HP1obepHeeUgWwFsaqnFFV07DX3S7S9TyOrCp4FsVS5/HQtjqWglatY9XlubUieypwXdDEx/7w3aGtHM1lg+VMXtg7eXFpFAYC8/svP1Z2I6yqJdPkIAW7yJGkNMn6rrGVBkzMXNEd3EleRgCwvrpcIgeEQtEYBIAvBtxaKRqPHJY6j0smcu6DYCAQjmvx/xRDrQa0FZPwNQYCVwm534MWw8JFhaK9L298V0qrR3CbF22XoVAPrijuSKi/dfW+qBtJ5aeZX5vCXhW0pahKwBkFEw2Ee24njT2oRYAvh/rumOK4qoOep4zYvTQu06Q+bHwQnMXlKUtOdatrHeDLBZMUGVpefCUQuI5Q6wMLRLBEA+h2px3t9ubmL7RFMqf9IjaBAmPPK8OoG3PQeJDZsAzShKKqhWtdTCV7ioPaUAocxFaXFCsIgBUOtCyEdK5kngtZvH7b+tCq+luY+a4r7l8McxDHaX2IKi/vmnhOqS+7ziEqxQPXFepROOgt2pc3vnO/86nfwUW4pVhReP2DUqwXHNNQ74qWLuRcTVWxYMhGT+E0wcT6aXBqbVHlTegL2WGhuG5lf75Ha4xqcr0WXjO0XgTHpgLbWrhXB3vdbVtwtnvsmlgdpRhuzfxAOre5NSsz7w7cahEID1wvqOsG/XVu3r2gCdUACvJstmN7tl36HedkldlZLNaGBT6ynVIM2B6JqSdbpoGJWRq4mQHdRj8ghcCV8j95abLME+VlVHAnLmhkWDFeai/mlXId8YoA2zx3kJ7jwYu9oKqbj0EHP7OBxcKWFt6/eXDHLeKJRkyB6wyNZVxG/jWuON95et/t6Kkxz9RrVZK6cNXFJv7XtRa8tNxxMTGlkaIPZ2ZYtG9ETYI2LuKU3FTfYLxXzewFklPKgk3HXB40AxXp+sXge+M5Yr/HL6XPCc8B7Su53zibp1By0Wc8cB3g/d64fWvv5EVjhVGs+qcABLW35vtdRZGso/VlZmWPR06upDI+ue5ilKzJScVzPYytNHJuH6btZYGv2Q6I8kN4ph4yZ0mxoIYS8uClv3KGlhdkR5oagLoIpLrhy8LMt1BknNXl1WjgGH1m7LZ7+O7QDnqLQ18oWFNhaQSuI0BQyG1cm2Ia6eiwKPC701hrDp57SmMbDI+Boi48BnGz4arxcTG20qgqWMNqnNsnepWJmrusASCF0q/rPh4HUNcS53QzNE0tNQYEu1Iuq0mIP7ZsMA7/UBicMMDzDQqRwHUG/w7WV5ft2++/sKXjo9rumEm7sr79/otiThy3xfz4P6CBbO91CqMoijox2UlaHBMLhAPe5FX7qyur/5CflzKQUoSG+OA4MK7IFQoq2CLi8b2MJwTzMfY6jYP3qYp3gK2StY1de7i6bAd2u0ShwNXkGgjDtfa622Z/V3l7gcCVQO/kha2/Wy4ENFhszRDnMFt4er8IAp8Hdp7et/2zKvQDu229kzSRoLq6Ecg2q1fci+NYFtWtNWOZex7u64mn3Nah6+AgNISs57LBcZ5vkFlqYcUgiOZ1yfM+OL4eF8Qo+RcHr3FtgLd7XDiwRvDH/c294iUAlghfm2kF6n4RA4HLCqYI4d8CFlAeF1VrtjMUt4AVMm4qKY+Hrnkoxqtq4qaLRS+lHuemfrvq0q6L81QYZufAcqtQmg3OutLsJfUHqubm+AFcYOxvTPkQ61aMmw2ENmdEmZUFNwR+7+RFiZ0S12ClB4XBrrGF9lvbf/mxZCF56bfevQQCVxXaY8dsoChS1OZYELLi2Jo/tp2n9ycyJ/QW52QUvrbZMDV51W+RXdip4zXoPQrqcuWNGxOdmNJIpajyaw7MePwp/ODUbQRBj3M5yJ7in4IAxwelrqc6Dw/KiD94LsLj1GIlKPRWG6yAWOk8fHc41J+cnwsjKEcC1wmc0JLrgwHAy4AAteelyGHn6X23cdPS8ZH9w9a/FW4xdo/huoD3O62y/nPKZVxBnpM7k7ZAJqI0chlU3rFNHhD7Bj2o5mYKEg1iewU0KXBmFKwDdQt5WQlsTXANhpfFxRljZoNsDG/FEWm2gcAAUBT4XbRmO7Y1f5x1US0dHxUWyf7Lj/bmwR37h61/K/6efLNSOh6Whi7SPNd3VTU24NVyAOMoDqZPOugtuqzdGhsdFRNRGnXNIj2+rgJJmW1qQXAKHGo+NB5SR/jqw+V6Eh5b5444BLufUHuB+XGBIsYCVYJnBakpjFTjiGkErjq82GOKRkcZIhDfQJc+buCGbCvEJpaOj+zb778YEuypzoA6nzou4VTiTqqMoCrrFK9ZRuZkJXtlcpaXLqRHwURjGp4S0Cwk1Xp1xsxt5y8MvkzeB1g3jgHBD+HMrSHZp8kfUmu2UxCTmQ06i61t7Nrrr7ZsbWPQkEqD3zCBcQ7G4i8Zkgaqeo4EAlcdnmuKGSI4FuixRuB8/R3xPo5XaOzi4btDu/fsdpG95bnLUsV8DL5uqsjPoxbifbrQrZNkpDVmTT07dTB2E6aZmZlGrhPlhjLz3UY5PxyvwiHYOc6w1HlcCPFUZoGms+q1tXkUYhG4HpQGKwuv1gTz9O4TgGXCBYtmNjSWphuO00glELhoHP7mRxMfMxfv8wqAPcvmoLdo+y8/FkW2GFeTcnJZULnjqhawqYU39rHcUs+EyjTPBbbUeTxWA7eJdO6rAyXdgqBU1w9QtZKGYsCxGM+jM6nrksJxoAlgZQTiND1HM8HUZab/vftQhQYysqp89FAagauMaSgNhtIP6T5s33/5sdQREL933a71X1jkeZ34lIQ0tXBUIe8d58k07/gmi/dxlMa5pNwy/xTA2UcQxvzh4nj+w3Z+OHBJeX68JllSAFd8w6pAcN07jt1U3BMd79dX+wVL7VvPS/QIaxu7Bf8//uPPLKjPAwEPTTIH1WrndHxgof3WDXj3Tl6U3FZewTDilBgHgMJhWeAFzzUu6lEH4Rh1M3lWTlUG66QwVUtDay3MBjeL9NQq103KtPMeIAS4Whhb88f9Zi0VqWdck4EVRKriUq+vaXntW88LihCAv4RN+P6REaKKJCyNwFVGHUuDvRFm1dYD7/OynvQYHl8Xhljgvf5qq5BP+O2zMuCCXZ2LIkd/pK4sfu9ZLOr+SlkbKqt2TrtjWRpj04h4LiA81D3zCfs0UI1AsVlZo6dMtZw55/nwehu7ttddrnRd9ccafOGWOt2hsfAfX6h7z27bQrtPa6ImL9A/ZrQG958+tPuBcGpdWcd1FQhcRaiSGI4t1usp7glmtSQ8xaF4+O7QDs76+TD9D4/DGZtmfnOl1Lx0scwxWiOlwItv/p/LouRkIcRMi1qyMSiIJu6ewkT5hlIZU55WTFVdQrFoZhGupUWCqbnwPPQ4Xr2k2DI548nMXPMUCuPhu0N7/dWWfXnju5EUBreLhLWx8/R+KIzAtUWO3ZYzkvg/kGK6zh3D9VR4zW5kTW7JFfUpO68mtpgNGL+V9QGySO8tpRSYWcPz0rA1lGLeHhUTYbn1ovnQjFol7VkkqYwh5ZKCVudsJQ8p319rtlOkwqqF0ZrtlPyezI/F57IF8fDdYWGWvnlwx558s1IEz15/tWWtzfcjN7dfOj7qW2tz80XQH9QJqGQNBK4qHr3ad7eD6ykHr3dNXQWSc28p6zXcyd71PEHNx+fc7TpXjm0wC7gX3+Dj1WWF7ZBV3nlakjAKJhLT8ArRNPbguY04+0BNOvb9qT8R1+KsKaCOz5FjFTpnjM0ss5xWa2YlJk7utGfW/9J/eeO77DNDVaoX72GTubX53j59aNvW/HEpQwOKKGIagauKR6/27dvvv6g8TtPdm0IXofper8VADUcq7Zbh1Yxgu8o3lWPYDnilADg2lcKrx2j2Fu4BSUcXmj2lQtxscBNe1hRrQs5O4vPMhgvYUg+yH3sYjlVAU+PDg3DHQ8McWKuzyQc3WGu2U2RoqfmppjQrDK5IRVUqtuFc0BZoTAdfXigM4Msb34XCCHxWwO+iqcJgoe0lqaSuxZmPsBw0M4oXdzlrB9tUvnlyUeFZA2p55KwZr/dOqtq+KcYKhMPELPpMOJrQi+ivry6bJXyDuFEEgnQ7ADJCLaThsRj9D7TfMrW10Sltw7lQEGbCLGtpVxjGgMIAS2ZhFdhZ0PybFVunKlSzgaXSO/FXMeury7Zg/Uyr1mb/eqEsAp8zmlgc5TqrdNaSHt8+c0Pz79TMSmPhPcPLjPIsA/WCKNSzweeo28pTJBoP9pKEHr3aH1mWjJ09tbaxa/svV+zhu0Nb27BCCEJZ1PGf8cMrbtJRFOq24m0L7bJby6sQx9y8Dwv7+D27nfg1g6lDdlb7bqdBr++VUqMmPR/HmZVNyN5JXyly8DyURSBQXajH1gRilKmMKy7eq8rM4kC55+KqUz/CwpwtFT4XC/D1xHl1UGao6G/jwuTWbMd2PrTNbDQX1djuqfXV/iobwh4U4Qq4pTyNqQFuhhb36blmVvIZKkfU2saubc0f1zIjU1BSM7zHFw5uLs6sUgXBjWX4NXPbrBzNFS4oZEj97if3QmEErh3GSeRIBb2hPNZXl4viOpYT7Kpq33pe+l1rai+Df6N6bU9uIAFIx9W58pw5MwwKSmUlp9/WAa6h7vv11eWxMjAnknILRcEprNqFjrOptDkR4MVFkE1gZiXqYgSr+Twv5xkWh5IOYj/7TPUDPegtlmgEPLx5cKcwZTmz6g8//VmxH//xJV3b2C2yq1aO5mzlaK6oCjcbKIpQFoFAH7kAtnfcw3eHJcHMf0DK5Yx4Bv74XFY63jw4boGYqufGqronTxmpO57/63GYCy/gPd6/UTBW9tSjV/vFioErpb0YhJf5xK+9B6LvvXgDg7OxNKvKbFhwK/jc/Zcf7fVXW8U2thyQFuhVfXvou+76Si6n4UNJBD4XLH/9pJTkMQ5ylkcKpSK6zFh8bApeRhXLPy/7CtvVnZaLZaTG1+M8klaNk7Q2348sb8ZSGstfPymRBvLEmQ+qii4klULmnaPEYHycxjNY0A+Czv6XAkhRCfA4uh9K5Mk3K6V2lfgSKBmhIpRF4HPDzMxMZYc+D9xuGUil1eYSY/jYXJ1YFR1ILmUeSLFd6GIZY3gKgUsRvEWzykqWOSyjed+oabdjuadu3u0VJpBqRCgMLTQB2LxiU4+FLLucOC01Ff8wsyGFAW58j7YcPs+F9lvrnbwo3EypuITOH2bsQvut7Zx27fVXW8V+bPPICM3CBRUINEUqGYWRqt72ZEZOYeA9Z3Pya49ShGUJb+eKbEBTdhE3gcs8ZVVoTZrCK2/gkgKzvhIZJ6YxUfcU4HWfy+UUA14AnVln1fTyglPqMrr37HaRJYHjdk67JdMYH4Q2Z1Gwawv1EkFhHgg0ByyNUYv2FHWylzyrIHd9VgzljKQXpVW7FjCrzML1AMgor3CwSlbiGGXa4GO8fUy82prtjEVaOHbKrVlZOTDTrBegVjOKH5TbM7fjF8Ns9cr+UP7gEYswK5OR4VogMcSX5s2DfoCdK7zRuQvguARTg3DwOhAInD+8mIanRLRAOKVoBkphWEZpaQCPh1U9E7Xi2JQLfOBuAyli/l6XOo8rXfyt2Y7t2XZJybCyGRcTsTRSBIB1oAqDmRmbwjMZObi9cjRXWBipYDl37TIrWx98PCg+QmkEAs2hMQ2s+OtYHl5dBkNTcFN0RCrMU+Pxyl3dRqnYBINjrixvqmKuVbEOjyWD5Sk3k9PF+c27vZFl1lgxDc61TjVASqWGabSf6UU8haHCHfnM8CF6qw01KdklpVWTiFEstN/avWe3i3lwLQb7VL/9/oviAwuFEQg0g8qDqgyllDDFuXos5AWf57Ff4xiVISw/PGZt3INe26ujYMJVpiOCbGGFwfFdlZ0ekzcfowtwPAf26mDfOHUyE+Oe4ve51Ft2FQEc3VfTTZknOUWNg9Z42Jq6y0EoxDrwILkvd858ZCUGt1WOgz8QCEwW/PvkOEBK2ehvU11JXEyXsmy0uM4LPGvdBysbTt7BPahs4WxM3s+Ko33recmtpLETbwGO9xpUB8ahSJ9ITIOBG1rqPC4V8rFWX9voH4sHs/9yxZ4Qzwun1Wkf8fXVPsVIqaJztd8ECWM+KYR6vxyfeWRgLQyCUH5+NI5lZlzmooHiACdUIBBohioCQQ8sG7RQNwcvlqrzGL5O2dW9190ueOv4uu3eoi20l229uM5yyQrxUmQ1CG42XF+2tnGmsGxAhaTxEs9Nx4t20CZhDNzHOPToE1UaXmyjeHiF8B18WE8kW0kfJI4dPPTlkqCH8ukfP5xum0M5nrFcStHFNb3sjtdfbZmtLg/VawQCgWaooyy8Tn7DnoA0LTnee7VfS53HpZgnH+sl8SAIzW1geY5eyi6zTiBW6sUvIM8W2tw2FgrpbUGmukOydc+2iwU0z1O9PMxjNQmM5Z5iE0dL1Jn+HIBAV9PxoLdYfACaZ43YAnfYYjoQphvRL5hXrY0PnK0PDnZjfFUYTJWcK+EPBAL1UCdNVjmh+DfNnHOp8auugf1eLYU2MoK8e/ju0P7w058NWSteei272JlrThej7I5i+hMQDbLrirNJkdHFzfBYPnlNl1JtJupirOypmZkZN37hBYgYXLWtXwp1SWE7Q+sz1K+JeUAZpCwPz8rRa+u4+EBQ/T1OOX4g8Lni8Dc/alyjwW2U1TMApAgEU8qF4wBedbZXga2UQinlhZiCWb4Puc5d3Voa4FYWDm9f7j6BUUX/xHqEY1KpNDbWuEw0iOwnPHhkGGgQnHv2mg0eqKbp8QdV5UJCIB3H4dpe5TgAUzAURiAwHqoyplJgoa1yQpls68Q6NJvKbOCK2n/5sZAnumJnUkSt9ma3lKdUvOwuL86imVOpgr697nZpH+agQfxJeEkmpjQQqAHwUKAkeNJ8nJfnzGX42i0P8LQ2MqpyudD6mmswUjnbfjFOZE4FApPGKErEO5+zJdG6gIHFIDIuNQUfAhhMEmsb/RYLvMj87eavC9mFxTIXAALqucDiVLcByO7EnFAnom2sec7cdRRzwLxZqWDBnqopqYOxi/t4pY1OfsgBVnoNpRxhc8nTyrAacqadavqqIDibtp57Cr5JpQtQKoGVo7mxCmQCgc8ZkBUKr37AK6xjK8WzWDSrSGMVdarItTDwzYM7RcuDP//+n4vjVGZVvfauhf3YxwWFKVom3o5iYzOfFBX43U/ujdW1z2xMpREIBAKBzwsTc08FAoFA4PojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARqI5RGIBAIBGojlEYgEAgEaiOURiAQCARq40/HOXn56yfF673utq1t7Bbv11eXrbX5vnj/6UPb9rrbttR5PDTOXne79B7H3Lzbs08f2qV9N+/2as3t04d27WM9/O4n90rvH73aT+4LBALN8PNf7Fn71vPi/UL7bUl+AOury8Xrqv0sW0b97f/uJ/fs0av94j+2mQ1kAGRLHTnAY7AMGWUeKgsByEmVr3jfmu0Uz2mp87jYvvt3r2vPhzHzxz/+8Y8jnWlmMzMzxSS35o9tof3W3jy4Yw/fHdraxq7tnHaLY1uzHWvfem69kxdmZkNfGDOzNw/umJnZw3eHdtBbLL5IfGwKGOOgt2j7Lz+WxsF7bAP4eji3d/LC1leXbW1j19ZXl0sPHXM66C3aytFc7S9OIBAoA0oDMuPes9vucfy7xrEe+DfM4N+z2UDu4HfMx/DvG/8hr3AuzxdzgyBmsFzUOVQBchNjYnycDwWA+e2cdgsZBbnFwP0oRhX9Y7mnIFC35o+LyeHDY0EPhaHbzaz4UA56i3bv2W17+O6w+GLgASy035Y+PLzGf34g+nD0PcbWL59+2aAw8NrMbOVobuiLFAgEmgNyADLDE2rYr79N4OG7w9IikI/j36gnrFlh8DH4zwtI77o8Pgt0jLvX3ba97vaQrGA5yK/XV5dtfXW5tNBe6jwuWQ44hue5vrpse93tYrvOd21jt5jDUufx0H2OgrGUxl53e0gJ4EPunbwY0r4ANDafA6xt7Nq9Z7dLH6bn0sI4fE0zKywdKB8oBygkXdHAKjKz0sPla+r1d067Y7m+AoHAADnFwAtEKBhVFhiDkfJO8EITSoEFLbwhKuz5mIPeoqtMeHyzvtzA+Kqk2OOCe4McSslNyCF4X/Ra/Brvd067xVx53NT862AspaHaihUBr9R1n1nZjaQfkn5grdmO7Zx2hx40xsUfWw/4kB6+O7TXX225Vgm+eOury9Y7eVFofMbW/PGQrxAKI1xTgcB4qLLa1UMBBYPfNzwUdcbGbxsyYOe0W6y+4dHg63ruHlxXZZ+u9CEvIMBVNnr3yFYGC3iVP5B/GqfwzuW5TApjKQ0W5B5gorVvPS89ZDzAh+8OSysCPAhvlcAmmI5jNrzS2H/5sbAieExWJnh/0Fu0ndOuLbTfDgWS+HVrtpM0owOBQDNgodbkeEZTV7EqAPymeTz8vjX2CjdP7+SFLbTfum4kVhQe2KrBQhXXwnVzwl8tBchUvgdcG4oGMlifw4W5p3LAxLwHyNpaP3RvG7YvdR4XHxwUEcZaaL9Nrjh4VaJQE08fMEzHpc7j4guUymIIBAL1sNB+29hF4ikY3ZZb1LECYMAr4p3LC8md025JWZgNK4g6q3qWW1goq+xJuapYsal1s7axW4qveG4uKK4Lc09xTEPdQwjqYOK5FQX2eTfC58Ha8ExWzAGxjHvPbruZFOo/xPbWbKeYK2ctYEXAQa2IZwQC44Fjn5NC7+RFsehUdxC7n7BKh+WxtrFbJPMsdR4XcQC2HlQ2qazIwTsGC1+ViykrAGN4i2yzcpyF567x2QsPhOuFkQXhuY28LwcemqfhsY9NWAh7DSZBEQAcSPeuzUF21ry4Hy/wjRRi7It4RiAwOthjUPf4KmChCqGJ37WX2MK/eXYVmQ0ENC8kFTpmDiq8Ve5546QsAZZBXnwF1/HiGlxGMI6lMXadhtkgmg+gvmLntFtocAUeGJ+rXyLNmQbwAbNZxhYPrs2+PrNyAElznhmaF43juFgxlEYgMDp+/os9M8t7IOoC8kDrG4CUcId8qCMP9Dx1U1UBc+K4CmQbC3lvHryNYxaYG2rk6s4bsu3v/3ap0T0AU4lpVKWOmQ3MU05xw4OCeckFPVqrsTc3XwhxXil4cYuUVkVcRE05VTbQ7ohlhMIIBMbHJBRGapy6wV4vLsBj5M6p45ri41LZplvzxyXFACUGeaQxiNZsp9gPt3nKpeW50XBskwp1xkSUhpp3ML+8SsSUmcmWAoNT6mDSKXUALA24xnI52lAU7VvPi5Rf/fA5r5oRFeCBwGTRNBuxKlvTzFxBq1lJe91t11qA3KoCVut1FQdncXqKKecu4uMR10VRH7vYvaB8yvU1jsIeWWlAS+EBQ2hr/YRWXqv7CcdDgL95cMctuQd1B2Pn6f3CKvAsDf1SaHov0m7Z5MMHAeWEMSL4HQhMFhqL9Pbzf92O15oCy1ChmfL1c4GvR3XkjQkPRF3F4VWZr68u28rRnFtMjJTgVNYXB/Ixj1QdCY6FvByndGAswsLcxWFlPHx3aAd2eyg4PuB26X84+yYUH9+s2L5ZiePFrP9AUwK8HyTvv96af25f3vjOdj60S1+I/gd2ZkmcxT6U46V967m1i4yss6DYZrilAoFJ4NGrfavjTddFnm7vy4XBClsVBPPfsXBXQa+LVLzvnZitbdiQjGBUKYzWbMdaGwN3d8qi0AI+HDcoZB5Ulq8czbl1a2b957TU6Z4VJ74dcrczx9aomHhMg4PaSg+A7CetvDSzZI2F2eCDam2+t5t3e7bz9L4tHR8lqzKBnaf3+8dTKT3Aq5OUGYd5cgA8EAiMDy/dFMBqnxNe1N2UYsVleO4pyCP9vXNsg4PVWJ17GVgQ9LksKm/OnPK/trE7FEOFt0NlpZkN0TNhrpy405rtFM+Oxx63qA+YiNJgy+H3N35cqqrkLCkAr7GPWWjNBtXasDJu3u0Vgnvn6f0SY6V+8VD+j+AQaIzh5+QAk1dxiQ9qof3WWpvvi+uGlREITBfqFlJqD6b7QFxS4wpwMWstFgQmruFVSuM4jIs4waiZUh7XEyyHqiJBlmtaV+JZJHgNmZiqeeNU31GLlMdSGm8e3Cn8dGryPPlmxcyGAz2YuCoOruhmtlx+QJ/OXE1szSibpfpJoWmheKCVNaVWtTcri1AYgcBk4ZECsqDUgLFZWUCC9gcCVd1H3tgQph5VBy9Ec/UTfI6+BrxiOi5Axhy8gD3OTzHsmtmQZYJzmOqEAQWFRXyKXr4uRlYarKXWV5dt/+XH0mTY3aTBcQ9Iq8VxZlb0rABSVZGYAyOlcVub7/t+vjMF4hXw7M3Nm1lYF4HAtJDL3uEUfPYMAGpdKA0HBDXXbWiVOI7TVFcsOnPzq+viwQKXs0uV2y6XCOC50NgSUlcbJ+4AiMfg/sACPo7iGFlp7HW3hyqvzcz+6ul/KU2Iq7mxnVcITHesUI2qvkbdx4CC8j5gKKLW5vtCQWCOGDcURiAwHWDBqfTeukrWymX+LcP9xAoFygQLRs89xEFzbyUP99dC+627ojezylio2YBiSQuTtfdGP3BdViQQ8jgWSsyTZVwTB8WpGVW4ltmgMR3OGQUjK42lzmNbOZqz9dVl++3mr0v7QCeiFOZmVupxwT5L3HwuIM4l8FVBcKBOPjIHnSLoHQicH3K/T80oYnhxAS0OTtVRIKNIYwRa5KuuLJ5XTuCqYtDMUU9+6fxUIXHrBlasPEdWELm6j3GZukdWGjfv9myvu11SGPee3S4045sHd2z/5Ue3oEXB+cb4sGGGsRuMVxQe0RceFLQ7NGou4OPtCysjEJg+qtzMVQtDuJZRz8DB77oBbD6+CflgFe8UhDtngCHmwESoXDuh43KNBhbYWHBjO8tEAHUf3v1ANj98d1ibO0sxkZjGn/zFX9sffvqzQkkwoDzMhvtzI5DOCoADUgykz+biGqw4+JiUmYl90OBhZQQC54NUZbe6oFNssky3wXVYZla4pjRmoLxNCk+IquLyXFIeO7ZZuWseV27r9T1rCzJr5WjObRznxWi8uWnDKh5j1ILlsVNu/+Qv/trMzH7wq18W/jI0QAIevjsssqk0drH/8mOhVOCL5Owo1GUgfbZOEIpT6/A/ZW3AhRbstYHA+aCKKlwzjjx4Ap6ZsXlcKBZ2K/EKPsXRpHGPlKvKm5O+5vti9xcypRQp9xIW2VqN7llhwEL7ra0czZXcdmajp9yOXBEOLb7wZzOFuYMJmg18eRwUx2tE71NRfGatvGm9/gc+N283rWfrVKfhgS0VmH/9L98L23OO72do9ccOhREInA+8+iqzgfKAgKuT9soomLKdFFqWG70TG7ICvLothjeXOi6efrHdcAtsxFb6SmBAkZRL6VV2DMyfXXGt2U7JVa/7S4SLf1c5/SGMbGlwgAcKw1sheFlRaJLESkRXFeury4X5lAp4KbT6Uufiadbo9x0IXAw0SUa3e4Fsr0jYbMDhhFiBKiVPvnhgFxZnJo0CDuR7hILYnnLV5WIyXoEfYjt6bxw3wXla/NgEIysNLqJjmnOzcj1GbmKeQvEAFxWEfm5MXT1wMKo12xlSHFG8FwicL+CS0f7bZuX6KhZ+LHzxHkKVhSa2rxzNlVJe4XXAHwtduI60SDCXgdQEWkfC0DisByYh9AqS9V48cHylDotvDiM3YUITFS4YwYTglvKUgjZV0g8Vr7l+4tOHdumBp7oBcvGLVlRqJXkU8AUCF4OZmZlCDmjii+dOUWzNH5eUjOfG8pqomQ1cQqqQ4G4HGSBzS+VSfxVNj1X2biVVVDmpTZtwLJ4LjsOYsDC0QRXGGkX8j2xp4KHDxaQ9f+FyYu2o/7mnL2/XVFuzQSU3zvPK7FMWCG9HYeGoQaBAIDAevJWupqem0JrtlHp9a3Ecgy0LRkohcdV2KsBdhSYun7WN3aF2D3x9j2pJjwM48M2elSffrJTun7Opzt09ZdYX7qlqbi7PR+YUzEa+Cc8UVQsCcQcQD44yz5zvMBAInB84XRRCTWWAV0CHxklc4JsqwENFtCcY1a1TxR9VxTXF+5q4tLxjWaD/h7n/Ubzm/3y9g95iUX3O42IuXrZqVb+QKozlnoI7iV1MmLT3gfC2FKc7Kxutm2DrACYm3E5q6lalsaEvR7inAoHzxczMTOl3a2ZD8oPBfv+iTcJZv2uvX3eqbwaQsySauJdGOb7ueJBv/FzMhq0kWCRPvlkpvDsrR3O2NX9s+y8/2uuvttze6ZCVo/QJHznllhsV5bDU6Tc+hxmGh9I76djaRvlYXm3oBwGFgYc0bJn03/cf0ItSXKOIZ4iPs7XZ9K4DgcC4YIWBdgq/t3J6rFk5+O2R92mwmulAVHHkrAo+dhQFMEnFwffcF+wDa8Bzq0EWPjkrlu7321i23sautZ89t/X24NlpLLhvafzPxnMc2T2FDClkUXF2AhfS7HW3h74IHpEYoBkCgFYv4jhWNFqSz+BsjSrul0AgcD5g2eDJiZyQZ1bbg95iibHao0tneHxTo2CUc6uKBFuzHfvt5q+LhS+7kdRVhn1wQ+2cdgvuKW4jC6Zf5rAalYNqZPfU4W9+VHqvpFzYdtBbtC9vfDeUAQV4PPYAu6d2nt5356FWh5cxgWwM5nIBOWG4pwKB8wVc28iw/G//+4/2l38247qhzMoMrimwzKkTyE65zSdhMdQZR4/hjC7UsWmWKc+XM6vAwAE552Vlsexj3PnP52hpaKm+7uMUMbNBEDul2ZFJxftUUXAZPr/PQQt0vCYlgUDgfAGB99vNX9u//8s/2m83f124nFQ2eAqDg9ycZQQLA9bH2ka/naqSG+I87FchPmpBX47nTufP5+DetXgRHh2Vm54yWV9dtq35Yzc7TT068BKNgrGyp1KkWWZlrnhNb93rbhfuJr0ZfLCqODhjgmmN9XzOxvKUCvZPMngVCASaoXfywh6+O7Q/+Yu/LvjrUlTm2AcgUMw+fu3gCfcL5AOyrlD8h/+8+oZyqUIqswvZXXXhjbO+ulxYGSg6TBEkAlwjZ1Yurm7NdoYUifb4aIqRlUaqNSMeOj4wvOdANqBVngAUAx/D7VpxDmteaGl8efBQdGxYNKMyPAYCgfHAtQN/+Wcz9u//8o/2J3/x1y45IAtWFqBgsuXKcLPhZBosNjUOgv8L7bdFHIDJUnOLSo27suXSmu2MtCCFImQZhvtRJQEPzv7LjyXhz3xdsM7g9ucxU7KxLsauCDcrV3OyS0rTxbyUV1Um3FsD52jq7c7T+0MVmwyMofvYZxrxjEDgYvDPr/6x6PAJ0tKDfz2wf3s1YJkwS7ulzKxkaXiZUqm4wjRSZFXe5MaHglH5xGm2LPsALviDIsDzgxLQynKVxWblZngP3x1eTEW4WdlNhWwqTNhzIeEBmfUtCMQ7Wpvvh8w77wNobb4vLA+ANT/MTz2fFUYgELg4/Hbz13bwrwdm1m/e9pd/NmPrq/2GbQe9Rfd3r79xdmXXVQR1AtR14xmwKpT7KgduFQslgNeqMLzYDtxuyhLeT7UdrsNAbIdjuWixPWoG6ch1GgwvyMLQfOq97rbtWf8GIcC56ru1aWbHRyTkm88BaM12hq5lFpxTgcBF4U/+4q/tv//X/2T/11+Um7T1XTP9Y/a65YxIKJT11TLPVKowb5QCvZzQ9/Z5lkCda0EemQ2UH5/PSojPM7OhVhMP3x3agd0uzWGp87hU4Mx1Getn545TcjAWNTqCynUmkFoN7Dy9XzDYMpMtWwtVPFFeoEg/ACA4pwKBy4F//5d/NDMrrXrXV5dLv311VzOqUmnroo6CSQWjq2Qfx1C25o9L46mC08W1XnttY9f+8NOfFYFvWBoc8DdD/45BUyuO1ZgNlMioMY2xUm4RVOaLexPxUt28Y8wG9OXstvKC1hD+2Ff14UW2VCBwOQBlYWb2h5/+rChGg0sGv2n+ze6cdrNNmcyarZ5TgfEm53Imls5Xs0DNrBSkTo3p3QfkZvvWc/vBr35ZuJdgdbD1wQF9LsBmUthROaeAsdu9eoV1/N/7IHPWiWYLpLKcdLuXgaXjQBmFayoQuBg8erVv/9/uvxXv//z7fy4CuOpZ4PoF3m/mC3kW4HWhdQ8YG1aBl1rLgj+Vestj5yrTeT9iHAy8R4z44bvDUkwDf2sbuwVlvNaiaQX4/suPpYzXpphITANQwZ0zf6pMo52n97MBaygAs0Hcgk1ZrgZH74xIsw0ELh7/997/awf/elBUgZt1XYXQ2kinr9bJVMpBz2PKjf7/4ySDRZ06L+7rs9U7dinQeS64F5ZbZgM5CZ4/rhbHMag36SuF4UV878TsoDeIcbz+asvsJDv9LMa2NDykFEJOUXjWCcc4qq7X2nxfatyEsXZOu/bpQ7sYJ6yMQODi8Luf3LOH7w7tL/9sxszKMgEubG5FWpXNNEoMI3UOb4cSYY8FMpw0EM88e14xXu667Mbi/Rzb4cZ2ZgM3185pt8jG4r4iXIeB51vF+t0EYysNT9jz6zoa2WxwAx6vvqc82GqARfLpQ3soxmLWt0TCyggELh6PXu0X8iHF2IDALreD9QRuVaV0CkrhoWSBui3lxtGUX1gXXOD85JuVJDGg547S/dx0Cq4o775Z5sEKQbrtpDF2nUYqPsFst3XGyZmhZvW+EKwYoDxu3u0V2jisjEDg8mKp87io8wLvkll+RZxKv/WgMsSLmXg0IEiLTV0PykNJV2EZVKUB65j8HnUrEP7eGN42LL5T/FKQz49e7bv7cxhJaWC1wPED5XsaJcjiZRYU/s0aBXmwRgpKE6oBCYURCFwO7Jx2h1JrARV0VYV7Xi1DCrqIXV9dLjrf8XaeFyss71hWCFAYnJ1079ltd254z0WKug9uKWRA6XPYmj8eolvi9FwoGs2W4gX/KBjLPaXuKFYUXlpXlSlmVmbDBeoEu5h6HV9IIBRGIHB54AWwc4LbLN9fA4BS4ONUSfA2CPpcGizG5DasKsdYYLM76N6z20WltlolPF+4tnLwXO7YvjXvB+2hfLmOYxK9hEbinnr0at+Wjo9K27gTFybK8PpcpNDafF/wS4FjpiomsfP0vstXFQojELg8WP76SWUKag51MqZyvFN1s59wPKBFhrwo9Y7T/h6pcc2GOw1qK2szG+qNwdfAdVJzNSv3FuJto3DwTYR7ikvW919+tP2XHwt/HvyTVSYRm1V4z9ZHDhwk5/FDYQQCVwejZELxeSllpNZGSqF4whzHqsuKLRqvev33N348NJc6lhKuxSm7rBC0QBr72evjyVi2kDwF0gQTKe5TOnKAWRZxbB0zjHtoVPHTwy3FK4io/g4ELic897NXPZ1CLhDMC02vyI5fczwA2zXtNXdNPUeFNnqEANqnA0Kcr1lw7Z0dixbauD4sDE6z9YCxeaGura6xbxRapZGVhldIh4pFcKOAiIyR0oJeoEh7cXgYdXUSCAQuHizYU0HtXH0D79fjeIGqx6wczSUXpDlqEV6YcmwC+yDf/v1f/tH2X34sNXbS2IWu+FkOogZDFRbcVzyGJ4tzFd/jBsJHqgj/9KFtdtYwhAGXFBNqAd7DwoNPTR4fapV7Sv2UUZMRCFx+sND1At/ea96WWzB6Xgp4PnIxFY0v1LluEV8g5fG/jv+j/dW7Q1szKWC0slXRpyvps89inJWjwby5d3jB1r3RKY3heXC0OhxWi6dgmmIs9xSTjJn1swVUUbDLSgv3GF6uMlYT2iscYAtEP+CIZwQClxNcPW3md6erA3ZLobdFKl7BmVJ155jbzhXrqZ7cGpBmeQirY//lx8KFz7UpgHYS9IS9dh1UeDHlURWG2QRiGp61ABZGszINr5bY6wfgpaUBnuLgY8CKG1ZGIHD5wb/5nLA3G/S5/oetf0sKc81mSvX6rpO55cVc8F9TblGQaDYgBtQaD5aNOBYyE533mJgQ8wfFuVnfItHMLByP1q8MVlRwVenc6xRfexhJaXgupbWN3aHADLQfPzxvklx6z+AvVLbARzinwsoIBC4nsPjTWioPB73Fwj2z0H7bJ9rLAMJWXVNY2FZVZvM4Xu0DzuPVPx+jlgy/Zj4oVph4jTFREc991LkLKo4xKzPgAqoUFCy3R7U2RqrTmJmZKZmWAGcSsKmEh4kPTrV9a7Zj7VvPbeVork/7QVZFrhJ86fjIreEIpREIXE78/Bf9PuBVCsPMCqpvjYGmhL7KFS2qGyerUqu09Tq6z4vh6v5UUpDSkRz0Fm3/5cfCe6NF1Gi45C3aUxlWPLemKmCiLLeaOgZw5aNmS4Czxaz/Jfn0oW2tzfeVqbmpjKpQGIHA5YZWZutrYOVobsitvbaxm3Q9qftb9zVxxWjqLuRRSmHA0+LVQwA4F5bEmwd3iuQhjf/yPjMr3FhoWMWWCf/n2IZWgk8KI1saQFVaV6pC3Kz84FOWSypG8elD260WD6URCFxewEuhv/MUWNCnLI06FgWsljoWjlZnY8WeErxVbBeasbTUeWxb88e2//Jj0RuDj0ODJbOB/GSloOB9KauDwfvP3dLQD59fQ+NqRSPvR3espc5j25ubt725+cLPx/s93LzbGypQCYURCFxuLHUe16bxwPGpwDQfw6+1hmOvu11adSs/lTcmWybqclL2CrNBZmiOowoA3fnrr7aGip+RRMSWhyoAtS5yWam8D695vFGqwkeq0xglwKIKpq/xX9heF9vuDz5w5DKb2UHviyLWoYi6jEDgamFr/tist2gL7eHGQ3VQZZUc9BZtIXFeqkqczzdDDGHF7Cy+0O4t2kK7zDZRxG0powlZTG8e3LF7t57b/suPtk7jq3XFVgdbCAe957bQXrZ2b3Gobau+x3zN8hXiHhfVudOIeHGLJsdrBhbOR+Cbu1SlfJhmA4URVkYgcPmhMYGc4sj97hkad+DtZgOrATEPj24ElgEHnddXlwsuPRzL9COwXg56i/b7Gz8u3Eqvv9qy/Zcf7Q8//VkRg2Csry5b66w4Gt4UTRw6IIWh5+dcVGpJpJowjaowzMaMaaQ0V8rS4GNTQBxj5+n9UoV5LosqFEYgcDVw+JsfNSqyA7xYxdb8cdEGldNxvcUoxyV05c3ZSpodBQWBY1C97mVqMSC7ELPAuFAGLPgxL+xj952XjaoxjFHA9//3f7vU6NyJBcJHic6ry4pZHm/e7dm3339RfMFSLqhQGIHA1cHhb35kK0dzY6XAsgXBriEIV4wPsIzyEnNYoHvZUbzdcwWxQsF7FeaadsuKi7OdPCZabjvBbiy9jidLMR8dn3FuSoNvjoV/6jWQM0f5hjgraun4qFTHwQilEQhcHTTpp1GlWJRRwmzY46G1YxC+nLmkCsLMhoQyzuXMJlz7yTcrQ1lQDLUSYKnUjTGwFZLbxtdjd5Uex0pnof32/LKnqlxQqjyAXOCrROzV3bal4yP79vsvrH0WVNrrbtu333/RL+pL8FEFAoHLDcQPPLogb1sKymsH0kMwxGI8MytkyJsHd2yh/bakMFBJzgoDsYH2ref25JuVQiGgfevaxq69eXDH2ree2+uvtgqhrFXjZgOrZqH9tuTa4qr4lMLQegyGZqVqxTjGrcq+aoqx3VMe2M3ELI16TC7vWasizYZZdEfpOhUIBC4OqAjHyjpXN6E1Gqn9HGdQynKte+BrcraUmQ1ZFdoPiI9VsHuMO5jyfr4PzJXbtmrFuBfwTrmYGBofyVk0F1KnUVXcl8sfTo3FCgOKQs1Cs359xqNX+yPPPxAInD/YImAwQaFZ2n3FGU86DrZz1TWsg4PeYqFc4IqCoP79jR/bk29W7Mk3K6Xe2szvxPEQ/DEPFKyTtY3d0n5u1Qpo8yWc48nU3smLUoe+JvxRqnxSyqgJxmrCZJbuPVv3fB2Hi2PM+uYgth30FkvvR2FoDAQCF4cq2bDX3R4iG8R2pLyqzEAaLATuk29WijTZh+8OS4IcyuLNgzv2+xs/tt/f+LH9dvPXZmb2h5/+rEi1NSt7Q1hRKPZffiwEMRO0Ai2n95DXk8NTFtr7G8D1Uot2dj151exV5+cwVkxDNR40PCaSC3iDrtf7EsH3Bw58dAQ0G2hdrDICgcDVQROyQVCie4CsUb679q3nRV8fVFbrwhb9u83MfvCrX5qZ2Z9//8/259//c6kCHTIN13rz4E5hcVSVF/AxOI4LDFVYewpBt/M2reGAssL7ndPukLfHqwgfJet14jGNquwpPs7M3GP1iwX+F7NyByrOsIrYRiBw+TEzM1P6fYM/Dq9ZYKaYXevIlFR2J9xV7P6+9+x2yYXEsQ5epacUBRbBWm9hZqX4SUoeevEHlnepegwv5Tb3nFQBYf+5xDQ8v5v3QD0uqrpg/ya0o/LI37zbG6kxeiAQuBjoghDV0Vvzx4UQhHcBrmgIW49jCat6dK/DNgCxDeDhu8NSrOL1V1uFwtDMLQhsuMNz3fHYjYTX66vD/YNYDmr2FysVlneeS4wtDFgZHK/Ae1hNrc33hfXhPccmmJilkbMqUsid8+bBHfublR8WSsPTksw9FZZGIHD5sfz1k+I1r75zldIpsPzQTCctyOOMJg1Mw9phAc8CXQv7eDtnblUlBWlhYW4RrUogVwXuxZWxnQPurc33tvP0/pDcPfd+Gp6PMmeJ8HmpCsalzmP7m5Ufmlm5Wcv66nKhVVub793uWoFA4HKD27FCBuy//FiSB+B1YlmiFgS7nDQVldufoiiPM5las51kTQhiBsh+4swpHpNjtxDwXiA8JQt55Y9nodYSWxx4D+Bc9vLotVmZffrQLuaZSh2ug5FYbr1J6eQZqUwphsY2vHzrga9w2T59aNuKzRVK69Gr/bA2AoFLjEev9vuMriL8eSU/EIqDlTa7ewCm1XhtZmt2Fgw+249YCFL2X3+1VYovgEn7gBhsAW/lzoHnvkvsua0cDRa0TNXRn5eVxusn9UBB9cdvzXZsz0jhJCq8Gd5Cu04MGffd2ujQ/YzmoppI576cwuBj+H+KIoD384fmpazdvNuLuEYgcEXwu5/cs5WjuaJiG2mw6CGhGUGc6cNZTGblvtlYoaPi+7ebvy6OA+ssB9tZ7mB8lTfKTssWxM5pdyjOwPNUN5vXm1wX0l7fIfaseIBlo54dtkBUhq6vLrsxkiYYSWloUxTAiz1gO/8HoDhyqbPckF218NLxUeO5BwKBiwe7hVaO5oayLtGMrX3reSEfIPC0chpcUn/46c+KMX9/48elADlqObhyPJXpyQId1wTliFK6o26E6zTMrKQ4vKZPDL6uBrL5GN6WkrOphCNtDjVOILyxe+rRq3335tVsqhvA0p7hmq+Mh79u5QeJmEiOMj0QCFwuqGeglGJaSjcd8CPtdZft/9n8PwtWCDQq+v2NH9tfPV22J9RL22xQe7Fvg97aZoP4qDZ78+SVckkxIKe2esdDxwPrq8ulBk1NeJ64udO6pd36GhxXq4LZd/v/zR2nqWt/Iu4pRlU6V5O0W+9BQ3Hgg2PiwqAUCQQuLx692rdPH9olckCgWBw6BWmo2IYCgCvqB7/6pR30FksWBr9Gj41UJbcqhFQdA4AAPlsEeqxnrfC12ZLAe07p1dICz0Wv86yjkLw5j4rGSsPTSE1rMOoW/AHQojBbsWLYOe3aQW8x2r0GAlcEyJrS/tag/uBVObijfvCrX9qff//PZmalTnoP3x0WysNsYGGY9RUGFwvXYY9AfMBswI9lNnAvcS0IhDuUHYSyupjMrHSep0D4Nf9PCXlvn8pML3aRoiRpisZKA6v5qspDTZXzFAJvz7m82HppzXbs5t1e8YGuHM3Zpw/tCIYHAlcIUBRscdx7dtt6Jy+KYjxQgXAFN5OWvnlwp2RZmPXpQMAfhUUmyxYoAGWYNRvUhSiRIrPg6qo+JdjV8lhovy0pFS/lNVX1ra9ZWeEa7GJTa6cqm7UpRkq59YJGOjFNlfNylfkcDnYxoPHRU3yp89huWq9kXSwdH9ne3LyZReptIHBZ8elD29bPBDhatK63+7/3h+8OzdqH9ubBoHobFB99T0N/m8qHH/zql4XbaqH91paOflgoBI5hMDSmwbJHj93rbp+lCC+XhLYHpvzAfLl50/7Lj7b+brlICx7GsrWdepCDXv66qToQlbtQWKP20QAaV4Q/erVfVBUCnrupKgVX0dp8X8qGYtOyyv208/R+Ue0YPTYCgcuJmZmZoRYHXs8KWBB/9fS/mNlggQmhB8JB7Der7gKoANNEVWdArfjmGrJSEN98niguQDTrW1PMqfVGgvigcTcbFCViu9djnCvdvbhNqj0tv9857dru371OPyzByNxT7HvLaTqzeh/opw9t25ubL1xR4EupE6/QDKoIiAcClxcQhFxzwVXX957dtv91/B9LQpmzgX7wq1/aD371y1ImZQ6a8lqHRQLHcIouxzkYXGMBga5uK7jamLEb2/k1qtBRiQ7GXjwnuNA4uL//8mNJeSCGk3I/jWtpNFYanz60hwI9Zn6MAzELr5DPK9Yz6yuAlLJA7CIVv1jqPI42sIHAJcXaxm4hPDngrQ2NULSHc8zK/R8evju0v1n5YVKIA0xXoshZGSqvuCUs/oBUXwrEMMz8bn+gWjez0jNh4HmkKD8gXx++OyyoVMwGFCmYRw6j1Gs0dk8tf/2keGhsInnpal7+swamsK2qsltbObY23/etkzMzcW9uvjg/6NIDgcuHmZmZkgBUQkJVECtHc6V20U1cUMh2SgnNnMLgDCpsM7NSF0DMH+CaMg8e6eH+y49FzCaXDqvyNSVbMb5H1Kg1HRpPnrp7CqibTaBZUl4K3M7T+yVNjj/NfDAbfOBQXjun3cLC2OtuRyZVIHCJwSm1ANJSwfwAYkG4pjj9FUi5mSD4PTcMj5U6Dy5yyB9UnWsjuNy96XuNLUBhsEViNmwZcO9xPg5Fg5ibjo/A+zQwlqXhoU4FJJuGHuEhH2dWDoRx4yV2RR30Fu3LG9/Z0vFRUSkelkYgcHlw+JsfFUFgBMSR6eQRlpqlOeoYnjzStNkcOAUXcZMUVXvKIlCrA9sgD3UMDWCrlYXtekyddNr11eVSAF2h1Ozrq8uN6NEbKw300kildQGp7djH4LHwYXHGAr4AW/PHBQcMu7PYZQV8+tCOPhuBwCUClIaZDZEImjVLnAGYltxsIKjrjuE1STJL119o5hJng+limd1IaTZfK66XcnexkOfsLbOyu59jJF6WGubPc8PrJmpgJPfUmwd3hkwl/Pc0of5hv/JMcXYACvhYwfROXrh51J67K6rEA4HLBWQOcbW2Wf+338QyyI1vVi+bisHFblqLsdB+W2QnwZXELicEsL1gNcZlskBPsXg1bvxfOxOq9aWLc50XXHWp5k1NMZLSeP3VVuMJ8EPlm/TaPy51HhdBbo1f4APnuEXOXRbpt4HA5YBSdOB3i/hFXboPTp1tytgK7iik4ConEzK3eBuv2CH3WAgzpQjAPFp6rIL5qdiy4HM5xVYzUmE1aHouj4nj+JqjYiT3lMYg1BXlZVVpxF9fq4Yvqr/v9mzp+KjQ8JzRgC/ef5j7H/ZXT//LUL1GuKgCgcsDbvU6KthKgGx58s1KISzVhaMBdC8LCa8Z6qbS7CeNV3hxEM6O4vFz7imvvSugQXIvOYChc8NrL3Y8dfeUmR/T4BuE71J9g/ohcWk7P9y1jV1rzXbs04d2yXRFVhWvSEBmFggELi/YZTxqm2Z2JcG1AzbbNw/uFPKILQocz+5uyBRwTcHK8SwdTWFlga8MumwpcBAa19esLtwDZB9bJSnZyd4XlYVvHtwpuctYYfAY46Cx0shd1NOofB7MPvjZzMrNlbw4idkZ/4uQiRUpuXPz/Xzu6KsRCFwJ1MmISp1nNkjP5QZtZgMhDUHMxX+88OSAuxcjBbCYZTnWVABzSi1niXnwrBuuNAc4cYAThuCiwvGsMJjkMKWM6qKxe+rnv9grXmvQG8gRe6V4qgoW27OiPTxgFO4x4K768sZ32bmGeyoQuDxAP41RwVYDF6l5mUntW8+LWIk3DisLz3UFeFlUnNXEc2ErQ9NsgVSKbE5wp+7RGyvHg5XD3//tUq3jzEZgueWJVHGbeHUWZuZ+YAw0QEfTdz5nr7tt3549wNZmfq6RQRUIXB6kFAZ+p7xYBDz6ofVVMMX2YxcrR/3jkJJ/0HtepOYzksqhM9indRmAVlZjbuurfWbagVwcBL85C6poMkXn6nxyld4cBF9oL/eZb+m8wvXmxIcBb5E/uN//OXTNFMau08ghF2gyK38hUHdx826vYNHlug2sHLyajCqEpREIXDxygXD8/pkuSIPZVdAF6EFvsWRt8H5WAF5CjiIVuMa5sARyRXU8FtxKgBfr5fd6nHesN78U666O18TSaBzTSOUkK6oUhpkVjdnNBq4ks75C2Jubt9bm+6EPfW1jNxRGIHDFoQIeVggUBP6nFqd6fo5ShBsv8ZhcB1HXr6+reMhCpuzgFN1c9zxvPp5SAHKZX1zvgTgxKwyvHkTvqS4au6equkvpQ0ql5uJ178RsrwsXVLtongIFcvNuz/bMbM++s9am2Z4FAoHPBXWrxNlKAFUJu6iYGh0uJW5wZDYsPNXFxNs0hgEog69Zue1qf19ZyRXCXNxGcGV5VggXDqrFhPP7MZfh56QWykL7rf3xP1ttjBQITwVu9CGqf65OzQY0d1WQuwoRBA8ELhfq1GkodVAdbM0fF64iVh7speAC4FSZAOIWmqaKfWZl5lglBPToRDQ47gl4hjLTVgXJFTmXVQ5TdU/pTSjNR9W5ZlZ8KVKrhyoO+CoEy20gcDmhDZE8tG89z7I88LkIfiMYvHPatYX2WzeWgXTTg97ikNxiRYFaCsgh7OOeFVXAtbS6m1NeU4Kdazm4VMHMhl6zcvUa4jE8RdXUNWU2Yo9wnkQVcSHA1gSbnEopstDeHrvmIrKmAoHLhzpBbWQHqVuFwcVtvROzpU7X3c9Q99JQBtGZq5y3tSnNtXfywtrPntuB3T6reTBbf7dcateqJIFmfrvV3km/h7gnxKssEchIZGn1Y8KD4mgz3wXFYFk9She/kYv7UkqC/W04JsdfzwqEG6DUgWdR/O4n90p/gUDgcqDOb3vntGsHvcXSCjplmehKm49PXZfjEVpMDL4oHIOYiLJWYBzt760Kw0ORepuoV9PXSDyCq2pr/njIIuL5p8bLoSlx4cgptzopjV14E0k1QGe+mLpWAmdbhXIIBC4/EA81G+6bwUAyjNlw47U60PoH7V9h5scvPNeTpuFqAJwVB1OSez00qlJfuWDQsxS4+tujbALP1SiYakzDzNdgzAnD2/DXN6veFvTmnG7mKYyl4yP32ugRHgojELhagOeBhWLKggCatD3gnuAQrF5m53A204shuhBvLspUy9389D9zVKXiBuqV6butBvJTaVK8OE+T+K+m5ebmlkPjmIZnRXg1GV6NBgJVe91+3KK1abb+9H4Rw4C7qTXbsSffrNjeT9/028DS/lAWgcDVhbq1PQsilz3lKQyNlfSFbZmdFttVyGrVt86Dax40sM3Wigdl++aCwCrXUSp7CvfG6cAFw+9Jn7gxV98x5B1qmGVlNmYgXIEHqM2TlDZkqfO4aMuK3hnYZ2a2Z9vW7i3aztP7/TauZ+eGwggErjYgG9DWQJXDXnfb9iwdMNc4praLBsUIL27fPLhT9OPmVNm+sPcDxqinKMYRl5COaea3cuWx+HrqrvI5rAYydFDXNhxQH8zreWGt5Bb2ut3M7O//dorU6HUDOHi9tjGgJ+YVAWcwcEMUMytS2+DSYoTCCASuHh692reD3uJQ86Am4IC4NlHi/2b9HhtvHtwpYgwsyO89u233nt0uBZsBFaw6RwSmQcfez/Z6O2TRAF7LBxX+uI6SELIrL2eZcBMoLxairqicJVIHE6FG10lszR+7x3F15srR3NADQg71w3eHtraxazfv9krpt6EwAoGrid/95J6tHM2VFpEpa0I9ExzYxvlrG7ulFqjrq8slGvIUtMveUufxEAFrikVWz/WO0WN1Pl6Wk16b3wN1Yw9VtR+pAHyTDqeNlMajV/tDaWoe3wmKbbDdrBzE4fRaLu3n4JGaraEwAoGrj1xRr1nClX3mylLZwwIcYIuCU2CxzUt3VV4mHdOrHk/Rm3hzggVUl7dPlU2dc7z70H2p7U0zrhpbGpr95O3XVQAeOhQHKxCQhbHJqplUoTACgeuJXHV4VTtTCEKWOYBXM8H04qjxqBqboTEIBuSd1+TIbNhSYE4rLwbBmVcpqyWFVAihqUJJYeR2r7lUOZTya2Nzs0EONphsV47mCqsCyigURiBw/cFuKqTLVrHXrq8uFwtNT1BrAJqVhxdLwHazss+fF8VeTIBThhHXMCun2poNhL924IOrSCvUdX4pgljP7ZV6r5aKKrymMY2Rsqf0g+RMCDbb0FClH9TuK4abd3t20wZKIVfMFwojELgegM/cW2y2Zju21evTYazLPm5WZMYZml0zG159I731oIdMovKq3mwgiFuzHduz7UJJgJ7DW5X3ZdswayzPC+DUXCgqzIfBikIL99wGSiTclRBRWTjKVCHD18TrplaG2QRTbr0U2yKeIVxSKWXQJBgTCASuFrTpEAtHXnHvnHYLIkIAqbQ4F94Jrex+8+COvbZykLpNjdy8qmzu4cHURgwoGJ4/WySDgr/nhZLoo6yo1le109/ws2F42VAp5aNxZH2tyoSPb8L3N7J7yqwcBOIK76354yKIhcnU4YPifWFlBALXC15jJXX9cJyB451LncdFILl963lJyLJyefju0LU+zOqR8+FaqbitKpRSj45bz93YAysMWB5VmVdwgXHVeOpYjK3NpHLlEU1dUoyxqdF1Quury7ZyNGetzfdRjBcIBAq0ZjuFhcFZO0wQCHAWEmIdiJOy8GfuJ48KxJNVsGh4nwbk1SqqU5/Gygn3w2nAGjvxOKbquIvUksB7zlqtOm8cjGVpmJWDWAhws7JoqjCCnTYQuH749KE9FJzl7CcsRqFYuJ4B9VuMpc5ja996bvee3S6tsJXvqVQpTtfjYzi1t4oLy6ws4FHhrotpb85eyq4qtVRWqleYV4eOJHcvo1odY8U0itzp3qKtHHXDsggEAkkMB3mHg7Zmg/4WC+1lM+vHAMrn9xNoemekphroVqQoNbSvRa4xVGo8t22rWRF/KZEOlhRbetXPNWoclzGzkgL0LKC6FsvOabekoKcW0/j0oV18cJhY7+SFrRzNhcIIBAJZcIopK4rcSlezkvAfHFRPvlkp9mvsIsVeoZaHmbmuKU+JpGIMHK/h6m7wXA0pxQS0Ah7/tTkTK4wU6aPOT91xo7qrGvXT4F4a2ss7lEUgEEgBsoNZYbWXtrK6cmCZ4xh4z1lWGgBmEsFUPAKrbR0XY5gNFximMpCwLzVnHJuKseg82VWWsig4aSBH75QrksR5O6dd2/2710P7PTRSGj//xV6h2R++OywK8UJhBAKBHJa/flLUbWlNgdkw6yuDmWNTSgaKgusjkvUOAhyr9Q514N0L5lKXnkPrR3JB95Rbio/RMbQrqhfXMKvfiKlxIJwrLENhBAKBOrh5t1cEh73qbe5ZYVauevayoqAw2DXj8VAhoO4FntmVpA2QsC+VeqsCmN32qcrzVJtXAHPNpdmmCA1TioQVBlxyXupzEzRSGtCgD98dNgqcBAKBzxtLx0duvYQqB2zj92CV4HgIhN/Nuz23YVOO/4kFvpe+yn8etYk3rkcxokj1ujAb7iqoSo6fSeoaniLjOpKcm6pJfKOR0lANGlZGIBCoA+5iB6GnvXK43oDP4wwkuJAgENHNEym4EJzox2M2ENY8rq6y+Vw9pk9Lsuiu8rlOxLuXFLwYBf68YDc/N7V8+LhUNbhZWVloo7wmaJxy6006EAgEqoBudwqvGx3oNwAVjBDkC+1tW+oMuvk1ySgqneNkG5UtmBf25JuVUivZdbN+M6aTwZyWOmnm3NT9mJN2jHl5tSMeiWMdVxNbIqlU4TponD0Vwe9AINAUyJ5S9wxW75oBxe4lzixiFwsfrzTnqUI9IJVtpdYPj8OBdnQErIJeJ+WeSkFjEiCCZajS0CC4JiDoubhGXVXQSGksf/3EzCIAHggEmmFmZsZtJqTZTpyOa5bPKGJA8FX14GAgw0njBd6KXwGlkTqWM7p4bFY8DE7l5TGY/ZZfKzQGwgqmThqzWf3sqcbuqRyVeSAQCOSgKbPMBusJUxyXq342KzdvQ+FfFfrWTbnbH9xPKcE6OMbswG5b78RPF2aFsf/yo7Wf9avc+zTlvmLS7K1UnUXOsmDsdbdtz8p06/1nvGw7ncdmNrDO+teYQp3G8tdPwsoIBAKNwYXBqQI3s7LlYebXFGhRm7pjzKzk0sH2nPsqV3THrjJVbFWrfq0x8VJ/U+fnwCm+Whjo1XRoczsPdeV6o+ypsDICgcAo8Ppja9wCxym/EkODuGZlAQwaDg5kc78MPo6v54GtB6T86n1w+qtaBuury8U5nsXCqb05YH5aM5JrP1uQMc7NuySy+tcEjSyNQCAQGAU//8WemQ3XG/CKGcFwr6bAq7zW91yJncry5PG8uaTqIxRecN67DsbKKYam+zkYnrJc9ubmS+8n6R2aWOe+QCAQqINUwJmFI9xL8MmbDXemQ9otp8DCZ4+xWpvvixhHa7Zj1iGyPsfC0DmlKru9OQO5kgTv+LrUIAiG45zUmNz4bhoISyMQCEwdh7/5UZKptU5QV5Fz+aj/Hkoj59bykOPDysUmvJiLd49eXKXu/eu5bx7csddfbRUWxjTjzmM3YQoEAoEqMD0Gcytx/GLU8fC3c9otVvmfPrRt5+n9UiYVxwTYPWU23OQoR1+O81MWEAtzr9Ic0HoL7xoKtWIQYzkvhWEWSiMQCJwTmBJEhTKEOPaj/0OOvM+LKSAQrv0xuEeGrvo5Swr7uN2sKrVU6q/Oc6nz2E0jTo3DFehK8+F1FuTxz0thmIV7KhAInAMQCDdLU4FzPQEHtfmYKnguHo8yHdfXIDwXGOJ4XN8jBNTzAcRTdp7er5xfLp6B68Ll5bm0zlNhmEUgPBAInANKK3WTimkSmpyV5NUfaNCYq57NBq1iy3GE5wNiwW9WbOHdYYmiXa0BreJOERkCqjCKuT69XxLyXhowz1mfFd87xmjNdqy10Snm/uWN81UYZmFpBAKBc8DPf7GXzBLSFTzTe6wczZWUAvanGGvVisG4OAekiVqZ7lkfua5/uesxYHEw1PpI8WRx+rEG1vGM9ubmz73YOmIagUBg6kjVQfB+heea8uIEHMTOtVhFLyA+3xP2HM9QcOAe19MeF/p/5+n94o/HwX+4nbR4D1aJ1pasbfRp3rUW47wQ7qlAIHCu0MwpdtlszR9n4xjeihy1GX1rYlB/oa4l5phaaA8KC8HJtER8TFjJa5xC04X5GqmiwxKOj+xT53FRqb0uVgc/I48ahMfes4vpaRSWRiAQmDo86g2smjmzyVvhe02HPIFc1ZN7bWO3ZEXsnHZLLiiOPaSYaL1re+62VBFf1b3hfLXI8My0s99FIJRGIBCYOlaO5oZSZNGNjrd58IgFc/UPfCwH1XXfXnd7KM21CjlhrS4qtqR4OzoOMvgeUW8y3AhqMM+LbIQXgfBAIDB1zMzMDKWOmpnbA0OzpJpUStdyEdF+7cMBpArv6sxDA/t1jqtSAsw1hed4UYzjYWkEAoGp4tGrfTPzi/E8YYnsoDrprnq+F4xOvT7oLboKo+CmcsatC+94dtFpRXqd8WBdra8uXyjjeFgagUBgqnj0at+Wjo+GsqDMzC1YQ0DcrNxfQ4PQ+hrwVvpVFohmKnlMsuOiio3XU2A8J7YwzC4mCG4WlkYgEDgHcAzCcwVxgDkVEDfzCQAVKSWCefBxRd+JM6oRzGOvu23tW8+L/XXiJ6ljtJBPj+Nrp8Y2s0uhMMzC0ggEAlPGo1f7tvP0fqkoTzvsmaXZb734Ri6DKRcD8cbk7d5Y3vbU2LljtCgR773nAnD72sugMMzC0ggEAucEFpit2U6p57UiFSTGyl8ZarX2w4My6noKQ3tlNEHOAlrqPC5ZT1AUSANWQsK97nahJG7e7V2qrqlR3BcIBM4VXlaUJ+hLfFWynwWwdt7LVZ57lgMf2x93eYhlto4CKYLbzjz2uttFQymQIr55cMdey/VbGx33WVy0dcEISyMQCEwduppHdhT6QeTcTRwg9qq0dXzvfdW82ApJZXRxcV9qfOW8Miu7nFCgt7axaw/fHdqTb1ZKdPGwdPicy6QwzMLSCAQC54CycB/Qj+coQ3SlrsJ3MF55W+61d07KtaWWi+d+4iyr1H3wcbp/QJ44KEJsbQ44pS6bwjALSyMQCJwDdHW+ttHv783V0tgOpKrFVWFovYMG0dHQSc9PvUc2E1djK52HUo/k5ov4jWZiad3GQvttcc3f/eTepVQYZmFpBAKBKePTh7bZbKfw5a+b2UHvOZEEDsD9tQFPMLMSgLWSCoIjngCkeKGUeNCj8GDUrfzGfq/vhllf6X1547shCvXLirA0AoHAuQDxCE4xhWuH6yNUeHP9Br83G27F2pTCg5GjLKmzzZunWldsqYA8keMgl9nCAEJpBAKBqUItByiMNw/u2JNvVkqZSrl4g+5PkRZCMek2dTF553nZXLmUYH3N10JgG3Px7nHntHvu7VrHRRT3BQKBqWL56yfWOnNPceD7zYM79vDdoZn5ld6plTyP4x3H7VqxP5ed5V0DxyiZIh+TojKpuhfQgZhdnoK9JghLIxAITBUQjNxiFV30NN3WUxSsLKqC2Agoe/0wPHjKhDOl1ErS+g2dA1KJU/uXzhowccHeVVIYZqE0AoHAlKG9I8wGXfR6Jy9KGVRK84HXAOIhqRRYHoPP8dxOnsvLa/jEMQq8huLjMaCwMM7OabcUTG9tvi8piqsQv/AQ7qlAIDBVoJeGB05T5TarHs9UHZeSB3WLpeImcEd5LWVTwBzZJcb3pPQfV1FJKMLSCAQC5wJd7bPA5qwp7hvBSFViK3Otbme3mB6nAXMUEXqBbu2Yx64qzx2mHfqug8IwC0sjEAhMGT//xV6x2kethmdF5NJgFTxOHXjjVAXUzdIpvF4PEK/iG7UX10VhmIWlEQgEzgEQzqjVUKtDV/xeHwscq4qnKjjOlovWSfA5Of6qg95iycqAK42P2Zubv9De3eeFUBqBQGCqSAWh2d3EsQC8h+LwFMNBbzHZLlUVkCJVr5Hjs1povy3xX6krba+7bTtP79vNu72+1bH5/lpaGWbhngoEAlNGLhDO4NU+rAkExnW/nseKQs+rOteDV2vBx6eC9Bz8vm7KAgjuqUAgcGlQuKDOXD+9k3rncbCbz6ubyotjsB99MTQW8+bBHbv37LYttNHnu9zze29u/toqCyDcU4FA4FxQxd/kkRDycTlrheMUnhuMr9WEr4oVBqOvmF4UaborR3MFHch1RyiNQCAwdTSh8vCCySkadD0mNWYu0L1z2i2uiTRaLiA0s6JZlFk5vRbuqOvukmJETCMQCEwVj17tZ/d/+tAeKoLj+oaqYjuvIK9OTMJsQH+ObChkZZUquc94s8zM9l9+LOhP2NK4ebf3WSgMs1AagUAgEGiAcE8FAoFAoDZCaQQCgUCgNkJpBAKBQKA2QmkEAoFAoDZCaQQCgUCgNkJpBAKBQKA2QmkEAoFAoDZCaQQCgUCgNkJpBAKBQKA2/n8zpIsqLK27EQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting Helpers\n",
"vmin = 0\n",
"vmax = cmap.N\n",
"ticks = np.linspace(start=vmin + 0.5, stop=vmax - 0.5, num=vmax)\n",
"labels = [class_names.get(i, \"No Data\") for i in range(vmax)]\n",
"\n",
"fig, axs = plt.subplots(2, 2)\n",
"\n",
"for idx, tiff in enumerate(tiffs):\n",
" with rio.open(tiff) as src:\n",
" oview = src.overviews(1)[-1]\n",
" thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n",
" axs[idx % 2][idx // 2].imshow(thumbnail, cmap=cmap)\n",
" axs[idx % 2][idx // 2].axis('off')\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': 100586,\n",
" 'Built area': 44944393,\n",
" 'Clouds': 41,\n",
" 'Crops': 54507762,\n",
" 'Flooded vegetation': 19317,\n",
" 'No Data': 90644279,\n",
" 'Rangeland': 16993548,\n",
" 'Trees': 98149807,\n",
" 'Water': 2674028}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 37,
"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": [
"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": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Bare ground': {'count': 64535, 'value': 8},\n",
" 'Built area': {'count': 15798668, 'value': 7},\n",
" 'Clouds': {'count': 3, 'value': 10},\n",
" 'Crops': {'count': 20760610, 'value': 5},\n",
" 'Flooded vegetation': {'count': 2455, 'value': 4},\n",
" 'No Data': {'count': 227812684, 'value': 0},\n",
" 'Rangeland': {'count': 5315447, 'value': 11},\n",
" 'Trees': {'count': 37529278, 'value': 2},\n",
" 'Water': {'count': 750081, 'value': 1}}\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Class Distribution')"
]
},
"execution_count": 38,
"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
}

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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