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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": 36, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pystac_client import Client\n", | |
"from pprint import pprint\n", | |
"import geopandas as gpd\n", | |
"import json\n", | |
"import os\n", | |
"import tempfile\n", | |
"import matplotlib.colors as mplc\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import rasterio as rio\n", | |
"import rasterio.mask\n", | |
"import rasterio.merge\n", | |
"from rasterio.warp import transform_geom, calculate_default_transform, reproject\n", | |
"from rasterio.enums import Resampling" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"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": 37, | |
"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": 38, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"URL = \"https://api.impactobservatory.com/stac-aws\"\n", | |
"COLLECTION = \"io-10m-annual-lulc\"\n", | |
"ASSET = \"supercell\"\n", | |
"\n", | |
"def to_year(year):\n", | |
" \"\"\"\n", | |
" Convert a year to a STAC query.\n", | |
" \"\"\"\n", | |
" return {\n", | |
" \"op\": \"like\",\n", | |
" \"args\": [{\"property\": \"id\"}, f\"%-{year}\"],\n", | |
" }" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"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 0x16fdde660>" | |
] | |
}, | |
"execution_count": 39, | |
"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": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"https://io-10m-annual-lulc.s3.us-west-2.amazonaws.com/18T_2023.tif CRS: EPSG:32618\n", | |
"https://io-10m-annual-lulc.s3.us-west-2.amazonaws.com/18S_2023.tif CRS: EPSG:32618\n", | |
"https://io-10m-annual-lulc.s3.us-west-2.amazonaws.com/17T_2023.tif CRS: EPSG:32617\n", | |
"https://io-10m-annual-lulc.s3.us-west-2.amazonaws.com/17S_2023.tif CRS: EPSG:32617\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_62173/3652203141.py:19: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", | |
" fig.show()\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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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", | |
" print(f\"{src.name} CRS: {src.crs}\")\n", | |
"\n", | |
"tiffs = sorted(tiffs)\n", | |
"\n", | |
"fig.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Function to clip and reproject the AoI\n", | |
"def clip_tile_with_aoi(tile_path, aoi):\n", | |
" with rio.open(tile_path) as src:\n", | |
" reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n", | |
" clip_data, clip_transform = rio.mask.mask(src, [reprojected_aoi], crop=True)\n", | |
" clip_meta = src.meta.copy()\n", | |
" clip_meta.update({\"driver\": \"GTiff\",\n", | |
" \"height\": clip_data.shape[1],\n", | |
" \"width\": clip_data.shape[2],\n", | |
" \"transform\": clip_transform})\n", | |
" return clip_data, clip_transform, clip_meta" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Function to clip and reproject the AoI\n", | |
"def clip_and_reproject_tile(tile_path, aoi, dst_crs='EPSG:3857'):\n", | |
" with rio.open(tile_path) as src:\n", | |
" reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n", | |
" clip_data, clip_transform = rio.mask.mask(src, [reprojected_aoi], crop=True)\n", | |
" \n", | |
" # Define the output metadata for the reprojected clip\n", | |
" dst_transform, width, height = calculate_default_transform(\n", | |
" src.crs, dst_crs, clip_data.shape[2], clip_data.shape[1], *src.bounds)\n", | |
" dst_meta = src.meta.copy()\n", | |
" dst_meta.update({\n", | |
" 'crs': dst_crs,\n", | |
" 'transform': dst_transform,\n", | |
" 'width': width,\n", | |
" 'height': height\n", | |
" })\n", | |
" \n", | |
" # Reproject the clipped data to the destination CRS\n", | |
" reprojected_clip_data = np.empty((src.count, height, width), dtype=src.dtypes[0])\n", | |
" reproject(\n", | |
" source=clip_data,\n", | |
" destination=reprojected_clip_data,\n", | |
" src_transform=clip_transform,\n", | |
" src_crs=src.crs,\n", | |
" dst_transform=dst_transform,\n", | |
" dst_crs=dst_crs,\n", | |
" resampling=Resampling.nearest\n", | |
" )\n", | |
" \n", | |
" return reprojected_clip_data, dst_transform, dst_meta" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# # Clip each tile and store the results in temporary files\n", | |
"# clips = []\n", | |
"# for tiff in tiffs:\n", | |
"# clip_data, clip_transform, clip_meta = clip_tile_with_aoi(tiff, aoi)\n", | |
"# print(f\"{tiff}: {clip_meta['crs']}\")\n", | |
"# temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.tif')\n", | |
"# with rio.open(temp_file.name, 'w', **clip_meta) as dst:\n", | |
"# dst.write(clip_data)\n", | |
"# clips.append(temp_file.name)\n", | |
"\n", | |
"# Clip and reproject each tile, then store the results in temporary files\n", | |
"clips = []\n", | |
"for tiff in tiffs:\n", | |
" clip_data, clip_transform, clip_meta = clip_tile_with_aoi(tiff, aoi)\n", | |
" # clip_data, clip_transform, clip_meta = clip_and_reproject_tile(tiff, aoi)\n", | |
" temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.tif')\n", | |
" with rio.open(temp_file.name, 'w', **clip_meta) as dst:\n", | |
" dst.write(clip_data)\n", | |
" clips.append(temp_file.name)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1500x1500 with 4 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Plot individual clipped masks\n", | |
"fig, axs = plt.subplots(nrows=1, ncols=len(clips), figsize=(15, 15))\n", | |
"if len(clips) == 1:\n", | |
" axs = [axs] # Ensure axs is iterable\n", | |
"for ax, clip_path in zip(axs, clips):\n", | |
" with rio.open(clip_path) as src:\n", | |
" clip_data = src.read(1)\n", | |
" ax.imshow(clip_data, cmap=cmap, vmin=vmin, vmax=vmax)\n", | |
" ax.axis('off')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x1000 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Merge the clipped rasters\n", | |
"datasets = [rio.open(clip_path) for clip_path in clips]\n", | |
"merged_data, merged_transform = rio.merge.merge(datasets)\n", | |
"\n", | |
"# Close datasets\n", | |
"for ds in datasets:\n", | |
" ds.close()\n", | |
"\n", | |
"# Plot the final merged mask\n", | |
"plt.figure(figsize=(10, 10))\n", | |
"plt.imshow(merged_data[0], cmap=cmap, vmin=vmin, vmax=vmax)\n", | |
"plt.title('Merged Masked Data')\n", | |
"plt.colorbar()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x1000 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Calculate the overall bounds and resolution for the merged dataset\n", | |
"all_bounds = []\n", | |
"all_res = []\n", | |
"for clip_path in clips:\n", | |
" with rio.open(clip_path) as src:\n", | |
" all_bounds.append(src.bounds)\n", | |
" all_res.append(src.res)\n", | |
"\n", | |
"# Calculate the merged bounds and resolution\n", | |
"minx = min(bounds.left for bounds in all_bounds)\n", | |
"miny = min(bounds.bottom for bounds in all_bounds)\n", | |
"maxx = max(bounds.right for bounds in all_bounds)\n", | |
"maxy = max(bounds.top for bounds in all_bounds)\n", | |
"\n", | |
"# Assuming all resolutions are the same, take the first one\n", | |
"resolution = all_res[0]\n", | |
"\n", | |
"# Define the output transform\n", | |
"merged_transform = rio.transform.from_bounds(minx, miny, maxx, maxy, int((maxx - minx) / resolution[0]), int((maxy - miny) / resolution[1]))\n", | |
"\n", | |
"# Merge the clipped rasters with specified bounds and resolution\n", | |
"datasets = [rio.open(clip_path) for clip_path in clips]\n", | |
"merged_data, _ = rio.merge.merge(datasets, bounds=(minx, miny, maxx, maxy), res=resolution, method='first')\n", | |
"\n", | |
"# Close datasets\n", | |
"for ds in datasets:\n", | |
" ds.close()\n", | |
"\n", | |
"# Plot the final merged mask\n", | |
"plt.figure(figsize=(10, 10))\n", | |
"plt.imshow(merged_data[0], cmap=cmap, vmin=vmin, vmax=vmax)\n", | |
"plt.title('Merged Masked Data')\n", | |
"plt.colorbar()\n", | |
"plt.show()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"{'Bare ground': {'count': 67365, 'value': 8},\n", | |
" 'Built area': {'count': 17122534, 'value': 7},\n", | |
" 'Clouds': {'count': 6, 'value': 10},\n", | |
" 'Crops': {'count': 23191972, 'value': 5},\n", | |
" 'Flooded vegetation': {'count': 2473, 'value': 4},\n", | |
" 'No Data': {'count': 1108663993, 'value': 0},\n", | |
" 'Rangeland': {'count': 7770433, 'value': 11},\n", | |
" 'Trees': {'count': 62239699, 'value': 2},\n", | |
" 'Water': {'count': 1121309, 'value': 1}}\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"values, counts = np.unique(merged_data, return_counts=True)\n", | |
"data = {class_names[v]: {'value': v, 'count': c} for (v, c) in zip(values, counts)}\n", | |
"\n", | |
"pprint(data)\n", | |
"\n", | |
"data.pop(\"No Data\", None)\n", | |
"plt.barh(\n", | |
" list(data.keys()),\n", | |
" [v['count'] for v in data.values()],\n", | |
" color=[cmap.colors[v['value']] for v in data.values()],\n", | |
" edgecolor='black')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Clean up temporary files\n", | |
"for temp_file in clips:\n", | |
" os.remove(temp_file)\n", | |
"\n", | |
"# Close datasets\n", | |
"for ds in datasets:\n", | |
" ds.close()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": ".venv", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.12.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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