diff --git "a/sandbox.ipynb" "b/sandbox.ipynb" --- "a/sandbox.ipynb" +++ "b/sandbox.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -45,11 +45,1207 @@ "import geemap\n", "import geopandas as gpd\n", "from shapely.ops import transform\n", + "from shapely.geometry import Point, Polygon\n", "ee.Initialize()\n", "\n", "import pandas as pd" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf = gpd.read_file(\"/home/patel_zeel/NDVI_PERG/golvada he 10 2023-24.kml\").to_crs(epsg=7761)\n", + "gdf = gdf[gdf.index == 0]\n", + "def shape_3d_to_2d(shape):\n", + " if shape.has_z:\n", + " return transform(lambda x, y, z: (x, y), shape)\n", + " else:\n", + " return shape\n", + "gdf['geometry'] = gdf['geometry'].apply(shape_3d_to_2d)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rKHQ6tVx5716w2zOP3yho4lsENPE9t3nzTdWfV16a6ZUd3d1qCtccLrxcywsYSRDBwotcQ4DlPjeCOsMtYCVaWoi7u9UNNRZ+jQ3EuZYXqGAWBYHXuJRhWhee4/obVAegImMwwBVXwDXXqOXYG51C6YRWOKhxzqMoqqXCk0+uQXhlWS2emMNGkGt4CSMJgth5jnetILyoHpU33VRYi7NUOsbNN8Of//mSXycw8hzXMUktAgqX8jq1LHL4e+WVNfxBsieRUMuVH31U7focK0CF9bmAJr4a5zSyDM88ozp3rYmDB9NVa0aiXMsLmIgRwsZzXEeEZaZ0FqsaWy1QocOK7NihXsey8B5k9LzEHqaoRkTmKg7hmsuKANT4cQmbucViqvg+8ohatny+21hqYYd5aGGHc4tEQg3PnjixxhMtCjdcy0FqmCKGied419LiBgR1OV/A4oasWME1TUeSd/E8LmYJY+V3vBdpfop/ASvhcsFuV+PBl166sWwstZhvEdDE99whElHLYYeG1ngiWYavfjVdRLGdbrroRkHgIHuZoXrpMeskZmlkGX7+c3jzaPolE1Hey+8wEmeMRl5hXuGRIKqhkTw9UtaKy6U+py6+eHkby1Q/vbExtZhj7971tbvUYr4aGiswO6tWX61ZeEH91s8JrwM/2zgJwAm2LxVeQYQ//+j6Ci+os+0//dMFYYgYZo5wKQrQwCjNzPvjKLKaOtfdXfp7BXw+tUjw61+Ht95aGIbev18Nbd9wg+q1fMMN6s/796/LrRYUTXw1zinGx1XhLUibd1lWl/BzXMxRRGQ8VHKCZXJkP/KRdZs9LkEU1ZLieYzTwMBcGtyFHEOcK31O8+yzJdmAWwmPRxXVb35TTaX+6U/VCfniCsThYfVPfd99agxZktbldteMJr4a5wy9vfCd7+TfTn0JBw+mY6fNDFHNNAoCR9m9dOz1N6z/jHcxXV3qfc3jbS4khgkLEbpYNNP1+9T0tXVmagp+8AP4xCdW91V+5JGNPRPWxFfjnODtt9WqtYKlMXV3q90i5kiFGwZow0fFwrFmixqILEf27lVLiudIYqR7btbeQR/6xV7Ca96dLAyDg2r4KBtGRtQZ8kYTYE18NTY0iqJ20/npTwu4/JRlNQg5Rz1jOPEjI9LN9qXjr7qqfHvtiKKaCzyPPtoJY0FPki30LBz/xhvrGnpIkcvqRVHUf5/61MZKXyvTT4yGRmYUBX79a/jNbwp84nmbbACdnAZglCaii/N5LdbynfWm6OpSMzBIuQuKadezTfTDfHP3eKykub8r4XDkfszUlGr2vlFmwJr4amxIkknVh3feflhhWLTJZiJKNar12anlbBr37SvfWe98LrhALXGeo5dNSOgxEaVuceXboUPrPvttbVW7h+TK1JS6GfdP/1T+G3Eb4FOjobGQaFS1g3znnSKcfHBwQYFCGwMIKARw4KNy4djrbyiaM1hR2H42ZCKjZxzVfLeNRZtskfC6b7yJolqRnS9f/GL5b8Rp4quxofD74dvfhjkf/sKzKNhYj9r5epTGhePKeZNtJVpb1fueY2jOaKeGqaVjC5Yykj9dXWo/vXzrGIaHy3sjThNfjQ3D5CT8f/+f+r9FI+Wji+qPW8EsAGMs6oZy5ZUbI9wwH1FcEHqYoBYZESNxXHPvM828v8N60tWldpS+444Ft5415bwRt8E+PRrnK/396ox3fkfhYlPNNDokkujxLg45tLYuf1C5M+++ZfT4UN3Ol8R9y4iUgdtNN6kz4VxtKct1I04TX42y55134HvfU2O9RWdeJ82KOQcwP06WfFXyboOxziy679m5nGUXi55qizuKlgldXWplWz4CXG4hiA3kJaRxPnLokFr1WhL7J1lWzQXmsKMKVXCJaxn55UKVA4vuO4D6s43gwnFvvw033phdaEVRMMaDmGM+DIkwopRAJycAkEQDss5A3GgnanKRMK49nKHXwwc/qHYkyZV774UPfWh9jXlSaOKrUZYoCvzud6oJd8kYHFyQ35sSpCXia7Vt7LCDxZp+n/458U013kwTDql/j/b2JacQFBl7YAxHYBRHYBRreBpRyS6vSxb1hGy1BByNBByNBG11aufNHEltxv3qV9nvDSqKarZ04AC85z05X7LgaOKrUXZIEjz1lDr5KimLvsVG1NlbBPPCcTt3brzNthSiCBddBIfUXOYIavaDYbHJDiz5e9hCk1TNnKLS24s+uTAGpAhiemYr6YzIoiotqVmwMRbAFPMjysm0aAPEDTY87k5mqrYStSyKq2egqwu2bVNrQg4cyP64j34U/u3f4JZbcrpcwdHEV6OsiMXghz9UTXJKzqIdfj3qbC6JYeG4rVtLdUfFYcuWtPimOiyLSOiJk5zfcXkusOr0DdEw/gb24Hj6Vwm9Bb+zWZ292uuJmZwZZ7CCImOOzmIPjuMIjOL0D2NMhKifeJP6iTeZdbUxXn8xIXtd1m9FFFXf+tpaePppCIczH+PxqPHfn/xkfQVYE1+NsiEQUM1xxsczjy0F4pz4Jkr5NZFlNS/KbM48Nl8mzmY2JOe9NwtRAvPE1zJ0itbkO2nRVQQRb2UHM1VbCTgaUYTcZv+KIBKxuIlY3EzV7ECQJVy+QapmTlHhG0j/m3W1MdSyh7gp+7h6V5f6TPna17ITYEVRU9jWM/6ria9GWTA1pVat+XzreBOLMgGUOS8EHfKq4wpGMgnHjql/hIYGaGsDk6nw15lnFybOe28pIRaRaWKEmgEPguNCZFHPVM0OJmp3FmTDLIUi6pit3MRs5SbM0Vnqxt+kynOaCt8ATv8w4w27Ga+/OGuRz3UjbngYHnwQ/ut/XcObWAMbNHClcS4xOKjm8K6r8MKSsEMSdUqkn4v9rjSuIMRiqqPY7Kw6LRsdVVM9enoKXyFQUZH+T8OcpaSCQAQrZiJs5wS1TCJYLHgrOzh2wV8w3HxVQYV3MVFzBQPt7+L4jlsJOBoRFYnG0dfYcuqXGOLZP+xSG3EWS+axoJYhr1f6mSa+GuvKiRPw+ONqz7VyIzUTNC32vC2070EoBK+/vnRGLcvq9OzQIejrU2fGhWCe6XHqvUnoqGCWLk5gIUICPae3f5DejvcWVXQXEzVXcGrrB+lrvwFJNOAIjrGj+6cL4s2Z6OpSY7rZcu+962PCo4mvxrrx6qvq5lqhNGXNLBK/VDt4G4tEsZCuX7Oz6ox3NRd4SYKBAdVtbWBgbUohy3D4cPpHx7z83g7OICLjx0E3O/ALFflfZ414qrbQ3XULYWs1+mSULad+iWt2IOvj29uz94QYGlofF01NfDVKjqLA738Pv/xliYonsiXbAoRopDCz38lJtagj26dPMqnOgF95RVWMfB4Ai1zbHPgxE8VEFAGYppoetpDAsO6FJDGzi5Pb/hSfqxVRkdh85jdUerNLg8nVFe1nP8vzJteAJr4aJSWVw1sGft1LWeT6lRJfJ8tk8a/V9Wt4WO0SmY+AJhJw5owqwiMjuZ1jiWvbGFbCxDEzRj0DtKkbjWZLWRSSyKKeM5tvZKZqKwIKm/r+kM4RzkRXF1x/fXbXeeSR0sd+NfHVKBmxGPz7v8Obb673nazAItevSWoAtfrLsrgCLN9NN0VRhbOnJ/PYTMTjcPq0GkYYH89uGTHvvh0EaGEEgAFaGaXp7Lgycm1TBJH+tnfhrexAUGQ29/wac8Sb1bF792Y3gReE0sd+y+Ovq3HOEwzCd79bGM0pKvNme3HM6dLilK/vmpBltTHn0NDazzWfaFTduXz1VTWUkYUIG0iwg2PoSBLFxNss6rxcBrPeBQgCfe03EHA0opMTdPT+DlHOHK5ZpoXdsqRKj0u5ItPEV6PozMzAt76lZk+VPYs23aaoBqCRsYXjcnX9SibVeulimhGHw2oo47XXYHp6+TGnTgEK7fRRyxQSOkZoQl5cxVeGrm2KqKN303tIGKxYol5aBrMz/ujqUnucZsPYWOYxhUITX42iMjysCq83u1Xi+rNojTpAGwDVTKVzYgE14yHbPkaxGBw9Wro/QiikFmscOaLW0qaQZXjjDaqZwUkAF7MEsTNEy9JzlKlrW9JgoW/Tu1EQqJ45icM/ktVx27Zld/7Tp9dwczmiia9G0Th1Sg01ZFPuWTa0tqquZXN4qSKEDRGZTfTNG6jAT36shhFWIxxWU8mCwdXHFYNAQM2meOMNtYLl4EF08RBNjGAngISeBAYG5x4wacrctS3gaGSqVg2TtA69iKBk3nBsbc3uefJv/1a6uK8mvhpF4fXX1c21RCLz2LJCFFXXsnkMzvU666AXYXGp8bPPrpxt4POpf4iSuMCvQuo+XniBBsbQk6SKGaKYmaA+ba6TZgO4to02XkZCb8EcnaVm6njG8aIIl16a+bzDw6WL+5b3X1hjw6Eoqr3fz39eZjm8uTCvyy/A6bm8VwsR2ulfONbvWz7nd3paTesolwqSgQH0yQg1TGMmhH7OQrKb7UvHbl/mtTJD0hkZbbwMgLrxN7Oa/brd2Z27VHFfTXw1CoYswy9+kZu3alnS2gqOs+VREnoGaAdgOyfQLfa+PXFi4c8jI2rMtVBVcGtlchIG+qllAhGZeiZJYGCKGnxzbYTSlEl+bzbMVG0lYbBiTISomsm8AZptGLtUcV9NfDUKQjwOP/iBurrd8CyTn3ScLmKYMRPlAhZttM3ffOvtLe2uTSampqC7GwGFGqapZAY9SRQE3uKipeOvuqrsQw4pFFHHRJ36HrIJPZRb3Hdj/JU1yppQSN1YK9Oei/nR1QV//lGYs5WU0PMOOwA19lvJzLzBc5tvv/1t4U131sLUFBx/B1DmyojDNDBGHCN9bMI/17k4jdGUX3/2dWSmaiuKIGINT2OOzq46ttzivpr4aqwJj0dNJRvJLuNnY7FjB1xxRfrHAdqZphoBhSs4jH6x29lLLxU3jzcXFGXB07AKD+30IyMSxsIxLlx6TGenWi135syG2SlN6s34nc0AuGcyrzjKKe6ria9G3oyOqsI7P5X0nKOra8GPh7mCGCasRLiSV2FB9oMC3cfVGed6oihw8iQkUwKq0MVx7ISIYuYwVyAt7qPQ1g41NWqcemhI9Y0opI1lEfFUbgbA5c9cOVhOcV9NfDXyoqcHHnusLAuhCsuizbcYZl7jMhQEapngEt5Yeszx4+s3A56aUoVz4mw5dBfdNMxV6L3NTrxULTzGaFK7ZsynkDaWRSbgVD0pLOEZdNLqxvPlFPfVxFcjZ44ehSeeKHyDhbJkmc23Sep4k10AtDHAThY7Ba3TDHhyUo3xxs96A7fSz665+xumiVPLpZZ1dq7c/HK+jeXwcPlkcMwjYbASNbkQUDKarpdT3FcTX42sURT1A/nUU2X5HSweqc23eb3E+uhI58h2coZLl4QgUIWwv7/4Cc+Kol6ne+GO/1ZOcimvoyeJD9fycd6uHWq4IROJhLrcOXRIjTeV2QcgbFPfQzZuZ+US99UaaGpkhSzDr36lGmedl+zYAR/5iJrVMMcJdgACXXTTyhAWIhzmCuLM6zw80K/GUBsaoLoaXK6MLdazQlHUyrXpaVUl5LNrZAGZizmaLgjxUMEE9UTnOnOkaWtXe67nQiymbuQNDqrtIurqCvN+1kjUpGZumGOZGwFmG/dtaFjLHWVGE1+NjCQS8NOfLq0lOO+w2WDHBWpMF3U2e4Iuopi5mKPUMM17+QOvcilT1J09TpZgZFj9pzeogpWPEM8X3ImJeRtqZ7Hj50oO48QPwBk2oyBiJE6UeZ2Q9Yalcd5cSNlYpkS4pmZdRThmVsXXFM0svq2taoPN1foGVlWpXsDFJOeww/PPP8++fftobGxEEASeeuqpVcePjY1x2223sXXrVkRR5N5771123COPPMK2bduwWCy0tLRw3333EZ1XE//QQw9x+eWX43A4qK2t5cMf/jAnT55ccI7x8XFuv/126uvrsdlsXHLJJfz0pz/N9S1qzCMcVhtcntfCm8oe6O9XRWZRBkQ/mzjIXiJYMBHlWl7kcl7FyDKeDsmEKsJvHoUXX1TP6fWqYprqXJy65uys+rrXq4578UX1uJHhJcIrkuQC3uY9/BEnfiT0HOEy3mIXOtRZcXL+XGvr1sKIZcrG8sgR1Tt0nUjq1dVGpg23ciLnmW8oFGLXrl381V/9FbfcckvG8bFYjJqaGr7whS/wta99bdkxTzzxBJ/97Gf59re/zZ49ezh16hR33nkngiDw8MMPA/Dcc89x1113cfnll5NMJvnc5z7HjTfeyPHjx7HNufP/h//wH5idneXnP/851dXVPPHEE3z0ox/ltddeY/fu3bm+1fOe2Vn4/vdXtoY9L5AkVVzmC0ttrSpc82bAM1Tze97DpbxOA6M0M0Qd4/TSMecNYVzm3Ek1LDEfvUHt/Oj3LzuzXYyATAe9bOE0FtSp3CwVHOYKQnNG8OKc+Mro1MyGzs7s4ry5EAyqfsVOJ2zaBJWVhT1/BlLG6tZI5gfA4GDmbtkzM+r+RrZtiPIhZ/G9+eabuTkba/g52tvbefTRRwH49re/veyYl156iWuuuYbbbrstfczHPvYxDh06lB7z7LPPLjjmscceo7a2liNHjnDdddelz/PNb36TK+YS41OCf+TIEU18c2R8HP7v/117q7INTSKhWjIu90dIzYDnbXIlMPIKV1HHGLt4GxtBtnGSTs4wSDN9bMJHBlFKJsCTWUCsBGlngHYGMM3NsOMYOc4O+uhIjxPUjmwAyK3t0L5KZkMh8PtVQ6GaGrjggszjC4QoZV8Uku1n+rzYcNuzZw/f//73OXz4MFdccQW9vb0888wz3H777Sse4/OpsR33vK3LPXv28MMf/pA/+ZM/oaKigh/96EdEo1GuX+HxFYvFiM1r2e33+wvzhjY4vb1qS/fVupmf80QiqvCuNkVaZgYMMEEDv6WODnrppAcrYTbRzyb6CWJngjomqWWKmqXFDisgIONmhlqmqGOCSs7u6scx0M8mTrF1yQxbmZNfob4esbUFqVRx2RLHf2WdIfOgObQNt3ncdtttTE9Pc+2116IoCslkkk996lN87nOfW3a8LMvce++9XHPNNVx44dn0mR/96Ef8xV/8BVVVVej1eqxWK08++SSdnZ3Lnuehhx7iS1/6UlHe00blrbfUNtplnFNffAIBdQmdTSLzMjNgAAWRM3Ryhg5aGaaVAaqZxk4QO0E2cwYFgQgWQtiIYCGBgSR6FAT0JNAjYSWClRBWIunwQQofFQzSQi+bkFf5KsuNLehsZnRKkpIVDWebz1UgZEEHQNhSlWEkNDerz4bVMgB1Otizp1B3tzxlIb4HDhzgK1/5Ct/4xje48sor6enp4Z577uHLX/4yDzzwwJLxd911F8eOHeOFF15Y8PoDDzzA7Owsv/vd76iuruapp57iox/9KAcPHmTnIoNsgPvvv5/PfOYz6Z/9fj8tLcu0VDkPUBTVmuC3v13vO1lnPB7VoSyXp09qBnzq1DJxWpFBWhmkFRNRWhiihinceDASx0oY6+LOyCsgocdDBdNUM0wzQZyrH6A3wNatJJW30CXD6OUSbkaVWHz1STX0IulNGUaqBRSZUq8lSf0+lFXMtxg88MAD3H777XziE58AYOfOnYRCIT75yU/y+c9/HnGexd3dd9/N008/zfPPP09zc3P69TNnzvA//+f/5NixY1wwF2vatWsXBw8e5Otf/zr/63/9ryXXNZlMmEyZ/88615Fl+PWv1fz585rxcTWrIZ+iiJoaNX1sYED9dktLPRFimOlhCz1sAcBGECd+HASwEsZAEh0SAjLJuZ+imAngwD83MqsEJb0BmprUVDJBIDZjxZQMY0qGCBpLIIoOBxiX2WAsIqn83pgpwwMJLea7gHA4vEBgAXQ6dRmhzH0RFEXh05/+NE8++SQHDhxg06ZNS84BLHseucyqccqJZBL2758LW57PDAyoZbRrQRDUnNe2toz5uAAh7ISwL+6LnB+r5A/H9HaITWNOlqiPXIlnvXA2vzdqrsg4dsPGfIPBID09Pemf+/r6OHr0KG63m9bWVu6//35GRkZ4/PHH02OOHj2aPnZqaoqjR49iNBrZsUP1R923bx8PP/wwu3fvTocdHnjgAfbt25cW4bvuuosnnniCn/3sZzgcDsbH1Rpul8uFxWJh+/btdHZ28jd/8zd89atfpaqqiqeeeorf/va3PP3003n/gc5lIhHVAH1gYL3vZB1RFNXCqpB97QUBKirUf5s3r1iJtmZEXVaVcxG9qjbWxGzhrr0a6yC+trDqoxExZ05xK5eYr6Aoua2xDhw4wA033LDk9TvuuIPHHnuMO++8k/7+fg7M6yUjLPOhaGtro7+/H4BkMsmDDz7I9773PUZGRqipqWHfvn08+OCDVFRUrHgOgO985zvceeedAJw+fZrPfvazvPDCCwSDQTo7O/n7v//7VbMm5uP3+3G5XPh8PpzOzMuXjYzPp6aSlYv97LogSWr34VIlMivKqmGJrFkUVsiEORHggqkDyIKOo/XvR5nbnCoKej1cc01Jsx2M8SA7334CBYE3L74DSbd6yKO/XzX/z8Qf/7h8zLdQOpGz+J7LnC/iOzGhCu95nVmXSKgZDevxR0iVCcdiZ2OjMzNLQxSpUELV3A5+PA4mU17+ELvGf41ejnOyag9BU+aMgLwpcX4vQNXMKdr7DxCy1XJi+4czjn/7bTXUloknnoCPfWzp64XSibKI+WqUjv5+NdSw3t3M15VoVM2pC2eXZVBwUmGJ+VRWng1RxGJ5i+xK+Mx1VIWHcEdHiyu+6xByqPScAUh3tMhEtub/ZRfz1Sh/JEktjRwbUz9Ae/eqMax33lGf+Od1Dm8wqApvOZoRLyfKBcJjaaIqPERlZJQh5wUoQs62LtlR6hSzRASnfxiAGfeWjONlWbWhyERzc/GNdTTxPcfYvx/uuUcNK6Zoboa77lInVOd1kMnrVVu6n4dPn4CxioTOjEGKUhEdw2tpKvxFbDZ1xl5CqmdOIqAQstaknc1WY3Awu1Szv/5rdcJSTDQz9XOI/fvh1lsXCi+oP99//3meTjYxoc54z0PhBVAEkSlrKwD1wZ4Mo/OkxLNeUU5SO/E2AFO12cWZs83x3ZJ5Er1mNPE9R4jH4VOfWn1m++yzZdeAoDQMDqpZDef1tB8mbZuQBR3WhB9XdKLwF6gqYix5uctNn8SQjBA32vG4l7cQWEy55PiCJr7nBPv3q5lHmVqG+f2qDp03KIra+qa3d73vpCyQRCOTtnYAmv3vICgFXAXodKqdZInQJ6M0jr4GwHj9xVnHsFtbV79NQYCWluLHe0ET3w1PKtSQbarqeWMRKctqnGVxDOY8Z9y+hYTOhDkZoi60xoq++VRWqt0pS0TjyKvopRgRi5vp6mWagq6AKMJNNy3/u1RiySOPFD/eC5r4bmiyCTUsJttl14YmmVQ9ZUvdPXgDIIkGhh1qZWlD4CSWRIHynEsY73X6h6mZ7gZgsPXanDM3urrgox9d6iff3Aw/+Qlk0SOiIGjZDhuU/fvhb/4mt+Isp1Nddq0VUU5ijs5ijs5iivnRJ6OIUgJRTqKIOiTRgKQzEjM5iZldRM0V6TYvRScWUzfWQqHSXG8D4rE2446O4opO0OE9Qnf1XmRxjVJQIvE1JMJs6vsDAFM1Owja6/M6T1cX/Mu/qHYei1MyS4UmvhuQVKgh1/2jm27Kf2VoC07g8g3iCIxiC08hKLnt3EXMlQQdDficLfhdLcXJMw2FVOE9r13gs6O/4mK6pp7DnAzSPnuU3spL8y/osFrBXPyHqygn6TjzW/TJKGFLFUPNV+d9LotFje2upYfoWtHEd4MhSWoeby7Ca7XCBz+4pO9jRgzxEDXT3bg9PZhiC5enCb1FndWaXCQNFiTRgKwzIMpJRDmJPhnFFPNjivowxQNYol4sUS81U8dJ6kx4KzuYrukibK3O7aZWYnZWzeFNrsEz4TwiKRrpq7yUrTMvUxkdo9V/jEHXUs/rrCjBrFdQZDp6f4c9NIGkM9LX8R4UMf9p6ubNJQ1RL4smvhuMBx/MbQ/JaoX77lP9TrLFFPNTP36UqplT6RmuJBrwVbThdzYTsDcQN2UfPNYno9iD4zj8I1TO9mFIhKmZ7qZmuhufs4Xx+osJOtaQ2zM5qbZXPi/z6PInaHTTV7GbDu8RakL9yIgMO3fkPgMusvgKssSm/j/i8g0iCzp6Om/KyjpyNUqRx5sJTXw3EPv3wxe/mNsxH/xg9sIrSgkaxl6nbvLttOgG7A1M1ezAV9GWd1wwqTczW9HObEU7Qy17cARGqZ45SaXnDC7/EC7/EN6KTQy3XE3caM/t5MPDajqZRl54LY0MynFafW9TF+rFIMfor8g+dQtRLFpJNKit4DvO/BZnYARFEOnteG/ecd75bN5cgJtbI5r4bhBS4YZsyTXU4PQP09b/HMaEulHlc7Yw1nAJIXtdHne7EGMsgCXiwRzzYYr60EsxRClBzOTE5RvAHhjDPXOKlqEXGW66kpGWqzPPbBRFzd8dGlrz/Z3vTNnakQQ97b43cUdGMEoR+iovIa6zZD64oqJo63dzxEtH7++wRL1IooHeze/L2jxnNRoawJ7jM74YaOK7QTh4MPtwQy6hBkGRaRx9jfrxo4DahmWoZQ8+V/5pEaKcxDU7gMs/hCMwijG+cgeFmLkCWTTg9vRgD47j9vSwpedZJuouSoc5vJUdCz1aZVkNM5zXZsSFxWNtJika6Zg9gj3uoWvqOQYqLmbWnGGWWYyqNkWhevoELcMvI8pJEgYrPZvfT9hWk/nYLFihn27J0cR3g/Czn2U/NttQg06Ks/nMb3AE1C4OUzU7GG6+Ku/wgjU8Te3kMSq8fejks760iiASMVcSNVcQM7tI6s3qBp2oR1QkRCnBQNt11E2+RcPIEcxRLy3DL2OMB6j09tIy+CI+VytTNTsIWOvUjbXZ2bzuUWNl/OZauquvo8N7BGvCx2bPq/jMdQw5LyCmty1/UIHjvdbwNC2DL2IPqeXPfmczfe03kDRkMQvPEk18NbJm/3616iYbrr8+u1CDIRGm8/SvsEZmkEQDA+3vwlvZkdf92QNjNIy/kbb2A4gZHXgrOwg4mwja67MS9LHGSzm59U/ZfObXOP0jmGJ+4kY7oiJROdtH5fQpQlNhxvUtmWdkGnkR09s4UX0NjYFT1IV6cUUncMammLa0MGHfvFCELRb1XwGwhGeoHz9KpbcXAQVJNDDaeBmTtRcWtCuG2aymmJUDmviWObnEeh2O7GrS9ckoW0/+AnPMR0JvoWfLzXmlfBniIVqGX6bSq3onKAh43ZvXlPwesVZxousWOk//Su3LJYj0te7F5hmm+q3fY4vH2Mw4AVM1g84LiRrOh5K90qIIOkacXcxYW2jxHcMZm6ImPEB1ZBCfqY4ZSzM+cy3KGme9opSgYrafqplTOAMj6dc9lZsZbr6KhHGF2fYa6OhY/xSzFJr4ljm5xHpvvjnzB0uUEnSe/hXmmI+40c6prR/Mqt32YmqmjtM8/Ipa1YbAdPV2xusvzikFbSWSejOntn6QzjO/xhEYpeX0HzkRa2es8l3UhXqpDfXiiE2zY/p5xuydjNm3lrRn2PlCVG/ndNVV2OMe6gOnccUmqYiOUxEdRxIN+CsuJzAZJ2ivJ2Z2ZVzdiFICS9Srph0GRnEERhFlNS9bQcBb2cF4/cVErMVzRyuXkANo4lv2ZBvrvfLK7MINm/r+gC08RVJv5vSWD+QsvDopTtvA8+nZbtBez2DLNQX/wsg6Az2b38+2V7+PdeAdtogjdFfvZcTZxZS1jRb/MSqiEzQGTuGIe+ir2E1CV6IS5vOMoNFNT9WVWBJ+3JFhNSNCiVGZnKJyaCY9Lm60EzfakXTGtBCLUgKdFMcUD2BILG3bFDW58FRtYca9pSAP7kxo4quRFbnEerdnYexUN/EWFb6BvBPVjfEgW04/gzk6iyKIjDRdwUTtzqLNOuXxSU6HGtku9mJKhmmffZMz7suJ662ccV+BOzJCq+8tHLFpuqYPctp9BRFD5m4GGvkRMTgZMexgxNGFzargaHGr5eahSXRSHGM8uGpmC6irmqCtjqCjAb+jqaiz3MXU1pbU9TIjmviWKbnEerMxzLGGpmgaOQzAcMvVhGy1Od2POeJly+lnMCZCxA02eje/L+dz5ERvLwwOktSZ6K24lO0zL1IRHacm1M/UnCetx9JEyOBis/cIloSfbTMvc6byMgKmApUsayyPIBBq7CRUr1YngrqPYI7OYkiE1dmunEBBQNYZkEQDCaONqMmFpC9tm6H5lENV23w08S1Tcon1ZjTMURTaBg8iKDLeyg6manbkdC/m6CzbTv0CfTJK1FzB6S0fyL0SLVsUBU6ehPHx9EthYwXDji5a/O/QFOhm1lyfDjHE9HZOVu1hs+dVHPEZOj2HOF11NUFj6bvonlcs2mxL6s0FqTwrJuUUcgDNz7dsGRvLblw2sd6a6W6s4WkknZHBlmtyug9DIsyW08+oTlLWak5s+1DxhFeS4O23FwhviknbJkLGSnRykmb/wmZ0kmjgdNWV+Mx1iIpMp+dw4XxqNZZiNqvNMjcQRmNh7FQLiSa+Zcrp09mNyxTrFaVEut3KaONlOSWrC7JEZ8+zGONBoiYXpztvLt6yMR6HN94Aj2eFmxEYdF4IgDsygjU+u+DXiqCjt/JSgsZKdHKCTs9h9HIZtoc/Fyhxo8xCsGlTab16s0ET3zJEkuD//J/M47KJ9VZPn0CfjBIzOXMONzSPHMIank5nRhSyymgB4TC8/joEV9+sCRsrmLGotf3LdeCVBR097iuI6m0YpQjts0eLcbcaG1B8yy3eC5r4liUHD8LISOZxl1yyeqxXUGTqJt4CcmsyCOCaHaB28hgA/e3XFy8NyO9XZ7zRaFbDx+1q4K4yOoY5uVSsJdFIb+WlyIKIKzpBbSH7lGmomS1FdDErFuXgYrYYTXzLkGzjvZkmIC7fIMZEiITByow7+0e/KCdpHXoRQDW4WYPJzqrMzMDRo5BIZByaImpwMGtWndaqw8u3Yo4YXKovLdAYOIFByk7YNbLA5crNHLoMqK5W+3uWG5r4liHZxnszNcN0e9SlucfdmZPrf/3YGxjjQeJGO6ONl2V9XE6MjqoGOXkYoM9Y1YeBOzKyYkuPKWv7iht0GmtgA4Ycyi3LIYUmvmVGoeK9opTANTsAkNOs15AIp0MVQy171t5YcTn6+uDUqdyb0M3hM9UgiQYMUhRHfGb5QYKQbovjjoxgTfjyvVuN+WjiWzA08S0zChXvdQTHEBWJmMmZUxVR7cTbiIpE0FbHbEV71sdlRSqHd2BgbacRdMya1NCDI7Zy++awwYXH0gQsv0GnkSNGY3m4kOeAwQDt7et9F8ujiW+ZUah4rz2gnijgaMz62jopTs2UukQfb9id9XFZIUlqmCHbN5iBgEl9oDjiK4svzNugi4xiWmaDTiMHNuCst729fEPUmviWGYWK9zqCc+Jrz74xZaXnDDo5QcRcWdhNtnhc3VibWSFEkAcBo1pCbEv4EBRpxXERgxNfeoNOazm0Jjag+JZryAE08S0rCpnfa47OAuQUckht0M1Ubc36mIxEImoqWSBQuHMCcb0VSTQgKDKm5FK3rPmkcoNX26DTyIAgaOJbYDTxLSMKFe/VJ6PoJLW6K1vLSEM8lJ4te90FSooMBNTiiUikMOdbRHSuq4JZCq06zmeuQxINGKUI9oS3KPdyzuN0lu/6fQUqK8v7eaGJbxlRqHivKab6GsQNtqyzFVJ93ELWmsJ4N3g8Oefw5kpMZwXAlFxdfGVBh8+kNl90xKaKdj/nNOWsYiuwZUt5e+xr4ltGNGQZns0U703NenPxYUiJby4bdCsyPq4a5Egrx2ILgSSqHY1FJZlxbNCY2qBbwTtCY3U2oPiWc8gBNPEtK/bsyWz+IQjQ3Lz6mFRrFkk0ZH3tVLfYoCP7DbplGRhQ27qXILZaEVXdzxqySCNLefza4h4t7psrBsOGSzHT6co3xSyFJr5lxEsvZZ4sKkpmn19BVk+SrZeDoMiYomoRQtiyhs4C8bhqjlOitV6qbFhQMlfJRXU2ZEFEVGSMUnFi0Ocsbnd5r9+Xoa1NTUsuZzTxLSOyjflmShyQdeqMNzUDzoQxFkBAQRb1JAzW7G5i2RMZ4YIL4Kqr1GmHqbhdC1KzWf9cPHdVBCHd9jzTBp3GIrSQQ1HYWNuX5ziFivmmNtl0cnabXaa4quYxo6MwMxyTSRXftjY1t3d0dGWf3jUQ01lxAAFjdrP1mM6KJRHAmAzD+nWz2XhsQPEtRwvJxWjiW0bs3avGczOFFUIZJm4Jveq7u1y32OUQJVWkC26ULgiqpVR1tZpuNjqqbsYVKAPCIMeA7GPbkqCO02WxQacxh8Ohxnw3EC6X+pErd7SwQxmh08HXvpZ53G9+s7oZWMp7VyfF0Scz2ymmZshFMdFJYbGopqpXX632PSpAG9lUuXBUn91mUFVEfao1Bk6u+drnDRtw1tvZuTFC1Jr4lhnZPLH9fhhc3soWUEU0laubqnRbjdSGVS5m63kjilBXp1aKNDXlfRpBkTHNbZylii2yvoVVypE1FlFVutbuhWIjxHtBE9+yo1CbbqmsBVtwIuO5Usv2bDfoCsbsbN6HWhOzCIpMUjSS0GXX3ijV0XjK2pb3dc8r9PrMGwxlhihCR8d630V2aOJbZhRq0y1VLJEqGV6NVHZEqjijJESjmYPXq+CIqSY92W62Ael281HDxhKUdWMDppi1thY9yaZgaOJbZhSq0CJVLGEPjKXzflci1w26grDG7AfnnJVk0JS9+BrmwhQJscwTQMuFDRrv3SjkLL7PP/88+/bto7GxEUEQeOqpp1YdPzY2xm233cbWrVsRRZF777132XGPPPII27Ztw2Kx0NLSwn333Ud0XlPFhx56iMsvvxyHw0FtbS0f/vCHOXly6cbJyy+/zLvf/W5sNhtOp5PrrruOSJGMXYpBoQotwpYq4kY7OjmBy7dKgBiImV2AKr6pzIeiswZ7SYMUSZuop0zVs8E85wERy3KD7rxHE9+ikrP4hkIhdu3axde//vWsxsdiMWpqavjCF77Arl27lh3zxBNP8NnPfpYvfvGLdHd3861vfYsf/vCHfO5zn0uPee6557jrrrt45ZVX+O1vf0sikeDGG28kNG/p+vLLL3PTTTdx4403cvjwYV599VXuvvtuxNUswMqMQsV8EQQ8bvWTWOVZ3SRY0hlJ6tUleTYbdGtGksCbv7uYO6L6UASNbuL67IpCdHIcvayGVaK63Dbozkvs9vIvEVuEw6Hu5W4Ucs4tuvnmm7n55puzHt/e3s6jjz4KwLe//e1lx7z00ktcc8013HbbbeljPvaxj3Ho0KH0mGeffXbBMY899hi1tbUcOXKE6667DoD77ruPv/3bv+Wzn/1sety2bdtWvLdYLEYsFkv/7Pf7s35fxSLbmG82q3aPu5P68aNqF+O5hpgrEbZW4/QPYw9NELZlUTG2FmZn82qcCWqWQ014rjedJUPsZR72OUOdqD57p7fzmg06691IIeqymBLu2bOHI0eOcPjwYQB6e3t55pln+MAHPrDiMT6f6kXgnvuQTE5OcujQIWpra9mzZw91dXW8613v4oUXXljxHA899BAulyv9r6WlpYDvKj9ShRaZOHIks35FLG78jiYERaZu/M1Vx6Y36ObczYrKGkIOFdExTMkQSdGIx5q9+KbczFIdMDQysEHFdyNRFuJ722238U//9E9ce+21GAwGNm/ezPXXX78g7DAfWZa59957ueaaa7jwwgsBVbAB/vEf/5G//uu/5tlnn+WSSy7hPe95D6dX6M1z//334/P50v+Ghta/zYxOB3/915nHBQKr5/qmGK+/GIDq6RMY4itnF8wX30wbdGsmX/FVlLSD2aRtE7KQYWdyHs7YJJDbBt15i16vloltIARh46SYpSgL8T1w4ABf+cpX+MY3vsHrr7/O/v37+eUvf8mXv/zlZcffddddHDt2jB/84Afp1+S5aeDf/M3f8B//439k9+7dfO1rX2Pbtm0rhjtMJhNOp3PBv3Ig27r0ZfYblxBwNhG01yMqEs3Dr6w4LmStIWGwopPiuPxFfAgFgzAv1JMLNeF+LAk/kmhg0tae9XGWhB9LIoAiiGlT9fMNQZHQy3GMyTCmZAi9FFu52KSiYmOt31FXi5bs0r3LhrIIfj3wwAPcfvvtfOITnwBg586dhEIhPvnJT/L5z39+wYbZ3XffzdNPP83zzz9P87z1ecNcsHTHjh0Lzt3V1cVgNlPEMiLbuO8rr6h5jV1dq48batnD9u4ncXvPMB3oWt4wfW6Drm7iLdwzpwvfNj5FnilmeilG01xZ8Ihje9pIPRvcc2XFs6a6nI7bqJiSIRzxGWxxD+ZkCJMUwiAt/8CTRANRvY2YzkbIUEHQVEXYXcAefiVio4UcoEzENxwOL8lI0M0luypzxteKovDpT3+aJ598kgMHDrBp06YF49vb22lsbFySfnbq1KmcNgjLgVTcdySLfo+/+hVs27Z6T7ewtZqpmh3UTr1De/8Bjnd9ZFkTnRn3Fuom3qLCN5Bxgy5v8gk5KArts0fRyQnCBldOFWqinKQ6rD58c4kRbzQsCR9VkREqI6Or+hWnQjWpWa9OTmCLz2JjVm0wCiRHp5iNb8FTtUXtfr0BZsEbwcVsMTmLbzAYpKfnbOeAvr4+jh49itvtprW1lfvvv5+RkREef/zx9JijR4+mj52amuLo0aMYjcb0LHXfvn08/PDD7N69myuvvJKenh4eeOAB9u3blxbhu+66iyeeeIKf/exnOBwOxsfVLgYulwuLxYIgCPzDP/wDX/ziF9m1axcXX3wx3/3udzlx4gQ/+clP8v4DrQc6HTz6KHzkI5nHBgKwfz/ceuvq40aarsDpH8Yc89Hef4Azne9fMiZircLvaMIZGKFu4i2GWvbk+Q5WIJFQjSlypC50BldsElkQ6a+4OCcxqA4PopcTxPS2nHKCNwSKQmV0lPrgGawJ39mXBZGQoYKAsYqIwUFMbyemsyAL+rP+HYqCqEgYpQhmKYQ5EcCe8GIniF6QqZ45SfXMSeJGOxO1O5mu6SrbLBGbLfvVYjkhKEpuPVUOHDjADTfcsOT1O+64g8cee4w777yT/v5+Dhw4cPYiy3xZ2tra6O/vByCZTPLggw/yve99j5GREWpqati3bx8PPvggFRUVK54D4Dvf+Q533nln+ud//ud/5utf/zoej4ddu3bxL//yL1x77bVZvTe/34/L5cLn85VF/Pe+++CRR7Ibu2cPvO99q4+xhGfYfuIpREVirH43o02XLxnj8I+w9fQvkUU9xy74CxLGAubETkxAd3dOh7ii42z2voagKAxU7GLa2pr1saIiceHkHzBI0ZyPLXcqI6M0BU6km4fKgojPVIfH2ozfVJPTZuR8hOYmbHV23J4e3N4z6ZLzpN7MeP3FTNZeWBoDphy46CK45ZbSXa9QOpGz+J7LlJv4HjgAyzznlkUQ4HOfy9zdu2r6JO0DzwFqLHiy9sIlY7ad/Dn24Djeyg56O96b412vwvHjMDmZ9XB73MOWmZcRFZlpawsDFRfndLkmfzf1wR5ieivv1FyPkqcglRPmZJAW39s45yr8kqKBSdsmpmybSBYinr1rl9pzHbUdVdXMKeon3kx3xI6aKxhsvbYwjVYLxC23qAJcKgqlE+X1CNNYQLY5v6DGhl97LfO4meptjDZeBkDL0EvUTry9ZMxgyzUoCFR6e3H6M9QxZ4ui5LTZ5ohN0+k5jKjI+Mx1DLpy+3aZk0HqQmr64ZDzgnNCeKtDA3RNPYczNo0siIw6tvJ27XsZc2wrjPDqdAtSzBRRx3RNF+9c8FH6295FUm/GHJ1l66mnaR5+JaveecVGEFSb6I2IJr5lTCr2my3ZattYwyVM1Kli1jL8Mk0jhxfs7EWsVUzVXgBAe/+BrAzZM+LzQTI7y8rKyChbPIfQyQkCxip6Ky/NaakrKBKbvEcQ5oTbZ67P967LAnHu/bT53kJUZPymGo7XXM+YY1th47AVFcvu3CqCyEz1No5d8BdM1aj7NHUTb7Ht5M8xxoOFu34eNDaqMd+NiCa+Zc4tt8C8kPaq5FKUNNx8FSNNVwBQP36Uzp5nF4jsSNMVRM0VGBJh2vv+uPZ261k8GQRFptl/nI454fSaGzhddWXO8csW/3GsCT9J0chAjjPmckMvx9k68zLuyCiKIDLs3MFp95XpZqAFJcMHSNKbGGy9ljObb0TSGbGFJtl24meYI/n7dKyVjZhilkIT3w3A//7fq6eSgbr8uuyy3M47Xn8x/e3XIws6XP4hdhz/CU6fWmAhi3p6O96b/t1qBRpZkSHFzJwIsG3mJeqCZwCYsHXMzXhzE97aUB81oX4A+iovSXv4bkQMUoRt0y9ii3tJigZOVV3NhH1z8VK/snx6z1a0c7zrI0TNFRgTIbad/Dm2UPax/EKiia9GUTEa4e/+bvUxV1+debNtOWaqtnKi68/Ss9wtPb9i85nfYIwFiFjcDLS/C4C6ybepHz+a+wVgVeN0nZyg2X+cHdPPY4t7kUQDZ9yXM+y6IGeRqYyM0OI7BqiFGFm1lC9TdHKcLZ7DmJNB4joLJ6uvTXfiKApWa04lYnGTg5Pb/pSQrRa9FKPz9K9KPgO2WNbUiWrd0cR3g/Av/wL/8A9LZ8CCkF2a2WpELG66u25hou4iFEGkYrafC9/5IW39zxG2VjPcfBUATSOHaRh7PfcLLDPr1ctxGgMnuXDy99QFzyAoMrPmeo7XvIvZPGK0VeEhNs2+AcCkrZ1xxwbMup9DUCQ6Pa9iSfhJ6MycrNqTdZPQvMnDSCepN3Nq6wfTArzl9DOr+ocUms2bM68Iy5nyzJrWWJaHHlKb/r7wghpCdbvVUEM+M97FyKKe4earmK7aRsvQSzgDI+lEe7+jibClCltogsbR19AnIgy3XJ39Jtic+AqKjDM2hTsyQkV0PF1lFdXbGXJegN9cm9e91wd7aPKr+cMz1haGnEvT5zYSLf7j2OMeJNHAafeVWXsWr4k8XcxkUU9P501sO/lzzNFZOnp/x6lt+0qSC7yRQw6gie+GYmhITRi46qriXSNqqeT01j/BFpqkfvwoFbP9OANq2aktNIUtNIlrtp/q6W5Od36AkKN++S+aomBMhDCFPFiHX8MRncYen0E3r0ln2OBi3N6J15xfCatOTtA2+yaVUdWBfsK+mWFH14Yoh12JyshoOmbdW3kpEUMJ8s1FUc10yJOk3kxP5010de/HPveATm3mFpONmmKWQhPfDcSpU6W7VshWy5nNN2KMBXB7etLdMCSdgeqZk7h8g7QOvojH3Ynf1YIkGpB1BkQ5iSgn0SXnXLOCQZgdSZ83oTPhNTcyY2kmbKzI+/6csSnaZt/EKEXSWQCTtk2ZDyxj9FKMNt9bAIzbO0sXs14hxSwXYiYnA23X0dH7O+rHjzLraiNkL145d339hmusvARNfDcQpRTfFHGTg/GG3Yw37MYYC+AIjOL29NDWfwB7aJLq6W4cwVE8lZ1LSpEVQSQWF4ma6wkYq1THLL1zTTNTYzJMs/94erYb09vorbhkTUJeLjQHutPmQaOOlTuwFJwCGad7KzuYqdpK1cwpWgdfoLvrlqKtQjZ6yAE08d0weDwwPb2+9xA3OZgxbWOmehs9nTdRN/EWzSOvoE9EERSJmMHGZP0uAvYGJJ2RhNGG8sohMOTn3zsfcyJAfegM7sgIgiKjCAKT1k2MObYiiYYCvLv1xRb3UBVW0/wGXTtL659QwK4Vw81XUTHbjzUyQ810d7ooo9BsRBezxWjiu0FYoRnHuqGIOsYbduOp2kLz8CtUensxJUK0DL1E2FKFx92J11hHPE/jdFAzIiojo7gjI+kebAB+UzXDzgtKEw8tEY0BdVkzY20hZKws3YXNZjXNrEAk9WZGGi+ndehFGsZeZ7pqG4pY2NJukyn7svtyRhPfDcJ6hByyIW6009vxXszRWerG36TKcxprZAbryAzNMzNEZyMEjVWEjJVE9XZiOisJ0bRwOaoo6JUEpmQIczKINeHDEZ/BklhoPzlrrmfMvuWcCDHMx5rw4YxNoQgCY/YST+mK0Kttuno7DeNvYEiEqfKcZrp6e0HP39Ghlt5vdDTx3QDE4zDnvlm2RM0VDLS/i+Hmq6j09lLlOY1tcBBzMoI5GUobmqeQBR2yoENUpJXb2aBmRHgsTXgsjSR0G6xPTJakqvq85sbilA2vRhHEVxF1TNRdRPPwK9RNvFVw8T0X4r2gie+GoLcXpCL3tCwUkt7EdE0X067N6EYs2C2e9CzWJIUwJcMAy4puXGcmprcT0dsJGqsIGKtI6pZ23DiXEOUkFVG1MUDJszVEMW0fWWimq7fTOPoa5ugs1vA0YWvhukZr4qtRMso15LAqHrVIQHUVO5tyJCgyOmUuHU1JIgs6JEGPJOrPCdvHXEkVm0T1ttLGekG1jyzS+l3SGZl1teH2nsE9c7pg4ltbu+EaK6/IBi7OOz9QlPLbbMuKFYx0FEEkKRqJ661EDE5iehtJnem8FF4gnTLnsayDSUERQg7z8bjVKWrlbF/BznmuzHpBE9+yZ2xM7dO2oVAU8K6fzeCGQVGwx9WHlN+UX2n1miiy+AYcjSiCiDEexBgrzIdYE1+NkrEhZ705GKefz1iSAfRyAlnQETaUeC1tMhXdhVzWGQhZ1So9R3BszeczGKD13GnDp4lvubMh4735tIc/D0l1HA4ZK0vflLLIs94UqRJja2hqzefatKkwJlLlgia+ZUwwCCMjmceVHZr4ZoU5qbbgKbpd5HKUSHyj5goAzDHf6gOz4FyoapuPJr5lzIYMOUQiEA6v911sCFJt30suvoJQtBSzxaTE1xRdu/ieS/Fe0MS3rNmQ4qvNerPGIKul1wmxxLnMTmfJ1u8Jg1q6bEhG1nSeqqqSPS9Khia+ZYokwZkz630XeaCJb9aIiropWXJjoBKFHEDN9wW1mESQ868UOtdmvaAVWZQtAwOwBk+a/FEUzDEfpqgPc8yHMRZAJyfQSXFQFGSdAVnUk9BbiJldRM0VRCxutYW5JMHs7Drc9MZEN1fhl2t35jVTVVWyS81vbW9MhIiZ8jNDOtfivaCJb9lSyiwHfTJKpbcXh38ER3BsQQv5bFAEkZC1hmDSjDcWOeeMb4qFwpy5kKKU7qIGQ9FTzBYw773lm9Gh10NbW6FuqHzQxLdMKXq8V1Go8A1QPX0Cp28IgbNfElnUEzVXEDW5iJmcSDojss6AIoiIUgKdnMCQCGOOzmKOzmJIhLGHJrCPj1Pv8xHV2/BYmpmytZMUjUV+IxsXaW5WqFNKmBPtcpW0zZJOTgDqgyZuzG9jsb1dfWaca2jiW4bMzBQvdCooMm5PD/XjRzFHZ9Ovh6w1zFa0E3A0ErbV5DRLSXW4cI7+mgohiDkZojFwkvpgD9PWVsbtm89ZR7K1IAvrIL5r6NWWDzopDqgFF/lyLsZ7QRPfsqRYIQd7cJzWwRewRFRjcklnZKpmBzNVW9MpQfkQNzmYiTcy47gI0baDiug4teE+bPFZakN9VIcHGXNsZcK26bz1cFiOmM6Cg7MpZyWhxOJriqmezDFj/g3XNPHVKBmFDjmIcpKWoZeonj4BQFJnYrz+YqZrutK70Wtmbqoui3o81mY81mYcsSkaA6ewxz00+bupCg/Sd470WysEsbn83pKJb6njvZzN742Z8yufrqws6f5gSdHEt8yIxQprnG6JeOjo/V06xDBdvZ2RpitI6s2FuwgsGycJmGo4aarBHR6mOdCNORli+8yLDDu6mLR3FPb6G5BUcYU16c8wskCUON4LpFdZUVN+4tvZWfJbLhma+JYZZ86ALBfmXK7ZATr6fo8oJ0kYrPRueg9BR0NhTj6feHxV6zWPtRmfuY622TepjI7R4n8HW2KW/oqLS+9pUEYEDWrVgCXhRyfHkYq9OVnikAOcNdQJ2uuzPkaWYXBQ/Uh1dKgZjOdC26DFnL+f/DKlUPHequmTbD7zG0Q5id/ZzPEdtxZHeCGr3UFJNNDrvizdmdcdGaHTcxhRPn/dz5I6U3r265jXILRolFh8jfEgppgfBSFr8e3uhkcfhe9+F/bvhzvuULMd9u8v7r2uB5r4lhGFMk6vnj5B+8BzCCjMVG2lp/OmwocZ5pNDasaUrZ0e9xXIgg5nbIotnkOr9nA71/Gb1A4PqVZCRWMd4r0Vs/0AhGy1WWU7dHfDj34E/kVRmJERuPXWc0+ANfEtI0ZHIbTGvRfX7ACtAwcBmKi7iP7264u7tJflnI3T/aYaTlVdjSQasMc9bPK+jqAUKNaywfDOdbCoiI4V9yG0DvFet6cHAK97c8axsgzPPrv871J1Gvfeu3F6GWaDJr5lxFpDDpbwDB29v0NAYbpqG8PNVxXmxlbD58vrGxEyVtJTeTmyIFIRHafJ312Emyt/gkY3Mb0VnZykIrJ2w/EVKXHIwRydxRaaREHAU5lZfAcHl85456MoMDQEBw8W8CbXGU18y4i1iK8oJejo/R2iIuFztjDYtrdwN7Yaa6gGCZqq6Ku4BIC6UC+uYi+9y5QZSwsAdaEiOimVWHzrx48C4KtoI2nIXGCTbaussSI+n0qNJr7rjCTBgQPw7W/Dyy/nn+nQOvQi5piPuMFG/6YbSpdFsMZSvFlLAxN2dWbUPnsUg7Q268GNyKStHUnUY034cUUnCn+BEsd7jfFgOuQwXn9xVsc4sqzBaCjSnvF6oKWarSP798M998Dw8NnXnE646Sbo6sr+PI7AKFUzp1AQ6Ot4T3E31+YTDqvm6WtkxLEde3wGW3yWFv9xeisvLcDNbRwk0ci0tY264BmaAifwm3Ir785IieO9jSOvIigyAUcjIVt2jUFbW9XP/kqhB0GA5mbYW6IFXSnQZr7rxP796g7ufOEF9cP3ox+pO7/ZICgyLYMvAjBd05VTPuWaKZABhSKIDLguQhEEKiOjOGJr7/e10Ri3d5IUDVgSfmrCA4U9eQlDDvbgOFUeNWVnuOnKrI8TRXXSsRyp58Yjj5xb+b6a+K4DkqTOeFdzEnz22exCEFXTJ7FEvST1ZkYaLy/cTWZDAd1/IgYXU1bVN7DZf7xg590oJEUjo47tADQGTmJMFrAVU4nEV5ST6Uyb6erthG01OR3f1QUf/ag6UZ9PczP85Cdwyy2FutPyQAs7rAMHDy6d8S7G71d3gNvbVx4jKDL1E28CMNZwCZK+hO1okkk106GAjDm2UR0ewprw44xO4jdnt2Q9V5iytuGODGOPe+mYfZ2TVXvWHn4oYby3ZeglLFEvCb2FkaYr8jpHV5cqsnV16uZaQ4MaajiXZrwpNPFdB7Ldsc20A1zh7cMU85PUm5mu3r72G8sFr7fgJuBJ0ciUrZ264Bnqgz3nnfgiCPRVXMKO6eexxb00+bsZdl2wtnOWKN7rnjmdNm7q2/TuNe07bN4Ml11WqDsrX7SwwzqQbRVbph3gmmk1MDxZc8GCdi0loUiGw6rtpIAjPoNprrX6+URcb6W/4mJATb+rC64x/awEIQenf5j2gecAdQUWcDat6XyrrfbOJTTxLTH798MXv5h5nNOp7gCvhCEewhEYBWCmeluB7i5LFKVo4pvQWfCb1BlvVWSkKNcod2bN9Qw71XSXZv9xqsKD+Z+syOJrC06w+cxvEBQZT+VmRhvWlqlit5+7FpKL0cS3hKQ22rLhppvUHeCVcHvVGVHQXp93e5a8CQQgkSja6T1zJbfu81R8ASbsnUzYVNvN9tk385sBFzne6/INsvX0L1XzJkcT/e3XrznE0d5+7lpILiZn8X3++efZt28fjY2NCILAU089ter4sbExbrvtNrZu3Yooitx7773LjnvkkUfYtm0bFouFlpYW7rvvPqLRs40cH3roIS6//HIcDge1tbV8+MMf5uTJk8ueS1EUbr755qzur5Rks9EGcP31mfN8HX5VmLwVm9Z+Y7lS5Pbws6Y6FEHAlAxhPA+LLlIMO3ekC1Ca/cdp8b2NkIv/QxHjvTWT77C559eIchKfq5Uzne9HEde+K3a+hBwgD/ENhULs2rWLr3/961mNj8Vi1NTU8IUvfIFdu3YtO+aJJ57gs5/9LF/84hfp7u7mW9/6Fj/84Q/53Oc+lx7z3HPPcdddd/HKK6/w29/+lkQiwY033khoGSeaRx55BKEMH5/ZbrS53av/XlBk7EG1FDfgaFzjXeVBkcVXFvWEDRUAOGLTRb1WWSMIDDt3MOzcAUBtqJ/t0y9m3/miCCEHnRSn48xvaR16Me2ad2bzjQXbczifxDfnv9jNN9/MzTffnPX49vZ2Hn30UQC+/e1vLzvmpZde4pprruG2225LH/Oxj32MQ4cOpcc8u8jy6LHHHqO2tpYjR45w3XXXpV8/evQo//qv/8prr71GQ5nVImZ7O5k22iwRDzo5QVJnImLJoNSFJhaDYPE3wgLGKmxxL/a4hxlrS9GvV85M2DcT1dtpn30Da8LHjqnn5nridayeilZg8a30nKFl+GUMiTCKIDLcdCWTdTsLdv7zKd4LZRLz3bNnD0eOHOHw4cMA9Pb28swzz/CBD3xgxWN8czmm7nnTxHA4zG233cbXv/516uszV3rFYjH8fv+Cf8Vk7141YXy1SXmmjTYg3RIoYnGXPkBW5FlviojBCYD5PMx4WA6fuY7umncRMFYhKhJN/m52TD1HZWR0+ZS/AsZ77YExtp56mo6+32NIhImZnJzY9qGCCi+cX/FeKJM839tuu43p6WmuvfZaFEUhmUzyqU99akHYYT6yLHPvvfdyzTXXcOGFF6Zfv++++9izZw8f+tCHsrruQw89xJe+9KWCvIds0OlUl/5bb1U/ZMt9ZzJttMHamxKuCU8JOi5wtr+ZSSphZ98yJ66zcKp6D1XhIZoC3ZiTQTq8R4jqbUzaOvBYGs+2IlpjvFeQJSp8A9ROvI09pJr9yKKe8fqLGa/bVZD47mLOp5ADlIn4HjhwgK985St84xvf4Morr6Snp4d77rmHL3/5yzzwwANLxt91110cO3aMF154If3az3/+c/7whz/wxhtvZH3d+++/n8985jPpn/1+Py0txV3i3nKLWiq5FkMdU1ytvoiZnGu6F50Uxx4cxxKewRzzYY7Ook9GEaUEOjmBLOiQdQYknZGY0UHM6CA63EtQX5EWx2IR01kBMEgxREVC1lrOp5mxtjBrrqc21EttqA9zMkSr721a/O/gM9Uya64jYK0nnuN59ckojsAoTt8QlbN96CT1DIogMl21jfGG3UXNrNHEdx144IEHuP322/nEJz4BwM6dOwmFQnzyk5/k85//POK8qeDdd9/N008/zfPPP09zc3P69T/84Q+cOXOGikVxro985CPs3buXAwcOLLmuyWTCZCphSe4ct9wCH/oQ/I//oWZAOBxqqCHTjDdF6kuRT9t3U8yP29ODa3YAa3gagZWr1ESSIMWAuS60oRB41CdGQmfGb6zGa2ksvAsXIAlnP5qinEQ+F+tLMyAqEva4B2vChykZxJwMoZdj6BQJUUmiIKAgYJTCWJIBBFnCEZumJtRPYmyWeOh1IuZKYmYXMaMDSWdE1hlQENDJCUQpgTEeTD94U+GsFHGjnRn3FqZqLyBhsBb1vZ5v8V4oE/ENh8MLBBZAN/dlU+bW5oqi8OlPf5onn3ySAwcOsGnTwhSrz372s2nxTrFz506+9rWvsW/fviLefX7odNDYCDvzCJuJkppjm7X4KgqVs30LlpApoiYXIVstUXMFMbOLhMGKJBqQdQYERUYnxdFJcUwxP6bTx7CaotjiHgxSlKrIMFWRYZKikWlrC5O2DhK6AtlZzlsy2xKz+HR1hTlvmWOQIrgjI1REx7ElfFm1V4rrrMR1VgxSBGvChzs5i346QizgImSrmdsbyO7hGLG4CTga8VZsUh3yShSEPd/ivZCH+AaDQXp6etI/9/X1cfToUdxuN62trdx///2MjIzw+OOPp8ccPXo0fezU1BRHjx7FaDSyY4eaQrNv3z4efvhhdu/enQ47PPDAA+zbty8twnfddRdPPPEEP/vZz3A4HIyPq6lWLpcLi8VCfX39sptsra2tS4S6XJjK0zkx9YXMONtUFNyeHhrGXsccU+PECgIBZxOeys34nc0kjDlsyvQFoaoWQZGwx71URMdxR0bQy3Hqg2eoDfUxY21lzL6lcCIMiMq53+HYGZ2kLnQG56LUurjOQtDoJqq3E9XbSOgsSIIOWdAhoK4KdEoCUzKMWQphSfixmxLo6qoxxoMYkhGc/hFCthr8zmYUUQ+Kkg4nJfQWYmYXUXMFYWt16bygF3G+hRwgD/F97bXXuOGGG9I/p2Kmd9xxB4899hhjY2MMDi4sh9y9e3f6v48cOcITTzxBW1sb/f39AHzhC19AEAS+8IUvMDIyQk1NDfv27ePBBx9MH/fNb34TgOuvv37Bub/zne9w55135vo21h1Jyj9xINUJNjUDXg5LeIbWwRfSM92kzsRU7QVM1ezIbwkpy2njdEXQETBVEzBVM+zcgSs2SV2wB3vcS02oH3dkhFHHNqasbQUJR0T0a4ttlzMV0XEaAiexJs5m2gSNbjyWJnymWuL67P6/CsyLngmbO7BWmqiY7cft6cGYUDctreEZPO5ORhsvI27KsnVEiTgfxVdQlAJbU21g/H4/LpcLn8+H01ncL/zkJHzjG/kd29H7Oyq9vQy17GGy9sKFv1QUGsbfoGH0CAIKsqhnrOES1Xwni/bdKxIKwauvrjrEEZumKdCNLT6rHmKsoK/iEmL63FOeBEXmkrFfAnC0/v1nd/HPEUzJIK2+YzjnjONlQceUrZ1Ja3vWgrsil12mBlEBFAVnYIS68TdxBkbS1xpv2F20rIVcsdvh7/5u44QdCqUTZRHzPR+ZnMz/2IRebUhoSCw03DYkwmzq+0PacMdb2cFQ89W5hRZWIoue9gFTNSeM11IdHkyLcNf0QQZcF+G15FaJZ5DVjT5FEJGENTw0ypDaUB/N/uMIiowiiEzYOhi3by7MA0avX5jfKwj4nc34nc1YQ1M0jxzCERilcfQ13J4eejveW/pCnUWcj/Fe0MR33cg33gtn83tT+b6gFl5sOf0MxngQWdQz0LoXT9WWtd7mWbIQXwAEgWlbG35zLZu8r2OPe+jwHmFECjNu78z6cqniipjOes58M3VygvbZo1TMdWn2m2oYdF1IrJBpexUVK/69wrYaTm39YLpSzRydZXv3kwy17GG6JoemgQXmfAw5gCa+68ZaZr5Rkyq+qdQga2iKLT2/Qp+MEjW5ONP5fqLmirXf5HyyFd854joLp6qupilwQm0M6e9GL8WyNgdPefkWO5+4VBikCFs8h7AkAmpprnMHk7YibARnUVLsdW8m4Gyive+PuPxDtA0exBzzqT3X1uFBd76Kb1mUF5+PrGXmG7GqCZGWqBdbYJwtp59Bn4wSstZwcvuHCi+8oHYqzpGUyKSMYepCvTT5s+sMao971csaNv5mmzkZZPv0i1gSARI6Myeqry2O8ELWfg5JvZmezpvSff/qJt6ifeC5rFLbCsn5mN+bQhPfdSCZXFuVbsJgJWquQJeMcuE7P0QvxQjZajm19YPFSRWal+mQDxP2zQxUqI529cEeaoO9GY9xxNVUkKBxY38zjVKELTMvY5QiRPV2TlRfS9hQpLLwxfHeTAgC4w276W+/HgWBqplT6QaYpeJ8jfeCJr7rwsxMdp2JVyNoraVm6jiOwAhRcwU9nTetLZthNcLhNfdrm7a2MjLXnaHF/056l385LAk/BimKLIgEjZVruu56opfjbJl5BaMUJaq3c7L6GuI6S/EuuEq8dzVmqrbSu/l9KAhUz5ykaeRw4e9tBc7XkANo4rsurCXem8Ic9aqlodFZTnfeVNzk+BzjvSsxbu9k2qpatrXPvoFBii47LtXBQi1bXv9UqLxQFDZ5j2BOBonrzJyuuopksdPl1mAhOVvRzmDbXgDqx4/i9vRkOKIwtLWV5DJliSa+68Ba4r0ATt8Q9tAEss7AbGUHlkU1+QUnj3jvSgy5LiRicGKQYrTNvrl0gKKkxddjaV76+w1CfbAHZ2waWdDR476yuDPeFGv0752u3s5YvVoQ1TpwcEE2TTGw2aC6uqiXKGs08V0H1iK+gizROvQiCCLDTVcRsbipmXyncDe3HAWa+YKa4N9beSmyIOKKTVIRWdjewxWbwChFkEQDPvPG9HOwxmdpDKotrgZdO9PexEUl13jvCow1XkrA3oBOTrCp7w9rDjetxvkc7wVNfNeFtYQd6ifexBTzkzBYOb7jVhQEXP4hLOEimpwXUHxBTR+bmMv5bfG/gzivL1lDUF3uTlnbNqaNpKLQ6n8bQVHwWBpL14Ujz3jvYhRBpG/Tu5F0RmzhKWqms8tOyYfzOd4LWp5vyVlLpoMuGaNuXF2qDzVfTcRahbeyA7f3DI1jRziz+cbsziPFsYUmMUdnMUV9GOPBtMVgqiRZEg0kDFbVw9fbR9jgKujSedzeSVV4CKMUoTo0wKS9A2dsClvciyyIxUvFKjLVkSFs8Vkk0cCwM7uc5oJQwJZBCaONkcbLaR16kaaRw3grO4qyp6CJr0ZJmZ7OfyVXO/UOOjlBxOLG61a72o41XEKlt5eK2X6c/mH8zuXjpNbwNJWeMzgDI1jCM6v6+C4gFgXPgPqfeitBYxVec8OaPXxlQceYYytts29SHzrDtLWFFt8xAKatbQV1RSsVgiLRGFDDDaP2raV9DwXu1zZd00X19AmskRnqJt5ipOmKgp7/fI/3gia+JSMeV410Dh0Cr1f1PtHn8NcXZInaSVWcxusvTr8etVQyVXsBtZPHaBl8UQ1FzJml6KQ41dMnqJ4+scQoO2ZyErG4VR/flYy2EyFMY31YDLNYkn5MyTCmZJiq8BBJ0YjH0sikrSMv4xyAGUsTjYGTGKQoWzyHMCeDJHQmRh3b8jrfelMVGcEgRYnrzEzZSriNX6B473wUQWS08TI6z/yamsl3GK+/OC/z/pU43+O9oIlvSfjP/xkefli1kUzxm9/A1VfD+96X3Tlc/iH0yShxgw1vZceC3402Xkal5wzmmI/mkUOMNl5G3fib6kx5ruuFLOjwVbQxW9FOwN6QvdlOpAJqqhDlJPaEF1d0gsroKAYpRm2on5rwAF5zA2OObTmXAiuCjknbJjZ5X6fD28ekbRMjji4kcWMa6dTNxasnbR2lTZErULx3MT5XKxFzJZaol5qp4wse+mvlfA85gCa+Rec//2f47/996euKAi+9pP53NgLsnjkNgMfduWS5L+mM9Ldfz5bTz7Cp93c0D72c9muNmiuYqLsIb2VHfjOXuTQzWdTjN9XgN9Uw7NyBIz5DbbAXV2wSd2SUyug4k7ZNjNq3IovZf6xmTbVUhwfRyzGChsoN2ybeFvdgToaQRD1T1hInrxY45JBGEJiou4j2geeomjmliW+B0bIdikg8rs54V+Pll9VNuNUQ5SQun2pQ73Ev7wwWtVRijAeomjlF7cRbyIic6Xgf7+z4c6art+e/ZFwm00ERRPymGnqqruR4zXXMmusQFJm64BkunPojjkXdGFZCUGRa/MeRBHWDz2+uye8ey4CqudzkWXNDTg+fglAs8QVmKzchCzrM0Vms4ez+f82EFu9V0cS3iHzjGwtDDcuhKPDaa6uPsQUnEBWJuMGWNtWZj8s3SNfxnxI32olYqvBXtCLr9HO9u9awHJWkjJ4OEYOLM+4rOO2+kpjehkGKsnXmZRoDJ1c3aVEU2meP4oxNETJWMGVtx5ooblJ/0VAUKiOqh7LH0lTaaxch3jsfSWfEV6HO5Cu9mT05skGL96po4ltEzpzJblym1DNHUC1ECDiWGpLXTbxFZ8+z6KUYYVstz73rAcbrd6OX4mw79Qu163C+5FDZ5jfXcrzmXeny4YbAKTq8ry3I4U0hKDKbZt/AHRlBEUROVF1LXGfBEfcUNam/WFiSAfRyHFnQESi1EVCR4r3zmXWp4psy6V8rWshBRRPfIrJ5c3bj3BkaCdiCah+2oH1hg9Dm4VdoHn4FgMmaCzix7UNErNWc7ryZiLkSQyLMtpM/xx4cz/negZzLimVBx0DFLvoqL0EWRCqiE2yZeRmdHE+PEeUknZ7Dc8Ir0FdxMZP2DiRRj05OpE3UNxL2tAObuyA963KiiCGHFEFHA6D6Rqc2cNeCJr4qmvgWkf/3/1VbxK+GIKhpZ6uR6jwctZx1+GoefoW6ibcAGG66kqHWa9IpZkmDhZPb/pSgrQ6dFGfrqafVsbnOKvOsbPNYmjhddTWSaMAe97LFcxhRTmJJ+Oiafh5nbEr1PKi8Aq+lCUUQienUpbNZKmw1XSlI9awLGtehHU8JxDdutBM32hFQ1hz31eK9Z9HEt4gYjTDX3HlFrr569XxfUU5ijM91dZgzSa+beCstvANt1zFRv2vJcZLexOmtf4KncjOCItM8/AqdPc9ijAWyfwNrKCsOGt2crNpDUjRii3u4dOwXbJ86iDkZIq4zc6rqavzm2vT4VJqaaQPOfM2Ses8RfYk7Ahc53jufVJ+3tZrtaPHes2jiW2T+5V/gH/5h6QxYEGDPnsxpZqkmmbKoJ6k345odSIcahpuuZLp6+4rHyqKevo73MNC6F1nQ4fIPccE7P6Jh7HVEOUOKBazZzSxicDJm76Q+eIZm/3GqI8P4zHV017yL0CKf3lTpsnEFm8lyxpxUH1L5FpvkTQnivSnSratiaxdfDRUtz7cE/Mu/wD/9E/zZn6lG6m539hVuKZGURAPGeJD2/gOAGuNdbsa7HNM1XQTt9bQOvZjuXFsz+Q6TdTuZqtmxfBpaFpkOq+GMTVEfOI0jPoPPVEtVZJi4zsKMpXlZX1t5LlYqKlk8FMoIUZHQyQlgrtlnKSlByCFF3KiuTAzxtYWFNPE9iya+JSIUgiuvzP24dIWaqGdT3x/UlkHWGoZbrs7pPFFLZbpzbfPIIYzxIE0jh2kYex1vxSY8VVsIOBrPbhjlMes1JUO4IyO4IyPpjTNFEBmsuIiBip3UhgZo871FyFi5xKSnIqpuKlaHhxiouDjna68X81cQ51J+72Lml6znixbvXYgmviVieo356fbgGAmjPR1KyHdX3evezGzlJtyeHurG38QS9VLlOU2V5zSSaCDoaCBgbyASkoglQyu2btfLcUzJIOZkEHvciyM+gyl5dlYkCzqmrG1M2DtI6CwIiowt4ccW99LsP05v5aV5/y3KCZ2SWpmU+KtUwngvgC2k+qC6/EN5n0OL9y5EE98Ska+BuiQaEKUE1dMnGWu8lNHGy4iZ1mbOrQgiM1Vbmanaii00iXvmNG7vGfTJKC7foFpNNzUFHg+KICALeiRBBwiIioSoJBGXKaBQBIGAsRqPpQnvokovRRAZcF1E1/TzVEZGcVhbCZjOVrT5zHVYE74NW15ccpzODadkWshhIZr4loh8Z76yzoAjMII+GSVirmSy9sKC3lfIVkvIVstQyx4sEQ+OwCj24DjmqSAmQURUZHRKAh2JJcfGdRZiehthg4uAsYqg0b2qKU7E4GTK2k5tqI9mfzfdNWfFN1UNJwkb6yOZMnzXZbOBWUgcpc2sCNlqqZo5taJlaTZo4ruQjfVJ32BIEhw8CGNj8PrrYLGAmGO0QBL1OAKjCIrERN1FxUviFwQi1ioi1iom63bCjAtMIQxyDFFJolMkBEVGEvRq5oVozKvTxJhjK9XhQawJH87YFP652a9RUjf34hvMx3f+w0aUk6WL+9pzc5BbK6mHY1Jnyut4Ld67FE18i8T+/XDPPTA8fPY1pxNuugm6urI/T9XMaRRRT0JnTKf7FB1FUTMdBKHghuBJ0ciUtY26UC/1wZ60+JqkVLpWaUVlrciCDkk0oJMTGKUIUbFEM9ISi28qPzxrK9JFaPHepWh5vkVg/3649daFwgvg98OPfgTdObTFqp45SUJvIeBsxhKbLeh9rkgkUlSPhUm76kfsiE2rm3SKks6OiOpKnCtbAKL6Elfn6fXqMqqEpKssc5gAyDL098Pbb6splplMps43NPEtMJKkznhX065nn1U/mJmwhqcxR2eJml2ErNXYA2OZDyoEBW6YuZi4zoLfpK5B3ZERrEk/OjmJJBpyNmQvB9Kl0YkcqgfXQolnvQDmiBeAmDk78e3uhkcfhe9+V52M/Kf/pM5+9+8v4k1uMDTxLTAHDy6d8S7G74fBwcznqvSotmiTNReiiPq0u1nRWWNlWzZ4LOrGTWV0NO3/GzSu0QJznUhV6zniRewgPZ8Sb7YZ40FM8QAKAmFr5sBtd7e6wvP7F74+MqKuCDUBVtHEt8CMZamPgSwmSc6AatA93nAxiiBijAfXZhGZLSUQ31lzHQCWRAD3nBF5ye0YC0Tqvu1xz+oexoWixDPf1IorbK3OaMovy+rKbjlSq8F779VCEKCJb8FpaMhuXKbJi06Kpx2k/K5WfC7VJzfVTqiolEB8JdFI2OBEpySoDqvdkb2WpX7FG4GI3kFSNCIqUmlmvyUW31QXleX8pBczOLh0xjsfRYGhIXWFeL6jiW+B2bsXmptXXz07ndDauvp5UhVFMZOThMHKjHsLAG5PT3FnV4pSEvEFCBqrsMVnMSXDBI3uJSXHGwZBwGtWn7qpWXzREEWwls5DQpQSVPjmHo6LGrcuRzYrOsh+hXguo4lvgdHp1I0GWFmAb7opc75vqtV7ysrP52olqTdjTISo8PYV6G6XIRYr2ZoworfjiE9jkGMbvrLNY1Vj2BXRsWW7dxQMu72kcfHK2T5EOUnU5CJsy9xjL9twdLYrxHMZTXyLwC23wE9+Ak2L2nk5nfDRj2aX55vyTU15+CqiLl3dVj9+tIB3u4gSzXoBLAk/OjmBgMxMqXufFZigoZKY3oZOTlIdzmI3NV9KvNmW8o2eqdqa1fjWVvVzvhKCAC0t6grxfEcT3yJxyy1qjuM//qP633fcoaagZVtgkTJQjxnPftkmay5AEg1YIzMFa2a4hBKJr6hIuKPqEj2sd6HkUS1XVggC4za1b1RdsIihoRLGe12+QSwRD5JoYKpmR1bHiKK6sluO1IT9kUcyd3g5H9DEt4jodKrr386dao5jLqXFKeu++bvLkt7ERN1FADQPvYwoLfVbWDMlEt+6YA8GKaY6qRndCMVcqpeIGWszCZ0ZoxRNbyIWnFKJr6LQOKq21Z6u6ULSZ19W3NWlrvAWz4Cbm9UV4S23FPJGNy5aeXERCYXA683v2JRBt6xbaFQzUb+LqplTmOIBGkdfy9nXNyNFLrAAtVVQfbAHBRGvWfUQtiQChI0VRb92MVEEHWP2LbT63qYpcBKvuTFvL4RlEYSS2UjWTHdjDU8j6YyM12Vn2j+fri7Ytg0uuggSCTXGu3evNuOdjzbzLSKja+m0PZcUqbBwc0UW9Qy1XgNA3eTbOH35+6suS5HFV1AkOrxHEBUZv7mWsEGtmBIoQX5sCZiythE2uNDJCZr9xwt7cpstd2emPDAkwjSOvArASOPlJA35ZaHo9fDhD8PHPgbXX68J72I08S0iI2vIOkrNeFMz4Pn4XK3pGNym/j+uubVLmnAYksW1RmzxH8ea8JMUjQy4dqZf34hlxcsiCAy6dqIIAlWRYdzhDOWOuVCKzTZFSXdMCVurma7JwQVqEbW12bXKOl/RxLeIZCozXo2UVeFKcd2h5qsJW6rQJ6Ns6fkVumQs/4ulyDZJM0/qgmeoCfUD0FexG3med68krOwDvNEIGSsZs6vZAW2+t9KmQWumBPHehrHXcQRG1Y4pm969JgtTLZ1sdTTxLRKKsraZb2qpZ0wsP6tVRB1nOt9PwmDFEvHQeebX2XUkXo3VSpPWSFV4KL0MH3buwG+uxSirnYoTOtOG9HRYjTH7FgKmakRFYsvMKxik/JuRpimy+FbNnKJx7AgAA61702mO+aKJ7+po4lskvN41Nf9NW/el8n2XI260c3rLB5B0RuzBcbaeehp9cg2t14s0860N9dE+exSACftmJuxqSlZqRhjbgDaSGREEeisvJaq3YZQibPEcRifn33wSKKr4umYHaOt/DoCJuovwVG1Z8znr69d8inMaTXyLxFpmvXDWui9V6bYSEYub01s+QFJnwhaaZNvJn2OK5TGDlWUIFmh5PIegyDT5j9PiOwbApK2dYcfZGGLaw1d/DoovqnH8afdVJHRmLAk/26dfTHfsyBmrtWg7Vm5PD5t7f4uAwox7C8NNebTZXoQgaOKbCU18i8RaxTdkVUs5rZGZjPm8IVstJ7d/iLjRjjk6S9fxn6btKLO/YCg7k+EsMUgRtsy8Qn1QvY8Rx3aGXDsXhBfscdWhLWyoKNh1y4243sop91XEdWbMySDbpl/Aklh5NbMiRdpsqxt/k019f0BQZDyVmxlof1dBQkBVVWBc3QDtvCdn8X3++efZt28fjY2NCILAU089ter4sbExbrvtNrZu3Yooitx7773LjnvkkUfYtm0bFouFlpYW7rvvPqLRs0vohx56iMsvvxyHw0FtbS0f/vCHOXnyZPr3Ho+HT3/60+lztLa28rd/+7f4fHl80AvAWsU3bnIQN9oRFBl7aCLj+Ki5ghPbP0zQXo9OTtDR93s29f0BQyLLoolCxXsVharwIDumnscRn0ES9fRVXsK4Y+EyVlAkbHPiGzCd2829ogYHJ6uvJaq3Y5SibJ9+Ib3xmDUFDjnok1E29/ya5pFDAEzWXrjmDbb5aPHezOT8lw6FQuzatYuvf/3rWY2PxWLU1NTwhS98gV27lk/WfuKJJ/jsZz/LF7/4Rbq7u/nWt77FD3/4Qz73uc+lxzz33HPcddddvPLKK/z2t78lkUhw4403EprLSx0dHWV0dJSvfvWrHDt2jMcee4xnn32Wj3/847m+xTUjSYVxbUpZ+GWby5swWDm19YOMNVwCqMvJC479kLrxNzNvxhVAfO1xD9tnXqR99k30cpywwUV39V48y/g2OOIeREUmoTOdO2lmqxDXWThRfQ0+cx2iItPqe5tOz2G1jVI2FFB8K729dB3/KRW+ARRBZLD1WoZa9hR001MT38zknIV38803c/PNN2c9vr29nUfnbL6+/e1vLzvmpZde4pprruG2225LH/Oxj32MQ4cOpcc8u8ih+bHHHqO2tpYjR45w3XXXceGFF/LTn/40/fvNmzfz4IMP8pd/+Zckk0n0JUw4nJgoTLqst2ITVTOncHvPMNx8VVZfDgWBWVcbxqiPTX1/wOUbpPP0rxAEhbCliqCtnrjJTtJgIWStIeBoxOdsJeD3kU/XNkGRccamqA/2pMMIkqhnzL6VSdumFWdSKevFWfP58y2VRCM97iuoDfbSHOjGFZ3AEZtiwt7JhK1jQSfkJRQg7GAJz9A8/ErapD9qctHb8V4i1sKb2Gvx3syURQr0nj17+P73v8/hw4e54oor6O3t5ZlnnuH2229f8ZhUOMHtdq86xul0rii8sViMWOxsfqy/QEvvtYYcUvhdLSR1JgyJMM7ACH5n87Lj9MkotRNv0Th2BPdMD5bITHqma4oFsEQ8iHIcp28QEEgYrMSMDpIGK7KoA1kh7gngNTcwadvEoHMnccPKm2CCImNLzFIRGcMdHcUgqeEhRRCZsTQz6ti2atdjUZGoiKpLg+Vmxec6k/YO/OZaWnxv44xN0xA4RW2olylrO5O2dhKLfY3N5vyrFRQFR3CMuvE3cfnVFZQs6Jio38V4/cVFa3WvzXwzUxbie9tttzE9Pc21116Loigkk0k+9alPLQg7zEeWZe69916uueYaLrzwwmXHTE9P8+Uvf5lPfvKTK173oYce4ktf+lJB3sN8CiW+iiDidW+mZuo4tZPHloiva7afzWd+Q934W5jndTaWRT0RSxUhazUhex0xowNT1I8zOII54kEnJdBLcYzxAIZECDEaxhILYo97aQqcYNfEb5i2tDDguohJ+2Z0SgJTMoxZCmFJ+LDHvQs8a5OikRlrCxO2TUuFYxmqwoPo5CQxvZWgobIwf6wNRlRv53TV1VRGRmkInsKSCFAf7KE+2EPAVI3H0oTPVKP+PXOc9QqKjCU8Q8VsP1We02mHPAUBr3szo42XETOt4vu4RioqSt5ceUNSFuJ74MABvvKVr/CNb3yDK6+8kp6eHu655x6+/OUv88ADDywZf9ddd3Hs2DFeeOGFZc/n9/v5kz/5E3bs2ME//uM/rnjd+++/n8985jMLjmtpWbupd6HEF2CidifVU91pe7+IxY175hTbT/6cmql30pkQcaODqZodTNRdxFR1FxFb9bJLflPUR5XnNK7ZAawRteWNMDmOfawHR3wKV2wKkxSiIjpGp/cwMZ2NCVsHHnPTAl+BpGjEPycSflNt1hs1giKnMyAmbB3nXHFFrngtjXjNDbhiE9QFe3HEZ3DEptNNRWN6G0HzDqLjCaImFwmDFVlnQBINCCjopDg6KY4xFsAc82EJz2APji8oS5dEA56qLUzUXVRU0U2hzXqzoyzE94EHHuD222/nE5/4BAA7d+4kFArxyU9+ks9//vOI8770d999N08//TTPP/88zc1Ll+GBQICbbroJh8PBk08+icGwchzNZDJhMhXQdQqIRmF6unDni5ldeCs7cHvP0Nb3R+zhSZpGDiNKCRRBh8e9hd6O9zDecAkJQ+b2MjGzi9HGyxhtvAxdMoYjOIYldAhzpR2TFEIvx3FEpqgL91IRHccgR2kKnMAZm+J49V6m7JsJGt1EDfnFIKsiwxilCAmdiRlrhl5KBUaUk5ikMKKSRKdICIqELOiRBR0J0aS2MVqPh4Eg4DPX4zPXY5QiuCMjVETHsCZ8mJIhTLFRGMktJCbpjAQcjXjcnfhcrUULLyyHJr7ZURbiGw6HFwgsgG4uoVxJuXspCp/+9Kd58sknOXDgAJs2bVpyHr/fz/vf/35MJhM///nPMZtXjjsWi7Gxs11aC3bO+t1s7vkVF46+RsTiJm60M1Wzg5PbPsR0TVfe6UGS3sRsRTuz+lGorFvye2MyxLaZl9g0+zo6Ock2zyuYpTBH69+f1/V0cpwmfzcA47ZO5CIaqAuKhD3uxR6fwR73YEkG07HplVAEkZjOStjgJGisImCqLnkmRlxnYdzeybi9E52cwB73YN3UjkkKY4750Cci6OTE3MNXTM+C4yYHUZOLqLmCkL2OsKVq3VYV2mZbduQsvsFgkJ6envTPfX19HD16FLfbTWtrK/fffz8jIyM8/vjj6TFHjx5NHzs1NcXRo0cxGo3s2KE6c+3bt4+HH36Y3bt3p8MODzzwAPv27UuL8F133cUTTzzBz372MxwOB+Pj4wC4XC4sFgt+v58bb7yRcDjM97//ffx+f3oDraamJn2eYrMWM53lMCTC7Oj+KbVTx9EnI+iScY5c9dcMt15TmJzMaBTiy5e9xvU23q57H2cqL2PX+K+pD52h3fcm7ugIh5puIWjK3NNrPk3+E+jlOBGDgylb+9rvfTGKgjM+nZ456pZJr0uKBiTRiCToUAQRUZHQyUn0cgxRkTEng5iTQdwR1Q80qrfhsTTjsTQRK3ElniQa8Dlb8LWuveKslGgz3+wQFCW3edqBAwe44YYblrx+xx138Nhjj3HnnXfS39/PgQMHzl5kmSdwW1sb/f39ACSTSR588EG+973vMTIyQk1NDfv27ePBBx+koqJixXMAfOc73+HOO+9c8b5AfUC0t7dnfG9+vx+Xy5XOksiHH/wATpzI69AlmMMerjz8P3B71HbxkmhgvOESxusvZrCtQE2wpqbgnXeyGto8e4zdE79CL8dJikYONd3C5JxPQyYqouNs9qgesSer9hA0FS69SVAkqsLD1IfOLMibTejMBIxVBIxVRAxOonobkrhC2ZWiYJSjmJNBbHEPjrgH21wucopZcx3j9k5CxpUzbApOVZXaCmWDYLfD3//9et9FcSmETkAe4nsuU4g/6r/+a2H8aeyBUa565REcgVESBivHLvwYM+5Otvb8CoDeTe/B685O+FblzBkYyt6Q3RbzcOXIT3HFJpEFHW80fIBB10WrHmNMhtkx/Tw6OcGEfTPDzuz6gWVEUaiKDNMUOJEOKSRFA15LEzOWpjWLpCgnqYiOUxUZxhmbSr/uN1Uz5Lww77h3TrS1wTIhtnJlyxb4f/6f9b6L4lIo8S2LmO+5gt9fGOG1BifZ89K/YgtNEDNX8Opl/4mp2gsANf7bMP4G7f0HiBvthOxLY7U5keMNh0xunmv7D1w9/CNqwoNcMvo0siIyXLF8yp9OjrPFcwidnCBkrGTEsX1t9zuHJeGn1fd2urAjrjMzYe9k2tpasFiyLOrxWJvxWJsxJ4PUBXuoiozgjE2zY/p5Jm2bGHVsK2rsupQNMwuBFnLIHs1Yp4AUIsXMFPVx1aFHsYUmiFjcvHj136WFF2Cs8VJ8rlZERaKz51nMkTybxIG6M5jH00LSmXix5WOM27cgoHDp+C+pDSw18hEViU7PYczJIHGdmd7KSwsSp64ODbB9+iD2uAdZ0DHi7OJY7buZtG0qmhBG9XYGKi7mWM0NzJrrEBSZuuAZtk8fxJwoogl9iVvFrxVtsy17NPEtIGsVX50U57LXvonLN0Dc6ODw5Xfjq1y45FQEkd6O9xKy1aKXYmw79Qtsocn8LhgKqUYUeaCIeg413cKMpQVRSXLl6JPYY2dz7HRynC0zL2OPe5FEA6fdV6mpXGtAVCQ2eY/Q5nsLUZHxmet4p/YGxu2dJWs9H9dbOeO+gh73FXNWkQG6pg+my6ULil6vVrdtILSZb/Zo4ltA1iq+2078jNrJd5D0Zo5c8gk81VuXHSeLeno6byJkrUGfjLL11NO4fIO5X3CNMRJZ1PNiy18QMFWjl2NcMfIkopzEKEXYPv3iPOG9Ys3xUZ2cYMvMK7gjoyiCyLBzBz2Vl69Z0PPFZ67jePV1+E01cw+F16kL5mjjmYkNNus1m9XqNo3s0MS3QMjy2sS3ZuIYnT2qedCpzpsZb7x01fFJvZlTWz+I39mMKCfp7HmWxpFXEZQcPHkL4GUh6UwcavoISdGIKzbJlcM/YcfUc+lQw4mqa9a88aWX42ybeQl73IMkGjjlvkrthrHO1XFJnYnT7ivVSj2g2X+cRn+BUl1gQ8Z7z/OCxZzQxLdATE+vmC6bEV0yxs53foBOijFZewGntv1pVsfJOgM9nTelOxk3jL/B1pO/wBLxZHfhArUNCpiqeafmemzxWbqmD2KPThEyVqoetmuc8abixpaEn4TOXPA0tTUjCAy7LmDYqXboaAieLtwMeAOKr0b2aNkOBWIts96O3t/imu0nYbDx5kW3p9vGZ0PKjzXgaKRt4HnsoQm6jv+UydoLGWu4BEm/Qvm0JKkx3zUiKDJVkWEcsRkSOhMmKYg7OsaLrR9DWWtJq6LQ4T2CLe4lKRo4VXV1XhVngiJjlCIY5BiinESnqMUXkqBHFvXEdRbionlN07YJeycC0OTvptl/nITOvHbHtg0WdtDENzc08V0DkgQHD6olxf39auhBzHEtYYr56ez5NQC9He8l6MzvC+ut7CBkq6V5+BUqvb3UTb5NzXS3arZTu5OEcVF1VjC4pjpoUZGoCg9SF+rFlFS7ZZyuvIJNvjfQKQma/CdWTD/LlobgKVzRCWRBR4/7iqyF15gM44hPzxVKeDFJ4YzhGFkQienthAwVBEzVBIxVq9piLse4vRO9FKMu1Evb7JuEDa78y5N1ug1nDaZlOuSGJr55sn8/3HPPwnJipxNuugm6ulY+bjHtfX/EHPUStlbTsyV7k/rliBvt9Ha8F6d/mKbhQ1gjM9RNvEXtxNsEnE143J3MutrU2XAe8V7VL8FD1aLy3YTOxLitkylbO4qop332DbZ6X2bEtSPv1DJHbJqGoFrZN+C6KGPc2CBFqYyMUhUZxrpMjzRZEEnoLEiCHknQI6CkDXaMUgRRkbEk/FgSfqrD6uZl0OjGY2nCY2lcuTJuEcPOHViSfpyxaTq8RzhRfW1+6W92+4YKoBoMajGeRvZo4psH+/fDrbcunTj6/fCjH8FHP5qdABsSYdr7/wjAQNt1xI2FifH5nc34dzTj9A1RP34UR3AMp38Yp199UoSt1QSmIkTDElG9nZjOgiQYVJEQBERFUrMW5CimOa8De9yzxMc3prcyYetgZl5hw8mqq2n1vY0rOkld6Azj9txbkIuKRJvvTQRFYdragse6vIk8gCkZpH6u+CE1u1UEQZ3BGqvTDmyrhRVSYQlzMoAj7sERm8aa8M29Zw/N/uNMW1uZsG/OnF0hCPRX7KZr+nksCT8NgVOMOHN4GqfYYPHe+vrcV33nO5r45ogkqTPe1Vbszz4L27Zl/jDWTr6NNTxN3OSkf9O7C3ujqJ0w/K4WTDE/bk8Pbk8P5ugs1vA01oleSCztiqwIAsIqby4pGvGaG/BYm1Uj9EWCFjZWMmbvpClwgnbvG3mJb32wB1MyTFxnYci5fOhCL8VoDnRTFT5bGh0yVjJjacJraSKZ5UwV5tzM9DZiehs+s7p2NkgR3HMzaUvCT22oj5rwAFPWNkYd21Zt+ZPQmRl0XcRmz6vUhXqZsbbkHn7YYOKrxXtzRxPfHDl4MLNzmd8Pg4OQycundfBFACZrdhA1VxTk/pYjZnIy1nAJYw2XYEiEsXsGsA/HMYtBTFIIoxRJC+584U2KRqJ6O1G9jbDBRcBYnVX2wkDFxTQFTlATHsAoRXLKxTUmw9QFVde8IecFS31oFYWacD9NgZNpw/BiGN4kdBYm7JuZsG9O96hzxKapDfVRGR1l2HnBqhtqs+Z6fOY6XNEJmn3v0FO1gjOZoiw/I9c22855NPHNkWy7EmfK4jJHZ3HPnAJBZKjlmrXfWJYkDFa8+lq8roUzylSoQUBRswDmQhD5MGVrJ6J3Ykn6afR30195SdbH1ofOICoyAVM1s5aF32i9HKfd+waumFrRFza4GHTtJGQsbisiv6kGv6kGZ2yKFt8xzMkgm7yv44xOMujauaJR+ZDzApzRCWpC/SREEwiCao4uhdEpSUQliaAoyIKILOjTD7uYwU441kTA2Lh0o7RM0TbbckcT3xzJ9gmfaeJS4e3DGA8SNVcwXV0Ys5msWWazTRZ0yAXyPJYFHRO2TbT73qQ21J+1+OqlGFVzm11ji8IV1vgsnd5XMUhR5LkKtylre0k3pfymGo7XvIv6YA8NwVNURYaxJbz0uK8gNi+soDYIHacyMoI7MoojPo0zPsW0tW3Z84qKjKjE0ctxzMkgYIa5vYCoyYWvog2Pu5OwtboUbzNndDqorV3vu9h4aOKbI3v3qru6MzMrj7FYoDVDh5yayWMA+JwtJA0lTikqUHHFakxZ22n3vUllZBRBkbPKeqgJDyAqMiFjJQHTWaFxxqbY7HkVUVE3CHsrLyViKH4vsuVQBJExx1YCpmo2eY9gTobYPv0ip91XIokG6kK9uCPD6UyQgNGNLeFFUBSmrK0ETdXEdFYk0YAk6FVD97ncY4McUzc4XWZsVjPW8DTmmA/zxFvUTbxFxFzJZN1OZtxbUMTSeFlkQ22tKsAauaGJ7zrh9qpVUDPV20p/8QKUFWdixtaCLOixJANYE76sQgPuiBpMn5o3Q6yIjNEx+zqCIuM31XCm8rKS9iNbiaDRTXf1dXR6D+OMTnLN0L8TNFQSn+t2EdNb8ViamTXX4/W9gyM+Q1xvWz5OPLc5GAEw1cCmLdDUhE6K4wiM4vb04JodwBL10jbwPA2jRxivv3hNLaQKiRbvzY/1/xRvMA4eXH3WCxCJrL7hJkqJdAmwt7KjsDeYiXAYkkvb6xSaqN5BTGfBkgxgj81kFF9rfBZzMoQs6PCa1W+zIzadFl6PpYn+iovLQmxSyKKegKGKdu9RLEk/1oSPHveVDLp2Lpi5e6zNOOIzuCPDjNs7M594LmYl6Yxqj72KdnRSnOrpE9RNvIUxEaJ16EVqprsZbL2WoH19A66a+OZH+XySNwiF2HAzx3wYEmFknYGwNbc+aGumBCEHUJfnqdCAMz6VYTRUxCYA1S1MFvVYEn42e19DUGS85gb6KnaXlfCaEwG2Tx+kPnSGaVsrs+Z6Jm0d6JTkkl5vXnMDiiBiSQQwzlUDrogggG3pJpukMzJRdxFvX/gxBluvJakzYYl42Hby5zQPv5KboVKB0Tbb8qN8Ps0bhNOnsxu32oabMRZAn4yR1JmJmUocuyxByCFFyFABsGzF2WIcc17AflMNopykw3sEnZwgYKyir3J3WVV7VYUH6Zo+iCURIKEzc6byMp5v+w/4zHUYpCibvEcWiKEkGggZXAA44tMrnVbFal01gKqIOqZqdvDOhX+R3qitm3iLbSd+hjFWmgfrfAQB6tbYTOV8RRPfHJAk+D//J/M4p3P1DTd9MgIoyKJ+ZeObYlGimS9AUlTfm15a3e5NVCRsiVkAAsYqWv3Hzna/cF9WMqP0bGjyd9M++yaiIuEz1XK8+jq8liYk0cCZysuQRAP2uJfGwMkFxwWMahjCEc/gOJdlcUVSb2ag7TrObL6RpM6ELTzF9hNPYQlniIkVmOpqMGZfz6IxD018c+Dgwezcyy65ZPXqNkMiAqgxw5JuHsmyaqhTIlIbaM2B7lXHmZJBBEUmKRoxJ4NUhYdQBIG+iktyqlQrKopC2+xR6ucKQEYd2+hxX0FSd/bhGdPbGJhrJlof7Fkw4w8ZK4D/v70zD4+qSvP/997a90olqVT2BAKEXdZIQMUWccUlqG2LNoxb0w02oE9PuzTt2E6E+dnjMr3o6KM43Ypbi6ioODQQhDGARsKWkBCSkBBS2VNLaq86vz8uVaRIJbWkliScz/PUo3XvqVvnFKlvnfue93xfQBLsLiDMnW296jxUT1kOq0QDgcuKSTWfQ24KMTYWBWi8N3LoglsYhBrv1QTZaMV4OH+EuKcLMQxwxRXcgpvTyf3X+xjseYRlhgD4fCBYMvQCn/hCuXc7T4JsI1fGvl02bkT59uYYTyDlwo9Ck2oGOqWBb216JBnotumhsbYgx3Acp5IXAgzjywMWu4LYeEaws80hlKNm0m0YX/cNFOZWFNTtRO3EW2GRxX49gYpv5FDxDYNQ/9C6g9xZuvicVSHP7Rh8e2ksYBguJhIOhIQn1v2em0QpUDi6YBANnYEvuiBIUqcRDAgcPDHOywOXUEoE6aZapPY1AgAa1LPQE8Sn95xyClT2NsgcPUi2nkOXNBt2nhTkgmmRwG0b3K4yQk8HN0+I0xNuRkHdTihNLZhQ9zVOTboddrEqouuFCl1sixwqvmFw1VVAVlZwb4eKCq7tYKEHl4D74jEeN3geJ9y8EXJrHQiG4fwCBaEbvHtxSquBhh70ZC0EpsweVKz5bAsYlxgKSztMwmS0qKaNiFxeAFDb9L74bZNqWlDhBThjnVb5BGQZq6Ezn0aXJAuEYeFmBOBf2MkWUHwlEq5oZoQQlof68ddjYu0OSC2dGH/mf3Fq8p0x/SzpzDdyRsZf+CiBxwMeeQR49tmh25lMQ+f5OkRKEIYHntsOvtM6ssV3GIhtBoBl4JAnDznj5onbIHfXglWlwa6dhp6p9wBgwp5p+z2PAkK3FXm9lQCANtk4dMjyh35BPzqkedCZ6yB29SHJ1ooeSQb4Hm7hUewyB96hFwUnMzdPiLqCGzG5ehskth5kN3+Hs7lXD/u6gUhKGnXFlUcUVHzDZEKIDolDJRXYRCo4BRIIHWZIrN0xvzVMCIRA2sfl95oUGUM2ZT0uKEznYVJkQJ8282I+b4Qzbl+oJJhYd3UNWXgvr+cIeB4n+oTqsD15PSwfHbJ8pJtqoe1rQI/k4mcgd3T7PfcRJSczp0CKhvyfYGLtDqR0noJBmY3epNB/OEKFznqHB812CJNoGOu4BBI4RFwDr8H5WEPo7IPIaQbAwBhEfEW2XvBdVhCGRXdy+P6/A/CGSiQS7h8iKYkzIMjI4HIAx43jDJdFg6f5aawtUDi64GF4aFDPjmiDR8eFRTm5o9tvc8WgFptR9PA1KTKg110BAMg+Vw7WE/1djVR8hwcV3zDxGusMRSjGOkYFFztM7qqNUs9GFgrjOQgdZjiEMliDuHHJzdzuNrMsLb6xXpst4GGex4ksYxUAoFUxccCOtVBx8iQwXthmrLG2+OK8/bce+xFlA/XW9NlwCOUQOsxIb/0xqtcGqPgOFyq+CcJb7n2sim9qRzVAPDDLdUHDKhIrtzEgHqlRPtzugJU8AM5dTeC2wcaXoS2MOG8gvAt0Knubz/zdzQT4gRGJor5bwcPy0ZxdDADQtp8A3xX4xyZSaKbD8KDiGybhGOsMRbt2GgjDg8zSDklfcO+DUQUh0F6wzOxKHtq1TWg3cVtxGTa+C4+DzHpZ4oa2rx4A0CqfOOzddcYLO9uU9g7wPA4QhgkcdohR2aBedR4s0hSwHpfv3yQaKBSjrtLRiIOKb5hEq5JFn1wHszwNrNuJ7HPlw+/YCELe1waV4SwIy0Nr+qwh2ypM5+ESSGC/cHscNwYRX43lHARuOxw8SeBFsTBx8KVw8CQQuG0X6tJJA8ePY1g2qFXH/Rto209ELfZLQw7Dh4pvmERrowVhWLRkzgcAZDWXD12Rc5SRee4g+C4bzDIdejRDWyhKrN1w8qVwiBQQOUzguezx6eQg4pts5Qpytsvyo+ai1idMgtBthcBjg3WwQpoxnEb2qvNgFyrAczug6j0blWtS8R0+VHzDxLvRIhgVFZyVwlCczbkKHpYPlakFKR1D+x+MFvgum68waEvmvKALaGK7AR6eAGYZZ42lMMfJlyCA+IpcfZA7ekAYZsjimGG/FV8OsbsPAo8d5sGKfMbyHp5h0H3hR1DTXReVS1LxHT5UfMPEu9EiGN6NFkNhkaehPW0GQDyYVPt5dDqYYDJbDkFu1sMhlONs3uKg7UU2zmjGayqvMJ2PZfcuEkB81TZO+E3C5MG3/0aAnSeByNUHvtvhczfzQyCI+W4Fr/iqjM1g3YEXGsOBLrYNHyq+ERDqRouamuBtTk1cBsKwSO2o5qoZj2L4LhsK6r4BQNCSOT+kgo98Nxdm6FVzWQXqnob4hGACiK/Czq2kGkTRNagVuSycyRCDmO1sC4ZNkgS7UAGGeCDvaxvWtSQSQDUG9wXFGyq+ERDqLdfBg0B1kGhCT/IEdGingiFuzDz694RWJBgu487sgtLQBKdAhrqCm0J6jXcW1qPOg5snhNDZF5/QwyXiyxAP5E4uUG+Kspua2srN5l2sKO6Lbf0xKy6UZxrm3UV6+ojyth+1UPGNAG/cN5Q/wJ07g8d+j05/AB6eEOreBuSf+Wd0OhlnZOY2TKj7GgBwZvxS3xd9SAjx2U56+CJf6CGl81TM+ul9XyiV3BTuwj+i2GUGz+OCmxXAyo9edRGex4Ekmx4AYL7g6TuAOOVseWu9yfrah3UdGu+NDlR8I4DHA159NbS7Y6MxeOzXrMxA3bjrAQBTqz6C3BiCY/sIgud2YNaRtyC0G2FSZKBuQmizXjCMbybIeNzoSOH8E5K6z8S2JA7DANOnA0VF3C/pvHkQjcsAUlJgS8nkhDlKtdC1fY1g4IGTJ4aDN8hOuTiJr1XMFTEV2YdXSoqKb3Sg4hshJSXA+vWhtQ0l9ls99W4YVDngu2woOvwnsK6hS++MJCZVf4rUjmq4+GIcnflzOAXSkF/rzYbgeZywyFJhVGSCAYGu7WisuusPywIyGcQyPpCcDPv4qcCcOZwoL1gAzJzJBfmzsjiX/DAWxrgNGw0gDAuDSAurIEB4gcfjZuBxwLvTUOgwDyvfly62RQcqvsPg9ttDaxdK7NfD8nF4/lq4+BIojedQdPhPoyL+m9tQhglndgIMg9MTbkGHdlpYr/eW4fHm9+ovbMpI6TwFsa03qn0dCoGTM75xCPvNQkUizpQnMxMoKABmzACuvJIT5rlzgSlTON9QrZabvV5i4KwznQbf44CLFcEiUAXeViyXxy2A6uKLfT923vGGi1AY3NuEEhpUfIdBtGO/ZkUGfpz9MAjDQqc/git+fDs6HY0R6ed/wIzj74J1O9GSMRe1E28N+xpedzexnUs5Myky0KvKBUM8yL6QLxwPvAt/IW1x5vE40dRqOfGdMoUT46uu4sR5xgyIcrTQCboAqRTdilwADOyBwg5xWmzz4p3x8oIUNR0MnY4utkULKr7DINqxXwBoySrCsen3A2CQd7YMsyveGJEz4MxzBzGn4g3wXTZ0pE7Fj7MfgYcXvveuTawGcDHfFwCas4vhYXhQmlpiv/h2AZ/pDRuBf7AXhgHEYjBJauQ568BoU2GYWgznzLlAQQHs0+cCkycDublAaiogk8VdfL2oexsjeh2N90YPKr7DJNqxXwCoL1iK6sklABjknv0WVx58GWyEM5WoQwjGn/kGcyrehMBpQbdmAr6fvwYuQWRxS6/4Si2dvmMOkQLnM+YCALKbv4PY2jPsbocKg+HnGKe3/gi5WQ83K0BzzkJubDwerMlZQFoakJ8PTJ0KzJvHPU8ABJFNX6n4Rg8qvlEgmrFfL6cm34mjM38OwvCgaz2Cn+z5HZSG5sg7GQUETgtmV7yJ6ce2gue2Q592BcqLn4BdFHlqlknOfZvlZr3fDL8tbQaMyiywHhfG1++KueeDd8Y73N1fKkOTzzu3KfcquHlCSKxc/rA31SuReGPskVa2oOIbPaj4RoFwYr87doReYqx+/PU4XLQWTr4UCtN5LC57FgW1XwYPHseA1PaTuPrb55Hb9C3AAGdzr8Hhosf8F6giwCrRwMUTgedx+s1+wTBoyLsWDoEMYlsvCs58E5NqDF68IRNv+CESZOY2jKvn8rQ7UiajW1MAuYnbMGIVJ0V8dxBNvJ9hJOEVPh9ICb5pkRIiVHyjQDixX4sFePnl0GfA5zPmYc91/w6DOhc8twPTT7yP6/Y8g5T2quF1OkQkfZ2Y+/1rKP7uj1AamuEQynFk1oP4cfbDcPMHL8MTMgwDk5IzsUnqqfc75RJIUDfhJrh5QsjNeow7sytmAuz9EYk0v1hq6URB3U6wHhcMymw05ywEcHFMRmUIbkwxhu+0+ja1hJUO6AEaG7nH/v2cDz1l+FDxjRLhxH4tFuCjj0IXYItMi72L/4BThXfCzRNCaWzGVQdewDX7/gCtPjb5sHJTK2ZXvInrdj+F7Ob/A0M8aEubiW+v3oizuddEdcnbz3Hrkl8wq0SDuoIb4WF4UBmbMaH2y5iEIGwiLgfWm3URDkrjOUyq+Rx8tx19Mi3qx18PwrBg3U6oDZyFY3cQa8144B2bXagAYUPbRFJdzU0s/ud/gLfeAq69lkvw2LYthh29TAhbfL/99lssW7YMGRkZYBgG27dvH7J9a2sr7rvvPkycOBEsy2L9IAr1yiuvYNKkSZBIJMjOzsaGDRtg67f/ftOmTZg3bx4UCgW0Wi3uuOMO1FyygmWz2bBmzRokJydDLpdj+fLlaGsbnolIOIQa+/USTgiCsDxUT1mOXdf/P7SmzwHAQNNVi4XfvYil3zyBqSc/hMw0PE8Ekd2IvIY9uOrbUvxkzzPIPbsPApcVJkUmDs/7FcqLn/DNUqOJQZkNF08EgdMClXFgXNss1+H0xFu4GXBfGwprPvPFUaOFdwOC2NYbVnZJavtJ34zXqMhE7YRbfLm0mp4zYD0u2ESq+JZIGgTvZxZqtezqam6SYLxkQ1xLC3DXXVSAh0vY1Qr7+vowc+ZMPPjggygpKQna3m63IzU1Fb/73e/w8ssvB2yzdetWPPnkk3j77bdRXFyM2tparFq1CgzD4KWXXgIA7Nu3D2vWrMG8efPgcrnw9NNPY+nSpaiqqoJMxuVPbtiwAV9++SU+/vhjqFQqrF27FiUlJfi//4tPvqg39tvSEl4I4tZbuQykULBKU3BwwQYoDOdQWPMZMs5/D1lfGybWfIGJNV/AKk1Gl2YCupPGw6TKglGeCadIDg/LB2FYMMQD1uMC32WDxNIJlaEZasNZaDproejTg3ehzhdhWPSq81BXcBNaMudHlEYWKoTloStlEtLajkGnr4RBNbD6qFmuQ82k21Bw+muIbb0orP4UzdnF6EwNr6T7YNhEKrh4IvDddkgtneiTaYdsz3PZkXv2WyT1NgAAupPGozFv8cUZJSFIu3BX4q3Xl2jkZs5jItjYAC7UsHNn4HOEcDc+69dzE44o7cS+7GAIidy/j2EYfPrpp7jjjjtCar948WJcccUVeOWVV/yOr127FtXV1di9e7fv2BNPPIFDhw7hwIEDAa/V0dEBrVaLffv24eqrr4bBYEBqaiq2bt2Ku+66CwBw6tQpTJ48GeXl5bjyyiuD9s9oNEKlUsFgMECpjGwFf9s2blYQ7qd6zz2hC3B/hDYjcpoPIPtcOdS9Z4EBszYGbp4AhOHBwxOAIW4wHjdYjxvspYtLDAurOAl63RU4m7MIvZrxUavmEAyB04Lpx7eCIR7UTLpt0MwAvsuGvIa9vhmySZ6O5pyFsEoGMSkPg/Fn/hfq3ka0ZM73lV0fACFI7qpFVssh8F02EIbFucwitKdN92uW1H0G4xp2w8UT4fj0+2L64xUqM469C4HTgtqJt8KkGLpEUmMjF2oIxt69wOLFUeneqCEaOgFEMPONBcXFxXj33Xdx+PBhzJ8/H/X19fjqq6/wwAMPDPoag4GLX2k03JeuoqICTqcTS5Ys8bUpLCxETk7OoOJrt9tht1+MHxovvb+KgJIS4B//AFavBjrCqIu5YwdnIcAP81/EIVaibsLNqJtwM4R2I9LajiO1owpK0zlI+zohdJgv7mZyWX2vIwwLp0AGm0QNs0yHzuSJaNdOg1mZGd/y7RdwCqToTJ6E1M5qZDWX41ThHQHjyi6+GHUFNyKt/Tgyzv8AhbkVk6s+QWdKIdp0M4eX9qbIgLq3ESpD00DxJYRLI9Mf8bmC2cRqNORdOyCkwHpcyGw5DABoT5s+IoRXaumEwGmBh+GFNPMNVoPQS6g1DSkDGRHie99996GzsxOLFi0CIQQulwurV6/G008/HbC9x+PB+vXrsXDhQkybxnkJ6PV6CIVCqNVqv7ZpaWnQ6/UBr7Np0yY899xzUR0LwAnwrbdylgCdncHbA5GFIC7FIVKiOWehb6Ud4GaUfEcfhM4+8J02uHkCuARSuPhiOITyESEMXloz5kDTcwYySwdSOk8NHlJgGLSlzUBP0jhkN38HdW8jUjurkdJ5Cr1J+ehMKYRJkRH2rL1HnY/s5u8gN+shtJvgECnAd9mQ1FOP1I4qX8zUzQrQmjHnQgXqge+Rpj8KkcMEh1COtrQZYX8OsUDTdRoAYFDnhvTjGqwGoRea9xs5I0J8y8rK8MILL+Cvf/0rioqKUFdXh3Xr1uH555/Hxo0bB7Rfs2YNTpw4MWhIIlSeeuopPP74477nRqMR2dnZw7qmF6EQ+O//Di8E4c2CiDQEEQinQAqnQAorEr/gEwynQIrzGXOR3fwdsloOwajM8nk/BMIhlOPM+KWQm/XQtR6BytiMpJ56JPXUw8mXoFedB5MiA2ZFekipVU6hDCZ5OjTdp1FQ9zUcIiWUxnO+BTg3K0CHdiratdMGvZ7E0oV0/REAwLmsKxNyF3EpDPFA03MGANClCV6GxePhahAGIyuLW+egREbi/zIAbNy4EQ888AAefvhhAMD06dPR19eHRx99FM888wzYfm5Ra9euxY4dO/Dtt98iq18lS51OB4fDgd7eXr/Zb1tbG3SDeOCJRCKIRFHIVR2EeIcgxgIdqVOg6a6DrK8d4xp2o2bSbUFnsGa5DnUTboLE0oXUzmok9dRD4LIitbMaqZ1cPp9TIIVNpIJdpISbL4KbFYCwPLBuJ3geJwROC0Q2A5K7apHacRJp7SfQkjEPhOXBIk1Bt6YAnSmFQxrvsG4nxtX/EwzxoFeV6zOHTzSa7joInBY4+RIYVcEnF01NoYUdHnmELrYNhxHx9bZYLH4CCwC8C/+q3vVAQggee+wxfPrppygrK0N+vv/2yDlz5kAgEGD37t1Yvnw5AKCmpgZNTU1YsGBBHEYRmESFIEYrhGFRn38dplR/AllfO7Kay/3CKENhlSajKWcRmrOLoTSeg8LYAoXpPKTWLgicFgiclqAliqySJDgFMrj4IvTJtWjI+wlskqQQOk6Q11gGsd0Ah1COxhCKh8YFQqDTVwLgtmyHEooJNd4bai1DSmDCFl+z2Yy6uovlpxsaGlBZWQmNRoOcnBw89dRTaGlpwd/+9jdfm8rKSt9rOzo6UFlZCaFQiClTuBScZcuW4aWXXsKsWbN8YYeNGzdi2bJlPhFes2YNtm7dis8++wwKhcIXx1WpVJBIJFCpVHjooYfw+OOPQ6PRQKlU4rHHHsOCBQtCynSIJcMJQRQVAYWFQE7OALvYMYtDpEBj3mKMP/O/0HachFMoGzz7IACEYWFQ5fhS1nhuB0Q2A8R2A0R2o2+2y3jc8PAEcLMCuPki2MRq2EQqNGcvRPa5cvCdtpC3T2c3f4ekXs44vSH/J9HZ/RcFkrtPQ2zrhZsnDDktj8Z740PYqWZlZWW49tprBxxfuXIl3nnnHaxatQqNjY0oKyu7+CYBVq1zc3PR2NgIAHC5XCgtLcXf//53tLS0IDU1FcuWLUNpaakvhBDoGgCwZcsWrFq1CgC3yeKJJ57A+++/D7vdjhtuuAF//etfBw07XEq0UkgGY9u28EMQXpRK4MYbL6+ZsLb9BLKbvwPA2Uy2h2nUHimMx42pJz+CyGGCXncFWjLnD9k+s+Wwb3ZZP27JiAk38NwOTD3xIQQu69Dpc/3weIBXXgk++83K4tLRLsewQ7R0Ylh5vmONWIsvADgc4YUgLuVymwlntHzvW8Bq1c3C+cx5cXlflaEJBXU7QRgW1ZNLAuYRM8SDnKYDPs/hpuyF6NBOjUv/QiGn6QBSO6pgE6tRNeWukEIOoeb3Pvcc8PvfD7+Po5Fo6cRl8PUdWXhDEJFaIxw6xH05XnkF2LcPOH6c+8IkwOgsLpzPnIeWDE5w0/VHkF+/O+IqDOFgUOWgV50Hhngwrv6fA6wm+U4rCup2IqXzFAgYnM29ekQJr7qnAakdnPlSU86ikNPuToXoXU/jvcNnRCy4XW5EmgXRH5MJ6BfZgVIJLF3KFUcwmbgCCWNldqxPnwWXQIKcs/t9ecD1+dfF3C/hbO7VkPW1Q2zrRU7TATTmc+E2hbEF+Y17uU0LLB8N+T9Brzovpn0JB5HdiLyz+wAA+rSZQXezeamu5n7cQ4HGe4cPDTv0Ix5hh/4MNwQRDIWCK8Sr0YwNMZaZ2zCuYTeEDjMIGHSkTsH5zHmh1V2LELmpFRNrd4ABQUfqFLBuJ5K7uQ0LVnES6sctCS0bIk7wnVYU1nwGkd2IPpk2pFQ9gLtzevXVgSY6gcjOBhoaLs94L0BjvjEh3uILXPSCAML3gwiXsbBox3PZkdN0wLdpwMUXoy1tBjpSp8RMhNP0lZh68iMojC0wqPNgUmaiI3XKiNlE4YXndmBi7Q5ILZ2wCxWoKbw9ZN/eUGO9APDJJ9zd2+UKjfmOEbwhiMzoOzUOwGgMz0c4VnjNuSOJV7v5IjSMuw61E26BTawG32VDZsthTD++FVnnDkJi6YpaP2XmNuQ0HUBG648Aw4Ilbsj62tGdNB5NOYtGlPAKnBZMqvkcUksnXHwxTk+4OSzD9FBjvevXX97CG03ozLcfiZj5enG7uSoBn33GLabFEqUSWLcuMSGI6mrOqrD/7W2kM3KGeKDproNOXwmxrdd33CpOgkGVA7MiHWa5LuQZMd9lg9ysh8J0HipDE0T2i53sk6bCw7BQmPUAw6AjZTKas4tDNiWPJRJrNwrqdkLoMMMpkOL0hJvDcnnz+vaGwuXoYnYpNOwQAxIpvv3Zto0Tx3PnYvceq1ZxFczjSbAv+V13cUV9w+aC41hyVy3UhrMDzNAdAhnsYhUcQjncrMBnJsS6ndwGDIcJIpsBgn6ubwDgYfnoUeejK3miz0Q+tf0kcpo5f2iLNAX145YMy0ltuKR0VCO7+TuwxA2bSIXTE24e0g/jUlwubjelxRK87eUe6/VCxTcGjBTxBWI/E37vPU7sbDbuYbVe/P9QjtnDrOQTyoIOwwDLl0cowBfguR1QGZqgMJ2HwnTeb/YaCjaxGiZFBkyKDBhUOQFDCypDE/Iay8B32eBmBTifMRcd2qlx8z4GuIyG7ObvoDI0AeBS4xrzFsPFF4d8jepqzkckFOEFaKzXy5jy86UMhMfjbu8WL+aco6I9E87I4HKOhULutj9cPB5OgEMV7srK4CvphHDxb5aNfFHQzROiW1Pgq5nGd9kgshshtvVC4LT4thZ727pZAZxCGWe6I1aFFKIwqHJQNXk58hv2QGFuRfa5cqR01aAlc37AKhzRhOeyI63tGNLajoElbhCGRUvmfLRpp4eVPB5OqAGgsd5YQMV3FFBSwpVr2b+fM68+fRp44w2uXFG4MEx0rABZFpBIuEdSCJlW4cSXo+nq5uKL4eKLQzIQDwenUIbaibcipasGmS2HfXFXq0QDve4K9KrzorogJ7IbkdpRhdSOKl8FZ6MyC83ZxbCJ1WFdy+MBvv46vPcPtz4hJTg07NCPkRR2CIY3LNHayiW8d3QAjz8+9OzYOzH6xz/iP4spK+Mq34aKVDp6XN14LjvS9UeQ0lHtN6vuUeejNyk/rEW//ohsBiiN56DproO872IhWIskGa3ps9GblD/Eqwdn3z7/DTpD4f2xprHei9CYbwwYTeIbiP6CHGh2nJ3NxY8TcfvodnMlx8MNnYwmLwueyw5tx0mkdJ6C0GH2HSdgYJGmwCpNHugpzLBgPS4/T2GxrRfyvjYInBa/a5iUmWjTTg/Jk3cwwg03MExifqxHMlR8Y8BoF99LuXR2fNVViZ29bNvGLahFwqjaIEII5GY9NN11UJpawl70812GYWGWpcGgzkW3piCsvN1AhJPZAACpqcDrr1PhvRQqvjFgrInvSOQf/wDuvZf7YYgE7wLkSJ8F90foMENmboPY1jukp7CLL4ZdrIJNpIJVmow+mTZqceNwMxtSU7m7FGHsdm6PWmi2A2VUctddwPvvc3XqIqGsDPjhB2Du3NHjWeEQyuHQhGbKHk08Hq4kUE0NcPBgeK99/XUqvLGGii8l7tx9N5czGqmrm9k80NFt1IQk4kSgnYSh8txzNNQQD2jYoR807BBfou3q5l2cy8ribpnHmrVmqIS7qNafy7lCRajQsANl1NO/th0wfFe3Q4e4B8P4X+tymhm7XFxsNxIYhtuFSIU3PlxG8wHKSCQWrm6XivhIcXOLNdXV4WUz9Cc1laaUxRsqvpSEU1LC3eru3cttY40VO3eOvXJLXnvOb77hfmAiFd5z56jwxhsadqCMCGLtZQFwM+CmJm6zx2jFm8FgMnEl3isqglcaHgzvjkea2ZAYqPhSRhxeL4vSUuDZZ6N77UiFKlFEU2wvJSsrcTseKVR8KSMUHo8rTT5tWnRnwbffDowfz2VYeB9Wa/DXRUp/8VQoBmZiDPU82mLrZf167nNI9I7Hyx2aatYPmmo2MgnmWREKgxnEEMLFSbu6/AW5sxPo6RleBkagXNtLMzGCPY8mdLtwdKDbi2MAFd/RQbhG85G6ublc3Oyzs3OgOAczkx9Orm0soNuFowfN86VctgRbnOPx/L0jIo1t8vmAVss9+kMIt8uuvxh7xbm3lws17NwZ2diiDV1UG7lQ8aWMai41mk9PB4qLge++i52bG8Nw8VmFAsi/xFLX6QS++CKybb2xgC6qjVyo+FJGPd6ZcH8SVWFXIAi/vl008caM6aLayIeKL4USZdLTE/fedKY7eqDiS6FEmauu4kSwpSV2mQtesrKARx7hat6NBMN8SuhQ8aVQogyPxxnU3HVX9FPHqNiOHaj4UigxwGsYFCwTI9hzKrZjFyq+FEqMCCUTI9hzKrZjF7rJoh90kwWFQglGtHSCWkpSKBRKAqDiS6FQKAmAii+FQqEkACq+FAqFkgCo+FIoFEoCoOJLoVAoCYCKL4VCoSQAKr4UCoWSAKj4UigUSgKg24v74d3sZxwpTtgUCmXE4dWH4W4OpuLbD9OFMrHZ2dkJ7gmFQhnpmEwmqFSqiF9PvR364fF4cP78eSgUCjDe4lcxxmg0Ijs7G83NzWPaT+JyGOflMEaAjpMQApPJhIyMDLBs5JFbOvPtB8uyyMrKSsh7K5XKMf2H7OVyGOflMEbg8h7ncGa8XuiCG4VCoSQAKr4UCoWSAKj4JhiRSIRnn30WIpEo0V2JKZfDOC+HMQJ0nNGCLrhRKBRKAqAzXwqFQkkAVHwpFAolAVDxpVAolARAxZdCoVASABXfBPKXv/wFeXl5EIvFKCoqwuHDhxPdpZDZtGkT5s2bB4VCAa1WizvuuAM1NTV+bWw2G9asWYPk5GTI5XIsX74cbW1tfm2amppwyy23QCqVQqvV4je/+Q1cLlc8hxIWmzdvBsMwWL9+ve/YWBlnS0sL7r//fiQnJ0MikWD69On44YcffOcJIfj973+P9PR0SCQSLFmyBKdPn/a7Rnd3N1asWAGlUgm1Wo2HHnoIZrM53kMZFLfbjY0bNyI/Px8SiQTjx4/H888/7+fTELdxEkpC+OCDD4hQKCRvv/02OXnyJHnkkUeIWq0mbW1tie5aSNxwww1ky5Yt5MSJE6SyspLcfPPNJCcnh5jNZl+b1atXk+zsbLJ7927yww8/kCuvvJIUFxf7zrtcLjJt2jSyZMkScuTIEfLVV1+RlJQU8tRTTyViSEE5fPgwycvLIzNmzCDr1q3zHR8L4+zu7ia5ublk1apV5NChQ6S+vp588803pK6uztdm8+bNRKVSke3bt5OjR4+S2267jeTn5xOr1eprc+ONN5KZM2eSgwcPkv3795OCggLys5/9LBFDCkhpaSlJTk4mO3bsIA0NDeTjjz8mcrmcvPrqq7428RonFd8EMX/+fLJmzRrfc7fbTTIyMsimTZsS2KvIaW9vJwDIvn37CCGE9Pb2EoFAQD7++GNfm+rqagKAlJeXE0II+eqrrwjLskSv1/vavPbaa0SpVBK73R7fAQTBZDKRCRMmkF27dpFrrrnGJ75jZZy//e1vyaJFiwY97/F4iE6nIy+++KLvWG9vLxGJROT9998nhBBSVVVFAJDvv//e1+brr78mDMOQlpaW2HU+DG655Rby4IMP+h0rKSkhK1asIITEd5w07JAAHA4HKioqsGTJEt8xlmWxZMkSlJeXJ7BnkWMwGAAAGo0GAFBRUQGn0+k3xsLCQuTk5PjGWF5ejunTpyMtLc3X5oYbboDRaMTJkyfj2PvgrFmzBrfccovfeICxM87PP/8cc+fOxd133w2tVotZs2bhzTff9J1vaGiAXq/3G6dKpUJRUZHfONVqNebOnetrs2TJErAsi0OHDsVvMENQXFyM3bt3o7a2FgBw9OhRHDhwADfddBOA+I6TGuskgM7OTrjdbr8vIwCkpaXh1KlTCepV5Hg8Hqxfvx4LFy7EtGnTAAB6vR5CoRBqtdqvbVpaGvR6va9NoM/Ae26k8MEHH+DHH3/E999/P+DcWBlnfX09XnvtNTz++ON4+umn8f333+PXv/41hEIhVq5c6etnoHH0H6dWq/U7z+fzodFoRsw4n3zySRiNRhQWFoLH48HtdqO0tBQrVqwAgLiOk4ovZdisWbMGJ06cwIEDBxLdlajT3NyMdevWYdeuXRCLxYnuTszweDyYO3cuXnjhBQDArFmzcOLECbz++utYuXJlgnsXPT766CO899572Lp1K6ZOnYrKykqsX78eGRkZcR8nDTskgJSUFPB4vAEr4m1tbdDpdAnqVWSsXbsWO3bswN69e/3sOHU6HRwOB3p7e/3a9x+jTqcL+Bl4z40EKioq0N7ejtmzZ4PP54PP52Pfvn34r//6L/D5fKSlpY2Jcaanp2PKlCl+xyZPnoympiYAF/s51N+sTqdDe3u733mXy4Xu7u4RM87f/OY3ePLJJ3Hvvfdi+vTpeOCBB7BhwwZs2rQJQHzHScU3AQiFQsyZMwe7d+/2HfN4PNi9ezcWLFiQwJ6FDiEEa9euxaeffoo9e/YgPz/f7/ycOXMgEAj8xlhTU4OmpibfGBcsWIDjx4/7/SHv2rULSqVygBAkiuuuuw7Hjx9HZWWl7zF37lysWLHC9/9jYZwLFy4ckCpYW1uL3NxcAEB+fj50Op3fOI1GIw4dOuQ3zt7eXlRUVPja7NmzBx6PB0VFRXEYRXAsFssAA3QejwePxwMgzuMcxsIhZRh88MEHRCQSkXfeeYdUVVWRRx99lKjVar8V8ZHML3/5S6JSqUhZWRlpbW31PSwWi6/N6tWrSU5ODtmzZw/54YcfyIIFC8iCBQt8570pWEuXLiWVlZVk586dJDU1dUSlYAWif7YDIWNjnIcPHyZ8Pp+UlpaS06dPk/fee49IpVLy7rvv+tps3ryZqNVq8tlnn5Fjx46R22+/PWAK1qxZs8ihQ4fIgQMHyIQJE0ZUqtnKlStJZmamL9Vs27ZtJCUlhfzrv/6rr028xknFN4H86U9/Ijk5OUQoFJL58+eTgwcPJrpLIQMg4GPLli2+NlarlfzqV78iSUlJRCqVkjvvvJO0trb6XaexsZHcdNNNRCKRkJSUFPLEE08Qp9MZ59GEx6XiO1bG+cUXX5Bp06YRkUhECgsLyRtvvOF33uPxkI0bN5K0tDQiEonIddddR2pqavzadHV1kZ/97GdELpcTpVJJ/uVf/oWYTKZ4DmNIjEYjWbduHcnJySFisZiMGzeOPPPMM34pf/EaJ7WUpFAolARAY74UCoWSAKj4UigUSgKg4kuhUCgJgIovhUKhJAAqvhQKhZIAqPhSKBRKAqDiS6FQKAmAii+FQqEkACq+FAol6pSWlqK4uBhSqXSA3eZgbNu2DUuXLkVycjIYhkFlZeWANnq9Hg888AB0Oh1kMhlmz56NTz75xK9NXl4eGIbxe2zevDnsMVRXV+O2226DSqWCTCbDvHnzfEZD0YCKL4VCiYjFixfjnXfeCXjO4XDg7rvvxi9/+cuQr9fX14dFixbhP/7jPwZt8/Of/xw1NTX4/PPPcfz4cZSUlOCee+7BkSNH/Nr94Q9/QGtrq+/x2GOPhdwPADhz5gwWLVqEwsJClJWV4dixY9i4cWN0bUWjsF2aQqFchlxzzTV+Xh6B2LJlC1GpVGFdt6GhgQAgR44cGXBOJpORv/3tb37HNBoNefPNN33Pc3Nzycsvvzzke+zfv58sWrSIiMVikpWVRR577DG/+oM//elPyf333x9Wv8OFznwpFMqoobi4GB9++CG6u7vh8XjwwQcfwGazYfHixX7tNm/ejOTkZMyaNQsvvviiX6XoM2fO4MYbb8Ty5ctx7NgxfPjhhzhw4ADWrl0LgLN3/fLLLzFx4kTccMMN0Gq1KCoqwvbt26M7mJhKO4VCGbMkYubb09NDli5dSgAQPp9PlEol+eabb/za/Od//ifZu3cvOXr0KHnttdeIWq0mGzZs8J1/6KGHyKOPPur3mv379xOWZYnVaiWtra0EAJFKpeSll14iR44cIZs2bSIMw5CysrKwxjIUVHwpFEpIlJaWEplM5nuwLEtEIpHfsbNnz/q9Jtriu3btWjJ//nzyz3/+k1RWVpJ/+7d/IyqVihw7dmzQ67311luEz+cTm81GCCFk7ty5RCgU+vVbKpUSAKSqqoq0tLQQAAP8eZctW0buvffesMYyFLSGG4VCCYnVq1fjnnvu8T1fsWIFli9fjpKSEt+xjIyMmL3/mTNn8Oc//xknTpzA1KlTAQAzZ87E/v378Ze//AWvv/56wNcVFRXB5XKhsbERkyZNgtlsxi9+8Qv8+te/HtA2JycHAFcQM1BZpWjWKaTiS6FQQkKj0UCj0fieSyQSaLVaFBQUxOX9LRYLAAxZBigQlZWVYFnWV3F49uzZqKqqGrLf8+bNG7KsUjSg4kuhUKJOU1MTuru70dTUBLfb7cvZLSgogFwuBwAUFhZi06ZNuPPOOwHA1/78+fMA4BM/nU4HnU6HwsJCFBQU4Be/+AX++Mc/Ijk5Gdu3b8euXbuwY8cOAEB5eTkOHTqEa6+9FgqFAuXl5diwYQPuv/9+JCUlAQB++9vf4sorr8TatWvx8MMPQyaToaqqCrt27cKf//xnAFyhzZ/+9Ke4+uqrce2112Lnzp344osvUFZWFr0PKWoBDAqFclkx1ILbypUrA5aZ2rt3r68NLik7tWXLloCvefbZZ31tamtrSUlJCdFqtUQqlZIZM2b4pZ5VVFSQoqIiolKpiFgsJpMnTyYvvPCCL97r5fDhw+T6668ncrmcyGQyMmPGDFJaWurX5q233iIFBQVELBaTmTNnku3bt0f8WQWClhGiUCiUBEDzfCkUCiUBUPGlUCiUBEDFl0KhUBIAFV8KhUJJAFR8KRQKJQFQ8aVQKJQEQMWXQqFQEgAVXwqFQkkAVHwpFAolAVDxpVAolARAxZdCoVASwP8HpK7OFQhUZgsAAAAASUVORK5CYII=", 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kelava irrigation he 25 
Year 2022-23
'},\n", + " 'geometry': {'type': 'Polygon',\n", + " 'coordinates': [[[1185457.5105933622, 1182892.6895726854],\n", + " [1185175.8443153254, 1182641.6578253345],\n", + " [1185217.153251467, 1182624.707424486],\n", + " [1185146.7602187786, 1182386.0097827152],\n", + " [1185131.2540349402, 1182293.5429618917],\n", + " [1185122.3549087541, 1182237.7445688043],\n", + " [1185093.6174084186, 1182102.3065841596],\n", + " [1185092.577862544, 1182102.910371741],\n", + " [1185326.8892249228, 1182087.3440637167],\n", + " [1185322.1797508083, 1182049.4571764688],\n", + " [1185440.8723587177, 1182031.0202683723],\n", + " [1185491.0782031054, 1182290.0808980586],\n", + " [1185540.484813571, 1182487.7896127307],\n", + " [1185629.8051462148, 1182803.5311916363],\n", + " [1185457.5105933622, 1182892.6895726854]]]}}],\n", + " 'crs': {'type': 'name', 'properties': {'name': 'urn:ogc:def:crs:EPSG::7761'}}}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "json.loads(gdf.to_json())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/zeel_py310/lib/python3.10/site-packages/eerepr/repr.py:57: UserWarning: Getting info failed with: 'Collection query aborted after accumulating over 5000 elements.'. Falling back to string repr.\n", + " warn(f\"Getting info failed with: '{e}'. Falling back to string repr.\")\n" + ] + }, + { + "data": { + "text/html": [ + "
<ee.imagecollection.ImageCollection object at 0x7f4811b9e050>
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collection = ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED').filterBounds(ee.Geometry(gdf.iloc[0].geometry.__geo_interface__)).filterDate('2020-01-01', '2020-01-10')\n", + "collection" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get first image from collection\n", + "image = collection.first()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "image.clamp(0, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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