{ "cells": [ { "cell_type": "markdown", "id": "7206a992", "metadata": {}, "source": [ "### Aim of anlysis\n", "After viewing all forests in the world and characteristics of tropical dry forests. I want to perform analysis on the Southern New Guinea freshwater swamp forest" ] }, { "cell_type": "code", "execution_count": 1, "id": "2ff86d89", "metadata": {}, "outputs": [], "source": [ "from shapely.geometry import mapping\n", "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import rioxarray as rxr\n", "import earthpy as et\n", "import rasterio\n", "import geopandas as gpd\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import requests" ] }, { "cell_type": "code", "execution_count": 2, "id": "5f88d209", "metadata": {}, "outputs": [], "source": [ "class Read():\n", " def __init__(self, url, columns = None):\n", " self.url = url\n", " self.columns = columns\n", " \n", " def retrieve_data(self):\n", " self.req = requests.get(self.url)\n", " self.req = str(self.req.text)\n", "\n", " def wrangle(self, online = False, change_columns = False, new_columns = None, replace_values = False,\n", " column_to_replace= None, replacing_values = None):\n", " if online:\n", " self.url = self.req\n", " self.df = gpd.read_file(self.url)\n", " if change_columns:\n", " self.df = self.df[self.columns]\n", " self.df.columns = new_columns\n", " self.df = self.df.replace(['n/a', 'Unknown'], np.nan)\n", " self.df.columns = self.df.columns.str.lower()\n", " if replace_values:\n", " self.df[column_to_replace] = self.df[column_to_replace].replace(replacing_values)\n", " self.df['centroid'] = self.df.geometry.centroid\n", " self.df.crs = {'init' :'epsg:4326'}\n", " return self.df" ] }, { "cell_type": "code", "execution_count": 3, "id": "1849456c", "metadata": {}, "outputs": [], "source": [ "def plot(data, column):\n", " data.plot(column = column, legend = True, cmap = 'winter',\n", " legend_kwds = {'ncol': 2, 'loc' : 'center', 'bbox_to_anchor': (1.5, 0.5)})\n", " plt.xlim(-20,20)" ] }, { "cell_type": "code", "execution_count": 4, "id": "11ca643e", "metadata": {}, "outputs": [], "source": [ "def plot_within(data, column, title, ncol):\n", " ax = data.plot(column = column, figsize= (20, 8), legend = True, cmap = 'winter',\n", " legend_kwds = {'ncol': ncol, 'loc' : 'center', 'bbox_to_anchor': (1.2, 0.5)})\n", " fav_forest.plot(ax = ax, color = 'brown')\n", " plt.title(title, fontdict = {'fontsize' : 18});" ] }, { "cell_type": "code", "execution_count": 5, "id": "7a126b7f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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eco_namebiomegeometrycentroid
0Southern New Guinea freshwater swamp forestsTropical and subtropical moist broadleaf forestsMULTIPOLYGON (((-71.50326 19.64724, -71.51349 ...POINT (-71.50366 19.67890)
1Southern New Guinea freshwater swamp forestsTropical and subtropical moist broadleaf forestsPOLYGON ((-86.86259 21.00049, -86.86257 21.007...POINT (-86.81104 21.07838)
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" ], "text/plain": [ " eco_name \\\n", "0 Southern New Guinea freshwater swamp forests \n", "1 Southern New Guinea freshwater swamp forests \n", "\n", " biome \\\n", "0 Tropical and subtropical moist broadleaf forests \n", "1 Tropical and subtropical moist broadleaf forests \n", "\n", " geometry \\\n", "0 MULTIPOLYGON (((-71.50326 19.64724, -71.51349 ... \n", "1 POLYGON ((-86.86259 21.00049, -86.86257 21.007... \n", "\n", " centroid \n", "0 POINT (-71.50366 19.67890) \n", "1 POINT (-86.81104 21.07838) " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fav_forest = Read('data/Southern New Guinea freshwater swamp forest.geojson')\n", "fav_forest = fav_forest.wrangle()\n", "\n", "fav_forest.head(2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "297bd113", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "biomes of Southern New Guinea freshwater swamp forests are:['Tropical and subtropical moist broadleaf forests']\n" ] } ], "source": [ "print(f\"biomes of Southern New Guinea freshwater swamp forests are:{list(fav_forest['biome'].unique())}\")" ] }, { "cell_type": "markdown", "id": "b66902e2", "metadata": {}, "source": [ "### Administrative" ] }, { "cell_type": "code", "execution_count": 7, "id": "b7f4a4a3", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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continentcountrysubregiongeometrycentroid
1AfricaTanzaniaEastern AfricaPOLYGON ((33.90371 -0.95000, 34.07262 -1.05982...POINT (34.75299 -6.25773)
2AfricaWestern SaharaNorthern AfricaPOLYGON ((-8.66559 27.65643, -8.66512 27.58948...POINT (-12.13783 24.29117)
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" ], "text/plain": [ " continent country subregion \\\n", "1 Africa Tanzania Eastern Africa \n", "2 Africa Western Sahara Northern Africa \n", "\n", " geometry \\\n", "1 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... \n", "2 POLYGON ((-8.66559 27.65643, -8.66512 27.58948... \n", "\n", " centroid \n", "1 POINT (34.75299 -6.25773) \n", "2 POINT (-12.13783 24.29117) " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = ['CONTINENT','NAME_LONG', 'SUBREGION', 'geometry']\n", "new_columns = ['continent', 'country', 'SUBREGION', 'geometry']\n", "world_data = Read('zip://data/ne_110m_admin_0_countries.zip', columns)\n", "world_data = world_data.wrangle(change_columns = True, new_columns = new_columns)\n", "continent = world_data[world_data['continent'] == 'Africa']\n", "subregion = continent[continent['subregion'] == 'Western Africa']\n", "\n", "continent.head(2)" ] }, { "cell_type": "code", "execution_count": 8, "id": "15297059", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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P21DRTksbi4LauM3SvqoD/+c4eppTf/9FkhZ+FtC/3vTplXf92lMR1R87gR7h+h/H6c4r41sNr7+0p8LS9LOqtH5LeHpIAkAkGIY0YpCp2Ye7dMn34zR0gCPSJcUM2tMAALGGsAsAukFNra2X3/LprY/8ivMY6p9rql9O6JaeYjT2hEhNNuR2c+ViewQCthLHVsjX+em1Gn0zlDrhR9X634edP8Af7krQBd9p31BTQGd9viagY+ZVHzBYKsgzlZRgKM4jOR3S4hV0+QCiwc0/idMdVya0ud2W4qDOvKxGS1fxfxtA7DAM6d0/cxFZuNCeBgCINc5IFwAAvUGcR1q2Jqg//tPX5rYpSYYG9guNWZ+fbWrvPlvFpZa2l1r62QVxuvh7hCaS5HQauvBsj556wau6+qbrsrMMFeaZKsgz9fnaoDZsbf2qdtOU8rNNnXuau9kX54H9wjP04L/e9Ov8Mz3MP4Au5fXaevIFr25+pL7NITiLdtLTA4hG9/yuQeu2WPrRGW4N7OdQdlboQhnLkrZst7R2U1Ar1gV1/x8aVFkd1dc0AkAzwweamngIzVgAAKBl9OwCgG60aFlAHy3za+mqoFZtCMrpkBLjDSUlGkqIC0063+CT6htseX2S2xWaeyrOIxmSyvbYuuHHcTrlaHekf5Ueo6ra1mvv+5SabGhgP4cK803Fx4VCpX/+z6c7HqtXILi/J1iCoTHDHBo7wqkxwxwaUhgKFF2u5iHU5qKgRp9cqfqG8NT5zP2J+sHpnrY3BDpoe4mlf77h08NPN2jbDkIsoLdx779OI5w9nQGgp7noux49fGNC4+d8dB7taQCAWEPYBQBd4N1Ffj3/mk/jRjiU2zc0XFgo1JJsW6qps1VTG7pPSjA0pNBU/1xTTmdkvrxtL7F09pU1OuN4ty75vqfF8Ke32F5i6XfPNeihpxrCFnRJ0vdOdesvDyWFb4fotWrrbH26MqCFnwX08ls+hiAEAAAx7cofevTQDQmMkhBmtKcBAGINYRcAdIH6BluFR+zT7r3tf4l1OqXBBaaOmebSnKNdOvIwl+I8nf9CZ9v2Ab8Yrtsc1OwfVjcOazZikKkfneHRyMEOjRzs0IB+pixLKq+wVV5hqb5BmjzGIdPsXG31DXbErsysq7e1c1doaMjiktD9irVBLfwsoOKSrukZYxjSf59M1uyZzDGA9vP5bK1YF9RnqwP6bHVQS1YG9PnaoILkWwAAoBe4+ByPHruVoKsr0J4GAIg1hF0AOiQYtPXWR379+22/KiptzZri1KwpLo0cYrb5BWTvPkt/edmn4YNMDR/oUEGe2enApCe787F6/fwX9W1v2IrkROmP9yXp28cfeMhCr9fW5mJL67cGtX5LUOu3hsKbkl2WSnZbqqiyNX6kQzMnuzR9glMul1RZbauy2lZFpa1f/alB5RWtvxU4nVIg0HTZmOEO/fySeM093nVQ/4b/+9CnM35ao8MnuXTRdz06+UiXnE5DPp+tvZW29u6zlZ9jKDW543NmWZatFWuDWrs5qKKdlopKQoFWWbmlXXts7dprqbauw7sNi5t/Eqc7rkyIzMERVRq8tv7wd6/u/0ODtpcyNCEAAOh9Lj3Xo1/enBDT3xkjifY0AECsIewC0GG79lhasiKgJSsDWrIiFCo4ndKkQ5w6drpLx85wqiDP0ex5f3vFq/k31zYGDXEeaUC+qQH9HBqQb6ogz1RFpa11W4KaMMqhy+fFKT2142FHIGCraKelQQXNa+hONbW2Rp5Q2emG6iMPcyolyQgNhZhgyOmQSnaHAq3tpZbKym1F6pXcMEL/jnEeQx63lJxoKLePqby+pnL7GhpS6NC4EQ6NHe5UcpKhLzYEdddv6/Xcqz5ZX/uzpCYbsixb1bVN9z1ysENTxzt0zhyPjp7mbDFQ9flsfb42qEXLA3rvE7/eWxzQ3n09763NNKUP/5as6RPp2YUDCwZtnf6TGr3yDhPwAACA3iMjzVBhnqkB+aaOme7ST77noUdXF6I9DQAQa7os7Hrvvfd01FFHtbhu8eLFmjJlSqiAFj64/Pa3v9VFF13UruPw5gz0HF/2yimvsNQnw1R2VvOgqrbO1ktv+vTP//lUtsdu7GFUVWNr9DCHjj/cpZOOdGnyGGfjcyzL1s4yW7v3WhpS6FByUvPXjQavrY+XBfT3V3168X8+lVfYOukIl+6+Ol7jRjqbbd9ddu2xdPH/1eqfb9BoPaCfqW07rIMO5mZOdmrO0S7trbS1Z5+tPRWWdpRZWr4mKK8vvLWGW58MQ397JEnHTCfoQtv2VFh66gWvFn4W0EefBTo0HCoAAEA0MQzp0u97dMtP45WZ3vELHXHwaE8DAMSaLgu7fD6f9u7d22TZz3/+c7311lvavHlzY8hlGIaefvppnXDCCY3bpaamKj4+vl3H4c0ZCKmoDM05VFFlKyvdUJ8MU/1yTCUmhHrM7KmwVVpuqWSXrXqvrYH9TA3q71BSYutXytXV29pRZmlnmSWHQ8pKN5WZZig91ZDT2XVX2JXssvTqez69/r5fqzcGtaXYku9rWdHAfqbGjnAoP9vU5mJL6zYHtbWVECU5UXrj6RRNnRC5wMu2bVXXSJU1lvZV2dpXZeuP//TqqRd6eEKDTjMM6fwzPbrrqnj1zeTLOzruqX94df6NtW1vCAAAEAWy0g1NPMSh0cOcGjPMoanjnRoxOLIjcvRWtKcBAGJNl7X+ut1u5eTkND72+/3697//rUsvvbRZb660tLQm2wI4sK8PI7h0VVCfrw2quKTlofJSkw3V1tvN5lz6Ut9MQ/1zQ43wwaAUCEr+gK3de+0DDgWXmhwKvTJSQ/dpyYYsS/L6pAafLa9PsizJ6ZAcji/vjcbHDlONgVmD15bXZ6vBK1VU2Vq5LnjA33/LdktbtrdvaMDqWmnmOVW64EyPrjk/Tms3B/Xqe3799wO/CvNNzT3erdOOdatfbtcFEYZhKCVZSkl2qH9uaNnMKS7NPtyra++rb/XfDtHn3NPcmnSIU/nZpvJzDA3Idyi3LyEXOsaybC3+PKh/vuHTY39tiHQ5AAAAYXHcDKdefDS5xZE6AAAAOqvb5ux68cUX9Z3vfEdbt25V//79vyrAMJSfn6+GhgYNHDhQ559/vi688EKZZsuNg16vV16vt/FxVVWV+vfvz5UoiDl19bb27LNUvtfW2s1BrVgX1Iq1ofvOzgGF5iaMcqgw31R2pqnsrNC8U5NGOzVhlOOAvdhsOxQMbioKyueTPO7Q3FUet6GEeCmnj6k4T+vPb/DaOu68ai34tJU0ElEhJcnQY7cm6Pvf8kS6FESxjduCevIfXv3lZR+v8wAAIGYkJ0o3Xhyvq34YJ7eboKunoGcXACDWdNu4Xk8++aSOP/74JkGXJN1xxx065phjFB8fr7fffltXX321ysvLdfPNN7e4n3vuuUe33XZbd5QMdIhl2dpeamnjNktbt1s65WhXi8OW1dbZWrIyNA/LR58FtG2npUDAVmB/ryqfP9SjqsHbwkHQZZZ9EdSyL5r3KEtOlGZMcmn8SIe8Plu1dVJtva2aOlvFJaF/76qaA18zkJluhHr6ZJv7h48MDSE5qL+p3/zVS9AVxTLSDH33FLduuTRefRimEB1UW2frk88DWvBpQG995NeHvBYAAIAYkpJkaP5ZHv1sfhxDegMAgC7X4Z5dt956a5th05IlSzR58uTGx9u3b1dhYaGef/55zZ0794DPfeihh3T77bersrKyxfX07EJPdONDdXr4qQZ5vzYFU0qSoWvOj5NpSpuLg9pcbGlzsaXikpbnlgLQ86UmG5o52amjp7l01GFOjR3hkGlydSraZtu2tu2wtGh5QB8vC+ijZQEt+yKo4IFHbQUAAIhKV5zn0W2XJSglmc/KPRU9uwAAsabDYVd5ebnKy8sPuM2AAQMUFxfX+PiOO+7Qr3/9a+3YsUMul+uAz124cKEOP/xwlZaWKjs7u816eHNGpDV4bY0+qVKbihhyCogFCfHS6KEOjR3h1KghDg3IN1WYb6owz1RGmtFs3kngm2w71PNz+Zqglq4Kza346aqAysq50gEAAMS+y+d59MhNCXxu7uFoTwMAxJoOD2OYlZWlrKysdm9v27aefvpp/eAHP2gz6JKkZcuWKS4uTmlpaR0tDYiIOI+h155I1vDZLfdGBNBzjR/p0JjhDo0a8tVtUH+T3lpoxrZtBQKSzy95fbbq6qXSckuluy2V7LZUutvW5uKgvtgY1BebgqqpjXTFAAAA3W/8SIceuI6gCwAAdL8un7PrnXfe0ZYtW3T++ec3W/fKK6+otLRU06ZNU3x8vN59913ddNNNuvDCC+XxeLq6NOCgeb229lbaqqi0VVFlqaLSlsMhhqMCosTMyU7de228pk9s+yIMxL7qGltbtge1dYelHaWWdpR9dSsqsbS91FJdvRiCFgAAoA0/OsMjl4ugCwAAdL8uD7uefPJJTZ8+XSNHjmy2zuVy6Te/+Y2uuuoqWZalQYMG6fbbb9cll1zS1WUhStm2HbErxNZtDurfb/v0yjt+LfwsIItRC4FucfX5cSrMazqhtcMhJScaTW4et+QPSD6/LZ9f8vkkfyAURHvchtyu0H1ivKERg02uNu3FSnZZeuwvDXrrI782F1vavZcUCwAAIBxGDHJEugQAANBLdXjOrp6GMYZ7lz0VlqaeWaWZk506Z45HR011yuFo3mDt99vatcdW2R5LZeWWdu2xldfX1LEznO1q4Pb7ba1aH9RHywL66LOAFn4W0LYdpFtAJEwe49CD1yWoIM9UfrYpt5uQCh1XVW1r4Wd+/eN1n/76b598/khXBAAAEHt+eXOCLpsX1/aGiDja0wAAsYawC1Fn4rcqteyL0HiBuX0NTRzlVGWNrX1VoVtltaXqVuZKOfIwp+65OkED+pmN2385DOGmIkurNwa1ekNQ67YE5achFOhxDEPK62uoMN+hqeOdOuowp2ZNcSklmQAMTVVV21q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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_within(world_data, 'continent', 'location of \\nSouthern New Guinea freshwater swamp forests\\n', 2)" ] }, { "cell_type": "code", "execution_count": 9, "id": "8b5d975e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_within(continent, 'subregion', 'location of \\nSouthern New Guinea freshwater swamp forests\\n', 2)\n", "plt.xlim(-20,60);" ] }, { "cell_type": "code", "execution_count": 10, "id": "b8bc04f5", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_within(subregion, 'country', 'countries of \\nSouthern New Guinea freshwater swamp forests\\n', 2)\n", "plt.xlim(-20,20);" ] }, { "cell_type": "markdown", "id": "33de1e2e", "metadata": {}, "source": [ "### AgroEcological zones" ] }, { "cell_type": "code", "execution_count": 11, "id": "d0242f92", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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valuegeometrycentroid
81765Irrigated SoilsPOLYGON ((-70.90000 19.50000, -71.00000 19.500...POINT (-70.94286 19.50000)
81660Sub-humid, moderate soilsPOLYGON ((11.40000 9.85000, 11.40000 9.75000, ...POINT (-71.83167 19.58500)
81665Steep terrainPOLYGON ((11.40000 9.75000, 11.40000 9.85000, ...POINT (-70.69643 19.60357)
81664Sub-humid, good soilsPOLYGON ((9.55000 9.90000, 9.60000 9.90000, 9....POINT (-70.87500 19.62500)
81663Sub-humid, moderate soilsPOLYGON ((11.15000 9.75000, 11.15000 9.65000, ...POINT (-71.02500 19.62500)
\n", "
" ], "text/plain": [ " value \\\n", "81765 Irrigated Soils \n", "81660 Sub-humid, moderate soils \n", "81665 Steep terrain \n", "81664 Sub-humid, good soils \n", "81663 Sub-humid, moderate soils \n", "\n", " geometry \\\n", "81765 POLYGON ((-70.90000 19.50000, -71.00000 19.500... \n", "81660 POLYGON ((11.40000 9.85000, 11.40000 9.75000, ... \n", "81665 POLYGON ((11.40000 9.75000, 11.40000 9.85000, ... \n", "81664 POLYGON ((9.55000 9.90000, 9.60000 9.90000, 9.... \n", "81663 POLYGON ((11.15000 9.75000, 11.15000 9.65000, ... \n", "\n", " centroid \n", "81765 POINT (-70.94286 19.50000) \n", "81660 POINT (-71.83167 19.58500) \n", "81665 POINT (-70.69643 19.60357) \n", "81664 POINT (-70.87500 19.62500) \n", "81663 POINT (-71.02500 19.62500) " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = 'data/Bioclimatic and ecological zones/GlobalAgroEcologicalZones_GAEZ.geojson'\n", "agros = {1: 'Steep terrain', 2: 'Artic/Cold', 3: 'Desert/Arid', 4: 'Irrigated Soils', 5: 'Hydromorphic soils', \n", " 6: 'Dry, good soils', 7: 'Dry, moderate soils', 8: 'Dry, poor soils', 9: 'Moist, good soils', \n", " 10: 'Moist, moderate soils', 11: 'Moist, poor soils', 12: 'Sub-humid, good soils', 13: 'Sub-humid, moderate soils', \n", " 14: 'Sub-humid, poor soils', 15: 'Humid, good soils', 16: 'Humid, moderate soils',\n", " 17: 'Humid, poor soils', 18:'Water'}\n", "\n", "agroeco_df = Read(path)\n", "agroeco_df = agroeco_df.wrangle(replace_values = True, column_to_replace = 'value',\n", " replacing_values =agros)\n", "gaez = gpd.clip(agroeco_df, fav_forest)\n", "gaez.head()" ] }, { "cell_type": "code", "execution_count": 12, "id": "60b0ae50", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(gaez, 'value')" ] }, { "cell_type": "markdown", "id": "60f2ca72", "metadata": {}, "source": [ "### climate" ] }, { "cell_type": "markdown", "id": "d5c057fc", "metadata": {}, "source": [ "###### Climate" ] }, { "cell_type": "code", "execution_count": 13, "id": "68d5e8c8", "metadata": {}, "outputs": [], "source": [ "climates = {1: 'Warm Temperate Moist', 2: 'Warm Temperate Dry', 3: 'Cool Temperate Moist', 4: 'Cool Temperate Dry', \n", "5: 'Polar Moist', 6: 'Polar Dry', 7: 'Boreal Moist', 8: 'Boreal Dry', 9: 'Tropical Montane', 10: 'Tropical wet',\n", " 11: 'Tropical Moist', 12: 'Tropical Dry'}" ] }, { "cell_type": "code", "execution_count": 14, "id": "152f105f", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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class_namegeometrycentroid
20423Tropical MoistPOLYGON ((10.85000 9.50000, 10.85000 9.40000, ...POINT (10.80000 9.45000)
20408Tropical MoistPOLYGON ((11.15000 9.60000, 11.15000 9.50000, ...POINT (11.12500 9.55000)
20440Tropical MontanePOLYGON ((8.65000 10.15000, 8.72503 10.15000, ...POINT (8.93947 9.58840)
20250Tropical MontanePOLYGON ((8.90000 10.50000, 8.94546 10.50000, ...POINT (8.95000 10.45000)
22736Tropical DryGEOMETRYCOLLECTION (POLYGON ((12.75000 9.25000...POINT (14.83832 19.08908)
\n", "
" ], "text/plain": [ " class_name geometry \\\n", "20423 Tropical Moist POLYGON ((10.85000 9.50000, 10.85000 9.40000, ... \n", "20408 Tropical Moist POLYGON ((11.15000 9.60000, 11.15000 9.50000, ... \n", "20440 Tropical Montane POLYGON ((8.65000 10.15000, 8.72503 10.15000, ... \n", "20250 Tropical Montane POLYGON ((8.90000 10.50000, 8.94546 10.50000, ... \n", "22736 Tropical Dry GEOMETRYCOLLECTION (POLYGON ((12.75000 9.25000... \n", "\n", " centroid \n", "20423 POINT (10.80000 9.45000) \n", "20408 POINT (11.12500 9.55000) \n", "20440 POINT (8.93947 9.58840) \n", "20250 POINT (8.95000 10.45000) \n", "22736 POINT (14.83832 19.08908) " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'data/climate/IPCC_ClimateZoneMap_Vector.geojson'\n", "\n", "climate = Read(url)\n", "climate = climate.wrangle(replace_values = True, column_to_replace = 'class_name',\n", " replacing_values = climates)\n", "clim = gpd.clip(climate, fav_forest)\n", "clim = clim.drop((clim[clim['class_name'] == 0]).index)\n", "clim.head()" ] }, { "cell_type": "code", "execution_count": 15, "id": "193aea2b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(clim, 'class_name')" ] }, { "cell_type": "code", "execution_count": 16, "id": "be3008f6", "metadata": {}, "outputs": [], "source": [ "clim = clim.drop((clim[clim['class_name'] == 0]).index)" ] }, { "cell_type": "markdown", "id": "1e27cc7e", "metadata": {}, "source": [ "###### Climate_shifts" ] }, { "cell_type": "code", "execution_count": 17, "id": "cf48c36c", "metadata": {}, "outputs": [], "source": [ "def climate_shifts(year, scenario):\n", " replace = {\n", " 11: 'Af', 12 :'Am', 13 : 'As', 14 : 'Aw', 21 : 'BWk', 22 : 'BWh', 26 : 'BSk', 27 : 'BSh',\n", " 31 : 'Cfa', 32 : 'Cfb', 33 : 'Cfc', 34 : 'Csa', 35 : 'Csb', 36 : 'Csc', 37 : 'Cwa', 38 : 'Cwb', \n", " 39 : 'Cwc', 41 : 'Dfa', 42 : 'Dfb', 43 : 'Dfc', 44 : 'Dfd', 45 : 'Dsa', 46 : 'Dsb', 47 :'Dsc', \n", " 48 :'Dsd', 49 : 'Dwa', 50 : 'Dwb', 51 : 'Dwc', 52 : 'Dwd', 61 : 'EF', 62 :'ET',\n", " }\n", " if scenario:\n", " clim_shift = Read(f'data/climate/KoppenGeigerClimateShifts/{year}-{scenario}.geojson')\n", " else: \n", " clim_shift = Read(f'data/climate/KoppenGeigerClimateShifts/{year}.geojson')\n", " clim_shift = clim_shift.wrangle(replace_values = True,\n", " column_to_replace= 'gridcode', replacing_values = replace)\n", " forest_clim_shift = gpd.clip(clim_shift, fav_forest)\n", " return forest_clim_shift" ] }, { "cell_type": "code", "execution_count": 18, "id": "6aab5e6a", "metadata": { "scrolled": true }, "outputs": [], "source": [ "def plot_climate_shifts(years, scenario, title):\n", " fig, ax = plt.subplots(nrows = 1, ncols = 4, figsize = (15,10))\n", " for i in range(len(years)):\n", " if scenario:\n", " climate_shifts(years[i], scenario).plot(column = 'gridcode', ax = ax[i], cmap = 'winter',\n", " legend = True)\n", " else:\n", " climate_shifts(years[i], None).plot(column = 'gridcode', ax = ax[i], cmap = 'winter',\n", " legend = True)\n", " ax[i].set_title(years[i], fontdict = {'fontsize': 10})\n", " for ax in ax.flat:\n", " ax.axis('off')\n", " ax.set_xlim(left=-20, right=20)\n", " ax.set_ylim(bottom=0, top=20)\n", " plt.suptitle(title, y =0.7,\n", " size = 24)\n", " fig.tight_layout(pad = 0.2)" ] }, { "cell_type": "markdown", "id": "aacf76ac", "metadata": {}, "source": [ "1901 - 2000 (No scenarios)" ] }, { "cell_type": "code", "execution_count": 19, "id": "4922fb77", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = ['1901-1925', '1926-1950', '1951-1975', '1976-2000']\n", "plot_climate_shifts(years, None, 'Koppen-Geiger climate shifts',)" ] }, { "cell_type": "markdown", "id": "455cd0f1", "metadata": {}, "source": [ "A1F1" ] }, { "cell_type": "code", "execution_count": 20, "id": "47f0665f", "metadata": {}, "outputs": [ { "data": { "image/png": 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CAix/sf9WUFCAgQMH4sqVKwAqho6Jj49H69at4erqiuLiYmRkZODIkSNmnw0LAE8++SQWLlwIqVSKbt26ISYmBnq9Hrt37zb87R08eBAPP/ww1q9fb3Hc7u7ueOaZZwAAGRkZWLVqFQAgODi42tBb3bt3R3h4uFXvzZUrVzBkyBAUFBQAABQKBbp06YIWLVpArVajqKgIly5dwpEjR5Cfn2/x8zDl119/NZzVGxISYrh6wMnJCePGjUNSUhKAirPuhw8fLvr27yZivtdi5tkXXngBX375peG+j48PunfvjuDgYJSWluLQoUM4fvw4BEHA/PnzkZmZiXXr1pkcBqqwsBCJiYk4fvw41Go1+vTpg2bNmqGgoADJycnIzs4GULG/GB0djVdffbXGfnQ6HTIyMgBUDM3Utm1bREZGwt3dHeXl5bh69Sp2796N/Px8FBUV4aGHHoJCocCECRPqjK/SJ598glmzZgGomD+pa9euUKvVuHTpEhQKhVl9VFVcXIwBAwZg7969hmXBwcHo06cPXF1dcf78eezYsQM6nQ5ZWVkYNWoUfv75Z4wbN87ibRER0V3IvscJiIioMbjzjPo5c+YYneGVkJBQ59npd/r444+Nzjh65ZVXhNLSUqM2WVlZwuDBgw1t5HK5sHv37hr7q3pWuVKpFAAI8fHxwpkzZ4za6XQ64eOPPzaK/e23366xz6pnVikUCgGA4OPjI2zYsKFa2/Xr1xudtdyvX79az+DevHmzIJVKDf2+//77QmFhYbV2hw4dEtq0aWPo8+mnnzb53FUqlQBUXC1w55my5eXlwksvvWR05pyYZxRGRkYa+p44caJo/dbkrbfeMmzL399fWLZsWY1n6/3yyy9GZxAuW7asxv7MOaP+2rVrRu9xt27dhIsXLxq1KS8vF2bNmmX0XsDEGaIPP/ywoV1UVJSwadOmam20Wq3w7bffGvqUyWTCrl27auyv6mdVLpcLEolEeO+994SysjKjdnd+3sxVXl4u9OrVy7ANZ2dnYfbs2dX6FwRB0Gg0wurVq4UxY8bU2Fd9nFFf+fl/5plnhKKiIqN2p06dEoKDgw1tX375ZSE0NFRQKpXCf//732qf2RUrVghyudzQPiUlpdbX5bXXXhOWL18u5OXl1fi4Xq8XVq9eLfj5+Rn62759e639mfO873T8+HFBrVYb1nv++eeFnJycau0uXLhgdMXR0KFDzeq/Nl988YWhrzZt2ginT5+usZ1erxf27t0rPP3000J6enq1x6ueUV/5t96lSxfh1KlT1fr58ssvjb5DUlNTa42varvaWHIFjKXvzXPPPWdo36dPHyEjI6PGduXl5UJKSorw4IMP1nrFhTUGDBhg9DdfVUpKitFrnpuba/V2eEa9eO+1mHk2KSnJ0I+rq6swZ86cGs+Y37p1q9FZ7R9//HGN/VV9ryo/p1OmTKmWa4qKioRJkyYZbbumfZ3K5zBt2jQhOTm5xucoCBXfWf/+978NOdnT01MoKCiosa0gGH/u5XK54OHhIaxcubLGfiuZe0b9008/bWgnk8mEzz//vNo+yNmzZ4VOnToZ2rm7u1fbZyAiIqoJC/VERGRS1eLfncMbDBw4sFpBrC55eXmCq6urYf0XX3yx1ralpaVCly5dDG379+9fY7uqxWoAQmhoaJ1D8Lz//vuGtk5OTjUWs+78US+VSoWdO3fW2ue2bduMDgCsW7euWhudTie0bNnS0Oann36qtT9BqDhY4e/vbyjqX7lyxeRz79OnT62X0uv1eqPX86OPPqpz+5aoWtCcNWuWaP3eKS0tzXD5upubW7Ui3p22bNli9Ldb0wEUcwr1VQ9yhIWF1VnQevnll43ek9oKT9u2bTP6m83KyqrzucyfP9/QPjExscY2VT+rAIT333+/zj4tNW/ePKPix7Zt26zuqz4K9QCEqVOn1rrNn3/+2agtgDqHUag69MpTTz1lydOr0e7duw39jR8/vtZ21hTqqxZkTb3vhYWFRrm8toOg5hg7dqyhn5oONJmrarEcgNCyZcs6C3Hjxo0z672xd6G+arGupiF/6tPly5eNvpeOHj1q9Lherzf6HM6dO9fqbYlVqA8ODhaeeeYZk/+Sk5Mt2kZDFOrFeq/FyrP5+fmCp6enoaBc1wEtQRCEkydPGoaT8/HxqXHf7s58O2nSpFr7KykpEZo1a2Zou3TpUqueR1UfffSRob9vv/221nZVY5RIJCafuyCYV6g/f/684WQLAMJXX31Va3+3bt0Smjdvbmg7bdo0kzEQERFxMlkiIrLIqVOnDLdjY2OxZs0ak0OyVLVkyRIUFhYCAAICAvD+++/X2lalUmH27NmG+8nJyUaXgdfm3XffhY+PT62Pv/LKK4aJwkpLS/Hjjz+a7HPy5Mno2bNnrY/36dMHDzzwgOH+vHnzqrVZs2YNzp07B6BiyIQHH3ywzm0GBgbihRdeAFAxpM/y5ctNxvnFF19ALq95ZDuJRIJp06YZ7u/bt89kf+bIz883mojQnOGP1q9fj+nTp9f579atW9XW+89//gOdTgeg4n2sadiJqgYMGIAhQ4YAqPjbtWbIF71ebzQZ48yZM+t8ju+8845Zr8Hnn39uuP3hhx8iMDCwzvZTp041PN8///zT5DAiISEhtQ41YK3PPvvMcPsf//gH+vTpI2r/tlIqlfj4449rfXzMmDFQqVSG+x07dsTkyZNrbT9x4kTDbTE+L926dUPr1q0BAFu2bLG5v0pHjhwxTD7dqlUrvPbaa3W2d3Fxwdtvv224v3jxYqu3XXUIDz8/P6v7udNHH30EV1fXWh9/5JFHDLfFymX1ob5eH3P8+OOPhiHWOnTogHbt2hk9LpFIjP7+q+Y5e8nMzMQ333xj8t/hw4ftHWo1Yr3XYuXZ+fPn4/bt2wAqvj8SEhLqbN+6dWtMmTIFQMXEs3/88Ued7ZVKpdH32J2cnJwwadIkw30xPqdV92E2b95s1jr333+/yedurnnz5hmGv2vfvj2mT59ea1svLy+j76MlS5bYNLk6ERHdHThGPRERWe3EiRP48ccf8fjjj5u9TmUxCagogjk7O9fZvmvXrmjXrh2OHTsGoKJYHx0dXWt7lUqF8ePH19mnQqHAAw88YBhHPDk5Gc8991yd6zz88MN1Pg5UjC9dWfBKSUmBIAiQSCSGx6uOo1y1AFiXAQMGGG7v2LEDL774Yq1tIyMj0alTpzr7i4+PN9y+dOmSWTGYUjkebyUXFxeT6+zduxfffPNNnW1eeukleHt7Gy2z9jX8888/AVS8hh07djRrvUonT57EjRs3AFT87ZgaZ9bFxQVjxozBwoULa22j1WoNY57L5XKMHTvWZBwSiQT9+/fH6dOnIQgCdu3ahVGjRtXafuzYsbUetLHG5cuXDWNzA6izQGEvCQkJ8Pf3r/VxJycnREVF4eTJkwBg8nWPjY013E5LSzMrhrNnz2L//v24cOEC8vLyoNFoDMVSAIZCTU5ODq5cuYJmzZqZ1W9dqn4u7r//fshkMpPr3JlbrBUWFma4/e233+K7776zuq9KTk5OGDFiRJ1t6iOX1YewsDDDAdpvvvnGrPklxLJo0SLD7doOSD300EP417/+BQD466+/cPbsWbRq1apB4mtqxHivxcyz1n5fVn6Gd+zYgfvuu6/Wtr179zZ5gNnSz6ler8eBAwdw+PBhXL16Ffn5+YY5N+5k7sEac5+7Oaruw06bNs1oH68m9957L7y9vXHr1i1oNBr89ddfSExMFC0eIiJqelioJyIiizz22GPYunUrLl68CEEQ8OSTT0KlUplVyAZgdEZzr169zFqnV69ehkL9wYMH62zbrl07swrFPXr0qDGmmkgkEnTr1s1kn926dYNEIoEgCLh9+zYuXbqEiIgIw+OVk1MCwLp168z6kVn17KvKyRprc+fZkjWpeqWBWGd2ubm5Gd2vnLhQbDk5OTh79qzh/hdffGHyRzIAQ1EWMP0a1qTq+9S6detqz7cmXbp0qbNQf/ToUcPr5OTkhJdfftmsWKqekWjquZg6aGOp3bt3G263bNkSoaGhovYvhrZt25ps4+XlZbjdpk0bs9uamvxx3bp1eOuttyy6auPmzZuiFOqr5pa//vrLrOJe1YMH1nwuKk2YMMEwIen333+Pffv2YcqUKRgyZIjJK15qEx0dbXKS7/rIZfVhwoQJhqsn3nzzTWzcuBEPPvggBg0aZLiyqz5UFt2Bigl+q17xVVV0dDS6dOliyC2LFi2q80q3+ta3b1+kpKTYbfu2EOO9FjPPVs0LixYtMkyYXJerV68abjfkPodWq8XXX3+Nzz//3CiGupg7ObVY34WCIBjtD5izD6tQKNC1a1fD1QkHDx5koZ6IiOrEQj0REVkkJCQEW7duRUJCAtLT0yEIAh555BGoVCpMmDDB5PqVZyYDQHh4uFnbrPoD19QPs6pnd9alanGsakw18fLyqnMIhkru7u7w8PAwXGp+48YNo0J9Zmam4bY5P5jvlJubW+fjHh4eJvtQKBSG2zWdpfbTTz8ZFQpq8u677xqd6e7u7g65XG4Y/qby+ddl5syZmDlzptGyOw9s3CkrK8vo/rfffmtyO3cy9RrWpOrfnLlFk5CQkDofr/q3UFhYaPLqgpqYei5iD7Nx/fp1w+3IyEhR+xaLOZ+BqlcZmGpftW3V4Z3uNHPmTMyaNcuMCI3deTWKtar+PW3dutXorE9zWPO5qDRo0CC88MIL+OKLLwBUHPisPFjh6+uLXr16oV+/fhg7dqzZByUszWV1vTf29uijj2Ljxo349ddfAQCpqalITU0FAAQHB6NPnz4YMGAA7r33XlE/s1WHsbnnnnsQHBxca9uHH37YUKj/8ccf8d5775l1EJSMifFei5VnCwsLjfKLOUP83akh9jkAQKPRYNSoUdi4caNF8ZmbP8X6XOXl5Rk9h/rYhyUiIuIY9UREZLHw8HBs3brV8MNfp9Nh8uTJZhWfK8enB8wbIuXOdqZ+mJk7Xn7VPktKSgzjntvS55393hmrrWd9mipGiVFY2bx5s8mxgWs6s7jqAZKq8xiISYyzZq0p6FX9m7Xm76smDfFcTA0rZamqf8/mHLiyB0s/A2J8ZjZt2mRUpO/duzfmzZuHQ4cO4ebNmygtLYUgCIZ/ffv2NbStHOvYVrb+PdWV/8zx+eefY/Xq1dXm8bh58yZ+//13vPDCCwgPD8fYsWNx+fJlk/01pSKxVCrF8uXLsXDhQrRv397osczMTCxbtgxPPvkkgoOD8dhjj9U4N4elNBoNli1bZrhf1zwMQMXQIJUF1fT0dCQnJ9scw91IjPdarDzbEN8xYn1OZ82aZSjSV1798csvv+DUqVPIy8tDWVmZUQ6tVPV2XcT6Lqy6LwDUzz4sERERC/VERGSVqKgobN26FQEBAQAqftBNmDDBaEzUmlT94WnuEClV25kadqS4uNjiPp2dnesc09ncPu/s985Yq/5YO3z4sNEPT3P+OfI4zFUnu9u7d2+9bKPq6+fp6Wnx6ycIQp3D0ZizXWv+vkz1GRcXZ9VzufOKhPpW9e/5zoLF3eyTTz4x3H7iiSewfft2PPbYY4iLi4OPj4/R5LVA/RRqqv49rVq1yqq/J1uNHDkSO3fuxNWrV/HTTz/hySefNBpaSBAE/Pbbb+jUqZPREFZ3A4lEgilTpuDIkSM4f/48kpKSMGXKFKMzprVaLZKSktC1a1eTV3mZ8vvvvxtd2TRlyhRIJJJa//n5+RmdKewIk8o2Vra+12Ll2TuLyLdv37Y4JzTEEEQajQZff/214f6iRYuwePFijBs3DjExMXB3dzc6K9+ehe47D5zUxz4sERERC/VERGS16OhobN682TAGaVlZGcaOHYvNmzfXuk7VS5DT09PN2k7VMzB9fX3rbGtun1XbmeozNzfXrB+H+fn5Rmex3dlv5UENAIYJ5xzNwoULTf54r2ms3f79+xtuX7x4Efv37xc9tqqv3+3bt20uZpmr6vto7ti5GRkZdT5e9blcvHhRtDOr61PVmM2dWLWp0+l0hqEtpFKpWWN7m5ujLOFIuSUkJAQPPvgg5s6dixMnTuDKlSt47733DIXDnJycOifFbuqioqLwyCOPYOHChbhw4QLOnj2Ll156yTDM0oULF6waRqmqqpPIWmPFihX1NtfI3cSa91qsPOvp6Wl0kNDeeaE2e/fuNRyQaNeuHR588ME625tzRU598fDwMDpoUB/7sERERCzUExGRTWJjY7Fp0yZ4enoCAEpLSzF69Ghs27atxvbx8fGG27t27TJrGzt37jTc7tixY51tjx07ZlaBoeo47Kb6FAQBe/bsMdnnnj17DGemenp6VhtvveqEtH/++afJ/hqTcePGGU0aVzletZiCgoKMhtixdDxba8XFxRlunzp1yqyzHKtO+lpbn5VFlPz8fKNJ/xxV9+7dDbfPnj1r9kGLpuzmzZsoKysDAPj7+5scC/nkyZNmjVFs6ZASjpxbQkND8c9//hPz5s0zLNu4cSM0Go0do7Ke2MPytGzZEp988gneffddw7LVq1db3d/169eN/gY6dOiAbt26mfWvcoiQoqIirFixwvonRTUy570WM8927drVcNvR8kKlqvNrmDMZeG37lg1BIpEY7Q+Ysw+r1WqNrjI0tb9JRETEQj0REdksPj4ef/75p+GS3uLiYgwfPrzGSUkHDBhguL106VKUlpbW2ffBgwdx9OhRw/2qZ27XRKPRYPny5XW2KS8vx5IlS8zuEzBvIraqw6r069evWkFnxIgRhttLlixBdna2yT4bCxcXF8yYMcNwf8mSJTYVm2ozfPhww+0vv/xSlCE7TGnbtq2hAFteXo5ffvmlzvZFRUUm52twdnY2+izUx4ENsYWHh6N169aG+9ZMgNvUSKX/25UuKSkx+fc4Z84cs/p1cnIy3K5tAsaqquaWLVu24NixY2ZtpyFVjbG8vFyUsdjtwdL3xlxVX5+qE4paavHixYaxxf38/LB//37s3r3brH9Vz2bm8Df1p673Wsw8W3U7c+fONbm/ZQ9Vc6ipoeX0ej2+//77+g6pTlW/t3/44QeTOX/16tXIyckBUJE7evToUa/xERFR48dCPRERiaJr165Yv369YXiDwsJCJCYm4sCBA0btHnjgAUNBPysrq85L/MvKyoyKv/3790d0dLTJWN566y3DD6Oa/Pvf/zaM965SqUxOtAcAP/30U51nT23fvh0///yz4f5jjz1Wrc3YsWPRokULABU/SCdPnmx2oaewsNDhhyJ49dVXja6YeOCBB7B27VpRt/GPf/zDMJ/A/v37LRoi4tq1a1ZtUyqV4uGHHzbcnzlzptH4z3eaNWtWnY9XevXVVw23V6xYYdH4+dY+F1tVHbLks88+w/bt2+0Sh6Pw8fGBu7s7gIrJGyuHwanJzp07zS7UV706xdQwSkBF/u3Xrx+AiiuAJk+eXOOkzzUpKytDbm6uWW1rYs4VAoDxMBFSqRTe3t5Wb9OeLH1vrHl9TF2ZUZeqBfYJEyYYhlkxR9XvwuTk5HoZpqkpE+u9FivPPvnkk4arHa9evYr/+7//M/vg9s2bN22eZNocVcfuT01NrXMS3E8++QRHjhyp95jq8vjjjxsOLhw8eLDOAwd5eXl45ZVXDPcnTZoEDw+Peo+RiIgaNxbqiYhINL1798aaNWsMl8/n5eVh8ODBRmfEu7u745///Kfh/kcffYS33nrLMHxEpevXr+Pee+81FMflcjk+/PBDkzEolUpkZGRg8ODB1cZk1ev1+OSTT/DWW28Zlr388stGhZeaKBQK6PV6jBo1qsbLx//44w+MHj3a8AM4ISEBw4YNq9ZOJpNhzpw5hkLzpk2bkJCQUOcwKUePHsXrr7+OsLAwhx8X3MnJCStWrIC/vz+AijPLR48ejQceeACHDh2qdT29Xo+UlBQ88cQTJrcRFRVl9Pcza9YsTJ06tdbhAXQ6HTZv3oyHH37YpkvO//GPfxgKHunp6UhMTKz2fmi1Wrz33nv45JNPqk0gWpO+fftiypQphvuPPPIIXn755VoPMmk0Gvz++++49957MWrUKKufiy2mTp2Knj17Aqg4mzgxMRHffvttjQecysrKsGbNGtx7770NHWaDkUqlRp/1adOm1TiZ8vLlyzFs2DDodLpqkzzWpF27dobbq1atqpYfa/L1118bJjs8evQounbtWud8IefPn8e//vUvREREGA0vZqkePXpg0qRJWL9+fa1xnjp1yuhg1z333GPWZ8QRWfrehIWF4YknnkBKSkqthc/du3dj+vTphvs1fX+Y4/Dhw0bftw888IBF6yckJKBZs2YAKg74mHMlGf2PWO+1WHnWw8PD6GqtBQsWYOTIkTh9+nSNsQmCgL/++gvTp09HeHg4SkpK6n7CIoiPj0dISAiAin3G+++/32g4HKDiu+/tt9/Ga6+9Zlb+rE9RUVF48sknDfenT5+Ob775pto8MxcuXMDgwYNx4cIFABX7vlX3PYmIiGpj/ikWREREZujfvz9WrlyJ0aNHQ6PR4NatWxg4cCBSU1MNl3O/9NJL2LFjB9asWQMAeP/99zFnzhz0798fXl5euHLlCpKTk43GMP7kk0+MxmGuzbhx43DhwgXs2bMHrVu3Rp8+fdCiRQsUFhZi27ZtRj8Ae/ToYVT0rU1wcDDuu+8+fPHFF0hMTET79u0NZ44fPHjQaJgJf39/zJ8/v9ZxjAcOHIg5c+bg6aefhk6nw+7du9G1a1e0bNkS8fHx8PLyQklJCa5du4bDhw83uuFxIiIisHfvXowePRpHjhyBXq/Hzz//jJ9//hn+/v7o1KkTfH194eLigqKiIly9ehVHjx6tVpzu379/rQdQ3nnnHVy6dMlw5ugPP/yAn376CfHx8YiJiYGrqyvy8/Nx+fJlHDlyxDCmvKkDMnUJCgrC3LlzMWnSJMOcBa1atUJCQgIiIyORn5+P1NRUXL9+HQqFAu+//z5efvllAMaX9t/pu+++Q1ZWFjZu3AhBEPDpp5/iq6++QpcuXRAVFQVnZ2fk5eXhwoULOHbsmGHogk6dOln9XGwhl8uxbNkyDBgwAOfOnUNxcTGeeeYZvPnmm+jduzeCgoJQXl6Oy5cv48CBA8jPz2/yZxC+9dZb+P3331FSUoJLly6he/fu6NGjB1q1aoWysjL89ddfhoM6jz/+OM6ePVvnmfcAMHToUKjVahQXF+PIkSNo3bo1+vXrB09PT0NuGTx4MAYPHmxYJzY2Fj///DMmTJiA4uJinDlzBoMGDUKzZs3QpUsX+Pr6oqysDDdu3MCRI0dEm2OgvLwcS5cuxdKlS+Hs7Iz27dsjMjIS7u7uyM3NxYULF4yurHJ2dsann34qyrbtwdL3pqSkBPPmzcO8efPg5uaGuLg4hIWFwcXFBTdv3sTp06dx8uRJQ/9+fn6YOXOmVbFVPZs+MjLS4mE2JBIJJk2ahH//+98AKialffPNN6u1GzZsWLViatWrfPbv3280lnel9evXIzg42KKYrDF37lzMnTvXaNmdB1SGDRsGpVJptOypp57CU089ZfV2xXqvxcyzU6dOxcWLF/Hee+8BANatW4f169cjNjYWsbGxcHd3R1FRETIyMnDo0CGzrgYTk1QqxXvvvYdHHnkEQMUJDK1atULPnj0RHh6OnJwcpKSkGK76+f77701OOFvfPv30U+zfvx/79u2DVqvF9OnT8dFHH6F3795wdXXFhQsXsG3bNsPBGrlcjqSkpGrzFhEREdVIICIiMqFv374CAAGA8M4775i1zu+//y4oFArDekFBQcLZs2cNj5eXlwvTp08XZDKZoU1N/zw8PIQFCxbUua0FCxYY2k+ZMkXIzMwUevToUWe/gwcPFvLy8mrtMy0tzdA2PDxcKCsrEx5//PE6+2zRooVw7Ngxs16frVu3Ci1btqyzv6r/2rZtK2RkZJh87qbc+bzqS1FRkfDhhx8Kvr6+Zj9HiUQi9OnTR1i1apVZ2/j6668FLy8vs/seNWpUjf288847Zv99L1y4UFCr1bVux93dXVi1apWwceNGw7LatltJq9UKb731Vp39Vv2nUCiEZ555psa+qn5Wk5OTzXkZrZKTkyPce++9ZsUbEhJSYx/h4eGGNmlpaTW2mTJliqFNbXnAkvdPECx/jao+l9qsWrXK5Pv3xBNPCKWlpWZv//vvvxekUmmt/dX2XA8fPix06tTJ7M9d8+bNhUOHDpl8HWoTGxtr9rYiIiKEnTt31thPcnKyoV3fvn3N2rY57405bSzdtiXvjaurq9mvT4cOHYRTp06Z9dzvVF5eLvj7+xv6+uc//2lVP0ePHjWKadeuXdXaVP3sWvKvts951c+wue99Xar2Z8k/c/dvaiP2ey1Gnq20bNkyITg42Oz4unbtKpSWllbrx9J8a+5n64033qgzHicnJ2HOnDmCIIj3ub+TJftHBQUFwvjx402+jkFBQcL69evNjoGIiIhn1BMRUb0YNWoUlixZgokTJ0Kn0yErKwv33HMPUlNTERERAblcjq+//hpPPfUU5s+fjy1btuDKlSsoKCiAt7c3WrVqhWHDhuHxxx+3+EzooKAgpKam4qeffsLixYtx6tQp3Lx5E97e3ujcuTOmTp2KsWPHWtSnQqHA999/j/vvvx9JSUnYu3cvsrKyoFarERMTg/vvvx9PPfWU0USDdenfvz9Onz6NlStXYt26ddi9ezeuXbuG/Px8qNVqBAQEICYmBj179sTQoUNrPDvRkanVarz22muYMWMG/vjjD2zZsgV79uxBdnY2cnJyoNfr4enpCT8/P8TFxaFLly4YMWKE0Xi1pkyfPh1TpkzBjz/+iE2bNuHIkSO4ceMGSktL4ebmhtDQULRt2xb9+vXDsGHDDEM62GLKlCno27cvvvrqK6xfvx5XrlyBQqFAs2bNMHLkSDz11FMICwvDsmXLDOtUDplTG5lMhnfffRczZszAokWLsHnzZpw8eRI3b95EeXk53N3dER4ejnbt2qF///4YNmyYTWNYi8Hb2xu//fYb9u3bhyVLliAlJQVXr15Fbm4unJ2dERoairi4OCQmJmLcuHF2jbUhjB49GsePH8fnn3+OjRs3Ij09HXK5HMHBwejVqxemTp2KhIQEi/p8/PHHERsbi7lz52L37t3IyMhAcXGxyTGmO3TogP3792Pjxo1YtWoVdu7ciczMTNy+fRsqlQp+fn5o1aoVunfvjiFDhqBHjx61XgFkjsOHD2P37t1ITk7G3r17cebMGWRmZqK4uBhqtRqBgYGIi4vDqFGjMH78+EY75E1Vlrw3OTk52LZtG1JTU7Fv3z6cO3cO169fR2lpKdRqNUJDQ9GpUyeMHTsWo0aNqvMKnLps2LDB6AosS4e9qdSuXTu0a9fOcKXYDz/8wAkwzST2ey1mnh0/fjxGjx6NpUuX4s8//8S+fftw48YNFBYWwsXFBSEhIYarEIcNG4ZWrVqJ+dKY9K9//QtDhw7F7NmzsWPHDty4ccPwPZ6YmIhHH30ULVu2bNCY6uLq6oply5bh+eefx48//oiUlBRkZmaipKQEvr6+iI2NxYgRI/DII4/YfbgeIiJqXCSCqb19IiIiB7dw4UJMmzYNQEUh1ZJJOWtz6dIlw2XK4eHhhslniczx5ptv4oMPPgAAfPjhh3jttdfsHBERERERERE5Mk4mS0RERCQiQRDw66+/Gu536dLFjtEQERERERFRY8BCPREREZGIvvrqK5w9exZAxTBMffv2tXNERERERERE5OhYqCciIiIyw65du/DEE0/gyJEjNT5eWFiImTNn4sUXXzQse+GFFyCXc0ogIiIiIiIiqht/ORIRERGZoaysDPPmzcO8efMQHh6OuLg4+Pv7Q6fT4cqVK9i1axeKiooM7RMSEoyK9kRERERERES1YaGeiIiIyEKXL1/G5cuXa3184sSJSEpKgkwma8CoiIiIiIiIqLFioZ6IiIjIDAkJCdi6dSvWr1+PvXv3IisrCzdv3kRBQQE8PDwQGhqKhIQEPPTQQ5xAloiIiIiIiCwiEQRBsHcQRERERERERERERER3K04mS0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9UREREREREREREREdsRCPRERERERERERERGRHbFQT0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9UREREREREREREREdsRCPRERERERERERERGRHbFQT0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9UREREREREREREREdsRCPRERERERERERERGRHbFQT0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9UREREREREREREREdsRCPRERERERERERERGRHbFQT0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9UREREREREREREREdsRCPRERERERERERERGRHbFQT0RERERERERERERkRyzUExERERERERERERHZEQv1RERERERERERERER2xEI9EREREREREREREZEdsVBPRERERERERERERGRHLNQTEREREREREREREdkRC/VERERERERERERERHbEQj0RERERERERERERkR2xUE9EREREREREREREZEcs1BMRERERERERERER2REL9WQ3H374Ibp06QI3Nzf4+/tjzJgxOHPmjFEbQRAwc+ZMBAcHw9nZGf369cOJEyeM2mg0GsyYMQO+vr5wcXHBqFGjcPXqVaM2//rXv9CzZ0+o1Wp4enqaFV9KSgpGjx6NoKAguLi4IC4uDosXL67WLjU1FZ06dYKTkxMiIyMxd+5co8fnzZuHPn36wMvLC15eXhg4cCD27t1r1GbmzJmQSCRG/wIDA82Kk4jIUYiR12/duoUZM2YgOjoaarUaYWFhePbZZ5GXl1dte+vWrUO3bt3g7OwMX19f3HfffXXGJ1ZeX7hwYbWcLZFIUFpaatTu22+/RUREBJycnNCpUyds377d5GtIRORIxNpf79evX7WcOXHiRKM29txfryk+iUSC4cOHG9pwf52ImgoxcvulS5dqzJsSiQS//PKLUV/1sc+elZWFBx54ANHR0ZBKpXj++edr7GvFihVo06YNVCoV2rRpg5UrV1Zrw312ciQs1JPdpKam4plnnsHu3buxadMmaLVaDB48GEVFRYY2//73v/H5559j9uzZ2LdvHwIDAzFo0CAUFBQY2jz//PNYuXIlli5dih07dqCwsBAjRoyATqcztCkrK8P999+Pp59+2uz4du3ahfbt22PFihU4evQoHnnkETz88MNYs2aNoU1aWhqGDRuGPn364NChQ3jjjTfw7LPPYsWKFYY2KSkpmDRpEpKTk/HXX38hLCwMgwcPRkZGhtH22rZti6ysLMO/Y8eOWfR6EhHZmxh5PTMzE5mZmfj0009x7NgxLFy4EH/88QceffRRo22tWLECDz30EKZNm4YjR45g586deOCBB+qMT6y8DgDu7u5GOTsrKwtOTk6Gx5ctW4bnn38eb775Jg4dOoQ+ffpg6NChSE9Pt/r1JSJqaGLtrwPA448/bpQzv/vuO6PH7bm//ttvvxnFdvz4cchkMtx///1G2+P+OhE1BWLk9mbNmlXbF541axZcXFwwdOhQQz/1tc+u0Wjg5+eHN998Ex06dKixn7/++gsTJkzAQw89hCNHjuChhx7C+PHjsWfPHkMb7rOTwxGIHER2drYAQEhNTRUEQRD0er0QGBgofPTRR4Y2paWlgoeHhzB37lxBEATh9u3bgkKhEJYuXWpok5GRIUilUuGPP/6oto0FCxYIHh4eVsc4bNgwYdq0aYb7r7zyihATE2PU5sknnxS6d+9eax9arVZwc3MTfvjhB8Oyd955R+jQoYPVcREROSJr8npNli9fLiiVSqG8vFwQBEEoLy8XQkJChP/+9782x2hNXjfnu6Rr167CU089ZbQsJiZGeO2112yOmYjIXqzN63379hWee+45s7bhCPvrX3zxheDm5iYUFhYalnF/nYiaKrH22ePi4oRHHnnEcL8+99mrqu07Zvz48UJiYqLRsiFDhggTJ0403Oc+OzkanlFPDqNyWANvb28AFWe/XLt2DYMHDza0UalU6Nu3L3bt2gUAOHDgAMrLy43aBAcHIzY21tBG7Bgr4wMqjtBW3TYADBkyBPv370d5eXmNfRQXF6O8vNyoHwA4d+4cgoODERERgYkTJ+LixYuix09E1JCsyeu19ePu7g65XA4AOHjwIDIyMiCVShEfH4+goCAMHTq02lAL5sZoTV4vLCxEeHg4QkNDMWLECBw6dMjwWFlZGQ4cOFCtn8GDB9fLdxMRUUOxJa8vXrwYvr6+aNu2LV566aVqZ9yLGaOt++tJSUmYOHEiXFxcjJZzf52ImiIx9tkPHDiAw4cPG10FW5/77OaoLf9XPgfus5MjYqGeHIIgCHjxxRfRu3dvxMbGAgCuXbsGAAgICDBqGxAQYHjs2rVrUCqV8PLyqrWNWH799Vfs27cP06ZNMyy7du1ajfFptVrcvHmzxn5ee+01hISEYODAgYZl3bp1w6JFi/Dnn39i3rx5uHbtGnr27ImcnBxRnwMRUUOxNq/fKScnB++99x6efPJJw7LKwsjMmTPxz3/+E2vXroWXlxf69u2LW7dumR2jtXk9JiYGCxcuxOrVq/Hzzz/DyckJvXr1wrlz5wAAN2/ehE6ns+h5EhE5Olvy+oMPPoiff/4ZKSkpeOutt7BixQqTYxRbQ4z99b179+L48eN47LHHjJZzf52ImiKx9tmTkpLQunVr9OzZ07CsPvfZzVFb/q98DtxnJ0fEQj05hOnTp+Po0aP4+eefqz0mkUiM7guCUG3ZncxpU1Xbtm3h6uoKV1dXo/HUKqWkpGDq1KmYN28e2rZtazK+mpYDFeO8/fzzz/jtt9+MxjIeOnQoxo4di3bt2mHgwIFYt24dAOCHH34w+zkQETkSMfJ6fn4+hg8fjjZt2uCdd94xLNfr9QCAN998E2PHjkWnTp2wYMECo8mr6jOvd+/eHZMnT0aHDh3Qp08fLF++HK1atcLXX39t1fMkImoMbMnrjz/+OAYOHIjY2FhMnDgRv/76KzZv3oyDBw+avf2G2l9PSkpCbGwsunbtarSc++tE1BSJsc9eUlKCJUuWVJtTqr732c1hznPgPjs5Erm9AyCaMWMGVq9ejW3btiE0NNSwPDAwEEDFUdCgoCDD8uzsbMMRz8DAQJSVlSE3N9forPrs7GyjI7mmrF+/3nDpq7Ozs9FjqampGDlyJD7//HM8/PDDRo8FBgZWO9KanZ0NuVwOHx8fo+WffvopPvjgA2zevBnt27evMx4XFxe0a9fOcHYmEVFjYkter1RQUIDExES4urpi5cqVUCgUhscq123Tpo1hmUqlQmRkpGHip4bI65WkUim6dOliyNm+vr6QyWQ19nPn8yQiagzEyOtVdezYEQqFAufOnUPHjh3NiqEh8npxcTGWLl2Kd99912Q83F8nosZOrNz+66+/ori4uFr+rc99dnPUlv8rnwP32ckR8Yx6shtBEDB9+nT89ttv2Lp1KyIiIowej4iIQGBgIDZt2mRYVlZWhtTUVEMRvlOnTlAoFEZtsrKycPz4cYsK9eHh4WjRogVatGiBkJAQw/KUlBQMHz4cH330EZ544olq6/Xo0cNo2wCwceNGdO7c2aio9Mknn+C9997DH3/8gc6dO5uMR6PR4NSpU0ZfikREjk6MvA5UnEk/ePBgKJVKrF692ugKJKAi96tUKpw5c8awrLy8HJcuXUJ4eDiA+s/rdz7vw4cPG3K2UqlEp06dqvWzadMmi76biIjsTay8fqcTJ06gvLzcon3dhsjry5cvh0ajweTJk03Gw/11ImqsxM7tSUlJGDVqFPz8/IyW1+c+uzlqy/+Vz4H77OSQGnbuWqL/efrppwUPDw8hJSVFyMrKMvwrLi42tPnoo48EDw8P4bfffhOOHTsmTJo0SQgKChLy8/MNbZ566ikhNDRU2Lx5s3Dw4EFhwIABQocOHQStVmtoc/nyZeHQoUPCrFmzBFdXV+HQoUPCoUOHhIKCglrjS05OFtRqtfD6668bxZeTk2Noc/HiRUGtVgsvvPCCcPLkSSEpKUlQKBTCr7/+amjz8ccfC0qlUvj111+N+qm67X/84x9CSkqKcPHiRWH37t3CiBEjBDc3N+HSpUs2v85ERA1FjLyen58vdOvWTWjXrp1w/vx5o36q5vXnnntOCAkJEf7880/h9OnTwqOPPir4+/sLt27dqjU+sfL6zJkzhT/++EO4cOGCcOjQIWHatGmCXC4X9uzZY2izdOlSQaFQCElJScLJkyeF559/XnBxcWFeJ6JGRYy8fv78eWHWrFnCvn37hLS0NGHdunVCTEyMEB8f7zD765V69+4tTJgwocZtcX+diJoKsWoxgiAI586dEyQSibBhw4Yat1Vf++yCIBi+Jzp16iQ88MADwqFDh4QTJ04YHt+5c6cgk8mEjz76SDh16pTw0UcfCXK5XNi9e7ehDffZydGwUE92A6DGfwsWLDC00ev1wjvvvCMEBgYKKpVKSEhIEI4dO2bUT0lJiTB9+nTB29tbcHZ2FkaMGCGkp6cbtZkyZUqN20pOTq41vtrW6du3r1G7lJQUIT4+XlAqlULz5s2FOXPmGD0eHh5eYz/vvPOOoc2ECROEoKAgQaFQCMHBwcJ9991n9AVDRNQYiJHXk5OTa+0nLS3N0K6srEz4xz/+Ifj7+wtubm7CwIEDhePHj9cZn1h5/fnnnxfCwsIEpVIp+Pn5CYMHDxZ27dpVbXvffPONEB4eLiiVSqFjx45Camqq+S8mEZEDECOvp6enCwkJCYK3t7egVCqFqKgo4dlnn61WcLHn/rogCMKZM2cEAMLGjRtr3Bb314moqRCrFiMIgvD6668LoaGhgk6nq3Fb9bnPXlOb8PBwoza//PKLEB0dLSgUCiEmJkZYsWJFte1xn50ciUQQ/p5Jh4iIiIiIiIiIiIiIGhzHqCciIiIiIiIiIiIisiMW6omIiIiIiIiIiIiI7IiFeiIiIiIiIiIiIiIiO2KhnoiIiIiIiIiIiIjIjlioJyIiIiIiIiIiIiKyIxbqiYiIiIiIiIiIiIjsiIV6IiIiIiIiIiIiIiI7YqGeiIiIiIiIiIiIiMiOWKgnIiIiIiIiIiIiIrIjFuqJiIiIiIiIiIiIiOyIhXoiIiIiIiIiIiIiIjtioZ6IiIiIiIiIiIiIyI7k9g6AiMgcer0eZWVl9g7D4SkUCshkMnuHQURkFp1Oh/LycnuH4dCY14moMWFeN415nYgaE9ZizKNUKiGV2n4+PAv1ROTwysrKkJaWBr1eb+9QGgVPT08EBgZCIpHYOxQiohoJgoBr167h9u3b9g6lUWBeJyJHx7xuGeZ1ImoMWIsxn1QqRUREBJRKpU39sFBPRA5NEARkZWVBJpOhWbNmohyhbKoEQUBxcTGys7MBAEFBQXaOiIioZpXFHH9/f6jVahYqasG8TkSNBfO6eZjXiaixYC3GfHq9HpmZmcjKykJYWJhN34Es1BORQ9NqtSguLkZwcDDUarW9w3F4zs7OAIDs7Gz4+/vzsloicjg6nc5QzPHx8bF3OA6PeZ2IHB3zumWY14moMWAtxjJ+fn7IzMyEVquFQqGwuh8eDiEih6bT6QDA5suH7iaVX6IcH5SIHFFlbuIOv/mY14nIkTGvW455nYgcHWsxlql8nSpfN2uxUE9EjQIvnzUfXysiagyYq8zH14qIGgPmKvPxtSKixoL5yjxivU4c+oaI7goZGcCmTUB+PuDuDgwaBISE2DsqIiKyFvM6EVHTw9xORNS0MK9bhmfUE1GTtn8/cN99QPPmwLRpwHPPVfzfvHnF8v377ROXIAh44okn4O3tDYlEgsOHD9snECKiRsZR8zrA3E5EZC1Hze3M60RE1mFetw4L9UTUZK1cCfTuXfG/Vmv8mFb7v8dXraq/GHbt2gWZTIbExESj5X/88QcWLlyItWvXIisrC7GxsfUXBBFRE+EIeR1gbiciEpMj5HbmdSIi8TCvW4+FeiJqkvbvByZNAjSauttpNMDEifV3NHf+/PmYMWMGduzYgfT0dMPyCxcuICgoCD179kRgYCDkco5ERkRUF0fJ6wBzOxGRWBwltzOvExGJg3ndNizUE1GT9MEHpr8YKmk0wIcfih9DUVERli9fjqeffhojRozAwoULAQBTp07FjBkzkJ6eDolEgubNm4u/cSKiJsYR8jrA3E5EJCZHyO3M60RE4mFetw0L9UTU5GRkAKtXW7bO6tUV64lp2bJliI6ORnR0NCZPnowFCxZAEAT85z//wbvvvovQ0FBkZWVh37594m6YiKiJcZS8DjC3ExGJxVFyO/M6EZE4mNdtx0I9ETU5mzYBOp1l62i1wObN4saRlJSEyZMnAwASExNRWFiILVu2wMPDA25ubpDJZAgMDISfn5+4GyYiamIcJa8DzO1ERGJxlNzOvE5EJA7mdduxUE9ETU5+fsOuV5MzZ85g7969mDhxIgBALpdjwoQJmD9/vngbISK6SzhCXgeY24mIxOQIuZ15nYhIPMzrtnOsEfOJiETg7t6w69UkKSkJWq0WISEhhmWCIEChUCA3N1e8DRER3QUcIa8DzO1ERGJyhNzOvE5EJB7mdduxUE9ETc6gQYBcXnEJlbnkcmDgQHG2r9VqsWjRInz22WcYPHiw0WNjx47F4sWLxdkQEdFdwt55HWBuJyISm71zO/M6EZG4mNdtx0I9ETU5ISHAyJHAypXmrzNqVMV6Yli7di1yc3Px6KOPwsPDw+ixcePGISkpCVOmTBFnY0REdwF753WAuZ2ISGz2zu3M60RE4mJetx3HqCeiJumNNwCVyry2Tk7A66+Lt+2kpCQMHDiw2hcDUHEU9/Dhw9Dr9eJtkIjoLmDPvA4wtxMR1QfusxMRNS3M67aRCIIg2DsIIqLalJaWIi0tDREREXBycrJo3VWrgIkTAY2m9jYqFbB0KTBmjE1hOhRbXjMiovrGvG455nUicmS25qi7MbczrxORo+M+u2XEyus8o56ImqwxY4AdO4D77qsY96wqubxi+Y4dTeeLgYioqWNeJyJqepjbiYiaFuZ163GMeiJq0jp3BlasADIygM2bgfz8ihnFBw4Ud+xiIiJqGMzrRERND3M7EVHTwrxuHRbqieiuEBICOPicIUREZAHmdSKipoe5nYioaWFetwyHviEiIiIiIiIiIiIisiMW6omIiIiIiIiIiIiI7IiFeiIiIiIiIiIiIiIiO2KhnoiIiIiIiIiIiIjIjlioJyIiIiIiIiIiIiKyI7m9AyAiaggZN7TYdKAE+UUC3F0kGNTJGSF+TIFERI0V8zoRUdPD3E5E1LQwr1uGrwwRNWn7z2jwweI8rNlVDK3uf8vlMmBkTzXeeNADnaNV9guQiIgswrxORNT0MLcTETUtzOvW4dA3RNRkrdxehN4zsrByu/EXAwBodcDK7cXoPSMLq3YU1VsMu3btgkwmQ2JiYr1tg4jobuEIeR1gbiciEpMj5HbmdSIi8TCvW4+FeiJqkvaf0WDSezegKa+7naYcmPjuDew/o6mXOObPn48ZM2Zgx44dSE9Pr5dtEBHdDRwlrwPM7UREYnGU3M68TkQkDuZ127BQT0RN0geL80x+MVTSlAMfLs4TPYaioiIsX74cTz/9NEaMGIGFCxcaHktJSYFEIsGff/6J+Ph4ODs7Y8CAAcjOzsaGDRvQunVruLu7Y9KkSSguLhY9NiKixsYR8jrA3E5EJCZHyO3M60RE4mFetw0L9UTU5GTc0GL1TssS6updxci4oRU1jmXLliE6OhrR0dGYPHkyFixYAEEQjNrMnDkTs2fPxq5du3DlyhWMHz8eX375JZYsWYJ169Zh06ZN+Prrr0WNi4iosXGUvA4wtxMRicVRcjvzOhGROJjXbcdCPRE1OZsOlECnt2wdrQ7YfKBU1DiSkpIwefJkAEBiYiIKCwuxZcsWozbvv/8+evXqhfj4eDz66KNITU3FnDlzEB8fjz59+mDcuHFITk4WNS4iosbGUfI6wNxORCQWR8ntzOtEROJgXrcdC/VE1OTkFwmmG9W0XrGF3yh1OHPmDPbu3YuJEycCAORyOSZMmID58+cbtWvfvr3hdkBAANRqNSIjI42WZWdnixYXEVFj5Ah5HWBuJyISkyPkduZ1IiLxMK/bTt7gWyQiqmfuLhLr1lOLd+wyKSkJWq0WISEhhmWCIEChUCA3N9ewTKFQGG5LJBKj+5XL9HpxC01ERI2NI+R1gLmdiEhMjpDbmdeJiMTDvG47FuqJqMkZ1MkZclnFJVTmksuAgZ2cRNm+VqvFokWL8Nlnn2Hw4MFGj40dOxaLFy9GbGysKNsiIrob2DuvA8ztRERis3duZ14nIhIX87rtOPQNETU5IX5yjOyptmidUT3VCPET59jl2rVrkZubi0cffRSxsbFG/8aNG4ekpCRRtkNEdLewd14HmNuJiMRm79zOvE5EJC7mdduxUE9ETdIbD3pApTDdDgCclBK8/qCHaNtOSkrCwIED4eFRvc+xY8fi8OHDOHjwoGjbIyK6G9gzrwPM7URE9YH77ERETQvzum0kgiBYN9I/EVEDKC0tRVpaGiIiIuDkZNnlUKt2FGHiuzegKa+9jUoBLH3bD2N6u9gYqeOw5TUjIqpvzOuWY14nIkdma466G3M78zoROTrus1tGrLzOM+qJqMka09sFO74Own191JDLjB+Ty4D7+qix4+ugJvPFQETU1DGvExE1PcztRERNC/O69TiZLBE1aZ2jVVjxrj8ybmix+UAp8ov1cFdLMbCTk6hjFxMRUcNgXicianqY24mImhbmdevwlSGiu0KInxxTEl3tHQYREYmEeZ2IqOlhbicialqY1y3DoW+IiIiIiIiIiIiIiOyIhXoiIiIiIiIiIiIiIjtioZ6IiIiIiIiIiIiIyI5YqCciIiIiIiIiIiIisiMW6omIiIiIiIiIiIiI7Ehu7wCIiBpCRr4Gmy7eQr5GB3eVDIMivRHirrJ3WEREZCXmdSKipoe5nYioaWFetwwL9UTUpO3PzMcH29Ox5mwOtHrBsFwulWBkKx+80ScMnYPd7RghERFZgnmdiKjpYW4nImpamNetw6FviKjJWnnqBnrPP4SVp28afTEAgFYvYOXpm+g9/xBWnb5RbzHs2rULMpkMiYmJ9bYNIqK7hSPkdYC5nYhITI6Q25nXiYjEw7xuvUZ1Rv2xwlwcKsyp9XEfhQrDfZoZLduXfxOnim/X2W+QUo1B3sFihFhNuV6Pn7Mvmmw3xDsEAUrneomB6G60PzMfk1achEYn1NlOoxMw8deT2PFIfL0czZ0/fz5mzJiB//73v0hPT0dYWJjo22jMclGCNThbZ5txaAM1FA0UERE5KkfJ6wBze10EQcDKm+ko1JXX2qabux+i1R4NGBUROSpHye3M63Xbhwycws1aHw+GGwYi0mjZdlxGGm7X2W8EPNEH4WKEWE0BNFiJ0/XSNwDcjzZw5m8UomqY123TqAr1zZ1c8ejZndhXUPMXRCdXn2qF+iXZF/Flxsk6+x3oGVRvhfpSvQ5Tzuww3bDvZav6F/COVesRNXUfbE83+cVQSaMT8OGOdKwYHytqDEVFRVi+fDn27duHa9euYeHChXj77bcBALm5uZg+fTo2btyIwsJChIaG4o033sC0adNEjcHRecEZJ5CNf2NXrW0GIrJaoV6CWSb7rs/8aM72rcW8TlQzR8jrAHO7KRKJBJ5yJR44lQqNoK+xzZyW3asV6u2d182NwVrM7UQ1c4TczrxuWnN44mGswulaivWJaFGtUP8dDmAxjtXZ7wNoV2+F+hsoxhSsqpe+gYrnzEI9UXXM67ZpVEPfuMkV2NBuINqqPe0dChE5sIx8DVafqf2Mj5qsPpODjHyNqHEsW7YM0dHRiI6OxuTJk7FgwQIIQsUX1ltvvYWTJ09iw4YNOHXqFObMmQNfX19Rt99YfISBeBKd7B0GETkwR8nrAHO7OQZ4BWFZm36QQWLvUIjIgTlKbmdeN80PLtiEhxAOXg1FRLVjXrddoyrUA4CPwgkb2w9GhJOrvUMhIge16eItmHkA10CrF7D5Yq6ocSQlJWHy5MkAgMTERBQWFmLLli0AgPT0dMTHx6Nz585o3rw5Bg4ciJEjR4q6/cZCAgm+wTBMhPhnvhJR0+AoeR1gbjfXaN8wLIzpbe8wiMiBOUpuZ143TyjcsQkPIQAu9g6FiBwU87rtGl2hHgCCVWpsaDcI7jJeZkRE1eVrdFaupxUthjNnzmDv3r2YOHEiAEAul2PChAmYP38+AODpp5/G0qVLERcXh1deeQW7dtU+9MvdQAYpFmI0eqNxjBtHRA3LEfI6wNxuqckBUXi/eby9wyAiB+UIuZ153TIt4YM1mAQVZPYOhYgcEPO67RrVGPVVRas9sDZ2IF66uA/OUhk85Ursyr+B587vMWqXevuayb5Ol+RVW08sZfqax+a809gTCQhRqS3u/zmYjnuUTzPc41U/Y/ATOSJ3lXU7ju4q8VJiUlIStFotQkJCDMsEQYBCoUBubi6GDh2Ky5cvY926ddi8eTPuuecePPPMM/j0009Fi6GxUUGO3zERb97aCY1OgFqQ41JxEd7XHoPijh8Dz8L0zO3m5Edr3bl9d5kC70esEaVvc8dI5njHdDdxhLwOMLdb442w9ijUabExNxP+Cidkl5diWfYlnCrOM2pn77xubgzm+Cp8I6Aw/g3gCGPwEzkaR8jtzOuW64IQ/KadiGW3LsJJIoMcUtws1+C54A1G7fYh02Rf+5GJ57DBZDtr5EH84e+qehNbqs2jdacH0A7dEFqvcRA5EuZ120mEykF6Gqkl1y9i2pkdKKtlsioC/h3ZGS8345AS1DiVlpYiLS0NERERcHJyMmudjHwNmv9nN7R689ObXCrBpee6I8RdZW2oBlqtFqGhoXjllVcwePBgo8fGjh2LGTNmYPr06UbLv/vuO7z88svIz8+3efvWvGaO5EJJPgYc+RPpmiJ7h2K2IKUzsnqcbtBtsqBDjVVjzOuAfXN7Y8/r5Xo9xp5MxpqcK/YOpWF0zQCcLT8zjHmdGitrc5S9czvzum2+yTiF587vhQ4COnl54kD7I/YOyeEswGhMRZy9wyCySmPcZ28Keb3RnlFf6YGASMS5euPRMzuxu+CGvcMhIgcQ4q7CyFY+WHna/ElMRkX7iFbMWbt2LXJzc/Hoo4/Cw8N4wqVx48YhKSkJ2dnZ6NSpE9q2bQuNRoO1a9eidevWomy/sYtydsexzqPxysX9mJd1Dno06uPJRCQCe+d1gLndFgqpFL+3HYD/XjuHVy7ux21tmb1DIiIHYO/czrxum2dCWqObux8ePbMT4P46EYF5XQyNcoz6O7Vx8cSu+GHY0G4g+noEQGLvgIjI7t7oEwaVzLxs4CSX4vXe4o2NnpSUhIEDB1b7YgAqjuIePnwYcrkcr7/+Otq3b4+EhATIZDIsXbpUtBgaO3e5EnNb9cTpLvfikcCWUEsb/XFlIrKRPfM6wNxuK4lEgseDWuFyt3H4KKITQpSWD/lIRE0P99kbt85uvjjUaRRmRnZAV4SYXoGImjzmdds0+qFvanKzvBRbcrOwr+AmThbfxtnifKRrilB+lw6Pw6FvqDGz5fKhVadvYOKvJ6GpY9pxlUyCpePaYEyMn62hOoymcCntnTR6HXblZWN73nWcKL6NU8V5uFxaiHxdub1DA8Chb4gswbxuuaaY1wVBwIni29iSm4VjRbk4UXQbaaUFuF5eau/QbMehb+guY2uOuhtze1PM6wBwDYXYjIs4gEycwA2cwy1cRT60uDtrMRz6hhoz7rNbRqy83iQL9TXRCwKulZXgiqYIGZpi3NJqIAEggQR6CNAKemj0elwuLcTpkjycKc5HWmlBk7iAK1zlghCVi9GyVW0HwE8pzg7BnZNj8UcGicnWZLc/Mx8f7kjH6jM5RuOkyaUSjIr2weu9w9A52F3MkO2uqe741+S2VoPLpRV5/Xp5CfSCYMjrOkFAuaBHdlkpzpTk4XRxHs6W5KNUb91M9HWRSyTo6tZwOxjtXbwwt9VGo2Vi5t6aJj1kbiexMK9b7m7K66V6LdL/zusZZcXQVMnZOkGAVhBQoCvH2ZJ8nC6uyO23tPU7YaCl4l294SzClWDd3f3wWVQXESJiXqf6JUaOutty+92U13XQIwuFSBfycKOsFIVaLSQSQAJAL1Tk9jK9HpmlJUgvLkZ6STGuldrvoK27Woqd0YdF6SsKXgiAq9GyVEyFXKTBLViLofrEfXbLcIx6C0klEgSr1AhWmX+ZbaleiwslBThXko8zxfnYejsLybevNboz8y9rinD5jkkZG9tzILJW52B3rBgfi4x8DTZfzEW+Rgt3lRwDI71EHbuY7MNTroKnqwodXL3Naq8XBKRrCnGuuCK37y64gXU5V20u8mgFAbvys23qwxIc4o3uZszrTZuTVI5Wag+0Ule/ZLk2N8pKca4kH+dK8nGsKBfrbl3F6eK8eoyybocKb4nSj7tMIUo/RI0Bc3vTJYMUoXBHqMQdUKHiX02q1OuKdVqc/zuvny7Ow+bcLGzPuw5dA5xK2VovXuHwAnJxAblGy4QmcTookWnM69a5awr11nCSytHWxQttXbwAAK+GtUO+tgxzM8/gvfQjKNRZfkkrEdlHiLsKU+IC7R0G2ZlUIkFzJzc0d3LDIATj/xADraDHH7cy8NKFfThTYttM70TUcJjXqZKf0gl+Sif09PAHAHwa1QUni27jzbSDWJWTbufoiMgSzO0EAGqZHO1dvdH+75Nx3gzvgFvlGnx59ST+feUYNDzxkKjRYF63TJOYTLYhucuVeCWsHc52uQ99PQLsHQ4REdlILpFihE8zHO08Gq83a2fvcIiISARtXDyxMnYA1sTewzPTiYiaAG+FCu9GxONUl3vR0dXH3uEQEdULFuqtFKRSY2P7wZgW2MLeoRARkQiUUhk+iOyEH2P6QCHh1yMRUVMwwqcZdscPR3MnV9ONiYjI4UU4u2FbXCLG+ITZOxQiItFx6BsbKKUyJLXqBTeZAl9lnLJ3OKJ76uwuLLx23mQ7FSKM7jthkSjbD1KpcanbCZPtzJkwpaYJtFrubYf00kLD/Z4e/kjusEeU7RFR4zU5IApeciXGnkh22Mtqd+ZnQ7XNOPfOa3kWjwe1qnO9tTlXMO5Essn+78zrkwOiIImunkfri7l5tqbcXp/bI6LGqbWLJ7bHDcU9R/7E2SY4xJnTNtP73nfmdUC8ffaaaDpfAdTGw4Ratc+e6wTVsSDT2+udVu0UNOZ2oqbLRabAL237YdrpHfgp+6KofZ8qzK+2ny0moTdMnjJr7T6uWPvG5rK2FlOf2yNq7Fiot5FEIsGXUV3hq3DC25cO2TscUWkFwa5FKo1eV+/9V31+ZXrHLMgRUcMb7tMM69sNwv0nU2yeaLa+3JmfdWbka72VeZ0TkBNRYxeqckFqXCLGHN+KPQU37R2OqBz1oLIohCb+/IjIanKJFAtjesNHocJ/RD5xsj7zjgSSeuubiBo/XtsvAolEgrfCO2Bd7EAEKZ3tHQ4REYlggFcQDnQagd7u/vYOhYiIRBCoVCM1biieC2nNMgkRURMgk0jxZYtuWNI6AV5ypb3DISKyGc+oF9Ewn1Cc6nIvXk87gLmZZyDYOyAiMsjQFGFTbibyteVwlyswyCsYISoXe4dFDq65kxtS44biv1ln8VraAeRqy+wdEhH9jXmdrKGSyvBli26Y5B+JJ8/uwpGiXHuHRERVMLeTNSb5R+IezyC8eGEfFos8FA4R2YZ53TIs1IvMQ67Ety174NHAlng97SAyNcWi9X2jvBTZ5aWi9HW6OM/kcA72Hu7B3KEWjpvzA6uGHFB2R/9Fem31RtZuzwyeciVCmZzq3f6Cm/gg/SjW5FyBVvjf4TO5RIKRPs3wRlh7dHbztWOE5OikEgmeCI7GfX7h+GfaQezIyxat71K9DhdKC0TpK0NTbDI/XdYUWdV3rrYMKFJYtW41TlpAVveh7OtlJbhh4vvOWSoDzLmIrUgOVD13VqYHnEwPrXbna+khU6KZE3O2I2BeJzF0c/fD/k4j8V3mGXyXdRZ6QbxTbM6W5IsyZFiBrly0/c4GV6wABOPrFo7DnOdyx3dNqZk/V4sU1a4VN297pkU4ucJFJtJ3INWKuZ1s5a90xk+tE/BkUDT+eekgcsrFq2dklZWIVh85XpQLhdTU4BYNnHOcyzneBomOed06EkEQca+U6tWH6UfxRtpBe4dBInk4IAo/xPSxdxgOr7S0FGlpaYiIiICTk5NF6668eRmTTqbWOcagSiLF0jZ9McY33NZQa7Rr1y706dMHgwYNwh9//FEv27iTLa8ZNawTRbmI3f+7vcNoWB2zALe6r0x4K20U3ks/Umebbm6+2NPxgMnNee1saXQlRKJXCP5ov8t0nKnGOeEB/0gsaW16Il5OcmVaY8/rQMPndub1xiVqzwpcFOkgLNnftg5D0cczwN5hODRbc5Qj5HbmdarLC+f34suMk/YOo/50zgRcyu0dRYPiPrtpjX2fvbHmdR4zI6ImaX/BTZNfDEDFREETT6Zifz1NLDd//nzMmDEDO3bsQHp6er1sg4jobuAoeR1gbiciEouj5HbmdSIicTCv24aFeiJqkj5IP2ryi6GSRtDjw/RjosdQVFSE5cuX4+mnn8aIESOwcOFCAMCaNWvg6ekJvb4ivsOHD0MikeDll182rPvkk09i0qRJosdERNRYOUJeB5jbiYjE5Ai5nXmdiEg8zOu2YaGeiJqcDE0RVt+8YtE6q3PSkWHl+N21WbZsGaKjoxEdHY3JkydjwYIFEAQBCQkJKCgowKFDhwAAqamp8PX1RWpqqmHdlJQU9O3bV9R4iIgaK0fJ6wBzOxGRWBwltzOvExGJg3nddpxMthGJVXvh4YAoo2W/30xHnu7uGkusqThfUoAfrp03WjbIKxjBKnWd650suo19VlwaFOfqjQ6u3kbLVty4hEKdeZPo1sRTrsRo3zAAwIGCmzhedNvqvird4xVk8yS7m3IzoYNl029oBQGbc7MwJbCFTduuKikpCZMnTwYAJCYmorCwEFu2bMHAgQMRFxeHlJQUdOrUCSkpKXjhhRcwa9YsFBQUoKioCGfPnkW/fv1Ei4Uck4dcWS2vHyzMEeWz5LBynE1OTHuk6JbJbm6Ua4BrpnOFRm98NsfVsiKz1rvTxZICs9b7AcZ5PUbtgW7ufnWuU6Atx283L1sck49ChRE+zYyW7c2/gVPFeRb3VdV9vuFwkyuQXVaCDbcyLFpXLpHgwTv+psXgKHkdYG4n0+7zDUN2lQmxb5SXWvxZIsex4dZVozkHXGRyjPNrbnK932+m47a27jlZajLOL9xo8tprZcX481amxf1U1cXNF21cPKEV9Fh5Mx3FNuz/AxUTuo/3j7CpD8BxcjvzOpnSxc232j77suw0s88adng3nYECpb2jaFB37rOP9GkGb4WqznUOFuTgmBWTvHd390O02sNo2ZLrF22aeD5Q6Ywh3iEAgJ1513G+pPa5cVRSKSb6R1q9LUswr9uOhfpGZKRvM4z0Nf5BHrtvFfKKb9snILLJrvxs7MrPNlr2Z7tBJgv1G3Mz8MKFfRZvb1Z4XLVC/SsXD1g92ZmXXImUDomG+21dPPF1xin8cP2CVf1VWhc70OZCfb7WuoNX+SIe9Dpz5gz27t2L3377DQAgl8sxYcIEzJ8/HwMHDkS/fv2QkpKCF198Edu3b8f777+PFStWYMeOHbh9+zYCAgIQExMjWjzkmEJVLtUmlX7j4oGmXai/7GmyyWqYPgvjYmkBcMbXZLtiGBcjjhfdNmu9O+0uuGHWelOxw+j+M8ExJgv1N8pLMfXMjjrb1KSTq0+1Qv3P2Wk2TXb2TYvucJVV7B76K50hAfDImZ1m73C7SOWYHPBTteW2TtjlCHkdYG4n83wS1cXo/u78bBbqG7EPrxhfkt9M5WJWof7NtIM4YcXvtIFeQUaF+tPFeVZ9R1Qa4xOG+/+OVy6RorXaAyOPb8Gl0kKr+wxUOotSqHeE3M68TuZ4ICASDwQYFzo33MrAjSoHZRu1S172jqDB3bnPfqjTSJOF+l9vXKr2nWCOb1t2r1aof+rcXyiwMpeFKNVIiftfLaadixc+uXIcv+fU/BvKV6HCJP8fTfYrxgS7zOu2Y6GeiKwSpFSjrYsnsstKUC7oEaJywbxWvbDhVobRWWT24C6v+2zdWteTWbdeTZKSkqDVahESEmJYJggCFAoFcnNz0a9fPyQlJeHIkSOQSqVo06YN+vbti9TUVOTm5vISWiKyi0FewSjR63BVU4QWzu54OLAFtt7OsvkgrK0cIa8DzO1E1Pj08vCHSirF+ZJ8BCmdEevihc8iu2DsyWR7h+YQuZ15nYgamyhnN0Q5uSFLUwyJBAhUqvFjTAL8/1qKUr3OrrExr9uOhXoissrJ4ttw3bEYpXodVBIprvecCHeZAm4yhd0L9YO8giGXSKAVzL/kSi6RYKBXkCjb12q1WLRoET777DMMHjzY6LGxY8di8eLFeOihh1BQUIAvv/wSffv2hUQiQd++ffHhhx8iNzcXzz33nCixEBFZou3+VdAJAvQQsLxNP9zv1xze8rrPLmoI9s7rAHM7ETVOL1/cjzfTDqJM0GOyfyR+bJ0Ab4VjDHFh79zOvE5EjdG2vOtQ7/gJpXodvOUqXO85Ac4yGZylMrsX6pnXbcdCPRFZrfJLQCPoEXdgNTzlSlywcigdMYWoXDDSpxlW3kw3e51RPmEIsXHInUpr165Fbm4uHn30UXh4GF/iNm7cOCQlJWH69OmIi4vDTz/9hP/85z8AgISEBNx///0oLy/nWJdEZBdVx8p85MwOfJNxCjvysutYo2HYO68DzO1E1HiV/Z3bf8q+iIulhThbYttcJmKxd25nXieixqqyFnNLq0Hbfasgl0iRa8W8KGJjXrcdC/WN3Oth7XCryofxqqYI/75y3I4RkS2+yTyNNbWMK1bpcKHpSRZrsu7W1Wpj6Ik5pp4t41xWNSfzNDbcumq47y/IMQ6WJ+03wtpjfc5Vsyb4cZLK8HpYO4u3UZukpCQMHDiw2hcDUHEU94MPPsDBgwfRv39/HDx40PBF4OXlhTZt2iAzMxOtW7cWLR5qXEb4NEPQHXNVvH3pkFUT0pH9peZdw4xzu+tsY+2k8Omaomp9b8+7blVfNSnUaZFqYX8aQYfp54ZUWz4D/4vTQweMF9wsjseeeR1gbifrNXdyxVctuhkt++XGJVE/r9RwbpVrTOZ1AMgsK7aq/3+mHTLMFQIAVzXW9VObO+fIskaetszoNfDQAffqrCuycJ+dGqsPIjqipMrZy6eL8/Bt5mk7RkS2+Cj9GPwUTnW22ZV/w6q+l2Wn4eQdc5CV6G2b1LuqsyX5dT5eoC2vcf/8TlX31wGguVSFYaj7NakJ87ptJIJgwfUI5PAOF+Yg/sAae4dBJJp2Clcs82qLiIgIODlZ9iWx6uZlTDyZWucXhEoixdI2fTHGN9zWUB1GaWkp0tLSrHrNyDGF7/4F6Zoie4dBJIpwiQorfdqhdVQL5nUzMa83PTPO7cZsFnSoiQiXqLDEszU6toqxKkfdjbmdeb3p2XQrE4OPbbR3GESi6evsjTluLVmLMZNYeV0qYkxERA5ljG84dsQPw32+4ZBLJEaPySUS3Pf3403li4GIqKljXicianqY24mImhbmdetx6BsiatI6u/liRdv+yNAUYXNuFvJ15XCXKTDQK0jUsYuJiKhhMK8TETU9zO1ERE0L87p1WKgnonrxfaueeDPtoKjj4NsiROWCKYEt7B0GEVGjNdEvAnoIWH7jkr1DAcC8TkRkqxClGq+HtcP083vsHYoBczsRkW0WxyTgsbM7jeZQsCfmdcuwUN/EtHR2x864YUbLZmeews/ZaXaKqOlr7+KFSf4RmHX5iGHm7bvdO+Ed8HhQK/Ry9zeaALPX4fUW91WoLce1shLoS/Ih1VcU/b3kKgQqnUWLl8jR/da2PzT6/43vd6ToFv7PjInsyDoqiRQfRHTCvGtncbo4z97hOIR7PIPwTcvuKBN0eC6kjWH5qxf3Y4cVExPeKtfgQpW8rpBI0cLZXbR4iRzdC6FtMck/0mjZkGMbUagTb3I5MvZMcAyulZVgxc3L9g7FIYSq1FjWuh86ufkg3tXHsHxNzhV8dOWYxf0V6bVGeR0AIlSucJKx5EB3hy7uPtVqMe+nH8GGWxl2iqjp6+Xuj0FewXj38hHowek3pZDgi6gueCAgEm1dPFH09z5FrlaDEce3WNxfpqYY11TGtRhfuRP8lJxXoz7xW7OJcZEp0NPD32jZSu6M1qt3m8djtG8Yfs5Ow9GiXHuHY3c93P0ws3k88rRlaOPiafTY40GtsD3vukWFLz0AjV5XcTT47y8aFylTF91dOrn5Gt3njmj9ejAgCi82a4vb2jK8l37E3uHYnRQS/NS6D2QSCQIVagQq1YbHxvqFw1OuxNpbVy3qs1zQG+V1pYTTJtHdJdLZDZHObkbLFPwc1JtApTO+bNEVhwtvsVD/t5nhcWjr4gmVVGb0+zFfV4Y8XRkWXDtv0UlIOkEwyutAxX480d3CU66qVovxV7CgWZ8+ieyMbu5++D7rLDLLiu0djt2N8AnF9JDWyNeWoYOrt2H5rXINng6OxoZbGbhUWmh2f2WCUK0W4yFjZq9v3BskslGA0gkrblxqNEX6ZioXJLXqhSvd70dKh0QM9w4VtX8ZJLhQko81OVeqPfZ9q54Y79dc1O0REYktQOGELE0xvsk8be9QzKKSSPFas3Y43eVenO5yL54LaQ21iAc09RCglMjw5dWT1R57PrQtZjaPE21bRET1wUeuggwSvH3pkL1DMdtIn2bYETcUGd3HY3aLbmju5Cpq/zKJpMa8nugdii+iuiKIV68SkYPzVzrh+6wzjaZI38rZHUtaJyCj+3hsaDcQ/T0DRe1fJpFgT/4N7M6/YbTcW6HCty17INErRNTtUf3gaalENvom4zROFN+2dxgmBSqd8VJoWzwTEgOnvws4oSoX9PUMxNHCW3gj7SDWWXhG5J06uvpgdsvuOFXLGfPHi3LxYbrll9ISETWkJdkXUajX4pZWY+9Q6qSUSPFwQBTeaR6H0CoTMn3ZohveCu+Af185jv9cPQmNYP2ZL55yJb5p0R3uMnmNV0OV6/WYdman1f0TETWEE8W38WXGyUYxBEVfjwC817wj+ngGGJY9E9IaTwZHY/H1i3jr0iFc0RTZtI0XQ9tinF9zPFZL/n7n0iGkWXDWJRGRPXx59aTNNYyGEK5yweth7fFIYEsopBXnSwer1Ej0DsWe/Bt47eIBpORds2kbCR4B+DiiM7bnXUeoSl3t8R151/Fd1hmbtkENg4V6Ihv9lH3R3iHUykeuwiT/CAzzDsU9XkFQSmU1tmvv6o217QZiX/5NfH71BH67eRllFhZ2fOQq7IgbCmeZHDpBQFgNs3hvvJWJchsKRrbIQD424SLyoYE7VBiESISA4yETUXWXNUX4OuOUvcOokVwiwUifZhjjE4ZhPqHwreWSah+FEz6O7IznQ9rg64xTSLp2DtlWTO69ok1/DPAKQpleh5E+zao9fllTiGN2uqKMeZ2ILPHihX32DqFWnd18MN4vAsO9Q6sNHVlJLpFiSmALTPSPwOLrF/FVxkkcsSL/PhfSGp9FdQEAJHrXfHbl6hqujG0ozO1EZK7ZDnz1a5DSGQ/4R2KYdyj6egZAVsvwdt3c/bC1wxBsz7uOz6+ewNqcq9BZOMxpC2c3bG4/BAqpFNfKShCsqn5F1Lqcq3YbPJV53TIs1N8FPozshH9FdKyzTcrtaxhybFMDRUT1rbubH2aEtMZYv3CoainO16SLuy9+btMXOeWlWJZ9CWtvXcGRwlzk68rQVu2JAZ5B6OjmA3eZAjKJBFpBQIGuHC5SOQZ6BRuODnd086mx/6oTyzaU/cjEB9iONTgLbZWRMuWQYiRa4Q30QWcEN3hcRLbo6e4PTZ+HTLbz3vkzivScmLApCFGq8X/BMXg0qCUCLBiOIEilxgeRnTCreTzW37qKVTfTsSP/OrI0JQhRqdHXMxC93P0RoHSCQiKFXgCK/76aYJJ/BFSSiu8QpVSGBwIiq/XPvE4knms9JphsM+X0Diy9kdYA0VB9c5LK8KB/JJ4JjkF8LfvONVFJZXgkqCWmBbbAocJbWHYjDZtzs3CxtAAqiRQ93P3RzzMQLZzdDL8DNHodbmvL0MXNF1FV5kaYGtiyWv+CIDC3E4nkv9G98H2rnnW2+fXGZTx4elsDRUT1bYBnEKaHxGCkTzPIzZx7RiKRIMEzEAmegbhWVoyfs9OwPucqjhffRrFOiw6u3ujvGYg4V2+4ShWQSgCtICBPWwZfhRP6eAQYajFVr8aqinm98WCh/i4gl0gBSd1tOHlV09DPIxDvR8Sjl0fNydlcPgon/F9IDP4vJEakyCrsKbhhupGIVuIUJmEFNKg+EZYWeqzEaazHOSzFOIyBuM9VLFOnTsXt27exatUqe4dCDkQqkUApMX0QTmIi95Pja6ZywbvN4/CAf2StV0WZQyGVYrRvGEb7hokYHbAnn3ndUszrVBtzPuMyJvZGTyWR4vnQNngxtC38bRgHXiKRoKObT60nyFjrqqYYWWUlovZpSmPP7czrVBtzajFy5vUmYaRPM8wKj7PowGtNApVqvBDaFi+EthUpsgqsxVjGnnmd1VmiJsBHrsJPMX2wtcMQm4v09clDrmywbe1HZq1fDFVpoMNE/Ir9yBQ9hqlTp0IikRj++fj4IDExEUePHjW0+e6779ChQwe4uLjA09MT8fHx+Pjjj0WPhYgaFykk+EdoW5zqMgZTA1vaVKSvT8zrzOtEZL5+HoE43mUMPorsbFORvj55yBUNuj1753bmdSKyRYhSjdVt78Hq2HtsLtLXJw/Z3bPP3tjzOgv1RI3cBL/mONXlXjwYEAWJgx+ND27AHyQfYLvJL4ZKGujwIXbUSxyJiYnIyspCVlYWtmzZArlcjhEjRgAAkpKS8OKLL+LZZ5/FkSNHsHPnTrzyyisoLOTkXUR3szZqT+yOH45Po7rARdawBRNLBSurT1ZVX5jXiaixcpXJMa9VT2ztMAQtnB17XF43mQIu0oa78N4RcjvzOhFZ48mgVjjZZQxG+lafx8nRBNcwwWx9YV63DYe+IQCAi0yO2DsmLrqqKbbLOFZkHgmAb1p2x1NB0Q5foK/U3Mm1QbaTgXysFs6YvMywqtU4gwzkiz6piUqlQmBgIAAgMDAQr776KhISEnDjxg2sWbMG48ePx6OPPmpo37ZtzZe4ffrpp/jss89QVlaGiRMn4ssvv4RC4dgFPLK/NmpPFFcZoz5fW450TZEdIyJTxvqG44eY3g5foK/UoHkdZyxah3mdmqJQlbraPvvxott2iYXME+Hkig3tBiFa7WHvUMwikUjQ3MkVJ4pv1/u2HGWfnXmd7MlDrqyW1y+VFqJQx3mmHJVcIsGPMX0w0b/6/E2O6m6rxTTmvM5CPQEAurr74VjnMUbLHjuzE0nXztknoEZAJZFCLpHaZaJGhUSKea16Ykpgiwbfti06u/k2yHY24SJ0EsvmNNdCj824iCmIq5+gABQWFmLx4sVo0aIFfHx8EBgYiNTUVFy+fBnh4eG1rpecnIygoCAkJyfj/PnzmDBhAuLi4vD444/XW6zUNOzpOMLo/uqb6Rh9YqudonF8EgCeciVy7XSQerJ/JBbE9DZ74ilHEOHkCm+5Cre0mnrdziZchA7M60QfRXbGR5GdjZZJUhfaJ5hGwkuuxG1tmYUZRBwxag/82W4QwhqoQCKWzm4+DVKod8R9duZ1amhDvEMwxDvEaNno41uwOueKnSJyfM5/DwlZojfvrG0xqaVy/Nw6AaNEnvepvnVuoGF5mNdt13h+CRI5iCkBUbjQdSwK+0xGSlxig2+/s5sP9nYc3uiK9ABQrtebbiSCfFhXMLJ2vbqsXbsWrq6ucHV1hZubG1avXo1ly5ZBKpXinXfegaenJ5o3b47o6GhMnToVy5cvh/6O18nLywuzZ89GTEwMRowYgeHDh2PLli2ix0p0twpXueBUlzHI6/Ug0rqNQ0wDn/XoI1fhh+jeWBTTp1EV6QFABwE6of5zO/M6EVlqbew9yOoxHjk9J+HJoOgG3bYUEjwf0gb7Oo5odEV6ACgXGuawhqPkduZ1osbhhZA2uNh1LAp6P4gVbfo3+Pb7eQTiUKeRja5IDwBld1ktpjHn9cb1a5DIAezMz0by7SzMyzqLQUc3Nth21VI5vozqit3xwxHn6riTlNQlRu1hOPpdn9yhatD16tK/f38cPnwYhw8fxp49ezB48GAMHToUly9fRlBQEP766y8cO3YMzz77LMrLyzFlyhQkJiYafUm0bdsWMtn/XregoCBkZ2eLHivR3SqrrAS/3UjH2ltXMPjoRpwuzmuwbT8UEIXTXe/Fw4EtGs0wZlXJJVJ0cPWu9+0wrxORpZZkpyH19nU8ee4vzM2ybOgsW3Rw8cLejsPxRYuucG0kw5jdqWMD5HXAcXI78zpR47D1dha25V3HVxmnMPZkcoNt11OuxPzoXtjaYQhaNZJhzO7U3sULUkvGo7ES87rtWKgnstD5kgL8euMy9hfkNNgY/oleITjSeRSeC20DWSM727KqIJUa37XqCXk9F6MGIRJywbLXSQ4pBkL8MeZcXFzQokULtGjRAl27dkVSUhKKioowb948Q5vY2Fg888wzWLx4MTZt2oRNmzYhNTXV8PidY6BJJJJqR3uJyHplgh5fZJzAbW0Z9hbcbJBtRjq5YU3sPVgU0we+CqcG2WZ9+a5VDzRTudTrNgYhEnILd1uZ14nubkuyLyJdU4RNuZkNsj21VI53m8djb8cR6NRAwz3Wl+khrTHMO7Tet+Mo++zM60SNw5GiXGy4dRU787IbbNibsb7hON55NKYFtmyUJ9VUau3iic+jutT7dpjXbccx6omscKG0oEGK9DJIMC+6J6YFtqz3bTWUhwKi4ClTYtzJZJRZMFyCUiKFv8oFaqkMamnNqatcr0e+rgwqKDFIGoUNMvPnWBiFaNEnHKyJRCKBVCpFSUlJjY+3adMGAFBUxAk/iRpSgbYcKbevNci2HvSPRFJ0L6ga4AqjhhCj9sSOuKEYeHQjzpXkm72eFICfwhmuMjnUsprzul4QkK8thwpKDJG1wDrpWbP7Z14nol152bhVXr9zaABAtLM7NrQbhAhnt3rfVkNQSWVY1XYApp7ZgSXZFy1a10uugodcAbVUDqcavucEQUCxXosSvQ4qKNFfEolN8vNm998QuZ15nchxnS7Oa5A5R5ykMixpnYB7fWsfw7yxeS60DbzkSkw7sxN6C15FJ4kMfn/XYpxr2Wcv0+uQr6vYZx8ojcIfDlaLaUx5nYV6cngKiRQtnN0Qo/ZAK2d3+Cic4CFTwEVWsfMnl0ihhwCdUPHvqqYI+wpuYnNuFnJEmNyunYsXmju5Yk2VyVzOleSjIabZXRjTG5MDohpgSw1rpG8zJHdIxOTT25BWWlhn2wCFE3wUKrR0doez0rnOtgqpFB4SJYp1Wrwm9MZW4SI0EtNH2p0gx+vobdFzMJdGo8G1axXFv9zcXMyePRuFhYUYOXIknn76aQQHB2PAgAEIDQ1FVlYW3n//ffj5+aFHjx71Eg+Ro2imckG0sztau3giUOEMT7kSLjI5nKUyKKUVZ2FU5vU8XTkOFuQgJe+aKMPSqCRSTA9pjc+unjAs0wh6LL9xyea+TZng1xyLYvpA2ojPyKlJmJMrdsQNxSNndmLdrat1tlVIJHCXKdDK2QOuTuo620olErjLFSjWafGyvhc2Sy4wrxM5KE+5EjHOHmjt4oFwlSs85Uq4yxVwlsqgksogAaAXAK2gh0bQ42TRbfyVn43tedkWFQxq81hgS6zOuYLs8lLDslU56Tb3a0qYygWpcUMRYGI/tbFRSKVYFNMbMWoPzLp02OSE3s5SGaKc3ODlXPeY/BKJBC4yBaSQoFzQ421JH2wT0uya25nXiWqmkkjRSu2BaGd3tHR2h7dCBQ+5EmqpzKgWoxUEaAU9rpQWYU/BTWzOzUS+rtzm7fdw94OTVIbkKifTHCnKtblfU6SQ4Lc2/THUp/6vLGpoDwe2QKDSGVPO7MC1spqL1pWaqVzgq3BClLObyVqMUiqDByQo0WvxOnoj2c61mMac11mop1p1cPXG/X7NIZdI4CyVQy2VIausBBFOrghQOsNLroS3QgUvuRJOUhm0goASnQ6F+nLka8tRoCvH9bISnCzOwxVNEQp15SjSaVGs10IpkcFZKoO7XFFRnJHKIZVIIIUEXgol/BVOaK32RLyrN1qrPaGQWj7cS5lehw23MjA38ww25mZa/QNgSkAUhvuE4mJJAU4U37aqD2vMDI9rkkX6Sj09/HG88xjMzTyDRdfPV/vCdZMp8FRQNF4NiEb2latmX2Yml0jhLlciAWFYinGYiF+hQe1fECrI8DPGojOCbXo+tfnjjz8QFBQEAHBzc0NMTAx++eUX9OvXDzk5OZg/fz7mzJmDnJwc+Pr6okePHtiyZQt8fBrnPATk2AKUzhjrGw6lVAq5RApfuQqXNIUIUqoRolTDW6GEl1wFH4UKLlI5BACleh2KdFoU6Cry+i2tBmeK83C+pAD5f+f1or93xJ1lcrhI5fCSK+EuV0IukUACwFWmgJ/CCc2dXNHR1QcdXL3gLldaFnxQxVl4hwtv4busM1ianYY8K38AdHP3w/sR8cgsK8bP2WlW9WGNnu7+WBjTu8kV6Sv5K52xJvYebLiVgf9knETq7WvQVLlySgoJRviE4oPgdpBez4HczO92qUQCV7kCfZnXiWo0xicMKqkUMokU3nIlcrVlUEikCHOq+IHtJVfCW66Cu1wBGSQoE/QorpLX87TlSCstwKniPORoNX/ndS3KBT2cpDKopTJ4ypXwlCuhlMogRcUPcj+FE4KUzohz9Ua8qzeClWqrhgXI0hTjh+vnkXTtHM6XFFj9Onwa1QW9PPwx7cxOq/uwlIdMgfXtBja5In0lmUSKt8I7YLxfc/z7ynGsybmCG1UOhABArIsn/hXcDv55ZbWeaVkTZ5kczgB6O0BuZ14nR9PVzRdOUhlkEglcpHLIJVLkaDUVtZi/T3DxUajgKVdCJZVCKwgo1mlRqNMiX1eGAp0WWZpinCy+jcyyEhT8vc9eotdCJakosnvIlfCSK+H893akEgm85Sr4K5zQ1sUT8a4+aKV2h9yKoXdLdFqszrmCuZlnkJJn/RWrTwVFo52LF8ac2Ip0TcOd6fx1i25NskhfabB3CE53uRdfZ5zCkuyLOHXHiVDechWeC2mNZ/1aICv9itnf7QqpFAqpY9RiGnNelwhCA03pTmRH18qKseR6GuZknbb4B8DC6N54OCAKUXtXmDz7WywT/SKwpHVCox4DzVI3ykpxsDAHOeUa+Cmc0MvDH2qZHKWlpUhLS0NERAScnCwfx3k/MvEhdmA1zkCL/xWM5JBiFKLxOnrXWzHHXmx9zYgag1K9FmtzruK7zDPYfDvLonXv8w3Hirb98dz5Pfgq41Q9RWgsTOWC/R1Hwk9593wmi3VaHC26hQslBfCQKxHn6o1QlQvzuhWY1+luIAgC9hTcQFLWOSzOvmjR+MNyiQTlCVOwNTcL9xz9sx6j/B8pJFjfbiCGeIc0yPYcgV4QcLo4D8eLciGXSBHh5Io4V29oNBqbc9TdltuZ1+lucaW0CIuun8d3WWdxxcJi+/rYgbjHKwiBfy1DbgPNDzgjpDW+atGtQbblKDI1xThYmINCXTn8Fc7o5eEPlVTGfXYLiZXXeUY93RUClWq82Kwtng9tgy25Wfj4yjFsMbOws+pmOrq5+zZYkb6PRwD+G93zrirSA4Cf0qlefuh0RjBWYDwykI/NuIh8aOAOFQYiskHGLiai+uEklWOcX3OM82uOc8X5+CLjBOZnnTM6g7s2+wpu4lTRbezIy26ASCvOSlkTe89dVaQHALVMju7u/uju7i9qv8zrRE2TRCIx5IxPo7ogKescPrt6ApllxSbX1QoClmZfxNli8+fJsNXslt3uqiI9UHGFUxsXT7Rx8RS9b+Z2oqapmZML3gzvgFfD2mF9zlV8dOUY/sq/Yda6v9y8BC+FssGK9CN9muGzyPqfcNXRBKvUCFbVPRylNZjXrcMz6umutSPvOt5IO4jtedftHYrBKJ9mWNI6AS4yhenGdwmebWI5vmZ0t7qqKcL7l4/gv1nnTI6l21DCVS5Y325QvRQ1GivmKMvxNaO7Valei+8yz+L99CO42QCTwppDIZHiv6164uHAFvYOxWEwR1mOrxndrQRBwMbcTLyRdhAHC3PsHY7BlIAofN+qJ5Q1TIJ9t2KesoxYr5flg00RNRG9PQKQ2iERS1v3RVAd40pGObmhu5sf2rl41VssSokUn0R2xm9t+7NIT0RkpVCVC+a26omDnUaidx1ncXvKlejq5ot7PIPqNZ77/Zpjf6eRLNITEVnJSSrHc6FtcLbLfXgmOAZ1XW/a2c0HQ71DoJbW30XjMWoP7IwbxiI9EZGVJBIJhniHYF/HEZjXqie85apa20Y7u6OXuz9aOdff2deuMjm+b9UTC6J7s0hPDoGFerqrSSQSTPCPwPHOY/Cgf2S1nX8PmQKHO4/CXx2HY0ZI63qJwU/hhG1xQ/FSs1jIrJiohYiIjLV39UZq3FB8EdUFrjVMbLckJgF7Oo7A4tYJ9bJ9CYAvorpgWeu+8FXw7BMiIlt5KVSY3bI7UjsMrbFg81RQNPZ1HIn17QYhtp4Ojo70aYb9HUegi7tvvfRPRHQ3kUokeCyoFY53Ho1RPs2qPR6ucsGxzmOwI34YpgTUz8HRMJULdscPx+NBre66oYfJcXGMeiIA3goVfmqdgC+iumLDratYeTMdf+RmIN7VB65/n+HuVkOxx1ZRTm7Y2H4wIp3dRO+7qeEoXebja0VUsfP/fGhbPB0cg+TbWViTcxUrblzC9fJS9PYIAAC41cMVTAqJFD+3TsBYv+ai993UMFeZj68VUYU+ngE43eVeHCm6hXU5V/HLjUs4UpSL3h7/u4qqPnL7U0HRmN2yG0+qMYG5ynx8rYgqBKnU+D32HmRqirH+1lX8dvMyNudmoZu7HxTSipxb04k3turg4oUN7QYhqB7GZm9qmK/MI9brxEI9URV+Sic8HNgCDwe2QJGuHBdKCgyPib3TH65ywZYOQxDu5Cpqv02NTFZx+VlZWRmcnWsfooj+p7i4YtI1hYLDKBGppDIkeoci0TsUX7fohmNFuVD+vdPvLJVBBolo49mzSG+eytxUXFzMvG4m5nWi/5FIJIhz9UGcqw/eDO+A9NJCyKqcCSn2PvvjQa3wbcvuPNuyDszrlmNeJzIWrFLjsaBWeCyoFfK1Zbiq+d9E4u5ycT8nbdWe2NR+CPyUvPK1LqzFWKasrGLS48rXzVos1BPVwkWmQHtXb8P9qkV7W/Vw98OqtgPgX8fY+FRBLpdDrVbjxo0bUCgUkEp5JlNtBEFAcXExsrOz4enpafMXBFFTI5VI0KFKXr+sKRStSO8tV2Fl2/5I8AwUpb+mTCaTwdPTE9nZ2QAAtVrNAlgtmNeJTAu746SXC6Xi7bP/q3lHvB7WjjnKBOZ18zGvE5nmLleijVxpuC9mLWawVzCWt+kHjyr9U81YizGfXq/HjRs3oFarIZfbVmpnoZ7ITFHOblBL5SjWa23qZ7xfcyyM7g3nerh8qymSSCQICgpCWloaLl++bO9wGgVPT08EBrJYSGSKi1SBSCc3XLSxqNPS2R1rY+9BK7WHSJE1fZU5qrKoQ3VjXicyX3sXLxwryrWpD5VEih9i+mCCf4RIUTV9zOuWYV4nMl8rtQeUEinKBL1N/TwZ1Apft+huGFKH6sZajGWkUinCwsJsPlAtETjYEJHZSnRavHhhH+ZmnbF4XWepDO81j8cLoW0h5RkmFtPr9YZLiah2CoWCZ+YQWUAQBKzKScd9J5KtWn+SfwRmt+gOb4VK5MjuDjqdDuXl5fYOw6ExrxNZ7mJJAfof+QPpmiKL14118cSC6N7o7MZJY63BvG4a8zqR5Qp15Xj0zE4sv3HJ4nXdZQp8GtUFjwW25NU+VmAtxjxKpVKUqw5YqCeyUIG2HM33/IpbWo1Z7duqPTHRPwKPBLZEMCcqISJySPefSMavN807U8RP4YR7fcPwWGArdHFnIYeIyBH9dP0CHjq93ay2SokUg7yCMTWwBUb7hPFsSyIiB3S9rAThu3+Bxswz6zu6+uAB/whMCWwBXwXHo6fGgYV6Iit8cuU41uZcgUoqg1oqg1QigV4Q4CJTwEuuRIDSGS2d3dDVzQ+Rzm72DpeIiEz4Ky8br6YdgFIihbNUBqVUBq2gh5NUBneZAgFKZzRTuaCTmw/iXb0hk7CIQ0TkyIp1Wow9kYxSvQ7OMhmcpDIIAiCRVJxd6adwQpBSjfauXujm5gc3kScrJCIi8b2ZdhA7865DJZXBuUotxlWmgLdChQCFE6LVHujm5odmTi72DpfIYizUExERERERERERERHZEU8HIyIiIiIiIiIiIiKyIxbqiYiIiIiIiIiIiIjsiIV6IiIiIiIiIiIiIiI7YqGeiIiIiIiIiIiIiMiOWKgnIiIiIiIiIiIiIrIjFuqJiIiIiIiIiIiIiOyIhXoiIiIiIiIiIiIiIjtioZ6IiIiIiIiIiIiIyI5YqCciIiIiIiIiIiIisiMW6omIiIiIiIiIiIiI7IiFeiIiIiIiIiIiIiIiO2KhnoiIiIiIiIiIiIjIjlioJyIiIiIiIiIiIiKyIxbqiYiIiIiIiIiIiIjsiIV6IiIiIiIiIiIiIiI7YqGeiIiIiIiIiIiIiMiOWKgnIiIiIiIiIiIiIrIjFuqJiIiIiIiIiIiIiOyIhXoiIiIiIiIiIiIiIjtioZ6IiIiIiIiIiIiIyI5YqCciIiIiIiIiIiIisiMW6omIiIiIiIiIiIiI7IiFeiIiIiIiIiIiIiIiO2KhnoiIiIiIiIiIiIjIjlioJyIiIiIiIiIiIiKyIxbqiYiIiIiIiIiIiIjsiIV6IiIiIiIiIiIiIiI7YqGeiIiIiIiI/r8dOxYAAAAAGORvPYw9hREAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAAAjUQ8AAAAAACNRDwAAAAAAI1EPAAAAAACjAE6dE/b5SMMJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = ['2001-2025', '2026-2050', '2051-2075', '2076-2100']\n", "plot_climate_shifts(years, 'A1FI', 'Koppen-Geiger climate shifts A1F1 scenario')" ] }, { "cell_type": "markdown", "id": "3619908f", "metadata": {}, "source": [ "A2" ] }, { "cell_type": "code", "execution_count": 21, "id": "b6752949", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = ['2001-2025', '2026-2050', '2051-2075', '2076-2100']\n", "plot_climate_shifts(years, 'A2', 'Koppen-Geiger climate shifts A2 scenario')" ] }, { "cell_type": "markdown", "id": "fbcf7b82", "metadata": {}, "source": [ "B1" ] }, { "cell_type": "code", "execution_count": 22, "id": "1e5e5b39", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = ['2001-2025', '2026-2050', '2051-2075', '2076-2100']\n", "plot_climate_shifts(years, 'B1', 'Koppen-Geiger climate shifts B1 scenario')" ] }, { "cell_type": "markdown", "id": "90a05fcd", "metadata": {}, "source": [ "B2" ] }, { "cell_type": "code", "execution_count": 23, "id": "0488a858", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "years = ['2001-2025', '2026-2050', '2051-2075', '2076-2100']\n", "plot_climate_shifts(years, 'B2', 'Koppen-Geiger climate shifts B2 scenario')" ] }, { "cell_type": "code", "execution_count": 24, "id": "9890d44c", "metadata": {}, "outputs": [], "source": [ "def read_tiff(data, title):\n", " f, ax = plt.subplots(1, 2, figsize=(10, 4))\n", " for i in range(len(data)):\n", " path = f'data/Bioclimatic and ecological zones/{data[i]}.tif'\n", " tiff_data = rxr.open_rasterio(path, masked=True).squeeze()\n", " clipped1 = tiff_data.rio.clip(fav_forest.geometry.apply(mapping),\n", " # This is needed if your GDF is in a diff CRS than the raster data\n", " fav_forest.crs)\n", " fav_forest.plot(ax = ax[i], color = 'brown')\n", " clipped1.plot(ax=ax[i], cmap = 'winter')\n", " ax[i].set_title(data[i], fontdict = {'fontsize': 10})\n", " for ax in ax.flat:\n", " ax.axis('off')\n", " ax.set_xlim(left=-20, right=20)\n", " ax.set_ylim(bottom=0, top=20)\n", " plt.suptitle(title, y = 1.2,\n", " size = 24)\n", " f.tight_layout(pad = 0.2)" ] }, { "cell_type": "code", "execution_count": 25, "id": "8a3ea0d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "read_tiff(['SoilResources_NutrientAvailability_GAEZ',\n", " 'WaterScarcity_GAEZ'], 'Southern New Guinea freshwater swamp forest')" ] }, { "cell_type": "code", "execution_count": 26, "id": "e4e23695", "metadata": {}, "outputs": [ { "data": { "image/png": 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9+9GzZ0+cO3dOXtaiRQvExsbCYrFg165d2LNnDwAgKSkJXbt2xa+//opGjRoZ1stVv0ul53Lt2rVyy4ChQ4eiVq1aNmU57ZdJ5Rm5k3Opr9ZVq1ZNvPXWW+L06dMl2u6qVaustjtq1CiRkZFhVSYjI0Pcd999VuW++OILze05M/OspNy3Gcrtent7C4vFIurXry/++OMPm7Kff/658PLykssvXbpUd7sff/yx1ZXd999/XzOj9csvv4hatWrJZV977TXN7Skzz5UqVRIAxJ133inOnTtnVa6goEDk5uYKIayfY+kqcf/+/W2ububl5YmnnnrK6sq1VsbCUVqZZyGKsoDS8vDwcM1Mt9nM8969e4W/v79cbvLkyeLChQs25Y4ePSq6desml+vfv79NGXVGKisry6aMMhtVrVo1u2U3bNggl9XKRpn166+/Wj0XP/74Y7G3ZaQiZJ4r8ufw+PHj4rHHHhN//PGHKCgo0CyTkZFh9Xlq2LChbllHqTNA9iizJZUqVRIWi0W8/PLL8veD5Nq1a/L/zvw8nTt3Tv6u8vT0FEuWLNHNYp4+fVr85z//ER999JHhcfv4+IiAgADx6aef2mxv7969Vq/jAw88oLk9ZSuTZ599VrOM1MJE+pzbK9u9e3e5jFYLk9J43zh6rhNCiOnTp8vrVK9eXaxatUpzH6tXr7bK7K9atUpze8rvC+m1njhxorh8+bJVudzcXIc/A856/0yYMEGu44cffqi5vvSeUb7WemXr1Kkjl9HKFG7btk0899xzYs+ePbrH9u+//4r7779f3s4tt9yiW1b5/ent7S0AiB49eogTJ05YlUtPTxfx8fFy2fj4eDFkyBABQDz22GM256j9+/eLiIgIuXxCQoJuHZSfP29vb+Hh4SHeeOMNm9f0wIEDolWrVnLZqlWrirNnz+pu1yxHfi/m5ORY1aFatWpi3bp1NuXWrVsnqlatKpdr06aNzXejxJ2+S9VZdCo+Bs9uZujQoVYnVikgaty4sbj//vvFO++8I/744w+Rl5dnansFBQWibt268raGDRum+8EtLCyUv7ABiPr162ueNCti8AxAhIWFiVOnTumWV/646devn2aZzMxMERoaKn/Rbdq0yW4d/v77b7kJXVhYmGbTQGXwDED06dPH8MeI8jkGILp37677mhcWFor27dvLZV999VW72zZDL3jOycmxOhm//vrrNuuaDZ579eoll3nllVfs1icrK0s0bdpULr9t2zabMv369ZMf1zrhPvfcc1b1tldW+UN11qxZdutmz6effmr1XKh/NDlTRQieK/Ln0BEPP/ywXMfvv/++RNuSFDd4NvP5EMK5n6dvvvlGfmzkyJGG+7ZHedwWi0X88MMPumW//fZbuWxgYKDmd962bdvkMp07d7Z5PDs7W75AM3bsWNGkSRPdsleuXJEvTvr7++v+ADfL7PumOOc6T09PAUAEBQWJ/fv32y2vvPjXtGlTzXO+8vsC0G7GXFzOev+sXLlS3s6IESNsHj906JD8+IwZM0RQUJBu2aNHj8plGzZsWOw6Sfr37y9v7++//9Yso06ING3aVLdr1cmTJ+UgS7o9+OCDuvtfvny5XK5Jkya65ZSfP6PfB2fPnhXh4eFy2alTp+qWNcuR34vKZvVeXl5ix44dumX//PNPq+dL70KsO32XMnh2Hg4Y5maWLVuGu+66y2qZEAIHDx7Ep59+iscffxwdO3ZE5cqVce+991oNIKDlp59+QkpKCgDA29sb8+fP151f1GKx4L333pObUR49ehQ///yzE46qbDz33HOIiIjQfXzs2LHy/+rmu5JFixbJg6OMGTMGPXr0sLvPpk2bYvTo0QCKmmT/+OOPhvWcN2+ew6NOvv3226hUSbuXhnpQDr1jcwZvb2/MmDFDvv/666/LTVEdsXv3bvzyyy8AgEaNGuGZZ56xWz4gIMBqv5999plNGaOm29KyevXqYdSoUabKqrfrKGnOdoneoCRKM2fOxKOPPqp7e+edd4pdn7LgKp9De5Sfp/Xr15doWyVVq1YtTJs2zW4ZZ3+eMjMz5f/tTaXmqIEDB6Jfv366jw8YMEAehT4rKwsHDhywKdO2bVu5yfv27dttBunavHmz3NQyLi4O8fHxumW3bNmCnJwcAEDXrl3tdiEwo7TeN++88w4KCgoAAE8//TSaNGlit3yvXr3Qt29fAEXNYNVNUtV8fX3x+uuvO6eycN77x+x3OgDceuut6Natm6myJflOlygHWTT7Wr/66qvw8/PTfCwyMtKqqb+Pjw/mzJmju63bb78dPj4+AIoGADNzHq5Xr57VzBlq1apVk7vcAMDixYvLdGaNDz/8UP7/4YcfRtu2bXXLtm/fHg899JB830x3NXf6LqWSYZ9nNxMQEIDPP/8cP//8M9566y2sX79e88srKysLK1aswIoVKzB48GAsWbJEs8+L9CUAAP379zecZ69WrVro168fvvnmGwBFJxzpJFzRqS86qDVp0gR+fn64evUqLly4gKysLAQGBlqV+f777+X/77nnHlP77dWrl/ylv3nzZtxxxx26ZVu2bOlwn5R69erZPYkAQOvWreX/zYxIXhKjR4/Gq6++isOHD+P8+fOYN28epk+f7tA2lM/zXXfdpTuXuVKvXr3k/7VGJbX3Qys7O1sekTk+Ph41atRA06ZNsX//fpuyV69exZ9//gmg6PPYvn174wPSof5BExAQYLjO0qVL7Y6i2rNnT7nfWkXkCp/DvLw8/PHHH9i9ezfOnDmDy5cvW33PKl83aQT88jJs2DDdC2cSZ3+e6tSpI/+/Zs0aTJs2zaGp1fQYvTcsFgtatWqFM2fOACj6LpP6jEukfs8//vgj8vPzsXnzZquAXNmvNT4+Hj4+Pnj//fcNy5oJqMrrfVPcz8O6desAFL2+bdq00S3bp08fU31mzXLW+6dGjRpo0qQJDhw4gDNnzuDAgQNWFw6k18/Pzw8dO3ZEXFwcfvjhB7tlAXOv9ZUrV7Bt2zbs2bMH586dw+XLl+ULGEBR32qJmdfaz88P/fv3t1umefPmch/zHj162A22fH19Ub9+ffz9998QQuD48eNo0aKF3e3fe++9ht8l99xzDx599FHk5OTg/Pnz2Lt3L2JjY+2u4wxZWVlWsyYoL7LqGTdunBw0b9++HdnZ2XbPse70XUolw+DZTfXu3Ru9e/fGhQsXsGnTJmzZsgU7d+7Ezp07kZGRYVX266+/Rvfu3bF161abQWiUV5y7du1qat9du3aVg2dpgJ+KLiQkBJGRkXbLWCwWVK5cWZ4GICMjw+ZHu3Jwp08++QRffvml4b6VU4wZTfVlFARrMTohAkUDKUnU7w9n8/T0REJCAkaOHAkAmDt3Lh599FGHfnwpn+etW7eaGnhMKKaD0HqepYzU5cuXkZSUhMuXL8ufh99//13ORkmZqPj4eOzfv1+zrDQNSZcuXUqUjVJ/HrOzs+0OeufqKvrn8OrVq5g9ezY++OADnD9/3nCbAEyXKy1mvjOc/Xnq2LEjoqKicOLECaSmpiImJgajR4/GoEGD0KlTJ93smRFnfZfFxcXJrQs2btyoGRA3aNAAtWvXtrmopixrNhtZnu+bCxcuWE099fbbb+u2HlP6+++/5f9L47xkjzPfP3FxcXILhI0bN1oFxFLLu65du8Lb21v+btcqazZ4vnjxImbMmGE1wJ8RM691o0aNDM8lynNos2bNDLepLK/McOrp1KmTYZnAwEA0b94cSUlJAIp+Q5ZF8Lx792754kRgYCBatmxpuE5sbCwCAgKQnZ2NgoIC7N692+4Aj+70XUolw+DZzYWFheGOO+6QsyiFhYVISkrCsmXLsHDhQvkH6L59+/D888/jP//5j9X6yhELo6KiTO1TOVdref9wNMvsvLnKk5d6Ps+srCyrk+Wnn37qcD0uXbpk9/HiNNsxc2z2jqs03HPPPZgzZw727t2LjIwMvPHGG5g9e7bp9ZVzSf7yyy9WLSTM0HqetTJS0pV+rR9OcXFx+O9//2uqbHFVqVLF6n56erph8KzVciAhIQEvvvhiiepSFiry5/DSpUvo1auXwxnB4nRLcCYz3xnO/jx5eXlh2bJluO2225CZmYmLFy/i7bffxttvvw1vb2+0adMGPXr0wG233Ybu3bubCuYA532XKT+Xys+rsoWJVKZ69epo1qwZ/v77b6uyytH37bUwKe/3TVpamtX9//73vw5vozTOS/Y48/0TFxeHDz74AEDRa/1///d/AIBDhw7J73vptW7Tpg2Cg4ORmZlpVfbIkSPyxbWGDRvqdis5ceIEevToIc9gYZaZ19rMe1+ZFXW0vJnzvjILak9kZKQcPCt/Q5Ym5X4iIyNNdW3z8PBAZGSkfHHF6PeqO32XUsmwz/NNxsPDA+3bt8c777yDpKQkq+YfymBaouzjZabJqLpcef9wNMsZXzjOyNga9Q8qzlXGivhl6uHhYdU36j//+Y9DJ9mSPtfK5nNK6syDRPrR3LBhQ3l6h7i4OPm5VZZV/q/cXnGoL1jt37+/RNur6Cry53DixIlyAOTj44MJEybg66+/xuHDh+Xmt6JoEE55nAig6IJleTLznVEan6du3bph9+7dGDt2rNU5ITc3F9u2bcPrr7+Onj17okmTJli7dq2p/Tjru6xdu3Zyq46kpCQ566bVwgS4EVypy0otTOz1dy7v901FPS8Zcdb7R+9Cibp5PlDUKkrq96x83Ox3+siRI+XAOTg4GE8++STWrVuHlJQUZGVloaCgQH6tlds081o7+t4vjfO+v7+/qXLl8RuwOL9V1WWN6upO36VUMgyeb2JNmzbF3Llz5fvXrl2zGYBH2RwyOzvb1HaV5czORWpPef/4NEv9hZ2eni6fKM3e1HNOurPbb79dbgaVnZ1td3ATNeVz/eWXXzr8PCubSSlp9XtW93eWVKtWTW4aJ5VVZ6PatWtn+pi0tG/fXh7UBYDcl7oiqKify9L4HJ46dQorV64EUPQD+6effsIHH3yAQYMGoUGDBggMDLTq2+YqFw0lpfV5io6Oxscff4xz585h/fr1mDFjBuLj461+hB46dAh33HEH3nrrrVI/TokySCooKMBvv/0GQL8ZtvS5V5Y108KkIrxvlK9taGhosV7bJUuWOL1eZjjj/SONTwEAZ8+exb59+wDceK3VrQak11pZ1sxrvWXLFvz+++8Ain73/PHHH3jzzTfRp08fREdHIyAgwCob6mrfEUDR+c0MZ/8GNKM4v1XVZZ1R15vtu/RmxeD5JqcegELdxEvZTMVsUyTlYEVVq1a1eVx5hd7MSIyl3QfXWUJDQ60CncOHD5djbVzDyy+/LP///vvvWw2iYk+NGjXk/535PCtH4t21axcyMjKsRt9VZx2kH1JaZZ0x+q6vry86d+4s31+1alWJtmePu3wuS+Nz+Msvv8g/agYMGGA4ere9AdsqotL6PEn8/Pxwyy234MUXX8Qvv/yCCxcuYM2aNWjVqpVc5tlnnzX9+XcGrQtlUpDUuHFjq6a5Wq1MzPR3rgjvG+Vrm56eXmbNaJ2ppO8frdda6u/crVs3q+8+e+8L9eNKGzZskP8fM2aM4YjmrvYdAZj/Dagsp/UbsDQof6umpqbqBqFKhYWFVn2MnVHXm/G79GbE4Pkm5+vra3Vf+aMTsB6FecuWLaa2KV19BaA5Qqfy6t6FCxcMt7dnzx5T+60IOnToIP8vjVRK+vr37y9ngK5du4ZXXnnF1HodO3aU/3fm86yVkbL3w0mdkXJmf2fJhAkT5P/37dtXatO/udPn0tmfQ2U/tpiYGMPy0oi3rqK0Pk96/Pz8cMcdd2Djxo1y16Hc3Nwy/c5UN+fV6u8sqVq1qvy6q8va6+9cEd434eHhVn1Vf/rpJ6fvo6w5+v5Rv9YHDx6UEwXq17p169Zyf+HExESrvtGNGjXSnXGkIrzWpU05GJaerKws7N27V75vb5R2Z2rVqpXciiMrK8vU+Wn37t1y5tnT09MqAC2uivxdWhG78LkqBs83OfUgJuoBIZRD6H///fc4e/as3e2dOXPGao5U5fqSunXryv/v3r3b8Arh559/bvdxifJCQFkMeqVl4MCB8v8ffPABrl27Vi71cCXKgPnjjz+26venR/k8b9iwwamBnDrzIAXETZo0sZkiomfPnlYZKWfPBQoUTXfRoEED+f748eNNjYzqKOXn0mhwo2vXrskj6ldEzv4cKptbGjVdvHLlCj755JMS7a+slebnyZ7KlStbjW7777//lsl+gaJWJtLge7t27cK3334rt7jQ6teqbGXy7bffWrUw0Zu+prTeN46e62677Tb5/3nz5pnKyrkCs+8fdfBsrw+zp6cnunfvLpdVDvhk7zvdkdf69OnT+Prrr+2WqYhWrFhh2CppxYoV8lgAVatWtZkqrrQEBgZadZMy09Vg8eLF8v8dOnRwqK+0nor8XVoRfiO7CwbPbkSa19ms/Px8q8nZa9SoYTOlQJ8+feQf1Tk5OZg8ebLu9oQQmDRpkvzFWb9+fdx666025Zo2bSpnudLS0uxeCf/uu+/w3XffmToe5RQl5dVkZcKECQgNDQVQNPXNI488YvqHyvnz53UHsnJnPXv2xC233AKg6AtdOZCYng4dOsg/ZIQQuO+++0wHlLm5uXZHj1X+mPruu+80+ztLlD8OlGUDAwNLNL+zkqenJxYvXiz/QD9+/DhuvfVWwwtZjlJma7/99lu7I4/OmDGjQo+k7+zPYb169eT/v/vuO7s/IJ988skyDQKdwdmfJzMtFyTKJp7OHrXZHmUrk8LCQquLeFpBkvT5V5e1N4BUab1vHD3XPfnkk3JWbseOHQ6NvC/NmV2WnP3+kUZMl7b93nvvAShqbaM1/ZD0mirLKpdrUb7WX331lW65goICjB8/Hjk5ObplKqpjx45ZjZOjdv78ecycOVO+P2bMGMN5kZ1J2Urrvffew19//aVbdteuXfIo7ADw8MMPO6UOFfm7tCL8RnYXDJ7dyJ9//onevXujbdu2mD9/vk3/ZaW9e/eif//+VsH2tGnTbIb39/DwwKuvvirfX7FiBR566CGrkQ2BosEvHnzwQaxevVpe9tprr2lOF1CpUiXcdddd8v2HHnrIak5JoOhL59NPP8Xw4cNtmpLrUc4BajZb7WwhISF4++235fuLFy/GoEGD5KkQ1IQQ8lyAUVFRNqOd3yxmzZol/79t2zZT68yfP18eJOSvv/5Chw4d7F48OnLkCGbNmoW6detadS1Qk6YrAYCDBw/KP3j1sg7ScmVZe9mo4ujWrZvV+2r79u2IiYnB66+/brcPY3p6Oj744AMsXLjQcB8dOnRA/fr1ARQ1exsxYoTNifzKlSt4+umn8cYbb5j+XJYHZ38Oe/XqJY80e/ToUYwZMwbp6elWZTIzMzF+/Hh88MEHTslglDVnfp7mz5+P2NhY/Pe//9U9D12+fBnTpk2TLzh5enqib9++Tjoac5SfaampadOmTa36LUqUrUyUzVLtZSNL633j6Lmufv36eOGFF+T7L774IsaMGWM1t7lSQUEB1q9fj1GjRpVZs1ul0nj/aL3W3bp10/ye1iqrXq522223ye+PTZs24amnnrL5Hjlz5gyGDRuG7777ziW/I7y9vfHcc89h7ty5NgNGHjp0CL1795Zfr7CwMEydOrVM6zdy5Ei56XVubi769u1r1cpAsmHDBvTr10/OvrZp0wYjRoxwWj0q6nep8nvjiy++cJsWKOWB8zy7oZ07d2Lnzp2YNGkSoqOj0aJFC1StWhVeXl64dOkS/vrrLxw8eNBqndtvvx2PPfaY5vaGDx+OX3/9Vb4C+9FHH2HVqlWIj49HjRo1cPbsWfzyyy9Wo0dOnjwZw4YN063j9OnTsWrVKmRnZyM1NRWxsbHo2bMn6tWrh8zMTGzZsgUnT56Ep6cnPvzwQ4wbN87wuIcNGyY3GX/mmWfw448/IiYmxupH/vPPP4/KlSsbbqskxowZg2PHjsmDYX333Xf4/vvv0bx5czRv3hzBwcHIzs7GqVOnsGvXLpsfUzejjh07YuDAgfj2229Nr9O8eXOsWLECd999N65cuYKDBw+id+/eiIyMRPv27VG1alXk5ubi3Llz2L17t+4PRTUpI/X9999bLdf74RQfH4/58+ebKlsSjz76KMLCwvDggw/i6tWrOH/+PKZNm4ZnnnkGLVq0QP369REWFgaLxYKMjAwcOXIEe/bssWqe5ePjg0GDBmlu32KxYM6cORg+fDgAYP369ahbty5uueUWVK1aFWfOnMGvv/6K9PR0REREYOLEiXj++eedfpzO4szPYeXKlfHUU0/JrSI+++wz/PDDD+jYsSNq1aqFtLQ0uS+sp6cn/vvf/2L06NFlcZhO4+zP0+7duzFx4kQ8+uijqF+/Ppo3b46qVasiLy8Pp0+fxpYtW6xGun3mmWcQGRlZ2odpxV6GWS0sLAwtWrSwymapm4qqldb7pjjnupkzZ+L48eNYunQpAGDp0qVYtmwZWrdujSZNmiAwMBCZmZk4ceIEdu/eLV8gV2arypKz3z9xcXE2c1zrvdaxsbGoXLmy1cXDxo0b23TbUWrSpAnuv/9+uen93LlzsXz5crRv3x7Vq1fH8ePH8euvvyI3NxdBQUF44403nJbtLCuvv/46Jk+ejKeeegpvvfUWevTogcDAQBw+fBibN2+WW+x4enpi4cKFqF69epnWz9vbGytWrEDPnj1x7tw5nDlzBr169UKrVq3kVpXJycnYvXu3vE716tWxYsWKEg/uqVRRv0vvuOMOPPvssxBC4LvvvkPLli3RpUsXq/FO7rnnnhLPEnJTEOQ2FixYIOrWrSsAmL75+fmJl156SeTl5Rlu/+WXXxY+Pj52t+fr6ytmz55tqr4//PCD8Pf3191WcHCwWLNmjUhJSZGXRUVF6W4vLy9PxMfH261fSkqKXN7sdpWioqI0t6Vl1apVIiIiwvRr0aFDB3Ht2jWb7cycOVMuM3PmTFP1XLx4sbzO6NGjDcsX57kwu/+OHTuaWmfXrl3CYrHYPC9GkpOTRdu2bU0/z9HR0WLXrl12t/n6669brRMTE6Nb9sKFCzb13rp1q6ljLo79+/eLe+65R3h4eJg+5qCgIPHggw+KY8eOGW7/xRdftLutxo0bi71795p6j23cuFEu07NnT80yrvI5zM/PF6NGjbK7bmhoqFi7dq3TP0+OHnPPnj3lshs3bnRoP874PL355pum1/f29hYvvviiU45bCCFGjx4tl1+8eLHdsvn5+SI4ONiqPqtXr9YtP2nSJKuyffv2NaxPabxvHD3XKc2fP19UrlzZ1GtjsVjE4MGDNbfjyPPsKGe+fyRnz561+Z7evn27bvnBgwdblZ0wYYLhPrKzs0WfPn3s1rd27dpi8+bNpr4bzZRRcvS3gpnvCfXn78MPPxTe3t66xxccHCxWrVpluG+zHP0tI4QQBw8eFK1btzZ877Rp00YcOXLE7rbc6btUCCFeeOEFu9tw9mfZXTHz7EYeeughPPTQQ9i7dy82bdqEbdu24cCBAzhx4gQyMjIghEBQUBBq1qyJli1bolevXrjzzjtNZ2JfeOEF3H///fjoo4+wbt06pKSkID09HaGhoahXrx769u2LcePG2Qw6pqdfv344cOAA3nzzTaxbtw6pqanw9PREnTp1MGjQIPzf//0f6tSpg+PHj5vaXqVKlbBu3TosWrQIa9aswZ49e3Dx4kW5D3ZZGz58OIYMGYKVK1di3bp12L59O86dO4esrCwEBASgVq1aaNq0Kbp3744BAwagUaNG5VLPiiI2NhZ33nmnVdN/M1q1aoUdO3bgp59+wpdffonff/8dp0+fRnp6Onx8fFCtWjU0atQInTp1Qt++fdG5c2fDUSf1pqTSUqVKFbRs2VK+mm2UjSqpJk2aYMWKFZg1axa+//57/PLLL9i/fz8uXLiAS5cuwc/PD5UrV0ZkZCTatWuHLl26YODAgXLzUSMzZsxA7969MX/+fPz22284e/YsgoOD0aBBA9xzzz148MEHERgYaDMnfEXlrM+hp6cnli5dirvuugsLFizAH3/8gUuXLqFy5cqoU6cOhgwZgrFjxyIiIsL0d1ZF5IzP05NPPolhw4bh559/xpYtW7Bnzx4cP34cmZmZ8PDwQGhoKJo2bYpevXph1KhRiIqKKpdjlQaHksbVsFgs6Nmzp275+Ph4/Oc//5Hvm2lhUhrvm5Kc6x599FGMHj0an376KX7++Wfs3r0b586dw7Vr1xAUFITatWsjJiYGcXFxGDBgQJm3BgBK5/1TrVo1NGvWTJ67OTg42Go2EbX4+HirQb3MvNb+/v744YcfsHz5cixduhS7du1CZmYmqlatinr16mHYsGEYM2YMKleubDOXvKsYP348unXrhg8++ADr16/HP//8AyEEoqKiMHDgQDz22GOoVatWudaxUaNG2LFjB7744gusWbMGf/75pzxGSPXq1dGxY0fceeedGDZsWKmOQF0Rv0tffvlldO3aFYsWLcKOHTvw77//mp6/m26wCMFG70REREREdEN0dLQ8J3VKSgqio6PLt0JEFQAHDCMiIiIiIiIywOCZiIiIiIiIyACDZyIiIiIiIiIDDJ6JiIiIiIiIDDB4JiIiIiIiIjLA4JmIiIiIiIjIAKeqIiIiIiIiIjLAzDMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREREZYPBMREREREREZIDBMxEREREREZEBBs9EREREREREBhg8ExERERERERlg8ExERERERERkgMEzERERERERkQEGz0REREREREQGGDwTERERERERGWDwTERERERERGSAwTMRERERERGRAQbPRERERERERAYYPBMREREREZFbu3z5MiZPnoyoqCj4+fmhS5cu2L59u0PbYPBMREREREREbm3cuHH4+eef8emnn2LPnj3o06cPbr31Vpw6dcr0NixCCFGKdSQiIiIiIiIqN1evXkVQUBC++uor3HbbbfLy2NhYDBw4EK+88oqp7VQqrQoSERGVpWvXriE3N7dE2/D29oavr6+TakRERERanHHOBgAhBCwWi9UyHx8f+Pj4WC3Lz89HQUGBzTnez88PmzdvNr0/Zp6JiMjlXbt2DX51qwFnskq0nZo1ayIlJYUBNBERUSlx1jkbAAIDA5GVZb2dmTNnIiEhwaZsly5d4O3tjeXLl6NGjRpYsWIFRo0ahYYNG+LgwYOm9sfMMxERubzc3Nyik/DJJ4BgH+MVtGTm4Eydt5Gbm8vgmYiIqJQ45ZwNAJk5yKrzNlJTUxEcHCwvVmedJZ9++inGjh2LWrVqwdPTE23atMG9996LnTt3mt4lg2ciInIfwT5AMANfIiKiCs9J5+zg4GCr4FlP/fr1sWnTJmRnZyMzMxPh4eG4++67UbduXdP74mjbRETkPoSlZDciIiIqGyU9ZxfzvB0QEIDw8HBcunQJ69atw5AhQ0yvy8wzERG5D3H9Vtx1iYiIqGyU5Jwtre+AdevWQQiBxo0b48iRI5g6dSoaN26MBx54wPQ2GDwTEZH7KEkGmZlnIiKislPSVl8OrpuRkYFnn30W//zzD6pUqYJhw4Zh1qxZ8PLyMr0NBs9ERERERETk1oYPH47hw4eXaBsMnomIyH2w2TYREZFrKONm287A4JmIiNwHm20TERG5hjJutu0MDJ6JiMh9MPNMRETkGlww88ypqoiIiIiIiIgMMPNMRETug822iYiIXAObbRMREZUjNtsmIiJyDS7YbJvBMxERuQ8Gz0RERK7BBYNn9nkmIiIiIiIiMsDMMxERuQ/2eSYiInIN7PNMRERUjhg8ExERuQYGz0REROWIfZ6JiIhcA/s8ExEREREREbkfZp6JiMh9sNk2ERGRa2CzbSIionLEZttERESuwQWbbTN4JiIi98HMMxERkWtwwcwz+zwTERERERERGWDmmYiI3AebbRMREbkGNtsmIiIqR2y2TURE5BpcsNk2g2ciInIvzCATERG5Bhc7Z7PPMxEREREREZEBZp6JiMh9sNk2ERGRa2CzbSIionLEAcOIiIhcAwcMIyIiKkfMPBMREbkGF8w8s88zERFRMfz6668YNGgQIiIiYLFY8OWXX1o9LoRAQkICIiIi4Ofnh7i4OOzbt698KktEREQlxuCZiIjchyjhzQHZ2dlo1aoV3n33Xc3HX3/9dbz11lt49913sX37dtSsWRO9e/fG5cuXi3NkRERE7qWk52w22yYiIiqBMmy23b9/f/Tv3197U0Jg3rx5eP7553HHHXcAAJYuXYoaNWpg+fLlmDBhQvHqSERE5C7YbJuIiKgcOeEKdmZmptUtJyfH4WqkpKTgzJkz6NOnj7zMx8cHPXv2xJYtW4p9eERERG7DBTPPDJ6JiIgUIiMjERISIt/mzJnj8DbOnDkDAKhRo4bV8ho1asiPERERkWths20iInIfTmi2nZqaiuDgYHmxj49PsatjsVjXRQhhs4yIiOim5ILNthk8ExGR+3DCPM/BwcFWwXNx1KxZE0BRBjo8PFxefvbsWZtsNBER0U3JBed5ZrNtIiIiJ6tbty5q1qyJn3/+WV6Wm5uLTZs2oUuXLuVYMyIiIiouZp6JiMh9lOFo21lZWThy5Ih8PyUlBcnJyahSpQrq1KmDyZMnY/bs2WjYsCEaNmyI2bNnw9/fH/fee2/x6kdEROROXLDZNjPPRETkPspw1M4dO3agdevWaN26NQBgypQpaN26NWbMmAEAePrppzF58mQ88sgjaNeuHU6dOoWffvoJQUFBJT5MIiIil1eGo23n5+fjhRdeQN26deHn54d69erhpZdeQmFhoUNVZuaZiIjcRxlmnuPi4iCE/pnbYrEgISEBCQkJxasPERGROyvDzPNrr72GDz74AEuXLkVMTAx27NiBBx54ACEhIXj88cdNb4fBMxEREREREbmtrVu3YsiQIbjtttsAANHR0VixYgV27Njh0HbYbJuIiNxHGTbbJiIiohJwUrPtzMxMq1tOTo7Nrrp164YNGzbg0KFDAIDdu3dj8+bNGDBggENVZuaZiIjcRxk22yYiIqIScFKz7cjISKvFM2fOtOkyNW3aNGRkZKBJkybw9PREQUEBZs2ahREjRji0SwbPRETkPpwwzzMRERGVASfN85yamorg4GB5sY+Pj03RVatWYdmyZVi+fDliYmKQnJyMyZMnIyIiAqNHjza9SwbPRERERERE5JKCg4OtgmctU6dOxTPPPIN77rkHANCiRQucOHECc+bMYfBMREQ3KTbbJiIicg1lONr2lStX4OFhPdyXp6cnp6oiIqKbGJttExERuQYnNds2Y9CgQZg1axbq1KmDmJgY7Nq1C2+99RbGjh3r0C4ZPBMRkfsQKEHm2ak1ISIiIntKcs6W1jdp/vz5mD59Oh555BGcPXsWERERmDBhAmbMmOHQLhk8ExERERERkdsKCgrCvHnzMG/evBJth/M8u7gxY8Zg6NCh5V0NqsASExNhsViQnp5e3lUhKhuc49mlJSQkIDY2Vr7P81zFEh0d7fCPz99//x0tWrSAl5dXiV7LuLg4TJ48udjra1G/v0pjH85QXufy48ePw2KxIDk5udS3oz7GJUuWIDQ0VH5c/d1AbqKEczyXNQbPTlQRTvBjxoyBxWKBxWJBpUqVUKdOHfzf//0fLl26VK71qgik58VisSAgIAANGzbEmDFjkJSUVCb7r0hBrBACCxYsQMeOHREYGIjQ0FC0a9cO8+bNw5UrV8q7eoYyMzMxffp0xMTEwM/PD2FhYWjfvj1ef/11zff68uXL4enpiYcfftjmMel10bqdOXNGPuHr3erWrVsWh0xmSYOPFPdGJXb27FlMmDABderUgY+PD2rWrIm+ffti69atptZ/6qmnsGHDBt3HeZ4rnujoaPl58/PzQ5MmTfDGG29ACMd+gW7fvh3jx493aJ0pU6YgNjYWKSkpWLJkiUPr2nPs2DGMGDECERER8PX1Re3atTFkyBAcOnTI9DbeeecdzToZffdbLBabeWRLU5cuXZCWloaQkBDT62RnZ2PatGmoV68efH19Ua1aNcTFxeHbb781vY3IyEikpaWhefPmAEr3t4zRMaq/G0rrd/eRI0cwduxY+TusVq1auOWWW/DZZ58hPz/fpvz48ePh6emJlStX2jyWkJCg+d5p0qQJgKILBPbeYw888IDTj69CKek5uxzO22y27Yb69euHxYsXIz8/H3///TfGjh2L9PR0rFixoryrpis3Nxfe3t6lvp/FixejX79+uHbtGg4dOiQHkIsWLcKoUaNKff8Vxf3334///e9/eOGFF/Duu++iWrVq2L17N+bNm4fo6OhyuwhUUFAAi8ViMxqi0sWLF9GtWzdkZmbi5ZdfRtu2beHt7Y0jR45g+fLlWL58OSZOnGi1zqJFi/D000/j/fffx1tvvQV/f3+b7R48eNBmmoPq1atDCIG0tDSb8jt27MDQoUNt9kXljAOGlbthw4YhLy8PS5cuRb169fDvv/9iw4YNuHjxoqn1AwMDERgYaLcMz3PF89JLL+Ghhx7CtWvXsH79evzf//0fgoODMWHCBNPbqFatmsP7PXr0KB5++GHUrl3b4XX15Obmonfv3mjSpAn+97//ITw8HP/88w++//57ZGRkmN6OXqAmBY2SN998Ez/++CPWr18vLzN6n6rl5eXBy8vL5jjMvC+8vb1Rs2ZNh/b38MMP488//8S7776LZs2a4cKFC9iyZQsuXLhgehuenp4O77e4jI7RzHdDSf3555+49dZbERMTg/feew9NmjRBVlYW/v77b3zwwQdo3rw5WrVqJZe/cuUKVq1ahalTp+Ljjz+Wp0FSiomJsXrfAEClSkUh2N13341+/frZrPPf//4Xr732Gh566CEnH2EFU4YDhjmNIKcZPXq0GDJkiOZjc+fOFc2bNxf+/v6idu3a4v/+7//E5cuX5ccXL14sQkJCxI8//iiaNGkiAgICRN++fcXp06flMvn5+eKJJ54QISEhokqVKmLq1Kli1KhRVvvUqsOUKVNElSpVrJYtWrRINGnSRPj4+IjGjRuL9957T34sJydHTJw4UdSsWVP4+PiIqKgoMXv2bPnxEydOiMGDB4uAgAARFBQk7rrrLnHmzBm7dXj88cdFz5495fs9e/YUEydOFE888YQICwsTPXr0EEIIsXfvXjFgwAARFBQkAgMDRbdu3cSRI0dM1dsIALF27Vqb5aNGjRJBQUHi4sWL8rIvvvhCNGvWTHh7e4uoqCjx5ptvWq0TFRUlXn75ZXH//feLgIAAUadOHfHll1+Ks2fPys9N8+bNxfbt2+V1Nm7cKACIS5cuadbvzz//FLfeeqsICwsTwcHBokePHiIpKcnmGBYuXCiGDh0q/Pz8RIMGDcRXX31lVea7774TDRs2FL6+viIuLk4sXrzYar+rVq0SAMSXX35pU4fCwkKRnp4uhBCioKBAvPjii6JWrVrC29tbtGrVSvzwww9y2U6dOolp06ZZrX/27FlRqVIl8csvvwghit5LU6dOFREREcLf31906NBBbNy4US4vve+/+eYb0bRpU+Hp6SmOHTum+fxIJkyYIAICAsQ///yj+XhhYaHV/ZSUFOHn5yfS09NFx44dxdKlS60eN3pdtJw5c0bUrl1bjBw50vQ6VLoyMjKKTsE7Xhc4ML94tx2vCwAiIyOjvA/HZV26dEkAEImJibpljM4hM2fOFK1atZLvq88pN/N5zqje9kRFRYm3337balmbNm3EHXfcId8/cuSIGDx4sKhevboICAgQ7dq1Ez///LPd7dg7L6WkpNg0tFy8eLEQQoh9+/aJ/v37i4CAAFG9enVx3333iXPnzsnbzcrKks+xNWvWFG+++abo2bOnePzxx4UQQuzatUsAEMePH7d73H/99ZeIj48Xvr6+okqVKuKhhx6y+v2lfi2V+1BSvy+FsP9aSce+atUq0bNnT+Hj4yMWLVok72/27NkiPDxcREVFCSGE+PTTT0Xbtm1FYGCgqFGjhhgxYoT4999/5e2pz1VmfjeGhISIJUuW2H1+tH4bhYSEyK+TdBy7du3SfD1Hjx4thBDihx9+EF27dpV/o952221W72tp3RUrVojOnTsLHx8f0axZM6vfBHrHqPUazJw506YuGzduFPHx8WLixIlWx3P+/Hnh7e0tNmzYYPe5KCwsFE2bNhVt27YVBQUFumWUlixZIjp16iTS09OFn5+fSElJsXpc631jJDExUVSqVEksXLjQofVciVPO2eV03maz7TLi4eGB//znP9i7dy+WLl2KX375BU8//bRVmStXruDNN9/Ep59+il9//RUnT57EU089JT8+d+5cLFq0CB9//DE2b96MixcvYu3atXb3e+zYMfz4449WVzoXLlyI559/HrNmzcL+/fsxe/ZsTJ8+HUuXLgUA/Oc//8HXX3+Nzz//HAcPHsSyZcsQHR0NoKi579ChQ3Hx4kVs2rQJP//8M44ePYq7777b4edk6dKlqFSpEn7//Xd8+OGHOHXqFHr06AFfX1/88ssvSEpKwtixY+UmMkb1Lq4nnngCly9fxs8//wwASEpKwvDhw3HPPfdgz549SEhIwPTp022adb399tvo2rUrdu3ahdtuuw33338/Ro0ahfvuuw87d+5EgwYNMGrUKNNN4i5fvozRo0fjt99+w7Zt29CwYUMMGDAAly9ftir34osvYvjw4fjrr78wYMAAjBw5Us7opKam4o477sCAAQOQnJyMcePG4ZlnnrFa/7PPPkPjxo0xZMgQmzpYLBb5Kvw777yDuXPn4s0338Rff/2Fvn37YvDgwTh8+DAAYOTIkVixYoXV8a1atQo1atRAz549AQAPPPAAfv/9d6xcuRJ//fUX7rrrLvTr10/eBlD0vp8zZw4++ugj7Nu3D9WrV9d9jgoLC7Fq1Srcd999qFWrlmYZi8W6Cc+iRYtw2223ISQkBPfddx8+/vhj3e2bkZeXh2HDhqFmzZr46KOPSrQtKgUl6TvFzHOJSZmhL7/8Ejk5OTaPO/McIrmZznP26u0IIQQSExOxf/9+q+ctKysLAwYMwPr167Fr1y707dsXgwYNwsmTJ+1uT++8JGVvg4ODMW/ePKSlpeHuu+9GWloaevbsidjYWOzYsQM//vgj/v33XwwfPlze5tSpU7Fx40asXbsWP/30ExITE626WVWrVg0eHh744osvUFBQoFmvK1euoF+/fqhcuTK2b9+O1atXY/369Xj00Ucdfs7UzP4mmTZtGiZNmoT9+/ejb9++AIANGzZg//79+Pnnn+Um1Lm5uXj55Zexe/dufPnll0hJScGYMWPs1sHod2PNmjXx/fff2/yOKK7IyEisWbMGQFFrrbS0NLzzzjsAipqIT5kyBdu3b8eGDRvg4eGB22+/3WYO3alTp+LJJ5/Erl270KVLFwwePNihTLjkqaeewvDhw9GvXz+kpaUhLS0NXbp0wbhx47B8+XKr75/PPvsMERERiI+Pt7vN5ORk7N+/H0899ZRuCzj1b4yPP/4Y9913H0JCQjBgwAAsXrzY4WNROnHiBO666y5MmDAB48aNK9G2XEJJz9nMPLs2e5lntc8//1yEhYXJ96XsoPIq3XvvvSdq1Kgh3w8PDxevvvqqfD8vL0/Url3b5oq8p6enCAgIEL6+vvJb66233pLLREZGiuXLl1vV5+WXXxadO3cWQgjx2GOPiV69etlcXRNCiJ9++kl4enqKkydPysv27dsnAIg///xT93nQuiIfGxtrVebZZ58VdevWFbm5uTb7NVNvI9DJPF+9elUAEK+99poQQoh7771X9O7d26rM1KlTRbNmzeT7UVFR4r777pPvp6WlCQBi+vTp8rKtW7cKACItLU0I4XiGMz8/XwQFBYlvvvnG6hheeOEF+X5WVpawWCxyRvjZZ58VTZs2tXrtpk2bZrXfpk2bisGDBxvuPyIiQsyaNctqWfv27cUjjzwihLiRZf7111/lxzt37iymTp0qhCjKYFgsFnHq1Cmrbdxyyy3i2WefFULceN8nJycb1keIooyv+v0sRFH2JCAgQAQEBIh77rlHXl5QUCAiIyPlLPu5c+eEl5eXOHz4sFxGel2k9aVbo0aNNOswfvx4UaNGDZGammqqzlQ25KvYf74h8Pe7xbv9+QYzz07wxRdfiMqVKwtfX1/RpUsX8eyzz4rdu3cLIcydQ8xknm/W85y9ehuJiooS3t7eIiAgQHh5eQkAwtfXV/z+++9212vWrJmYP3++1XbUmWd75yUhrDOZQggxffp00adPH6v9pKamCgDi4MGD4vLly8Lb21usXLlSfvzChQvCz8/PKiv87rvvCn9/fxEUFCTi4+PFSy+9JI4ePSo/vmDBAlG5cmWRlZUlL/vuu++Eh4eH3JKguJlno9dKyrTOmzfPqszo0aNFjRo1RE5Ojs0+lP78808BQM6Sa2VljX43btq0SdSuXVt4eXmJdu3aicmTJ4vNmzdb7Ufrt5Fe5lmrHnrOnj0rAIg9e/ZYbUfrd6z0+8uRzLMQ2p/Da9euiSpVqohVq1bJy2JjY0VCQoLd+gohxMqVKwUAsXPnTnnZv//+a/XbQNm64NChQ8LLy0tuMbF27VoRGRlplbWeOXOm8PDwsPmN8eCDD9rsPzs7W7Ru3VrExcWJvLw8w/q6Mqecs8vpvM3McxnZuHEjevfujVq1aiEoKAijRo3ChQsXkJ2dLZfx9/dH/fr15fvh4eE4e/YsACAjIwNpaWno3Lmz/HilSpXQrl07m33Fx8cjOTkZf/zxBx577DH07dsXjz32GADg3LlzSE1NxYMPPihnCAIDA/HKK6/g6NGjAIoGYEhOTkbjxo0xadIk/PTTT/K29+/fj8jISERGRsrLmjVrhtDQUOzfv9+h50Rd9+TkZHTv3t2mP5DZeheXuJ45la4m7t+/H127drUq07VrVxw+fNjq6nbLli3l/2vUqAEAaNGihc0y6TU0cvbsWTz88MNo1KgRQkJCEBISgqysLJsr/sr9BgQEICgoSN7H/v370alTJ6sro8r3jHS86iunapmZmTh9+rTm8yC9ztWqVUPv3r3x2WefAQBSUlKwdetWjBw5EgCwc+dOCCHQqFEjq9ds06ZNVq+Zt7e31TGZoa7/2rVrkZycjL59++Lq1avy8p9++gnZ2dno378/AKBq1aro06cPFi1aZLPN3377DcnJyfJt3bp1NmU++OADLFmyBP/73/+c2nePnMjVrmC7oWHDhuH06dP4+uuv0bdvXyQmJqJNmzZYsmSJ084hN+t5zl69zZg6dSqSk5OxadMmxMfH4/nnn0eXLl3kx7Ozs/H000/LxxsYGIgDBw4YZp7tnZe0JCUlYePGjVbHKQ2gdPToURw9ehS5ublW568qVaqgcePGVtuZOHEizpw5g2XLlqFz585YvXo1YmJi5JZk+/fvR6tWrRAQECCv07VrVxQWFuLgwYMmnjFtjvwm0fqd1qJFC5t+zrt27cKQIUMQFRWFoKAgxMXFAYDd597e70YA6NGjB44dO4YNGzZg2LBh2LdvH7p3746XX365OIdt19GjR3HvvfeiXr16CA4OlgfTVNdf63eso58re3x8fHDffffJ5/nk5GTs3r3bMIuvpPyNERYWJv8uCA0NRW5urvzYxx9/jL59+6Jq1aoAgAEDBiA7O9umf3Pjxo2tfl8kJydj1qxZNvt98MEHcenSJaxevVruE+32XDDzfJO8MuXrxIkTGDBgAB5++GG8/PLLqFKlCjZv3owHH3wQeXl5cjn1ydRisTg8CiZQdOJq0KABgKImXvHx8XjxxRfx8ssvy81nFi5ciI4dO1qt5+npCQBo06YNUlJS8MMPP2D9+vUYPnw4br31VnzxxRe6gZdyuYeHh029lceprKeSn5+f7jGZqXdxSV/a0he91jFqvQ7K10sqr7VM3WRJz5gxY3Du3DnMmzcPUVFR8PHxQefOna2+qNX7kPYj7cPM+6VRo0amT1Raz4Ny2ciRI/H4449j/vz5WL58OWJiYuSBNAoLC+Hp6YmkpCSb10g54Iefn59hMC+pVq0aQkNDceDAAavlderUAVA0h59yBNBFixbh4sWLVgOEFRYWYteuXXj55Zet6lW3bl2rKTHUNm/ejEmTJuG///2v1Y9NIrLl6+uL3r17o3fv3pgxYwbGjRuHmTNnYsqUKYbnEDNu1vOcvXqbUbVqVTRo0AANGjTAmjVr0KBBA3Tq1Am33norgKLget26dXjzzTfRoEED+Pn54c4777Q5D6nZOy/pHeugQYPw2muv2TwWHh5u1bXHSFBQEAYPHozBgwfjlVdeQd++ffHKK6+gd+/edt9XjrzftOoPmPtNon4PaC3Lzs5Gnz590KdPHyxbtgzVqlXDyZMn0bdvX7vPvZnfjV5eXujevTu6d++OZ555Bq+88gpeeuklTJs2Dd7e3prraL2XjQwaNAiRkZFYuHAhIiIiUFhYiObNmxu+d6R6O9O4ceMQGxuLf/75B4sWLcItt9yCqKgow/UaNmwIADhw4IA8JZanp6f8XaMMaAsKCvDJJ5/gzJkzNss//vhj9OnTR17m7e0tb0PPa6+9hq+//hpbtmyRg3GqmJh5LgM7duxAfn4+5s6di06dOqFRo0Y4ffq0Q9sICQlBeHg4tm3bJi/Lz883Nc3SzJkz8eabb+L06dOoUaMGatWqhWPHjsknUOmmnHInODgYd999NxYuXIhVq1ZhzZo1uHjxIpo1a4aTJ08iNTVVLvv3338jIyMDTZs2BVAU4KhHJzYzP2DLli3x22+/aX5pm613ccybNw/BwcHyj4dmzZph8+bNVmW2bNmCRo0alThQt+e3337DpEmTMGDAAMTExMDHxwfnz593aBvNmjWzeo8AsLl/77334tChQ/jqq69s1hdCICMjA8HBwYiIiNB8HqTXGQCGDh2Ka9eu4ccff8Ty5ctx3333yY+1bt0aBQUFOHv2rM1rVtyROz08PDB8+HAsW7YMp06dslv2woUL+Oqrr7By5UqbK75ZWVn44YcfTO83NTUVw4YNw/jx42+OPkiuzMWmvLhZNGvWDNnZ2abOIcVxM53n9OrtqMqVK+Oxxx7DU089JQdPv/32G8aMGYPbb78dLVq0QM2aNXH8+HGHt22kTZs22LdvH6Kjo22OVbow4uXlZXX+unTpkuEUVNIUQFKrvmbNmiE5Odmqld/vv/8ODw8PNGrUqNj1d/ZvkgMHDuD8+fN49dVX0b17dzRp0sR0qzVHNWvWDPn5+bh27RoA2/fy4cOH7U5ZKWXMlS3xLly4gP379+OFF17ALbfcgqZNm+pOHaf1O1ZqdeAob29vzf7uLVq0QLt27bBw4UIsX74cY8eONbW91q1bo0mTJnjzzTcNEx9SX/Jdu3ZZ/b5YvXo1vvzyS4f6cf/44494/vnnsWTJEquRvG8KnKqKMjIybE6g1apVQ35+PubPn49Bgwbh999/xwcffODwth9//HG8+uqraNiwIZo2bYq33nrL1Dx7cXFxiImJwezZs/Huu+8iISEBkyZNQnBwMPr374+cnBzs2LEDly5dwpQpU/D2228jPDwcsbGx8PDwwOrVq1GzZk2Ehobi1ltvRcuWLTFy5EjMmzcP+fn5eOSRR9CzZ0+5aVKvXr3wxhtv4JNPPkHnzp2xbNky7N27F61bt7Zbz0cffRTz58/HPffcg2effRYhISHYtm0bOnTogMaNGxvW24z09HScOXMGOTk5OHToED788EN8+eWX+OSTT+Ss45NPPon27dvj5Zdfxt13342tW7fi3XffxX//+19T+zCyZ88eBAUFWS2LjY1FgwYN8Omnn6Jdu3bIzMzE1KlT7WYptDz88MOYO3cupkyZggkTJiApKclmoLPhw4dj7dq1GDFiBKZPn47evXujWrVq2LNnD95++2089thjGDp0KKZOnYqZM2eifv36iI2NxeLFi5GcnCw30waKrp4PGTIE06dPx/79+3HvvffKjzVq1AgjR47EqFGjMHfuXLRu3Rrnz5/HL7/8ghYtWmDAgAGOP3kAZs+ejcTERHTs2BEvvfQS2rVrh4CAAPz111/YunWrPBflp59+irCwMNx11102A38MHDgQH3/8MQYOHCgvO3v2rPxjQhIWFoaCggLcfvvtqFWrFp555hmcOXPGpk5lNY0HmVCSkymD5xK7cOEC7rrrLowdOxYtW7ZEUFAQduzYgddffx1DhgwxdQ4pjpvlPGev3sUxceJEvPbaa1izZg3uvPNONGjQAP/73/8waNAgWCwWTJ8+3XTrKUf3u3DhQowYMQJTp05F1apVceTIEaxcuRILFy5EYGAgHnzwQUydOhVhYWGoUaMGnn/+eavv8uTkZMycORP3338/mjVrBm9vb2zatAmLFi3CtGnTABS1jpo5cyZGjx6NhIQEnDt3Do899hjuv/9+uWtVcTnjN4mkTp068Pb2xvz58/Hwww9j7969TmlaHRcXhxEjRqBdu3YICwvD33//jeeeew7x8fHy1Iy9evXCu+++i06dOqGwsBDTpk3T7FYgiYqKgsViwbfffosBAwbAz88PlStXRlhYGBYsWIDw8HCcPHnSZrBSyXvvvSf/jn377bdx6dIl08GtWnR0NNatW4eDBw8iLCwMISEhct3HjRuHRx99FP7+/rj99ttNbc9isWDx4sXo3bs3unbtimeffRZNmzZFXl4efv31V5w7d05Oonz88ce47bbbbILdmJgYTJ48GcuWLcPjjz8OoOgigfq3g8ViQY0aNXD48GGMGDEC48aNQ/fu3W3KeXt7o0qVKsV6flxCSQPg8jhvl1nv6pvA6NGjNVvjjx49Wrz11lsiPDxc+Pn5ib59+4pPPvnE7qAIQhQNPKB8ifLy8sTjjz8ugoODRWhoqJgyZYqpqaqEEOKzzz4T3t7e8gAon332mYiNjRXe3t6icuXKokePHuJ///ufEKJogI3Y2FgREBAggoODxS233GI1eILRFB5CCDFjxgxRo0YNERISIp544gnx6KOP2gykojUgx+7du0WfPn3kAUC6d+9uNfiHvXobUb4mvr6+on79+mL06NE200EJcWOqKi8vL1GnTh3xxhtvWD2uNeUHVINu6A2yoXUTQoidO3eKdu3aCR8fH9GwYUOxevVqzYFZ7A3sIYQQ33zzjWjQoIHw8fER3bt3F4sWLbIZ3KOgoEC8//77on379sLf318EBweLtm3binfeeUdcuXJFLiNNVeXl5WUzVZXku+++EwDkaViUcnNzxYwZM0R0dLTw8vISNWvWFLfffrv466+/hBDa73sz0tPTxbPPPitPEeLn5ydatmwppk+fLi5cuCCEEKJFixby4GZqa9asEZUqVRJnzpyx+7ps3bpVJCYmGva4ofInDz6yZa7AX/8t3m3LXA4YVkLXrl0TzzzzjGjTpo0ICQkR/v7+onHjxuKFF16Qv1tKY6oqIW6O85xRve3ROm8JIcRDDz0kYmJiREFBgUhJSRHx8fHCz89PREZGinfffdfmOIpzXlLfF6JosKXbb79dhIaGCj8/P9GkSRMxefJkeTC0y5cvi/vuu0/4+/uLGjVqiNdff92qLufOnROTJk0SzZs3F4GBgSIoKEi0aNFCvPnmm1YDNpXmVFX2Xiv1bwC9/UmWL18uoqOjhY+Pj+jcubP4+uuv7Q7UZeZ34+zZs0Xnzp1FlSpVhK+vr6hXr56YNGmSOH/+vFzm1KlTok+fPiIgIEA0bNhQfP/993YHDBNCiJdeeknUrFlTWCwWeaqqn3/+WTRt2lT4+PiIli1byudO6b0hbWf58uWiY8eOwtvbWzRt2tRq+ihHBww7e/as6N27twgMDBQArKa9unz5svD399f9HWDPwYMHxejRo0Xt2rVFpUqVREhIiOjRo4f48MMPRV5enjhz5oyoVKmS+PzzzzXXf+yxx0SLFi3kOmv9bvDx8RFCCJGQkGD394XyO8WdOOWcXU7nbYsQxehUS0REVIFkZmYWTbO2ZS4Q6FiLDVnWVaDLk3LXBSIick2pqamIjo7G9u3b0aZNm/KuDqk45ZwNlMt5m822iYjIfbDZNhHRTSsvLw9paWl45pln0KlTJwbOFZ0LNtvmgGHkFmbPnm01XYTyJk1TRK5B73UMDAzEb7/9Vt7Vo4rOxaa8IHKGzz77TPd7MyYmpryrR1Rmfv/9d0RFRSEpKclmfKHffvvN7m8MKgecqoqofDz88MMYPny45mOODrpF5cveiLW1atUqu4qQa2LmmW5CgwcPtpkySWJv8CcidxMXF6c7bWe7du1MjYpPZcgFM88MnsktVKlSxb1HI7yJGM2FSERE1oKCgmxmcSAia35+fvyNQSXG4JmIiNxHSZpxsdk2ERFR2Slp02s22yYiIioBNtsmIiJyDWy2TUREVI6YeSYiInINLph55mjbRERERERERAaYeSYiIvfBZttERESugc22iYiIyhGbbRMREbkGNtsmIiIiIiIicj/MPBMRkftgs20iIiLXwGbbRERE5YzNr4mIiFyDi52zGTwTEZH7YOaZiIjINbhg5pl9nomIiIiIiIgMMPNMRETug6NtExERuQYXHG2bwTMREbkPNtsmIiJyDS7YbJvBMxERuQ9mnomIiFyDC2ae2eeZiIiIiIiIyAAzz0RE5D7YbJuIiMg1uGCzbWaeiYjIfYgS3oiIiKhslPSc7cB5Ozo6GhaLxeY2ceJEh6rMzDMREbkPZp6JiIhcQxlmnrdv346CggL5/t69e9G7d2/cddddDu2SwTMRERERERG5rWrVqlndf/XVV1G/fn307NnToe0weCYiIvfB0baJiIhcg5NG287MzLRa7OPjAx8fH93VcnNzsWzZMkyZMgUWi2OZb/Z5JiIi9yE1ASvujYiIiMpGSc/Z18/bkZGRCAkJkW9z5syxu9svv/wS6enpGDNmjMNVZuaZiIjcBzPPRERErsFJmefU1FQEBwfLi+1lnQHg448/Rv/+/REREeHwLhk8ExERERERkUsKDg62Cp7tOXHiBNavX4///e9/xdoXg2ciInIfHG2biIjINZTDPM+LFy9G9erVcdtttxVrlwyeiYjIfbDZNhERkWtwUrNtswoLC7F48WKMHj0alSoVLwxm8ExERO6DmWciIiLXUMaZ5/Xr1+PkyZMYO3ZssXfJ4JmIiIiIiIjcWp8+fSBEyZqZMXgmIiL3wWbbRERErqGMm207A4NnIiJyH2y2TURE5BrKYcCwkmLwTERE7oOZZyIiItfggplnj7LfJREREREREZFrYeaZiIjcBzPPRERErsEFM88MnomIyL2w7zIREZFrcLFzNpttExGR+xAlvDkgPz8fL7zwAurWrQs/Pz/Uq1cPL730EgoLC510MERERG6spOdsZp6JiIhcw2uvvYYPPvgAS5cuRUxMDHbs2IEHHngAISEhePzxx8u7ekRERORkDJ6JiMh9lOFUVVu3bsWQIUNw2223AQCio6OxYsUK7Nixo3j7JyIiupm44FRVbLZNRETuQzoRF/cGIDMz0+qWk5Ojuatu3bphw4YNOHToEABg9+7d2Lx5MwYMGFBmh0tEROSySnrO5jzPRERE5SsyMtLq/syZM5GQkGBTbtq0acjIyECTJk3g6emJgoICzJo1CyNGjCijmhIREVFZYvBMRETuwwlTVaWmpiI4OFhe7OPjo1l81apVWLZsGZYvX46YmBgkJydj8uTJiIiIwOjRo4tZCSIiopsEp6oiIiIqR07o8xwcHGwVPOuZOnUqnnnmGdxzzz0AgBYtWuDEiROYM2cOg2ciIiIjLtjnmcEzERG5Dydkns26cuUKPDyshw7x9PTkVFVERERmMPNMRER0cxg0aBBmzZqFOnXqICYmBrt27cJbb72FsWPHlnfViIiIqBQweCYiIvdRhlNVzZ8/H9OnT8cjjzyCs2fPIiIiAhMmTMCMGTOKt38iIqKbCZttExERlaMybLYdFBSEefPmYd68ecXcIRER0U2MzbaJiIjKURlmnomIiKgEXDDz7GFchIiIiIiIiOjmxswzERG5jzJstk1EREQlwGbbRERE5YjNtomIiFyDCzbbZvBMRETug5lnIiIi1+CCmWf2eSYiIiIiIiIywMwzERG5DzbbJiIicg1stk1ERFSO2GybiIjINbhgs20Gz0RE5D6YeSYiInINLph5Zp9nIiIiIiIiIgPMPBMRkftgs20iIiLXwGbbRERE5YjNtomIiFyDCzbbZvBMRETug5lnIiIi1+CCmWf2eSYiIiIiIiIywMwzERG5kZI0AWOzbSIiorJTwmbb5XDeZuaZiIjchyjhjYiIiMpGSc/ZDp63T506hfvuuw9hYWHw9/dHbGwskpKSHNoGM89EROQ+OGAYERGRayjDAcMuXbqErl27Ij4+Hj/88AOqV6+Oo0ePIjQ01KFdMngmIiIiIiIit/Xaa68hMjISixcvlpdFR0c7vB022yYiIvfBZttERESuwUnNtjMzM61uOTk5Nrv6+uuv0a5dO9x1112oXr06WrdujYULFzpcZQbPRETkPqQmYMW9ERERUdko6Tn7+nk7MjISISEh8m3OnDk2uzp27Bjef/99NGzYEOvWrcPDDz+MSZMm4ZNPPnGoyi7ZbFsIgQt//YXC/Hy75aq2bAkPLy+rZed37zZcDwDCWrSAp7d3iepp5MLevSjQuDLiTFWaNkUlf/9S3QcRUYXBeZ4rpJz0dGQcPWq3jE9ICEIaNHB4PQDwDg5GaMOGJaqjkdzLl5F+6FCp7qOSvz+qNG1aqvsgIqownDTPc2pqKoKDg+XFPj4+NkULCwvRrl07zJ49GwDQunVr7Nu3D++//z5GjRplepcuGTxbLBZcPnkS9b6N0C+UkIhr2fXho+oEXq36eu3y3zS+8f+gg7iSUQd+1aqVvLJ2VN1y3HrBgrbAeAdGfDNR/mJgICo3bmy3DBERUWnyCghAjXc9geh04Hio9YOK+2Kj9UPnd+9G7SUhNxZEp+vs4TLEzNINntMPHUKNby8X3TkeeqMux0Nv3I87brvikljrY1aXsTqmyxAzGTwTETkiODjYKnjWEh4ejmbNmlkta9q0KdasWePQvlwyeAaAuoMG4WDWCjRObOTYiglxiv8TrR8bdLCk1Sq+BW3NPyYFzI4E2kRENwOOtl0heXh5Ie/9JvD6vwPWD0hBp1ZQLdENmMuZ1kWAxGjb40mMLvorBdcV9XiIiMpaGY623bVrVxw8aB3rHTp0CFFRUQ7t0qX7PDcaMQJ722oEkAmJ1kGyzWOJN+5/0/hG1ln6/5syytQuaHsjMNYKhNWPSX+l9ZTr2wu+iYhuFhwwrMKq5OuL3PkNbB+Qgkl7QaWU3a0opOBYmXVWZqKlgFkZTBMRkbUynOf5iSeewLZt2zB79mwcOXIEy5cvx4IFCzBx4kSHquzSwTMANHvoIWyP/qnojjow1vNN46Jy3zQu32yzFmVQrAyWxyfZNtNWB9wMoInoZscBwyo0r8BAXJ1bp+iOFHQaBcbSYxUlAJXqo8wiq49BmXmOO26/LBHRzcpJA4aZ0b59e6xduxYrVqxA8+bN8fLLL2PevHkYOXKkQ1V22WbbEovFgjZPP42Njz2GeNS/8cCH3yLvnwdh8fS0XckoYB50EHlZMfD09XVuZdWUwa8yy6wMgpUBs1GwrBFs57dLQ+7ly4ZVqeTvDw+t54qIiMiJfKtUQfrzFxE6K906IJ65CbmXrc9r+VevAgixWmbV31i6D5g615VE/pUrdvtry/elwFkZLCsZXAQwcxwWDw94BQQYliMiohsGDhyIgQMHlmgbFiGEWzRUy792DTtfew0dxwdqFxh0b1FAqQyc1c2ztYJqqYy9rK4yaNW6r95HeJZ12bTAomVKZppza9XBqJxO2Qvd6qGKqhM9EZGryMzMREhICPDOSsCvmDMMXL0CPH4PMjIyDAceoZLLOHoUoctSbR+w1/9ZKwutXqYMXKPTbzShVpaR/kqPjUm2zQirM8nKbdvLmscdt59ZVgfVZjPqyr7TAMTiWHPrERFVME45ZwPlct52+cyzpJKvL1o88gh+mT4dvdpcv6KglbXV6s886KDtcq2gWStIVvY7ltgLtL9pXLSeMoCVlun1cR50sOgxKcA2M1CYViZbndUmInI3HDDMZYTUr49TvU6j1i8F1g9oBaT2+g2rl6sDa/Xo1tL2pf7IWoGztB1pmTqoVu5DK9OsvgCgrqMjzbaVdZOeh+h0ALHmt0FEVBGV4YBhzuLyfZ6V/KpVQ9z77+NodeN5nImIiKh8RXTvjpzJrcu7GkRERKa4TeZZYrFYUG/oUBTk5eF49e9Q/6zGIaoH3lKOtu2I4mRx1f2SlcuU/ysHCJMy08Wpo94+iYjcUUlGzXaLTkyuxzskBGJmHK6cPYuA9//WLmQ2U6vO+Bqtp87qGq2rl1HW2oZWttlek3R7dVRmnCvKwGlERCVV0pkuyuG87XbBs8TDywv1hg6FAJCXnY3zycmI2Hep6EFHAkhlWalvckmaP+sNBqZVLzPTV9nbhzpoZuBMRO6OwbPL8q9eHWJmdQBA1qlTOL97N+qujrhRQCtoVTfRNhs4az2mta5W32rpf2XgLDUNV5dX9otWNwPX6qOtJC0zM4sIEZErYvBcMXkFBCC8a1eIrtbLCwsKcO38eVz591/kZmTIy4UQEAUFEIWFyMvMRP1ZnYBvlhdlfdMCnT8PtF6fZGXwqx7MTG/6Kq376vLq7QMI23wM2HzMav2LPRuicmPnHaslbW7RP9Ic3G3TcK5jJKq2auW0fRDRTY59nt1CYK1aCKxVC2KA9fL8q1dx5exZXP03FwU5OQDCAFw/b0fmozA/H1FbvYsK2+sLDWj3h9aiN3K21jK9gN1eoGwvcLaTZbZsWmKzTPQco1veUdmnTyPw+bM2g66JjdF6qxAROcYF+zzfFMGzHg9PT/jXqAH/GjXslhO3A8CTwHigMD8f2WNO4fLJk6j1RAPnVMQoIywFvXpZb737UrZZGUAb7VMxSFnhhWhT1TdNuujQNk1eVJCb69x9EBGR26rk54fgqCgER0XplhF9rO/nZWfj8okTuHziKqLP5hQtNNOcWy/rrJddVj9uLyjWYyJo1iTtv6djq9lTmJ+vnxUnIrpJudWAYWXBo1IlBEVFIaJ7d4gd4RA7wpG3uTKOzdhe+jtPU0zDZabpuKPTXSk5O7tORFQWRAlv5Ha8AgJQpVkzRPXvDzF6KMToocieU7PoQa3RtKVRuNWjaCupg1ytMspm5Opm4MpMtLJPs9629Eijhku30uBoH20iIrNKes4uh/M2g2cnqOTri7qDByPv1xBsv2Nx8TYiTUelR28eaCPSVFrjk4qangPa81BrzXFNRORqpCZgxb3RTcG/Zk2IjdG49Pz1i9LqvslGA3NpBd1mp9OKO150P+540TRZY5JvrOtIEKyccktrqi1nYfBMRKWlpOdsNtt2bZX8/dHuuedwuMHnaPh6d/uF9QJYZZA86CAw6F7bdRwdsEw9H7Wy//OCtjeCaq35rkuLFKz/Y7/JPBGRQ9jnmRwQ2qABcsPD4f3m9qJgVm/QMHvzPGuVl0h9qpXrKAPl46E35plOjC76Hyj6X68/trSehM2qichVsc8zAUCD4cORWvUXRD7d1H5BvQBYa4oqiTTityO09qNcVsKA2bLgW3MFpYBZGjAsKRw126YBuzTW1xs4zUkjhp/rVAdVW7Y0LGf62Ew607oGarRv79RtEhFR8XkFBKDg+W7w/Oz6972jwbIk7rh11ljKMEui04vOf8pMszKg1gqWpX0vib0R3KuzzA4Gz1fOnEHAiGvWC/Wm0NLo922JP66/T+kiAGB/MDb1xQQTxOJYwzJ52dnwHnhOP1uuvMAhvT72+rMfD+UAaURkhcFzKandqxdOzduMWpPr2z6oNb8zUBQUpwXajqJtZnoqM5QZ6/KatuqbxjcGDFMMHGZDq35OrHPOpUtO25Yjrp47Vy77JbppcKoqKgaPSpVQcN8geC77pmiBUWBnb1RtrXWl/5UBpb0RuI+H3gi05Qz1UN36yxlrE/KvXgVgsQ72zcxBbSbI1Wtybm/bZgYlMxtgFxRoj4KuVQ+tpu5arxkRlR4XnKqKfZ5LUUS3bri04nqWWGv6KC3hivLK/srS+o5kidVzOxd3bmpnKU6Gu7zr7EzudCxEFZmL9JuiisXD0xOFo4bgoNcV+wX1+jYr+0vrBZHqbPTx0KKsckJc0W1J7I1gWQr0pGX2mCmjJG077rj9puVm583W2r4eo/2UlF4WX/m41l+pbkRUtlyovzPA4LnUhTZsiNxNwUhK/9s245wWaHvTa2KtDKTNBGHqLLNe1ra0BworacCorjcDUCKyx8VG7aSKxWKxoNG99+JS52bWD9gbRExrkDG94E3Z7FrZxFm6LwXSkoQ466bGZgYxM0tZD62g3l5WVos0SrlWc3WjJuHSPp1F3RRbnfGXms6r68JsM1HZ4mjbpMUrIABtnn4aF7rXt26KHZ5le1MGi8pg29Em3Oq5naXm4GrfNDbuE22GckAy9frF2ZYe9eBnZupSUZRXU3kiInJIaKNGKLhvEA755RYtUE87JQVk0k0deGplgaXlS2KLbsrgVR0YS6NuqwNyZ2do1feVx+ZIRlYdgNtbV31hQav/t/pWHGOSgYTEor/Kkc2Vz6O6iTczz0RkgH2ey1CVpk1R2LgxTv70E7If/s7cSspy6nVU92M+uK3oH3V2Wm+gLb1A/PryqluOA1uOm6unXkbc3mBfyv0bXRRQZ93NBKJ2BhirffAycNC5g4GZqU9dAJiRZtuc3ijDrvX8jk/C+S7RCGvevDRqS+SaONo2OYmHpycaDh+Oa+npSPnqKxTm5QGHAeD89b+S86rl54Gu6jKK5V2L7l3591+0T4y70czbXqBorxmygkV6C0vZVeDGYGP2KINmJXtzXWutr1xHvVy5TT12HrO8mKi/b631jQYNs/e49HocDy0aIE1dR/XAbdKFA2k9dXnF/4UzesJi4XcNEQCOtk3GLB4eiOrXr3Q2/oGdAbjILWUcPszgmUiJA4aRk/mEhqLJ6NFO3+6FvXuBF5y+WSIi1+GCA4YxeHZHZvpG6zWr1hpkTOoXrTdFljqDrNXH2uzo2eosrL3suN4ye9lrdT2N9uMM6m2baVaubqav17T++W3OqSORu2DmmVyNMusrNfdWN3+W+kMDN5qKK/tGKykHAVNuR7m+kjKTKt2X1tPKpOrVX3nfbHl103WtubLNTsul1YdZaxRxrW2om28rB31Tr6ue7kqdyVbO0c0+1ET2uWDmmX2e3ZVecGYU1CoHJ3N0XuXi9DPWCiSVy9TBsDrgtTdXtl45ZUBqr6+2M0jP4aCDRf3OAcf7q0vMXJAgIiLXojXitDqAdSRAVfa3VgZ0CYnWTZK1tqVXBz1Go3EXdyRrrfms7VH3l1ZvS6s+etuRguKExKKbvUBeXb9izF9NRK6FwfPNRhkQS0Gd9L+alKH9prH9QE0d3NrLlpqlzrxK/xv1D9YKhvWCb/X/pTEqufR8SFl7KYBWl9FaR3m/7WkgKVz7tSOiG1xs1E66yUl9ZbWCRPXAY1pZWS3q7UlzRSuDZvWo32a3rayL2aBUKwjWW2Zmv2p6g7XpjRZu5oKA8nnX6i+uNXib8vnV2wcHJCOy5oKjbbPZ9s1Aa9AuMwNUKdmbo9neaN1G2WutQFG9rro5tpmMuPI4zWSnBx20Hnlc6/ilMo7SaiZu7zi19i9JCre6ey45GZZK1h/jqi1bIigqyrBa5//6C5dPnDB9GEpVYmIQUq+e1bILe/Yg8/jxYm1Pa9tCCJzZsgXXLl4s8TaBotFzKzcuxutHroXNtslF+ISEACiwbfarbkKsphydW6/Mkljbwb6kZtsS9eNaTaeNBgvTahatFHf8Rl2U5bVIQb4Ro0HIlE2u1Y8bZZGVz6uy+bWynNbxGgXbCse/+UYxstv1zd52Gywexvms499+CyGKFy1E9esHDy8vq2UnfvgBhfn5xdqeUp2+feHp7Y28rCz8k5gIFLOOarV79YJXQIBTtkUVlAs222bw7EbEjnCbZZa0ubYBnxS0fbMcGHRv8XdoZpRoM7QCaHv7MHrcbD2U+1U+D3r1cSSAluql1VRb70KFlE022n7b03J9On3XFjhz/X5CIvBNYxzJSzIVPFd7Lw9AhPExaDiQudUmeK76bq797ZmUG18dQNF8qyENGyJieqpDdZMlJN7oE5iQiN3/O8ng+WbAAcPIRQRGRkJstF52cf9+hL2ecyPg1Auk9QJWKXBTT62lRRn4agW3ygxucfsgq7dtrx7KdUpC2p5yBHOtOhj1hVb3x5bKqLP3Eml0cwP1hgy2WVaQXwAzIUDduRoDhCoDejvPXW6vXJvgOfrz8KJ1pAsXWttQvqckqjKFx4q26xUYCO/AQNR+MfrGa6B1AUJve6qLIJfbpDN4dncuOGAYm227OykQU2c5xycVPfbNcu31zEwdpfyrRz1IllZ/Y61m13qDbNnrn6xXV615siWDDhbd1BlfvQywo5nnbxoXNdmWgmjl86/edlrgje0rm3cnhVvXOyGxaFlSeFEgnZAItE0r2YUQI9I+Ssv14zs5PB1egTeO3b96dVydU1ezrOF7L+LJG//rDaxDRFTRaE1bpRW8JSTeeFzZP1cveytNX6UMZvQywcpASqt5txb1QFr2BiKTyisDfGmfZug1A1fe1Meqfl7s9deW5oWW6qucz1td7+OhNzLsZkh1Mjn9mC7lc+nIc6ekPA51U3TpddRaR3FRouBwoNXUW7Xi4nBg3O/Wz7fWAHjSffUFDnXdiCoYBs83Czlgvh4smxnxuTiBqvoxvQHBjNYDrOuqXt/MIF/2RrdWZoXDs2wDMnuDipklBeVSv3FlnbTqLZVRBvPqYwGsA8GEROugubj9zKUfXsofY8p9Fqe5uiP1ub6vOp+HwjIhSb4BgG+VKsXbvt4FE3JvUhOw4t6Iyps6Y6wM1qQATqIMOpbE2g/g1NldrabPetlYM8GzXhCkXF95v7Sogz519lirvJk6S8ukdaTgUAo6zfQXly4SFHdQsbJ6DgH7z5eC50N7YYk/XnSrW/RYaIMGN8pqvd+Muh3QzaOk52yOtk2lZtBB6yBOYhQUFXcEbXuDb5nZl5QZ12KvmbbZ/UqDeCn3oTfFll4QNmFg0U3PoHu1A2F1fdWUdVL2cW6bZpv9TYizzpI78pxbZS3ibty0SPVQrmOWmfeQTpnkt98u6nogSUgETs8tuhkdr1HrCXJPLjbwCJENe02k1QGHFLiZ6Sus3p60Ta0AxmxzZnuZZT1adS3JyNT2spfS43pBmlG206hpsTJIN5NJ1mpK7ghl03C9iyjFYSaINTkI2v4lS1Dznuu/Y6SLPdJf5Y2BMwEcMIwqICmQVQZkxZ2aSWtgK3tlAfsDdulRB6vqbdhbbjZQ0uo3nRaoP5e1ervKka+1AugPv71xsUIv867cpnLkbOWo4lKwvKCtRuCcqPm6Zj/wP1w6cED7OJTejrPuF9w2zWZAMqt9AXLZq//+a38fCYk3mk2beU10yrQ+0ANAoqk6Gb3+186ft6mzb1gY/KpVM64fuQ4OGEYuzNPbWztA1ut/rH5cj9a8w8rmt+pt62WlpXLq/tL2gjd7fVyV23Y0mFI2z9ban9Y+1XUpbtCotV+zNJ6P9IMHTQ0YhiWxNy6YGNVd9ZymHzqESn5+qkK+5p97k89VsxeHWtfBaFt2tptx9CjyLl+2WhZcr17R54TcAwcMo4qmaBCx68HdeAAYCMuCEvRddXQaquJmrs1sw15TcmlQrbani4JCqaz6vpLUfFvKaCaFFwXG0nal4FJ5EUHPhIG2wahWRl4ZNEv/ax2/1bFd364UmKsCxlaL7wAWK54P5SBkWsGxMoDWIw2Wdn3/rdEIuC+k6L78/FzfvhTUl3bG16jOqv13PD0QeDtbVSgb4kMGz0RUMYTUr28ziNilA76okqhYoG7OrR6l2kwG1l7G2ZFstFHGUx1ka9VDq35mSGX1RhFX11O9nprec6ZeR30Bw2yTba19XN9uWEwz6+VSYK5uJi61MlA2FTe5/+pTKus/aHQhoCR90fVaLphQe3EwgGtWyy6/9C8CIyPN1YeoFLDZ9s3IqLmrXlNjvW05o4wj5fRIGVspQBx0EEiKsA5G1dlbvX7RSeFFZU8rmgxLAbGUEf7wW/1jkB6Tyivnapb2p0UKOqWRt+XRwA/euK/chnr6K+mvur+y1v7aptk2EdcaGCwh0TYA12uarwzEpW05Y6AxdX/shDjr+460OmAfaPfmYs2/iByiDFalgDkhTntgK73mzMp+0/YCaPX+lPfVzW/1BqxSDkKlrLf6AoA0D3VxgzT1Y8o6aTVVl27S86V8zvTWkbatLmO2qboU9Cr3r26GPSbZOnBWPzd6mXMHAlIbeuvpXSyxx977Ttqm2enI6Obggs22GTyTNb3spxZ7g1rZGxjLaFtmByPTIwVsWqNPaw02phz9Wso4SwHfN41vBG5SQKweVOvDb4tuymy0slm3vMzONE7fNNbuj64MULWyuVJQLf2vHD1dPcK6FmUmWt0MXF03KbgGbEdpl+ogBc5GU2450ndaK8MsN9lOLLo5cuGFfaDdm4sNPEJkil6wK40orRxQzIi9rLJewKOsg711tSibGWttXx2YaQWoevQy33oZUPVFAXVG2SgoV19IMEsK0LUog3j1cuW+9Zjsi2y4vr3+3spy9jL0ZpYZ9TPXW5fcEwcMI5dWnAG+7PVt1pvuycx29eqlHlRMa9vKaZz09m9vCi51plQd2Cr/T0i8sT/ldqVAWTniNmDbZFwrwEwLtL6IoWzardyvMoCVglW9Ob211h+fVPQ3POtGFlraX9s06wBXWQcpu5wUfiN4l+5LxyjdVz43VvuP066XRGtgNL317G2rOAOckWtzsSvYRKboBXaONBkG9IM/dfCm1SdYa5AwrW2pl6szuuomyep92qPet946ccdvTN0llZNGI0+Mtv7fTJCuzBo70l/aiHK7WpSPxR0HUt4p+rtx6Y0yZi4w2CO97kYZYb3XXq8O9p7XkmTKyb0w80wuRWueYfVjRgGwcvorJeWgV2ZpBXpGoykbZbXtBcnqxxe01c/cas0PnRRuHbhJZaQsNGDdZNpMdl0dNEv1kUbuBqybWyvrpcxC6/UbVweTymm65Hmj46wDXql/tTKgVWbmlQF72zRFFjrRdp9m3w86A5eljcm13a9RgKz1uOL5EYWFNjciogpH6veqvA+YD2S1HjObCdTjSNNlRxSnDkrKPsL21lFne436Qyu36YxjNtPPW72fxV8B8aMd375Rn26jCzH2+tLbcWVAV7uP6/Yr16F1zhaCVz6p7FgE33EEwLLgW+vgWRlU2SNnWsP1B+JyhDqDXZzRupX10gvI1fuwx6rP9Gnr5VL/Z2Uz5UEHtZuMK+v0zXK5/MHATDQ+HGE9krl6UDJpFHB1c2hlRlhvRHX1COmDDlqPKi715Za2LWWS5WM26LOsnMZK+Rwo6yVtc3wSEHHZNlss7d/OyN/Hh55FVP/+Nru3pM01zmSr6V3YWdAWOD0XIvxJx7ZH5S4zMxMhISHA898AvgHF28i1bGDWIGRkZCA4ONi5FSRyovRDh1B5zpUbwZE0aJaUQTbTzFcrWNLKPtoLqpSP2WsyviTWNlCT6mKmH21JspTKQNneQGLKuhkc77nJFlSbHOKcAFrKPuuR6pTyzo1lDwzR7pMslVcuVx+z8r60X+n9Myb5xvnUzGujtU+FzCUWBEVF2Sy3PJBsu67Ra6O3z+h0ZCZU1twPVVxOOWcD5XLeZuaZikiB84ftbAeeMtPsWR04KwfJanu6+IM5aQ1MZWZbZjLSesem1WxcOg7gRp/qD7+9MSDZoHsVg3tpBM6SpHCbTH3De+7B1UmtioJMKahVH6/URFrLN42LTnZa9dZqOaBu2i335Y7TzjKr963MVGsF71r9naVtLmirHTgr11dmrxWi+vfHlX//tVlerGbbZl53ck1l3Pzr1KlTuO+++xAWFgZ/f3/ExsYiKYn96qmM2BuMS6IXhKgD5dJuRivNcaxkJjA2elw94JeaMriXBuRSNlPXC97U61//Pzl2E6q2auWcwNnMc64MciWLv7J+3N4AXY7sS/kc6A20ptV8X+e58A4JQf7Vq8b7U27fzvY01yPXVobNthMSEmCxWKxuNWvWdLjKDJ6pyIftim4TdhTdVwcvUsCnF5Ap7yszptKATlK2VRlUa7E3Eri9bLIWe1Nc2duGVrZbCpiV8y4rm2NbDeyl0Ywd0M8SWyzwW/37jTLKJsnjk24MWqZuoq3ejvoY7FFuS2ueauDGsUp9mKWm6sptJ8ThcO8U5L7VBDl3d1f1jY6zXk+ZodYjN/WOs3no2sWLSPn6a5vl4sO2yHu7qc72bLej+/pLx+VoFpsqljIceOTSpUvo2rUrvLy88MMPP+Dvv//G3LlzERoaWjrHRqRmlB20FwgaNVk2E5BK65kNgJXBkZnBzcwwymRHp984t6gDP/XAYSb6lVfy98fV8+edUHEHvdjzxv8PDCn6q87mK49JL5iOTsfZty6h8OOWuNih8Y1znnL6K71m6g5eMDj25ZfIVc3TDABicSz+GZOhvZLZCwocVMw9lPGAYTExMUhLS5Nve/bscbjKDJ6pyIQdRTdlX10leyMnK6mbCH+j+GJWZmf1Aihl03GtZUaBtSPUo25Lfx3pq60MtKW/ysBXeRt0741AVOHY2rW2FyuUfZel41fXSZkB1nrcHmldZeAsXRxQb1d6TAriFX2r8+Y1Q4M774RXQAC8Q0Igwp9EXuWJ15tgJ94IwKX/pe0oM9vKKbl03mfpU0OQmZKiezheT+w3f+yA/cwzM9Bk0muvvYbIyEgsXrwYHTp0QHR0NG655RbUr1+/vKtGNxujQFQvqJQY9fUtDnVAKtVRXZeSBELqTKheGake0rRP9qaxsud4KJov7w3/qf84J/vpyEUEqW7qwNnsetcVLmqFaq1bw+LhgcpNm0KkhOLyJ57awbekGIN/5X1XHZnHjmmukpuZidoJUbb1c+RCjN59IjsqVaqEmjVryrdq1ao5vo1SqBe5Iq0pkJS+aXwjo6o1CJY6C6sMQLXm+lUHSUZTW+n1I1auY2/Eb6M+zlpZc/W29far3r/WsSgz08r+xQvaogEAjPe+sY4UTKq3I2Wh1XVW9zWW+hgD9jPTaYFFTbatBgxL096uYtsnor1Rq2dPeH7oo7npSr6+RUF0Vha8kVh0sUD9+kvHIzUT13t+ExKRH/YYPL29YUmbi3+y22uX0yONDK5uCq7Rp5rcRElG37y+XmZmptViHx8f+PjYvt+//vpr9O3bF3fddRc2bdqEWrVq4ZFHHsFDDz1UzAoQOUCZEVVnV6VlWvf1tqVkrzm1OvC1V056bEzyjcBIOXWVUb3s7Vu9TBn8Keukbp6uF6wb1UfZ7FyrX7TRgFtm92PP0lZFTbalANoeRV3Pz89CWPPmukUDIyMhFkci/cgRVH4o9Maxxh2/8b/0PI5JLuojbed4xcaisp3qt0GOn5/N4+eSk4HjLYvuqF8fsxcTpP0nRgPQyWJTxVfSEbMdPG8fPnwYERER8PHxQceOHTF79mzUq1fPoV0yeCYAQGbeXSjIzdUv0AtAdhNUDrjez8ZesKsXSCofUxp0sCiQU/b3VQfn6qCxpE23jcraC4L1AnV7Abpy/bRA6+07MjCbulm3un+x9L9RSwFpNG8pq60VSCq2caxmISIrT0Sl8b7Gdb3OKzAQYvxAiMJC/PtHLsL3XLixb40LCQcCMtAkO0TObB9LaowalpHw9C66sCDCnwQ0qimE0A6GpR+SUuAuXXxxVrcAqqBKMu9j0XqRkZFWS2fOnImEhASb0seOHcP777+PKVOm4LnnnsOff/6JSZMmwcfHB6NGjSpmHYiMBUVF4dLCVAC17ZQKRNbJk4g8fv2u2eBO2RdYL9Az6idsj7ofrtl6qfdnZh0z2XW98ur9Gg0k5shy5WOOPHf2RhBXOXd7FYS1aAGLxfz3YWiDBhAbgdyMDJz4YRsafdjJtn7S4GLR6Tgw7nc0+ejGaNrn/3MZwYpARIweqrmf/CtXip8xli6OKAN6cmElnavZ/Hm7Y8eO+OSTT9CoUSP8+++/eOWVV9ClSxfs27cPYWFhpvfI4JkAAEF16pgrqDXwslb2WflXTSvIVDbN1mpOrbe+s+kFvUb71gqq1c+DeuRsZQZfoswaa9VHYpRZ1hq0S11fqS56FzS+aYyzHWqjWmys/nZMsHh4oGbnzhCdi6aYuDrkHHIzGyOwdm1U8vMDMBAYX1S26ALi9abkOl2x1S4dOGDdn1o5J7TUV9yRJu3jkwAwgL6ZpaamWo3aqXX1GgAKCwvRrl07zJ49GwDQunVr7Nu3D++//z6DZypVnj4+CG3QwLBcUeB0vc+pMuhQkx4rbj9ko/WUzYGlTKY6i1vS5rcGI2SXuAm6Vh9xR7L59so5krGeuako86zznF19MxK+DgQCWrxDQtDwnnsg7gEKcnJw5cwZAEUZaouHssdnNMRIx7d/ftcuAP0cX1F5vIognsjMebu/YsaWFi1aoHPnzqhfvz6WLl2KKVOmmN4X+zyT47RGfTYb0NobNTstULvPs1ZZM9vXWl6cvtFa2zGTdZaCNvVI1crBs9TrS2Xt1dMocFaX01smBe8a+zqT2h1i/MASB85qFg8P+NeogdCGDa8Hzk7YpvKOHDgnWhdSjtrOvs3uzQmjdgYHB1vd9ILn8PBwNGvWzGpZ06ZNcfLkSacfFlGJKbPFWs20zc55LJXXG5RKvQ8pO6i3X0eDHzPrKEfglv6a2a6j9SjL/rbSvqQm26rn8+qbkRCLY0scOKt5+vggKCoKQVFRqsC5BLSy4UYjbTs6cji5BieNtm32vK0UEBCAFi1a4PDhww5VmcEzOUZvjmFln17laMb2AhSp3IK2N7Kx4Vm2ga7ZwFc52JeZ5uJ621DS2469rLpeNlnd71k9crVZVvNJ2wmQtYJrrWy3VG8AyVePIn90b9To0MHxepUTX63BHpTZZ3nAtoM3XofiPvdU8ZXhqJ1du3bFwYPWn8FDhw4hivONUkWmHmFai97AUdL6yv+1gm57QbJykC/19uxR9222x0wZZVnlX7196q1nb5ulEbSrnBp7uVSC5tLkp3XedqTpvrIvvb0ZPKjiK+PRtpVycnKwf/9+hIc7NgYOm22TY6TATGt0aLm/7XLrEaelaaqAG4NDaQVwUgAt0Qp47fW1thcM2RtdWZkdVm4zKdy2CXZShO027U17pDwG9XMmz2+sM7WVHr35nqXH1E2/teomvSaK1+l8l2iENTfZVroC8a1SBcAJ44LSsU4YeH26tLQbg6Rx8DD34YQBw8x64okn0KVLF8yePRvDhw/Hn3/+iQULFmDBggXFrABRKVA211aPqKzFKOOsVV4rsFX3T7YXgGqVUTdnNtOsXB00q0f6Vj4P6v2pLwooyyunblLWQe85LIOgGQByv60Gr4DoEm+nrPlVr269QHouxiQX/dUbUTs6vaiMo33ZqeJy0oBhZjz11FMYNGgQ6tSpg7Nnz+KVV15BZmYmRo8e7dAuGTyTQ06ndEZuhmJUw0ggOrXAupAUvCkDaCkTKA0QZZSRltazRx1IO9q3Vb0NZQCt1bxcGThrbUNrBHJ1s201e49plr/XNthWB8x62WhlxnpBW6v7V7xGw69qVcfqUkEYNiOTAmSJFDgDJQqcUzdsQJ3PQ62WFX7QxqHBWci1tW/fHmvXrsWzzz6Ll156CXXr1sW8efMwcmQxOgESlQL/GjVwvMMhoMPVogUdruLq2bNoelyndYSjgbPecmVganZEbmdwZFuO9klWB++O9FN2BtXo6oUzerrs+Sa0QQPrCxoSvVHMgRtN8dWPOfAcW+KPW/W9P/vWJVRr3dr0+uTa/vnnH4wYMQLnz59HtWrV0KlTJ2zbts3h1mIMnskh4V262C5c8G3RX3XQJs/du7woQJGmPnJ0mipHqZtW2xvkC9Dvw932tHbmW2s0cfUgZ1KAayeQ3ZV9GKa/spUXIrQYBczqMtfrv6H1DHS587Xr2Vs3pp6zWnnBQXpvAoqLEMbvw6L5K9tYLXPVHzJupSTNuIqx3sCBAzFwoOu12KCbg1dgIKIUg+QAQGZKCnBc1VqnJCMfGzEaEEtvIDNnDQSllVE2Q/WcbO36EXxCQ9HmuzvtlnO4Tg6us6/7TjR94AGXPt8E168P4HTRHeXI2XrdBKR+61IZR0Zo13J9/apOHteFiqGETa8dWXflypXF348C+zxTyWkFblLzbGlu4rZp1plPiTIza2aUaT1mmlAbUfcHlrKTCYm2mUu97Sqn1tLJKhfWnAIxfiCajBljrl6A/ayykrLPtVQHncD66PPbEL9ggXsFzvYuviQkWgfJ0l+5+XzjEjXfPnXflWKvS07khIFHiKgElH2b9TLL6iBJL9uo5mg/Y7ODhdnxV4etEItj0emVV9Bm36369XG073YxpD8fiGZjx7p04AwAV8+ds16g1Ude+is101bOs63uN2+W6rl39efRLThpwLCyxMwzlQ29ptBmg0Iz29R7TF1OOaCWvf3KI2Dfa64+Jgc28zjzlrntqanrqncxQquMotzmuWlo+9xz8L3dfYLmo/1TUf+HSPvPvdR1QGp+ryyrvNCQEAd86HgdnDV6OJVQGWeeiVyeus9ySWhtR90/VStQNtt8296gXoB1s157AbjRoGmK5S3/7Az8mWx/m/aatGs9F+q+1wYO9T+EBnfe6bzRrstZQEQE1kePxa14vCg4XhJre0FFeeFDOZ+z+jVIjAaQAVOk7RR3SjZyvjLMPDuLRQjBa+1UIpa0udoP2JkKyapps3odM+xt15GmzVr7dWQgMr19qqenUm0rPXsIQgO+sr9dI+r+z8qLAdLxqOqW2sAftXv1Ktl+KyAhBHbPm4fWB3roF5IyzHbmtZYyz+JD42bb+xYuRHMRLvepvty/FQIjI4t7CFRCmZmZCAkJAab8CPgEFG8jOdnAW/2QkZFhNV8kkTvJTElByCfXm207ErCq+6jqBX3KDKFZxQ3aHQ2CjPp06wS6v1X5FOHduqHBf1prl3dGE3OdCwOXX6mGwFq1Sr79CubK2bPY9MgjGHDhzeLNxZ0YXbReQiIuj61v6vxriT9uFYgzAio/TjlnA+Vy3mbmmagcbH/lFWBOizLdZ979t7htdtRisSD2iSeACSWbfir7pdq2o4BeV5ifj7Tff8el/fsBAGeTkoD2Q+THGThXEGU42jYR3Ry6Bw8Cvg4t8/2KxbFlvs+y4l+9Om5ZvBgYfKHY2zi7KxmhDdvDK0A7+Lp28SJS169HzsWL15f0K/a+qJSU4WjbzsLMM5WYnHnWynzao5cJVjdHNpuNNrmvU0c7wtPLC0IIiIICFBYUoPaBTOvyxRm5W2d/AIqOIS3QXDNzPQlx1vMZqkc1t1OXgqqT4OHlZVRrt2DRCqCVfdYl11sEZKzJRbADIy1mpaYiNzMTXkFB8K9ZEx5eXuw3VQHIV7EnlzDzPI+ZZ3JvmSkpCHnJoJmrVp9SdVPn4mSe9aajsjc1EYC02WmweHhAFBaiMD8ftWZEWtfJEUYjf6ubU+v1rTXb7NpsGRWxMdr+Om4i/+pVeA341/zrmBiNvP2+qOTra6p4YX4+0g8ehKVSJfhWqQKfKlXg4elZ/AqTUzjlnA2Uy3mbmWdyDjngvVd7JOrxSThZ3w9eAQHw8PJCYV4e8g8EILLJTvvblPqhmgzGTx3pgMpNm2pMu6QYDVdjTCihaO179dw5+OOPovq3G39j4DOzI4ErAud934WgTr9+CEKy/eD4dJD9bUr9dZUBtLq/uPLihVTum8bI8R930wTOQFGT62uXLsHvmWM3RngHbKcSG58EMd7xUZKZYa7g2OeZyC5PHx/7BRRB4z8vnpRbLBXk5KDgWj7qHNdZ73jojXmQ9eZSlravCI7PPeGB0EY1dYIhad1oq6Vio+J/IXDhr79Q7ctLwMxNwNJWwOjdwIs9teu4JPbGfWleYekxAFcmNof/1H9s56suLr0+3lplru/rZgmcgaLxQsTGaJz/6y9Ue7vQbtns1yLgXz3Uoe17VKqEKjExJaghlSr2eSZyH0IInN+9G9X//Mc4eNYZhOzotnqod/vt2v3C1cFuxGXtAFsKnOX7ibaDnUkBomq06MszarplXymzhBDITElB6Pq/5dfv/JILqBITw2yxm5GvYj++rmSZ53f6MvNM5KLysrPhHfBm0R2t4Fl9PlUGz9cVLmqFnEuX4PfkSfOBs7P6PB8PReHRYLcZGKw4CnJycGHvXtR490Z2+OqbkfANCyvHWpGzOeWcDZTLeZuZZyIdFosF1WJjIWJjkZvZAz741bqAMiMuTc2lcnH/ftQdMsRmuZUFbW9kk9XZUeD6FEtxtvs2cObBgps6cAaKXsOQevUgxtcDxktLiz8dFbkAZp6JblpeAQEQmAkASB95BJU/++fGg1oZcI3M+MV9+1B1br522YS44jUVN3I9cM7d63VTB85AUcuI6m3bQiwu75pQmXDBzPPN/QklMsk7OBhi/EAUjO2Ho9Xzr48WrjGPshRQXw922z/gA4+Pvtdudj7ooPbI3uogPCHOftZbve2ERKQ9kIcaHTqYPj4it+Fi80USUekIbdAAYmYcrkxsXrTAXvNxyfFQVF1z3rq8NKqzcrqkUpCTbNEd+IrIbXGeZyL35lGpEuoNHYr8AbmotETxgDqA1soMa83LbIZykDCtAcOU20wKR3r2EIR0auDYPojcBTPPRKTgV7UqxMw4ZI07haDa1xdGp9tOvSUtV/6v7p9cGllnAPnrIuDp7e307RJVeMw8E90cPL29IcYPRLZlpN1yp450QHqvJjjVLNS6X7QUSGtlmrWog2bAZm7i7YuuIX9+C4Q0YOBMRESkFFirFoQAUn/ZaHc08Ev31kL2nJo3ykiBtrMD5+OhODX2MsTiWAbORC6EwTNRCfjXrInCmlNw4q/mNxYq+idHdO+OkAYNrAe6WNDWdrAvZUBtj3qgsEEHgYRE7F9fHe2ef54nYCIXa/5FRGWrdnw8rq0Nxd6Iw9YPxB3H4ZjzCG3YEP41a1pnnaWm2/bYe1w93dXxUFxamI+I7t0drD2Rm2GzbaKbj8ViQZ2+fSHQF4VV83Dmvm2opZq3WbMfkzJYVgfTWk27peyzPG1VIvBNY6REANH3Oz7lEpFbYrNtIjLgExqKmIceggBw9fx5/LNhAxpd84F/jRrWBUs6TZXONrJX+tnui+hm5ILNthk8EzmRh5cXIrp3h+gOAHE3llfS+ajZm8Nab5AxxdzFx2oWInrg4JJUmci9lORKNDPPRDcdv6pV0fDuu20//oq5qJ021/PxUFz+tBIDZyJJSbPHzDwTuaeL+/YBKYpgWCvrrB5QbNBB6yyz0qCD+Pd0HKoPtjMKNxEREZWMsp9zcYJoxfo5X4fBOyiopDUionLE4JmoDFRv3x5o/nHRnUEHgUH33vhfSX2/bZrm9jJy70Rw2ygn15LIDbDZNhE5wamXUlHrl4KigFkamVuv77NBUL2tzlq0f+EFeHh5ObeSRK7OBZttc8AwojLgExoKEf4kMq7dcWPh+KQbQTSgP4WVYvkfH15GTsBDCI5i4EykycUGHiGiiimie3eImXFFmWMpaC5G5vnYHanokJDAwJlICwcMIyJ7guvWBaRkst580BqSP6+EerffjqCEOqVXOSJ3wQwyETlJ/jOdUalfmkOB84ZK7yFqwABE9e2LSv6xpVY3IrfgYudsBs9EZSwz904Ej0/SH1Vb4XL/VggMHwg8XkaVIyIiIpmnj4/1tFVAUTPuxGibsmkTrqFKTAy8gxaWUe2IqKwxeCYqY0FRURDjpWbXnGKKyKk42jYROZlICQUQqlgSDczUKhld+pUhciccbZuIiKgcccAwIiIi1+CCA4YxeCYiIvfBzDMREZFrcMHMM0fbJiIiIiIiIjLAzDMREbkPNtsmIiJyDWy2TUREVI7YbJuIiMg1uGCzbQbPRETkPph5JiIicg0umHlmn2ciIiIiIiIiA8w8ExGR+2CzbSIiItfAZttERETliM22iYiIXAObbRMRERERERG5H2aeiYjIfbDZNhERkWtgs20iIqJyxGbbREREroHNtomIiMqRKOGNiIiIykZJz9klOG/PmTMHFosFkydPdmg9Bs9ERERERER0U9i+fTsWLFiAli1bOrwug2ciInIfUhOw4t6IiIiobJT0nF2M83ZWVhZGjhyJhQsXonLlyg6vz+CZiIjcB5ttExERuQYnNdvOzMy0uuXk5OjucuLEibjttttw6623FqvKDJ6JiMh9MPNMRETkGpyUeY6MjERISIh8mzNnjubuVq5ciZ07d+o+bgZH2yYiIiIiIiKXlJqaiuDgYPm+j4+PZpnHH38cP/30E3x9fYu9LwbPRETkPjjPMxERkWtw0jzPwcHBVsGzlqSkJJw9exZt27aVlxUUFODXX3/Fu+++i5ycHHh6ehruksEzERG5D87zTERE5BrKcJ7nW265BXv27LFa9sADD6BJkyaYNm2aqcAZYPBMRETuhJlnIiIi1+CkzLMZQUFBaN68udWygIAAhIWF2Sy3hwOGERERERERERlg5pmIiNxISZqAsdk2ERFR2SnpTBclO28nJiY6vA6DZyIich9stk1EROQayrDZtrMweCYiIvfBAcOIiIhcQxkOGOYs7PNMREREREREZICZZyIich9stk1EROQa2GybiIioHDF4JiIicg0MnomIiMoR+zwTERG5BvZ5JiIiIiIiInI/zDwTEZH7YOaZiIjINbhg5pnBMxERuQ/2eSYiInIN7PNMRERUjph5JiIicg0umHlmn2ciIiIiIiIiA8w8ExGR+2CzbSIiItfAZttERETliM22iYiIXIMLNttm8ExERO6DmWciIiLX4IKZZ/Z5JiIiIiIiIjLA4JmIiNyH1ASsuLdimjNnDiwWCyZPnuy8YyEiInJnJT1ns9k2ERFRCZRDs+3t27djwYIFaNmyZTF3TEREdBNis20iIqJyVMZXsLOysjBy5EgsXLgQlStXLoUDIiIiclMumHlm8ExERKSQmZlpdcvJydEtO3HiRNx222249dZby7CGREREVB4YPBMRkfsQJbwBiIyMREhIiHybM2eO5q5WrlyJnTt36j5OREREdpT0nM15nomIiErACfM8p6amIjg4WF7s4+NjUzQ1NRWPP/44fvrpJ/j6+hZvf0RERDczzvNMRETk2oKDg62CZy1JSUk4e/Ys2rZtKy8rKCjAr7/+infffRc5OTnw9PQs7aoSERFRGWLwTERE7qOMRtu+5ZZbsGfPHqtlDzzwAJo0aYJp06YxcCYiIjLigqNtM3gmIiL3IVCCZtvmiwYFBaF58+ZWywICAhAWFmaznIiIiDSU5JwtrV/GGDwTEZF7KYeTKRERERWDi52zGTwTERE5QWJiYnlXgYiIiEoRg2ciInIfThhtm4iIiMoAR9smIiIqR2U0YBgRERGVEAcMIyIiKkfMPBMREbkGF8w8e5T5HomIiIiIiIhcDDPPRETkPthsm4iIyDWw2TYREVE5YrNtIiIi18Bm20REROVIlPBGREREZaOk52wHztvvv/8+WrZsieDgYAQHB6Nz58744YcfHK4yg2ciIiIiIiJyW7Vr18arr76KHTt2YMeOHejVqxeGDBmCffv2ObQdNtsmIiL3wWbbRERErqEMm20PGjTI6v6sWbPw/vvvY9u2bYiJiTG9HQbPRETkPjhgGBERkWtw0oBhmZmZVot9fHzg4+Oju1pBQQFWr16N7OxsdO7c2aFdstk2ERG5D+kqdnFvREREVDZKes6+ft6OjIxESEiIfJszZ47m7vbs2YPAwED4+Pjg4Ycfxtq1a9GsWTOHqszMMxEREREREbmk1NRUBAcHy/f1ss6NGzdGcnIy0tPTsWbNGowePRqbNm1yKIBm8ExERO6DzbaJiIhcg5OabUsjaBvx9vZGgwYNAADt2rXD9u3b8c477+DDDz80vUsGz0RE5D44YBgREZFrKOd5noUQyMnJcWgdBs9EROQ+mHkmIiJyDU7KPJvx3HPPoX///oiMjMTly5excuVKJCYm4scff3RolwyeiYiIiIiIyG39+++/uP/++5GWloaQkBC0bNkSP/74I3r37u3Qdhg8ExGR+2CzbSIiItdQhs22P/744+LvR4HBMxERuQ822yYiInINZdhs21kYPBMRkftg5pmIiMg1lPOAYcXhUeZ7JCIiIiIiInIxzDwTEZH7YLNtIiIi18Bm20REROWIwTMREZFrYPBMRERUnkrSf4p9nomIiMpOCfs8l8N5m32eiYiIiIiIiAww80xERO6Do20TERG5BhccbZvBMxERuQ/2eSYiInIN7PNMRERUjph5JiIicg0umHlmn2ciIiIiIiIiA8w8ExGR+2CzbSIiItfAZttERETliM22iYiIXAObbRMRERERERG5H2aeiYjIfbDZNhERkWtgs20iIqJyxGbbRERErsEFm20zeCYiIvfBzDMREZFrcMHMM/s8ExERERERERlg5pmIiNwHm20TERG5BjbbJiIiKkdstk1EROQaXLDZNoNnIiJyH8w8ExERuQYXzDyzzzMRERERERGRAWaeiYjIfbDZNhERkWtgs20iIqJyxGbbRERErsEFm20zeCYiIvfBzDMREZFrcMHMM/s8ExERERERERlg5pmIiNwHm20TERG5BjbbJiIiKkdstk1EROQaXLDZNoNnIiJyHwIlyDw7tSZERERkT0nO2dL6ZYx9nomIiIiIiIgMMPNMRETuhRlkIiIi1+Bi52wGz0RE5D44YBgREZFrcMEBw9hsm4iI3Ico4Y2IiIjKRknP2Q6ct+fMmYP27dsjKCgI1atXx9ChQ3Hw4EGHq8zgmYiIiIiIiNzWpk2bMHHiRGzbtg0///wz8vPz0adPH2RnZzu0HTbbJiIi98Fm20RERK6hDJtt//jjj1b3Fy9ejOrVqyMpKQk9evQwvR0Gz0RE5D44zzMREZFrcNI8z5mZmVaLfXx84OPjY3fVjIwMAECVKlUc2iWbbRMRkfuQrmIX90ZERERlo6Tn7Ovn7cjISISEhMi3OXPm2N+tEJgyZQq6deuG5s2bO1RlZp6JiIiIiIjIJaWmpiI4OFi+b5R1fvTRR/HXX39h8+bNDu+LwTMREbkPNtsmIiJyDU5qth0cHGwVPNvz2GOP4euvv8avv/6K2rVrO7xLBs9EROQ+OGAYERGRayjDAcOEEHjsscewdu1aJCYmom7dusXaJYNnIiJyH8w8ExERuQYnZZ7NmDhxIpYvX46vvvoKQUFBOHPmDPD/7d0/SxxbGAfgd2+xu+KfBQsxooJ9IJWdiDaCRcBvEHu1sbVIOr9AwNJUgVSJVpYqtoJYCELAwsZWMU0QJsUFuesNjO5uZnJmnwe2cGHOnu7w8/3NTES0Wq0YGBh49joeGAYAHdje3o7Z2dkYHh6OsbGxWFlZicvLy7K3BQA8sbOzE7e3t7GwsBCvXr16/Hz58uVF65g8A1AdBda2j46OYm1tLWZnZ+Ph4SG2trZiaWkpLi4uYnBwsLM9AEC/KLi23QvCMwDVUWBt++DgoO3v3d3dGBsbi9PT05ifn+9wEwDQJwqsbfeK8AxAdfRg8nx3d9f2daPRyH3tRUTE7e1tRESMjo529vsA0E8KnDz3inueAeA/pqamotVqPX62t7dzr8myLDY3N2Nubi5ev35dwC4BgKKZPANQHT2obV9fX7e9L/I5U+f19fU4Pz+Pk5OTDn8cAPqM2jYAlKgHte2RkZG28JxnY2Mj9vf34/j4OCYnJzv7bQDoNwnWtoVnAOhAlmWxsbERX79+jcPDw5iZmSl7SwDAHyQ8A1AdBT5te21tLT5//hx7e3sxPDwcNzc3ERHRarViYGCgw00AQJ9Q2waAEhX4nuednZ2IiFhYWGj7fnd3N1ZXVzvbAwD0C7VtAChRgZPnLCvhX94AUBUJTp69qgoAAABymDwDUB0F1rYBgC6obQNAybSpASANiZ3ZwjMA1ZHVIsLkGQD+et2c2Y/XF8s9zwAAAJDD5BmA6kjsqZ0A0Le6PXe95xkAuqC2DQBpSLC2LTwDUB0mzwCQhgQnz+55BgAAgBwmzwBUh9o2AKRBbRsASqS2DQBpSLC2LTwDUB0mzwCQhgQnz+55BgAAgBwmzwBUh9o2AKRBbRsASqS2DQBpSLC2LTwDUB0mzwCQhgQnz+55BgAAgBwmzwBUh9o2AKRBbRsASqS2DQBpSLC2LTwDUB0mzwCQhgQnz+55BgAAgBwmzwBUh9o2AKRBbRsASqS2DQBpUNsGgBJlXX4AgGJ0e2a/8Nw+Pj6Ot2/fxsTERNRqtfj27duLtyw8AwAAUGk/fvyIN2/exMePHzteQ20bgOpQ2waANBRc215eXo7l5eXOfy+EZwCqRv0aANKQ2JktPANQIXclXQsAvEy35+6/19/dta/TaDSi0Wh0ufbvCc8AJK9er8f4+Hjc3Ex1tc74+HjU6/Ue7QoAeKpXZ3ZExNDQUExNta/z/v37+PDhQ9dr/47wDEDyms1mXF1dxc+fP7tap16vR7PZ7NGuAICnenVmR0RkWRa1Wvu9z39q6hwhPANQEc1mU/AFgASkemYLzwAAAFTa/f19fP/+/fHvq6urODs7i9HR0Zienn7WGrUsyxJ7xhkAAAA83+HhYSwuLv7v+3fv3sWnT5+etYbwDAAAADn+KXsDAAAA8LcTngEAACCH8AwAAAA5hGcAAADIITwDAABADuEZAAAAcgjPAAAAkEN4BgAAgBzCMwAAAOQQngEAACCH8AwAAAA5hGcAAADI8QtyUi9dCiEkxAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "read_tiff(['LandResource_DomLandCover_GAEZ',\n", " 'SoilResources_RainfedSoilTerrainSuitability_GAEZ'], 'Southern New Guinea freshwater swamp forest')" ] }, { "cell_type": "code", "execution_count": 27, "id": "0ce3fb39", "metadata": {}, "outputs": [ { "data": { "image/png": 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lUuHQoUM4evQoAODAgQNo3rw5tm3bhmrVqpmtV0n9LlU/l8uXL5cyC3r06IFy5crpleW0ZnZSnJE92Zfu2b6QkBDx1VdfiatXr9q03cWLF2ttd+DAgSI1NVWrTGpqqnj++ee1yv3+++8Gt2fPnmtNmvuWQ3O7bm5uQqVSicqVK4s9e/bolV2yZIlwdXWVys+fP9/odufMmaN1ZnjWrFkGe8T+/vtvUa5cOans559/bnB7mj3XLi4uAoB49tlnxc2bN7XK5eXliezsbCGE9nOsPsvcqVMnvbOjOTk5YuzYsVpnvg31eFjKUM+1EAW9iOrlZcuWNdhTLrfn+tixY8LLy0sqN3r0aHH79m29cufOnRMtWrSQynXq1EmvjG6PVnp6ul4Zzd6skJAQk2U3bdoklTXUmyXXtm3btJ6LtWvXWr0tcxyh59qRP4cXLlwQI0eOFHv27BF5eXkGy6Smpmp9nqpWrWq0rKV0e5BM0extcXFxESqVSnz88cfS94NaZmam9L89P083b96UvqucnZ3FvHnzjPaCXr16Vfzvf/8TP/74o9njdnd3F97e3uKXX37R296xY8e0XscXXnjB4PY0s1Teffddg2XUGSrqz7mpsi1btpTKGMpQKYz3jaVtnRBCjB8/XlonNDRULF682OA+li5dqpUZsHjxYoPb0/y+UL/Ww4cPF/fv39cql52dbfFnwF7vn2HDhkl1/P777w2ur37PaL7WxspWqFBBKmOop3H37t3ivffeE0ePHjV6bP/9958YMGCAtJ22bdsaLav5/enm5iYAiFatWomLFy9qlbt3756Ij4+XysbHx4vu3bsLAGLkyJF6bdSJEydEWFiYVH7ixIlG66D5+XNzcxNOTk5i6tSpeq/pyZMnRe3ataWypUqVEjdu3DC6Xbks+b2YlZWlVYeQkBCxbt06vXLr1q0TpUqVksrVq1dP77tRTUnfpbq98FR4GFwrTI8ePbQaXnXAFBUVJQYMGCBmzJgh9uzZI3JycmRtLy8vT1SsWFHaVq9evYx+sPPz86UvdACicuXKBhtVRwyuAYjg4GBx5coVo+U1f/x07NjRYJm0tDQREBAgfRFu3brVZB2OHz8upegFBwcbTD3UDK4BiKeeesrsjxXN5xiAaNmypdHXPD8/XzRs2FAq+9lnn5ncthzGguusrCytxnrKlCl668oNrtu0aSOV+eSTT0zWJz09XVSvXl0qv3v3br0yHTt2lB431CC/9957WvU2VVbzh+ynn35qsm6m/PLLL1rPhe6PKntyhODakT+HlnjllVekOv711182bUvN2uBazudDCPt+nv7v//5Peqx///5m922K5nGrVCqxZs0ao2VXrVollfXx8TH4nbd7926pTNOmTfUez8jIkE7gDBkyRERHRxst++DBA+nkpZeXl9Ef6HLJfd9Y09Y5OzsLAMLX11ecOHHCZHnNk4PVq1c32OZrfl8AhtOkrWWv98+iRYuk7fTr10/v8dOnT0uPT5gwQfj6+hote+7cOals1apVra6TWqdOnaTtHT9+3GAZ3Q6T6tWrG71069KlS1IQpr69+OKLRvf/22+/SeWio6ONltP8/Jn7fXDjxg1RtmxZqexbb71ltKxclvxe1Ezbd3V1Ffv37zdadu/evVrPl7ETtUr6LmVwXXQ4oJnC/Prrr+jdu7fWMiEETp06hV9++QWvv/46GjdujMDAQDz33HNaAxwYsn79eiQnJwMA3NzcMHPmTKPzq6pUKnzzzTdSmua5c+ewYcMGOxxV0XjvvfcQFhZm9PEhQ4ZI/+umB6v99NNP0uAtgwcPRqtWrUzus3r16hg0aBCAgpTvtWvXmq3n9OnTLR41c9q0aXBxMXwViO6gIcaOzR7c3NwwYcIE6f6UKVOkVFdLHDlyBH///TcAoFq1ahg3bpzJ8t7e3lr7XbBggV4Zc6nh6mWVKlXCwIEDZZXV3a6l1HPWqxkbNEVTYmIiRowYYfQ2Y8YMq+tTFErK59AUzc/Txo0bbdqWrcqVK4d33nnHZBl7f57S0tKk/01NFWepp59+Gh07djT6eOfOnaVR9NPT03Hy5Em9MvXr15dS6vft26c3iNiOHTukVM64uDjEx8cbLbtz505kZWUBAJo3b27yEgU5Cut9M2PGDOTl5QEA3n77bURHR5ss36ZNG3To0AFAQZqtbsqrLg8PD0yZMsU+lYX93j9yv9MBoF27dmjRooWssrZ8p6tpDgIp97X+7LPP4OnpafCx8PBwrUsJ3N3dMXnyZKPbeuaZZ+Du7g6gYIAyOe1wpUqVtGb+0BUSEiJd0gMAc+fOLdKZQb7//nvp/1deeQX169c3WrZhw4YYOnSodF/O5XBK+i6lwsVrrhXG29sbS5YswYYNG/DVV19h48aNBr/c0tPTsXDhQixcuBDdunXDvHnzDF5zo/6SAIBOnTqZnWewXLly6NixI/7v//4PQEGDpG6kHZ3uSQld0dHR8PT0xMOHD3H79m2kp6fDx8dHq8xff/0l/d+3b19Z+23Tpo3UKOzYsQM9e/Y0WrZWrVoWXxNTqVIlk40MANStW1f6X86I6rYYNGgQPvvsM5w5cwa3bt3C9OnTMX78eIu2ofk89+7d2+hc7pratGkj/W9oVFVTP8QyMjKkEaXj4+NRunRpVK9eHSdOnNAr+/DhQ+zduxdAweexYcOG5g/ICN0fPN7e3mbXmT9/vslRYFu3bi1dN+eISsLnMCcnB3v27MGRI0dw/fp13L9/X+t7VvN1U4/gX1x69epl9MSamr0/TxUqVJD+X7ZsGd555x2Lpo4zxtx7Q6VSoXbt2rh+/TqAgu8y9TXraurrrteuXYvc3Fzs2LFDK2DXvK42Pj4e7u7umDVrltmycgKu4nrfWPt5WLduHYCC17devXpGyz711FOyrtmVy17vn9KlSyM6OhonT57E9evXcfLkSa0TC+rXz9PTE40bN0ZcXBzWrFljsiwg77V+8OABdu/ejaNHj+LmzZu4f/++dIIDKLi2W03Oa+3p6YlOnTqZLFOjRg3pGvdWrVqZDMY8PDxQuXJlHD9+HEIIXLhwATVr1jS5/eeee87sd0nfvn0xYsQIZGVl4datWzh27Bjq1Kljch17SE9P15r1QfMkrDEvvfSSFFTv27cPGRkZJttYJX2XUuFicK1Q7du3R/v27XH79m1s3boVO3fuxMGDB3Hw4EGkpqZqlV25ciVatmyJXbt26Q2So3nGunnz5rL23bx5cym4Vg9A5Oj8/f0RHh5usoxKpUJgYKA0zUFqaqrej3rNwad+/vlnrFixwuy+NadQMzeVmbkg2RBzDSZQMNCTmu77w96cnZ0xceJE9O/fHwDw5ZdfYsSIERb9ONN8nnft2iVrYDShMd2FoedZ3aN1//59HDhwAPfv35c+D//884/Um6XuyYqPj8eJEycMllVPs9KsWTOberN0P48ZGRkmB+Ur6Rz9c/jw4UNMmjQJ3333HW7dumV2mwBklysscr4z7P15aty4MSIiInDx4kWkpKQgNjYWgwYNQteuXdGkSROjvW/m2Ou7LC4uTspO2Lx5s8GAuUqVKihfvrzeSTfNsnJ7M4vzfXP79m2tqbWmTZtmNPtM0/Hjx6X/C6NdMsWe75+4uDgpg2Hz5s1aAbM6c6958+Zwc3OTvtsNlZUbXN+5cwcTJkzQGoDQHDmvdbVq1cy2JZptaExMjNltapbX7CE1pkmTJmbL+Pj4oEaNGjhw4ACAgt+QRRFcHzlyRDp54ePjg1q1apldp06dOvD29kZGRgby8vJw5MgRkwNQKum7lAoXg2uFCw4ORs+ePaVemPz8fBw4cAC//vorfvjhB+kHalJSEt5//33873//01pfc8TFiIgIWfvUnKu2uH9YyiV33mDNxk13PtP09HStxvSXX36xuB537941+bg1aUFyjs3UcRWGvn37YvLkyTh27BhSU1MxdepUTJo0Sfb6mnNp/v3331oZFnIYep4N9WipewoM/bCKi4vDt99+K6ustYKCgrTu37t3z2xwbSjzYOLEifjwww9tqktRcOTP4d27d9GmTRuLexStuezBnuR8Z9j78+Tq6opff/0VXbp0QVpaGu7cuYNp06Zh2rRpcHNzQ7169dCqVSt06dIFLVu2lBXsAfb7LtP8XGp+XjUzVNRlQkNDERMTg+PHj2uV1Zw9wFSGSnG/b65du6Z1/9tvv7V4G4XRLpliz/dPXFwcvvvuOwAFr/Wrr74KADh9+rT0vle/1vXq1YOfnx/S0tK0yp49e1Y6+Va1alWjl61cvHgRrVq1kmbgkEvOay3nva/Zq2ppeTntvmYvqinh4eFScK35G7Iwae4nPDxc1qVzTk5OCA8Pl06+mPu9qqTvUipcvOb6CePk5ISGDRtixowZOHDggFZ6iWawraZ5jZmclFTdcsX9w1Iue3wh2aPH19z1SdacpXTEL1snJyeta7P+97//WdQI2/pca6bnadLtuVBT/6iuWrWqNH1FXFyc9NxqltX8X3N71tA9oXXixAmbtufoHPlzOHz4cClAcnd3x7Bhw7By5UqcOXNGSu8VBYOESuNUAAUnNIuTnO+Mwvg8tWjRAkeOHMGQIUO02oTs7Gzs3r0bU6ZMQevWrREdHY3ly5fL2o+9vssaNGggZYUcOHBA6rUzlKECPA6+dMuqM1RMXW9d3O8bR22XzLHX+8fYiRTd9H+gIKtKfd215uNyv9P79+8vBdZ+fn548803sW7dOiQnJyM9PR15eXnSa625TTmvtaXv/cJo9728vGSVK47fgNb8VtUta66uSvoupcLF4PoJVr16dXz55ZfS/czMTL0BgjTTLTMyMmRtV7Oc3LlYTSnuH6dy6X6h37t3T2pI5d5059xUsmeeeUZKs8rIyDA5+Iouzed6xYoVFj/PmmlYmgxdd617vbVaSEiIlHqnLqvbm9WgQQPZx2RIw4YNpUFnAEjXcjsCR/1cFsbn8MqVK1i0aBGAgh/g69evx3fffYeuXbuiSpUq8PHx0bq2rqScVFQrrM9TZGQk5syZg5s3b2Ljxo2YMGEC4uPjtX6knj59Gj179sRXX31V6MepphlE5eXlYfv27QCMp3mrP/eaZeVkqDjC+0bztQ0ICLDqtZ03b57d6yWHPd4/6vExAODGjRtISkoC8Pi11s06UL/WmmXlvNY7d+7EP//8A6Dgd8+ePXvwxRdf4KmnnkJkZCS8vb21elNL2ncEUNC+yWHv34ByWPNbVbesPer6pH2XkmEMrp9wugNk6KaQaabByE110hxMqVSpUnqPa57hlzOSZGFfA2wvAQEBWoHQmTNnirE2JcPHH38s/T9r1iytQV5MKV26tPS/PZ9nzZGEDx06hNTUVK3Rg3V7LdQ/tAyVtcfowR4eHmjatKl0f/HixTZtzxSlfC4L43P4999/Sz96OnfubHb0cVMDyjmiwvo8qXl6eqJt27b48MMP8ffff+P27dtYtmwZateuLZV59913ZX/+7cHQiTR1EBUVFaWV+msoS0XO9daO8L7RfG3v3btXZGm69mTr+8fQa62+3rpFixZa332m3he6j2vatGmT9P/gwYPNjshe0r4jAPm/ATXLGfoNWBg0f6umpKQYDVI15efna13jbI+6PonfpaSPwfUTzsPDQ+u+5o9SQHsU6Z07d8rapvrsLQCDI4xqnh28ffu22e0dPXpU1n4dQaNGjaT/1SOtknGdOnWSepAyMzPxySefyFqvcePG0v/2fJ4N9WiZ+mGl26Nlz+ut1YYNGyb9n5SUVGjT2ynpc2nvz6HmdXSxsbFmy6tH7C0pCuvzZIynpyd69uyJzZs3S5cmZWdnF+l3pm66sKHrrdVKlSolve66ZU1db+0I75uyZctqXSu7fv16u++jqFn6/tF9rU+dOiV1JOi+1nXr1pWuV96yZYvWtdnVqlUzOmOKI7zWhU1zsC5j0tPTcezYMem+qVHm7al27dpSFkh6erqs9unIkSNSz7Wzs7NWgGotR/4udcRLBJWKwfUTTneQFd0BKzSnCPjrr79w48YNk9u7fv261hyxmuurVaxYUfr/yJEjZs8wLlmyxOTjaponCopiUC5Dnn76aen/7777DpmZmcVSj5JEM6CeM2eO1nWHxmg+z5s2bbJroKfbc6EOmKOjo/WmwGjdurVWj5a950IFCqbzqFKlinT/5ZdfljWyq6U0P5fmBl/KzMyUZgRwRPb+HGqmc5pLjXzw4AF+/vlnm/ZX1Arz82RKYGCg1ui8//33X5HsFyjIUlEPDnjo0CGsWrVKytgwdF2tZpbKqlWrtDJUjE3PU1jvG0vbui5dukj/T58+XVavXkkg9/2jG1ybuoba2dkZLVu2lMpqDkhl6jvdktf66tWrWLlypckyjmjhwoVms5oWLlwojUVQqlQpvanwCouPj4/WZVhyLmWYO3eu9H+jRo0sulbbGEf+LnWE38hPCgbXCqKe11qu3NxcrcnrS5curTdlwlNPPSX96M7KysLo0aONbk8IgVGjRklfrJUrV0a7du30ylWvXl3qJbt27ZrJM+mrV6/G6tWrZR2P5hQsxZUSM2zYMAQEBAAomNrntddek/1D5tatW0YH2lKy1q1bo23btgAKvvA1BzozplGjRtIPHSEEnn/+edkBZ3Z2tsnRbzV/bK1evdrg9dZqmj8eNMv6+PjYNL+1JmdnZ8ydO1f6AX/hwgW0a9fO7IkuS2n29q5atcrkyKkTJkxw6JkA7P05rFSpkvT/6tWrTf7AfPPNN4s0SLQHe3+e5GQ+qGmmkNp71GlTNLNU8vPztU7yGQqi1J9/3bKmBrgqrPeNpW3dm2++KfXq7d+/36KZA9Rzhhcle79/1CO+q7f9zTffACjI1jE0vZL6NdUsq7ncEM3X+s8//zRaLi8vDy+//DKysrKMlnFU58+f1xqnR9etW7eQmJgo3R88eLDZeaHtSTPL65tvvsG///5rtOyhQ4ekUeQB4JVXXrFLHRz5u9QRfiM/KRhcK8jevXvRvn171K9fHzNnztS7flrTsWPH0KlTJ61g/J133tGbvsDJyQmfffaZdH/hwoUYOnSo1siMQMHgHC+++CKWLl0qLfv8888NTofg4uKC3r17S/eHDh2qNacmUPCl9MsvvyAhIUEvVd0YzTlQ5fZ225u/vz+mTZsm3Z87dy66du0qTfWgSwghzYUYERGhN1r7k+LTTz+V/t+9e7esdWbOnCkNYvLvv/+iUaNGJk8unT17Fp9++ikqVqyodemCLvV0LABw6tQp6QexsV4L9XLNsqZ6s6zRokULrffVvn37EBsbiylTppi8hvLevXv47rvv8MMPP5jdR6NGjVC5cmUABWl1/fr102voHzx4gLfffhtTp06V/bksDvb+HLZp00YaKffcuXMYPHgw7t27p1UmLS0NL7/8Mr777ju79IAUNXt+nmbOnIk6derg22+/NdoO3b9/H++88450QsrZ2RkdOnSw09HIo/mZVqeyVq9eXeu6STXNLBXNtFdTvZmF9b6xtK2rXLkyPvjgA+n+hx9+iMGDB2vN7a4pLy8PGzduxMCBA4ssrVdTYbx/DL3WLVq0MPg9bais7nJdXbp0kd4fW7duxdixY/W+R65fv45evXph9erVJfI7ws3NDe+99x6+/PJLvQEtT58+jfbt20uvV3BwMN56660irV///v2l1O7s7Gx06NBBK0tBbdOmTejYsaPUe1uvXj3069fPbvVw1O9Sze+N33//XTEZLI6I81wr0MGDB3Hw4EGMGjUKkZGRqFmzJkqVKgVXV1fcvXsX//77L06dOqW1zjPPPIORI0ca3F5CQgK2bdsmncH98ccfsXjxYsTHx6N06dK4ceMG/v77b63RL0ePHo1evXoZreP48eOxePFiZGRkICUlBXXq1EHr1q1RqVIlpKWlYefOnbh06RKcnZ3x/fff46WXXjJ73L169ZJS0seNG4e1a9ciNjZWKwh4//33ERgYaHZbthg8eDDOnz8vDda1evVq/PXXX6hRowZq1KgBPz8/ZGRk4MqVKzh06JDej60nUePGjfH0009j1apVstepUaMGFi5ciD59+uDBgwc4deoU2rdvj/DwcDRs2BClSpVCdnY2bt68iSNHjhj9IalL3aP1119/aS039sMqPj4eM2fOlFXWFiNGjEBwcDBefPFFPHz4ELdu3cI777yDcePGoWbNmqhcuTKCg4OhUqmQmpqKs2fP4ujRo1rpX+7u7ujatavB7atUKkyePBkJCQkAgI0bN6JixYpo27YtSpUqhevXr2Pbtm24d+8ewsLCMHz4cLz//vt2P057sefnMDAwEGPHjpWyKhYsWIA1a9agcePGKFeuHK5duyZdi+vs7Ixvv/0WgwYNKorDtBt7f56OHDmC4cOHY8SIEahcuTJq1KiBUqVKIScnB1evXsXOnTu1RuodN24cwsPDC/swtZjqodYVHByMmjVravWG6aai6iqs9401bV1iYiIuXLiA+fPnAwDmz5+PX3/9FXXr1kV0dDR8fHyQlpaGixcv4siRI9IJdM3erqJk7/dPXFyc3hzfxl7rOnXqIDAwUOvkYlRUlN5lQZqio6MxYMAAKbX/yy+/xG+//YaGDRsiNDQUFy5cwLZt25CdnQ1fX19MnTrVbr2lRWXKlCkYPXo0xo4di6+++gqtWrWCj48Pzpw5gx07dkgZP87Ozvjhhx8QGhpapPVzc3PDwoUL0bp1a9y8eRPXr19HmzZtULt2bSkr8/Dhwzhy5Ii0TmhoKBYuXGjz4KOaHPW7tGfPnnj33XchhMDq1atRq1YtNGvWTGu8lb59+9o8ywkBEKQYs2fPFhUrVhQAZN88PT3FRx99JHJycsxu/+OPPxbu7u4mt+fh4SEmTZokq75r1qwRXl5eRrfl5+cnli1bJpKTk6VlERERRreXk5Mj4uPjTdYvOTlZKi93u5oiIiIMbsuQxYsXi7CwMNmvRaNGjURmZqbedhITE6UyiYmJsuo5d+5caZ1BgwaZLW/NcyF3/40bN5a1zqFDh4RKpdJ7Xsw5fPiwqF+/vuznOTIyUhw6dMjkNqdMmaK1TmxsrNGyt2/f1qv3rl27ZB2zNU6cOCH69u0rnJycZB+zr6+vePHFF8X58+fNbv/DDz80ua2oqChx7NgxWe+xzZs3S2Vat25tsExJ+Rzm5uaKgQMHmlw3ICBALF++3O6fJ0uPuXXr1lLZzZs3W7Qfe3yevvjiC9nru7m5iQ8//NAuxy2EEIMGDZLKz50712TZ3Nxc4efnp1WfpUuXGi0/atQorbIdOnQwW5/CeN9Y2tZpmjlzpggMDJT12qhUKtGtWzeD27HkebaUPd8/ajdu3ND7nt63b5/R8t26ddMqO2zYMLP7yMjIEE899ZTJ+pYvX17s2LFD1nejnDKaLP2tIOd7Qvfz9/333ws3Nzejx+fn5ycWL15sdt9yWfpbRgghTp06JerWrWv2vVOvXj1x9uxZk9tS0nepEEJ88MEHJrdh78/yk4o91woydOhQDB06FMeOHcPWrVuxe/dunDx5EhcvXkRqaiqEEPD19UWZMmVQq1YttGnTBs8++6zsntwPPvgAAwYMwI8//oh169YhOTkZ9+7dQ0BAACpVqoQOHTrgpZde0hsUzZiOHTvi5MmT+OKLL7Bu3TqkpKTA2dkZFSpUQNeuXfHqq6+iQoUKuHDhgqztubi4YN26dfjpp5+wbNkyHD16FHfu3JGuAS9qCQkJ6N69OxYtWoR169Zh3759uHnzJtLT0+Ht7Y1y5cqhevXqaNmyJTp37oxq1aoVSz0dRZ06dfDss89qXVogR+3atbF//36sX78eK1aswD///IOrV6/i3r17cHd3R0hICKpVq4YmTZqgQ4cOaNq0qdlRM41NuWVIUFAQatWqJZ0NN9ebZavo6GgsXLgQn376Kf766y/8/fffOHHiBG7fvo27d+/C09MTgYGBCA8PR4MGDdCsWTM8/fTTUnqqORMmTED79u0xc+ZMbN++HTdu3ICfnx+qVKmCvn374sUXX4SPj480n7ejs9fn0NnZGfPnz0fv3r0xe/Zs7NmzB3fv3kVgYCAqVKiA7t27Y8iQIQgLC5P9neWI7PF5evPNN9GrVy9s2LABO3fuxNGjR3HhwgWkpaXByckJAQEBqF69Otq0aYOBAwciIiKiWI5VPXiVelwPlUqF1q1bGy0fHx+P//3vf9J9ORkqhfG+saWtGzFiBAYNGoRffvkFGzZswJEjR3Dz5k1kZmbC19cX5cuXR2xsLOLi4tC5c+cizyYACuf9ExISgpiYGGnuaj8/P63ZUHTFx8drDTom57X28vLCmjVr8Ntvv2H+/Pk4dOgQ0tLSUKpUKVSqVAm9evXC4MGDERgYqDWzREny8ssvo0WLFvjuu++wceNGXL58GUIIRERE4Omnn8bIkSNRrly5Yq1jtWrVsH//fvz+++9YtmwZ9u7dK41REhoaisaNG+PZZ59Fr169CnUEbUf8Lv3444/RvHlz/PTTT9i/fz/+++8/2fOXk3wqIZh0T0REREREj0VGRkpzcicnJyMyMrJ4K0RUAnBAMyIiIiIiIiIbMbgmIiIiIiIishGDayIiIiIiIiIbMbgmIiIiIiIishGDayIiIiIiIiIbMbgmIiIiIiIishGn4iIiIiIiIiKyEXuuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiIiIiIiGzE4JqIiIiIiIjIRgyuiYiI7CAyMhIqlUrvNnz48OKuGhERERUBl+KuABERkRLs27cPeXl50v1jx46hffv26N27dzHWioiIiIqKSgghirsSRERESjN69GisWrUKZ86cgUqlKu7qEBERUSFjzzURESlOZmYmsrOzbd6OEEIvMHZ3d4e7u7vJ9bKzs/Hrr79izJgxDKyJiIh02KOddnNzg4eHh51qZB8MromISFEyMzPhWTEEuJ5u87Z8fHyQnq69ncTEREycONHkeitWrMC9e/cwePBgm+tARESkJPZqp8uUKYPk5GSHCrCZFk5ERIqSlpYGf39/4NIbgJ/pHmbTG8oCKkxDSkoK/Pz8pMVyeq47dOgANzc3/N///Z/1+yciIlIgu7TTj9ro1NRUrTa6uLHnmoiIlMnPHfCz/Wy2n5+fRQ33xYsXsXHjRvzxxx8275uIiEix7NROOxIG10REpExCVXCzZX0rzJ07F6GhoejSpYv1+yYiIlI6W9ppW9r3QsTgmoiIlEk8utmyvoXy8/Mxd+5cDBo0CC4ubGKJiIiMsqWddtALm9nyExGRMhVDz/XGjRtx6dIlDBkyxPr9EhERPQnYc01ERETGPPXUU+A4oURERE8mBtdERKRMxZAWTkRERDIxLZyIiKiEKKYBzYiIiEgGpoUTERGVEOy5JiIiclwK7Ll2Ku4KEBEREREREZV07LkmIiJlYlo4ERGR42JaOBERUQnBtHAiIiLHpcC0cAbXRESkTAyuiYiIHJcCg2tec01ERERERERkI/ZcExGRMvGaayIiIsfFa66JiIhKCAbXREREjovBNRERUQnBa66JiIgcF6+5JiIiIiIiIiJd7LkmIiJlYlo4ERGR42JaOBERUQnBtHAiIiLHpcC0cAbXRESkTOy5JiIiclwK7LnmNddERERERERENmLPNRERKRPTwomIiByXAtPC2XNNRETKpE43s+VGREREhaMI2+ht27aha9euCAsLg0qlwooVK4yWHTZsGFQqFaZPn27xITG4JiIi5RI23IiIiKhwFVEbnZGRgdq1a+Prr782WW7FihXYs2cPwsLCLN8JmBZORERERERECtapUyd06tTJZJkrV65gxIgRWLduHbp06WLVfhhcExGRMnG0cCIiIsflQKOF5+fnY8CAAXjrrbcQGxtr9XYYXBMRkTJxQDMiIiLHZYcBzdLS0rQWu7u7w93d3eLNff7553BxccGoUaOsrFABXnNNRETKxAHNiIiIHJcd2ujw8HD4+/tLt8mTJ1tcjQMHDmDGjBmYN28eVCrb2n72XBMREREREVGJk5KSAj8/P+m+Nb3W27dvx40bN1ChQgVpWV5eHt58801Mnz4dFy5ckL0tBtdERKRMTAsnIiJyXHZIC/fz89MKrq0xYMAAtGvXTmtZhw4dMGDAALzwwgsWbYvBNRERKRMHNCMiInJcRTigWXp6Os6ePSvdT05OxuHDhxEUFIQKFSogODhYq7yrqyvKlCmDqKgoi/bD4JqIiJSJPddERESOyw4913Lt378f8fHx0v0xY8YAAAYNGoR58+ZZWQl9DK6JiIiIiIhIseLi4iCE/IjckuusNTG4JiIiZWJaOBERkeNyoHmu7YXBNRERKRPTwomIiBxXEaaFFxXOc01ERERERERkI/ZcExGRMjEtnIiIyHExLZyIiKiEYFo4ERGR41JgWjiDayIiUib2XBMRETkuBfZc85prIiIiIiIiIhux55qIiJSJaeFERESOi2nhREREJQTTwomIiByXAtPCGVwTEZEyseeaiIjIcSmw55rXXBMRERERERHZiD3XRESkTEwLJyIiclxMCyciIiohmBZORETkuBSYFs7gmoiIlEnAxp5ru9WEiIiIdNnSTjtoG81rrovBxIkTUadOHen+4MGD0aNHj2KrD9lu3rx5CAgIKO5q2F1kZCSmT58u3VepVFixYoXJdfh+JiIiNd12hIhIyRhcW+HGjRsYNmwYKlSoAHd3d5QpUwYdOnTArl27ZK0/duxYbNq0yejjgwcPhkqlgkqlgouLCypUqIBXX30Vd+/etdchKFJkZKT0vHl6eiI6OhpTp06FEPY9tWXoh0KfPn1w+vRpu+5H7ezZs3jhhRdQvnx5uLu7o2LFiujXrx/2799fKPsz5dq1a+jUqRMA4MKFC1CpVDh8+LBWmRkzZmDevHlFXjdjhBD44Ycf0LRpU/j5+cHHxwexsbF4/fXXcfbsWb3yly9fhpubG6Kjow1uT/0e070tWrQIgPb70NDt4sWLhXq8pEPYcCOyI8223dXVFZUqVcLYsWORkZFh9TZ1T9bbS1EExJMmTYKzszM+++yzQt2PPZj6TlepVBg8eHBxV9Gk7OxsTJ06FfXq1YO3tzf8/f1Ru3ZtfPDBB7h69ape+Z07d8LZ2RkdO3bUe0zd9hu67d69G4D554tIi8LaaKaFW6FXr17IycnB/PnzUalSJfz333/YtGkT7ty5I2t9Hx8f+Pj4mCzTsWNHzJ07F7m5uTh+/DiGDBmCe/fuYeHChfY4hEKRnZ0NNze3Yq3DRx99hKFDhyIzMxMbN27Eq6++Cj8/PwwbNqxQ9+vp6QlPT0+7b3f//v1o27YtatSoge+//x7R0dG4f/8+/vzzT7z55pvYunWr3fdpSpkyZcyW8ff3L4KayCOEwHPPPYcVK1bgvffew7Rp0xAaGork5GRs2LABn3zyid6JgHnz5iEhIQHbtm3DP//8g+bNm+ttd+7cuXo/OtSZC/v27UNeXp7WY/fu3UPbtm1Rv359VKhQwa7HSCZwQDNyMOq2PScnB9u3b8dLL72EjIwMzJo1S6tcTk4OXF1di6mWRWPu3Ll4++238dNPP2HcuHEmyxb383Ht2jXp/8WLF2PChAk4deqUtKww2n97ycrKwlNPPYV///0XH374IZo3bw5/f3+cO3cOK1aswMyZMzF58mStdX766SeMHDkSP/74Iy5dumSw3dq4cSNiY2O1lgUHBwPQfr7ULly4gPbt22PQoEF2PDoq8RQ4oBkEWeTu3bsCgNiyZYvRMhcvXhTdunUT3t7ewtfXV/Tu3Vtcv35dejwxMVHUrl1buj9o0CDRvXt3o/eFEGLMmDEiKChIa9lPP/0koqOjhbu7u4iKihLffPON9FhWVpYYPny4KFOmjHB3dxcRERFi0qRJsutoqA6vv/66aN26tXS/devWYvjw4eKNN94QwcHBolWrVkIIIY4dOyY6d+4sfH19hY+Pj2jRooU4e/asXeptSkREhJg2bZrWsnr16omePXtK9+/cuSMGDBggAgIChKenp+jYsaM4ffq01jq///67iImJEW5ubiIiIkJ88cUXWscMnXNnQggxd+5c4e/vL5VTv8Y///yziIiIEH5+fqJPnz4iLS1NKpOWliaee+454eXlJcqUKSO++uor0bp1a/H6668LIYTIz88XsbGxon79+iIvL0/veO/evSv9/++//4r4+Hjh4eEhgoKCxNChQ8X9+/elx9Wv59SpU0WZMmVEUFCQeO2110R2drZU5r///hNPP/208PDwEJGRkeLXX3/Ve04BiOXLl0v/a97U7w3d905mZqYYOXKkCAkJEe7u7qJ58+Zi79690uObN28WAMTGjRtF/fr1haenp2jatKk4efKkVObw4cMiLi5O+Pj4CF9fX1GvXj2xb98+vedE18KFCwUA8eeffxp8PD8/X+9+pUqVxNq1a8U777wjXnjhBb11NJ8DOfLy8kSHDh1E9erVRWpqquz1yHqpqakF78v9UwROzrT+tn+KAMDXjezCULv60ksviTJlykhtxpw5c0TFihWFSqUS+fn5JtvquXPn6n0Pz507VwghxL1798TQoUNFSEiI8PX1FfHx8eLw4cNa+/7zzz9F/fr1hbu7uwgODhbPPPOMEMJ4OyeEEP/8849o2bKl8PDwEOXLlxcjR44U6enp0uNy2hEhhNiyZYsoV66cyM7OFmFhYWLr1q1ajxt7Pswd19mzZ0W3bt1EaGio8Pb2Fg0aNBAbNmzQ2vY333wjqlSpItzd3UVoaKjo1auX/BdRaLf3+fn5onLlymLq1KlaZY4ePSpUKpX02weA+Pbbb0XHjh2l52bJkiVa61y+fFkkJCSIgIAAERQUJLp16yaSk5Olxzdv3iwaNmwovLy8hL+/v2jWrJm4cOGC2fpOnjxZODk5iYMHDxp8XLcdTE9PF76+vuLkyZOiT58+4sMPP9R6PDk5WQAQhw4dMrtvtYyMDFG7dm0RFxcncnJyZK9HymWXdtpB22imhVtI3eu8YsUKZGVl6T0uhECPHj1w584dbN26FRs2bMC5c+fQp08fq/d5/vx5rF27Vuus7Q8//ID3338fn376KU6cOIFJkyZh/PjxmD9/PgDgf//7H1auXIklS5bg1KlT+PXXXxEZGWn3Os6fPx8uLi74559/8P333+PKlSto1aoVPDw88Pfff+PAgQMYMmQIcnNzba63JYQQ2LJlC06cOKH1vA0ePBj79+/HypUrsWvXLggh0LlzZ+Tk5AAADhw4gISEBPTt2xdHjx7FxIkTMX78eKl3848//kD58uXx0Ucf4dq1awbPzqqpzwqvWrUKq1atwtatW7XS38aMGYN//vkHK1euxIYNG7B9+3YcPHhQevzw4cNISkrCm2++CScn/Y+quqf0wYMH6NixIwIDA7Fv3z4sXboUGzduxIgRI7TKb968GefOncPmzZsxf/58zJs3T6vXdvDgwbhw4QL+/vtv/P777/j2229x48YNo8e3d+9eAAVnr69du4Y//vjDYLm3334by5Ytw/z583Hw4EFUqVIFHTp00Mv0eP/99/Hll19i//79cHFxwZAhQ6TH+vfvj/Lly2Pfvn04cOAAxo0bJ6sXY+HChYiKikK3bt0MPq6bnrZ582Y8ePAA7dq1w4ABA7BkyRLcv3/f7H5MGTduHPbs2YM///wTfn5+Nm2LHNuVK1fw/PPPIzg4GF5eXqhTpw4OHDhQ3NUiB+bp6Sm1P2fPnsWSJUuwbNky6XIbU211nz598OabbyI2NlZqj/r06QMhBLp06YLr16/jr7/+woEDB1CvXj20bdtW+t5dvXo1evbsiS5duuDQoUPYtGkTGjRoAMB4O3f06FF06NABPXv2xL///ovFixdjx44dWm2N3HZkzpw56NevH1xdXdGvXz/MmTNHr4yh58PccaWnp6Nz587YuHEjDh06hA4dOqBr1664dOkSgIJssFGjRuGjjz7CqVOnsHbtWrRq1crq10+lUmHIkCGYO3eu1vKffvoJLVu2ROXKlaVl48ePR69evXDkyBE8//zz6NevH06cOAGgoB2Pj4+Hj48Ptm3bhh07dsDHxwcdO3ZEdnY2cnNz0aNHD7Ru3Rr//vsvdu3ahZdffllWivXChQvRvn171K1b1+gxaFq8eDGioqIQFRWF559/HnPnzrX58roXXngB9+7dw9KlS+HiwqRZUrjijOxLqt9//10EBgYKDw8P0axZM/Huu++KI0eOCCGEWL9+vXB2dhaXLl2SyiclJQkAUm+dnJ5rZ2dn4e3tLTw8PKQzx1999ZVUJjw8XPz2229a9fr4449F06ZNhRBCjBw5UrRp00bvjKTcOsrtua5Tp45WmXfffVdUrFhRq0dUky31NiciIkK4ubkJb29v4erqKgAIDw8P8c8//wghhDh9+rQAIN0XQohbt24JT09P6Qzyc889J9q3b6+13bfeekvExMRo7Uf3LLyhnmsvLy+tnuq33npLNG7cWAhR0Gvt6uoqli5dKj1+79494eXlJfVcL168WAAwerZZbfbs2SIwMFCr92D16tXCyclJ6uEYNGiQiIiIELm5uVKZ3r17iz59+gghhDh16pQAIHbv3i09fuLECQHAaM+1sbPXmu+d9PR04erqKhYsWCA9ru6pmDJlihBCu+das/4AxMOHD4UQQvj6+op58+aZfB4MiY6OFt26ddNa9vrrrwtvb2/h7e0typUrp/XYc889J0aPHi3dr127tvjhhx+0yqjfV+ptqG/nzp3T2/9vv/0mnJ2dxdq1ay2uO1lPOiO+b4rAiZnW3/bJPyt+584dERERIQYPHiz27NkjkpOTxcaNG7WydujJptuu7tmzRwQHB4uEhASRmJgoXF1dxY0bN6THrfk9IYQQmzZtEn5+fiIzM1NreeXKlcX3338vhBCiadOmon///kbraqidGzBggHj55Ze1lm3fvl04OTmJhw8fym5HUlNThZeXl9TjfOjQIeHl5aX1OTP0fMg5LkNiYmLEzJkzhRBCLFu2TPj5+Wm1zZbSbe+vXr0qnJ2dxZ49e4QQBW1cSEiIVpsFQLzyyita22ncuLF49dVXhRBCzJkzR0RFRWn99snKyhKenp5i3bp14vbt22azJo3x8PAQo0aN0lrWo0cPqe1S//5Sa9asmZg+fboQQoicnBxRqlQprd5/ddvv6emp1w5q/sZQmzRpktbrTSSEndppC9roosSeayv06tULV69excqVK9GhQwds2bIF9erVw7x583DixAmEh4cjPDxcKh8TE4OAgADpDKUc8fHxOHz4MPbs2YORI0eiQ4cOGDlyJADg5s2bSElJwYsvvij1pPv4+OCTTz7BuXPnABScPT58+DCioqIwatQorF+/Xtq2veoIQDrTrXb48GG0bNnSYK+irfWW46233sLhw4exdetWxMfH4/3330ezZs2k43ZxcUHjxo2l8sHBwYiKipKO+8SJE3rX2DZv3hxnzpzRu47WnMjISPj6+kr3y5YtK53BP3/+PHJyctCoUSPpcX9/f0RFRUn3xaMzxebOTJ84cQK1a9eGt7e3Vp3z8/O1rgmLjY2Fs7OzwfqonxvN1zM6OtrmEdDPnTuHnJwcrefU1dUVjRo10nuv1apVS6tuAKT6jRkzBi+99BLatWuHzz77THq/yKH7/L3//vs4fPgwJkyYgPT0dGn5vXv38Mcff+D555+Xlj3//PP46aef9LY5bdo0HD58WOum+XkCgEOHDuHFF1/EZ599hg4dOsiuL9mR+louW24yff755wgPD8fcuXPRqFEjREZGom3btlo9V0SrVq2Cj48PPDw80LRpU7Rq1QozZ84EAERERCAkJEQqa21bfeDAAaSnpyM4OFirrU1OTpa+Ow8fPoy2bdtaVPcDBw5g3rx5Wtvs0KED8vPzkZycLLsd+e2331CpUiXUrl0bAFCnTh1UqlRJGhRSTff5kHNcGRkZePvtt6XnycfHBydPnpR6rtu3b4+IiAhUqlQJAwYMwIIFC/DgwQOLngddZcuWRZcuXaS2YtWqVcjMzETv3r21yjVt2lTvvvp1PHDgAM6ePQtfX1/puIKCgpCZmYlz584hKCgIgwcPlnriZ8yYYTJzTpduO/jtt9/i8OHDGDJkiNbxnzp1Cnv37kXfvn0BAC4uLujTp4/BdnDx4sV67aDmbwwA+Ouvv6TsP/XrTaSliNroosTcDCt5eHigffv2aN++PSZMmICXXnoJiYmJGDNmjMFgSAhh0QiJ3t7eqFKlCoCCVOn4+Hh8+OGH+Pjjj5Gfnw+gIMVaM1AEIH2x1atXD8nJyVizZg02btyIhIQEtGvXDr///rvRumgud3Jy0ksDUqeu6dZTk6lBPWyttxylSpVClSpVUKVKFSxbtgxVqlRBkyZN0K5dO6NpTZrHbei5MbaeObonGFQqlfQcGAucNfdVrVo1AAU/sEyNBmvqvaW53Jr62MrUceou06yf+jF1/SZOnIjnnnsOq1evxpo1a5CYmIhFixbhmWeeMbn/qlWr4uTJk1rLQkJCEBISgtDQUK3lv/32GzIzM7Xem0II5Ofn4/jx44iJiZGWlylTRvp8GnLz5k306NEDPXv2xNixY03WkQqRrSOKPlo3LS1Na7G7uzvc3d21lqlPtvbu3Rtbt25FuXLl8Nprr2Ho0KE2VICUJj4+HrNmzYKrqyvCwsK0vvd021M5bbUh+fn5KFu2LLZs2aL3mDrQtWYArvz8fAwbNgyjRo3Se6xChQrSyVxz7chPP/2EpKQkrfTg/Px8zJkzBy+//LK0TPf5kHNcb731FtatW4cvvvgCVapUgaenJ5599llkZ2cDAHx9fXHw4EFs2bIF69evx4QJEzBx4kTs27fPppPJL730EgYMGIBp06Zh7ty56NOnD7y8vMyup9nW1a9fHwsWLNAroz7BMHfuXIwaNQpr167F4sWL8cEHH2DDhg1o0qSJyX0YagfVJ7CDgoK0ls+ZMwe5ubkoV66ctEwIAVdXV9y9exeBgYHS8vDwcJPt4OnTp/Hcc89h3LhxeicaiCS2tNMOOmI4e67tJCYmBhkZGYiJicGlS5eQkpIiPXb8+HGkpqaievXqVm8/MTERX3zxBa5evYrSpUujXLlyOH/+vBRIqm8VK1aU1vHz80OfPn3www8/YPHixVi2bBnu3Lkjq44hISF6Z0V1p1wypFatWti+fbvBQNzWelsqMDAQI0eOxNixYyGEQExMDHJzc7Fnzx6pzO3bt3H69GnpuGNiYrBjxw6t7ezcuRPVqlWTTgC4ublZ3Iutq3LlynB1dZWuWwYKfsCfOXNGul+nTh3ExMTgyy+/lIJMTffu3ZPqfPjwYa3pXP755x84OTlJAbo51atXR25urtb0XqdOnZL2YYh6ZHhTz0WVKlXg5uam9Zzm5ORg//79Fn8eqlWrhjfeeAPr169Hz5499a5xM6Rfv344deoU/vzzT7Nl58yZgzfffFPrLPyRI0cQHx9v8Ky9MTk5OXj22WcRGhqKH3/8UfZ65LjCw8Ph7+8v3XRH1gUKslFmzZqFqlWrYt26dXjllVcwatQo/Pzzz8VQY3JU6hPnERERZseNkNNWG2qP6tWrh+vXr8PFxUWvrS1VqhSAgrba1JSgxrablJSkt03197ycduTo0aPYv38/tmzZovVdu23bNuzbtw/Hjh0zWic5x7V9+3YMHjwYzzzzDGrWrIkyZcrgwoULWttxcXFBu3btMGXKFPz777/SNeK26Ny5M7y9vTFr1iysWbNGa8wQNfU0VZr31VM+1qtXD2fOnEFoaKjesWnOwFG3bl28++672LlzJ2rUqIHffvvNbN369euHDRs24NChQybL5ebm4ueff8aXX36p1w5GREQYDPyNSUtLQ/fu3dGqVSt8/PHHstcjUgL2XFvo9u3b6N27N4YMGYJatWrB19cX+/fvx5QpU9C9e3e0a9cOtWrVQv/+/TF9+nTk5ubitddeQ+vWrfVSqC0RFxeH2NhYTJo0CV9//TUmTpyIUaNGwc/PD506dUJWVhb279+Pu3fvYsyYMZg2bRrKli2LOnXqwMnJCUuXLkWZMmUQEBAgq45t2rTB1KlT8fPPP6Np06b49ddfcezYMaMDYqiNGDECM2fORN++ffHuu+/C398fu3fvRqNGjRAVFWVTva0xfPhwfP7551i2bBmeffZZdO/eHUOHDsX3338PX19fjBs3DuXKlUP37t0BAG+++SYaNmyIjz/+GH369MGuXbvw9ddf49tvv5W2GRkZiW3btqFv375wd3eXGnVL+Pr6YtCgQXjrrbcQFBSE0NBQJCYmwsnJSTqTrVKpMHfuXLRr1w6tWrXCe++9h+joaKSnp+P//u//sH79emzduhX9+/dHYmIiBg0ahIkTJ+LmzZsYOXIkBgwYgNKlS8uqT1RUFDp27IihQ4di9uzZcHFxwejRo032boSGhsLT0xNr165F+fLl4eHhoTcNl7e3N1599VXpOCtUqIApU6bgwYMHePHFF2XV7eHDh3jrrbfw7LPPomLFirh8+TL27duHXr16mV23b9+++OOPP6T3Y4cOHVC6dGlcvHgRixcvlk6YHD58GAcPHsSCBQv05rfu168f3n//fUyePFn6MXzv3j1cv35dq5yvry+8vb0xevRoHDlyBBs3bjR4ciIoKKjYp6x7YthpKq6UlBStweh0e62Bgp6nBg0aYNKkSQAKfgQnJSVh1qxZGDhwoPV1oCeWnLY6MjISycnJOHz4MMqXLw9fX1+0a9cOTZs2RY8ePfD5558jKioKV69exV9//YUePXqgQYMGSExMlC5b6Nu3L3Jzc7FmzRq8/fbb0nZ127l33nkHTZo0wfDhwzF06FB4e3vjxIkT2LBhA2bOnCmrHZkzZw4aNWpkcBCxpk2bYs6cOZg2bZrR58PccVWpUgV//PEHunbtCpVKhfHjx2udnF61ahXOnz+PVq1aITAwEH/99Rfy8/O1LsmyhrOzMwYPHox3330XVapU0UsBB4ClS5eiQYMGaNGiBRYsWIC9e/dKA7n1798fU6dORffu3fHRRx+hfPnyuHTpEv744w+89dZbyMnJwezZs9GtWzeEhYXh1KlTOH36tKzvljfeeAOrV69GmzZtMHHiRLRs2RKBgYE4ffo01qxZI7WDq1atwt27d/Hiiy/qteXPPvss5syZozV43e3bt/XawYCAALi7u6N///7IyMjAF198gf/++0+vTiEhIXop5PSE4lRclJmZKcaNGyfq1asn/P39hZeXl4iKihIffPCBePDggRCicKbiEkKIBQsWCDc3N2lwkwULFog6deoINzc3ERgYKFq1aiX++OMPIUTBIFd16tQR3t7ews/PT7Rt21ZrYCxzdRRCiAkTJojSpUsLf39/8cYbb4gRI0boDWimHnxL05EjR8RTTz0lvLy8hK+vr2jZsqXWYE+21NsUQwOwCCHE0KFDRWxsrMjLy5Om4vL39xeenp6iQ4cORqficnV1FRUqVNCbYmPXrl2iVq1awt3d3exUXJqmTZsmIiIipPuGpuJq1KiRGDdunNZ6p06dEgMHDhRhYWHS9GD9+vXTel7kTsWlSXeAumvXrokuXboId3d3UaFCBWkaMWMDmgkhxA8//CDCw8OFk5OT0am4Hj58KEaOHClKlSplciouzanFDh06JACI5ORkkZWVJfr27SvCw8OFm5ubCAsLEyNGjJAGOzMnLy9PfPfdd6Jx48bC29tbuLm5iUqVKomhQ4eK48ePCyGEGDFihNagdZpu3LghnJ2dxbJly6TnwNBt8uTJJh9X3zZv3iyr3mQ9aaCUXV8KHP3W+tuuL2UPllKhQgXx4osvai379ttvRVhYWGEdJpUwxtp2IQy3GUKYb6szMzNFr169REBAgNZUXGlpaWLkyJEiLCxMuLq6ivDwcNG/f3+twdGWLVsmtcWlSpXSmrbSUDsnhBB79+4V7du3Fz4+PsLb21vUqlVLfPrpp9LjptqRrKwsERwcLA1mqevLL78UpUqVEllZWUafD3PHlZycLOLj44Wnp6cIDw8XX3/9tdZvle3bt4vWrVuLwMBA4enpKWrVqiUWL15ssD7G6Lb3aufOnRMADB4fAPHNN9+I9u3bS9OMLly4UKvMtWvXxMCBA6W2Ut1OpaamiuvXr4sePXqIsmXLSr8DJkyYYHCaTkMyMzPFZ599JmrXri08PT2Fu7u7iI6OFm+88Yb03D399NOic+fOBtc/cOCAACAOHDggDWhm6LZw4UJx4cIFs+2g5hRj9GSySzttQRtdlFRC2Di+PhHZRUZGBsqVK4cvv/xSdq8uEelLS0sr6HnZ+SXgY/m1pZL0h0CzN5Gammp2GrXnnnsOKSkp2L59u7TsjTfewJ49e7Bz507r60BEJcI///yDuLg4XL58WS9rTKVSYfny5ejRo0fxVI7IwdilnbagjS5KTAsnKiaHDh3CyZMn0ahRI6SmpuKjjz4CAClFnYhKjjfeeAPNmjXDpEmTkJCQgL1792L27NmYPXt2cVeNiApRVlYWUlJSMH78eCQkJMi+HIuIlIkDmlGJsGDBAq2pNzRvsbGxxV09q33xxReoXbs22rVrh4yMDGzfvt2qa7ifVJ06dTL6vlBf+0pPsCKciqthw4ZYvnw5Fi5ciBo1auDjjz/G9OnT0b9//0I8QCKyh0uXLhltS3x8fKSpvAxZuHAhoqKikJqaiilTphRhrQvExsYarbclg5ARFQsFTsXFtHAqEe7fv29wUAygYAqniIiIIq4ROYIrV67g4cOHBh8LCgrSm2aEngxSutmOr2xPC28xxuFSzojIvnJzc/VGFdcUGRmpNXWYI7l48aLBGVqAgllafH19i7hGRObZpZ120DbaMb8piHT4+vqygSA9mnNxEumx02jhRKRs6um9SiJ2LlCJpsDRwpkWTkRERERERGQj9lwTEZEyqSd+sWV9IiIiKhy2tNMO2kYzuCYiImViWjgREZHjUmBaOINrIiJSJvZcExEROS4F9lzzmmsiIiIiIiIiG7HnmoiIlIlp4URERI6LaeFEREQlBNPCiYiIHBfTwomIiIiIiIhIF3uuiYhImZgWTkRE5LiYFk5ERFSCOGjaGBEREUFx7TSDayIiUib2XBMRETkuBfZc85prIiIiIiIiIhux55qIiJSJo4UTERE5LgWOFs7gmoiIlIlp4URERI5LgWnhDK6JiEiZ2HNNRETkuBTYc81rromIiIiIiIhsxJ5rIiJSJqaFExEROS4FpoWz55qIiJRJ2OFGREREhaMI2+ht27aha9euCAsLg0qlwooVK6THcnJy8M4776BmzZrw9vZGWFgYBg4ciKtXr1p8SAyuiYhImdRnxG25ERERUeEowjY6IyMDtWvXxtdff6332IMHD3Dw4EGMHz8eBw8exB9//IHTp0+jW7duFh8S08KJiIiIiIhIsTp16oROnToZfMzf3x8bNmzQWjZz5kw0atQIly5dQoUKFWTvh8E1EREpE0cLJyIiclx2GC08LS1Na7G7uzvc3d1tqhYApKamQqVSISAgwKL1mBZORETKxLRwIiIix2WHNjo8PBz+/v7SbfLkyTZXKzMzE+PGjcNzzz0HPz8/i9ZlzzURESkTe66JiIgclx16rlNSUrQCYFt7rXNyctC3b1/k5+fj22+/tXh9BtdERERERERU4vj5+Vncu2xMTk4OEhISkJycjL///tuq7TK4JiIiZeI810RERI7Lgea5VgfWZ86cwebNmxEcHGzVdhhcExGRMjEtnIiIyHHZIS1crvT0dJw9e1a6n5ycjMOHDyMoKAhhYWF49tlncfDgQaxatQp5eXm4fv06ACAoKAhubm6y98PgmoiIlIk910RERI6rCHuu9+/fj/j4eOn+mDFjAACDBg3CxIkTsXLlSgBAnTp1tNbbvHkz4uLiZO+HwTUREREREREpVlxcHIQw3t1t6jFLMLgmIiJlYlo4ERGR4yrCtPCiwuCaiIiUiWnhREREjsuBBjSzFwbXRESkTOy5JiIiclwK7Ll2Ku4KEBEREREREZV07LkmIiJlYs81ERGR41JgzzWDayIiUi4HvSaLiIiIoLh2msE1EREpE3uuiYiIHJcCe655zTURERERERGRjdhzTUREysSpuIiIiBwXp+IiIiIqIRhcExEROS4FBtdMCyciIiIiIiKyEXuuiYhImTigGRERkeNS4IBmDK6JiEiZmBZORETkuBSYFs7gmoiIlIk910RERI5LgT3XvOaaiIiIiIiIyEbsuSYiImViWjgREZHjYlo4ERFRCcG0cCIiIsfFtHAiIqISQn1G3JabTBMnToRKpdK6lSlTphAPjoiIqIQroja6KLHnmoiIyA5iY2OxceNG6b6zs3Mx1oaIiIiKGoNrIiJSpiJOC3dxcWFvNRERkVxMCyciIiohijAtHADOnDmDsLAwVKxYEX379sX58+cL6cCIiIgUgGnhREREJYSdeq7T0tK0Fru7u8Pd3V1rWePGjfHzzz+jWrVq+O+///DJJ5+gWbNmSEpKQnBwsA2VICIiUij2XBMRET1ZwsPD4e/vL90mT56sV6ZTp07o1asXatasiXbt2mH16tUAgPnz5xd1dYmIiKiYsOeaiIiUyU7zXKekpMDPz09arNtrbYi3tzdq1qyJM2fOWL9/IiIiJeM810RERCWEndLC/fz8tIJrObKysnDixAm0bNnShgoQEREpGNPCiYiISogiHNBs7Nix2Lp1K5KTk7Fnzx48++yzSEtLw6BBgwrxAImIiEowDmhGREREui5fvox+/frh1q1bCAkJQZMmTbB7925EREQUd9WIiIioiDC4JiIiZSrCea4XLVpkw46IiIieQApMC2dwTUREymSnAc2IiIioEHBAMyIiohKiCHuuiYiIyEIK7LnmgGZERERERERENmLPNRERKZSto4k6ZsoZERGRMtjSTjtmG83gmoiIlIlp4URERI5LgWnhDK6JiEiZOKAZERGR41LggGa85pqIiIiIiIjIRuy5JiIiZWJaOBERkeNiWjgREVEJwbRwIiIix6XAtPASG1yrZDyfV7ZtR1jLllrLrm7fjnKvRAPHQ7QLx9zUW18khegts6fs1FS4D70CxN4AkkIfP6De7/EQoPdxwysvjdFfpj6G2JsF23zkwWux8Awp3GMhInI47LkuNmkXLuDE3LkmywTFxqJqQoLWsntnziCw6m/YnZgPAGjy4eOr13Yn5kv3//02BDVfe83OtdZ34PPPkfvggd232+SjD6X/b/17FME1a9p9H0REDo89144jLycXzq6mq3/35Em94PruyZPA8ZYGg+milpuZWfBPUqh+gK22NMZ4gK0p5mZBUA1oBdYAkH3/PoNrIiIqMn6RkfAqXRpHv/nGaJmc+/f1gusH169jQY8lOPfo/oLfHz92TuN+raSEIvlddeH//g9Zd+/adZv9jydp3b+fksLgmohIIUrsgGZOLi7Izcou7mrYz5LYxz3W6iBZfQJAvTwp5PH/mkwE1kRETyx1upktN7JajVdfRdTzzxfKtlc/c7hQtlskHODkPhGRQ1BgG11ig2sAcHZzQ06Glelaumnh6mWGlheFhEdnsjUD6NibBb3W6sBZXTfdlHB1GjgDayKix4QdbmQ1lUqFeu+8g0o9ehR3VRxCf2xBf2wpuPMowF4QE1t8FSIiKm4KbKNLbFq4mouXFx7euQvPoEDLVzZ03XWsTm9xUUkK1d+3oZ5sdZ17H9cvBzDAJiJS44BmxU7l5IRGEyfiwY0buL5zJ/onJWBB7JLirlaRkgJqXezBJqInHQc0c0wegYFIPZ8M/0oVHy8UH+LO63dwbvlyrbJ3jh0zvqHYm1qBqu669padmgqgkfZCU0F9QlJB+vhxI+nhwOPrtzVc3rgRt2Rcc122eXN4hRq47puIiMhKTq6uaD51KrYOH44ljf9CwpbB2Pj2caRfvqzXzt47dUrWNrNSUwu9jQaAvKwsu2xnAeKMBtk39u2TtZ/gGjUQULWqXepDRESFQyWEcNBOdculnj+PgHGZBYGnNendMTrp15o0e4oNPW7uDLQ6cI/VKae7zFDQrPv48ZDHveyGtim39zopVKt3/NqYNJRp0kTeukREDiotLQ3+/v7AjEWAp5f1G3r4AHi9L1JTU+Hn52e/Cj6hsu/fx7aRI3Hr8GEAQH5OTqHsp3/S40HSHK2X3FCAvQBxeo9rLlOr+9ZbqD54cKHUi4ioKNmlnXbQNloRPddq/pUq4c7HpxAUbWVKt6mA3NDUV2pyAmv1X3UwrJnynRRS0CutmxquGzSry6uvsdYsb4klOtd4xd4EeicBCLd8W0REjopp4Q7FzdcXzadOxZ7ERFzdulXrMd2AWG76uHq9BbFLpFG4F8TGSsv7JyUAqkS99YrrWmdDQbOa0fRxIiKlYlq44wuMikJedg6c3VwLf2dyrpfSHMVbMxjWSUE3OR2X3jZ1ymnel3v9tWa9eN0XEREVAc+QELT+5htc/vtvJH3/Pe4kaU9LpQ6s5TIUgPc/ngQ45m8uWUwF4ERE5NhK9Gjhxji5ukIIIC87BxfXriucnVgaWOsyNBiZ5vXSpnqkNQPppBD9wFp3ua6EpIL99E5iYE1EysXRwh2SSqVCeNu26LB4MdrMmYNq/ftjZZe9UqBcFKncunNNO4IFiGNgTURPliJso7dt24auXbsiLCwMKpUKK1as0K6KEJg4cSLCwsLg6emJuLg4JCVZ3lYorudak5OrKyp06AAhCp6wzFu3kHruHNLOn0fGtWuoN/ZN6zZsaUCqGTRrXg8eo3MtdYKBF9BYb7ZmernuqOLqx4z1XBupf8bVq0g9d05rmVeZMnD19jZ2ZBbLvHsXWXfuaC1z8/ODp4wB14iILGJrgMzgulCpVCqUadJEGusjOzUVqefOIfX8eRyecQUZXbsi4+pVPLxxAw/++w/52dkAYDBl3BGDZXtT/4bR5B4YCI+gILvtIycjAw+uX9da5uzhAZ9y5ey2DyIiiS3ttIXrZWRkoHbt2njhhRfQq1cvvcenTJmCr776CvPmzUO1atXwySefoH379jh16hR8fX1l70dRA5rZQuTnQ+upyM+HyM9Hfk4OMq5fR9r580hLTkbNV4ZZFlzr9kBrXrvd+3jBX3VwLM11bSTlW5dWCrjO4GYWBtbGXAoKQnjbthatY0rS7NmoMexlvTqJop76jIgUSxoo5csltg9o9maCww2W8iQSQkDk5wMoCMpFfj5EXh7yc3ORefs20pKTkZacjJgXBsvepq3XXfffUrCvBXHztP4vSjVefRW1Royw2/aubt+OLa+8orUspG5dtP/1V7vtg4jILu20DW20SqXC8uXL0aNHDwAFbUxYWBhGjx6Nd955BwCQlZWF0qVL4/PPP8ewYcNkb1uRaeHWUDk5wcnZ+fHN1RXO7u5w9fFBQJUqqPDUU6gxbFhBL3hSCPKPlcLDHS64PjcZB1+Yb3ijpgLrGJ1BzQz1WgOPA2vNYFndWy0NbmZgtHH1ejE3tW9yHQ8BJsbJL28J3XpYM7I7ERE9MVQqldQ+q5yc4OTiUtBGe3vDt0IFlGvdGtUHD36UqVZwy76fjptH/sXR777X2569BjTTDKwBaP1PRESFLy0tTeuWZcUUisnJybh+/TqeeuopaZm7uztat26NnTt3WrQtRaeFFyaVSgWPwEB4NGqE0o0aIf9NgSubNyN8ZE2NqbKMDDSmSUrv1p+fGsDjbRga8Ew3/bu3gQB9aazxxwxRB7q6I4rbW8xNnfR4BthEZGdMC3+iufr4oFStWihVqxbEMOD2sWM4MHkyOvy2wC7bV/dSF3VvNRGRYtghLTw8XHu2o8TEREycONGiTV1/dDlM6dKltZaXLl0aFy9etGhbDK7tRKVSoXybNsg9lI0Dkyai8dLhBQGqqYHJDI0YrksrmH4UYGsG2bpBszqwV7MkqJYzUrk9cTA1IipMnIqLNATXqIH2v/6KE0/Nx6EvnKQ0cyIiKiZ2mIorJSVFKy3c3d3d6uqoVNp1EULoLTOHaeF25uzmhoaJifpBdaxOWrahKbnUgbMurZRwjTRx3cB5aax2gKybbm0q/TopVH9wNGvm0CYichTqRtuWGymKSqVC9KBBaPX113D29Czu6hARPdns0Eb7+flp3awJrsuUKQPgcQ+22o0bN/R6s81hz3UhUKlUEEtioNKdS7q3sTV0UrANBdOa2wEeB8pLYwuu5V6yVH/Oas3/1T3T6mVLYx8H58dDdHrQQywOrFWyyz9j2frqkw+aJwZ0nwNDjPWK66wjZzg/IQScnGT+yI7ROWli5Lr720nHERQTAyIiKnrlWrdGm9mzsfmVV5CbkVHc1Sl05//8EwcmTzZbLj83V2/ZrSNHsPTRiO5FreuaNfAIDDRbbsOAAbh35ozd9lt/3DhUejTQEREpX8WKFVGmTBls2LABdevWBQBkZ2dj69at+Pzzzy3aFoPrQiSSQqBausV8wd5J+oGiZgq4uoymGI3AXV3GVJq1OkifGFcweFpSCBBrYtCy4yGPRzOXS3MqMPV9e4wCbkkPvDGG6mLJtd6a14jLoTnneKz+CQ+Rlyd/W0RkHV5zTSaE1KuHtnPmYOvw4ci8fbu4q1Oo8nNykHP/vlXrivx8q9e1mcwJbXIyMuxax/ycHLtti4hMKMKpuNLT03H27FnpfnJyMg4fPoygoCBUqFABo0ePxqRJk1C1alVUrVoVkyZNgpeXF5577jmL9sO08EImevfGnRo1zBdUB8bqwcs0l8fcNB4E644Crh7lW31bGvu4Z3ppTEGgtyRW3mjgSy3sWdWdUszU+uauRTeWli73Om29kxVGer+Lgu6UaURUdJgSTiYE16yJjr//jpD69Yu7KkRET6YiaqP379+PunXrSj3TY8aMQd26dTFhwgQAwNtvv43Ro0fjtddeQ4MGDXDlyhWsX7/eojmuAfZcF4nA6tWRExkJ11Wr5K2QFAJM3KK9zNhUXWrqgcyka7JvPg6o1UGunHRqW2lOEyaXZuq3eooyzV5w3ZMH9qA78Juc8uYY2x4DaqLiwZ5rksErNBTt5s3D2SVLcHjaNOSkpxd3lYiIngxF2HMdFxcHYSIbRqVSYeLEiRaPNK6LwXURcfH0hOjdG/fOnEHg4cOGC6l7oXWvzT4eUtDbnJCkH8AtjdXvMTYWCBZmUK2XEv4oXV09pZc6zVwzXVq9XLdeutuSpjazMDVbd3u2MHdiwmRKPqcZIyJyZConJ1Tt2xfl27bFoa++woWVK4u7SkREVAKphKkQngqFEAI3Dx5E7oMHdt92uVYtDV8fbOk1w8Zobkf3mmzdHmfN3nZ1Kro6SDaUMq5+THN7uiw5BvX25Mw3boq6TqbS3OX0gptKS9ccAE0z08DQgG666x8PQcrfm1E+Pt58HYieAGlpafD39wcmLwM8vK3fUGYG8G4vpKamak3zQcp39+RJPLxp/6yjf2fOxJ0kmVNkyuATHg7fChXMlntw/TpSz52z236LSulGjeDk6mq23M1Dh+z6m8q/cmV4PRo92Jw2P8x+fGfiFqOX3PHXNtFjdmmnHbSNZs91MVCpVAgtzOu7jAVxpgJsOcG3bu/x0pjHAbZmYB1741F6eKj+1GKGeqp16x2r0UusGXBbeg24ul7G9mXpddeaz5Gp58vQtk0NyqZOhQf0j1HmMT+4dk1WOaInCtPCyUqB0dEIjI62+3ZP//abXbeXnpKC9JQUu27Tkfy3d2+R7q8/tgAAFpyLs+5khLmxbIhIWxGmhRcVBtdKZih4tLYHW7MXWB3wLVla0JDoDj6m20tsqOfVGGNBqC297qYCbMB8kJ1kIOg3tT31/+rnWn0CQm66vrnefSKSx9aByTioGdETSQqyEVes9SBSPFvaaQdtozlauFKZmudZd4RxOdQBoOZI5ktjC1Kg1EGgejAz3fRwS+n2btuazq7enqlec2PUPfXHQ7SDXTnbOW7FyYXex40H1sa2T0REVEL0P54k/VX/b8m6lq5jdpvYIt0MPWYXlk5tSkQlFnuulUZz0DBNcntpTTGUsqwZWGvuSzfw633curRuWxhL/TbUO26oXOzNgvnFNUcyBwyPXm7q+bUkCDbWW22ojobqQ0SPMS2cqEj0xxaLenn7H0/CgphYi/ejXkcdYFuzDUvpBtjq4zQUeGvWRzoJwMCayDimhRORI7q6fTuy7t3TWla6cWNZ1/bf+vdfXNuxw6r9epcrh0rdu2ste3D9Os798YdV29Pk4umJ6MGDoVKpkHnnDs4uXQqRl2fzdgGgcq9e8Cpd2i7bIgfGtHByMBGdOyMoVjsgTFm/vkQONkaWOfrtt1r3/StXRoUOHcyul3H1Ks6vWGHVPp3d3RHz4otay/Jzc5E0e7aRNSwTPXAgXH18kJeVhTOLF9ttGrtyrVvrfU5IoRSYFs7gWmHEEv2eT5Xme0+3B1bOIGb2SD8u6l5rQHswNHPHoNszrO59V885rh6kRG7Ktr0Y67VW1/HR8vjvZuk9fGz2D7KC69tHj6LW8Nce70+T7ujlBgjt2BoPbtxArS1xBb3+mlPFmRrxXE2jzN3TZ6B69Ob1CApCaP36KD0o4nGdjI24bmh7OmVvtbzO4PpJwJ5rcjAVu3bVW5Z24UKJD64t6bW2R2/zgphYKUXc1u0tQJz59G9Tg6Aa+Z2krqNarS1xWJDUW7pfoWNHecH1tWs4+s03ZssZ4h4QoBdci/x8HP3mG/RPStCvc+wS2dtu9fXXcPXxAVAQxJdr3Rpbhw9HWnKyVXXV5BkSwuD6ScGeayrxDKU0q6lTyjWn2pJzzbShdGVHuB7Ymmus1bRGKdf4gjf0fJgKgA2VM1cG0B4QzVxZS/dhyfaSrBhVXb1ebEhBgI1Y7RMSunU0Ul//ypWRn5uLnPR0uAcEILRBAxwfOxcxQ17QL6w7l3lCkvb4AEREpCj2TBE3GWDrXP7VH/rp3sZOLiyIiQWSDD5UaPonJVgUJKstiF0ie10nFxeENmgAIQSy7t6Fe0AAfCMi0OCDD/C3TjBvzzoSlQQc0IweB0+6gaOcgbiUfL2v5vOh2wMut/dfdwA5S+bDlnudfGGdyNANWO1B7vsl5iacnJ3g7OoCj+Y5UvaFV9myj7djqH7qZUti9aeBoyePOt3MlhsRObQFMbH26Q1HnH6Q7AgdBUVAHejqBryGerf7JyUgPzcX/9epE35v1gx/tGyJ43PmANBoo2Xuj0iJbTSD6yeBodHB5fSIWjOytiOxJfBPSCpIB++tccpZ8/gM9Swber4066A7ZZluOd15tHXX12RsX7FWjASvSbd+trympnqOdedf12XgeT04dSoiO3UsWJaQVBA8JyQV3Hpr3OTsn54Mwg43Inoyxd40PhhZCR+kTDNoNhboGutdVi97dkd75KSlAQBO/PQTDkyeDP+IeXapEz1BFNhGMy38SRR703jgrNnTammvtWZPr6n0c0vYkuYs93prNc3AVrP+vZMeXX+tEawZqpfc+bJN7d9c0GnsMc3sg0f1un/xIq7984/pfQJI07zWz1D2ghm6+yi43qpswbq9ZWxD5utT/+23Ht+Rc9LBxPzmt/5dj+xHPwrUgmJj4R4QIKsuVEJwQDMqAQKqVkV2aqrWstSzZ/HwBrNvioWZk8r2SvXOvHVLVht978wZvWXqQNRU8AsAeTk5evvIz8kB4sz3HlvSu5ydloYG72YX1M3CkeM1qQP61LNn9ertGxkJn3LlrNouOTAFDmimEkI4aNxPhUlrkDNDgbA1wbUxtlwDbEtgrj6zbM0AZMauozb1/Bh7PhKSCh6bGCf/GmpDg3MZo9vbbcnrZukJAktM3PLob5zhOlpyAkb39VA/p5o0B08ztA8z+7q2azfKNGliuh5UIqSlpcHf3x9I/BPw8LZ+Q5kZwIfdkZqaCj8/P/tVkMiMPYmJOPf778VdjSKh20Oqvm8qgDS2rt3qFLvU4HLNAcmKk6XHXVjlNctJPc+xr5kNrq153eq+9RaqDx5s0TrkuOzSTjtoG82e6yeVoeDQUIqzqQDX1CBe6uDQmuDYVJBoScCdZOQY5GxD97pnY4+r9T7++BpfQwH50ljLAmtj+zaX3m9uHWODvBXmtfO67ytDlynI3Yax69CXxhbPiPTk2DhaOJHD0w2yjF3/q0lO4G2KuVHG1UG0Osh2lKBazeLjViWiPxIL1jVzfbqpwFf3McMnQUxft70gdonBa7t5HfYTSoGjhfOaa9KnG+hZO1q07rYsYS6otbTXXF2+93H9Y1IHe9bUNeYmsGRpQWCt3oZmIL00tmBwLUOBn60BrW6gaipwVQfV1h6nLXWUw9jI53JpXmttiqONC0CFiwOaESmKZiCn29ttqJwxcgdAc7Sg2lrqQd9MHbexExb9kxLMpqHrrfNo5HVDgbWx/dITSoFtNINrMsxeKd+W9lzLmc7KkqBLTln1QGPWnkiYGKd9WxpTEFCr/zdWL0MnCtTBn+7167rHrZk1YCrFWnNgNGM99jE3gaRvC25yyQ1Sl8j4AaMZ+GvWyZSl8n4YSUwNJkfKxQHNiBTLXFCmGRTaEsApJcDWZG6Oa90BzzR7qGXvA1tk9UYbCs7pCaLANprBNRkOxjSXmRoxs7DrY09yrvGVe6y6PcaGtmtqrmrNwFod9GkG1rrbkXtttLlpwQyR9v+a8XV1yxuapky3jLoH39wJEWtOaMTewIP4eMvXMyH34UPkpKdr3fJzcuy6DyIiOZzd3eHi7a11c3J5cq7k073mWR0o66Ykqx/TLKf5uJwUc3pM7kBp5iwL7oWH253hX7Wq1nKVs7PVdcvLytJro/Oys63eHlFh4YBmJFHpBknqwCj2punrWU0FR9b0XMu9NtmaAdc0A1hTPZlyrxe3Zg5q3R7nR/VIefU/PPzvP1Tr19fwOprBuu42jF0jLycIFx8W/DUUXBvqSTdURvfxhKSCXuvjIQUnK3onAQm9TdfJVB11PLhxE54h+o8bHahP5na19D6OS8OuIbxtW3nlyWFIA6W8/3+2D2j2aVeHGyyFnkwHp0zByfnzi7saRcIRr3Wu88YbCKxeHVtHjEB+CQ/qbL3G2dT63uXKofW33yKgShW9xza/8gqubd9ut/3WeO011Bo+3OrtUfGxSzvtoG00e67JtOMhlo1abWuvsz17rU1ty1yKsNx6aKaU6/ZAW3gs5ePjEdqokUUjXOs9ZiwLwVDPt26PsmZauKnedl2G3h+aJwHUU5kZo54aTvNmhhDCeK+y7nFpvi5MDX+yFGNa+OTJk6FSqTB69GjrN0L0hFqQ1NtsYG2Pa3XlbsPFywtRAwcipH59OLu727xfo/U5noT+x2WOIWIlORkQtjy3VRMS4FOuHDJv39Z7rGK3bqjxmvksOWP7ZwaCAjEtnJ5IlgSJ5nqWTaUIF/VgW8bIOZkQ8yh9PClE+6YbYBti6FrrpBAIIRAwLtP6emvWTXM/uvvVDGInbgE+bP2ozq/pl0sKKcha0F1X16PANePvfOQfK1XQS62Z8q557bXm/mNvyh+MTMOZRYsMpoMJAVz+xsD21L3rHFH8yVJMA5rt27cPs2fPRq1atex8QESkZo9AS+42nN3cAABHv/kGOffv27xfXbpBdWEM8hXRuTO6/Pkn+h45AgCo0LEjVE6GwwBb5sDOefAA13bsQNqFC3qPRXbujErdukkBviVBNAc+UygOaEaKZsnIzoZ6Ph1xFGo5NINpa6cPUweLS2MKbkkhpk8iGNjH+RUr5O3H0P+G9mGojLk0dbmp9jpl06cHQCyJgVfp0lCpVBACEEkhuPFu1uN5rg2dPDEW7JqoR25WNtKSkw0+lnXvHsp/G6rfS615gsDc8anryECcrJCeno7+/fvjhx9+QGBgYHFXh4jMUAe2pnqMs+7dw5lFi3B2SRH1nKoS7daLXbZlS3RcsgTNp06F/6NUbYFEtPjyS3RZtQoRnToB0B4AzlpVevdG9cGDjbbRIj8fO8eNQ35urkWp6Zyqi0oSBtekTTetWDcYUgeG1owSLmdQK7nbNRbgy6mHIeqA2Fw9NberDtjkpmIbq9Oj7VT5oIX8INBcmrjc41aX+7C14efS0HY0Bnx7sKUgiPYOCzO4+ZC6dZF/rBSu7dpteFRwoKCXe8lSg+vrEqKgB6FVs2ZwcnXVe/zWkSOPswjUz6U6SJY7qFphDahHRc9OaeFpaWlat6ysLKO7HD58OLp06YJ27doV0kERPRkMBXpyAmFrA8QFMbEmt3vw88+Rk55u1bZtYep4jD0WUq8e6rz5Jp5evRrx332HoFjDM2z4RUSg+RdfoPPy5dj5biYW1l1hdD/mntdqzz2HRhMnws3PD97ly8OzVCm9Mg9v3cKtw4cBGO/9Vk/jpYmBtYIpMC38yRl6ksy6f/kKch8+NPBIqta9wKpWBB/mporSvG9pcGNJeXUArdmrqdnLqRlg69ZTbq+uuRMFtg60ZS8xN4Gk0EdzdRtuePUcD8GDLYCn1M6Zr7NKpUKZJk0gBJBx9Sp82usHxdJgZwBO/PwLqg8coPXw3TNn4VO+PAAPAIDobfhavNwHD+Sf1LC2DJUgtqaNFawbHh6utTQxMRETJ07UK71o0SIcPHgQ+/bts2GfRIZVf+EFVOrZ02y55BUrcGLu3CKoUeEyFVCZmq9Zd0opzVHFDY6CrbEtufNf25PRgP7RYKNGg1CdYNfVzw+VevRA1YQE+FWsaFEdAqpVQ9PJk1HvnXdwYfVqpGzYgJsHD0Lk5QEAljT+Cwl7OqPm8OFw9faGysUFIi8PeVlZyE5NRVjr1gisVk3aXmTnzgb3k5uRYbIe6ueif8wWadkCxFl0LFTS2NJOO2ZaOINrkviUKyevoJyeXd1RreUorMBGbj1MXWttKlDWvB5ZTg+8pc9LYVFf86w5ZVas4ZMIyav/QoWnnnp0nZT1r5N3WBjEo98ROenpeHD9Opw9PeEdFgaVNNT3AIgBumvqjzpqyM1DhwB0MvygqRMkDKrJhJSUFK2RSN0NDGiUkpKC119/HevXr4eHh0dRVo+eEJ4hIQZnSdDlYaDHUAnUgZelAbCp6aUc1YKYWMDAYRrszU9KwMlfK6PSM8/A1duG2REAuAcEIKp/f0T174/czEw8uH4dEAI+FSpAwBmQOWOnMQVttGFaPdZanRs65ZgiTg6OaeFkOc20Y1MpyJaOei1nQDN7BKWFOWK0pdN3FXdQp06fVtdJ5wTD6UWLkZebh8jOne0+x6qrjw/8q1SBT7lyGoF1IVAfG0cKf/LYKS3cz89P62YouD5w4ABu3LiB+vXrw8XFBS4uLti6dSv+97//wcXFBXmPeoCIyDhTqeDWUM917cjB2IKYWKmX2hRDz8Gh6f7IefAWop5/3ubAWpeLhwf8IiPhV7EinGyYn1qLHdr6BbFLOLiZkjAtnEiDoVGv5ZRX0w0yCyuw1l1PM4DUTQ+XO+2YmqHUcTkBs5XTddmd5jzZOs9TxvX/4FW6TzFVzDome3WSDLxWxnqz1XNzI8judaQiZOtoohas27ZtWxw9elRr2QsvvIDo6Gi88847cLbXj1MiBdNK6TYQTBZH2nZRWBC7BIh5lL5u5ETCgphY9FclFQTiqkTcOX4CgaOrF2U1bWboOmy1BYgrSAeX8bvIkU+WkIVsaacddLRwBtdkOfUUVGq2pDkbG/hMboBq6YjOunVVT59laVANyB+ETXcdzf1Zsw1709n3ueUrUKlHDwCli6U6ttALrtXPr6H3rObfmJtAQpL2e2NpLDDsWuFVlgqfrWe2LVjX19cXNWrU0Frm7e2N4OBgveVESiGnR9mRA2JjKcb9sQVI+lbqJS3SYE58aDAlHAAWxNZA7P9eRs2cXDi5lKzAGgA8Q0NNPr4AcUAMU7+fKLa00+y5JqW4/lYG0i+d0FpWZUIr0ysZ6rW29PpXzcDYkoBYcz1DJwFMbUdO8Cunx1p3v7E6Ab4c1gz2ZonYm7jxXjZC6vQovH0UsoBq1R4H0prPlbnXeOKWx/ePhxQM8HY8RHZwrVLh8YmTpTE4vWgxqvYpWb3+RKQMZZs1g9tHH2ktu7F/P5JXriyW+vQ/nmSXANuabZgL0ow9tgBxUoBr7yBPt066g64ZpVKhyaefolL37natT1Hyi4wsGAwtN9dkOXs/5zf270fpBquxa3zBfr1CQ1Hjtdfsl+5OpIHBNVmsdMOGKN2wofbCCUV8Pau181HLpduzKaesMZoBuoHgfm/f79Bo0SvFM1q4xj5vJwoExdYp2jrYmX+VKkCSxuj25i5dmLjlUXAd9/iEjS2vw6NMioCoKOu3QfZThGnhhmzZssWm9YmsEVCtWsGJRg1CiGILrgHLA2x7zO8M2Bak+YSHwzM0FAFVquD2sWO4k2SfOgHmpwvTDcBdfX3R5OOPEd6+vd3qUByc3d0RUKUK7p48WaT7TUtOxoJBS3D+0f2G48czsHYUTAsnksncyNnFkQZt71G65YwgrrtcLSkE4lFv6sObIcAiM/uy9+jiGj35BwbNfTS9huOm7sn18L//oJ6uS4/mayJdU42CwBqw/BIDE9u39+BvZKUiTAsnIsdjbXqxe1AQuq5ZA5VKhbysLOx8+227Btdquj3YmtT3t71xD/XffRdeZlKqSwIhBNKvXCmWfWu+F1Rsox2HAtPCOVo4FQ5jgbWcEcFNKe4BwDQZOg5D83arac6lHXsTO8aOxeFp0+A1XEa6t9yB0uTS6Jmv9/bbdh9ltLh4ly+v31ute7JDN7C293MLwMXT067bIyupz4jbciMiu5DbG90/KeHx6NniQyyIidXq9bZkpGhre66z7tzB5qFDcWTGDGwcNAgpGzdatR1L6mWsri2nTVNEYA0AKpUKEZ2MTJdZyDSfXxdOl+g4FNhGM7imwmHp9dRy5862haWjmmuWN7au+mSBscdNXFvd8tIQlG3e3Hx97NFrbaCeuYf8IRz0rJ+1VCoV7l9KMV1oaUxBUL208HrqPYKDC23bRERKpRk4L4iJ1Qs4i2IKJvVJgOu7d6N048bIvH3brttXH5O5ADsrdTQEEu26b0dQZ8wYlG7UyGSZwn6d5cwXT2Qt5kWQ/Zm7XtlUL6GlI29bs55chlLbjUxbZXT/utN+qe8/6r0+vXAhgKF2rbYenbreT7kMn/LlAbgV7n6LiU94OB5svQWv1o/OHBi7LMHEe+bCX2sQGB0NnwpxBh/PzczEte3bkZX66PrumNZa23MPCLCy9mRXTAsnKlRaPcp2uE7aoUaIFgJnFi3Cw1u3imyXrn5++O/A0witXx/wL7LdFik3X1/Eff89XNwmGx6p/VFgbSylv3y7digfF4fA6Gj4Va5scB/5eXn4b/duZFwrGJT0xsGD0mMunp4oVbeuPQ6F7EGBaeEMrsk+TM0ZbC+xFm5fsz6681EDOD95F+DkBJGXB5GXhyrjW2qvZ6jH2MS80GYZCLRbJb2nX1dD+zRXxhAD9XuwVQXPUuXlb6OE8ixVClk7U+EeYNl66VeuwjssDIDptDUXDw+EtW6NmwcPIi87GzcWXIFX6Vw4e3jA1csLgLu1VSd7YnBN5NCc3NzgGxEB/0qV4Fm6NNx8feHq4wNnDw84u7vDydkZIj8f+Y/a6aSf0nDn+HHcLF360Rgb9uEdFoYeGzcA0D5hkLJhg932oUs3eHT28EDbH39EUGzJH//EHGc3N+TlvIcjL3jjxLx56H+sNwDtkyu6gXXpxo1RZ8wYBMuY2tDJ2RllmjbF7WPHkHXnDqr06oVaI0bAxcMDLp6ecHZTZudCicTgmsgICwK/s38sh7OrK0R+PvKyspD78CGqf27mGpyYm0DsDf3RnNXTH2n2Ch8PweUtWxEYFQXP0gIqle41Ger1u2ktFT0f/5+XnY1rO44ifGRNIOlbIKF3wfaTvgViX5P2I6sH+3gILm3cBHd/f5Se4lWwzNJ5teUG8ronFDR63u+ePgPPUlUt228J5ubvj/x8gatbt6J8fJzJsv/tP1DQU4Aw2dt3dnNDmSZNbKojFbJiHi2cyFG4eHnBr1IlOLm4QOXsDPfAQGTduQOVszO8w8LgERQEVz8/uPv7w83PD87u7hAA8jIzkZeZiZyMDORmZCA7PR0Prl1D6tmzeHjrFvKzs6V9LIiJNdt7Xb5tW/hVqoSg6tURGB0N7/LlrRq1WeTn4+bBgzi7bBlS1q1DXlaWxdvQVLF7d6TNuQS/iAp2mzrMHK3gUaVCsylTnojAWs3J1RV1x45FhQ4dsGX4d7i6YwcEHj8v/bGloGDSt0j+qyEiOnUy8HvOOJWTE0rVqmX/ipN9KXC0cJUQSrvqkpQkLzsbeQ8fIjczE06urnB2d4ezh0eRTqHw4Pp1XFy7FjF/NQKWLC0IrnUDa2Ojgz8qd2vRdQTXrAlVwnHjgbWcubRt8KR/0h/euoUb+/cjslNHadnNI/8WvC4WNNjk+NLS0uDv7w+8vg5wt2GwvqwMYEYHpKamws/Pz34VJFKI/Nxc5D58iNyHD6FycoKLh0dBG12EozFnp6UhZeNGnF+xAjcPHNB7XJ1mbCrlvFFiIqokJGD3Bx/g/PLl2utjS8G81zYyNXJ5vbffRvSgQTbvoyTLSU/Hjf37UX744xMMl2edQNnmzTltlgLZpZ120DaaPdfk0Jzd3ODs5gY3/+K7+MirTBlUHzwY+YME/tvdAWXVDxgLdsWHjwPwR+UeXD/8KN1Yh9yA2dLAW2PZyV9+RdTzz8vbj4J5liqFiI4ddU4y8Ky2orHnmqhQObm4wM3XF26+vsVWBzc/P1Tu2ROVe/bE3ZMncXbJEpxfsULqzZZzHXfG9esAgKaffoIFMcvNlLacqQG6Kj3zDKIGDrT7PksaVx8flIuLg9BKfuDAY4qnwJ5rjhZOJJNKpUKZJk0gkkKQmnwB/7z9jn4hI1OQVRhdB56t8h8vUA+oZW60cTkMBdaPnJg3n4E1PbmEHW5EVGIERkej4YQJ6LZ+Paq/8AKc3eWNf1Hn9VFQJzDpprbb0mvdPynBdGDdsycaffghs6foyaXANprBNZEV/CIj0ezzz3Hn5CntB9RTb/U+rh00qwNgdUq4rQG17jZ093U8BJfWb3ji08zoCcd5romeSJ6lSqHu2LHoumYNIrt2Nb/CjamFXykNKhcX1HnjDTT+6COmPNOTTYFtNINrIhsERkUhP1/g/Mr/039QY5Tv83+uxOVvknDklUXac1/rjmZubcCtsf76AQORce06wtu3t25bRERECuBVujSaffYZ2s6bB5/wcKPljq8OwaUNG3H+z5WFNpiZOj3dJzwcHRYtQsxLL7HHmkiBGFwT2UilUqFi167I+O8G9tZcpv1gQhIQexMVu3VDubg4+FWsqP24bs+ztYOWPdrOji5T0ebHH+FVpox12yFSEqaFExGA0g0botOyZajxyivwq1RJ67GAatVQffBghLdrh6DYWJNp3LYKrl0bT/32G4KqVy+0fRCVKApsozmgGZGdeIWGouH48cgXAvc+OoVLzWegTlgYkBQqlXH18bH/jh8F1vuf/xH1xn3OM+FEahzQjIgecfX2Rq2RI1Fr5EikX76MS+vXI3ZICrYMv/G4jI+PrAHQLLUgdgnKNm+Olv/7H1w8POy+faISS4EDmjG4JrIzlUqFwOhoBEZHF5xY6/V4IDMXT0/5c1xrTOUlp0e73rhxDKyJNNl6ZttBz4oTkW18ypdHzJAhBV8RM3Xa6EJQplkztJwxg4E1kS5b2mkHbaOZFk5UyFROjz9md0+eLPhH81pr3euudZlafjwEJ99bD5EUwsCaiIjIQlpt9IkTeo9bmyauXm/vRyrEzZpVaIE7ETkW9lwTFaGg2EcDpWheay0nqI4xMAgagMubt6BcXH8715JIIZgWTkQW8AkPh094ONJTUqRltqaJNxg/nie/iYxRYFo4e66JilBogwbIOxKIE2//VbDAkgHMNOfGBnD31GmUi4uzfyWJlIIDmhGRBbzDwtB1zRrEffedVo+2pbzKlMGVHW0hkMjAmsgUBbbRDK6JipiTiwuiBg7Uf0DmNFwXvtiPvJxcBFSrZueaESmQwubPJKLCpVKpENayJSo/+6zF6wbFxqLBBx+gy8qVCGvRohBqR6RACmujmRZOVAxUKhXOT96FSu82fbzQRC928pS9KNu8OdwDAgB0KvT6ERERPcmq9u2Lc8uWQeXkBGcPDzi7uQEAhBBw9faGq68vPIKD4R0WhqCYGJRt1gzeYWHFXGsiMiY3NxcTJ07EggULcP36dZQtWxaDBw/GBx98ACcbMlV0MbgmKiYVu3WD6Ca3dJfCrAqRMnG0cCKyUmBUFPr9+29xV4NI2YpwtPDPP/8c3333HebPn4/Y2Fjs378fL7zwAvz9/fH6669bWQl9DK6JiEiZOKAZERGR4yrCAc127dqF7t27o0uXgg6ryMhILFy4EPv377du/0bwmmsiIlImDmhGRETkuOzQRqelpWndsrKyDO6qRYsW2LRpE06fPg0AOHLkCHbs2IHOnTvb9ZDYc01EREREREQlTnh4uNb9xMRETJw4Ua/cO++8g9TUVERHR8PZ2Rl5eXn49NNP0a9fP7vWh8E1EREpE9PCiYiIHJcd0sJTUlLg5+cnLXZ3dzdYfPHixfj111/x22+/ITY2FocPH8bo0aMRFhaGQYMGWVcHAxhcExGRMnFAMyIiIsdlhwHN/Pz8tIJrY9566y2MGzcOffv2BQDUrFkTFy9exOTJkxlcExERmcWeayIiIsdVhAOaPXjwQG/KLWdnZ+Tn51u3fyMYXBMREREREZFide3aFZ9++ikqVKiA2NhYHDp0CF999RWGDBli1/0wuCYiImViWjgREZHjKsJ5rmfOnInx48fjtddew40bNxAWFoZhw4ZhwoQJVlbAMAbXRESkTEwLJyIiclxFmBbu6+uL6dOnY/r06dbtTybOc01ERERERERkI/ZcExGRMjEtnIiIyHEVYVp4UWFwTUREysS0cCIiIsdVhGnhRYXBNRERKRN7romIiByXAnuuec01ERERERERkY3Yc01ERMrEtHAiIiLHxbRwIiKiEoJp4URERI5LgWnhDK6JiEiZ2HNNRETkuBTYc81rromIiIiIiIhsxJ5rIiJSJqaFExEROS6mhRMREZUQTAsnIiJyXApMC2dwTUREysSeayIiIselwJ5rXnNNREREREREZCP2XBMRkULZmBYOx0w5IyIiUgZb2mnHbKMZXBMRkTIxLZyIiMhxKTAtnME1EREpEwc0IyIiclwKHNCM11wTERERERER2YjBNRERKZOww02mWbNmoVatWvDz84Ofnx+aNm2KNWvW2O9YiIiIlKaI2uiixOCaiIiUqQiD6/Lly+Ozzz7D/v37sX//frRp0wbdu3dHUlKS/Y6HiIhISRQYXPOaayIiUqYivOa6a9euWvc//fRTzJo1C7t370ZsbKz1dSAiIlIqBV5zzeCaiIjIjvLy8rB06VJkZGSgadOmxV0dIiIiKiIMromISJns1HOdlpamtdjd3R3u7u56xY8ePYqmTZsiMzMTPj4+WL58OWJiYqzfPxERkZIpsOea11wTEZEy2ema6/DwcPj7+0u3yZMnG9xdVFQUDh8+jN27d+PVV1/FoEGDcPz48UI8QCIiohKM11wTERGVEHbquU5JSYGfn5+02FCvNQC4ubmhSpUqAIAGDRpg3759mDFjBr7//nvr60BERKRUCuy5ZnBNRERkgnp6LUsJIZCVlVUINSIiIiJHxOCaiIiUyda0MQvWfe+999CpUyeEh4fj/v37WLRoEbZs2YK1a9faUAEiIiIFs6WdZlo4ERFRESrCqbj+++8/DBgwANeuXYO/vz9q1aqFtWvXon379tbvn4iISMmYFk5ERFRCFGHP9Zw5c2zYERER0RNIgT3XHC2ciIiIiIiIyEbsuSYiImUqwrRwIiIishDTwomIiEqIIkwLJyIiIgspMC2cwTURESkTe66JiIgclwJ7rnnNNREREREREZGN2HNNRETKxLRwIiIix8W0cCIiohKCaeFERESOi2nhRERERERERKSLPddERKRMTAsnIiJyXEwLJyIiKiEEbEwLt1tNiIiISJct7bSDttEMromISLkctPElIiIiKK6d5jXXRERERERERDZizzURESkTRwsnIiJyXAocLZzBNRERKRMHNCMiInJcHNCMiIiohGDPNRERkeNSYM81r7kmIiIiIiIishF7romISJmYFk5EROS4mBZORERUQjAtnIiIyHExLZyIiKiEEHa4ERERUeEo4jb6ypUreP755xEcHAwvLy/UqVMHBw4csMOBPMaeayIiIiIiIlKsu3fvonnz5oiPj8eaNWsQGhqKc+fOISAgwK77YXBNRETKxLRwIiIix1WEaeGff/45wsPDMXfuXGlZZGSkdfs2gWnhRESkTEwLJyIiclx2aKPT0tK0bllZWQZ3tXLlSjRo0AC9e/dGaGgo6tatix9++MHuh8TgmoiIlEl9RtyWGxERERUOO7TR4eHh8Pf3l26TJ082uKvz589j1qxZqFq1KtatW4dXXnkFo0aNws8//2zXQ2JaOBEREREREZU4KSkp8PPzk+67u7sbLJefn48GDRpg0qRJAIC6desiKSkJs2bNwsCBA+1WH/ZcExGRMjEtnIiIyHHZoY328/PTuhkLrsuWLYuYmBitZdWrV8elS5fsekjsuSYiImXigGZERESOqwgHNGvevDlOnTqltez06dOIiIiwbv9GsOeaiIiUiT3XREREjqsI2+g33ngDu3fvxqRJk3D27Fn89ttvmD17NoYPH26ngynA4JqIiIiIiIgUq2HDhli+fDkWLlyIGjVq4OOPP8b06dPRv39/u+6HaeFERKRMTAsnIiJyXEWYFg4ATz/9NJ5++mnr9icTg2siIlImW1O7mRZORERUeGxppx20jWZwTUREysSeayIiIsdVxD3XRYHXXBMRERERERHZiD3XRESkTEwLJyIiclxMCyciIiohGFwTERE5LgbXREREJYWN11zDMa/nIiIiUgZb2mnHbKN5zTURERERERGRjdhzTUREysTRwomIiByXAkcLZ3BNRETKxGuuiYiIHBevuSYiIioh2HNNRETkuBTYc81rromIiIiIiIhsxJ5rIiJSJqaFExEROS6mhRMREZUQTAsnIiJyXEwLJyIiIiIiIiJd7LkmIiJlYlo4ERGR42JaOBERUQnBtHAiIiLHpcC0cAbXRESkTOy5JiIiclwK7LnmNddERERERERENmJwTUREyqRON7PlJtPkyZPRsGFD+Pr6IjQ0FD169MCpU6cK8eCIiIhKuCJqo4sSg2siIlImYYebTFu3bsXw4cOxe/dubNiwAbm5uXjqqaeQkZFhv+MhIiJSkiJqo4sSr7kmIiJlKsIBzdauXat1f+7cuQgNDcWBAwfQqlUr6+tARESkVBzQjIiI6MmSlpamdd/d3R3u7u4m10lNTQUABAUFFVq9iIiIyLEwLZyIiJTJTmnh4eHh8Pf3l26TJ082vVshMGbMGLRo0QI1atQohAMjIiJSAKaFExERlRB2SgtPSUmBn5+ftNhcr/WIESPw77//YseOHdbvm4iISOmYFk5ERFRC2Gmeaz8/P63g2pSRI0di5cqV2LZtG8qXL2/DzomIiBROgfNcM7gmIiKykRACI0eOxPLly7FlyxZUrFixuKtERERERYzBNRERKVMRjhY+fPhw/Pbbb/jzzz/h6+uL69evAwD8/f3h6elpfR2IiIiUSoFp4RzQjIiIlKkI57meNWsWUlNTERcXh7Jly0q3xYsX2+94iIiIlIQDmhEREZUQAjb2XFtQVDhoK09EROSobGmnHbTZZc81ERERERERkY3Yc01ERMrloGe2iYiICIprpxlcExGRMhXhgGZERERkIQUOaMbgmoiIlMlO81wTERFRIVDgPNe85pqIiIiIiIjIRuy5JiIiZWJaOBERkeNiWjgREVEJwbRwIiIix6XAtHAG10REpEzsuSYiInJcCuy55jXXRERERERERDZizzURESkT08KJiIgcF9PCiYiISgimhRMRETkuBaaFM7gmIiJlYs81ERGR41JgzzWvuSYiIiIiIiKyEXuuiYhImZgWTkRE5LiYFk5ERFRCMC2ciIjIcSkwLZzBNRERKRN7romIiByXAnuuec01ERERERERkY0YXBMRkTIJO9yIiIiocBRTGz158mSoVCqMHj3a+o0YwbRwIiJSJqaFExEROa5iSAvft28fZs+ejVq1alm3XzPYc01ERERERESKlp6ejv79++OHH35AYGBgoeyDwTURESkT08KJiIgcVxG30cOHD0eXLl3Qrl07O1TeMKaFExGRMjEtnIiIyHHZIS08LS1Na7G7uzvc3d31ii9atAgHDx7Evn37rNufTOy5JiIiZWLPNRERkeOyQxsdHh4Of39/6TZ58mS93aSkpOD111/Hr7/+Cg8Pj0I9JPZcExERERERUYmTkpICPz8/6b6hXusDBw7gxo0bqF+/vrQsLy8P27Ztw9dff42srCw4OzvbpT4MromISJmYFk5EROS47JAW7ufnpxVcG9K2bVscPXpUa9kLL7yA6OhovPPOO3YLrAEG10REpGRM7SYiInJcRdBO+/r6okaNGlrLvL29ERwcrLfcVgyuiYhImYQKAHuuiYiIHJIt7bSDttEMromIiIiIiOiJsWXLlkLZLoNrIiJSJltTzZhSTkREVHhsaWcdtI1mcE1ERMrEtHAiIiLHxbRwIiKiEoI910RERI5LgT3XTsVdASIiIiIiIqKSjj3XRESkTEwLJyIiclxMCyciIiohmBZORETkuBSYFs7gmoiIlIk910RERI5LgT3XvOaaiIiIiIiIyEbsuSYiImViWjgREZHjYlo4ERFRCcG0cCIiIselwLRwBtdERKRM7LkmIiJyXArsueY110REREREREQ2Ys81EREpE9PCiYiIHBfTwomIiEoIpoUTERE5LgWmhTO4JiIiZWLPNRERkeNSYM81r7kmIiIiIiIishF7romISJmYFk5EROS4mBZORERUQjAtnIiIyHExLZyIiKiEEHa4WWDbtm3o2rUrwsLCoFKpsGLFCrscBhERkSIVYRtdVBhcExER2UFGRgZq166Nr7/+urirQkRERMWAaeFERKRMRZwW3qnT/7dzx7gJA0EARYcU6y2oqNzAXSg5BUeBo3AUjsABkNymRlQ0ThEpEkrHOCRZ3utA8rDd6Avbm9hsNo//HgC8kgZvCxfXALTrj942BgBEc3taXAPQqMsk118u93O6rouu65KzAeDVZfZ0dsf/DHENQFNKKdH3fby/L9Oz5vN5LJf3c3a7Xez3+/RsAHhFU+3pvu+jlDLRqaYhrgFoSq01hmGI2+2WnjWOY8xm9891+dcaAB431Z4upUStdaJTTUNcA9CcWuufW7gAwKdW97S4BoAJXK/XOJ/PX5+HYYjT6RSLxSJWq9UvngwAeIbZOI6NvaMNAJ7veDzGer3+9v12u43D4fD8AwEATyWuAQAAIOnttw8AAAAA/524BgAAgCRxDQAAAEniGgAAAJLENQAAACSJawAAAEgS1wAAAJAkrgEAACBJXAMAAECSuAYAAIAkcQ0AAABJ4hoAAACSPgC9kk/wlcSOdAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "read_tiff(['SoilResources_RootingConditions_GAEZ',\n", " 'ProtectedAreas_Types_GAEZ'], 'Southern New Guinea freshwater swamp forest')" ] }, { "cell_type": "code", "execution_count": 28, "id": "6affeca2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "read_tiff(['ProtectedAreas_RestrictionsAgriculture_GAEZ',\n", " 'ProtectedAreas_Types_GAEZ'], 'Southern New Guinea freshwater swamp forest')" ] }, { "cell_type": "markdown", "id": "dd8f2108", "metadata": {}, "source": [ " ##### Forests" ] }, { "cell_type": "markdown", "id": "657a3c0b", "metadata": {}, "source": [ "Managed forests concession" ] }, { "cell_type": "code", "execution_count": 29, "id": "0d7cf0f0", "metadata": {}, "outputs": [], "source": [ "def plot_within(data, column = None):\n", " ax = fav_forest.plot(figsize= (20, 8))\n", " data.plot(ax = ax, cmap = 'winter', column = column, legend = True)\n", " plt.title('title', fontdict = {'fontsize' : 18});" ] }, { "cell_type": "code", "execution_count": 30, "id": "e90ca392", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idobjectidcountrynamecompanygroup_compgroup_counlegal_termstatusprovincesourcelast_updatshape_lengarea_geoshape_lengthshape_areageometrycentroid
04747LBRFMC a1.9980151.143232e+091.9980150.093627POLYGON ((-9.63809 7.58342, -9.67405 7.61019, ...POINT (-9.71605 7.35382)
14848LBRFMC b1.1578715.563628e+081.1578710.045417POLYGON ((-9.44694 5.81031, -9.51802 5.82799, ...POINT (-9.41711 5.68310)
\n", "
" ], "text/plain": [ " id objectid country name company group_comp group_coun legal_term \\\n", "0 47 47 LBR FMC a \n", "1 48 48 LBR FMC b \n", "\n", " status province source last_updat shape_leng area_geo shape_length \\\n", "0 1.998015 1.143232e+09 1.998015 \n", "1 1.157871 5.563628e+08 1.157871 \n", "\n", " shape_area geometry \\\n", "0 0.093627 POLYGON ((-9.63809 7.58342, -9.67405 7.61019, ... \n", "1 0.045417 POLYGON ((-9.44694 5.81031, -9.51802 5.82799, ... \n", "\n", " centroid \n", "0 POINT (-9.71605 7.35382) \n", "1 POINT (-9.41711 5.68310) " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://datasets.mojaglobal.workers.dev/0:/LandCover/Forest/ManagedForestConcessions/ManagedForestConcessions_LBR.geojson'\n", "forest_concession = Read(url)\n", "forest_concession.retrieve_data()\n", "forest_concession = forest_concession.wrangle(online = True)\n", "forest_concession.head(2)" ] }, { "cell_type": "code", "execution_count": 31, "id": "58aae4ba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-20.0, 20.0)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_within(forest_concession, )\n", "plt.xlim(-20, 20)" ] }, { "cell_type": "markdown", "id": "f09c7869", "metadata": {}, "source": [ "data on managed forest concession for liberia want to check if the forest covers it" ] }, { "cell_type": "code", "execution_count": 32, "id": "d44bc633", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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snameipccgeometrycentroid
32WATWaterbodiesMULTIPOLYGON (((-97.65724 21.64268, -97.65744 ...POINT (-7.03050 40.05349)
19LPLeptosolMULTIPOLYGON (((-86.78835 21.05158, -86.79645 ...POINT (46.24798 32.16133)
29SCSolonchakPOLYGON ((-13.66273 13.46387, -13.83254 13.294...POINT (32.76967 7.95292)
31VRVertisolMULTIPOLYGON (((-71.71528 19.72417, -71.72058 ...POINT (66.75923 0.32992)
22LXLixisolMULTIPOLYGON (((-14.02358 13.80349, -14.11379 ...POINT (31.59579 0.76833)
\n", "
" ], "text/plain": [ " sname ipcc geometry \\\n", "32 WAT Waterbodies MULTIPOLYGON (((-97.65724 21.64268, -97.65744 ... \n", "19 LP Leptosol MULTIPOLYGON (((-86.78835 21.05158, -86.79645 ... \n", "29 SC Solonchak POLYGON ((-13.66273 13.46387, -13.83254 13.294... \n", "31 VR Vertisol MULTIPOLYGON (((-71.71528 19.72417, -71.72058 ... \n", "22 LX Lixisol MULTIPOLYGON (((-14.02358 13.80349, -14.11379 ... \n", "\n", " centroid \n", "32 POINT (-7.03050 40.05349) \n", "19 POINT (46.24798 32.16133) \n", "29 POINT (32.76967 7.95292) \n", "31 POINT (66.75923 0.32992) \n", "22 POINT (31.59579 0.76833) " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "soil_resource = Read('https://datasets.mojaglobal.workers.dev/0:/Soil/World%20Soil%20Resources/World_Soil_Resources_wgs84.geojson')\n", "soil_resource.retrieve_data()\n", "soil_resource = soil_resource.wrangle(online = True)\n", "soil_resource = gpd.clip(soil_resource, fav_forest)\n", "soil_resource.head()\n", "# soil_resources.append(soil_resource)\n", "# soil = gpd.GeoDataFrame( pd.concat(soil_resources, ignore_index=True) )" ] }, { "cell_type": "code", "execution_count": 33, "id": "b073fd77", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-20.0, 20.0)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_within(soil_resource, 'ipcc')\n", "plt.xlim(-20, 20)" ] }, { "cell_type": "code", "execution_count": 34, "id": "4b2412ec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'a')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 4))\n", "path = f'data/soil/GlobalSoilOrganicCarbonDensityinkgCm_1mDepth.tif'\n", "tiff_data = rxr.open_rasterio(path, masked=True).squeeze()\n", "clipped1 = tiff_data.rio.clip(fav_forest.geometry.apply(mapping),\n", " # This is needed if your GDF is in a diff CRS than the raster data\n", " fav_forest.crs)\n", "fav_forest.plot(ax = ax, color = 'brown')\n", "clipped1.plot(ax=ax, cmap = 'winter')\n", "ax.set_title('a', fontdict = {'fontsize': 10})" ] }, { "cell_type": "code", "execution_count": null, "id": "0c88eee8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }