{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import our usual things\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "gdp = pd.read_csv(\"https://raw.githubusercontent.com/UIUC-iSchool-DataViz/spring2020/master/week01/data/GDP.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DATEGDP
01947-01-01243.164
11947-04-01245.968
21947-07-01249.585
31947-10-01259.745
41948-01-01265.742
\n", "
" ], "text/plain": [ " DATE GDP\n", "0 1947-01-01 243.164\n", "1 1947-04-01 245.968\n", "2 1947-07-01 249.585\n", "3 1947-10-01 259.745\n", "4 1948-01-01 265.742" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdp.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdp.plot() # this was a way to make quick plots with Pandas\n", "# we're going to go back to this for geopandas" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import geopandas" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['naturalearth_cities', 'naturalearth_lowres', 'nybb']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geopandas.datasets.available # these datasets come with geopandas" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# gdf = geometric dataframe\n", "gdf = geopandas.read_file(geopandas.datasets.get_path('nybb'))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroCodeBoroNameShape_LengShape_Areageometry
05Staten Island330470.0103321.623820e+09MULTIPOLYGON (((970217.022 145643.332, 970227....
14Queens896344.0477633.045213e+09MULTIPOLYGON (((1029606.077 156073.814, 102957...
23Brooklyn741080.5231661.937479e+09MULTIPOLYGON (((1021176.479 151374.797, 102100...
31Manhattan359299.0964716.364715e+08MULTIPOLYGON (((981219.056 188655.316, 980940....
42Bronx464392.9918241.186925e+09MULTIPOLYGON (((1012821.806 229228.265, 101278...
\n", "
" ], "text/plain": [ " BoroCode BoroName Shape_Leng Shape_Area \\\n", "0 5 Staten Island 330470.010332 1.623820e+09 \n", "1 4 Queens 896344.047763 3.045213e+09 \n", "2 3 Brooklyn 741080.523166 1.937479e+09 \n", "3 1 Manhattan 359299.096471 6.364715e+08 \n", "4 2 Bronx 464392.991824 1.186925e+09 \n", "\n", " geometry \n", "0 MULTIPOLYGON (((970217.022 145643.332, 970227.... \n", "1 MULTIPOLYGON (((1029606.077 156073.814, 102957... \n", "2 MULTIPOLYGON (((1021176.479 151374.797, 102100... \n", "3 MULTIPOLYGON (((981219.056 188655.316, 980940.... \n", "4 MULTIPOLYGON (((1012821.806 229228.265, 101278... " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# take a quick look at this data\n", "gdf" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BoroCodeShape_LengShape_Area
count5.0000005.0000005.000000e+00
mean3.000000558317.3339111.685981e+09
std1.581139249002.4529789.034868e+08
min1.000000330470.0103326.364715e+08
25%2.000000359299.0964711.186925e+09
50%3.000000464392.9918241.623820e+09
75%4.000000741080.5231661.937479e+09
max5.000000896344.0477633.045213e+09
\n", "
" ], "text/plain": [ " BoroCode Shape_Leng Shape_Area\n", "count 5.000000 5.000000 5.000000e+00\n", "mean 3.000000 558317.333911 1.685981e+09\n", "std 1.581139 249002.452978 9.034868e+08\n", "min 1.000000 330470.010332 6.364715e+08\n", "25% 2.000000 359299.096471 1.186925e+09\n", "50% 3.000000 464392.991824 1.623820e+09\n", "75% 4.000000 741080.523166 1.937479e+09\n", "max 5.000000 896344.047763 3.045213e+09" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# use a lot of the Pandas commands\n", "gdf.describe()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# we can also use Pandas-like commands to do simple plots\n", "gdf.plot()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Name: WGS 84\n", "Axis Info [ellipsoidal]:\n", "- Lat[north]: Geodetic latitude (degree)\n", "- Lon[east]: Geodetic longitude (degree)\n", "Area of Use:\n", "- name: World\n", "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", "Datum: World Geodetic System 1984\n", "- Ellipsoid: WGS 84\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the fact that we have \"weird\" labels for x/y (NOT lat/long) is \n", "#. telling us that we have a specific projection from the \n", "#. sphere onto this 2D surface\n", "gdf.crs # CRS = coordinate reference system" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# change the coordinate refernce system\n", "gdf = gdf.to_crs(epsg=4326) # changed to a more \"typical\" projection \n", "# that has lat/long" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vU9gZQjp5uCyEuAtIBwKbxeL/gCop5WNCiHuAECnlH9pcEwf8AKRKKZuEEB8AX0kpX+/qtdLT02VGRkYvfh2FK7npjQzWH3T++LEloX46Prx1Li9tzuV4eT0789qLxtljw3n9Z7OpM5ipbjQzukWT4u+a3bSnxgez5kAJu0/UEB/iw/q7zhkxMYWeIoTIlFKmOzveqZWFECIeuAh4FLir+e5LgAXNP78BbAT+0Pba5tfwEUKYAV/AtS4nigEhI6+q10IB9liH3mBmzYESLBYbccE+repJwv29eOqqaWg1gu+PlHOgqJb7lk50PL5wQiQLJ0QCcGX6KKoaTEgp+0UothyrYH+hnlvnJw8rM5ue4uw25Gng90BL37EoKWUxgJSyWAgR2fYiKWWhEOLvwAmgCfhGSvlNRy8ghLgFuAUgISHB+d9A4XKklDyx9nCfn+d42WknrWA/u83+D8cq0ArBkyumEu5vb9Bzfmo0y6bEAqBvNPNVVjHjovyZ2dx7NNRPR6iThWGnMFttWG2txaWqwURWoZ7fvLuLWoOFjLwqfrUghYkxAfjqRt7ZQLe/sRBiGVAmpcwUQizoyZMLIUKwr0BGAzXAh0KIa6WUb7cdK6V8EXgR7NuQnryOwrV8f6Sc7blVfXoOIWBS7Ol2fyermzhZ3cSzV08jNSaoVScwIeCz3YVcPjOep9Yf4fUf8/Dx1PLCdTOZPzbc6W9/g9nKqj2FLE6N5s2teVQ1mHjkkjTHYz99eTsHi08b4qw/WMaGQ2XotBpmJYWSEulPg9FCSqQ/V80a1a6BUK3BzJPfHMFktfHw8kku9+3oK87I45nAciHEUsAbCBRCvA2UCiFimlcVMUBZB9cuAnKllOUAQohPgHlAO7FQDE1sNsnja/q2qtBpNTxwcSpHy+raPba3QM/yqa0zMb09tVw+0x64PBUQbTJbueHVHQT7evKT6XH84cIJXW5BHlmdTVyID3/+IpuHV2fTaLIS4OXB/RelovPQ4OWhIS7Yu5VYAEhpT/r64VgFP7QwGX5i7WE++fU8psS36G9qlazeW0Rlg4moAG/uWNSzEx93o1upk1LeK6WMl1ImASuBb6WU1wKfAzc0D7sBWNXB5SeAuUIIX2GX+/OAg/0yc4Vb8NmewnYfqJ4Q4OXBe7fM5eIpMVTWmwhoYZob7OvJjfOSkFLSWSDe0sa0pqbRzGtb8rj5zYwuq0KzCvX8+YtsAEeqtslqo0RvwGqTvL+zgO05zq+WLDbZautjs0lqmsyOfqfvbM9H76ZtGZ2lLxuvx4APhBC/wC4KVwIIIWKBl6WUS6WU24UQHwG7AAuwm+athmLoY7LYeGp95w5YznD7eSmkRPhz0T83U1TT5NhCBPl48t9b5hIZ6MXDq7NZtaeQhRMimTM6lIUTIokMsNdx/OUnadzwyo52lnibj1Zw85sZrPnf+e1e80CRnt0F7U9bPLUaDpfWYbRYueeT/T3+XTYcLKOi3sj23CoMZisHimod5fdldUbWHSzlipnx3TyL+9IjsZBSbsR+6oGUshL7SqHtmCJgaYvbDwEP9WWSCvfkvztPUFDVe4s5X52Wq2Yl8LevDnKyuvl5mlcQDy5LZUJ0IPd9up93mxsSf7KrkE92FRIV6MWbP5/D+OgAZiSEcM2cBN7cmt8uz+JUX1KtRjhEqLrBxPrsMgK8PalqaG0UXG+0cPObGfh30xKgMx76/ECH92sExIf4Um8YuSsLxQimptHEM31oYqwR8KflkyisbuK/O1sXep07IZLLZsSx4WBph0lepbVGbnkrg42/XYAQgnuXTuSeJRM4Xl7P9twqqupNxAT7YLFYOVRSR1pckOPa33+8r9tS9J5moHaHTUJqTCA3njm6X593sBna4VmFy3hn+wkqG3pn4S8EvH/rGaxIH4WXp4ap8UHomk8KNAJumJfE1uOV/P6jfR0a0iRH+LEifRRldUaHj4QQgpTIAK6ZncCV6aM4f1IUT64/2i5o+stzkrvtPDYQrDlQwoYu8lBqDWa3N9JxOoNzMFEZnO5No8nCvMe+7bC7mDOE+3uRcf8i8ioaiAn2xstDS3mdkee+O8ZNZ4+mtNbI9a9s77CB8pgIe9bmiapGvD21PLtyuiMZy2Sxcby8nqv+s5W4EF/SE0N4ePmkdgVhpbUGfHRa3tqa3y/5Ic4S5OPJl/9zFvEhvq3ut9okFz69ieQIP/6xYlqvt0E9pacZnGploegRVpvk412FvRYKgIp6I1mFeqKD7EIBEBHgxZ+WT6JEb+C6ToQC4Hh5A8fLGzBbJXUGC3sKagAo0RuY8MDXLHlmM7UGCweLa/kgo4BXt+RiaeNiFRXojZ/OA2MHtSQDib7JzJ+/yG7nObouu4SjZfWsPVDKFf/+sUsndFeixELRI8rqDDzdRQ8QZ9mWU4m3p5bVe4uY+MAanlx3hH9uOMoVL2ztketUTkUDeRUNhPrp2vUfMVps/OXLg/zk+R85Xt7atUurEcxr9qYYTDYdqaChjefo90fKHT8fKqlj2bOb2dTiPndBiYXCaaw2ySubc3sdq2hJamwgAI99fYgms5VnNxzlH70Qoa/2F1OsN9BktqLz6PjtvL9Qz5KnN/PM+qMYWqwmTuVADCZNZitvb2vt9zF7dGir29WNZq5/dQfPbzzWaX6JK1BioXAKs9XGBxkFvLE1r8/P9dM5CYwK8aWi3tiqcrQ3WG2SO/67m6kPf9PlisRkteeEXPTsZnbkViGldFlnsX9/d5xjLQKvSZ30Rv2/NYe57d1dNLmJv6cSC0W3SCk5VlbPpiPlTrf564z0xBBuPns0l//7R4wWG2/9YjbBvn2z1euJh4SpxenJqdXNYFNntHDDqzspa/b8fHZD50fQX+0v4dLntnCszDnz44FEiYWiW6oaTJTWGlhzoKT7wV2g89DwjxVTue/TLH5zbgrHy+pZ9s8f+hQs7SlJYX5Mbs67iAnywVUueIU1Tdz27i6klIwK9e1y7OHSOi59bgvfHeqo/GrwUGKh6JZivYHM/OoeN+Fpyx3njSUzvxpfnQdBPp5c/+oODhT1vq6kJ3hqBS9cO4N/XzsTH93pE5jfLEwhMsCLiybHEBfs082z9C8786r5+es7W8VROqPeaOHnb+zkhe+PuyyOocRC0SWltQbyKxv5ZFffGgFPGxXMxVNj+Ne3x7hjUQr3f5bVTzN0DrNVsiO3Gh9PbasP213nj+frO84mu7jWJUeW3x0u5+v9JUQ70bNESntA+Nfv7HJKYPobJRaKLjFZbPzt64N9+iD5e3nw9yuncM/H+7l5fjLvbDvRo1YB/cXb2/JbuXlJKSmoauSKF7aSW9Ew6PM5RZ3RghCQGNb1duQUX2eV8NOXt7erbRloVG2IolOyi2pZtafwdJFXL9AI+Nc109lboMffy4OUCD/u7UVFZ39gstq49a1MzkoJZ+nkGBpNFl74PoeKeteb7BbrDQR4e+CpFU4FkTPzq7nkuR946fp0JkQPTqBWiYWiUwK8PXrUWawjfnvBeMZE+PPHT7fxxe1ncvVL2/tpdr2nrXGNu1BnsOCn02K2OrfFKKhq4rLnf+Rf10zn3AlRAzw7tQ1RdMFHmSfpS23TlPggbjprNPd9up+HLk7l412FHCpp74alOE1nae6d0WiyctMbGby4aeADn0osFB1iMFv7tKrw1Wl57poZvLk1nzPGhDExJpCn+iFNXNEem4S/fnWIW9/K7Pfy+pYosVB0yOajFX3qDP7AslR8dVrK6438cv4YfvfR3h5/ayp6xjfZpby5NW/Anl+JhaIdTSYr/+1FZ7FTnJkSxspZozBabPzhggl8k13Kth74WSp6T1ntwAVrlVgo2lHVaOq0KKs7tBrBw8vTsNokscE+ZBXpufuDPUQEePXzLBUdUT6A7RPVaYiiHZ5a0eMmPae4/dyUVj0+1h4oocFkVVuQQaJ2AH0+1cpC0Q5bLyu3A7w9uPnsZMft7KJa3tya3+n4U65Xiv6junHgErWUWCjaUaRv6tUR58ToQPxaWMLtzK/qNFMz0FstageC0gGMWaj/Y4p2BHp7kN2LAq/kNiuFPSdquOXsZOpNFqSU+Ok8+O5wGX5eHtikJKtwcIrIRhIhfSz37wolFop2jInwx9rDBB+tRrTr9fmn5ZO49LktreouFk2MZO6YMD7KONkvc1W05s5F4wbsudU2RNGOinpTjy3nrDbJ9WcktrrvqXVH2hVo7T5Rw6NfHiQh1HdAvwVHIimR/pw/KXrAnl+JhaIVJouNgurOe4R2RUvHKoPZ2qGDVWWDCSlh3cFSzk6J6PU8Fe25/dwUtAPo5qPEQtGKgupG3vwxr1fXvvJDruNnb08tC8Z3LgZSQpPFypQ411jbDTfGRPixbErsgL6GEgtFK3RaDR7a3r0tvthX1KpHR7BP19uMddml1BosXDVrFDefPZqxkeootTeE+un43QUTBnRVASrAqWiDTUpGhThnwtKWYB/PVkJjk3bruq6yCvMqG8mrtG97bjl7NMX6ggEthhoORAd6s2xKDGeMCWN8dABxwT6Oxs8DiRILRSsSw/zo5cKCsVGte4iuzy4hyMfT6RTkXSdqeOn6dJ7ZcIS9Bfp2XdFHMkLA0rQYfjo3gTmjwwZ8FdERSiwU7dh9oqZX101s0XD4RGUDa7NLe2Sfl5FfTVmdQRWddcC/rp7BRVNiXDoHFbNQtELfZOZwae8Mak714bBabfzx03298tncfLSCQVhRDznadoN3BUosFA72FNRw/lPfU6I39Or62aPDAPj2UBmbj/VsdSAEnDchksp6IwvHRfbq9YczmfnVrp6C2oYoTpNX0dDr2oLkcD9HK8IPM3uenZmeGEJepT2BKy7Yx2nj2pHCvpN6pJSDEsjsDLWyUDjoi+fEsub9tMVqY9PRnnUA99QKArw9OV7eQEF1E/omsxKKNuibzH1yWe8PlFgoHHy2u+eNhDTCXkB29ZwEAPaerMFg7lmquKdWQ0PzcanJYqOq0eSytoLuzGB1b+sMtQ1RONhfqO/0sZRIf85KCWdSbCDJEX5k5lcTH+LL1FHBjrZ/ZbUGsot7HohrNFkp0p/+1qxtshDso6NqAL0ZhiJNZtfmnyixUABgtFipberYZenyGfE8dvlkPFskYMxMDHX8LKXEaLFxoKgWfS8/4AVVp8VC32Qm1E/H+Ch/Dpe6vnu4u2Bx8dbMabEQQmiBDKBQSrlMCBEKvA8kAXnACilldZtrxjePOUUy8KCU8uk+zlvRz2iFwMtT2+o+T63gfxeN44wxYXhqNVTUGThcWk9ZnYFNRyo4Xl6PwWxl4YRIbj93LEfL6th3Uk+4v46K+r6tCqoaTOibzMxOCmFHnutPAtwBYw8rgfubnqws7gAOAqcqf+4BNkgpHxNC3NN8+w8tL5BSHgamgUNsCoFP+zppRf/jodVwz5IJ3PpWJmDvu/nsyumMjvAj0NuTwpom/vZlNl/sL2l37YmqRhaMi2TaqBDWHyzrUwuBllhtkh151cQFe1NY07vj3OHEkBALIUQ8cBHwKHBX892XAAuaf34D2EgbsWjDecBxKWXnpoyKAcNgtvJR5klWpI/q1Ln7gknR/P3KqRwvr+fauYlEB3qj1QiMFisHi/SsP1jWyXPbeOjzLKICvZFS9ptYnCI+xFeJBdDo4poZZ1cWTwO/B1om/0dJKYsBpJTFQojuMmlWAu919qAQ4hbgFoCEhAQnp6VwlifXHaGy3sTZY8NJDOu8uvOKmfHt7tt9oppVe4owdPHNdqS0niMDFF84VFJHWmwgWS4+DXA1rq6V6fboVAixDCiTUmb29kWEEDpgOfBhZ2OklC9KKdOllOkREcoUpb+5atYofn/h+C6FoiMsVhtJYX5sOtLxqmIw0DeZySqqZfbo0O4HD2OsfWk82w84s7I4E1guhFgKeAOBQoi3gVIhREzzqiIG6OrdtATYJaUs7fuUFb1hTIR/t2MsVhtajWiVJbi/UM/b2/LRG1xfAdrUg+1NSqQfIb46bNI9UqX7A1fHLLpdWUgp75VSxkspk7BvJb6VUl4LfA7c0DzsBmBVF09zNV1sQRSu540f80j549csfmoTh1u0Acgq1HOoF7kTA8H+Qj0zE0Be8sQAACAASURBVEO6HTdndCi5FY3szKumoKp3FoHuiNuLRRc8BiwWQhwFFjffRggRK4T46tQgIYRv8+Of9GWiit5hMFu5/N8/cqys83hCVqGev319EIBjZfVsOlLefH8NlfVGt8rz3VtQQ4CXttPHZyaGsD23yrFkL6sz4t3LVozuRk9NlPubHiVlSSk3Yj/1QEpZif2Eo+2YImBpi9uNQFhfJqnoPd6eWl6+Pr3TE5DKeiO3vpWJwWzDQyOYkxzKJdPsXo4/HK3k48yTFLjRSYTFJkkM8+sw2NlZTkZ8qG+XYjlUaBgipyGKIUxIF31Ln1h7mMKaJmYmhvDgslRSYwPRCsGrP+Tyxb4itxKKU5yK83l5CIwWSaifjuRwP3Z2EpsYLi0HBrI1oTMosRjh3DI/mTNTwlmSFo1Hc0HX7hM1vLU1j9xK99zvZxfXMisphIp6I0E+Og6X1pHRRRDTlWXd/YnZOoS2IYrhR3KEP8nNJyVltQbu/nAvS9Ji3FYoTpGRX429aVr388wtb2BmQjCZvbQLdBdcfHKqxEJhp8Fo4bJ//8jJ6iY2H61w9XS6pSfdFcvrjUQGeiGAoeyS4eoA5/AIEyv6jNFic3lV40ByoKiW+BAfV0+jT0yICeh+0ACixEIB2BvVTE8Ixsez82PJoU54H5zA3IFFE6Nc+vpKLBQOFo6PZHFqVKfHrEMdz942RHET0mKDXPr6Q/uvp+g3bDb7EeQdi8Yyp7kGIyLACw+NQAi7Ie9QJ6+igVlJ3WeAuishfq49AlZioQBAoxEU65tIDPXlH1dO5dwJkSxJi0YjBHecN3ZIBwZPUVZndJvU9Z7i46nF38u15xHqNERxGiHw0GrYllvFc9fMoMls5eazk7nv0/3kVjS4enb9Qp3RQlSAF6VOtlR0F3x1Wpfni6iVhcLBuRMi+TCjgAh/L3x0WsrrjBwuqeP6M5JcPbV+QyMgzL/zjFZ3parRpNK9Fe5DXLAPl0yLo6LeyL2f7CfA24Mtxyqoahg+LtvpSaHsyO24W9q0UcHsKeg4cWtKfBBFNU199hbtLZ4ajcsDtGploXBQojfwyg+5vLYll8lxQby2JZcDRbUU97KdobsR6N31d+Ok2MB29wX5eHL34nH46rTMSgrlypnxBLggdmCy2tjcw+ZN/Y1aWSgAu51/QXUjm4+Wk5Ff7fJswf4mLtiHOaND+GR3UadjTtnWjQ73o6LOSJ3Rwlkp4Xy6p5CcctfHbD7KPMl5Lsy1UCsLBWDP4DxUXMvhkrphJxQAAd4e3dry2ZqLL4SAuOZsz/HRAW4hFGDvd+pKlFgoqDOYeXBVFt9kl1I5xOMTfjotUYHtMzUPldTxyg95XeZZ1BkshPrp8NVpKayxNz0yWqxuk9VaWNPk0iCnEosRTmFNEz8er2RHbtWQKCDrjgaTlTC/jtO6j5bVM39cBNMTgvHy0DB1VHCrxw8W1zIpNpCT1U2Mj7LXYWQV1jIjMbijpxtUPLWCy6bH4eXC7FoVsxgiSClpMFn7NTFHSklVvcnRWGgoEuzridUmqTOc/sY9UdXI+KgADpe2T8DanlPFR7+cR0W9katf2tbqsSK9gTNTwtl8tIJfLxzDX786RLi/F+Oi/NlyrHLAf5e2BHh5cNWsUUyOD+KM5DAiA70HfQ4tUWIxBMgq1PPIF9lk5leTGOpLfKgvf1w6kfHRfatCzC6updFkQafVYHKxsUpvaTJZuXPxOB77+pDjvnqjpdPU6KmjgtBqBN8dKuswFjEvJYzzJkZxzrhIzh4b4fDy/OFYxYCtvKbGB5Ff1UhN4+lesxdPjeXPl0wi2Nd9ckKUWHRDaa0BLw8Nwb46DhTpmTQAxTxGi5UPM05SrG/CZLERHeRDuL+O0loDm4+2fpPmVDSQU9HA3oIanlk5jfljI9Boep7ZV15nJCbIh1+uzhyyQgH2wOyLm3JIDPMlv4Vhz678Gn57/jieWn+0Vb+NEr09c3NOchhhfjpqmsxEB3oTHuBlF+IQX2Yl2QOhWgSnwhX/vnYmX+0r5sl1Ryip7d+j5H2FelbOGkVWYa2jk/2vzhnjVkIBSiw6pdFk4S9fHiQzrxqJ5HcXTODO9/fw7s1zmBIfjJQSIQS/eH0n185NZOGE7hqytcdqk+RVNnDbO7s4VNKzmgV9k5kbX9vJx7+a55Q9/imklNz/WRZbcyopqmnCYB66QnGKqgYTUYHevHvzHG58bScmiw2T1cbk+GAWjo9k/cFSvDw0zB8XweQ4ey7F6HA/vr17AT46rVNVtv5eHqyYNYrLZ8bz2pZcnt94vN+S1aSE93YUcM2cBE5WN1LdaMZH5x5B1ZYI2RPLoUEiPT1dZmRkuOz1DWYrN72RwQ/H2i87E8N88fHUMm1UMFfNGoW+yczc5DC820TMpZTkVTayI7eSddmlBPvquOGMJMZE+lFvsPDG1jwOFtfxw7GKXh9VTh0VzFMrpjps8ZzhRGUj85/4rlev5+5MjQ9i+bQ4/vxFNgATogO4a/E47v5wLy9dn87c5P4zma+oN/LPDUd5e/uJfusUptUILp8RxwcZJ9n1wGJCuzBa7g+EEJlSynRnx6uVRRssVhv/897uDoUCcCx1D5XUseFQGf+6ejpGiw2NEDQYLZyosic2FVQ18X5GQatrP8o8iY+ntt96VvrptD0SCikluwuGR3eujth7Us+MxBAWp0axLruUQyV11DSZWfO/84kL7tglK7eigdFtyu/3FtQwMSYQnYeGnXlVjm1JS8L9vXj4kjSuOyOR+z7N6jSFvCdoBGiEIMTXkxK9YcDFoqcosWjDn7/I5pts57osltcZuebl7ei0GtKTQqhuNJFT3tBlF/H+bG7rqdVQojcQHeRclFwIwVf7i/vt9d2R17bk8cglk5gYHUBprZHJcUGdCkWdwcxFz27mvZvntjpG3Xi4nMfXHOKVG2aRVagnNSYQv05OoVIiA/jg1jPYmVfFvZ/s71N/kvHRAaTFBXHv0ol8nHmS1A7Sz12JEosWZBXqeW9nQfcDW2C1SZpsVpflKDgrFADVDSa+PeS6BseDhadWw13nj+923HeHy5mbHEZKZOvV2XkTI3lq/RFmP7oeo8XG+KgA5qWEd/lcs5JCWXfnfO58fw+f7y3qsRN3XLAPv1mYwoVpMegbzUS5+Ji0I5RYNJNVqOfnr+8cUqnOPT0E+XJ/MeYhZMrb0y2bTqvhgYtTuXp2QqdjMvOreXHTcabEB6PVCO5bOqHdqmFSbCDh/l5U1NtPTvYX6rsVC6tNYpOSp66axpLJMdz/WRblTnhmJEf4ccvZyVw6Pc4R9wry9eSiKTHdXjvYKLFo5pEvsikbYoYojSYrdQYzAd7O2a2t3tt5EZU7siQtmrnJYTzxzWGnPnj3LZ3AdXMTuxyzLaeSynoTyeF+nJ8ahbaDsu+KepNDKABHo+jfvLuLn85J5IwxrQOlp2pKTpWQXzApmjPGhHHVf7ZxsLh9m0WA+BD7SuLK9FFoe3H07QqUWGA//diZ1/cA1WBTrDdgstjQN5oJ6qZFn5TScYY/VPhkdyHbc6v43fnj2V+o5+3t+R32C4kI8OL6uYmd5pvsLahhSnwQQgjSE0MYG+nP7NGh/H3dEZamxTA5PohTp4JCCLbltM7WXHughMp6I0U1TXyy62QrsbAfodsDky0J8PLAv7mBs4dGYGmxL/nt+eO46ezkdido7o6qDcHeYMcNT5C7pclsJczfq1uhODW2q8Cru1JY08TvP95HXmUDf79iartCMH8vD96/ZS63nze2naNXk8nKHz7axyXPbaG6OTvyx+OV3PJWJtMeWcfarBLSmvMudhfUYGzegi4YH8HU+NPJdw0mK5c+v4VLpsWx/mCpo5hLSskbP+Yx6aG1vLQpB0OLLdMbP+axM6+axy+fzP4/XcAZzce2CaG+/GpBypATClArC4AhswxsS0W9kWJ9EzFB3TfPqXSRw1N/sfloBdtyKvnT8klcd0YSf/3yIKV1Bn61YEyHx8dHSuu47Z1dHC2r58JJ0RgtVkwWGz+ZHkd6UghajSAqwBuzVfLV/iIunR7nuHbvyZp2wmq2SIJ87HUoh0vriAny5pdvZbL3pB6dVkNORT3FegOjw/1Yk1XCI19kMyU+iCtnjkKjEbxw7UyueOFHLp4aO2Tfb0ossNcSDEWkhL+vPcI/VkztdmxANy5RQwGzVfLI6mweXj6Jx6+YQkyQN+Oi2tfH7Mit4hdv7HQUl+VU1BMZ4I1WI0gM86XeaEEjBE+uO8JzP53BgvERjmuL9U1sy6lsl505KtSHsVH2vrAJob6sPVDC3mZ/iTnJoTx6aRp3f7gPT63gs93205B7lkxwbI0CvD24Zk4CY3qQF+NuqG0I9mMrV9us95aPd53kyW8OY+mmvsPPy2NYNA8yWmzc88l+bn4zo8P8CX2jmZ+/vrNdFeqpLMsGk5XPdhdisdn40/JJAK1qMAqqmlh3oL2vx868aj7fU8QFk6IxmK2MjbSLVKC3BxdPiWXXiRo+3V3IBxknMdts/OXSNOaNOX2CIrFn/763I7/f/haDzdB/9/QDQogh/c377LfHeG1LXpdjPLUaUobwt1pIm7hMbJA3vh3UTxwrr2u1Uhwd7sd9Syc6hNLfy4P7l6UyJT6YiA7aGTYYLY7YRUu0GsHd549n+bRY9hTUMCsphORwPwK8Pbl0ehwfZZ50jJUSjG2OfAXw3x0FfJ1VitEy9GJHoLYhgP00ZCjlV3TEo18dJDrIm4unxnY6ZmyUP9mdHOW5KxoBNgm/XpDCqr2FZBXa599gsiKl3QKvJakxQdy1eBxWm2T+uAhmJAQ73W+jyWTl1S25WG0SX522VdzCapP2JkxhfnhqBUIIzp8UTUZeFdnFtXy2p7DVc+0r1LNqTyHLp8YihOBkdRNennYXr8p6E7GdZJW6M2plAXy2u3DI28kB3PfJfhpNncdfukpWckfGRwU4lvKPfnWQJWkxRDavBsrrjPzy7Uy+2Nc6d8RHp+V/zhvLnYvHMTMxpFuhsNkkr2/JpdFkoabJxLMrp/HpbWey44+L+MulaaS3qOh9eHU2+iYzkQH27MoZCcH85twU3t9Z4Kje9fbUcPGUGA6X1PHw6mxqm7dDJqsVH08NqTGBfJDRsyxhd0GJBfS7P4GrqDNaeOH7nE4fn5scxm0LxwzijPpGfIgPdS22FE+sPcxtC1MI8rFvSbblVPLiphyKmv0y29JZRXW90cLR0jo+2FmAVUr+9d1xrn5pO0ue2UxFvYlwfy/8vTy4dm4i9y9LJS0ukEBvD/y8PFptfc6fFM054yJIiwtkYoz9CPb81Gi+yiphRmIIX9x+lmOuBVVN7Mit4rvD5by5NZ/Hvj7EvpM1jnluPlrOne/v4Ym1h9pP2E1Q2xDsBjfDhZc357BsSkyHpwQAN8xL4r87Ctx+JSUEzEgM4Ym1h1vd/+nuQpZNieGd7SeoNViYEh9EdCd1FA+vzubBZRMB0Sph6+XNOXy5r5i/XJpGg9FCRb2RmkYTy6fGEhPkzceZBcxKCiO7WM+FaTFcf0YSz393jO8Pl+HR5tjTZLUxMSaQp6+ayo7cKjQawdWzExyJWz8creDjXSe5Zk4Cq28/ixtf20lmfjUvfH+cjzIL0Gk1NJmtjjwQgEUTo5ie4H4NnNXKAvDxHD6a2Wiy8o9vDmPu5HQkMsCbp66a1uO6ksFmSnww4S3aDAZ6e6DVCMpqDY7U73B/HbfOH9Np5ubEmAC+2FdMTZO51f2XTIvjjZ/PZmxUAI+vOYxOq2FiTCD3L0vltS153P3hPj7KLGBddilSSgK9PcirbCTc36vVtsZosfLI6mz+b80hHlmdzXVnJDlSvcFuAHzTmzv5dHchJ6sb8ffycKSOgz2tvEhvaCUUAK92E6x2FU5/SoQQWiADKJRSLhNChALvA0lAHrBCStnOLEEIEQy8DKRhP0H6uZRya9+n3n8sTo3i1S25rp5Gv7H2QCl//eogD108qcPH54+L4JUbZvH3bw5ztKzeLYO7ewtqmDcmjOkJwew+UcOTK6bh66WluMbAhJgAlk+LZdHEKLw8NPx4rIJtuVVMiA5g6eTTBViLU6ORUrY7STnlX2E0WYgK0HHNnATC/XWE+uk4b2IkscE+XDQlBovN7oZ2anVz79KJ1BrMBDbX4pgtkrUHSgnw9uAn0+2B5XD/0ycs//PebkcsIz7El/J6o1M5Pav3FjFndCjXdlPnMtj05Cv1DuAgcKrI/h5gg5TyMSHEPc23/9DBdc8Aa6SUVwghdIBvXyY8EJwxJoybzhrNyz8MH8E4Wtq1r8LCCZEsnBCJ1SY5UdXItpxK3ttxguNl9TS4IC38mZXTePzrQxS1aJX4743HuXfJBG5bkEJaXBAnqxsRAl7clIPA7tR9pLSO7c3GM9fNTWwlFqF+OhqMZor0BuKCfcivbCA+xNeRQeml8+CWc8ZgtUlHMV5qbBCpLXxWzVYb1Y1mtBpBWmwgZ/x1A3+8KJVr5iTg7+3Bzj+e1+53WZNVwvxx4Y7j2qQwX2YmhFBQ3dhubGfc/1kWKZH+/eru1VecEgshRDxwEfAocFfz3ZcAC5p/fgPYSBuxEEIEAvOBGwGklCbALTfLt5yTzCtbcodkjUhHlNYaHD6hXaHVCEaH+zE63I+rZydgMNuTlh5fc6jd8ngg+ffG4zx4cSqPrznM7y8YT2FNE8+sP8rfml27/XTabkVs78nWTY3NVhtFNQbGRgWw72QNlzy3BYCoAG/uXzaRZVNi8dV1/RHIzK/GYrUxOymUqEBvUiL9WXughGvm2E+WWv59LVYbb23Lp6bRzNbjFRwoquWM5DDOGhvO90fLqW3q2d/zeHm9W4mFszGLp4HfAy3Xq1FSymKA5n87cqxNBsqB14QQu4UQLwsh/DoYhxDiFiFEhhAio7x88BvARgZ4MyXe9c1k+otr5iT02IAFwNtTy8rZCXx1x9lMjut/J/POOFRSx2/e3c3/LhpLVKAXH+8q5KHlqcQ3txF0ZrWz76SeWsPpD6TJYnNk5ob7exHiq0NK++nX37461Glcx2K10WSysj67lE1Hyqk1WBgX5Y9GI3js8iksnRwN2GMW/7fmELe8mcGKF7Zy1uPfsf5gKcG+nryxNZ9xUf688fPZ/Hi8gi/3FaPTakgIdX5h7az1wGDR7cpCCLEMKJNSZgohFvTi+WcAt0sptwshnsG+XXmg7UAp5YvAi2A37O3h6/QZm01S10Pld1d+vWAMPztzdJ+eIybIhw9uPYOfvb6DbTmDU75vsUl+++Fe/nn1dAxmKw+uOsC9SybwwKoDTj9HZl61w2ndz8vDEY+JDfbhyRVTef674wT7enLbwhSH/wTYP/jHyxpIjvBj5YvbOFCkbza0sa++fr0wBYCJMaePST/IOMnzG4+3ev0Vs0Y54l9HSuu54OlN5FbY+5O0zPLsjtQY97LUA+e2IWcCy4UQSwFvIFAI8TZQKoSIkVIWCyFigI782k4CJ6WU25tvf4RdLNyOb7JLyKlwjwa4feHsseHc7YSlnDP46LQ8d80M5v/fdwMaxwjw9mBpWgzvZxRgtkr+9Hk2v7tgPG9szWPtgVImRAc43Sohp6KBhS1uh7QwvV0wPpIF49svgPMrG7jjv3vYU1DDvUsmcPmMOBanRhEZ4IWflwc2KVvZ3Ekp+e/OAnbmVjE5LqiVT8g3B0paGfXk9uA95akVXDw1lkmxQRjMVkLdrG9It9sQKeW9Usp4KWUSsBL4Vkp5LfA5cEPzsBuAVR1cWwIUCCFOvXvPA7L7Y+L9SV5FAw/24NvLXZmeEMyL16X3awl0mL8X/7xmOjE98PrsKXUGi6NrOdi3CX/4eB9XzozHJiWjerB0z+jAxKisztClXX9csA8/P2s0yeF+/O3rQ0QEeHFbs4vV0skxLJtyOoVeSsmbW/P5fE8R1Y2mdhmzh0rqnOrFEujtQVgLIYsL9mH9Xefw5Ipp/OKs0dy2MIWzxnZt5TfY9CXB4DHgAyHEL4ATwJUAQohY4GUp5dLmcbcD7zSfhOQAP+vDa/Y7+kYz93+WNeQs9doS6O3Bv66ZMSDNaeaNCWdxahRvbh24iskDRXp0HhrGRfmTVViLxSZ59ttjvHfzHF7pwSnV90fKMVttji3GnoIarn15OymR/nz663kdBnw9tBqWT40lzE/HXR/s4XBJPRemtX/ug8W1/PbDvRwostennKpb6YqkMF9mJoYSG+xNVKA3ccE+JIT5khzuhxD2vJHcigZSYwPdLkbRlh6JhZRyI/ZTD6SUldhXCm3HFAFLW9zeAzjdyGSwya9q6LRHyFDi1nPGdGp531eEgLS4IK6bm8hb2wZGMASCl69P5/pXdzjuiwv2QQiBvjmWlBzhR0WdkTNTwvk6q6TD52k0WSmrMxIX7IPVJvnV25nUGy3sKahh4+HyLjvHnZkSzvb7FrW6z2C2F6y9sz2fv3x5sNVjHQlFmJ+O1NhAzh4bzpK0mG5XRZGB3i5veOwswyd1sZd4eQw9e7O23DgviV8vGLiaD6PFxoaDpaw94Fw/ld6wPbcSrUZw+7kplNcZCfD2ICHUl8/3FLFgfCTXzklkeoLd4cpTK7j0uS0O85m2vPljHvcunUh1o4niFnkbYf49iwH8fe1h3tiah80mO43ZhPrpOHtsOLNHhzIrKZSxkf5OV7kONUa8WPRXv0pXMTc5lPsvmjigb9BjZfWsa268tCQtmt0nanpcfKfz0BAf4kOEvxeWZtt8fZO5ufTbgFYjqDWYKas1Umc0893hMqobzWgEbL93UTuf0YunxnYqFoXNhWX241JPag0WfjYvyamj8UaThXXZpXy6u5Dvj5S3y7tJTwxhTIQ/E2ICOHtsBElhvnh04BA+HBnxYrHrxNBt5+fv5cGDyyYNyJs1t6KBT3adJD7Eh4RQP164diaBPp5EBXpz7j82EhXoRWmt83GeiTGBxAZ5kxDmy9zkMCZGB2KVEovVhtlqIz7Et5WJ7bGyerYcq6DOYCa7uLad/X5aFzkgv2qxyvrLpZMJ89e1S27aeLiML/YVEx3oba9uNVj4cn8xWYX6Vk7cAGMj/Vk2JZafTI8jIcztEpAHjREvFhsPD80OXVqN4N/Xzui0xd1z3x3jtubcgJ7ywc4C7vt0f6sPTaC3B4smRnHO+AgevXQyaw+UUFrrfPLc3oIa9jbbOPyngzL6nX9c1EosUiL923UKa0lHlcJxwT7ctjCFSS3Stds269E3mXlwVRar9nTdQ8XbU8P5qdH8dE4Cs0eHDtutRU8Y0WJhtUlHo+OhhBDw6KVpDnv5jojswDLOWT7ZfbLdt2utwcInuwv5ZHdhJ1f1jb0FNSxKjXJ6/JK0GF6Nz2X+uAjGRweQHO7P+OiALo+NfzxWwd0f7m0Vx2hLUpgvdyway5K0mCFp1z+QjGixyK9sGHJHph4awSOXpLGyG9erK9NH9fo1psYHD0jWpo+nlvHRAVyYFk2j0YJN2pOmmkwW4kN7dpKj89Cw6jdnOTXWYLaX7b+0ufMj2MQwX35x1mhWzkoYFsbGA8GIFgtnswLdiT9fmjbg9ninLOl2najho8yTrVr5dUWgtwdjowKYGh9MXIgPcadyC0J80Gk1BPl4DvpyPiOvinu66G6eGhPIbQtTuDAtesj28xgsRrRYHCgaWu387lo8blB8NL09tZw/KZrzJ0Vz6/xkFj/1PVqNwGSx4avzIDHMl5RIf2KCfIgL8SHE15P4EF/iQ3zQCtGpGc1g0mC08ETz0WdHlcQzEoL51YIUFk2MVPEIJxnRYrE+e+gEN89PjeI3vQxY9oUQPx3b71vkcNZq+cFqmSnpCsxWG/mVjSSH+3GsvB4fTy1HSuuorDfxzIajjiPUliwYH8H/nDeWGW5oW+fujFixOFZWz+HSobENuXFeUqvuVs5SWW8kyMezz0ernS3PXSkUYHei+jqrBJ2HBpPFhhB0uIqIC/ZhwfgILp0ex6yk0MGf6DBhxIrF6r1dH525C7OTQnno4tReLZU9tBoaTFaCfIZmwE5KycbD5Ww+WsHt56Y4KkillLy9/QRrD9hTvk+VobcVipmJIdx01mgWp0aNmMSpgWTEisXx8q5t59yBy6bHcdu5Kb3eU5+yoR9K1BnMFNUYOFHVyPs7T7D+oH2r+PneQq6Zk0hhdRMV9Ua+P9JxjodGwE+mx/OrBWMYE+Gn4hH9yIgViyYX+Ez2hDA/HY9cmjZke7D2hq/2F3PXB3s6LPGuqDfx7IajnV47KtSHlbMSuGxGnFNd5RU9Z+S8E1tgMFvJyHffNO/EMF9eu3HWiBEKm03y3HfH+Me6Iz26LtDbgwvTorlq1iimjwpxi1OY4cywfjfqG82s3ldEiK+O6QnB6Dw02GyS3320z1H27G7otBpuW5hC8hBuYuwslfVGfvfRPrbnVDrlxLVwfARLJsegEYJxUfaMzeFQNTxUGLZiUWcwc96TG6moP11VmhzhR2F1U4ddst2BcydEMn1UMCv6kH05lPjb14f49lD3x9fnTYjkzsXjuiweUww8w1IsnvvuGKv3FrUSCoCccvf12Lx4aizPrpw2bFoROMOegpouHz8zJYzfXzCBqaOGj+v6UGbYicWJykY+yCgYUgVi3p4aHlhm96QYScF7304sAM9MCeO2BSnMS3EvD8qRzrARixOVjRgsVn75VuaQEYroQG+WTo5hTnIokQFDw1qtP2lronv22HB+e/54tZJwU4aFWBTWNHHp81vc0vXq0mmx3LFoHIHeHjz29SE+bO4dMSMhmL9dNoXx0R13Ox8J1DR3PDszJYxfnjOGs1LCVV6EGzMsxOLlzTluKRRnpoTxyKVpjka6j/5kMltzKpmdFMo/Vkwd8R+McVH+vHDtTCbHq8DlUGBY5MDeOC8JDzc7Y9dqBP+6eoZDKMDuwTApNpCHR2S0KgAACEBJREFUlk8a8UIhpeQ/16UroRhCDAuxSAzzc7SUcxesNtnqiNZmk7y8OYcF4yOHZBp2fyOEUCYzQ4xh839rZqJ7lRwvTo3C39u+y5NS8nVWCR9lnuTKmfEunplC0TuGRcwC4M5F4/jmQAlFXfgrDgbRgd7cff44lk2JZX+hno2HyzBabLy34wTPXTNDVT8qhizDRiyCfD2ZkRhC0b5il80hPsSHl29IZ0K0fUskBI4u21fMjO+yG5ZC4e4MG7EABqx9nzNMiQ/i7ZvmtApopieGEBfsQ2ywNw8vn+SyuSkU/cGwEovOPA4GmitnxvPgxantGtsKIfj0tnkEeHkOSMNihWIwGTZiUW+0DKpNnk6r4dZzklmcGtVlW7yRmJmpGJ4MG7GoaTShFQLLIFRixQX78NL16Z12A1MohiPDRiziQ3wJ9dMNaNOgeWPCePzyKQT5eraKTSgUI4FhIxYAT6+cxvWv7GjXeq+3eGgEl82IIyXSn30n9Ty5YppKJFKMWIa8WNhs0nFEufZASb8JhU6r4fWfzXKUSUspR3yKtmJkM+TF4mBJLe9sP8G720/06/P+afmkVn4KSigUI50hLRYFVY1c98qOfqk41Wk1mKz2Wo5r5yZwzZyBbxOoUAwlhrRYvLvjRJ+E4urZo1g0MYoZCSF8tqeQh1dnMzkuiAeWpfbjLBWK4cGQFQuL1cbW45W9vv4XZ43m/osmOrYXPztzNMkR/oyJ8FOO0QpFBwxZsXhvZ0G3hq+dkRTmy52Lx7WLQ5wzLqI/pqZQDEucFgshhBbIAAqllMuEEKHA+0ASkAeskFK269wjhMgD6gArYJFSpvd92nTcAdcJ5o0J47WfzVKrB4Wih/QkaeAO4GCL2/cAG6SUY4ENzbc7Y6GUclq/CQX0uAlPXLAPiyZG8fjlU5RQKBS9wKmVhRAiHrgIeBS4q/nuS4AFzT+/AWwE/tC/0+uceWPCGBvpz9Gy9g2Ow/11XDw1lpWzEkgM86VYb2B0uN9gTU2hGJY4u7J4Gvg90LKVV5SUshig+d/OzBok8I0QIlMIcUtnLyCEuEUIkSGEyCgv7756VAjBU1dNI8C7td7NGxPGxt8t5KGLJzE+OgBvT60SCoWiH+h2ZSGEWAaUSSkzhRALevEaZ0opi4QQkcA6IcQhKeWmtoOklC8CLwKkp6c7FZBIiwvigYtSeWHTce65cALhAV6MiwoYMQ2FFYrBxJlP1ZnAciHEUsAbCBRCvA2UCiFipJTFQogYoMOmlVLKouZ/y4QQnwKzgXZi0VtWzBrFilkjozeoQuFKut2GSCnvlVLGSymTgJXAt1LKa4HPgRuah90ArGp7rRDCTwgRcOpn4Hwgq5/mrlAoBpG+lFA+BiwWQhwFFjffRggRK4T4qnlMFPCDEGIvsAP4Ukq5pi8TVigUrqFHm3sp5Ubspx5IKSuB8zoYUwQsbf45B5ja10kqFArXo8wZFAqFUyixUCgUTqHEQqFQOIUSC4VC4RRKLBQKhVMosVAoFE4h5CD02egpQohyIH+QXzYcqBjk1+wKNZ+ucaf5uNNcwPn5JEopnTZxcUuxcAVCiIz+LKHvK2o+XeNO83GnucDAzUdtQxQKhVMosVAoFE6hxOI0L7p6Am1Q8+kad5qPO80FBmg+KmahUCicQq0sFAqFUyixUCgUTjGixEII8b4QYk/zf3lCiD1tHk8QQtQLIX7byfVPCCEOCSH2if9v73xCogjDOPz8wkMI/T1EQhBdkuhQhzCCRJCI6hAJFXkKhKCiQ0FQYUkSRFYShIcORXSIDiEdIkQNCjr095CYlAkhKIEQUWERIb0dZjanbUbHndlmc78Hhv32m3mXZ2d2v/1mZnlf6Y6khRn77JI0IOmnpMS3ylLwWSypV9KQ/7gobRdJNYH+PkkNEfFrJD2W1C/prqT5hbqk5LNW0hN/uxeSajL2mfJYh2JmZbkA7UBLXl8ncBs4GhGzGajw221AW8Y+q4BqvBwj60pg/5wHjvvt42ntn6ALUBk4Brl0jhUhMc+BOr/dBJwpxr6ZgU8PsNVvbwMeZukz3bEOW8oys628UmS7gfpA3w7gHfA1Ks7MegJPnwA7M/Z57W+bhkZiH4pQHiLfxcy+BVbPxcseH0Y1k7lee4Fu4FQSl4Q+BuRmNwuA90ldEvqExk9FWZ2GBKgFxsxsCH7nBz0GtM7gNZqArhLySZNCfeKWhyjYxfdZL2kA6Af2m9lESNwrYLvf3gWkldW5UJ/DwAVJI8BF4ETGPpHxUcy6mYWk+8DSkFXNZpZLKtwI3AqsawUumdl4nF9pSc3ABHCzFHxmQin5FOiCmT0FVktaBdyQ1GVm3/Neowm4LKkFL7n0j4x9DgBHzKxT0m7gGrApQ58cf8VHktZ50/+y4A2QY8CyQN8jvHqtw8An4CNwKCJ+L/AYqCwFH3/7h6R0zSKJDzAIVPntKmAwbZeQbR5M996BlcCzYuybuD7AZyb/1yTgS5Y+ceODy6ybWcRgE/DGzEZzHWZWm2tLOg2Mm1lHfqCkLXjT8Tr789wwE58ikcQnVx7iHBHlIZK6SFoBjJjZhKTleNcmhvMDJS0xr1bNHOAkcCWhSyIfvGsUdXgDez0w7bS/yD6h8VNRjtcs9hB32gVIuhq4LdkBzMOrrPZSUhofwIJ9JDVIGgU2APckdWfpQ0R5iJRdNgJ9/q2+O8BBM/sQ4tIo6S3wBu+Lej2hS1KffUC7vLIYZ4HIUp7/yCcqPhL3d2+HwxGLcpxZOByOAnCDhcPhiIUbLBwORyzcYOFwOGLhBguHwxELN1g4HI5YuMHC4XDE4hdN9xzT9wLJRAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# so because we are using geometric data we can do geometric-specific type plots\n", "gdf.boundary.plot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "#gdf.centroid? # ignore this" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are some geometric specific functions (`.centroid`, `.affline_transformation`) that are functions in `geopandas` that are not in `pandas`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `contextily` package is useful for putting our maps in context." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import contextily as ctx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The defaults for contextily are Web Mercator so we are going to use this as our projection." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "gdf = gdf.to_crs(epsg=3857) # 3857 is the \"Web Mercator\" projection" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm going to combine those `fig,ax` kinds of calls with this geopandas plotting routine." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(6,3))\n", "\n", "gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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0vdGIvbfeZLo5IulFdE2HsB55luEJnyh+R4WyKFLqpkE1CoFHvz8AQCtNEATMyylR4OEbzXQ6YT6bcXJyitaG0WhEEAREUYT0JHVV0zQtvTxfaeOTRHJ0tlgpVc7hFCYBSmuMMezv73P79m02NjYYj8dIKcmzjLIsWSwWBIHv9O1BQJzEq+LtuWb94ODA/ex5SOFzslCMllp7pbWjTDxvVfAVApTyyZMI3w+wBvzA/c22aVecP4CUHmmS0ukW0c6xwuCHPrHcwnoRSnV4vocAXj5q+bW3av7xl17k917N+eM3Ez6xY2h0wcnpCdeuX2V//4DRaEyapq6orhWBH3Pn7bfpVMfuzi6z6YyuaxEC8l5O4AeOlilLjheHeFLi+T6zyRmD4ZDpZOJ2GWFI2nc7gDCMiKKIfi9jb9pwXBishSwKaFofY9d9hGus8fXwoQFfCJEB0lo7X37/A8B/+76H/Szw15Yc/fcCU2vtvhDiCHhMCPEIcA/4C8C/96HXlKCXEjtjLJ6UXL12lTdef5NHn7xG27bkeY7vexhtnXZdCHwvJEv61OUJFsFoOMRo43T4cUJVN3RNhWd8Dg4OaNqa4WaPR564whuv3ubLX3Y68DhOuHTpEoPhgLZpnTonSWi7jiAI0EpT3Dsg9CS6bWk3x+ilpvzk/gHG4gqXj1wnTVNOjg7JspwoSQCngV8sCvJe7hq7lk1l55l70zTL+4jpug4R+PjeO41lXduudhDnzV7nVNA5ZWUxaKXxpCSKInzfe4+s1ZM+SZRQNgmNjMEIgmxMi6NzfD+g1Yaj0nH1nbb8xptzfuPNOeNE8Aeuwg0z5cqNlpOzEy5euECnG4y2eNJp9H/2t/f407/vqRWV5fs+0muQQhAEPl2n2NjcYufiJc5OjlGqYzgcc3p6TBAE7OxeZDabcXx0zCOPXEcbV4Q/PT0jDCS+9Og0NMrD2HVGv8YaH4YHyfB3gJ9ZBgsf+Elr7S8KIf4KgLX2x4Gfx0kyb+FkmX9peU4JIf4azs3SA/6BtfaFD7ugMVA0haMWdEAvy/BlQLEoONg7YmN76BQjy22747Al1oI1AiE8Aj+kKEr3JAOf2XzO6WRGVczYm0zZ2d3m4mibopvimYDtC5vk0YDNzQ26TvHmm2/y+OOP0+v16FTHbDZDKcXre3vMF5Zf/9yrhFJQ1h2XvusSce5RFAU7myN2dnbxrGb/7m2k57GYTRlvbNF1LU88/QxhGJKmKU3TsGgWZFm67BzVeJ7j5YfDIb7vczad0zaCxBNLmsQsFTTincasdy0Wnu8Kxa5z1XWlat3iee9VqwghCYOYXjKgmBe0Le4x1mKMRnoxd+fN1+TCTyvLP30FBBv8yvyUZ9KGH9qpWdRTkiDD8wJeuPU2v3Y/5Ff/nzt8z6WYv/qHr2CV63tQXYc2BmMNG9u7FEVBq2E42iSIYp78xKdcbaPruHdwn82tLXq9Hta+I5WN8oD7ZUW18N9F46yxxhpfDx/6P2WpsHn2axz/8Xd9b4G/+gG///O4BeGBYa2lqVr8MCCREf28R1U1bGxu8NJLL7FzYZPAC9HaMp8vWMwX5L3cKWoEbG5urlQzQeAjhKSsG5rmiPlszrPPfoqyLqjVnE6VSBkipePEHS0BN27c4M6dO6suWKUUWiv29w8oxZBf0Rtc3Rrw5dfu858MdulnDf1+n0sXdtjfu0vb1gRBiOf7ZHkPrRVxkiKEpChLRqMRSZIwm82o68bRMMvg+m5rhkJJPDXD77nO4bZtkNItLlIK8jxfLgIGz/NdYbpx9gSWc75frmSi568vgCc90jilnDf42RhFuNL2CyH48v3m679PCL5yYPkKKT97d8YfutHyZ54R3BxLfvGFQ+4uQqDlZ6Ytn7/zMv/DD2zTjxwlhRB0XUdd1SjVcXZ2ys7OzpJOc8H+1i2nyhmNRlgLYRRStwolQ2LbcmFYMa9yWrXO7tdY40HwcKZGAgQS03iIJMD3AvLcZcW9vMeXv/QieZYjhbcMjnD//n3atmU4HNLv91HKqVcANjbGKG05OjzgiccfI897GBSL2cmS+rAEfkRbNaRpRlk6PfjFixdpu46mrpc9AC3D4Yggznlzcciv//ZdPvXoJrt9QV3UPP300xituH7jMaIoAgR+4COFZD6f8cqrr+ItOfq6qbHG0uvlKK2Zz2ckSzuIOI4pK9dd6vsBnnV+Mc6zx6lflFJODgqw9I9xi4Tj89u2IQhDuq4jisJVBf09PkAY2q7j5OQUkV4AK9BK4XnuY3Fv1j3wW7Zo4RdervmFl+9ycxxwOA/ec35/ofnc3Zo/fj3CWrsqdgsEfhBgWXrfGEPbtDR1zenJCdeuXSVJnLTU932M8PFkQNUUTAp/LbtcY41vAA9nwDegOoPtWo4XJ5ydnNK1HUVRMJlMODk5IbgY8pnv+gxBcN5I5aOU4vj4hLOzM8IwRFtBmkS8dut1FouCa1evsLu7664hjJNvCo+2VowGI/YXB5RlSZbl1HWNUoooDInCEG0MZ6enXLx0kddefY2/8sNP8UefvcCVzYiDO7d48sknybKUcrHglZe+woWLV/D8AHDSy/lsShiGTCYT0jQlCiOKYkHbOqOw8+dnrMVfqn10lNC0LbuDPnmWslgsVlLFKI5WzWhRGLkCN85ywli30FnjLBZ833+fZsVZunWqZn9/j7ozWJmsgm4QhJzVirNK/47evlunHV9LJXNaw2AwdLJQ5WoX03lBq12/QxRHVNMZR7/2m9i2IyoWjJ/+JH6W0DQV88WceW3oSUtlAw4mAcs1fY011ngAPJQB32hLcVZhjWu6qbuOPMvZ3t7i9PSMR28+yvbWNl4Ys2gU/lJZE4aWjQ2QnkdRtQRxQhpItjY3Kauarc0N1wykOuqmRCmFRYIS5KMeWbZgMp0sC6A+ZVmS5z3AorSm7Vqy1GXhTXHGzS2P27dvce3aNQAWi4K2qWnqhuOjQzzPZz6fkuU99u+9zSOPPcmLL77IzRs32BiNScIIAywWC8Bl9sVige/7zBcFk8qQSEMYZKuGLoTL7kMTIoCuU+8JrVIKssRl/vP53PUH8P7wK7BGUVZzbt++DekIQ7i0cgAhJW9Nym/6+/pbeyWlFnhLh1HpSYIoppmeorUmjiPe2i/5O/9qwuYg4XQm+Ou/t+aZQc5kWnG/0HRIYqt480igDF/1zNZYY40PxkMZ8JM05YknHmcxL9123otIk5g48Lhw4eKqQadWSzte61QpCOj1e+zfP0ErRRx6hEFOGC2bmZZdrForynqBDDRGh6RpQr/X4yw5w/ckvu/Rth1N22DmzrunrirOzs7Y39tnf3+f2XxOnqXcuHGDixcvUtdO155mOVev32AwGlHXNZvbO2it2NreJe/1GQ82efXnfo1Dz9UWHvn+30e44ZqyLJZ+v89sNqOoO+JeThxK2rZ1f191YKE/6JMmKUVRLHl5wXw+B5yZHFjMstqaZTlt0+L7Pr7vO/tgQFvN2dmERinIBi67V92Kznl98vX5+98JXjlu+NP/8CU+sxvw/ddCnrrQw0hJHIdordCmI8l8ZmGK8GK6XkAce5R1w1lpaDqFkT53TiWtevdftst+Y1gvAGus8cF4KAO+0Ya2UaRZhu8HzIvKWSQHTtboeT6TosYX4HkeRWdpVEkSRbRWA5Kt8dBZCQQ+i/l8xY+DpapLGlWhRIvtBFk8wPfdgtA0DUJK5vM50+mUyWSC1po8z4miyPHmQvDIo49x5eIuQgjKssTzPNI0xfMkUnrEcYznl8znc5I4JYoiPM/jpID/dT/j0maPt/bO+LM3pnzfOCdNU8qypOtarLVsjAYcVwKjFY+OR2itmc1mdKpDdQodasIwcDugpl4pe87vxy4dNp3LpqAoCvxg6Qfk+WjdMTmbI5MhnYjBuoUwjBKUMbx5pj7w/fn/A23hX+93/Ov9jmFUsmgtn9oSXDYFnfgyvSTmD970eO5exY/8wWuMM01RFZRaEPod9wufpoPNvKPqJEXj40mIfEPZrnX4a6zx9fBQBnyAjY3N1UCMUT9nVjacTI3zo1cGYTRIiy89hK6Xi4JHpzTbG33iOKVZBkLfD1bDVNq2pawKkAKMpFo0XBhneNIDIbhz522Oj0+QUrK5ucWTTz65csC8des1Dg+O6eU5R0fH9Hs9RsM+aRStVDVN4yyP9bI5yvddg5RTDAWMBx7ZqMcrxxWt8Bn2fDrVYaxZSixdRm+MIQkyIvmOuiZN06WFg3MLPR+iEgYhGxtjmqZd0lEh8/mMPM/puhZtDH7go7WiaQxhGFGWFUfHU0x2CZBo1a2Go7xxVi3pkm8tJo3Lyb903/IltvmFU8snNjq+60qP/+yPxAwzwaSc0ticwFMoI2mVJPQtl8cN+9OQovHRhnWwX2ONB8BDGfCllCsvemutG34RRkwXjmP3BPTyfNWdmhuDLwWLc8tkr+d2BFHEyckJcRIjrKCqSsqqwKCJ45TpWcuoPyZPHectheDWa7f4vu/7Pi5durSyTJhMJ0gp2d7eYTQa0+v1eOut27x66w0euXGDzcG7LA+kWFkrGGNIkpQwDJnNZs4hMov5sX/rGX7ql19iM5rzietjpBAsFgtGwxFl5XYL1k/QZUU+zADQ5h1t/fkAEufLY5ce+RLfD5hOpxwdHXHhwq4zVOsa2q7FDyQGgzUeVaXZ3zuksxLjZ1gDXdcSLGWtLx1X35b3vTOC3z4K+e0j+McvGL7n0ow/+eiIRmuiQCJE6Aa8CEtnzo3RPsjBY4011ng/Hsq0SCx14HVTE8WuYUgI8LCMB31GI6f06FRHURb4vk+eJWRJzHg4ZLGY03UtdVPT6/UwWrtBGlWJ8ED6AmkDQpEx6A0Jlh4zWht6vR6DwYCyLCiKgqqqSJOEOIoZDAYr+4Pr16+Rxz6vvfwCRVEui8Yh/pID932XuZ8PKDkflFKWJU9cGfDf/Ojv47sf7TGbTtDa2UKUZYlqWw737lAXMxLPUNclTVPT1DVN7QqpLsh7S1M3V6gF9/255fILL7zAdDpFa0XVLVg0U1rVOMsEAfv7+5gwxViB1goQeJ5P1RleOnpwOea3Cq2WRNLw4nGBMm9j7YJF7Xzt607yyl7KWeG7KWHr0SZrrPFAeCgzfMFyQAnRsplKrBQkURwjsKgwYFHMaZqG4XBEWVT0ej1n3tW1nB4dkvf6nJ2duHGGRmNtjB/5+CLA90LyzQFBEFFVNb7vM50uJZNRQNs1qyB97s0+Xzg748lkQp7nXLt2Df/ePV559RWeffZZwsBpz1fzbI1FBt7KAgEgiiLOTk+x1nLp0iVef/11Pv3pT6+uVSw0pyfHS0sIhZSCwz2fpq7oD4ZYY7l45Rpp3kMKgcVZDt+7d4e9vT201uzu7rK7e4GXX36ZK9cuE+SCpmvpJzG+5zEr5tRNhUi2sBZU2y7n5lruHR3xhzcr/vlRwsWeB0iMtRwsvjWc/tdD7Ef85FcgC0P+4qdmDKPeqkitltm9XCb365C/xhofjocyw7fWUpYFWKjKgqauUMsRhsJaNw3KGqw0WKmpqhKtFW3bUiwz87oqaeqSg/173D/c5/T4iDdfewXdaLpag5HkWY8kTqibmvv3D0nTjPF4TBQHBKFlvpgynU2ZzaZUlZuL2u/3nc+90fi+z8WLF8HC2WSGXHazSimpqgrfdw6d557x59Ox8jzn9ddvrRwzT05OVvRUFMeMxhtEcYwfhLRtg9GabDnmsWkbN76xbVDKafc///nPc2/vLtevX+axxx7l4GCf09NTHr35KPv7B85vR3qEfowxloODIzp8OjKM0Vgsnu/zS7dO+ek3YDzy+IvPZnzmUkKnDb3gow+n33upY5wmWARpoBnFMUJYtLGYVfOYwFjxDc+pXWON71Q8lBk+OP29tZZbr75EsVjQ6/cJQ+fkWBYFnu9z6dErCA/KqmA4cNx6sSjIshzVOB56a+eCo0CEYMgGw9GY07NTmrqhCEoCP0AKyWAwZD5fcOHCBZSyeDJaDv4O6OVu56CNpiqr1WCTfOgomU51dAaaZbOWXfrRCBGtAjlAHEUopSirkq2tbW4vx/49//zzhGHIcDgkSRKeePoZqrqhUD6yPiPNM7IsxyODkPIAACAASURBVBiL73uUZQXCcnxyxAvPv8jly1d49NFHEFKiOs2n/40eX/jNLxAEvnMJ9UICGeAvnTP37h3i5dsYPyKUFk/EFJ3htw5dw9Q/eyugaAss8Oeezvi5Vxd8FDy5WIpGHxsrbo5z/umrNY6qkrx8ovnEluPr7xcdW6n/HjO4b+QaSQjGQt25I2us8Z2ChzLgnytahBBsbu1QFguqoqBrW7Z2dt0AkyDAFwGBb2mqBQjnmum8cwTR7kWM0cRpD606kjRBqfOuU8HOzi5V7RaFc6fJyeSMxx9/Aik9qrIljlKiOKKunYf7ueOj0oq2aSkWC+7d2yPPMvpZTKcNLA2+Bv0+QRhSNzVJnCClwFonIxUIRuMRh4eH+L7H008/za1bt1BLczHP892iITx8YYnjiF6vv6oveJ5kPpvx3HNfYTTeYufCBYTwMNqsZsE+++yzfPazn+X6I9dIggxtW7Ryzp+dFRCNEMB23OJ5Pl84aDHL4Ldo3wmCtqspP0Kvmu++0PGHrmb8b19pmdSC60PNp3dztpIEbdzCuZn630Cp1iLFsvvACnYGHo/ugjaCN+/DyVx/JIqkNdZ4GPBQBvx3fGEMuxcuMRxvYIwm8J3f/GhjkziOHa3SVs6ArKoJ/QilNEmScPfuG8RJQl3XFPMZURST5T387R1nJxxFy/m4DYPBgLfffpvBYMhg0Of09Gw15DyOYsLADSlxbpYecRRzcnzC6ekpB4cHPPH4E+RZyvHZDImhKaY01YIsyxFCMj09xlpLnvfpupYwjPCl5OqVS0xOjrhy/QZ579OozvHkbpdgmJQaozt6sc9sNuPu3bscHh7S7/V4/sXnuXTtBoONXYzVTKdnRGG8bDDziMKcy5cvkec5YRBSVCV1WzOZnSLjAUoEqK6lq0tUM+GVvZD3fxyGoeFo2gAfzVxYi+CFY584qDgqXXD/s5/QJLL/HvtjKQRVp4l9+UBZ/iBpGCWaLN1g3IvIIolAMEgtZ4Xm3mnD8ayhWZUp1ln/Gh9PPJQBHxx3f3z/gOF4g6IoiOOYo8MDdi9cQno+VVkyOTtFGUVTtsjcOVoKKQnDgHBJnxwfOg47CEOKxZw47y195l1r/zndsr+/z1NPPUVdN4xGI5RSTqGTpgRB4CZWFQVCSuRy3OHhweGyYclNvhoN+hR1w9n9PeqqZK9riaJ4ZQomlwNP2rbFGsNovMHB3l3SvMf27kW6tl0NAlGqQ4YtZWvZ3cjY3t4mjJz/zq3XbvHII7skmxuUk1NqP+benXtES7M1pRXj8QaRL9ne2uLo/jFvvvUGw3HG/cMzguGj1K1107k2x9RRxueOzr7qPfh3Ho/4hy9868s8AnhyM+Dl446yE/zGHW91LvI8sFArTeyfH7ckwYPel8D3fEZZSx4LeqshMBKEZqvnMc58DiZTDs8qZk1G1QbLBWYd+Nf4eOGhDvh+GHK4v8fk7NR11BZz7t5+E5a+MlEck6QZmxtbZFlG1ynSpUvl5vYudVORZKnLmA3EceKGf6cZXdeRxAlt2zKfz6mqCiFcd2oYumLpYNCnLEvC0I0I7PV6VFXFZDpBINje3nY+OJ6PxscPAtSi4ur1R/Ckx9npCcnS914rRZrnVFWJ6jqn0U8zbvYGhEnG0f37hIFHVSxYLOb4nk+UZFgkTescN621CJxcNR8mHM0sQ6mZnE7Ie33ndOl7+IHP5OyUqiwoigVKd6RpxJ3b+8jeRbQNUMt5wfsLyf/55VO6d7lOhhL+yLWI//tWhf4IpkhlIfyJR8/YzjYoOskX9hzVloeWaTUg8tRSjeOhjWXRKm5sdsyqiE67Ob4fhCSQhNWM/MIOWCgWBVEcMzm9z2A0xPdBCEUWKnaHNRdlyKKGszJi9u1pR1hjjW8ZHjjgCyE84AvAPWvtD7/v3Aj4B8CjQA38R9ba55fn/gbwl3H/K/8Xa+3ffoBrkWY5Z2cndF3HxuYWXdfR6w8IwmBlIGbBZW+j0bJQavCX/HdV19RdSWtct20W9t2A8cgVfoMwxOKcKd+88xZd17nRf6lzpZTSW3WtlstZtHHssvU0SVFd52auItje3MCTkrbtiKOAXj9b1RsANrcTyqJAGzeHN+gHy+7XiKJRtFagjaUqi+Xi5qNR7N+7TdobkfSG+LZGG03Xdizmc3avXqGtSnbGEMqLxNEAYyxJmjKZnGG0JspOefHFlxkMe4y2MjbkgHszN/DdTQFLOZjM+MrZewPmM8OO0wUc1R+NiGvRwv/7hseffUpQd32+uFdhgc9c8JmUhid3G+aVa0DzJLx80vDapOJHnoa7p8nXlWRanBXHfFJysHd3teNq24bxxiZbFzbQusVYQxympPGIYS65IiTHs26d46/xscI3kuH/DeAloP81zv3XwG9ba39ECPEk8HeB7xdCfBIX7L8HaIFfFEL8nLX2tQ+7mEVw+eoN100KrhjaNkgJVVswKyfURctwtOEeb+zSN8a5YZblgpYKLVrKqiaP+qugLhAknr+yDt7f3ycM3WzZruvc4tLrcd7MdE7n3D86coXTPKeqKsq6XvrSOBtiIQTDXoq1hqoqeeO1l90i5PskaYbWirPTE4IgJI5j8sGIZLSLMIbBaIRpKzY2tymKBYHvs7m9i/VCpo3l0jjHGsPJ7IQ4SalUwM7AIwp7hH4Pa12PwvlzzHs96rbhytWL3H17j4OD+86dMpEIa8D3iEPJP/nyGfBe7/qdSPHz+8H735JvGTxpMTYBm2GxhB58Ykfz+y8P+ekXSy70faRUlJ1HGkgs8Pm3Nb/n4ocvSL4nSGKf2fSYKI7ZvXCJ6WSCtRbPE0ivwYoO1Ug8ERAFOdpYlO6IfIMUa4X/Gh8fPFAKJ4S4DPybwN/7gIc8DXwWwFr7MnBdCLEDPAV83lpbWmsV8GvAjzzINV2jlbNWwFqsNSjVUrUFRTtnUc4RSMfFWlzGvAziVVkSJSF+KGmbdjUdazAYANZp+Jda7vliwdnkjIuXLrJYLCjLcmmC5vhiCysP+n6vh+o6FosFWmsG/T5KO5mlNYY0SZDLxqAgCBhvbBIEodtVdC4zz7KcNMvoD4ZUVYXSGt+TeEJQlQVSeiRpRhjFxGnmPPVVtfLnPz4+JskH1J1ka3ARYYe4AVJySXu5SVhYS+D7ZHnMlWu73HjsEuFwAy/uo8ozmO3zL55/ldeL9wb2pweaf3UcPshb9E3DH73e8e9+Mkdbn0AKBpFH6PkEnsf1Qchn32y5MCgYp+49k8AP3IwJRcAH0zkWXxoGScXWps/OpU0+8eyn2L1wiSeffoabTzzN5u4Wxho8zyNJI8CnblrKpqBsFyhbIsVawrPGxwcPmuH/beC/BHofcP454M8A/0II8T3ANeAy8DzwN4UQG0CFm3v7hQe9OXs+yGPpR1+3FR0VTVtSlw35YETgu6lO1oJG03bOBCxLM3TZ4dmaJM5JEjecvFPK8eB1jZBw584dLl7eIR/FNG2JxCeOXQ9A27ZYa+iUcplnGDr+9+zMzWZVHXEY0MvS5f3a1dc4Sbn2yE232ygKgiDg9puvM97cIe0NKOsamRu0MUTCo6krZpMJx/cPl4XnCGsN1k8I8zHWGmYz5yW0e+UmcRoT+jFWOz/9NE2ZTqcrWWfTOHvjNIsp21PKqqUSG+DntFHAWRDwyyfvLdQKLBt2yovd+EHfom8KnjsI+IFHOxrl6LzfezkjC0EZn3Ha8dm3FLuvGX74yYZ7ZynXhyEnlfnQweWDtOPKuGQ+0RzunbG13dDrD6nriq5tSbKY0Wbf0YHW4PuGeTlF0eJ5EmtqPPk7GwKzxhoPIz40wxdC/DBw31r7xa/zsL8FjIQQvw38deC3AGWtfQn474FfBn4RtzB8zR59IcSPCSG+IIT4wvHxMUq5wSbGaIzWdF2DsjWdmlLXBV2tSOLEmZbhaBchXPAzxuBJH90IkqBHFMZLisaNAoyikDiJMdpQFgXj7QG1LtBC4Qc+J6cnnJ6eIKUgjhN6eY88y5lOp1RVSb/fxw985vMF/X6fLM+cPl8plFJuRKMQy91Bh0VQVBX90Sb4AUWrqBRYPLylBNUPAnYvXiJOUjY2NhmNx/T6A2Zly960Y1FrfN8j8H3yNCagpSgKlNLkeY/FouD45HhpzyzpOkWSJhgDVdlSM0IEPbRSCOkRSO+r3oMns5IvzD9oTf/WQQpJa8CXbsH8xFbC9UECCN6euY/LF/csi9rlJ6EnwfrYDwn4Z0XIwTRCaUuaJ8ymE+69fZvj+4cs5lOk9PG9nMDP8b0cCLFWEEcZkR8jMMA6w1/j44MHyfD/APBvCyF+CIiBvhDiH1tr/4PzB1hrZ8BfAhBOGP3m8h/W2r8P/P3luf8OuPu1LmKt/QngJwCeeeYZG4YhUkgQzoVSG40Vlk5BWbQM+yOCIKRTHUniKBinrnFSyLpqaOqWJElI4gTf85xF8nlbvrWuC3Y5Y9ZJNz0kzm7YDfN+Jyi2bUscu1GCs9lsxetvbm4iYNWYVRYL2qZmc2tnWUy0aK0cbZDEaAtlXSGk7ySYS/rF9wPywcB55EhJEAaUiwULMjormdYtia2J44Qo68NyB7JYzElTdy8bSwnrYDDA4mSgi8UC6/cp2j4gUF1HGMWkXyNYbkSCl4qPjrs/RxJI3jiTXEzFapd0rq//zG7Kv75X8vSWXJE3w9inF0r016XXBcZa3j5NuL4RM75whmkDBv0dQNC2CiEFamljrZXBakjCjCxJMbZDqRliXbZd42OED83wrbX/lbX2srX2OvAXgF95d7AHEEIMhRDnxO9/DPz6chFACLG9/HoVR/v81IddUwhB09TOytgYmrZ1trgE1JUm9BLyrI/Rzn743O3SWQ84SsaZgbEcSei6XC12WRuQ7vtl0I/8hEE6Josc9SM9ie/7TCYTl7Vrl7nHcYIf+GR5RtM0TKdT0jRlNp+visVnpycUizlvvv4qLz//HK+/+hJm2UgVxpooFvSSiFAY0C3WaKx2g8a7rsMYTaNKimqOFopFq9nsGS5u5hyeTGmN4Hje0s+cBXOv10OpjsGgTxAE9Hv95X031M2ctqtpyFBGrigy6Xk8tzd7z2t+ORfcLr866/8ocHeq+fSuG2T+4nHN8btm6Q5in6c2Yz53V5ME72wOPfl+OabF7anevQo4C+VJ2TApNYSGsl1wVhQUWoOnOTk9pW6cKd5gMCKJMgI/JgoS0niAE6etscbHA79jHb4Q4q8AWGt/HFec/UdCCA28CPzoux76fyw5/A74q9bar+7w+SpYLJb5YkZZFUghXXYuBIN0jBAekR8RBiGB/05GKoQgDF1X6Gw2XQX/snTmanZJ6UhP4EkPTxp8zyP0YrKwjzGWpnY+/L1+j7IsOT4+xvN9sizDGIPWmnA5vUpISRjFaOWKulmWkSQJxWLO5OyUNMsQGrzlEBRlKsqmY2uwRU/kKKWYTWf4Qbi0Z3ZDXabzA5RR+F6IlCGNEoyyiHp2zLVHbrK7nRMIg/E94qX3fpblTKcTkiRZ3puibCZoq1BLSwKtFNLz8KXgK/cr3r3eP5nVfPbwW1usvToIuDP9auvlywOfee3ex09sJV91/gcf7fH3fqvlpPyg+7P40rKVdtwvw/cNNrcgBAezEYdzJ+usO7g0bpGeZu8MdnTDuD9eNcZppRACTBdizVqls8bHB99QwLfW/irwq8vvf/xdxz8HPPYBv/OHfic3JqRlOp26oSHDPtYYfD8gCmLXtSpc49X7W+uFgKapqaqaMAqp63p5AjCsbIpBuI7cMKKuW+qqcRm87xwtz730tdHMZ3O0VqRpCtb9DWd2NuDg8ICLOzsEodPrD0Zj8v6Ai5evrubMCiHJ8xylQJvWeftLiTLG+eUbw3QycbJSDzrdUTUTfD9BiiGz0kPUe3SqYTzyUfWUslWMRmOKsqDX662KtcbYZU3Aw7SWJEoIrHVFbaUIwohOdRw37wR7X8KiM99y10n7AYp5X0IeeZTtV5/Txvng/Nh3bdKqD+5+vTBs2UxatIVZ69N0cvV8qtZ9zMvm/ONu2Z/A6UIwKz08W5GFDXVQEQQhTdMuJ5b5GLvm8Nf4+OCh7LS11oIH27tbSx4ftFUEQcBiMqWYL7DWUpeDVcA3xhBGzkum7RSeJ8nzjKpy7pZN48YGCinAOgVQ27b0+3329/fZ3NhcDTpX2il53AARzebWJrPpbGmKNqAoC+c7v7PLyy+9yPRon8eeeAqtNHf37+H5PsPRmLZtqcqFCzvWICTMz87wrU+a9jHGEEduR9K0NdITzk65A20k03lC3XlsJQVf/NJLPP3Ja0RJgycypIyZTqd4nvPD77qOOI5WoxWLRYkkwtLRKp809LBK4gcBX7p7+p7XOw8Ek2/xiMDQA/8DNO2Hs45eIjlavFNiOYcnhatzfAiiwJCmHVclWK/m7dOQ+7MYEJTt+2kZQdlIqkYSeh3jvluKZrM5cRxTVSWD4RBjnVXHGmt8XPBQBnyEQFhB4IdYDMooPOljtMvy7x/ug7V0Xevshpf2ybPZlMFozGhzx40DVJr+ckqV1prpdAIIurZDL71t+v0er732GnVd0x/0wQqCIMRo7WgW5SyRkyQmjhNOTo45OTnh2rVrFMUCazRl0XD37dssZjNH8WjFrVdfYryxSZKmFIsFh/t75L0+bVuT9TKE8Mgyl5kXxYKz2RHC01g8Ot3SKo9JmbKTNbz2/CtkWc6VK9fwJPheisBRWL1enzdee4Vev8d8NkNIuQpanu8R+TE7saXsjtnq+VRqxr/ce28qvWgtcfytpS7GsubNSfw1zy2U4HNvTHnk/2PvTWMsO9P7vt973rPfvfaurt5JTpNNDjmZzVrGM/I4UhQJsi0BQSILgS0FsgEncWwgDuQk0pcYMpAEkBEYMGREMQzBkgVHdmJlpIwtiZGloUYiOZzh2ux9q6qu7a5nfbd8OJfF5pAcNsczUqtVf4AAUffce07XPfW873me/7LYJ6saNfKHxfYoZKFVEwYB0gs4uxTge5Jp2bS0HAKtLfqwRdOYMbejkjQJWOgv4gmJtW4+nG8EXkIcFfwjPDx4IAu+QBAFEcYaSlVQmwqsQBiPNE35yJNPYowmSRKKssBZRxKlTMZjorgJzRC+pN1pI+8JAY/C6LBP6xxN1i3Q6bQx1mCNPdx1W2sZDodNxKJr5PmzbEaSprC/z4svfoW6rnn00UdY6PfmoeFdwijE9wMWl1fo9nrEcUw2m5LlQ9qdlOHBDOc8tNEUZY6UPqUqcH7JrByjNQ0zCUkkKoab2/S6A06eXMXzwNgS32+jlCaO47lArAmMmUzGFHkjAgvCcL4gNjMHIQSjyvELl1PG1TuLmHaQfJvvhCDtEM409ftQa17fmrHeb9NNNNMi/JDtJUFWS7IqJBWaNy9e49Hzj5OWd4mB2gqcE9jOGlvjtwe/nnB0khxBH+lJPM9H65KqqgkCiR/II5bOER4qPJgFXwgQDmM1ta6oVONHL6yH8DXKaIS01HUTSC69EONJOoMek9GMMAxppa3DXRo04SRvBYsf+u3TOF1WVU0URhhj8aQHQpDnTU6t9CXhnPFjbbMgbGycQGvDG2+8wcrKCktLyyyurBGF0ZwqOSNptedPFz5B5OGn+9Rqm3ShQ17ldENBrTOmo5rSzKhMTq3dPJhb4Duo9m6zdOwk9XSHKK2xtsaXbTwREISNstZay9LK6nxRanQL0+mEpeVVZJiwPSrJs4woivjq5Qk3svI9f+eR/PYWtltjxVNrCS9vv7cj2fWDin/45V1+/OM+fZ1gbLMoWetQYYR7D93AO+DAEQOqsZ4oCrAOrWowligMUTZHEBwuJgIHVmEthyH0UjZ+SrUq0EZxFJ54hIcJD2TBd85R6wxtBXGQ4EufyWyCcwalS/J6inYVxmqE8/FliHEZTsX4Mp3nyTbFwhON7YLSmigK8Wgyat+yThgODwiCACklStckQUpdVRhjaLVajQDMb3b3AFeuXKEoCpIk4TOf+QzD4ZCXX36Zp556iiAIqVUTaZgkIQ6DMYay3qVWM6zV1LpG4cgqh6pKFBVZlaHnTEQpJHWmGR6MaS8uM9IRFBWebEzjgqCHJyTOaiaTCUmSkqRtAKZZTqvVpt3tUZY1dyeG6/uaItd02jGbwwx478Ip/ggKm/wG/fA7KgUFL74+5qNXvkzQaQRg1XhK67PfBb3++7yzue52DO2wYW9dePqjeJ7EHrPUteLWjSv0F9uUOmdYh8yqRtRlnUCZAF96WOtwrkkra6IUC6wtOSr4R3iY8EAWfGM0RZHTSgcIIfFNSCUUYctHmRlhYLHKUJkKrKXUM2oV4qkug3aKsRZH46mTpilFnpPE8TxYBMIwOGzzHAyHrK6tkbZaGK0p8hylFGmaok0jpmoM1TSj4ZAwDDn3yCOEQUAcx6yvr3Pnzm1efPEFzp17hE6nzc0bN3niwiMYU+AwKJ03NgmEaOtRG8VsVDAbzxgcizAWhJOUU8VsNCKIfBbWOsioQhcZyll8vwnt0EoBhiiKMEajVN1EO2YZQeDj+5LxeIyWKVvjJuDFD0Ju7+3z5d33L7ie/PbeCsc6AYvxB/fDnxunPOed5fEoJvI9bszG/CAhi+95tMP3DN14xkrXQ9URzgZs3bxNt9dnsLiINZqV9WWKPEd6lnYwIquSOWNfUKsI694Welnn8D2BdTXGNmZ9RzjCw4IHsuAjwBiDqmt8P0Q4QSvp4EkIAoVxXaQnMQoKV2CcoVSK0Jhmtz7v22tjGI5GBHM1rdKqYf0QAoJa1UzGEzY2NpCeJIj9JiB8XvSNNYRh2GTieoLJZMLq6iqddhvff/tXt75+nCiKuXTpElEUMRqNcM7D2BxtaqxLMFiUdRhncdqxt33A+ukFnFWUI8NkOCFphSxvdEAypwN6OGMIfEcYtAiDPjevXqfT7Tf/vvk1NoPjGUVRoKoAT8BMeRRVidGaJI35V1dq3DfQ2Tml+GZvh7WOz/FuyIt38vfdD3/vR3pc2flgg/mVtuC6HvC14YQom/GxRxbptd972AswiMcM0iGBGOD8AOM16uO6qtjf3ZnrLiR5NuPYmTWEmCJEQ1NNgpp2DFEYHwr3Aj/AYXAWnD0a2h7h4cKDWfABMEymB4RRC6yHFD6+k0RxB7wU53yGdoJ1llAmGN0sCu12e8608SnLyTzoJKauG1omniDPM6bzolAUBVEUIeYe+1opBoM+SmmstWSzGUII6qrpzR87dgwp5fzRv9kVKq3o93tcuHCBu3fvcuXKFV588aukrZCqLHAI4jSmt9RBSsHwYEpvoYsnAzavHYCAY6cGeEHzZGItSAHG+ehK02/5GFei9BRHw066ce0qnifoLyyyeadxq1B1BQjyIic49hSqqgijkK/cOeDgA2iX0+ybNwnbnjZPTv/hIylfvJwf/jyU8NiSZHPiON32+cMb77RRWml5PLWast4OmFaGG+Oa7azmhx4ViKyDZ1s8umiIAu/rxFRvIwgcOIkz84Xeg5NnzxIFEfu7e7RaLaIkZjoZE/oRkbT4Xo0yIYvphEErwRn/MHy+rmu0UWjtYXR4pLQ9wkOFB7LgO+ewKGSsccIHExElDVumrgxRnOAJhRMQ+BGSGE/4dDtNn9fz5oZkviQImn9iFEXY+bA2m2WI+VOE7/tN/141AeLN+wJqpRoWUFFQ1RWtuSOm53lMp1OSJHnHENjMF4DllSWeeOJx9oZ3Mb5PMghwhLgq5+abIwbLi5jasXR8wJ2b27S6LcJuSKk9VBlirYeZ+9x4wscWu6yfOg7OorVmbf04UjZMoCAKKKua3mABYwxGKVq9LtvDihsHTaxi4gf8uzuGD3LRmPLvp7K9O9Oc7Eb88ONtbo00l0c1w8JSKMd/+ekeSjuOtQJe26041VL82DOLGOJDO2mAJ5ZTnr0x4c5M8+mNmKdX4c71u8139T7nVcbHjyVp3ML3wsbuOPQJwphOt8vSyup8YVwgyyb06gHj2pFVhiSw9DqLRGF7zv9v7pkkSTA2QSuFs0csnSM8PHhgC77zDErXOFvQChI8zyNJUqyxZHlDbQz8CCEkrg4Jo4R2qwkJkWFAVdXEcYxAzD3ivUNVT5Oitcjly1c4c+YMSZI0dsICwrBR5wbzbFjhCaIwoqprEIJ2p9OEaBfFYbEXQlDXFbUq8GTFyloPkRQU1mGdBjR+p83pxT6bN0YYY9m8eRc/HZD5PfLc4kuB9GqSoGCUpxQqZjEcEYSClaXTlGVG6IcY09hHdHp9Kp1RZhl1adBK0+32uD2quLlvybKCMIr48vV9JvqD2xInl1Mu3qhx36CFIQUstQKy2jCr373l/v3bNT/20T7nFyX1pRHDomRzaolCizHw5ErCszdmnOpLgnICafouodXnTnWxzvLb12f89rWaT3YFT6zZeZThuzGtUgYtg5QQRwm+DKjKmul4QlXm3L55g9ncZsM6S5ZlhINHgJx2HBEGMWEQzRXYYu611CSpvbUZOMIRHhY8kAW/qmqGewWtXgjWI/BDpPTn/jcNTTIbTwldF2cFDo80bmyQi7KJx3POEgZNbzbPcw6GQzrtNtYYgsDnYH8fgOXlZQCiOGJ4MKTdbvFWgEk1q/Dn3ipo8ISYC56g3W4znU4O3RbjKMKTFcYpgjCmR5/8YIK1Hp6o0cYyrjscO7nO7/32cywuL9HpnWWpHbDUrkkij0qNUXqCsYJaxxzcPeDEydMUtSUMErQ2c1Vt08qalTOMVIjQYWrFTuFxZ+io6yb+0WL5nS3H/QiZfmfT8Nmlimf33+1lA/Bnz7R4cilhKfGoNDy/VfCb16bvOObxZZ9szvH/7hNtVloBgXRsDwM6EbRCyd/45BKF0pjyNkGqqXnb7uCt6/SEx+fPdNmaFGzvzqjed8ESlCpgc9QhCh3GTAhkPP/ePfJZ1pjjzS04JuMxctKsRQAAIABJREFUrXabWjo8L6LTTtDaEd3zcNO06ZprOeLgH+FhwwNZ8OM4YnJQs78zoz/oEZATBU0f3liDsYZBf4Egb3ZzXthwp4UQKKWR3tsGXUI0vjdVVaG1oa4VeZFz9cpVLly4ADRPFL70G9rmPdx96yxB4FMUDdvHOUeW5SRp3OTjhhHSGMqyQKYxxpXgLL5M8KXCl4bKNvQ/gUHanKtX9llbP47VCje+zZnTF4CIKPJRJmNWapSJENld/LhNuzcAa0D6SOmTJE0oujYaD4nnfIRnySvYyy3GOlRdEcUJz17eobrPlkSpHf1OxMfrGUXY5bX9t3fwHz8e8D0nW7ywVbDS9pE25NPHU1Zbkn7s89LdnFGpeXypc0gv7cU+n1x/9+3VDn06oY/0+5Dvo+NVzq1E7IwUhbLcW/hP9gLWdcOTf38IZlXAG5twcqFkEDrCIKbT69Hv9xvfoyg6tMYuypzdcc5OJgmDLoHnU5YVSZIgRMPdudei+eu9mo5whD/JeCALvpSSp55+nJ3dXfZ3hlzZv8INeRMh3hbIPPXUU2AlcZSgdeOzY4xpBFTWoup6zqNXaGPo9/tNOAmCGzducOLECeI4YjqdEIYRURSBaAJP8jynqqpDB8vGrrnCOUerlRLHEXmRg4Mg8DEmQEofz8ZUaoh1OyhVYqxHKA3NrFgy3J5i5IBkaZ2g3GXrxmVe1BVPP/1RXOizN+1wYy/GUzmuzknWHiENPXxfUlUVaZqiVEO1VEoRBQlCeeTljCAJcFOHqptZRGUMf7j34X7vOSEvzQShZzjX1lzPAvqJx/ef66KMYDUN0MpDWUtucj59ymdvKvncqQ7OObR5b3MzgUOI5skokIJSOUzUZ3f7Jv/slR0+fqLLf/axJTxTMcpVY3zmBM467D2CK0844sBSKu/r0q4E2lqUVfhhgJzbW196/RXanS6DhUU8KZlNJ7TabfqtmElRYAy0k4gsy5siL8A6jTFNgE7DzT/i4R/h4cEDWfDB4QlDkkjWTyzTbXWJwhTphVR1xubmFm+++SZnz52j3Woxnc4oixIbOpI0xjmwxuAcFEVJHEX4fkBRFGRZTlEWXDj+RDPItY3SdjKZ8NZmLo4jRqMxzjmUUgRBwJXLV9jY2CCOG7fJSpVNyIj2mp2hgMDvonROWW8BisgP0CYkDg17mzml7WNbaySRz1p/iTMbK2xvbfPKK6/y2BNPYUyA7yrcbIsTZ9bwAkskNdKLUAKMbbbPTXCHxik3D2kRGC9GW9C6ppW2+MLrWxj34frPQZ0RyohCw5VZwF/+WMyxpIW1PiCa2YWGL92e8dztgj93LuL7PxIQez57U4H6usmqc5YkNLywlfPEMZ//+zXFf/tnV3hzq+ZLd0p+81oKWH778ohnL49Ybgc8sRoDHudXUv7MiRa3xxJF45r5xetjzq9aPnks5e4k4t7FRQCRr/B82ziIttpUVcmdWzfpdLskaYsojpiMx2ycOkM/VRjT0DOl9MiLDHAoU+KsI47a+N9mbcIRjvBHjQfyjjZGkxUjtFJY46Gi2TxT1lHrGVEi0HuNXbEf+HR7HcqyakyvhEQbhSc9yrLAD3z8wEcg8H2fPM+Jo+jQX0ZKnySVOCDPMvI8I4pipO8TRxGz2YzZdEpRFDxx4Qmss+TljFk1wmLwrEcaQVULAtkh9BcwNseYPfqtmnHeYrpbIr02XucYAkFLKlaWFomiiE67w5Url3n91Vd49NFHGBabHD9zHNIE4UpCv1HRRmFEkRdEcYQnPHrdHrNsxnQyYVw69sqw0S3IgFE246WDD8cf/57VmrNrA76w+TatstaSxG/CxJWxLLcaz/q7cwrnb12p+K0rFd9xusVf//Qqt3ZL8nuGuTcniuduj7k6tPxfbzQ/25xqPAFJ+M7FyAE7M8XOrGnHPXtlTK5WOI8hEBonHLuZ5vmvaD665hHIcL7ANEXfOYG2HtYpwlAShCEXnvoY0+n40DLh7bAzRywddZkzFQ7rDJUqKIuMIFbEUUwY9pFeeNTSOcJDhfuuCkIIKYT4ihDi197jtYEQ4l8KIb4mhPgDIcST97z2t4QQrwohXhFC/JIQ4v1VNHNYZ5hkY7TRpC2BJmNWHTCeDcnLnLJqLI99vzG3EkLgeQ3DwljT8KmrGgeEQXCYoDUajdja3mJj40QziJ3DWYfRml6vBwjGkwlqztt3OG7dus3p06eJwghrLJWqqE1JrSqUytB2zM5oh6KaIoSPLxYIZhH+gYatKXVmGBxbA+FxrOdzfLE97xkL2u02Z8+eY3lxwIvPP08U+AwGA2KpSYMI6QWH7ZAkScizxgXTOkuv10P6PoWNKJUDa+i0E569kX8o87HvXnNcWO/xhev6MFf2M2fafKTf5oW7FZcmhqQdc2YlJfQFF5beOdh97nrGT/36bVZ691I7HYXSXB2+swFvreHyqOTXLo4/8Lp2poqrRcS/fvEK//xrd7k1D0/5whuKTvLOz3WAsRKlS4LAoygKRsMDhvv7gCBKWoRR3Fho+5Jer4MnHHk2xVoF1HiepSzqJm3M1lhnj1o6R3io8GF2+H8TeB3ovsdrfxd4yTn3l4QQ54F/CHxeCHEc+K+BJ5xzhRDiV2hiEv/JNzqRdQZtFK2gTRiF5JWiqDN8zyGcAudTFlNUrRBRY4PsrCObWygI4eH7QVNUAa0NRVFw/cYNnv7o0wRB096pqppWu9UocL3mCcDzPGql0EoxmU6YjCfUdc1gMAAaSifC4nkSU2uMJ7DOsjVy5PWElV7OeDjjuV+9gik1RVlz8rsfpRgKFjsBx7piHrv4tpw/juO5pXFBr9dFSkPoSqJgBWuhVuow9zZNU+qqpihyfN+ndh4T5aHqnEHiMS3GvHofmWJvQQp4plfxq5cDNqfNjONkP+R7z/b4wpsjnruVHR77yZMd/sZ3rGCs486s5ua4Zi9vdvuTUjPKm927dbCX17y+P3vX+f6HL94lCe5vMfqNi0Ma75/e4c8iCSYrKMsBXz8vGGYRvURhXIXRFm0tcZJw+8a1ZsVsHNaQQUAYNG6ib30HdV3hSY/eUkJVavK8oNdJOdrgH+Fhwn0VfCHEBvADwN8D/vZ7HPIE8LMAzrk3hBCnhRCr95wjEUIoIAU2P/CEDqRISZMeoR9Q1AaoEWi0VoRBl8FgwMWLF/nI+fPz8JOI2PMYHgwbmmQSY3STRau0Zjqd0e10CMOAsqrwpaQoisN2z1tUzqIsKOehKZ7wsM4esj2KomgiDv0IrRXKlhzkIVktGWYJoAjkiDujgn897XBsqccr+7t8fhjzmZOWk4s1vmsiCd8qNA3zJ+POnU0+9rFn2N3dZWklQogI55r+fCttMZtNKcuSVitlMpkwm81I2x32y8YOws5D13/l5SEQ3c/XSuQ5fvQjPkNvmc3p2xTLv/h4hzf3qncUe4AXb0+5ut8l8gXff66D5zRj5eFLyfZM8eZQcTzxsMbxyk7N67vvvTsu1De/a64MPLXewoy3ke2NdwSZVyrg1kEH7JRu0qLT6VCWJRsnTzMeD3HW0e5059nDe3S6PeqqRHgOvIBuv4f1C4Ssqeoxk4n/Lp3AEY7wJxn329L5OeDvAO9HkPsqTUA5QohPAaeADefcHeB/AW4CW8DYOffFDzybEMR+h057QOB3SKIeSdjB98AoiKMWp0+fQinF3e27OOsaZkpVEYQBWdbYISitKYqiMR3TjX98FEVEYUhZVSwsLFBXFZPJGOsaw7aqLFGqBsE8fUofRhra+dA0lDGe8wl8xVJrG2n28D2FtoasNEQhHF8QPP/6Fv12yCPHO2wMKlAaHGRZRl3XjaLYWm7evEnSDjBOsbO7i1YhqgrxhI/WCmMa/v10NmU4GqG1Im132M59diaa+i2DtAyu5fdX7AE+eyrmE6cWWO3E/PgzC3xsNeYHjpWMs5pf/Oo7KT7LLZ8Lqym//NIuBI5YWoTns9yNeG6z4JX9midXU97KF/nsqRY/cr7Hnz/bvu/ruV/84usGEfj4+u0g9oNC82+vH9CKKoQsCcKatJ0ShBGLK6s89viTnH3sPP3FJQaLyzx24QKd5S7pQspgLSRdgZnYIjNDjNFolzMrJoff+RGO8DDgAwu+EOIHgR3n3Avf4LC/DwyEEC8B/xXwFUALIQbAXwDOAOtASwjxY+9znp8UQjwvhHh+MpzNJe8JgQxpRV3aUQ+jPKRICfwQPwhYXVtlNBoRxzFGG6qqpJWmtDsdcKDqRm3bbrebp4BwzrN37nCRSNKESpVMpmNG4xHT2YwgCPGlj/QlBwcH9Hq9uQ1DQJKkKGVQdYUvFbrO8dyExNtHOIPWDlMYPnfe56/9hUV+9PuOc3atJEAgZYv+YGGuCyiZTqfsH+yzs7dN0nOMsm1mswlXr9ygrhrFZ13X5HlOUZaNkZttUpt2c8GdgxKtm5lFGPr81uUP0csBLg81u9t3SHzBel/wo890abVa/NOvTd5lgrabab62lfPmXs2r2zPiwPGv3pzwP/7bOzx3Y8LLmzO+fCfn7FpCGjXtqo8sJZzo3v8CdL+YVJb/dzvFZfv48zv4DzYzfveG5n/9vYKs9gCHdYo4blTUZVkihCBJEpRRTIsx4+yAoqqotKRQBZUuEM5S6ophto8SeeO/dIQjPCS4nx3+dwE/JIS4Dvwy8OeEEL947wHOuYlz7q86554B/nNgGbgG/HngmnNu1zmngF8FvvO9TuKc+3nn3Cecc58YLCw0Qqe3yo71wPo4E9Ht9AnDCFUrpCcpywKtFXme0e10EZ53qIb1vMb7fjqdsLOzw8rqCko3/dkkidGmaRF5oUMEDmNME23oCcqy5Mb1G/T7fdbW1po+v5QgaM4tHY4mIMNZSyqHxDLDWcF4b0JvKeaRE5LFrqBWAXHUIY4TnHWEYUi73UFKydUrV+kP2uBZok7ARz/+KLt7e9y4cZ3r128wm2WMx2OqsvHo9zyJ0opxaXGuMUwLwogru2PeGH84Zs7m1GC05tmbGf/Ts/v8n69P+ZXL5gMHvr95OScIBK17mDYO+KUX7/LTX7xNEMPGgo/vORbuwxL5m8HzmwUylEjVzAn28mYIf/XA8t/8WsULt0OioNV8p9YRRTG+H+B5HtE83N46i8DD83waq+WAwE9w1kdVjvH+qLHUOMIRHhJ84F+jc+6nnHMbzrnTNAPX33LOvWOXLoToCyHeomj8F8DvOOcmNK2cPyOESEXTtP48zeD3G1+UJ6lVRZbPmEync2OzgDTpEIYpvu8ThCG9fg/f93n99TcYDodMJhM80cQg5nlOGDb0y+l0Rpo2TwZFnhOEAa1WG6M1ZVUimg0hYRQ28YfWMp1OqZTm9OnT5HneCJqEoCwLwjAgiuJ5UlITtGJMsyOf7E1IuilGNgVZCEuhE8w8LUvfww6azqYURc7y8jJRGJFEEYPuAo8/9ghnTp1AeoLdnbtYXeNLgbMG6QniOGK9ZVjv+Sy1ffAFv33zvZOsvhE+u1IRLhxja9qwX37/5gfbFwPsZJZ/8WrGm/vVu167Nar57/6fbX7t0pTFjqF6n0jDf19U2vHvhilkW4RCc7r/NkNoWjn++9/Y5n//0m2cs7Tb7XvolaKhXcqYyE8Jg5imU2nxREA189m9UXFwR/Hyi5fn+QNHOMLDgW+ahy+E+OsAzrl/BDwO/FMhhAFeA35i/tqXhRD/AngR0DStnp//oM92zjGcHjR88/aANE4ZjycEQdQMWJ1r6JYITp85w2w6ZX//gDt3Njl79gz9/oAgDPG8t5Wy4BiNhqStFnLOy84yRV3XSN/Hk4K60POnAsfNO5ucPHUWAE96KKXJ8gytFL1+H6UEedkBZk2ylp+gS4eqNa1+h9qUCASesNRG4kkP5yxVVRGGIXVdcf3addaPr5ImbWTQxvcjZsMp1y6/2jB3kpSqKrm7pZBSEsUxd7KMsqrBWeK0hZ7VvD6KuVt8uK/yowuOJEl4beLzI4/3+J+/tPuh3v+7H7A4PH8r5zuPx0SyUdeqb0Ph/+IVzcqFPo/Mtnh1551sX+vg57+8w8Wdgr/1H2SIK9fxwgBrHXWesZ1IMqMJo5BjG4vEos/drRGeU5w/f46du2M2TqzS/ietb/l1H+EIf1z4UFXCOfcs8Oz8///RPT9/Dnj0fd7zM8DPfKirEg7tVcR+gvQb62Jj9CFzRnhNnmtZlqRJQhLHdHs9tFLcvn2H69dvcHzjOO2TJ/H9AKVqlNIIzyPPMuK4sWNAOPxAUmtN4IVYU5OmLba3t5FBSr/bRvpNmIpAMJlOaKURSs9QxpDEC1RVBmJIIBP2tsZ0ljtUVuEaBiC+p/E9QeCnhDKkqhSj8Ygb12/g+5Zj6wsUVYkvurSTPrqwnHv0I/e4cNYMFhYYj0YMD/bpdHsITxLGKUobXKvD67c0728g/G4kEj69WPNyucDxWvEPXp5+8Js+BFZiy+dORFSVIPZhKZFszTSBB+pb3BL/Z68Z/sojhm4k2H+PNej/uzbl8m5B780bHB80+oHRwYS/9hOf5bFjXWbTCXdu3cQTsLKwThAGjPdzOmmL5bVlcEe8zCM8PHgglbbWWaxt6I/S88lmGYi3BFYeYRBQ12quko0xxqK1od1v0Wq1mM0yrl27RlkUnDv3CDs7OywuLhy2a4zRDEcHhHGAdgpVaZQ183Qjx8FwxPrxE0SBRErZ5NKWJWHgYb2cW7sztscJSQi9qEOrJdjeKohbEUoYrLbYOQMHz6Mde8RhgudJ7tzZ5Nat2ywuDTi2sUapJwjPYE1MXVUITzJYWp0Ply1KKXxfcnvrIkvrG5QiYefuVbxpDb0TvDaxXBl+sIjpXvxHx3JemA54Zs3nF176cO+9H5xYSHhc7iJEG+MEP/bUAhd3Zzx3c8xuHXxLz2Ud/MKlmNVUv+8xd2aarWPnMKEhNhqb9FlaXaLdjshmU6oyJ/B9xsM9rLV4wkNHEVdHY+rq3W2rIxzhTyoeyIKPs/heQOjHWGNRSuNLifCauDopfYqioNVqIxBYM48iBGazGZ1Ol8cff5ytrS2+9KXfAwRnz57Dl5IwSanrmqqu0NahTY0nPIqqJggCbt/ZpNVus9Bro7VuFLvOYa0hTX1yPeXO0GeUC9pRReAZAu1R5BW99T6Fajz0JR7G+VSqy+mBYTwace3adRyKpz76OEEQklc3QGQEQQcpfEbjEb5s0pdarRY7O3fJ8wIpBafPHmOnStmbSUT3JGq2w52rF/nV7eUPpap9sldhwh6PL7X5jSuTD37DN4EXNitW8DifvUxr5Qz7U8UXr5WU5ltb7O/F3RxWE8vd4r3HUlZ4XKwFyWjIX346Zbxzm2IcoKqKteOniKMArRWtVpvADwjCkN272/jBt++aj3CEP2o8kAXf4fBlgBSNdS3ONYXekwR+MGereHhe08/XWlPXFdZa0jTFkx6RF/HYY4+xv7/PaDzijTfe4Pz587TbHQD8SpJnGcYZfOeRxAnWWcrasL6xQRgEBEFArWryLCeKI6IopbYVS50DrDM0kwGP/d0Jy6s9rBSERqIKg1WG2mic2+P2pMZZw9rxFv1BigxnhMESeRERRJYkXMSZCOk1wq8wCOfsEsva2ip7ozEHSjLMG9ZRUSp0uMbv5QnqQ/DEj8WKJ/0druUp1q/ZnH77BpK/vhnze0HEwu0tbukOxn37s2HvFh6h56jfzxJaCIrBCptBhAwkRhvCKGIwGMyTznxwrgm8N5oTp8/i+0cF/wgPDx7Igo9rKHLWOLRSSN9vgsilh/Rlw7QJwkOfk7qu8YMA5xxJ3EQPaq2YzRqGz+PnzzMeT3jllVc4duwYi0uLRHFEqXLC0MdVTSGNoogTp89iVIV864lCeCRJTBhGeDIkjToMWmOMrrD5CJErqlKxfsJnZ6difDAjaaXEaUquIla6M1pJQJwk89QlhdL7REGbJFohinw8L6TWhjhuBo9VVZHnOXVdN5TMuiKzHbRlnsjkYYDrk/sv9oEHf3Gj5kuTs3y6m/F/XGpsFL6dmCjB5D2dOL59UPfh//+FKxUTG/Ez33caU2a0Wm2UUihVs3nrBqoqm3suCI9aOkd4qPBgFnwhSMKEuqwRnkfg+yAauqbWGmMMcZwc+tR7nkccReR5jj/PsJW+38TZhQGDwQJJmhL4PteuX+fatWukaUKn16HTb9GOO2gsWimyqqLfSZuCP/fDD8PocGAsZUAcSOrJDrpSRLFEyojbN0aEoeTMo+uIQCI8HzUMaXVLwLE7jdCuRTep6aVTynqPKDyO1h5CNEyioixw1uLmUXxpmmCdI/QMfT9nWraxtnm6+f3bGfpDDEC/fzXjpl3gM2da/NZVgXIPJ7/8frlAv3ttwl/95Yv89GeXWMpzer0ucZzQarWpfZ8sm85jD49whIcHD2TB94RHVdbo2hEEc3WsbVKpsixrdsLC4WgKfpI28X9BGB7G0hmtmc5m9PuN6VkrbXr3p06e5NSpU+zv76PqmtvXNgnDiOPrawR+QBr5BNKjKov5tQhUXSGiiKqsULogm2omw4xHHlvk+rUhB/tTnvzoGdpdD0+2ANk4NlaW63vLVFqidCPaGucR3TRGeuB5MDyYsLCwgOd5pEmjH9C6mUmkrRZaKbQqD028rDFYIbl0cP8F+5yd8GRdcXt5g52Z4bXdh7PYf1jcHlU8e7PmJz65SBon+IHPxqnTjEcjNpIzAE2b5whHeEjwYN7NTpBNc5K4he83ak7nHNPpFGMNsYjBNa0PB+CgLMumFSR9PE9QlCV5ltHv95FSkqQJxlg6nYQ8L+j3+0RheGiJvHX7Js45ev0BB9sVYfT2QvOWWMo5R3ehx6XL11lejRGyZjya8fQzj7O2toRzEuckdVVTznIWIkUS+mhrqXVNEmomRYJ1iyRRjHMekKGNJhDNvCAIA9RY0R/0mxmBlERRiHU1gka8tVWJ+zYgEzhMUfOHecT5EP7NxYy3UluPAJPa0W61ee3lr9BqtWl1uk2aWBgSJwniaJd/hIcID2TBt84RhhFpmjamZa7hoVTVDGMaK2TjDFJ6c6thAXMaZCOcaloks1nG0tJS87K1CCGIkwSlNcZoqrpu2D0OVo+to5ViODyg2+vTSlvUqmY2nVCVJe1OhyiOmUxLNk5vEMaOLNe0Wn1ObJxtvPmFwCFIE4ejj9aKqipQqqA2BdbzyKuATpIgvbChkrbb4BzT6QTPk1R1RRgESM+bG6xZjG0ya611OBztUDZGcvfRwm+XBWEUcmIl4vlr22xNv/XeNn+SMS0bsZ1Wiouvv0oURaRpi1fHQz75HZ85CkA5wkOFB7LgC8Tc+8THkxKnDVVV0e8P5mwcQxS/pax0GG0oq4okjue+9hEHB0N836fX6+F5kulsRhSGjfuk1rTbbUajEXq+EHT7i3ieIO4t0+32aEUew+GQTm9AEAT4YcR+pohShxAOK2AyvgVBl+2J4cRSjCdEU6CxCCEJfI+qdoxmNfvjEC9p4/IR17Mh/f6AnZ0dut0ux48fx9HoD7LZjDCMGI8nhGGAUhVFbdkr2xjXmJJJIe5LwCSAk0HBMx/ZoLPQ4ss33x1yu96WbM7+9DpCHuQKpRTnHjvP+sbJ5t7odMjznHb7j3bgfIQjfLvxQBZ8KX2iMJoHk1vquiKO48ZeIIqZZbMmdHyOqqrwhGCWZTCPMrxx/Trr6+sEQYD0/cYDZ96Ht9aSF0XTI9eayWRCVTXn0KpmOKtoRSntdoc4jrHOcX1nxkInoZsECCxGVUxvFZxYWWCUKdYXQPoeeVHMvX88DqYlN/cKlLGECNLigJ3t22yV5Xwh8hiPxwgh5oKxGUKAUjV5UWBMgLEajUQ7iTUKz5O8sVse2hB/Iywkgv/kwjJ13OO13ZzHFiUrLYlWjlf2DbHvUaj3Fyz9aUClDGVZEAQhoiUIggjPEwjpE4TBUQDKER4qPJAF35tbJ4Cgqis8TxKG4duvebIxR4uiw9aHHwSkrRZJnHD37l2U0bTarUOHSSlls2Oua8IoYjadIoAiz3HWIWXzOaEU5HXFMPPBajIlmBY1gQft0GuM1Q7GXPr132V6MGQahLjzp3h92sGXEmM0QRBirGVvNGvEPHFAr9shDGIe+c7vwBhDnjdDYW00V69c5fjx46RpAkKg6iY4PYgidKWQvofImTN0JAvx/XXgF0MHQYoDHl2M+cOtKW/sNbv5T6xHHF9o828uHvCnuaP/o584hsDx+itfxeHodLpMx2OMtQwWl44iDo/wUOGBLPgCgfR9tNFYY2h3G7fD5o/PkSQxVVUxm81I4mYYe1iwg5A7d26zcfx4ExuYF/OdsyCbZeR5TqvVIggC4jgmyzKcs/PPbzzzbVUxGSvyoiRK2kSBZNCJ5+0kxwtX7/KPL1pWButcvTHkR88lPL66ijUGRHPtl7em+N2Qx9YkcdTCaY8ojJtgFqVotZoZgassq2ur3Llz+1Dks7a2SlVWyEAi4pStff+Qg4/nc1DcXwvmY+sJ6BJkh9d2Cm5P3i5eX92ueH6z4vNnW/zm1ewbfMrDi41exPeeX0SVOf2FBeqqZnfnbsPLLwtardbcbuMIR3g48GAWfAGeJ6grdRj27ZzDOTvvdTuiKEIpzWg0xFpHq90ilJJbt25iraXX7+MJQZI0RT1JEpRS6Lkvjifloc1yFDXCKjO3aPA8Dz0Zs9iNabdirLUEvsQ5x5UrbzLZ34HA4+aowm+nrK4t0+v1mE4nhFGEwWdmK5Y6U5QdU85y0BFLg2V8GRLHCcZonG0c/3u9HnmWs729TbvdJs8Lbt++BcBgeRFhWoQiwnqGEsFM318b5mt7mo/4E4JkiZX2OxWjb80ANieK1bbP3dmfvtbOX/nUGrquqOqahcUVfCnpDxZI2+1DRfcRjvAw4YEs+CAaJo4xh0EoAhoDtTljR3je4S5Z68bmeG88ZnNzkzMBwwWHAAAgAElEQVRnztBKU5TWRHHzNNButymKpo9fFgW+lIfZsM1Tgpln1wqEaHx53gorCYImNvFrX3uZKA5Y6Sf88KcTLu54nNnoc3K1SxzHhGGINobr2yN8V9MKPIz1MdbhBYpJPsLWAt9vbBuCwEd4gm6ny9bmFhcuXGBlZYUsy1hbW6XWmq39IYwrTDmGqkDZgP1JQhPu/Y3x+q4iW4YOjlbw3jvV1/dqNroB37kRkmc5Lw0f0FviW4hBIrmwEvOplWZe4nkee3e3MFqzeuw4VVkyLoYsrawetXSO8FDhgfzrds6R5wVRFB8+UltnG9GRdWjd+MNrbairCq01Qei4cfMmJ080lshlWc1tkRXWObQxKKVI0pRaqSYZy/MY9PvUtSKKGgZPE2knWF5aRkpJXVccHBzw+uuvcebMScLI44UXXuE//vz38H1GcOluwaAdHdoZB75PGMUoKrppm7r0EULjyWb6l6YxxtBYJ1Q1/X4PR6MjiKJo/uSiKMuCUmky0aWKPWygEakmwcPfG/H+8cLvROh5GOcxqxUbXcnt97BjuD1R3J7Aeifie861+fLNKfm32sf4jxmP9gWfOZnwgx87ybF+Om+t1YxGY5I4JstmhEHIa6+8RBTFTKcTkrSFcw/X7+EIf7rxQBZ8ay2+7+PPvfCtbUK8a6WIowjrLFVRzwVVKUZrLr75JqdOnmpUq9JrFgXfx1lLGASMRyO0MRhr55z+im6nQ1EWtDttpJRUZYXwBEWe0el0kVJy6dKb3Lp9m098/OMsLnZ54cUXWVpaJAwDhuOCrLZUqsRYQaUE41xxay9rNAJJm9j3G6aN0RhtkGETp9dpt6mCiiiKGY9G2Llt8/b2FkIIOp02ypaEftPCUtrgHAShz0zdH3VkKXZErQGldVw6KN+z2N+LzanhR55u8fytb60//h8n+rHkZ7//BHrnCufPb9DrdQ5fa6i/GdoY1jdOEgQhCMHyymqTj9xuIeUD+SdyhCN8U7jvu1kIIYHngTvOuR/8utcGwC8A54AS+HHn3CtCiI8A//yeQ88CP+2c+7kPOBdCiEZwNa9tDkjnBmTCE2RZzmw6oyxL7ty5zdLSMoNBHyEEaZKws7MzDx73SZKG/ZImKdJv2DrWWPb399nb2+Ppp59ujosTyqrEaI21hq985StcunSJz33ucyRJwiwr2d7e52PPPINWDotkVhpu7Y0p6hk7Y8ko0yDgxGILYS1hEOFcgNIaAsizvAlPTxKSpBGWHRzs0+02Xi5lWZDlOZ70MLrEEQHeXFQmmWnF3ez+esvricXJiK1JyZdu3V984cXdgmn98Oxqp5VhObZszxfRe9FQcSOEEERRj9lsxmBphcHiElqbox7+ER46fJjty9+kyaN9LzXK3wVecs79JSHEeeAfAp93zl0EnoHDBeMO8C8/6ETGGIqiILLhYeGP4ybeUGtNOXcwDAKfN964xiOPPMry8jJFWTDLZly8eJHpdIqUTVyhc5aFhQXWjh079Idst9tsbm5x7txJEAptNAJBGDqCIGFrc5er167y6KOP0u228X3Jyy+/jkCwsLCIUnpOFXVsj2FnbDDOEAdwYcNnuRsxPBgRxwlSvm3r3Gq1qKqK4fCgGfAaM/9PE0Vv5bKKZmitFFXd6A2ctdR4/G/PD+/7C1tyIyR9nrtT3lcD6Km1hGt7GeeXQt7Yezj8doyDL7+5xXc/dhIpJW7uxeHm1hydTgelFHVd4Qc+de0xnkxI4qSx7jjq4R/hIcJ9FXwhxAbwA8DfA/72exzyBPCzAM65N4QQp4UQq865u/cc83nginPuxgedr6orXn31Vaqqwvclp06d5tj6MZx1lFXZPGY7y5WrVzl79hwrqyvUVc1sOuPKlSsMBgPOnTvXJFzhKPKCixcvcvfuXR555FHanTYORxQHVPWUgwOFtRKlNMbUxLHPxTcvMej3efKpCwwP9rh48RLSl3zXd38ndV0RhD6eUAjhcE7MAwYdndjSTSVGa5IkoSwrWq3WnGHkcM7hSY8waqwjBKKhj5YFlQMZpyAi/NAidYqaeE1QurPUVuB73JdLpsBxYVEy3r3F5YPGL+gb4ZGFkJujitj3Hrr+/dWR4XO+z1u12znuyTqGIAgOnVfDMJwzumrq+sga+QgPF+53h/9zwN8BOu/z+leBHwZ+VwjxKeAUsAHcW/D/U+CX3u8EQoifBH4SYH19nY9//OONWnU45MaNG1y7do3V1VVOnzlDmiRkWYaq1aGadjadcu36NRYWFjhx8gRhEDKdTefeKCmf+tSnePnll/mDP/iD+a69xfbWNl/72i44EKJpm8yyxoIhjCK+73u/l527O1y6dJnHH3+U5ZUBUobkWUWapFS6Ig48qnmB9AQsdw2RH6LqZojb7/fRWlMUOVEUYWxjw9xutxEC6qpils1waPYntyhVSKVDhJCMMp9Kvc2u2Sk05hvUYikcxgk6vuWZRVg6/iiXhhrLBz8VCCmZVjXj0vLMeouXNh8ebv5OHbC7u0ur1SKcK7SLojjcvQshDqMsgXnLLQXhHe3wj/BQ4QMLvhDiB4Ed59wLQojPvc9hfx/4B0KIl4CXga8Ah8RuIUQI/BDwU+93HufczwM/D/D00087IQQIwdrqKmurq+zt7XHx4sX/n703D5Lrus48f/e+NV+utS/YNxIgSHAVJWqhd6kty2rvS4cnZmR5NO6e8RIdbkfbE/OP3R3dMX/ZEdMTak2P2/tMj7exNW5Z8iKZlGSJpCySEEHsKKBQhdor17fed+/88bISCwECIEWxiMgvolCFzJevbi513rnnfOf7WFpaotFoDGRrwzBkeXmZubk5du3aNdClCaOC5aOywtUpTgpJhUqlwsbGOs3mOisrq6RpxsGDBymVfIwp5HDHxkZptdq8/PLLrK9v8PS3Pc2O2VmM0aRZob8vLQtf+oxVY1r9qVltIO4H6DhJ8FwPrXMylaGUKmQa9NWgonPFpfl52u11ZneXCUobVEqSblzH4CHQRGlQCL8haMb5a2Zid/kpT4hFju2dwbU9QuPgNWooy2E1zLnSuzN+/ZnVCN+WxEqz1ssYDyzWwnujhm2kdXWoLs/RRhOGIQgGaqy6r4pasL8UxhjiKOqztoYY4t7AnWT47wM+KoT4MOADNSHE7xtjfmrrAGNMG/gYgCj2yRf6X1v4XuAfbyjx3BJCCBzHKTRy+hlZEAQ89NBDaK1ZXV3lxIkTGGN4/vnnqVQqHD16lPGJCbrdTmGF6NjFYJMxdLtdFhcXmZ6e5uDBA1RrAZDywguvMNIY5YEHHrjG7MKg+zMAL7/8EnEcc+7sWcJej927d5NlhXBbnsfkeYglrw+onRha3ZgsVjTqI8RxTK/bpTEyQhSGxHGC6zkoFXPilZOUKg77DlVx3AQhIM5gs2ez0fUwhoGomhCCTnp9AL6/lvGdjZzo+WUudQybwmM+hvp9O3n68DjdNKeT6juWQ477taLLrZSqZ3HfuMfptXd+WUNpUCofJAmZSpEWeCUX27GwLAeBKPxr+0N9AFmW9SU+hhji3sBtA74x5lfoZ+b9DP+Xrg32/dsbQGiMSYGfAZ7pXwS28JO8TjnnJr8TaVnIvk7OFlzXJVMZnucxMTHOgw8+BPSzZa3Z3NygXq8TRTGVcmFCPj8/T6vV4vDhw4yNjbG+vkYYxsRxjM41991333USuKavSKlyxeLiFZ5893uoVSssLCzywgtfo1Ips2fvXipllzgNWW0Zivp48dXuCs4053nkwQfodDuoLKPRaJClxYCPEJClKWfPnsEv2czuHsfoNYyBKIX1TsBa2yNJEiynUAQ1WiOk5D07K7x4JcTC8G2TCY/unmQ9Evx+cARl93vpZWBBczFq8pOPTPLCcoxjCdL87koTnSQnUZqyK+m9w1k7aW5IkoQoipBSkmQRsQpJk5BMpwRuGcf2CokNip1loVrqDuWRh7in8IZJxkKInwUwxnwSOAL8rhAiB04AH7/muAD4HuB/uNNza61JkwTHcYiiiCiKqNVqRFHEhQsXiOOI++8/3J+A7fUlEwqWzfraOrZj02oqzp07R7lc5vHHHyfoT97W6w0cx+bKlSUqlSqO68JN6rQX5+bAcllLXIRvsXf/QXbv3s3a2ipnz5wBDJV6mSyrIETRWLUEmO4SM7vGCYKAaD0kyzJs2yaOY9IsodVusb6+RrnmMzJeTBFrqsRpzkbPsNSq8fm5LgdKPWbGZwr/WqWwHRfPsfgXx3xU1KI2vgeERCUJXrXCjYWbcxspv/X8MrHSdx3st5DmhsOTJV6+Er6hx28XhP2dkeO65ErR6/awbEmaJyjdJstTyl4FoW0saQ+mvCuVym3OPMQQ7yzcVcA3xnwB+EL/509ec/s/AIdu8ZgQGLub3yOEIM1SkjQhyzKEECwtLTE3N8f09BS7du3CcRxc18XzPNqdNpZlYVtFYO2FPRYXFtm9ezeTU5NIIdHGkCuF6xW861arhe/7dNrFRqRaLfrROktJ45hL5y/wxCOP4tcrXNmIWNwImaj7zM7uZMeOnaxvbPLyyfPE3VUcr4IIRpB5SsmOmJ4ZI4qjokmb5/R6PXKdcfnyPNKW7DgwRTexubQpmNQQeBabYZ21tkOUOYyWXHZMVDB9/r02GqtfjmhUq6hsvRCLyw1rUUaPm8smLHayu3nZb4qXr4Q8uqPCSwvdO5zt3X7ITeFNHPaKRrTn+XglhzjrEaURiYqxhMQRJSxpk+dqUMoZtmyHuJewLccItdZEYdEwC4KAxcVF1tbWOHLkcD9Dd1C5IsuyQidfSsrlwuBb5YqRxgglv0S5HCCFREpJpgpnIykEzWaTK1eu8OCDD5LnOa12i0qlQtwJeeUv/o60G6I7HdyHHqMRuNR8h06ccmG5CBi7xsrkVok0mMFyxxFJi7x5mfW1Kxw6uJNWq0O10qDXKxqDSZqwvLSE5/tM7hwlVRGW0oSpx9yqYLJm2OwFxJmFLQ1HJ4JCQc4YVJoUE6BAJ02YrIK0QeuUy23D8ZU7G6h6MzizGhG4ku4tSju+NOyoGmzX5tTq9rssKG2KwbogYGNjHddxsaVHteTi2j6pSpDCQvYvnGmaDgL+sKAzxL2EbRnwDQYjc1SmeOmllyiXy7zrXe/C9Vx0rgces0IIer0eSuWoLCOKIizLwi+VMMYUMgr9ZmySxDi2g8pzTp48yeEjhwcXAtcparUXN2P+t3OCiZFJzixb2Esx371LICXUA49Ds5JXL7dwLDi92CHONCDBHaVWbeCImPW1FrVqD6Otouksi9p+nKTs27UXhMFzbC6v5aT9Osxyy0UIiJRiYW2NvWNVLKfctzfMcT2fjTjjt76+iZTwy4/7yKhJM6mweYdSyW8G3TRnZ925acCfKkOsBOdagongLV/KG0KaG6IoYmN9nSAIKJVKRFGEkALfK+PZJQCyLO9/z6jVhm5XQ9x72KYBPwc758rFK4yNjXL//YexbRsD2HZR5ojjGGMMaZpSrVYRshhmMlqTJDHaaMgFgmLIRgpJFEdEYUQcx0xNTtHtdel2u0yMTwAwWrMQnsWLl5p4jstII7iOh20JQZgo/vH8Jpnaur3PgZGCRx4/TNhSHDv2KHNzc2idE8cJhw4dotGos9qNWelC1XcIU9gSQMvyIo90pSETQd/cvGju2rZDog1/erJJpmGyJHFKo5ydu8LFyKb5LSLRXG5llF3oXTOAO1URtBND1K8crUcaW4DaZnWQNDesrKwQxzHlcsDIyCi7d+/Gtmx63XBgrpMmKbLPx7/K2hpiiHsH2zLgF9TLNQSC2R076IU9PM9DCllwpDE4rkOSpFSqVaSUOK5bsCr6j4+iqH8sKKX6ZuWG3C0mLIWU1Gt16rU6AMbkuDLiO++TzO+Y5fEjM6QaFjZCZkYC8lxxbqnNZi97TY/XljA7Yoo6sOsVTec0JYpikiQZTHVONSooMtY7MflNPAoty+LwVK2/nqLn4AdlnpnvkuaGf3aswt5awHwr56ubZU61vrXyB3saFnObOXlu2FmXrEdXgz0Ucwi7Gi4Xm9tLlqGTFAH80UcfJQgCLl26xEsvvcTk5AQ7d+4iy1I8z8dxHFZWVvpqpTECBrvJIYa4F7AtA74Qko2VFg8cfgDPdZGWhSWtorzhuqRpIXtcrRQql2mWovpsGPrCa4U+SkrY65HrHMuysW2b5eVlkjR5TW021ynnz89z7MA0/83DDwPQClPOXGkTJQrfEVxcC29C6DHUShlVT6GUQ9hLeeWVVwZDXrV6jbX1NZIkYXpqiomaph3mJNkWnfPG516YvWypfQoheP+uCk/tKOPZFsuhopnmnGq9Fa/86+PUWiFE1jaSc5s3T+PrJQua3+KF3Qa5NuzcuZOxsTGElOzZu5epqSkuXrzI2bNn2b17N0mSsLa6zObGJo5XUDTp7yCHGOJewfYM+AiEkZSDMrnWaG2wvKKJFscxANVKdRAcHcdFZdnAPDzPi+GorD9lKxCEvWKXcOrUqQEjZwtap7Tbm6yubvCB9z89OG89cHlw9winF9ucWw5Jb1Gr8J0cozXSMlQqFVSe45c8ykEFx3ELhU/RHyizNN3Y3Jb9obIU3y90221RaOi8vBLxdxc6b5uxdq5hKXz9UsfLVyLGyzZrdzjh+61ApmFmdrZIBoBSqYTKMg4fPsy5c+d46aWXKJVKtNeXkFIyu2MXKolwXBc57NoOcQ9hWwZ8o6FeqxMEZaIoYm1tjUajUahO9umYDOSTiz9ix3EIw7Bg9pTLyP7wTBRH5CqnXCnT7XY5evQoly5dYn5+nl27dgGaONngxImT7Nq5q3DYukZjxXcsHthZx5Fwbrn7GuEy3xGUHQuJhdY2jmuj0x6lskOSlwhDg8ojqr7NZi+lGaXXlUFe89yNQWUZUlqDhvMWmrF6RwibTZWtbRXwpwNBo14vhqqg/3mxSZKEffv2MTs7i+/7rCw1cGyHxYVLuK5XlAHf3qUPMcQ3Fdsy4GdZxszMDADSklRrVRzHASFw+rX4LE3RWhf8+/5I/FZ2n6UpnudRrVYxxtBut9G5xrFtDh48iGVZHD9+nE6nw/4De1lc3KDbSXji8f3XrWMr8NuW5L4ddZTWnFu+OoTkWIK9YxajJQswCGGRpSlB2aBNSCuULG5aRJnk8GydWtmh1WthA4rCCOVmZR2Vpbie/5rbZyrOO0Lj5o0Oer1VeGpvHa01Klc4/XkGKS183+/LZBSv59T0DvxSifrIGIji/d9q6A4xxL2AbRnwAcbGrs5qWdLCsi1yldPtdPqGFR62bRfa+WERhLcKJZ1OZ9A41UZTKvlYtjMYhJqensb3fZ599llWV1doNps8+e534/uvDbJbUNrQDK9mrZ4tObqrQklmqLRwyjJGEymBK8ZwpGGyrqgHMe3I50ozZFUaxitQDyJWOg6rXa9PzSyC/lajVgiBtKzXjPUHtuDDhyr86asduqnGtwWOFNvOsGSpm/PApM+JlfjtXgoAsyOl4r01pi+5XfRz0jRF901yjDHYjkOaphjAsR2MKXSVhhjiXsG2DPhb+uTaGCxpYUzBo3ZsZ5BxSSmxbRvHcQodneYmRut+Hd8asGPCKKTklxBpRr3RIE1iSqUS2miefvppjh8/zszMbF+7Psb1XKSQbAXhrXr+lY2Qze7VBl7gWdQ8gTA2wpjCwjBXlEoBrdCw1MwQ5ASeZLxq8cDOMhudHvNrEtsqMdNI0SiuNJ3rnrvKUuxbZJVhpjk6afPB/VW6ynB6Pea+iYDPnd5eXdJOkrMWbp/it6tCOq0NypUatm3T63botJtIIamNjOI47sBTOAxDhBADt7QhPXOIewnbMuDbtk2cxEWgFgIpJW6fdmlMoXMShuFAyjbLsoGxuW3bAypdL+wNGqZKZTSbmwRBUJzPcWm1WiRJwrFjD5EpRZIkJGkHz7dx7DKWLMzJ41Qxt9pFm6IEM1qx2THiopUqmrFSUnJKfbqnoGppMtUlyjLakc3CRkqj3Gamodg/GbPZk5xb8QiT65UYdZ5jjMGy7JuKdgWuxYVNRc2HQ2WPo2Me//eJ7RXst7DSVfi2IN4OpHwhWLx8GSg+O1rrQaLglQLyXA+ovFsMLtf1hsJpQ9xz2JYBX0pJlmaFLWC/NJNl2aApm+c5aZZiOzZSFuYV0lhYlt2nbSaovh6K0YYkSanVayRxgs7z/gVCcfbsWY4cOUySJGhj8DwXTUgnXKMTV3HsBpONEgsbPVqhYivrH6u6jJcL+0SVZSRpQqPeQFqSJE6whKRRljhJSp4bNroWq+2M9Q7USh47RhJcS9PWFteWc7IsxXZuXTPeUXXQxiZWOa+shcy3cny5vco5Wzgy6XLmBpvE0ZLFxg2TwZYAV8JbOTCcC5typVq4jhmD1hrf9ykFZUpBgFI5fr+WrzJFvV7H9/1CimOY4Q9xD2FbBnytNa1WizRNkZYkTQptE8/3cayinp+plCyPiXvFTsCWLqWghGM7JGlCr9tDWvKqD24UD0xIkjTh/LnzNEaqTEyOggFLSow2pJliowfnVjS5btIIekRZPvBCtaXAk4ZcXc3GHVvTardxHadvj5cReNXCltAzWFKQ62IwqRladKLgGiGyYtegtcZoje3fPLuHoo/w3GIbIzQLbc3Z9e3DhLkWNU+Q6+w1jKYjUwFfmusM/r+j7rJ/1KcV57iW5GuXO28JK+aVlYQffXQPfqlEt9Pps29EcfFXik67Tb1vqhMEAbZt9ym9ZmiAMsQ9hW0Z8AE8z8P1PKQQhdql1oMhLINGmZi1zU20UJgkZ2J0uq9dI6lWqgM5hS3phYJFw2CnsLBwmWMPP4AxUK1UyFRGGPbopYbLGwGpKoLu+jV1e98x7BkTlO0MrW2SNGVjfYOpqUlmpgtWkdY5JVHCYHBtl7KnWev0WO9ucTEFV0ksxQ8FFTPFsh1uLddlWOkprnRyTq2/eRXMtxLfsdfiM2cybnwuW+Wd3SMea92Mo9NlPnfqzk3Z3yi+ONfhzJlTVIKAXq9LpVKl2+3SGBmlWqvjeh6OU+wMw7BHnMS4jksYhoNZjiGGuBewLQO+lBLP9ygHQb9OnxHFMbbjYFsWKs8QUiBtgcACJdC5xrUdsrT4Ay2VSqRJWpynXCaMQpRSrK6ucv78BR566CFmZmb7lDyB75VYaSecXhb0ki1DEwbfBbBjxBCuXWZxs1cMfLkuM9PTOK6HQWBJcZ1zlmVZWJahVkpYa8dXTbSv+RcERuuBjMKtsvu1nmIljDi9zYJ9yS7MVa5lYr5wOWXC0yxE13+8LrcSZmsObt+QxbG+NTXyJIcrrZRKcwPX9UiTBMuyuHL5EsF9R/A8jzguzFHGxydI05SNjXWMYVjSGeKewh0HfCGEBbwALBhjPnLDfSPAbwEHgBj4aWPMN/r3NYD/BDxIEeV+uq+ff0voPv95S6I2y1RR8jAF8VIIie+WqPg18lzjlXyMLm7Pc0XUL99sDWklSUISx5w/f4FOt8MjjzzCxMTEYBAnVprNZszpK1E/2N8Iw0hFEIiEXqp58MEjRFFMUC4TBAHtKOfixU0a5aKp3Ki4BK5NlmtOXlrn/JXNwnxcwEBsDa7S8A0Dnf6b/e5WnHNyM+KZubdeCvluESnDdNVmqXO1vLTQk3znXoO1KXCk4Vw/iV/uZDwy7aEomE+bYUajZNF8Cwv4loBvO9Dg6JFpqo7BskRhYK4NcRziBwG27Qw8ErbMzX2/hOhftIcY4l7B3WT4vwC8CtxMN/ZXgReNMT8ohDgM/Afgu/r3/SbwV8aYH+mbmd9WRFdAUSMH0iQhTYtM3Rjdv18gsakFI9i2hRAWvW6PKIpwXZdyuUyWZTjOVe79uXPnUbnivU+9F9sphNc6kWFho8PChiLNGQia3Rh4LWmYqcesL66wZ980QdnGYGM7EmFZLGz0uLjSRakcgcGxJb5rkSlNN1Gc6ygmKoKZsoVnl0gyedNa9c0Cfphpuqnmmbnt4zo1EVgEjuRiq9htaA2BIwizq8+qm8FPP9rgD493uMbPnrKb4lglfvyhESwhKImAv73QufFX3DXcG2wcH9tR4SceneRQQ5B2Nwhkiu9XitKg5xcWmpZVaDA57oDt1e12GRsbo16v8+rxFwefuSGGuBdwRwFfCLET+D7g3wL/8iaHPAD8OwBjzEkhxF4hxBQQAU8D/13/vhS4rRrVlvjZ+toanucVipj923KlyPMcx3bxPauQSk7iwTBNkiQ0Gg201nS7XbIso9lssrq6ygc+8AFsx8aybM4tbnLuSovc5LRjQ+AYVF7IGUghELLw1BVS4liaJA7pJYaFTYPc2CRXGYqIbrLJRk+TasFGmiOEYdQyrPdyFjqKZ+cTOn0JY1vCxx9L2VWrEaY2t7PXEBhKruC5K9vLSHw1zDk07gBFwF/pKY7Uc850JEoXzylwDQKI+7Hetw0jvuD+UYfdtTKpLjLnHRUHg+Yrl8PrLhh3iwNjPrlWnF7L2D/q8fHHx5mse4xVJBfXIs6dXi52Y+0WY+OTbG6sIYTEth127z8ICGzbZnZ2FmMMYRgOGD1DDHGv4E4z/N8Afhmo3uL+l4AfAr4ohHgS2APsBHJgFfjPQoiHga8Bv2CM6d14AiHEJ4BPAMzOzg6ydGNMwaDpT0l6vjcwlzYU7kS5KlQ0Ly9cpt1uc+LEiQF9UylFs9nk4MGD1Ot1MpVzYm6FPz2xyUsrGYfGLeY3Uz540GW8bKNywWfPhzw55RLYgNEkEcz3EnLt01zLEFKSKRekxLYtlpOMvzjToZ28fsBSGv6Pr2X8i3eH1O3a6zJSEqX5y9MbzLUU8TZUUriwkfATD4/y7Pk2Cx2Fb+c8MevxlcuKR6cNU0GZLLf5sQdG0UYTOBJtBFKALXLSfj1LCsF7dlR5bLrM84s9vjTfew27507w6krE/lGLnXWbkg2WMAYjKt8AACAASURBVCRpRpIIHMeh3hihWqvhlQKM1pRKZcYnJ9G5JgjKhL0elUoFz3NJ00Ieee+BQ8OSzhD3FG4b8IUQHwFWjDFfE0J8+y0O+/fAbwohXgSOA1+n2Mc7wGPAzxljviqE+E3gXwP/y40nMMZ8CvgUwMMPP2w8z8PzPKIootvr4ToOQRCQ920Mbdsh6/PzPc/j0qVLnDjxCo1Gg0OH7qNcLuN6HkmS8NnP/hXtdpvNZpOVbs4fHV/ncxeKevhiYWnLf3w+wpIRj83YfOhgDUs46MLXBCE0L8y1OBe5nG+G7B+xODrpc7GVcX4jYS288wjlWbCr6tK+TTl+pRtzcmN70i6hoIj+Py9v8P33l1k4qfj6ussn3qUYD1wen6mS5TbaCFwLQLKlUFAMrxlsYehmmsAR/eMk79tV5aGJgGcud3l56e77Fec3cp7cVUJrwWzDQ9outm3Yve9gf3q70Lfv9UIcx8H3fdqtFu12G98vkWUp58+cpFZv4HolLNsaZvhD3FO4kwz/fcBHhRAfBnygJoT4fWPMT20dYIxpAx8DEEUh+kL/KwAuG2O+2j/0jykC/h3BAL7v0+316IU9GvUGlm2jsow4iorSjuOQKUW32+VDH/oneJ6LEHLQ4J27cIGdO2bZf2A/x7/xDb60VuJzF16bWxuKDPy5BcVCp82ehsNkYPPcQsRiR/VfqiIAn1hVnFjt3unTuA62hEzfnp1ydu2Nnf9bCW3gb8/1+OiOkBfaZZRyODbR6Dt4XX2Of36qyYcO1PDtQrLij092+eB+w0Lb4cEphyjzBsfWfIuPHKzz2FSJz1/s3pWZihSwb8TGlR6rnZiJuoPtOGR9r4Q81zSbrQEhoN1uk6Qp5XIxgNVs91heukKaxOR5zujYOEm8vcppQwzxZnDbgG+M+RXgVwD6Gf4vXRvs+7c3gLBfo/8Z4Jn+RaAthJgXQtxvjDlF0cg9cbvfmed5waO3Ch0d13FwbJtut0upVEJKicpzpBC4rkun0+H+++/H87ytNQOFReClSxc5cnQ/beWwyiifu9QFXp9qt9BWLLTfmuw611BxJOHrxBEpDMfXCrrodoc2hj3jNY7tH+tn8VfX3ElykrzIkN1rKJiNks1vPNdFkLB3JMASHjdituryz46O8JXFkGcvdlG3ETEru/CRwyWOTQRExkEIiWeD5zpEkSJNU+I4plKp0O12yfN8wIwqJLE1UZaz7+Ah0rhwSxMCbHtY0hni3sEb5uELIX4WwBjzSeAI8LtCiJwioH/8mkN/DviDPkPnPP2dwO3Q7XYJggCtNbbjDMTStoZhHMehVKmQpAmu51G6idLl4pVFSiWP8fEp/v4b63zqeESYv728ascSCLH1st9cHnluvUtXvb3BfkfVpuLbnFq9teLliGf48X2aRm2M3Fy/3q8vhXzxUpcffWCE79pbNN230PAs0r6P70LbUPcyHMsmcK6+N7p/0X5qR5ndNYfPnG2zchON/bILH77P5YHxKiq3iTPJnnGfWkliVEqWOYVdoRCFOY0qJDfyvFBebTRGQBQmOMooquPjYAqfgyw3txSyG2KIdyLuKuAbY74AfKH/8yevuf0fgEO3eMyLwBN3tyyD67n0esWAU1AuF3o5UhZqlrLwtt3iTJfL5eserY1CKcW5s+c4fOQQuXE4sRLRjN9+Ia92YmgnmlxLrFvYKZ1df/v59gsdxXdMBjy1b4Q/enGFXnp953jC1xyoCXbPztJNr+oBhcpQdiQNT/KTD46Sa007yal4VzPlxc7VMs3pjZiKA51U8j37rzJ+r71A7Ki6vHtHwKdPt69bw0cPwyNTDfLcI1OCkmuxd6LMeM3DNhlrqyvYliToD/ClaVr4HPcJAOVyGduxERiStEeabjLfkVRLhkTZtEJJ8g4wnBliiDvFtpy0FVIOmrFFcM8GfHyAcrmM53lsbGxQqVS41vPPmJw0a7K0tIptW4yPN7i83mMz3B4NUAO4otDuuRW6b4Ke+M3E58+1KV3q8gMPTbDeS/nrU5sYYMzL+fgRB7sywZbyRKI0f3WujTbwg4cbLHYVz7zSxLcF//zxcVKliXNDzbM4NOrx3GKxc3huAb5zb86ZjYzv3mfQBr403+XVtZgfuL/BVMWhkyieudjhv33MxxclfuelTXY3DE/trCFFGdeWVAOXPRPlPhvIkKWC0dFRHNtGqUIsT8pCokMpxejYCEmc0Ot28H2XMOnSjduEqU078sly6CYu2TYzcxliiDeDbRnwoQiIrudhSYmHR54rPM8bZGqbm5uUK2WklCRxPDAvUToiTjY4f/4ihw4cwbZLSJmTbiMji5NrEbtqZZS5edDfTklllGn+r39c5r37avzvP7KP//TsBY7VDE51kn55no1I8V9e2WQzzvnwwRphpnnvzjLv3Vnm9HoCQrAe58xUHNI8Z77dwpZmwNmfKkPZEWTa8AfHN7nSzdhbd8m0YaWX8RenmtR8uG/Upxe7fP+hBl3VI0pdxryYmg6xehA5dbq5JgpDbKcwOAm7XfYdPES11ujvCKFarZAbje0Iwl6XTDssbBiaPYfcCHqJjxAGSyik2EZvxhBDvElsy4A/kFAAkr7uSdFkcxEILNvC913yPEWpnFwVsgt+yUfrnGYzIc8M9dGAKMnxXZeau32ab39yMuJ/fMLGln5fg+b60k7JvkZ+YZvgyxfaHF/s8YO7MvZMjLFlstXLNL/z0jpRXxjtYivlkemAbppzaj2h4Vt4lmCmUhi9LPcULy9rlL56sXt2PuXIRIAtBUobLAFP76nwpfku5zZTGp7FR+6rEcYuxkDFFXQzm1opY6zsotopmc45/eoCQkClWiNL04GZvdaGMIowWuM4NtISXF5toU3OSGBYaimWmhrf6YG2CFxIVIBjKYTYXu/DEEO8GWzLgC+FxJIWzeYmpSDAKIPneQgEuc6Joh6eJ/quWJJcFRO2Qghsp8TlS5vM7GiQqi6Vkk/gOVS87SOC1U40n/xah599PEeKAHNDwJ8oO7C2PeiAZdfCtQSbkaKT5AW1Ul792Kz0MiJlkAIOjHi8a7bop1Rci8dnXqui0YwV7Rv0ip6YkcxUbdZDxQMTPqfWY8qO5EKfkllxJUpbGCRCwHxb8eXLMT/xSIbvj5LaFWq+ZHp2N0JKdK4KExmK5CHNFIjC59gvlcjzmMBtstLOSTPDUrNMbgxGG7RJsaVGiBJCaPQtdmFDDPFOxLb9NBfiZy5xFGNd4+8ahRGe52LbHo5dxnPr+F4FYzRh2GN1dY1Op0V1xCFTa8TpZZK01+fSbx9sxprffqlHPSh016/Frnrp7VnUDZisOGS55rsOjWD3PykXOqDJEP1Sx966y888OsbPPTnJjz4wwmzVec15tDEk/V1YlGnet1uyt1HILQDMtTSTFcV4YHFgxGO24vD5i93BsFacaz57rk07KRrHoyXJgxMW59cc5tcVjlVQeTOVI2WhYSSkhdIGaTvkOsfzfIIgQAAqTwiTDpnqsdRy6KUWUmhy4yGALHfxrJjAjbbbRmuIId4UtmXAF0KgckWSxFh2UbPP87zQu7cknhcghQfYYGTfscglKAsuXZxjfLKC7ydIGZGpNpmKuLTNAj7Ala7hldUI19ZcG1mmax4Pj7+9JagR32Jn3SPNDZ8+sc6HjxSm8n+zIPnjUy3Kbo/CY0AwWXYoO9d/lIwx5NpwfjMhzQ3/59fX+a9n2+ys+Xxg9yQ/eXSSDx2oMx4IFtqSmi/657L5rn3VwQdzb8MlUZqjEyUqblHq+tJ8j+cWFX95OmY1VqyFgo3E5oVVwRcvRYPm/tbQ1ejIKHlevP/aaHpxmyRLiFKXThygjSDXNkleBWEhhMa1Q1LlvGb3NcQQ72Rsy5IOgNPXti8MxaHdaSMQ+L5fGE0jBlm/lBLbcWi2VlnfWOPhRw8iTI5t51jSoxMLetuE+XIj/uSVmH/1fgM0EFCUE5I2Hxhpc3LdJzFvT+B//54Snz5VTPsmSrPQStlVd5hvZeyoFVnwtXh1LWY8sBj17QHd9DNn2+yoOVRcSTPJKYcKz4Ivz/fY13C5b8RlPQr44qUewirKP1IIekqzp+Hy0KRPpAy763VqnuSV1ZDFbpf//vEyv/tSzAuLildWl6l5Np0kJ8w0loBP/dNZrF6XRr2OwCaKooFxfS9u0uqtkiqDNgJLFKqsZa9DqlykEBhylHbJ8tfuVoYY4p2MbZnhb1HnoMj2hRCEvRBtciDHccBxDbaTY9kpjiOxpM3C5Q0aIx5eKQLjApP47gy59qm52/Kp0k3hj18J8UULO1wiWz5NHjaZmJjmxx6o4bxNTUMhFBVXMl11+K6DdbTWjHiCx0Yz3r2jTjeR5CbGEjlg2N9w2YwUW6MFQgg+eKDKQ5MlvnK5R92T/JMDNebbGRdbKe0kRxnB+c2U6YoN2meref35uQ5n1hNKtuTohE/Ns7jUSvn06Q7nNnJ8O6cVFyWlKDMsdzPCPrUpN/DnZxKCUkCr3SRMYpY7GXFuyFRCq7dMN+qRKSg5IZ6TFLuVfpYvhY1rGRIVkCgfa5t6Bg8xxBvBts3wtdF4ntfXKU+p1Wp4viTXXeK0S5ZHpFmKFIJaeTdaeSxcvsIDD4+SqZBmzyJWDrsnqsyMBnz//TV+46sbbEda9fFliw9UFpioj+JO7EcJl8TArhH4+Xc5LDc7rEaG4+uK5Ui8Zqr1m4GJssVk2eKVlaIc8penYj56pIQlPR6cLLPcSbiwHBFY8MX5iK/Mt2n4hl98qko7KuPZkl1Vh9wUF2xHFoJoAO/bVQYqjJYspioOj0wX2XyWGxY7GT9ypMZvf22Np3ZVGCvZvGu2jNKG6WoheLYeJSx0UrSBI5OSRJVoJbceTvuLV9bZNeLy7TsF801N4CmkSMgUJFlClhcSF0rbhQuZMJTcEKVdOsk4AkNuLFwrRQyL+EPcQ9i2Ad9og9KF9r1tF8beKtNYjgciRKkMrXN8v44ULidOnkS6Hr18lNWNjFzblL0u3ajOaKXC9zw0y1+dafPKNjX+NiNj5KUptBHXNQo912f3pM9u4F17IVcpz1/a5POL+psa+NfDQt7YteA9O12+PJ/wZycifDvmT77RvGZJV3Xw10LQJgUKZk6oYMwV/N7LG1zpZowHNj/+wAhjwc1KI4b5doIl4eCYy4m1lLlmyljJZrpi49iCLNc8d6XLeCD48nzIe3Y7uNImw7mthPLxxZD3zQQ4VsJM3aCUIs1zunFGrsEYsGVM3VdEWRmBouZv4jk+7agOBgIvHDSnhxjiXsC2DPhCCEbHxkjimFarOajVp2lOyS7h2RIrcLCkj2NX6XZjzp8/zyNPHKUUBGBWgRAhBJu9DvVymSTTzFasbRnwn9yRM1UZIb3N0rQBYbm8e98Ue8d6/OErbcL8mxP0tYHPnAl5cpfHqfWc5V7Oe3c7fPnSrT10lRYsdWNqjkYbC98u1nJsssR8O6MV57RTTfmaGQhjDC8vRyz3MuY7CQ1fMlaSfHB/4Q/QSRR/9GqTlZ5CG/jgfR6fPZuhtOHwRMAfvtjGsl3GgoLGeTO4lmDEF9RKDratCNOEslRIIan5Y4SySRhH5FojhcKWKcaAEBllV9FLKhgkee5ghrTMIe4hbMuAb4zBGE0vDCmVAqSU+CUfKQRaG3qhxvNGsKUDxuLi3EVGRuvMTI2QaYso0eTa4NounhNzbmmDtc2YM63tl60dGJH8wJEG3djjTtUxDTBZK/PjD1r855ea35R17Bv1WemmPDef8PQ+h+kKKJ1hS143m77Uyjk2qdG5NQjsx6ZKHBj18Cw5MCpfaKd85lybJ2YC5tspthTcN+pxcEySKU3g2BhjeHY+xLYYUDKX2obNqFjAb3+tBcDfnGndcj2HJzwmXAW9dRbn1qmPTdLuhPQEqDShUq1ha4dqyaMbbyLQlGS/PCQEYGGMRGtJNy2j9Lb8ExliiDeEbftpVpnC6/vTJkmCFGBMhhAWruPi2F5fBCtmfn6eo0cP02krEAbfqmP54DkBCMFKM+WZSz3mmrfOVt8OzFQkH3u0QS92eCNSyDNVn+/ZX+WLl7qDSdc3Cm1gquIy30x45kLGu3Yaqq6k4YvXNXiZa8Jj0xkqdzDGMNdK2VN3qdww2VzzLHbVXD5zts3HHhljuj95KzBonROmOX93sUOkNPE1jKqXl26uhy+A2ZrNTM1hsZ3RTTQ/+54as+Uqbm+BLAxx3BE6zXWaG+tMTM4ghEUUxWS5QVmzNCMH30n6tEwLrS1ybSGkx77xgGrJpext2z+RIYa4a2zLT7Mxhm6vS71WL6wMTY7KiwElYwrTctsuln758jy1WpWdO3eTpmlfVrdOnEQEboluqnn58gJfuLQ9JlevxU8d84mzN8f1Pjzmc2Yz5uJm9qbai1faCd99qMFmlLEZ5Tx/WfAzj+e8vHT1I3IzwYcz6xauHRNnJf7+Upcvz/f47n1VntxxvYJp1bP47n1VRksWnr31fAv3q68vRXz6bI/0FlaOjgUPTrk8MOEwUXJxLAvfssAULVVLgmuDLQV7JgKmDh5F54okScjSjNmdu/D8EnmuMUCYZCTGo+R6aANpblC5xhgwuWKsLNkxWjSM5VBaYYh7CNsy4EspsS0b2fey1SZHorEtnzwHI4qLglKK8+fPc/ToUWzbQUqLTqdT2Bs6LnEcE6eSMMnJtpF4GsCPHS1RdctE2XVin3eNbqrR5s0PhKpcs7y2zsG6S1J32VU1RD3NoVLIR/aUsIMqsYLfe+n6ckovlVzpdqnYDV7s2xJu3MKE15KiL71gWOmmfPVKjyjLOXuDlaNvw5FxlwNjPjtrLlVHFmUWc9U/IL9m06HzYqdwaCeMlVOiRHH54jy+6zA9O9X3RNaEWUIcxdSqLgjBVNVBSgeEoC+/T5YWNF+nb3xyCwXrIYZ4R+KOA74QwgJeABaMMR+54b4R4LeAA0AM/LQx5hv9++aADoWhuTLG3FYb3xhDpVr4pWut+8HMQQgXTDbQSl9cXMR1XcYnxgePtSyLNCvklFWu6ISCaJtxMd+7y+XR6QqdRA4a0neHYk8gJayEGUsdxYfua/A3Z5p3RDs92tDUXIMykkwLciQ9JbBsqMqUdqz423M2Ndfwr95bo5U10EagtKbhS5rx9SWezUhTrRpGSxYjvsV7dlzV0JGiyMAxxQDXapRyai3mxaVkIANdsuHRKYeJisOehstoySXXchDUrwb3W79WUsJqWzO3GqGNBWsbWDplaWmFWq1Or9uh0hij127ijU2Ty5ySq3DtFMcuNHqEKC4cQuUICgG/bOhpO8Q9hLvJ8H8BeBWo3eS+XwVeNMb8oBDiMPAfKOwMt/Adxpi1u16dEGQqo9vbxHFdqoFDnheKh2HU5fTp0zx07CGkLLIxYwyWZVEqlTBao/KcjXbEfPcWtYK3ATtqFt97qEI3KfxdAdJco02Ob9vcvpZvWOgkPHupg2MLGr7HP3/PFL6AhVaJS82EdvL6Qepc16LmF0bsniwMyXfWHQ6NeESZQAr49iynkyW0lD1ooNpSXmdMArC7rjjQqJEoyY8cGcGzBJYUGGM4sxnz9xd72FJQ921WuikbUfFeCODhKYfHpj121jy0sfsXdnFbttLNEGewsFmszbUN9coINhrXdQjTFOlXyY3FyNQulnqStdBQ0EtV8YpvDYz1X+Otf8NkeyULQwzxZnBHAV8IsRP4PuDfAv/yJoc8APw7AGPMSSHEXiHElDFm+Y0urNvp4LouSRqTqA6ZtpF4YATS9jl58iSVSpmJ8QkEVyUWjDEDZ6NcG3qpYu0WJYZvNRq+4KcfqZHcULcPMw1CUbLtOyrN/L8nW7QGgUjx1fketiz0b24X7AFiZYi7ipXuVaP0PSMuj8769NKigetYFqNWwI0J7r6Gy96RnKmyZHcNJgKfRBUMo8AR/fPn/O1cl5eWrg5HXekUDfOxwOL7jwTsrTno3EZp+U0ahrv6eqZK03EmMYA0IPrrQgFtSLL8useYwT8MLjpbGIb7Ie4l3GmG/xvALwPVW9z/EvBDwBeFEE8Ce4CdwDLF38znRCEs/h+NMZ+62QmEEJ8APgGwc+dOSqWAJIlJkggB+F5hXp6pHisrmywvr/D+978PeY1zlBCCUqlEt9ul1+vhlSuEUcxC5+3flo+W4H96soEx3sCvdQsN3wKsOw4uO2oOrdXr2StKw2r4+he2qicYKUlcKdjV8Ng/6tOOc0q2xGBoRzf32L0WHzpQGzRvAysnzq3rHnOpGfHpMx1aN1x4xgOLD95X4diER5gI0ozb/q43gzjbHhf5IYbYTrhtwBdCfARYMcZ8TQjx7bc47N8DvymEeBE4DnydIp8CeJ8xZlEIMQn8tRDipDHmmRtP0L8QfArg4YcfNrZtgfDodlusXNykMSooV6DXa9PrpRx76EGCICDXGbrftdQ6J9eGMAwJgoDUCJa66rZTmW81yq7gF99bI8tccn2zoHo3gU/wA/eP8KH9GS+tRPzdheiae2CkJBgvS0ZKksmyZKbiMB44+JaFQJJrQa5B9xkuU/7VMlJ0cwbka37/1oUp0xJHahJtEWU5X5hr8fXl608yU7X58P1V9tY84ow7uqgMMcQQbw3uJMN/H/BRIcSHAR+oCSF+3xjzU1sHGGPawMcARNGFvND/whiz2P++IoT4M+BJ4DUB/2ZQSqFUjO3YbK6vs7G2RikoMzE+yejYBO1WG00HbRKksBBSEPiTBUvHdbm00GT+bZZFtiX83FM1tPL7zcdvRrATlByXJ2Zsjoz7SKnxrKJOnueCXAsMYlB7RwviW1707nY9hjTX1ErQiXKiNGWha/jrCyHd9OoeZf+ow/feV2Wq5BBn4pqLyTDYDzHE24XbBnxjzK8AvwLQz/B/6dpg37+9AYTGmBT4GeAZY0xbCFEGpDGm0//5g8Cv3cnCjDEIDNV6mcbIPsJuRq8XE4YRtuOgVA5CoFSENi0MRcM211Xy3MOybHpRyqnm2xfwHQm/+P4qJeGTKHi9YKe0Jsk1Zcd63eOuhS0ldc8b/P/OMvS7gxQGY7Y4K/DiUsh/PdvBlpBrc10vwrfhPbscDo4G7K2XCNOimTrEEENsD7xhHr4Q4mcBjDGfBI4AvyuEyIETwMf7h00Bf9anHtrAHxpj/up25zbG0Gk16XRajIxXybIepXKVjY0O9VqdSqVGUC6jVEq72yGKY+JMFboneUijXqMdpcytdplvvz1tN9eCf3rEpiJvH+yhGBqy5Xbw3S1CeDfTfP5ilzDL+aEHKnRjw8VmwufOh8CW3ELxnGaqmu/Y73J4rFqUrQyEb8HFZ4ghhnhzuKuAb4z5AvCF/s+fvOb2fwAO3eT488DDd7soIQTrayvMXzxP5UqNxugo7eYiSZKgkgrNjVUc10VKya7904RZyvyaRZoZRqsWODGL6xHd5O1r3P3ogy6HRuok6ir98vXxdpc6DN00568vdFjt5axdI0z2vz678ZqjBYajU4YnZh3210dIcpc4Le4ZYoghtie25aStMYagXKFWH0FKSafdIUliypVqwQ4pl+l1OqRZhtzYwdlFh412BMaw0UqZXwpJMsXirSXT31J8/xGLI+NVwuROg/3bCUOiclbCmD8/1aP9Orxzx4LpiuCp3Q6Hx1yE8clyi/gOdjBDDDHE249tGfCfeuopDhy6j9179/IPX/4y5XKV9z39nSiluLS8gkDhVMZYvLLMq/Nt2p2Q5VTy3FLGeNlipmKz2jF8ZSHEsy0+cmyGMM35yvl1fvtjT1JyLbQxlF2bf/OXr/LZV5buaF2Ba/F7H383jZLDL/yXr/ONhfZ191vCcHDM8ORMlTAp2C9SCI7unWDPdAPbklxZ7zC31GS8HnBlvctG562/Krm2xRP3z+K7NrnWdKOUuaUm6+2IzSjjd17eILxFrX2mJvmDj7+b8WqJZ4/PsbTWQSNRbyDIe47FQ/ummB6rYIzhwpUmJ+fXmBopc2jHGOP1gPV2yKsX11hp9gA4uGOU3ZN1ADKVo3KN79r04oznTy4wXg84dmCKdi/h+VOLOLbk4QPTzIxWMMD8SotvXFjps6MK7J8Z4fDucTKVc/zCCksb3Zstd4gh7jlsy4D/8z//8/zar/06Tz31FPv27ePIkcP8+q//Gx566CGeevrbeOXiClL6RM4onVaLudhmIYJ6JSAxhr842ewzVAQ/+fhOfnivYmRkjNOP7mDt9NeYm5vjh3/4h/nVX/0lvu8T/zOfP7nCgztqGAPHF1oobdg3Xmb3aMBaN+HElTbGwNHZGmrpNP/fV77Cv/7w/9/emYdHVaR7+K3e13T2fYGwJEBAISK7gCAERBFUFEVw2AYUVFxAxRm9I6A4M7gNM+plVEQUFS+ggoDCIJvsIGvYQhKSkD3dSbrT6XR33T86tCiojIIinPd5+snprqpTVeecfF1dVd/vu5sZyw9ypKSG5tEWKp0eRlzlJ1QXhlFnos4TEGvreVUKx/dv59GZ7yClJCsri1GjRrFkyRJuGzKE99bsw+vzExFixOP1Ue5wgYQwqxEAo15Dmd2F1aRDq1FTanfi90s0ahWRNhNen59yhwutRoXFqEOjDnjDltldwf3+yTE2KvIP8frrr2MwGEhNTWX06NGUuML4x5pszAY97VMs5FW4KKiqQ6dW0b1ZKH2aG4i36PFVVzDnXwu5deREKhweIkKMuOobQEK1qx6b2YAQoNOqKbO78PrO3hJkNmi5s3cbXnvtNTZu3IharWbkyJGMHdiPkydP8vzzT1NRUUFsbCzTp09n3UEfVTVurmuXwrixY6ivryckJISxY8dyND+fmJgYOrRsSvvmsfz5z3/mqaee4mBeGalxYZSf2Mfz0+chpWTUqFH0bN+VtbtPAJCWFEGc0cOfpj6I0WhkxowZbDgkKaly/irPtoLCb8klafBDQ0PZsGEDCblYGQAAIABJREFUOTk5fPTRRxQUFLB06VKklAwbNgx/vZvDhw/TrXVr7M2TSIy0YC8rxuEICHuFJ7Xnxlc3UF3nZcaQtkydOpWkpCT69+9PdGYmGRkZSCmpqqqidbyNwzOy2LFjBxqNhtZtO7PhaDmtQrzs27ePlJQUCmnJ2Pk7APB4PFRXVyNKDzP3pgSaNWtGfn4+0dHR/Oeb4/Rs25TKykoKa2D/iVKSoywMf+opNm7ciF6v5+TJk9jtdl544QWaNGnCDe0S0ev1bN++nYSICG7q0p7iylrcjlIsFgsHDx7k7j49yM/Pp6ysjBv6ZLJhXz7XX53Ctm3bCI0IJfmatug0gsKCAlwuFy6Xi759ruKjdQfxeH2ohCAnJ4cePXowevRodu7cyYABA1i5ciXjrm9FWqSePXv20PqmNuwt99G3dRzbt2+nurqC9qnXoNfrGT16NMnJMaTGWNi6dSsdMzJwOp00bdqGY8eOodVqycvLY2C/bixefwiH87vqpJ1aJfLMM89gMplYuHAhHo+HTZs24XQ6ufXWW5k/fz6tWrXi6NGjVFVVYdRpqcKNRq3iwIEDbNu2jYKCAgYPHszatWu55ZZb+PTTT3nttdeIjo6m2O7G6W6gts7DtddeS9++famvr6dTp07s2rULIQJRrjq1SuTGAf1ZuHAhOTk5TJs2jSf/8gJf7Mz51Z9zBYVfm0synI+UEpVKRVpaGgcPHmTBggWMHDkymP7xxx9TVVXFpEmT8DuK8LmddOvWjXXr1vHaa6+xesn73NezeTB/cXExubm55OTksHnzZj744INgWvNoCxMmTGDTpk18+umn/G3282SEScaMGUNtbS0bN26kaURA6tfc6KL//vvvc/jwYaZOncr69etZt24dCxcupEe7FsybN4+vv/4aT4MPKQNibm63myVLllBSUkJycjLV1dXU1NSwb98+Kisr+eKLLygpKeGjjz5izt//RmJUCOPGjePll19my5Yt9O/fnw8//JD58+ez6L136duhKSNGjGDv3r3MmzePD95bQL3bTc+ePVm9ejWvv/46H3+4iLTkiLOu7a5jpdjimzNmzBgWL15MnK6ekSNHUlhYyPjx40k11PHXv/6VlStXUl5ezt69e8nNzeXFF1/E6/UyZMgQcnNzefrpp3n88ccBGDJkCG+//TZr165l+vTpXNUs9qx6m8WHsXTpUqZNm8aCL/by0frDZHbqxpdffknfvn1RWaJ447OdHK2EWqwUV307zeJ0Olm/fj0bNmygWbNm2Gw2nnzySf7whz+wYsUKJk2axLpvcgE4UWyntMbHoUOH+OSTT0hLS0OtVgfuhUogfQ34fD5UeitdunThwIEDxEf+kAO5gsLlxSVp8E8rSI4aNYr58+ezY8cOMjMzg+mtWrVi27ZtCCFYs2YNABkZGYybeD+vvPIK77//Pr3SowB45+tcOnToQN++fWl6dbez6iovL2fr1q2YzWbi4uJYvnw5EDAyLpeLoUOHYq9rIESvYljbgG5c//79uen2u3j++ed55513GDZsGB9//DFmg5Zly5YxePBgjhVV4peSXcdKWLFiBXl5edx5551MmTKF5ORkEhISGDlyJEkpqbRr146DBw9SW1vL6tWrgcCX3rPPPsuTTz6Jy+XiiSee4PHHH2fz5s3s37+fU6dOoVarSU9PZ9GiRQC0adOGKVOm8NRTT7Fp0yZCzYaz+uv1+ym1O4mMjKS8vJwFCxbQtGlT6urqaNKkCcuWLUOj0VBUVERMTAzdu3cPlt23bx8ZGRkMuX0406ZNC35us9l4+umnefrpp9mzZw+RNtNZ9Z7uk8frp77BR53Hy76cEiorK4mIiMBe6wagoKyaXUdPBbynG6mvryc7O5vc3FxMJhN+v5+uPXricrl45pln+HLXCTxnSCl4vD5KS0uDvzx8Ph9qlUCrUeN0OjGZTLgbvAgh8Pv96LWX5A9dBYULziX9pLdo0YJdu3bRv3//4JdATk4O77zzDm+++SarV6/m4MGDwfyiUeVFnqFVk1vuJISAsYmzGTj+vTqklISHh9O1a1cArrvuOmJjY1m2bBlffPEFAwYM4KuvvuLO9uHg/3afvOYMoXSDwUDr1q2ZO3cu1157LTnF1TQ06jlEhpiICDcz+aGHmTZtGq1bt2bOnDnBsiaDlkmTJvH2228TERFBnz4BkVG9Xh8M8mKz2Wjw+tBqtXi93kBf4uKCbT5dxmw2U1JVG8x3LunlzJbxqIXggX89z9ChQ9m2bRtt2rSha9eudO3alaioKKKjo9m3bx8ffPABK1asYPTo0YE+azR4PB50WjUez7cb7c1mMx6vD12jhnykzcTgbmm43A2s2XUCv5RUu+oJDw+noqyEa1rGo1IJ2qVGY/FdzaxZs7hv0gN4Gnw0Swgn3GpgyYZsaho9ycLDwxk/fjwAN998Mzk5Odgi47DZbNhsNo4VfLvwHRdhIdRiILr9tfTu3Zvhw4eTm5vL7T3b4KpvIDzURGVlJcnRNlwuF0ajkapfYeFcQeFS4JI2+ADLli1Dq9WyceNGAEwmE0VFRSxZsoR33nmHnj17ArB//37e+Nc/yM7O5q677mJddhkApTX1dGrVijfffBO3243B8N1Rb1RUFM2aNWPZsmU0adIEh8OBz+dj9erVxMXFYTabUavVCPz4ZcCArlq1irZt27J8+XIeeOABDuSWMmHCBNq2bcuBAwfYkxeoW6tREWXVcN8fx9GzZ0/y8/Np1aoVQggSEhKYPXs2AwcORKvVsnLlSvbu3fsdMbgfom3btni9XlavXk1kZCAWwC233PKT5VatWkVpaSn79u0jISGBvn37kpaWxrhx4zCZTDgcDjp16sSKFSvQ6XSYTCbU6m+/5DIyMigqKuLvLzxPbm7uj7b19VfnMGTIECJsRsrsLvYeL+Gvf/0r99xzD0OHDsXtdrPYbmfGjBk0bdqUSfdNoGvXrrz3rx2MGjWKEHN40OCXl5cze/ZsKioqqK2tJSUlhYLyc++saZUcxYoli/D7/VRWVlJSUkJKSgrr16/nyJEjTJw4kT59+vDnP/+ZkydPMn78eHJOVf3ktVNQuBwQUv42nqg/xpo1a2RKSgrJycnk5edhMVuwWq3U1NQQHRNDwcmTHD9+nKuuugqv14tGo2Hy5MlMnToVgIjklsFFW71GxdL7u2H1VeN2u4mOjqa+vp6wsDAKCwvJrtXTr3UMe/bsoaKigszMTKxWK7t27aK6upqOHTvydU45BcUV5FV7mXZjO2prazl+/DixsbEYbFE0eP1YNF7GjBnDWwsWsXj9t786hvZohcdpZ//+/YSFhZGZmcnW7EI6tozj6NGjREVFYTAY2LJlCxkZGbhcLlJTU8nJySE0Mg6f309NZQnCFEZUiIHK8jIw2EiIsLBjxw5cLhfXXHMNJpOJkydPUu03khobQlVFOUW1gm+OlxAbbqF7ehQnT57EaDSSlJSE3eVlw758msSEkp5gZefOnVgsFjp06EBVVRV79uwhNDSUzMxM6uvrqaioICEhgYaGBnJzc8nPz2fNmjXMmjWLnJwc1OZwzAYd1RXFpKamMmLECN58800Wrj0Q/LVzTVo8LWIt7NmzB61WS8eOHdlyqJA2TaKpKjvFsWPHSE9Px2yLZOnGg9Q3eLmtZwbFJ3Pw+/2YzWZSU1NZseUwMeFWoo0+IiKj+HB9drCONk2iaJ0QuH9ms5mOHTuy80gRafEhuN1u8qsa6NAynt27dmG1WomKS2bZpmwazrGzCGDWwyPJO3pQcTJQuCy4JA1+hw4d5Oeff47b7UaoBFqNlrq6OkJCQqiqrWN/vh2k5Eilhw0FdSwYkcGMGTN4aPqzPPD+br4psPP9iIaJYUbMOg32Og8alQpHXQMxIQaOl9WiVQvaxNuwGjRkF9dQXddAm3gbTcP1dEnQ4ajxUNfgZ+6OUqIsWqZ0M6FVR+H2+NBp1bQMl/zpT3/i8ccfx6EK51jhdz1TrSYdNrOBhsZtlz6/RK0SWE16Grw+/FISbm3c6gjYa92EWgxUN+50CTHrsde40WrUGPUaHM561CpBpM2ERq2i3OHC75eYjTrstW50Z+Q7jdmgRa8N7MN3uhu+s3XSqNMQHmLE6/NT5nBh0GkIsxgC7+2BLZ96nYaubZJ4/63XOHbsGD6fj+eff57NRypp8Pmw17pRCUGIWU+n9ERC9JJjJS52HT31nWuh16oJDzHi98vgtQCwmfVYjToczjoqHc6Alr0QaDRqwqyBYPRen59alwef34ff7yfUrMdZ58HjDczfB3TtJWaDjnCbCZ8fKqvraPD5MerVaFQCh7MelYAomxmvT1JR/d3tmGc+NgKYPXU0+ceyFYOvcFlwSRr8tLQ0OW/ePCwWCzExMXgaPFRXVxEebsFVX8f2Y/WUVTrJrVOx9HANf7u9HRkJNp7/PJt1h8suSBvSo3T8oX04NXU0fnlIdpfU0Drai1Flwy8DXrQatYqBnVoQG25hx+Giswzc5UR0qJnubZOJtJkoszvZll1IYXnNOfMadRrqzjN0ld/vx+/zIaUfIQQqlRrROF30QyEgz35uT7//Nv/3y577WZfBeLbB3MEQWLJxhH9IMfgKlwWX5By+ShWI9ZqTk0NhYSFh4WFo1H5qdG781GHR6zFEmSkp96PXOHn0o72kx1oJMWoxaFW4G36+AP791yXRLs5MraOaylr/GSM+QfsYa2BnxxnBtL0+P59sPnzWeTRqFa2SI3HVN3C8qAqdRk1UqAmdRk2Zw4XZoCUu3MrxosrgXPVp1CpBVKgZvVZNucOF8wJITuq1amLCLKhVgsqausBIVyW+sxvmpyi1O/m/DYeC788MdxgRYgz+2vD5JQa9hlCLgTLHuR2xThtfn8+L9PtRqVSoNVpAnFec37Pz/JwyNNb3gyXO67wKCr8XLkmDr9VqSUxKIi4ujjq3m5LiYpzOWk4V+wAf8fFNiI6KokVUNe2bZfD5vmJmZSVSUFCAs1cm9761/b+uM9YiGNLOxh0ZoZw4cQJrVFMqar/9taBWCYZ0b4VJr2bTgUKOF/34Ql+3jCROHNhBr169MBt0tG8WxZYtW6g8VckN3bsTFRXFsmXLGDboJv79+e5guSibiVu6p7N161YqSivI6tyZ/CoP27OL/us+nSYpKoTrr05m7dq11LrddMnMJDk5GY/HQ4m9js+3Hfuvz9kqOZKOabFUuxo4kFtGswg1lZWVtGnShOz8cjqm2sjNzSWzY2s+23IkWO60off7vPj8flRChUarRYhLcoewgsJlxSVp8KExILlGQ2RkJGGhodTX16PVqbDX1mC0RPHW//6L+fPnc/jwYdrEh/D004+xY8cOdu3axcKxnejWPLB75bkVhzhZ5eLFYVej1wZ2nLy/LZ9nPzuIVuVHLeC2q6MY1zONqNAQNm3axPr165k8pROZLeLR6zSUO1xUOFxUlhbxpxdfZO7cuXRu7UElBEZ9QLhtw768oHu+Ua8hPlTPzPfeIysrixYxRrKysrjllluIiYnhoYceYuHChRw4cICEhASSo0PJL3WgVglu6tKSu+66i7S0NFq0aMHtt9/O3//+d27pnk50qDl4fXYdPcXuo6do1yyGjmkJAGzLLsTr9dE1IzmYb8+xYjKaRjPoxoEMGTKEsLAwli9fzsSJE7nppptYtWoV4wd96+MA4HAG5uOtJj0nTlWxcX8+ceFWumUkYdRrOVpYQYuECIYPH87cuXPp3b4pzz33HHPnzuXIkSNYTfH85alpfPXVV+zfv58B1zYnqVEPZ+uBfCqqnfS9piW6xvtx+GQ5mw+cDC68KigoXBwuSYMvpQQpg4twfr8Pv/Tjl3C81EO8L7AY2adPHz777DP69etHfX09RmNAf+b45hW89fx6ampqePTRR+k4sCOTJk3CbDYH3P8HDmTePX05kXsCd4Oe0QMymTJlCg6HA7VaTUpKCqEWA2PHjg16/c6dO5d//vNdNm7cyJQpU5g1axaPPPwIHo8Hv9/P3LlzWbzxCHX1XprEhLJ06VJuuOEGvD4/c+bM4Y9//COZ3W+gsLyGVwfejMvdwLBhw5gzZw4PPvEX8ksdJEaF8J//rCUsLIxJU6aSV2LnX9dcw8MPP8zy5csZPXo0BoOBkpIS7rvvPsYM7MOXX37JiGen4ff7mThxIj169GDMmDGYTCZyc3OZMmUKqtRoCgoKuPfee9E3Bkw5fPgw2dnZTJkyhZtuuomNGzfidDopKytj5syZTJ8+HYD09HSmTp1KTk4OE8aPRQhB586dMd98M7t27WL69OlkZWUBAYe0JUuWBJzV7HZstoCR37hmBWvWrKGmpoYHH3yQgV27MnnyZKxWKydOnOD666+n3823s2r7970kFBQULiTnbfCFEGpgB1AopRz0vbQw4E2gGeAGRksp959P2XNgXrx4MU2bNj0roai0jJKKQvSWwEjwlltu4YMPPsDhcHD77bfz3HPPATBixAiuv/56CgoKmDVrFkuWLGHv3r28/vrrpKWl0bdvXz677TayjxlJjAph7dq1WCwWXnrpJV555ZWgJs+rr75KXl4e8+fPZ9WqVQwaNIijR4/y4osvAjBnzhzy8vJYtGgRn3zyCYktr+VoYSVhViOLd+zg3nvvpb7By/79+/nDH/7AzqOncDjrOVJQAcC4Gztw4MABohpH7jazga837iczM5ODeWVk55czflAmeXl5AKxfv56dO3ei1+vJysqiV69ePPfcc6xevRqfz8fQoUPp0aMHX3/9Ndu3b8fr9TJy5Eiuv/56HnjgAbp3705sbCwPP/wwvXv3Jj09PdiXBQsWcMcdd5CVlcXYsWN5/PHHadmyJRMmTAhqzrz66qvExsZy5513cscdd9ChQwdmzpxJeHg4Bw8eZNCgQXz44YcIIRgyZEjw3HfccQfXXXcdRUVF/OUvf+HTTz/l8OHDzJ49m6uvvpqsrCyGDRuGXqumXgk+rqBw0fhvRvgPAoeAkHOkPQnskVIOEUKkA3OBPudZ9vukq9VqRowYQVhYGPfccw+vvPIKzZs3Z/KURympacBdGVjENJlM2Gw2Fi1axIoVK4IG/6GHHiI8PJzExETKy8sBgto8qw8Wk5KSQllZGUadFqNey5ETJ2jdujXHCitp06YNmzdv5tSpU4wZM4YBAwZQXl5OSUkJrVq1AiC/1IFZ7WXEiBEMGDCA0tJSwsLCSGwTmKIQIhCPV61W43I3EBUVRUlJCZG2OJzuBtqlxlDnaUAIEZi6avTadXu8REVFkZeXR2erEatRS01NDSZTQKogISEBk9lCtdONSqWiqqqKvLw8HnnkESDgGAWQmJiISqPDZjZTXx/4NXTXPaMYP348x48fJysr6zseykdOVgTL17jqOXr0KP/85z+BgMevz+cjJyeH2bNnI6UkJiaGurpvvVP35pQAoNPpiI2N5d///jcrVqwIGvzHHnsMk8lEcnIyFRUVwXKtW7fmeFEVqampFBcXY9RrFYOvoHAROS+DL4RIBG4EZgIPnyNLa+A5ACllthCiiRAiRkpZch5lv8+eXbt28cYbb6BSqTAYDLz22r+QAjbty6fABbYzMj/wwAMcOXIkKEMAAc2XlStXsmXLlqDB8/v9rFmzhu5dujDr+HHi4+NxHqig2llPhw4deOWVVxg+fDhvvLwKq9VKdnY27du35/7772fUqFFAQEKgrKyM2FAju3fvJj09ncmTJ/PHP/7xOx1wOOtp27YtR44cITQmhfHjxzN9+nTeffddrmubxMcff8ydd95JYWEhTZs2pdzuQkpJQZmdm2++mT59+nDrrbcytHsajzzyCOPGjQPgxIkT5J7IwWw2o9VqiYiIIDExkccee4z4+Hjy8/NP36/v7Cf3+/1s37KZ6667jpCQEPR6ffDalpaW0jwhsN6hUqmw17rp0qULHTt25NZbb6W4uJiwsDA6dOjA4MGD6dWrF/n5+cTFxWGxWDh16hRt0tNZ3ljXpEmT2Lt3b3DqCGD37t0sX76cPXv24HR+u+999erV9OnTh4MHD5KcnMymnOzzeDwUFBR+Luc7wn8JmAr8kKzgN8BQYKMQ4logBUgESs6jLABCiPHAeAiMZLt174anvh5XnZMaZwWOOsnRYsGmQjfNm/jp2LEjCQkJbK3Uk0sqNxFQbQSYNm0aEyZMIDMzM6iyaTQaOXz4MIsWLWL27Nnszy3H75cUVdTQvVcbevbsyZgxY+jSpQsJCQn06NGDL7/8kgkTJtC7d2/S0tKIi4ujb9++TJkyhRdeeIGQkBDGjx9P165dadKkSdCJKK/Ezq233soTTzzBDQMGIVNa8uyzz/LMM89QU1MT1L5ZunQpd999N8cKSnG7anG7YF9uBYsXL+bFF1/E4XCQlZXFoJsD/WrZsiULFy6ksLCQf/zjH5Tanbz11lvMnj0bp9NJ165dGTNmDIMGDcLt8WLSaxk0aBBCCDZt2sS8efMwGAzMmzcPhOB//ud/eO655xgwYAC9e/fGZDKxbv8pnnnmGebMmcOYMWMICwvj2WefZc6cOfztb39jwYIFREdHM3PmTKZOncrrr79Oly5d6NChAwkJCXg0IcS2vAbOuB/Tp0/nvvvuo127dowdO/b0/aaoqIjJkyczY8YMjp6qPuf2TQUFhQvHTzpeCSEGAQOllPcJIXoBj55jDj8EeBloD+wD0oGxQNJPlT0Xbdu1k2u+/AKfvwGv101l9SlySiX5JX7ezq5DrdYwtnsq1e4GXvvqOH4JvdOi6Z0exef7i2mXEMKwzCgizGYqqt00iw+nf//+rFq1irwSO3klDrLzy4P1aTUq2qXGEBNmIcxq4FhhJbnFdlomRmCzGDAbtBwvrOJwQTnN4sIxG7XU1QcMaqjFgMWk43hhJd8cLwl6fd7YuQWrPlnM8OHDWbzhCPGRVuIjrBh0aorKHHRslcS8/32DiRMn8vonW0GoglsTEyJDaBoXikGnodTu5FBeOaMHtA/24cSpKo4UVJBX4iAh0krzhHAsRh3FlbXUuDxEhZo4VliJQachITKEUruTMIuBiBAT9Q1eCsqqOVZYSdO4UKJDTRh1Ghq8PoqrajlaUIXFpCejaTRRNjN2p5ujBRW4PV5ap0QREWKizF7LkYJyLEYDCZFW9DoNKiGw17rZc7wYKSExKoSUGBu5xXbCrUaSom2YDFrstW6So23cOHBA8H7klzo4lFd+zmfht2bmlHsUaQWFy4bzMfjPAfcAXsBAYB7+/6SUI34gvwBOAO2AJ/6bsqdpndFWfvLZZ6hVbqR0U+qoJrtIh91Rx+5KyVd5ru/kbxqup1eqFZtO4vU1EGUSSL8Gjy8QZvD69k1xlp8ktUU676/df+5KLyBSSkx6Lde0jKOmrp6tB3Lx+/xIJCqVOiBrnBJDUrSNA7lllDlcP3nOW69rRcGJo4THNflZ++Z/qr3S76ehoR6fz4dGo0Wj1SHEd52gpJT4vF5AotZoz8tB6lxc1y6F+qpCWqS35t0v9l6gXlwcFIOvcDnxX0kr/MgIPxRwSSk9QohxQA8p5cjzKXsumrRoLf/yj3cxaCVGnZ9at6S6ToXbVYtab+TDQ5WcdPiJNKvokmKmV7KVKpefH5oRUKkEMWFmaus81Lg8GHQa3Ofp9v9TnL5+8vT2UZ8v8NfvRyBQqVWo1Zrzkgv4MbQaVePo2vmd+KwXEiklUvpp8Hjweb2oNRq0Wh2i0fPZ7/Ph83mDXwY/F5UQRIeZqaqpu+QXaRWDr3A58bP34QshJgBIKV8DWgHvCCF8wEFgzC9plATcDRJ3A9hdZ7q3C9TAkLRQPLKOeIsJn19Dea0PEJgMWto3j8Xt8bLzyLeaNtIv6dYmCZXfQ2hoKJWVlVTWEYxzei4ibSbapERRXFXL4cZdLGd+OQaMu7/xr7dR7EuFSq1uNJLqoFH8JcbxNA1e/0UPth0Y0avR6Q1IncTb4MHtdqFWqdFodfj9vkb5g1+GX0olcLiCwm/Af2XwpZTrgHWNx6+d8fnXQIvzLftTqAWEmHQkRYegVqkpqqjB4XTTvFkCOq2KMocbh9NAQnQoISY9Pr+fypo6WiZGsHfrV2RkZNAtI4lyhwuTXotGo0KDlxmzZvHCCy8wfPhwVq1aRZnDycnSahq8PhKjQiiqCAiBxUdY6XlVE+bMmcMDDzyA1+ujsCzgGKVRC3JPVVJX76VFUhQhloCzl91Zj8WoR60SlDtcPygq9nvg9FSOVqdHq9XR4G2gzlWLwWg6L71+BQWFS5NL8r/3pgF9GHhNCvs2fs7mlR/SPS2Ce/tfjSN/LzvWLuPa1BDu7tsOvasIaor46tP3iNe7aBJj46233uLNN9+k4PBu4owefPaTrF32HtXV1UGPUIDPPvuMbV/8H/2uTuDuvu2oO5XNwE4tuLFTC+pOZVNcXMzbb7/NvHnzCBMO7r7hKooObWXP+hUM7JjK6EGdkfY8ZHURO/7zKZ1aRLHrP8v46tP3SItU0SQ29De8ghcGIQQIgVqtRm8wXZDRvYKCwm/HpWjw1S+++DJDhw6lWbNm3HDDDdTX1/Pyyy+zb98+evTowR133IHP62HhwoV8+OGH9OvXj4kTJwIBp6OMjAzS09PZtGkTTz/9dHAb5BtvvAFAXl4edrudtm3bBvfYv/TSS9jMBkLMBl566SVCQkIICwujc+fOJCYm8sQTT1BTU0OHDh247bbbUKsEc+fO5YsvvqB3795Mnz6dFi1aMHjwYCCglnm54GsMMnMhpqYUFBR+Oy5Fq5RYUFBAbGwsmZ06c6pOQ1JSEitXrmTq1KnEprTk2muv5cCBAwCMHj2aFumtSUlJwW63Ex0dTWpqKsIYGGEPHz4cjS0ei8USrCAyMpIRI0bQoWMX6urq8HrPXsA1mUxYrVbatGlDdHQ0W7duZcKECbRoczUxMTEUFxcDcP/99xMRl0ySKok5AAAHOElEQVTnzp155ZVX+Pzzz4mOjsbp9px1zt8bUgbm8dVqDT+iIaygoPA74VI0+DU2m42ysjLCQ6y0bx4FBAJ5l5WVERtuobS0lNDQgEHXarVUO92o1eqg0JnP5yO5UZ3RYDBQVlX93QpqanC73dgsBurq6lCr1fj9fqSU1NfXY7fbAYLngoBsgNPpJCbMQmVlJVarNXj+E6eqGDFiBB9//DERERFMnz6d5gnhF/UiCSGxGjwIcfF27Ph9gcVwlVqtjO4VFC4DLkW1zMpjx47Rp08f7rrrLiIjI7n33nt57LHHGD9+fEDJMjSU5s2bBxcQBQSPe/bsyQsvvMDu3buxWq2NC5CBtNN5zGYzkyZNwuVycdtttyGEoF+/fgwfPpywsLBgoPOsrCxGjx7N8OHDeeyxx7jzzjuJjIyke/fuWK3W4PkSIkOYOXMmVVVVFBUVMXjwYGrrLsYIX6JW+VEJSYjRS3qsg30FYVS7dRe+Jinx+bxodXrF2CsoXCZckiEOe/XqJVetWomU0NDQgMFo5FhhFWlJEbhcLlRaPQdOlHJV81iqnfXsP1FKt4wkKhwu7LV1pKdEB8/ldHv4dPMRrrsqhehQM36/RKdV4/V6cbvd1HkFX32TR9/MVFR+D2azGbVaTXZ+OeEhxqAGvcPpxqzX4PF4cHsFuSV22qXGUFxZy6H8Mvp2SKWqqgqz2Uypw80XO3MuuFSAVu2laVQZFoMPvRq0Gi+55TbyK0K5kJGZTk/lqNTqgP/AFWzwlX34CpcTl6TBF0KUAXkWi0Wl0+lEZWWlD0Cj0WC1WlVVVVU/15JGAuUAer1emEwmcea5IiIi1DU1NX6Px3POi6LX64VerxfV1dVn1S+EIDo6Wl1dXe2vq6u7WBc12P7fKb/H9qdIKaN+60YoKFwILkmDf7EQQuyQUl7zW7fj56K0X0FB4ZdwKS7aKigoKChcBBSDr6CgoHCFcKUZ/Dd+6wb8QpT2Kygo/GyuqDl8BQUFhSuZK22Er6CgoHDFclkZfCHE1UKILUKIPUKIHY3hFr+fJ0kI8R8hxCEhxAEhxIPfS58shDjcmPbCr9f6YP2/uA+NeR4VQkghROSv0/Jgvb+o/UKIvwohsoUQe4UQSxpjLSgoKFwIAkEvLo8XsBoY0Hg8EFh3jjxxQIfGYytwBGjd+L438CWgb3wf/XvrQ+NnScAqIA+I/D21H+gHaBqPZwOzf+vnSnkpr8vldVmN8AnETglpPLYBRWdlkPKUlHJX43ENcAhIaEyeCDwvpaxvTC+96C0+m1/aB4AXCQSO/y0WaH5R+6WUq6WUp9XstgCJF73FCgpXCJfVoq0QohWBka0gMF3VVUqZ9yP5mwDrgQwpZbUQYg+wDMgC3ARCMm6/2O3+Xpt+aR9uBvpIKR8UQuQC10gpfzXv1l/a/u+lfQp8IKV896I1WEHhCuJSFE/7UYQQXwKx50iaDvQBpkgpPxZCDAP+DfT9gfNYgI+Bh84wNBogDOgMdAQ+FEKkygv8rXix+iCEMDWeo9+FbO856r2Y9+B02nTACyy8kG1XULiSudxG+A4gVEopRUDxyyGlDDlHPi3wGbBKSjnnjM9XEpjSWdf4/jjQWUpZ9qt0gF/WByFEW2AN4GrMlkhgSuVaKWXxpd7+M9JGARMI/FJxfb+sgoLCz+Nym8MvAno2Hl8PHP1+hkYj9G/g0PcNDbC0sRxCiJaAjl9f7Otn90FKuU9KGS2lbCKlbAIUEFgc/VWMfSO/6B4IIbKAacDNirFXULiwXG4j/O7AywSmZtzAfVLKnUKIeGCelHJgY54NwD7gtOrlk1LKFUIIHfAmcDXgITCHv/b31IfvnSuXX38O/5feg2OAHqho/HyLlHLCr9V+BYXLmcvK4CsoKCgo/DCX25SOgoKCgsIPoBh8BQUFhSsExeArKCgoXCEoBl9BQUHhCkEx+AqXLUKIN4UQpUKI/eeZf5gQ4mCjoNt7F7t9Cgq/NsouHYXLFiHEdUAt8I6UMuMn8rYAPgSul1JWCSGifyMtJQWFi4Yywle4bJFSrgcqz/xMCNFMCLFSCLFTCLFBCJHemDQOmCulrGosqxh7hcsOxeArXGm8AUyWUmYCjwL/bPy8JdBSCLGpUc8/6zdroYLCReJ3J56moPBzaRRr6wp8FFB3AAJevRD4X2gB9CKgQbRBCJEhpbT/2u1UULhYKAZf4UpCBdillFefI62AgIxDA3BCCHGYwBfAryqPraBwMVGmdBSuGBolmE8IIW6HgIibEOKqxuSlBCKe0RgWsiWQ85s0VEHhIqEYfIXLFiHE+8DXQJoQokAIMQa4GxgjhPgGOAAMbsy+CqgQQhwE/gM8JqWsONd5FRR+ryjbMhUUFBSuEJQRvoKCgsIVgmLwFRQUFK4QFIOvoKCgcIWgGHwFBQWFKwTF4CsoKChcISgGX0FBQeEKQTH4CgoKClcIisFXUFBQuEL4f0+Q8DxbX2Z0AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(6,3))\n", "\n", "gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# I'm going to try to break things by giving my gdf geometric data a different CRS\n", "# from the the defaults of contextily\n", "gdf = gdf.to_crs(epsg=4326) # lat/long" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/myNewEnv2/lib/python3.7/site-packages/contextily/tile.py:629: UserWarning: The inferred zoom level of 28 is not valid for the current tile provider (valid zooms: 0 - 18).\n", " warnings.warn(msg)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(6,3))\n", "\n", "gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()\n", "# here we are trying to overlap maps with different CRS so they are pointing to different\n", "# locations on the Earth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going back to the same CRS for both contextily and geopandas data:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "gdf = gdf.to_crs(epsg=3857) # 3857 is the \"Web Mercator\" projection" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(6,3))\n", "\n", "gdf.plot(ax=ax) # specifying that we want to plot on the ax object we just created\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf.plot() # this is good for \"quick\" plots" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(6,3))\n", "\n", "gdf.plot(ax=ax[0]) # specifying that we want to plot on the ax object we just created\n", "\n", "gdf.plot(ax=ax[1]) # specifying that we want to plot on the ax object we just created\n", "ctx.add_basemap(ax=ax[1]) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's play around with how our 2 maps are plotting together\n", "fig, ax = plt.subplots(1,1, figsize=(7,4))\n", "\n", "gdf.plot(ax=ax, alpha=0.5) # changing the transparency of our top plot to 50% transparent\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's play around with how our 2 maps are plotting together\n", "fig, ax = plt.subplots(1,1, figsize=(7,4))\n", "\n", "gdf.plot(ax=ax, alpha=0.25, edgecolor='black') # 25% transparent, black outline of boundaries\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# whole process\n", "gdf = geopandas.read_file(geopandas.datasets.get_path('nybb'))\n", "gdf = gdf.to_crs(epsg=3857) # 3857 is the \"Web Mercator\" projection\n", "\n", "# let's play around with how our 2 maps are plotting together\n", "fig, ax = plt.subplots(1,1, figsize=(7,4))\n", "\n", "gdf.plot(ax=ax, alpha=0.25, edgecolor='black') # 25% transparent, black outline of boundaries\n", "ctx.add_basemap(ax=ax) # plotting a base map on the bottom of our geometric data\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are using the GIS interface from Cambridge, MA to plot some maps and mappable data.\n", "\n", "We are using the \"Bridges\" basemap from: http://cambridgegis.github.io/gisdata.html" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# this is NOT the raw data so we get an error\n", "#bridges = geopandas.read_file('https://github.com/cambridgegis/cambridgegis_data/blob/master/Basemap/Bridges/BASEMAP_Bridges.geojson')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "bridges = geopandas.read_file('https://raw.githubusercontent.com/cambridgegis/cambridgegis_data/master/Basemap/Bridges/BASEMAP_Bridges.geojson')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# reading in locally\n", "bridges_local = geopandas.read_file('BASEMAP_Bridges.geojson')\n", "#bridges_local = geopandas.read_file('/Users/jillnaiman/Downloads/....')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " TYPE geometry\n", "0 RIVER BRIDGE POLYGON ((-71.11108 42.35218, -71.11078 42.352...\n", "1 RIVER BRIDGE POLYGON ((-71.11075 42.35259, -71.11069 42.353...\n", "2 RAILROAD BRIDGE POLYGON ((-71.10877 42.35368, -71.10877 42.353...\n", "3 ROAD BRIDGE POLYGON ((-71.10992 42.35374, -71.10991 42.353...\n", "4 RIVER BRIDGE POLYGON ((-71.09085 42.35333, -71.09098 42.353..." ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bridges.head()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "# first thing: change the CRS of our data to web mercator\n", "bridges = bridges.to_crs(epsg=3857)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# redo the basic plot with the new CRS\n", "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# using contextily to add a basemap underneath\n", "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax)\n", "ctx.add_basemap(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# change colors to hopefully get a better view\n", "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax, edgecolor='black')\n", "ctx.add_basemap(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take a little interlude for interactive widgets" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "import ipywidgets # adds interactivity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to start putting \"hats\" on our functions using \"decorators\" -- @\n", "\n", "We are going to first \"decorate\" a pretty pointless function that will just print stuff." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hi there!\n" ] } ], "source": [ "print('Hi there!') # the default \"print\" that comes with Python" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I am a phrase.\n" ] } ], "source": [ "phrase = 'I am a phrase.'\n", "\n", "print(phrase)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# make a very pointless function that essentially \"wraps\" around the default \"print\" function\n", "\n", "# defining phase of making a new function\n", "def my_print_function(sentence):\n", " print(sentence)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hi there\n" ] } ], "source": [ "# calling phase\n", "my_print_function('hi there')" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hello\n" ] } ], "source": [ "my_print_function('hello')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "89ffc700ace64bbd975bdeec28ab173b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Text(value='', description='sentence'), Output()), _dom_classes=('widget-interact',))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# redefine my function with an ipywidgets.interact decorator\n", "@ipywidgets.interact(sentence='') # this has to go RIGHT ON TOP of our function defintion\n", "def my_print_function(sentence):\n", " print(sentence)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this is a comment\n", "5+6" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "18ba1845ed4e4865b3dc88535e3f15df", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='sentence', options=('I am a sentence.', 'Such a cool sentence!', '…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sentence_list = ['I am a sentence.', 'Such a cool sentence!', 'Hello.']\n", "\n", "@ipywidgets.interact(sentence=sentence_list) # this has to go RIGHT ON TOP of our function defintion\n", "def my_print_function(sentence):\n", " print(sentence)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ipywidgets` are very specific to jupyter notebooks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Steps to making interactive functions -- progressively build up interactivity.\n", "\n", "1. Make a plot that we like and maybe want to change some aspects of interactivily\n", "2. (1.5) take out the aspects of interest and put them as variables\n", "3. Put that plot into a function with those aspects that we want to change as parameters of our function\n", " * make sure to call the function a few times to check its working as expected\n", "4. Make the function interactive using @ipywidgets.interact" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# as a test -- let's make a simple plot\n", "\n", "# 1. make the plot\n", "fig, ax = plt.subplots(1,1, figsize=(5,5))\n", "\n", "ax.plot([4, 5, 6], [8, 9.8, 11], color='red', marker='o')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# step 2 (1.5)\n", "selected_color = 'red'\n", "selected_marker = 'o'\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(5,5))\n", "\n", "ax.plot([4, 5, 6], [8, 9.8, 11], color=selected_color, marker=selected_marker)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "# step 3 -- make plot into a function that plots\n", "#selected_color = 'red'\n", "#selected_marker = 'o'\n", "\n", "# defining the function phase\n", "def make_plot(selected_color, selected_marker):\n", " fig, ax = plt.subplots(1,1, figsize=(5,5))\n", " ax.plot([4, 5, 6], [8, 9.8, 11], color=selected_color, marker=selected_marker)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# before making it interactive, let's try calling it a bit\n", "make_plot('magenta', '*')" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "make_plot('blue', 's')" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "#make_plot('weirdcolor','o') # this breaks things because we only have set colors & markers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to make our plot interactive, but we want only a select set of options for colors and for our markers -- this is us thinking a bit about our user and how our user might brake our visualization." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "colors_list = ['red', 'green', 'magenta', 'blue', 'black'] # colors for plot\n", "markers_list = ['o', '.', 's', '*'] # markers list" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2a774938514241ee88e9e1bba2579aa6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='selected_color', options=('red', 'green', 'magenta', 'blue', 'blac…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# match up: function parameter = our options from our list\n", "@ipywidgets.interact(selected_color=colors_list, selected_marker=markers_list)\n", "def make_plot(selected_color, selected_marker):\n", " fig, ax = plt.subplots(1,1, figsize=(3,3))\n", " ax.plot([4, 5, 6], [8, 9.8, 11], color=selected_color, marker=selected_marker)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "# this won't work because fig is itself not interactive\n", "\n", "#fig, ax = plt.subplots(1,1, figsize=(3,3))\n", "\n", "#@ipywidgets.interact(selected_color=colors_list, selected_marker=markers_list)\n", "#def make_plot(selected_color, selected_marker):\n", "# ax.plot([4, 5, 6], [8, 9.8, 11], color=selected_color, marker=selected_marker)\n", "# plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## By their powers combined! Interactive maps!!" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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kzFtvv4Wu6UxnU+r1Oo1Gg+VqieetEYjPRTZ3aap6vY5uGMxnsy2ZoOy6VKtVsqwgGVSr1W3tYocd4BUzBo7j8NWvfpUPP/yQ3/3a73Lbv+Xdd9+lXq9Tr9cBPpcDvWNlABiGiW3bTCYTNF0jR5LlGbV6Dd/3WK1WeL5HpVqm2iwzn81Zr1bcv39/k77RqVZrDAYDHMemXK4wHA6wLIt2u0OapTz75BnXN7d0Oy2ePHmN8/OXeJviZ61aY7FYcHh4yPX1NYZpFJHM5ritZovJZEKtWiPPM+I4pt6oMx6NOT4+4eknT5lOpiiKoFwuA4L9vT1UrWCKXF1ekmYZL16cUq/VWK1W7B8cUG40NjWTgNlshq4b3Lt3j48++og0SXn+/DmtVpMkjknSBNu2CcPCkERRhKaqpFmKUBR6vR6TyYTpaEGeZ5iGjVvSWQcLwiBGpgqO5eDWyyhC4cWLUx4+fMDFxQXDwZB79+8xGo6wLIuzszNM08R2bGz7U7ZVJlJUQ+F2cMvhwVFhLPKcly/PSdOUw8MjhBAcHBxQq9W4vLjk0buHqIogy//4/PcqTHnvYsHt3OCk7RDHKbeLiCiVpLlkFaQMlvEPfG64iFj6CSeVnJqjsb+/j+2UMHQdVVVZe2s83ytIA59hECELVpWu62RRtmVgTZYBz8cpYfrpMfbrNsetEoauoigCBcFsPuPq8pJGo0GWZlSrVcqVoiZxxxhTFKVgQgFJmpGkGUKAoRV1gOVySZ7nNBoNTKuoPQR+wHe/+x1a7TaNRgNd178votnhLzJeKWOQpinr9ZqjoyNM0+Ts7Iznz59zfHzM22+/TafTKaii8s7rEp8zCL1elzRPCeOIJEtYBQuEFERxhKIq1FtVcjLiLMKtlEiTnGfPntPr9XDdEv1+n2q1iuM43Nzc4LpFeuDy6hJF1/jlX/5l9g+P+C/+8/+Mi4tLHMfBcZxNwbnMarViOp0iZU6lXCFNU2azKe1Oh8lkgu3YWJbJ1dUVzU3U0Ww28DyPKIzwPI92u4XrlhkOBzSbLabTCZVKlXa7jWVZWJZFFEWUy2UuLi64ePmSk3v3mM9mmJaF5/vc3vZZLpekaULvsINpG4xnIy4uLiiXK0gpuX//Hp7nkWYps+msiIKmUxRFJfAC9vf3yLKM1WKFECbtarG4BEHAcrHCMAxc18X3A548eZ1nz57Rv+kDRQ69UilTrVbJ85yry2uSPEY1VRQNVEMQ+j7T2ZRmo0mz1aTRbHBzfcM3v/lN4jjGMAyckk0Q+Fw//x7t+1/kdv6D0cH22ckl/XnEaBUX9Nn8h276OSSZxIszlpMiChmvUxplDVuFUskljhMWiyWOUyoWc0XBsi0qlQqapuH3vWJx9nyu5p83BCVT5bjtYOgKiihopZ635vLygsPDw6IwXSmDZFub+CyV+G4hzxQJFIwoz/NYLOaYplXUsTyveL4VhRcvXmAYJg8fPkTTNdgFBTt8Bq+UMbBtG1VVMU2Tn/+FXyDLcubzGc+fP+NrX/satVqNd959h0azha4baKqC+pmcaC4lfrRmEcyI0whV0dDQKTccTMtkFc1RhMC1qmSxJM9yNE0jSRP6/Vvq9Rq5lJydnxFFEXGagKKgWgbIjP/gV3+V1157RLVS5ezsjGqtSqVc5uTkHuPxmIODA25ubtg/2CfPc2azGb3eHvP5DNMwsS2bfr9Pu92hf9unUqmQphm3t7e89dabvHhxilCUYnvLZD6fUS5XWC6XRSprNKLVbLFYzIti+miEAALf31IN260WVGsEYUC33USYKXmeoCkGx41jvLXPeDLm9PQMp+Rg6AUlcblcUiqVEBR89ZcXFxzs79NsNIu/L1YYhl4sVqpKqVQiCHzG4zG9Xo9790741re+zb179zg4OCBJYq6vrzd57hzbdCiXXRbLBUkYo+kK4/EYy7Rx3eK4JycnRHHE82fP8TyP3nGbLzd+mv/j979Oq3dI2W6wCpI/8RlKsz8deybLJaG0aFRqrGSZ4Y2HpgaUTBUJ2LpCHEOsrujWbBxLx3VdBEUfQJKmRHHEzTRk8X22ar9uU3WM7TMaBAEfffgRJbdEvVFH5jmKom63v3NqoihiMV9QqVYolVyQOaoCs+mEOI5ot9vYtk0cxQwGA0puiefPnjMajXjy5AnqZ/a5ww53eKWMga7r3Lt3r8jJKip5Lmh1uhwc7LNcLjg/P+Pl+TnnZ+e0Ox329vaoViqfNhnJnCSLCWOfKA1RFRVTs1AUlTgMEYBplFkvfLIkY39vn+VyydXVJd1ul9F4QoJEdWycsoNAkmUpwXrBdDDhZ3/2Z6iUKzx+/IjLyxJpltLv3xLHCY7jkGUZnV4boRT1iF6vt/G+M5rNGjfX1yhK0bR1dHhEv9+n3+/z8OFD8lxi2zaXF5eUKg6Oa7NcrUjTjGazwWKxwHVd1us1tu0Qbxrg6rU6s9mM/f19JtMpYRQxnU7pHXeIWJNmOVki0TKFcrlMHMW8+847nJ2f43ses9mcBw/uM5vPMUyTMArZ2+txeztgMpli2/am+S6jVCoKvpPJGMsy6XQ6fPLJM16+fLnJZdfo9/vouk6lUkFKWCwXtJot6o06SMlivsAxXUASpx7DwYA4quGWXUzD4P69+3hrj36/TxiE9A47vPX2m7z3rW/wpb/8V4kShTj9Ed3+HxGGkhJnknGYE2eSOMvw76q/GwzXa/qLmLcOK1Scgr6b5zlZmrEKc0aBguTT89JVQa9uYegqAkEUxZyentLb6xEGIcPBgHan8wPnksuc1XJFlmfkuSSKE8IwZDi4RcqcklMi8ANMw2Q0GhVOx3RGLnO63S6KonBzc41bLtNsNP9Mr9MOrzZeOSqBaZrkEoIoIYhi4qTwvlQNDg7qvPbkkJN7B3jemu98+9t8+zvfZjAckCQJuQQh7uiEkixPCZMAP1oTxgEyFyynHpqibTz2OUmSUKvVGS2W5IYKpCxHAwbnL7l+fsb0eshyvMCybN7+wtuUK2U0TcMwDZ689oTHjx8xn8+5uLgAIRGKZDKe0Ol0SNOUm5sbdE3ntn9LkqbUajWEKIyF7/scHR6haRqL5aIwhFKS5jFSS7AcE93Qt929mqaSZRmlUon+TRFZ3N72N5zyollpMh7z4MF9quUqSmwgfZ10LZApTMaTjUcf0mq1uH//AbZtM5/PGY/GXF1eoWkao9GYSrWCqip0u106nTaqquF5Ho1Gg2q1huf5hQExDOI4xrZtdN2g1+syGo149uxZUZxvt5EURmA8nnBwcAgSlosl9+7dw7ZtZrMZg8GA29tbhsMhR0dHvPnmm4xvZ8yGCx6/8ZB6vcbT7/wh+1W96Cf4M4KqCHQZk6smcfLDjYwEJquY775csPCSgiUmQCiC8Tol/L7PCkDbkByyLOPs/JRKuUyn3eHw6BAQ28X805K0ZLVakcucdquNYVoEYUj/5oYsS7Etu6BUex6j0QjDNHj48CFJknD/3n0Mw6DX66HrBmmSMl/Md30GO2zxyhkDRVGI4gQ/SvDjlDBOiw7TLEXmGYqQ1Bs13nzzTd559x0cx+Hpx0/5oz/6Iy5eXpDFEkOzUISKRJLJlCzPiNOYdeCjmjqmU6RrVFUhlzmRlFi2yfj6htuLG2QG9VqdXq+HbVkcHhWFznKpvDE0RWdTwWaCL33pS9y/f4/TF2dcvryh2+2gqgVzyXVdRqMRnrdmr9djvV4Dkvl8vqFX1phOpvS6PdI0pVIpE65j0ihH5lCr1QqmUbXKbDantWEA2bbN1eUVlmVTr9d5//33ubm54cmT1ym7FWI/xdZcWtUOtu7Q7XWZzeasVgUFt1qpMhgM2Nvfo9ls8sabbwCS58+ekaYp1Wp1U5j2kJJNbcRjPBlvWSq1ag1FVTZ1koJ1E0Uxjx8/BsDzfHq9PWrV4limaZCkCUJAvdFgOBoShAGqqtJsNFE1jfl8ThRFCKVgds3GSy7Pr/npn/5p1qsVg9P36NbMH/4AfR9UReCaKg1H0CnrmPrnfxKWriCyiFga21rUn4SFn/C9iwXjZVREBjnMvB9MXYlNfUHmkvPzc/K88NyhkKpot9tF0+NwSJoWhsX3A8IgxDAMdMMgTVOm4zGmqVMquUVB3rapVCokSUK73Wa1WtHuFD01YRhyfX2N53uU3BKO7fzI12mH///jlUoTARv2REKWZKTbKqDEUDU03dkwLgTz1Ry3VOLxo0ecnJwwnUy5vrnm8vKCctXFrdtohk6aJ+RI0lTiJwlRuiSMYyq2ix8ESFVBKLAYjbFNi8ePHlEulxkNR9RqNZarFa1mi8Fw8GlHExT2YNNkZBgG5XKFw8NDBoMB8/kCmUssyyIMQ2zbolqtcXl1Rbfb5fr6Gtu22d/f4/LyimaziWEYjEYjDg8Pubq6ZnQ95fXXnzCdTqnXG8znM2q1KsvlguVyuZHsKHF9fU0cx9RqdRzHZjIZUyq5BH7A/sFBkY5od8jSjIODfbI8JwxDrq4uWa3WPGw/ZD6fUa83Nk19LrValY8+/BBN00HAYrlEVVTSNKVmWSRpyng0Ik1TGvUGvuezWC42XbpFquPk3gnPPnnG2dkZqqby4MEDLi8vNqnA+3iex9XVVSH9UK0SRYUu0YOHD1jMF5yfn3Pv/j2SOCm2vbzi/v37fPjhh7zjluk07jP8/iT9Z6AqgrIpKCsBMvbIoxihCB53DhmHOqNlTJbn2BoIKQnSHz3aWPgJ710seOe4TC6LIvT3V2tLpoalq1xdXTEajej1uviBj+M4RUe6gHq9xlJZMRwOKVfK+H4AgGUW+k7LxQLXLTrF7+RIJJL1ao1pmgR+QP+2j6qovIxfYjs2iiKo1ZuEQchqudpFBjts8UpFBsWDK7YLrpSQpjlxmpOhoekuhumSJvmGAw4IgWmaHBwe8OUvfZm33nqL9dLj5SfXDM/m5J6KoVhoqkWWCfwoJZIZcZ5iOiaoKuP+LZquYpgGQRAyGo5YLBbM5wvCICQIfOIoJonjTadp/hmyeYE0Tdnf3+P4+JiPP/oYbyNtEIYhnU6Xtbfm6PCI236fKIw4Pj5mOBwV/PQgYLEoZCKEUFBUBUM3GI8n24VBKAqaruP5Pnt7PW5ubri+vkFRFKrVGqZlUqvVabXa28a8xXxBkhR00qIZrkocRTx48IAkSel02njemkqlymKxoNvtoWkaiqLS6XZptpqkm/2USiVs2yFJUmrVGvV6YyO8lxYNcVlGkhT3ZLlY4JZcTk5OGI1GRFGE4zg8evwYxykxGg1ZrVY8fvyIIAjIspQwLLbRN30ar732Gr5XSIw8ePCAR48fYRgGlUqF7/zf30Asr+jVbDTl00VYVaBe0rnfKXGvmlOKBxgyoOxYNFsNjo4OmQ0u6VkR7xxXaJVNTALSHMI/ZR0iTHLiJPuh0YQgZzweMRgMNt3WKuvVmtVqVdBUN1FluVzGLbvMZjOQErfsbmtD6qbTeLlcsl6vi9+HZCvkeHZ2WtBgNZX5bE4URgRBSJZltFotDg4Odk1nO2zxSj0JuQS5yffrqoKqgKqmKCItFn7FQFU0TFOhVi9TKjnkeYSgkElQFAW3bNM7aLJ3vwWq5OblgKtPBlw9vaLhVGmWa7hWGcO0CHPB6KaPpikcPdjn/oP71Ko1wihCVTVWqyVB4HN1dY3v+9ze3hLHMVdXV6zXK9bemlq9ilBE8U8Uqp+vv/6E0XjE+fk53W7RzVytVJGy0Ls5ONjn7OyMxWKB4xRsmrtu5NFoSK/bo9lsMh4Vuj+z+Yxmo8FsOqXdaqFpOqv1iizL6O3tcXx8RHmTjprNprTbHfb297bnO51OcEsuYRhgWTZJmhDHMdVqdaPEqnBn3QxDx/M8XNfFtizeeecdLMvk5ctzrq6uCKMQ3dBpNOpb7aWTkxPWa29LtZ3N56xWK8Iw5N1330XXdE5PT9FUjb29PcIownVdwjAiiiIGgyFRHNFsNLi9LXo7Sm4Jyy46yP3Ap1at8fbbb/P48WMcx+Gb3/gnOPGQL9yr03AN9uo2P/2gwbtHJXT/FsIF1bLL48ePsR0bXSuE7TqdDuvVAn96w5OOjhovkYhtx/KfFoUMxg9GFVGccn1zw2uvvUa1Wt0GDoEfEIYheZG+JW8AACAASURBVF7oH6VpWggE6gaaplF2y6zXa7I0wTANPM/bLP4SiSyMf62KEMpGDqPoSzEMg1qthuM4eGuPMAx3DWc7fA6vVJpIynyTismRaYSpw3L5lNzQSY0qmW6wyiNmiyGO7YKyx9nVRzSqLWyzjFBU/GCGaoQoaLhdi3LLYTqY8df/1b/O62+/w3/yH/+HtDotYqkwG48YD4Yc3ttHVTU0VUN3DPZ6vUINMyokhuM4JstSavVaYV6FpJZXkGqKomiEiY/tWghFIslpNlusPY+b6xvyPMN2HCbTCavlivsP7mPoBn4QoKlqsbCv1ti2zXLDZ79bJBRFcHp6WnT3DgbbxroPP/yIk+MTXNdlsZjT799SLrtbpspoNCq6UssutXqds9OzjYpqzPHxyTY9s1qtqVSrLBaFIZrPZ7Q7Hfo3/SJvD3ieh+04aJqGaqp44YoPPviA6iZvHScxURQSxzGr9YpatUYQBFxeXhYLsW1z//59Li8vOD095eGjh5wcn3B6eoppmdy7d4/T01MQMB5PmM/nPHr8qKDRtlrF8UsW62DJYrbijTfeQErJBx98wP/5j/93fu7nfo5/5skD8jxjeHvL+WSCaZrs7e9hGibDwWCr8jqdTTk8PETKnDCM+PD992i1WyRpQsWUTP0fCPj+6fgh660uMmyraLozLRNFVfA9H8M0sExrk3GUzOYzsjRDN/RCmiSJ8X0f0zRZrVYIRUHXdcqVMlJK4jgiDEM++ugjWq0m3V6PyXjC4eEBlUoVTdO2fRo77PBZvFLGIJcZ63CKYgvmiyGaGjNfjVFVQZ7fkOeFZ2QaOuPZmDSN8fw1URwgKJqd0ixD03TKjS5CSNBy2sc1/sov/FV+/3e+htA0zk/PSOPCOzZNkzTOkIkgNySqIjFME0FhDOI4Jk5ihIDFeo5h6oXmvKZuz/luBUnznHLNxfNX1OpVFEXw/vsf8Pbbb7GYL+jtd7EcEyQcHR8SxxFCUZhOPBI/IQgKPSVB0XjU6+0xHA64d+8+y+Vi60UXmkIu5XKZTqdLkiTM53Nu+33KlQp7e3ucnp7SbBZpnoODQnrZ872Nvv2cbrfDdDqjXC5vmp2KIFIRAk1T8dYerVaT4XCIW3YZDgdU9xwyEhSpE3geq7mH/2GAYRSyGov5gigMKZVcHMfm/PycZrNJtVrl8PCI8w0tuFYvPNher8dsPqPb62IYBu997z16vR7z2YySUyJN0iL6IyOMAjxvjWM7vPvuu2RZxocffsjXvvY1vvrVr25nIlSrFfb3DxgOByhCUKsVXeXdTod8mHN2esbx8RGGYRbFa0VBNRUMJWUdG0Q/Yrool5LpOsZSVDRFIeLzn7MNddsUiQS35BZ9HEIgN1FIEPjkG/kITdVQFYXFYkGtVmcynSClRBGCcqWCphbps8ViwWq1pNlqYloWk/GENE0plyskabItMgO7esEOn8MrZQzSLGOyHpNkklSTmGpOtbGHQoqqKtvBJUIIypUMRTep1ZsYuk6WZ9uHX1EUMiFQFDbDXHL+1t/+N/j5X/h5bpYrHt1vs5rELEbjYvCKoRBGPpZho24G4whFoVarEcURaZCAkPhBgqbq+EaEQGCahfel6zqKoqBqKlmWs1759Pa6ZGnh4X/rW9/mwcMHhWb/Rm8mSkOECnES0WjVEEIhjmMm42kR/kvo9rqkWcrTp0+LrlJN44MP3md/fx8hBE+fPqXeqNNqtmg2m2RZxmw+43x8XvDV1ys8z+P46IjZfM7Dhw85Oy1kIs7PX9JsNpnNZ59hLNWYzeY0Gk2urq4IwpBypcJ0Min0haIE9IxExmglnYZZIw9hMV8ShgGe5/Hw4QP29/eLeQl7e4Wqav8GRVFpt9tcXV9xeXHJ22+/TRxHRGHE3t4eV1dXdHtdNE1jMCiE/9brNaVSCUUTTEdz6rUGQRDgui7dXpcsy3hx+oLf+73f4/Hjx3z5y18mz3MGwwGVmst0PKVWa1Cv1bm+uUFuejmiTcSna4U8dC5zap0qRpATpX/SE/oppISXY5+Tqtw8m/n2fQChqORpIWKXyxzy4pmKwqJb+K4QDHeaQ4LZhmGm6zqaqpGlGa7rYpnmVoRPKII0zSiVTBbzBb7v0263GY/HGxkTtimlu//fYQd4xYxBkgkmKx3L8EgzCGOwNIEpYoRqI4VaROUSUDSSPEPVDYSQKKpOLiGTEKRKUX+QCmkmyTJBLjV+9d/6W/zS3/wlGv/aL+ErNZy9Ouaij+8HOK5DlqYI20KVhRZyJlOq9TJ2xSTNYsJVjG0V2jWTyYRKucr1zTXNRoP5bIGqKkgJ6/WK86BInbiui1AEy8US5fgYXdOQwGw2JwwDlsvlVs//ThY5z4ti7DpY0WwXMtaj8QgkG8+vkKTo7fVYLhZ88MEH7O3tbRcOT1EQmk6r2aLslhmNRmR5ju/7pGm6FYELgoDlaomhG9t8dJZnZFlBLY3CkGazxWI+p9NtM5/OEYbAdC0UIUijjIP9IyyzkGf4+OOnXF/fFKqzWUq73dpORkvTlOvra1RFJQgD+v0bpJRbeuRyWfQd9Pt9NE1lOp1g2w6u6zKfLaiUq/R6PYbDIVdXV+wf7LO3t0e70+Ybf/gNPvjgAwC+8pWvFHMnxlPqjRrL+XIrOgdweHjIZDIpdJk0DaEImo0GURzTUn0sy8TLdYL4bjn94Xl3KSWjZUwgimfvs/LZQihbB+WurlB0ci9RVIVKpYJpmtsejSzLqFaq2JZNGBbPjqqqRfSQ5zSbTUzT4Ox0RKlUYr32qFYrfOGdL3B9fc3t7S2dTqeoE2wmrd1JXu+wA7xixkAgiRIVKU02AsHkeczSm6GuF9iWSZYV3lbBelHwgwDbMjdcbYFQdHJjjywvQvkskwiRY+kx/+3/+F9Td5vEaORZRpRlnD5/zv/0W/+Q/+rv/R0s297KA6RZwjpcsI5WpFmCoZkIRd0OcNE0fVNktalWi8lTtl3k1ucLiyxNkcBqucSybW77t5ydnm05+IpQGI8mHBwcFEXCJEdXdSzTYnA7IEkTwjBCUzVa7TbL5aKIFrpdLMtiuVqhRxHpRujM9/3NzIcGIMiydCt5sb+/TxCEnL54wdHREev1mna7tSkU73N726dUcrkd3G6ktRdUKhU8z2cwGBTptzjn5OQey8WS2XQGiqTVaBN4PrmUuK7Lw4cPub65LmSzlytevChSVev1il5vjyQtpMI73Q7vv/c+h0eHKKrK5eXl1rtVVRXDNDk+PsZbe4WgX63OcrkkDENWqxV7e3vbsY4PHjzA9zy++c1vbQ3Cl7/yZaqVGuuFR61aLTp/ez0cp8R4MsayLDzfI4ljptMZhwcHVGtVXDcoaL8KiFaFmSdYh5DLH76gppkkVz+VtL57FZseg7sIJMsz1quCEZSlGcvFklqtiqJUWK1X2+L73dQ4KCKOKIoxLcHaW3NzfYNtO1iWTbPZIgxD0iTl/v37KIrChx9+yOPHjymVSp85kx12KPBqGQORY+lLcqkgpUYuNXIU6vVCddMyDcKoeFVUjSSJMa1iVrGipmiqhqJqZGpIludkGSRKESXomuB733yP+0cPOD5R6KgGpqbwvcWE5XKF45QwjULaGiDPM/zYYxXMN7lbBUUKJtMJpvFp01MUR1xeXhKGIYeHduGJbRrSFKHg+wHHxydYpsnTp59gWRamZZKlKa+99hr92z4H+weMx2Oq1Rr9/g2uW0ZRBLnMWS5XhXzBsCgKHx0dF/LazdZGyvp8k7PXqdVqjEYj1us1lUqZ46MjLi8uWC1X2LaFYZiUNtPaSqXSxoDZ1Op1bNvm5vqGOIqwbYf1eo1l21zfXPP6k9cZj8fkueTo6AjLtjk/O8PcM1mvPWzL4ubmhlq9jqHrOCWHvb09Pnn2Cc9fPCfwfVarNe1OG1UthrKc3DthMpkUch1pSpql+L5PFEdbT75WrxEGBSumVq8xHA6LCWC+h+UU0YlpmLzz7rtIKT9nEL7yM18hS1POzs85Oj4uCtFIqpUKl1dX6JqG6xZ5fMMwt30hjx8/5va2z2Q+4qhdZh0rLDyNKNWI02L2gZSf6gjJ7X8+j1QK2o0GZ6dnHB0fbRlS69V6O1s5yzLCqDD45fKnqqXF/GijmG+saZQch8lkUjC5NG07HS1JilkafhBsJu3pvHjxglqtxv7+fiFWt8MOG6i/9mu/9uM+hx8Z/+Xf/Tu/9tf+pb+GpoKh5Zh6hqZJcmEiNAepmGimg9AscqEjVAvTLqHoNrpZvErFBBQURcVQTXTNwDZMynaZ/+hv/6eUnBJfeOMt2q0mpmny5PXXOD48IAxDmu0my+UC3dDIZIofrQiTACklpm6iCZNauU6j2SAMQiqVCr7ns7e3h67rxHFcKHuGAap690OUKJtO516vtzUI+wcHLOZzsjTbqpBeX18XnnOnw2q9Zj4vGrlKG1pommYkSYzMJa1WizAMQBRT1aTIWS6XuCWXPM+J45jZbI6qqhwdHXJxccne3h5xFFNySqxWK8qVCovFgnqthu8HdDptwjAky4oh7r5fjF00dAPHcVgsFti2w3A4xLIsgiDAMExUVSEIApI0ZTKZslqvKLkldK0YQNRqNRmNipm8URgVndfVGqqmctu/5dHjRwV7SQgqlQpHR0dMp1OSOMEpOUUvg2VTr9eoVMpEUcR67VF2iyEuqqpiWiZpmhaF9M2kr5JbwnXdLe9+OpkWMyEUhSQt6MpZlhJFMVEUEfjBZtF2GfYHRGFEpaZRLeXUHUnVkqhKTpKp5FKgkKOSkYkfZO4kWc5+u0aYSibD/lYW3TCMbbf23XjNRqOx7Qe4G2maZdmWxbZcLvA8j3qtjlsuk+cZi2WhVVWtVrm8vCSOY9544w2azSbL5ZLr62s0VeO3fuu3+JVf+ZXdIOQdXrHIQAqcXAcFVEPZeLwqd966IkBRBEJA0fdV5LkVRUFVCkGwJCnytI5loyga/jogiVNKmstv/uZvkmcp11fXW7lgmUn+7X/n3+WNt7/Af/8P/j7rKCNcZFgGpPmn1cTN0EF83wfA933mi3nxOi/y/7NZUQAMAp9arY7neUymE2zXotPuksYp9Xqdfr9Pnue0Wq0NlfOGq6tLbLuYs3x+fl5MWXvzTaIo4pNnz9jf32exWPLgwQPm8xkff/wxiiI4Pj5mtVqS5RmVmkscpdQbNZrNJqcvzvC8Nc9fvNgIzTlMptOtPv9dQV7TtG0PRLlcUEZN0+STZ5/whbe/wHw+p9VqoiwF/ds+vu8X3dnLBUEQ4PuF5HXg+0XdwrI4Pzvn+OSYXOYYhsFrrz0mTTOePfuEyWTC8fExrVZrO7y91+1ydnaOvRlc1O12efH8OUEQ0Gg2SJKYNFfQNZ1Wq814MmY4HNLtdlivPXzP42d/9mdxSg7vfe89Pv74Y3q9Hg8e3Gc+XzCbzmh32gwHQ1RVKWo3UgIqo/GITruz0RFKMQxzWzj3RjEISKJi0E25ZFNrOviZRpYKlkuI7x6QzyBKcj64XPJ4r4FZ0pnP5thOaWvIfd8njmNardYP5PXvZn47js31zQ0vX76kWquheArdUod6vRiAc3Nzg2EYLBYLens9kiTGsmzu3bvHer3m4vKCKIrYYQd4xYyBaZic7J+QxDF+4BOHMagCp1QqulP1QqRsvfbwAg8BlFwX27bQNJ0kTph5cwTglMtFzlbJkAJ0VUcxFWSuk6YpURRhWRaapvG13/3fmM1m+PGasQfZMqNeTlCVqOh94NOJaneDxpMk2WjQ5wwGg4LTX6vhuqVikHypUDUtuSXsssliOSf0Yp48ea2QmxiNOD4+ZrlYkueSR48eM56M+e53v0uv19sWOvv9PpVyuVgMFJX5fMbR0TGmZXF2esrLiwt0TUfKHMM0Co/c0IjikGq9wvHJER99+BFZlvP06VNKJZd00328XC6p1+vMZnPK5QqLxXxLUZzNZjTqdUBSr9eLCKLe4KZ/g2maRFG4pTDqRjEqMggC7j94QBiEjMdj5rM57XaL+XzB/v4+w+GQd955l9FoyNnZGcPhkMPDQ25vbzk/Py+ap0yTm5uis7rZaiGl5OLlBZ1uZ9NkmIMKrWaL8XhMv39LmqWYpsl4PMY0TL74xZ/i4uKSr3/96+i6ztHREbPZjPlsTr1R5/b2FqTczI0ujHbxnSKSJMW0LFqtFlEUUS1XMQyD4WhInudYus16vqRSt9EsHVdVuPbAjzYui/iUUZRkOboqsQwHqags1z6WYRCGIet1IXPy2Q7hgvmWMZ6MadQb6LqxjaRKrrupJyyBQka83qjzve9+j2azuZEL2SitiqKz+fUnr+86kHfY4pUyBlmWkSYp5XKZZrO1GSUYFLLJoymaplEpl9FUHVM3i9ytVLi6uEbTNNI0Jc8LraDxeIIilGKGrlJ49LPZdMPIMYqc+MYLLbnFgJpc5kgJ07XBKlBp10IsHbRNQ5qSFyyQRqNBHMc0m8X4SkVVNnUESaVSIQgCpMxZr4vRheu5j8zg8PAIXdNpt9sMhwO+853vcHh4yMHBAcvlspiDXK1i2zYXlxcEfsD9+/cwDIPb2wFCCG5vBzSaTTxvzYPX7pPGGafPz6jVqqRJShRExGGMXjdoNOp4ax/d0Hny6MFGWmLJdDotGpo+k5LIsgzLsvE8D8PQuZ7NeP3117d9CPN5kXKyLZs4LgrXqqqiKAr3Dw5ZLpf4poljOywXC7rdbiG7XXaLYrTvIQSU3BLzucEXv/hFXr58yfvvv79RPNU4ODjEKTkg4fr6uog2gpCj4yO89ZrJZEqr2SL7f9h7sxjL8jy/6/M/+7n7vsS9sWTkUpW1dQ/umZ5xD9N4kNDMk5/AgGX5wZZlbGBAPNjmgXn100i8IMsChJFAAgkPIAyWDZ4ee8R46W53ZWVm5RK5xX739ewbD/8Tt6p6etw9knkoOX5SqjJu3rh148Y5/9////tuaoKiqFQqFT799FO5kOc+//fv30fTNBqNJj/84Q/5B//gH/Crv/qreUOYc319TRSGOI7LcDigWq2iaVdkmeT7R5EMxynYBVRV3dmFhEGA63pkqUzQYyFQ1BC7bFArpriBQqcq9SlumFA0BGVbZ7EN0coGqmGz2WzYbjYUTJ1Wq5WfeoGcCCoEu8/48lKyra6vr2m3W9iWndt8m5yenkqDw/l8h3sUCgUJqpMhMrE7Nd8mnd3WTX2ttgWapqFqKrPZnPPzc+bzubQQaHfkTjuKub4eMZ1MEXkWbLlSxi4USJKUJE2l62kQsM1zeH3fJwxCfM8jzZlIpVIJx9ni+z5RHLLdOPienwO/ki0UxipxrKIqGkWzTNmqomsGX+WMZLs5d5j7FnmeTxTFVCpV+r0+ruuhqyblUhlNVZkv5EL8ySffIE1Tts6W6+trzs/PuXv3Lvv7Q169eoXv+bz33gOSJGG1WhGGIY6zRdc1nj9/TrVaRRUaztbh8PCQSrW6E6Q5rsPV5RXz6ZKL8wtJV00STMuk22/z3vv3KVdKWLbJu9NTptMpZ2dnuZ0yzBcLBoM9NpsNl5dXRLn4Kwik9XUYRmy3W1zXwzBNLMtkNpP21KvVinJZpoCFUSjHI7bNarmi0+myXkuq540A62bxXi5XxElMlmW4nsv9B/dZLBb4voeh63S6HUzT5NWrE1arFWmScHl5kWMi+zx8/30UoaDpGn7go2kqv/ALP0+lUuF73/sel5cX1Go1yqUypXKZTke6hqqqlqt2JfU0iqQ9hKpK5th0OmWz2WBZNpZlUa1W6Xa71GsynyFNE0p2hG0IujWbDw9qPOhaxEnKm4nH6dRjutrgBpE8jSjQaDRyhbDINQFfXFZCQKVSoVQqcXV1xYcff0Cn25G52oqKbVvcOb7DaDxivVlTq9V2nk1fRGXmTLzsX27uw219vetrdTIAaR1dr9WJ4gjP9bi8vCSKpO2xpumkWboTWI1GI5mvi8AwDAwkONhqyVCP2Vw2Fdu2MQwD0zR3QKymaaw369z6V4bQ33CzQTYFTRUoQkVTdAzNJk4S4jDZCYBufPXSRAK2imLlRnbZbpdXKVcYDoYkScLFhdztDQYD4jjGMAxO351SrVb55je/ied5vH79moODfeI4IQikTuHzZ8+olMu02i0uLi7YrDcoQqpVPdeTJyXTzF0+Q8bjCUdHRyRJQhTF1OsNzk8vdpnEhqVTaUharCo0fC9gsVhyeXlJHMdkWcrB/oG0yFivub6+xnVdDg8PsSyLer2Grmu4rovvSdtkVVWxLIvVekW9VkdVVVqtFpu1jAKt1qQ/z2a9YTAYsFguEELQ63Vpd9qcn5/z5PETyuUSd+4ck6UpxWKRSqXK9fU15UoFXdMxTYvlcikzrLdbHjx4wHQ6pdFs0Gq1ODs9Q9M1hsMhURjxySef8Omnn/I7v/M9vvvd7xLHkoHTaDSo5tkSui5Hh7qu75xopbCxvAv3kaZ8smHEUSxTzsIIS+gYWsSwaWOo4IcR54uIyVaObEqmQprELGcTyrZJb6+PZUk2mh8lCMDQlJ2cIcukkn48HrN/OEAxM+IoptasMF/MiSL5HsIgpN1qo2ka1apsvl/GHqS99m0zuK0v6mvVDG4WUgQ7up3nSWXrzc47CIKd5L5cLks/+ERyuW/CxIUiAcJWbg2dJintTlty+6dTHNehVC6haRqdTocg8nn29BmJD7bQKOkZKQq6aqIqEVESEseh1CwoXwX7bqwjpMd8SLlcZrVa7eiHQsgYydFohKqpaKocDcznc3r9Hvv7Q56/eMHbt28JgoBSqUi5UsHQjd2oYDgY4jhbJuMxR4dHjEYjPn30iFq1yr379xGwo57u7e3Rbnc4Oz9jPptzdHQIwP7+AdPpBEWoXJ1fYxdtsgpUKlXsoo1dtOn2O7z4/AW1ep3xZETBLlCr1bELNtfX16xWS+xCfzcmA0G9UefVq1e89+A9lssFlZyhVCqViOMYTdeYz+d0uh1Wy9VulHF1eUW322U6m1GwC+z19wh8n9VqzcnJCdVqlaOjI0zTxDANZlOpgm53OjlN9/lO9d3pdpiMx7Tabfr9HtPpDN/zWSwWdDod/ti3/hj/9J/8U37v936Pjz76SOI+moamqiwWC8JQun22O20EktKLgIJdYOpMd15RUSQzuoslOZaRNiUKZCl+5PNmnFIvmsTpTUY31G3BdrWkYGr0+13svBG4YcynbxYEccKddpH9dgnSTGJXrstsNqPTbZNlEX7qYhZNikaV+XjJZDLmvffek9eYIjAta3c9ZmS53YWQpIpb0dlt5fW1GhPdJHplaUYUybi/UqlEvVGnWq1iWiaqquaLvhwr1et1SsUSYRSSpnLHD4IojlFUlVqtRrVa+UJHmqszb9hHAJrQCIOI2E0xwpimsqSeTUkWW7bjgPXYZTqe8/btO7I0xfNdNFXDcR3JwoljFssFcZLsUtbSNEEIcD2Xq6sr6vV6Lp7a8Pz5c8IwpN/r0W63OTo84vT0lMFgwOHhIYvFgigKSdKEOI4plUr0en3SVO5au12ZT5AkKaenp4RRxP7Bvgy1n81wXYdWq5VnJExZLOa4OdPnZgff7+2RxjC6HhN4Aaqi4m5dsiyj1WnQ7DSIkojzizO2mw0CQSkH5VVVo1gssbfXJ4ljqpUqhqEThpH8bFUVz/N2v5ubUd1mu6FarTCfz/F8Dy/nx6/Xa96dvqPX7/Nz/9rPYRgG5+fnjEZSfKcIhWaziSIULi8uZGNVFQlKj8YoQtDpdJlNZwghcZ3Ts9PdOEYg+Na3vrUTZpXLFaaTKUmegd3f29tRdgECXzJwNE2OnIrFIt1el4ODA3r9HocHh3S6XUzDRBGSNmwbLpYWM1kHrPKwG4WMLNxiGyp3jo6w80U7ShKevJszXvksnYgn52tejzYsV2sWiwWXl5ccHh1ydnaOs/ZIkoStv8aPXNabNXt7Ayp5+FClXN5ZnGSZbARCkSrkW/D4tr5cP9PJQAjxFtgACRBnWfatH/v3Pw38lfzLLfAfZFn2qRBiH/jvgR6QAn8zy7L/Mv+eBvA/AUfAW+DfybJs8S96H0mScHF5Qacjd5FBEOwsezudDq7rsN1sJb1TgK7prDdrklhK+YPAZ71eSRplqYSZu0MqikqcJCgilaCnKmerjUYdRQi8KEJRFA6PDncMmTTNSOJYNqUgYDQaEccRfuBLp8kkZT6foem6ZD6FEUEQ4DoOruvi+T7tdotarUaj2aBcLuN6LnEc7UA9PwiwbYtKtUKlUuHVq1d8/MnH1KpVJpMpe3t7JHHC6ek7Dg9l0PxsNiPLUur1OoPBHp7v8/LFC2q1OsPhkGJR8upPTk5ot1v0+n0mE2mnvbfXJ0kS6vUG0+mUWrWWJ6gtWK/ycU61ynQ8w7QMiqUCdtFivVzLcYqhEiUh0+mUOE4Iw4DJRI6kFssllWqF9WpNuVJmu9miKMrOSuHk5CXdXg8hFC4vLum0O7vGFMcRcWzmucmSvdRqtTg5OWE2m3F89xjDMIiikMFgkDt2tiiXy6iqymg8pt/r0+/3OD+/IE5iDvb3EUIwnU4ZDPaY54D4559/zps3b7hz5w6vckX2bDaFPODeMIx8Y5HuQos63Y50DDWldiNOYgI/kI0q1eRuPIuoFRO2gUqazxBF6qNmMlSoYEuRXAZcz12uV8EOfYqTlCSRG4jNZpOfGPep1+u8fv0axcgoVA2mo9kXliHxFxufG8Dh5iT6pfv2Z7n9b+tfkfqjjIn+RJZl0z/k394A382ybCGE+HXgbwLfBmLgP8uy7IdCiDLwAyHE38+y7CnwV4H/J8uyvy6E+Kv513/lD3n9XdVr9Z3I6SY/VlVVqcQslhCC3WhIza0jDMNAVRWKxRKGabKYz5lMJhQKReoNqa5VM5UEqTI1TRNN09A1jSiO2W62aLr0qREIFFVFUwXoBrYNxSTB8zzu3j0GlxKqFgAAIABJREFUkL5BW4etsyFN0p3lsO8HmLnN9HyxII5lXOfbtw6VSpVmPqeOcrdU13F34TmffPIJz54/4/Hjx7TzYBJVVRktrnM20TWtVguARqNJrVbn7OyMWq3KvXv3OTs749mzZ6RpymAwQAg5PphOppSKJerv1zk5OUEogmq1hpV7Ia3XaxqNutytex6HhxIr2G4dFrOlDLevVmQjDD05o25UWC82rNcbLMtiOp2iaTq2ZWEYBq7j5pTVBVEUMRgMmM/n2JbNfDFH1dTdCMkwdC4vL3cg92azxS5IvcXQH7Ldbvn0R5/Sbrdptpp4vkelUsGyLGazGc1mkzSn9zZzrOiGAeT5Pr1eF8d1uby6pNoo8/EnH/Ppjz7l7OyMw8NDHn32iI8//pj1ekMURZJurGoIQDd0FEWw3W6JoojAD9jksaWGLk8c0pU0I8tSbDPC1HSCCNQsQCXBLFYQikYYx4DKautxcr0l+dI439JVBs0CaSgjQPf29sjSjGKhyIMH9zl9d8r8Yk0cJxzfOc5tLL660H/hpPQFDTrN8Y/bui34l4QZZFn2/37py38MDPPHr4Cr/O8bIcTnwAB4CvxJ4N/Iv+dvAd/jpzQDRRUIRR5vy+Uy5XKZNGcIAXkQi7QRiKIQIQSWJbGDKArxfR/f9yiVyrRabWazGZcXFyiKgmXJ7NhCsZA3DxUhFDRVxXG2lCul3fu4uc2+sByQZmMyU1aQ2ZI1VKmXiNOYMPYxTYtkIn2CskwuyFEUSQ8hTWPrbDk7l4HzqqoSbrdSOWuYtNttkiTlvQfv8YMf/gDfl/m6o9FIjgKqFSbjMc+eP+M4D7G/urqU3jRxiTAMODw8ZLORiViff/457XaLJE6wLIssy5jP5xSLRcrlMk+fPqVSqfDgwX3SNGMymXB5ecnx8R08z2e93lCr1ej3+qw3GxbTJX7gY1kmuqFRKNkUytbuJGFZ9i7w/kZQdUML7na7rDdrBoM9zs/PZXj7nSO2WwfP93By64x6vSFZSs6WXrfLfL7IIzEr+L4vR0ZRRJqmHB8fo6oqp6fvyLKUTqdLEic8f/ac4+NjkiRmMp1y5+iIrePw9u0bSi0LYcb4U48HDx7w+PFjKpUyhUKR87NzsiyTtM6CTRzHTGfSGtp1XLTcuqLeaEibB03eVo6zJYh9OYsVoAifsqWRhCCyBF8pMHZAU7eEcYymKLweO6y8eHeVCWCvYWNqCi9fnzMYDqRxYL6IG7rJ3Xv3mM/n8v+5daTHU7fHzRToxgJFnlC+OCWEYXjLKLqtXf2sQ8MM+HtCiB8IIf7CT3nunwP+rx9/UAhxBPwc8E/yh7p5s7hpGp2f9GJCiL8ghPi+EOL7i8USRVXYbDZfUDV9b+d66fs+9XqdbrfLYDCk0WgSBAF+4FMqlel0OuzvHxDFclGpVCp0Oh3a7U7O2b7izevXnJ2dsZgvCIKAlycn/MqvfJd/9s++/wXN7+ZDyXdWu0UVmV+QZZClKUma4CVrvHRLnIX53FYGp4AcT61XawAODg5pNOq7m1QIweXFJdPplM8/f8aTJ09kyEsG5+fnPH/+nFarlbuHBnieR7vVZrVacnl1SaFQpFar7QBHRVEQQtDt9qjX6wD4gUzU8n1PBqSUy8RxlI8/Sjx+/JjlUn7mpmXieT52wabVarJ1trx+/YY0STk4OKBRr+eLjtRNnL29xLZtCiWbKIrodNpkZEynk50ltgTLpZDqxlNIVVW03LpjOBiiKKo8qdjS3qJgF4jy8Zxt21xfj+j3+3zyyccEQcBiscDzPTnWOzySY5eRZDv1+j0mkzHr9YY7R3e+0ghiRTLGXMdls9nw/vvv8+rVawDCMGB/f5/VaiV1I4qyM/gbDAaUS3JjYhqGHDHmuwVV1STOkOV4V5ZQNiMUEiKlAEJh5aesQ4UkhdPxivEmAQSKAFNXaJYNjrtl5rMpqqZSr9e/sptXVKmuT5MUz5U/dxiGMvjecSTGllOclTxpb2dtocjHbuu24Gc/GXwny7JLIUQH+PtCiGdZlv3DH3+SEOJPIJvBL//Y4yXgfwH+kyzL1n+UN5hl2d9Ejp344IOHmapozFcTyfIJAk7fnQJQLBZYrzcoijQ6k3nFMj/XcRyKheJOBGVbNpPpBLttkaaCdrtNu90miiKiKMR1pZBtvV7xd/6PvwNIm4s0SUmThFTIGMibk4FhGNI2AEGagutud2rR/GcAMhRFkCRpzjiS2cyFYoFGoyl9euwCvheg6xq6ZtBsNun3+1KcJmR8oV2wKRYKPH/+As+TAenj8Zh2u4Vl24xGox0ucXh4KL92HcnY6XR4+/YtBwcHRFHEdDplMpnS6/WYTqfcvXuX6+trut0Otm0TxTHL1ZKryysePnyfWk2OdjaJtM0QCFzPJZumlKolVEvgbn3SLMP3fA4PD6SPU7TNF/cBFxeXzGYzdF2jVG5wdX2NpqpcuS4CmQk9uh5Rb9RzcV7GfDHH81wcx5W4yHxGtVZls5G/70LBxrJsPvzwQ54+fcKzz58x3B9ysH9ApVLh4vyC4XAIwGq5lEE76xVn56e7RpCRksWCwA93Y8c7d+7w/PlzvvGNb8hTmmnugOqbHbVhGGy2WyqKslukswySNMG2LdzAQRGgqToiU4iiBPQiJGL33NE6QgjBxJXxmkIRHLWL7LcKZGmCyCJGoxH37t9DEcpu5JPLBXYsuxvKa7VSxbIsFssFs/ls16xuApduTgncjohu60v1M20Lsiy7zP87Bn4b+IUff44Q4hPgvwb+ZJZlsy89riMbwf+QZdnf/tK3jIQQ/fw5fWD809+JZPlI10ZJFS0UCrsd/w2OMJ/PmYwnqIoqRy5BmNM5pf3vdrtF12S4fK1ey8NDFEzTpFQq02632d/fp7+3x/d+T07ADvcPmU6mXF9fM5vPCMLgixhOpBgoA3zf4+TkFYvFMk+pUm4+wx1gSgbr9ZrNZk2Yg+CQK6wTSVG8OfmUSiXsgo1t2zJVLQgpFkscHR3y+PFj3r59Q6fbwTANmXdgmmiajqrKDNzhcEgUxaRpiu/7Uj1bKBAEAXfu3EHTVN69e4dQ5Cx5PB5TKpVQFAVN1bBMi063w3gy4ezsjHq9TqPRZDabYVomB/v7mJa01fY8j3qjihACVVUwDBPLsGk2mkT5yW0wGORRmCGr5ZLDw0MGgyG+70siQLfDeDLG0HWWyyX9vT7dTpdtnts7Go8kxbZY5Pr6GlVVUVUN3dAJwoD9/QM++OADLi8ueXnyksl4wn4OFs/mM+4cHyMUhVevX1FqWsSqbASqUPHW8oTZbkvBmQyqV7i6uiKMQjzPzdlYsnFlaYamazKRLncUXa/WjEYjLs4vCIJQah+0AtVCAyMt0m11sM2vqn6jJON8HsjgHCHoVkzu9cuUTJWSrXN1eUWj0aBgF/JFfHdv7VhBNwu9VI1b2AWbvf4enXZnl8s9GY8JgiDPUGDHMLqt24KfoRkIIYo5+IsQogj8W8DjH3vOAfC3gT+TZdmLLz0ugP8G+DzLst/6sZf+34E/m//9zwL/2097L6qqEoYhQRjgOHL3bVrmLs81zHn8mqbSaDQYDAYcHByyt9fH9eTxf7Va4Xkunu9JIZhQfiKrQlEUnK0Mfh/sH/Lw4Qf0+3vUGw1URWW72TKZTJmMJzk105NGYLbNhx9+QLVaRdf0nVWFQEEoijwtCHbiIKEorNdrglCyT1BTjJJKIiIyUuI0IktlGMxmu2F/fx8lT1mrVMpMZzPW6zVhEDKbzuS8Wkil7Hw+Q1VV+v0+FxcXvH79mr3B3lf4/oPBkGazSRRGPHr0KM8+8EjTjEqlzGQy5u7xXZqNJooiePr0Kav1Kg+O3zKeTCjYNsPBEDUzmI0XLOZzBoMh4/GY6+sRURTTbDZxXAfPu3Fx1ViuVgR+sGO9DPYGKEKhYBd49fo1lmVKIFaRZnn3798jCkPiKOL09BQh4M6dI+Ik5vLiktl0Sq1eo9lqMhwOubq8YrvdEscR09mUXrcnzQFnUxp7ZXkiyHf4SmIwG0kcolar7ZxCZT7zGafvTvE8j816vTuRyetE0mSfff6My0t56tlupQ11JdeDlM0apihSsso0qw3qResPXG83S7Igo1XW0BV5QnAdB8dx6HQ7pFlKGISMx2N8z9+dEOIk3rm6qpqGaUpmklAElmVSKpfodrvohiEb1cUFm+0W5VZncFtfqp9lTNQFfju/aDTgf8yy7O8KIf4iQJZlfwP4L4Am8F/lz7uhn34H+DPAZ0KIH+Wv959nWfZ/An8d+J+FEH8OOAX+7Z/2RhRFWiFnqQQ8Lcum3WrvLugojPAUF6EoVKsV4jhmtVqS5TvxLMt2sYGTiWQcxXG8U2d++caYz+c4zpb/+C/9RTqdDoViEd/zEIqCXSigKkoeMSj1DuvtUi7mmZwVo2QUCkUSDEzNRlM1PD9ktZbCqlq1iq4bOFtH+hNtN6zWa/QSxKmHYqpkXoIbbIiThNVyjaoq2AUb13U5P79gONznxYsXPP7sMaVSicMjqUGo12tYlsV4PGG7dbgeXaNqKlEcEUURcZxgGAbrzRqQUY/9fp/v/+D7BEHAwcGBHA9djeh2e7sT0HB/nyw7ZblYMhlPODg8QACj0QjLsui021xcyCzqNE1ot9rEccRkMkFRBIals9wsKMYS6K9UKlxfXxOEAbYlsQVFVTg+PuZHP/oR3W4XRVFYz9dUq1WiWBrOdbpdnj55IoHp9ZpKpYKmqviBZGvNZjMKhQLf/OY3+fTTT1lv1nz80cdsnS1v376h2DKJhTwRAOjCZHqxxLJsOh15PVWrVSqVMs+ePWdvb4+nT59y584Rvh/Q6ZikmSQuZFmKIhTW7nqXfX0jZLQsi+1WQ1N0PM+T156mctQpcbX0CKI/CN5mwHwbsd8CkaScn18wGA7QNZ0ojna4RZqmVKliGiZhEJLm9KObUCf4guiga5LeXKlUqJQreJ4rgf/5fDfKvK3b+qnNIMuy18A3fsLjf+NLf//zwJ//Cc/5Pf6QXMB8lPRv/lHeLEjQczAYkGUZF5cXeJ6Hbdu0Wi1KpRKdTgfbtlAUle12w2a7IYkTojBC1/RdypMQUoU8nU7QDWMn3b8ZlSRJQqVa5ezsnGarSZokOI6TA8YRdqEAIiNOQ2IlINVDEiUkiWPSFEggWErfIV3TEZpGlkrhkmWarNeb3W7ONE2arSaZADdZkaYxWe4d48ceYSBPBv3+PlEYMZvO0A2dNJU38je+8QmXl5c8ffKUw6NDNEMlJUHXdU5evuT4+C69Xo9Xr054dfKKb3zjGywWC2pVCeR2ux3Jt98bYBg6L16+4GB/H9d1aTSbJGlKq9liuVjkISsKjuPw7t07SsUi/X4f3/c5Oz9nOpny/vvSDXM6naLrGq12i/Vqjes6lKtFPMcnCaWgSyvKoJxCocDZ2SmHR0dstxv2BnucnZ5hGAZ+4NNo1BmNx1SrtZzBo3Pv3j0cx2E8HuO5HkdHh8znc+I4ptVuMbq+5r333+Pli5c8evQIw9DpDJv4bHcnAlXoOPOQzWrLRx9/RKPRIPAlM0pVVZkzHcecn5/z7NlzHn7wENd1iaKIaq3KeDwmiuS1ZVkW7XY7z4qY5xYkClEYoioqhq6DEJRtjUbR4Grp/4QrXDDdRMy3Eam/xDQNarUaYSj1G0kuXAzDkOlkSq1W+8qoR9e03cjy5rih6zqKLz25JLW5gG0XiKLodkx0W7v6WtlReJ6MHQyDEMuSnkPdbncHDBuGgaqpu2jKLAPDMLEr0hEyzlkoN/PdbX5UhnAXpC41AhuG+/ucvDyhVqthmibL5XJnZ2GYJvP5DMXKiLMQP3aJkzhnEuWpZ6qCbmjYqknkJ6RkxFGywzvs3PUyTVOiKGIxX+A6DlGaIlQFoStkSUISSV+j/eE+xWKRi8sLdEOX4qcwpFqt0mg0iXI318vLSxxnS61WY7Vc8/CDD5hOplQqZdIswzB0zs7O8ljINA9zUbm+HuUNtcxyueKzzx6zt7dHqVhidD2SojjXI03lz3B0dMRopLHdOjx+8oT9/SGKEBSLBVYructut9sEYcBkPMFxZJJZsVigbIPn+jiuS+D7lKslyrUi80nE1dUVAqjX62y3W148f87x3buSMRbFmJbJ61ev0XWN6WwqgWxF7CxJ1us1BwcHjMdjdF02/2q1ShRFzOcLCiWbcquEn7ryZ/EUJlczHjx4IC0q5nOaX8oQsEwLVVXRdZ3VasXpu3e0mi329/eZTiYyB6Hd2kWAVqsVFFVmbNw0+yAMqVQqO/xIiIxBw2bhhPg/4XQQJhln4xXK9ooPPvgAATKTIt/FC0VQKZXx8hxt0/wiWU839HyBl2Kzm6Xetm3WmzWaqqGqym4Tcutaels39bXilWm6yvBwD81Q8/CPgJcvX/D8+XOeP3/ObDZjNp3i+R5JHtbS7XTl4luQ4JvneXkAjtjNTIVQdoEyqqpSrdU4eXnCYjFnuD8k8H2iMKJSrUjbC9PECzziJCLK/yRpnDM6JKVU/onZOg5xnOzSxYIgIAyjXPPgE4ZBDoTb0kSv3ZS+SIqGZqis51s0Rdu5VIZBSBRGue+SpGlOp1MyMg4ODqUtRZLy8sUJvV4P35N2CZPJlDiKUBRVZglrKquVzCuYTuUOs9/vs16v5VhC19hsNqiqIq2UxQ3gCI2mBIRvBGDFQoHFfMmbN2/pdnsMBkNM02QyGeM4Do1GnW6vh+O4LGYrskyOYWq1GnGcSJvsKKHRaKCpGqVyme12y/7+PiDYbDbM54tdglySJty//4BioZgL41aUygX8IMCyLRaLOUJAGEW8e3fKcDjk4OCAO3fuMB3POX15hRqaWKLE6GzCXr9Pt9tF0zUUReXi/JwkV/umacLdu3fZ29ujUChwdXXN48ePeffuHfP5gqOjQ7IMTNOkWCzy8uWJHHcpSq57kKdS0zB2JznP87BEwIN+GeUnnJt1VeAtrymXS9i2jef5eJ48RSRJQrFQoFKVqvtGo7Gz0gZyzEg6k0qhs7RwQbCzuwB5Mt55fd3WbfE1OxkkWUIoXMqVKq12E101IBMsNh6rrUO1ELFaLxlPxui6QaVSplKp4rkezUZTxk5qOoqiYprGzl5a8tWvcx2BZNssl0sGwyGGrjNfLNB1nVKpiKpozOczhJoRE5KkP3bUFiJnEYlcqKRALCMWVVXN5+cSNDZNk4wM0zBxHId//Zd/hb/3f/89avUKmgpaScPQTApGiW0OmEv175az8zMsy0TTVHzfp9frMV/MqVSkniKKnvH8+XMePnyIbdu8ev0KTZVeTbVajbPTs50S+eLygn6vz9bZYhgGi/mcg4NDTMvk6dPP6fW62JaFZUqv/FJpyGQiw+m3G+kyutluSbOUs7MzNpsNw+GQcqWM6zgsl0uiKKLRaAAwm05RFIWt44CAarmK48qsY9d18X2fYkku9AcHB7x995ZGvUGpVOLF8xcoQmGS6xWMTMdxHLqdHldXV7RbnfzEpxA4DpvNZjc2fPDeA0qlEmfnZ7x5cYqqKOi6wfHxMbPZLGctbdF1g8uLS9zdaTHmww8/BOD09JTT01OiKOJXvvsrUr2uqiwWSwoFGcH55vUb6nXpzCpxpIwkSZnN5/S6PZmXsN1SqdQoWTprL/rKdV5UfCJ3iX0wxAtktCVIGutNLoFAkAk4uV4TxQmuk1E24XyyIRYBRUujYum8uFqhCkGzbFK2NUSSoKoZRYOd9uS2bgu+Zs0gyzK2/pooCXDDLbZRxNRKvBi5LLYxw6bNwX6RrSfZPStX8qyjIKJSqVKv13PmSoam6dLuwDR2itE4ieXieHGBYRh0Ox1c1yOJE8yCiapouJ7LYjVHLYEXubmk/4ujvsjt7bIsI0ljdFtFSXTWmxWb9UaeHJKEm4FuEies/TXFYpHf/M3fZLg3IAhDdF3bNZkwjPC9gGKxgGVZJEnC2dkZw+GQNM0ol8skSULgywCX58+f0e60WS6XvHv3DsPQZWRmsYhlW5iGmcdwLvKIyuouN6HdbrPdOuzt7bFYLikWi8znc5IkZbNZo+sGF+cXuK6Xz7LlZ7g4XXD33l3GI3kaePz4McPhkFariabpuQjKlThEo04UxayWK/r9Xp6dbDOdSvZTtSoDgDabDb1ul0a9juu5TMYTfN/nww8/xPM9JuMJruswGAzRNQnajsdjWq0W2+2G2WzOBx88JElTlotlnhqX8s1vfoNHnz5iNBpTLArevn1Hr9fbJdz1+l0J3A72uL4aSWwjzz/QdZ03b95wdXXFD77/fb7zne9QKpcplYpst9tddvFsPqPf6xPFEbpusFwuc1+rLKcwl7AMjWZR+0ozMFRB5szQrRKfjyLKqwXHvTKaXUHTVVRTgtRCEYRByo9ez1m5IZoi0DWFOAlACExd5ahd4snZXDa9XAwnhOCwU+LbDzq50+4tgHxbsr5WzQAykizBjzzCOMSPXEwtxA0U4jTjehmw1yghFIVMi7GqOuVulYJWJgxilssVo/GILM0Igjx4vSajG2/GIK7rcn11xcOHD0mzFM/zdoZp6/Wa6WyCUczww2Wu6hQgpGJUIUOOgDOUNIJMxYvWWJqGVrSpaEXOXl9RqVQ5PDpCU6WJ2U3ewZ/6d/8Um/UG3/eo1xsEYQAZ+WKkkSTSguLb3/5F/tpf+2vcu3ePMAwpFArM53NarRZpmmIXCpimyWBvj08/fUS316XT6WCaBmEg7bJrtRqL5ZLlcsmD9+6zXK4o2PbOAO+m6TSbTUqlEi9PXsoRTm71kSHFYAf7+zmQWcX3/d1OuV6v76iWpmnSaMid/dmZ3FWfn5/T7/dotdtkacp4PCGKQtTcD8ouFLAsm1GeLVAqlXn27BndbpfJZCJHSrqG5/vEsXQ2LVekb//Zmcws0DQNz/OoVKvsDfpcX0l/ovF4wmKx5OjoCD/wubq6yu3BSxweHuQaCh0/CHa4x2KxAATvvf8eqqby5vUbXr16haKo/PHv/HFKxSK6rhOEIYHvU8rDeSzTIsvk77fRqAMCXTfIcFksF5hZiq4IbqADW4mIvA1G6w5elOJFKTNnjpJfa6q6pmIbVAq69EfSVMq2gRvGZAgsQ8HUNRQFdF2hUy0AUgeTpBmqIrjbraApgtXW3Y2ubuu2vl7NQIgdLJZkMX6UkmYZnVoJx7fpVAoUTJUoEZi6RdEsU7KqmJpFqaBSrdYJo1i6ly4XLBYL3r55Tb3e2Fliv3zxkkajSTWPDUzShHJJzrDHkxGFmkEQb/CcBUJRIYMkS0lTqU62LAvbtJgv5xiGSaiqTH2fZqsPmcxj7ub2xkkakyQR5LRL0zao5wZzxWJRGqtl7LAGz/O4ur7mg48+5td//ddyUz2D9XqN73us17Jp2ZYcJRXsAvv7Q+bzBULAdrNlsVwCMk0rzTJWyxXz+QLD0HMnUUG73SKOpTWDNIuTjBapY1AxDOnTFMUSE1kulxzfPWY2ncmw+HKZcqXM/eI9JpMpr1+/3rG+KpUqhWKBNM3wg4DT01NMQ+YL1+t1NpstZu4N5QcBjUaDJI5xXcntt22bYrHIeCxFboO9AZ7nMZlOuHfvnjxt7PV59eoVDx8+JAojXr9+LXflWUYURrx8+ZJ+v0elUua9/gPm8zknJ6+kMBEZi1oqFwi8kEK5gud77O/v8/bNG0p5dnCtWuMHP/gBL1++RFVlQygWi7lYMKPVajMejylXypBlGKYE/A3DlAJAT9JDbV1QtVWmToKqCJRgiWrY+JmMSQVIUkhyuXEWZTh+zPUyj1pSFExDoGkqmiLoVHSOOmUMXSFNoWYkJElMqVikUirsNjCO6/L0fIMb3mIGtyXr69UM4CtE1YyUOAmpFmL6dZMs08gAU7ewjAIls4KumaRpRhQnpBmkGeiGRX8wZLi/j+M4TCYTRtcjLi8vCYOQw6NDVEWlWCjmi3bCfDHHsHUwUuJAznAD30fN/XUEAtuSQfCqIh1Ug8CHLEUASRKjawppnhdcb9TwIxcvctAUHVO30FUTTZNg5Lt3bymXK5K9lKew3QTP/63/7r/FdV3G4zFZlmJaFkEQEkVLuZCVSnnusgQtz88v+Of//EcMB0MOD+TOd7Fc4joOd46lqOq99x+wWq3RdJ0ojlmv1kSRBKodxyFNUh4+fMjJyUuazRa1ep3lcsl4NJaCsq2DyH1x2p02ZBnrzYb1esXdu8eYpsXl5WUuyEro56AtwHqzZnW+olQqMhwO8HyfyXRKqViUnHlNI4oiHjy4z2w2zz2lupydn+1GQp7nMbqWJx7XcSVTK5GEgFKxRLVWYT5f8NlnnyEQVGs1yqWSVBBHEd/61h9jNpvx+PETqtUqVbfC4dER0+mUdqvNfD7j6OgO5+fnZKm0CP/OL3+H3//93+fZs2coisIv/tIvUiyVcvdcwWg0IoljVFU21NlsTpKmlIolLMvKlcwZdStj4YGtpoTLBWZjwDb+g4t0lmV4QYymKjtzxCRnuGmqgh8lvBlHjNchhioIk5QsTQmjGKF4NEoWmqay9UJKhmDqxCS3veC28vpaNQPp6PNFN1CFiq7ZuIHJ62sPN3Rpl3UO2wXqJWtnI5ySkOZ0O0URxElKlKRywS+WUHUTu1jm7auXRGFEEksud6FQIAMm4zFkyHl6tCBWTfRCHaPIbkyUpgmKUDDthCRTyBCYei5OE4CQ0ZOmGbFcLlA0gWJkBEFIqkDBKKEIBd8PCAIfy7KlVXEmR1pBEHB6+o7VasW9e3e5vJIWBePRGFVRCQJfnkTCAFWr0qm3CYOQv/iX/kP+0e9+j7/0l/8yv/5rv0a9XqPeaLBer3eZDIpQePP6LZ7rMRhKO+nlYoldsBFCsF6vpc+QrqEbBu9O37HX71MqlZjNZlTrFSbjKYoQUrkrRE5jNUiSBM+TNhhHd45Yr9Y8f/5c/iYPk6O3AAAgAElEQVSF2DWS+/fvEQYhy9UKTdXY6/fxgwBn68jwdlVB0VT6/R4nJy8xDHNn2b1arenv9Rldj5jP5ywWEr9Yr9fMZjMMQ89jRhVc12E43Ge73VIul5lMppRKJQqFAqvVmqOjIxRFcHZ2juu67B8csHW2mKZFGAb0el22jszEfvDgAaqq8g9/93d5+vQpiqLwS7/0i5JJNZ3uKMyaJkiThEKxgLOVoHa9Vt+NILulAoswJHUmhKqKLwr8YWu0F0Q5TgWqKojjFE1TMHJ9gR/GeGEsNyBpRsk2CCJJZ12OtrKRZBmXuSVFmt52g9uS9TVrBgJDk/Q4RSgITOZbk/FKLvAAV8uQhROz30q519MwdalBUFXZDDS+8GS5CXhP0hTDKnDv/YecvpGupY1GA9M0EYBpyZl3tVRD9WVLCmNf0krTWO5AFQ1FMUhJieJwZ619EzOrKfI9t9pNzt5d0OtLwDJ2MuIsINiOqVSr1Gt1Dg4OGU/GuK5UjaZpIoPsHQm+hqEMwJlNZ4RhSLFU5P79B2RkzKYzzs/PqVarqIrCf/ob/xH/6He/x2//9v/Kn/73/z0+//xzavU6xUKBvb0+juNweHjIZ599xtHREY181p9lGbqu47oOpTzGEQSFgk2lUWQ933B1dU2n12KzXdNoNKjVankIfApCsJjLUVm73Za2z5MJ47Ec59RywdbTp0+lMK3VpFwuUygU8Hyf9WqFyG033rx5Q6NdI0p9wlBQLBW5urwGYDafYRo5IGuZKDnN8obJVS6XMS2TOKeZGobJcDjEtEzW6zWL+YJms4nn+UwmE47vHu82HOv1hufPnlMul9jbGxDFEdVKBS9P2IujmF6vx8///M/zwx/+c548eYKmqXz08ce714jzRD1n7tBut9ELmgwtKth0damw1jSNe2x58miGUW6xjP/we6BkGyCkhkZVRL7JkfdGFCdUiqZMM8t9i1RF5FRqsAwNNeeyJqnM4f7x3IPb+le3vlbNIM1UHK8CCJIUVq6C4/MHdlF+lHJytSWMUj46rKOrCnqeLYyQN0YcR3kMJWiqghAaumryySef8Pr1Kz777DMePnyfYrGE53pUq1U0VadgVshScDOXMPMJcElEQsEsUjQrxEnExl8SxsEXpmJZnqaWxqhahmYohKEMSgmDiCSRYrV2uyMdTTMol8tcnJ8zHo9zi4n6LtFtvV5RKpaY+VMODvZxHJfr62ts20bTNNqtthzBCOj1+vz+P/59xqMxtl2g0+0yGY8JA2mTbRcKXF5e0mq32GzWtNotNE2XaXL5qKjf74MQbNYbAGqVGkmYMRnPWC83WFZE934v/3jlbjgMQsIootGoM5vNUDUVM89OCIIAx3Xp9ft0Oh1msxlPnjyhVqvT6XYo2DalnFp6dXmdL+oVfN8jjAOsokG722LQH+A40jzuxYsXNJoNPNdjb7DHer3Ofz6bwPcplkp5ANHd3I5hTblU5vjuMc7W4eTViXRAtQtcXl0yHA7JMjg5OcH1XB49ekSv18PZbjk8OmKxWJBmMvu439/jl3+5wO/8zvd49OgzwjDi29/+NpvNGkVRmc/mHBzss91u2G4d7ty5gyIEuqFLiigZhFtIEzKzTOrxE0sIgWl8ccsmaUqWgq5KuZCu5bIhlS89R4LG8kSwuwXQNbF7zdu6LfiaNYMwFpzNFLLsp1/AGXA2c7FNjQd7VTnOyUtRZEhOFssdrK6pGKhynu/EFBpDNG3MZ5895v79+ziug6Ioki8fR3iui+9Lbxu9oGBXbHTVxNYLKIa8IdfegjAOd+OjNEtwAumPZFV0zs/OqDdk3GWz2SRJEpYrST9crVdcXV2xWCwYDgZ55oKkipKRK1sVNpstuq5jWVKw1uv1SJKE8/Nz5nNphxBFktPueZ7EAEolms0mp+9OefXqNcVikfv371Eqlzk7PePk5IT94RDLsnEcB03XKRQLJEnMfD6X0YsrB98LuHv3LnEcM5lMOD+XcaQF20YoCvPFnMAPyDLo9br4vs+zZ88YDIe0mk3W6zWj62ssy5LhQ3GMbVmcnp6iaRq9bo9yuUSapfT6fQI3IE0yif9kPuW6bBbL1ZJyuQxkhEHIZDIB2OEsuq6jCIXRtTxJmKZBo9EgQ/pVXV9fY1sWcRRj23YeiJNh2wWurq84Pr4DwLvcqO76+hrfDzAMg2KhQBgEeWpegY8++ohPP5UpacfHx/h+QKVi5OyqBrVanevRNaPRiL29fq7+leOa8WRMvVnGbsQEUxU3kCfQf1EFYYIfxiiKQM3HnwVTJ4gTyMA0VOI4xY9kcE6aZbumULB0NPVrpTm9rf+f62vVDAw1olFwmDlFftqNAhIsfnW9oWBqHLSKu/GQtFjWZLCHgCwTzLcBb8YO001AmmYMm1V6eyaPHj0iyzLu3btHuy39i96+fUuxqEqraS8g1kBTY7zIpWRWKFtV4iQiTpag3DBCYpI0Fw/pEscwTZN+r7+L7zw7P2M2nZGSYFcMOsU6iqpQLVdZrVZYtsX5+Rm6rhPHMaVyKReOKcRxhONsKRSKNBp14jihWCqi6zUsS1JGbyysbbvAneM7mKbByckrWu0WCJn5vFqtEEIwHo+Zz2f5mCpls9mg6Srtdo/5bMF2s2WYZy5//PFHjEYjnj55SrPVzJXFMcPhANf1uLy6QiCdR8MgYLFc5gltVTbrNe/evaNckTnPEiRfc3l5QRCGxFHM/v6QIPRxHBcRCzQMkiglTSM26w2KEFQqVWp5wE6z2eTNmzcSLN1uabfbXF1dc3CwT6VSZTQeo2satXqdRr3BxYX0uGo2mzjOFlXVODs7RQhlp/y+c+cIVVV5/eYNznbLaCTxCdu2MS2TVqudBwfJQCE5aqznxnE3AkQVQ5exnxeXl7vmGYYRy8WS3kGbRKwYNA1WjsV8oxOn/MRrPcsy4jSVp9wk3W2QbjyJ4iTFyFS58UGQpDcOpymqctsEbusP1teqGWRpBNkfjRcdJRmfn68wNYVO1crHGOAGKYttwMoJcYKEhRMSfonBcTbzaN2ps3+wz+dPP+ft27fEcUyxWPiKH8yD+w+4uLpks3ARDYGuGCRBRrTNUDMTVUtJhfQtuqk0S6i3q8znc9qtNuv1mvPzc4Ig4PDogFgJWAdzUhS22w0FS+oITNPEMEwODw/RNI2Liwt8P8gpmxVmszmWbWPbBZI0IY5khsBms0HXdWq1Kmkq2UyOs+XRo8/4jd/4DX7rt36Lo6MjHj58n8PDA66ur+l2usgQ+IQoipnNZpRrJTYbaf7X3+vvQFjdkF5LBwf7JGnKq5NXmJZkP8lTT8yjzz6j3W6z1+/julJAdgNI1+t1SmVpx62qKuVSiePjY549f46mqbx88ZJqvUKpWsQummxWDkmcoqkanW4Hx3HQdY3ZTMZoGIZBrV6T5nrLJW/evCYMQ+r1BpVKhWKxyHojwWUyWK1WHB0fkibZ7vN9+/YtvV4PL6eAFgoFRuMx/V6P9VraePi+1B8slgt8TxooHh0d0Wy2ePLkSZ5LIaM4Ly8vqVYrebxogVKpzJvXbxgM9nAcFz/w0QyFII4QIqZRTigaNtdLAy/6yRufkmV89QEJE2BoqgTd89OwqWt/4Dm3dVs/Xl+rZiAUFT+2+KNezl6Y8Om7BXc6RdI0Y+GErJwIP0r/UNZGlkEUZ3TaHUbNER99+BHr9Zq3b99RrpQJgoBOtyMFYaqGadZYjhY4Wki91qDX7rPerBmNrzEKOpqhgSppgKZmUTLLzK7P+dGnP6JYKO6EZZvNFtQUy7YJw5ggCJlMphwdHZFlGf8fe+8SI1mapmk9536zY/er3z0iMrIyoqp7qGpAAyM1gxBSI6TeISGEWDCMGMQIWLFAAgbRAiE2SAg1LQYhELBA0MvhskEjNKJHTLcqKyszwiM8/O5u5nY3O/cri/+4VVZ1VXW2pmekrI5vEeEebm5uHmZ2/v//vvd9nw8fPjCdThkOhxWTQEDpoyhms9nsogskSezEsyxju93shuXD4ZA4jlmtdH77t3+bL378Y54/f45lWZy9e8ez02eoisrl1SXNRoNWq8n93R15ljO+f6TMRZ7N/t4es/mcVrtNEotTSa/XQ1YU4ihGN3Rub253YXGGLtgED+MxjXqd0WhIEIQ8Th9RFRH7vDca4QcB6/WGOI5QFZUX33nB7c0tgRexXKxw6y6OY6M4imh71dtIiKC6J2b07e0trVaLMAoxTAEsEkFyY2azKe1Oh7IoONjf53E6Fc5zWSIJxWDX80SEhW3b3N3d0Wy1iCqkZqPeQNeFa90wTE5PTwiCgIuLSz58+EAQBOzt7XFweMDlxUV1cgO37nJ5eYVt2yiKSp7ntNstfD/gw4cPqFXsORJiFpEnWLrMqK5wvZT+2AlBqmZfP3m9lsRpTp4XGLq6OzkoX3Meyx/nAx/rl9S3ajFIC50g1f/kG/6cCuKcH9/8qYiblYSvpN1qV/n2dWp1h5ubG3wvYLQ3Yjqd0u10Rdx0GCNLMmkiAuE0VWN/dIAkS9ze3mI4Kk69hippjG+m4gIAHB0dMZ1Omc/nlGVBt9cliHy0QuXoYMh0OhN5SJJMqy3SPCeTCe12m4eHe4IgxHZsDg4P0DQNRZaRqyRX3/PwfR/TFMzgzWZNUQjqmmVZ/PW//m/y1Zdfsb+/X1Ha3ldGr5xut7cjY+0fCFjNerVmb2+PzXYr2MtBSBxH2I5DGEYsV0t0Taff79Pv9VgsFrx9eyaQnZZJy2yx3qxZr9e4rsvx0dHuQishBue9Xo93794xHA5J4hhd1zg+PqoSWX226y31lotTt1F0ieFoyPn7c3Eh3t+j3qiT5xm9Xh/P97i7E/OMWs0lTRNWq1UFh4HNekOnKwLwqHCdy+WSwWCA53sVVtNm/DCm1WwRReEumG67FewIJIkXL16gqgrX1zfkuWBk1Gou9w/3qIpCkqToVdpsWZZsNhsODg5IkmQHaXriKyiygirrlImCaxgctiRWQcE2hqwokSs10c9uZPwwIa1k03lR7FpCRVFSdwxM/Vv1dv9Y/5DrW/XqKErpGw2P/ywriqMqU0bs2FRDoT1y0TcKHz68R1U0Wu02y+mS46MjFsslZVEyHo9ZrVccHR6R5xl7e/sYhs7Dw5jNesqzZ8+wLIsvvviCm5sb9vb20DSVLMuZzxcM+gMajTqz2Zw8y9GqC+xyuWS5WLK3t0dR5JimhaZpdDsdgjBkPpsTxzF5nmFZNrIsEUVxFbURst6sqbvu7qIkAb1+j+VyyWg0xHVdLi8vq779/a6FE/g+pmES6iGuW2cyGVe9/IQgCGg0GgL2UoFtxg8PwjQny/R6XTrdLu/evce2bQbDAZ1uF2/rcX//gFt3GQwGxFHEer3G9yfIskSj2WD6OKXVbov4cFnmk5cvub66Io0yxutHur0O/d6Aer0uFETV82bbDo/TR7abrUj6rAlHt+M4rJYrNE1lMpnw8PBAN+tg2zaOU2O5WGKaJnHFYu52OwS+z3K5pN1u0e31UBWV+/v7HS1utarIb77H8fERfhBUkeoaZ2fv+At/4de5vhYGOdM0SZJkx3f2PBFAWKs5AmEpKRiKiVqauM0mm7WPJRW0ug5BClGSUnds0gLm24RNmBJXJ1xDVzEBVZVJswJNKUmyHMtQf6I0+lgf6xfUt2ox+IdZEmDpKsEmwLZtkjRFViTKsiDNEwo9oTGyyXyJzz//XKAjU0FOGw1H3Nxcc3R4RJaJfnun00FVNMEwrome9VNLYbFYsF6vUVWF4bBHEIhAtziOd2qbzWYtVDBlSbPZ2Cl7yhKx040jyqIkL3KR3/M4pdfrUpQl87kAvjztQueLBYZukGUiprksSmzH5urqiqOjYzqdLoZh8vj4SJImnJ6csFqtCMOQXr/HdiskpmVZspgvsG0LTdd5uL8nTRMGg34lRd3w8DDm5ctPUBSV02enLOZz7u/uKYpCZBN1O3i+z/39PTWnRrfXY7l6R3/QI04E2tGt1XZx3WEYEicJB/v7AIzHE97M3xKFEcfHRyyXKzrdDmmaCHXS1dUOOuNtPdarFXmeCx7D4yOfffYZURQxn8/ZrAXz4vjkmFqtRqfbZb1ac3l5xeHhIcvlknAyIc3E89xqN7Fsi2arxePkEVmRUTWNKIyouTVKRK7U3f09siwznU5ptVvIksxwOODm5hrP82i321iOgSwVWJpNGSnkWYlkwv7eHtc310T+FkPXcB0NXcuwLZuDtklawMWjz+08xLU0LLVEUcXgOUwysrzE0GR0RaIoxSA5r0xrH+tjfb1+ZbYLeXU0fkr6LMty1+bJ8uKnnJbCcPbL3w26KuPochVprDGbTimKgrwyt5VlSSkVNDt1Wq0maZLyxRc/wjRNVqslaZoRhsKf8PLlS1RV5csvv6TVavHpy09/wv6VIAgDNF2jXm9UyZd1PM+ruM0barUaTq22C9cTGT5bms0mw9GAWs3BNExGoyGaqkIJmib60oqiCGpbpdQ5OT6h0+5Qb9SxbWvnEu51ezx//pyLi4sda2Bvb480STg//yAknWlG3XVZLBaUpehDa5rKeDzZ0cf6VQz0erWiqHa8tmOjaeJxWZbF3v4ejWaDu7t73r8/FxD6bpeSkosPFwA06g3WqzXNRoMkTUWQnCMcz6PRCM/z8Tyf/YN9TEOE6gn+QMFysQAkPM+jXm+gKAq+59NqNel0uiiKytnZO+JIzH00TeO73/suo9EQRVE4e/uW6+tryqLEcRyaraYwtMkS/X4f0zAZ9Afc3twxfpgQRzGSBP1ev6LB1ZjPZqRJSrPZIIljhsMhsiwzn82ZzWZkmXh9eJ7PbDYlzVJ0xURJTVQMTNPCth10TaXTatHrtBj2e2iKXMWCLymLjJqp8t2jFv/IaYtnPZO/+GmPv/RqwD/6oottCNPlcc/hL37a5QfP2zwf1ujXzY9D5I/1x+pX4mRQliWbIP4Z3bTIbXFMjbUvvqYp8q7PWpYlrm38vLsDoFs3SSNP8GbLgvV6DUCWp2iGSc1U0BSdaJsyHIzI8gxN07i+uqak5LuvX5MXBdPpFN3QCavI5/39fdJU9O+DIEA3dD558QmXl5eiz97v43m+cLs26rj1OuOHsQiKm88ZjoboFUjlKTC71WoJJY4quMLi1FDw4eKCmlPD8zxUVWW9XtFqtUECQzewbYc0FbHNrutSUtLvi379s+fPdm2V7XbL3d3dbvgsYCoF8/kCSZJotpqUZVGdZAyByswy3r494/j4aEd4WywWIuM/3dDpdpAkiXarxXQ643w+p9Vs7SSpRSF2r47j8Did0mg0drhJb+vRbDUF1+Dxkc12w6vXr7i7uyPLKlqaLGOZJuv1quJeq1xcXFKrObQ7HaZvp7TbLa6vrysHuUye53zy8hMBCyoK3p69JYkT9vf3mc3mNJpN1hthzIvCiG5XBBre3gglmGGsiOMEVdUoihLL1rELMWMaDPrYts279+/odXtMpyI51TAMsaiqOkUkIRUymq4JB7xpQAnNZhNJkoiiiDgWHgdd11EVpYo7kTjoOOx3bOF8lmCyioiSnFHL5tVhC1WWuL1dcz72KEsYtS2yvET5OFT+WFX9iiwGTy5iiTjNqqFZgaqI4ZmhKeS5UFvIspBLOtYvHkQ7hsKLYY2H63N6vR43NzfUXRGPnKQJZQy1ehNKiVwKME2T8WTM8fExZ2dnyLLM2dk7RqMRo9GIq6srPM/j9evXSJIkhs7dLlmW8fDwQBgEhGGIYRj4vkcUxXQ6HVy3DqU4OTxxb8MgII4Tojji7u6OdrtNt9tFVVQW8zlbz9udCLrVfUynU3RdAySRO7RaUqu5bL0taZKSZSmTyVikdpZwcnLM/d09NbeGbdm0Wk1ct8Z6vamcvh36vT5FUXBzc41l2RRFQbeKh46imLzIBQWtOtHEUQywa5M8IT/DSpKZFzlXl5csl0s++eQTwWhuNknTVITfdbtcX1/TbDapu3VWVbsnz3O6nS5JkjDoD8g6HY6Oj7FtG1mSGY1G5BVsqNFo8v79e8aTCf1+n5OTY8IgZL3ZcH19TRTFNCqCmGWa1Ot1JpPHXRuv2+uiyDK9Xo/xwxhZlpE3G3Rd4+Bgn+VyVfGPlwK1maQ4jiNYE3FCq9Xis+98h/PzD3R73Sp99ZHBoI+ETJlLaJpGu9PG0EUUytf+IAgDDMMgy4XEWdf1ykFcuYkrN3OSllw+euiqwouRi6ZIrPyUm5lPXpSYmsxBx+H9wwZD+5VpDnysv8/6lVgMJAkcSxd9fkO0I8QGScjvdE2p1Bci6bEsyz+WyaLKEq6tICFzOqghZaEYPDpO5S9wCMNQcJZlGUMxWSyXdLtdFosFrWZr11d/9eoVZVlye3srUJVJwqvXr9A0TahmJOGEvbu7w627bDci2+fNmzccHh5wfHICJcznc8JQxCerisrj4yO3d3fs7e1xenLK7e2NgKkUOUmaEMfCUHd6csp0OhWSTkOkrrbbbRrNJoqsUK+72LbI31+tl0wmE2xbYCPTJN0Nq7fbLbqhs1kL57RtW8iKTBzFXFxckGUZmqbS6XQoKZlMJgDU63Wur684Oj5GVVS8ZMvj9JFmo8lyscCybVzVZTgc4Ps+4/EDpmlSFCWtVosPFx9wbIe+LcxiuqaTpIngVBQF05k4KRR5wcPDA59++imLxZz9gwPu7+9pt9p8/vnnYsd8cICmqVxeXvH9738fVVUxTRNNVbm7vaNWq9GsgDSyojBfLFBVlcJ12Wy3HB0dslqt6fV7TMYTiqLg8x/+EMepcXR0yEN1arNtG90w8D2fm5sbgiAQ0dG1mlB1+T62Y4vfve7y/t17Tk9PaLXbu0TX/f19ut0usiwxnT6S5TluTcSFq5pGEAS0Wi2oDGxIEkkiEJuKWmVQlHA391kHKc+HLk1HJy9Kbmbebk4watlswxSlAuJ8rI8FvzKLwU+yTH/RsVeSoGGL9pAfi2yjr1e/ofByz8E2HDRF5s2bN5imIIJJkkS32yUvcs7PzzENE8/zyYsc3xO4RsM0uLy8pNlscnsndO77B/v8+Isf73CXUk+cChRFYbPZ0u12iZMYVdV2Kanb7Zbr62tkScZxHEajEev1ivl2ThAEmIZJ3a1XRLAm4/EYSZJIk5SjoyOiOBKLU7vFbDpD1TTyCv4SVSqjsixZrlYoshh4hmGIH/hEUUSe5cznc9qdNsk8ZjEXLSehgkmRkERIW3WfQRDy5Zc/pua6ZGnGYDhgPp+hqir1uotUnQI0VcMwDSRZYr1a4Xs+mq7iui79QZ/pdLZLNv3888+pu3WSJCVOYuyaoKDZlk2n2yaJE9brNePJRFwcJcTPz7LdwvzJJ58QBAGGoYu2yGgECINZr9ej2WwiywphGDCZPDJfzOn3e9TdOmVZVlhPmbwoSNKEltOk1WrS7fW4vrpC13XOzt6RZSmGoeMHFqqisF6v2NsTxjox19gKNkMUsVwsuL6+oShyXrx4Qb1RFzOSEg6PDrm+uiaOI5I03YUFDgcDtp6HZVkURc7j4yPPnp1imCZFnldy5BLTNGhU7SRLV/jsoCHaRhIsvASApqPhRxL9hsnb+zWf/kxMy8f6813fqsVA+ft43RpayagdATFxqrH2NfxYpSwlWo7CoFbgrzZYXYOVF7BcLun3+8RxXMHrQ2o1l1azheu6qKpKFEXCP2AYnL09w3FEuqfrugRhwBc/+oJ+v8/h4SE3Nzf84R/9Ift7+4xGI/EmpqxURiq3t7ecnJzgeR7jhzGGYdBoNLi/v9+lplKWaLqA2di2xWq1YrPZ8OrVK9I0ZbFYMBoN8T2fwBetp9ub20q5M0LVVfxoS1Yk6IpJkQoOrqZqWKaFaYgLfpqlbNYbjo6OeHycUlLSajfJ0my3yxVkMIdGq06ch6iqQpJIzBZToiDC0E3Wq03FQwgqN6+IbO73+0RxjCLL+H7AZrNlvVpzeHjIdrPh2bNnjMdjoQiq6eRSShD45FlGPsmoV56P29s7QADm3VqNVfWcLZYL8iwjimLev39PtxpOX15eous6ruuyXm/IKxiRJEu0ei6yDsv1Ehl5FxwYxRGmYRBFMaZlsVoukSSJXr+Poig4joOuC2aybgj0pqbp5LlwZ2dZhmVbbDabKtJD5fjoGbWaS1GIOct8Mef46Ih2u83bt2e0222GwyGmaYo4C0WhKHKKXEI3DK6vhRRZVdWdoiyOExHxLkmMWvbOaVwCpibzfOhytwg47DqESUbd0ug1zD+Dd+XH+lWpb9UZUVNLfkmr/5eWpReUZUCah6iKR6e+5rC75vkw4rBVIGUZeV4QBAG3N7fs7wuWQL8/YDTaE6QtScKyLOEhWK2o1Wq4rsvJyQlpKi6ii8UCXdfYVjt/0zKZTqeYpsnJsXCrXl1d0Wq3qNfrXF1ecX5+Xg0YLbIsxa27SJLE2dkZ9UYdWZJYrVZ0ul067TYPDw+8e/eeNBVR1uu1AMM8gdklCW5vb9nfFwuPqmkoqkKR55QUpEVKnEas1itKShRV2e1kkyRBURROT09x3Tq2Y5MmCd7Ww3EcfD/AssTjlGWZWsNCMxTIZTBS3L7OyYtDqB7DmzdvmE4fSdOEet0lS1Ns22G9Xu9cx8KBraDpGlmlfFJkhelsSi6nuyHwwcEBpmkyfZxyfv5BnD4adWRZ3mUFGbqOLMmEYbj7PwZhZuv3ezQaDebzGXmeV9hMwYKWVMiVGKuho+gym81GxEsrquBlVxzkOElodzrEcUxRlti2I5RseU6SJDSbIkeqXnfRNJX1Zo1hGDiOzcuXLzk6PGRdtd2SJMFxhBJMzBSadLod9g/2ydKUJE5ot1q0Wy2ODo8YDoc4tsBYPr0GN1tx8lBV5Wsn5BKe5KMlOIaGpau8GNXZb9s09Jy9WkESBX8Wb8uP9StS36rFQJIKDjolf9qwRYkS18FsaJYAACAASURBVErJy2zHMSiKDIgxVCiSnLIAy7ZYLoUmvyzFrrleBajFcQxliWWJhNAn3rD8FB+safR7fWRZ5t2796xWKxFg1uli2zab7YbBcMDz58+JopCzt2esliuiKOLFixdIkoTn+XR7PRr1Bp+9+gxd17i8uECSZfb39pElmdl8jm3bIo1TFnyBxXKxw0peXV2R5zmjvRFxHJPlGVmasZgvWS7XhNuELCgJvVjETMciZ8k0TQzTQDd0PM/j5uaG8/P32JbN69ffZbv12G49ev0e0+mM/f39ao4SUeYieK+UCmHMU1XKomA4HHJ8fIxl2aw3mx1a8sk9LRJW77i7u2MwHFRqpxbbzZbjk2OajSbBOiJPEYawlQDuNJoN0jTl+fNnxFFEmib0+8LbsFqtdjzofr/Ps2fP2Gw2qIqKLCv0ej0M06Tb62CaJtvNlmajQZnIZGnBZrNms95W3AjRXhFRHhUcqQqvC/yAuitMZ/P5XLxmioIszxmPH7i+vhELM6AoCu12B03TdvS68Vikl+7v7wNllbYqIkT6/R5Hx0dkecabN2/QdZ1lBRvKyoxmv0a97bBcLvA8j+12I+LB+bor+ecco0tI05TQ90jjCFlR/vhtPtaf2/pWLQZlWWDqCX9qV70Eigxl5UMoyoK8yJEkGV0zqDcaWI5BmiWs1is6gxadbhtFUaohqUZJSZqmu1waSRJsYkM3SNIEuSJIDQYDwjCk3+/Taoqevud5dNptZFlmvV6zf3DA8fEx79+/J89z4RcYjkiShJvra2HE8jy6vS5y5ROYzqZcXHzA0A3qdZdmUww9DUun2a5zeSUoaM+enZLnBY16g+VyyePkUcQtOw5uzaVRb9Kqd2g1OtXPTHcwGkVWsEyLfq9Ps9nEsuzd73x6esr19TXbzVbk3Mii3ePaDSgkUEoM1cTSHZJI5CMlScJ8Psc0TY6Pj3j16jN6/T7X19dMxhMR62AaaLqGYZgVvUtkDtVdl6PjY7arAF0xyDPBrp5MHrm8uKzQngq2Y+MFW66ur6jXXbrdrgDTxwlJElOvu7RaTd69e0eapRUTwGAyeWSz3qDpGp1ulzTOybaQBWCZNpYlwgGzLAPKHTQHIKyGw0EQ8PDwUNHcQiGRfX+OJEkcHh5yfHKMWbnXXVcMgp/mT0VRsLe3R6PRYDAY4vu+eIyJOBHUajX29/ZRVeFiFq7liDDx8LM1qRzS6jTpVHHcH87Pubq64t27d2Lj8tPvHIR8omS7Fe0xy7LQNX2XWfWxPta3ajEAKMoETf3T2SfLUmLla8iyBaXY6QkaVkGUBiRFQCHlPNw/4PYsCjVhsZzj+4IDIEkSpmESRdEuAC4MowpwrhNFEaZhkqZpdWRXyfKMoigFEMX3aTSaO6i9bVlcX19zeHhIt9flzZs3rNYr8iKn1W5z//BAlmWYloFTs3n/7j2yJLO3t89ytSSMol0ypywrtFsd6q4rqF6Gie/73NzeoOv67jE+tbTcmkvdrdOoNzB0XXB4qxCzOI7FglVlB1mWRZIkbDYbNE2l1+9xdnaGYRjEScz9/T1SKdFpdqnpDdTcwlQc1sutGHCWBXEcCSrbfIGiqkhAp9MRQXa3t1x8+ICiKCzmc9rtNpu1SASVq4Xp9OSUzXot2m+Gjm6InYDrusymU/IiR7dVUiK23pbpbCZUOq0mj5NHkiQRiqs8R5FF1LdomRXYjs2gP+Bx8rhr10RBTL/XF6+1ii+cVY7jzXrNcrnk/fk59/f3jMdjVFXd5Va12y1qtVp1EhInBhFuV98RyUCkqu7v76NVw3tJkjAMA8/zxElvsaDIS9brNaPRkFbFm/5wfo5uasiyjKEJ6aumazS7LoPDHk8X/bv7e5K0gitVf4JEmoqF/0nC/OWXXwpO98f6WHzLBsgAeZ7QdkBC2eWyB3FOlP6iHU6JrpREicR07dKqKaiSL9oaZUEQ+1BKbCYeVkMjlSKKTMa1WvTtPmEYUq/XRVjZZLyTj+q6Lri8ikwcx0LXLovP6/U6rWaL65trFFkRu90sZVHtki8uLqm5QnJomRZbecvbt2/Z3xMgm+ura+7v77Ftm5prc3C0z2q94pMXnxCGIY7jUHddQOLu7o6ygH5/IIbNhlHxBFLKsiRNE6Io5vb2ttrRy8iyjCSL/nIcRVhVzMOTNJRS+AEc22E8fuDm5gbXraHICgcHB6w3a/r9HkmSMB6Pd7LUVqtJ4mds1hvBQcgLZFlhNpthWSaapvH4+Ijj1CjLkvrIRTVkvLXPfD6vMpSg0WjgeVu2nsdquWS+WIigN0Pn5vqG4+MTev0ege8L70GngaGbpFlKkYjWnW04rNZr3r17R7/fZzAQZj7XrWMYQl7qex7uaERRFLRb7WrRzkACz/NYLpd4nidOR4aOronhs1BWCU/CcrkULvcsI03Fjl60hFSmsxmuW8P3fWRJnByfvBG6ruP7PsvVElkWyrHVekWSpMzni92MYrVaUXNdFFVhs96wevRodeu49SbrxRbd1PDjLWUBaSKk00mScHV1zaDfx7Iq9zei7blYLAnDANMxGYx6GMbHIfLHEvXtWgxK4RFouSn7HQtN0ZAlhTDOmawT7pcJUfrTpwZDLehZt9imip9YhKFG01GRpYyyyPgf/4ffZ3+0z2/8xqcU6GilCXlGqWsYZoPVoqKTVcjGXq/L1tsSxWJBWCwWyLLYVauqxma7ZrutThRVJIKiKFxXpKyyLImikOfPX+wiCQbDAQeHB1xdXhFGIYqsYBqm4A27ddI0Y/Z4UfXCOzv5pCwLAP18NqPT6ZLnucj4cWt43paTkxPiOMap1Tg8PCDPC8pS9LWTNKYsSrJchOC5dRFeJ1Xox9vqZKHrBqZpVI7pcBeH8eHighfPX4gIDd+j2+lWypgFnY6Iu/A9H1UV8tE8z7i6vKQsod5QyLNMtNx0mV7fZtAfcn19g7f1+IM/+AM0TWN/f4/hcMTR0REPD2PmswWGYRLFgpG83XoMhkPGDw+omopUyhRlwe3tHbqmo6gKrXYb07IYjUZ8+eVXuHVXsBlclywTEk5VU0nTlNVqyXq9JgwjDMNgb38Px3awLKua0cg8Pj4Sx1HlwhbppYJv0NzJaFutFkkqKHfLxRJZFgmyeSUFTdOEZlOAhIrKENdqNVlXJ6Ber8fV9TXdroAOua5LGIS8ePGCJE24u70jWAuPhGnrbJcZSVDQbw+FN0TTKMqSL774MQcH+zSaTequy2w2oygLTl+cEOchuvLtevt/rH+w9a16NZQ5IsRLS/HiBbIkI0syqqJx0LZpWSaXs4S5/xOQjCSVbLczTLVGEU2QZZnlPENTNdIso92yaDZUVA3iyGezWaIoMkVW0m2cVi2hQKRz+gFn794hyzJRGGLZFqqqoWkG9bpoRaRpymAwQJIk6m6dyWSCbuh02m1mszlpmjKbTfF9n729PRRFQZLFEb5er/P4+Ihu6Di2g6bpJEmG73mcnp5yd3/Hy09eikVnsxFcZlVkA/l+IHr4riuksGEkQtOiCNM0iONkdyJQKgi7LMmCN1zt+jVd53HySFyL0Q0D27IJwoBOp8Nqtd4xHCzTJMv2eHv2lrpbZzQUuvosy4jCiJefvETXNRzbpqhiocMwJElEVEOWZiiKQhKn6JpDEIpWkm3bHB8fc311BUBQsadt2+bgYJ+/9/f+kM8++w6apnF1dc3B4QF5JtRHeVGgGSqev2W1XjIa7onHvVwyfZwy2htRq9XYbESMuVBG+Uwfp0iyxPRxSr/f4zuffYZt26iKSlkWOyEBUFHiLAFIqvjH3W4PEN4RXTfwfV8woJOEJEnpdDqiRVY5rgVcqawc0Y2vAXnEEP8JoLRcLVmtVrz85BO8rUeWZ7vnfDDoc3//IO5XlyFX0GWdNE0pi5I4SZCQ6A/6zGYzZtWJlLJk72CPOA8IEo9E1inLjzODjyXqW7UYGIZBEcusfR+naVJoAiWpKio1I8fUbPYbCuuoIMvFCaEoJNzGAblUYNouihQThGtsW/B1f+u3fhMKnXazRxynREmGaWiUpcx6tcHztvi+RxwL8EmtVtvJFT3Po9VscXF5wYvngiXw5u0bVEV4EDRNI89zAj9AQsJ2RGzDer1C0zXU6vheFiWPk0dM0+T161cslyumsymmJaKU9/ZEf3m1WnF3d8fx8TE3Nzcsl0s2GxFk12g2cByH29tbPM8jLwQLeb1eo2odVqtVNSspxN+I006SJjw83NNsNMnyfNcfty2bOI5pNVsslwsGgz6bzZbNZoOu6zQaTQZxwnT6iFzFfywrR7bnbVFUlavLK9HSqtpsTzr7PM9IkhgkmzgSiqb1aoVl2QS+z2AwoNlsstluebi/ZzyZsL+3x97eHqvVGkWROTw8QNW0nbcgz3Oub65pdFycmnCLC/OetPudR6OREASoKmdvzyjLkkazwcHBwU7KWpZl9T1PNvZyNzgGRGigYxPHCYvFHE3T0DQNSZLFzMY0gBLf8yvXtr0z1D0tAJZlYds2eZ5j2/Yub+jFi+d8/vmPyPJ8F4mRZilFkTPo9xmPxwSBCDU8ODhgMpkwncwp8pz9gwMCPxCtS1kmzwTTWVGUir0gnrv1aoVeU0myhLAIyCoU68f6WN9oMZAk6RLYAjmQlWX5Gz/z9X8J+HerTz3gr5Vl+cPqa/8t8M8Dj2VZfvdr3/MXgN8FTCAD/o2yLP/un/A4ePbsGX4FLNFsGcUWF5cwCUCWyXPlp0R1SS5zv+nvIl7aTky/Uycrc6SyQFE0gnmG2u4QZR7eakFuiaGhbQdomo6ua+zv7ZPnBVtvi6EbFEVBlmbkeb4zYxVFQRRG+Lqgbm23W4LAZ3//gFarxcP4gTzLOTw6Yvr4KDKUypIkSwmCANcVjt3haEjNrfHmqzfCKVvNJQzDYLFYcH19xWq1ptPp8J3vfIckESooWZYJAp/BQIBcAKaPj/R7IgDv6aJWlKJNlOUZjahBrVYjzwqajSadtuAH65rO3t4e6/Uax6lhmhaPj1P29vaQJZmCgsFgAMDNzQ2mafDq1WeYpsWHiw+oisJoNGS+WDCbzUiSROxcKQX3N03ZbrckcUwJ2I6DpqrM5nParbZob9k2z1+84OH+gbOzd+iGznKx4NXr1xiGwdX1tTj1JDHr1RpFVgm3CbWag1VXduD6IAjIMwGcWSwWLBYLTk5OhLKn1xXKrU6XvdEe48l4hxhVVRVFUVBkpeJmyxUBL93hRPt9ocxRVY04jgjDCG/rkSRCLNCqeNBPO3BZFtJUcX8K3W535+2I4xjLMrm/u+fk9ISH8VjMVhoN1psN+/v7PDw8EEU5mqru8q222y3XV9f0+z3SJCHLcizLREISs62nn4nE9HFGMSnoDFuCvvcLWX8f689b/WlOBn+5LMvZL/jaBfCbZVkuJUn6LeD3gH+8+tp/B/yXwH//M9/znwF/oyzLvyVJ0j9Xff5P/bIHUCIUQI1GA9O0OD9/T7BJMGwd1ZJQaiquY2CuItJcEKEso6Rmip1wWZS4dkpS5BRljiqrlLnOcrEiT69ot9s0m+LiKJI8xY52Mp7swtgWiwV5kSNLMlmecX19XYXAiYuELMscHR6J2Avfp+a6hKHIlHFdF13TUFWNu7s7kiRF0zWKPMdxxAB6sVwIM5mqsb+/T5IkvPnqDcfHxxwcHOC6Nb786iu++/o1IFVxyCnNZqvyRTSqhMuQMIzwg0CcCspiN8yWZOFNfUrC1HWdIi/xfY80E3k6vV5vR/maTqdfuxiWVXS1+J2blXxWVTUR371eYVsWvV6fNEtZrVY0Wg2WqxWqqnJyeoQf+Vg1k9lkIYhskggZVFSVdkuAbFarNXmRU+QFYRjy+vVrNtsNm82GyXhM4Pv0uj1UTUE3dHzPp94wdhf/JEnJqnRYRZZ5+/ZsdxE+PT1lMBxwfXWNtxVO4el0SrvdZjQcMpk87lRWAEVe7P6/nliTkiyR5yIe4ilKRFEU7MoUVpSFUJpVXo8kSavNgWi7maa5u3/DMEjTlOVyiePUuL+/J0szjo6OCCu2hevWWK1XuE0X27C5ubmhVf1fmaaJ7di76G6n5iDLCkkiXNNxHJOmCYah02q1RYzIOqYkR/r2CQo/1j+g+jNpE5Vl+Xe+9un/Cxx87Wt/W5Kkk5/3bUC9+rgB3P9JPycvMtIyRpcMHNuh1+sjS+KCmHgFj9s5+wd7nPRKlmGCImcYeopERlGKN/QT50CTdfJAxvMjdN3g9PQUp+YwnwmJYxiEbDbbXVZNkghzlqIKvbmmqxweiJgJVVORZZkkEDs8pTLzOI5DHMcsFnOyPBO7TUVFUcSQdjKZcHR0VL2hxZCy9EWbotlqYhqmmHEsl1xcXOwirrudLldX16iaSrcjzFVBEHB3d0cUhVVEtommqbuwvidWc1EU5FlOUeSEUbiDtktI5LlMnuW02q3d76BpKlEc7fCat7c3mKa1c9ymacpwOMTztvz4x1/S6XQYDocgSciyVMkmTY6Pjnn37h1ZmZHLMZppYDsWjYaIuTBMMaPI8ow4EhfQlisWuKurK3zfoyxK6m6dq6trTNPk2bNnjPaGaIomlDpZxiYUw90oFovcZDwmSVJBWBsMhPPZ0FkulriuW6l1aqiaynT6uIsZ97wtUSR8CmmaUpYQRiGyLAt+QpExrXjQRVEIxVA1i1EUZbdAhGGIqijiRGkYlGUpMqbMn1bxPLVznuYIk8mY733vezuvRlHkRFlAw3GZzaf0ej2yLK8ec4uSEsMwWK83RFFIu93ZhSsqsoysgWrI+Aufbq/LoC9Mflma/+zb7GP9Oa1vuhiUwP8pSVIJ/NdlWf7eL7ntvwr8rW9wn/828H9IkvSfI/wO/8TPu5EkSX8V+KsAg9GAMA7YLHxsy97tsputFpZlEQYh79+d0xu1adkZWZmQlzlZkZOmyS5eQFMM0k2JnMt8+vJTLq+uhP5cUYiTmK2/Ecf+JN7tvKIoRDf0CokYQwmL5YLtdlu5SMXF4kl1lGYCyKJpKmEU4fv+DgkZRRGKqrBYLhgOB1i2xf39fRUD3a2GlLBcij6/6woI/NnZGdvtlsGgz+XlFcPBkCgKubu/wzRMkYFvGLuW1Xa73WnLsywTihckJEmmKHPG4wmmaWDaBlmW0mg2qpaIXLWH7Er+aqIoCp1uh9VytXMP393dkqYpk8mE09NTJpMJaZoCAtIbRkLDLpJCDbGwhBGSKhH6EVEUUxYrfN8TjzEX7Q9FUUmSZCeFlaoefhAG9Ht9oiji9PSEKIp5d/a+Sn7dgiSc4GVRiux/NUJRVV5++lKodPqC6bzZbMjSjEajsVswRnt7wkuw3Yp8pjQhjoVHY7PZIEns2NGBH1BUIYWyJBaAJ8mo+P3Fbl9RFOIowjQtJuMJr1+/FlEe+c/v0xuGkK4eHBxwfn7O+fk53V6XTqfDdDqlObTZrLeUqYjF8LYejYaYFaVpyjpac3h4gCTLfDj/gOu6NBoNwjjEamhIsoRWGc0eHx/pdNq7Rf9jfaxvuhj8k2VZ3kuS1Af+L0mS3pRl+bd/9kaSJP1lxGLwl77Bff414N8py/J/lSTpXwD+JvDP/OyNqoXn9wA+e/2dcr3YIpcqtm1TFlRZ9z3G4zFFWQg55yqkKHLyMkeSIYxDoiRg/2gPqZAIlgmGZnJ8esJ265FnOav1mk5HMGp936fVErvjJEkqkPyGRqOJZVmsV+tdTMX93f3u4r/dbInjiNlcUK6SNCHPxAB5u9li2RayJNNstXZzh/uHB06Oj2m1WiJNdLmslCk6iqLw4cM5WbVb//4Pvs9ysayg6zkXFxccHh7Q7fZ2bRtAOFAlWK2WFEWB49QqX8JTjDeUhTBuTSZjrJpJQc5ms6HT7iBJslAGRSKMTmTyF7SaLXzPqzT0U/b291FkpWIaWBwdHXF+/p63b9/iODaGYQh+cuDjusKM9fgwpSgLkijFcWySJKbf7yMrClEYoesaOTmSBFEYk6ViyDroD5hMxgyHA1arFbbt0G636Q+EL2M6feTo+JjRaIRpmgRBQFjBcCRJoqxORCIqoyTLMyzLpF53Wa5WjB/GmJYplGRlThRH2JZdtSZ/gol8cqMLLrWA0KiqSpZlBIFfRZ0Iwpuqqjzc3xPHghP92Wef7Qx+aZqgaXqlLipYrVYEQUC328V1XR4e7knTFMd2CIIARVZYTXzq9TqNdoP5bI5hGHQ6ncpVLDYNILFarnj2/BkP9w/c399h12xqTRt/HeDWGrRaTTzf5/b29qMD+WPt6hstBmVZ3ld/P0qS9PvAPwb81GIgSdKvAf8N8FtlWc6/wd3+K8C/VX38v1Tf+8sfrKKhKyayJJOmKVEoGLm2Y9NstTh7+5Znz05ptzuVhj/g9vaWf+8//Bv84f/3d/md3/kdfvCD72OYFo7tMJ/NCKtsoHfv3gn9d6PJw/gBTdF3x/x6vc5sNiMvckzDZJbOdjLDoiyEaqXajQtQfYGiKjTtxs4FbDt2NagV0QWL+QJFVoSjuD+g2WxweXnF0dERcRxzfX1NEAT0BwNMQ/TiNVXj8PAQx3H48ssvSdOUV68EJyFNE7bbLb4fVC5blfVmg2ka9Pt9VFVo6VVNpihTSmCzWQsXrB+hqRp2y0ZRBIrTtm2CwBdadtNiPp9XhjWF2WyOrgn5q+/7yIrC+/fvQYLBYCAYBLpBr9cjDEOurq5ZrVas10KJZJk2e8MWqqri+94O2OL5W0q/xHQ0jJqGpkgokUae5SxXS3HKqTwfF5cXSIhTx2az5ZOXL5EliTdffUWr3d5R0zRdJ8uyKuYiIc+zytClMp3OxNAedk7tosjRVJ26WxcnuiAgTRJUTauyfRKKQpjHoijC87YYhkleOc4lScYwVKTKZNbtCqZ1FEf4gU+R52yqSI+nAfxyuSSOI1rtFpIisrT6gwF3t3cYholt2/hBgKbV2G42KJJCUZQkSYyma9RqLpPJBMPQSbOUVqtFlmccHx/z8PCAYRjcnN8BErpqkhUZhqVhVCe+j/Wx4BssBpIkOYBcluW2+vifBf6jn7nNEfC/Af9yWZZn3/Bn3wO/CfzfwD8NvPsTHwsSuqbvtOdPAJnZdEa326XTaVOvNwjDUMwIqn71f/qf/Mf80R/+EScnxxweHmJZNuPxmOFwyHQ2rUw/LW7v7nh2eoqhG4SB2BkuFguazSaKqpAm6U5l8jRDcGsuw+FQ4Atlke9TluVuR6nIMo5jc393R73RqFoHMfVGnW5HhJdNJhOOj49QVZXz83Pkiqb1pHiZzWZoqsZ4PKbVatFut/nBD37A27dvK2ZxnTTLBBCmL6IU7u/vSGKx+3ziIM9mj7gNkOQUVWmTJBGyrKAbGhRS1fv2yDIByymLcid7FPEaYih6c3PDYDjg5vYGSiG3LPKCw8NDdEPsdt++PWM8FjQwAaTvCvVLnhNHUdVXF89rlmeEqY9ek1ENhTRP8GJhvpNLgywWC2+t5lbx3fYOVHRxcYHr1hiNRiiyQpKmol04e4+qqgyGA8IgJAxDQMIPAvI834W2ZXn2U+Q1WZHxAx9d09A1nXa7TZqkIssKkGSZ7UawljVNFblPNWenDMvSjCgKmU6nJGmCqqlouoZu6KzXawzdIMsyJEkS2FNdJ88z2p0OklyyjVZEaUirJ06dNzfXuG6dfq9PEPrkto2qaTRNkzRJef/uPZIkMRwOqdXE8NmtucTbiCiKqNVqRFHEYDCsTG1zwiig1W6KheXjYvCxqvomJ4MB8PuV8kEF/qeyLP93SZL+dYCyLH8X+PeBDvBfVbfbyU8lSfqfESqhriRJt8B/UJbl3wT+NeC/kCRJBSKqucAvqyzLmE6nQnboODtZXhxHSBJst96OL1CWJZvtBsd2+N53v8ev/9qv86Mf/YjZbM6zZw1KRA86DELG4zF7eyPO3r3j/uGBer3OfCZ4w1kmLoKWae1mAqZlEkYhhilYxEEYUHNr4qJR5qiqIvKQNqtKly44xIcHh8iK6Dlvt1sURVDCvvjiCzzfQ5ZlDg4Odr17EX42xak5HPYOyfOcy8tLfN9jMBjy+vVrfvjDH+L7Pq9evaqULCWe77Ner0VMs6ruZIyyrBCEc1QtQjYsRqMO5+e3ZGmGhIxfwXNqbg1XcfG2IhGz2+2hKuJkYRjCjVyv17EtC0VVdxHXl5eXJElMHCcMh0MWiwXPnz+n3W4hSTKLxRxFFrvaLMsEgjTPUbKMpIjItYQsL5EKGRmFMpcJtiHHh6ekSUJUzWCSJGExX2DbFoPBgP6gj1pdzBVZptUSQ+Dr6yvu7+7J85znz5+hqiq2bVWheAW+H1Cv13kYP0ApFr5Op4OqitOPooqhrpD8VuHQZUkcxZSl4BaIuUxWtdKESMC2HUxTzIHyTPwbCJnvYDAQ2U7V7KLf79Pr9cmLjHWwYBnMSLMEx3DpD7pcXFzy6aefVp4B8Vxut9vdYxJxFwGz2YzNZkO3KzwlcRyTZf5ulmOa5k7ptF6vubq4qfweyTe5TnysPwf1Jy4GZVl+AH795/z7737t478C/JVf8P3/4i/49/8H+ME3fqSIfq1pCoVNksQVAD3j4OCQRqOOYUy+Zv3P0DWdbreLoshQOTI/nH8A2O2WNU1D13W2nseL5y+4uLhg/CDoYU7NERfvIMCyBdik2WhimZZg9Daa1Go1ZnOho5/P5hRFIUxMiog7jqMY0zR34Pm8MnYtFguCIMD3/d2gV3ACMqGZr7Joev0eiizvsoWSJAZqPDw8MBoNOTk54ezsLff39ziOTRhGrDcrwS3IU5RCwOtlWcE0TbxQQTNUJElBVS0hxfRC6o0GRSF4DrZto2s6lmWy3QrHrmEYlZvZxK27aKoIn9tdeHIRL2FZomXXaDRot9vc3t5g2Ra2ZRNF8c4LkeXZrpdfliVplGO4ujhZJYKPoKs6za7K/f09Jh9O1AAAIABJREFUB/v7mKbFdDolz3Nct8ZwONylvpZAUT5Fs4GqKnQ6XbGwL+Zous5XX35FFEW0Wi1GeyM+fPjAy5cvhUAgjMjzbDdoj+MY3/fZVLtnYSwT6ijRTipQlKiKoBCniSROMM10F/gnokciOo7DfLHYDW5PTk4FFzqOCYKgclBnRFlAnAo1mCKrdIcdJuMps9mMZrNJo96oBAiCWNeoN5hMHqsWYMJgOGA2n+PWarvF/8PFh52qbTQaMp5MODo6RNe1apj8UU30sUR9qxzIwK6lY1b9zuVySZ7n1ZtSZbVaVkFt4kUudkNiV9dsCAOQ73s7hm69XheoyPsFg8GAVqu1e/Ocvz8XqhBZYTAYEAQh2+12x0V+igJOKtXJ3v4e93d3oq9cZRAtFksAPN/jw4cP1dFdDBdrtRp7e3u7yOPJZMJ8Pt/t9Eej0S7bqN/vM5/PieMEz/OouTUuL69QFJlGo8lkMkHVFWpNC7urUco5tbzF9HpJFEdYphjoplkD21DRVBdZ0mm3Orx/f47jOEiaJnJtqtgEcbEod4ummBtI3N/fs1quKMuSZqvJ6empYAZUc4kkiVktV/QHfYbDEWdv3zIcDsmylLwoUFWNdjUwf8pLSoMcQzORVQ3bcpAQxr84Suh1u6zXG7I8E+CYRp08zrm9uxMy1oozkBYJcjWgLYoCTdd2i0Wapvzar/3arucvSRKffPIJhmHw+PhIlmV85zufMplMKgFBmyRNsW2LvMiYPczQNA3LsvB9r5JwRpVHQERPPHlLnkQHqqpiWTaSLNNsNNh6IrNqu92iqoJeFgQBtZoDkoSEtFN+FWWOYet0ux3SytS4WCxot9usVktubm6IIjEzaDaalGXB7c0t3W6HzWaLZVl0e12iOGK7EbyD9XotwgmTBE37/9l78yDN9rO+73P2c97z7kvvy0z3nZm76QqutosohBYbx8FFURdTomJbMQGTKpATQQQolVhxhA0ikbEAgRCIJSFFIsBCwdgEcxXQYhkscXWv7jrTMz3T2/t2v/ty3vfs5+SP33nPSGD/mVSm1E9VV83tujP99rv8luf5fj9fjUqljKpq/+EP2mV93dUDtRnEcUzBLmRX7AlpirgBZEPC+XxOHMf5grkMPEmSBFmWc5Rzr99nd3eX806HlZVVTNPEXbhIssSwN2Rra0vEFVoW5xfnlEolEQ+paaLfK0v5aUzTRD+93+sThiHdbo9er5+3k9bW1gijkI2NDZrNJu12m3K5nJuOljhtz/NotVqUy2VeefUVDg4O2NzcZL6YZ1x7NePflxkMhkzGk2wT2SNNU55//nnq62UCaU6YBpCApshIisQkGxQbhoFhrGbEUmE2WjqVozhGVbU8unMZybhwF7z88kvESYK7cNna2qLZbLK3t59lFRhMphOGgwGVShXbLjCfzzEMwTlSFAXLsjg5OeXxxx8XNwnPp9vtUavXmIwnot9tl6gWq4RhwGQ0pdFoYNgm1ap4zoejEZ7rsbe3R8EucHx0xNlZm4Jl4S4W1OuN7DSOSB5LRMiO67lUymV8z2M+d4jjhIODW7lJb76Yc/XKVSHFdRxaLYF9aDQbeQxouVTGLwQ4c4H5UBU1f09UKhWRg2wmaKoYHC9veQIPLWGZFqlhCOOfIkQDS0d7FIkbo6yKzSCOxONWZBVVVtna3uLLzz7HnTt3uHHjBoNBH7tos7e/x9GRUHF5hsBgl7PZkSRLNJoNhoMhpWIRXdNx3QXtTgdZgZkzo7WywmQyyW7Nl3VZD9hmIElSdguQ2Nrazv47ot3uoCgCr3x495BKtSKAbb6P73tMJ1NWV1fFKVtV6Pf6XL16lUq1SrvdzhQ/PtPJlHq9nmXkTigUCmxubtLr9SgWbYqlonCT+j5hGHInazkt5guGGa1zY2MDyALYJTH0XiwWeYxisVhkNBrlbYQgECogu2hTqVTodDpYpkWpVOLVV1/J1ShLRHaxWKJYLBGGAZ2OyAkuFGw2Nzc5Oz+lslYgTl0A4jTCtA3OTs6olCvIhtDskyEVlvkKAJVyJU90Ozo6wnGE9t+yTGJZ5tq160Kb3mwwHJDfAqrVKqqq0U/6GSbkNB/ip1nu4o0bD9PutHnp5ZfY2tzi2rVrHB4e5oiNcqUs3NpFGyiyWLiEUchgOGA8GuPMncxk2GIyGTMaDWm3OxQKFgXbRpYEttnzhGJHQvTVQZjm4khEXIoNUca2xcBZ0EMrpGlKsVhkOBxSsESG9b1796iUK2iahjOf02g08DyPNEmJiXLQXZqmGchO4qvTxZY3EMMUA+bFfE7RLuJ5fn6YqdfryIqMoomheZpKmJol5jJ6EVMrUGoYlMtlptMJ3V6XWrOCqsm44wX1Wo0kTRkMh7SaLTY2Ngh8n3a7Q/eiiyRLJImCrmuMRj6ymqJXZPyFx/lFmyRMv+YxX9bXdz1wm8Fahiy2bRtZlvA8saBFsbhKLwNbojDM07M8z8s/8NceusYXv/jFPLbQ9/yslVBDUUUsIgg9fpImNOp1Xuq8TOf8HMeZMRqNxYfVNGm2mpRLZcbjEeVyBbtoEwQBvW4vf7xpKpyhruvmyVnFYjF3qi5707s7uwwGg2wuIhRL+w89hO/7fOUrX8Eu2jTqDer1GoWMaFoqlTg8PETXdVzXQ0pk5j0fu24Ry2G2Gegcnbb5yvMvcO3aQ1QqgvDZ7/WJY6Ex1zQtD4vXNI3RaMS1a9fyRK7z83N0XVBFPdfLjUtJItpHSpY4Vi6ViKKYnd0dQAz8x6MRvV6PzY1NwiBkOp2SJEmO/PADP980zs7a+Rzl/Pycnd0dtra3MHQdwzDQdD2X4xaLAjRomSInQVU1isUimqYyXyzwPC/D7ogDRJIkBL4PmSPbMAyazSaSJHF4eIdbt26xt3eV8/NzAUSMhau4VCoxn8+xTDGsPj09RctosFbByl5nmTSNSEnRVDWbDQnUR6FQQJbkzL+yoFqpcDoTITytlRVUXSEIxA3CNopYuiCmKpKGpuqoisrOzg63bt2iVq8S4jJbLEiRkWSZJIxRFAXHmdFsNjLsuM4gi0cFME0Tu1hgEc8IYo9IiZCjhGq1eekzuKy8HqjNIAxDTk9OCQJfoJ6zRcIwDKIwEgEkukHg+yJgRF8uWvdbMSkpxVKJdrvN1atXGI6G1KpVqrUGN199FXfh0mo18T2f4XDIxcUF0+mUfr/P6kaL6ppNuVimVmqhq2LRcJw5YRihqCKdaxl2omkqpPeH1Uv+jOg7zykUCgRBkMcnLjEFKysrXFyc02w1URQxyF7fWKN70WM8HmebTILvB/i+z/7+HlevXkWWZQbDIaenJ6imjFmxkEyJeqNGoVDgueefxy7Y/P6//APW11d56qmnWF9fZ3t7m+FwiGWZuRRxOewOgiDzbHhEccSoP2JtdTVTAwn+zXgyQckkpClpZvaKsIs2hmHQ6/UwTfFvHx0fEYYh129cJ01TOu0Ow+GQbreHqqrs7e0xHo8Jw5DNzU0xnA7Fz5/PFwSBz/n5Bfv7e5ycnHKRxXpqmsbKygqNRpNaTfCMprOpMJ+5C9KUvL1XKpUZj8eUyyKPeHf3Cq7rcefwkM2NTfp90YqZz0XozvLPlUole20uBK1UzVLHDCOfsywWizy6MwgCTMvMZgmLfMbQyvAhYsPbRlV1ZEmkl4Foc/mex3w2RzcM1tfXOTo6otftUVsrQyryumNJ0FErlQrdbo979+5hF4t4nsv6+hrVWo1er8egPwApRa9I+FFEHMYkvoJaFn6Ly7oseMA2g2XEoGVZOWANyBn+pmli2yJ1S9XEMNmyxOloGd8oSRKtVpObr95kdW2VK1eukCQJYRBQq9UYjcb0+z1su4hh6Pi+z+bWBovFgvFoTNOu4kUufuihSCqBH2Dbds6UEXGGqkANaxoLd0G1VsGyhLRvOp2KIMKMFzRfCLdzoyF63t1elzRNcV2Pfr+P4zjouia0417A1uYWs9mMe/fuomanUEmScwdyo95gPp/jex6ziznFivj9i1Ubz/dwZnN+9eO/8jXP6+/8zu/kEtl2u01Ob5YkglBgISaTCVEUksQiNjEIAoHacD0m4wnVaoUwG6pPJuL0r6pC97+xuUn34gLDMHniNU9w5/AOF+cXrK6tUK/XefHFF3M663A0ZNAfcHXvKoPBQOC4I8FP2trawvVcCoUC5XKFJDnG9USba3njSNOEIBA9e9MyqZQrOS7C932RoDZzxOuQJui6kQ//kyTOMhfE67pMsCtnaOrJdEKxWKRWrzEajnJ439I9LmYCMq7rMh6Pse0CcRQx8/z8durlyBIxx7p394jr16+TZJyj5d/1Az8bKKdomsba2hqnp6dsbG1gG0WkVKbTF+Y+WZZZX1+n3W7T6/XZ3Nyk0RBOckWWWV9fE0ILN0JCw9AMCuWSyJaILhHWlyXqgdoM0jTF970cwAX3AV+dc3GyFmHgwuzleW6WUCWxcAX9MUkSVE0lTVPOTs8Iw5CFu8D3fMIoxNBF+0XXNayChVUoULBNirUCcRpxfndAc61G6veZa3PmjgCRLZOsklhA5/r9PltbW4Ltb0IiCTCcpmlsrG/Q63UplcqZ3PCCfr9Hs9mi3qgzHAyxizYF2ySVhcfB8zx8z2e+mBOGITs7uxSLQmLa6bQxTYNSWThRK+UK5e0tBuM+J8enDAcjCrYA4V2/do2TkxOeffZZ/q8/+jf8+b//Imtra3Q6ncyFq5EkKeedc5yZmBtUq9VsNqCSJGfohsF0Ms0XIiTRigiDEF0TG7Ro3ahEGVJhdXVVaPcVmf39fQ5uHZAkYuMol0uUyiXCbFjbvehiGiaddlskqWWBQbZtc3R8xNUrV5nP57lhqlKpALC1tUUQBLTbbZrNZoaZnuJ5PhsbG7mKyzQtLi4uiKIY35+SpALRUalWkSSBc1BVlVKxiF0sYmXzGl0XvgJFlvP5Srlcyd+biqxg28X8FuD7HuPxmDQz5onsAqE0qtcb9Lpdwiji3t17gimU5Wubpkm1WkFRBHK73+9Tr9c5OTlmNBiLTOTRiGJReA3q9brIao4jbt28xXg8ZnVtFUUmc1+rtFotprMpvqcyHU2pb1pUKpWvyWq4rK/veqA2A9/3OctOP2EkFh5h6rIJ/IDVlRUkqUK32xVzhCjCmYmT4Hg8xvU8kiRG1RWqK2VSPUQvyJi1Ikil7KeID0cQu7iTOXGYkHbJPqgKBcvi9G6Hxx57DBmVwPdZ2doWZM3FHGfmZCHqId1ul8l4QiqLVlXoRVkLKcQPAqLxKGPZq5kCJmYxWzBzZqyVVlmEDlpBxi4UmAwd6vU6nisIouVyGV3X2d3dpV6vcXh4mAXviOF5v98nUnzqGyUKRZNuWxi+Htp7CF3XedNTb+Kpp57Kn9vt7W0ODw9xHIe1tTXsos10MsU0TTqdDicnx6iqlkkfxQm6Xq9RrQqZr2majEYjCnYh24j9/N9O05TZTLh22+02m1ub7O1d5YUXXqTRqHPlylWOjo6wLDMjhKacnByjaRqlUikfVHd73TwY5s7hHRqNOmdn7bwVuJT7+r64VTWbjRyxHQQ+k8mE2WyWP940Tahm2ApVU4VZMUmpVWuctc8IgxDHEcFGZOhuVdOQkLLYy5ThcIAkyeIWFIQZdmMCkBn+BPV6iStxHAfHmVGv17GLRfEemU7gFNZWV9F1g1qtlr8Py5Uyg8EARVFotVa4fXCbRx55OHe9x7HAm5yfnzMYDNjf36PTOefFF15kKwsA8gMfVbNRFZVYjTFNi9FwhCJfuo8v6349UJuBpmlcu3YN3xNtoNFwlPODAO4dHXHz5k3e/UPv5ld+5ZdZXV9D0SQ0Q0U1ZcpVk1RKiOKQKA5JVUgkSCA/IS2dpsgg6xIqMhKyiNwMQXaFIqharVKpVJjPHba2thgMB2xtb2Yo5Rg/CAiCgHKlQuAGLOZz4ljgDsQCExBFIUEYUrSLhGGY9XbJh8qxFCApEIYRYRCwvrZGGIrc5GVYzXgs2hWWJXIHarW64NGYOqZukgQR1abFfOrhLQRBc1nLXzVNwbIsbjx8g+e+/Byj0QhN06jVatRqNRaLhXhKsp57kojsg6OjY46OjkmShOlkShRFtFotVF0lxSOOhadgMp0IKWmtxmg8RtM0ms0GNx6+wdG9ewJkVy6hKgr9wYDdK7vM53MA2u02hYJFGIb0uj2uXbvGdDqlVCySJClhGFKpVJBlOZ9zrKysYlkijGcp8RSspUX+OmuaiA7d29snTdPcAR5GIbPZlKJdZOD16ba7bG1vsbUpTu6+7zEaj+j2uoxHIxxnnr8Wyy9FVbBtG10Ts4wlxmP5HAZBRKdzTq1eo9VqMZtOicKQz3/+3/LEE0/QbDZIErKWl4Adzhdz1jfWOT8/z/OY+/0+vV6PKAohQ2bX6w00Tef8/JzTk1OKxSLNVlOk7WVSZjGr8jFM4/77/bK+7uuB2gwAEcfo+VTKFQI/YHNrE1Jw5nM67TY/9mMicO3qo9uohkychiDFJERESUKapIRhlMPkyIw+Ak/8tR+MNE1JEINBZFAMnWqtwlxdZK0knclEOFTTJOXw8JCtnS1M02DhusiSTLlWxnNdClYBWZEolotMpmOmoxnjSUScyMwWHhNnQZJFHBaLtiBjJhGkKYF/ThKLAXgUxezu7iDLEpOJcAcPBgM2t7Yol0scHNwSdExZYjAcECcpsRShKSpGtZL9zkLyyvJP0v02xxJbcHR0xNW9qznuo1gsoWoCRe26HrVaPWf5y7JMnMTYBZvxeEy73UaSJLoX3ZzZJJRfAog3HA7RdY1ypSKUMgcHVCtVtrY2cU9P2drcZO44WIUCrVaLuTPnlVdeoVqrous63W6XVquVB9J4npcv+pqmk5KKxVjXObh9QJBRQxVFzVVlyyB7z/OyPGgpEwPMsudEolQqkwInxycMB0OuXXuIaq3KH/zrP+S/+eEf5vqNhzk6PuYT//tvZaocsdGk2SZFSs4wiuM4Dx9azg7GI3EzlBAb8vr6Ol/60pd4+OGH2b2ySxyl6JpGpVrBcz2Kto1pmrz44ks5I2tnZ5tiRcyDRn0RCBRnyrq1tTXu3buHaZqomsiyqNVqDMZ9ClWdTkegOi7rsuAB2wyWmm6hZBHmnuFgyPn5OZ7n0Ww1+cBP/A+s7jSRjBg/9jNsgFgAoygWwTSamnPnARFfmX1o/0PqimW6FwmYpoWq6DmW4LHHHgPANA0uui4vPv8i21e20TSNwA9ylQlAEIScHp8yXYREaomgUCEuyETZ0qxICUYaIkUiAL1Us5BNmPd9ioVStoj4HBzcZn19Hc/3iKOYvb19kiTJWmMi+1jXBZ+p0ahjFQrYVkm0LFhirKUMy5yKG4IEUZZ9sL0jOEiddof2WTtviaiaQhD6BL4vTrxpiqLIhGHE1tYWhqFn5NZ1oT6KIgqFAuPJWOjeJUnccqIQ757H2toaBdtmdUUEt8/nNVRFISVFURQWcyERlmUFJNhY38hBdcuY0CiKGI9FHz0MQzRNJ87c50mSYBcKlIolgsBHN4xcenx+cU4QiPznRqOBYRqMRmMUVaWazSAcR8wl7ILNaDTihRdeZG1tlb/+jrcDMByN8N1FFj0qJM56pmxzXRfP93DdBTMnJs1cz6qqoKpahiWJGY/GWSiO2Ii3tra4desWg0GfJ177WizLQtN1fM/n5ZdfwXUFdE9VVQHRC0Pmizme5+G6LnEcs7W1TaFgc+fOHba3t7NUtBq1WlUMzpOU+dQliS9vBZd1vx6ozWBpOktJOT8/p9vt0uv1WFlZEQaxjU2+67v/Nv1Zh+liqfYQG0Ecx6RJkkU+Zlz6bJGXZBkti3SMwuh+qHgiMfcKRLFCubBAQQysq5UqN2/epFQqoaoq3W4X0zT4hm98gouLC+7dPaZWr1Iul/OFNwh8ur0+sV5hrtTwQjG0VBQJVZZIkfBicGIdVW5gSyF+d0ixKBP6EfZKAXfus7u7w+HhXQ4ODpBkid2dXcbjMYPBgDRNMr79jGazyWLhCn2+qhKEQe6QXcL5p9Npjui2LAs/y+KVkDAMnStXHqfT6XB8fCyQ3aVVYtkn1UP8KKZgm4R+jG3buZdCOMINzs7O2N29gmVZOX9ndXVV3DQCn4JlMR5PaLc7aJrGcDhiMhEL/cVFN88LWFlZ5eDggHqtjqqpzGZTVlZWueheZBGVIsksTuJMwptg24Xc0KfrBkEgFFdRGGGZJsWiied57O/v8+qrrxIEAVeuXIEU7EIhf2+UyyXCyGTuzKnXa8RJzFee/wq9Xp/f/M3f5OD2bX73dz+Z9fi/tpa3piDws0G1ny/YQgEmZeTdhDhOxKI+Fwq0X/+N3+DTzzzDk294E7/80Y/QaDSYTqfU6zV2drY5OLidgegier0+qiY2hmKxiJnhwJe8q16vy0q22QK5l2KxcCnYZh7ZelmX9UBtBrIsi8DywRBN01hdFTkAjjMnScUHSlFUdMVEVTSSNMkXfFVVSaQkl0wuvy9uG9nJ3Q+QFQWya3aCxcgpkiQylhFgKmSnZCjYBRrNBgB6FlKSktJoNojiiIObd3AXYqEN/JCZ4yAVmkxS0etulgw26gWqto6uigXaC2N6U5+z4YKJl2JpKyTzMZEzZjqZEQURgR9QqVSIY3HqPj4+Jooi6nXRtmm2WiIb4eiIaqXCYDgUJ3ldZzwaoxsGlXIFKWvb+L5PnMHKPNfNoHpiqK1qKrZtc+36NQLfp3NyjmFrGCUVtIhICgmDmLUV4boejoZUqzX6/T6lcpler4uiqiQZNbTb7TGdTtna3srxzTdu3MDzPNbX1+kP+gz6/a+RgY7HY8bjMdvbW5yenCJJ4DgzLNPEz56LszMxV9A1jclkkg9ggyAQMaUZmLNcFiKBpars/LyDbuh4nk+/3xe5z4q4pcVJQqfTodqoYNgqrjtnPnNprjTRNZ3uRY93vP1tfP/3f1/+2oehiA9dkmIlWcI0LYGKKJfzecXS97L8EsE4CzrnHcajMf/J3/gbfPqZT/PsF/+c17/+DXzf930/73//PxKSZODa9Ws89+XnOGufCQZRo4mh67SaTQaDAbNOh4JtU6lWaDWbnJ2d0Wq1cByH6WyGoqrs7O7Q7/VxnPn/R5/ey/r/ez1Qm0EYhkzGE2zbztG8mqYDcwzd4PTslCgMkVTQSjpRHJJw32G5PKXnOOIkzd34URQRRTGlgpX9OUJWfKq2Q5zI6GpIFEqMRxNcw0NCotNus7q6BtoSP5BAImXIiCLdix7DgQDVlVe2mVFCliVurJfYadoYmsBUO7MxYRjR7XaRZZkVzUJNdaaBTCRXKZVVuhd9ms061WoFz/Oo1xtUa9UsWEVgs0ejMb7nEScJ45EIwxFYaoN6XQSh33z1VQzDpNFoCB6/oaOpKpAyc5zMdOZjGHoOXltfX0dVVZqtFi+9+CLTUUxtpUIQepTtSh5Cn61VOM4sQ4y3OLx7iGVaJIlo/TQadUbDYW66MwyD8XjE2to6rrtAXV1FVVSu3NgFSeLu4SG2XcA0Tc7OhIT2JBuMxnFMuVzKVUGSLDGfz1ks5nmokKoqyJKM67u5x0NTNYpFm+k0plIuU6/X6XSEGmdra4tyucxsOhPChGlMqkekKegljXprlVKhSrPZ4ivPf4XRaMyNGzeo1Wv4vs8sA/aVSmUx6FXk/D22fN/95QwBQXsVWPCj4yPSNOVXPv7L/IMf+EFIQn71Vz/O7/yL3+XP/90XKJXKlEtlvvHJb+TmzZsM+gMRp5oK86OQsNpCKZTlfS9puIahc+vmLV77Da8lCkO+9KUvEv9HIjgv6+uvHqjNQJZlVldXkWVJ9Inr4nq+urpKkiRMplOBoJBS0lhkHicZciFJkpy+mddXtUzDIMxyCFKSOMmGwjHlggNkWbyRSrVWoVFvIsuyyPyNQuRQFtp0TSUKxem90ajnmQT11gpjqUEcpFxfL7G/JtK1LroXXFxcAOAu3JyHv5hMCIOIam2DaVJgSpGKLTMaDfPMXUGzDPMg9vX1XdbXN7h7924u8VwanfauXqXXEwE5llVgfX2dXq+H67l5iwcJFvM5rWYLx5kJTbznoyhKpiASp1ldN9jd3aHb7XJ+2sHYNYnCiNFIhAANhyN2d3dJEiEnbTVb1GpVPM8nCIX8V9NEz3xtTZihqtVqvoFsbW9z++CAg4MDNjY3CYKQ69ev5xJc27aZTCZ5kMsSN3J+fk6YmeKWRjyR+KagKDKFgkWz1SBKQnw3YDH3cF2Pel1QaldXVzg9PaXb7XFx0SWMRCxnLIcEoYepWbizgGjuMB/7KFnPXtNUnnvuOXZ2d9jZ2aHZauHMHE5PT1hZWRW3kVTcHJY30b9cSzS2pmlc2b0CwD/5qZ+GJOTJ17+eZ7/0JabjMY888hif+tQneeqpp6hVq7zuda/j7PSM27dvc3x0TLPZxPd9giBAVmSSNMENHJI0YeEu2N7eYjyZiJCbwTB7Pov/b3xUL+sBrAcKWSj0++KU5rquiF607XwgF0dicBeFEcE8QmY5OI7yjUDKpqjLD2AurZMk9Ow07PuBQCjHMVEYwTI3OBay0fFoxOnJKcPBkMlkwng0xvVcfM/D811SJcGyTVx3gWWZlFo15kGCJEGrbJImMbdv3+bs9JSN9Q3xeAOxeZkFk9ZqA9NQmV/cpSx7xCmM4wKxWWc8mWKXbEzLYjQaAwLT3em0Rf88DHjtN7yW173uSayClWn2TxhPlv+vlfeXd7Z3mE6m3D444LkvP89kMiFJhCzWMAwcx6FUKolhcqfNwa1bNBpCu7/0APi+T7t9RhQJ/o9h6JiWha4Lfk+j0RARnJMJ9VoNWVFYLBYCIZ6pbiyrwMxxqFSrpEmambsczjsdTNOg3+/T6QgY4WQyptEQg9ONjQ1M0+Dq1T0ef/xxGvW6wEOYJt3uBefnF5yLKzaBAAAgAElEQVScnHDWbuM4DoeH9wh9gdFoNBo0mw0sy0JWFHq9PleuXOXGjevU63UWc+E4D+cJamyipSZKqrK+ui6G6Yowh1UqVYGNnky4d+8eURRhmkbOawIhESVLvkvSmDDyieKAJIm+pl20bGfeuX2H5/7ii+xe3ce2MimwrAAp3/n0d/PBD/40siwyFq5cvcIb3/TGLDe5IzhKlsnW5ialUolSuUy1URa3xPmCVrPF8dERo9GIN7zh9V97OLqsr+t6oG4GQG4uKpXFIhUnIaMMYdBstuh2uyKPIJSISFEVGUnKpINffSiTBHNheeI1DD1XzUCacWwU0XNOBdM/ClI8/35Ie71Rz3TgESsrLdxwju85pCSQKiLxa2eVReiTpgZ3X3mW3/vYv+Y9//AHMU2L9Y0NFEXBdRfEccSNR6+RKCFJGlNfqXH31jGzSZtifZ+ZnzLBpqoIBUqxbGPZJpqmikyFMKRgm0wm00wP7+O5Hg89tM9gMCSJYwaDAVeuXMF1F+i6huPM2N3dRVVVvvjFL9JoNLh7967AOZgWSRJjmoLcWa3WOGu3AeF7UBSFRx55BM/3uTg/z6Mcq9UKURQxGo2oZDGfo9Eok6WaOI4jchCqNTqdDvV6nclEJMIpssz5+QUrq6vEsTCSVapVFFnmonuBrMgULAtN01kseqytrXF8fMxD1/aBhNlsRqPRwLYLTKczdMNAlkTQURhGGdHznHKpxDAYMhqNqTfquK6LLEu5+1pkHTwk2naJSuqmDEcT5guRjKeqGnGm119ZWaFer3F8csJiPhfZ1fMFO7s7OZNqGacpSRJuMGfuC6KqrpoYqomuGiiykL0uFgve9a53AXB09w5Hdw+zN34MkgxJxIc//LP86Wc+yx/8we9nOO0iaiZfHQwGjMdjisUS5VIZb+ERRQmj0RDP9zB0HceZc+3aNezM33JZlwUP4GYQxzHFYpF6rU4KtLs3mUwvkGWZ2SIglRfM5nOQI0zDwnemFOwinjtHU3Xk7AOapimJrJHKMlIqgsyXyGnTMjN9uJYrmJI4RVUsbFtIFU3TyhycKWkKURLixjOiNBQqIVlFUcRCFLgTPvaTH+RLX/gsAH/v7/xnvO2tIjyu2+0ync7YvbKDrKfMFmKhsAyJ7d0tXnj+Rep6jOPLREmKo5aRpz2sQZ9ytUQaybmhyCoU2Nre5PjoiDhO2N3dJQgFqnpvf5+z01MuLs45OjqiXq/hzOesra8TBoE47esaOzs7JGlK9+IC13Xz4edoNOLK7hVWVlYYjUbMZg6mKZLSlvkHJ6cnOHOHuSOMeI1GM2NCTVhdWxNSyvGE9fV1FosFkiRUXf3Bgo31jVzKWbSLmKZBp9PJGEcCDeF7Pqsrq4zHAhcxnU4wTcEW8nyh2jEMHcdxmM8dSuUypmGgqhqqqjAYiHCYKIpwnDmmaTIZT5irao68dhyHIAipVivouoFlmZmEM2LhCtKt67pcdC+IwojpdIph6CyyGYgsSXS7XRzHYX9/T6SwpWkevORFLr/40V/g737f92AXbSytQEEvUTBsoiDmn3/4ZwF45zvfySc+8QkgZXNzCz8M6Hd7LMXBz335WR566BovvfQiaZIw6A946qk3YVkWt2/f5uVXXmZ3Z5c0Tej1+1TrVWYTh9lsxpUruziOk5vXLuuy4AHcDJYBM0mGdfC8OcNJD01TGTt9dE0nicRpX9HqjMZDfM8lCEMkSZifdFUjBYxiDVLRJpKyjQCJnDopvi/kqYosQSiRKhGxFPKFf/csTz75ZG7iStIYkCjoNoqkMR97IEn0OyP+8Qd+gluvvALAf/3+D9G48hqiOEFV5Ny8VqoU8SOPJE1QFY04iTBNgSPWUh9NtQmiBC9KMfQa3fM+6DGmbmEWdSTE71Votui0z3NqZpImFCs27fYpiqpQqpSIgojziwsW8wW3D26TJHFu0rp79x6PPPoI2zs7DAcDOufn+eJrZ3MI13XZ399nsVhw995disUipCnbW9uMRkMRZnN6moe8lMplPM9jNBxSqYibxlcbx0hTojhkMhmztrbOfD7Hcebs7e3RbneYTifs7e2J+FHLpNsTg/bjk2O2t7aYz+e4rnAZr62tMxwO8MIFkpYQxB5+4KMoIjt56Ww2LZONjQ3u3L6DrgtseK1Wo1gs5h6GbreL73v5pug4c5GNoKrYBZu1tTXBX4pC7t07wjB0ZFmhVBYCgsPDu3zXd30XAH/2Z39GqVTi7M4dVMXCHQdosk5izAnjkCDyOL3b4ed+9mdZWVunWq3m7/lf+IWPUCwW+dSnPsVHPvKR/Pue67K/t8+f/umf8tBD+0wmEyyrwI2HH+bs9JRbB7dQFTHnCvyAOI55zeOvIUliBsMRg8mcOLlkE12WqAduM1imS6VpymQ8wVCL7G89hqJJ+KGHH7riNp0kyKrG6uomYRhgLWMF0wRT10mBIJWIQ4GWVjU1D5xJk/tD5+X3ZGRiEpxgQiolzBcLut0L9JKStZwQg0JfIpVkFISKJY4i3vV3/w4H9w74T7/nBxgvdO715lRsnZ2mAKctXbphJDaglIQoDohlEbMYeC6aUiKIxOOaRyq6ZDAbObj2HE01KFll4jQm9gUT6NHHHiVNUm7fuY1h6oRhRKVsE3gha+tr+H6Q45o9z+OJJ54gjiPu3p1y89WbrK+vUyjYNJtN+v0+fhAwGom4xXK5jOPMcixGs9FkPB4zHA0p2DZaFnwzHI0oeN799DRSCkWL8WSErus53kHVFe7cuUPBKqCqCvfu3aNcLuH7ASsrK4zHI87Pz9ne3sFxHCzTxLaLDLLH3u0K0mutViNJIqazCWpBwpfmKIpKwbJxhnN2dneQkHjllVe4cnWXNBG3p36/n2OzZVlBkiTmiwWlUhlJltA1Dc/zs8S2Y+r1RvZc3c0lvsPhgGpN4CW2t7bZ2NwgCAI+/OEP8573vIennnqKP/o3f8Tm5ib/1Q/9EPfu3kONLZJ5zDSaExZifvhHfgyA/+O3/jem0xkf+9jHALh58yZPP/00Tz/9NFeu7PLe9/4oSAqkQhL81re+lWe//CyGYTAYDHJJ7UprhYODAzzPQ1EUrl+/TqEgsCXlxiovt138SwPyZWX1QG0GSZJgF4UlfzyZZMHjRSqlKrqpct6/ia4buFFEKskkiQge0QxLzAvSFNKUqR8jKyIofjyaICsyJa14fzYQxaLHy333cRoCckKYBLiux/5DVwlVF9cNcv23KmvIvoGcJDn3p1qtsffILk/xjZCGuKGOH6Yc9RzWaxakaU5WjdOIMBE3GF3VkSSZUrnIaDRDL8NSER4lKbFVZjE9p2QaeOmcJBWtr2FnSqlUxDRM+n2BM1YUhcPZnSyiMc7xy1f3ruYI4+PjY3RdZ29vj9nM4fj4iMdf8xoRBzmb5X4AWZazRfGEKBI3Crtgo2kqO9vbOPM5zmxGsVhC01R6vR5JkogZQq3CwlswGU/Z2twSyWK2cBMvqaAHB7cZjUYZlqOU5z0oispwNERTxUn3IpsthGFIvd7I2m1T7t69hxe7KFpMGPrIskISpSSJjK5rWV61RqlYZDqdCXxFmrKy0so3/yiOGQ2HOcY8DEM8z6VUKmEY65lBzxc+k0S0luqNBrIkcXDrAEWRmc2mGIbBW97yFr7lW7+Vz33mM/ziL/4SH/ypn8xuOBaWITDb49GY57/4PK++9BLv+vvfy8bmJo8+ev9m8OM//uO88Y1v4OrVK8iyxAc/+EHe9773gaxCIl6/J7/xSV548QU2Njfo9/rMnBmdTofBYMDG1jqKrHD37iHD0ZDHHn2MWFIx9YDLi8FlLeuB2gxkWcaZOfiekM8B1Op1LMtkNu/hzIcEoUBRL4ecyw+4hGgxaYaJopjE2eBY1dR8uLc0AIVRhKnoJGmKjBg0pzFIitBzR3EISMQEgh8EuSJEVcShTVO17LQf4BPiBTGG6lE0TfxQZTIPGc9DTDlAkmAynFGoG6RKgqGZaLJGmiYUbIt+d8BaRWPqxfm1fhHLFC2LYWeCVVPx8PGmIf3zMaurq3Q6HeI4YmNTqJUazSbnFxekiTBj7ezsZM+jzyOPPkq/18d1XY6OjzF0ERh0++B2JmNtoWli8Fgul3MukUB76AwG/QznXBZfpTLHx0fYxSIrKyvcOzqi0WxwfHRCksTUGw2CIBC3lUqF8WhCvVZnZWWFV155hf39fTRN4+zsjM3NTYrFIjNnJm6Chp63bBRFSHkbjQaO41Aul5jNpsi2aDul2WsXuhGGWqB91mYymWJlXpJlznO/38+S17yczZQkCSsrKxSLRaIo4uTkhFK5TBiEzJwZc8cRqXV2Ec8XqWpmwaJcLqFpep7LfXxyTOdcyIf/z0/9Hp/97Gf49DN/zGOPPS4UTncPqdfr/OAP/hAA3/ufv4uT42NGxRFf+MIXePOb3wzA2972dj75yU/y2m94LZIk8+53v1u0jL5qQ3jN46/h4x//eKZMk/CDgEdf+zCNtSpxmKCoMoP+gMFwiEOJhX+ZcnZZ9+uBmh4tIxbvHN6h3W7naWJhFOBFPgkCLVG0i1QrFSzTolwqYxgGxWIRyzSJEyCbA6iqSqVaxjB04ixcJEkS4igiyRbdNBWzhCRKkVWRMBbKHpHmESdxvigCJElMJAWEygI/8VAUGVmVWQQBXgBBFKOpMZASJSmDmQCsVSpVAj9ElVRMrYChmMiSQhAHaIa4wayWdVarZv5c+GGKE0jsX7nGTvMaO41r7Kzt8eijj9JqCVVVSsrCc3CjObVWmd29berNGkEQ4Dgz7ty5Ta1WhxThE6hVM19AjTQVt4WLiwsqVeF4nk4nlDP3sh8ElMplWq0Wa+vrwh+xWNDr9zk7O6NSuZ+pbJoGcRJlty4h/33hhRcA0HUNRZFpNlvZEFeiXhdY7HK5TKlUwnEcGvUGtVqVRRZp2Ww20DRNnPaDgFKpKOIoAx/TMpBlBVlSUFCJ/ZT19XVarRX8wMcyLe7ePUKSJJrNJpZlsbm5meO4ZVkmCALG4zGnp6ecnZ3h+z5pkmLbBYrFIq2VFmtra0KamYqZk2FpyKqc47KDIECWZP6XX/s4n/3cZ/jRH30vo+GQJ598Hb/6a78q5LHrG/zcz4s5wEc+8vMUi7bIiVCEn+SZZ/44f82ffvpp3va2d/Dn//7Pec1rXsP6xobYCGRNKI2A9/zwj7C6toph69x4Yo+Nqy3RNiomNLbKAok9njEPYvzocjO4rPv1QN0MkqyNs7Ozi+95TCYTNF3DLpssQhfZsCG1iMmgdpqU+QfE35ekFCVOibMkrzRJ8/aE7/l4XkQciTbRkjIpZghCwSEp2Q2AOHPbpvmmsfQspElMlCQosi5kiopMECaIMYREktx3uk0XIRJylrDli1lBEiJLMppiCNmhYWJZFoN+j4fWthjMfPwwIU1h7qsUCjbP/sWXkCSZ/f090hRWVlaYOTP8wKM/6IuodlnGtEQAzcpai1qjSrfbpVAocHZ2hlUoMHfmTKdTbty4ITAamd/g4NYBpVJJ0C9VhbnjEAQB/X4/i7gMaa2I7GjXdel1e/i+R68nENLFUonpZEqtVmM+d0QKmWEwnzv0et0slUvi7KzN+sY6siwzHA6p1Wq4rpst+jqqqtFqrbBYzEUKWxBQr9dpt4VENY5jFElhPvRRDA3DNEgCKFgGvV6fxXyBrulUqxVmsxmyrDAej5nNppycnAh6K1AulykUhDkPCSbjMbIi8NaLxZzhUOBQwkAM6SeTifhZsSC/lusVnJl4juIkRtYkZFXiO7/nb/Gd3/0dfO/f+wHe/4/ez8/8zD/n85/7HFvbO7ztr30b3/RNb8YPhDlvc2sd3wsYDPo888wf81Mf/Gk+/cynOT66x4/96I/9pQ9GCIoKso6zcPmZn/kwP/uxn2bmjYmSEMUE5JQYmfL6Lulixsy/dB5f1tfWA7UZpFmQeqVazeFv7Xabu7ePkDUwSzqyGhPGgWjxSEDm/AQIkvunfzmTkorIyxDX9XJjmqbdZ8tIkkTigWyIwe5XexOSJCHJMgqWiIFsjxCguyhC1lSCJEaWhdx04QtsNoCqyJBlMsuKLNpViUSUhJhaAVsvoUgKO7s73Lx5i2KxxEbN4m53jgh6F4iHn//Fj/H2t34rTz75pEBpxDF6uYxWKJGkEhIpqhwTpwF+4BGGIb7vUavV2NjcxJk591PgVOGans1m2EWbG9evM5vNODtrM51ORWrcYsHa6moW27nI2FApuqHhLjz29vZwHAfP85AkifZZm0KhQLVWxbIsptMJV6/uUSwWGY1HdNodvvKVryBJUCmXmc/nYj5k27TbbWr1GuPxWIS9GzphGGQKH1nMiFxXDElVhXK5DIBVMHHmc+bTKbu7q5SKZV5++SVarVY+b0qShP6gjywrWJZoHYoAmhlhFNHptEGSWMzngh6qqhQKhWxOUc9ghgkzx8EyC4wGYwbDAba9yGXHhm5ACm6ckqJgyQqf+MRv8Zk//Szvec97ePzxx3nve9/LP/3AP6beqHP33iF21eS0cwISVFZt/HnET/9PP0ksR/zep/4lv/ZLv0Y3az0BaGaB0FsIp7hi8G8//zme+Vef4a1/8204XoCipxiqRJoanDkqLU2nLAfMLsNtLuur6oHaDEDkHcuyALsZGXNnyQXypwF+GGDXTWIlIEliUkD5qgAPYQJKiZIo4+zLOXNekqVME67ki7uMTCqlKLpEnG0wqiIRhAkkCYaugpRNFr4KgBf6Qmoq6TIkMYam4ocFFr64zquyxGrVJIoihoMhsixRNNeI0iBTREmoskYUh1glg82tDV555WUaqxvU7SJTN8FPFP7he/87Pv+ZP2F77zqff+ks/x0DCsj+fXepLGlYuk61ZGJIC3pnfYq2QDo06nU2NjYypHNHmKNcF2fm0O12qVar3Hj4OtPpjOOjI1zXw7QsGvU6jUaDeq3GaDSic37O3tWrIklrNM4MYwphKDAbJ8fHWFYBwzCxbTszqVUpl0p8+ctfJowiDm7fRlUU1tfXCUMxFzJ0g5PRCYah43a9LKZTuIpBRG6urKzgugv6vR6arrO6toppWMwmM7oXPc47AlktQHwhpmkIuFwQUq4VMYoqcSQOCc5swerKCmtrayRJyunpKYZh4Pk+vV6P0XicGRVF287zPKoVkbVcLBaxC3Y+NDdNgxg4HxfwQihZMq1Cwjd/yzfzuc99lm/5lrfwoQ99iI9+9Jf4vd/7JKFRwvEUKraELHkEyQLZVPif/9mHeONb3sxb/+Y7iJEIY53hJOB//bmfJPRE+FDkeyi6Sel138Gv/+Zv84ZvehsXXgk3iGiWNW5sFDnuzXAlGyscUzb/Km31sr5+64HaDJaLdJqdzBeLBePJmKt7+yClOLMZnfY53thFL+mkmnefBZNFD2qaRhhGpJKUK34kWUJGQUXMCDRdzW8FchqgGDGKpBHGERIQRSGWbqCqEkHoIsnZhiApBIlQmo4HE6yiRaqkWKpKSpH+zCBJxWZyY6NMzZI5PBQ690q1StEqEcWhMKxJClEYEaURSLC9s021UuPo6AjcHq1Sg+PhiH/1L34LgLc//X34yxGQ/FeHQUkKc1/mv/zb304UePzRn/whk94U3/c4OT3Fsix0TQDnFos5URTSarUoFkWEpqII3n6tXofhiPbZGf1ej7W1dSrVCq7rsb21hW0XGY1Gueqo3W6zuraK7/lsbm4xmUxYLBbcunWL1bVVKuUK4/GEQqGAqitEacB4OBfO7yQVruW5Q6VSEbeMdieL+qxz9epVnnvueSRJotfroSgKuq5Tr4sc6eFwxMrKKoqqcHx0RL1eF/kSsjDSqYpCksRohk4guaABqcpkPEFG5qzdRpEVFos55XJJYCYyk9b6+jqe5zMYDrLUtBkpKZ4rwnI0VRgWTdNClRSqZkpiSOhSyMVM5uz2C3zDw3v89m//Ns98+hl++WO/zLd927fx3vd/kIff9NcYOQYrVQlLT/GShL/1PU/jBzKg88Sbv5OFL0IoHn/9W3jf9347SRZSEwces7/4fYpvejOnd2+xsf84Z7GCLGnYRoHrGxJHvTmWolOW/a/Gc13W13k9UJtBGIacnJwAZGC6CQ/tP4SmqozGI/r9AZubG8RJzOHdQ+yWRZC4JGmCjJy3iwR2QITOJHGChIQsp8KNnN0WJEkoiIRfIWU46JGS5sH3qiIcxn4QCAdyHNGot4gTFSVWcecL6lt1IjnFD21GjkmUSCiy2Aj210q4iwWTyZQoCllZXSGMAmRZxVBMvMBjNp6gqKpQqKgarWaTWrXKeDzm3r0jfuPnfhKAH3j3DwstfPhXReMSYriZpPCHv/3rzKdjvvdH/kemsY1uuFgF4aReaa1m2Ggnc+wKnlC5UmZ1dQ3f9xgMh/iZZv3GwzfwfZ/T01OOju4JialtZyH0MzY2NnKVjoTITqjVa6Rpytr6GuPRmE67TbvdZjFf0Gw1RMynLlG3i/gLj87pBRsbG3no+/n5Oc0MyWyaBqZpZQlnQkEWRWEW6gONRpPhcCTaQZ4YlCqKKtDZhk7BLqAqGr4fEPZDjIKOpiuYpoamamxtbWGaFq67wJk7hFHAYjTHc0UuwWAwQJYV+lnamm0XM8OgmoXaG4wnmehBUmgaKUgpSQo/9YH38Sd//H/zuje8iV/46Ed59yMP8463v4N3vvOdfOgD7+OhG4/y3/6zX+NsoFMuKMhSxNaGzMI36QxNgmj5ykKl1uTnf+fzaHLM0Yt/xj/979/L697wRv7Bf/H32d/f5+7dl9m+9loqpQK6qtAomdxqT1noNoVwKMyUl3VZPGCbgaZpbG1tAynj8RjTFO2GMAzp9/pUKhWBdE4i6rU6s9kUtaQSxIEYGKfp0s0vhsMZg0hetnmyFmoOxPNlVM1AUkKqtQayomRpXWGGfZaI41Cgl1WNKJUhVHBGHs21GqluMJkaOJ5KmoqNYH+txN6qQFkvE9uuP3KdSPYZL3yKZhnP9XGmAosgy+JnKZo4KeuqLjILajX+yU98gBdffJG1tXXsqEutUMFPRYCNZWoUdJWCqWFoKi+9esCnfvMX+ea//h089bZvZzBL2amU6V70aDabTCZjSlm/HcAwTJEwlsL5+TmGabC6siJMTeGY8WhEpVql1Wox6A+YTgXpdOYIUuliIXhL9VKd806HZrPJeDyiWq3gLhYUS0Xq9RqHh4eMhiO6F11aa00KukVMiOtHlMsl4liw/sMwZLFw2dvby0JbeozHYxRF5vr1axwfH9NoNIjjhIuLi8yNa6EoMpPRBMMwkSSI44QoilFVDV3TkRWZShZFGbgBw8mY0WjMq6/eFBA7WcpnSXbRxjN90gRK5RJzR9xYZs4MSZKYTqcoirhVGoaJlm2qubgg87lsbYr8h+s3rnEyBVtasHvlKl/4whf4f9h70xjJsuy+73ffvsSeEZEZuVRldS3d1d3D6RnRFA2aHJKQZMowRJGwAJOmPLZGJiQSpGnDhg1btGULXiRoIyRIMiENBYGWAQOiBAGGDdMSCNESLJLiMt3T3dW15xb7Hu/F268/3JfRPXsbtj80mKdQqKyMiIzI9yLeufec8//9//xf+Av80t/7e3zhX/9O/szPfRF599swdB3XMlmG2lckAk1IfAfqexaHTZ/PfeqH+a7f8wbbMGA8mSKlpNc7YPzyfbxXP01eSLblFFGaCzzXQedmougmVHyikkGe5yyXCyQwHo+5deuWMjPfbLBtW634ZYFl2vQOD1m+t0SXFprIdnqDa+Y+fIifUF+zSxRCCAQaMtfAFxSFxDR0CjRlX2hYZNcNat2iUjVJ0oI4gGQjcBtdtobDfCaIUrWdd0yd+4dVTjsVDF1DyoKz8zM830W3YRmu0DUdQzfIKZAUWKZFLjM0C5bhlDzPqLoNfFFlPBrjeR4/+qM/ShAE9Pt9FssRxKp5Hmkaqa4TGAbNZpM3Ttv89E//ND/wb/44F9OILBesUxtRFGyCNZtgzXqzJssUy2ixWJBlKb7v0+mo8cTxeMx8vuCgd0BRFFycX5AkCffv3yPPc54/f0FRFLT39pjP5/R6PWbTKb5fKRlPBaZl8eL5ix2KPAy3vPXWW2w2Gy4vLzAWBpWaTxTEHBwckKbZzpSlXquzCRRJtd3e48WLl1iWzXq9Qdd1ZrMZJ7dukaYJR0cKU7FarQg2G9qdToma2KIJgVEyqpJYISp0XZUQLVtZadYbdVrNFsvlkul0ysX51W7k1HEcNWKcpui6TqfbRgi1q+x29hXeuyTIfjX7R0r4w3/oh/h93//7efCpVwjzhPOxwTrJaLuSP/Wn/nP+6I/9GD/0Qz/Ez/77f4zv+t7fzxf+4/+Oi+lHm70S1xL0GgKHCEGBozlUPYsH9+/xwePH7LUk77zzNm+8/gYUOZvRS4b5HqNVQp7rZAhCPLhJBjdRxicqGRRFQRBt0DWdSrXCeDxSo53lFEqSJliOhW5oiMKgu99lNBliNc2dOAw+VBWrsdByzhS5SwRSSkShg1agaZBGMaLQWK7XJf1Ulo1mjaKQOLaNLAR51CSxO0y3Jnmgfq6pC/aqNvd7NVoVe2c+f3XVJ4lj7t6/S05S7lQgiFdIwPB0iqRAKyTL1ZJcj5FComk6yVYZ4bz22msYhkGtXivdz5RDWJqmiuia5yRJwnw+4+rqij/yR/4Nai2X0TIhzgrmoaBlehi2wPJ1KDLsXNlE5nnO3l4bSotRx3GwbYdavcZ6pciohqmImaPRiHanw/0H97m4uODLX36XO3dOCYINk+mUO6d3lGtYo8F4PFYlqNWS8/Pz0ozFYzab8fDh60gp+eCDD4iiiCzNcV2Xw8Ne6TOg4HlPnz7l1sktfN8jCEKFi/Z8hIDRcLQjperllJfv+9iWQjVouo7tVEvQ3RrLsna7SyGUr7ZhKDTJaqV6KveUtFsAACAASURBVLZtlb4Pzm7gQGk1VGIK1gHrzYaiLB9muXK1Ng3za/wLloslcRTz8OGrSjMhLJIc4kwnK8A2Eg4Pj/jVX/1V/uRP/CT/9Fd+mX/6K7/MX/yFf0ClfYxjQacmsPIti8sRkzjBNA1GlxMePLiPVv6+eZ5jWRZ5nvM93/M9fPDBI7rdLlE2hEWEado0qg6GfjNRdBMqPpboTAjxQgjxthDit4UQv/F1bv+3hBBfKv/+MyHEpz9y2xeFECMhxDtf53E/JYR4JIT4shDiz32r11GInG2xJtcSnIpFrVmlUvexXINFMGObBYTJhmU4ZxUt8GseGjpaan7oW6Cet+wZUG4J5Fdt5aGIQbehQKIbFrlUCafZaFIt8cCu61Gr1PCdCmgekdVjmZjkBWhCcNBweP2kzpu36rQqFkqXULDdhmyjLUVREEUxGjqmZoGUBLFCHOdkmI5OkUOUheQyQ0dHFBqX55ecnBwrUxquxXGqn+F5HrVaTQnIOh16vR6vv/46b731FuPxhOVkgO+oC0CSQSI88rSg4ldxHA/f92k0GniegtIlSUqtVqNSrSj8dCF3zdM8z2k2WwoHMRwRBgEnJyc0W02ePHlKf9Cn09nj2fNnLFdLnj9/znq1xnFs2nt7ZFlGr3fAcrVkPp+TJEmJy67z6U9/mk6nTRxHXF5eEsURr7/+UE1d+T4vXrxgu404POwppbbnoRsGeZGzWMwxLRPX8xgOB3ieh+u6tFpKqBZsArI8ZRNsdkb2Uiovhms71Xq9RpqqXUOj0UAIwXqzZr1Wu6eLy0s0XafRbHDnlTucnp5imhbL5Yo4jkvY3oZ+v89gMGA6nTCbzZhMJpye3sb3fbaJyXBxjU0XbDKdp3M4X+agW/zCF/8Wf+gHfxCA//Df/cMszt7mVlOSTq84e/yEaqXK6Z1T7t69x8nJCR88fsxyseRg/4ButwsSkjTZeTS3O210AXuexmdO67zS8b6u2c5N/O6M/yc7g++TUk6+wW3Pgc9JKedCiD8I/Dzwe8vb/jbwV4G/89EHCCG+D/hB4NuklLEQovutXoCUBXEREG9DluGMIpflqGiOYeropkG0UTsHTdPwnRr7B/tcXl7idyzSXHGErj8AO+7QR8RjFCBjDa3EShSFRDMcdE2UcDuJtGz1WARZqBOGOhtRZR0JdF3QqtiYhsb9g2q52s/xbEv9DCmZzmZkaUqtXqMQKds0Uhd73cAojN3FYRvGxHlEbsTI1MTEZDJT3gCmbZDlKYZu7F77R0sSArFTR2uaRq1W5dXXXuXdL7+L0727u1+CSZoUuIaP5SiuvmmYLBbLHa10b2+POI7pdDpcXl1yddXHtm329/cZjYbUanUODw8Zj5XHcbSNSjvLJZZlUatV2Wu3GAyGDPsjDg72GY/HNFtNTNNkMBgoV7GSx5+mGYvFglZrj263y7vvvkccxzx//hzX9Tg86nFxfqG8i6dTdE25wDmOMoK53mn0egcYpbtbkiRIWeA4Duv1gouLc1bLDbVaHdu2AOUJPZlM2dtrEYShKgkKsRPc6YbOdDpl0B+yv9/Fq7ikRORpSpLGSoVsK5SHoRvl+KlNVqQIAS+evaRSqaBpGpeDCdPER/X8xe6sRYVBFEt0y+SWI/n85/9torzg+eMPGL54l0HbI9puyxFgONFv0e10d4iNyWRCt9vFMAw2mw2nt0+V2t40kYWks9fk7OW/wDys8PzZJXl+Q6q7CRX/n5SJpJT/7CP//b+A44/c9k+EEKdf52F/EvjvpZRxeb/Rt34mga4ZFDInz1OkLkGTaIAUBWmmVLxC2Fi6jaVbuI0Ky/mSJIgQ7oe2g9deyAIdmUGW5OSlRaZhgbCVT0H52sgLdhNI148vQoNgI9gYbcIUbFPj9eM6+w2XxSam7lsUec5wkRDGGbauaKeDfp/ufpdCz9jKNTIpsAwb1/SwDRcBFLlklWxItQghBVbhkWcF8Tam1dpjOp1RrcfU/AaL+ZIsy6jVa/iev3vNRYnLUElC0CxxCzIJ0ISC9+VoJFlOnEbYpsNquSJNU1brFdtoq1TLZelkPp+RZzl3Tu/w7JmCnrX32qouHwQ7wuh8rsxqjo+PeP78Bd1uB9NQvgd+xeeDx49BwptvvsF6rZqvt2+fcn5xznKx5PbtWxiG4v/HJYX1zp1TtlHEYj7n7OUZvu/jeh7j8YiKXyFOEuI4pl6vK9FaknJ2dl7qFZSlaZKkbMMQ21fq4el0SrPZZLlc0usdUK+r0dNGo7Gjqj57vub8/KK0pTRKkF3GdhthuhpRuMHQDeI4o7vfxTRM4kT1XPbae0ooZ+gsFyvlsNZus1pvWEifIP1GG3OBFDpe1eXk3gP+0z/9n2BqEcMXc+bTxY6pdHl5xWw257333itNdlpkWcqXv/wOL1+e0W7v7XYon3rzU2y3WwaDAe+9+y5JrNTbNzuDm7iOj5sMJPC/CyEk8D9IKX/+m9z3C8D/+jF+5gPgu4UQ/w0QAf+RlPLXv/pOQogfB34coHd4QNNvs41CQrkhzZMPX53U8B0Pz67gWB6O6WIZaoV2dHzMo0fv4zkWkgRd05CpoEgFQurYpkXmJGQioiAHUXzFh0SWsuKdTaYEIoMohNhuE0Zg6oI3ThqctH2QEt81ieKUJIlZRxlJOMK1dNabNYZpkhQxmRGSJim60DF0E10zcA0HXdMVIVRs0aWJXqjb5usFx7ePSOJEMfCLmFzmqnYehqohDjuKKkKUSlgVmibwfY91kqIJr+x9CKQU5IXqN4xG413fYb+7v0NCbLfbHbPoerXseS6TyZijo2OeP3/O2dkZh4c97tw5ZTKZQunru1qtCMMtUkparRaXF5dIKRlPJhR5jmXZxHGkUBndLlmWs1qr6aQwDPF8jyzL2O/uo2kamqbx5PET9jotTk6PmI0XOLZSIk+m0503w7Wr2v5+FylhOpuS5bBZrRkNJtRbNSzbJAy3pKVRTZKkBGHIcrlUJbCmAiFmmTo+YRiChGq1QpFK0kASy5gw2OJ2fRzXwfM9Bv0hju2g6RphsKV/MaDd7ihBn7RZpdY3/XBM1jHvXOQ0/ATHjFmNQ+bTBZ1Oh1qtVprcp5imRVEUDAYDnj17ppJVlvHqa69y+/QWQRDw9ttvUxQFlq3MbA56vZ0Lm37TM7iJMj5uMvguKeVVWcr5ZSHE+1LKf/LVdypLP18A/pWP+dxN4DuBfwn4n4UQr8ivWqqUiefnAR6+/lCG84Q0k2i6iW1pCDQc08U2XTynooifulWSStXF0XVc2nsdhuMBXsVGoEohuq3jex6mZbDZbggiSUGO0CCXKYW8TgqqbKMJocxwYp1wLUmdLqtQoAl4cFjjuOWVU0kC19RZhCmLTYGtF6xmU5ZFwcmtE+qNKqFcEUUpsijIKEiymDRPMHQLcpSBSsXDjAwKKZlOZnQO9tBtgWvZ2IWJbdnomo7juXjljqA8aNfno+TtfHhITdNCT1M0rRQfAFmWs56FhFpMs9UsOU2R6j2UJiubYMN6tca0zN2oped5xHHCdhuqJn69zmg0ptlssLfX4p133qF3eMjJyQkX5+eMRmPyPKPZbOI4NhfnF1QqPm+88SZFke/4PwCtZpMkSZlMplSrVSI92l24Ou02k/EY3/O5Oh9Sq1coioLjk2Ms0+TRo8fYtirl9ft9JBLXUc3S9WrF8GpM97iFXTWwNQ/HdkvVsCzNapRK/cmTJzSbTTaBSipBEICUO06SY9tUDw5J0oRBXzXZt9st69WaKNqy3SoHurOzc3y/QqNRZxkmLHKf/FsM8UgJ2yRlvxERrRKuzoZ0ux3eeuutktdkoBsG0XarjH18D1kUxHGClJLT27fxKh5ZqjyfbcfCc73d8TQM48bp7Ca+Ij5WMpBSXpX/joQQfx/4DuArkoEQ4tuAvwn8QSnl9GP82Avgl8qL/68JIQqgDYy/0QNMw+To6FiVIpZzLKlW/75bYbPaYPsutul8haoyyzKm0ynTyZQoiKn6VdqdPRbzJePhhMs4xrQs9SFSBScMQ+BVbSzfotByEKrUIgqNZCPJEkHqtJmFqo/Qa7rc7lZASNLSC7jICzw9Jy42PHv+lPZeuxRmeWyzgGT9EXV0Wf7ShIYmtLJ8BbV6ndRNefHsBXudJpojWW3nWIaDqZuI8v7ADqz34fnQyLO0VFp/5V9dAx2N67FCQ9cURG6t+Dapptg/s9mUzWaN56tEs9lsMEwDz/XQdb2c1zfIiwLHdrBtm3q9zlX/ivF4zPHxMULTGA6GNJuKLwQC21bHu16v4fk+jz54RMWv0Gl3qFR8nr94QZqlbMOtYjZpAs/zFQHVdgjCEM/zOD29TRAEXF32WSwWNBstZvM5tVqN5XKJpmlEUcTLF2qU1TBM0hJdbWoWWmwiLA1DV2Y8hmWw12xi6MrjoFqt4Lguw8GAo+NjRqMRV1f9HXhvXuRMJhM0XUcr7VEt08KybfYPDjg5OebtL72DrmvstffYbCMWmU+UfTyhl5TqFI0up9RrdT71qTdxHBdNU/7a15aaQlPJ+sWzF7vS5mw+V1auQLVWQUjBk8dPmc/neL6HXTKd8vwGWHcTKr5lMhBC+IAmpVyXX/8B4L/+qvvcAn4J+KNSyg8+5nP/A+D7gV8RQjwALOAbNagBdWG/urqiKHJsy8bU1erMNEyQgjAIsS0HWQLoFvM5l5eXWJZFt9ul2WqyDUPOzy4wLQPbtlitA6TToqhVydCVdkBmBGlMNA3RNZUckBIpcxzfZ6tXma1VImj6Jg+Pa+hCkmc5UkKcKiXverUm3IbcOrmF4ziKq6RrJFFElme7FbxlWPhWBVO3lRpaaAr5nKacv7hgb69NpemyDKcUsiBOtyRZhK4ZeFaFPM8Zl1aQEmg2miUa2iBNE1XaEmpnkxd5ec6uz53ycJjNpmSJGkW99oro9Q4ZjYasV2t0XadaVWYzea68IpKSHRRtIxAwnU6xLIv1as18NkcWRWmTGQGKIbS/3yWOlR/F3buvYDsOV5dXnJ2dU61WAIFtWTRbLZ4vn1Gp+kTbiPVmzWazodlsMp/NqZVud67rce/+XVarNRcXl8RRpGw4kXQ6HXRDYzKe0u8PqFQqJEmC57tKMZxJilQNDwghSdKYLHcwDRtD18vfNcdxHKazKVEUUa1W0DUNy7Z2fKzhcIjv+zz+4HFJZg13SuzVasXpg2OiMGGZ2Kyzb12W0YRECLDMgmybEkcJD996iO9XQIBlW4qoiuoNZXmCaRm0Ox2SJFU0X0Pt4DShM53MuLy8pFatcXR8VNJWlXNb/q22KDfxuyY+zs5gH/j7ZePUAP6ulPJ/E0L8CQAp5d8A/gtgD/hr5f0yKeW3Awgh/ifge4G2EOIC+C+llH8L+CLwxXLkNAE+/9Uloq8JAU7VJJeqiZcSk2UJ8XaL1CAo6ZJZlnFxcYGUkkpFWS4mSUrF99k/6LIOl4wGY1brAKdzh2VqkqeUEDqNvDApCgNTr2BpOQYFVR9MUzANNZaBKhz5ts5rxxUcgx2rXxOC1XLFer3GMJVXruu6anwRSV2vkmQxRXlR1jQN1/LwnTqWYVMUOXmRk6bZLhEcHByQZBGF0yDOlLWnJrSdG1qRFxhl2Wa5WJKmCbqusBmTybQUVFmqzCKVCrcQ1410iWUZVFseju4jpEaSpkwnSuR2Xc93HLU7uEYxCEGpkFZz95VqBcu0WC6XpGnKg1cfMBwMKArJvXt3GY8n2I6NaSoM9WQyYTQa7wRs9x/c5+rqijhOaLX2GA4HxEnMyckhq+mGbqfD1WWfzWbNYDDg8KjHem0rppGh02jUS83DmMcfPNlRRW3L5uBgn80mIE4ixuMF1ZIzlCQJ20CxhISmoZuS5WJFqEfU68qLoVKtUvc95vMFm01AvV4njpNdg3m7VZ4Utm3T6XZxbJukbLhfXV2Vvx8EicaqcL+Js5gyRqp5OTU3Q9eUqHF1tcT3ffbae8RJAhJsx96p1xU+Rce2bCzL4vj4GCkLJpNJOTmljtfx8TG+79Ptdnn58gXArjl/EzcBHyMZSCmfAZ/+Ot//Gx/5+o8Df/wbPP5HvsH3E+DHPvYrRa32t1lAlhfqb5HtVqk1u0qRwNOnTymKgsPDQxrNBlEUsVwsqNVqSlxUJKyXG4LNFrt9wmijI4FOzeKw6VFxTbK8YLyKGS4jgkgi0Vgk8lqahhCCPd/i/qFPzVUX3flsTpKmJHHCdDql1+uxt9dCSjBM5XOcpAlJFpPkMYUsSzSaiWv5WLpNluRYlppGuU4EvV4PgcA2XQzdVEY+aYgmdFyrgiYEUoNatQpAs9kAobyeJcpw5zrxWJYNFPSvLhmGfS7PX1BxTL7r9zwkjTLidEYYRCRJznqtJoSkLMiLnE2ozOBbzVb5PKqx3Gg0CIINvd4hq9VKgfSQXJxfcHJyQq1W5b333qe736V3cMBgMFCoDyTj0ZjpdMrJyS32u/sIIXj54iXb7ZZCStqdPYQUxFHCeKxgeXvtNqvVmr1Wi+1WeVrour4zxKnX67iuwpQAyu/CqqhmdqRhmAZpkvHu249otRt09ttIKYmjNa4n2Gt12YY5o9GYJE2QRYFpmaWPsHp8nqvJoSRO2GwCVquILFPN2DiKCQOFGK/VajTqDRaLgJWskebfqDwkcS1Jy11hFBHEkCNBGMTbhEq1ynKxZDafc3x8jGma9Ad9Dg4OWM6WIKBaVaK7RqNOtfYGv/kvfpOrq0tA8PDhQ4QQuJ7LbD7j5OSEJ0+e3jSQb+Ir4pOlQM4LXKOC1CSZroxg4lxx6aMwZjle0d0/4OjoUNWBswwQdDpq7jrLU9arFfPZgkq3w4uppsxg6hZHey6+reOZAtO02K873N2vMlxG9Och2yQvMdMGTVenahU0XJ3NesNisWRdqlkVVluJfK4xCTKUu+8vt7PSNlMZzlimjWuqUshyscKyLSbjCXt7bQ57h7vfXaCQ1sIQysGrRFdIlEnPDs5aCuqSPCNJUtZrZc+omSGzTUShCf69P/b5rziu3/2//F2Wi4RtuqJRbeBX61iuQ7XqoxsuKZly3hIWda/JbDIrzW9iHMcpIYFjnj59BkgajQYPHhwyn88YDIe0Wi1MwyAIQnqHPZ4/e67GHT/1KRaLOcPhEKGpMt9rD1/l8uKSfr/Pw9cfkm5TWs0mpmmxWCyYTWdUaxWqtSrVapVCFoThlsl4gmXbhEHI3t4e9UaNPFOK4OViQV4U5EWGlPD6Gw9I0ozzlxc8nj+jd9ih2shBpEi5pVpt4HsO/YFgMpkqw5kk4ZW7r6AJwXgy5dnT5+qY6AZ5nu8mmEChUrIs4/j4mHC7JRA+YfKNL7qagP1GQhEHvHr6KZJYvT88zyM/yXfCt+FwRLAJCIMQWRQg4erqCtd1qNWq1Oo1bNNGNwx6hz3GozG3T2/jea4qJ6UZpmEwmUyxbQvLMnev+SZu4hOVDAC2q3g3LmmZNp7tMugPKTSD1t4ee61WmQhy0ixH0w00XScvcrZRyOXFFfVOlWGgk+VQdQx6TYciz8lyHSw1jimEwLMFr+xXuNX2iJKUOIoIg7UaTUxTljOLKIowLWsHRTu5dUIYhDx79pRWa4+9vT3SNGWz2eBXPZIsJitUv0DTDVzTxzIdNENjsVjy4vkLTm6dcNjrfYVq+lo3kGUZaZISFTFZlpHECdtoq+rbWUZeXiQ0TSutPXV83yPKQnTDZr6d8J/96Z8gjhMOj7q09hpYXoLruaymMWG8Yr6ZkOcFqfRpNG4RkyDzgqrTUKiKkvMUx4pX9OL5C0zTpNlscnp6ynq9ZrNZI4TGfDbn7t1XaDSaTCZjri6XJElK7/CQ2WxGt9tlMpny6P1HdDptFvMFWZZTq9U5e3lewgct5vPlTutwfKJkLLIc9/V9D9d1mE2VwvdT3/YpDEO9RwzdxHEc8iLn6uoMUAjyRqNBs9Hk0fsf8Oi9J7T26ty63cazLaRMKFATV4dHB8ymc8JQGf40Gw0810FKSbNR3znCJWmqAIObNXEc0esdUsiCTaazyiy+Wf3TsSS2GRNEaqX+7ru/Q5Ik7O3t0em0efHiBa+99hDLsnj58mXJ2RLoukG70+Zg/2CHaM/SnEKm6JrqeQz6AwbAgwf3S9V4xmKx5PDwcDeGehM3AZ+wZGCaJpPxhP19VVII1gFBEHB0dES702a9Ug07oetouqKKClHaSmaRahx7Ogkaq1AJsfYbDq6lJmKs8gISRdEOKbBer9kEm5KVoyaFDg8P0fXSpMYwcGwbx3EwHRNZXihd18OyLDRNEAQBhmGoFV0qMHEQhsA2HFzLx9A+FEHttVt4nst0NiNN0l2zNU3T0mGtQAgN3dAxy/HAOI6p12rU6w0Mw8AwdLQyoYFSaW9Ci3U4olXr8t3f/d3oTo00yzF1iVGkeE6Du7dqJHGM43gslnMq1RqFbkKSYBkOWVQw3kwIAqXOnU4n1Gp1qrUqtWqVVmuP8XhEu91hNptxdvaS119/Q1lklvc9P7+g0ajT7XSI44RHjx4hhOAzn/0Mz589YzgcKU1Dq0m1UmEymSCpYNmWekySUK1WdyptSkV5kqQgBHt7e1iWSRArP2VfUwb1RRKy3cYK/pepEeE8z1mt1hweHpGmKe+/e0m3G3N03Eai2E7tdp3xcEKrpbyiR6MJvu9ycNDFc10sy8R1bYSmHOxGwxHn5xfqfMc5K2p8K6thy5BARlHkzOZTXnv4mpqk0jQMw+Tevfs7+un1e3+xWHBxeUGn3WY2m+F5HrZt0x9cMBlP2G633L9/j80mYD6f8/bb72DZavHyxhtvEIYB9XqDNE3///q43sQnLD5RyeAaIHbd+JrP5zx48EApKQHH81kHgWrqeT6GrqFpkjSLOT+7YJuEeDWHVaiT5spkZq9qY2kF8+WcwWxGEGzI0lRNbZgKUNZqtnZ2iptgQ6fdJk0zXM9FE4LnL14QhAFapHH24pz9bhdNE5yfn7Na10nK2W85UuYn1XqVvIBMi4mmA/JcWUrK0uM5DEK8Eq52bQxvWSaGYe4MfhRHqaCQBYvFEkPXyymaD+Ojxj6u0ySMFoRhQJFVCZM94qzAMwoqcoXvtUAkpMkSmbskUUjmuOiGwLV8fKtKtE4YzCdqN2QavP76Gzsf5etxznqjQb+vlLH37t1Xq+lWkyiKePvtt0vj+TqDwVDpB6JIaReyjNdee42XZy9ZLpcsFwuqlSpRpIReR0fHnJ+fU63VmE4m2I6zs+k0DSVsq1arNBoNkiQlz4rd7qAocoJgQRKrZnEYqp7EfDbDNI0de6harTCbzZl+aY7ve9y+fZvVas12G5U47ZxKxaPT7aDrmtKdlBFHEev1hn5/oIyXthGB2WKbfOsxUkMvKbWuyWQzYD2OiMKYvMj5zFtvURTFjuMEShcSRUpr0Gq1yIuC6XSCZVnsd7sI4Nmz5wih0ev1aDYbhOGWKNqSJinvvPMOju3w+MmTGwXyTeziE5UMALr7XWbTKYZhcvfeXZplfV5ROguqtXppMKIjhCTPEy4uLhmPx7SOGySZziI0AUGrYpGGC548ewpAo9GgWvFptVq0223Fo9HVIZJSMpvPytl1ZVo+GAwQmmA+m+N5Lo7jEmw2rF0PKQva7TbVahVdV4ria+HS4dEhaZowGo1Jk1Qhk2t17t6/y2a9QQhBs9lA0/SdjuCrQ3GVNHRR8vjLP9fxoRpZRVFkXA7PSNIQQzfxmGHIFFMa5Bo8v1QNU8eyiJMUwzCpVDrEsSCLE4ajCevVhlarhRBgmCaXl5fU6zXyXI2Q7rX3lN/vNlLgOF3n4GCf4XDEar1SquBAjYd2Om2+9KW3d9yf8/MLWntNugcdVssVURRj2zZ3794lyzNWyyUgVEPXVAY0m82azTrGKymdm82G7TZiNpuzWC5oNhtE24uyearGiF3HJ06UwnoymfDKK+o9JAtJvV5Xu5vJmPFozAePHoMQtJotfF/t9KI44uVgQSQtqq5BwzOwDI3Vcs37777HerPGdVwSs8o6Nb/2xH3tmcTQ1Vny7AqOrNI40hgMhziOg+f55e4IPNdjPp9h2w7NZovNRrGVQOJ7HuPxWAnJdMXmsh2bZrNBEFgkSYrjurSExnQ6QdM0HNu5SQY3sYtPVDIIgoD+lVKUNhyHOIpYrVbKdFwINA00DUSJk8jyjIuzC66u+nRvtZCaYL70iFOhmsX5kg/ee8npnVNOb59imAbj8bi0tsyZzWZYlk2eZ6zXa+Zz5X27mC/KxpvENCwOegd0ux2E0Dg87DGeTNjv7hPFEZqmsVwsiKKYe/fuMRgOqPhqDr7ZaLLebHj//fdptZoM+0PiOKZaqyr3tEyhkK9LBB+Nj/7fNI1dA1mRuNV/rieWVGrQaFQbBFulpYgziWk6VLwKSRyS5uriqwkd2zLwXZfNKmQ+U+Ux3/e5d+8eUaQu9Ff9K4XzLmTJJFLN3TAMcV2X0zun5fioQk6tV2u63S7dbpf5fEZUcoQcxyaKYlzXYdAfoI90bNum3W7z9OkTfL/C3l4L3/fJsoz1elM6ialGeavVwq/4jEdjxQ8qdxm2ZVPkEtM0y+YpJXpD6U8KKUmShIuLcwaDPkIoPwPTVA3her3OZDIphWRmKahz8XyXyXROpeYxWaWMlxF5lpNmKT/yI2pw7vDwiD//t/8hxce80Jq6xNRMkiVohrpox3GsjvPVleoTpSlFXrBcrpByycHBwYfnuZDkucJqXyc6wzR2vbUgCEoAYIpf8Tk+Pubk5IQ8V+C+m7gJ+IQlA8Mw8LxyhRZtSbOMIAxBStabDfV6bbfSqbfqDC4H9PsDbt87QtqS2cZjHRl4lkFDrBmcPefVV1/lzp07ynylHMEcjydMphMsU9ljdsr6tuu5IJUXs+u52JaN67rKf1czEAIyKQk2G2Snw3Q6RRaSKIpotVpst6oO3k2ubwAAIABJREFUPJvNME2TarWqfHJth/2DfUCQxIrEORqNVKNQaOzvdzE+wsYXOyee6/jQzxkhkcWHNysXN8lms6XqHNNu2Lz33vvI+gmrSBIUgmoxodYxQUgsPDyzwjaMWK023LlzB0M3ePnyRenoZjCZTpBFwSv3HyhM86DPfpkQwjCk2WwQRzG1apV3Ly4o8oLufhdDN/B9j6IoGD95zBtvvMlsNmOxWLLZbGi1mkxns9K0PuOttz7D2dlZOZlzQpomnJ9f4LrODjDnOA6uY2HZFsuFguxJCZWKmu4pioLNJiDLYu7fv0OeF8gCbNukPxhx+/YJYRgSx4nSHsQJYbhlvlhSrSoznM1mU/67RtOU50HH1Nn3TGI9JQi2bGXM3Vdf5emjRxwdHyOFDny85qymCbIQNssQf78KUpUoDV1HaCrpBcGGyWSMEBqGoTOdThBCYzQakeUZsoQozmcLZrOZIupmKZsg4Kp/pfyrm016vQNm8zmTierhFMWN6OwmVHyikoGmabTb7dIhS23Bi0I5TlWrFVbLFbVajSAMmU6mLBZLAKbDBbVmE0eYdDwwsiWji+dUKxVarRaTyYTValmy6nN0Q41t2o5Dq9kEocZThRCs1it8z+fs7IxGo0EcKy4MqJLMYrEgTTOurvpYlkWj0Shxyj0mkwm2bTPoD2g06jjlajgIAqaTabkbSEnimIpf2dkyFoUsLwgBSZrQqDd2Ps1fGx82Va/tO+eLOQJBq9VhEwRsNhFuVSdKFYDDQ8OzG5ALdExsyyPLBNWajueq1Wm322U8nmAY6i3T6x0yHA7Z39/HsiweP3nCcrnk/r17VCqV8r46eZZTb9Q5PjpiMpny9NkzwiDg6OiY7XbLdDqh3qiSpAlXV1e89tpruK7LaDRCSsmDBw94/vwZv/Ebv0GlUsEwdCzLLl3EBPVGDSHUsdluQzyvpbg7lk4QbBiPJ3ie8mjIshzTU5nSsRSXx7Z10kywCRJEDPVGjdZeg2q1QqNVY9Af0e422G6Vt8N0pAixT588Jy/ynXveX/1rf52njx4Bgl//tX/OT/3oD9Botjh95R6mbTObTvn+f+2HmU7GfMfnfgDNMMudCmSZyXy8osgljuNQqVQ4Pz/DdT3SNFXTULmJ67rUauWCRwiWi6UiqeqagiNWKtTrdYoi5+zsnCiKGY8nWJaJ7/s0G02Gw5HaMUq16Pn676Gb+N0Yn6hkYBgGjaaagBC6YDadk2YxfstGUtDwK9iWhe5o1LouzaSBzCGMBNvcoeoI8tWAwUA1+dI03YnUOp0O+/sH5fhmTuWkQpZlCq+wWVOr1ej3+0pQJMF1XarVKv1+nzuvnJZGOYLVas0rr7yCaRpEUayUtHHCYNBntVqXmOEM23YYDoflriOmXm9QrVZJ05TnL55TqSjMRBRHTGdTdE1ns9ng+ao23O12v8EHWfUOkjghTRN+8zd/iziOSNKU27duo2mCKNri5ilv//Nf5X/863+OX/zFv4NZqBKImoBSKuSzl2ckcVJioUMOegcM+gMsS+GoHcdhMBjgeS5hENA9ajFZjJFI2p02v/Pbv8PR8RG2Y9Hv9xUeI0kBlVSj0RbXc9Ftje0qKhu2KwzDYH9/n8lkgq4rfYJEMp/PabaaFEXBer3eTVJdnF9gmgYPX79PksRoms5qtSGKY7r7HWzLVcdKy8jJkBRkuTIGSosYzSrY6/psN1m5s5BlElb9Cce2MExBFAuEbOE4FtE2pZASyzHZBjFvffbT/OZv/TbBagHAbDxgNh7w7IN3d2fm1//PfwzA3/yL/9XuewfHt+l0Otw9PeEnf/InEAKu+ldkmdqlmpZZTpFJTFNNjyVpiq4pjpbneeRFgV72Ca6ng/I8J01TgiDg7v07mKbJYrHAr/ilG5zGwcHBTTK4iV18opIBqMmQJI0ZDUfk5LhNnyDLyXODQgryKCPPdeJU3yk+k0zDtSxqWsqqBJhVq1U++9nP4nkel5eXZFlGFCmLw2q1iuM6JHHCYDigvdcmzdQH69bt24xHI0CqMpAsWC3XVKuV3Za+Wq2WrmO+esyt26XRDKrEguTy6hLLtDjYP6DX6/HkyWMODnokSYLruOr5wg2GqeO4Dnma7xS/6/WaMAyU6bp53aT8UHgGEEVbfudLX6LRaPDw9YcM+gP+0T/6P/jsZz/L22+/w8994UPB+GK+4OHD+7iOS1EoEddmvd7tPiaTCd39LoP+gFarSa1WZzweUa83aO21ePfL7+JXPPIix284BOGGy4srms2mao7bNXzX5/ziguVqyasPHjCZKAyV0GE139BqtNg/6DIcjri8vKJWU5NGi+WSaqXK8dERUkoGgyF5luF5PrPZlO12y/7BHpZllBdCwWAwxvc97tw5YjZbIlFiM9+1wBDkRVb2UyR5kZbmM8qXWtchzzJ0XRBHMQJVastTyXat3PFymSI0gY4AIZmup/yVv/Rzu+P5i//wH/PO4zOmwytm4z5P3/sSzx59GcOymA2vvuL9PLh4yeDiJW//1m/w73z+8yydlYLgzecKO21Z6LpGmmVkabZDTwshSJKE0XisuFlciw8L0jQjyzLOz8+JoojonQjf96lWqvSv+ty5c4d2p81sOrtJBjexi09UMiiKguFwyHS2QHMqxIZLfwhprmjM6mKo5mg0TWDqGq6l0fYFbGecPT4r6/TgV3xW6xVBqLQKtVoNz/cQCKUaLgql0Cxr++uVujgO+gPW6zUnt05YLhY7P9wkVZqANEvVCsz/EClt2zaz2YxttGW/u0+apQgEvq/KTbquY5er7DfeeEPhD5ItMVDIlFwa1OsNstLXWNd1nj59xquvvvqRZKBCygKBYD5fsFqt+L3f8R1kacZ0NqVRlgkUMgJ+5mf/LJ/+l78Pr5ipnojjk+cFi8WixDnrnJyc0B/06V/1OTw8VIjmzZqDgx7D0ZDRcES1WuHuvbtMJhPiIEIW6nXceeUOYdn0b7X2iKOIk+Nj+oM+1VqV/V6Xp4+fKZ/jo0OyIsV2LeRCcnFxwdHxEa8fHe4mrLrdfdrtDr/927/FfD7n1u0Tut0mcZwoD4RlQBhu6R12qVZdiiLHNHUkBa5r47kOWZGRZAoUWBQFRaqIsVIWytVOCILtljDYYloGsihIs4QkjdkEAd//vb/vm75Hf/bP/Fkyq8GdBzXuPHjza26/ru0XRcFiOmJ49ZJieUG0mtFu73F4eITnuownY3Rdx7ItNKHRbLZIs1RNKpXKbzUuqhr61WqFIAh3cD3LsqjX6zx79ox6vc5ms+bZM3WsDcPA0JWD3XXZ7yZu4hP1TojihKtZTGJ0CLeCrJDomsAyBL5t4pgali4xRQFFRrxdEa6XTPprAPb39wmCDVLC8fExdmlfWavV2G63eJ5LlufESUyRF0pstt1ydXXFYrHg6PgITWgkWcJyNWe13uDYDmmWYlkmw8GQw16PvMgZjYYEgWq4bqPt7jlWqxWmadDrHe64Ot1ul+12y9n5GS/PXiodAzHbLERDYz5ZE9US2nttHj16n1q9Xo50ftSyUPUKRGnsnKYK4/Do0QeMRkPCcMvBwT63bqmyxBf+xE8xzhvkUiKFTpalgMQylbgLBJuNEtsZpZJ5tVrhlJC08XhMmiT4vkez2WQymdJpd7jq9+mP+hwdHTGdTFX5Qtd5+vQprudiOSZNp8ZyviYMQqI45uCgBxKiMGJwNSJJEnq9Hq1WsyxHuUTbLUEQcHF5QbPVAikJw5D12lI7rvGMatXj7r0jdF0gZY4QkmrFYb4I1JixzABJmidsog2WpzHoz6jXaghdst3GJHGGaZl0ug1MW2c2XXF1NSbYRETbhJ/5D36Gv/yX/vLXfX/+t3/lF+jd+zRx+o2bsqLEjGu6Tqvbo9U94LTz7WyuzhmPJ9TqdSrVKgcHB9w5vUMQbLBsu/Ru3lCpVlmvVriuS5pmCE1QqVbUMUFgWRZJmmDohlrcaALbURA71SR3ePvtt3nzzTfpdNo3O4Ob2MUnKhnkwmBWVClipdo8bgp8I6dIEvIoJg0TwjQlz/Pd1NFBt4Nz60QZsSQxb3/pbbr7XbI8JVqHSAlJnJbN5L1dQ1oZ2xQcHBzshvVlIemP+/SODrBsg3a7w2KuzNyvrvrM53P297v4pVbh6vIS07JKxILy9VWCMZeLiwsc1+GwxDIIIXjt1df48rtfZr1acef+KUZmIgqN3kGLxWLJ2dkZzVYLgaDZajKbzXBdd+djIIRKAovFgiRNqNcbrFZL0jTjM595i17vENNUyWkwWaDbTbK0QGo6aZqVFpkC23YQQtDr9Xj33S9zeHREu91mMpmyXq+5e/cuw+GQ8XjCwcE+zWaLMAx5+fKM9XrFfreLZSpz+fF4TBAEeJ7Hq6++ymg8JMpCLNvg6uUQXddZrZZMJhOyLMX3K9Sq1ZL1Y6NpOkWeMZ/PWSyW9Hr7+BWfyWTKYDDk8QfPqVYr3D7t4Xmqd5QkOVGUohsCxzGpNWzSPCKNthi6SZLFxGmE5phsFjFIDSEK/IpNpeZimjppljOdBoz6U9brDY7roZku3/UHfphv/1d/jCgX5F8HQZp8K7nx14k429Lo1Dh7csVivqDb7WDoBrqus1ytqPg+q1RNBsVxzGYTUKmmBMEG3TAo8pwwDMmyTCnjE3ZTQprQqFVrGIbBerPm1q1bXF5e8uTJEzV9901BGTfxuyk+UcmgkICQ7FUEbS8n3axIc6g36vitFq7jkuc5y+VSGauID4VXAlWv1w2dk9vHFFrKNknQNB0r8TC0D0c34zhisVgShAH7+/sMBoNdY04Z1PjkWU6WZspkvN1RPgNxzHK5ZFS6cAVByJ2umraJk5jtdsvp6SlFUXB+fl7Cx4YlzqHG1dUlB/sHhNuQ4dUIwzTodrukcYoQgvb+HoapM+qPiSOlwl4sFjSbSni3Wq149OgRlmUyGo0IghDLMvnO7/zOUvxWIjR0A5nnyspHghQ6aaIap5KSzlryjZrNFqPhiE6nQ57n9Ho9Li7Omc8XvPnmmxRFQb/fLzn+AaZpsdduk6UZaZpQqVYIggDf9xmPx3Q6XQaDPsOrEYdHR2zWG87PLzg5UbPvYRiWPKUKlmkzn824uupjGAYPHtxjG0Wlb0FMlqaYlkWeF6rhS85mHRFHOboOmq6xXqXohiQjI8lidN2gKHKM0pDGrZgUWcqtW200HaI4ZzhYMRkvibYRmm5i1bpkdp1YWiTZ9eXz/91FVCDRtGvxYIRuGbvSjmGYSJTPRLvdptvtksQxw9GIbrfLaKTOx1DTSJJU6Qyya79rAwS7iSHDNLBsC9NQzniNRp0iz/ngg8dKA3KTC26ijE9UMrB0eKWVk2/XxIuC/f39Xd1zvV4Tx3GpRM45Pz8H1Iet3qhTq9Z4+eIl9XqdTMastwuidIsmdKzCxbRtQK2uKxUl+lLWiRBFMYeHhwyHA+r1BpZhM11MCbfKdzhJEubzGYeHhyRJSrvdIYoiNpuNInIKwarc2l/bMfq+z4sXL7h//z6apvH8+XNsW83FH/YOeXn2El03WC3XmIbJ4WGPdbhkHa1xfIvBUE31bKMtXqk+ffbsGQcH+ziOy6/92q8RRRGf+9znyPKcs7MzHMeh0+l8jeq0EAZJklDIAr0cW1ytVqzWK/b399ENndlsRqVawbZt1uvNbtV/dHREt9vlnXfeoVLxeeWVu4xGI1zXxXVdXrx4ya1bJzsf5efPnhNFW1qtFp12G9uysW2boOQ/1Rt15rM5/UGfNEnIsgzfr6BpgvFkQrAJ2GwC0jSh0WzgeQ55kfHyRZ/TO/uYptrB5TIjyWPiuMDIPGzfIM0TddEsNFzLBQFmU2faDwnDhPl8zXyqfJB108Gs9/i/2XvvMMnqMu/7c2LVqRw7d0/oyRFmJIyMKCAMMARBwkp4RQkvo7gyJkC9BAOuqAwsu4KugqIIrAF2EYewsIIKEoYhTGBy6NxdOdfJ7x+nugBXd9nndZ/nYXfu6+Kapqq6TnXVqXP/fvd9fz9fUwpRtyVsc9r+9C8RLj7FwXIEJNFCkUxwJVzXbb93jXqDTCaDbdvt87qQL2AaJsViAb3ZpFAooCgKkhQlGAxQrVXB9NAYtuOQz+eoVWsU8gWCIU+lnc3kCAQDhMNhxsbG/0J/z6H47xDvqGQgOBZurUIqmSSVSiLLCqIgempS3fDq27JMT2+vN3onTLeThRYvJ09ffy+lcglU20M9uC6WZVJqeCycaSOafD5PZ2cn9Ya3/c5mM9i2QzQaRUBAEAUUWWlzY+r1BqVSiWZT93wTTJOenh6CQQ9/4LoOQktwls/nkWWZVCrZKqNUSac7PKRDMukxl+bOY8eOHeBCrDvK5OQUruCg+EUkWSadSgEeBO+FF17AMPT2hXnX7t2IooTf782lTwPtbMdhfGICXdcRFR9Wq8zhIKEbDQxTx7YcGvVG28Amk80wc4Y3Ort33z5efvllBgYGWuOmtZbznEMgGCAUClMql+ju7mZycpJdu3Yxa9YsEokk2Wy2PRIaDAbRNI8tFIvFSKfTZLNZhoeHPCAcAoWWfWVHR8IbsW02EWwoVyooskws3oGsuEiKgOQoRCIBxkZy9M9IUKsZGHYFn1ZH0QT0mojQ8GGZ3lSQ64AccLxykGFTq9bYvq2IKIjIvgBKvJOmEKRpgWPCX3r5LIne7sKyBVQZXERsw3sPBwb6EQSRSqWCX/NTKVeolMvQ0oyYptcgRhDavCzHsclksy1HOm+3EAqFUBQVwzDecs7puk6wJcgrFPI0m82/6N92KN658Y5KBqqq0tffj2V5nP5oNOptiR2HSDTilUJkGflNhh2mZTE1Ocn27ds9jIHmR1YkRNlT8oqSSLNq4NeC7ckcwzTaYp/M8FSLxyMgyzqSJGGahudkJsmIoreK7ujoYGBggHqjTrPRbKGMde/LFwwSi8UZGRkhoAWIxWIeXVVQqFSKdHd3t7QHPpzWzLhpmgwM9LN12zZEUaSjowMEz7B9YmKSSDjM7t17KJfL1Osew39qaor9+/d7Y4QRz+wmEAjiui4+v99DQLcuDFIojal7dWUHgUq5ysT4JH7Vj2F4/rrhcIjx8Qnq9XorqXiTVeVymUQiQV9fH9lslh07djA4OJuOjk7y+RwTExPU616fwFO6RojH40xOTtLV1Uk6nfbq3iFPV5Ev5LEsk2gsxujoWHsHIwgClUoFTdMwTJNasUosFvXE1S5YpovruMiySyyuMVprUKnoKKqAURda9pEOolzHMERwZBAMEAUaVZtsuU6t2sS2HRQtghBI0ESjaf7XVtJFAUzLo+aaloJl+3HqdVRFwbJtRMHxptR0b7eWTCTRdR1FUQhoAUzLIqAFEATaAjTbsohGIyiK6uHSg0F8fq8s1NfXi2GYZDIZD4Vue4ZFc+bMPdRAPhTteEclA8BrlJmezN/zCrbblpNWa77aNE10Q0dv6u2LZSCgIUkSB/YdbDl4uQQCGuFIGFEQ6ehUWjROBduyicfj7ec1TZNCoUBPbw9TU1OIogdMc0UXw/D8g30+1fMA9qnti5/jODSb3o6hVvNMZmr1GgCGYbSJmdMXzWg0Sr1ex+fzMTw8TCgUoqenh3Kp7FloBoNYls3U5BQ7d+z0FNnpFD3d3QSCQcZGx8hmsySSCTKZLOFwCBeXiclJOjo6aLZUtI1mEyXka+sSFEVEdRQ6OtKEghH0ZpOpqSlCoRD9/f1MTnpCPduxWbZsKRMTE+zYsYPu7m4KhQKLFy9CNwzGJ8ZJp9MMDw2Ty+VZunQpuq6zZ88eL2m3WDiyrHi0TdumUMgDkM1mEUSRZcuWAgITkxNofj+qqpLJZNBCPtK9cawmuJaXxGVZQvaZINo4AsQTIQq5Cj39MZpNH5ZdR5YtZNXENm3MpojetKmUazQaBoIoIQdiiGqMhqui/0VLQX8uXByXtv2lIDioElTrOol4isxUhnQ6jaLIVKtVPJCdRLFex7Zt0ulU20vbszD1NBSGYVAul7HtBkJrgWToBoFAkI6OTiqVcuvcFalWqxi6jhY4BKo7FG/EOyoZGIbB/n37qdVrWJbVbpo5joPT8g1uNpuYpolpejRQ1/VAajNnzuCVV16l2WziOA62beO0Zr4lyYOjBYNBQqEQqqqSSqXI5bLIskIwGMAwdGRJRnebSJKKpgXaQjVVVenq6mprDmrVWttIPRQO0dkVQW/GmJqaoqe7xyOg5vPtFX2xWMSyLRqNhsf9D0dId6RxbG+ySdd1BASGh4bIFwpofo3Zs2cTjXplgkKxyGtbtnhIgqBn+q6oCk4LiR1vITES8QTlchlEmYbtKVgB/D4QLQHL9iwy/X4/HR0djI+Pk0wm0bQAQ8PDdHd1U280sGybefPm8eqrr3r6jEAAxadQLOfZs2c3um6wcOECcrkc8bg3HnrgwAG6e7qpVms4jkMymWw3tIeGhuns7KCvvx9cl2KxSCQSplqpUm/WCacCIFvU7SqCK6FIflS/SDAoY1gmTdNEEgUURaZWa+DYUQIhGd1UMS0X21IpZXWqZc9YR5QV1HAaU45QcWTM/y1JwAtRcJFEB9vxvnqKbKGIDpZpk0wkaOo6xWIRn8/f8rKWcXEJhUPksjksy8a2vJ2raZnUazX8fg3whgm0gIbf5/cWMra3kJmammRqKkOj8UYfIhwN4QqHjG0OxRvxjkoGzWaT3bt3U2+tkqb5O9NbXY814yMUChKJRD03q3iMSqWKqqoce+yxCALU6w1CoRCNhrdqLxTyLcPzaptUOZ0kNE0jEAgQjUYZGOhH0zQPLRwMIIkSpVKRZDLZwl17BifTZvTlcoWDBw4QDIVQZAXD8L7otVqtPRIqiiKNRqM91tnb00ujtZsIh7yGbaPRYOfOncTjMXq6PeHX5OQke/fu8dDELc8DwzCIx2PMnDkTRVYYHx+nWq3S1dVFpVqlXq9jmiaSL0ijJVEQcPGpFhgijXqDgD+IK4EgevC7yckJstkc8+bNQ1EVhoeG6OzspFQqtkx+JDZteolILEyqK+69t8EQrgudXZ0c2L+fYrHEwMAA1WoFx7bRNA3LMhkbG6dSqbJw4QIikQjVapVqtYppWeRyOfxBhWhXgKZZwzKmCa4Kss9PwO/H00up6E2LUsVAEEwCQT+lUp1gVEQgiF71MTFaoNEwULUgarQbXQpRtcW/cFP47YfrtjQhuIT8NQTH9biyoojf5yMWjTE6NkqtVkOSJOr1OuFwCNtxqFVrBENez8VuLRYi0Qh+n59Go0E4FMbv9+E4No1WuXIqIxBPRenq7aBUKDN0cBhZkSkVq/9GtHgo/ufGOyoZqKrKjBkzKJWKxOJxDxcgCG13L5/PTzqdIp32Zv1lyZupf3nzy9i200ZBRyIKXV1dbfWlx3Hx+gATE5PUajWq1WobXlcoFKg36iSTCVRVJZfPU6/VCIfDqD4fsiSRb012+P1+b2xRkgCXrq5uotEolUq5rSfo6+tDlmVqNc+FKpFIYJomoXCIvXv2kM8XCIdDbceqdDqNqqpks1k2bdrU5vd47HqRvt4+DNOg0WggCCK1moeRbjY9w3hN09rlG8MwUIIdOI7XM5EEb6JF9EuUS2WiEQ90pjd1Yq0afm9vL7VajaQ/yezZg+zZs4em3mT5suUtMJ9JpVJmdP8EvT09yIrM6NgooVCIZrNJR0dHy/3NTy6XZ2xslImJCaLRCAsXLsB1XbLZbOt5KtQaVUJJDSSbplX3bELBKzXhYLkmtmthNRxKhRqiBJGoH0mGQsFm80vbWbpsAVMTeZpNA18wQrCzj7rrp/Jf1BT+z4XXy4gF84Q1HbOuIsuKZ1+qm55fhq7juiBJMqqqkEqnCUcimIbhGemUK4iiR7xtNpr4WtNw7fOqWKRardDX20sw5qeilxEcl0a9wZIli9ECAfbv249h6P8H34dD8X9TvKOSQTAYpKurE/AQv91dXfT09HgiKVHA0D3y5cTEBJqmEQwGKRTyLdyDj1rNq9f7fGq7MemN5knIcgBRlDAMs1V+EVpOWnK7kSnLHiFSwDMrBw8vYLR2ElOTkwwPD2NZNj09PcQTcfw+H7Ii4/N5zbxYLNYWiQUCnlmJKHqGIweHDhJo4QKKxSIDM2YQj8XYtWsXu3btolQqt5Mf0AaYTRueTHPrp3EEiqJw8MBBfD4Pte3X/Fi2A4IPp1W0FiUQRQfJB4VcCXVCRVV9xBNxxsfGPCVzIoHP52NychLwAH/pVIrR0VFEUWTOHC9BTE5OUa83EETo6ulg7+79hIIhDw1tmBSLJURRIBaLkUwmCQY9dlO5UsG2LLK5LIomEerwYdh1XGt65yd6E1ytzrFlmzRNnUapiePYxFMeF6nZdFl99BoAfvHLX6IEE8jJGBVTomHY/J8vj7tIoo0q66hYhPxlFClAsVSn2TQYHR0jGvEEYsFgyEsQjTqW5Z1bsixTq9eJRqLtkV/bshgeGcF2bGq1KrrRQFJF/DERLRanUCgiBxIguGQnCxQLZTo6OnEdl1gsdsjP4FC04x2VDCzLQhQlZs+eTSgUolgscuDAQTTNTyKRJBwOEQoFW6OLAQrFAplslo50mu7ubnK5HM2mjq4b7Nu/j1g0hqIoCIKAqiqtEcYGgigiiRI+n0okEm3zXKYVnqrqa7FsPJBYpVLBdV1kRaFUKlEslojHY4TNEE3XxZia8kYF/X527drZ9jKQJBnTtNixYwe1Wo1ms4nf7yOd7kDTOhkbHeO3T//W2/6Hw8yZM4dUKkkwGMLn81aTgIdSFgRM06Jer9NsNmk0GhQKBSYnJ9um536/H1FWsHhj2spyXCxLRJAt1IBMsVQilUyyb98+LMti4YIFZHM5/D4/8UScLa+9RjKVoq+/n2wmQ6FYZKJ1jEWLFrJjx06isSi6rtPZ2Uki7iHCPeVshTlz5pBOp7As29sNWCZ90PbkAAAgAElEQVSVcms3kPBjSya6rbcFcCIioiAhIiKIIoIjYtddTxXsU6g1bAr5JuVinUK+wqlr17Lx179mIlchHJxNs2oD9p86nQAwLRvDspFEEUX2mrLTpjSiKHi+ALaDYdmoioQsim8qT/KfmMZxUSWLzmiOUsOPInuIDMGWqFbq9PX1kYjHKRaLhCNhLNNidHSEer1BMhlAUT1GUSwaxbJtDEOnnC1TKpeo12uomoIWVxAVFwuDpuN4GPaQj0KmRDAcoF72oH/79+/3yp4zBrDtQ34Gh8KLd1QyEAQBXdfp6OhoW1MapkGlXCaXzzEyMoLjOPT19REMilRaUv5INIrjuB7PXlFQFAXH8Vbvfr8fy7IwDKPdXG40mpiOgSRJGIaBLEttQ3rLslrPI1Ot1pBlCS0QQBREFEVl1apV3upY8FS8lm3jmmab0TP9Nzz//AuIosDAwAwCgQCu6zI8PIwoigwPj6DrOn6/j1mzZtHZ2UEkEm25cHmYDK+nIXtevJL0htVNq4ciCiLj42PU63Wy2SxDB4c8LwhJwWrVrAEcB0p1hXgAZFFGDWhUqzVURaFeqzM2Nk5fXx/5Qp6dO3YSjkQ8uqlt4+Ji2xZ79+xl/vz5hMMRenp7mJyYoKnrrDj8cPx+f2v3UmDO3Lm4rkupVG43+rO5HIomEkyrGE7Tm9Kavti6AiISqugHB4yqjdk0SaZiCKJLqVAhmyl6NpuhCOHOmZx8/hVs/PWv+fXDv+KvPrb83z2fXNeloVvIkki1YXhvHy2zGdtBEkX8qoxp2TRNC8OUcFzPK8KnyIQD6ts8c11U2aI3nkMSm9i1ACHZEzwaNQejNTbquN65V6/VCYWCpFKpFqXUIhGPYzsO5VKJbCZDqVJE8UlIAYFgWMV2TGzHxmo53QmCgO3ayJqD2XSZGMnQ3d0NQL1eo9FibhmG8Z/+Hh6K/57xjkoGQLvkMR2qopJMJkkmU60GbYlcLkexWKBer5NIJND8fgxD90buXM89TJSk9jSLoiioqkooFGqP2tm25Rmr2zayrJBKpdoTSrZtU6/XGB4epq+/D0WWqdRrRKNRSqUGmqah683WFtzFdhxUQcA0zPbzdnR0tNAWARzHu1j6/f6WT0IIn89PKBRsTYp4F11N8xMKaZ7NJWBb3lit7di4LRaNbXs/i5JIMplkcHCQnTt3kslkvBl9QfqjarlAXReJ+kTSiTT9fTPYunUrhx9+GNu2byczNdUezQ2Hw8yYMYN9+/exf38d2/GY+YNzBjFN0zOlD4UpqAU6OjrZuWsXfb19lMtluru7PUaRFqDRbFIpl2k0G0TTAXTqGI7Zfu9FQfRKQ46I1YBqyw85mUiSy+bJZgqUS1UP6az6CXV2o0thSg0XX7yXYDTBIw/9ko/89bU0zX9/5a4qEo7jEtJUzNYOQRBoJwNJ8qimqiK1aKNuy1tAau0Kpt/N6eO88e6KgpcEIlqDZLiMLOrkKhohfx5VFpAdjcnJktcUlyVcF1SfimVZlMsVTMtEb02nmZaFpAioAZlYTxBXtLEcE8t12rso903udggg4iVTxzaZM3eQaMTzpeju6UZoCTGlN2lyDsX/7HhHJQPb8eb/p6d1RNGrJ09/EVXVR0dHB+l0mnw+T6lUplbzsMbT2F9V9YRdpmGSyWY9ZovPQyLIityqTQuIooSmveE9LMvyW5LQxISNoirIkoyq+vD7vSmjSssHwLJsOjs7MU2ToaGDLUWoTDweY2h4mEQiQSAQIBgMUCyWSKdTJBJxLMsb73Qcu/W6TQQBarU61WqtZZIeaKMtNE1rz5x7I7MWzaZOo1Fv1fPnoKgKW17b4vk2OyJ/3DK0bAHbFpFbDfBGo4EsewkyHo/TaDQZHh5h/oL5jI2PEYvGCAYDbN/+OtFohO6WScrY2Dj7D+xn1sxZWJZJOBRm37599PX1Eo8nKFfKHoN/apJwOMys2TMp6zkardEmURCRBBnBETFrDrbhovkD2KpDs9FkZHiMYqGEZdtooRhyKE5T0Gha4L4JEHf6hy7j/u9+k52bn6Vr0TH8CZ4c4O00fcobF8M3//ynHw8hXxNNMWiYAZqmgCI7+GWLqq56pvVKE0U0Cfhdgv4GPsVAFGwqDZl8M4wquWgC6GWZTKaA69D2Jmg0mkQjEXK5PKqq0NSb+PwKiholGg9jKg1MS8dwnWlQF4IgtJLom6xPW++lKqk0ixbJeJJUMtWetgNv0TAwMHAIYX0o2vGOOhNMwySby9LUmx6eAAiFQu26vtQqwziuw9DQEJrmZ2DGDARg7959VKs1bLuEIIhIktQGzU2rO6NRr9Y9PfKZzWbp7Oz0au2tpu90VKtVIi0TG9M0WzoDm2TSQ0yEwyF03ZvICUciSKLUJnv6fCqDg3MYGRkhmUoxa9bsNyZpalUajQa1eh29qbfxA2/+wns9DdG7YPtU/D4/gYCGX/NmzLWAhqb5KZVKWLbFggULMA2TAwcOMmfefBqug870OK5AKhokrImkkmlEUaS7uxtR9OrTmUyGeCKGJIscPHgQv89PYla8VT6T6enpxTQtRFGkXC7T09NDpVJprzjj8Rh+v0a1VqXRGm3tHxig2fAIoj45gCp5u4ygEkURfOAKiEGBXCaPoRsoioLm1ygUi6jBGLI/TsP14fOpxHxe36Sum5i2QyTg45jjT+X+736T3z71BJ953ymMZKtYtmdMk4oGCGs+GobJRL7KW72kIaSpJCMahWqTcu2taVMWHcLyJD7ZweeOI6g+XNdCFh18rkg8msSvymRzI4QkBQUNydUwTAvLUFFNk0auQabSANclGosQDASYmsrhU31MZTI0mw1PHe+XCEV9CKJDMpjGJ4fI1McwrEbr1bRet+ugSCKW47YWRgAesM6ui1QKFWb2zW6dv9754+FVcvh8vrbv96E4FOJ//JD/e6Knp4d3rXwX9Vqdo486GlFzWbRoMcPDw0QiEUZHR9tKzFAoSLBV9hFEkUg0wtKlSxkcHGw7eKVSKZYsWcLg4CDpdJoXXniBGTNmtGX7iUSCZgsIVq1W32Ie7llldrSJoZFIhJdffoW+vj5s26arq5tq1VMdh4IhJiYmqNWqJJNJBgZmYBgGhx9+OLjwm9/8htdff53+/n6WLVvOihUrWTB/Pul0mkg0SjKVIhaLe+Ujv/8tzeJiscjk5CQHDh5k965dbN++je3btzM0NIQoSp4WolhkcHCQWq2GZRpob1oCvHfZDPoDTcxyhcyU93fPmjWLvfv3sH9kH9lshtv+9u8wbIOOgTiC7BFXd+7axfz58zlw4ACqqrJv3752Wa6rq5NyudziG3mK10wmQ61eZ968eXSkvaRjGCaK4EMTIhy58Fh8BNm9Yy+CK7Jg3iKSiSSrVr0b0/Tw3+899ljmLl5B0VSJhAIct7iDiDlB1Jrk3XOiXHD8EnrUCheefCTvOfE0fvXAz+lU65ywYhYAJ64cZE7UorDvJTrEIheesBTN98absXhmmhOXdWFO7uC9C5IcPqfrj85AAdcVEAWQRAtDzyEJTWxbJxHxs3j2SvSywvtWnY0g+Fg6/0RqhQCHLTyeZr5Bs2RgWy7xeITlh89ncLAfn8+HqipMTEzg11Si3QH8SQlbadK0GxhGjfmDy3j2meeY3TWIZDWRHR3FNRFtg6WzDueYpWtY2L8QydaRHB3JNlAcE9wa0STs2/86ExOTuK6LZdtUqlVcPCieKLyjLgGH4r8w3lE7g3Q6za5duzjttNN46KGHWLZiMb/61a+45JJLeOWVV5g5c2b74hyPxT1oWlc3fr+fgf4BTNNsYaRnEIvF6ezsZM2aNTz22GMtFk8YQRD4wx/+wJIlSzi81QANh8Oew1el0irtBEmn023Rmjel1OSf//mfede73sXxxx9PuVwmEom0V8zLD1tOOpWmUqlgmibVWpWdO3fyhS98gXXr1rF161ZisRiqqnLnnXeyYcMGOju9i5GiKFSrVXbv3k1nZyc9PT0ArWa2hd/vp1wus2nTJhzHYcWKFSQSCfL5PMPDQ8yZM5dwOMySJUvIZrPsG56gOGFg2V6t/NK//mvOO+88arUaTz75JB/5yEc45rij6fKlec+q93LhBRfx3e9+l2gxzKknryUairU/k8lJz5MgFApyxBFHtEcVo9EYkiSRSqUAME2T4eFhLwEoKrFYlPHxCURJYvmy5Vx33XVYlsWxxx7Lvffey0knncScOXM45ZRTOP/884lGo3zmM5/hzjvv5Pkdo4Q0laeeeop//Md/5P3vfz833XQTl112Gf/yL//C2WefzeO/+iVf/vINrFy5ktmBDgDCAZWNv/sdqVSKH/zgByxatIjjz/gQz78+iuaTWTYjzumnn86VV17JRRddxL333su+oI9Sa4dgOVC2ukDWCQd0YrEqDdNPXddATfHiiy9yzjnn8Mwzz7BwzjHcc889fOYzn2FkZIR3r1pFKuWNRe/fv59MdpJFCxewZHEI8Jq6L770Io5rYdoGph1gfv8SZvd04rou99xzD+edfy4rFp9AJJTAMJocGN1OZ2qgfQ53JPsxTJ1QIIph6mzb9QeGRneRjPaQyWSoVMpEYzEM3cBtqdMP9QwOxXS8o5LBdJx55pnce++9HHfc93nwwQdZs8abLR8eHuazn/0suq5z1FFHcdVVV3HPPffwwgsvUK1W0TSN2267jUwmg8/nY/PmzezYsYP169dz/vnn8/TTT/Oe97ynfZxEIsG1115LoVBAkiRuvfVWtmzZwi233EIwGOTUU0/lfe97Lx0db2Chv/Wtb5HP51mwYAHXXXcd69at44477sCyLL74xS9y7bXX4jg2ml/jiRefYM2aNZx11lntY95000089dRTrF+/nptuuomrrrqqjc34zne+w8TEBJdeeikAmUyGiy66iEceeQTXdbnrrrtoNpt87nOfo9lsEg6Hufnmm/n5z3/O888/Ty6XQ5ZlfvCDHzDx9MtMVt94Ty+77DJ2jxW56qqrWLVqFS+d8xLV3Q0u/ah3rJNPPpkPnXMhX/7ylxkaGsKyLG677TZeeukl0uk0M2bM5NJLLyUQCCCKIpdccgmSJPGlL32pLX774Q9/yOjoKMFgAEVViCWiRKNR9uzZw4EDB/jlL3/Jzp07OfvssxFFkY997GN84QtfoG/+4WSKNTac+UH2jObfci6sWrWKdevWkU6nee211/jmN7/J6aefzhe/KDAyMsKnPvVpnnxtFIBntw7zsY99DIDe3l7uu+8+TlG8r0BfKsLDDz/MmWeeydnnnEuz2eSBBx5g+bFrKe2fQpFsAr4mYX8Dv9TENWog+9B1F4UiAUWjBpxzzjn8+Mc/5tvf/jZPPPEE7373uwHYtWsv1177Ber1OqeccgoXX3wxf//3f8++ffvI5/N0dHRw44038sJrv0cQBFbMW84///wBnnrqKWbOnAmAIqt8++++x969e6nVanzzm9/kqaeeap/Dl19+OY8++ijbt2+nWq3y9a9/nYWzI1QqNWzdoVAsAgI+n6/Va3AOUUsPRTvekclgmueze/fu9uobYMmSJXz7299mZGSEj3/841x++eVMTEzQ29vLNddcw9e+9jU2btzI4YcfxtRUmRUrVrBgwQJuueUWAG6++ea3lIJ+9rOfMXv2bNatW8fPfvYzfvrTn7Jr1y4++tGPcuKJJ+K6Ljt37kTXm+0V8AknnMDpp5/ORRddxN69e+nq6uLpp59myZIl7Nq1C03TeP317QSCQf7qr/6KdevWccQRR7B69Wquv/56TjvtNCYnJ9mwYQMAt912GwcPHuTHP/4xGzduZPFiryz22GOPceedd/Lss8/ywx/+kPXr1/Paa6/x5JNPcuKJJ3LmmWdy66238uijjzI5OUlvby8bNmzgE5/4BFu3bqUz5KJbb+2svrBjjGRkDl1dXYyOjnLNNdfwk5/8hGg0yhlnnMG5557LE088wcaNGwmHw+1x2Eajwe23384FF1zA2rVr+chHPkKpVGojk++66y7uuOMOHnnkEd71rndRb9RomnXqzRquDdu2bWPlypUYhsHExASDg4M0mjpbt27lxhtv5FcvDqGbNjuHc//mXLj33nvZtGkTmzdv5sEHH8SvBbj++uu54IIL2LJlCyeddBJXXfc18HcwWahhmiYXXnghmzdv5oEHHsBufd4Bv8LIyAgzZ85k72ievr4+fvOb33BsQKA7lmfl/IX0pPv/zfGHx3bz8ranaPr9gMzs2bPZunUrW7ZsYe7cubzyyisAHH300cyfP5/x8XHWrVvHxRdfzMjICIsXL+bSSy9l/fr1bNq0CS0YBhx8gsyDDz7Ixo0beemll3j55ZcB+NznPsfBgwd54YUXuP322/mbv/mbt5zD8+fPZ2hoiNdee42//du/5Qtf+AK2mWNkaBfRqNdb8zy4wTDM/8Vv4KH47xhvq2AoCMIBQRC2CILwiiAIm/7E/RcKgvBa679nBUFY/qb77hIEYUoQhK1/5rk/IwiCKwhC6m28jvbP5513Hueffz4XX3xx+7aHHnqIT37ykzzzzDPtWj/AokWLyOVyLF68mAMHDiBJMkNDQ2+Zsf5TK6SdO3fy5JNPcvXVV/PMM8/Q3d3N+vXrefjhhzn55JN5+OGHiUYj+Ft+tNPHKpVKLFy4kIMHD3L55Zdz1113cffdd3PJJZewe/duAoEg3V3dBAIB7r33Xv7whz/Q29vLjTfe2D72dC/grLPO4vHHHyebzbYUwDB37lwM0yCVSjFv3jx0XSeVSrWdzh544AGuvvpq9u/f32bez58/n0qt0uIKlRgbHiImlFHENxJCPKyRjgXJ5XIkk0n27NnDl7/8ZdavX8/s2bOp1+tcd911XH755ZxzzjkUi8X2746MjDBv3jzqrb7AdMyfP59qtdo+biAYwDBMJsdzTExWKJmy59o1OYkoiixZsgRdNwgFA+3b07EgiixyxPwe5vQm3vIZXXDBBdx///1s3LiRa665hmypzqpVq5g9ezaVpsXmzZv5/RO/RpFFokEf44U69913P08++STXXHMN3ckw8/uTJCLe6Gy1WiUS9Hn/RiIoUg3dkulM9nLxxRdz0UUXsWfPHi666CIuuugiejpnE9WSJCLJ9ms69dRT+fCHP8wll1zSvu3uu+/m85//PM8++yy5XK4tBFy0aBH1Ro1FixZx4MABXAs0NcjY2BiDg4McnMyyePFiwNNFnHPOOfzyl7/k4MGD7fMBQDf19vvxs5/9jH379jE5OYmqKoxPjCNJkoe19qmoikKlUiWdTreniw7FofjPdI+Oc133MNd13/Un7tsPvNd13WXAV4F/eNN9PwJO/lNPKAhCP3AiMPR2XsCbDeDXrFnDhz/8YY4++uj2bb/73e+48sorOffccz1Lv1Y8/vjjJBIJHnvsMVasWEGpVMJtzWcDlEolb+zyj+KYY46hs7OTDRs28I1vfIMjjjgCy7K45ZZb+N73vsePf/xjbNth29Zt7cTz+OOPEwwG+f3vf8/ixYvp6enBNE0efPBB1q5dC9BSLDvs3bu3XXMPh8NtrcPU1BSBQICdO3eyfPlyPv7xj6Prb0y2vDkpemOw4lte85w5c7jlllv46le/2r6QCIIAwhsXflmW2bblNUTXuygVi0UO6/Xxta9+hcMPP5xwOMzy5cu58MILufXWW/nUpz5FOBxm6dKl3H///cydO5fNmze3n2/VqlXce++91Go1Nm7c+JbXN33hA+ju6uaVl19lybIV5IUku6d0jj32WDZv3syLL75IMplk//59vPbaa1x55ZVcd911HD03yQXHLWL3y7/j6EV9b/mMpo2INm/e7CG+36So9WkeMuSu732HkCqw9ug5GOUMoiiwa9cuYrEYibBGfex1uiIqxx9/PP/0T/9ER1TjgQce4IQTTmA0K6Cbcbbvn+SO736P737vH5gzZw5/93d/x3e/eweTUweIRTtxrDfGjj/4wQ9yxRVXvCUpPvXUU3z605/m9NNPf8u5+dhjj+H3aTzxxBMcdthhlIpl6pUmM2fO9HZw0RCPPfYY4C1YyuUyn/70pwmHw+3nsCwL2/Rw6+Pj43z2s59t984kSaZeqyMIAsViEV03qNU8qm4ylTwkOjsU7fiLlIlc1332Tf/7HND3pvt+KwjCzD/zq7cAnwP++e0cx+O5p1m9ejWGYXDeeedimiYnnHACkUiET37yk3z1q18lGo3yqU99qq0LiMfjXHrppRx11FEcccQRvPjiC0SjUfL5PDfccAPXX3895557LieddBKKorB8+XK6u7tZtGgR2WyWK664AkVRuPrqq9m2bRs33HADfr+fG2+8kUKhwOzZswkEAhx33HE0Gg2uuOIK1q1bh8/vI1/Ic+qpp7J7927K5TKKItPUm7gtXcDXvvY1SqUSg4ODXHvttYRCIY455hjWr1/PzTffzOOPP86VV17Jsccey9y5c4lGo7znPe/BMIyWi1gCwzBYsWIF3d3drF69mu9///tcdtllBAIBrr32WpYuXdryMLZYuXIlXV1dzJo9q13L/8AHPsBXvvIVUqkURx55JDfccAPPbB3i9ttv51vf+hZ33HEHM2bM4POf/zwbNmygVqsxc+ZM3ve+91Eul0kmk1x88cXcddddbNiwgaVLlxKNRonH47iui245zJo1i46ODorFIj/5yU849v2ntvwDbH6/bZSHHnqIW265hb//+79n9uzZfOpTn2LhosUoisK1115Lo9HgtNNOa2u6bMdhcHCQp556ii9+8YsMDAxwxx138PzuSd6/YiZnnXUWtu1y8rkf5dGf38Xk/m2oxy7hO9/5DqOjo8yaNYvbbruNpmFx4MABjjzySDp6+vnwhz/M5ZdfzkknncSCRQt4+nfP0qGoFCeabM2A2QICTrOfmrpH0O3p0ejv72+5kJl84Ow1NBo11q5di6qqfP7zn+emm26io6OD6667rp3QfT4fl112GWeccQY9PT1eP6bskK9m+PKXv8zHP/5xjj76aNauXYumaVxwwQVcdtllvOc97+G4444D4JprruHaa6/liiuu4IorruDSSy/l2GOP5cQTT6RcLuO6LuFwmFKphCSJNJs6XV1dbN+2/S0LrEPxPzuEt2NuIQjCfqCA91X8nuu6//DvPPYzwALXdS97020zgYdd113yptvOAE5wXfeTgiAcAN7lum72TzzfFcAVAB0dHSufe+45Ojo62Lt3L5FIBC2gEQqGyGQylEpFBgZm4PP5ME0TWZa54447WL58Oe9///uZmJigUMh7TmGRSNugPplMIraYM6ZptiimJjt37mTGjBkkk0mqVW923gUk0cNUZDKZFs9fw7JsXNchlUqh6walcgnbthkdGeWGG27gRz/6EaNjoy1WvQ+3NZoai3lTN47r0KjXiUSiAEiShKqqiKKniRBFkUKh0PZ7zufzRKNRJEli//799Pf34zgOU1Nef8B7Hpe6UUOUBGzHplguEvXH8fv9lColfIqfXDaL47iegC0QpNSw2TJcpmk6JMIaC2ekiIc1ssU6pVqT3ZufYs7sWWzatImtO3byqWuvx3IEBhI+7rzzToLBIA8++CAPP/wwO4YLuLhs259h/kCKzngQu+6N6Y7rGvvH3ygzJSMac3oTxEJ+yjWdncM5CpUGc/uSdCdDqLLEeL7KjqFsSx0ssHywqz0a2jQs9o0VKFSbDPbE6UqE2DmcY9v21/nSlR9kzeln8ckv3MRAZ5SQplKpG+wczuK4DgsH0pRrdcayEyyb3UUyHCKXz7Fj+w4Uxdcm0QYCfizLbvOfTNNixqw0miYiiC7RcC/lks7E5AiS5BBPREmnuykUSuhNi76+PkRBxjBMNE3jK1/5Cueffz6LFy+mUMhjmgYusH37dgIphUS8i0iwh3hYo1zLMZEbIh3tQZODhMJBcuUMw1P7iYXiBP1eD8dqQiKewO/zdCa7du2iXC4RCATbHh4+n49UKkkul+PyK65g546dh+zODsXbTgY9ruuOCYLQAfwL8AnXdX/7Jx53HHA7sNp13dybbp/Jm5KBIAgB4DfASa7rlv69ZPDmmD9/vvuLX/yCYDBApeLVv23HwbZsXnvtVVKpFP39/ciyzMjICN3d3di2QzAYZHR0BFlWKFfKVCuVlrK2wcDADFRVbRvWW7aF3+dDEESGhg7S2dmFqqrs3r3bczJTFZLJVMvrwN+C18ktjwWLZDLluZbFooRDIWq1OqFQCE3T2LdvbxtYZ1kWum4QCGiMjY0jyzKBYIBUMokoSd42PpFAkmT8fn97JVmulBkZHiEU8kRtnkG9l6hkRca2bKrVKuFwGFmRkRUJ1a+g+hUcy2F8ZIpIOAyiJwhzbcjnC2zdupVCocD8BQvwRVLkmgp1S8D+I/nu/3v6u0CU6O7t50u3/RRRUhFEgUtPOZzt27fTaDRYunQpz2wfY+9Y4Y/OD5jf77WGdgz9ux/1XzQ+8/+cTKWQ5b7HnqdseGhxAFmCoM8mGrCJBQWCikqzZlKrNJicmiCRCBONxshMlQiFghiGjqKIRKIaWsDH0MEMff0JbMuiXjdwHBdDtxFEkb7+KI7rUq8b5HM1cplK29UOPLFkKBQinU5Tq3ugw0a9QS6fZ3hohHhXGNdnY9oiAjIBxcUxQa+ZTIxmSKYSqH4ZURIQJAFR9Gi2xUyV/r7+FuJaolQqIQgCfr+fbDbbNnsqlUtUyhWuv/56du/efSgZHIq3VyZyXXes9e+UIAgPAkcCb0kGgiAsA34AnPLmRPBnYhCYBbzausj1AZsFQTjSdd2JP/dL065NkiQzMNCP2PIKzmSmWgIzyOVyRGMxkqkUkiQDNqOjowQCASqVKqVika6u7jal1NtFGFSrFcqVclvV7G+Z2oyNjdJoNDAtC03TmDXLK69UqxXK5VLLTc2bcIrFUt7xoxEOHjjAggUL8flUz7A8M2z8Es4AABuXSURBVEUsFiMYDDI1lSGZ9ARtPT296LrRTixewlG9+nCpBIJAOBRCURRPlazr5LI58nkPfe33+3Fch1g0xkD/AACTU5MIePXiQrGAW3YJBj1nNrelVDUNw1P0qiqiJHLkkUcyNDTEli1b6O3tpaunlzoSuqtiIeMg8tDPfgJAJJbgb/7hlxiWiwD4FJk7H3mZrngIy5HY+tTrmNa/pWG67v/eJACeTveMD13GT2//Bjte+h0LjzweCRu/7BD2OYQ1GVFQyGcL1N0GY+Nj9Pf3sGjRbOoNnXK5hiyLmFaTvoEEiiriOi6GbuE6DiNDOZKpMJGIhuqTsSyBkaEchbxJsVjBsUFRPKyHKIrUG3UEBHS9SSDg55VXXyEUDFIslnBdl3g8xpy5g4xPjBENBtFNk1q5zniljm3aKIpKQAsgCRLpRCe2Zbed/erVZsvLeqKF63bb2phpXUE4HMZx7LbK/JAH8qGYjv8wGQiCEARE13UrrZ9PAr7yR48ZAB4ALnZdd9d/9Jyu624BOt70+wd4GzsDv99PV1c38+fPp9lsMjo6SiwWY/nyw5Bl2aOK2hbNRpNQKMSBA/uRJJloNNpyA4uycOHCdhlp2mzGcVwCgQB+TcOxHfL5PPl8gUqlgs/no6+129i7Zy+KIpPJlFu+BzHS6TQDA95F2HG8MpFpefepqkIul2s3eHXdaO8KPPhbANP0xvv6+vooVyotdzPPvH5sfJS+Xs9drVgs8Morr7B48RKOOvIoisUizz33HFNTUziOQy7rGdEHg8F2byUU1tB1nUTCKw1NZTLoTaP9Wm3DwUAHQaDRrNPV1UUqlWLz5s1sefUVZs2ahaYo2LbDwoULGLjkHHa/9iynnXoqCamC5JNZtXIZrmW2RW66q/Dr5/78KRAN+lg22Emh0mTr/qk/+7j/PyGLAj7JQcVAdExOOvYoHr4viV+0mR1zaNTqNJoNwEfNFHEcF9OwCIYC9Pf1tXwxcoTDAXp64qiqzNRUEcdxKBV19KaJrMik0jGKhSqJZBjbdqiUdYrFGoIgUSnraH7PgzqbzdLZ4YnHfD65BRp0GR4ZZnJiip7eHvr7ewmGQgiI5PM5ioUyxUIZUfB4Qoqkkk5GEUWvpFgpV9C0AKFQCAGviVytVpElud24dl2Xbdu2EYtF28DDWq2G47qe33bLSe1QHAp4ezuDTuDB1gpCBu51XfdRQRCuBHBd97vAl4AkcHvrcdb01JEgCPcB7wNSgiCMANe7rnvn/8qLFUWRjo4ObrnlFo477jiWLVvGc889x4YNG9oX2W984xts2rQJn8/HEUcc0XbUikTCFApFPvGJT7R5Ql/5ylfo7+9HVVXC4TD1ep3J3CRTU1MkkgmWL1+OpmnUalUKhQKpVIpAIMi8efNoNpsYpkkmk+Gqq64iHA5TqVT4xS9+wdNPP00qlWJwcJBk0ksO0zXcUCjE0qVLyWazxOIxbMvjGSmKQiQcIRgMek5izSbHHHMMQ0NDrFq1ioceeog5c+ZimiYrV67koYce4vjjj6dUKuHX/OSyOUZHR0mn015vw3WZGJ/g4MGDbaMfx3XQ/N4IZSKRoF6v02g0CIVDBANBBAFESWLOnDkUi0XGxsaoVqssXrSI/fv3E4vFePIxT7cgyzKNRoN4JNwW1n3oQx/iscce48jZEabyFaqGS1cqQaZUp2k6dKciHL2onx/98C7OPvtsFKmDkUyOvnSEgE8iVy5TrOqkYwn8qg/TdinXdDSfgiJL5MsNhqZKf/b88Cki8YCM5taol7IEAwrhcAAhneKRjf9EqVjBMvQW2dXbIQWDAer1hqcKr1YJBnwEAgrBUJhozOsR1OpNajUdw7BJJEJEOjRkWcKxBUrFBpmpOqVihWlwnCAIZLNZ4vEYmuYjnU6QSEYYH5vCMBpUqzVcBPr7u9H8GrKiICsKE+MTFAoFHMchFo22FhzRNnZkfLyBz+fzynuuSy6bxTS88tS0f4XrukxMTHgUVGhbrAZDIURRau0S8KbpWkZFh+JQwNtIBq7r7gP+DRi+lQSmf74MuOyPH9O670Nv4xgz/6PHgNdUjcfj/O53v+Ozn/0sk5OTfO5zn+Pxxx9vO5KVSiU++MEPcs4553DmmWe2+PklQqEwZ5xxJt///veZM2cOY2NjfPCDH+TZZ5/l+eefRxRFfv/737N27VpWrFhBOp3m0Ucf5fXXX+fMM89k4cJFPPPMMwwPD/Ov//qvrFmzhuXLl3Peeefx7W9/m3nz5rVIqmJbqHXiiSeyfPlyxsbGeOGFF/jABz5ANpvlkUceYdmyZZ5ewDDI5/P89Kf3cvTRR7N69Wq+8Y1vMDU1xcTEBMuXLyedTnP33Xfz9a9/nS996Ut0dHSg6zqSJPH4449TLpc566yzeN/73sfevXsplUo888wzHHXUUZx55pls3769vcs54ogjuO+++8jlcpx//vksWbKERx99lG3btnHGGWcwODjIK6+8gm3bPPfcc6xevZrZs2fzta99DU3TOPHEE1m5ciXDw8Ns2rSJcDjMmWee2f6MfvOb3/Dyyy9zwQUX0NXVxaOPPsopJ55IPl9g80ubqA3E+NGPfkQ+n+eYY47hA6vfzQMPPMDQ0BDnnXcenUs6ee4Pz2GqKr/97W/52Mc+xj333EMul+O0004jOCPFjqEMouAhom1HQBIlEgGRpOagCjq25RLtShMIKkxOZigWyuhNg87OLur16R6OH8MwWjs3Adu2mDO3F78m0WgYTE0WWwhzFy2g0tWdoFE3CEcC6E0L04B63cDv18jnywRavs6hsN9z3hMEOjtTiJJnxDM0NEKlUkVAIJVK4tf8gEeK3b/vAIV8kVgsSk9PL5ZlkslkKRZL6LqOpmnE4/G2hakoiqTTqRZ40WkTfKd3hNGoNzyQzxeIRqP4fD6aDc/wyOfz0WzWyWQyBILaW0SWh+J/dryjKFULFy5ky5YtDA4OYlkWv/3tbznllFOoVCvs2LmDgwcPMj4+TqVSATyyqM/no6urqz2JM2vWLCYnJwiHw/T397Nv3z7uuece7r//fk455RTWrVuHqqrcfvvtbNmyhTVr1vCJT3yCcrnMPffcw89//nNOOukk1q1bh+M4HH300Vx99dXcddddZDIZBEFgYGCABQsWsGTJEl599VU+/elPs3r1arLZLF/84hc55ZRTeOyxx3jyySfZuXMnN998M2vXruXuu+/mueeeY2BggMHBQQ9kByxYsIDdu3djmibbt29nyRJvKKtWq3H44Ydz8skns27dOkRR5Omnn+arX/0qp556Krfeeit79+5lwYIFHHbYYbz73e/mggsuIJFIsHbtWgzD4L777mPjxo28//3v56Mf/SiFQoFf/epXfO9732PNmjVcc801VCoVBgYGmD9/PkuXLmXLli2sX7+eY445hng8zq233tp+PVu3bmXVqlVceOGFuK7LrbfeiixJxKIRbr31Vvx+Px0dHaxcuZJZs2axYcMGXn/9dVavXs3555+PZVr85Cc/4b777uOkk07i5ptvJhgMcu655yLLMumQwOy0zbxukwU9FvM6HTqVCr7mJCFVQFVkQuH/r71zD46ruu/453f3odU+pN3Vc/2QMEg2xk7SGgfqpqQ4xnExhdSADcUNzlhpUga7ZSauO544pSEzGUjbmD9oXUzotJ5pQ4ES2glpaPG0wcmEtIZAIuNH/JCxJEe72oe0u9rX3T39417dyCCD35LM+czc0e4599793rva+7v3nN8jiMvloZA3GY6nqfN66J7fSWtbFNM0yeay5HJZfPUuOq9qo2v+bCKRBkZH8iSHc2TSecplq35EbFaESDhEXV0dI5k8x44M0Xc8TiqZo1S00k7XeeswDINrumbRHovgD/gwTStL7ODgEIYhdF7VzsKFVxMIBPD5fKRTGVLJDCMZq551JGrd7Q8MDHDixAnS6TTlcplQKEg4HHaMWDQatQvd54jH46RSKcbG8lQqJqOjo5w8eZI333qT3t799PX1kc1m7WWUWq1GW1srbW1t1o1TZhQx9JyBxmJGpaNobGxkaGiIpqYmqlWTSqWC1+ul3ldPtVqloaEB0zTtR+kIiUSCZDJJJBoh4A/g8Xis9L3JJG0uN16v1wm6+fznP8/8+fNZvXo1P/nJT3jhhRdYtGgR3/rWt8hms+zfvx+AjRs3Mu/qq+jo6CCTybD5jzexatUq9uzZw4oVK3jxxRdpa2ujs7OTWCxGb28vd911F9dff73l114ssmvXLpLJJHv37sXj8VAoFHjyySfJZDL88Ic/pKOjA7/fT11dHYWClbL4lltuYfv27SxfvpzeXiuY2zAMdu/ejWEYDA0NMTg4CMD69evp6upyErfdd999pNIpQqEQ+XyeVatWMTAwQFdXF4888giPPPIIDQ0N3Hbbbbz22msAfPazn6Wrq4slS5Zw8uRJ2traiMViBAIBAO68804WLFhAMBh0vh/DMHjwwQcpl8u0traeFiE7PjY9/t0sWLDAeXL47ne/SzabZcmSJRw4cACAL37xi47R2LFjB/39/WzcuJFDhw+R6D/pDIWVS2VKpTLRqBWZXCqVkKqbSrnMaCZDR+ds/P46MpksmXSOcrlMNBRm9pxmRBTlcoV0OotZrTIUT3FN1xyiTQ3kckUq5QqjIyUy6SzFUgWXYbmFtrS0EI/HCYWCVp4ljwefz8vIyBjp9CiVsonbbSDiZfbsdgxxMZYvUq1aLrzxeAIRg0g06qQnP3rkmOXC6nYhYhCNRgnY0drDw8O43S5Ms8LQ0JDj+BAMBunu7iIeT+Dz+YhEIsztmEs+l8Pnq+fw4cO0t7cTj8ftwkwV29MtjJRLlvu1a0ZdAjSXkBn1nxCPx4nFYiQSCarVGsuWLeOpp55i69atXD3vaqLRqOPGOZ78yzRNTvSdYMWKFSSTSfL5PK0trU6Eb3d3NwDDw8MsXrzYrggWJhKJsG3bNidDKMDu3buti3ep4FyMXIabru5rbF/xNG+88QaGYRXfGQ96Gy96E4lYWTEfeOABZ587duzg3nvvZe3atU7b888/T7VapbOzk4MHDwJwzz338IlPfIJXX32V7du3A7Bz507uuecebrrpJm6//XYn0nd4eBiv1+scSyAYwDRNvF4vuVzOKZADEA6HSSQSzJkzh3jc8ngC7NKgNec4x4+pvb3dOaZCoXCaMTBNk3Q6TVNTE+l0mmAw6OQn8ng8JBIJAGdfhmHQ2NjI8PAwsVjstM+3MrGOsHr1alauXMkrr7zCgw8+yJNPPmmVpaxUSKWs4jD1fj9er4dUOonX46WUy1IxTZRSxIeSRCKNRKNhgiEfxUKFgf4hctkxxsasFCR+v4+5He30HRvE7XJTLFTIpHOkkpa3VTAUwqwUUS4ol8uIgK++jpbWKGbFZHBwiNHRUVrbmmluDhMM1gPCwYN9DA4kqKvzUSwVCfj91Pv9mGbVmbPJ5XJks1lKpRJNTVGampqdQDDDMEgkrOB8qwSmVWfD7w/YfQmUglAohMdjuTeXiiVn/syqCR4kFApaAYajo2RGRuxANMtwoh8MNDYzyhgcOXKExYsXc+zYMfx+P6FQiJ6eHm699Va6uroYGBjga1/7GgsWLLDjAOppbGwknbH86Hfu3Mn69euZN28ex44d45vf/KaTm2XXrl288MILxONxbrzxRh5++GG+8IUvsHDhQhKJBI8//rjjFeSyi98AfOUrX6G/vx+fz8fRo0fZvHkzJ06cYPv27Rw4cIBFixYhIqTTadatW8eGDRt4+20r8nPNmjX09PSwYcMGJ5/S5z73OZYuXcoDDzxAX18f999/v1VoJhy2EpnZY8ZgJT979NFHeeaZZxgYGHDO00svvURfXx/79+/nueee4513TqCUIpNJ09PTw913301HRwd33HEHmzdvZtOmTc6k8bJly9izZw8AhutXx7ls2TK2bdvGwYMHWbJkCSLCoUOHaLFrEwBOxHO1WmXp0qUEg0HWrl3LunXriMVijhvjypUr+dKXvsSaNWvYunUrPT09dHR00NLSwrx585z9NTe38MQTT3D06FEymQw333wz+XyOsfyYc6xutxu3202lUqGYKmJWqzSEQpimiT8QoKk5TEtLI9VqlWKhTD5XZDSbp7GxgaYmy+MLEUrFMtVqjV8cfge3243H4yEQCGJWTaves6oRDIZobWvGZQjBgJ/+k4O43C6iTY0oVaOjYxbVapVCocLQL4fJjmZpamqiVjPxB+rw1LlA1RgdHSWXz4Gyztn4DY5hGFRrVilTK4jSmiz/yEc+QiAY4ETfCWq1qhO4GLBjH8DyVKvValZxHMNFIpEgEAjY8ww+0ukMs2bFKBSKiAhD8SEoKczKr1KFaD7cnFXQ2XThuuuuU/v27eOpp57ihhtu4Nprr6VWqxGNRkmn04TDYWfopLm52SrTODhIqVgiFmtn9uw5hMNhq1ZvKEQqlUQp64K+ZcsWmpubaWxsZN/r+2htaWXu3LmkUilnv7VajXKlTC6fpSlilRE0qyalYgnTNGlsbGTw1CAuw3BqEYCVRuPkyZMMxYf4+NKPk7dd+urq6ujv76ezs5ORkRHHMJmmedodd7Vapbe3l3K5TCQSobOzE9M0KRaLeL1eXC6XU0dg586dxGIxli9fTkNDg1N8xjRNCoUxmpqsYywUCo6hDDeGyeVyBINBUqmUM9x26tQpOjo6KJVK1hNVq+MNTLlcZv/+/cydO9dJO+F2u+360GNOZPScOXOcY/V4PBw/fhyv18vs2bMBGBsbc4bDxovkdHd325+Zo6Wl1bn4WQ4C1lj62NgY2VyWYqGIYRicOjVEpVKmoaEBr7eOuvp6agjlQpZwOGQF5blc+OrrGMnkEMOgra0JVYN0epShoQQer5d8zqp+FggEKJet/YUjDbjdBrlsnl/+Mo5pVojNarfmEnxeCgUrpkDVamSzOavmtdeDx+0mPzZGNNpAbixPdiSPiEG5VCYYDBGJRGzX5hqJRMJJjmcl8yujasoayqyUqa+vZ3Rk1Al2VAoyIxl8dXW0tbcyOmIFmfl8Pmo1y+AEAn7CYeu7OXz4sDO5XCwWGRwcxO+vZ9OmzRw6pCOQNTPMGIhIIhaLDfT393+sUCiojRs3Hn322WdHDMOgra3NHY/HzS1btrQ8/PDDHaVSqdre3v5WqVRS79oH0Wi0NZVKxe0aAHOVUq233XYbt99++9v79u0rjJ8TEaG9vd2dTCar5XL5jCeqoaHB8Hq9kkwmq2dzPqPRqKtSqahsNuu4cjQ3N7sKhUItn88roBk4q+ishoYGQylFNputPfTQQ82rV6/ujEQiPP3008d37dqVmsxbpL6+XgKBgDE8PFwFxp88XKlU6mwT1ZxRn9frlWAwaEzcVyQSMQqFgioWi5OeHLfbTSgUMtLp9HvEiggtLS2uQqFw2vk6X33ThOmkr1Mp1TLVIjRTz4wyBhNw2cuZUi7W2X2THpyI7JuQfXUBVrK8XwCPXmSd58W79J0LTcBXgRKwHSi8/+rnxwXouyxofRrNuTOj5gwmULWXM1F6n753cwjouTA504YksGmqRWg0mpnHjIoz0Gg0Gs2l4cNqDM6YgnuaoPVdGFqfRnOOzNQ5A41Go9FcRD6sTwYajUajmcAVZQxE5F9E5E176RORN8+w3p+ISK+I7BeRhya0/6WIHBSRn4nId0QkPKFvm4gcEZFDIrJqCrSttdtqIrJ0QrtHRP5RRH4uIgdEZNu5aruU+uy+j4rIj+3+n4uIbzrps/s7RCRnV+o7Zy7h97tSRF63z9vrIvKp89Gn0XwgSqkrcgH+GvjzSdoXA72AH8ub6hWg2+77NOC2Xz8GPGa/vg54C8tldR5wFHBdZm0Lsdxg/wer9sP4NvcBz9iv/UAfcNUUnLsz6XMDPwM+Zr9vupBzd7H1Tdj2X4HngC1T9L93pvP368CsCdsPXO7fkl4+HMsV9WQwjlh5D9YB356keyHwmlJqTCllAj8A1gAopf7TbgN4DasCG8BnsC64JaXUceAIVrW3y6ntgFLq0CTbKCAgIm6gHiu+YvR8tF0ifZ8GfqaUesteL6mUOu8q7JdAHyLye8AxYP/56rpU+pRSP1V2pUFbn09E6i5Up0bzbq5IYwDcBAwppX4xSV8v8EkRaRKrFvNqYO4k620E/sN+PRs4OaGv326bKm0TeR7IA6eAd4C/UkqlzlPbpdA3H1Ai8rKIvCEiWy9A20XXJ1b1vj/DCta7GFzs8zeRu4CfKqXOJY5GozkrZlzQmYi8ArRP0vVlpdS/2a9/n8nvzFBKHRCRx4D/AnJYwz+nZesSkS/bbf803jTZrqZC2yTcgBWANwuIAHtF5BVlFSWaDvrcwG8BHwfGgD0i8rpSas800fdVYIdSKicfUA94ivSNf/YirKHLT5/N+hrNuTLjjIFS6pb367eHS+4Ern+ffTwNPG2v/3WsO/3x7TcAvwusUEqNX/D7Of0Obg4wyLu41NrOwH3A95VSFSAuIj8ClmINe0wHff3AD5Rd31pEvgcsAd5jDKZI343A3SLyDSAM1ESkqJR6YproQ0TmAN8B7ldKHf2g9TWa8+FKHCa6BTiolDrjj0xEWu2/HVg/3m/b738Ha8jgDqXU2IRN/h24V0TqRGQe0A387+XU9j68A3xKLALAbwAHz0PbpdL3MvBREfHbF8vfBt6eLvqUUjcppa5SVunVx4GvT2YIpkqfWB5tLwHblFI/Ok9dGs0HM9Uz2Bd7Af4B+KN3tc0Cvjfh/V6sC9JbWE8A4+1HsOYG3rSXv5vQ92UsL6JDwK1ToG0N1l1kCRgCXrbbg1heMPvt7f50is7dpPrsvj+w9fUC35hu+ias8xdcgDfRJfp+t2PNCb05YWm93L8rvVz5i45A1mg0Gs0VOUyk0Wg0mnNEGwONRqPRaGOg0Wg0Gm0MNBqNRoM2BhrNjERE/l5E4iLSe5brrxORt+1keP98qfVpZh7am0ijmYGIyCexoph3K6UWf8C63cCzwKeUUmkRaVVKxS+HTs3MQT8ZaDQzEKXUq8BpOahE5BoR+b6d6nqviFxrd/0h8DdKqbS9rTYEmvegjYFGc+WwC9islLoe2AL8rd0+H5gvIj8SkdfsSHuN5jRmXG4ijUbzXkQkCPwm8NyEhHvjqa7dWClUbsbKq7VXRBYrpTKXW6dm+qKNgUZzZWAAGaXUr03S149VR6ECHBeRQ1jG4f8up0DN9EYPE2k0VwBKqVGsC/1asIrsiMjH7O4XgeV2ezPWsNF7stpqPtxoY6DRzEBE5NvAj4EFItIvIj3AeqBHRN7CSgz4GXv1l4GkiLwN/DdWMsPkVOjWTF+0a6lGo9Fo9JOBRqPRaLQx0Gg0Gg3aGGg0Go0GbQw0Go1GgzYGGo1Go0EbA41Go9GgjYFGo9Fo0MZAo9FoNMD/A0E2mfHpbJ/8AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# step 1: make a plot\n", "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax, edgecolor='black')\n", "ctx.add_basemap(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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kzFtvv4Wu6UxnU+r1Oo1Gg+VqieetEYjPRTZ3aap6vY5uGMxnsy2ZoOy6VKtVsqwgGVSr1W3tYocd4BUzBo7j8NWvfpUPP/yQ3/3a73Lbv+Xdd9+lXq9Tr9cBPpcDvWNlABiGiW3bTCYTNF0jR5LlGbV6Dd/3WK1WeL5HpVqm2iwzn81Zr1bcv39/k77RqVZrDAYDHMemXK4wHA6wLIt2u0OapTz75BnXN7d0Oy2ePHmN8/OXeJviZ61aY7FYcHh4yPX1NYZpFJHM5ritZovJZEKtWiPPM+I4pt6oMx6NOT4+4eknT5lOpiiKoFwuA4L9vT1UrWCKXF1ekmYZL16cUq/VWK1W7B8cUG40NjWTgNlshq4b3Lt3j48++og0SXn+/DmtVpMkjknSBNu2CcPCkERRhKaqpFmKUBR6vR6TyYTpaEGeZ5iGjVvSWQcLwiBGpgqO5eDWyyhC4cWLUx4+fMDFxQXDwZB79+8xGo6wLIuzszNM08R2bGz7U7ZVJlJUQ+F2cMvhwVFhLPKcly/PSdOUw8MjhBAcHBxQq9W4vLjk0buHqIogy//4/PcqTHnvYsHt3OCk7RDHKbeLiCiVpLlkFaQMlvEPfG64iFj6CSeVnJqjsb+/j+2UMHQdVVVZe2s83ytIA59hECELVpWu62RRtmVgTZYBz8cpYfrpMfbrNsetEoauoigCBcFsPuPq8pJGo0GWZlSrVcqVoiZxxxhTFKVgQgFJmpGkGUKAoRV1gOVySZ7nNBoNTKuoPQR+wHe/+x1a7TaNRgNd178votnhLzJeKWOQpinr9ZqjoyNM0+Ts7Iznz59zfHzM22+/TafTKaii8s7rEp8zCL1elzRPCeOIJEtYBQuEFERxhKIq1FtVcjLiLMKtlEiTnGfPntPr9XDdEv1+n2q1iuM43Nzc4LpFeuDy6hJF1/jlX/5l9g+P+C/+8/+Mi4tLHMfBcZxNwbnMarViOp0iZU6lXCFNU2azKe1Oh8lkgu3YWJbJ1dUVzU3U0Ww28DyPKIzwPI92u4XrlhkOBzSbLabTCZVKlXa7jWVZWJZFFEWUy2UuLi64ePmSk3v3mM9mmJaF5/vc3vZZLpekaULvsINpG4xnIy4uLiiXK0gpuX//Hp7nkWYps+msiIKmUxRFJfAC9vf3yLKM1WKFECbtarG4BEHAcrHCMAxc18X3A548eZ1nz57Rv+kDRQ69UilTrVbJ85yry2uSPEY1VRQNVEMQ+j7T2ZRmo0mz1aTRbHBzfcM3v/lN4jjGMAyckk0Q+Fw//x7t+1/kdv6D0cH22ckl/XnEaBUX9Nn8h276OSSZxIszlpMiChmvUxplDVuFUskljhMWiyWOUyoWc0XBsi0qlQqapuH3vWJx9nyu5p83BCVT5bjtYOgKiihopZ635vLygsPDw6IwXSmDZFub+CyV+G4hzxQJFIwoz/NYLOaYplXUsTyveL4VhRcvXmAYJg8fPkTTNdgFBTt8Bq+UMbBtG1VVMU2Tn/+FXyDLcubzGc+fP+NrX/satVqNd959h0azha4baKqC+pmcaC4lfrRmEcyI0whV0dDQKTccTMtkFc1RhMC1qmSxJM9yNE0jSRP6/Vvq9Rq5lJydnxFFEXGagKKgWgbIjP/gV3+V1157RLVS5ezsjGqtSqVc5uTkHuPxmIODA25ubtg/2CfPc2azGb3eHvP5DNMwsS2bfr9Pu92hf9unUqmQphm3t7e89dabvHhxilCUYnvLZD6fUS5XWC6XRSprNKLVbLFYzIti+miEAALf31IN260WVGsEYUC33USYKXmeoCkGx41jvLXPeDLm9PQMp+Rg6AUlcblcUiqVEBR89ZcXFxzs79NsNIu/L1YYhl4sVqpKqVQiCHzG4zG9Xo9790741re+zb179zg4OCBJYq6vrzd57hzbdCiXXRbLBUkYo+kK4/EYy7Rx3eK4JycnRHHE82fP8TyP3nGbLzd+mv/j979Oq3dI2W6wCpI/8RlKsz8deybLJaG0aFRqrGSZ4Y2HpgaUTBUJ2LpCHEOsrujWbBxLx3VdBEUfQJKmRHHEzTRk8X22ar9uU3WM7TMaBAEfffgRJbdEvVFH5jmKom63v3NqoihiMV9QqVYolVyQOaoCs+mEOI5ot9vYtk0cxQwGA0puiefPnjMajXjy5AnqZ/a5ww53eKWMga7r3Lt3r8jJKip5Lmh1uhwc7LNcLjg/P+Pl+TnnZ+e0Ox329vaoViqfNhnJnCSLCWOfKA1RFRVTs1AUlTgMEYBplFkvfLIkY39vn+VyydXVJd1ul9F4QoJEdWycsoNAkmUpwXrBdDDhZ3/2Z6iUKzx+/IjLyxJpltLv3xLHCY7jkGUZnV4boRT1iF6vt/G+M5rNGjfX1yhK0bR1dHhEv9+n3+/z8OFD8lxi2zaXF5eUKg6Oa7NcrUjTjGazwWKxwHVd1us1tu0Qbxrg6rU6s9mM/f19JtMpYRQxnU7pHXeIWJNmOVki0TKFcrlMHMW8+847nJ2f43ses9mcBw/uM5vPMUyTMArZ2+txeztgMpli2/am+S6jVCoKvpPJGMsy6XQ6fPLJM16+fLnJZdfo9/vouk6lUkFKWCwXtJot6o06SMlivsAxXUASpx7DwYA4quGWXUzD4P69+3hrj36/TxiE9A47vPX2m7z3rW/wpb/8V4kShTj9Ed3+HxGGkhJnknGYE2eSOMvw76q/GwzXa/qLmLcOK1Scgr6b5zlZmrEKc0aBguTT89JVQa9uYegqAkEUxZyentLb6xEGIcPBgHan8wPnksuc1XJFlmfkuSSKE8IwZDi4RcqcklMi8ANMw2Q0GhVOx3RGLnO63S6KonBzc41bLtNsNP9Mr9MOrzZeOSqBaZrkEoIoIYhi4qTwvlQNDg7qvPbkkJN7B3jemu98+9t8+zvfZjAckCQJuQQh7uiEkixPCZMAP1oTxgEyFyynHpqibTz2OUmSUKvVGS2W5IYKpCxHAwbnL7l+fsb0eshyvMCybN7+wtuUK2U0TcMwDZ689oTHjx8xn8+5uLgAIRGKZDKe0Ol0SNOUm5sbdE3ntn9LkqbUajWEKIyF7/scHR6haRqL5aIwhFKS5jFSS7AcE93Qt929mqaSZRmlUon+TRFZ3N72N5zyollpMh7z4MF9quUqSmwgfZ10LZApTMaTjUcf0mq1uH//AbZtM5/PGY/GXF1eoWkao9GYSrWCqip0u106nTaqquF5Ho1Gg2q1huf5hQExDOI4xrZtdN2g1+syGo149uxZUZxvt5EURmA8nnBwcAgSlosl9+7dw7ZtZrMZg8GA29tbhsMhR0dHvPnmm4xvZ8yGCx6/8ZB6vcbT7/wh+1W96Cf4M4KqCHQZk6smcfLDjYwEJquY775csPCSgiUmQCiC8Tol/L7PCkDbkByyLOPs/JRKuUyn3eHw6BAQ28X805K0ZLVakcucdquNYVoEYUj/5oYsS7Etu6BUex6j0QjDNHj48CFJknD/3n0Mw6DX66HrBmmSMl/Md30GO2zxyhkDRVGI4gQ/SvDjlDBOiw7TLEXmGYqQ1Bs13nzzTd559x0cx+Hpx0/5oz/6Iy5eXpDFEkOzUISKRJLJlCzPiNOYdeCjmjqmU6RrVFUhlzmRlFi2yfj6htuLG2QG9VqdXq+HbVkcHhWFznKpvDE0RWdTwWaCL33pS9y/f4/TF2dcvryh2+2gqgVzyXVdRqMRnrdmr9djvV4Dkvl8vqFX1phOpvS6PdI0pVIpE65j0ihH5lCr1QqmUbXKbDantWEA2bbN1eUVlmVTr9d5//33ubm54cmT1ym7FWI/xdZcWtUOtu7Q7XWZzeasVgUFt1qpMhgM2Nvfo9ls8sabbwCS58+ekaYp1Wp1U5j2kJJNbcRjPBlvWSq1ag1FVTZ1koJ1E0Uxjx8/BsDzfHq9PWrV4limaZCkCUJAvdFgOBoShAGqqtJsNFE1jfl8ThRFCKVgds3GSy7Pr/npn/5p1qsVg9P36NbMH/4AfR9UReCaKg1H0CnrmPrnfxKWriCyiFga21rUn4SFn/C9iwXjZVREBjnMvB9MXYlNfUHmkvPzc/K88NyhkKpot9tF0+NwSJoWhsX3A8IgxDAMdMMgTVOm4zGmqVMquUVB3rapVCokSUK73Wa1WtHuFD01YRhyfX2N53uU3BKO7fzI12mH///jlUoTARv2REKWZKTbKqDEUDU03dkwLgTz1Ry3VOLxo0ecnJwwnUy5vrnm8vKCctXFrdtohk6aJ+RI0lTiJwlRuiSMYyq2ix8ESFVBKLAYjbFNi8ePHlEulxkNR9RqNZarFa1mi8Fw8GlHExT2YNNkZBgG5XKFw8NDBoMB8/kCmUssyyIMQ2zbolqtcXl1Rbfb5fr6Gtu22d/f4/LyimaziWEYjEYjDg8Pubq6ZnQ95fXXnzCdTqnXG8znM2q1KsvlguVyuZHsKHF9fU0cx9RqdRzHZjIZUyq5BH7A/sFBkY5od8jSjIODfbI8JwxDrq4uWa3WPGw/ZD6fUa83Nk19LrValY8+/BBN00HAYrlEVVTSNKVmWSRpyng0Ik1TGvUGvuezWC42XbpFquPk3gnPPnnG2dkZqqby4MEDLi8vNqnA+3iex9XVVSH9UK0SRYUu0YOHD1jMF5yfn3Pv/j2SOCm2vbzi/v37fPjhh7zjluk07jP8/iT9Z6AqgrIpKCsBMvbIoxihCB53DhmHOqNlTJbn2BoIKQnSHz3aWPgJ710seOe4TC6LIvT3V2tLpoalq1xdXTEajej1uviBj+M4RUe6gHq9xlJZMRwOKVfK+H4AgGUW+k7LxQLXLTrF7+RIJJL1ao1pmgR+QP+2j6qovIxfYjs2iiKo1ZuEQchqudpFBjts8UpFBsWDK7YLrpSQpjlxmpOhoekuhumSJvmGAw4IgWmaHBwe8OUvfZm33nqL9dLj5SfXDM/m5J6KoVhoqkWWCfwoJZIZcZ5iOiaoKuP+LZquYpgGQRAyGo5YLBbM5wvCICQIfOIoJonjTadp/hmyeYE0Tdnf3+P4+JiPP/oYbyNtEIYhnU6Xtbfm6PCI236fKIw4Pj5mOBwV/PQgYLEoZCKEUFBUBUM3GI8n24VBKAqaruP5Pnt7PW5ubri+vkFRFKrVGqZlUqvVabXa28a8xXxBkhR00qIZrkocRTx48IAkSel02njemkqlymKxoNvtoWkaiqLS6XZptpqkm/2USiVs2yFJUmrVGvV6YyO8lxYNcVlGkhT3ZLlY4JZcTk5OGI1GRFGE4zg8evwYxykxGg1ZrVY8fvyIIAjIspQwLLbRN30ar732Gr5XSIw8ePCAR48fYRgGlUqF7/zf30Asr+jVbDTl00VYVaBe0rnfKXGvmlOKBxgyoOxYNFsNjo4OmQ0u6VkR7xxXaJVNTALSHMI/ZR0iTHLiJPuh0YQgZzweMRgMNt3WKuvVmtVqVdBUN1FluVzGLbvMZjOQErfsbmtD6qbTeLlcsl6vi9+HZCvkeHZ2WtBgNZX5bE4URgRBSJZltFotDg4Odk1nO2zxSj0JuQS5yffrqoKqgKqmKCItFn7FQFU0TFOhVi9TKjnkeYSgkElQFAW3bNM7aLJ3vwWq5OblgKtPBlw9vaLhVGmWa7hWGcO0CHPB6KaPpikcPdjn/oP71Ko1wihCVTVWqyVB4HN1dY3v+9ze3hLHMVdXV6zXK9bemlq9ilBE8U8Uqp+vv/6E0XjE+fk53W7RzVytVJGy0Ls5ONjn7OyMxWKB4xRsmrtu5NFoSK/bo9lsMh4Vuj+z+Yxmo8FsOqXdaqFpOqv1iizL6O3tcXx8RHmTjprNprTbHfb297bnO51OcEsuYRhgWTZJmhDHMdVqdaPEqnBn3QxDx/M8XNfFtizeeecdLMvk5ctzrq6uCKMQ3dBpNOpb7aWTkxPWa29LtZ3N56xWK8Iw5N1330XXdE5PT9FUjb29PcIownVdwjAiiiIGgyFRHNFsNLi9LXo7Sm4Jyy46yP3Ap1at8fbbb/P48WMcx+Gb3/gnOPGQL9yr03AN9uo2P/2gwbtHJXT/FsIF1bLL48ePsR0bXSuE7TqdDuvVAn96w5OOjhovkYhtx/KfFoUMxg9GFVGccn1zw2uvvUa1Wt0GDoEfEIYheZG+JW8AACAASURBVF7oH6VpWggE6gaaplF2y6zXa7I0wTANPM/bLP4SiSyMf62KEMpGDqPoSzEMg1qthuM4eGuPMAx3DWc7fA6vVJpIynyTismRaYSpw3L5lNzQSY0qmW6wyiNmiyGO7YKyx9nVRzSqLWyzjFBU/GCGaoQoaLhdi3LLYTqY8df/1b/O62+/w3/yH/+HtDotYqkwG48YD4Yc3ttHVTU0VUN3DPZ6vUINMyokhuM4JstSavVaYV6FpJZXkGqKomiEiY/tWghFIslpNlusPY+b6xvyPMN2HCbTCavlivsP7mPoBn4QoKlqsbCv1ti2zXLDZ79bJBRFcHp6WnT3DgbbxroPP/yIk+MTXNdlsZjT799SLrtbpspoNCq6UssutXqds9OzjYpqzPHxyTY9s1qtqVSrLBaFIZrPZ7Q7Hfo3/SJvD3ieh+04aJqGaqp44YoPPviA6iZvHScxURQSxzGr9YpatUYQBFxeXhYLsW1z//59Li8vOD095eGjh5wcn3B6eoppmdy7d4/T01MQMB5PmM/nPHr8qKDRtlrF8UsW62DJYrbijTfeQErJBx98wP/5j/93fu7nfo5/5skD8jxjeHvL+WSCaZrs7e9hGibDwWCr8jqdTTk8PETKnDCM+PD992i1WyRpQsWUTP0fCPj+6fgh660uMmyraLozLRNFVfA9H8M0sExrk3GUzOYzsjRDN/RCmiSJ8X0f0zRZrVYIRUHXdcqVMlJK4jgiDEM++ugjWq0m3V6PyXjC4eEBlUoVTdO2fRo77PBZvFLGIJcZ63CKYgvmiyGaGjNfjVFVQZ7fkOeFZ2QaOuPZmDSN8fw1URwgKJqd0ixD03TKjS5CSNBy2sc1/sov/FV+/3e+htA0zk/PSOPCOzZNkzTOkIkgNySqIjFME0FhDOI4Jk5ihIDFeo5h6oXmvKZuz/luBUnznHLNxfNX1OpVFEXw/vsf8Pbbb7GYL+jtd7EcEyQcHR8SxxFCUZhOPBI/IQgKPSVB0XjU6+0xHA64d+8+y+Vi60UXmkIu5XKZTqdLkiTM53Nu+33KlQp7e3ucnp7SbBZpnoODQnrZ872Nvv2cbrfDdDqjXC5vmp2KIFIRAk1T8dYerVaT4XCIW3YZDgdU9xwyEhSpE3geq7mH/2GAYRSyGov5gigMKZVcHMfm/PycZrNJtVrl8PCI8w0tuFYvPNher8dsPqPb62IYBu997z16vR7z2YySUyJN0iL6IyOMAjxvjWM7vPvuu2RZxocffsjXvvY1vvrVr25nIlSrFfb3DxgOByhCUKsVXeXdTod8mHN2esbx8RGGYRbFa0VBNRUMJWUdG0Q/Yrool5LpOsZSVDRFIeLzn7MNddsUiQS35BZ9HEIgN1FIEPjkG/kITdVQFYXFYkGtVmcynSClRBGCcqWCphbps8ViwWq1pNlqYloWk/GENE0plyskabItMgO7esEOn8MrZQzSLGOyHpNkklSTmGpOtbGHQoqqKtvBJUIIypUMRTep1ZsYuk6WZ9uHX1EUMiFQFDbDXHL+1t/+N/j5X/h5bpYrHt1vs5rELEbjYvCKoRBGPpZho24G4whFoVarEcURaZCAkPhBgqbq+EaEQGCahfel6zqKoqBqKlmWs1759Pa6ZGnh4X/rW9/mwcMHhWb/Rm8mSkOECnES0WjVEEIhjmMm42kR/kvo9rqkWcrTp0+LrlJN44MP3md/fx8hBE+fPqXeqNNqtmg2m2RZxmw+43x8XvDV1ys8z+P46IjZfM7Dhw85Oy1kIs7PX9JsNpnNZ59hLNWYzeY0Gk2urq4IwpBypcJ0Min0haIE9IxExmglnYZZIw9hMV8ShgGe5/Hw4QP29/eLeQl7e4Wqav8GRVFpt9tcXV9xeXHJ22+/TRxHRGHE3t4eV1dXdHtdNE1jMCiE/9brNaVSCUUTTEdz6rUGQRDgui7dXpcsy3hx+oLf+73f4/Hjx3z5y18mz3MGwwGVmst0PKVWa1Cv1bm+uUFuejmiTcSna4U8dC5zap0qRpATpX/SE/oppISXY5+Tqtw8m/n2fQChqORpIWKXyxzy4pmKwqJb+K4QDHeaQ4LZhmGm6zqaqpGlGa7rYpnmVoRPKII0zSiVTBbzBb7v0263GY/HGxkTtimlu//fYQd4xYxBkgkmKx3L8EgzCGOwNIEpYoRqI4VaROUSUDSSPEPVDYSQKKpOLiGTEKRKUX+QCmkmyTJBLjV+9d/6W/zS3/wlGv/aL+ErNZy9Ouaij+8HOK5DlqYI20KVhRZyJlOq9TJ2xSTNYsJVjG0V2jWTyYRKucr1zTXNRoP5bIGqKkgJ6/WK86BInbiui1AEy8US5fgYXdOQwGw2JwwDlsvlVs//ThY5z4ti7DpY0WwXMtaj8QgkG8+vkKTo7fVYLhZ88MEH7O3tbRcOT1EQmk6r2aLslhmNRmR5ju/7pGm6FYELgoDlaomhG9t8dJZnZFlBLY3CkGazxWI+p9NtM5/OEYbAdC0UIUijjIP9IyyzkGf4+OOnXF/fFKqzWUq73dpORkvTlOvra1RFJQgD+v0bpJRbeuRyWfQd9Pt9NE1lOp1g2w6u6zKfLaiUq/R6PYbDIVdXV+wf7LO3t0e70+Ybf/gNPvjgAwC+8pWvFHMnxlPqjRrL+XIrOgdweHjIZDIpdJk0DaEImo0GURzTUn0sy8TLdYL4bjn94Xl3KSWjZUwgimfvs/LZQihbB+WurlB0ci9RVIVKpYJpmtsejSzLqFaq2JZNGBbPjqqqRfSQ5zSbTUzT4Ox0RKlUYr32qFYrfOGdL3B9fc3t7S2dTqeoE2wmrd1JXu+wA7xixkAgiRIVKU02AsHkeczSm6GuF9iWSZYV3lbBelHwgwDbMjdcbYFQdHJjjywvQvkskwiRY+kx/+3/+F9Td5vEaORZRpRlnD5/zv/0W/+Q/+rv/R0s297KA6RZwjpcsI5WpFmCoZkIRd0OcNE0fVNktalWi8lTtl3k1ucLiyxNkcBqucSybW77t5ydnm05+IpQGI8mHBwcFEXCJEdXdSzTYnA7IEkTwjBCUzVa7TbL5aKIFrpdLMtiuVqhRxHpRujM9/3NzIcGIMiydCt5sb+/TxCEnL54wdHREev1mna7tSkU73N726dUcrkd3G6ktRdUKhU8z2cwGBTptzjn5OQey8WS2XQGiqTVaBN4PrmUuK7Lw4cPub65LmSzlytevChSVev1il5vjyQtpMI73Q7vv/c+h0eHKKrK5eXl1rtVVRXDNDk+PsZbe4WgX63OcrkkDENWqxV7e3vbsY4PHjzA9zy++c1vbQ3Cl7/yZaqVGuuFR61aLTp/ez0cp8R4MsayLDzfI4ljptMZhwcHVGtVXDcoaL8KiFaFmSdYh5DLH76gppkkVz+VtL57FZseg7sIJMsz1quCEZSlGcvFklqtiqJUWK1X2+L73dQ4KCKOKIoxLcHaW3NzfYNtO1iWTbPZIgxD0iTl/v37KIrChx9+yOPHjymVSp85kx12KPBqGQORY+lLcqkgpUYuNXIU6vVCddMyDcKoeFVUjSSJMa1iVrGipmiqhqJqZGpIludkGSRKESXomuB733yP+0cPOD5R6KgGpqbwvcWE5XKF45QwjULaGiDPM/zYYxXMN7lbBUUKJtMJpvFp01MUR1xeXhKGIYeHduGJbRrSFKHg+wHHxydYpsnTp59gWRamZZKlKa+99hr92z4H+weMx2Oq1Rr9/g2uW0ZRBLnMWS5XhXzBsCgKHx0dF/LazdZGyvp8k7PXqdVqjEYj1us1lUqZ46MjLi8uWC1X2LaFYZiUNtPaSqXSxoDZ1Op1bNvm5vqGOIqwbYf1eo1l21zfXPP6k9cZj8fkueTo6AjLtjk/O8PcM1mvPWzL4ubmhlq9jqHrOCWHvb09Pnn2Cc9fPCfwfVarNe1OG1UthrKc3DthMpkUch1pSpql+L5PFEdbT75WrxEGBSumVq8xHA6LCWC+h+UU0YlpmLzz7rtIKT9nEL7yM18hS1POzs85Oj4uCtFIqpUKl1dX6JqG6xZ5fMMwt30hjx8/5va2z2Q+4qhdZh0rLDyNKNWI02L2gZSf6gjJ7X8+j1QK2o0GZ6dnHB0fbRlS69V6O1s5yzLCqDD45fKnqqXF/GijmG+saZQch8lkUjC5NG07HS1JilkafhBsJu3pvHjxglqtxv7+fiFWt8MOG6i/9mu/9uM+hx8Z/+Xf/Tu/9tf+pb+GpoKh5Zh6hqZJcmEiNAepmGimg9AscqEjVAvTLqHoNrpZvErFBBQURcVQTXTNwDZMynaZ/+hv/6eUnBJfeOMt2q0mpmny5PXXOD48IAxDmu0my+UC3dDIZIofrQiTACklpm6iCZNauU6j2SAMQiqVCr7ns7e3h67rxHFcKHuGAap690OUKJtO516vtzUI+wcHLOZzsjTbqpBeX18XnnOnw2q9Zj4vGrlKG1pommYkSYzMJa1WizAMQBRT1aTIWS6XuCWXPM+J45jZbI6qqhwdHXJxccne3h5xFFNySqxWK8qVCovFgnqthu8HdDptwjAky4oh7r5fjF00dAPHcVgsFti2w3A4xLIsgiDAMExUVSEIApI0ZTKZslqvKLkldK0YQNRqNRmNipm8URgVndfVGqqmctu/5dHjRwV7SQgqlQpHR0dMp1OSOMEpOUUvg2VTr9eoVMpEUcR67VF2iyEuqqpiWiZpmhaF9M2kr5JbwnXdLe9+OpkWMyEUhSQt6MpZlhJFMVEUEfjBZtF2GfYHRGFEpaZRLeXUHUnVkqhKTpKp5FKgkKOSkYkfZO4kWc5+u0aYSibD/lYW3TCMbbf23XjNRqOx7Qe4G2maZdmWxbZcLvA8j3qtjlsuk+cZi2WhVVWtVrm8vCSOY9544w2azSbL5ZLr62s0VeO3fuu3+JVf+ZXdIOQdXrHIQAqcXAcFVEPZeLwqd966IkBRBEJA0fdV5LkVRUFVCkGwJCnytI5loyga/jogiVNKmstv/uZvkmcp11fXW7lgmUn+7X/n3+WNt7/Af/8P/j7rKCNcZFgGpPmn1cTN0EF83wfA933mi3nxOi/y/7NZUQAMAp9arY7neUymE2zXotPuksYp9Xqdfr9Pnue0Wq0NlfOGq6tLbLuYs3x+fl5MWXvzTaIo4pNnz9jf32exWPLgwQPm8xkff/wxiiI4Pj5mtVqS5RmVmkscpdQbNZrNJqcvzvC8Nc9fvNgIzTlMptOtPv9dQV7TtG0PRLlcUEZN0+STZ5/whbe/wHw+p9VqoiwF/ds+vu8X3dnLBUEQ4PuF5HXg+0XdwrI4Pzvn+OSYXOYYhsFrrz0mTTOePfuEyWTC8fExrVZrO7y91+1ydnaOvRlc1O12efH8OUEQ0Gg2SJKYNFfQNZ1Wq814MmY4HNLtdlivPXzP42d/9mdxSg7vfe89Pv74Y3q9Hg8e3Gc+XzCbzmh32gwHQ1RVKWo3UgIqo/GITruz0RFKMQxzWzj3RjEISKJi0E25ZFNrOviZRpYKlkuI7x6QzyBKcj64XPJ4r4FZ0pnP5thOaWvIfd8njmNardYP5PXvZn47js31zQ0vX76kWquheArdUod6vRiAc3Nzg2EYLBYLens9kiTGsmzu3bvHer3m4vKCKIrYYQd4xYyBaZic7J+QxDF+4BOHMagCp1QqulP1QqRsvfbwAg8BlFwX27bQNJ0kTph5cwTglMtFzlbJkAJ0VUcxFWSuk6YpURRhWRaapvG13/3fmM1m+PGasQfZMqNeTlCVqOh94NOJaneDxpMk2WjQ5wwGg4LTX6vhuqVikHypUDUtuSXsssliOSf0Yp48ea2QmxiNOD4+ZrlYkueSR48eM56M+e53v0uv19sWOvv9PpVyuVgMFJX5fMbR0TGmZXF2esrLiwt0TUfKHMM0Co/c0IjikGq9wvHJER99+BFZlvP06VNKJZd00328XC6p1+vMZnPK5QqLxXxLUZzNZjTqdUBSr9eLCKLe4KZ/g2maRFG4pTDqRjEqMggC7j94QBiEjMdj5rM57XaL+XzB/v4+w+GQd955l9FoyNnZGcPhkMPDQ25vbzk/Py+ap0yTm5uis7rZaiGl5OLlBZ1uZ9NkmIMKrWaL8XhMv39LmqWYpsl4PMY0TL74xZ/i4uKSr3/96+i6ztHREbPZjPlsTr1R5/b2FqTczI0ujHbxnSKSJMW0LFqtFlEUUS1XMQyD4WhInudYus16vqRSt9EsHVdVuPbAjzYui/iUUZRkOboqsQwHqags1z6WYRCGIet1IXPy2Q7hgvmWMZ6MadQb6LqxjaRKrrupJyyBQka83qjzve9+j2azuZEL2SitiqKz+fUnr+86kHfY4pUyBlmWkSYp5XKZZrO1GSUYFLLJoymaplEpl9FUHVM3i9ytVLi6uEbTNNI0Jc8LraDxeIIilGKGrlJ49LPZdMPIMYqc+MYLLbnFgJpc5kgJ07XBKlBp10IsHbRNQ5qSFyyQRqNBHMc0m8X4SkVVNnUESaVSIQgCpMxZr4vRheu5j8zg8PAIXdNpt9sMhwO+853vcHh4yMHBAcvlspiDXK1i2zYXlxcEfsD9+/cwDIPb2wFCCG5vBzSaTTxvzYPX7pPGGafPz6jVqqRJShRExGGMXjdoNOp4ax/d0Hny6MFGWmLJdDotGpo+k5LIsgzLsvE8D8PQuZ7NeP3117d9CPN5kXKyLZs4LgrXqqqiKAr3Dw5ZLpf4poljOywXC7rdbiG7XXaLYrTvIQSU3BLzucEXv/hFXr58yfvvv79RPNU4ODjEKTkg4fr6uog2gpCj4yO89ZrJZEqr2SL7f9h7sxjL8jy/6/M/+7n7vsS9sWTkUpW1dQ/umZ5xD9N4kNDMk5/AgGX5wZZlbGBAPNjmgXn100i8IMsChJFAAgkPIAyWDZ4ee8R46W53ZWVm5RK5xX739ewbD/8Tt6p6etw9knkoOX5SqjJu3rh148Y5/9////tuaoKiqFQqFT799FO5kOc+//fv30fTNBqNJj/84Q/5B//gH/Crv/qreUOYc319TRSGOI7LcDigWq2iaVdkmeT7R5EMxynYBVRV3dmFhEGA63pkqUzQYyFQ1BC7bFArpriBQqcq9SlumFA0BGVbZ7EN0coGqmGz2WzYbjYUTJ1Wq5WfeoGcCCoEu8/48lKyra6vr2m3W9iWndt8m5yenkqDw/l8h3sUCgUJqpMhMrE7Nd8mnd3WTX2ttgWapqFqKrPZnPPzc+bzubQQaHfkTjuKub4eMZ1MEXkWbLlSxi4USJKUJE2l62kQsM1zeH3fJwxCfM8jzZlIpVIJx9ni+z5RHLLdOPienwO/ki0UxipxrKIqGkWzTNmqomsGX+WMZLs5d5j7FnmeTxTFVCpV+r0+ruuhqyblUhlNVZkv5EL8ySffIE1Tts6W6+trzs/PuXv3Lvv7Q169eoXv+bz33gOSJGG1WhGGIY6zRdc1nj9/TrVaRRUaztbh8PCQSrW6E6Q5rsPV5RXz6ZKL8wtJV00STMuk22/z3vv3KVdKWLbJu9NTptMpZ2dnuZ0yzBcLBoM9NpsNl5dXRLn4Kwik9XUYRmy3W1zXwzBNLMtkNpP21KvVinJZpoCFUSjHI7bNarmi0+myXkuq540A62bxXi5XxElMlmW4nsv9B/dZLBb4voeh63S6HUzT5NWrE1arFWmScHl5kWMi+zx8/30UoaDpGn7go2kqv/ALP0+lUuF73/sel5cX1Go1yqUypXKZTke6hqqqlqt2JfU0iqQ9hKpK5th0OmWz2WBZNpZlUa1W6Xa71GsynyFNE0p2hG0IujWbDw9qPOhaxEnKm4nH6dRjutrgBpE8jSjQaDRyhbDINQFfXFZCQKVSoVQqcXV1xYcff0Cn25G52oqKbVvcOb7DaDxivVlTq9V2nk1fRGXmTLzsX27uw219vetrdTIAaR1dr9WJ4gjP9bi8vCSKpO2xpumkWboTWI1GI5mvi8AwDAwkONhqyVCP2Vw2Fdu2MQwD0zR3QKymaaw369z6V4bQ33CzQTYFTRUoQkVTdAzNJk4S4jDZCYBufPXSRAK2imLlRnbZbpdXKVcYDoYkScLFhdztDQYD4jjGMAxO351SrVb55je/ied5vH79moODfeI4IQikTuHzZ8+olMu02i0uLi7YrDcoQqpVPdeTJyXTzF0+Q8bjCUdHRyRJQhTF1OsNzk8vdpnEhqVTaUharCo0fC9gsVhyeXlJHMdkWcrB/oG0yFivub6+xnVdDg8PsSyLer2Grmu4rovvSdtkVVWxLIvVekW9VkdVVVqtFpu1jAKt1qQ/z2a9YTAYsFguEELQ63Vpd9qcn5/z5PETyuUSd+4ck6UpxWKRSqXK9fU15UoFXdMxTYvlcikzrLdbHjx4wHQ6pdFs0Gq1ODs9Q9M1hsMhURjxySef8Omnn/I7v/M9vvvd7xLHkoHTaDSo5tkSui5Hh7qu75xopbCxvAv3kaZ8smHEUSxTzsIIS+gYWsSwaWOo4IcR54uIyVaObEqmQprELGcTyrZJb6+PZUk2mh8lCMDQlJ2cIcukkn48HrN/OEAxM+IoptasMF/MiSL5HsIgpN1qo2ka1apsvl/GHqS99m0zuK0v6mvVDG4WUgQ7up3nSWXrzc47CIKd5L5cLks/+ERyuW/CxIUiAcJWbg2dJintTlty+6dTHNehVC6haRqdTocg8nn29BmJD7bQKOkZKQq6aqIqEVESEseh1CwoXwX7bqwjpMd8SLlcZrVa7eiHQsgYydFohKqpaKocDcznc3r9Hvv7Q56/eMHbt28JgoBSqUi5UsHQjd2oYDgY4jhbJuMxR4dHjEYjPn30iFq1yr379xGwo57u7e3Rbnc4Oz9jPptzdHQIwP7+AdPpBEWoXJ1fYxdtsgpUKlXsoo1dtOn2O7z4/AW1ep3xZETBLlCr1bELNtfX16xWS+xCfzcmA0G9UefVq1e89+A9lssFlZyhVCqViOMYTdeYz+d0uh1Wy9VulHF1eUW322U6m1GwC+z19wh8n9VqzcnJCdVqlaOjI0zTxDANZlOpgm53OjlN9/lO9d3pdpiMx7Tabfr9HtPpDN/zWSwWdDod/ti3/hj/9J/8U37v936Pjz76SOI+moamqiwWC8JQun22O20EktKLgIJdYOpMd15RUSQzuoslOZaRNiUKZCl+5PNmnFIvmsTpTUY31G3BdrWkYGr0+13svBG4YcynbxYEccKddpH9dgnSTGJXrstsNqPTbZNlEX7qYhZNikaV+XjJZDLmvffek9eYIjAta3c9ZmS53YWQpIpb0dlt5fW1GhPdJHplaUYUybi/UqlEvVGnWq1iWiaqquaLvhwr1et1SsUSYRSSpnLHD4IojlFUlVqtRrVa+UJHmqszb9hHAJrQCIOI2E0xwpimsqSeTUkWW7bjgPXYZTqe8/btO7I0xfNdNFXDcR3JwoljFssFcZLsUtbSNEEIcD2Xq6sr6vV6Lp7a8Pz5c8IwpN/r0W63OTo84vT0lMFgwOHhIYvFgigKSdKEOI4plUr0en3SVO5au12ZT5AkKaenp4RRxP7Bvgy1n81wXYdWq5VnJExZLOa4OdPnZgff7+2RxjC6HhN4Aaqi4m5dsiyj1WnQ7DSIkojzizO2mw0CQSkH5VVVo1gssbfXJ4ljqpUqhqEThpH8bFUVz/N2v5ubUd1mu6FarTCfz/F8Dy/nx6/Xa96dvqPX7/Nz/9rPYRgG5+fnjEZSfKcIhWaziSIULi8uZGNVFQlKj8YoQtDpdJlNZwghcZ3Ts9PdOEYg+Na3vrUTZpXLFaaTKUmegd3f29tRdgECXzJwNE2OnIrFIt1el4ODA3r9HocHh3S6XUzDRBGSNmwbLpYWM1kHrPKwG4WMLNxiGyp3jo6w80U7ShKevJszXvksnYgn52tejzYsV2sWiwWXl5ccHh1ydnaOs/ZIkoStv8aPXNabNXt7Ayp5+FClXN5ZnGSZbARCkSrkW/D4tr5cP9PJQAjxFtgACRBnWfatH/v3Pw38lfzLLfAfZFn2qRBiH/jvgR6QAn8zy7L/Mv+eBvA/AUfAW+DfybJs8S96H0mScHF5Qacjd5FBEOwsezudDq7rsN1sJb1TgK7prDdrklhK+YPAZ71eSRplqYSZu0MqikqcJCgilaCnKmerjUYdRQi8KEJRFA6PDncMmTTNSOJYNqUgYDQaEccRfuBLp8kkZT6foem6ZD6FEUEQ4DoOruvi+T7tdotarUaj2aBcLuN6LnEc7UA9PwiwbYtKtUKlUuHVq1d8/MnH1KpVJpMpe3t7JHHC6ek7Dg9l0PxsNiPLUur1OoPBHp7v8/LFC2q1OsPhkGJR8upPTk5ot1v0+n0mE2mnvbfXJ0kS6vUG0+mUWrWWJ6gtWK/ycU61ynQ8w7QMiqUCdtFivVzLcYqhEiUh0+mUOE4Iw4DJRI6kFssllWqF9WpNuVJmu9miKMrOSuHk5CXdXg8hFC4vLum0O7vGFMcRcWzmucmSvdRqtTg5OWE2m3F89xjDMIiikMFgkDt2tiiXy6iqymg8pt/r0+/3OD+/IE5iDvb3EUIwnU4ZDPaY54D4559/zps3b7hz5w6vckX2bDaFPODeMIx8Y5HuQos63Y50DDWldiNOYgI/kI0q1eRuPIuoFRO2gUqazxBF6qNmMlSoYEuRXAZcz12uV8EOfYqTlCSRG4jNZpOfGPep1+u8fv0axcgoVA2mo9kXliHxFxufG8Dh5iT6pfv2Z7n9b+tfkfqjjIn+RJZl0z/k394A382ybCGE+HXgbwLfBmLgP8uy7IdCiDLwAyHE38+y7CnwV4H/J8uyvy6E+Kv513/lD3n9XdVr9Z3I6SY/VlVVqcQslhCC3WhIza0jDMNAVRWKxRKGabKYz5lMJhQKReoNqa5VM5UEqTI1TRNN09A1jSiO2W62aLr0qREIFFVFUwXoBrYNxSTB8zzu3j0GlxKqFgAAIABJREFUkL5BW4etsyFN0p3lsO8HmLnN9HyxII5lXOfbtw6VSpVmPqeOcrdU13F34TmffPIJz54/4/Hjx7TzYBJVVRktrnM20TWtVguARqNJrVbn7OyMWq3KvXv3OTs749mzZ6RpymAwQAg5PphOppSKJerv1zk5OUEogmq1hpV7Ia3XaxqNutytex6HhxIr2G4dFrOlDLevVmQjDD05o25UWC82rNcbLMtiOp2iaTq2ZWEYBq7j5pTVBVEUMRgMmM/n2JbNfDFH1dTdCMkwdC4vL3cg92azxS5IvcXQH7Ldbvn0R5/Sbrdptpp4vkelUsGyLGazGc1mkzSn9zZzrOiGAeT5Pr1eF8d1uby6pNoo8/EnH/Ppjz7l7OyMw8NDHn32iI8//pj1ekMURZJurGoIQDd0FEWw3W6JoojAD9jksaWGLk8c0pU0I8tSbDPC1HSCCNQsQCXBLFYQikYYx4DKautxcr0l+dI439JVBs0CaSgjQPf29sjSjGKhyIMH9zl9d8r8Yk0cJxzfOc5tLL660H/hpPQFDTrN8Y/bui34l4QZZFn2/37py38MDPPHr4Cr/O8bIcTnwAB4CvxJ4N/Iv+dvAd/jpzQDRRUIRR5vy+Uy5XKZNGcIAXkQi7QRiKIQIQSWJbGDKArxfR/f9yiVyrRabWazGZcXFyiKgmXJ7NhCsZA3DxUhFDRVxXG2lCul3fu4uc2+sByQZmMyU1aQ2ZI1VKmXiNOYMPYxTYtkIn2CskwuyFEUSQ8hTWPrbDk7l4HzqqoSbrdSOWuYtNttkiTlvQfv8YMf/gDfl/m6o9FIjgKqFSbjMc+eP+M4D7G/urqU3jRxiTAMODw8ZLORiViff/457XaLJE6wLIssy5jP5xSLRcrlMk+fPqVSqfDgwX3SNGMymXB5ecnx8R08z2e93lCr1ej3+qw3GxbTJX7gY1kmuqFRKNkUytbuJGFZ9i7w/kZQdUML7na7rDdrBoM9zs/PZXj7nSO2WwfP93By64x6vSFZSs6WXrfLfL7IIzEr+L4vR0ZRRJqmHB8fo6oqp6fvyLKUTqdLEic8f/ac4+NjkiRmMp1y5+iIrePw9u0bSi0LYcb4U48HDx7w+PFjKpUyhUKR87NzsiyTtM6CTRzHTGfSGtp1XLTcuqLeaEibB03eVo6zJYh9OYsVoAifsqWRhCCyBF8pMHZAU7eEcYymKLweO6y8eHeVCWCvYWNqCi9fnzMYDqRxYL6IG7rJ3Xv3mM/n8v+5daTHU7fHzRToxgJFnlC+OCWEYXjLKLqtXf2sQ8MM+HtCiB8IIf7CT3nunwP+rx9/UAhxBPwc8E/yh7p5s7hpGp2f9GJCiL8ghPi+EOL7i8USRVXYbDZfUDV9b+d66fs+9XqdbrfLYDCk0WgSBAF+4FMqlel0OuzvHxDFclGpVCp0Oh3a7U7O2b7izevXnJ2dsZgvCIKAlycn/MqvfJd/9s++/wXN7+ZDyXdWu0UVmV+QZZClKUma4CVrvHRLnIX53FYGp4AcT61XawAODg5pNOq7m1QIweXFJdPplM8/f8aTJ09kyEsG5+fnPH/+nFarlbuHBnieR7vVZrVacnl1SaFQpFar7QBHRVEQQtDt9qjX6wD4gUzU8n1PBqSUy8RxlI8/Sjx+/JjlUn7mpmXieT52wabVarJ1trx+/YY0STk4OKBRr+eLjtRNnL29xLZtCiWbKIrodNpkZEynk50ltgTLpZDqxlNIVVW03LpjOBiiKKo8qdjS3qJgF4jy8Zxt21xfj+j3+3zyyccEQcBiscDzPTnWOzySY5eRZDv1+j0mkzHr9YY7R3e+0ghiRTLGXMdls9nw/vvv8+rVawDCMGB/f5/VaiV1I4qyM/gbDAaUS3JjYhqGHDHmuwVV1STOkOV4V5ZQNiMUEiKlAEJh5aesQ4UkhdPxivEmAQSKAFNXaJYNjrtl5rMpqqZSr9e/sptXVKmuT5MUz5U/dxiGMvjecSTGllOclTxpb2dtocjHbuu24Gc/GXwny7JLIUQH+PtCiGdZlv3DH3+SEOJPIJvBL//Y4yXgfwH+kyzL1n+UN5hl2d9Ejp344IOHmapozFcTyfIJAk7fnQJQLBZYrzcoijQ6k3nFMj/XcRyKheJOBGVbNpPpBLttkaaCdrtNu90miiKiKMR1pZBtvV7xd/6PvwNIm4s0SUmThFTIGMibk4FhGNI2AEGagutud2rR/GcAMhRFkCRpzjiS2cyFYoFGoyl9euwCvheg6xq6ZtBsNun3+1KcJmR8oV2wKRYKPH/+As+TAenj8Zh2u4Vl24xGox0ucXh4KL92HcnY6XR4+/YtBwcHRFHEdDplMpnS6/WYTqfcvXuX6+trut0Otm0TxTHL1ZKryysePnyfWk2OdjaJtM0QCFzPJZumlKolVEvgbn3SLMP3fA4PD6SPU7TNF/cBFxeXzGYzdF2jVG5wdX2NpqpcuS4CmQk9uh5Rb9RzcV7GfDHH81wcx5W4yHxGtVZls5G/70LBxrJsPvzwQ54+fcKzz58x3B9ysH9ApVLh4vyC4XAIwGq5lEE76xVn56e7RpCRksWCwA93Y8c7d+7w/PlzvvGNb8hTmmnugOqbHbVhGGy2WyqKslukswySNMG2LdzAQRGgqToiU4iiBPQiJGL33NE6QgjBxJXxmkIRHLWL7LcKZGmCyCJGoxH37t9DEcpu5JPLBXYsuxvKa7VSxbIsFssFs/ls16xuApduTgncjohu60v1M20Lsiy7zP87Bn4b+IUff44Q4hPgvwb+ZJZlsy89riMbwf+QZdnf/tK3jIQQ/fw5fWD809+JZPlI10ZJFS0UCrsd/w2OMJ/PmYwnqIoqRy5BmNM5pf3vdrtF12S4fK1ey8NDFEzTpFQq02632d/fp7+3x/d+T07ADvcPmU6mXF9fM5vPCMLgixhOpBgoA3zf4+TkFYvFMk+pUm4+wx1gSgbr9ZrNZk2Yg+CQK6wTSVG8OfmUSiXsgo1t2zJVLQgpFkscHR3y+PFj3r59Q6fbwTANmXdgmmiajqrKDNzhcEgUxaRpiu/7Uj1bKBAEAXfu3EHTVN69e4dQ5Cx5PB5TKpVQFAVN1bBMi063w3gy4ezsjHq9TqPRZDabYVomB/v7mJa01fY8j3qjihACVVUwDBPLsGk2mkT5yW0wGORRmCGr5ZLDw0MGgyG+70siQLfDeDLG0HWWyyX9vT7dTpdtnts7Go8kxbZY5Pr6GlVVUVUN3dAJwoD9/QM++OADLi8ueXnyksl4wn4OFs/mM+4cHyMUhVevX1FqWsSqbASqUPHW8oTZbkvBmQyqV7i6uiKMQjzPzdlYsnFlaYamazKRLncUXa/WjEYjLs4vCIJQah+0AtVCAyMt0m11sM2vqn6jJON8HsjgHCHoVkzu9cuUTJWSrXN1eUWj0aBgF/JFfHdv7VhBNwu9VI1b2AWbvf4enXZnl8s9GY8JgiDPUGDHMLqt24KfoRkIIYo5+IsQogj8W8DjH3vOAfC3gT+TZdmLLz0ugP8G+DzLst/6sZf+34E/m//9zwL/2097L6qqEoYhQRjgOHL3bVrmLs81zHn8mqbSaDQYDAYcHByyt9fH9eTxf7Va4Xkunu9JIZhQfiKrQlEUnK0Mfh/sH/Lw4Qf0+3vUGw1URWW72TKZTJmMJzk105NGYLbNhx9+QLVaRdf0nVWFQEEoijwtCHbiIKEorNdrglCyT1BTjJJKIiIyUuI0IktlGMxmu2F/fx8lT1mrVMpMZzPW6zVhEDKbzuS8Wkil7Hw+Q1VV+v0+FxcXvH79mr3B3lf4/oPBkGazSRRGPHr0KM8+8EjTjEqlzGQy5u7xXZqNJooiePr0Kav1Kg+O3zKeTCjYNsPBEDUzmI0XLOZzBoMh4/GY6+sRURTTbDZxXAfPu3Fx1ViuVgR+sGO9DPYGKEKhYBd49fo1lmVKIFaRZnn3798jCkPiKOL09BQh4M6dI+Ik5vLiktl0Sq1eo9lqMhwOubq8YrvdEscR09mUXrcnzQFnUxp7ZXkiyHf4SmIwG0kcolar7ZxCZT7zGafvTvE8j816vTuRyetE0mSfff6My0t56tlupQ11JdeDlM0apihSsso0qw3qResPXG83S7Igo1XW0BV5QnAdB8dx6HQ7pFlKGISMx2N8z9+dEOIk3rm6qpqGaUpmklAElmVSKpfodrvohiEb1cUFm+0W5VZncFtfqp9lTNQFfju/aDTgf8yy7O8KIf4iQJZlfwP4L4Am8F/lz7uhn34H+DPAZ0KIH+Wv959nWfZ/An8d+J+FEH8OOAX+7Z/2RhRFWiFnqQQ8Lcum3WrvLugojPAUF6EoVKsV4jhmtVqS5TvxLMt2sYGTiWQcxXG8U2d++caYz+c4zpb/+C/9RTqdDoViEd/zEIqCXSigKkoeMSj1DuvtUi7mmZwVo2QUCkUSDEzNRlM1PD9ktZbCqlq1iq4bOFtH+hNtN6zWa/QSxKmHYqpkXoIbbIiThNVyjaoq2AUb13U5P79gONznxYsXPP7sMaVSicMjqUGo12tYlsV4PGG7dbgeXaNqKlEcEUURcZxgGAbrzRqQUY/9fp/v/+D7BEHAwcGBHA9djeh2e7sT0HB/nyw7ZblYMhlPODg8QACj0QjLsui021xcyCzqNE1ot9rEccRkMkFRBIals9wsKMYS6K9UKlxfXxOEAbYlsQVFVTg+PuZHP/oR3W4XRVFYz9dUq1WiWBrOdbpdnj55IoHp9ZpKpYKmqviBZGvNZjMKhQLf/OY3+fTTT1lv1nz80cdsnS1v376h2DKJhTwRAOjCZHqxxLJsOh15PVWrVSqVMs+ePWdvb4+nT59y584Rvh/Q6ZikmSQuZFmKIhTW7nqXfX0jZLQsi+1WQ1N0PM+T156mctQpcbX0CKI/CN5mwHwbsd8CkaScn18wGA7QNZ0ojna4RZqmVKliGiZhEJLm9KObUCf4guiga5LeXKlUqJQreJ4rgf/5fDfKvK3b+qnNIMuy18A3fsLjf+NLf//zwJ//Cc/5Pf6QXMB8lPRv/lHeLEjQczAYkGUZF5cXeJ6Hbdu0Wi1KpRKdTgfbtlAUle12w2a7IYkTojBC1/RdypMQUoU8nU7QDWMn3b8ZlSRJQqVa5ezsnGarSZokOI6TA8YRdqEAIiNOQ2IlINVDEiUkiWPSFEggWErfIV3TEZpGlkrhkmWarNeb3W7ONE2arSaZADdZkaYxWe4d48ceYSBPBv3+PlEYMZvO0A2dNJU38je+8QmXl5c8ffKUw6NDNEMlJUHXdU5evuT4+C69Xo9Xr054dfKKb3zjGywWC2pVCeR2ux3Jt98bYBg6L16+4GB/H9d1aTSbJGlKq9liuVjkISsKjuPw7t07SsUi/X4f3/c5Oz9nOpny/vvSDXM6naLrGq12i/Vqjes6lKtFPMcnCaWgSyvKoJxCocDZ2SmHR0dstxv2BnucnZ5hGAZ+4NNo1BmNx1SrtZzBo3Pv3j0cx2E8HuO5HkdHh8znc+I4ptVuMbq+5r333+Pli5c8evQIw9DpDJv4bHcnAlXoOPOQzWrLRx9/RKPRIPAlM0pVVZkzHcecn5/z7NlzHn7wENd1iaKIaq3KeDwmiuS1ZVkW7XY7z4qY5xYkClEYoioqhq6DEJRtjUbR4Grp/4QrXDDdRMy3Eam/xDQNarUaYSj1G0kuXAzDkOlkSq1W+8qoR9e03cjy5rih6zqKLz25JLW5gG0XiKLodkx0W7v6WtlReJ6MHQyDEMuSnkPdbncHDBuGgaqpu2jKLAPDMLEr0hEyzlkoN/PdbX5UhnAXpC41AhuG+/ucvDyhVqthmibL5XJnZ2GYJvP5DMXKiLMQP3aJkzhnEuWpZ6qCbmjYqknkJ6RkxFGywzvs3PUyTVOiKGIxX+A6DlGaIlQFoStkSUISSV+j/eE+xWKRi8sLdEOX4qcwpFqt0mg0iXI318vLSxxnS61WY7Vc8/CDD5hOplQqZdIswzB0zs7O8ljINA9zUbm+HuUNtcxyueKzzx6zt7dHqVhidD2SojjXI03lz3B0dMRopLHdOjx+8oT9/SGKEBSLBVYructut9sEYcBkPMFxZJJZsVigbIPn+jiuS+D7lKslyrUi80nE1dUVAqjX62y3W148f87x3buSMRbFmJbJ61ev0XWN6WwqgWxF7CxJ1us1BwcHjMdjdF02/2q1ShRFzOcLCiWbcquEn7ryZ/EUJlczHjx4IC0q5nOaX8oQsEwLVVXRdZ3VasXpu3e0mi329/eZTiYyB6Hd2kWAVqsVFFVmbNw0+yAMqVQqO/xIiIxBw2bhhPg/4XQQJhln4xXK9ooPPvgAATKTIt/FC0VQKZXx8hxt0/wiWU839HyBl2Kzm6Xetm3WmzWaqqGqym4Tcutaels39bXilWm6yvBwD81Q8/CPgJcvX/D8+XOeP3/ObDZjNp3i+R5JHtbS7XTl4luQ4JvneXkAjtjNTIVQdoEyqqpSrdU4eXnCYjFnuD8k8H2iMKJSrUjbC9PECzziJCLK/yRpnDM6JKVU/onZOg5xnOzSxYIgIAyjXPPgE4ZBDoTb0kSv3ZS+SIqGZqis51s0Rdu5VIZBSBRGue+SpGlOp1MyMg4ODqUtRZLy8sUJvV4P35N2CZPJlDiKUBRVZglrKquVzCuYTuUOs9/vs16v5VhC19hsNqiqIq2UxQ3gCI2mBIRvBGDFQoHFfMmbN2/pdnsMBkNM02QyGeM4Do1GnW6vh+O4LGYrskyOYWq1GnGcSJvsKKHRaKCpGqVyme12y/7+PiDYbDbM54tdglySJty//4BioZgL41aUygX8IMCyLRaLOUJAGEW8e3fKcDjk4OCAO3fuMB3POX15hRqaWKLE6GzCXr9Pt9tF0zUUReXi/JwkV/umacLdu3fZ29ujUChwdXXN48ePeffuHfP5gqOjQ7IMTNOkWCzy8uWJHHcpSq57kKdS0zB2JznP87BEwIN+GeUnnJt1VeAtrymXS9i2jef5eJ48RSRJQrFQoFKVqvtGo7Gz0gZyzEg6k0qhs7RwQbCzuwB5Mt55fd3WbfE1OxkkWUIoXMqVKq12E101IBMsNh6rrUO1ELFaLxlPxui6QaVSplKp4rkezUZTxk5qOoqiYprGzl5a8tWvcx2BZNssl0sGwyGGrjNfLNB1nVKpiKpozOczhJoRE5KkP3bUFiJnEYlcqKRALCMWVVXN5+cSNDZNk4wM0zBxHId//Zd/hb/3f/89avUKmgpaScPQTApGiW0OmEv175az8zMsy0TTVHzfp9frMV/MqVSkniKKnvH8+XMePnyIbdu8ev0KTZVeTbVajbPTs50S+eLygn6vz9bZYhgGi/mcg4NDTMvk6dPP6fW62JaFZUqv/FJpyGQiw+m3G+kyutluSbOUs7MzNpsNw+GQcqWM6zgsl0uiKKLRaAAwm05RFIWt44CAarmK48qsY9d18X2fYkku9AcHB7x995ZGvUGpVOLF8xcoQmGS6xWMTMdxHLqdHldXV7RbnfzEpxA4DpvNZjc2fPDeA0qlEmfnZ7x5cYqqKOi6wfHxMbPZLGctbdF1g8uLS9zdaTHmww8/BOD09JTT01OiKOJXvvsrUr2uqiwWSwoFGcH55vUb6nXpzCpxpIwkSZnN5/S6PZmXsN1SqdQoWTprL/rKdV5UfCJ3iX0wxAtktCVIGutNLoFAkAk4uV4TxQmuk1E24XyyIRYBRUujYum8uFqhCkGzbFK2NUSSoKoZRYOd9uS2bgu+Zs0gyzK2/pooCXDDLbZRxNRKvBi5LLYxw6bNwX6RrSfZPStX8qyjIKJSqVKv13PmSoam6dLuwDR2itE4ieXieHGBYRh0Ox1c1yOJE8yCiapouJ7LYjVHLYEXubmk/4ujvsjt7bIsI0ljdFtFSXTWmxWb9UaeHJKEm4FuEies/TXFYpHf/M3fZLg3IAhDdF3bNZkwjPC9gGKxgGVZJEnC2dkZw+GQNM0ol8skSULgywCX58+f0e60WS6XvHv3DsPQZWRmsYhlW5iGmcdwLvKIyuouN6HdbrPdOuzt7bFYLikWi8znc5IkZbNZo+sGF+cXuK6Xz7LlZ7g4XXD33l3GI3kaePz4McPhkFariabpuQjKlThEo04UxayWK/r9Xp6dbDOdSvZTtSoDgDabDb1ul0a9juu5TMYTfN/nww8/xPM9JuMJruswGAzRNQnajsdjWq0W2+2G2WzOBx88JElTlotlnhqX8s1vfoNHnz5iNBpTLArevn1Hr9fbJdz1+l0J3A72uL4aSWwjzz/QdZ03b95wdXXFD77/fb7zne9QKpcplYpst9tddvFsPqPf6xPFEbpusFwuc1+rLKcwl7AMjWZR+0ozMFRB5szQrRKfjyLKqwXHvTKaXUHTVVRTgtRCEYRByo9ez1m5IZoi0DWFOAlACExd5ahd4snZXDa9XAwnhOCwU+LbDzq50+4tgHxbsr5WzQAykizBjzzCOMSPXEwtxA0U4jTjehmw1yghFIVMi7GqOuVulYJWJgxilssVo/GILM0Igjx4vSajG2/GIK7rcn11xcOHD0mzFM/zdoZp6/Wa6WyCUczww2Wu6hQgpGJUIUOOgDOUNIJMxYvWWJqGVrSpaEXOXl9RqVQ5PDpCU6WJ2U3ewZ/6d/8Um/UG3/eo1xsEYQAZ+WKkkSTSguLb3/5F/tpf+2vcu3ePMAwpFArM53NarRZpmmIXCpimyWBvj08/fUS316XT6WCaBmEg7bJrtRqL5ZLlcsmD9+6zXK4o2PbOAO+m6TSbTUqlEi9PXsoRTm71kSHFYAf7+zmQWcX3/d1OuV6v76iWpmnSaMid/dmZ3FWfn5/T7/dotdtkacp4PCGKQtTcD8ouFLAsm1GeLVAqlXn27BndbpfJZCJHSrqG5/vEsXQ2LVekb//Zmcws0DQNz/OoVKvsDfpcX0l/ovF4wmKx5OjoCD/wubq6yu3BSxweHuQaCh0/CHa4x2KxAATvvf8eqqby5vUbXr16haKo/PHv/HFKxSK6rhOEIYHvU8rDeSzTIsvk77fRqAMCXTfIcFksF5hZiq4IbqADW4mIvA1G6w5elOJFKTNnjpJfa6q6pmIbVAq69EfSVMq2gRvGZAgsQ8HUNRQFdF2hUy0AUgeTpBmqIrjbraApgtXW3Y2ubuu2vl7NQIgdLJZkMX6UkmYZnVoJx7fpVAoUTJUoEZi6RdEsU7KqmJpFqaBSrdYJo1i6ly4XLBYL3r55Tb3e2Fliv3zxkkajSTWPDUzShHJJzrDHkxGFmkEQb/CcBUJRIYMkS0lTqU62LAvbtJgv5xiGSaiqTH2fZqsPmcxj7ub2xkkakyQR5LRL0zao5wZzxWJRGqtl7LAGz/O4ur7mg48+5td//ddyUz2D9XqN73us17Jp2ZYcJRXsAvv7Q+bzBULAdrNlsVwCMk0rzTJWyxXz+QLD0HMnUUG73SKOpTWDNIuTjBapY1AxDOnTFMUSE1kulxzfPWY2ncmw+HKZcqXM/eI9JpMpr1+/3rG+KpUqhWKBNM3wg4DT01NMQ+YL1+t1NpstZu4N5QcBjUaDJI5xXcntt22bYrHIeCxFboO9AZ7nMZlOuHfvnjxt7PV59eoVDx8+JAojXr9+LXflWUYURrx8+ZJ+v0elUua9/gPm8zknJ6+kMBEZi1oqFwi8kEK5gud77O/v8/bNG0p5dnCtWuMHP/gBL1++RFVlQygWi7lYMKPVajMejylXypBlGKYE/A3DlAJAT9JDbV1QtVWmToKqCJRgiWrY+JmMSQVIUkhyuXEWZTh+zPUyj1pSFExDoGkqmiLoVHSOOmUMXSFNoWYkJElMqVikUirsNjCO6/L0fIMb3mIGtyXr69UM4CtE1YyUOAmpFmL6dZMs08gAU7ewjAIls4KumaRpRhQnpBmkGeiGRX8wZLi/j+M4TCYTRtcjLi8vCYOQw6NDVEWlWCjmi3bCfDHHsHUwUuJAznAD30fN/XUEAtuSQfCqIh1Ug8CHLEUASRKjawppnhdcb9TwIxcvctAUHVO30FUTTZNg5Lt3bymXK5K9lKew3QTP/63/7r/FdV3G4zFZlmJaFkEQEkVLuZCVSnnusgQtz88v+Of//EcMB0MOD+TOd7Fc4joOd46lqOq99x+wWq3RdJ0ojlmv1kSRBKodxyFNUh4+fMjJyUuazRa1ep3lcsl4NJaCsq2DyH1x2p02ZBnrzYb1esXdu8eYpsXl5WUuyEro56AtwHqzZnW+olQqMhwO8HyfyXRKqViUnHlNI4oiHjy4z2w2zz2lupydn+1GQp7nMbqWJx7XcSVTK5GEgFKxRLVWYT5f8NlnnyEQVGs1yqWSVBBHEd/61h9jNpvx+PETqtUqVbfC4dER0+mUdqvNfD7j6OgO5+fnZKm0CP/OL3+H3//93+fZs2coisIv/tIvUiyVcvdcwWg0IoljVFU21NlsTpKmlIolLMvKlcwZdStj4YGtpoTLBWZjwDb+g4t0lmV4QYymKjtzxCRnuGmqgh8lvBlHjNchhioIk5QsTQmjGKF4NEoWmqay9UJKhmDqxCS3veC28vpaNQPp6PNFN1CFiq7ZuIHJ62sPN3Rpl3UO2wXqJWtnI5ySkOZ0O0URxElKlKRywS+WUHUTu1jm7auXRGFEEksud6FQIAMm4zFkyHl6tCBWTfRCHaPIbkyUpgmKUDDthCRTyBCYei5OE4CQ0ZOmGbFcLlA0gWJkBEFIqkDBKKEIBd8PCAIfy7KlVXEmR1pBEHB6+o7VasW9e3e5vJIWBePRGFVRCQJfnkTCAFWr0qm3CYOQv/iX/kP+0e9+j7/0l/8yv/5rv0a9XqPeaLBer3eZDIpQePP6LZ7rMRhKO+nlYoldsBFCsF6vpc+QrqEbBu9O37HX71MqlZjNZlTrFSbjKYoQUrkrRE5jNUiSBM+TNhhHd45Yr9Y8f/5c/iYPk6O3AAAgAElEQVSF2DWS+/fvEQYhy9UKTdXY6/fxgwBn68jwdlVB0VT6/R4nJy8xDHNn2b1arenv9Rldj5jP5ywWEr9Yr9fMZjMMQ89jRhVc12E43Ge73VIul5lMppRKJQqFAqvVmqOjIxRFcHZ2juu67B8csHW2mKZFGAb0el22jszEfvDgAaqq8g9/93d5+vQpiqLwS7/0i5JJNZ3uKMyaJkiThEKxgLOVoHa9Vt+NILulAoswJHUmhKqKLwr8YWu0F0Q5TgWqKojjFE1TMHJ9gR/GeGEsNyBpRsk2CCJJZ12OtrKRZBmXuSVFmt52g9uS9TVrBgJDk/Q4RSgITOZbk/FKLvAAV8uQhROz30q519MwdalBUFXZDDS+8GS5CXhP0hTDKnDv/YecvpGupY1GA9M0EYBpyZl3tVRD9WVLCmNf0krTWO5AFQ1FMUhJieJwZ619EzOrKfI9t9pNzt5d0OtLwDJ2MuIsINiOqVSr1Gt1Dg4OGU/GuK5UjaZpIoPsHQm+hqEMwJlNZ4RhSLFU5P79B2RkzKYzzs/PqVarqIrCf/ob/xH/6He/x2//9v/Kn/73/z0+//xzavU6xUKBvb0+juNweHjIZ599xtHREY181p9lGbqu47oOpTzGEQSFgk2lUWQ933B1dU2n12KzXdNoNKjVankIfApCsJjLUVm73Za2z5MJ47Ec59RywdbTp0+lMK3VpFwuUygU8Hyf9WqFyG033rx5Q6NdI0p9wlBQLBW5urwGYDafYRo5IGuZKDnN8obJVS6XMS2TOKeZGobJcDjEtEzW6zWL+YJms4nn+UwmE47vHu82HOv1hufPnlMul9jbGxDFEdVKBS9P2IujmF6vx8///M/zwx/+c548eYKmqXz08ce714jzRD1n7tBut9ELmgwtKth0damw1jSNe2x58miGUW6xjP/we6BkGyCkhkZVRL7JkfdGFCdUiqZMM8t9i1RF5FRqsAwNNeeyJqnM4f7x3IPb+le3vlbNIM1UHK8CCJIUVq6C4/MHdlF+lHJytSWMUj46rKOrCnqeLYyQN0YcR3kMJWiqghAaumryySef8Pr1Kz777DMePnyfYrGE53pUq1U0VadgVshScDOXMPMJcElEQsEsUjQrxEnExl8SxsEXpmJZnqaWxqhahmYohKEMSgmDiCSRYrV2uyMdTTMol8tcnJ8zHo9zi4n6LtFtvV5RKpaY+VMODvZxHJfr62ts20bTNNqtthzBCOj1+vz+P/59xqMxtl2g0+0yGY8JA2mTbRcKXF5e0mq32GzWtNotNE2XaXL5qKjf74MQbNYbAGqVGkmYMRnPWC83WFZE934v/3jlbjgMQsIootGoM5vNUDUVM89OCIIAx3Xp9ft0Oh1msxlPnjyhVqvT6XYo2DalnFp6dXmdL+oVfN8jjAOsokG722LQH+A40jzuxYsXNJoNPNdjb7DHer3Ofz6bwPcplkp5ANHd3I5hTblU5vjuMc7W4eTViXRAtQtcXl0yHA7JMjg5OcH1XB49ekSv18PZbjk8OmKxWJBmMvu439/jl3+5wO/8zvd49OgzwjDi29/+NpvNGkVRmc/mHBzss91u2G4d7ty5gyIEuqFLiigZhFtIEzKzTOrxE0sIgWl8ccsmaUqWgq5KuZCu5bIhlS89R4LG8kSwuwXQNbF7zdu6LfiaNYMwFpzNFLLsp1/AGXA2c7FNjQd7VTnOyUtRZEhOFssdrK6pGKhynu/EFBpDNG3MZ5895v79+ziug6Ioki8fR3iui+9Lbxu9oGBXbHTVxNYLKIa8IdfegjAOd+OjNEtwAumPZFV0zs/OqDdk3GWz2SRJEpYrST9crVdcXV2xWCwYDgZ55oKkipKRK1sVNpstuq5jWVKw1uv1SJKE8/Nz5nNphxBFktPueZ7EAEolms0mp+9OefXqNcVikfv371Eqlzk7PePk5IT94RDLsnEcB03XKRQLJEnMfD6X0YsrB98LuHv3LnEcM5lMOD+XcaQF20YoCvPFnMAPyDLo9br4vs+zZ88YDIe0mk3W6zWj62ssy5LhQ3GMbVmcnp6iaRq9bo9yuUSapfT6fQI3IE0yif9kPuW6bBbL1ZJyuQxkhEHIZDIB2OEsuq6jCIXRtTxJmKZBo9EgQ/pVXV9fY1sWcRRj23YeiJNh2wWurq84Pr4DwLvcqO76+hrfDzAMg2KhQBgEeWpegY8++ohPP5UpacfHx/h+QKVi5OyqBrVanevRNaPRiL29fq7+leOa8WRMvVnGbsQEUxU3kCfQf1EFYYIfxiiKQM3HnwVTJ4gTyMA0VOI4xY9kcE6aZbumULB0NPVrpTm9rf+f62vVDAw1olFwmDlFftqNAhIsfnW9oWBqHLSKu/GQtFjWZLCHgCwTzLcBb8YO001AmmYMm1V6eyaPHj0iyzLu3btHuy39i96+fUuxqEqraS8g1kBTY7zIpWRWKFtV4iQiTpag3DBCYpI0Fw/pEscwTZN+r7+L7zw7P2M2nZGSYFcMOsU6iqpQLVdZrVZYtsX5+Rm6rhPHMaVyKReOKcRxhONsKRSKNBp14jihWCqi6zUsS1JGbyysbbvAneM7mKbByckrWu0WCJn5vFqtEEIwHo+Zz2f5mCpls9mg6Srtdo/5bMF2s2WYZy5//PFHjEYjnj55SrPVzJXFMcPhANf1uLy6QiCdR8MgYLFc5gltVTbrNe/evaNckTnPEiRfc3l5QRCGxFHM/v6QIPRxHBcRCzQMkiglTSM26w2KEFQqVWp5wE6z2eTNmzcSLN1uabfbXF1dc3CwT6VSZTQeo2satXqdRr3BxYX0uGo2mzjOFlXVODs7RQhlp/y+c+cIVVV5/eYNznbLaCTxCdu2MS2TVqudBwfJQCE5aqznxnE3AkQVQ5exnxeXl7vmGYYRy8WS3kGbRKwYNA1WjsV8oxOn/MRrPcsy4jSVp9wk3W2QbjyJ4iTFyFS58UGQpDcOpymqctsEbusP1teqGWRpBNkfjRcdJRmfn68wNYVO1crHGOAGKYttwMoJcYKEhRMSfonBcTbzaN2ps3+wz+dPP+ft27fEcUyxWPiKH8yD+w+4uLpks3ARDYGuGCRBRrTNUDMTVUtJhfQtuqk0S6i3q8znc9qtNuv1mvPzc4Ig4PDogFgJWAdzUhS22w0FS+oITNPEMEwODw/RNI2Liwt8P8gpmxVmszmWbWPbBZI0IY5khsBms0HXdWq1Kmkq2UyOs+XRo8/4jd/4DX7rt36Lo6MjHj58n8PDA66ur+l2usgQ+IQoipnNZpRrJTYbaf7X3+vvQFjdkF5LBwf7JGnKq5NXmJZkP8lTT8yjzz6j3W6z1+/julJAdgNI1+t1SmVpx62qKuVSiePjY549f46mqbx88ZJqvUKpWsQummxWDkmcoqkanW4Hx3HQdY3ZTMZoGIZBrV6T5nrLJW/evCYMQ+r1BpVKhWKxyHojwWUyWK1WHB0fkibZ7vN9+/YtvV4PL6eAFgoFRuMx/V6P9VraePi+1B8slgt8TxooHh0d0Wy2ePLkSZ5LIaM4Ly8vqVYrebxogVKpzJvXbxgM9nAcFz/w0QyFII4QIqZRTigaNtdLAy/6yRufkmV89QEJE2BoqgTd89OwqWt/4Dm3dVs/Xl+rZiAUFT+2+KNezl6Y8Om7BXc6RdI0Y+GErJwIP0r/UNZGlkEUZ3TaHUbNER99+BHr9Zq3b99RrpQJgoBOtyMFYaqGadZYjhY4Wki91qDX7rPerBmNrzEKOpqhgSppgKZmUTLLzK7P+dGnP6JYKO6EZZvNFtQUy7YJw5ggCJlMphwdHZFlGf8fe+8SI1mapmk9536zY/er3z0iMrIyoqp7qGpAAyM1gxBSI6TeISGEWDCMGMQIWLFAAgbRAiE2SAg1LQYhELBA0MvhskEjNKJHTLcqKyszwiM8/O5u5nY3O/cri/+4VVZ1VXW2pmekrI5vEeEebm5uHmZ2/v//vvd9nw8fPjCdThkOhxWTQEDpoyhms9nsogskSezEsyxju93shuXD4ZA4jlmtdH77t3+bL378Y54/f45lWZy9e8ez02eoisrl1SXNRoNWq8n93R15ljO+f6TMRZ7N/t4es/mcVrtNEotTSa/XQ1YU4ihGN3Rub253YXGGLtgED+MxjXqd0WhIEIQ8Th9RFRH7vDca4QcB6/WGOI5QFZUX33nB7c0tgRexXKxw6y6OY6M4imh71dtIiKC6J2b07e0trVaLMAoxTAEsEkFyY2azKe1Oh7IoONjf53E6Fc5zWSIJxWDX80SEhW3b3N3d0Wy1iCqkZqPeQNeFa90wTE5PTwiCgIuLSz58+EAQBOzt7XFweMDlxUV1cgO37nJ5eYVt2yiKSp7ntNstfD/gw4cPqFXsORJiFpEnWLrMqK5wvZT+2AlBqmZfP3m9lsRpTp4XGLq6OzkoX3Meyx/nAx/rl9S3ajFIC50g1f/kG/6cCuKcH9/8qYiblYSvpN1qV/n2dWp1h5ubG3wvYLQ3Yjqd0u10Rdx0GCNLMmkiAuE0VWN/dIAkS9ze3mI4Kk69hippjG+m4gIAHB0dMZ1Omc/nlGVBt9cliHy0QuXoYMh0OhN5SJJMqy3SPCeTCe12m4eHe4IgxHZsDg4P0DQNRZaRqyRX3/PwfR/TFMzgzWZNUQjqmmVZ/PW//m/y1Zdfsb+/X1Ha3ldGr5xut7cjY+0fCFjNerVmb2+PzXYr2MtBSBxH2I5DGEYsV0t0Taff79Pv9VgsFrx9eyaQnZZJy2yx3qxZr9e4rsvx0dHuQishBue9Xo93794xHA5J4hhd1zg+PqoSWX226y31lotTt1F0ieFoyPn7c3Eh3t+j3qiT5xm9Xh/P97i7E/OMWs0lTRNWq1UFh4HNekOnKwLwqHCdy+WSwWCA53sVVtNm/DCm1WwRReEumG67FewIJIkXL16gqgrX1zfkuWBk1Gou9w/3qIpCkqToVdpsWZZsNhsODg5IkmQHaXriKyiygirrlImCaxgctiRWQcE2hqwokSs10c9uZPwwIa1k03lR7FpCRVFSdwxM/Vv1dv9Y/5DrW/XqKErpGw2P/ywriqMqU0bs2FRDoT1y0TcKHz68R1U0Wu02y+mS46MjFsslZVEyHo9ZrVccHR6R5xl7e/sYhs7Dw5jNesqzZ8+wLIsvvviCm5sb9vb20DSVLMuZzxcM+gMajTqz2Zw8y9GqC+xyuWS5WLK3t0dR5JimhaZpdDsdgjBkPpsTxzF5nmFZNrIsEUVxFbURst6sqbvu7qIkAb1+j+VyyWg0xHVdLi8vq779/a6FE/g+pmES6iGuW2cyGVe9/IQgCGg0GgL2UoFtxg8PwjQny/R6XTrdLu/evce2bQbDAZ1uF2/rcX//gFt3GQwGxFHEer3G9yfIskSj2WD6OKXVbov4cFnmk5cvub66Io0yxutHur0O/d6Aer0uFETV82bbDo/TR7abrUj6rAlHt+M4rJYrNE1lMpnw8PBAN+tg2zaOU2O5WGKaJnHFYu52OwS+z3K5pN1u0e31UBWV+/v7HS1utarIb77H8fERfhBUkeoaZ2fv+At/4de5vhYGOdM0SZJkx3f2PBFAWKs5AmEpKRiKiVqauM0mm7WPJRW0ug5BClGSUnds0gLm24RNmBJXJ1xDVzEBVZVJswJNKUmyHMtQf6I0+lgf6xfUt2ox+IdZEmDpKsEmwLZtkjRFViTKsiDNEwo9oTGyyXyJzz//XKAjU0FOGw1H3Nxcc3R4RJaJfnun00FVNMEwrome9VNLYbFYsF6vUVWF4bBHEIhAtziOd2qbzWYtVDBlSbPZ2Cl7yhKx040jyqIkL3KR3/M4pdfrUpQl87kAvjztQueLBYZukGUiprksSmzH5urqiqOjYzqdLoZh8vj4SJImnJ6csFqtCMOQXr/HdiskpmVZspgvsG0LTdd5uL8nTRMGg34lRd3w8DDm5ctPUBSV02enLOZz7u/uKYpCZBN1O3i+z/39PTWnRrfXY7l6R3/QI04E2tGt1XZx3WEYEicJB/v7AIzHE97M3xKFEcfHRyyXKzrdDmmaCHXS1dUOOuNtPdarFXmeCx7D4yOfffYZURQxn8/ZrAXz4vjkmFqtRqfbZb1ac3l5xeHhIcvlknAyIc3E89xqN7Fsi2arxePkEVmRUTWNKIyouTVKRK7U3f09siwznU5ptVvIksxwOODm5hrP82i321iOgSwVWJpNGSnkWYlkwv7eHtc310T+FkPXcB0NXcuwLZuDtklawMWjz+08xLU0LLVEUcXgOUwysrzE0GR0RaIoxSA5r0xrH+tjfb1+ZbYLeXU0fkr6LMty1+bJ8uKnnJbCcPbL3w26KuPochVprDGbTimKgrwyt5VlSSkVNDt1Wq0maZLyxRc/wjRNVqslaZoRhsKf8PLlS1RV5csvv6TVavHpy09/wv6VIAgDNF2jXm9UyZd1PM+ruM0barUaTq22C9cTGT5bms0mw9GAWs3BNExGoyGaqkIJmib60oqiCGpbpdQ5OT6h0+5Qb9SxbWvnEu51ezx//pyLi4sda2Bvb480STg//yAknWlG3XVZLBaUpehDa5rKeDzZ0cf6VQz0erWiqHa8tmOjaeJxWZbF3v4ejWaDu7t73r8/FxD6bpeSkosPFwA06g3WqzXNRoMkTUWQnCMcz6PRCM/z8Tyf/YN9TEOE6gn+QMFysQAkPM+jXm+gKAq+59NqNel0uiiKytnZO+JIzH00TeO73/suo9EQRVE4e/uW6+tryqLEcRyaraYwtMkS/X4f0zAZ9Afc3twxfpgQRzGSBP1ev6LB1ZjPZqRJSrPZIIljhsMhsiwzn82ZzWZkmXh9eJ7PbDYlzVJ0xURJTVQMTNPCth10TaXTatHrtBj2e2iKXMWCLymLjJqp8t2jFv/IaYtnPZO/+GmPv/RqwD/6oottCNPlcc/hL37a5QfP2zwf1ujXzY9D5I/1x+pX4mRQliWbIP4Z3bTIbXFMjbUvvqYp8q7PWpYlrm38vLsDoFs3SSNP8GbLgvV6DUCWp2iGSc1U0BSdaJsyHIzI8gxN07i+uqak5LuvX5MXBdPpFN3QCavI5/39fdJU9O+DIEA3dD558QmXl5eiz97v43m+cLs26rj1OuOHsQiKm88ZjoboFUjlKTC71WoJJY4quMLi1FDw4eKCmlPD8zxUVWW9XtFqtUECQzewbYc0FbHNrutSUtLvi379s+fPdm2V7XbL3d3dbvgsYCoF8/kCSZJotpqUZVGdZAyByswy3r494/j4aEd4WywWIuM/3dDpdpAkiXarxXQ643w+p9Vs7SSpRSF2r47j8Did0mg0drhJb+vRbDUF1+Dxkc12w6vXr7i7uyPLKlqaLGOZJuv1quJeq1xcXFKrObQ7HaZvp7TbLa6vrysHuUye53zy8hMBCyoK3p69JYkT9vf3mc3mNJpN1hthzIvCiG5XBBre3gglmGGsiOMEVdUoihLL1rELMWMaDPrYts279+/odXtMpyI51TAMsaiqOkUkIRUymq4JB7xpQAnNZhNJkoiiiDgWHgdd11EVpYo7kTjoOOx3bOF8lmCyioiSnFHL5tVhC1WWuL1dcz72KEsYtS2yvET5OFT+WFX9iiwGTy5iiTjNqqFZgaqI4ZmhKeS5UFvIspBLOtYvHkQ7hsKLYY2H63N6vR43NzfUXRGPnKQJZQy1ehNKiVwKME2T8WTM8fExZ2dnyLLM2dk7RqMRo9GIq6srPM/j9evXSJIkhs7dLlmW8fDwQBgEhGGIYRj4vkcUxXQ6HVy3DqU4OTxxb8MgII4Tojji7u6OdrtNt9tFVVQW8zlbz9udCLrVfUynU3RdAySRO7RaUqu5bL0taZKSZSmTyVikdpZwcnLM/d09NbeGbdm0Wk1ct8Z6vamcvh36vT5FUXBzc41l2RRFQbeKh46imLzIBQWtOtHEUQywa5M8IT/DSpKZFzlXl5csl0s++eQTwWhuNknTVITfdbtcX1/TbDapu3VWVbsnz3O6nS5JkjDoD8g6HY6Oj7FtG1mSGY1G5BVsqNFo8v79e8aTCf1+n5OTY8IgZL3ZcH19TRTFNCqCmGWa1Ot1JpPHXRuv2+uiyDK9Xo/xwxhZlpE3G3Rd4+Bgn+VyVfGPlwK1maQ4jiNYE3FCq9Xis+98h/PzD3R73Sp99ZHBoI+ETJlLaJpGu9PG0EUUytf+IAgDDMMgy4XEWdf1ykFcuYkrN3OSllw+euiqwouRi6ZIrPyUm5lPXpSYmsxBx+H9wwZD+5VpDnysv8/6lVgMJAkcSxd9fkO0I8QGScjvdE2p1Bci6bEsyz+WyaLKEq6tICFzOqghZaEYPDpO5S9wCMNQcJZlGUMxWSyXdLtdFosFrWZr11d/9eoVZVlye3srUJVJwqvXr9A0TahmJOGEvbu7w627bDci2+fNmzccHh5wfHICJcznc8JQxCerisrj4yO3d3fs7e1xenLK7e2NgKkUOUmaEMfCUHd6csp0OhWSTkOkrrbbbRrNJoqsUK+72LbI31+tl0wmE2xbYCPTJN0Nq7fbLbqhs1kL57RtW8iKTBzFXFxckGUZmqbS6XQoKZlMJgDU63Wur684Oj5GVVS8ZMvj9JFmo8lyscCybVzVZTgc4Ps+4/EDpmlSFCWtVosPFx9wbIe+LcxiuqaTpIngVBQF05k4KRR5wcPDA59++imLxZz9gwPu7+9pt9p8/vnnYsd8cICmqVxeXvH9738fVVUxTRNNVbm7vaNWq9GsgDSyojBfLFBVlcJ12Wy3HB0dslqt6fV7TMYTiqLg8x/+EMepcXR0yEN1arNtG90w8D2fm5sbgiAQ0dG1mlB1+T62Y4vfve7y/t17Tk9PaLXbu0TX/f19ut0usiwxnT6S5TluTcSFq5pGEAS0Wi2oDGxIEkkiEJuKWmVQlHA391kHKc+HLk1HJy9Kbmbebk4watlswxSlAuJ8rI8FvzKLwU+yTH/RsVeSoGGL9pAfi2yjr1e/ofByz8E2HDRF5s2bN5imIIJJkkS32yUvcs7PzzENE8/zyYsc3xO4RsM0uLy8pNlscnsndO77B/v8+Isf73CXUk+cChRFYbPZ0u12iZMYVdV2Kanb7Zbr62tkScZxHEajEev1ivl2ThAEmIZJ3a1XRLAm4/EYSZJIk5SjoyOiOBKLU7vFbDpD1TTyCv4SVSqjsixZrlYoshh4hmGIH/hEUUSe5cznc9qdNsk8ZjEXLSehgkmRkERIW3WfQRDy5Zc/pua6ZGnGYDhgPp+hqir1uotUnQI0VcMwDSRZYr1a4Xs+mq7iui79QZ/pdLZLNv3888+pu3WSJCVOYuyaoKDZlk2n2yaJE9brNePJRFwcJcTPz7LdwvzJJ58QBAGGoYu2yGgECINZr9ej2WwiywphGDCZPDJfzOn3e9TdOmVZVlhPmbwoSNKEltOk1WrS7fW4vrpC13XOzt6RZSmGoeMHFqqisF6v2NsTxjox19gKNkMUsVwsuL6+oShyXrx4Qb1RFzOSEg6PDrm+uiaOI5I03YUFDgcDtp6HZVkURc7j4yPPnp1imCZFnldy5BLTNGhU7SRLV/jsoCHaRhIsvASApqPhRxL9hsnb+zWf/kxMy8f6813fqsVA+ft43RpayagdATFxqrH2NfxYpSwlWo7CoFbgrzZYXYOVF7BcLun3+8RxXMHrQ2o1l1azheu6qKpKFEXCP2AYnL09w3FEuqfrugRhwBc/+oJ+v8/h4SE3Nzf84R/9Ift7+4xGI/EmpqxURiq3t7ecnJzgeR7jhzGGYdBoNLi/v9+lplKWaLqA2di2xWq1YrPZ8OrVK9I0ZbFYMBoN8T2fwBetp9ub20q5M0LVVfxoS1Yk6IpJkQoOrqZqWKaFaYgLfpqlbNYbjo6OeHycUlLSajfJ0my3yxVkMIdGq06ch6iqQpJIzBZToiDC0E3Wq03FQwgqN6+IbO73+0RxjCLL+H7AZrNlvVpzeHjIdrPh2bNnjMdjoQiq6eRSShD45FlGPsmoV56P29s7QADm3VqNVfWcLZYL8iwjimLev39PtxpOX15eous6ruuyXm/IKxiRJEu0ei6yDsv1Ehl5FxwYxRGmYRBFMaZlsVoukSSJXr+Poig4joOuC2aybgj0pqbp5LlwZ2dZhmVbbDabKtJD5fjoGbWaS1GIOct8Mef46Ih2u83bt2e0222GwyGmaYo4C0WhKHKKXEI3DK6vhRRZVdWdoiyOExHxLkmMWvbOaVwCpibzfOhytwg47DqESUbd0ug1zD+Dd+XH+lWpb9UZUVNLfkmr/5eWpReUZUCah6iKR6e+5rC75vkw4rBVIGUZeV4QBAG3N7fs7wuWQL8/YDTaE6QtScKyLOEhWK2o1Wq4rsvJyQlpKi6ii8UCXdfYVjt/0zKZTqeYpsnJsXCrXl1d0Wq3qNfrXF1ecX5+Xg0YLbIsxa27SJLE2dkZ9UYdWZJYrVZ0ul067TYPDw+8e/eeNBVR1uu1AMM8gdklCW5vb9nfFwuPqmkoqkKR55QUpEVKnEas1itKShRV2e1kkyRBURROT09x3Tq2Y5MmCd7Ww3EcfD/AssTjlGWZWsNCMxTIZTBS3L7OyYtDqB7DmzdvmE4fSdOEet0lS1Ns22G9Xu9cx8KBraDpGlmlfFJkhelsSi6nuyHwwcEBpmkyfZxyfv5BnD4adWRZ3mUFGbqOLMmEYbj7PwZhZuv3ezQaDebzGXmeV9hMwYKWVMiVGKuho+gym81GxEsrquBlVxzkOElodzrEcUxRlti2I5RseU6SJDSbIkeqXnfRNJX1Zo1hGDiOzcuXLzk6PGRdtd2SJMFxhBJMzBSadLod9g/2ydKUJE5ot1q0Wy2ODo8YDoc4tsBYPr0GN1tx8lBV5Wsn5BKe5KMlOIaGpau8GNXZb9s09Jy9WkESBX8Wb8uP9StS36rFQJIKDjolf9qwRYkS18FsaJYAACAASURBVErJy2zHMSiKDIgxVCiSnLIAy7ZYLoUmvyzFrrleBajFcQxliWWJhNAn3rD8FB+safR7fWRZ5t2796xWKxFg1uli2zab7YbBcMDz58+JopCzt2esliuiKOLFixdIkoTn+XR7PRr1Bp+9+gxd17i8uECSZfb39pElmdl8jm3bIo1TFnyBxXKxw0peXV2R5zmjvRFxHJPlGVmasZgvWS7XhNuELCgJvVjETMciZ8k0TQzTQDd0PM/j5uaG8/P32JbN69ffZbv12G49ev0e0+mM/f39ao4SUeYieK+UCmHMU1XKomA4HHJ8fIxl2aw3mx1a8sk9LRJW77i7u2MwHFRqpxbbzZbjk2OajSbBOiJPEYawlQDuNJoN0jTl+fNnxFFEmib0+8LbsFqtdjzofr/Ps2fP2Gw2qIqKLCv0ej0M06Tb62CaJtvNlmajQZnIZGnBZrNms95W3AjRXhFRHhUcqQqvC/yAuitMZ/P5XLxmioIszxmPH7i+vhELM6AoCu12B03TdvS68Vikl+7v7wNllbYqIkT6/R5Hx0dkecabN2/QdZ1lBRvKyoxmv0a97bBcLvA8j+12I+LB+bor+ecco0tI05TQ90jjCFlR/vhtPtaf2/pWLQZlWWDqCX9qV70Eigxl5UMoyoK8yJEkGV0zqDcaWI5BmiWs1is6gxadbhtFUaohqUZJSZqmu1waSRJsYkM3SNIEuSJIDQYDwjCk3+/Taoqevud5dNptZFlmvV6zf3DA8fEx79+/J89z4RcYjkiShJvra2HE8jy6vS5y5ROYzqZcXHzA0A3qdZdmUww9DUun2a5zeSUoaM+enZLnBY16g+VyyePkUcQtOw5uzaVRb9Kqd2g1OtXPTHcwGkVWsEyLfq9Ps9nEsuzd73x6esr19TXbzVbk3Mii3ePaDSgkUEoM1cTSHZJI5CMlScJ8Psc0TY6Pj3j16jN6/T7X19dMxhMR62AaaLqGYZgVvUtkDtVdl6PjY7arAF0xyDPBrp5MHrm8uKzQngq2Y+MFW66ur6jXXbrdrgDTxwlJElOvu7RaTd69e0eapRUTwGAyeWSz3qDpGp1ulzTOybaQBWCZNpYlwgGzLAPKHTQHIKyGw0EQ8PDwUNHcQiGRfX+OJEkcHh5yfHKMWbnXXVcMgp/mT0VRsLe3R6PRYDAY4vu+eIyJOBHUajX29/ZRVeFiFq7liDDx8LM1qRzS6jTpVHHcH87Pubq64t27d2Lj8tPvHIR8omS7Fe0xy7LQNX2XWfWxPta3ajEAKMoETf3T2SfLUmLla8iyBaXY6QkaVkGUBiRFQCHlPNw/4PYsCjVhsZzj+4IDIEkSpmESRdEuAC4MowpwrhNFEaZhkqZpdWRXyfKMoigFEMX3aTSaO6i9bVlcX19zeHhIt9flzZs3rNYr8iKn1W5z//BAlmWYloFTs3n/7j2yJLO3t89ytSSMol0ypywrtFsd6q4rqF6Gie/73NzeoOv67jE+tbTcmkvdrdOoNzB0XXB4qxCzOI7FglVlB1mWRZIkbDYbNE2l1+9xdnaGYRjEScz9/T1SKdFpdqnpDdTcwlQc1sutGHCWBXEcCSrbfIGiqkhAp9MRQXa3t1x8+ICiKCzmc9rtNpu1SASVq4Xp9OSUzXot2m+Gjm6InYDrusymU/IiR7dVUiK23pbpbCZUOq0mj5NHkiQRiqs8R5FF1LdomRXYjs2gP+Bx8rhr10RBTL/XF6+1ii+cVY7jzXrNcrnk/fk59/f3jMdjVFXd5Va12y1qtVp1EhInBhFuV98RyUCkqu7v76NVw3tJkjAMA8/zxElvsaDIS9brNaPRkFbFm/5wfo5uasiyjKEJ6aumazS7LoPDHk8X/bv7e5K0gitVf4JEmoqF/0nC/OWXXwpO98f6WHzLBsgAeZ7QdkBC2eWyB3FOlP6iHU6JrpREicR07dKqKaiSL9oaZUEQ+1BKbCYeVkMjlSKKTMa1WvTtPmEYUq/XRVjZZLyTj+q6Lri8ikwcx0LXLovP6/U6rWaL65trFFkRu90sZVHtki8uLqm5QnJomRZbecvbt2/Z3xMgm+ura+7v77Ftm5prc3C0z2q94pMXnxCGIY7jUHddQOLu7o6ygH5/IIbNhlHxBFLKsiRNE6Io5vb2ttrRy8iyjCSL/nIcRVhVzMOTNJRS+AEc22E8fuDm5gbXraHICgcHB6w3a/r9HkmSMB6Pd7LUVqtJ4mds1hvBQcgLZFlhNpthWSaapvH4+Ijj1CjLkvrIRTVkvLXPfD6vMpSg0WjgeVu2nsdquWS+WIigN0Pn5vqG4+MTev0ege8L70GngaGbpFlKkYjWnW04rNZr3r17R7/fZzAQZj7XrWMYQl7qex7uaERRFLRb7WrRzkACz/NYLpd4nidOR4aOronhs1BWCU/CcrkULvcsI03Fjl60hFSmsxmuW8P3fWRJnByfvBG6ruP7PsvVElkWyrHVekWSpMzni92MYrVaUXNdFFVhs96wevRodeu49SbrxRbd1PDjLWUBaSKk00mScHV1zaDfx7Iq9zei7blYLAnDANMxGYx6GMbHIfLHEvXtWgxK4RFouSn7HQtN0ZAlhTDOmawT7pcJUfrTpwZDLehZt9imip9YhKFG01GRpYyyyPgf/4ffZ3+0z2/8xqcU6GilCXlGqWsYZoPVoqKTVcjGXq/L1tsSxWJBWCwWyLLYVauqxma7ZrutThRVJIKiKFxXpKyyLImikOfPX+wiCQbDAQeHB1xdXhFGIYqsYBqm4A27ddI0Y/Z4UfXCOzv5pCwLAP18NqPT6ZLnucj4cWt43paTkxPiOMap1Tg8PCDPC8pS9LWTNKYsSrJchOC5dRFeJ1Xox9vqZKHrBqZpVI7pcBeH8eHighfPX4gIDd+j2+lWypgFnY6Iu/A9H1UV8tE8z7i6vKQsod5QyLNMtNx0mV7fZtAfcn19g7f1+IM/+AM0TWN/f4/hcMTR0REPD2PmswWGYRLFgpG83XoMhkPGDw+omopUyhRlwe3tHbqmo6gKrXYb07IYjUZ8+eVXuHVXsBlclywTEk5VU0nTlNVqyXq9JgwjDMNgb38Px3awLKua0cg8Pj4Sx1HlwhbppYJv0NzJaFutFkkqKHfLxRJZFgmyeSUFTdOEZlOAhIrKENdqNVlXJ6Ber8fV9TXdroAOua5LGIS8ePGCJE24u70jWAuPhGnrbJcZSVDQbw+FN0TTKMqSL774MQcH+zSaTequy2w2oygLTl+cEOchuvLtevt/rH+w9a16NZQ5IsRLS/HiBbIkI0syqqJx0LZpWSaXs4S5/xOQjCSVbLczTLVGEU2QZZnlPENTNdIso92yaDZUVA3iyGezWaIoMkVW0m2cVi2hQKRz+gFn794hyzJRGGLZFqqqoWkG9bpoRaRpymAwQJIk6m6dyWSCbuh02m1mszlpmjKbTfF9n729PRRFQZLFEb5er/P4+Ihu6Di2g6bpJEmG73mcnp5yd3/Hy09eikVnsxFcZlVkA/l+IHr4riuksGEkQtOiCNM0iONkdyJQKgi7LMmCN1zt+jVd53HySFyL0Q0D27IJwoBOp8Nqtd4xHCzTJMv2eHv2lrpbZzQUuvosy4jCiJefvETXNRzbpqhiocMwJElEVEOWZiiKQhKn6JpDEIpWkm3bHB8fc311BUBQsadt2+bgYJ+/9/f+kM8++w6apnF1dc3B4QF5JtRHeVGgGSqev2W1XjIa7onHvVwyfZwy2htRq9XYbESMuVBG+Uwfp0iyxPRxSr/f4zuffYZt26iKSlkWOyEBUFHiLAFIqvjH3W4PEN4RXTfwfV8woJOEJEnpdDqiRVY5rgVcqawc0Y2vAXnEEP8JoLRcLVmtVrz85BO8rUeWZ7vnfDDoc3//IO5XlyFX0GWdNE0pi5I4SZCQ6A/6zGYzZtWJlLJk72CPOA8IEo9E1inLjzODjyXqW7UYGIZBEcusfR+naVJoAiWpKio1I8fUbPYbCuuoIMvFCaEoJNzGAblUYNouihQThGtsW/B1f+u3fhMKnXazRxynREmGaWiUpcx6tcHztvi+RxwL8EmtVtvJFT3Po9VscXF5wYvngiXw5u0bVEV4EDRNI89zAj9AQsJ2RGzDer1C0zXU6vheFiWPk0dM0+T161cslyumsymmJaKU9/ZEf3m1WnF3d8fx8TE3Nzcsl0s2GxFk12g2cByH29tbPM8jLwQLeb1eo2odVqtVNSspxN+I006SJjw83NNsNMnyfNcfty2bOI5pNVsslwsGgz6bzZbNZoOu6zQaTQZxwnT6iFzFfywrR7bnbVFUlavLK9HSqtpsTzr7PM9IkhgkmzgSiqb1aoVl2QS+z2AwoNlsstluebi/ZzyZsL+3x97eHqvVGkWROTw8QNW0nbcgz3Oub65pdFycmnCLC/OetPudR6OREASoKmdvzyjLkkazwcHBwU7KWpZl9T1PNvZyNzgGRGigYxPHCYvFHE3T0DQNSZLFzMY0gBLf8yvXtr0z1D0tAJZlYds2eZ5j2/Yub+jFi+d8/vmPyPJ8F4mRZilFkTPo9xmPxwSBCDU8ODhgMpkwncwp8pz9gwMCPxCtS1kmzwTTWVGUir0gnrv1aoVeU0myhLAIyCoU68f6WN9oMZAk6RLYAjmQlWX5Gz/z9X8J+HerTz3gr5Vl+cPqa/8t8M8Dj2VZfvdr3/MXgN8FTCAD/o2yLP/un/A4ePbsGX4FLNFsGcUWF5cwCUCWyXPlp0R1SS5zv+nvIl7aTky/Uycrc6SyQFE0gnmG2u4QZR7eakFuiaGhbQdomo6ua+zv7ZPnBVtvi6EbFEVBlmbkeb4zYxVFQRRG+Lqgbm23W4LAZ3//gFarxcP4gTzLOTw6Yvr4KDKUypIkSwmCANcVjt3haEjNrfHmqzfCKVvNJQzDYLFYcH19xWq1ptPp8J3vfIckESooWZYJAp/BQIBcAKaPj/R7IgDv6aJWlKJNlOUZjahBrVYjzwqajSadtuAH65rO3t4e6/Uax6lhmhaPj1P29vaQJZmCgsFgAMDNzQ2mafDq1WeYpsWHiw+oisJoNGS+WDCbzUiSROxcKQX3N03ZbrckcUwJ2I6DpqrM5nParbZob9k2z1+84OH+gbOzd+iGznKx4NXr1xiGwdX1tTj1JDHr1RpFVgm3CbWag1VXduD6IAjIMwGcWSwWLBYLTk5OhLKn1xXKrU6XvdEe48l4hxhVVRVFUVBkpeJmyxUBL93hRPt9ocxRVY04jgjDCG/rkSRCLNCqeNBPO3BZFtJUcX8K3W535+2I4xjLMrm/u+fk9ISH8VjMVhoN1psN+/v7PDw8EEU5mqru8q222y3XV9f0+z3SJCHLcizLREISs62nn4nE9HFGMSnoDFuCvvcLWX8f689b/WlOBn+5LMvZL/jaBfCbZVkuJUn6LeD3gH+8+tp/B/yXwH//M9/znwF/oyzLvyVJ0j9Xff5P/bIHUCIUQI1GA9O0OD9/T7BJMGwd1ZJQaiquY2CuItJcEKEso6Rmip1wWZS4dkpS5BRljiqrlLnOcrEiT69ot9s0m+LiKJI8xY52Mp7swtgWiwV5kSNLMlmecX19XYXAiYuELMscHR6J2Avfp+a6hKHIlHFdF13TUFWNu7s7kiRF0zWKPMdxxAB6sVwIM5mqsb+/T5IkvPnqDcfHxxwcHOC6Nb786iu++/o1IFVxyCnNZqvyRTSqhMuQMIzwg0CcCspiN8yWZOFNfUrC1HWdIi/xfY80E3k6vV5vR/maTqdfuxiWVXS1+J2blXxWVTUR371eYVsWvV6fNEtZrVY0Wg2WqxWqqnJyeoQf+Vg1k9lkIYhskggZVFSVdkuAbFarNXmRU+QFYRjy+vVrNtsNm82GyXhM4Pv0uj1UTUE3dHzPp94wdhf/JEnJqnRYRZZ5+/ZsdxE+PT1lMBxwfXWNtxVO4el0SrvdZjQcMpk87lRWAEVe7P6/nliTkiyR5yIe4ilKRFEU7MoUVpSFUJpVXo8kSavNgWi7maa5u3/DMEjTlOVyiePUuL+/J0szjo6OCCu2hevWWK1XuE0X27C5ubmhVf1fmaaJ7di76G6n5iDLCkkiXNNxHJOmCYah02q1RYzIOqYkR/r2CQo/1j+g+jNpE5Vl+Xe+9un/Cxx87Wt/W5Kkk5/3bUC9+rgB3P9JPycvMtIyRpcMHNuh1+sjS+KCmHgFj9s5+wd7nPRKlmGCImcYeopERlGKN/QT50CTdfJAxvMjdN3g9PQUp+YwnwmJYxiEbDbbXVZNkghzlqIKvbmmqxweiJgJVVORZZkkEDs8pTLzOI5DHMcsFnOyPBO7TUVFUcSQdjKZcHR0VL2hxZCy9EWbotlqYhqmmHEsl1xcXOwirrudLldX16iaSrcjzFVBEHB3d0cUhVVEtommqbuwvidWc1EU5FlOUeSEUbiDtktI5LlMnuW02q3d76BpKlEc7fCat7c3mKa1c9ymacpwOMTztvz4x1/S6XQYDocgSciyVMkmTY6Pjnn37h1ZmZHLMZppYDsWjYaIuTBMMaPI8ow4EhfQlisWuKurK3zfoyxK6m6dq6trTNPk2bNnjPaGaIomlDpZxiYUw90oFovcZDwmSVJBWBsMhPPZ0FkulriuW6l1aqiaynT6uIsZ97wtUSR8CmmaUpYQRiGyLAt+QpExrXjQRVEIxVA1i1EUZbdAhGGIqijiRGkYlGUpMqbMn1bxPLVznuYIk8mY733vezuvRlHkRFlAw3GZzaf0ej2yLK8ec4uSEsMwWK83RFFIu93ZhSsqsoysgWrI+Aufbq/LoC9Mflma/+zb7GP9Oa1vuhiUwP8pSVIJ/NdlWf7eL7ntvwr8rW9wn/828H9IkvSfI/wO/8TPu5EkSX8V+KsAg9GAMA7YLHxsy97tsputFpZlEQYh79+d0xu1adkZWZmQlzlZkZOmyS5eQFMM0k2JnMt8+vJTLq+uhP5cUYiTmK2/Ecf+JN7tvKIoRDf0CokYQwmL5YLtdlu5SMXF4kl1lGYCyKJpKmEU4fv+DgkZRRGKqrBYLhgOB1i2xf39fRUD3a2GlLBcij6/6woI/NnZGdvtlsGgz+XlFcPBkCgKubu/wzRMkYFvGLuW1Xa73WnLsywTihckJEmmKHPG4wmmaWDaBlmW0mg2qpaIXLWH7Er+aqIoCp1uh9VytXMP393dkqYpk8mE09NTJpMJaZoCAtIbRkLDLpJCDbGwhBGSKhH6EVEUUxYrfN8TjzEX7Q9FUUmSZCeFlaoefhAG9Ht9oiji9PSEKIp5d/a+Sn7dgiSc4GVRiux/NUJRVV5++lKodPqC6bzZbMjSjEajsVswRnt7wkuw3Yp8pjQhjoVHY7PZIEns2NGBH1BUIYWyJBaAJ8mo+P3Fbl9RFOIowjQtJuMJr1+/FlEe+c/v0xuGkK4eHBxwfn7O+fk53V6XTqfDdDqlObTZrLeUqYjF8LYejYaYFaVpyjpac3h4gCTLfDj/gOu6NBoNwjjEamhIsoRWGc0eHx/pdNq7Rf9jfaxvuhj8k2VZ3kuS1Af+L0mS3pRl+bd/9kaSJP1lxGLwl77Bff414N8py/J/lSTpXwD+JvDP/OyNqoXn9wA+e/2dcr3YIpcqtm1TFlRZ9z3G4zFFWQg55yqkKHLyMkeSIYxDoiRg/2gPqZAIlgmGZnJ8esJ265FnOav1mk5HMGp936fVErvjJEkqkPyGRqOJZVmsV+tdTMX93f3u4r/dbInjiNlcUK6SNCHPxAB5u9li2RayJNNstXZzh/uHB06Oj2m1WiJNdLmslCk6iqLw4cM5WbVb//4Pvs9ysayg6zkXFxccHh7Q7fZ2bRtAOFAlWK2WFEWB49QqX8JTjDeUhTBuTSZjrJpJQc5ms6HT7iBJslAGRSKMTmTyF7SaLXzPqzT0U/b291FkpWIaWBwdHXF+/p63b9/iODaGYQh+cuDjusKM9fgwpSgLkijFcWySJKbf7yMrClEYoesaOTmSBFEYk6ViyDroD5hMxgyHA1arFbbt0G636Q+EL2M6feTo+JjRaIRpmgRBQFjBcCRJoqxORCIqoyTLMyzLpF53Wa5WjB/GmJYplGRlThRH2JZdtSZ/gol8cqMLLrWA0KiqSpZlBIFfRZ0Iwpuqqjzc3xPHghP92Wef7Qx+aZqgaXqlLipYrVYEQUC328V1XR4e7knTFMd2CIIARVZYTXzq9TqNdoP5bI5hGHQ6ncpVLDYNILFarnj2/BkP9w/c399h12xqTRt/HeDWGrRaTTzf5/b29qMD+WPt6hstBmVZ3ld/P0qS9PvAPwb81GIgSdKvAf8N8FtlWc6/wd3+K8C/VX38v1Tf+8sfrKKhKyayJJOmKVEoGLm2Y9NstTh7+5Znz05ptzuVhj/g9vaWf+8//Bv84f/3d/md3/kdfvCD72OYFo7tMJ/NCKtsoHfv3gn9d6PJw/gBTdF3x/x6vc5sNiMvckzDZJbOdjLDoiyEaqXajQtQfYGiKjTtxs4FbDt2NagV0QWL+QJFVoSjuD+g2WxweXnF0dERcRxzfX1NEAT0BwNMQ/TiNVXj8PAQx3H48ssvSdOUV68EJyFNE7bbLb4fVC5blfVmg2ka9Pt9VFVo6VVNpihTSmCzWQsXrB+hqRp2y0ZRBIrTtm2CwBdadtNiPp9XhjWF2WyOrgn5q+/7yIrC+/fvQYLBYCAYBLpBr9cjDEOurq5ZrVas10KJZJk2e8MWqqri+94O2OL5W0q/xHQ0jJqGpkgokUae5SxXS3HKqTwfF5cXSIhTx2az5ZOXL5EliTdffUWr3d5R0zRdJ8uyKuYiIc+zytClMp3OxNAedk7tosjRVJ26WxcnuiAgTRJUTauyfRKKQpjHoijC87YYhkleOc4lScYwVKTKZNbtCqZ1FEf4gU+R52yqSI+nAfxyuSSOI1rtFpIisrT6gwF3t3cYholt2/hBgKbV2G42KJJCUZQkSYyma9RqLpPJBMPQSbOUVqtFlmccHx/z8PCAYRjcnN8BErpqkhUZhqVhVCe+j/Wx4BssBpIkOYBcluW2+vifBf6jn7nNEfC/Af9yWZZn3/Bn3wO/CfzfwD8NvPsTHwsSuqbvtOdPAJnZdEa326XTaVOvNwjDUMwIqn71f/qf/Mf80R/+EScnxxweHmJZNuPxmOFwyHQ2rUw/LW7v7nh2eoqhG4SB2BkuFguazSaKqpAm6U5l8jRDcGsuw+FQ4Atlke9TluVuR6nIMo5jc393R73RqFoHMfVGnW5HhJdNJhOOj49QVZXz83Pkiqb1pHiZzWZoqsZ4PKbVatFut/nBD37A27dvK2ZxnTTLBBCmL6IU7u/vSGKx+3ziIM9mj7gNkOQUVWmTJBGyrKAbGhRS1fv2yDIByymLcid7FPEaYih6c3PDYDjg5vYGSiG3LPKCw8NDdEPsdt++PWM8FjQwAaTvCvVLnhNHUdVXF89rlmeEqY9ek1ENhTRP8GJhvpNLgywWC2+t5lbx3fYOVHRxcYHr1hiNRiiyQpKmol04e4+qqgyGA8IgJAxDQMIPAvI834W2ZXn2U+Q1WZHxAx9d09A1nXa7TZqkIssKkGSZ7UawljVNFblPNWenDMvSjCgKmU6nJGmCqqlouoZu6KzXawzdIMsyJEkS2FNdJ88z2p0OklyyjVZEaUirJ06dNzfXuG6dfq9PEPrkto2qaTRNkzRJef/uPZIkMRwOqdXE8NmtucTbiCiKqNVqRFHEYDCsTG1zwiig1W6KheXjYvCxqvomJ4MB8PuV8kEF/qeyLP93SZL+dYCyLH8X+PeBDvBfVbfbyU8lSfqfESqhriRJt8B/UJbl3wT+NeC/kCRJBSKqucAvqyzLmE6nQnboODtZXhxHSBJst96OL1CWJZvtBsd2+N53v8ev/9qv86Mf/YjZbM6zZw1KRA86DELG4zF7eyPO3r3j/uGBer3OfCZ4w1kmLoKWae1mAqZlEkYhhilYxEEYUHNr4qJR5qiqIvKQNqtKly44xIcHh8iK6Dlvt1sURVDCvvjiCzzfQ5ZlDg4Odr17EX42xak5HPYOyfOcy8tLfN9jMBjy+vVrfvjDH+L7Pq9evaqULCWe77Ner0VMs6ruZIyyrBCEc1QtQjYsRqMO5+e3ZGmGhIxfwXNqbg1XcfG2IhGz2+2hKuJkYRjCjVyv17EtC0VVdxHXl5eXJElMHCcMh0MWiwXPnz+n3W4hSTKLxRxFFrvaLMsEgjTPUbKMpIjItYQsL5EKGRmFMpcJtiHHh6ekSUJUzWCSJGExX2DbFoPBgP6gj1pdzBVZptUSQ+Dr6yvu7+7J85znz5+hqiq2bVWheAW+H1Cv13kYP0ApFr5Op4OqitOPooqhrpD8VuHQZUkcxZSl4BaIuUxWtdKESMC2HUxTzIHyTPwbCJnvYDAQ2U7V7KLf79Pr9cmLjHWwYBnMSLMEx3DpD7pcXFzy6aefVp4B8Vxut9vdYxJxFwGz2YzNZkO3KzwlcRyTZf5ulmOa5k7ptF6vubq4qfweyTe5TnysPwf1Jy4GZVl+AH795/z7737t478C/JVf8P3/4i/49/8H+ME3fqSIfq1pCoVNksQVAD3j4OCQRqOOYUy+Zv3P0DWdbreLoshQOTI/nH8A2O2WNU1D13W2nseL5y+4uLhg/CDoYU7NERfvIMCyBdik2WhimZZg9Daa1Go1ZnOho5/P5hRFIUxMiog7jqMY0zR34Pm8MnYtFguCIMD3/d2gV3ACMqGZr7Joev0eiizvsoWSJAZqPDw8MBoNOTk54ezsLff39ziOTRhGrDcrwS3IU5RCwOtlWcE0TbxQQTNUJElBVS0hxfRC6o0GRSF4DrZto2s6lmWy3QrHrmEYlZvZxK27aKoIn9tdeHIRL2FZomXXaDRot9vc3t5g2Ra2ZRNF8c4LkeXZrpdfliVplGO4ujhZJYKPoKs6za7K/f09Jh9O1AAAIABJREFUB/v7mKbFdDolz3Nct8ZwONylvpZAUT5Fs4GqKnQ6XbGwL+Zous5XX35FFEW0Wi1GeyM+fPjAy5cvhUAgjMjzbDdoj+MY3/fZVLtnYSwT6ijRTipQlKiKoBCniSROMM10F/gnokciOo7DfLHYDW5PTk4FFzqOCYKgclBnRFlAnAo1mCKrdIcdJuMps9mMZrNJo96oBAiCWNeoN5hMHqsWYMJgOGA2n+PWarvF/8PFh52qbTQaMp5MODo6RNe1apj8UU30sUR9qxzIwK6lY1b9zuVySZ7n1ZtSZbVaVkFt4kUudkNiV9dsCAOQ73s7hm69XheoyPsFg8GAVqu1e/Ocvz8XqhBZYTAYEAQh2+12x0V+igJOKtXJ3v4e93d3oq9cZRAtFksAPN/jw4cP1dFdDBdrtRp7e3u7yOPJZMJ8Pt/t9Eej0S7bqN/vM5/PieMEz/OouTUuL69QFJlGo8lkMkHVFWpNC7urUco5tbzF9HpJFEdYphjoplkD21DRVBdZ0mm3Orx/f47jOEiaJnJtqtgEcbEod4ummBtI3N/fs1quKMuSZqvJ6empYAZUc4kkiVktV/QHfYbDEWdv3zIcDsmylLwoUFWNdjUwf8pLSoMcQzORVQ3bcpAQxr84Suh1u6zXG7I8E+CYRp08zrm9uxMy1oozkBYJcjWgLYoCTdd2i0Wapvzar/3arucvSRKffPIJhmHw+PhIlmV85zufMplMKgFBmyRNsW2LvMiYPczQNA3LsvB9r5JwRpVHQERPPHlLnkQHqqpiWTaSLNNsNNh6IrNqu92iqoJeFgQBtZoDkoSEtFN+FWWOYet0ux3SytS4WCxot9usVktubm6IIjEzaDaalGXB7c0t3W6HzWaLZVl0e12iOGK7EbyD9XotwgmTBE37/9l78yDN9rO+73P2c97z7kvvy0z3nZm76QqutosohBYbx8FFURdTomJbMQGTKpATQQQolVhxhA0ikbEAgRCIJSFFIsBCwdgEcxXQYhkscXWv7jrTMz3T2/t2v/ty3vfs5+SP33nPSGD/mVSm1E9VV83tujP99rv8luf5fj9fjUqljKpq/+EP2mV93dUDtRnEcUzBLmRX7AlpirgBZEPC+XxOHMf5grkMPEmSBFmWc5Rzr99nd3eX806HlZVVTNPEXbhIssSwN2Rra0vEFVoW5xfnlEolEQ+paaLfK0v5aUzTRD+93+sThiHdbo9er5+3k9bW1gijkI2NDZrNJu12m3K5nJuOljhtz/NotVqUy2VeefUVDg4O2NzcZL6YZ1x7NePflxkMhkzGk2wT2SNNU55//nnq62UCaU6YBpCApshIisQkGxQbhoFhrGbEUmE2WjqVozhGVbU8unMZybhwF7z88kvESYK7cNna2qLZbLK3t59lFRhMphOGgwGVShXbLjCfzzEMwTlSFAXLsjg5OeXxxx8XNwnPp9vtUavXmIwnot9tl6gWq4RhwGQ0pdFoYNgm1ap4zoejEZ7rsbe3R8EucHx0xNlZm4Jl4S4W1OuN7DSOSB5LRMiO67lUymV8z2M+d4jjhIODW7lJb76Yc/XKVSHFdRxaLYF9aDQbeQxouVTGLwQ4c4H5UBU1f09UKhWRg2wmaKoYHC9veQIPLWGZFqlhCOOfIkQDS0d7FIkbo6yKzSCOxONWZBVVVtna3uLLzz7HnTt3uHHjBoNBH7tos7e/x9GRUHF5hsBgl7PZkSRLNJoNhoMhpWIRXdNx3QXtTgdZgZkzo7WywmQyyW7Nl3VZD9hmIElSdguQ2Nrazv47ot3uoCgCr3x495BKtSKAbb6P73tMJ1NWV1fFKVtV6Pf6XL16lUq1SrvdzhQ/PtPJlHq9nmXkTigUCmxubtLr9SgWbYqlonCT+j5hGHInazkt5guGGa1zY2MDyALYJTH0XiwWeYxisVhkNBrlbYQgECogu2hTqVTodDpYpkWpVOLVV1/J1ShLRHaxWKJYLBGGAZ2OyAkuFGw2Nzc5Oz+lslYgTl0A4jTCtA3OTs6olCvIhtDskyEVlvkKAJVyJU90Ozo6wnGE9t+yTGJZ5tq160Kb3mwwHJDfAqrVKqqq0U/6GSbkNB/ip1nu4o0bD9PutHnp5ZfY2tzi2rVrHB4e5oiNcqUs3NpFGyiyWLiEUchgOGA8GuPMncxk2GIyGTMaDWm3OxQKFgXbRpYEttnzhGJHQvTVQZjm4khEXIoNUca2xcBZ0EMrpGlKsVhkOBxSsESG9b1796iUK2iahjOf02g08DyPNEmJiXLQXZqmGchO4qvTxZY3EMMUA+bFfE7RLuJ5fn6YqdfryIqMoomheZpKmJol5jJ6EVMrUGoYlMtlptMJ3V6XWrOCqsm44wX1Wo0kTRkMh7SaLTY2Ngh8n3a7Q/eiiyRLJImCrmuMRj6ymqJXZPyFx/lFmyRMv+YxX9bXdz1wm8Fahiy2bRtZlvA8saBFsbhKLwNbojDM07M8z8s/8NceusYXv/jFPLbQ9/yslVBDUUUsIgg9fpImNOp1Xuq8TOf8HMeZMRqNxYfVNGm2mpRLZcbjEeVyBbtoEwQBvW4vf7xpKpyhruvmyVnFYjF3qi5707s7uwwGg2wuIhRL+w89hO/7fOUrX8Eu2jTqDer1GoWMaFoqlTg8PETXdVzXQ0pk5j0fu24Ry2G2Gegcnbb5yvMvcO3aQ1QqgvDZ7/WJY6Ex1zQtD4vXNI3RaMS1a9fyRK7z83N0XVBFPdfLjUtJItpHSpY4Vi6ViKKYnd0dQAz8x6MRvV6PzY1NwiBkOp2SJEmO/PADP980zs7a+Rzl/Pycnd0dtra3MHQdwzDQdD2X4xaLAjRomSInQVU1isUimqYyXyzwPC/D7ogDRJIkBL4PmSPbMAyazSaSJHF4eIdbt26xt3eV8/NzAUSMhau4VCoxn8+xTDGsPj09RctosFbByl5nmTSNSEnRVDWbDQnUR6FQQJbkzL+yoFqpcDoTITytlRVUXSEIxA3CNopYuiCmKpKGpuqoisrOzg63bt2iVq8S4jJbLEiRkWSZJIxRFAXHmdFsNjLsuM4gi0cFME0Tu1hgEc8IYo9IiZCjhGq1eekzuKy8HqjNIAxDTk9OCQJfoJ6zRcIwDKIwEgEkukHg+yJgRF8uWvdbMSkpxVKJdrvN1atXGI6G1KpVqrUGN199FXfh0mo18T2f4XDIxcUF0+mUfr/P6kaL6ppNuVimVmqhq2LRcJw5YRihqCKdaxl2omkqpPeH1Uv+jOg7zykUCgRBkMcnLjEFKysrXFyc02w1URQxyF7fWKN70WM8HmebTILvB/i+z/7+HlevXkWWZQbDIaenJ6imjFmxkEyJeqNGoVDgueefxy7Y/P6//APW11d56qmnWF9fZ3t7m+FwiGWZuRRxOewOgiDzbHhEccSoP2JtdTVTAwn+zXgyQckkpClpZvaKsIs2hmHQ6/UwTfFvHx0fEYYh129cJ01TOu0Ow+GQbreHqqrs7e0xHo8Jw5DNzU0xnA7Fz5/PFwSBz/n5Bfv7e5ycnHKRxXpqmsbKygqNRpNaTfCMprOpMJ+5C9KUvL1XKpUZj8eUyyKPeHf3Cq7rcefwkM2NTfp90YqZz0XozvLPlUole20uBK1UzVLHDCOfsywWizy6MwgCTMvMZgmLfMbQyvAhYsPbRlV1ZEmkl4Foc/mex3w2RzcM1tfXOTo6otftUVsrQyryumNJ0FErlQrdbo979+5hF4t4nsv6+hrVWo1er8egPwApRa9I+FFEHMYkvoJaFn6Ly7oseMA2g2XEoGVZOWANyBn+pmli2yJ1S9XEMNmyxOloGd8oSRKtVpObr95kdW2VK1eukCQJYRBQq9UYjcb0+z1su4hh6Pi+z+bWBovFgvFoTNOu4kUufuihSCqBH2Dbds6UEXGGqkANaxoLd0G1VsGyhLRvOp2KIMKMFzRfCLdzoyF63t1elzRNcV2Pfr+P4zjouia0417A1uYWs9mMe/fuomanUEmScwdyo95gPp/jex6ziznFivj9i1Ubz/dwZnN+9eO/8jXP6+/8zu/kEtl2u01Ob5YkglBgISaTCVEUksQiNjEIAoHacD0m4wnVaoUwG6pPJuL0r6pC97+xuUn34gLDMHniNU9w5/AOF+cXrK6tUK/XefHFF3M663A0ZNAfcHXvKoPBQOC4I8FP2trawvVcCoUC5XKFJDnG9USba3njSNOEIBA9e9MyqZQrOS7C932RoDZzxOuQJui6kQ//kyTOMhfE67pMsCtnaOrJdEKxWKRWrzEajnJ439I9LmYCMq7rMh6Pse0CcRQx8/z8durlyBIxx7p394jr16+TZJyj5d/1Az8bKKdomsba2hqnp6dsbG1gG0WkVKbTF+Y+WZZZX1+n3W7T6/XZ3Nyk0RBOckWWWV9fE0ILN0JCw9AMCuWSyJaILhHWlyXqgdoM0jTF970cwAX3AV+dc3GyFmHgwuzleW6WUCWxcAX9MUkSVE0lTVPOTs8Iw5CFu8D3fMIoxNBF+0XXNayChVUoULBNirUCcRpxfndAc61G6veZa3PmjgCRLZOsklhA5/r9PltbW4Ltb0IiCTCcpmlsrG/Q63UplcqZ3PCCfr9Hs9mi3qgzHAyxizYF2ySVhcfB8zx8z2e+mBOGITs7uxSLQmLa6bQxTYNSWThRK+UK5e0tBuM+J8enDAcjCrYA4V2/do2TkxOeffZZ/q8/+jf8+b//Imtra3Q6ncyFq5EkKeedc5yZmBtUq9VsNqCSJGfohsF0Ms0XIiTRigiDEF0TG7Ro3ahEGVJhdXVVaPcVmf39fQ5uHZAkYuMol0uUyiXCbFjbvehiGiaddlskqWWBQbZtc3R8xNUrV5nP57lhqlKpALC1tUUQBLTbbZrNZoaZnuJ5PhsbG7mKyzQtLi4uiKIY35+SpALRUalWkSSBc1BVlVKxiF0sYmXzGl0XvgJFlvP5Srlcyd+biqxg28X8FuD7HuPxmDQz5onsAqE0qtcb9Lpdwiji3t17gimU5Wubpkm1WkFRBHK73+9Tr9c5OTlmNBiLTOTRiGJReA3q9brIao4jbt28xXg8ZnVtFUUmc1+rtFotprMpvqcyHU2pb1pUKpWvyWq4rK/veqA2A9/3OctOP2EkFh5h6rIJ/IDVlRUkqUK32xVzhCjCmYmT4Hg8xvU8kiRG1RWqK2VSPUQvyJi1Ikil7KeID0cQu7iTOXGYkHbJPqgKBcvi9G6Hxx57DBmVwPdZ2doWZM3FHGfmZCHqId1ul8l4QiqLVlXoRVkLKcQPAqLxKGPZq5kCJmYxWzBzZqyVVlmEDlpBxi4UmAwd6vU6nisIouVyGV3X2d3dpV6vcXh4mAXviOF5v98nUnzqGyUKRZNuWxi+Htp7CF3XedNTb+Kpp57Kn9vt7W0ODw9xHIe1tTXsos10MsU0TTqdDicnx6iqlkkfxQm6Xq9RrQqZr2majEYjCnYh24j9/N9O05TZTLh22+02m1ub7O1d5YUXXqTRqHPlylWOjo6wLDMjhKacnByjaRqlUikfVHd73TwY5s7hHRqNOmdn7bwVuJT7+r64VTWbjRyxHQQ+k8mE2WyWP940Tahm2ApVU4VZMUmpVWuctc8IgxDHEcFGZOhuVdOQkLLYy5ThcIAkyeIWFIQZdmMCkBn+BPV6iStxHAfHmVGv17GLRfEemU7gFNZWV9F1g1qtlr8Py5Uyg8EARVFotVa4fXCbRx55OHe9x7HAm5yfnzMYDNjf36PTOefFF15kKwsA8gMfVbNRFZVYjTFNi9FwhCJfuo8v6349UJuBpmlcu3YN3xNtoNFwlPODAO4dHXHz5k3e/UPv5ld+5ZdZXV9D0SQ0Q0U1ZcpVk1RKiOKQKA5JVUgkSCA/IS2dpsgg6xIqMhKyiNwMQXaFIqharVKpVJjPHba2thgMB2xtb2Yo5Rg/CAiCgHKlQuAGLOZz4ljgDsQCExBFIUEYUrSLhGGY9XbJh8qxFCApEIYRYRCwvrZGGIrc5GVYzXgs2hWWJXIHarW64NGYOqZukgQR1abFfOrhLQRBc1nLXzVNwbIsbjx8g+e+/Byj0QhN06jVatRqNRaLhXhKsp57kojsg6OjY46OjkmShOlkShRFtFotVF0lxSOOhadgMp0IKWmtxmg8RtM0ms0GNx6+wdG9ewJkVy6hKgr9wYDdK7vM53MA2u02hYJFGIb0uj2uXbvGdDqlVCySJClhGFKpVJBlOZ9zrKysYlkijGcp8RSspUX+OmuaiA7d29snTdPcAR5GIbPZlKJdZOD16ba7bG1vsbUpTu6+7zEaj+j2uoxHIxxnnr8Wyy9FVbBtG10Ts4wlxmP5HAZBRKdzTq1eo9VqMZtOicKQz3/+3/LEE0/QbDZIErKWl4Adzhdz1jfWOT8/z/OY+/0+vV6PKAohQ2bX6w00Tef8/JzTk1OKxSLNVlOk7WVSZjGr8jFM4/77/bK+7uuB2gwAEcfo+VTKFQI/YHNrE1Jw5nM67TY/9mMicO3qo9uohkychiDFJERESUKapIRhlMPkyIw+Ak/8tR+MNE1JEINBZFAMnWqtwlxdZK0knclEOFTTJOXw8JCtnS1M02DhusiSTLlWxnNdClYBWZEolotMpmOmoxnjSUScyMwWHhNnQZJFHBaLtiBjJhGkKYF/ThKLAXgUxezu7iDLEpOJcAcPBgM2t7Yol0scHNwSdExZYjAcECcpsRShKSpGtZL9zkLyyvJP0v02xxJbcHR0xNW9qznuo1gsoWoCRe26HrVaPWf5y7JMnMTYBZvxeEy73UaSJLoX3ZzZJJRfAog3HA7RdY1ypSKUMgcHVCtVtrY2cU9P2drcZO44WIUCrVaLuTPnlVdeoVqrous63W6XVquVB9J4npcv+pqmk5KKxVjXObh9QJBRQxVFzVVlyyB7z/OyPGgpEwPMsudEolQqkwInxycMB0OuXXuIaq3KH/zrP+S/+eEf5vqNhzk6PuYT//tvZaocsdGk2SZFSs4wiuM4Dx9azg7GI3EzlBAb8vr6Ol/60pd4+OGH2b2ySxyl6JpGpVrBcz2Kto1pmrz44ks5I2tnZ5tiRcyDRn0RCBRnyrq1tTXu3buHaZqomsiyqNVqDMZ9ClWdTkegOi7rsuAB2wyWmm6hZBHmnuFgyPn5OZ7n0Ww1+cBP/A+s7jSRjBg/9jNsgFgAoygWwTSamnPnARFfmX1o/0PqimW6FwmYpoWq6DmW4LHHHgPANA0uui4vPv8i21e20TSNwA9ylQlAEIScHp8yXYREaomgUCEuyETZ0qxICUYaIkUiAL1Us5BNmPd9ioVStoj4HBzcZn19Hc/3iKOYvb19kiTJWmMi+1jXBZ+p0ahjFQrYVkm0LFhirKUMy5yKG4IEUZZ9sL0jOEiddof2WTtviaiaQhD6BL4vTrxpiqLIhGHE1tYWhqFn5NZ1oT6KIgqFAuPJWOjeJUnccqIQ757H2toaBdtmdUUEt8/nNVRFISVFURQWcyERlmUFJNhY38hBdcuY0CiKGI9FHz0MQzRNJ87c50mSYBcKlIolgsBHN4xcenx+cU4QiPznRqOBYRqMRmMUVaWazSAcR8wl7ILNaDTihRdeZG1tlb/+jrcDMByN8N1FFj0qJM56pmxzXRfP93DdBTMnJs1cz6qqoKpahiWJGY/GWSiO2Ii3tra4desWg0GfJ177WizLQtN1fM/n5ZdfwXUFdE9VVQHRC0Pmizme5+G6LnEcs7W1TaFgc+fOHba3t7NUtBq1WlUMzpOU+dQliS9vBZd1vx6ozWBpOktJOT8/p9vt0uv1WFlZEQaxjU2+67v/Nv1Zh+liqfYQG0Ecx6RJkkU+Zlz6bJGXZBkti3SMwuh+qHgiMfcKRLFCubBAQQysq5UqN2/epFQqoaoq3W4X0zT4hm98gouLC+7dPaZWr1Iul/OFNwh8ur0+sV5hrtTwQjG0VBQJVZZIkfBicGIdVW5gSyF+d0ixKBP6EfZKAXfus7u7w+HhXQ4ODpBkid2dXcbjMYPBgDRNMr79jGazyWLhCn2+qhKEQe6QXcL5p9Npjui2LAs/y+KVkDAMnStXHqfT6XB8fCyQ3aVVYtkn1UP8KKZgm4R+jG3buZdCOMINzs7O2N29gmVZOX9ndXVV3DQCn4JlMR5PaLc7aJrGcDhiMhEL/cVFN88LWFlZ5eDggHqtjqqpzGZTVlZWueheZBGVIsksTuJMwptg24Xc0KfrBkEgFFdRGGGZJsWiied57O/v8+qrrxIEAVeuXIEU7EIhf2+UyyXCyGTuzKnXa8RJzFee/wq9Xp/f/M3f5OD2bX73dz+Z9fi/tpa3piDws0G1ny/YQgEmZeTdhDhOxKI+Fwq0X/+N3+DTzzzDk294E7/80Y/QaDSYTqfU6zV2drY5OLidgegier0+qiY2hmKxiJnhwJe8q16vy0q22QK5l2KxcCnYZh7ZelmX9UBtBrIsi8DywRBN01hdFTkAjjMnScUHSlFUdMVEVTSSNMkXfFVVSaQkl0wuvy9uG9nJ3Q+QFQWya3aCxcgpkiQylhFgKmSnZCjYBRrNBgB6FlKSktJoNojiiIObd3AXYqEN/JCZ4yAVmkxS0etulgw26gWqto6uigXaC2N6U5+z4YKJl2JpKyTzMZEzZjqZEQURgR9QqVSIY3HqPj4+Jooi6nXRtmm2WiIb4eiIaqXCYDgUJ3ldZzwaoxsGlXIFKWvb+L5PnMHKPNfNoHpiqK1qKrZtc+36NQLfp3NyjmFrGCUVtIhICgmDmLUV4boejoZUqzX6/T6lcpler4uiqiQZNbTb7TGdTtna3srxzTdu3MDzPNbX1+kP+gz6/a+RgY7HY8bjMdvbW5yenCJJ4DgzLNPEz56LszMxV9A1jclkkg9ggyAQMaUZmLNcFiKBpars/LyDbuh4nk+/3xe5z4q4pcVJQqfTodqoYNgqrjtnPnNprjTRNZ3uRY93vP1tfP/3f1/+2oehiA9dkmIlWcI0LYGKKJfzecXS97L8EsE4CzrnHcajMf/J3/gbfPqZT/PsF/+c17/+DXzf930/73//PxKSZODa9Ws89+XnOGufCQZRo4mh67SaTQaDAbNOh4JtU6lWaDWbnJ2d0Wq1cByH6WyGoqrs7O7Q7/VxnPn/R5/ey/r/ez1Qm0EYhkzGE2zbztG8mqYDcwzd4PTslCgMkVTQSjpRHJJw32G5PKXnOOIkzd34URQRRTGlgpX9OUJWfKq2Q5zI6GpIFEqMRxNcw0NCotNus7q6BtoSP5BAImXIiCLdix7DgQDVlVe2mVFCliVurJfYadoYmsBUO7MxYRjR7XaRZZkVzUJNdaaBTCRXKZVVuhd9ms061WoFz/Oo1xtUa9UsWEVgs0ejMb7nEScJ45EIwxFYaoN6XQSh33z1VQzDpNFoCB6/oaOpKpAyc5zMdOZjGHoOXltfX0dVVZqtFi+9+CLTUUxtpUIQepTtSh5Cn61VOM4sQ4y3OLx7iGVaJIlo/TQadUbDYW66MwyD8XjE2to6rrtAXV1FVVSu3NgFSeLu4SG2XcA0Tc7OhIT2JBuMxnFMuVzKVUGSLDGfz1ks5nmokKoqyJKM67u5x0NTNYpFm+k0plIuU6/X6XSEGmdra4tyucxsOhPChGlMqkekKegljXprlVKhSrPZ4ivPf4XRaMyNGzeo1Wv4vs8sA/aVSmUx6FXk/D22fN/95QwBQXsVWPCj4yPSNOVXPv7L/IMf+EFIQn71Vz/O7/yL3+XP/90XKJXKlEtlvvHJb+TmzZsM+gMRp5oK86OQsNpCKZTlfS9puIahc+vmLV77Da8lCkO+9KUvEv9HIjgv6+uvHqjNQJZlVldXkWVJ9Inr4nq+urpKkiRMplOBoJBS0lhkHicZciFJkpy+mddXtUzDIMxyCFKSOMmGwjHlggNkWbyRSrVWoVFvIsuyyPyNQuRQFtp0TSUKxem90ajnmQT11gpjqUEcpFxfL7G/JtK1LroXXFxcAOAu3JyHv5hMCIOIam2DaVJgSpGKLTMaDfPMXUGzDPMg9vX1XdbXN7h7924u8VwanfauXqXXEwE5llVgfX2dXq+H67l5iwcJFvM5rWYLx5kJTbznoyhKpiASp1ldN9jd3aHb7XJ+2sHYNYnCiNFIhAANhyN2d3dJEiEnbTVb1GpVPM8nCIX8V9NEz3xtTZihqtVqvoFsbW9z++CAg4MDNjY3CYKQ69ev5xJc27aZTCZ5kMsSN3J+fk6YmeKWRjyR+KagKDKFgkWz1SBKQnw3YDH3cF2Pel1QaldXVzg9PaXb7XFx0SWMRCxnLIcEoYepWbizgGjuMB/7KFnPXtNUnnvuOXZ2d9jZ2aHZauHMHE5PT1hZWRW3kVTcHJY30b9cSzS2pmlc2b0CwD/5qZ+GJOTJ17+eZ7/0JabjMY888hif+tQneeqpp6hVq7zuda/j7PSM27dvc3x0TLPZxPd9giBAVmSSNMENHJI0YeEu2N7eYjyZiJCbwTB7Pov/b3xUL+sBrAcKWSj0++KU5rquiF607XwgF0dicBeFEcE8QmY5OI7yjUDKpqjLD2AurZMk9Ow07PuBQCjHMVEYwTI3OBay0fFoxOnJKcPBkMlkwng0xvVcfM/D811SJcGyTVx3gWWZlFo15kGCJEGrbJImMbdv3+bs9JSN9Q3xeAOxeZkFk9ZqA9NQmV/cpSx7xCmM4wKxWWc8mWKXbEzLYjQaAwLT3em0Rf88DHjtN7yW173uSayClWn2TxhPlv+vlfeXd7Z3mE6m3D444LkvP89kMiFJhCzWMAwcx6FUKolhcqfNwa1bNBpCu7/0APi+T7t9RhQJ/o9h6JiWha4Lfk+j0RARnJMJ9VoNWVFYLBYCIZ6pbiyrwMxxqFSrpEmambsczjsdTNOg3+/T6QgY4WQyptEQg9ONjQ1M0+Dq1T0ef/xxGvW6wEOYJt3uBefnF5yLKzaBAAAgAElEQVScnHDWbuM4DoeH9wh9gdFoNBo0mw0sy0JWFHq9PleuXOXGjevU63UWc+E4D+cJamyipSZKqrK+ui6G6Yowh1UqVYGNnky4d+8eURRhmkbOawIhESVLvkvSmDDyieKAJIm+pl20bGfeuX2H5/7ii+xe3ce2MimwrAAp3/n0d/PBD/40siwyFq5cvcIb3/TGLDe5IzhKlsnW5ialUolSuUy1URa3xPmCVrPF8dERo9GIN7zh9V97OLqsr+t6oG4GQG4uKpXFIhUnIaMMYdBstuh2uyKPIJSISFEVGUnKpINffSiTBHNheeI1DD1XzUCacWwU0XNOBdM/ClI8/35Ie71Rz3TgESsrLdxwju85pCSQKiLxa2eVReiTpgZ3X3mW3/vYv+Y9//AHMU2L9Y0NFEXBdRfEccSNR6+RKCFJGlNfqXH31jGzSZtifZ+ZnzLBpqoIBUqxbGPZJpqmikyFMKRgm0wm00wP7+O5Hg89tM9gMCSJYwaDAVeuXMF1F+i6huPM2N3dRVVVvvjFL9JoNLh7967AOZgWSRJjmoLcWa3WOGu3AeF7UBSFRx55BM/3uTg/z6Mcq9UKURQxGo2oZDGfo9Eok6WaOI4jchCqNTqdDvV6nclEJMIpssz5+QUrq6vEsTCSVapVFFnmonuBrMgULAtN01kseqytrXF8fMxD1/aBhNlsRqPRwLYLTKczdMNAlkTQURhGGdHznHKpxDAYMhqNqTfquK6LLEu5+1pkHTwk2naJSuqmDEcT5guRjKeqGnGm119ZWaFer3F8csJiPhfZ1fMFO7s7OZNqGacpSRJuMGfuC6KqrpoYqomuGiiykL0uFgve9a53AXB09w5Hdw+zN34MkgxJxIc//LP86Wc+yx/8we9nOO0iaiZfHQwGjMdjisUS5VIZb+ERRQmj0RDP9zB0HceZc+3aNezM33JZlwUP4GYQxzHFYpF6rU4KtLs3mUwvkGWZ2SIglRfM5nOQI0zDwnemFOwinjtHU3Xk7AOapimJrJHKMlIqgsyXyGnTMjN9uJYrmJI4RVUsbFtIFU3TyhycKWkKURLixjOiNBQqIVlFUcRCFLgTPvaTH+RLX/gsAH/v7/xnvO2tIjyu2+0ync7YvbKDrKfMFmKhsAyJ7d0tXnj+Rep6jOPLREmKo5aRpz2sQZ9ytUQaybmhyCoU2Nre5PjoiDhO2N3dJQgFqnpvf5+z01MuLs45OjqiXq/hzOesra8TBoE47esaOzs7JGlK9+IC13Xz4edoNOLK7hVWVlYYjUbMZg6mKZLSlvkHJ6cnOHOHuSOMeI1GM2NCTVhdWxNSyvGE9fV1FosFkiRUXf3Bgo31jVzKWbSLmKZBp9PJGEcCDeF7Pqsrq4zHAhcxnU4wTcEW8nyh2jEMHcdxmM8dSuUypmGgqhqqqjAYiHCYKIpwnDmmaTIZT5irao68dhyHIAipVivouoFlmZmEM2LhCtKt67pcdC+IwojpdIph6CyyGYgsSXS7XRzHYX9/T6SwpWkevORFLr/40V/g737f92AXbSytQEEvUTBsoiDmn3/4ZwF45zvfySc+8QkgZXNzCz8M6Hd7LMXBz335WR566BovvfQiaZIw6A946qk3YVkWt2/f5uVXXmZ3Z5c0Tej1+1TrVWYTh9lsxpUruziOk5vXLuuy4AHcDJYBM0mGdfC8OcNJD01TGTt9dE0nicRpX9HqjMZDfM8lCEMkSZifdFUjBYxiDVLRJpKyjQCJnDopvi/kqYosQSiRKhGxFPKFf/csTz75ZG7iStIYkCjoNoqkMR97IEn0OyP+8Qd+gluvvALAf/3+D9G48hqiOEFV5Ny8VqoU8SOPJE1QFY04iTBNgSPWUh9NtQmiBC9KMfQa3fM+6DGmbmEWdSTE71Votui0z3NqZpImFCs27fYpiqpQqpSIgojziwsW8wW3D26TJHFu0rp79x6PPPoI2zs7DAcDOufn+eJrZ3MI13XZ399nsVhw995disUipCnbW9uMRkMRZnN6moe8lMplPM9jNBxSqYibxlcbx0hTojhkMhmztrbOfD7Hcebs7e3RbneYTifs7e2J+FHLpNsTg/bjk2O2t7aYz+e4rnAZr62tMxwO8MIFkpYQxB5+4KMoIjt56Ww2LZONjQ3u3L6DrgtseK1Wo1gs5h6GbreL73v5pug4c5GNoKrYBZu1tTXBX4pC7t07wjB0ZFmhVBYCgsPDu3zXd30XAH/2Z39GqVTi7M4dVMXCHQdosk5izAnjkCDyOL3b4ed+9mdZWVunWq3m7/lf+IWPUCwW+dSnPsVHPvKR/Pue67K/t8+f/umf8tBD+0wmEyyrwI2HH+bs9JRbB7dQFTHnCvyAOI55zeOvIUliBsMRg8mcOLlkE12WqAduM1imS6VpymQ8wVCL7G89hqJJ+KGHH7riNp0kyKrG6uomYRhgLWMF0wRT10mBIJWIQ4GWVjU1D5xJk/tD5+X3ZGRiEpxgQiolzBcLut0L9JKStZwQg0JfIpVkFISKJY4i3vV3/w4H9w74T7/nBxgvdO715lRsnZ2mAKctXbphJDaglIQoDohlEbMYeC6aUiKIxOOaRyq6ZDAbObj2HE01KFll4jQm9gUT6NHHHiVNUm7fuY1h6oRhRKVsE3gha+tr+H6Q45o9z+OJJ54gjiPu3p1y89WbrK+vUyjYNJtN+v0+fhAwGom4xXK5jOPMcixGs9FkPB4zHA0p2DZaFnwzHI0oeN799DRSCkWL8WSErus53kHVFe7cuUPBKqCqCvfu3aNcLuH7ASsrK4zHI87Pz9ne3sFxHCzTxLaLDLLH3u0K0mutViNJIqazCWpBwpfmKIpKwbJxhnN2dneQkHjllVe4cnWXNBG3p36/n2OzZVlBkiTmiwWlUhlJltA1Dc/zs8S2Y+r1RvZc3c0lvsPhgGpN4CW2t7bZ2NwgCAI+/OEP8573vIennnqKP/o3f8Tm5ib/1Q/9EPfu3kONLZJ5zDSaExZifvhHfgyA/+O3/jem0xkf+9jHALh58yZPP/00Tz/9NFeu7PLe9/4oSAqkQhL81re+lWe//CyGYTAYDHJJ7UprhYODAzzPQ1EUrl+/TqEgsCXlxiovt138SwPyZWX1QG0GSZJgF4UlfzyZZMHjRSqlKrqpct6/ia4buFFEKskkiQge0QxLzAvSFNKUqR8jKyIofjyaICsyJa14fzYQxaLHy333cRoCckKYBLiux/5DVwlVF9cNcv23KmvIvoGcJDn3p1qtsffILk/xjZCGuKGOH6Yc9RzWaxakaU5WjdOIMBE3GF3VkSSZUrnIaDRDL8NSER4lKbFVZjE9p2QaeOmcJBWtr2FnSqlUxDRM+n2BM1YUhcPZnSyiMc7xy1f3ruYI4+PjY3RdZ29vj9nM4fj4iMdf8xoRBzmb5X4AWZazRfGEKBI3Crtgo2kqO9vbOPM5zmxGsVhC01R6vR5JkogZQq3CwlswGU/Z2twSyWK2cBMvqaAHB7cZjUYZlqOU5z0oispwNERTxUn3IpsthGFIvd7I2m1T7t69hxe7KFpMGPrIskISpSSJjK5rWV61RqlYZDqdCXxFmrKy0so3/yiOGQ2HOcY8DEM8z6VUKmEY65lBzxc+k0S0luqNBrIkcXDrAEWRmc2mGIbBW97yFr7lW7+Vz33mM/ziL/4SH/ypn8xuOBaWITDb49GY57/4PK++9BLv+vvfy8bmJo8+ev9m8OM//uO88Y1v4OrVK8iyxAc/+EHe9773gaxCIl6/J7/xSV548QU2Njfo9/rMnBmdTofBYMDG1jqKrHD37iHD0ZDHHn2MWFIx9YDLi8FlLeuB2gxkWcaZOfiekM8B1Op1LMtkNu/hzIcEoUBRL4ecyw+4hGgxaYaJopjE2eBY1dR8uLc0AIVRhKnoJGmKjBg0pzFIitBzR3EISMQEgh8EuSJEVcShTVO17LQf4BPiBTGG6lE0TfxQZTIPGc9DTDlAkmAynFGoG6RKgqGZaLJGmiYUbIt+d8BaRWPqxfm1fhHLFC2LYWeCVVPx8PGmIf3zMaurq3Q6HeI4YmNTqJUazSbnFxekiTBj7ezsZM+jzyOPPkq/18d1XY6OjzF0ERh0++B2JmNtoWli8Fgul3MukUB76AwG/QznXBZfpTLHx0fYxSIrKyvcOzqi0WxwfHRCksTUGw2CIBC3lUqF8WhCvVZnZWWFV155hf39fTRN4+zsjM3NTYrFIjNnJm6Chp63bBRFSHkbjQaO41Aul5jNpsi2aDul2WsXuhGGWqB91mYymWJlXpJlznO/38+S17yczZQkCSsrKxSLRaIo4uTkhFK5TBiEzJwZc8cRqXV2Ec8XqWpmwaJcLqFpep7LfXxyTOdcyIf/z0/9Hp/97Gf49DN/zGOPPS4UTncPqdfr/OAP/hAA3/ufv4uT42NGxRFf+MIXePOb3wzA2972dj75yU/y2m94LZIk8+53v1u0jL5qQ3jN46/h4x//eKZMk/CDgEdf+zCNtSpxmKCoMoP+gMFwiEOJhX+ZcnZZ9+uBmh4tIxbvHN6h3W7naWJhFOBFPgkCLVG0i1QrFSzTolwqYxgGxWIRyzSJEyCbA6iqSqVaxjB04ixcJEkS4igiyRbdNBWzhCRKkVWRMBbKHpHmESdxvigCJElMJAWEygI/8VAUGVmVWQQBXgBBFKOpMZASJSmDmQCsVSpVAj9ElVRMrYChmMiSQhAHaIa4wayWdVarZv5c+GGKE0jsX7nGTvMaO41r7Kzt8eijj9JqCVVVSsrCc3CjObVWmd29berNGkEQ4Dgz7ty5Ta1WhxThE6hVM19AjTQVt4WLiwsqVeF4nk4nlDP3sh8ElMplWq0Wa+vrwh+xWNDr9zk7O6NSuZ+pbJoGcRJlty4h/33hhRcA0HUNRZFpNlvZEFeiXhdY7HK5TKlUwnEcGvUGtVqVRRZp2Ww20DRNnPaDgFKpKOIoAx/TMpBlBVlSUFCJ/ZT19XVarRX8wMcyLe7ePUKSJJrNJpZlsbm5meO4ZVkmCALG4zGnp6ecnZ3h+z5pkmLbBYrFIq2VFmtra0KamYqZk2FpyKqc47KDIECWZP6XX/s4n/3cZ/jRH30vo+GQJ598Hb/6a78q5LHrG/zcz4s5wEc+8vMUi7bIiVCEn+SZZ/44f82ffvpp3va2d/Dn//7Pec1rXsP6xobYCGRNKI2A9/zwj7C6toph69x4Yo+Nqy3RNiomNLbKAok9njEPYvzocjO4rPv1QN0MkqyNs7Ozi+95TCYTNF3DLpssQhfZsCG1iMmgdpqU+QfE35ekFCVOibMkrzRJ8/aE7/l4XkQciTbRkjIpZghCwSEp2Q2AOHPbpvmmsfQspElMlCQosi5kiopMECaIMYREktx3uk0XIRJylrDli1lBEiJLMppiCNmhYWJZFoN+j4fWthjMfPwwIU1h7qsUCjbP/sWXkCSZ/f090hRWVlaYOTP8wKM/6IuodlnGtEQAzcpai1qjSrfbpVAocHZ2hlUoMHfmTKdTbty4ITAamd/g4NYBpVJJ0C9VhbnjEAQB/X4/i7gMaa2I7GjXdel1e/i+R68nENLFUonpZEqtVmM+d0QKmWEwnzv0et0slUvi7KzN+sY6siwzHA6p1Wq4rpst+jqqqtFqrbBYzEUKWxBQr9dpt4VENY5jFElhPvRRDA3DNEgCKFgGvV6fxXyBrulUqxVmsxmyrDAej5nNppycnAh6K1AulykUhDkPCSbjMbIi8NaLxZzhUOBQwkAM6SeTifhZsSC/lusVnJl4juIkRtYkZFXiO7/nb/Gd3/0dfO/f+wHe/4/ez8/8zD/n85/7HFvbO7ztr30b3/RNb8YPhDlvc2sd3wsYDPo888wf81Mf/Gk+/cynOT66x4/96I/9pQ9GCIoKso6zcPmZn/kwP/uxn2bmjYmSEMUE5JQYmfL6Lulixsy/dB5f1tfWA7UZpFmQeqVazeFv7Xabu7ePkDUwSzqyGhPGgWjxSEDm/AQIkvunfzmTkorIyxDX9XJjmqbdZ8tIkkTigWyIwe5XexOSJCHJMgqWiIFsjxCguyhC1lSCJEaWhdx04QtsNoCqyJBlMsuKLNpViUSUhJhaAVsvoUgKO7s73Lx5i2KxxEbN4m53jgh6F4iHn//Fj/H2t34rTz75pEBpxDF6uYxWKJGkEhIpqhwTpwF+4BGGIb7vUavV2NjcxJk591PgVOGans1m2EWbG9evM5vNODtrM51ORWrcYsHa6moW27nI2FApuqHhLjz29vZwHAfP85AkifZZm0KhQLVWxbIsptMJV6/uUSwWGY1HdNodvvKVryBJUCmXmc/nYj5k27TbbWr1GuPxWIS9GzphGGQKH1nMiFxXDElVhXK5DIBVMHHmc+bTKbu7q5SKZV5++SVarVY+b0qShP6gjywrWJZoHYoAmhlhFNHptEGSWMzngh6qqhQKhWxOUc9ghgkzx8EyC4wGYwbDAba9yGXHhm5ACm6ckqJgyQqf+MRv8Zk//Szvec97ePzxx3nve9/LP/3AP6beqHP33iF21eS0cwISVFZt/HnET/9PP0ksR/zep/4lv/ZLv0Y3az0BaGaB0FsIp7hi8G8//zme+Vef4a1/8204XoCipxiqRJoanDkqLU2nLAfMLsNtLuur6oHaDEDkHcuyALsZGXNnyQXypwF+GGDXTWIlIEliUkD5qgAPYQJKiZIo4+zLOXNekqVME67ki7uMTCqlKLpEnG0wqiIRhAkkCYaugpRNFr4KgBf6Qmoq6TIkMYam4ocFFr64zquyxGrVJIoihoMhsixRNNeI0iBTREmoskYUh1glg82tDV555WUaqxvU7SJTN8FPFP7he/87Pv+ZP2F77zqff+ks/x0DCsj+fXepLGlYuk61ZGJIC3pnfYq2QDo06nU2NjYypHNHmKNcF2fm0O12qVar3Hj4OtPpjOOjI1zXw7QsGvU6jUaDeq3GaDSic37O3tWrIklrNM4MYwphKDAbJ8fHWFYBwzCxbTszqVUpl0p8+ctfJowiDm7fRlUU1tfXCUMxFzJ0g5PRCYah43a9LKZTuIpBRG6urKzgugv6vR6arrO6toppWMwmM7oXPc47AlktQHwhpmkIuFwQUq4VMYoqcSQOCc5swerKCmtrayRJyunpKYZh4Pk+vV6P0XicGRVF287zPKoVkbVcLBaxC3Y+NDdNgxg4HxfwQihZMq1Cwjd/yzfzuc99lm/5lrfwoQ99iI9+9Jf4vd/7JKFRwvEUKraELHkEyQLZVPif/9mHeONb3sxb/+Y7iJEIY53hJOB//bmfJPRE+FDkeyi6Sel138Gv/+Zv84ZvehsXXgk3iGiWNW5sFDnuzXAlGyscUzb/Km31sr5+64HaDJaLdJqdzBeLBePJmKt7+yClOLMZnfY53thFL+mkmnefBZNFD2qaRhhGpJKUK34kWUJGQUXMCDRdzW8FchqgGDGKpBHGERIQRSGWbqCqEkHoIsnZhiApBIlQmo4HE6yiRaqkWKpKSpH+zCBJxWZyY6NMzZI5PBQ690q1StEqEcWhMKxJClEYEaURSLC9s021UuPo6AjcHq1Sg+PhiH/1L34LgLc//X34yxGQ/FeHQUkKc1/mv/zb304UePzRn/whk94U3/c4OT3Fsix0TQDnFos5URTSarUoFkWEpqII3n6tXofhiPbZGf1ej7W1dSrVCq7rsb21hW0XGY1Gueqo3W6zuraK7/lsbm4xmUxYLBbcunWL1bVVKuUK4/GEQqGAqitEacB4OBfO7yQVruW5Q6VSEbeMdieL+qxz9epVnnvueSRJotfroSgKuq5Tr4sc6eFwxMrKKoqqcHx0RL1eF/kSsjDSqYpCksRohk4guaABqcpkPEFG5qzdRpEVFos55XJJYCYyk9b6+jqe5zMYDrLUtBkpKZ4rwnI0VRgWTdNClRSqZkpiSOhSyMVM5uz2C3zDw3v89m//Ns98+hl++WO/zLd927fx3vd/kIff9NcYOQYrVQlLT/GShL/1PU/jBzKg88Sbv5OFL0IoHn/9W3jf9347SRZSEwces7/4fYpvejOnd2+xsf84Z7GCLGnYRoHrGxJHvTmWolOW/a/Gc13W13k9UJtBGIacnJwAZGC6CQ/tP4SmqozGI/r9AZubG8RJzOHdQ+yWRZC4JGmCjJy3iwR2QITOJHGChIQsp8KNnN0WJEkoiIRfIWU46JGS5sH3qiIcxn4QCAdyHNGot4gTFSVWcecL6lt1IjnFD21GjkmUSCiy2Aj210q4iwWTyZQoCllZXSGMAmRZxVBMvMBjNp6gqKpQqKgarWaTWrXKeDzm3r0jfuPnfhKAH3j3DwstfPhXReMSYriZpPCHv/3rzKdjvvdH/kemsY1uuFgF4aReaa1m2Ggnc+wKnlC5UmZ1dQ3f9xgMh/iZZv3GwzfwfZ/T01OOju4JialtZyH0MzY2NnKVjoTITqjVa6Rpytr6GuPRmE67TbvdZjFf0Gw1RMynLlG3i/gLj87pBRsbG3no+/n5Oc0MyWyaBqZpZQlnQkEWRWEW6gONRpPhcCTaQZ4YlCqKKtDZhk7BLqAqGr4fEPZDjIKOpiuYpoamamxtbWGaFq67wJk7hFHAYjTHc0UuwWAwQJYV+lnamm0XM8OgmoXaG4wnmehBUmgaKUgpSQo/9YH38Sd//H/zuje8iV/46Ed59yMP8463v4N3vvOdfOgD7+OhG4/y3/6zX+NsoFMuKMhSxNaGzMI36QxNgmj5ykKl1uTnf+fzaHLM0Yt/xj/979/L697wRv7Bf/H32d/f5+7dl9m+9loqpQK6qtAomdxqT1noNoVwKMyUl3VZPGCbgaZpbG1tAynj8RjTFO2GMAzp9/pUKhWBdE4i6rU6s9kUtaQSxIEYGKfp0s0vhsMZg0hetnmyFmoOxPNlVM1AUkKqtQayomRpXWGGfZaI41Cgl1WNKJUhVHBGHs21GqluMJkaOJ5KmoqNYH+txN6qQFkvE9uuP3KdSPYZL3yKZhnP9XGmAosgy+JnKZo4KeuqLjILajX+yU98gBdffJG1tXXsqEutUMFPRYCNZWoUdJWCqWFoKi+9esCnfvMX+ea//h089bZvZzBL2amU6V70aDabTCZjSlm/HcAwTJEwlsL5+TmGabC6siJMTeGY8WhEpVql1Wox6A+YTgXpdOYIUuliIXhL9VKd806HZrPJeDyiWq3gLhYUS0Xq9RqHh4eMhiO6F11aa00KukVMiOtHlMsl4liw/sMwZLFw2dvby0JbeozHYxRF5vr1axwfH9NoNIjjhIuLi8yNa6EoMpPRBMMwkSSI44QoilFVDV3TkRWZShZFGbgBw8mY0WjMq6/eFBA7WcpnSXbRxjN90gRK5RJzR9xYZs4MSZKYTqcoirhVGoaJlm2qubgg87lsbYr8h+s3rnEyBVtasHvlKl/4whf4f9h70xjJsuy+73ffvsSeEZEZuVRldS3d1d3D6RnRFA2aHJKQZMowRJGwAJOmPLZGJiQSpGnDhg1btGULXiRoIyRIMiENBYGWAQOiBAGGDdMSCNESLJLiMt3T3dW15xb7Hu/F268/3JfRPXsbtj80mKdQqKyMiIzI9yLeufec8//9//xf+Av80t/7e3zhX/9O/szPfRF599swdB3XMlmG2lckAk1IfAfqexaHTZ/PfeqH+a7f8wbbMGA8mSKlpNc7YPzyfbxXP01eSLblFFGaCzzXQedmougmVHyikkGe5yyXCyQwHo+5deuWMjPfbLBtW634ZYFl2vQOD1m+t0SXFprIdnqDa+Y+fIifUF+zSxRCCAQaMtfAFxSFxDR0CjRlX2hYZNcNat2iUjVJ0oI4gGQjcBtdtobDfCaIUrWdd0yd+4dVTjsVDF1DyoKz8zM830W3YRmu0DUdQzfIKZAUWKZFLjM0C5bhlDzPqLoNfFFlPBrjeR4/+qM/ShAE9Pt9FssRxKp5Hmkaqa4TGAbNZpM3Ttv89E//ND/wb/44F9OILBesUxtRFGyCNZtgzXqzJssUy2ixWJBlKb7v0+mo8cTxeMx8vuCgd0BRFFycX5AkCffv3yPPc54/f0FRFLT39pjP5/R6PWbTKb5fKRlPBaZl8eL5ix2KPAy3vPXWW2w2Gy4vLzAWBpWaTxTEHBwckKbZzpSlXquzCRRJtd3e48WLl1iWzXq9Qdd1ZrMZJ7dukaYJR0cKU7FarQg2G9qdToma2KIJgVEyqpJYISp0XZUQLVtZadYbdVrNFsvlkul0ysX51W7k1HEcNWKcpui6TqfbRgi1q+x29hXeuyTIfjX7R0r4w3/oh/h93//7efCpVwjzhPOxwTrJaLuSP/Wn/nP+6I/9GD/0Qz/Ez/77f4zv+t7fzxf+4/+Oi+lHm70S1xL0GgKHCEGBozlUPYsH9+/xwePH7LUk77zzNm+8/gYUOZvRS4b5HqNVQp7rZAhCPLhJBjdRxicqGRRFQRBt0DWdSrXCeDxSo53lFEqSJliOhW5oiMKgu99lNBliNc2dOAw+VBWrsdByzhS5SwRSSkShg1agaZBGMaLQWK7XJf1Ulo1mjaKQOLaNLAR51CSxO0y3Jnmgfq6pC/aqNvd7NVoVe2c+f3XVJ4lj7t6/S05S7lQgiFdIwPB0iqRAKyTL1ZJcj5FComk6yVYZ4bz22msYhkGtXivdz5RDWJqmiuia5yRJwnw+4+rqij/yR/4Nai2X0TIhzgrmoaBlehi2wPJ1KDLsXNlE5nnO3l4bSotRx3GwbYdavcZ6pciohqmImaPRiHanw/0H97m4uODLX36XO3dOCYINk+mUO6d3lGtYo8F4PFYlqNWS8/Pz0ozFYzab8fDh60gp+eCDD4iiiCzNcV2Xw8Ne6TOg4HlPnz7l1sktfN8jCEKFi/Z8hIDRcLQjperllJfv+9iWQjVouo7tVEvQ3RrLsna7SyGUr7ZhKDTJaqV6KveUtFsAACAASURBVLZtlb4Pzm7gQGk1VGIK1gHrzYaiLB9muXK1Ng3za/wLloslcRTz8OGrSjMhLJIc4kwnK8A2Eg4Pj/jVX/1V/uRP/CT/9Fd+mX/6K7/MX/yFf0ClfYxjQacmsPIti8sRkzjBNA1GlxMePLiPVv6+eZ5jWRZ5nvM93/M9fPDBI7rdLlE2hEWEado0qg6GfjNRdBMqPpboTAjxQgjxthDit4UQv/F1bv+3hBBfKv/+MyHEpz9y2xeFECMhxDtf53E/JYR4JIT4shDiz32r11GInG2xJtcSnIpFrVmlUvexXINFMGObBYTJhmU4ZxUt8GseGjpaan7oW6Cet+wZUG4J5Fdt5aGIQbehQKIbFrlUCafZaFIt8cCu61Gr1PCdCmgekdVjmZjkBWhCcNBweP2kzpu36rQqFkqXULDdhmyjLUVREEUxGjqmZoGUBLFCHOdkmI5OkUOUheQyQ0dHFBqX55ecnBwrUxquxXGqn+F5HrVaTQnIOh16vR6vv/46b731FuPxhOVkgO+oC0CSQSI88rSg4ldxHA/f92k0GniegtIlSUqtVqNSrSj8dCF3zdM8z2k2WwoHMRwRBgEnJyc0W02ePHlKf9Cn09nj2fNnLFdLnj9/znq1xnFs2nt7ZFlGr3fAcrVkPp+TJEmJy67z6U9/mk6nTRxHXF5eEsURr7/+UE1d+T4vXrxgu404POwppbbnoRsGeZGzWMwxLRPX8xgOB3ieh+u6tFpKqBZsArI8ZRNsdkb2Uiovhms71Xq9RpqqXUOj0UAIwXqzZr1Wu6eLy0s0XafRbHDnlTucnp5imhbL5Yo4jkvY3oZ+v89gMGA6nTCbzZhMJpye3sb3fbaJyXBxjU0XbDKdp3M4X+agW/zCF/8Wf+gHfxCA//Df/cMszt7mVlOSTq84e/yEaqXK6Z1T7t69x8nJCR88fsxyseRg/4ButwsSkjTZeTS3O210AXuexmdO67zS8b6u2c5N/O6M/yc7g++TUk6+wW3Pgc9JKedCiD8I/Dzwe8vb/jbwV4G/89EHCCG+D/hB4NuklLEQovutXoCUBXEREG9DluGMIpflqGiOYeropkG0UTsHTdPwnRr7B/tcXl7idyzSXHGErj8AO+7QR8RjFCBjDa3EShSFRDMcdE2UcDuJtGz1WARZqBOGOhtRZR0JdF3QqtiYhsb9g2q52s/xbEv9DCmZzmZkaUqtXqMQKds0Uhd73cAojN3FYRvGxHlEbsTI1MTEZDJT3gCmbZDlKYZu7F77R0sSArFTR2uaRq1W5dXXXuXdL7+L0727u1+CSZoUuIaP5SiuvmmYLBbLHa10b2+POI7pdDpcXl1yddXHtm329/cZjYbUanUODw8Zj5XHcbSNSjvLJZZlUatV2Wu3GAyGDPsjDg72GY/HNFtNTNNkMBgoV7GSx5+mGYvFglZrj263y7vvvkccxzx//hzX9Tg86nFxfqG8i6dTdE25wDmOMoK53mn0egcYpbtbkiRIWeA4Duv1gouLc1bLDbVaHdu2AOUJPZlM2dtrEYShKgkKsRPc6YbOdDpl0B+yv9/Fq7ikRORpSpLGSoVsK5SHoRvl+KlNVqQIAS+evaRSqaBpGpeDCdPER/X8xe6sRYVBFEt0y+SWI/n85/9torzg+eMPGL54l0HbI9puyxFgONFv0e10d4iNyWRCt9vFMAw2mw2nt0+V2t40kYWks9fk7OW/wDys8PzZJXl+Q6q7CRX/n5SJpJT/7CP//b+A44/c9k+EEKdf52F/EvjvpZRxeb/Rt34mga4ZFDInz1OkLkGTaIAUBWmmVLxC2Fi6jaVbuI0Ky/mSJIgQ7oe2g9deyAIdmUGW5OSlRaZhgbCVT0H52sgLdhNI148vQoNgI9gYbcIUbFPj9eM6+w2XxSam7lsUec5wkRDGGbauaKeDfp/ufpdCz9jKNTIpsAwb1/SwDRcBFLlklWxItQghBVbhkWcF8Tam1dpjOp1RrcfU/AaL+ZIsy6jVa/iev3vNRYnLUElC0CxxCzIJ0ISC9+VoJFlOnEbYpsNquSJNU1brFdtoq1TLZelkPp+RZzl3Tu/w7JmCnrX32qouHwQ7wuh8rsxqjo+PeP78Bd1uB9NQvgd+xeeDx49BwptvvsF6rZqvt2+fcn5xznKx5PbtWxiG4v/HJYX1zp1TtlHEYj7n7OUZvu/jeh7j8YiKXyFOEuI4pl6vK9FaknJ2dl7qFZSlaZKkbMMQ21fq4el0SrPZZLlc0usdUK+r0dNGo7Gjqj57vub8/KK0pTRKkF3GdhthuhpRuMHQDeI4o7vfxTRM4kT1XPbae0ooZ+gsFyvlsNZus1pvWEifIP1GG3OBFDpe1eXk3gP+0z/9n2BqEcMXc+bTxY6pdHl5xWw257333itNdlpkWcqXv/wOL1+e0W7v7XYon3rzU2y3WwaDAe+9+y5JrNTbNzuDm7iOj5sMJPC/CyEk8D9IKX/+m9z3C8D/+jF+5gPgu4UQ/w0QAf+RlPLXv/pOQogfB34coHd4QNNvs41CQrkhzZMPX53U8B0Pz67gWB6O6WIZaoV2dHzMo0fv4zkWkgRd05CpoEgFQurYpkXmJGQioiAHUXzFh0SWsuKdTaYEIoMohNhuE0Zg6oI3ThqctH2QEt81ieKUJIlZRxlJOMK1dNabNYZpkhQxmRGSJim60DF0E10zcA0HXdMVIVRs0aWJXqjb5usFx7ePSOJEMfCLmFzmqnYehqohDjuKKkKUSlgVmibwfY91kqIJr+x9CKQU5IXqN4xG413fYb+7v0NCbLfbHbPoerXseS6TyZijo2OeP3/O2dkZh4c97tw5ZTKZQunru1qtCMMtUkparRaXF5dIKRlPJhR5jmXZxHGkUBndLlmWs1qr6aQwDPF8jyzL2O/uo2kamqbx5PET9jotTk6PmI0XOLZSIk+m0503w7Wr2v5+FylhOpuS5bBZrRkNJtRbNSzbJAy3pKVRTZKkBGHIcrlUJbCmAiFmmTo+YRiChGq1QpFK0kASy5gw2OJ2fRzXwfM9Bv0hju2g6RphsKV/MaDd7ihBn7RZpdY3/XBM1jHvXOQ0/ATHjFmNQ+bTBZ1Oh1qtVprcp5imRVEUDAYDnj17ppJVlvHqa69y+/QWQRDw9ttvUxQFlq3MbA56vZ0Lm37TM7iJMj5uMvguKeVVWcr5ZSHE+1LKf/LVdypLP18A/pWP+dxN4DuBfwn4n4UQr8ivWqqUiefnAR6+/lCG84Q0k2i6iW1pCDQc08U2XTynooifulWSStXF0XVc2nsdhuMBXsVGoEohuq3jex6mZbDZbggiSUGO0CCXKYW8TgqqbKMJocxwYp1wLUmdLqtQoAl4cFjjuOWVU0kC19RZhCmLTYGtF6xmU5ZFwcmtE+qNKqFcEUUpsijIKEiymDRPMHQLcpSBSsXDjAwKKZlOZnQO9tBtgWvZ2IWJbdnomo7juXjljqA8aNfno+TtfHhITdNCT1M0rRQfAFmWs56FhFpMs9UsOU2R6j2UJiubYMN6tca0zN2oped5xHHCdhuqJn69zmg0ptlssLfX4p133qF3eMjJyQkX5+eMRmPyPKPZbOI4NhfnF1QqPm+88SZFke/4PwCtZpMkSZlMplSrVSI92l24Ou02k/EY3/O5Oh9Sq1coioLjk2Ms0+TRo8fYtirl9ft9JBLXUc3S9WrF8GpM97iFXTWwNQ/HdkvVsCzNapRK/cmTJzSbTTaBSipBEICUO06SY9tUDw5J0oRBXzXZt9st69WaKNqy3SoHurOzc3y/QqNRZxkmLHKf/FsM8UgJ2yRlvxERrRKuzoZ0ux3eeuutktdkoBsG0XarjH18D1kUxHGClJLT27fxKh5ZqjyfbcfCc73d8TQM48bp7Ca+Ij5WMpBSXpX/joQQfx/4DuArkoEQ4tuAvwn8QSnl9GP82Avgl8qL/68JIQqgDYy/0QNMw+To6FiVIpZzLKlW/75bYbPaYPsutul8haoyyzKm0ynTyZQoiKn6VdqdPRbzJePhhMs4xrQs9SFSBScMQ+BVbSzfotByEKrUIgqNZCPJEkHqtJmFqo/Qa7rc7lZASNLSC7jICzw9Jy42PHv+lPZeuxRmeWyzgGT9EXV0Wf7ShIYmtLJ8BbV6ndRNefHsBXudJpojWW3nWIaDqZuI8v7ADqz34fnQyLO0VFp/5V9dAx2N67FCQ9cURG6t+Dapptg/s9mUzWaN56tEs9lsMEwDz/XQdb2c1zfIiwLHdrBtm3q9zlX/ivF4zPHxMULTGA6GNJuKLwQC21bHu16v4fk+jz54RMWv0Gl3qFR8nr94QZqlbMOtYjZpAs/zFQHVdgjCEM/zOD29TRAEXF32WSwWNBstZvM5tVqN5XKJpmlEUcTLF2qU1TBM0hJdbWoWWmwiLA1DV2Y8hmWw12xi6MrjoFqt4Lguw8GAo+NjRqMRV1f9HXhvXuRMJhM0XUcr7VEt08KybfYPDjg5OebtL72DrmvstffYbCMWmU+UfTyhl5TqFI0up9RrdT71qTdxHBdNU/7a15aaQlPJ+sWzF7vS5mw+V1auQLVWQUjBk8dPmc/neL6HXTKd8vwGWHcTKr5lMhBC+IAmpVyXX/8B4L/+qvvcAn4J+KNSyg8+5nP/A+D7gV8RQjwALOAbNagBdWG/urqiKHJsy8bU1erMNEyQgjAIsS0HWQLoFvM5l5eXWJZFt9ul2WqyDUPOzy4wLQPbtlitA6TToqhVydCVdkBmBGlMNA3RNZUckBIpcxzfZ6tXma1VImj6Jg+Pa+hCkmc5UkKcKiXverUm3IbcOrmF4ziKq6RrJFFElme7FbxlWPhWBVO3lRpaaAr5nKacv7hgb69NpemyDKcUsiBOtyRZhK4ZeFaFPM8Zl1aQEmg2miUa2iBNE1XaEmpnkxd5ec6uz53ycJjNpmSJGkW99oro9Q4ZjYasV2t0XadaVWYzea68IpKSHRRtIxAwnU6xLIv1as18NkcWRWmTGQGKIbS/3yWOlR/F3buvYDsOV5dXnJ2dU61WAIFtWTRbLZ4vn1Gp+kTbiPVmzWazodlsMp/NqZVud67rce/+XVarNRcXl8RRpGw4kXQ6HXRDYzKe0u8PqFQqJEmC57tKMZxJilQNDwghSdKYLHcwDRtD18vfNcdxHKazKVEUUa1W0DUNy7Z2fKzhcIjv+zz+4HFJZg13SuzVasXpg2OiMGGZ2Kyzb12W0YRECLDMgmybEkcJD996iO9XQIBlW4qoiuoNZXmCaRm0Ox2SJFU0X0Pt4DShM53MuLy8pFatcXR8VNJWlXNb/q22KDfxuyY+zs5gH/j7ZePUAP6ulPJ/E0L8CQAp5d8A/gtgD/hr5f0yKeW3Awgh/ifge4G2EOIC+C+llH8L+CLwxXLkNAE+/9Uloq8JAU7VJJeqiZcSk2UJ8XaL1CAo6ZJZlnFxcYGUkkpFWS4mSUrF99k/6LIOl4wGY1brAKdzh2VqkqeUEDqNvDApCgNTr2BpOQYFVR9MUzANNZaBKhz5ts5rxxUcgx2rXxOC1XLFer3GMJVXruu6anwRSV2vkmQxRXlR1jQN1/LwnTqWYVMUOXmRk6bZLhEcHByQZBGF0yDOlLWnJrSdG1qRFxhl2Wa5WJKmCbqusBmTybQUVFmqzCKVCrcQ1410iWUZVFseju4jpEaSpkwnSuR2Xc93HLU7uEYxCEGpkFZz95VqBcu0WC6XpGnKg1cfMBwMKArJvXt3GY8n2I6NaSoM9WQyYTQa7wRs9x/c5+rqijhOaLX2GA4HxEnMyckhq+mGbqfD1WWfzWbNYDDg8KjHem0rppGh02jUS83DmMcfPNlRRW3L5uBgn80mIE4ixuMF1ZIzlCQJ20CxhISmoZuS5WJFqEfU68qLoVKtUvc95vMFm01AvV4njpNdg3m7VZ4Utm3T6XZxbJukbLhfXV2Vvx8EicaqcL+Js5gyRqp5OTU3Q9eUqHF1tcT3ffbae8RJAhJsx96p1xU+Rce2bCzL4vj4GCkLJpNJOTmljtfx8TG+79Ptdnn58gXArjl/EzcBHyMZSCmfAZ/+Ot//Gx/5+o8Df/wbPP5HvsH3E+DHPvYrRa32t1lAlhfqb5HtVqk1u0qRwNOnTymKgsPDQxrNBlEUsVwsqNVqSlxUJKyXG4LNFrt9wmijI4FOzeKw6VFxTbK8YLyKGS4jgkgi0Vgk8lqahhCCPd/i/qFPzVUX3flsTpKmJHHCdDql1+uxt9dCSjBM5XOcpAlJFpPkMYUsSzSaiWv5WLpNluRYlppGuU4EvV4PgcA2XQzdVEY+aYgmdFyrgiYEUoNatQpAs9kAobyeJcpw5zrxWJYNFPSvLhmGfS7PX1BxTL7r9zwkjTLidEYYRCRJznqtJoSkLMiLnE2ozOBbzVb5PKqx3Gg0CIINvd4hq9VKgfSQXJxfcHJyQq1W5b333qe736V3cMBgMFCoDyTj0ZjpdMrJyS32u/sIIXj54iXb7ZZCStqdPYQUxFHCeKxgeXvtNqvVmr1Wi+1WeVrour4zxKnX67iuwpQAyu/CqqhmdqRhmAZpkvHu249otRt09ttIKYmjNa4n2Gt12YY5o9GYJE2QRYFpmaWPsHp8nqvJoSRO2GwCVquILFPN2DiKCQOFGK/VajTqDRaLgJWskebfqDwkcS1Jy11hFBHEkCNBGMTbhEq1ynKxZDafc3x8jGma9Ad9Dg4OWM6WIKBaVaK7RqNOtfYGv/kvfpOrq0tA8PDhQ4QQuJ7LbD7j5OSEJ0+e3jSQb+Ir4pOlQM4LXKOC1CSZroxg4lxx6aMwZjle0d0/4OjoUNWBswwQdDpq7jrLU9arFfPZgkq3w4uppsxg6hZHey6+reOZAtO02K873N2vMlxG9Och2yQvMdMGTVenahU0XJ3NesNisWRdqlkVVluJfK4xCTKUu+8vt7PSNlMZzlimjWuqUshyscKyLSbjCXt7bQ57h7vfXaCQ1sIQysGrRFdIlEnPDs5aCuqSPCNJUtZrZc+omSGzTUShCf69P/b5rziu3/2//F2Wi4RtuqJRbeBX61iuQ7XqoxsuKZly3hIWda/JbDIrzW9iHMcpIYFjnj59BkgajQYPHhwyn88YDIe0Wi1MwyAIQnqHPZ4/e67GHT/1KRaLOcPhEKGpMt9rD1/l8uKSfr/Pw9cfkm5TWs0mpmmxWCyYTWdUaxWqtSrVapVCFoThlsl4gmXbhEHI3t4e9UaNPFOK4OViQV4U5EWGlPD6Gw9I0ozzlxc8nj+jd9ih2shBpEi5pVpt4HsO/YFgMpkqw5kk4ZW7r6AJwXgy5dnT5+qY6AZ5nu8mmEChUrIs4/j4mHC7JRA+YfKNL7qagP1GQhEHvHr6KZJYvT88zyM/yXfCt+FwRLAJCIMQWRQg4erqCtd1qNWq1Oo1bNNGNwx6hz3GozG3T2/jea4qJ6UZpmEwmUyxbQvLMnev+SZu4hOVDAC2q3g3LmmZNp7tMugPKTSD1t4ee61WmQhy0ixH0w00XScvcrZRyOXFFfVOlWGgk+VQdQx6TYciz8lyHSw1jimEwLMFr+xXuNX2iJKUOIoIg7UaTUxTljOLKIowLWsHRTu5dUIYhDx79pRWa4+9vT3SNGWz2eBXPZIsJitUv0DTDVzTxzIdNENjsVjy4vkLTm6dcNjrfYVq+lo3kGUZaZISFTFZlpHECdtoq+rbWUZeXiQ0TSutPXV83yPKQnTDZr6d8J/96Z8gjhMOj7q09hpYXoLruaymMWG8Yr6ZkOcFqfRpNG4RkyDzgqrTUKiKkvMUx4pX9OL5C0zTpNlscnp6ynq9ZrNZI4TGfDbn7t1XaDSaTCZjri6XJElK7/CQ2WxGt9tlMpny6P1HdDptFvMFWZZTq9U5e3lewgct5vPlTutwfKJkLLIc9/V9D9d1mE2VwvdT3/YpDEO9RwzdxHEc8iLn6uoMUAjyRqNBs9Hk0fsf8Oi9J7T26ty63cazLaRMKFATV4dHB8ymc8JQGf40Gw0810FKSbNR3znCJWmqAIObNXEc0esdUsiCTaazyiy+Wf3TsSS2GRNEaqX+7ru/Q5Ik7O3t0em0efHiBa+99hDLsnj58mXJ2RLoukG70+Zg/2CHaM/SnEKm6JrqeQz6AwbAgwf3S9V4xmKx5PDwcDeGehM3AZ+wZGCaJpPxhP19VVII1gFBEHB0dES702a9Ug07oetouqKKClHaSmaRahx7Ogkaq1AJsfYbDq6lJmKs8gISRdEOKbBer9kEm5KVoyaFDg8P0fXSpMYwcGwbx3EwHRNZXihd18OyLDRNEAQBhmGoFV0qMHEQhsA2HFzLx9A+FEHttVt4nst0NiNN0l2zNU3T0mGtQAgN3dAxy/HAOI6p12rU6w0Mw8AwdLQyoYFSaW9Ci3U4olXr8t3f/d3oTo00yzF1iVGkeE6Du7dqJHGM43gslnMq1RqFbkKSYBkOWVQw3kwIAqXOnU4n1Gp1qrUqtWqVVmuP8XhEu91hNptxdvaS119/Q1lklvc9P7+g0ajT7XSI44RHjx4hhOAzn/0Mz589YzgcKU1Dq0m1UmEymSCpYNmWekySUK1WdyptSkV5kqQgBHt7e1iWSRArP2VfUwb1RRKy3cYK/pepEeE8z1mt1hweHpGmKe+/e0m3G3N03Eai2E7tdp3xcEKrpbyiR6MJvu9ycNDFc10sy8R1bYSmHOxGwxHn5xfqfMc5K2p8K6thy5BARlHkzOZTXnv4mpqk0jQMw+Tevfs7+un1e3+xWHBxeUGn3WY2m+F5HrZt0x9cMBlP2G633L9/j80mYD6f8/bb72DZavHyxhtvEIYB9XqDNE3///q43sQnLD5RyeAaIHbd+JrP5zx48EApKQHH81kHgWrqeT6GrqFpkjSLOT+7YJuEeDWHVaiT5spkZq9qY2kF8+WcwWxGEGzI0lRNbZgKUNZqtnZ2iptgQ6fdJk0zXM9FE4LnL14QhAFapHH24pz9bhdNE5yfn7Na10nK2W85UuYn1XqVvIBMi4mmA/JcWUrK0uM5DEK8Eq52bQxvWSaGYe4MfhRHqaCQBYvFEkPXyymaD+Ojxj6u0ySMFoRhQJFVCZM94qzAMwoqcoXvtUAkpMkSmbskUUjmuOiGwLV8fKtKtE4YzCdqN2QavP76Gzsf5etxznqjQb+vlLH37t1Xq+lWkyiKePvtt0vj+TqDwVDpB6JIaReyjNdee42XZy9ZLpcsFwuqlSpRpIReR0fHnJ+fU63VmE4m2I6zs+k0DSVsq1arNBoNkiQlz4rd7qAocoJgQRKrZnEYqp7EfDbDNI0de6harTCbzZl+aY7ve9y+fZvVas12G5U47ZxKxaPT7aDrmtKdlBFHEev1hn5/oIyXthGB2WKbfOsxUkMvKbWuyWQzYD2OiMKYvMj5zFtvURTFjuMEShcSRUpr0Gq1yIuC6XSCZVnsd7sI4Nmz5wih0ev1aDYbhOGWKNqSJinvvPMOju3w+MmTGwXyTeziE5UMALr7XWbTKYZhcvfeXZplfV5ROguqtXppMKIjhCTPEy4uLhmPx7SOGySZziI0AUGrYpGGC548ewpAo9GgWvFptVq0223Fo9HVIZJSMpvPytl1ZVo+GAwQmmA+m+N5Lo7jEmw2rF0PKQva7TbVahVdV4ria+HS4dEhaZowGo1Jk1Qhk2t17t6/y2a9QQhBs9lA0/SdjuCrQ3GVNHRR8vjLP9fxoRpZRVFkXA7PSNIQQzfxmGHIFFMa5Bo8v1QNU8eyiJMUwzCpVDrEsSCLE4ajCevVhlarhRBgmCaXl5fU6zXyXI2Q7rX3lN/vNlLgOF3n4GCf4XDEar1SquBAjYd2Om2+9KW3d9yf8/MLWntNugcdVssVURRj2zZ3794lyzNWyyUgVEPXVAY0m82azTrGKymdm82G7TZiNpuzWC5oNhtE24uyearGiF3HJ06UwnoymfDKK+o9JAtJvV5Xu5vJmPFozAePHoMQtJotfF/t9KI44uVgQSQtqq5BwzOwDI3Vcs37777HerPGdVwSs8o6Nb/2xH3tmcTQ1Vny7AqOrNI40hgMhziOg+f55e4IPNdjPp9h2w7NZovNRrGVQOJ7HuPxWAnJdMXmsh2bZrNBEFgkSYrjurSExnQ6QdM0HNu5SQY3sYtPVDIIgoD+lVKUNhyHOIpYrVbKdFwINA00DUSJk8jyjIuzC66u+nRvtZCaYL70iFOhmsX5kg/ee8npnVNOb59imAbj8bi0tsyZzWZYlk2eZ6zXa+Zz5X27mC/KxpvENCwOegd0ux2E0Dg87DGeTNjv7hPFEZqmsVwsiKKYe/fuMRgOqPhqDr7ZaLLebHj//fdptZoM+0PiOKZaqyr3tEyhkK9LBB+Nj/7fNI1dA1mRuNV/rieWVGrQaFQbBFulpYgziWk6VLwKSRyS5uriqwkd2zLwXZfNKmQ+U+Ux3/e5d+8eUaQu9Ff9K4XzLmTJJFLN3TAMcV2X0zun5fioQk6tV2u63S7dbpf5fEZUcoQcxyaKYlzXYdAfoI90bNum3W7z9OkTfL/C3l4L3/fJsoz1elM6ialGeavVwq/4jEdjxQ8qdxm2ZVPkEtM0y+YpJXpD6U8KKUmShIuLcwaDPkIoPwPTVA3her3OZDIphWRmKahz8XyXyXROpeYxWaWMlxF5lpNmKT/yI2pw7vDwiD//t/8hxce80Jq6xNRMkiVohrpox3GsjvPVleoTpSlFXrBcrpByycHBwYfnuZDkucJqXyc6wzR2vbUgCEoAYIpf8Tk+Pubk5IQ8V+C+m7gJ+IQlA8Mw8LxyhRZtSbOMIAxBStabDfV6bbfSqbfqDC4H9PsDbt87QtqS2cZjHRl4lkFDrBmcPefVV1/lzp07ynylHMEcjydMphMsU9ljdsr6tuu5IJUXs+u52JaN67rKf1czEAIyKQk2G2Snw3Q6RRaSKIpotVpst6oO3k2ubwAAIABJREFUPJvNME2TarWqfHJth/2DfUCQxIrEORqNVKNQaOzvdzE+wsYXOyee6/jQzxkhkcWHNysXN8lms6XqHNNu2Lz33vvI+gmrSBIUgmoxodYxQUgsPDyzwjaMWK023LlzB0M3ePnyRenoZjCZTpBFwSv3HyhM86DPfpkQwjCk2WwQRzG1apV3Ly4o8oLufhdDN/B9j6IoGD95zBtvvMlsNmOxWLLZbGi1mkxns9K0PuOttz7D2dlZOZlzQpomnJ9f4LrODjDnOA6uY2HZFsuFguxJCZWKmu4pioLNJiDLYu7fv0OeF8gCbNukPxhx+/YJYRgSx4nSHsQJYbhlvlhSrSoznM1mU/67RtOU50HH1Nn3TGI9JQi2bGXM3Vdf5emjRxwdHyOFDny85qymCbIQNssQf78KUpUoDV1HaCrpBcGGyWSMEBqGoTOdThBCYzQakeUZsoQozmcLZrOZIupmKZsg4Kp/pfyrm016vQNm8zmTierhFMWN6OwmVHyikoGmabTb7dIhS23Bi0I5TlWrFVbLFbVajSAMmU6mLBZLAKbDBbVmE0eYdDwwsiWji+dUKxVarRaTyYTValmy6nN0Q41t2o5Dq9kEocZThRCs1it8z+fs7IxGo0EcKy4MqJLMYrEgTTOurvpYlkWj0Shxyj0mkwm2bTPoD2g06jjlajgIAqaTabkbSEnimIpf2dkyFoUsLwgBSZrQqDd2Ps1fGx82Va/tO+eLOQJBq9VhEwRsNhFuVSdKFYDDQ8OzG5ALdExsyyPLBNWajueq1Wm322U8nmAY6i3T6x0yHA7Z39/HsiweP3nCcrnk/r17VCqV8r46eZZTb9Q5PjpiMpny9NkzwiDg6OiY7XbLdDqh3qiSpAlXV1e89tpruK7LaDRCSsmDBw94/vwZv/Ebv0GlUsEwdCzLLl3EBPVGDSHUsdluQzyvpbg7lk4QbBiPJ3ie8mjIshzTU5nSsRSXx7Z10kywCRJEDPVGjdZeg2q1QqNVY9Af0e422G6Vt8N0pAixT588Jy/ynXveX/1rf52njx4Bgl//tX/OT/3oD9Botjh95R6mbTObTvn+f+2HmU7GfMfnfgDNMMudCmSZyXy8osgljuNQqVQ4Pz/DdT3SNFXTULmJ67rUauWCRwiWi6UiqeqagiNWKtTrdYoi5+zsnCiKGY8nWJaJ7/s0G02Gw5HaMUq16Pn676Gb+N0Yn6hkYBgGjaaagBC6YDadk2YxfstGUtDwK9iWhe5o1LouzaSBzCGMBNvcoeoI8tWAwUA1+dI03YnUOp0O+/sH5fhmTuWkQpZlCq+wWVOr1ej3+0pQJMF1XarVKv1+nzuvnJZGOYLVas0rr7yCaRpEUayUtHHCYNBntVqXmOEM23YYDoflriOmXm9QrVZJ05TnL55TqSjMRBRHTGdTdE1ns9ng+ao23O12v8EHWfUOkjghTRN+8zd/iziOSNKU27duo2mCKNri5ilv//Nf5X/863+OX/zFv4NZqBKImoBSKuSzl2ckcVJioUMOegcM+gMsS+GoHcdhMBjgeS5hENA9ajFZjJFI2p02v/Pbv8PR8RG2Y9Hv9xUeI0kBlVSj0RbXc9Ftje0qKhu2KwzDYH9/n8lkgq4rfYJEMp/PabaaFEXBer3eTVJdnF9gmgYPX79PksRoms5qtSGKY7r7HWzLVcdKy8jJkBRkuTIGSosYzSrY6/psN1m5s5BlElb9Cce2MExBFAuEbOE4FtE2pZASyzHZBjFvffbT/OZv/TbBagHAbDxgNh7w7IN3d2fm1//PfwzA3/yL/9XuewfHt+l0Otw9PeEnf/InEAKu+ldkmdqlmpZZTpFJTFNNjyVpiq4pjpbneeRFgV72Ca6ng/I8J01TgiDg7v07mKbJYrHAr/ilG5zGwcHBTTK4iV18opIBqMmQJI0ZDUfk5LhNnyDLyXODQgryKCPPdeJU3yk+k0zDtSxqWsqqBJhVq1U++9nP4nkel5eXZFlGFCmLw2q1iuM6JHHCYDigvdcmzdQH69bt24xHI0CqMpAsWC3XVKuV3Za+Wq2WrmO+esyt26XRDKrEguTy6hLLtDjYP6DX6/HkyWMODnokSYLruOr5wg2GqeO4Dnma7xS/6/WaMAyU6bp53aT8UHgGEEVbfudLX6LRaPDw9YcM+gP+0T/6P/jsZz/L22+/w8994UPB+GK+4OHD+7iOS1EoEddmvd7tPiaTCd39LoP+gFarSa1WZzweUa83aO21ePfL7+JXPPIix284BOGGy4srms2mao7bNXzX5/ziguVqyasPHjCZKAyV0GE139BqtNg/6DIcjri8vKJWU5NGi+WSaqXK8dERUkoGgyF5luF5PrPZlO12y/7BHpZllBdCwWAwxvc97tw5YjZbIlFiM9+1wBDkRVb2UyR5kZbmM8qXWtchzzJ0XRBHMQJVastTyXat3PFymSI0gY4AIZmup/yVv/Rzu+P5i//wH/PO4zOmwytm4z5P3/sSzx59GcOymA2vvuL9PLh4yeDiJW//1m/w73z+8yydlYLgzecKO21Z6LpGmmVkabZDTwshSJKE0XisuFlciw8L0jQjyzLOz8+JoojonQjf96lWqvSv+ty5c4d2p81sOrtJBjexi09UMiiKguFwyHS2QHMqxIZLfwhprmjM6mKo5mg0TWDqGq6l0fYFbGecPT4r6/TgV3xW6xVBqLQKtVoNz/cQCKUaLgql0Cxr++uVujgO+gPW6zUnt05YLhY7P9wkVZqANEvVCsz/EClt2zaz2YxttGW/u0+apQgEvq/KTbquY5er7DfeeEPhD5ItMVDIlFwa1OsNstLXWNd1nj59xquvvvqRZKBCygKBYD5fsFqt+L3f8R1kacZ0NqVRlgkUMgJ+5mf/LJ/+l78Pr5ipnojjk+cFi8WixDnrnJyc0B/06V/1OTw8VIjmzZqDgx7D0ZDRcES1WuHuvbtMJhPiIEIW6nXceeUOYdn0b7X2iKOIk+Nj+oM+1VqV/V6Xp4+fKZ/jo0OyIsV2LeRCcnFxwdHxEa8fHe4mrLrdfdrtDr/927/FfD7n1u0Tut0mcZwoD4RlQBhu6R12qVZdiiLHNHUkBa5r47kOWZGRZAoUWBQFRaqIsVIWytVOCILtljDYYloGsihIs4QkjdkEAd//vb/vm75Hf/bP/Fkyq8GdBzXuPHjza26/ru0XRcFiOmJ49ZJieUG0mtFu73F4eITnuownY3Rdx7ItNKHRbLZIs1RNKpXKbzUuqhr61WqFIAh3cD3LsqjX6zx79ox6vc5ms+bZM3WsDcPA0JWD3XXZ7yZu4hP1TojihKtZTGJ0CLeCrJDomsAyBL5t4pgali4xRQFFRrxdEa6XTPprAPb39wmCDVLC8fExdmlfWavV2G63eJ5LlufESUyRF0pstt1ydXXFYrHg6PgITWgkWcJyNWe13uDYDmmWYlkmw8GQw16PvMgZjYYEgWq4bqPt7jlWqxWmadDrHe64Ot1ul+12y9n5GS/PXiodAzHbLERDYz5ZE9US2nttHj16n1q9Xo50ftSyUPUKRGnsnKYK4/Do0QeMRkPCcMvBwT63bqmyxBf+xE8xzhvkUiKFTpalgMQylbgLBJuNEtsZpZJ5tVrhlJC08XhMmiT4vkez2WQymdJpd7jq9+mP+hwdHTGdTFX5Qtd5+vQprudiOSZNp8ZyviYMQqI45uCgBxKiMGJwNSJJEnq9Hq1WsyxHuUTbLUEQcHF5QbPVAikJw5D12lI7rvGMatXj7r0jdF0gZY4QkmrFYb4I1JixzABJmidsog2WpzHoz6jXaghdst3GJHGGaZl0ug1MW2c2XXF1NSbYRETbhJ/5D36Gv/yX/vLXfX/+t3/lF+jd+zRx+o2bsqLEjGu6Tqvbo9U94LTz7WyuzhmPJ9TqdSrVKgcHB9w5vUMQbLBsu/Ru3lCpVlmvVriuS5pmCE1QqVbUMUFgWRZJmmDohlrcaALbURA71SR3ePvtt3nzzTfpdNo3O4Ob2MUnKhnkwmBWVClipdo8bgp8I6dIEvIoJg0TwjQlz/Pd1NFBt4Nz60QZsSQxb3/pbbr7XbI8JVqHSAlJnJbN5L1dQ1oZ2xQcHBzshvVlIemP+/SODrBsg3a7w2KuzNyvrvrM53P297v4pVbh6vIS07JKxILy9VWCMZeLiwsc1+GwxDIIIXjt1df48rtfZr1acef+KUZmIgqN3kGLxWLJ2dkZzVYLgaDZajKbzXBdd+djIIRKAovFgiRNqNcbrFZL0jTjM595i17vENNUyWkwWaDbTbK0QGo6aZqVFpkC23YQQtDr9Xj33S9zeHREu91mMpmyXq+5e/cuw+GQ8XjCwcE+zWaLMAx5+fKM9XrFfreLZSpz+fF4TBAEeJ7Hq6++ymg8JMpCLNvg6uUQXddZrZZMJhOyLMX3K9Sq1ZL1Y6NpOkWeMZ/PWSyW9Hr7+BWfyWTKYDDk8QfPqVYr3D7t4Xmqd5QkOVGUohsCxzGpNWzSPCKNthi6SZLFxGmE5phsFjFIDSEK/IpNpeZimjppljOdBoz6U9brDY7roZku3/UHfphv/1d/jCgX5F8HQZp8K7nx14k429Lo1Dh7csVivqDb7WDoBrqus1ytqPg+q1RNBsVxzGYTUKmmBMEG3TAo8pwwDMmyTCnjE3ZTQprQqFVrGIbBerPm1q1bXF5e8uTJEzV9901BGTfxuyk+UcmgkICQ7FUEbS8n3axIc6g36vitFq7jkuc5y+VSGauID4VXAlWv1w2dk9vHFFrKNknQNB0r8TC0D0c34zhisVgShAH7+/sMBoNdY04Z1PjkWU6WZspkvN1RPgNxzHK5ZFS6cAVByJ2umraJk5jtdsvp6SlFUXB+fl7Cx4YlzqHG1dUlB/sHhNuQ4dUIwzTodrukcYoQgvb+HoapM+qPiSOlwl4sFjSbSni3Wq149OgRlmUyGo0IghDLMvnO7/zOUvxWIjR0A5nnyspHghQ6aaIap5KSzlryjZrNFqPhiE6nQ57n9Ho9Li7Omc8XvPnmmxRFQb/fLzn+AaZpsdduk6UZaZpQqVYIggDf9xmPx3Q6XQaDPsOrEYdHR2zWG87PLzg5UbPvYRiWPKUKlmkzn824uupjGAYPHtxjG0Wlb0FMlqaYlkWeF6rhS85mHRFHOboOmq6xXqXohiQjI8lidN2gKHKM0pDGrZgUWcqtW200HaI4ZzhYMRkvibYRmm5i1bpkdp1YWiTZ9eXz/91FVCDRtGvxYIRuGbvSjmGYSJTPRLvdptvtksQxw9GIbrfLaKTOx1DTSJJU6Qyya79rAwS7iSHDNLBsC9NQzniNRp0iz/ngg8dKA3KTC26ijE9UMrB0eKWVk2/XxIuC/f39Xd1zvV4Tx3GpRM45Pz8H1Iet3qhTq9Z4+eIl9XqdTMastwuidIsmdKzCxbRtQK2uKxUl+lLWiRBFMYeHhwyHA+r1BpZhM11MCbfKdzhJEubzGYeHhyRJSrvdIYoiNpuNInIKwarc2l/bMfq+z4sXL7h//z6apvH8+XNsW83FH/YOeXn2El03WC3XmIbJ4WGPdbhkHa1xfIvBUE31bKMtXqk+ffbsGQcH+ziOy6/92q8RRRGf+9znyPKcs7MzHMeh0+l8jeq0EAZJklDIAr0cW1ytVqzWK/b399ENndlsRqVawbZt1uvNbtV/dHREt9vlnXfeoVLxeeWVu4xGI1zXxXVdXrx4ya1bJzsf5efPnhNFW1qtFp12G9uysW2boOQ/1Rt15rM5/UGfNEnIsgzfr6BpgvFkQrAJ2GwC0jSh0WzgeQ55kfHyRZ/TO/uYptrB5TIjyWPiuMDIPGzfIM0TddEsNFzLBQFmU2faDwnDhPl8zXyqfJB108Gs9/i/2XvvMMnqMu/7c2LVqRw7d0/oyRFmJIyMKCAMMARBwkp4RQkvo7gyJkC9BAOuqAwsu4KugqIIrAF2EYewsIIKEoYhTGBy6NxdOdfJ7x+nugBXd9nndZ/nYXfu6+Kapqq6TnXVqXP/fvd9fz9fUwpRtyVsc9r+9C8RLj7FwXIEJNFCkUxwJVzXbb93jXqDTCaDbdvt87qQL2AaJsViAb3ZpFAooCgKkhQlGAxQrVXB9NAYtuOQz+eoVWsU8gWCIU+lnc3kCAQDhMNhxsbG/0J/z6H47xDvqGQgOBZurUIqmSSVSiLLCqIgempS3fDq27JMT2+vN3onTLeThRYvJ09ffy+lcglU20M9uC6WZVJqeCycaSOafD5PZ2cn9Ya3/c5mM9i2QzQaRUBAEAUUWWlzY+r1BqVSiWZT93wTTJOenh6CQQ9/4LoOQktwls/nkWWZVCrZKqNUSac7PKRDMukxl+bOY8eOHeBCrDvK5OQUruCg+EUkWSadSgEeBO+FF17AMPT2hXnX7t2IooTf782lTwPtbMdhfGICXdcRFR9Wq8zhIKEbDQxTx7YcGvVG28Amk80wc4Y3Ort33z5efvllBgYGWuOmtZbznEMgGCAUClMql+ju7mZycpJdu3Yxa9YsEokk2Wy2PRIaDAbRNI8tFIvFSKfTZLNZhoeHPCAcAoWWfWVHR8IbsW02EWwoVyooskws3oGsuEiKgOQoRCIBxkZy9M9IUKsZGHYFn1ZH0QT0mojQ8GGZ3lSQ64AccLxykGFTq9bYvq2IKIjIvgBKvJOmEKRpgWPCX3r5LIne7sKyBVQZXERsw3sPBwb6EQSRSqWCX/NTKVeolMvQ0oyYptcgRhDavCzHsclksy1HOm+3EAqFUBQVwzDecs7puk6wJcgrFPI0m82/6N92KN658Y5KBqqq0tffj2V5nP5oNOptiR2HSDTilUJkGflNhh2mZTE1Ocn27ds9jIHmR1YkRNlT8oqSSLNq4NeC7ckcwzTaYp/M8FSLxyMgyzqSJGGahudkJsmIoreK7ujoYGBggHqjTrPRbKGMde/LFwwSi8UZGRkhoAWIxWIeXVVQqFSKdHd3t7QHPpzWzLhpmgwM9LN12zZEUaSjowMEz7B9YmKSSDjM7t17KJfL1Osew39qaor9+/d7Y4QRz+wmEAjiui4+v99DQLcuDFIojal7dWUHgUq5ysT4JH7Vj2F4/rrhcIjx8Qnq9XorqXiTVeVymUQiQV9fH9lslh07djA4OJuOjk7y+RwTExPU616fwFO6RojH40xOTtLV1Uk6nfbq3iFPV5Ev5LEsk2gsxujoWHsHIwgClUoFTdMwTJNasUosFvXE1S5YpovruMiySyyuMVprUKnoKKqAURda9pEOolzHMERwZBAMEAUaVZtsuU6t2sS2HRQtghBI0ESjaf7XVtJFAUzLo+aaloJl+3HqdVRFwbJtRMHxptR0b7eWTCTRdR1FUQhoAUzLIqAFEATaAjTbsohGIyiK6uHSg0F8fq8s1NfXi2GYZDIZD4Vue4ZFc+bMPdRAPhTteEclA8BrlJmezN/zCrbblpNWa77aNE10Q0dv6u2LZSCgIUkSB/YdbDl4uQQCGuFIGFEQ6ehUWjROBduyicfj7ec1TZNCoUBPbw9TU1OIogdMc0UXw/D8g30+1fMA9qnti5/jODSb3o6hVvNMZmr1GgCGYbSJmdMXzWg0Sr1ex+fzMTw8TCgUoqenh3Kp7FloBoNYls3U5BQ7d+z0FNnpFD3d3QSCQcZGx8hmsySSCTKZLOFwCBeXiclJOjo6aLZUtI1mEyXka+sSFEVEdRQ6OtKEghH0ZpOpqSlCoRD9/f1MTnpCPduxWbZsKRMTE+zYsYPu7m4KhQKLFy9CNwzGJ8ZJp9MMDw2Ty+VZunQpuq6zZ88eL2m3WDiyrHi0TdumUMgDkM1mEUSRZcuWAgITkxNofj+qqpLJZNBCPtK9cawmuJaXxGVZQvaZINo4AsQTIQq5Cj39MZpNH5ZdR5YtZNXENm3MpojetKmUazQaBoIoIQdiiGqMhqui/0VLQX8uXByXtv2lIDioElTrOol4isxUhnQ6jaLIVKtVPJCdRLFex7Zt0ulU20vbszD1NBSGYVAul7HtBkJrgWToBoFAkI6OTiqVcuvcFalWqxi6jhY4BKo7FG/EOyoZGIbB/n37qdVrWJbVbpo5joPT8g1uNpuYpolpejRQ1/VAajNnzuCVV16l2WziOA62beO0Zr4lyYOjBYNBQqEQqqqSSqXI5bLIskIwGMAwdGRJRnebSJKKpgXaQjVVVenq6mprDmrVWttIPRQO0dkVQW/GmJqaoqe7xyOg5vPtFX2xWMSyLRqNhsf9D0dId6RxbG+ySdd1BASGh4bIFwpofo3Zs2cTjXplgkKxyGtbtnhIgqBn+q6oCk4LiR1vITES8QTlchlEmYbtKVgB/D4QLQHL9iwy/X4/HR0djI+Pk0wm0bQAQ8PDdHd1U280sGybefPm8eqrr3r6jEAAxadQLOfZs2c3um6wcOECcrkc8bg3HnrgwAG6e7qpVms4jkMymWw3tIeGhuns7KCvvx9cl2KxSCQSplqpUm/WCacCIFvU7SqCK6FIflS/SDAoY1gmTdNEEgUURaZWa+DYUQIhGd1UMS0X21IpZXWqZc9YR5QV1HAaU45QcWTM/y1JwAtRcJFEB9vxvnqKbKGIDpZpk0wkaOo6xWIRn8/f8rKWcXEJhUPksjksy8a2vJ2raZnUazX8fg3whgm0gIbf5/cWMra3kJmammRqKkOj8UYfIhwN4QqHjG0OxRvxjkoGzWaT3bt3U2+tkqb5O9NbXY814yMUChKJRD03q3iMSqWKqqoce+yxCALU6w1CoRCNhrdqLxTyLcPzaptUOZ0kNE0jEAgQjUYZGOhH0zQPLRwMIIkSpVKRZDLZwl17BifTZvTlcoWDBw4QDIVQZAXD8L7otVqtPRIqiiKNRqM91tnb00ujtZsIh7yGbaPRYOfOncTjMXq6PeHX5OQke/fu8dDELc8DwzCIx2PMnDkTRVYYHx+nWq3S1dVFpVqlXq9jmiaSL0ijJVEQcPGpFhgijXqDgD+IK4EgevC7yckJstkc8+bNQ1EVhoeG6OzspFQqtkx+JDZteolILEyqK+69t8EQrgudXZ0c2L+fYrHEwMAA1WoFx7bRNA3LMhkbG6dSqbJw4QIikQjVapVqtYppWeRyOfxBhWhXgKZZwzKmCa4Kss9PwO/H00up6E2LUsVAEEwCQT+lUp1gVEQgiF71MTFaoNEwULUgarQbXQpRtcW/cFP47YfrtjQhuIT8NQTH9biyoojf5yMWjTE6NkqtVkOSJOr1OuFwCNtxqFVrBENez8VuLRYi0Qh+n59Go0E4FMbv9+E4No1WuXIqIxBPRenq7aBUKDN0cBhZkSkVq/9GtHgo/ufGOyoZqKrKjBkzKJWKxOJxDxcgCG13L5/PTzqdIp32Zv1lyZupf3nzy9i200ZBRyIKXV1dbfWlx3Hx+gATE5PUajWq1WobXlcoFKg36iSTCVRVJZfPU6/VCIfDqD4fsiSRb012+P1+b2xRkgCXrq5uotEolUq5rSfo6+tDlmVqNc+FKpFIYJomoXCIvXv2kM8XCIdDbceqdDqNqqpks1k2bdrU5vd47HqRvt4+DNOg0WggCCK1moeRbjY9w3hN09rlG8MwUIIdOI7XM5EEb6JF9EuUS2WiEQ90pjd1Yq0afm9vL7VajaQ/yezZg+zZs4em3mT5suUtMJ9JpVJmdP8EvT09yIrM6NgooVCIZrNJR0dHy/3NTy6XZ2xslImJCaLRCAsXLsB1XbLZbOt5KtQaVUJJDSSbplX3bELBKzXhYLkmtmthNRxKhRqiBJGoH0mGQsFm80vbWbpsAVMTeZpNA18wQrCzj7rrp/Jf1BT+z4XXy4gF84Q1HbOuIsuKZ1+qm55fhq7juiBJMqqqkEqnCUcimIbhGemUK4iiR7xtNpr4WtNw7fOqWKRardDX20sw5qeilxEcl0a9wZIli9ECAfbv249h6P8H34dD8X9TvKOSQTAYpKurE/AQv91dXfT09HgiKVHA0D3y5cTEBJqmEQwGKRTyLdyDj1rNq9f7fGq7MemN5knIcgBRlDAMs1V+EVpOWnK7kSnLHiFSwDMrBw8vYLR2ElOTkwwPD2NZNj09PcQTcfw+H7Ii4/N5zbxYLNYWiQUCnlmJKHqGIweHDhJo4QKKxSIDM2YQj8XYtWsXu3btolQqt5Mf0AaYTRueTHPrp3EEiqJw8MBBfD4Pte3X/Fi2A4IPp1W0FiUQRQfJB4VcCXVCRVV9xBNxxsfGPCVzIoHP52NychLwAH/pVIrR0VFEUWTOHC9BTE5OUa83EETo6ulg7+79hIIhDw1tmBSLJURRIBaLkUwmCQY9dlO5UsG2LLK5LIomEerwYdh1XGt65yd6E1ytzrFlmzRNnUapiePYxFMeF6nZdFl99BoAfvHLX6IEE8jJGBVTomHY/J8vj7tIoo0q66hYhPxlFClAsVSn2TQYHR0jGvEEYsFgyEsQjTqW5Z1bsixTq9eJRqLtkV/bshgeGcF2bGq1KrrRQFJF/DERLRanUCgiBxIguGQnCxQLZTo6OnEdl1gsdsjP4FC04x2VDCzLQhQlZs+eTSgUolgscuDAQTTNTyKRJBwOEQoFW6OLAQrFAplslo50mu7ubnK5HM2mjq4b7Nu/j1g0hqIoCIKAqiqtEcYGgigiiRI+n0okEm3zXKYVnqrqa7FsPJBYpVLBdV1kRaFUKlEslojHY4TNEE3XxZia8kYF/X527drZ9jKQJBnTtNixYwe1Wo1ms4nf7yOd7kDTOhkbHeO3T//W2/6Hw8yZM4dUKkkwGMLn81aTgIdSFgRM06Jer9NsNmk0GhQKBSYnJ9um536/H1FWsHhj2spyXCxLRJAt1IBMsVQilUyyb98+LMti4YIFZHM5/D4/8UScLa+9RjKVoq+/n2wmQ6FYZKJ1jEWLFrJjx06isSi6rtPZ2Uki7iHCPeVshTlz5pBOp7As29sNWCZ90PbkAAAgAElEQVSVcms3kPBjSya6rbcFcCIioiAhIiKIIoIjYtddTxXsU6g1bAr5JuVinUK+wqlr17Lx179mIlchHJxNs2oD9p86nQAwLRvDspFEEUX2mrLTpjSiKHi+ALaDYdmoioQsim8qT/KfmMZxUSWLzmiOUsOPInuIDMGWqFbq9PX1kYjHKRaLhCNhLNNidHSEer1BMhlAUT1GUSwaxbJtDEOnnC1TKpeo12uomoIWVxAVFwuDpuN4GPaQj0KmRDAcoF72oH/79+/3yp4zBrDtQ34Gh8KLd1QyEAQBXdfp6OhoW1MapkGlXCaXzzEyMoLjOPT19REMilRaUv5INIrjuB7PXlFQFAXH8Vbvfr8fy7IwDKPdXG40mpiOgSRJGIaBLEttQ3rLslrPI1Ot1pBlCS0QQBREFEVl1apV3upY8FS8lm3jmmab0TP9Nzz//AuIosDAwAwCgQCu6zI8PIwoigwPj6DrOn6/j1mzZtHZ2UEkEm25cHmYDK+nIXtevJL0htVNq4ciCiLj42PU63Wy2SxDB4c8LwhJwWrVrAEcB0p1hXgAZFFGDWhUqzVURaFeqzM2Nk5fXx/5Qp6dO3YSjkQ8uqlt4+Ji2xZ79+xl/vz5hMMRenp7mJyYoKnrrDj8cPx+f2v3UmDO3Lm4rkupVG43+rO5HIomEkyrGE7Tm9Kavti6AiISqugHB4yqjdk0SaZiCKJLqVAhmyl6NpuhCOHOmZx8/hVs/PWv+fXDv+KvPrb83z2fXNeloVvIkki1YXhvHy2zGdtBEkX8qoxp2TRNC8OUcFzPK8KnyIQD6ts8c11U2aI3nkMSm9i1ACHZEzwaNQejNTbquN65V6/VCYWCpFKpFqXUIhGPYzsO5VKJbCZDqVJE8UlIAYFgWMV2TGzHxmo53QmCgO3ayJqD2XSZGMnQ3d0NQL1eo9FibhmG8Z/+Hh6K/57xjkoGQLvkMR2qopJMJkkmU60GbYlcLkexWKBer5NIJND8fgxD90buXM89TJSk9jSLoiioqkooFGqP2tm25Rmr2zayrJBKpdoTSrZtU6/XGB4epq+/D0WWqdRrRKNRSqUGmqah683WFtzFdhxUQcA0zPbzdnR0tNAWARzHu1j6/f6WT0IIn89PKBRsTYp4F11N8xMKaZ7NJWBb3lit7di4LRaNbXs/i5JIMplkcHCQnTt3kslkvBl9QfqjarlAXReJ+kTSiTT9fTPYunUrhx9+GNu2byczNdUezQ2Hw8yYMYN9+/exf38d2/GY+YNzBjFN0zOlD4UpqAU6OjrZuWsXfb19lMtluru7PUaRFqDRbFIpl2k0G0TTAXTqGI7Zfu9FQfRKQ46I1YBqyw85mUiSy+bJZgqUS1UP6az6CXV2o0thSg0XX7yXYDTBIw/9ko/89bU0zX9/5a4qEo7jEtJUzNYOQRBoJwNJ8qimqiK1aKNuy1tAau0Kpt/N6eO88e6KgpcEIlqDZLiMLOrkKhohfx5VFpAdjcnJktcUlyVcF1SfimVZlMsVTMtEb02nmZaFpAioAZlYTxBXtLEcE8t12rso903udggg4iVTxzaZM3eQaMTzpeju6UZoCTGlN2lyDsX/7HhHJQPb8eb/p6d1RNGrJ09/EVXVR0dHB+l0mnw+T6lUplbzsMbT2F9V9YRdpmGSyWY9ZovPQyLIityqTQuIooSmveE9LMvyW5LQxISNoirIkoyq+vD7vSmjSssHwLJsOjs7MU2ToaGDLUWoTDweY2h4mEQiQSAQIBgMUCyWSKdTJBJxLMsb73Qcu/W6TQQBarU61WqtZZIeaKMtNE1rz5x7I7MWzaZOo1Fv1fPnoKgKW17b4vk2OyJ/3DK0bAHbFpFbDfBGo4EsewkyHo/TaDQZHh5h/oL5jI2PEYvGCAYDbN/+OtFohO6WScrY2Dj7D+xn1sxZWJZJOBRm37599PX1Eo8nKFfKHoN/apJwOMys2TMp6zkardEmURCRBBnBETFrDrbhovkD2KpDs9FkZHiMYqGEZdtooRhyKE5T0Gha4L4JEHf6hy7j/u9+k52bn6Vr0TH8CZ4c4O00fcobF8M3//ynHw8hXxNNMWiYAZqmgCI7+GWLqq56pvVKE0U0Cfhdgv4GPsVAFGwqDZl8M4wquWgC6GWZTKaA69D2Jmg0mkQjEXK5PKqq0NSb+PwKiholGg9jKg1MS8dwnWlQF4IgtJLom6xPW++lKqk0ixbJeJJUMtWetgNv0TAwMHAIYX0o2vGOOhNMwySby9LUmx6eAAiFQu26vtQqwziuw9DQEJrmZ2DGDARg7959VKs1bLuEIIhIktQGzU2rO6NRr9Y9PfKZzWbp7Oz0au2tpu90VKtVIi0TG9M0WzoDm2TSQ0yEwyF03ZvICUciSKLUJnv6fCqDg3MYGRkhmUoxa9bsNyZpalUajQa1eh29qbfxA2/+wns9DdG7YPtU/D4/gYCGX/NmzLWAhqb5KZVKWLbFggULMA2TAwcOMmfefBqug870OK5AKhokrImkkmlEUaS7uxtR9OrTmUyGeCKGJIscPHgQv89PYla8VT6T6enpxTQtRFGkXC7T09NDpVJprzjj8Rh+v0a1VqXRGm3tHxig2fAIoj45gCp5u4ygEkURfOAKiEGBXCaPoRsoioLm1ygUi6jBGLI/TsP14fOpxHxe36Sum5i2QyTg45jjT+X+736T3z71BJ953ymMZKtYtmdMk4oGCGs+GobJRL7KW72kIaSpJCMahWqTcu2taVMWHcLyJD7ZweeOI6g+XNdCFh18rkg8msSvymRzI4QkBQUNydUwTAvLUFFNk0auQabSANclGosQDASYmsrhU31MZTI0mw1PHe+XCEV9CKJDMpjGJ4fI1McwrEbr1bRet+ugSCKW47YWRgAesM6ui1QKFWb2zW6dv9754+FVcvh8vrbv96E4FOJ//JD/e6Knp4d3rXwX9Vqdo486GlFzWbRoMcPDw0QiEUZHR9tKzFAoSLBV9hFEkUg0wtKlSxkcHGw7eKVSKZYsWcLg4CDpdJoXXniBGTNmtGX7iUSCZgsIVq1W32Ie7llldrSJoZFIhJdffoW+vj5s26arq5tq1VMdh4IhJiYmqNWqJJNJBgZmYBgGhx9+OLjwm9/8htdff53+/n6WLVvOihUrWTB/Pul0mkg0SjKVIhaLe+Ujv/8tzeJiscjk5CQHDh5k965dbN++je3btzM0NIQoSp4WolhkcHCQWq2GZRpob1oCvHfZDPoDTcxyhcyU93fPmjWLvfv3sH9kH9lshtv+9u8wbIOOgTiC7BFXd+7axfz58zlw4ACqqrJv3752Wa6rq5NyudziG3mK10wmQ61eZ968eXSkvaRjGCaK4EMTIhy58Fh8BNm9Yy+CK7Jg3iKSiSSrVr0b0/Tw3+899ljmLl5B0VSJhAIct7iDiDlB1Jrk3XOiXHD8EnrUCheefCTvOfE0fvXAz+lU65ywYhYAJ64cZE7UorDvJTrEIheesBTN98absXhmmhOXdWFO7uC9C5IcPqfrj85AAdcVEAWQRAtDzyEJTWxbJxHxs3j2SvSywvtWnY0g+Fg6/0RqhQCHLTyeZr5Bs2RgWy7xeITlh89ncLAfn8+HqipMTEzg11Si3QH8SQlbadK0GxhGjfmDy3j2meeY3TWIZDWRHR3FNRFtg6WzDueYpWtY2L8QydaRHB3JNlAcE9wa0STs2/86ExOTuK6LZdtUqlVcPCieKLyjLgGH4r8w3lE7g3Q6za5duzjttNN46KGHWLZiMb/61a+45JJLeOWVV5g5c2b74hyPxT1oWlc3fr+fgf4BTNNsYaRnEIvF6ezsZM2aNTz22GMtFk8YQRD4wx/+wJIlSzi81QANh8Oew1el0irtBEmn023Rmjel1OSf//mfede73sXxxx9PuVwmEom0V8zLD1tOOpWmUqlgmibVWpWdO3fyhS98gXXr1rF161ZisRiqqnLnnXeyYcMGOju9i5GiKFSrVXbv3k1nZyc9PT0ArWa2hd/vp1wus2nTJhzHYcWKFSQSCfL5PMPDQ8yZM5dwOMySJUvIZrPsG56gOGFg2V6t/NK//mvOO+88arUaTz75JB/5yEc45rij6fKlec+q93LhBRfx3e9+l2gxzKknryUairU/k8lJz5MgFApyxBFHtEcVo9EYkiSRSqUAME2T4eFhLwEoKrFYlPHxCURJYvmy5Vx33XVYlsWxxx7Lvffey0knncScOXM45ZRTOP/884lGo3zmM5/hzjvv5Pkdo4Q0laeeeop//Md/5P3vfz833XQTl112Gf/yL//C2WefzeO/+iVf/vINrFy5ktmBDgDCAZWNv/sdqVSKH/zgByxatIjjz/gQz78+iuaTWTYjzumnn86VV17JRRddxL333su+oI9Sa4dgOVC2ukDWCQd0YrEqDdNPXddATfHiiy9yzjnn8Mwzz7BwzjHcc889fOYzn2FkZIR3r1pFKuWNRe/fv59MdpJFCxewZHEI8Jq6L770Io5rYdoGph1gfv8SZvd04rou99xzD+edfy4rFp9AJJTAMJocGN1OZ2qgfQ53JPsxTJ1QIIph6mzb9QeGRneRjPaQyWSoVMpEYzEM3cBtqdMP9QwOxXS8o5LBdJx55pnce++9HHfc93nwwQdZs8abLR8eHuazn/0suq5z1FFHcdVVV3HPPffwwgsvUK1W0TSN2267jUwmg8/nY/PmzezYsYP169dz/vnn8/TTT/Oe97ynfZxEIsG1115LoVBAkiRuvfVWtmzZwi233EIwGOTUU0/lfe97Lx0db2Chv/Wtb5HP51mwYAHXXXcd69at44477sCyLL74xS9y7bXX4jg2ml/jiRefYM2aNZx11lntY95000089dRTrF+/nptuuomrrrqqjc34zne+w8TEBJdeeikAmUyGiy66iEceeQTXdbnrrrtoNpt87nOfo9lsEg6Hufnmm/n5z3/O888/Ty6XQ5ZlfvCDHzDx9MtMVt94Ty+77DJ2jxW56qqrWLVqFS+d8xLV3Q0u/ah3rJNPPpkPnXMhX/7ylxkaGsKyLG677TZeeukl0uk0M2bM5NJLLyUQCCCKIpdccgmSJPGlL32pLX774Q9/yOjoKMFgAEVViCWiRKNR9uzZw4EDB/jlL3/Jzp07OfvssxFFkY997GN84QtfoG/+4WSKNTac+UH2jObfci6sWrWKdevWkU6nee211/jmN7/J6aefzhe/KDAyMsKnPvVpnnxtFIBntw7zsY99DIDe3l7uu+8+TlG8r0BfKsLDDz/MmWeeydnnnEuz2eSBBx5g+bFrKe2fQpFsAr4mYX8Dv9TENWog+9B1F4UiAUWjBpxzzjn8+Mc/5tvf/jZPPPEE7373uwHYtWsv1177Ber1OqeccgoXX3wxf//3f8++ffvI5/N0dHRw44038sJrv0cQBFbMW84///wBnnrqKWbOnAmAIqt8++++x969e6nVanzzm9/kqaeeap/Dl19+OY8++ijbt2+nWq3y9a9/nYWzI1QqNWzdoVAsAgI+n6/Va3AOUUsPRTvekclgmueze/fu9uobYMmSJXz7299mZGSEj3/841x++eVMTEzQ29vLNddcw9e+9jU2btzI4YcfxtRUmRUrVrBgwQJuueUWAG6++ea3lIJ+9rOfMXv2bNatW8fPfvYzfvrTn7Jr1y4++tGPcuKJJ+K6Ljt37kTXm+0V8AknnMDpp5/ORRddxN69e+nq6uLpp59myZIl7Nq1C03TeP317QSCQf7qr/6KdevWccQRR7B69Wquv/56TjvtNCYnJ9mwYQMAt912GwcPHuTHP/4xGzduZPFiryz22GOPceedd/Lss8/ywx/+kPXr1/Paa6/x5JNPcuKJJ3LmmWdy66238uijjzI5OUlvby8bNmzgE5/4BFu3bqUz5KJbb+2svrBjjGRkDl1dXYyOjnLNNdfwk5/8hGg0yhlnnMG5557LE088wcaNGwmHw+1x2Eajwe23384FF1zA2rVr+chHPkKpVGojk++66y7uuOMOHnnkEd71rndRb9RomnXqzRquDdu2bWPlypUYhsHExASDg4M0mjpbt27lxhtv5FcvDqGbNjuHc//mXLj33nvZtGkTmzdv5sEHH8SvBbj++uu54IIL2LJlCyeddBJXXfc18HcwWahhmiYXXnghmzdv5oEHHsBufd4Bv8LIyAgzZ85k72ievr4+fvOb33BsQKA7lmfl/IX0pPv/zfGHx3bz8ranaPr9gMzs2bPZunUrW7ZsYe7cubzyyisAHH300cyfP5/x8XHWrVvHxRdfzMjICIsXL+bSSy9l/fr1bNq0CS0YBhx8gsyDDz7Ixo0beemll3j55ZcB+NznPsfBgwd54YUXuP322/mbv/mbt5zD8+fPZ2hoiNdee42//du/5Qtf+AK2mWNkaBfRqNdb8zy4wTDM/8Vv4KH47xhvq2AoCMIBQRC2CILwiiAIm/7E/RcKgvBa679nBUFY/qb77hIEYUoQhK1/5rk/IwiCKwhC6m28jvbP5513Hueffz4XX3xx+7aHHnqIT37ykzzzzDPtWj/AokWLyOVyLF68mAMHDiBJMkNDQ2+Zsf5TK6SdO3fy5JNPcvXVV/PMM8/Q3d3N+vXrefjhhzn55JN5+OGHiUYj+Ft+tNPHKpVKLFy4kIMHD3L55Zdz1113cffdd3PJJZewe/duAoEg3V3dBAIB7r33Xv7whz/Q29vLjTfe2D72dC/grLPO4vHHHyebzbYUwDB37lwM0yCVSjFv3jx0XSeVSrWdzh544AGuvvpq9u/f32bez58/n0qt0uIKlRgbHiImlFHENxJCPKyRjgXJ5XIkk0n27NnDl7/8ZdavX8/s2bOp1+tcd911XH755ZxzzjkUi8X2746MjDBv3jzqrb7AdMyfP59qtdo+biAYwDBMJsdzTExWKJmy59o1OYkoiixZsgRdNwgFA+3b07EgiixyxPwe5vQm3vIZXXDBBdx///1s3LiRa665hmypzqpVq5g9ezaVpsXmzZv5/RO/RpFFokEf44U69913P08++STXXHMN3ckw8/uTJCLe6Gy1WiUS9Hn/RiIoUg3dkulM9nLxxRdz0UUXsWfPHi666CIuuugiejpnE9WSJCLJ9ms69dRT+fCHP8wll1zSvu3uu+/m85//PM8++yy5XK4tBFy0aBH1Ro1FixZx4MABXAs0NcjY2BiDg4McnMyyePFiwNNFnHPOOfzyl7/k4MGD7fMBQDf19vvxs5/9jH379jE5OYmqKoxPjCNJkoe19qmoikKlUiWdTreniw7FofjPdI+Oc133MNd13/Un7tsPvNd13WXAV4F/eNN9PwJO/lNPKAhCP3AiMPR2XsCbDeDXrFnDhz/8YY4++uj2bb/73e+48sorOffccz1Lv1Y8/vjjJBIJHnvsMVasWEGpVMJtzWcDlEolb+zyj+KYY46hs7OTDRs28I1vfIMjjjgCy7K45ZZb+N73vsePf/xjbNth29Zt7cTz+OOPEwwG+f3vf8/ixYvp6enBNE0efPBB1q5dC9BSLDvs3bu3XXMPh8NtrcPU1BSBQICdO3eyfPlyPv7xj6Prb0y2vDkpemOw4lte85w5c7jlllv46le/2r6QCIIAwhsXflmW2bblNUTXuygVi0UO6/Xxta9+hcMPP5xwOMzy5cu58MILufXWW/nUpz5FOBxm6dKl3H///cydO5fNmze3n2/VqlXce++91Go1Nm7c+JbXN33hA+ju6uaVl19lybIV5IUku6d0jj32WDZv3syLL75IMplk//59vPbaa1x55ZVcd911HD03yQXHLWL3y7/j6EV9b/mMpo2INm/e7CG+36So9WkeMuSu732HkCqw9ug5GOUMoiiwa9cuYrEYibBGfex1uiIqxx9/PP/0T/9ER1TjgQce4IQTTmA0K6Cbcbbvn+SO736P737vH5gzZw5/93d/x3e/eweTUweIRTtxrDfGjj/4wQ9yxRVXvCUpPvXUU3z605/m9NNPf8u5+dhjj+H3aTzxxBMcdthhlIpl6pUmM2fO9HZw0RCPPfYY4C1YyuUyn/70pwmHw+3nsCwL2/Rw6+Pj43z2s59t984kSaZeqyMIAsViEV03qNU8qm4ylTwkOjsU7fiLlIlc1332Tf/7HND3pvt+KwjCzD/zq7cAnwP++e0cx+O5p1m9ejWGYXDeeedimiYnnHACkUiET37yk3z1q18lGo3yqU99qq0LiMfjXHrppRx11FEcccQRvPjiC0SjUfL5PDfccAPXX3895557LieddBKKorB8+XK6u7tZtGgR2WyWK664AkVRuPrqq9m2bRs33HADfr+fG2+8kUKhwOzZswkEAhx33HE0Gg2uuOIK1q1bh8/vI1/Ic+qpp7J7927K5TKKItPUm7gtXcDXvvY1SqUSg4ODXHvttYRCIY455hjWr1/PzTffzOOPP86VV17Jsccey9y5c4lGo7znPe/BMIyWi1gCwzBYsWIF3d3drF69mu9///tcdtllBAIBrr32WpYuXdryMLZYuXIlXV1dzJo9q13L/8AHPsBXvvIVUqkURx55JDfccAPPbB3i9ttv51vf+hZ33HEHM2bM4POf/zwbNmygVqsxc+ZM3ve+91Eul0kmk1x88cXcddddbNiwgaVLlxKNRonH47iui245zJo1i46ODorFIj/5yU849v2ntvwDbH6/bZSHHnqIW265hb//+79n9uzZfOpTn2LhosUoisK1115Lo9HgtNNOa2u6bMdhcHCQp556ii9+8YsMDAxwxx138PzuSd6/YiZnnXUWtu1y8rkf5dGf38Xk/m2oxy7hO9/5DqOjo8yaNYvbbruNpmFx4MABjjzySDp6+vnwhz/M5ZdfzkknncSCRQt4+nfP0qGoFCeabM2A2QICTrOfmrpH0O3p0ejv72+5kJl84Ow1NBo11q5di6qqfP7zn+emm26io6OD6667rp3QfT4fl112GWeccQY9PT1eP6bskK9m+PKXv8zHP/5xjj76aNauXYumaVxwwQVcdtllvOc97+G4444D4JprruHaa6/liiuu4IorruDSSy/l2GOP5cQTT6RcLuO6LuFwmFKphCSJNJs6XV1dbN+2/S0LrEPxPzuEt2NuIQjCfqCA91X8nuu6//DvPPYzwALXdS97020zgYdd113yptvOAE5wXfeTgiAcAN7lum72TzzfFcAVAB0dHSufe+45Ojo62Lt3L5FIBC2gEQqGyGQylEpFBgZm4PP5ME0TWZa54447WL58Oe9///uZmJigUMh7TmGRSNugPplMIraYM6ZptiimJjt37mTGjBkkk0mqVW923gUk0cNUZDKZFs9fw7JsXNchlUqh6walcgnbthkdGeWGG27gRz/6EaNjoy1WvQ+3NZoai3lTN47r0KjXiUSiAEiShKqqiKKniRBFkUKh0PZ7zufzRKNRJEli//799Pf34zgOU1Nef8B7Hpe6UUOUBGzHplguEvXH8fv9lColfIqfXDaL47iegC0QpNSw2TJcpmk6JMIaC2ekiIc1ssU6pVqT3ZufYs7sWWzatImtO3byqWuvx3IEBhI+7rzzToLBIA8++CAPP/wwO4YLuLhs259h/kCKzngQu+6N6Y7rGvvH3ygzJSMac3oTxEJ+yjWdncM5CpUGc/uSdCdDqLLEeL7KjqFsSx0ssHywqz0a2jQs9o0VKFSbDPbE6UqE2DmcY9v21/nSlR9kzeln8ckv3MRAZ5SQplKpG+wczuK4DgsH0pRrdcayEyyb3UUyHCKXz7Fj+w4Uxdcm0QYCfizLbvOfTNNixqw0miYiiC7RcC/lks7E5AiS5BBPREmnuykUSuhNi76+PkRBxjBMNE3jK1/5Cueffz6LFy+mUMhjmgYusH37dgIphUS8i0iwh3hYo1zLMZEbIh3tQZODhMJBcuUMw1P7iYXiBP1eD8dqQiKewO/zdCa7du2iXC4RCATbHh4+n49UKkkul+PyK65g546dh+zODsXbTgY9ruuOCYLQAfwL8AnXdX/7Jx53HHA7sNp13dybbp/Jm5KBIAgB4DfASa7rlv69ZPDmmD9/vvuLX/yCYDBApeLVv23HwbZsXnvtVVKpFP39/ciyzMjICN3d3di2QzAYZHR0BFlWKFfKVCuVlrK2wcDADFRVbRvWW7aF3+dDEESGhg7S2dmFqqrs3r3bczJTFZLJVMvrwN+C18ktjwWLZDLluZbFooRDIWq1OqFQCE3T2LdvbxtYZ1kWum4QCGiMjY0jyzKBYIBUMokoSd42PpFAkmT8fn97JVmulBkZHiEU8kRtnkG9l6hkRca2bKrVKuFwGFmRkRUJ1a+g+hUcy2F8ZIpIOAyiJwhzbcjnC2zdupVCocD8BQvwRVLkmgp1S8D+I/nu/3v6u0CU6O7t50u3/RRRUhFEgUtPOZzt27fTaDRYunQpz2wfY+9Y4Y/OD5jf77WGdgz9ux/1XzQ+8/+cTKWQ5b7HnqdseGhxAFmCoM8mGrCJBQWCikqzZlKrNJicmiCRCBONxshMlQiFghiGjqKIRKIaWsDH0MEMff0JbMuiXjdwHBdDtxFEkb7+KI7rUq8b5HM1cplK29UOPLFkKBQinU5Tq3ugw0a9QS6fZ3hohHhXGNdnY9oiAjIBxcUxQa+ZTIxmSKYSqH4ZURIQJAFR9Gi2xUyV/r7+FuJaolQqIQgCfr+fbDbbNnsqlUtUyhWuv/56du/efSgZHIq3VyZyXXes9e+UIAgPAkcCb0kGgiAsA34AnPLmRPBnYhCYBbzausj1AZsFQTjSdd2JP/dL065NkiQzMNCP2PIKzmSmWgIzyOVyRGMxkqkUkiQDNqOjowQCASqVKqVika6u7jal1NtFGFSrFcqVclvV7G+Z2oyNjdJoNDAtC03TmDXLK69UqxXK5VLLTc2bcIrFUt7xoxEOHjjAggUL8flUz7A8M2z8Es4AABuXSURBVEUsFiMYDDI1lSGZ9ARtPT296LrRTixewlG9+nCpBIJAOBRCURRPlazr5LI58nkPfe33+3Fch1g0xkD/AACTU5MIePXiQrGAW3YJBj1nNrelVDUNw1P0qiqiJHLkkUcyNDTEli1b6O3tpaunlzoSuqtiIeMg8tDPfgJAJJbgb/7hlxiWiwD4FJk7H3mZrngIy5HY+tTrmNa/pWG67v/eJACeTveMD13GT2//Bjte+h0LjzweCRu/7BD2OYQ1GVFQyGcL1N0GY+Nj9Pf3sGjRbOoNnXK5hiyLmFaTvoEEiiriOi6GbuE6DiNDOZKpMJGIhuqTsSyBkaEchbxJsVjBsUFRPKyHKIrUG3UEBHS9SSDg55VXXyEUDFIslnBdl3g8xpy5g4xPjBENBtFNk1q5zniljm3aKIpKQAsgCRLpRCe2Zbed/erVZsvLeqKF63bb2phpXUE4HMZx7LbK/JAH8qGYjv8wGQiCEARE13UrrZ9PAr7yR48ZAB4ALnZdd9d/9Jyu624BOt70+wd4GzsDv99PV1c38+fPp9lsMjo6SiwWY/nyw5Bl2aOK2hbNRpNQKMSBA/uRJJloNNpyA4uycOHCdhlp2mzGcVwCgQB+TcOxHfL5PPl8gUqlgs/no6+129i7Zy+KIpPJlFu+BzHS6TQDA95F2HG8MpFpefepqkIul2s3eHXdaO8KPPhbANP0xvv6+vooVyotdzPPvH5sfJS+Xs9drVgs8Morr7B48RKOOvIoisUizz33HFNTUziOQy7rGdEHg8F2byUU1tB1nUTCKw1NZTLoTaP9Wm3DwUAHQaDRrNPV1UUqlWLz5s1sefUVZs2ahaYo2LbDwoULGLjkHHa/9iynnXoqCamC5JNZtXIZrmW2RW66q/Dr5/78KRAN+lg22Emh0mTr/qk/+7j/PyGLAj7JQcVAdExOOvYoHr4viV+0mR1zaNTqNJoNwEfNFHEcF9OwCIYC9Pf1tXwxcoTDAXp64qiqzNRUEcdxKBV19KaJrMik0jGKhSqJZBjbdqiUdYrFGoIgUSnraH7PgzqbzdLZ4YnHfD65BRp0GR4ZZnJiip7eHvr7ewmGQgiI5PM5ioUyxUIZUfB4Qoqkkk5GEUWvpFgpV9C0AKFQCAGviVytVpElud24dl2Xbdu2EYtF28DDWq2G47qe33bLSe1QHAp4ezuDTuDB1gpCBu51XfdRQRCuBHBd97vAl4AkcHvrcdb01JEgCPcB7wNSgiCMANe7rnvn/8qLFUWRjo4ObrnlFo477jiWLVvGc889x4YNG9oX2W984xts2rQJn8/HEUcc0XbUikTCFApFPvGJT7R5Ql/5ylfo7+9HVVXC4TD1ep3J3CRTU1MkkgmWL1+OpmnUalUKhQKpVIpAIMi8efNoNpsYpkkmk+Gqq64iHA5TqVT4xS9+wdNPP00qlWJwcJBk0ksO0zXcUCjE0qVLyWazxOIxbMvjGSmKQiQcIRgMek5izSbHHHMMQ0NDrFq1ioceeog5c+ZimiYrV67koYce4vjjj6dUKuHX/OSyOUZHR0mn015vw3WZGJ/g4MGDbaMfx3XQ/N4IZSKRoF6v02g0CIVDBANBBAFESWLOnDkUi0XGxsaoVqssXrSI/fv3E4vFePIxT7cgyzKNRoN4JNwW1n3oQx/iscce48jZEabyFaqGS1cqQaZUp2k6dKciHL2onx/98C7OPvtsFKmDkUyOvnSEgE8iVy5TrOqkYwn8qg/TdinXdDSfgiJL5MsNhqZKf/b88Cki8YCM5taol7IEAwrhcAAhneKRjf9EqVjBMvQW2dXbIQWDAer1hqcKr1YJBnwEAgrBUJhozOsR1OpNajUdw7BJJEJEOjRkWcKxBUrFBpmpOqVihWlwnCAIZLNZ4vEYmuYjnU6QSEYYH5vCMBpUqzVcBPr7u9H8GrKiICsKE+MTFAoFHMchFo22FhzRNnZkfLyBz+fzynuuSy6bxTS88tS0f4XrukxMTHgUVGhbrAZDIURRau0S8KbpWkZFh+JQwNtIBq7r7gP+DRi+lQSmf74MuOyPH9O670Nv4xgz/6PHgNdUjcfj/O53v+Ozn/0sk5OTfO5zn+Pxxx9vO5KVSiU++MEPcs4553DmmWe2+PklQqEwZ5xxJt///veZM2cOY2NjfPCDH+TZZ5/l+eefRxRFfv/737N27VpWrFhBOp3m0Ucf5fXXX+fMM89k4cJFPPPMMwwPD/Ov//qvrFmzhuXLl3Peeefx7W9/m3nz5rVIqmJbqHXiiSeyfPlyxsbGeOGFF/jABz5ANpvlkUceYdmyZZ5ewDDI5/P89Kf3cvTRR7N69Wq+8Y1vMDU1xcTEBMuXLyedTnP33Xfz9a9/nS996Ut0dHSg6zqSJPH4449TLpc566yzeN/73sfevXsplUo888wzHHXUUZx55pls3769vcs54ogjuO+++8jlcpx//vksWbKERx99lG3btnHGGWcwODjIK6+8gm3bPPfcc6xevZrZs2fzta99DU3TOPHEE1m5ciXDw8Ns2rSJcDjMmWee2f6MfvOb3/Dyyy9zwQUX0NXVxaOPPsopJ55IPl9g80ubqA3E+NGPfkQ+n+eYY47hA6vfzQMPPMDQ0BDnnXcenUs6ee4Pz2GqKr/97W/52Mc+xj333EMul+O0004jOCPFjqEMouAhom1HQBIlEgGRpOagCjq25RLtShMIKkxOZigWyuhNg87OLur16R6OH8MwWjs3Adu2mDO3F78m0WgYTE0WWwhzFy2g0tWdoFE3CEcC6E0L04B63cDv18jnywRavs6hsN9z3hMEOjtTiJJnxDM0NEKlUkVAIJVK4tf8gEeK3b/vAIV8kVgsSk9PL5ZlkslkKRZL6LqOpmnE4/G2hakoiqTTqRZ40WkTfKd3hNGoNzyQzxeIRqP4fD6aDc/wyOfz0WzWyWQyBILaW0SWh+J/dryjKFULFy5ky5YtDA4OYlkWv/3tbznllFOoVCvs2LmDgwcPMj4+TqVSATyyqM/no6urqz2JM2vWLCYnJwiHw/T397Nv3z7uuece7r//fk455RTWrVuHqqrcfvvtbNmyhTVr1vCJT3yCcrnMPffcw89//nNOOukk1q1bh+M4HH300Vx99dXcddddZDIZBEFgYGCABQsWsGTJEl599VU+/elPs3r1arLZLF/84hc55ZRTeOyxx3jyySfZuXMnN998M2vXruXuu+/mueeeY2BggMHBQQ9kByxYsIDdu3djmibbt29nyRJvKKtWq3H44Ydz8skns27dOkRR5Omnn+arX/0qp556Krfeeit79+5lwYIFHHbYYbz73e/mggsuIJFIsHbtWgzD4L777mPjxo28//3v56Mf/SiFQoFf/epXfO9732PNmjVcc801VCoVBgYGmD9/PkuXLmXLli2sX7+eY445hng8zq233tp+PVu3bmXVqlVceOGFuK7LrbfeiixJxKIRbr31Vvx+Px0dHaxcuZJZs2axYcMGXn/9dVavXs3555+PZVr85Cc/4b777uOkk07i5ptvJhgMcu655yLLMumQwOy0zbxukwU9FvM6HTqVCr7mJCFVQFVkQuH/r71zD46ruu/453f3odU+pN3Vc/2QMEg2xk7SGgfqpqQ4xnExhdSADcUNzlhpUga7ZSauO544pSEzGUjbmD9oXUzotJ5pQ4ES2glpaPG0wcmEtIZAIuNH/JCxJEe72oe0u9rX3T39417dyCCD35LM+czc0e4599793rva+7v3nN8jiMvloZA3GY6nqfN66J7fSWtbFNM0yeay5HJZfPUuOq9qo2v+bCKRBkZH8iSHc2TSecplq35EbFaESDhEXV0dI5k8x44M0Xc8TiqZo1S00k7XeeswDINrumbRHovgD/gwTStL7ODgEIYhdF7VzsKFVxMIBPD5fKRTGVLJDCMZq551JGrd7Q8MDHDixAnS6TTlcplQKEg4HHaMWDQatQvd54jH46RSKcbG8lQqJqOjo5w8eZI333qT3t799PX1kc1m7WWUWq1GW1srbW1t1o1TZhQx9JyBxmJGpaNobGxkaGiIpqYmqlWTSqWC1+ul3ldPtVqloaEB0zTtR+kIiUSCZDJJJBoh4A/g8Xis9L3JJG0uN16v1wm6+fznP8/8+fNZvXo1P/nJT3jhhRdYtGgR3/rWt8hms+zfvx+AjRs3Mu/qq+jo6CCTybD5jzexatUq9uzZw4oVK3jxxRdpa2ujs7OTWCxGb28vd911F9dff73l114ssmvXLpLJJHv37sXj8VAoFHjyySfJZDL88Ic/pKOjA7/fT11dHYWClbL4lltuYfv27SxfvpzeXiuY2zAMdu/ejWEYDA0NMTg4CMD69evp6upyErfdd999pNIpQqEQ+XyeVatWMTAwQFdXF4888giPPPIIDQ0N3Hbbbbz22msAfPazn6Wrq4slS5Zw8uRJ2traiMViBAIBAO68804WLFhAMBh0vh/DMHjwwQcpl8u0traeFiE7PjY9/t0sWLDAeXL47ne/SzabZcmSJRw4cACAL37xi47R2LFjB/39/WzcuJFDhw+R6D/pDIWVS2VKpTLRqBWZXCqVkKqbSrnMaCZDR+ds/P46MpksmXSOcrlMNBRm9pxmRBTlcoV0OotZrTIUT3FN1xyiTQ3kckUq5QqjIyUy6SzFUgWXYbmFtrS0EI/HCYWCVp4ljwefz8vIyBjp9CiVsonbbSDiZfbsdgxxMZYvUq1aLrzxeAIRg0g06qQnP3rkmOXC6nYhYhCNRgnY0drDw8O43S5Ms8LQ0JDj+BAMBunu7iIeT+Dz+YhEIsztmEs+l8Pnq+fw4cO0t7cTj8ftwkwV29MtjJRLlvu1a0ZdAjSXkBn1nxCPx4nFYiQSCarVGsuWLeOpp55i69atXD3vaqLRqOPGOZ78yzRNTvSdYMWKFSSTSfL5PK0trU6Eb3d3NwDDw8MsXrzYrggWJhKJsG3bNidDKMDu3buti3ep4FyMXIabru5rbF/xNG+88QaGYRXfGQ96Gy96E4lYWTEfeOABZ587duzg3nvvZe3atU7b888/T7VapbOzk4MHDwJwzz338IlPfIJXX32V7du3A7Bz507uuecebrrpJm6//XYn0nd4eBiv1+scSyAYwDRNvF4vuVzOKZADEA6HSSQSzJkzh3jc8ngC7NKgNec4x4+pvb3dOaZCoXCaMTBNk3Q6TVNTE+l0mmAw6OQn8ng8JBIJAGdfhmHQ2NjI8PAwsVjstM+3MrGOsHr1alauXMkrr7zCgw8+yJNPPmmVpaxUSKWs4jD1fj9er4dUOonX46WUy1IxTZRSxIeSRCKNRKNhgiEfxUKFgf4hctkxxsasFCR+v4+5He30HRvE7XJTLFTIpHOkkpa3VTAUwqwUUS4ol8uIgK++jpbWKGbFZHBwiNHRUVrbmmluDhMM1gPCwYN9DA4kqKvzUSwVCfj91Pv9mGbVmbPJ5XJks1lKpRJNTVGampqdQDDDMEgkrOB8qwSmVWfD7w/YfQmUglAohMdjuTeXiiVn/syqCR4kFApaAYajo2RGRuxANMtwoh8MNDYzyhgcOXKExYsXc+zYMfx+P6FQiJ6eHm699Va6uroYGBjga1/7GgsWLLDjAOppbGwknbH86Hfu3Mn69euZN28ex44d45vf/KaTm2XXrl288MILxONxbrzxRh5++GG+8IUvsHDhQhKJBI8//rjjFeSyi98AfOUrX6G/vx+fz8fRo0fZvHkzJ06cYPv27Rw4cIBFixYhIqTTadatW8eGDRt4+20r8nPNmjX09PSwYcMGJ5/S5z73OZYuXcoDDzxAX18f999/v1VoJhy2EpnZY8ZgJT979NFHeeaZZxgYGHDO00svvURfXx/79+/nueee4513TqCUIpNJ09PTw913301HRwd33HEHmzdvZtOmTc6k8bJly9izZw8AhutXx7ls2TK2bdvGwYMHWbJkCSLCoUOHaLFrEwBOxHO1WmXp0qUEg0HWrl3LunXriMVijhvjypUr+dKXvsSaNWvYunUrPT09dHR00NLSwrx585z9NTe38MQTT3D06FEymQw333wz+XyOsfyYc6xutxu3202lUqGYKmJWqzSEQpimiT8QoKk5TEtLI9VqlWKhTD5XZDSbp7GxgaYmy+MLEUrFMtVqjV8cfge3243H4yEQCGJWTaves6oRDIZobWvGZQjBgJ/+k4O43C6iTY0oVaOjYxbVapVCocLQL4fJjmZpamqiVjPxB+rw1LlA1RgdHSWXz4Gyztn4DY5hGFRrVilTK4jSmiz/yEc+QiAY4ETfCWq1qhO4GLBjH8DyVKvValZxHMNFIpEgEAjY8ww+0ukMs2bFKBSKiAhD8SEoKczKr1KFaD7cnFXQ2XThuuuuU/v27eOpp57ihhtu4Nprr6VWqxGNRkmn04TDYWfopLm52SrTODhIqVgiFmtn9uw5hMNhq1ZvKEQqlUQp64K+ZcsWmpubaWxsZN/r+2htaWXu3LmkUilnv7VajXKlTC6fpSlilRE0qyalYgnTNGlsbGTw1CAuw3BqEYCVRuPkyZMMxYf4+NKPk7dd+urq6ujv76ezs5ORkRHHMJmmedodd7Vapbe3l3K5TCQSobOzE9M0KRaLeL1eXC6XU0dg586dxGIxli9fTkNDg1N8xjRNCoUxmpqsYywUCo6hDDeGyeVyBINBUqmUM9x26tQpOjo6KJVK1hNVq+MNTLlcZv/+/cydO9dJO+F2u+360GNOZPScOXOcY/V4PBw/fhyv18vs2bMBGBsbc4bDxovkdHd325+Zo6Wl1bn4WQ4C1lj62NgY2VyWYqGIYRicOjVEpVKmoaEBr7eOuvp6agjlQpZwOGQF5blc+OrrGMnkEMOgra0JVYN0epShoQQer5d8zqp+FggEKJet/YUjDbjdBrlsnl/+Mo5pVojNarfmEnxeCgUrpkDVamSzOavmtdeDx+0mPzZGNNpAbixPdiSPiEG5VCYYDBGJRGzX5hqJRMJJjmcl8yujasoayqyUqa+vZ3Rk1Al2VAoyIxl8dXW0tbcyOmIFmfl8Pmo1y+AEAn7CYeu7OXz4sDO5XCwWGRwcxO+vZ9OmzRw6pCOQNTPMGIhIIhaLDfT393+sUCiojRs3Hn322WdHDMOgra3NHY/HzS1btrQ8/PDDHaVSqdre3v5WqVRS79oH0Wi0NZVKxe0aAHOVUq233XYbt99++9v79u0rjJ8TEaG9vd2dTCar5XL5jCeqoaHB8Hq9kkwmq2dzPqPRqKtSqahsNuu4cjQ3N7sKhUItn88roBk4q+ishoYGQylFNputPfTQQ82rV6/ujEQiPP3008d37dqVmsxbpL6+XgKBgDE8PFwFxp88XKlU6mwT1ZxRn9frlWAwaEzcVyQSMQqFgioWi5OeHLfbTSgUMtLp9HvEiggtLS2uQqFw2vk6X33ThOmkr1Mp1TLVIjRTz4wyBhNw2cuZUi7W2X2THpyI7JuQfXUBVrK8XwCPXmSd58W79J0LTcBXgRKwHSi8/+rnxwXouyxofRrNuTOj5gwmULWXM1F6n753cwjouTA504YksGmqRWg0mpnHjIoz0Gg0Gs2l4cNqDM6YgnuaoPVdGFqfRnOOzNQ5A41Go9FcRD6sTwYajUajmcAVZQxE5F9E5E176RORN8+w3p+ISK+I7BeRhya0/6WIHBSRn4nId0QkPKFvm4gcEZFDIrJqCrSttdtqIrJ0QrtHRP5RRH4uIgdEZNu5aruU+uy+j4rIj+3+n4uIbzrps/s7RCRnV+o7Zy7h97tSRF63z9vrIvKp89Gn0XwgSqkrcgH+GvjzSdoXA72AH8ub6hWg2+77NOC2Xz8GPGa/vg54C8tldR5wFHBdZm0Lsdxg/wer9sP4NvcBz9iv/UAfcNUUnLsz6XMDPwM+Zr9vupBzd7H1Tdj2X4HngC1T9L93pvP368CsCdsPXO7fkl4+HMsV9WQwjlh5D9YB356keyHwmlJqTCllAj8A1gAopf7TbgN4DasCG8BnsC64JaXUceAIVrW3y6ntgFLq0CTbKCAgIm6gHiu+YvR8tF0ifZ8GfqaUesteL6mUOu8q7JdAHyLye8AxYP/56rpU+pRSP1V2pUFbn09E6i5Up0bzbq5IYwDcBAwppX4xSV8v8EkRaRKrFvNqYO4k620E/sN+PRs4OaGv326bKm0TeR7IA6eAd4C/UkqlzlPbpdA3H1Ai8rKIvCEiWy9A20XXJ1b1vj/DCta7GFzs8zeRu4CfKqXOJY5GozkrZlzQmYi8ArRP0vVlpdS/2a9/n8nvzFBKHRCRx4D/AnJYwz+nZesSkS/bbf803jTZrqZC2yTcgBWANwuIAHtF5BVlFSWaDvrcwG8BHwfGgD0i8rpSas800fdVYIdSKicfUA94ivSNf/YirKHLT5/N+hrNuTLjjIFS6pb367eHS+4Ern+ffTwNPG2v/3WsO/3x7TcAvwusUEqNX/D7Of0Obg4wyLu41NrOwH3A95VSFSAuIj8ClmINe0wHff3AD5Rd31pEvgcsAd5jDKZI343A3SLyDSAM1ESkqJR6YproQ0TmAN8B7ldKHf2g9TWa8+FKHCa6BTiolDrjj0xEWu2/HVg/3m/b738Ha8jgDqXU2IRN/h24V0TqRGQe0A387+XU9j68A3xKLALAbwAHz0PbpdL3MvBREfHbF8vfBt6eLvqUUjcppa5SVunVx4GvT2YIpkqfWB5tLwHblFI/Ok9dGs0HM9Uz2Bd7Af4B+KN3tc0Cvjfh/V6sC9JbWE8A4+1HsOYG3rSXv5vQ92UsL6JDwK1ToG0N1l1kCRgCXrbbg1heMPvt7f50is7dpPrsvj+w9fUC35hu+ias8xdcgDfRJfp+t2PNCb05YWm93L8rvVz5i45A1mg0Gs0VOUyk0Wg0mnNEGwONRqPRaGOg0Wg0Gm0MNBqNRoM2BhrNjERE/l5E4iLSe5brrxORt+1keP98qfVpZh7am0ijmYGIyCexoph3K6UWf8C63cCzwKeUUmkRaVVKxS+HTs3MQT8ZaDQzEKXUq8BpOahE5BoR+b6d6nqviFxrd/0h8DdKqbS9rTYEmvegjYFGc+WwC9islLoe2AL8rd0+H5gvIj8SkdfsSHuN5jRmXG4ijUbzXkQkCPwm8NyEhHvjqa7dWClUbsbKq7VXRBYrpTKXW6dm+qKNgUZzZWAAGaXUr03S149VR6ECHBeRQ1jG4f8up0DN9EYPE2k0VwBKqVGsC/1asIrsiMjH7O4XgeV2ezPWsNF7stpqPtxoY6DRzEBE5NvAj4EFItIvIj3AeqBHRN7CSgz4GXv1l4GkiLwN/DdWMsPkVOjWTF+0a6lGo9Fo9JOBRqPRaLQx0Gg0Gg3aGGg0Go0GbQw0Go1GgzYGGo1Go0EbA41Go9GgjYFGo9Fo0MZAo9FoNMD/A0E2mfHpbJ/8AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# step 1.5 make change parameters as variables\n", "selected_color = 'black'\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(7,3))\n", "\n", "bridges.plot(ax=ax, edgecolor=selected_color)\n", "ctx.add_basemap(ax=ax)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "# step 2: put the plot into a function and make the changable parameter as an input\n", "#selected_color = 'black'\n", "\n", "def my_map_plot(selected_color): # defining my function\n", " fig, ax = plt.subplots(1,1, figsize=(7,3))\n", " bridges.plot(ax=ax, edgecolor=selected_color)\n", " ctx.add_basemap(ax=ax)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# as a check I'm going to call the function a few times with different inputs\n", "my_map_plot('red')" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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OuqYznU2p1+s0Gg2WqyWet0YgvhTZ3Kep6vU6umEwn822ZIKy61KtVsmygmRQrVa3tYsddoDXzBg4jsM3v/lNPv74Y/7gW3/AXf+O999/n3q9Tr1eB/hSDvSelQFgGCa2bTOZTNB0jRxJlmfU6jV832O1WuH5HpVqmWqzzHw2Z71a8fDhw036RqdarTEYDHAcm3K5wnA4wLIs2u1O4R3nL1jM7tCUFs+evcH5+QXepvhZq9ZYLBYcHh5yc3ODYRpFJLM5bqvZYjKZUKvWyPOMOI6pN+qMR2OOj094/tlzppMpiiIol8uAYH9vD1UrmCLXV1ekWcarV6fUazVWqxX7BweUG41NzSRgNpuh6wYPHjzgk08+IU1SXr58SavVJIljkjTBtm3CsDAkURShqSppliIUhV6vx2QyYTpakOcZpmHjlnTWwYIwiJGpgmM5uPUyilB49eqUx48fcXl5yXAw5MHDB4yGIyzL4uzsDNM0sR0b2/6cbZWJFNVQuBvccXhwVBiLPOfi4pw0TTk8PEIIwcHBAbVajavLK568f4iqCLL8T89/r8KUDy4X3M0NTtoOcZxyt4iIUkmaS1ZBymAZ/8TnhouIpZ9wUsmpORr7+/vYTglD11FVlbW3xvO9gjTwBQYRsmBV6bpOFmVbBtZkGfBynBKmnx9jv25z3Cph6CqKIlAQzOYzrq+uaDQaZGlGtVqlXClqEveMMUVRCiYUkKQZSZohBBhaUQdYLpfkeU6j0cC0itpD4Af88Ic/oNVu02g00HX9xyKaHf4q47UyBmmasl6vOTo6wjRNzs7OePnyJcfHx7z77rt0Op2CKirvvS7xJYPQ63VJ85QwjkiyhFWwQEhBFEcoqkK9VSUnI84i3EqJNMl58eIlvV4P1y3R7/epVqs4jsPt7S2uW6QHrq6vMB2Nr//Sf8h0fsQffOu/4fLyCsdxcBxnU3Aus1qtmE6nSJlTKVdI05TZbEq702EymWA7NpZlcn19TXMTdTSbDTzPIwojPM+j3W7humWGwwHNZovpdEKlUqXdbmNZFpZlEUUR5XKZy8tLLi8uOHnwgPlshmlZeL7P3V2f5XJJmib0DjuYtsF4NuLy8pJyuYKUkocPH+B5HmmWMpvOiihoOkVRVAIvYH9/jyzLWC1WCGHSrhaLSxAELBcrDMPAdV18P+DZszd58eIF/ds+UOTQK5Uy1WqVPM+5vrohyWNUU0XRQDUEoe8znU1pNpo0W00azQa3N7d897vfJY5jDMPAKdkEgc/Nyx/RfvhV7uY/GR1sn51c0p9HjFZxQZ/Nf+qmX0KSSbw4YzkpopDxOqVR1rBVKJVc4jhhsVjiOKViMVcULNuiUqmgaRp+3ysWZ8/nev5lQ1AyVY7bDoauoIiCVup5a66uLjk8PCwK05UySLa1iS9Sie8X8kyRQMGI8jyPxWKOaVpFHcvziudbUXj16hWGYfL48WM0XYNdULDDF/BaGQPbtlFVFdM0+Vu//utkWc58PuPlyxd861vfolar8d7779FottB1A01VUL+QE82lxI/WLIIZcRqhKhoaOuWGg2mZrKI5ihC4VpUsluRZjqZpJGlCv39HvV4jl5Kz8zOiKCJOE1AUVMsgkRn/4rv/JWH4hGqlytnZGdValUq5zMnJA8bjMQcHB9ze3rJ/sE+e58xmM3q9PebzGaZhYls2/X6fdrtD/65PpVIhTTPu7u545523efXqFKEoxfaWyXw+o1yusFwui1TWaESr2WKxmBfF9NEIAQS+v6UatlstqNYIwoBuu4kwU/I8QVMMjhvHeGuf8WTM6ekZTsnB0AtK4nK5pFQqISj46heXlxzs79NsNIu/L1YYhl4sVqpKqVQiCHzG4zG9Xo8HD0743ve+z4MHDzg4OCBJYm5ubjZ57hzbdCiXXRbLBUkYo+kK4/EYy7Rx3eK4JycnRHHEyxcv8TyP3nGbrzd+mf/zn3ybVu+Qst1gFSR/5jOUZn8+9kyWS0Jp0ajUWMkyw1sPTQ0omSoSsHWFOIZYXdGt2TiWjuu6CIo+gCRNieKI22nI4sds1X7dpuoY22c0CAI++fgTSm6JeqOOzHMURd1uf+/URFHEYr6gUq1QKrkgc1QFZtMJcRzRbrexbZs4ihkMBpTcEi9fvGQ0GvHs2TPUL+xzhx3u8VoZA13XefDgQZGTVVTyXNDqdDk42Ge5XHB+fsbF+TnnZ+e0Ox329vaoViqfNxnJnCSLCWOfKA1RFRVTs1AUlTgMEYBplFkvfLIkY39vn+VyyfX1Fd1ul9F4QoJEdWycsoNAkmUpwXrBdDBBUX6FSrnCm28+4eqqRJql9Pt3xHGC4zhkWUan10YoRT2i1+ttvO+MZrPG7c0NilI0bR0dHtHv9+n3+zx+/Jg8l9i2zdXlFaWKg+PaLFcr0jSj2WywWCxwXZf1eo1tO8SbBrh6rc5sNmN/f5/JdEoYRUynU3rHHSLWpFlOlki0TKFcLhNHMe+/9x5n5+f4nsdsNufRo4fM5nMM0ySMQvb2etzdDZhMpti2vWm+yyiVioLvZDLGskw6nQ6fffaCi4uLTS67Rr/fR9d1KpUKUsJiuaDVbFFv1EFKFvMFjukCkjj1GA4GxFENt+xiGgYPHzzEW3v0+33CIKR32OGdd9/mg+99h6/99b9JlCjE6c/o9v+MMJSUOJOMw5w4k8RZhn9f/d1guF7TX8S8c1ih4hT03TzPydKMVZgzChQkn5+Xrgp6dQtDVxEIoijm9PSU3l6PMAgZDga0O52fOJdc5qyWK7I8I88lUZwQhiHDwR1S5pScEoEfYBomo9GocDqmM3KZ0+12URSF29sb3HKZZqP5F3qddni98dpRCUzTJJcQRAlBFBMnhfelanBwUOeNZ4ecPDjA89b84Pvf5/s/+D6D4YAkScglCHFPJ5RkeUqYBPjRmjAOkLlgOfXQFG3jsc9JkoRarc5osSQ3VCBlORowOL/g5uUZ05shy/ECy7J59yvvUq6U0TQNwzR49sYznj59wnw+5/LyEoREKJLJeEKn0yFNU25vb9E1nbv+HUmaUqvVEKIwFr7vc3R4hKZpLJaLwhBKSZrHSC3Bckx0Q99292qaSpZllEol+rdFZHF3199wyotmpcl4zKNHD6mWqyixgfR10rVApjAZTzYefUir1eLhw0fYts18Pmc8GnN9dY2maYxGYyrVCqqq0O126XTaqKqG53k0Gg2q1Rqe5xcGxDCI4xjbttF1g16vy2g04sWLF0Vxvt1GUhiB8XjCwcEhSFguljx48ADbtpnNZgwGA+7u7hgOhxwdHfH2228zvpsxGy54+tZj6vUaz3/wx+xX9aKf4C8IqiLQZUyumsTJTzcyEpisYn54sWDhJQVLTIBQBON1SvhjnxWAtiE5ZFnG2fkplXKZTrvD4dEhILaL+eclaclqtSKXOe1WG8O0CMKQ/u0tWZZiW3ZBqfY8RqMRhmnw+PFjkiTh4YOHGIZBr9dD1w3SJGW+mO/6DHbY4rUzBoqiEMUJfpTgxylhnBYdplmKzDMUIak3arz99tu89/57OI7D80+f8yd/8idcXlySxRJDs1CEikSSyZQsz4jTmHXgo5o6plOka1RVIZc5kZRYtsn45pa7y1tkBvVanV6vh21ZHB4Vhc5yqbwxNEVnU8Fmgq997Ws8fPiA01dnXF3c0u12UNWCueS6LqPRCM9bs9frsV6vAcl8Pt/QK2tMJ1N63R5pmlKplAnXMWmUI3Oo1WoF06haZTab09owgGzb5vrqGsuyqdfrfPjhh9ze3vLs2ZuU3Qqxn2JrLq1qB1t36Pa6zGZzVquCglutVBkMBuzt79FsNnnr7bcAycsXL0jTlGq1uilMe0jJpjbiMZ6MtyyVWrWGoiqbOknBuomimKdPnwLgeT693h61anEs0zRI0gQhoN5oMBwNCcIAVVVpNpqomsZ8PieKIoRSMLtm4yVX5zf88i//MuvVisHpB3Rr5k9/gH4MqiJwTZWGI+iUdUz9yz8JS1cQWUQsjW0t6s/Cwk/40eWC8TIqIoMcZt5Ppq7Epr4gc8n5+Tl5XnjuUEhVtNvtoulxOCRNC8Pi+wFhEGIYBrphkKYp0/EY09QpldyiIG/bVCoVkiSh3W6zWq1od4qemjAMubm5wfM9Sm4Jx3Z+5uu0w///8VqliYANeyIhSzLSbRVQYqgamu5sGBeC+WqOWyrx9MkTTk5OmE6m3NzecHV1Sbnq4tZtNEMnzRNyJGkq8ZOEKF0SxjEV28UPAqSqIBRYjMbYpsXTJ08ol8uMhiNqtRrL1YpWs8VgOPi8owkKe7BpMjIMg3K5wuHhIYPBgPl8gcwllmURhiG2bVGt1ri6vqbb7XJzc4Nt2+zv73F1dU2z2cQwDEajEYeHh1xf3zC6mfLmm8+YTqfU6w3m8xm1WpXlcsFyudxIdpS4ubkhjmNqtTqOYzOZjCmVXAI/YP/goEhHtDtkacbBwT5ZnhOGIdfXV6xWax63HzOfz6jXG5umPpdarconH3+MpukgYLFcoioqaZpSsyySNGU8GpGmKY16A9/zWSwXmy7dItVx8uCEF5+94OzsDFVTefToEVdXl5tU4EM8z+P6+rqQfqhWiaJCl+jR40cs5gvOz8958PABSZwU215d8/DhQz7++GPec8t0Gg8Z/niS/gtQFUHZFJSVABl75FGMUARPO4eMQ53RMibLc2wNhJQE6c8ebSz8hA8uF7x3XCaXRRH6x6u1JVPD0lWur68ZjUb0el38wMdxnKIjXUC9XmOprBgOh5QrZXw/AMAyC32n5WKB6xad4vdyJBLJerXGNE0CP6B/10dVVC7iC2zHRlEEtXqTMAhZLVe7yGCHLV6ryKB4cMV2wZUS0jQnTnMyNDTdxTBd0iTfcMABITBNk4PDA77+ta/zzjvvsF56XHx2w/BsTu6pGIqFplpkmcCPUiKZEecppmOCqjLu36HpKoZpEAQho+GIxWLBfL4gDEKCwCeOYpI43nSa5l8gmxdI05T9/T2Oj4/59JNP8TbSBmEY0ul0WXtrjg6PuOv3icKI4+NjhsNRwU8PAhaLQiZCCAVFVTB0g/F4sl0YhKKg6Tqe77O31+P29pabm1sURaFarWFaJrVanVarvW3MW8wXJElBJy2a4arEUcSjR49IkpROp43nralUqiwWC7rdHpqmoSgqnW6XZqtJutlPqVTCth2SJKVWrVGvNzbCe2nREJdlJElxT5aLBW7J5eTkhNFoRBRFOI7Dk6dPcZwSo9GQ1WrF06dPCIKALEsJw2IbfdOn8cYbb+B7hcTIo0ePePL0CYZhUKlU+MG/+A5ieU2vZqMpny/CqgL1ks7DTokH1ZxSPMCQAWXHotlqcHR0yGxwRc+KeO+4QqtsYhKQ5hD+OesQYZITJ9lPjSYEOePxiMFgsOm2Vlmv1qxWq4Kmuokqy+UybtllNpuBlLhld1sbUjedxsvlkvV6Xfw+JFshx7Oz04IGq6nMZ3OiMCIIQrIso9VqcXBwsGs622GL1+pJyCXITb5fVxVUBVQ1RRFpsfArBqqiYZoKtXqZUskhzyMEhUyCoii4ZZveQZO9hy1QJbcXA64/G2Cm1zRLVZrlGq5VxjAtwlwwuu2jaQpHj/Z5+OghtWqNMIpQVY3VakkQ+Fxf3+D7Pnd3d8RxzPX1Nev1irW3plavIhRR/BOF6uebbz5jNB5xfn5Ot1t0M1crVaQs9G4ODvY5OztjsVjgOAWb5r4beTQa0uv2aDabjEeF7s9sPqPZaDCbTmm3Wmiazmq9Issyent7HB8fUd6ko2azKe12h739ve35TqcT3JJLGAZYlk2SJsRxTLVa3SixKtxbN8PQ8TwP13WxLYv33nsPyzK5uDjn+vqaMArRDZ1Go77VXjo5OWG99rZU29l8zmq1IgxD3n//fXRN5/T0FE3V2NvbI4wiXNclDCOiKGIwGBLFEc1Gg7u7orej5Jaw7KKD3A98atUa7777Lk+fPsVxHL77nX+GEw/5yoM6Dddgr27zy48avH9UQvfvIFxQLbs8ffoU27HRtULYrtPpsF4t8Ke3POvoqPESidh2LP95Uchg/GRUEcUpN7e3vPHGG1Sr1W3gEPgBYRiS54X+UZqmhUCgbqBpGjEROtwAACAASURBVGW3zHq9JksTDNPA87zN4i+RyML416oIoWzkMIq+FMMwqNVqOI6Dt/YIw3DXcLbDl/BapYmkzDepmByZRpg6LJfPyQ2d1KiS6QarPGK2GOLYLih7nF1/QqPawjbLCEXFD2aoRoiChtu1KLccsnDGX/9X/gP6w/f4k//7v6LVaRFLhdl4xHgw5PDBPqqqoakaumOw1+sVaphRITEcxzFZllKr1wrzKiS1vIJUUxRFI0x8bNdCKBJJTrPZYu153N7ckucZtuMwmU5YLVc8fPQQQzfwgwBNVYuFfbXGtm2WGz77/SKhKILT09Oiu3cw2DbWffzxJ5wcn+C6LovFnH7/jnLZ3TJVRqNR0ZVadqnV65ydnm1UVGOOj0+26ZnVak2lWmWxKAzRfD6j3enQv+0XeXvA8zxsx0HTNFRTxQtXfPTRR1Q3ees4iYmikDiOWa1X1Ko1giDg6uqqWIhtm4cPH3J1dcnp6SmPnzzm5PiE09NTTMvkwYMHnJ6egoDxeMJ8PufJ0ycFjbbVKo5fslgHSxazFW+99RZSSj766CP+r3/6f/Brv/Zr/KvPHpHnGcO7O84nE0zTZG9/D9MwGQ4GW5XX6WzK4eEhUuaEYcTHH35Aq90iSRMqpmTq/0TA9y/HT1lvdZFhW0XTnWmZKKqC7/kYpoFlWpuMo2Q2n5GlGbqhF9IkSYzv+5imyWq1QigKuq5TrpSRUhLHEWEY8sknn9BqNen2ekzGEw4PD6hUqmiatu3T2GGHL+K1Mga5zFiHUxRbMF8M0dSY+WqMqgry/JY8Lzwj09AZz8akaYznr4niAEHR7JRmGZqmU250EUKClmNUa1wM/iYn3W8hNI3z0zPSuPCOTdMkjTNkIsgNiapIDNNEUBiDOI6JkxghYLGeY5h6oTmvqdtzvl9B0jynXHPx/BW1ehVFEXz44Ue8++47LOYLevtdLMcECUfHh8RxhFAUphOPxE8IgkJPSVA0HvV6ewyHAx48eMhyudh60YWmkEu5XKbT6ZIkCfP5nLt+n3Klwt7eHqenpzSbRZrn4KCQXvZ8b6NvP6fb7TCdziiXy5tmpyKIVIRA01S8tUer1WQ4HOKWXYbDAdU9h4wEReoEnsdq7uF/HGAYhazGYr4gCkNKJRfHsTk/P6fZbFKtVjk8POJ8Qwuu1QsPttfrMZvP6Pa6GIbBBz/6gF6vx3w2o+SUSJO0iP7ICKMAz1vj2A7vv/8+WZbx8ccf861vfYtvfvOb25kI1WqF/f0DhsMBihDUakVXebfTIR/mnJ2ecXx8hGGYRfFaUVBNBUNJWccG0c+YLsqlZLqOsRQVTVGI+PLnbEPdNkUiwS25RR+HEMhNFBIEPvlGPkJTNVRFYbFYUKvVmUwnSClRhKBcqaCpRfpssViwWi1ptpqYlsVkPCFNU8rlCkmabIvMwK5esMOX8FoZgzTLmKzHJJkk1SSmmlNt7KGQoqrKdnCJEIJyJUPRTWr1Joauk+XZ9uFXFIVMCBSFzTCXnE/O/mPOz/8WSnlFt95mNYlZjMbF4BVDIYx8LMNG3QzGEYpCrVYjiiPSIAEh8YMETdXxjQiBwDQL70vXdRRFQdVUsixnvfLp7XXJ0sLD/973vs+jx48Kzf6N3kyUhggV4iSi0aohhEIcx0zG0yL8l9DtdUmzlOfPnxddpZrGRx99yP7+PkIInj9/Tr1Rp9Vs0Ww2ybKM2XzG+fi84KuvV3iex/HREbP5nMePH3N2WshEnJ9f0Gw2mc1nX2As1ZjN5jQaTa6vrwnCkHKlwnQyKfSFogT0jETGaCWdhlkjD2ExXxKGAZ7n8fjxI/b394t5CXt7hapq/xZFUWm321zfXHN1ecW7775LHEdEYcTe3h7X19d0e100TWMwKIT/1us1pVIJRRNMR3PqtQZBEOC6Lt1elyzLeHX6ij/8wz/k6dOnfP3rXyfPcwbDAZWay3Q8pVZrUK/Vubm9RW56OaJNxKdrhTx0LnNqnSpGkBOlf9YT+jmkhIuxz0lVbp7NfPs+gFBU8rQQsctlDnnxTEVh0S18XwiGe80hwWzDMNN1HU3VyNIM13WxTHMrwicUQZpmlEomi/kC3/dpt9uMx+ONjAnblNL9/++wA7xmxiDJBJOVjmV4pBmEMViawBQxQrWRQi2icgkoGkmeoeoGQkgUVSeXkEkIUqWoP0iFNJNkmSCXGv/W3/gv+PT07/Dx9d/BV2o4e3XMRR/fD3BchyxNEbaFKgst5EymVOtl7IpJmsWEqxjbKrRrJpMJlXKVm9sbmo0G89kCVVWQEtbrFedBkTpxXRehCJaLJcrxMbqmIYHZbE4YBiyXy62e/70scp4Xxdh1sKLZLmSsR+MRSDaeXyFJ0dvrsVws+Oijj9jb29suHJ6iIDSdVrNF2S0zGo3I8hzf90nTdCsCFwQBy9USQze2+egsz8iygloahSHNZovFfE6n22Y+nSMMgelaKEKQRhkH+0dYZiHP8Omnz7m5uS1UZ7OUdru1nYyWpik3NzeoikoQBvT7t0gpt/TI5bLoO+j3+2iaynQ6wbYdXNdlPltQKVfp9XoMh0Our6/ZP9hnb2+PdqfNd/74O3z00UcAfOMb3yjmToyn1Bs1lvPlVnQO4PDwkMlkUugyaRpCETQbDaI4pqX6WJaJl+sE8f1y+tPz7lJKRsuYQBTP3hfls4VQtg7KfV2h6OReoqgKlUoF0zS3PRpZllGtVLEtmzAsnh1VVYvoIc9pNpuYpsHZ6YhSqcR67VGtVvjKe1/h5uaGu7s7Op1OUSfYTFq7l7zeYQd4zYyBQBIlKlKabASCyfOYpTdDXS+wLZMsK7ytgvWi4AcBtmVuuNoCoejkxh5ZXoTyWSYRIsfSY779/f+eYNlECI08y4iyjOPDlzw8/ocM7/4elm1v5QHSLGEdLlhHK9IswdBMhKJuB7homr4pstpUq8XkKdsucuvzhUWWpkhgtVxi2TZ3/TvOTs+2HHxFKIxHEw4ODooiYZKjqzqWaTG4G5CkCWEYoakarXab5XJRRAvdLpZlsVyt0KOIdCN05vv+ZuZDAxBkWbqVvNjf3ycIQk5fveLo6Ij1ek273doUive5u+tTKrncDe420toLKpUKnuczGAyK9Fucc3LygOViyWw6A0XSarQJPJ9cSlzX5fHjx9zc3hSy2csVr14Vqar1ekWvt0eSFlLhnW6HDz/4kMOjQxRV5erqauvdqqqKYZocHx/jrb1C0K9WZ7lcEoYhq9WKvb297VjHR48e4Xse3/3u97YG4evf+DrVSo31wqNWrRadv70ejlNiPBljWRae75HEMdPpjMODA6q1Kq4bFLRfBUSrwswTrEPI5U9fUNNMkqufS1rfv4pNj8F9BJLlGetVwQjK0ozlYkmtVkVRKqzWq23x/X5qHBQRRxTFmJZg7a25vbnFth0sy6bZbBGGIWmS8vDhQxRF4eOPP+bp06eUSqUvnMkOOxR4vYyByLH0JblUkFIjlxo5CvV6obppmQZhVLwqqkaSxJhWMatYUVM0VUNRNTI1JMtzsgwSpYgSdE3Qa37AXfCIZKXQUQ1MTaFRnWA7K9xyCdMopK0B8jzDjz1WwXyTu1VQpGAynWAanzc9RXHE1dUVYRhyeGgXntimIU0RCr4fcHx8gmWaPH/+GZZlYVomWZryxhtv0L/rc7B/wHg8plqt0e/f4rplFEWQy5zlclXIFwyLovDR0XEhr91sbaSszzc5e51arcZoNGK9XlOplDk+OuLq8pLVcoVtWxiGSWkzra1UKm0MmE2tXse2bW5vbomjCNt2WK/XWLbNze0Nbz57k/F4TJ5Ljo6OsGyb87MzzD2T9drDtixub2+p1esYuo5Tctjb2+OzF5/x8tVLAt9ntVrT7rRR1WIoy8mDEyaTSSHXkaakWYrv+0RxtPXka/UaYVCwYmr1GsPhsJgA5ntYThGdmIbJe++/j5TySwbhG7/yDbI05ez8nKPj46IQjaRaqXB1fY2uabhukcc3DHPbF/L06VPu7vpM5iOO2mXWscLC04hSjTgtZh9I+bmOkNz+58tIpaDdaHB2esbR8dGWIbVerbezlbMsI4wKg18uf65aWsyPNor5xppGyXGYTCYFk0vTttPRkqSYpeEHwWbSns6rV6+o1Wrs7+8XYnU77LCB+lu/9Vs/73P4mfHf/v2/91t/+9/522gqGFqOqWdomiQXJkJzkIqJZjoIzSIXOkK1MO0Sim6jm8WrVExAQVFUDNVE1wxsw6Rsl3mw/1+TxiX81Tu0W81iPGD0BjI9QNNC4rTJcrlANzQymeJHK8IkQEqJqZtowqRWrtNoNgiDkEqlgu/57O3toes6cRwXyp5hgKre/xAlyqbTudfrbQ3C/sEBi/mcLM22KqQ3NzeF59zpsFqvmc+LRq7ShhaaphlJEiNzSavVIgwDEMVUNSlylsslbsklz3PiOGY2m6OqKkdHh1xeXrG3t0ccxZScEqvVinKlwmKxoF6r4fsBnU6bMAzJsmKIu+8XYxcN3cBxHBaLBbbtMBwOsSyLIAgwDBNVVQiCgCRNmUymrNYrSm4JXSsGELVaTUajYiZvFEZF53W1hqqp3PXvePL0ScFeEoJKpcLR0RHT6ZQkTnBKTtHLYNnU6zUqlTJRFLFee5TdYoiLqqqYlkmapkUhfTPpq+SWcF13y7ufTqbFTAhFIUkLunKWpURRTBRFBH6wWbRdhv0BURhRqWlUSzl1R1K1JKqSk2QquRQo5KhkZOInmTtJlrPfrhGmksmwv5VFNwxj2619P16z0Whs+wHuR5pmWbZlsS2XCzzPo16r45bL5HnGYlloVVWrVa6urojjmLfeeotms8lyueTm5gZN1fjd3/1dfvM3f3M3CHmH1ywykAIn10EB1VA2Hq/KvbeuCFAUgRBQ9H0VeW5FUVCVQhAsSYo8rWPZKIqGvw5I4pSS5nL66h+RZylRdLOVC5aZ5Okb/ymT2Ve4Hf0D1lFGuMiwDEjzz6uJm6GD+L4PgO/7zBfz4nVe5P9ns6IAGAQ+tVodz/OYTCfYrkWn3SWNU+r1Ov1+nzzPabVaGyrnLdfXV9h2MWf5/Py8mLL29ttEUcRnL16wv7/PYrHk0aNHzOczPv30UxRFcHx8zGq1JMszKjWXOEqpN2o0m01OX53heWtevnq1EZpzmEynW33++4K8pmnbHohyuaCMmqbJZy8+4yvvfoX5fE6r1URZCvp3fXzfL7qzlwuCIMD3C8nrwPeLuoVlcX52zvHJMbnMMQyDN954SppmvHjxGZPJhOPjY1qt1nZ4e6/b5ezsHHszuKjb7fLq5UuCIKDRbJAkMWmuoGs6rVab8WTMcDik2+2wXnv4nsev/uqv4pQcPvjRB3z66af0ej0ePXrIfL5gNp3R7rQZDoaoqlLUbqQEVEbjEZ12Z6MjlGIY5rZw7o1iEJBExaCbcsmm1nTwM40sFSyXEN8/IF9AlOR8dLXk6V4Ds6Qzn82xndLWkPu+TxzHtFqtn8jr38/8dhybm9tbLi4uqNZqKJ5Ct9ShXi8G4Nze3mIYBovFgt5ejySJsSybBw8esF6vuby6JIoidtgBXjNjYBomJ/snJHGMH/jEYQyqwCmViu5UvRApW689vMBDACXXxbYtNE0niRNm3hwBOOVykbNVMqQAXdVRTAWZ66RpShRFWJaFpmn86IP/neFwRrm7ZuxBtsyolxNUJSp6H/h8otr9oPEkSTYa9DmDwaDg9NdquG6pGCRfKlRNS24Ju2yyWM4JvZhnz94o5CZGI46Pj1kuluS55MmTp4wnY374wx/S6/W2hc5+v0+lXC4WA0VlPp9xdHSMaVmcnZ5ycXmJrulImWOYRuGRGxpRHFKtVzg+OeKTjz8hy3KeP39OqeSSbrqPl8sl9Xqd2WxOuVxhsZhvKYqz2YxGvQ5I6vV6EUHUG9z2bzFNkygKtxRG3ShGRQZBwMNHjwiDkPF4zHw2p91uMZ8v2N/fZzgc8t577zMaDTk7O2M4HHJ4eMjd3R3n5+dF85RpcntbdFY3Wy2klFxeXNLpdjZNhjmo0Gq2GI/H9Pt3pFmKaZqMx2NMw+SrX/0lLi+v+Pa3v42u6xwdHTGbzZjP5tQbde7u7kDKzdzowmgX3ykiSVJMy6LVahFFEdVyFcMwGI6G5HmOpdus50sqdRvN0nFVhRsP/GjjsojPGUVJlqOrEstwkIrKcu1jGQZhGLJeFzInX+wQLphvGePJmEa9ga4b20iq5LqbesISKGTE6406P/rhj2g2mxu5kI3Sqig6m9989uauA3mHLV4rY5BlGWmSUi6XaTZbm1GCQSGbPJqiaRqVchlN1TF1s8jdSoXryxs0TSNNU/K80AoajycoQilm6CqFRz+bTTeMHKPIiW+80DRzyDKfXOZICdO1wSpQaddCLB20TUOakhcskEajQRzHNJvF+EpFVTZ1BEmlUiEIAqTMWa+L0YXruY/M4PDwCF3TabfbDIcDfvCDH3B4eMjBwQHL5bKYg1ytYts2l1eXBH7Aw4cPMAyDu7sBQgju7gY0mk08b82jNx6SxhmnL8+o1aqkSUoURMRhjF43aDTqeGsf3dB59uTRRlpiyXQ6LRqavpCSyLIMy7LxPA/D0LmZzXjzzTe3fQjzeZFysi2bOC4K16qqoigKDw8OWS6X+KaJYzssFwu63W4hu112i2K07yEElNwS87nBV7/6VS4uLvjwww83iqcaBweHOCUHJNzc3BTRRhBydHyEt14zmUxpNVtkaoai/D/svVmMbWmanvWsedhrz3PEjuHEGTJPTlVNV0+udjduJGSufAUIIcsXtiwjQCBxYcMF3FpCssQNMi1AAgkkkLABiUG2cJWtFu22uqorM0+ePEOcKeY9T2seufhX7Mysru6qlsxFyvFLqTwRZ584O+Kstb7//773fR+FWq3Gp59+Kh7kZc7/w4cPUVWVVqvNj3/8Y/7RP/pH/M7v/E5ZEBbc3NyQxDGe5zMa7VOv11HVa4pC6P2TRMBxbMtGUZRdXEgcRfh+QJELgh5LCVmJsao6jUqOH8n06sKf4scZFV2iamks3Ri1qqPoFtvtFne7xTY0Op1OeeoFSiGoJLH7GV9dCbXVzc0N3W4Hy7TKmG+Ds7MzEXC4WOzmHrZti6E6BVIh7U7Nd6Szu3W7vlXbAlVVUVSF+XzBxcUFi8VCRAh0e2KnnaTc3IyZTWdIJQu2Wqti2TZZlpPluUg9jSLcksMbhiFxFBMGAXmpRHIcB89zCcOQJI1xtx5hEJaDX6EWilOFNFVQZJWKUaVq1tFUnW9qRopdnzsuc4uCICRJUmq1OsPBEN8P0BSDqlNFVRQWS/Eg/uST75DnOa7ncnNzw8XFBffv3+fgYMSrV68Ig5D33ntElmWs12viOMbzXDRN5fnz59TrdRRJxXM9jo6OqNXrO0Oa53tcX12zmK24vLgUctUswzAN+sMu773/kGrNwbQM3p2dMZvNOD8/L+OUYbFcsr+/x3a75erqmqQ0f0WRiL6O4wTXdfH9AN0wME2D+VzEU6/Xa6pVQQGLk1i0RyyL9WpNr9dnsxFSz1sD1u3De7VaC7RoUeAHPg8fPWS5XBKGAbqm0ev3MAyDV69OWa/X5FnG1dVlORM54PH77yNLMqqmEkYhqqrwq7/6K9RqNX74wx9ydXVJo9Gg6lRxqlV6PZEaqihq6doV0tMkEfEQiiKUY7PZjO12i2lamKZJvV6n3+/TbAg+Q55nOFaCpUv0GxYfHjZ41DdJs5w304CzWcBsvcWPEnEakaHVapUOYan0BHx1WUkS1Go1HMfh+vqaDz/+gF6/J7jasoJlmdw7ucd4Mmaz3dBoNHaZTV+hMkslXvHPl/twt77d61t1MgARHd1sNEnShMAPuLq6IklE7LGqauRFvjNYjcdjwddFQtd1dMRwsNMRUI/5QhQVy7LQdV0MjMtBrKqqbLabMvpXQOhvtdkgioKqSMiSgipr6KpFmmWkcbYzAN3m6uWZGNjKslkG2RW7XV6tWmO0PyLLMi4vxW5vf3+fNE3RdZ2zd2fU63W++93vEgQBr1+/5vDwgDTNiCLhU/jy2TNq1SqdbofLy0u2my2yJNyqgR+Ik5JhlCmfMZPJlOPjY7IsI0lSms0WF2eXOyaxbmrUWkIWq0gqYRCxXK64uroiTVOKIufw4FBEZGw23Nzc4Ps+R0dHmKZJs9lA01R83ycMRGyyoiiYpsl6s6bZaKIoCp1Oh+1GoEDrDZHPs91s2d/fZ7laIkkSg0Gfbq/LxcUFXzz5gmrV4d69E4o8p1KpUKvVubm5oVqroakahmGyWq0Ew9p1efToEbPZjFa7RafT4fzsHFVTGY1GJHHCJ598wqeffsoPfvBDfvu3f5s0FQqcVqtFvWRLaJpoHWqatkuiFcbG6g7uI0L5RMFIk1RQzuIEU9LQ1YRR20JXIIwTLpYJU1e0bBxDJs9SVvMpVctgsDfENIUaLUwyJEBX5Z2doSiEk34ymXBwtI9sFKRJSqNdY7FckCTiPcRRTLfTRVVV6nVRfL8+exDx2nfF4G59tb5VxeD2QYrETm4XBMLZervzjqJoZ7mvVqsiDz4TWu5bmLgkiwFhp4yGzrOcbq8rtP2zGZ7v4VQdVFWl1+sRJSHPnj4jC8GSVBytIEdGUwwUOSHJYtI0Fp4F+ZvDvtvoCJExH1OtVlmv1zv5oSQJjOR4PEZRFVRFtAYWiwWD4YCDgxHPX7zg7du3RFGE41So1mromr5rFYz2R3iey3Qy4fjomPF4zKeffUajXufBw4dIsJOe7u3t0e32OL84ZzFfcHx8BMDBwSGz2RRZUri+uMGqWBQ1qNXqWBULq2LRH/Z48eULGs0mk+kY27JpNJpYtsXNzQ3r9QrLHu7aZCDRbDV59eoV7z16j9VqSa1UKDmOQ5qmqJrKYrGg1++xXq13rYzrq2v6/T6z+Rzbstkb7hGFIev1htPTU+r1OsfHxxiGgW7ozGfCBd3t9UqZ7vOd67vX7zGdTOh0uwyHA2azOWEQslwu6fV6/PL3fpl/9gf/jN/7vd/jo48+EnMfVUVVFJbLJXEs0j67vS4SQtKLBLZlM/Nmu6yoJBGM7ooj2jIipkSGIidMQt5McpoVgzS/ZXRD05Jw1ytsQ2U47GOVhcCPUz59syRKM+51Kxx0HcgLlsslvu8zn8/p9bsURUKY+xgVg4peZzFZMZ1OeO+998Q1JksYprm7HguKMu5CEqKKO9PZ3SrXt6pNdEv0KvKCJBG4P8dxaLaa1Ot1DNNAUZTyoS/aSs1mE6fiECcxeS52/CCRpCmyotBoNKjXa1/5SEt35q36CECVVOIoIfVz9DilLa9oFjOypYs7idhMfGaTBW/fvqPIc4LQR1VUPN8TKpw0ZblakmbZjrKW5xmSBH7gc319TbPZLM1TW54/f04cxwwHA7rdLsdHx5ydnbG/v8/R0RHL5ZIkicnyjDRNcRyHwWBInotda78v+ARZlnN2dkacJBwcHgio/XyO73t0Op2SkTBjuVzgl0qf2x38cLBHnsL4ZkIURCiygu/6FEVBp9ei3WuRZAkXl+e42y0SEk45lFcUlUrFYW9vSJam1Gt1dF0jjhPxs1UUgiDY/dvctuq27pZ6vcZisSAIA4JSH7/ZbHh39o7BcMgv/Uu/hK7rXFxcMB4L850sybTbbWRJ5uryUhRWRRZD6fEEWZLo9frMZ3MkScx1zs7Pdu0YCYnvfe97O2NWtVpjNp2RlQzs4d7eTrILEIVCgaOqouVUqVToD/ocHh4yGA44Ojyi1+9j6AayJGTDlu5jqinTTcS6hN3IFBSxi6Ur3Ds+xiof2kmW8cW7BZN1yMpL+OJiw+vxltV6w3K55OrqiqPjI87PL/A2AVmW4YYbwsRns92wt7dPrYQP1arVXcRJUYhCIMnChXw3PL5bX1+/0MlAkqS3wBbIgLQoiu/91O//28DfLD90gX+nKIpPJUk6AP57YADkwO8WRfFflH+mBfxPwDHwFvg3iqJY/mnvI8syLq8u6fXELjKKol1kb6/Xw/c93K0r5J0SaKrGZrshS4WVP4pCNpu1kFE6DkaZDinLCmmWIUu5GHoqorfaajWRJYkgSZBlmaPjo51CJs8LsjQVRSmKGI/HpGlCGIUiaTLLWSzmqJomlE9xQhRF+J6H7/sEYUi326HRaNBqt6hWq/iBT5omu6FeGEVYlkmtXqNWq/Hq1Ss+/uRjGvU60+mMvb09sjTj7OwdR0cCND+fzymKnGazyf7+HkEY8vLFCxqNJqPRiEpF6OpPT0/pdjsMhkOmUxGnvbc3JMsyms0Ws9mMRr1REtSWbNZlO6deZzaZY5g6FcfGqphsVhvRTtEVkixmNpuRphlxHDGdipbUcrWiVq+xWW+o1qq4WxdZlndRCqenL+kPBkiSzNXlFb1ub1eY0jQhTY2SmyzUS51Oh9PTU+bzOSf3T9B1nSSJ2d/fLxM7O1SrVRRFYTyZMBwMGQ4HXFxckmYphwcHSJLEbDZjf3+PRTkQ//LLL3nz5g337t3jVenIns9nUALudV0vNxb5DlrU6/dEYqghvBtplhKFkShUuSp240VCo5LhRgp52UOU8hClEFAh2xImuQK4WfjcrKPd9CnNcrJMbCC22215Yjyg2Wzy+vVrZL3AruvMxvOvIkPSrzY+twOH25Po1+7bX+T2v1v/gqw/S5voLxRFMfsTfu8N8NtFUSwlSfrXgN8Ffg1Igf+oKIofS5JUBX4kSdI/LIriKfC3gP+nKIq/LUnS3yo//pt/wtffrWajuTM53fJjFUURTsyKgySxaw0pZXSErusoikyl4qAbBsvFgul0im1XaLaEu1YpFDKEy9QwDFRVRVNVkjTF3bqomsipkZCQFQVVkUDTsSyoZBlBEHD//gmAyA1yPVxvS57lu8jhMIwwypjpxXJJmgpc59u3HrVa2GBshwAAIABJREFUnXbZp07KtFTf83fwnE8++YRnz5/x5MkTuiWYRFEUxsubUk10Q6fTAaDVatNoNDk/P6fRqPPgwUPOz8959uwZeZ6zv7+PJIn2wWw6w6k4NN9vcnp6iiRL1OsNzDILabPZ0Go1xW49CDg6ErMC1/VYzlcCbl+viUIYB6JH3aqxWW7ZbLaYpslsNkNVNSzTRNd1fM8vJatLkiRhf3+fxWKBZVoslgsUVdm1kHRd4+rqajfk3m5dLFv4LUbhCNd1+fQnn9Ltdml32gRhQK1WwzRN5vM57XabvJT3tstZ0a0CKAhDBoM+nu9zdX1FvVXl408+5tOffMr5+TlHR0d89vlnfPzxx2w2W5IkEXJjRUUCNF1DliVc1yVJEqIwYltiS3VNnDhEKmlBUeRYRoKhakQJKEWEQoZRqSHJKnGaAgprN+D0xiX7Wjvf1BT22zZ5LBCge3t7FHlBxa7w6NFDzt6dsbjckKYZJ/dOyhiLbz7ov0pS+koGnZfzj7t1t+Cf08ygKIr/92sf/lNgVH7+Grguf72VJOlLYB94Cvwl4F8u/8x/B/yQn1MMZEVCksXxtlqtUq1WyUuFEFCCWESMQJLESJKEaYrZQZLEhGFIGAY4TpVOp8t8Pufq8hJZljFNwY61K3ZZPBQkSUZVFDzPpVpzdu/j9jb7KnJAhI0JpqxEYQnVUK3pkOYpcRpiGCbZVOQEFYV4ICdJIjKEVBXXczm/EMB5RVGIXVc4Z3WDbrdLluW89+g9fvTjHxGGgq87Ho9FK6BeYzqZ8Oz5M05KiP319ZXIpkkd4jji6OiI7VYQsb788ku63Q5ZmmGaJkVRsFgsqFQqVKtVnj59Sq1W49Gjh+R5wXQ65erqipOTewRByGazpdFoMBwM2Wy3LGcrwijENA00XcV2LOyquTtJmKa1A97fGqpuZcH9fp/NdsP+/h4XFxcC3n7vGNf1CMIAr4zOaDZbQqXkuQz6fRaLZYnErBGGoWgZJQl5nnNycoKiKJydvaMocnq9Plma8fzZc05OTsiylOlsxr3jY1zP4+3bNzgdE8lICWcBjx494smTJ9RqVWy7wsX5BUVRCFmnbZGmKbO5iIb2PR+1jK5otloi5kEVt5XnuURpKHqxEshSSNVUyWKQioxQtpl4oCoucZqiyjKvJx7rIN1dZRKw17IwVJmXry/YH+2L4MDyIa5rBvcfPGCxWIi/0/VExlN/wG0X6DYCRZxQvjolxHF8pyi6W7v1ixaDAvgHkiQVwH9VFMXv/imv/avA//XTn5Qk6Rj4JeAPyk/1y2JBURTXkiT1ftYXkyTprwN/HWAwHCArMtvtdrd7D8JA6PxVlTAMaTabtFoCuRiGYkio6Rr1Wp16XejCLy4vSL20lOhVkCS5VMVcI0nCxFav1XEcB8N8y5//87/Nm3f/OXk++oaR9PbG2j1UgaLIAIkiz8mkjCDbEOcxSiGXfdt8h3CUZYXNekO73eLw8IjFYs526+5iK64ur3ZD8Fs8JQWCKBaGPHr0aAc6D4KAbqfLer1iuRJ5/41Gg+VyiSxL2LaQavb7A8Ky5x1GYdnLj9A0DV3XSdOkbH84PHnyhL29feGTMA2CIKTeqFPXaqzWa1YXK1qtFoeHYvgchAEUwjexdV1s28J2LKIgodfrcjMeM5tN2dsTJwExLBdGqmq9zvnFBZZpoZbRHaP9Eefn5+KkYpksF0tsyyYp23OWZXF2dsZwOKRadXj16jWu64rTQbXG0dEx682am/ENWZoxGA6YTieoqsa943u4nrsrBKkcIWXi1JImGe+//z5Pnjzh448/Jo4jDg4OeP36NRWnspNqmqZJ1RGx0E7VKU+NsnDAF6AoKkUieAVFUZCTUTUSNsjEsg2SxDrMcUwVy4Kr2ZrJVijWZAk0VaZqqpz0qyzmMxRVodlsfmM3LysyFEKxdts2jeOYy8tLOp0OlmWVlD2pTEf96tqVZJGPdbfuFvzixeD7RVFclQ/sfyhJ0rOiKP7JT79IkqS/gCgGv/lTn3eA/wX4D4ui2PxZ3mBZeH4X4IMPHheKrLJYT4XKJ4o4e3cGQKVis9lshUksTUteseDnep5Hxa7sTFCWaTGdTbG6Jnku0e126Xa7JElCksT4vjCybTZrhsP/4/Z7IM9y8iwjlwQG8vZkoOu6iA1AIs/B992dW7T8HoACWZbIsrxUHAk2s12xabXaIqfHsgmDCE1T0VSddrvNcDgU5jRJ4Ast26Ji2zx//oIgEID0yWRCt9vBtCzG4/FuLnF0dCQ+9j2h2On1ePv2LYeHhyRJwmw2YzqdMRgMmM1m3L9/n5ubG/r9HpZlkaQpq/WK66trHj9+n0ZDtHa2mYjNkJDwA59iluPUHRRTwndD8qIgDEKOjg5FjlPilg/3fS4vr5jP52iailNtcX1zg6ooXPs+EoIJPb4Z02w1S3NewWK5IAh8PM8Xc5HFnHqjznYr/r1t28I0LT788EOePv2CZ18+Y3Qw4vDgkFqtxuXFJaPRCID1aiVAO5s15xdnu0JQkFOkElEY79qO9+7d4/nz53znO98RpzTD2A2qb3fUuq6zdV1qsrx7SBcFZHmGZZn4kYcsgapoSIVMkmSgVSCTdq8dbxIkSWLqC7ymJEscdyscdGyKPEMqEsbjMQ8ePkCW5F3Lp7QL7FR2t5LXeq2OaZosV0vmizlVR5yib4FLt6cE7lpEd+tr6xfaFhRFcVX+fwL8feBXf/o1kiR9AvzXwF8qimL+tc9riELwPxRF8fe+9kfGkiQNy9cMgcnPfydC5SNSG4VU1LZter0eBweHuznCYrFgOpmiyIpouURxKecU8b+u66KpAi7faDZKeIiMYRg4TpVut8vBwQHDvT1UU3TALs6OmE1n3NzcMF/MieLoKwwnwgxUAGEYcHr6iuVyVVKq5Nuf4W5gSgGbzYbtdkNc7uagdFhnQqJ4K5V1HAfLtrAsS1DVophKxeH4+IgnT57w9u0bev0euqEL3oFhoKoaiiIYuKPRiCRJyfOcMAyFe9a2iaKIe/fuoaoK7969Q5JFL3kymeA4DrIsoyoqpmHS6/eYTKecn5+XJ6828/kcwzQ4PDjAMEWsdhAENFt1JElCUWR03cDULdqtNkmaEoYh+/v7JQozZr1acXR0xP7+iDAUpw7xd03QNY3VasVwb0i/18ctub3jyVhIbCsVbm5uUBQFRVHRdI0ojjg4OOSDDz7g6vKKl6cvmU6mHJTD4vlizr2TEyRZ5tXrVzhtk1QRhUCRFIKN4Cp0u8JwJkD1MtfX18RJTBD4pRpLFK4iL1A1VRDpykTRzXrDeDzm8uKSKIqF90G1qdst9LxCv9PDMr7p+k2ygotFJMA5kkS/ZvBgWMUxFBxL4/rqmlarhW3Z5UN8d2/tVEG3D3rhGjexbIu94R69bm/H5Z5OJkRRVDIU2CmM7tbdgl+gGEiSVCmHv0iSVAH+VeDJT73mEPh7wF8uiuLF1z4vAf8N8GVRFH/np770/w78lfLXfwX4337ee1EUhTiOieIIzxO7b8M0djzXuNTxq6pCq9Vif3+fw8Mj9vaG+IHPdrsVRqzAJwgDYQST5J+pqpBlGc/1WK8dlpsjWq0PGA73aLZaKLKCu3WZTmdMJ9NSmhmIIDDL4sMPP6Ber6Op2i6qQkJGkmVxWpDYmYMkWbSoolioT1BydEchkxIKctI8ocgFDGbrbjk4OEAuKWu1WpXZfM5msyGOYuazuehXS8Ipu1jMURSF4XDI5eUlr1+/Zm9/7xt6//39Ee12myRO+Oyzz0r2QUCeF9RqVabTCfdP7tNutZFliadPn7LerEtwvMtkOsW2LEb7I5RCZz5Zslws2N8fMZlMuLkZkyQp7XYbz/cIgtsUV5XVek0URjvVy/7ePrIkY1s2r16/xjQNMYiVRVjew4cPSOKYNEk4OztDkuDevWPSLOXq8or5bEaj2aDdaTMajbi+usZ1XdI0YTafMegPRDjgfEZrrypOBOUOX8505mMxh2g0GrukUMFnPufs3RlBELDdbHYnMnGdCJnssy+fcXUlTj2uK2Koa6UfpGo0MKQKjlmlXW/RrJh/7Hq7fSRLFHSqKposTgi+5+F5Hr1+j7zIiaOYyWRCGIS7E0KapbtUV0VVMQyhTJJkCdM0cKoO/X4fTddFobq8ZOu6yHc+g7v1tfWLtIn6wN8vLxoV+B+Lovi/JUn6GwBFUfxd4D8F2sB/Wb7uVn76feAvA59LkvST8uv9J0VR/J/A3wb+Z0mS/ipwBvzrP++NyLKIQi5yMfA0TYtup7u7oJM4IZB9JFmmXq+Rpinr9Yqi3IkXRbHDBk6nQnGUpunOnfn1G2OxWOB5LldXf4P1vMdgWCEMAiRZxrJtFFkuEYPC77BxV+JhXvaKkQtsu0KGjqFaqIpKEMasN8JY1ajX0TQdz/VEPpG7Zb3ZoDmQ5gGyoVAEGX60Jc0y1qsNiiJj2Ra+73NxcclodMCLFy948vkTHMfh6Fh4EJrNBqZpMplMcV2Pm/ENiqqQpAlJkpCmGbqus9luAIF6HA6H/OGP/pAoijg8PBTtoesx/f5gdwIaHRxQFGesliumkymHR4dIwHg8xjRNet0ul5eCRZ3nGd1OlzRNmE6nyLKEbmqstksqqRj012o1bm5uiOIIy7RIkgRZkTk5OeEnP/kJ/X4fWZbZLDbU63WSVATO9fp9nn7xhRhMbzbUajVURSGMhFprPp9j2zbf/e53+fTTT9lsN3z80ce7GUGlY5BK4kQAoEkGs8sVpmnR64nrqV6vU6tVefbsOXt7ezx9+pR7944Jw4hezyAvhHChKHJkSWbjb3bs61sjo2mauK6KKmsEQSCuPVXhuOdwvQqIkj8+vC2AhZtw0AEpy7m4uGR/tI+maiRpwnq9JgxD8jynTh1DN4ijmLyUH91CneAroYOmCnlzrVajVq0RBL4Y/C8Wu1bm3bpbP7cYFEXxGvjOz/j83/3ar/8a8Nd+xmt+jz+BC1i2kv6VP8ubBTH03N/fpygKLq8uCYIAy7LodDo4jkOv18OyTGRZwXW3bN0tWZqRxAmaqu0oT5IkXMiz2RRN13fW/dtWSZZl1Op1zs8vaHfa5FmG53kliSrBsm2QCtI8JpUjci0mk2OyNCXPgQyilcgd0lQNSVUpcmFcMg2DzWa7280ZhkG706aQwM/W5HlKUWbHhGlAHImTwXB4QBInzGdzNF0jz8WN/J3vfMLV1RVPv3jK0fERqq6Qk6FpGqcvX3Jycp/BYMCrV6e8On3Fd77zHZbLJY26YBv3+z2ht9/bR9c1Xrx8weHBAb7v02q3yfKcTrvDarksISsynufx7t07nEqF4XBIGIacX1wwm854/32RhjmbzdA0lU63w2a9wfc9qvUKgReSxcLQpVYEKMe2bc7Pzzg6PsZ1t+zt73F+do6u64RRSKvVZDyZUK83SgWPxoMHD/A8j8lkQuAHHB8fsVgsSNOUTrfD+OaG995/j5cvXvLZZ5+h6xq9UZsQd3ciUCQNbxGzXbt89PFHtFotolAooxRFEZzpNOXi4oJnz57z+IPH+L5PkiTUG/XdcF9TNUzTpNvtlqyIRRlBIpPEMYqsoGsaSBJVS6VV0blehT/jCpeYbRMWbkIerjAMnUajQRwL/0ZWGhfjOGY2ndFoNL7R6tFUddeyvD1uaJqGHIpMLiFttrEsmyRJ7tpEd2u3vlVxFEEgsINxFGOaInOo3+/vBsO6rqOoyg5NWRSg6wZWTSRCpqUK5ba/65ZHZYh3IHXhEdgyOjjg9OUpjUYDwzBYrVa7OAvdMFgs5shmQVrEhKlPmqXkRfYV9UyR0XQVSzFIwoycgjTJdvMOq0y9zPOcJElYLpb4nkeS50iKjKTJFFlGlohco4PRAZVKhcurSzRdKH/iOKZer9NqtUnKNNerqys8z6XRaLBebXj8wQfMpjNqtSp5UaDrGufn5yUWMi9hLgo3N+OyoFZZrdZ8/vkT9vb2cCoO45uxMMX5AXkuvofj42PGYxXX9XjyxRccHIyQJYlKxWa9FrvsbrdLFEdMJ1M8T5DMKhWbqgWBH+L5PlEYUq07VBsVFtOE6+trJKDZbOK6Li+eP+fk/n3BSU5SDNPg9avXaJrKbD4Tg2xZ2kWSbDYbDg8PmUwmaJoo/vV6nSRJWCyW2I5FteMQ5r74XgKZ6fWcR48eiYiKxYL21xgCpmGiKAqaprFerzl7945Ou8PBwQGz6VRwELqdHQK0Xq8hK4KxcVvsozimVqvt5keSVLDfslh6MeHPOB3EWcH5ZI3sXvPBBx8ggWBSlLt4SZaoOVWCkqNtGF+R9TRdKx/wwmx2+6i3LIvNdoOqqCiKvNuE3KWW3q3b9a3SlamawuhoD1VXSvhHxMuXL3j+/DnPnz9nPp8zn80IwoCshLX0e33x8LXF8C0IghKAI+16ppIk74AyiqJQbzQ4fXnKcrlgdDAiCkOSOKFWr4nYC8MgiALSLCEp/8vytFR05MIBmmdkeYrreaRptqOLRVFEHCel5yEkjqNyEG4xHMp0um2RiySrqLrCZuGiyuoupTKOYpI4KSWnUxqNBrPZjIKCw8MjEUuR5bx8ccpgMCAMRFzCdDojTRJkWREsYVVhvRa8gtlM7DCHwyGbzUa0JTSV7XaLosgiSlm6HThCqy0GwrcGsIpts1ysePPmLf3+gP39EYZhMJ1O8DyPVqtJfzDA83yW8zVFIdowjUaDNM1ETHaS0Wq1UBUVp1rFdV0ODg4Aie12y2Kx3BHksjzj4cNHVOxKaYxb41RtwigSEtTlAkmCOEl49+6M0WjE4eEh9+7dYzZZcPbyGiU2MCWH8fmUveGQfr+PqqnIssLlxQVZ6fbN84z79++zt7eHbdtcX9/w5MkT3r17x2Kx5Pj4iKIAwzCoVCq8fHkq2l2yXPoexKnU0PXdSS4IAkwp4tGwivwzzs2aIhGsbqhWHSzLIghCgkCcIrIso2Lb1OrCdd9qtXZR2kA5MxLJpELqLCJckNjFXYA4Ge+yvu7W3eJbdjLIioxY8qnW6nS6bTRFh0JiuQ1Yux51O2G9WTGZTtA0nVqtSq1WJ/AD2q220O+rGrKsYBj6Ll7asqwdCrFAqG1WqxX7oxG6prFYLtE0DcepoMgqi8UcSSlIicnynzpqlxLUW6WGosiQCsSioihl/1wMjQ3DoKDA0A0cx+Po6Ld4+uwfEGc1VAVUR0VXDWzdwS0H5sL963J+cY5pGqiqQhiGDAYDFssFtVqVXq9Hkjzj+fPnPH78GMuyePX6FaoispoajQbnZ+c7J/Ll1SXDwRDXc9F1neViweHhEYZp8PTplwwGfSzTxDREVr7jjJhOBZze3YqU0a3rkhc55+fnbLdbRqMR1VoV3/NYrVYkSUKr1QJgPpshyzKu54EE9WodzxesY9/3CcOQiiMe9IeHh7x995ZWs4XjOLx4/gJZkpnORCHUCw3P8+j3BlxfX9Pt9MoTn0zkeWy3213b8NF7j3Ach/OLc968OEORZTRN5+TkhPl8XqqWXDRN5+ryCn93Wkz58MMPATg7O+Ps7IwkSfit3/4t4V5XFJbLFbYtEJxvXr+h2RTJrGKOVJBlOfPFgkF/IHgJrkut1sAxNTZB8o3rvCKHJP4K63BEEAm0JQgZ6y2XQEKikOD0ZkOSZvheQdWAi+mWVIqomCo1U+PF9RpFkmhXDaqWipRlKEpBRRczuLsB8t26Xd+qYlAUBW64Icki/NjF0isYqsOLsc/STRm1LQ4PKriBUPesfaGzTqKEWq1Os9kslSsFqqqJuAND3zlG0ywVD8fLS3Rdp9/r4fsBWZph2AaKrOIHPsv1AsWBIPFLS/9XR/3S2iNmC3mKZinImcZmu2a72YqTQ5Zx29DN0oxNuKEoKpjmf4bMPpoSo2nqrsjEcUIYRFQqNqZpYtsZz56ds7c3Is8LqtUqWZYRhQLg8vz5M7q9LqvVinfv3qHrmkBmViqYlomhGyWGc1kiKus7bkK328V1Pfb29liuVlQqFRaLBVmWs91u0DSdy4tLfD8oe9niZ7g8W3L/wX0mY3EaePLkCaPRiE6njapqXF5e4nm+mEO0miRJynq1ZjgclOxki9lMqJ/qdQEA2m63DPp9Ws0mfuAznUwJw5APP/yQIAyYTqb4vsf+/ghNFUPbyWRCp9PBdbfM5ws++OAxWZ6zWq5KalzOd7/7HT779DPG4wmVisTbt+8YDAY7wt1g2BeD2/09bq7HYrZR8g80TePNmzdcX1/zoz/8Q77//e/jVKs4TgXXdXfs4vliznAwJEkTNE1ntVqVuVZFKWF2MHWVdkX9RjHQFYnCm6OZDl+OE6rrJSeDKqpVQ9UUFEMMqSVZIo5yfvJ6wdqPUWUJTZVJswgkCUNTOO46fHG+EEWvNMNJksRRz+HXHvXKpN27AfLdEutbVQygICsywiQgTmPCxMdQY/xIJs0LblYRey0HSZYp1BSzrlHt17HVKnGUslqtGU/GFHlBFJXg9YZAN962QXzf5+b6msePH5MXOUEQ7ALTNpsNs/kUvVIQxivRahJ3mOAvUyBawAVynkChECQbTFVFrVjU1Arnr6+p1eocHR+jKiLE7JZ3sFz9m2y3W8IwoNlsEcURFJQPI5UsywnDMe+99+sYxn/MdvuAOI6xbZvFYkGn0yHPcyzbxjAM9vf2+PTTz+gP+vR6PQxDJ45EXHaj0WC5WrFarXj03kNWqzW2Ze0C8EzTJMsy2u02juPw8vSlaOGUUR8Fwgx2eHBQDjLrhGG42yk3m82d1NIwDFotsbM/Pxe76ouLC4bDAZ1ulyLPmUymJEmMUuZBWbaNaVqMS7aA41R59uwZ/X6f6XQqWkqaShCGpKlINq3WRG7/+blgFqiqShAE1Op19vaH3FyLfKLJZMpyueL4+JgwCrm+vi7jwR2Ojg5LD4VGGEW7ucdyuQQk3nv/PRRV4c3rN7x69QpZVvhz3/9zOJUKmqYRxTFRGOKUcB7TMCkK8e/bajUBCU3TKfBZrpYYRY4mS9yODiw5IQm26J17BElOkOTMvQVyea0pyoaapVOzNZGPpCpULR0/TimQMHUZQ1ORZdA0mV7dBoQPJssLFFnifr+GKkusXX/Xurpbd+vbVQwkaTcWy4qUMMnJi4Jew8ELLXo1G9tQSDIJQzOpGFUcs46hmji2Qr3eJE5SkV66WrJcLnn75jXNZmsXif3yxUtarTb1EhuY5RlVR/SwJ9MxdkMnSrcE3hJJVqCArMjJc+FONk0TyzBZrBboukGsKMzCkHZnCIXgMffLeOMsT8myBErZpWHpNMuAuUqlIoLVCnazhiAICKMbbiYfE4Z/sQzV09lsNoRhwGYjipZlilaSbdkcHIxYLJZIErhbl+VqBQiaVl4UrFdrFosluq6VSaIS3W6HNM2EakdT0XWhaBE+BgVdFzlNSSpmIqvVipP7J8xncwGLr1ap1qo8rDxgOp3x+vXrneqrVqtjV2zyvCCMIs7OzjB0wRduNptsty5GmQ0VRhGtVossTfF9oe23LItKpcJkIkxu+3v7BEHAdDblwYMH4rSxN+TVq1c8fvyYJE54/fp1GeVRkMQJL1++ZDgcUKtVeW/4iMViwenpK2FMRGBRnapNFMTY1RpBGHBwcMDbN29wSnZwo97gRz/6ES9fvkRRREGoVCqlWbCg0+kymUyo1qpQFOiGGPjruiEMgIGQh1qaRN1SmHkZiiwhRysU3SIsBCYVIMshK+3GRVLghSk3qxK1JMsYuoSqKqiyRK+mcdyromsyeQ4NPSPLUpxKhZpj7zYwnu/z9GKLH9/NDO6WWN+uYgDfEKoW5KRZTN1OGTYNikKlAAzNxNRtHKOGphrkeUGSZuQF5AVouslwf8To4ADP85hOp4xvxlxdXRFHMUfHRyiyQsWulA/tjMVygW5poOekkejhRmGIUubrSEhYpgDBK7JIUI2iEIocCciyFE2VyUtecLPVIEx8gsRDlTUMzURTDFRVDCPfvXtLtVoT6qWSwtZsNnn7ds3F+X+L7/uoyoSiyDFMkyiKSZKVeJA5Tsld1tG0jOvrS/7oj37CaH/E0aHY+S5XK3zP496JMFW99/4j1usNqqaRpCmb9YYkEYNqz/PIs5zHjx9zevqSdrtDo9lktVoxGU+Eocz1kMpcnG6vC0XBZrtls1lz//4JhmFydXVVGrIyhuXQFmCz3bC+WOM4FUajfYIwZDqb4VQqQjOvqiRJwqNHD5nPF9RqNXq9PucX57uWUBAEjG/Eicf3fKHUyoQgwKk41Bs1Fosln3/+ORIS9UaDquMIB3GS8L3v/TLz+ZwnT76gXq9T92scHR8zm83odrosFnOOj+9xcXFBkYuI8O//5vf5/d//fZ49e4Ysy/z6b/w6Fccp03MlxuMxWZqiKKKgzucLsjzHqTiYplk6mQuaZsEyAEvJiVdLjNY+bvrHH9JFURBEKaoi78IRs1LhpioyYZLxZpIw2cToikSc5RR5TpykSHJAyzFRVQU3iHF0iZmXkt3VgrtVrm9VMRCJPl9VA0VS0FQLPzJ4fRPgxz7dqsZR16bpmLsY4ZyMvJTbybJEmuUkWS4e+BUHRTOwKlXevnpJEidkqdBy27ZNAUwnEygQ/fRkSaoYaHYTvcKuTZTnGbIkY1gZWSFTIGFopTlNAiSBnjSMhNVqiaxKyHpBFMXkMti6gyzJhGFEFIWYpiWiigvR0oqiiLOzd6zXax48uM/VtYgomIwnKLJCFIXiJBJHKGqdXrNLHMXUm/8eH3/8Q7589u/y6vQv0mw2aLZabDabHZNBlmTevH5L4Afsj0SI3Gq5wrItJElis9mInCFNRdN13p29Y284xHEc5vM59WaN6WSGLEnCuStJpYxVJ8sygkDEYBzfO2az3vD8+XPxLylJu0Ly8OED4ihmtV6jKip7wyFhFOG5noC3KzKyqjAcDji/ud4YAAAgAElEQVQ9fYmuG7vI7vV6w3BvyPhmzGKxYLkU84vNZsN8PkfXtRIzKuP7HqPRAa7rUq1WmU5nOI6Dbdus1xuOj4+RZYnz8wt83+fg8BDXczEMkziOGAz6uJ5gYj969AhFUfgn//gf8/TpU2RZ5jd+49eFkmo220mYVVUizzLsio3niqF2s9HctSD7js0yjsm9KbGiEEo2f9IzOoiSck4FiiKRpjmqKqOX/oIwTgniVGxA8gLH0okSIWddjV1RSIqCqzKSIs/vqsHdEutbVgwkdFXI42RJRsJg4RpM1uIBD3C9ill6KQednAcDFUMTHgRFEcVA5atMllvAe5bn6KbNg/cfc/bmNefn57RaLQzDQAIMU/S8604DJRQlKU5DISvNU7EDlVVkWScnJ0njXbT2LWZWlcV77nTbnL+7ZDAUA8vUK0iLiMidUKvXaTaaHB4eMZlO8H3hGs3zTIDsPTF8jWMBwJnP5sRxTMWp8PDhIwoK5rM5FxcX1Ot1FFkmjv99Wo0fMjr4X1ku/i2+/PJLGs0mFdtmb2+I53kcHR3x+eefc3x8TKvs9RdFgaZp+L6HU2IcQcK2LWqtCpvFluvrG3qDDlt3Q6vVotFolBD4HCSJ5UK0yrrdroh9nk6ZTEQ7p1Eatp4+fSqMaZ021WoV27YJwpDNeo1Uxm68efOGVrdBkofEsUTFqXB9dQPAfDEv1VgOpmkglzLLWyVXtVrFMA3SUmaq6waj0QjDNNhsNiwXS9rtNkEQMp1OObl/sttwbDZbnj97TrXqsLe3T5Im1Gs1gpKwlyYpg8GAX/mVX+HHP/4jvvjiC1RV4aOPP959jbQk6nkLj263i2arAlpkW/Q14bBWVZUHuHzx2Ry92mGV/sn3gGPpcJuKKkvlJkfcG0maUasYgmZW5hYpslRKqcHUVZRSy5rlgsP909yDu/Uv7vpWFYO8UPCCGiCR5bD2ZbyQP7aLCpOc02uXOMn56KiJpshoJVsYSdwYaZqUGEpQFRlJUtEUg08++YTXr1/x+eef8/jx+1QqDoEfUK/XURUN26hR5OAXPnEREuGTSRm2UaFi1EizhG24Ik6jr0LFipKmlqcoaoGqy8SxAKXEUUKWCbNat9sTiaYFVKtVLi8umEwmZcREc0d022zWOBWHeTjj8PAAz/O5ubnBsixUVaXb6YoWjAR5NuSf/sHvMxlPODiw6fX7TCcT4kjwHizb5urqik63w3a7odPtoKqaoMmVraLhcAiSxHazBaBRa5DFBdPJnM1qi2km9B8Oyh+v2A3HUUycJLRaTebzOYqqYJTshCiK8HyfwXBIr9djPp/zxRdf0Gg06fV72JaFU0pLr69uyod6jTAMiNMIs6LT7XfYH+7jeSI87sWLF7TaLQI/YG9/j81mU35/FlEYUnGcEkB0v4xj2FB1qpzcP8FzPU5fnYoEVMvm6vqK0WhEUcDp6Sl+4PPZZ58xGAzwXJej42OWyyV5IdjHw+Eev/mbNj/4wQ/57LPPieOEX/u1X2O73SDLCov5gsPDA1x3i+t63Lt3D1mS0HRNSEQpIHYhzyiMKnnAz1ySJGHoX92yWZ5T5KApwi6kqaVtSOFrrxFDY3Ei2N0CaKq0+5p3627Bt6wYxKnE+VymKH7+BVwA53Mfy1B5tFcX7ZxyybKA5BSp2MFqqoKOIvr5XordGqGqEz7//AkPHz7E8z1kWRZ6+TQh8H3CUGTbaLaMVbPQFANLs5F1cUNugiVxGu/aR3mR4UUiH8msaVycn9NsCdxlu90myzJWayE/XG/WXF9fs1wuGe3v0+v16HaFVJSC0tkqs926aJqGaVrIssxgMCDLMi4uLlgsRBxCkghNexAEYgbgOLTbbc7enfHq1WsqlQoPHz7AqVY5Pzvn9PSUg9EI07TwPA9V07ArNlmWslgsBHpx7REGEffv3ydNU6bTKRcXAkdqWxaSLLNYLojCiKKAwaBPGIY8e/aM/dGITrvNZrNhfHMjmADVqlAQmSZnZ2eoqsqgP6BadciLnMFwSORH5Fkh5j9FSLUpisVqvaJarQIFcRQznU4BdnMWTdOQJZnxjThJGIYueBdQMixusEyTNElLPsK70s9hc31zzcnJPQDelUF1Nzc3hGGErutUbJs4ikpqns1HH33Ep58KStrJyQlhGFGr6aW6qkWj0eRmfMN4PGZvb1i6f0W7ZjKd0GxXsVop0UzBj8QJ9E9bUZwRximyLKGU7U/b0IjSDAowdIU0zQkTAc7Ji2JXFGxTQ1W+VZ7Tu/X/8/pWFQNdSWjZHnOvws+7UUAMi1/dbLENlcNOZdceEhHLqgB7SFAUEgs34s3EY7aNyPOCUbvOYM/gs88+oygKHjx4QLcr8ovevn1LpaKIqOkgIlVBVVKCxMcxalTNOmmWkGYrkG8VISlZXpqHNDHHMAyD4WC4w3eeX5wzn83JybBqOr1KE1mRqVfrrNdrTMvk4uIcTdNI0xSn6pTGMZk0TfA8F9uu0Go1SdOMilNB0xqYppCM3kZYW5bNvZN7VCo6rvuK5aoDkmA+r9drJEliMpmwWMzLNlXOdrtF1RS63QGL+RJ36zIqmcsff/wR4/GYp188pd1pl87ilNFoH98PuLq+RkIkj8ZRxHK1KgltdbabDe/evaNaE5znZrPJer3h6uqSKI5Jk5SDgxFRHOJ5PlIqoaKTJTl5nrDdbJEliVqtTqPZ3M0h3rx5I4alrku32+X6+obDwwNqtTrjyQRNVWk0m7SaLS4vRcZVu93G81wUReX8/AxJknfO73v3jlEUhddv3uC5LuOxmE9YloVhGnQ6Xfr9Ac2mAAqJVmOzDI67NSAq6JoA6FxeXe2KZxwnrJYrBoddMmnNfltn7Zksthppzs+81ouiIM1zccrN8t0G6TaTKM1y9EIRGx8ksvw24TRHke+KwN364+tbVQyKPIHiz6aLTrKCLy/WGKpMr26WbQzwo5ylG7H2YrwoY+nFxF9TcJzPAzr3mhwcHvDl0y95+/YtaZpSqdjfyIN59PARl9dXbJc+UktCk3WyqCBxC5TCQFFzcknkFt2uvMhodussFgu6nS6bzYaLiwuiKOLo+JBUjthEC3JkXHeLbQofgWEY6LrB0dERqqpyeXlJGEalZLPGfL7AtCwsyybLM9JEMAS22y2aptFo1MlzoWbyPJfh8HO+//3/gB/84O/w5fUxjx+/z9HRIdc3N/R7fQQEPiNJUubzOdWGw3Yrwv+Ge8PdEFbTRdbS4eEBWZ7z6vQVhinUT+LUk/LZ55/T7XbZGw7xfWEgux1IN5tNnKqI41YUharjcHJywrPnz1FVhZcvXlJv1nDqFayKwXbtkaU5qqLS6/fwPA9NU5nPBUZD13UazYYI11utePPmNXEc02y2qNVqVCoVNlsxXKaA9XrN8ckReVbsfr5v375lMBgQlBJQ27YZTyYMBwM2GxHjEYbCf7BcLQkDEaB4fHxMu93hiy++KLkUAsV5dXVFvV4r8aI2jlPlzes37O/v4Xk+YRSi6jJRmiBJKa1qRkW3uFnpBMnP3vg4pv7NT5QgM11VxNC9PA0bmvrHXnO37tZPr29VMZBkhTA1+bNezkGc8em7Jfd6FfK8YOnFrL2EMMn/RNVGUUCSFvS6PcbtMR99+BGbzYa3b99RrVWJoohevycMYYqKYTRYjZd4akyz0WLQHbLZ/n/svUmMZGuapvWcebJj8+izR8SNmzciayCTQQ0tFY0QUiMkdkgIIRY0LRohASt2oEawQWyQECpKNEIsYIGglg3UBrUQolrq6s5bN2/G5OGzuZnbbHbmkcV/3PJmVmbWLXV1SzcrvkWEe7i5uXmY2fn///ve9322TB8n6LaGqqugCBmgoZrUDJfF5I5/8KN/gGM7e2PZbueBUmBaFkmSEccJs9mcs7MzyrLk48ePzGYzhsNhxSQQUPooitlut/voAkkSO/Esy9jttvth+XA4JI5j1mudVutfZfzwY4riObWaxbv373l2/gxVUbm6vqLZaNBqNRnf35NnOZPxI2Uu8mwODw6YLxa02m2SWJxKer0esqIQRzG6oXN3e7cPizN0wSZ4mExo1OuMRkOCIORx9oiqiNjng9EIPwjYbLbEcYSqqLz43gvubu8IvIjVco1bd3EcG8VRRNur3kZCBNU9MaPv7u5otVqEUYhhCmCRCJKbMJ/PaHc6lEXB0eEhj7OZcJ7LEkkoBrueJyIsbNvm/v6eZqtFFIsLf6PeQNeFa90wTM7PzwiCgMvLKz5+/EgQBBwcHHB0fMTV5WV1cgO37nJ1dY1t2yiKSp7ntNstfD/g48ePqFXsORJiFpEnWLrMqK5ws5L+xAlBqmZfP329lsRpTp4XGLq6Pzko33Aey5/mA5/qV9R3ajFIC50g1f/0G/6CCuKcH9/+mYiblYSvpN1qV/n2dWp1h9vbW3wvYHQwYjab0e10Rdx0GCNLMmkiAuE0VeNwdIQkS9zd3WE4Kk69hippTG5n4gIAnJycMJvNWCwWlGVBt9cliHy0QuXkaMhsNhd5SJJMqy3SPKfTKe12m4eHMUEQYjs2R8dHaJqGIsvIVZKr73n4vo9pCmbwdruhKMoq895isfj3WSx+wvPnhxWl7UNl9Mrpdnt7MtbhkYDVbNYbDg4O2O52xFFMGITEcYTtOIRhxGq9Qtd0+v0+/V6P5XLJ27fvBLLTMmmZLTbbDZvNBtd1OT052V9oJcTgvNfr8f79e4bDIUkco+sap6cnVSKrz26zo95yceo2ii4xHA25+HAhLsSHB9QbdfI8o9fr4/ke9/dinlGruaRpwnq9ruAwCAZ1VwTgUeE6V6sVg8EAz/cqrKbN5GFCq9kiisJ9MN1uJ9gRSBIvXrxAVRVubm7Jc8HIqNVcxg9jVEUhSVL0Km22LEu22y1HR0ckSbKHND3xFRRZQZV1ykTBNQyOWxLroGAXQ1aUyJWa6Oc3Mn6YkFay6bwo9i2hoiipOwam/p16u3+qf8z1nXp1FKX0rYbHf54VxVGVKSN2bKqh0B656FuFjx8/oCoarXab1WzF6ckJy9WKsiiZTCasN2tOjk/I84yDg0MMQ+fhYcJ2M+PZs2dYlsVXX33F7e0tBwcHaJpKluUsFksG/QGNRp35fEGe5WjVBXa1WrFarjg4OKAockzTQtM0up0OQRiymC+I45g8z7AsG1mWiKK4itoI2Ww31F13f1GSgF6/x2q1YjQa4rouV1dXVd9+vG/hBL6PaZiEeojr1plOJ1UvPyEIAhqNhoC9VGCbycODMM3JMr1el063y/v3H7Btm8FwQKfbxdt5jMcPuHWXwWBAHEVsNht8f4osSzSaDWaPM1rttogPl2U+e/mSm+tr0ihjsnmk2+vQ7w2o1+tCQVQ9b7bt8Dh7ZLfdiaTPmnB0O47DerVG01Sm0ykPDw90sw62beM4NVbLFaZpElcs5m63Q+D7rFYr2u0W3V4PVVEZj8d7Wtx6XZHffI/T0xP8IKgi1TXevXvPb//2b3FzIwxypmmSJMme7+x5IoCwVnMEwlJSMBQTtTRxm022Gx9LKmh1HYIUoiSl7tikBSx2CdswJa5OuIauYgKqKpNmBZpSkmQ5lqH+VGn0qT7VL6nv1GLwj7MkwNJVgm2AbdskaYqsSJRlQZonFHpCY2ST+RJffvmlQEemgpw2Go64vb3h5PiELBP99k6ng6pogmFcEz3rp5bCcrlks9mgqgrDYY8gEIFucRzv1Tbb7UaoYMqSZrOxV/aUJWKnG0eURUle5CK/53FGr9elKEsWCwF8edqFLpZLDN0gy0RMc1mU2I7N9fU1JyendDpdDMPk8fGRJE04PztjvV4ThiG9fo/dTkhMy7JkuVhi2xaarvMwHpOmCYNBv5Kibnl4mPDy5Wcoisr5s3OWiwXj+zFFUYhsom4Hz/cZj8fUnBrdXo/V+j39QY84EWhHt1bbx3WHYUicJBwdHgIwmUx5s3hLFEacnp6wWq3pdDukaSLUSdfXe+iMt/PYrNfkeS54DI+PfPHFF0RRxGKxYLsRzIvTs1NqtRqdbpfNesPV1TXHx8esVivC6ZQ0E89zq93Esi2arRaP00dkRUbVNKIwoubWKBG5UvfjMbIsM5vNaLVbyJLMcDjg9vYGz/Not9tYjoEsFViaTRkp5FmJZMLhwQE3tzdE/g5D13AdDV3LsC2bo7ZJWsDlo8/dIsS1NCy1RFHF4DlMMrK8xNBkdEWiKMUgOa9Ma5/qU32zfm22C3l1NH5K+izLct/myfLiZ5yWwnD2q98Nuirj6HIVaawxn80oioK8MreVZUkpFTQ7dVqtJmmS8tVXf4xpmqzXK9I0IwyFP+Hly5eoqsrXX39Nq9Xi85ef/5T9K0EQBmi6Rr3eqJIv63ieV3Gbt9RqNZxabR+uJzJ8djSbTYajAbWag2mYjEZDNFWFEjRN9KUVRRHUtkqpc3Z6Rqfdod6oY9vW3iXc6/Z4/vw5l5eXe9bAwcEBaZJwcfFRSDrTjLrrslwuKUvRh9Y0lclkuqeP9asY6M16TVHteG3HRtPE47Isi4PDAxrNBvf3Yz58uBAQ+m6XkpLLj5cANOoNNusNzUaDJE1FkJwjHM+j0QjP8/E8n8OjQ0xDhOoJ/kDBarkEJDzPo15voCgKvufTajXpdLooisq7d++JIzH30TSN7//G9xmNhiiKwru3b7m5uaEsShzHodlqCkObLNHv9zENk0F/wN3tPZOHKXEUI0nQ7/UrGlyNxXxOmqQ0mw2SOGY4HCLLMov5gvl8TpaJ14fn+cznM9IsRVdMlNRExcA0LWzbQddUOq0WvU6LYb+HpshVLPiKssiomSrfP2nxT5y3eNYz+Uuf9/jLrwb8Uy+62IYwXZ72HP7S511++LzN82GNft38NET+VH+ifi1OBmVZsg3in9NNi9wWx9TY+OJrmiLv+6xlWeLaxi+6OwC6dZM08gRvtizYbDYAZHmKZpjUTAVN0Yl2KcPBiCzP0DSNm+sbSkq+//o1eVEwm83QDZ2winw+PDwkTUX/PggCdEPnsxefcXV1Jfrs/T6e5wu3a6OOW68zeZiIoLjFguFoiF6BVJ4Cs1utllDiqIIrLE4NBR8vL6k5NTzPQ1VVNps1rVYbJDB0A9t2SFMR2+y6LiUl/b7o1z97/mzfVtntdtzf3++HzwKmUrBYLJEkiWarSVkW1UnGEKjMLOPt23ecnp7sCW/L5VJk/KdbOt0OkiTRbrWYzeZcLBa0mq29JLUoxO7VcRweZzMajcYeN+ntPJqtpuAaPD6y3W159foV9/f3ZFlFS5NlLNNks1lX3GuVy8srajWHdqfD7O2MdrvFzc1N5SCXyfOcz15+JmBBRcHbd29J4oTDw0Pm8wWNZpPNVhjzojCi2xWBhne3QglmGGviOEFVNYqixLJ17ELMmAaDPrZt8/7De3rdHrOZSE41DEMsqqpOEUlIhYyma8IBbxpQQrPZRJIkoigijoXHQdd1VEWp4k4kjjoOhx1bOJ8lmK4joiRn1LJ5ddxClSXu7jZcTDzKEkZtiywvUT4NlT9VVb8mi8GTi1giTrNqaFagKmJ4ZmgKeS7UFrIs5JKO9csH0Y6h8GJY4+Hmgl6vx+3tLXVXxCMnaUIZQ63ehFIilwJM02QynXB6esq7d++QZZl3794zGo0YjUZcX1/jeR6vX79GkiQxdO52ybKMh4cHwiAgDEMMw8D3PaIoptPp4Lp1KMXJ4Yl7GwYBcZwQxRH39/e022263S6qorJcLNh53v5E0K3uYzaboesaIIncofWKWs1l5+1Ik5QsS5lOJyK1s4Szs1PG92Nqbg3bsmm1mrhujc1mWzl9O/R7fYqi4Pb2BsuyKYqCbhUPHUUxeZELClp1oomjGGDfJnlCfoaVJDMvcq6vrlitVnz22WeC0dxskqapCL/rdrm5uaHZbFJ366yrdk+e53Q7XZIkYdAfkHU6nJyeYts2siQzGo3IK9hQo9Hkw4cPTKZT+v0+Z2enhEHIZrvl5uaGKIppVAQxyzSp1+tMp4/7Nl6310WRZXq9HpOHCbIsI2+36LrG0dEhq9W64h+vBGozSXEcR7Am4oRWq8UX3/seFxcf6fa6VfrqI4NBHwmZMpfQNI12p42hiyiUb/xBEAYYhkGWC4mzruuVg7hyE1du5iQtuXr00FWFFyMXTZFY+ym3c5+8KDE1maOOw4eHLYb2a9Mc+FT/kPVrsRhIEjiWLvr8hmhHiA2SkN/pmlKpL0TSY1mWfyKTRZUlXFtBQuZ8UEPKQjF4dJzKX+AQhqHgLMsyhmKyXK3odrssl0tazda+r/7q1SvKsuTu7k6gKpOEV69foWmaUM1Iwgl7f3+PW3fZbUW2z5s3bzg+PuL07AxKWCwWhKGIT1YVlcfHR+7u7zk4OOD87Jy7u1sBUylykjQhjoWh7vzsnNlsJiSdhkhdbbfbNJpNFFmhXnexbZG/v96smE6n2LbARqZJuh9W73Y7dENnuxHOadu2kBWZOIq5vLwkyzI0TaXT6VBSMp1OAajX69zcXHNyeoqqqHjJjsfZI81Gk9VyiWXbuKrLcDjA930mkwdM06QoSlqtFh8vP+LYDn1bmMV0TSdJE8GpKApmc3FSKPKCh4cHPv/8c5bLBYdHR4zHY9qtNl9++aXYMR8doWkqV1fX/OAHP0BVVUzTRFNV7u/uqdVqNCsgjawoLJZLVFWlcF22ux0nJ8es1xt6/R7TyZSiKPjyRz/CcWqcnBzzUJ3abNtGNwx8z+f29pYgCER0dK0mVF2+j+3Y4nevu3x4/4Hz8zNa7fY+0fXw8JBut4ssS8xmj2R5jlsTceGqphEEAa1WCyoDG5JEkgjEpqJWGRQl3C98NkHK86FL09HJi5LbubefE4xaNrswRamAOJ/qU8GvzWLw0yzTX3bslSRo2KI95Mci2+ib1W8ovDxwsA0HTZF58+YNpimIYJIk0e12yYuci4sLTMPE83zyIsf3BK7RMA2urq5oNpvc3Qud++HRIT/+6sd73KXUE6cCRVHYbnd0u13iJEZVtX1K6m634+bmBlmScRyH0WjEZrNmsVsQBAGmYVJ36xURrMlkMkGSJNIk5eTkhCiOxOLUbjGfzVE1jbyCv0SVyqgsS1brNYosBp5hGOIHPlEUkWc5i8WCdqdNsohZLkTLSahgUiQkEdJW3WcQhHz99Y+puS5ZmjEYDlgs5qiqSr3uIlWnAE3VMEwDSZbYrNf4no+mq7iuS3/QZzab75NNv/zyS+punSRJiZMYuyYoaLZl0+m2SeKEzWbDZDoVF0cJ8fOzbL8wf/bZZwRBgGHooi0yGgHCYNbr9Wg2m8iyQhgGTKePLJYL+v0edbdOWZYV1lMmLwqSNKHlNGm1mnR7PW6ur9F1nXfv3pNlKYah4wcWqqKw2aw5OBDGOjHX2Ak2QxSxWi65ubmlKHJevHhBvVEXM5ISjk+Oubm+IY4jkjTdhwUOBwN2nodlWRRFzuPjI8+enWOYJkWeV3LkEtM0aFTtJEtX+OKoIdpGEiy9BICmo+FHEv2Gydvxhs9/LqblU/3Fru/UYqD8Q7xuDa1k1I6AmDjV2PgafqxSlhItR2FQK/DXW6yuwdoLWK1W9Pt94jiu4PUhtZpLq9nCdV1UVSWKIuEfMAzevX2H44h0T9d1CcKAr/74K/r9PsfHx9ze3vJHf/+PODw4ZDQaiTcxZaUyUrm7u+Ps7AzP85g8TDAMg0ajwXg83qemUpZouoDZ2LbFer1mu93y6tUr0jRluVwyGg3xPZ/AF62nu9u7SrkzQtVV/GhHViToikmRCg6upmpYpoVpiAt+mqVsN1tOTk54fJxRUtJqN8nSbL/LFWQwh0arTpyHqKpCkkjMlzOiIMLQTTbrbcVDCCo3r4hs7vf7RHGMIsv4fsB2u2Oz3nB8fMxuu+XZs2dMJhOhCKrp5FJKEPjkWUY+zahXno+7u3tAAObdWo119ZwtV0vyLCOKYj58+EC3Gk5fXV2h6zqu67LZbMkrGJEkS7R6LrIOq80KGXkfHBjFEaZhEEUxpmWxXq2QJIlev4+iKDiOg64LZrJuCPSmpunkuXBnZ1mGZVtst9sq0kPl9OQZtZpLUYg5y2K54PTkhHa7zdu372i32wyHQ0zTFHEWikJR5BS5hG4Y3NwIKbKqqntFWRwnIuJdkhi17L3TuARMTeb50OV+GXDcdQiTjLql0WuYfw7vyk/161LfqTOippb8ilb/ryxLLyjLgDQPURWPTn3DcXfD82HEcatAyjLyvCAIAu5u7zg8FCyBfn/AaHQgSFuShGVZwkOwXlOr1XBdl7OzM9JUXESXyyW6rrGrdv6mZTKbzTBNk7NT4Va9vr6m1W5Rr9e5vrrm4uKiGjBaZFmKW3eRJIl3795Rb9SRJYn1ek2n26XTbvPw8MD79x9IUxFlvdkIMMwTmF2S4O7ujsNDsfComoaiKhR5TklBWqTEacR6s6akRFGV/U42SRIUReH8/BzXrWM7NmmS4O08HMfB9wMsSzxOWZapNSw0Q4FcBiPF7eucvTiG6jG8efOG2eyRNE2o112yNMW2HTabzd51LBzYCpqukVXKJ0VWmM1n5HK6HwIfHR1hmiazxxkXFx/F6aNRR5blfVaQoevIkkwYhvv/YxBmtn6/R6PRYLGYk+d5hc0ULGhJhVyJsRo6ii6z3W5FvLSiCl52xUGOk4R2p0McxxRliW07QsmW5yRJQrMpcqTqdRdNU9lsNxiGgePYvHz5kpPjYzZV2y1JEhxHKMHETKFJp9vh8OiQLE1J4oR2q0W71eLk+IThcIhjC4zl02twuxMnD1VVvnFCLuFJPlqCY2hYusqLUZ3Dtk1DzzmoFSRR8OfxtvxUvyb1nVoMJKngqFPyZw1blChxrZS8zPYcg6LIgBhDhSLJKQuwbIvVSmjyy1LsmutVgFocx1CWWJZICH3iDctP8cGaRr/XR3H/Z9gAACAASURBVJZl3r//wHq9FgFmnS62bbPdbRkMBzx//pwoCnn39h3r1Zooinjx4gWSJOF5Pt1ej0a9wRevvkDXNa4uL5FkmcODQ2RJZr5YYNu2SOOUBV9guVrusZLX19fkec7oYEQcx2R5RpZmLBcrVqsN4S4hC0pCLxYx07HIWTJNE8M00A0dz/O4vb3l4uIDtmXz+vX32e08djuPXr/HbDbn8PCwmqNElLkI3iulQhjzVJWyKBgOh5yenmJZNpvtdo+WfHJPi4TVe+7v7xkMB5XaqcVuu+P07JRmo0mwichThCFsLYA7jWaDNE15/vwZcRSRpgn9vvA2rNfrPQ+63+/z7NkzttstqqIiywq9Xg/DNOn2OpimyW67o9loUCYyWVqw3W7YbnYVN0K0V0SURwVHqsLrAj+g7grT2WKxEK+ZoiDLcyaTB25ubsXCDCiKQrvdQdO0Pb1uMhHppYeHh0BZpa2KCJF+v8fJ6QlZnvHmzRt0XWdVwYayMqPZr1FvO6xWSzzPY7fbinhwvulK/gXH6BLSNCX0PdI4QlaUP3mbT/UXtr5Ti0FZFph6wp/ZVS+BIkNZ+RCKsiAvciRJRtcM6o0GlmOQZgnrzZrOoEWn20ZRlGpIqlFSkqbpPpdGkgSb2NANkjRBrghSg8GAMAzp9/u0mqKn73kenXYbWZbZbDYcHh1xenrKhw8fyPNc+AWGI5Ik4fbmRhixPI9ur4tc+QRm8xmXlx8xdIN63aXZFENPw9JptutcXQsK2rNn5+R5QaPeYLVa8Th9FHHLjoNbc2nUm7TqHVqNTvUz0z2MRpEVLNOi3+vTbDaxLHv/O5+fn3Nzc8NuuxM5N7Jo97h2AwoJlBJDNbF0hyQS+UhJkrBYLDBNk9PTE169+oJev8/NzQ3TyVTEOpgGmq5hGGZF7xKZQ3XX5eT0lN06QFcM8kywq6fTR64uryq0p4Lt2HjBjuuba+p1l263K8D0cUKSxNTrLq1Wk/fv35NmacUEMJhOH9lutmi6RqfbJY1zsh1kAVimjWWJcMAsy4ByD80BCKvhcBAEPDw8VDS3UEhkP1wgSRLHx8ecnp1iVu511xWD4Kf5U1EUHBwc0Gg0GAyG+L4vHmMiTgS1Wo3Dg0NUVbiYhWs5Ikw8/GxDKoe0Ok06VRz3x4sLrq+vef/+vdi4/Ow7ByGfKNntRHvMsix0Td9nVn2qT/WdWgwAijJBU/9s9smylFj7GrJsQSl2eoKGVRClAUkRUEg5D+MH3J5FoSYsVwt8X3AAJEnCNEyiKNoHwIVhVAHOdaIowjRM0jStjuwqWZ5RFKUAovg+jUZzD7W3LYubmxuOj4/p9rq8efOG9WZNXuS02m3GDw9kWYZpGTg1mw/vPyBLMgcHh6zWK8Io2idzyrJCu9Wh7rqC6mWY+L7P7d0tuq7vH+NTS8utudTdOo16A0PXBYe3CjGL41gsWFV2kGVZJEnCdrtF01R6/R7v3r3DMAziJGY8HiOVEp1ml5reQM0tTMVhs9qJAWdZEMeRoLItliiqigR0Oh0RZHd3x+XHjyiKwnKxoN1us92IRFC5WpjOz87Zbjai/Wbo6IbYCbiuy3w2Iy9ydFslJWLn7ZjN50Kl02ryOH0kSRKhuMpzFFlEfYuWWYHt2Az6Ax6nj/t2TRTE9Ht98Vqr+MJZ5TjebjasVis+XFwwHo+ZTCaoqrrPrWq3W9RqteokJE4MItyuvieSgUhVPTw8RKuG95IkYRgGnueJk95ySZGXbDYbRqMhrYo3/fHiAt3UkGUZQxPSV03XaHZdBsc9ni769+MxSVrBlao/QSJNxcL/JGH++uuvBaf7U30qvmMDZIA8T2g7IKHsc9mDOCdKf9kOp0RXSqJEYrZxadUUVMkXbY2yIIh9KCW2Uw+roZFKEUUm41ot+nafMAyp1+sirGw62ctHdV0XXF5FJo5joWuXxef1ep1Ws8XN7Q2KrIjdbpayrHbJl5dX1FwhObRMi5284+3btxweCJDNzfUN4/EY27apuTZHJ4esN2s+e/EZYRjiOA511wUk7u/vKQvo9wdi2GwYFU8gpSxL0jQhimLu7u6qHb2MLMtIsugvx1GEVcU8PElDKYUfwLEdJpMHbm9vcd0aiqxwdHTEZruh3++RJAmTyWQvS221miR+xnazFRyEvECWFebzOZZlomkaj4+POE6Nsiypj1xUQ8bb+CwWiypDCRqNBp63Y+d5rFcrFsulCHozdG5vbjk9PaPX7xH4vvAedBoYukmapRSJaN3ZhsN6s+H9+/f0+30GA2Hmc906hiHkpb7n4Y5GFEVBu9WuFu0MJPA8j9Vqhed54nRk6OiaGD4LZZXwJKxWK+FyzzLSVOzoRUtIZTaf47o1fN9HlsTJ8ckboes6vu+zWq+QZaEcW2/WJEnKYrHczyjW6zU110VRFbabLetHj1a3jltvslnu0E0NP95RFpAmQjqdJAnX1zcM+n0sq3J/I9qey+WKMAwwHZPBqIdhfBoifypR363FoBQegZabctix0BQNWVII45zpJmG8SojSnz01GGpBz7rDNlX8xCIMNZqOiixllEXGsPf7ZOkhK+lzCnS00oQ8o9Q1DLPBelnRySpkY6/XZeftiGKxICyXS2RZ7KpVVWO727DbVSeKKhJBURRuKlJWWZZEUcjz5y/2kQSD4YCj4yOur64JoxBFVjANU/CG3TppmjF/vKx64Z29fFKWBYB+MZ/T6XTJ81xk/Lg1PG/H2dkZcRzj1GocHx+R5wVlKfraSRpTFiVZLkLw3LoIr5Mq9ONddbLQdQPTNCrHdLiPw/h4ecmL5y9EhIbv0e10K2XMkk5HxF34no+qCvlonmdcX11RllBvKORZJlpuukyvbzPoD7m5ucXbefzhH/4hmqZxeHjAcDji5OSEh4cJi/kSwzCJYsFI3u08BsMhk4cHVE1FKmWKsuDu7h5d01FUhVa7jWlZjEYjvv76J7h1V7AZXJcsExJOVVNJ05T1esVmsyEMIwzD4ODwAMd2sCyrmtHIPD4+EsdR5cIW6aWCb9Dcy2hbrRZJKih3q+UKWRYJsnklBU3ThGZTgISKyhDXajXZVCegXq/H9c0N3a6ADrmuSxiEvHjxgiRNuL+7J9gIj4Rp6+xWGUlQ0G8PhTdE0yjKkq+++jFHR4c0mk3qrst8PqcoC85fnBHnIbry3Xr7f6p/tPWdejWUOSLES0vx4iWyJCNLMqqicdS2aVkmV/OEhf9TkIwklex2c0y1RhFNkWWZ1SJDUzXSLEOVLTRVRdUgjny22xWKIlNkJd3GedUSCkQ6px/w7v17ZFkmCkMs20JVNTTNoF4XrYg0TRkMBkiSRN2tM51O0Q2dTrvNfL4gTVPm8xm+73NwcICiKEiyOMLX63UeHx/RDR3HdtA0nSTJ8D2P8/Nz7sf3vPzspVh0tlvBZVZFNpDvB6KH77pCChtGIjQtijBNgzhO9icCpYKwy5IseMPVrl/TdR6nj8S1GN0wsC2bIAzodDqs15s9w8EyTbLsgLfv3lJ364yGQlefZRlRGPHys5fouoZj2xRVLHQYhiSJiGrI0gxFUUjiFF1zCELRSrJtm9PTU26urwEIKva0bdscHR3y9/7eH/HFF99D0zSur284Oj4iz4T6KC8KNEPF83esNytGwwPxuFcrZo8zRgcjarUa262IMRfKKJ/Z4wxJlpg9zuj3e3zviy+wbRtVUSnLYi8kACpKnCUASRX/uNvtAcI7ousGvu8LBnSSkCQpnU5HtMgqx7WAK5WVI7rxDSCPGOI/AZRW6xXr9ZqXn32Gt/PI8mz/nA8GfcbjB3G/ugy5gi7rpGlKWZTESYKERH/QZz6fM69OpJQlB0cHxHlAkHgksk5ZfpoZfCpR36nFwDAMilhm4/s4TZNCEyhJVVGpGTmmZnPYUNhEBVkuTghFIeE2jsilAtN2UaSYINxg27XqDf07ZInOQb9HHKdESYZpaJSlzGa9xfN2+L5HHAvwSa1W28sVPc+j1WxxeXXJi+eCJfDm7RtURXgQNE0jz3MCP0BCwnZEbMNms0bTNdTq+F4WJY/TR0zT5PXrV6xWa2bzGaYlopQPDkR/eb1ec39/z+npKbe3t6xWK7ZbEWTXaDZwHIe7uzs8zyMvBAt5s9mgah3W63U1KynE34jTTpImPDyMaTaaZHm+74/blk0cx7SaLVarJYNBn+12x3a7Rdd1Go0mgzhhNntEruI/VpUj2/N2KKrK9dW1aGlVbbYnnX2eZyRJDJJNHAlF02a9xrJsAt9nMBjQbDbZ7nY8jMdMplMODw44ODhgvd6gKDLHx0eomrb3FuR5zs3tDY2Oi1MTbnFh3pP2v/NoNBKCAFXl3dt3lGVJo9ng6OhoL2Uty7L6nicbe7kfHAMiNNCxieOE5XKBpmlomoYkyWJmYxpAie/5lWvb3hvqnhYAy7KwbZs8z7Fte5839OLFc7788o/J8nwfiZFmKUWRM+j3mUwmBIEINTw6OmI6nTKbLijynMOjIwI/EK1LWSbPBNNZUZSKvSCeu816jV5TSbKEsAjIKhTrp/pU32oxkCTpCtgBOZCVZflP/tzX/w3gP64+9YC/UZblj6qv/Q/AvwI8lmX5/W98z28DvwuYQAb8e2VZ/t0/5XHw7Nkz/ApYotkyii0uLmESgCyT58rPiOqSXGa87e8jXtpOTL9TJytzpLJAUTSCRYba7hBlHt56SW6JoaFtB2iajq5rHB4ckucFO2+HoRsURUGWZuR5vjdjFUVBFEb4uqBu7XY7gsDn8PCIVqvFw+SBPMs5Pjlh9vgoMpTKkiRLCYIA1xWO3eFoSM2t8eYnb4RTtppLGIbBcrnk5uaa9XpDp9Phe9/7HkkiVFCyLBMEPoOBALkAzB4f6fdEAN7TRa0oRZsoyzMaUYNarUaeFTQbTTptwQ/WNZ2DgwM2mw2OU8M0LR4fZxwcHCBLMgUFg8EAgNvbW0zT4NWrLzBNi4+XH1EVhdFoyGK5ZD6fkySJ2LlSCu5vmrLb7UjimBKwHQdNVZkvFrRbbdHesm2ev3jBw/iBd+/eoxs6q+WSV69fYxgG1zc34tSTxGzWGxRZJdwl1GoOVl3Zg+uDICDPBHBmuVyyXC45OzsTyp5eVyi3Ol0ORgdMppM9YlRVVRRFQZGVipstVwS8dI8T7feFMkdVNeI4IgwjvJ1HkgixQKviQT/twGVZSFPF/Sl0u929tyOOYyzLZHw/5uz8jIfJRMxWGg022y2Hh4c8PDwQRTmaqu7zrXa7HTfXN/T7PdIkIctyLMtEQhKzraeficTscU4xLegMW4K+90tZf5/qL1r9WU4Gf6Usy/kv+dol8DtlWa4kSfqrwO8B/0z1tf8R+G+A/+nnvue/BP5mWZZ/W5Kkf7n6/J//VQ+gRCiAGo0GpmlxcfGBYJtg2DqqJaHUVFzHwFxHpLkgQllGSc0UO+GyKHHtlKTIKcocVVYpc53Vck2eXtNut2k2xcVRJHmKHe10Mt2HsS2XS/IiR5Zksjzj5uamCoETFwlZljk5PhGxF75PzXUJQ5Ep47ouuqahqhr39/ckSYqmaxR5juOIAfRytRRmMlXj8PCQJEl485M3nJ6ecnR0hOvW+PonP+H7r18DUhWHnNJstipfRKNKuAwJwwg/CMSpoCz2w2xJFt7UpyRMXdcp8hLf90gzkafT6/X2lK/ZbPaNi2FZRVeL37lZyWdVVRPx3Zs1tmXR6/VJs5T1ek2j1WC1XqOqKmfnJ/iRj1UzmU+XgsgmiZBBRVVptwTIZr3ekBc5RV4QhiGvX79mu9uy3W6ZTiYEvk+v20PVFHRDx/d86g1jf/FPkpSsSodVZJm3b9/tL8Ln5+cMhgNurm/wdsIpPJvNaLfbjIZDptPHvcoKoMiL/f/XE2tSkiXyXMRDPEWJKIqCXZnCirIQSrPK65EkabU5EG030zT3928YBmmaslqtcJwa4/GYLM04OTkhrNgWrltjvVnjNl1sw+b29pZW9X9lmia2Y++ju52agywrJIlwTcdxTJomGIZOq9UWMSKbmJIc6bsnKPxU/4jqz6VNVJbl//uNT/8/4OgbX/s7kiSd/aJvA+rVxw1g/Kf9nLzISMsYXTJwbIder48siQti4hU87hYcHh1w1itZhQmKnGHoKRIZRSne0E+cA03WyQMZz4/QdYPz83OcmsNiLiSOYRCy3e72WTVJIsxZiir05pqucnwkYiZUTUWWZZJA7PCUyszjOA5xHLNcLsjyTOw2FRVFEUPa6XTKyclJ9YYWQ8rSF22KZquJaZhixrFacXl5uY+47na6XF/foGoq3Y4wVwVBwP39PVEUVhHZJpqm7sP6nljNRVGQZzlFkRNG4R7aLiGR5zJ5ltNqt/a/g6apRHG0x2ve3d1imtbecZumKcPhEM/b8eMff02n02E4HIIkIctSJZs0OT055f3792RlRi7HaKaB7Vg0GiLmwjDFjCLLM+JIXEBbrljgrq+v8X2Psiipu3Wur28wTZNnz54xOhiiKZpQ6mQZ21AMd6NYLHLTyYQkSQVhbTAQzmdDZ7Vc4bpupdapoWoqs9njPmbc83ZEkfAppGlKWUIYhciyLPgJRcas4kEXRSEUQ9UsRlGU/QIRhiGqoogTpWFQlqXImDJ/VsXz1M55miNMpxN+4zd+Y+/VKIqcKAtoOC7zxYxer0eW5dVjblFSYhgGm82WKApptzv7cEVFlpE1UA0Zf+nT7XUZ9IXJL0vzn3+bfaq/oPVtF4MS+L8kSSqB/64sy9/7Fbf9t4G//S3u8z8E/k9Jkv4rhN/hn/1FN5Ik6a8Dfx1gMBoQxgHbpY9t2ftddrPVwrIswiDkw/sLeqM2LTsjKxPyMicrctI02ccLaIpBui2Rc5nPX37O1fW10J8rCnESs/O34tifxPudVxSF6IZeIRFjKGG5WrLb7SoXqbhYPKmO0kwAWTRNJYwifN/fIyGjKEJRFZarJcPhAMu2GI/HVQx0txpSwmol+vyuKyDw7969Y7fbMRj0ubq6ZjgYEkUh9+N7TMMUGfiGsW9Z7Xa7vbY8yzKheEFCkmSKMmcymWKaBqZtkGUpjWajaonIVXvIruSvJoqi0Ol2WK/We/fw/f0daZoynU45Pz9nOp2SpikgIL1hJDTsIinUEAtLGCGpEqEfEUUxZbHG9z3xGHPR/lAUlSRJ9lJYqerhB2FAv9cniiLOz8+Iopj37z5Uya87kIQTvCxKkf2vRiiqysvPXwqVTl8wnbfbLVma0Wg09gvG6OBAeAl2O5HPlCbEsfBobLdbJIk9OzrwA4oqpFCWxALwJBkVv7/Y7SuKQhxFmKbFdDLl9evXIsoj/8V9esMQ0tWjoyMuLi64uLig2+vS6XSYzWY0hzbbzY4yFbEY3s6j0RCzojRN2UQbjo+PkGSZjxcfcV2XRqNBGIdYDQ1JltAqo9nj4yOdTnu/6H+qT/VtF4N/rizLsSRJfeAPJEl6U5bl3/n5G0mS9FcQi8Ff/hb3+TeA/6gsy/9NkqR/DfhbwL/48zeqFp7fA/ji9ffKzXKHXKrYtk1ZUGXd95hMJhRlIeSc65CiyMnLHEkGuxbi2gFReoBUSASrBEMzOT0/Y7fzyLOc9WZDpyMYtb7v02qJ3XGSJBVIfkuj0cSyLDbrzT6mYnw/3l/8d9sdcRwxXwjKVZIm5JkYIO+2OyzbQpZkmq3Wfu4wfnjg7PSUVqsl0kRXq0qZoqMoCh8/XpBVu/Uf/PAHrJarCrqec3l5yfHxEd1ub9+2AYQDVYL1ekVRFDhOrfIlPMV4Q1kI49Z0OsGqmRTkbLdbOu0OkiQLZVAkwuhEJn9Bq9nC97xKQz/j4PAQRVYqpoHFyckJFxcfePv2LY5jYxiG4CcHPq4rzFiPDzOKsiCJUhzHJkli+v0+sqIQhRG6rpGTI0kQhTFZKoasg/6A6XTCcDhgvV5j2w7tdpv+QPgyZrNHTk5PGY1GmKZJEASEFQxHkiTK6kQkojJKsjzDskzqdZfVes3kYYJpmUJJVuZEcYRt2VVr8qeYyCc3uuBSCwiNqqpkWUYQ+FXUiSC8qarKw3hMHAtO9BdffLE3+KVpgqbplbqoYL1eEwQB3W4X13V5eBiTpimO7RAEAYqssJ761Ot1Gu0Gi/kCwzDodDqVq1hsGkBivVrz7PkzHsYPjMf32DWbWtPG3wS4tQatVhPP97m7u/vkQP5U+/pWi0FZluPq70dJkn4f+KeBn1kMJEn6TeC/B/5qWZaLb3G3/xbwH1Qf/6/V9/7qB6to6IqJLMmkaUoUCkau7dg0Wy3evX3Ls2fntNudSsMfcHd3x4vzv8nB4O/yB3/wX1AUP8AwLRzbYTGfE1bZQO/fvxf670aTh8kDmqLvj/n1ep35fE5e5JiGyTyd72WGRVkI1Uq1Gxeg+gJFVWjajb0L2HbsalAroguWiyWKrAhHcX9As9ng6uqak5MT4jjm5uaGIAjoDwaYhujFa6rG8fExjuPw9ddfk6Ypr14JTkKaJux2O3w/qFy2KpvtFtM06Pf7qKrQ0quaTFGmlMB2uxEuWD9CUzXslo2iCBSnbdsEgS+07KbFYrGoDGsK8/kCXRPyV9/3kRWFDx8+gASDwUAwCHSDXq9HGIZcX9+wXq/ZbIQSyTJtDoYtVFXF9709sMXzd5R+ieloGDUNTZFQIo08y1mtV+KUU3k+Lq8ukRCnju12x2cvXyJLEm9+8hNa7faemqbpOlmWVTEXCXmeVYYuldlsLob2sHdqF0WOpurU3bo40QUBaZKgalqV7ZNQFMI8FkURnrfDMEzyynEuSTKGoSJVJrNuVzCtozjCD3yKPGdbRXo8DeBXqxVxHNFqt5AUkaXVHwy4v7vHMExs28YPAjStxm67RZEUiqIkSWI0XaNWc5lOpxiGTpqltFotsjzj9PSUh4cHDMPg9uIekNBVk6zIMCwNozrxfapPBd9iMZAkyQHksix31cf/EvCf/dxtToD/Hfg3y7J89y1/9hj4HeD/Bv4F4P2f+liQ0DV9rz1/AsjMZ3O63S6dTpt6vUEYhmJGUPWrs+Q/Z7n8+3jeKZ9/foxl2UwmE4bDIbP5rDL9tLi7v+fZ+TmGbhAGYme4XC5pNpsoqkKapHuVydMMwa25DIdDgS+URb5PWZb7HaUiyziOzfj+nnqjUbUOYuqNOt2OCC+bTqecnp6gqioXFxfIFU3rSfEyn8/RVI3JZEKr1aLdbvPDH/6Qt2/fVsziOmmWCSBMX0QpjMf3JLHYfT5xkOfzR9wGSHKKqrRJkghZVtANDQqp6n17ZJmA5ZRFuZc9ingNMRS9vb1lMBxwe3cLpZBbFnnB8fExuiF2u2/fvmMyETQwAaTvCvVLnhNHUdVXF89rlmeEqY9ek1ENhTRP8GJhvpNLgywWC2+t5lbx3fYeVHR5eYnr1hiNRiiyQpKmol04/4CqqgyGA8IgJAxDQMIPAvI834e2ZXn2M+Q1WZHxAx9d09A1nXa7TZqkIssKkGSZ3VawljVNFblPNWevDMvSjCgKmc1mJGmCqqlouoZu6Gw2GwzdIMsyJEkS2FNdJ88z2p0Oklyyi9ZEaUirJ06dt7c3uG6dfq9PEPrkto2qaTRNkzRJ+fD+A5IkMRwOqdXE8NmtucS7iCiKqNVqRFHEYDCsTG0Lwiig1W6KheXTYvCpqvo2J4MB8PuV8kEF/ueyLP8PSZL+XYCyLH8X+E+ADvDfVrfby08lSfpfECqhriRJd8B/Wpbl3wL+HeC/liRJBSKqucCvqizLmM1mQnboOHtZXhxHSBLsdt6eL1CWJdvdFsd20LXfIMt+i3r9j5nPFzx71qBE9KDDIGQymXBwMOLd+/eMHx6o1+ss5oI3nGXiImiZ1n4mYFomYRRimIJFHIQBNbcmLhpljqoqIg9pu6506YJDfHx0jKyInvNut0NRBCXsq6++wvM9ZFnm6Oho37sX4WcznJrDce+YPM+5urrC9z0GgyGvX7/mRz/6Eb7v8+rVq0rJUuL5PpvNRsQ0q+pexijLCkG4QNUiZMNiNOpwcXFHlmZIyPgVPKfm1nAVF28nEjG73R6qIk4WhiHcyPV6HduyUFR1H3F9dXVFksTEccJwOGS5XPL8+XPa7RaSJLNcLlBksavNskwgSPMcJctIiohcS8jyEqmQkVEoc5lgF3J6fE6aJETVDCZJEpaLJbZtMRgM6A/6qNXFXJFlWi0xBL65uWZ8PybPc54/f4aqqti2VYXiFfh+QL1e52HyAKVY+DqdDqoqTj+KKoa6QvJbhUOXJXEUU5aCWyDmMlnVShMiAdt2ME0xB8oz8W8gZL6DwUBkO1Wzi36/T6/XJy8yNsGSVTAnzRIcw6U/6HJ5ecXnn39eeQbEc7nb7faPScRdBMznc7bbLd2u8JTEcUyW+ftZjmmae6XTZrPh+vK28nsk3+Y68an+AtSfuhiUZfkR+K1f8O+/+42P/xrw137J9//rv+Tf/x/gh9/6kSL6taYpFDZJElcA9Iyjo2MajTqGMf2G9T9D13S63S6KIkPlyPx48RFgv1vWNA1d19l5Hi+ev+Dy8pLJg6CHOTVHXLyDAMsWYJNmo4llWoLR22hSq9WYL4SOfjFfUBSFMDEpIu44jmJM09yD5/PK2LVcLgmCAN/394NewQnIhGa+yqLp9XsosrzPFkqSGKjx8PDAaDTk7OyMd+/eMh6PcRybMIzYbNeCW5CnKIWA18uygmmaeKGCZqhIkoKqWkKK6YXUGw2KQvAcbNtG13Qsy2S3E45dwzAqN7OJW3fRVBE+t7/w5CJewrJEy67RaNBut7m7u8WyLWzLJorivRciy7N9L78sS9Iox3B1cbJKBB9BV3WaXZXxeMzR4SGmaTGbzcjzHNetMRwO96mvJVCUT9FsoKoKnU5XLOzLBZqu85Ovf0IURbRaLUYHIz5+/MjLly+FQCCMyPNsP2iP4xjfuRKlnwAAIABJREFU99lWu2dhLBPqKNFOKlCUqIqgEKeJJE4wzXQf+CeiRyI6jsNiudwPbs/OzgUXOo4JgqByUGdEWUCcCjWYIqt0hx2mkxnz+Zxms0mj3qgECIJY16g3mE4fqxZgwmA4YL5Y4NZq+8X/4+XHvaptNBoymU45OTlG17VqmPxJTfSpRH2nHMjAvqVjVv3O1WpFnufVm1JlvV5VQW3iRS52Q2JX12wIA5Dve3uGbr1eF6jI8ZLBYECr1dq/eS4+XAhViKwwGAwIgpDdbrfnIj9FASeV6uTg8IDx/b3oK1cZRMvlCgDP9/j48WN1dBfDxVqtxsHBwT7yeDqdslgs9jv90Wi0zzbq9/ssFgviOMHzPGpujauraxRFptFoMp1OUXWFWtPC7mqUck4tbzG7WRHFEZYpBrpp1sA2VDTVRZZ02q0OHz5c4DgOkqaJXJsqNkFcLMr9oinmBhLj8Zj1ak1ZljRbTc7PzwUzoJpLJEnMerWmP+gzHI549/Ytw+GQLEvJiwJV1WhXA/OnvKQ0yDE0E1nVsC0HCWH8i6OEXrfLZrMlyzMBjmnUyeOcu/t7IWOtOANpkSBXA9qiKNB0bb9YpGnKb/7mb+57/pIk8dlnn2EYBo+Pj2RZxve+9znT6bQSELRJ0hTbtsiLjPnDHE3TsCwL3/cqCWdUeQRE9MSTt+RJdKCqKpZlI8kyzUaDnScyq3a7Haoq6GVBEFCrOSBJSEh75VdR5hi2Tvf/Z+9NYyzr8/uuz9m3u2+13arqrnq6+1lmH4/HGQcntkMiYWShARQUpAgIygvHLxIUghFiC5JlS5aIhYEslo0EskSCDEpQbHBC8DYJesYz8+xPd3V3dW33Vt19Oeee/Rxe/M89PWOHlyBa0z+ppX5K6qeq7r3nv/x+3+/n22kTF6bG2WxGq9VisZhzdXVFEIiZQaPeIM8zrq+u6XTarFZrLMui0+0QhAHrlcg7WC6XAk4YRWiaRr1eQ1W1f/6D9rq+7+qV2gzSNMV27OKKvSTPETeAYkjoeR5pmpYL5jbwJMsyZFkuUc7jyYTj42Nuh0N6vR1M08Tf+EiyxGw8o9/vi7hCy+L27pZqtSriITVN9HtlqTyNaZrop0/GE+I4ZjQaMx5PynbS7u4ucRKzv79Pp9NhMBhQq9VK09EWpx0EAd1ul1qtxieffsLZ2RkHBwd4G6/g2qsF/77GdDpjuVgWm8gJeZ7z3nvv0dqrEUkecR5BBpoiIykSy2JQbBgGhrFTEEuF2WjrVE7SFFXVyujObSTjxt/w8ccfkWYZ/san3+/T6XQ4OTktsgoMlqsls+mUer2B49h4nodhCM6RoihYlsXV1TWf+cxnxE0iCBmNxjRbTZaLpeh3O1UalQZxHLGcr2i32xiOSaMhXvPZfE7gB5ycnGA7NpcXF9zcDLAtC3+zodVqF6dxRPJYJkJ2/MCnXqsRBgGe55KmGWdnT0qTnrfxuH/vvpDiui7drsA+tDvtMga0Vq0R2hGuJzAfqqKWn4l6vS5ykM0MTRWD4+0tT+ChJSzTIjcMYfxThGhg62hPEnFjlFWxGaSJ+LkVWUWVVfqHfb79re/w7NkzHj16xHQ6wak4nJyecHEhVFyBITDYtWJ2JMkS7U6b2XRGtVJB13R8f8NgOERWYO2u6fZ6LJfL4tb8ul7XK7YZSJJU3AIk+v3D4r8TBoMhiiLwys/Pn1Nv1AWwLQwJw4DVcsXOzo44ZasKk/GE+/fvU280GAwGheInZLVc0Wq1iozcJbZtc3BwwHg8plJxqFQrwk0ahsRxzLOi5bTxNswKWuf+/j5QBLBLYui92WzKGMVKpcJ8Pi/bCFEkVEBOxaFerzMcDrFMi2q1yqefflKqUbaI7EqlSqVSJY4jhkORE2zbDgcHB9zcXlPftUlzH4A0TzAdg5urG+q1OrIhNPsUSIVtvgJAvVYvE90uLi5wXaH9tyyTVJZ58OCh0KZ32symlLeARqOBqmpMskmBCbkuh/h5kbv46NGbDIYDPvr4I/oHfR48eMDz589LxEatXhNu7YoDVNhsfOIkZjqbspgvcD23MBl2WS4XzOczBoMhtm1hOw6yJLDNQSAUOxKirw7CNJcmIuJSbIgyjiMGzoIeWifPcyqVCrPZDNsSGdYvXrygXqujaRqu59FutwmCgDzLSUlK0F2e5wXITuK708W2NxDDFAPmjedRcSoEQVgeZlqtFrIio2hiaJ7nEqZmibmMXsHUbKptg1qtxmq1ZDQe0ezUUTUZf7Gh1WyS5TnT2Yxup8v+/j5RGDIYDBndjZBkiSxT0HWN+TxEVnP0uky4Cbi9G5DF+ff8zK/r+7teuc1gt0AWO46DLEsEgVjQklRcpbeBLUkcl+lZQRCUD/yDNx7w7rvvlrGFYRAWrYQmiipiEUHo8bM8o91q8dHwY4a3t7jumvl8IR5W06TT7VCr1lgs5tRqdZyKQxRFjEfj8ufNc+EM9X2/TM6qVCqlU3Xbmz4+OmY6nRZzEaFYOn3jDcIw5P3338epOLRbbVqtJnZBNK1Wqzx//hxd1/H9ACmT8cYhTssileNiM9C5uB7w/nsf8ODBG9TrgvA5GU9IU6Ex1zStDIvXNI35fM6DBw/KRK7b21t0XVBFAz8ojUtZJtpHSpE4VqtWSZKUo+MjQAz8F/M54/GYg/0D4ihmtVqRZVmJ/AijsNw0bm4G5Rzl9vaWo+Mj+od9DF3HMAw0XS/luJWKAA1apshJUFWNSqWCpql4mw1BEBTYHXGAyLKMKAyhcGQbhkGn00GSJJ4/f8aTJ084ObnP7e2tACKmwlVcrVbxPA/LFMPq6+trtIIGa9lW8T7L5HlCTo6mqsVsSKA+bNtGluTCv7KhUa9zvRYhPN1eD1VXiCJxg3CMCpYuiKmKpKGpOqqicnR0xJMnT2i2GsT4rDcbcmQkWSaLUxRFwXXXdDrtAjuuMy3iUQFM08Sp2GzSNVEakCgJcpLRaHRe+wxeV1mv1GYQxzHXV9dEUShQz8UiYRgGSZyIABLdIApDETCibxetl62YnJxKtcpgMOD+/XvM5jOajQaNZpvHn36Kv/HpdjuEQchsNuPu7o7VasVkMmFnv0tj16FWqdGsdtFVsWi4rkccJyiqSOfahp1omgr5y2H1lj8j+s4etm0TRVEZn7jFFPR6Pe7ubul0OyiKGGTv7e8yuhuzWCyKTSYjDCPCMOT09IT79+8jyzLT2Yzr6ytUU8asW0imRKvdxLZtvvPeezi2w8np/4qs7BBGP4Su73F4eMhsNsOyzFKKuB12R1FUeDYCkjRhPpmzu7NTqIEE/2axXKIUEtKcvDB7JTgVB8MwGI/HmKb4f19cXhDHMQ8fPSTPc4aDIbPZjNFojKqqnJycsFgsiOOYg4MDMZyOxff3vA1RFHJ7e8fp6QlXV9fcFbGemqbR6/Votzs0m4JntFqvhPnM35DnlO29arXGYrGgVhN5xMfH9/D9gGfPn3Owf8BkIloxnidCd7Z/r9frxXtzJ2ilapE6ZhjlnGWz2ZTRnVEUYVpmMUvYlDOGboEPERveIaqqI0sivQxEmysMAry1h24Y7O3tcXFxwXg0prlbg1zkdaeSoKPW63VGozEvXrzAqVQIAp+9vV0azSbj8ZjpZApSjl6XCJOENE7JQgW1JvwWr+t1wSu2GWwjBi3LKgFrQMnwN00TxxGpW6omhsmWJU5H2/hGSZLodjs8/vQxO7s73Lt3jyzLiKOIZrPJfL5gMhnjOBUMQycMQw76+2w2GxbzBR2nQZD4hHGAIqlEYYTjOCVTRsQZqgI1rGls/A2NZh3LEtK+1WolgggLXpC3EW7ndlv0vEfjEXme4/sBk8kE13XRdU1ox4OI/kGf9XrNixfnqMUpVJLk0oHcbrXxPI8wCFjfeVTq4vevNByCMCDwPT7zzt/5ntf1N3/z75HnQiI7GAwo6c2SRBQLLMRyuSRJYrJUxCZGUSRQG37AcrGk0agTF0P15VKc/lVV6P73Dw4Y3d1hGCaf++znePb8GXe3d+zs9mi1Wnz44YclnXU2nzGdTLl/cp/pdCpw3IngJ/X7ffzAx7ZtarU6WXaJH4g21/bGkecZUSR69qZlUq/VS1xEGIYiQW3tivchz9B1oxz+Z1laZC6I93WbYFcr0NTL1ZJKpUKz1WQ+m5fwvq17XMwEZHzfZ7FY4Dg2aZKwDsLydhqUyBIxx3pxfsHDhw/JCs7R9t+GUVgMlHM0TWN3d5fr62v2+/s4RgUplxlOhLlPlmX29vYYDAaMxxMODg5ot4WTXJFl9vZ2hdDCT5DQMDQDu1YV2RLJa4T16xL1Sm0GeZ4ThkEJ4IKXgK/hrThZizBwYfYKAr9IqJLY+IL+mGUZqqaS5zk31zfEcczG3xAGIXESY+ii/aLrGpZtYdk2tmNSadqkecLt+ZTObpM8nOBpHp4rQGTbJKssFdC5yWRCv98XbH8TMkmA4TRNY39vn/F4RLVaK+SGd0wmYzqdLq12i9l0hlNxsB2TXBYehyAICIMQb+MRxzFHR8dUKkJiOhwOME2Dak04Ueu1OrXDPtPFhKvLa2bTObYjQHj7uw8Yja7QtG8hKf87svwujcYuV1fDwoWrkWU5t8Nb3LWYGzQajWI2oJJlN+iGwWq5KhciJNGKiKMYXRMbtGjdqCQFUmFnZ0do9xWZ09NTzp6ckWVi46jVqlRrVeJiWDu6G2EaJsPBQCSpFYFBjuNwcXnB/Xv38TyvNEzV63UA+v0+URQxGAzodDoFZnpFEITs7++XKi7TtLi7uyNJUsJwRZYLREe90UCSBM5BVVWqlQpOpYJVzGt0XfgKFFku5yu1Wr38bCqyguNUyltAGAYsFgvywpgnsguE0qjVajMejYiThBfnLwRTqMjXNk2TRqOOogjk9mQyodVqcXV1yXy6EJnI8zmVivAatFotkdWcJjx5/ITFYsHO7g6KTOG+Vul2u6zWK8JAZTVf0TqwqNfr35PV8Lq+v+uV2gzCMOSmOP3EiVh4hKnLIQojdno9JKnOaDQSc4QkwV2Lk+BiscAPArIsRdUVGr0auR6j2zJmswJStfgu4uGIUh9/6ZHGGfmI4kFVsC2L6/Mh77zzDjIqURjS6x8KsubGw127RYh6zGg0YrlYksuiVRUHSdFCigmjiGQxL1j2aqGASdmsN6zdNbvVHTaxi2bLOLbNcubSarUIfEEQrdVq6LrO8fExrVaT58+fF8E7Yng+mUxIlJDWfhW7YjIaCMPXGydvADpR/FWk+IcAODmBvb1Dnj9/juu67O7u4lQcVssVpmkyHA65urpEVbVC+ihO0K1Wk0ZDyHxN02Q+n2M7drERh+X7luc567Vw7Q4GAw76B5yc3OeDDz6k3W5x7959Li4usCyzIITmXF1domka1Wq1HFSPxqMyGObZ82e02y1ubgZlK3Ar9w1DcavqdNolYjuKQpbLJev1uvx58zyjUWArVE0VZsUsp9locjO4IY5iXFcEG1Ggu1VNQ0IqYi9zZrMpkiSLW1AUF9iNJUBh+BPU6y2uxHVdXHdNq9XCqVTEZ2S1hGvY3dlB1w2azWb5OazVa0ynUxRFodvt8fTsKW+99Wbpek9TgTe5vb1lOp1yenrCcHjLhx98SL8IAAqjEFVzUBWVVE0xTYv5bI4iv3Yfv66X9UptBpqm8eDBA8JAtIHms3nJDwJ4cXGBJD3mx3/sp/mt3/rbBNEuiiahGSqqKVNrmORSRpLGJGlMrkImQQblCWnrNEUGWZdQkZGQReRmDLIvFEGNRoN6vY7nufT7faazKf3DgwKlnBJGEVEUUavXifyIjeeRpgJ3IBaYiCSJieKYilMhjuOit0s5VE6lCEmBOE6Io4i93V3iWOQmb8NqFgvRrrAskTvQbLYEj8bUMXWTLEpodCy8VUCwEQTNbW1/1TwHy7J49OYjvvPt7zCfz9E0jWazSbPZZLPZiJek6Llnmcg+uLi45OLikizLWC1XJElCt9tF1VVyAtJUeAqWq6WQkjabzBcLNE2j02nz6M1HXLx4IUB2tSqqojCZTjm+d4zneQAMBgNs2yKOY8ajMQ8ePGC1WlGtVMiynDiOqdfryLJczjl6vR0sS4TxbCWegrW0Kd9nTRPRoScnp+R5XjrA4yRmvV5RcSpMgwmjwYj+YZ/+gTi5h2HAxp+zXo8I/Dmy7LFe9wqYXYEgURUcx0HXxCxji/HYvoZRlDAc3tJsNel2u6xXK5I45vd+7/f53Oc+R6fTJssoWl4CduhtPPb297i9vS3zmCeTCePxmCSJoUBmt1ptNE3n9vaW66trKpUKnW5HpO0VUmYxqwoxTOPl5/11fd/XK7UZACKOMQip1+pEYcRB/wBycD2P4WDAD3xFBK6p1UNqmkyaxyClZCQkWUae5cRxUsLkKIw+Ak/8vQ9GnudkiMEgMiiGTqNZx1M3RStJZ7kUDtU8y3n+/Dn9oz6mabDxfWRJptasEfg+tmUjKxKVWoXlasFqvmaxTEgzmfUmYOluyIqIw0rFEWTMLIE8JwpvyVIxAE+SlOPjI2RZYrkU7uDpdMpBv0+tVuXs7ImgY8oS09mUNMtJpQRNUTEa9eJ3FpJXtn+TXrY5ttiCi4sL7p/cL3EflUoVVRMoat8PaDZbJctflmXSLMWxHRaLBYPBAEmSGN2NSmaTUH4JIN5sNkPXNWr1ulDKnJ3RqDfo9w/wr6/pHxzguS6WbdPtdvFcj08++YRGs4Gu64xGI7rdbhlIEwRBuehrmk5OLhZjXefs6RlRQQ1VFLVUlW2D7IMgKPKgpUIMsC5eE4lqtUYOXF1eMZvOePDgDRrNBp3eb9Bq/BVW7psY+iW/+Ru/VqhyxEaTF5sUOSXDKE3TMnxoOztYzMXNUEJsyHt7e3zzm9/kzTff5PjeMWmSo2sa9UadwA+oOA6mafLhhx+VjKyjo0MqdTEPmk9EIFBaKOt2d3d58eIFpmmiaiLLotlsMl1MsBs6w6FAdbyu1wWv2Gaw1XQLJYsw98ymM25vbwmCgE63w2T2nzL3OuRaSpiGBTZALIBJkopgGk0tufOAiK8sHtp/nrpim+5FBqZpoSp6iSV45513ADBNg7uRz4fvfcjhvUM0TSMKo1JlAhBFMdeX16w2MYlaJbLrpLZMUizNipRh5DFSIgLQq00L2QRvElKxq8UiEnJ29pS9vT2CMCBNUk5OTsmyrGiNiexjXRd8pna7hWXbOFZVtCzYYqylAsucixuCBEmRfXB4JDhIw8GQwc2gbImomkIUh0RhKE68eY6iyMRxQr/fxzD0gty6J9RHSYJt2yyWC6F7lyRxy0lighcBu7u72I7DTk8Et3teE1VRyMlRFIWNJyTCsqyABPt7+yWobhsTmiQJi4Xoo8dxjKbppIX7PMsyHNumWqkSRSG6YZTS49u7W6JI5D+3220M02A+X6CoKo1iBuG6Yi7h2A7z+ZwPPviQ3d0d7t//MVoN0PU5hr4pokeFxFkvlG2+7xOEAb6/Ye2m5IXrWVUVVFUrsCQpi/miCMURG3G/3+fJkydMpxM+9/nPY1kWmq4TBiEff/wJvi+ge6qqCoheHONtPIIgwPd90jSl3z/Eth2ePXvG4eFhkYrWpNlsiMF5luOtfLL09a3gdb2sV2oz2JrOcnJub28ZjUaMx2N6vZ4wiO0fECb/GkE0BLZqD7ERpGlKnmVF5GPBpS8WeUmW0YpIxyROXoaKZxJeYJOkCjV7g4IYWDfqDR4/fky1WkVVVUajEaZp8IUvfo67uztenF/SbDWo1WrlwhtFIaPxhFSv4ylNglgMLRVFQpUlciSCFNxUR5XbOFJMOJpRqcjEYYLTs/G9kOPjI54/P+fs7AxJljg+OmaxWDCdTsnzrODbr+l0Omw2vtDnqypRHJUO2S2cf7ValYhuy7IIiyxeCQnD0Ll37zMMh0MuLy8Fsru6QyqH5HpMmKTYjkkcpjiOU3ophCPc4ObmhuPje1iWVfJ3dnZ2xE0jCrEti8ViyWAwRNM0ZrM5y6VY6O/uRmVeQK+3w9nZGa1mC1VTWa9X9Ho73I3uiohKkWSWZmkh4c1wHLs09Om6QRQJxVUSJ1imSaViEgQBp6enfPrpp0RRxL179yAHx7bLz0atViVOTDzXo9VqkmYp77/3PuPxhCj+72m3n0L+60WP/3tre2uKorAYVIflgi0UYFJB3s1I00ws6p5QoH3th/877t/7Rzy7+Cokv4SitFmtVrRaTY6ODjk7e1qA6BLG4wmqJjaGSqWCWeDAt7yr8XhEr9hsgdJLsdn42I5ZRra+rtf1Sm0GsiyLwPLpDE3T2NkROQCu65Hl4oFSFBVdMVEVjSzPygVfVVUyKSslk9uvi9tGcXIPI2RFgeKanWExdytkmYxlRJgKxSkZbMem3WkDoBchJTk57U6bJE04e/wMfyMW2iiMWbsukt1hmYted6dqsN+yaTg6uioW6CBOGa9CbmYblkGOpfXIvAWJu2C1XJNECVEYUa/XSVNx6r68vCRJElot0bbpdLsiG+Higka9znQ2Eyd5XWcxX6AbBvVaHalo24RhSFrAygLfL6B6YqitaiqO4/Dg4QOiMGR4dYvhaBhVFbSERIqJo5TdnnBdz+YzGo0mk8mEaq3GeDxCUVWygho6Go1ZrVb0D/slvvnRo0cEQcDe3h6T6YTpZPI9MtDFYsFiseDwsM/11TWSBK67xjJNwuK1uLkRcwVd01gul+UANooiEVNagDlrNSES2KrKbm+H6IZOEIRMJhOR+6yIW1qaZQyHQxrtOoaj4vse3tqn0+ugazrf+oMxOzs/yv2Tv4BpiPc+jkV86JYUK8kSpmkJVEStVs4rtr6X7R8RjLNheDtkMV9w/vzPcHz8jzk9/r+Ar/Ds2b/L0dF/LCTJwIOHD/jOt7/DzeBGMIjaHQxdp9vpMJ1OWQ+H2I5DvVGn2+lwc3NDt9vFdV1W6zWKqnJ0fMRkPMF1vf9vHt7X9f/7eqU2gziOWS6WOI5Tonk1TQc8DN3g+uaaJI6RVNCqOkkak/HSYbk9pZc44iwv3fhJkpAkKVXbKv6eICshDcclzWR0NSaJJRbzJb4RICExHAzY2dkFbYsfyCCTCmREhdHdmNlUgOpqvUPWVJFliUd7VY46DoYmMNXuekEcJ4xGI2RZpqdZqLnOKpJJ5AbVmsrobkKn06LRqBMEAa1Wm0azUQSrCGz2fL4gDALSLGMxF2E4Aktt0GqJIPTHn36KYZi0223B4zd0NFUFctauW5jOQgxDL8Fre3t7qKpKp9vlow8/ZDVPafbqRHFAzamXIfTFWoXrrgvEeJfn58+xTIssE62fdrvFfDYrTXeGYbBYzNnd3cP3N6g7O6iKyr1HxyBJnD9/juPYmKbJzY2Q0F4Vg9E0TanVqqUqSJIlPM9js/HKUCFVVZAlGT/0S4+HpmpUKg6rVUq9VqPVajEcCjVOv9+nVquxXq2FMGGVkusJeQ56VaPV3aFqN+h0urz/3vvM5wsePXpEs9UkDEPWBbCvWq2JQa8il5+x7efuD2cICNqrwIJfXF4wHOT87u/+bb76x34KU4s5Pf1lNv7/xHTyDWS5Rq1a44tf+iKPHz9mOpmKONVcmB+FhNURSqEi73tLwzUMnSePn/D5L3yeJI755jffJf1/iOB8Xd9/9UptBrIss7OzgyxLok/cEtfznZ0dsixjuVoJBIWUk6ci8zgrkAtZlpX0zbK+q2UaR3GRQ5CTpVkxFE6p2S5QZPEmKo1mnXargyzLIvM3iZFjWWjTNZUkFqf3drtVZhK0uj0WUps0ynm4V+V0V6Rr3Y3uuLu7A8Df+CUPf7NcEkcJjeY+q8xmRYW6IzOfz8rMXUGzjMsg9r29Y/b29jk/Py8lnluj08n9+4zHIiDHsmz29vYYj8f4gV+2eJBg43l0O11cdy008UGIoiiFgkicZnXd4Pj4iNFoxO31EOPYJIkT5nMRAjSbzTk+PibLhJy02+nSbDYIgpAoFvJfTRM9891dYYZqNBrlBtI/POTp2RlnZ2fsHxwQRTEPHz4sJbiO47BcLssgly1u5Pb2lrgwxW2NeCLxTUFRZGzbotNtk2QxoR+x8QJ8P6DVEpTanZ0e19fXjEZj7u5GxImI5UzlmCgOMDULfx2ReC7eIkQpevaapvKd73yHo+Mjjo6O6HS7uGuX6+srer0dcRvJxc1hexP9w7VFY2uaxr3jewD0j34eU4uZzn6Aduub2NYC4+AdLl78Oo7zQzQbDb785S9zc33D06dPuby4pNPpEIYhURQhKzJZnuFHLlmesfE3HB72WSyXIuRmOitez8r/G4/q63oF65XaDIR+PynYMD6NRqPQi4Pvb0iThCSOUTWVNE6QbQUQp3wxOBZM+i1Ablt5noMkoRenYWEMMonTBDkWGnQJyFMhG13M5yXOOklEboIf+OipRpzEoORYjslwMMSyLKrdJjcDMUju1kzyLOXZ83PW6xVHR8dcXl6Wjl7TNnGqNuPRFPfunNrOKfPUZJHaNExYLJcc3zvELKSTIDDdw2EB3IsjPv+Fz6PrGo8fP8FzPYE7DkMqTgXbtmi1Wvi+T7fb5fz8HHe9LlDVCVkmZLHNZpPVSoSopGnK7e2Q6XRKp9Ol0Wgwn8+pVquEYchgICIVsyzDMHRMyyKJY4Ig4ODgAEmWWC5HtJpNZEVhs9kIhHihurGsNoPhgL29PfIsR9d1xuMJt8MhpmkUw2WPRqPBcrmg3W7juh77+/us1yvu3z+h3+9zeXnBdDrDME1Gozs2Gx9ZEWZAx7ZZrdfs7e0gy0p5MzIMA1lRGI8n3Lt3n2q1wmg05vz8nDiKcDIL1TDRVJM0j9nbERupqqglYkNIa5e8ePGCw8NDTNMoeU3i85UVGwFkuVD7iCxkGUlSvufzraoqDx88o9N5l9niFFWxyHNIMgVNSekf/evcXP00jvMfomlPjZ6UAAAgAElEQVQS9+7fo9Vu8f577zMcCmBjrVal2+0ymU6o1BwMI2Q5dfG8Dd1Ol8uLC+I44Stf+YHvPRy9ru/reqU2A6A0F1VrYpFKs5h5gTDodLqMRiORRxBLJOSoiowkFdLB7z6USYK5sD3xGoZeqmYgLzg2iug554Lpn0Q5QfgypL3VbhU68IRer4sfe4SBS04GuSISv4522MQheW5wvPMtWrV/yONPfgpZttjb30dRFLGRpQmP3n5ApsRkeUqr1+T8ySXr5YBK65R1mLPEoaEIBUql5mA5JpqmikyFOMZ2TJbLVaGHDwn8gDfeOGU6nZGlKdPplHv37uH7G3Rdw3XXHB8fo6oq7777Lu12m/Pzc4FzMC2yLMU0Bbmz0WhyMxgAwvegKApvvfUWQRhyd3tbRjk2GnWSJGE+n1MvYj7n83khSzVxXVfkIDSaDIdDWq0Wy6VIhFNkmdvbO3o7O6SpMJLVGw0UWeZudIesyNiWhabpbDZjdnd3uby85I0Hp0DGer2m3W7jODar1RrdMJAlEXQUx0lB9LylVq0yi2bM5wtabbExyrJUuq9F1sEbom2XqeR+zmy+xNuIZDxV1UgLvX6v16PVanJ5dcXG80R2tbfh6PioZFJt4zQlScKPPLxQEFV11cRQTXTVQJGF7DWONxwc/HkAWo1npNlzJAk0JS3alQnH936Ryfh3yLK/jyKrVKsVcQAq3uPFYkGlUqVWrRFsApIkYz6fEYQBhq7juh4PHjzAKfwtr+t1wSu4GaRpSqVSodVskQOD0WOWqztkWWa9icjlDWvPAznBNCxCd4XtVAh8D03VkYsHNM9zMlkjl2WkXASZb28MpmUW+nCtVDBlaY6qWDiOkCqaplU4OPPi5Bbjp2uSPBYqIVlFUcRCZBtL/qUf/Dn2u78DQPzGn0NXRXjcaDRitVpzfO8IWc9Zb8RCYRkSh8d9PnjvQ1p6ihvKJFmOq9aQV2Os6YRao0qeyKWhyLJt+ocHXF5ckKYZx8fHRLFAVZ+cnnJzfc3d3S0XFxe0Wk1cz2N3b484img0Gmi6xtHREVmeM7q7w/f9cvg5n8+5d3yPXq/HfD5nvXYxTZGUts0/uLq+wvVcPFcY8drtTsGEWrKzuyuklIsle3t7bDYbschpGpPphv29/VLKWXEqmKbBcDgsGEcCDREGITu9HRYLgYtYrZaYpmALBaFQ7RiGjuu6eJ5LtVbDNAxUVUNVFaZTEQ6TJAmu62GaJsvFEk9VS+S167pEUUyjUUfXDSzLLCScCRtfkG593+dudEcSJ6xWKwxDZ1PMQGRJYjQa4boup6cntNsNICdNBSsrlXx6O/81F7f/BpLsYGk2tl7FNhySKEVRfxGA6ezP0m79jyhyznjSx3EiDGNMmkkock6v9y3C6AHj8YeEQcZ0MuWHfuirWJbF06dP+fiTjzk+OibPM8aTCY1Wg/XSZb1ec+/eMa7rlua11/W64BXcDLYBM1mBdQgCj9lyjKapLNwJuqaTJeK0r2gt5osZYeATxbG4mssSuqqRA0alCbloF0nb1pFESZ0UXxfyVEWWIJbIlYRUilHUbxHHXyLNxDU/y1NAwtYdFEnDWwQgSUyGc3707f+C3e4nAPzOe79AHH2Wtw8zVEUuzWvVeoUwCcjyDFXRSLME0xQ4Yi0P0VSHKMkIkhxDbzK6nYCeYuoWZkVHQvxedqfLcHBbUjOzPKNSdxgMrlFUhWq9ShIl3N7dsfE2PD17SpalpUnr/PwFb739FodHR8ymU4a3t+Xi6xRzCN/3OT09ZbPZcP7inEqlAnnOYf+Q+Xwmwmyur8uQl2qtRhAEzGcz6nVx0/hu4xh5TpLGLJcLdnf38DwP1/U4OTlhMBiyWi05OTkR8aOWyWgsBu2XV5cc9vt4nofvC5fx7u4es9mUIN4gaRlRGhBGIYoispO3zmbTMtnf3+fZ02fousCGN5tNKpVK6WEYjUaEYVBuiq7riWwEVcWxHXZ3dwV/KYl58eICw9CRZYVqTQgInj8/5wtf+FcBuL7+Z6hqlfn4GY5jEa4iZF0nMzziNCZKAvJoyGff+UU8fw9Db5Sf+X/6jV/CcSo8ePC/cHT0S2Q5yBIYus/B/inf/vb/yRtvnLJcLrEsm0dvvsnN9TVPzp6gKmLOFYURaZry2c98lixLmc7mTJceafZHZxiv6/uzXrnNYJsulec5y8USQ61w2n8HRZMI44Aw9pFk0U6SVY2dnQPiOMLaxgrmGaaukwNRLpHGAi2tamoZOJNnL4fO26/JyKRkuNFSIC2iDZ53h2wqRcsJMSgMJXJJRkGoWNIk4dOP/k3CR2d86+lfZLzUUWSPuqNz1BHgtK1LN07EBpSTkaQRqSxiFqPAR1OqRIn4ubxERZcM1nMX3/HQVIOqVSPNU9JQMIHefudt8izn6bOnGKZOHCfUaw5RELO7t0sYRiWuOQgCPve5z5GmCefnKx5/+pi9vT1s26HT6TCZTAijiPlcxC3WajVcd11iMTrtDovFgtl8hu04aEXwzWw+xw6Cl+lp5NgVi8Vyjq7rJd5B1RWePXuGbdmoqsKLFy+o1aqEYUSv12OxmHN7e8vh4RGu62KZJo5TYVr87KORIL02m02yLGG1XqLaEqHkoSgqtuXgzjyOjo+QkPjkk0+4d/+YPBO3p8lkUmKzZVlBkiS8zYZqtYYkS+iaRhCERWLbJa1Wu3itzkuJ72w2pdEUeInD/iH7B/tEUcSHH/4NPvOZv0y//0P8/jf+NyzrgMD7S6xnL2h3LTIvZZV4xHbK22/+NQCm4/+BanUN/C0AkuQxx8df59mzrxOGxzx48O8TJQq6miJJ8MUv/kleXHwL3zeYTqelpLbX7XF2dkYQBCiKwsOHD7FtgS2ptXf4eOATvjYgv66iXqnNIMsynIqw5C+WyyJ4vEK92kA3VW4nj9F1Az9JyCWZLBPBI5phiXlBnkOeswpTZEUExS/mS2RFpqpVXs4GklT0eHnpPs5jQM6Is0iw9aP75LpP4kel/luVNeTQQM6ykvvTaDTRq8c8HXyRmhWz2uiEcc7F2GWvaUEx2JZliTRPiDNxg9FVHUmSqdYqzOdr9BpsFeFJlpNaNTarW6qmQZB7ZLlofc2GK6rVCqZhMpkInLGiKDxfPysiGtMSv3z/5H6JML68vETXdU5OTlivXS4vL/jMZz8r4iDX69IPIMtysShekSTiRuHYDpqmcnR4iOt5uOs1lUoVTVMZj8dkWSZmCM06m2DDcrGif9AXyWKOcBNvqaBnZ0+Zz+cFlqNa5j0oispsPkNTxUn3rpgtxHFMq9Uu2m0rzs9fEKQ+ipYSxyGyrJAlOVkmo+takVetUa1UWK3WAl+R5/R63XLzT9KU+WxWYszjOCYIfKrVKoaxVxj0QuEzyURrqdVuI0sSZ0/OUBSZ9XqFYRiY5o9wN/oT7PR+m52dv0kS/2xxw7GwDIHZXswX7Lbfo1H5iMubfxs/OMAwXt4Mvv71/4Df//2vcP/+PS4uJPL853j48GcIYhVdTZAluHf8Ja6uP8Cy9pmMJ6zdNcOhGPrv9/dQZIXz8+fM5jPeefsdUknF1CNeXwxe17Zeqc1AlmXctUsYCPkcQLPVwrJM1t4Y15sRxQJFvR1ybh9wCdFi0gwTRTFJi8GxqqnlcG9rAIqTBFPRyfIcGTFozlOQFKHnTtIYkEiJBD8ISgORqoCkgKZqxWk/IiQmiFIMNaBimoSxytKLWXgxphwhSbCcrbFbBrmSYWgmmqyR5xm2YzEZTdmta6yCtLzWb1KZimUxGy6xmioBIcEqZnK7YGdnh+FwSJom7B/sk8QJ7U6H27s78kyYsY6OjorXMeStt99mMp7g+z4Xl5cYuggMenr2tJCxdtE0MXis1Woll0gotHSm00mBc66JP9Ual5cXOJUKvV6PFxcXtDttLi+uyLKUVrtNFEXitlKvs5gvaTVb9Ho9PvnkE05PT9E0jZubGw4ODqhUKqzdtbgJGnrZslEUIeUV6iKXWq3Ker1CdkTbKS/eu9hPMFSbwc2A5XKFVXhJtjnPk8mkSF4LSjZTlmX0ej0qlQpJknB1dUW1ViOOYtbuGs91RWqdUyEIRaqaaVvUalU0TS9zuS+vLtnvC/nwG6f/M37w24xHv8Xu7mdwXZfn5885OGhxcv8vAXBz+efxvEvmlTl5/g12d78GwA//8I/xjW/8OodHn+f6SkbXf5p7936JIFYxtQRJgqPDz/Luu7/MN78ZIcsSYRTx9uffpL3bII0zFFVmOpkync1wqbIJX6ecva6X9UptBtuIxWfPn6HICr1eT3CGkoggCckQaImKUykWdoEoELhrDVmSxLVYeYmpqDdqQhGUZiXVMU0SMk1DVoQcUJYk0iRHtUXCWCwHSMpLJdK2siwlkSNyOSXPDBRFRlZlNlFEEIntQ1NTQCHJYLoOeGPXoV5vEAQBNclBUW10xQAgSHw0QyXPM3ZqOssQBjNBaA3jHDeXeHjvQZHPkKFrBr2GOL1fX13TajfZBC5pntLs1mh1G6wWay5fXOG6a0ajO5rNFuQwn8/YLcxliqIwHo+5uroUBr+T+6Rpwmq1ZG9vH6lYaNrtNtVKFaficFsktYVRRJ7l1OsiU3njeZimQZoJvHSaCm7PBx98QL9/iK5rKIpMp9MthrgSrVaTOE6o1WpUq1Vubm5ot8TJezKZoCgKnU6bLWQviiKq1YqQHEchrU4VP0kgAwWVOMzZO9mDXGJUwO3Ozy/o9bq02x3u7u44ODhgNpsBgn8VRVHpft46ovMsF6gLcmxbmMTCInZVksCwNGRPLjlFmqYhSzLPzn6ZZ09Tmo1/wFtv/QJHR1/m8uqvE8dfZ39vn3bnFwD46KP/Ck1z0HUhib26kgiC3+L4+F9EkuBrX/s648k9Wu2f4vr6s+zs7GOaA4JYQ5FSNDXj7Xf+Pa5vfpWlu+Dem33Mis5mGaJXZdr1GmmSM12sSWybMHm9Gbyul/VKbQZZ0cY5OjomDAKWyyWaruHUTDaxj2w4kFukFFA7TSr8A+LfS1KOkuakRZJXnuVleyIMQoIgIU1Em2hLmRQzBIF3k5TiBkBauG1zsuwl+lqSJPIsJckyFFkXMkVFJoozxBhCIste+htWmxgJuUjYCsWsIIuRJRlNMYTs0DCxLIvpZMwbu32m65Awzshz8EIV23b41h98E0mSOT09Ic+h1+uxdteEUcBkOhFR7bKMaYkAmt5ul2a7wWg0wrZtbm5usGwbz/VYrVY8evRIYDSiCMMwOHtyRrVaFfRLVcFzXaIoYjKZFBGXMd2eyI72fZ/xaEwYBozHAiFdqVZZLVc0m008zxUpZIaB57mMx6MilUvi5mbA3v4esiwzm81oNpvloqrrOqqq0e322Gw8kcIWRbRaLQYDIVFN0xRFUvBmIYqhYZgGWQS2ZTAeT9h4G3RNp9Gos16vkWWFxWLBer3i6upK0FuBWq2GbQtzHhIsFwtkReCtNxuP2UzgUOJIDOmXy6X4Xqkgv9Zaddy1eI3SLBWfQ1Vi7v/L/MH7P8nJ8V/k6PA/YeP/l0zGvwvSEWfnf5ow/BpxIsx5B/09wiDi008nXF//Fp//4s/jWP+YbucF3c5f+57nwtRiwljFDXU0zecrX/kb3C1/nnWwIMliFBOQc1JkanvH5Js16/C18/h1fW+9UptBXgSp1xuNEv42GAw4f3qBrIFZ1ZHVlDiNRItHAgrnJ0BUnOSzLEMupKQi8jLG94PSoaxpL9kykiSRBSAbYrD73d6ELMvIioyC7U2j2CME6C5JkDWVKEuRZSE33YQCmw2gKjIUmcyyIot2VSaRZDGmZuPoVRRJ4ej4iMePn1CpVNlvWpyPPETQe46qKvypP/O3WK/+BEn0JYHSSFP0Wg3NrpLlEhI5qpyS5hFhFBDHMWEY0Gw22T84wF27L1PgVOGaXq/XOBWHRw8fsl6vubkZsFqtRGrcZsPuzk4R27kp2FA5uqHhbwJOTk5wXZcgCJAkicHNANu2aTQbWJbFarXk/v0TKpUK88Wc4WDI+++/jyRBvVbD8zwxH3IcBoMBzVaTxWIhwt4NnTiOitO4LGZEvi+GpKpCrVYDwLJNXM/DW604Pt6hWqnx8ccf0e12y3lTlmVMphNkWcGyROtQBNCsiZOE4XAAksTG8wQ9VFWxbbuYU7QKmGHG2nWxTJv5dMF0NsVxNqXs2NANyMFPc3IUpFjh4sWvMXF+hwdv/GWOjj7Du+/+VZLkP2Nvv8X5i+c4DZPr4RVIUN9xCL2EJ09+FrOaoBv/gP3ur+CYovWU5+BHNraxIQtV/Nigf/C7TKa/jaX/KG4Qoeg5hiqR5wY3rkpX06nJEevX4Tav67vqldoMQOQdy7IAuxkFc2fLBQpXEWEc4bRMUiUiy1JyQPmuAA9hAspJsqTg7Mslc16SxdxAUZRycZeRyaUcRZdIiw1GVSSiOIMsw9BVkIrJwncB8OJQSE0lXYYsxdBUwthmEwpdtypL7DRMkiRhNp0hyxIVc5ckjwpFlIQqayRpjFU1OOjv88knH9Pe2aflVFj5GWGmsI7+I+7V/wnXtw/59uOb8neMsJHDl+5SWdKwdJ1mzcRWNtxdTqg4AunQbrXY398vkM5DYY7yfdy1y2g0otFo8OjNh6xWay4vLvD9ANOyaLdatNttWs0m8/mc4e0tJ/fviySt+aIwjCnEscBsXF1eYlk2hmHiOE5hUmtQq1b59re/TZwknD19iqoo7O3tEcdiLmToBlfzKwxDxx8J9PVwOMB1XUBEbvZ6PXx/w2Q8RtN1dnZ3MA2L9XLN6G7M7VAgqwWIL8Y0DQGXi2JqzQpGRSVNxCHBXW/Y6fXY3d0ly3Kur68xDIMgDBmPx8wXi8KoKALsgyCgURdZy5VKBcd2yqG5aRqkwO3CJoihasl07Ywk/WE+/vh3ePvtH+ErX/kF4vhv8sEHv44vVXEDhbojIUsBUbZBNhVanV9gvP4a17Mfx48kwlgnjCP++Gd/FtsQ4UOWEUBk8iu/95P8C4d/l9nVj3IXVPGjhE5N49F+hcvxGl9ysOIFNfOP0lZf1/dvvVKbwXaRzouT+WazYbFccP/kFKQcd71mOLglWPjoVZ1cC1729IvoQU3TiOOEXJJKxY8kS8goqIiTlqar5a1AziMUI0WRNOI0QQKSJMbSDVRVIop9JLnYECSFKBNK08V0iVWxyJUcS1XJqTBZG2S52Ewe7ddoWjLPnwude73RoGJVSdJYGNYkhSROSPIEJDg8OqRRb3JxcQH+mG61jd6a89kHvwbAt87/AtHWQCTDH7YSZTl4oczXf+Qn0NSA389/g+V4RRgGXF1fY1kWuiaAc5uNR5LEdLtdKpVq2ac3TZNmqwWzOYObGybjMbu7e9QbdXw/4LDfx3EqzOfzUnU0GAzY2d0hDEIODvosl0s2mw1PnjxhZ3eHeq3OYrHEtm1UXSHJIxYzTzi/s1y4lj2Xer0ubhmDYRH12eL+/ft85zvvIUkS4/EYRVHQdZ1WS+RIz2Zzer0dFFXh8uKCVqsl8iVkYaRTFYUsS9EMnUjyQQNyleViiYzMzWCAIitsNh61WlVgJorXeG9vjyAImc6mRWrampycwBdhOZoqDIumaaFKCg0zJzMkdCnmbi1zsvcBo8kJH/29v8sPfvUfcXz0t/nSl/40//S9n+Pjmz/F3DXoNSQsPSfIMp6Pvk6SyoDO+8//FTahCKE4v/0R/tyP/wSKLDSihhrw7/zxv8/t9Gtcnz9h//Qz3KQKsqThGDYP9yUuxh6WolOTw+/Gc72u7/N6pTaDOI65uroCKMB0S944fQNNVZkv5kwmUw4O9kmzlOfnz3G6FlHmk+UZMnLZLhLYgWJgnGZISMhyLtzIxW1BkoSCSPgVcmbTMXkxXEzTFFURDuMwioQDOU1ot7qkmYqSqvjehla/RSLnhLHD3DVJMglFFhvB6W4Vf7NhuVyRJDG9nR5xEiHLKoZiEkQB68USRVWFQkXV6HY6NBsNFosFL15c8M7hzwLwybO/gixpwB8VjUsIQ12Ww+dPfxXLWPBPvvOf46YOuuFj2cJJ3evuFNhot3DsqiyXS2r1Gjs7u4RhwHQ2Iyw064/efEQYhlxfX3Nx8UJITB2nCKFfs7+/X6p0JER2QrPVJM9zdvd2WcwXDAcDBoMBG29Dp9sWMZ+6RMupEG4Chtd37O/vl6Hvt7e3dAoks2kamKZVJJwJBVmSxEWoD7TbHWazuWgHBWJQqiiqQGcbOrZjoyoaYRgRT2IMW0fTFUxTQ1M1+v0+pmnh+xtczyVOIjZzj8AXuQTT6RRZVpgUA2nHqRSGQbUItTdYLAvRg6TQMXKQcrIcvvD2z9Bt/R/cjr6K5fy3rFZv8gd/8ON8+ct/lj/2+Z/hweHb/MN3f4WbqU7NVpClhHZVJkxNRkuTKNm+s+CHHX71N34PS085qP0z/uRX/yqPn/wgd3f/Fqenp5yff8zhg89Tr9roqkK7avJksGKjO9jxTJgpX9fr4hXbDDRNo98/BHIWiwWmKdoNcRwzGU+o1+sC6ZwltJot1usValUlSiMxMM7zbdSXGA4XDCJ52+YpWqhbIF4eyqiagaTENJptZEUp0rriAvsskaaxQC+rGkkuQ6zgzgM6u01y3WC5MnADlTwXG8HpbpWTHYGy3ia2PXzrIYkcstiEVMwagR/irgQWQZbF91I0cVLWVV1kFjSbfPThX+d2+CEXF3vUzBFNu06YiwAby9SwdRXb1DA0lSg94ytv/Tc8ufpJzq5/Al3NOarXGN2N6XQ6LJcLqkW/HcAwTJEwlsPt7S2GabDT6wlTU7xgMZ9TbzTodrtMJ1NWK0E6/b/Ze7NY2dbtvuv3zb6pWd2qZtVqdnN2c9prn3uV2FcmNnFEQiLRxfASMDEikUUCQTwg5QEJBAJBkJBAQhAi4qA8BAmJxAQhIE6iKBaO+1zf0+6z+9VV39ecNfuPh2/uOuf2J4KXI++xtbX3WlW1qtacVXN83xjj//tvd4pUGkWKt9QO2oyGQzqdDqvVkmazwT6KqAU12u0Wz549Y7lYMhlP6B538CyXgox9klOvBxSFYv1nWUYU7XnjjTcq05Ypq9UKXdd4+PABFxcXHB0dURQl4/G4UuO66LrGernGth2EgKIoyfMCwzCxTAtN12hUVpTpPmWxXrFcrvj000e4rqv0H1Uvya/5xE6CLCGoB4Q7tWPZ7rYIIdhsNui62lXatoNZJdXDcEGlc4kT5f8Qxw+43IAvItreXX7913+NO3f/K477/yt/+p/9Jn/nN36Ji9mPYeg6rmWyjrTvSASakPgONDyLk5aPZ/0c/8+vvct0EjKezHn3XclgcMz05ad4b/44RSnZpwVJXpIVAs910Hk9UfQ6VHylkkFRFKzXKyQwnU65deuWMjPf7bBtW634qxHLwckJ60/W6NJCE/lBb8Dnk6AH/IT6P4dEIYRAoCELDXxBWUpMQ6dEU/aFhkX+qkGtW9QCkzQrSUJIdwK32WNvOCwXgjhT23nH1HlwEnCnW8PQNaQsubi8wPNddBvW0QZd0zF0g4ISSYllWhQyR7NgHc0pipzAbeKLgOlkiuN4nJ7+qzSbIcPhkNV6AolqnseaRqbrhIZBq9Wi1+uw3vy7PLv+RQQxeSHYZjaiLNmFW3bhlu1uS54rltFqtSLPM3zfp9vtkqapqpcvVxwPjinLkqvLK9I05cGD+xRFwfPnLyjLks7REcvlksFgwGI+x/drFeOpxLQsXjx/cUCRR9Ge999/n91ux/X1FcbKoFb3icOE4+Njsiw/mLI06g124Y4gCOh0jnjx4iWWZbPd7tB1ncViwfmtW2RZyumpwlRsNhvC3Y5Ot1uhJvZoQmBUjKo0UYgKXVclRMtWVpqNZoN2q816vWY+n3N1eXMYOVWk3FdmSjrdXgch1K6y1+0rvPd4RJql38P+kRJ+69f/JP8o/6PcevAG7XrK5dRgm+Z0XMlw+B+w3fw8Dx78Sf7YT/6bvLj+o/yDb//nXM2/2OyVuJZg0BQ4xAhKHM0h8Cz0/n02m8cctSUffvgB777zLpQFu8lLxsURk01KUejkCCI8eJ0MXkcVX6lkUJYlYbxD13RqQY3pdKJGO6splDRLsRwL3dAQpUGv32MyG2O1zIM4DD5XFaux0GrOFHlIBFJKRKmDVqJpkMUJotRYb7cV/VRWjWaNspQ4to0sBUXcIrW7zPcmRah+rqkLjgKbB4M67Zp9MJ+/uRmSJgn3HtyjIK12KhAmGyRgeDplWqKVkvVmTaEnSCHRNJ10r4xw3nrrLQzDoN6oV+5nah4+y7Jqpr8gTVOWywXf+tYNx8f/Ciddl/EqJclLlpGgbXoYtsDydShz7ELZRBZFwdFRByqLUcdxsG2HeqPOdqPIqIZpVMjnCZ1ulwcPH3B1dcVHH33M3bt3CMMds/mcu3fuKtewZlPhnw2D9WbN5eVlZcbisVgsePvtd5BS8tlnnxHHMXlW4LouJyeDymdAwfOePn3KrfNb+L5HGEYKF+35CAGT8eRAStWrKS/f97EthWrQdB3bCSrQ3RbLsg67SyGUr7ZhKDTJZqN6KrZtVb4PzmHgIE1TdjuVmMJtyHa3o6zKh3mhXK1Nw/we/4L1ak0SJ9x/8CZRFBELi7SAJFfaE9tIydJTfud3fpU37v3b3Dn9Ff6N01/hb//qLzNen+FY0K0LrGLP6nrCLFHo88n1jIcPH6BVv29RFFiWRVEU/MzP/AyfffaIXq9HnI9hFWOaNs3AwdBfTxS9DhVfKhkIIV4AW1RROpdS/oHvuv1fA/5i9eUO+HNSyt+rbvsl4J8DJlLK977rcX8B+HeAHPg/pJTfOUD9XVGKgn25xTU8XNdHFy55XpBmCatwocYzU0iKPRKJX/fQZjpaplEaxeGD+UpcpqwqAfn5+KnaykOZgO5AiQeta7MAACAASURBVEQ3LIoyp1GvY+gGaQWxK2WJLnRM3WQXS2JrwHqvfqYmBL2GQ7/p0K3b+LbJK11CksTs4z1lWSpXMc/A1CyyIiVMIyQlvlXDchz224JYRmiaxBQWotS4vrzm/PxcmdJUWx1l36lVvrpS9TeEunANBsdstzs++OADpNDxnRrJriTNITU9iiyk5jcpMgmVaC9Ns8NoaL1ex7Ktg6n9YDBQq3LbotVS8/2T8YRGo875+TlFUfDkyVMazTrd7hHPnj8jyzKWyyW+71OvB8oIZ75gMDhmvVmzXC4P8/3NZoN+/03m8xnz+Zzr62uKsuSdd97m5uaGmu/z4sULgiDg5GSgsBZejTRLKeKY7XZDo9nAtm1evnx58Hiu1WqEUUi4C5Vdarg7CMR0XcO2XUQmaDYauJ7LYq4c2Xq9Hnmes91t0YSGbVtc39zQbrdptpr0+j02my2XF5es1xsQEIYhaZoeSoFqXFljNpvxxht38X2f+S5jvH+FTRfscp2nywLfLOjXLJ4++aucnf+nHPf/N/6Fn/6X+Lv/6K9hGu+xmQwZTeecnp4SnAQ4tppK++zxYwbHA477xziOw2Q8Ic3Sg0dzp9vhejjmyNN447RBO7C/r9nO6/j9Gf8kO4OflVLOfsBtz4F/Wkq5FEL8CeCvAD9Z3fY/Af8t8Ne/+AAhxM8C/yLwY1LKRAjR+1EvQMqSpAxJ9hHraEFZyGpUtMAwdXTTIN6pnYOmafhOnf5xn+vra/yuuthK5OEDcOAOfUE8Rgky0dAqrERZSjTDQddEBbeTSEt9iASCPNKJIp2dCNjGAl0XtGs2pqHx4DioVvsFnm2pnyEl88WCPMuoN+qUImOfxRQyV77DpXG4OOyjhKSIKYwEmZmYmMwWyhvAtA3yIsPQjcNr/2JJQiAOyAhN06jXA958600+/uhjnN69w/1STLK0xDV8LEdx9U3DZLVaH2ilR0dHJElCt9vl+uaam5shtm3T7/eZTMbU6w1OTk6YTpXHcbyPKzvLNZZlUa8HHHXajEZjxsMJx8d9ptMprXYL0zQZjUbKVazi8WdZzmq1ot0+otfr8fHHn5AkCc+fP8d1PU5OB1xdXinv4vkcXVMucI7jAhx2GoPBMUbl7pamKVKWOI7Ddrvi6uqSzXpHvd7Ati1AeULPZnOOjtqEUaRKgkIcBHe6oTOfzxkNx/T7PbyaS0ZMkWWkWaJUyLZCeRi6UY2f2uRlhhDw4tlLarUamqZxPZoxT32yQp2tV2ctLg3iRKJbJrccyWz2pyn1Etf8DCP7mNGlR7zfVyPAcK7fotftHRAbs9mMXq+HYRjsdjvu3L6j3OpME1lKukctLl7+DuZJjefPrimK16S616Hi/5cykZTy177w5a8DZ1+47R8KIe58n4f9OeC/kFIm1f0mP/qZBLpmVG5RGVKXoEk0QIqSLFcqXiFsLN3G0i3cZo31ck0axgj3c9vBV17IAh2ZQ54WFJVFpmGBsJVPQfXaKEoOu4lXjy8jg3An2BkdogxsU+Odswb9pstql9DwLcqiYLxKiZIcWy8Jo4jRcEiv36PUc/Zyi0xLLMPGNT1sw0UAZSHZpDuFvpACq/Qo8pJkn9BuHzGfLwgaCXW/yWq5Js9z6o06vucfXnNZFodkAIJWs6Xq3WmIJhS8r0AjzQuSLMY2HTbrDVmWsdlu2Md7pVquSifL5YIiL7h75y7PninoWeeoo+ry1Qp6tVqyXCqzmrOzU54/f0Gv18U0lO+BX/P57PFjkPDee++y3arm6+3bd7i8umS9WnP79i0MQ/H/k4rCevfuHfZxzGq55OKlwmS4nsd0OqHm10jSlCRJaDQaSrSWZlxcXFZ6BWVpmqYZ+yjC9pV6eD6f02q1WK/XDAbHNBpq9LTZbB6oqs+eb7m8vKpsKY0KZJez38eYrkYc7TB0gyTJ6fV7mIZJkqqey1HnSAnlDJ31aqMc1jodNtsdK+kTZj/IS0AghY4XuGz3D3n08i9iajHz+ZLtZnVgKl1f37BYLPnkk08qk502eZ7x0Ucf8vLlBZ3OUYUD3/G1977Gfr9nNBrxyccfkyZKvf16Z/A6XsWXTQYS+DtCCAn8D1LKv/JD7vtngP/zS/zMh8BPCyH+MyAG/n0p5W99952EEL8I/CLA4OSYlt9hH0dEckdWpJ+/OqnhOx6eXcOxPBzTxTLUCu307IxHjz7FcywkKbqmITNBmQmE1LFNi9xJyUVMSQHiO5lDspIVv5oKQQKxQRxBYneIYjB1wbvnTc47PkiJ75rESUaaJmzjnDSa4Fo6290WwzRJy4TciMjSDF3oGLqJrhm4hoOu6YoQKvbo0kQv1W3L7Yqz26ekSaoY+GVCIQtVO4+ig5XnK4oqQlRKWBWaJvB9j22aoQmv6n0IpBQUpeo3TCbTQ9+h3+sfkBD7/Z5Wq4Ws+ipBEOB5LrPZlNPTM54/f87FxQUnJwPu3r3DbDaHytd3s9kQRXuklLTbba6vrpFSMp3NKIsCy7JJklihMno98rxgs1XTSVEU4fkeeZ7T7/XRNA1N03jy+AlH3Tbnd05ZTFc4tlIiz+bzgzfDK1e1fr+HlDBfzMkL2G22TEYzGu06lm0SRXuyyqgmTTPCKGK9XtNqtWm3FAgxz9XxiaIIJARBjTKTZKEkkQlRuMft+Tiug+d7jIZjHNtB0zWicM/wakSn01WCPmmzyawf+uGYbRM+vCpo+imOmbCZRiznK7rd7qHslecZpmlRliWj0Yhnz56pZJXnvPnWm9y+c4swDPnggw8oyxLLVmY2x4PBwYVNf90zeB1VfNlk8E9JKW+qUs6vCCE+lVL+w+++U1X6+TPAH/qSz90Cvgn8QeB/EUK8Ib9rqVIlnr8C8PY7b8tomZLlEk03sS0NgYZjutimi+fUFPFTtypSqbo4uo5L56jLeDrCq9kIVClEt3V8z8O0DHb7HWEsKSkQGhQyo5SvkoIq22hCKDOcRCfaSjKnxyYSaAIentQ5a3vVVJLANXVWUcZqV2LrJZvFnHVZcn7rnEYzIJIb4jhDliU5JWmekBUphm5BgTJQqXmYsUEpJfPZgu7xEbotcC0buzSxLRtd03E8F6/aEVQH7dX5qHg7nx9S07TQswxNq8QHQJ4XbBcRkZbQarcqTlNMvV6n2VQo5V24Y7vZYlrmYdTS8zySJGW/j1QTv9FgMpnSajU5Omrz4YcfMjg54fz8nKvLSyaTKUWR02q1cBybq8srajWfd999j7IsDvwfgHarRZpmzGZzgiAg1uPDhavb6TCbTvE9n5vLMfWG8iE+Oz/DMk0ePXqMbatS3nA4RCJxHdUs3W42jG+m9M7a2IGBrXk4tluphmVlVqNU6k+ePKHVarELVVIJwxCkPHCSHNsmOD4hzVJGQ9Vk3+/3bDdb4njPfq8c6C4uLvH9Gs1mg3WUsip8ih8xxKMwExn9Zky8Sbm5GNPrdXn//fcrXpOBbhjE+70y9vE9ZFmSJClSSu7cvo1X88izHE3TsR0Lz/UOx9MwjNdOZ6/jO+JLJQMp5U3170QI8beAnwC+IxkIIX4M+B+BPyGlnH+JH3sF/M3q4v+bQogS6ADTH/QA0zA5PT1TpYj1Ekuq1b/v1thtdti+i20636GqzPOc+XzOfDYnDhMCP6DTPWK1XDMdz7hOEkzLUh8iVXDCMAReYGP5FqVWgFClFlFqpDtJngoyp8MiUn2EQcvldq8GQpJVXsBlUeLpBUm549nzp3SOOpUwy2Ofh6TbL6ijq/KXJrTKJF2lsXqjQeZmvHj2gqNuC82RbPZLLMPB1E1EdX/gANb7/HxoFHlWKa2/86+ugY7Gq7FCQ9cURG4bYRgGmabYP4vFnN1ui+erRLPb7TBMA8/10HW9mtc3KMoSx3awbZtGo8HN8IbpdMrZ2RlC0xiPxrRaii8EAttWx7vRqOP5Po8+e0TNr9HtdKnVfJ6/eEGWZ+wrQ3tNE3ieT5IkOLZDGEV4nsedO7cJw5Cb6yGr1YpWs82iakSv12s0TSOOY16+UKOshmGSVehqU7PQEhNhaRi6MuMxLIOjVgtDVx4HQVDDcV3GoxGnZ2dMJhNuboYH8N6yLJjNZmi6rsi2RYFlWli2Tf/4mPPzMz749ofousZR54jdPmaV+8T5lxN6SalO0eR6TqPe4Gtfew/HcdE05a/dbDZV70pTyfrFsxeH0uZiuVRWrkBQryGk4MnjpyyXSzzfw66YTkXxGlj3OlT8yGQghPABTUq5rf7/x4D/5Lvucwv4m8C/LqX87Es+9y8DfwT4B0KIh4AF/KAGNaAu7Dc3N5RlgW3ZmLpanZmGCVIQhRG25SArAN1queT6+hrLsuj1erTaLfZRxOXFFaZlYNsWm22IdNqU9YAcXWkHZE6YJcTzCF1TyQEpkbLA8X32esBiqxJByzd5+6yOLiRFXiAlJJlS8m43W6J9xK3zWziOo7hKukYax+RFfljBW4aFb9UwdVupoYWmkM9ZxuWLK46OOtRaLutoTilLkmxPmsfomoFn1SiKgmllBSmBVrNVoaENsixVpS2hdjZFWVTn7NW5Ux4Oi8WcPFWjqK+8IgaDEyaTMdvNFl3XCYKgwn0rr4i0YgfF+xgEzOdzLMtiu9myXCyRZVnZZMaAYgj1+z2SRPlR3Lv3BrbjcHN9w8XFJUFQAwS2ZdFqt3m+fkYt8In3Mdvdlt1uR6vVYrlYUq/c7lzX4/6De2w2W66urkniWNlwIul2u+iGxmw6ZzgcUavVSNMUz3eVYjiXlJkaHhBCkmYJeeFgGjaGrle/a4HjOMwXc+I4Jghq6JqGZVsHPtZ4PMb3fR5/9rgis0YHJfZms+HOwzPiKGWd2mzzH12W0YRECLDMknyfkcQpb7//Nr5fAwGWbSmiKqo3lBcppmXQ6XZJ00zRfA21g9OEzny24Pr6mnpQ5/TstKKtKue24kdtUV7H75v4MjuDPvC3qsapAfwNKeX/JYT4twCklH8Z+A+BI+C/q+53GD8VQvzPwB8GOkKIK+A/klL+VeCXgF8SQnwIpMAvfHeJ6HtCgBOYFFI18TIS8jwl2e+RmhrnU7XUnKurK6SU1GrKcjFNM2q+T/+4xzZaMxlN2WxDnO5d1plJkVFB6DSK0qQsDUy9hqUVGJQEPpimYB5prENVOPJtnbfOajgGlUNajiYEm/WG7XaLYSqvXNd12e/VuGtDD0jzhLK6KGuahmt5+E4Dy7Apy4KiLMiy/JAIjo+PSfOY0mmS5MraUxPawQ2tLEqMqmyzXq3JshRdV9iM2WxeCaosVWaRSoVbileNdIllGQRtD0f3EVIjzTLmMyVye1XPdxy1O3iFYlA+Atlh7r4W1LBMi/V6TZZlPHzzIePRiLKU3L9/j+l0hu3YmKbCUM9mMyaT6UHA9uDhA25ubkiSlHb7iPF4RJImnJ+fsJnv6HW73FwP2e22jEYjTk4HbLe2YhoZOs1mo9I8THn82ZMDVdS2bI6P++x2IUkaM52uCCrOUJqm7EPFEhKahm5K1qsNkR7TaNRJkoRaENDwPZbLFbtdSKPRIEnSQ4N5v49xXRfbtun2eji2TVo13G9ubqrfD8JUY1O6P8RZTBkj1b2Cupuja0rUuLlZ4/s+R50jkjQFCbZjH0ZWFT5Fx7ZsLMvi7OwMKUtms1k1OaWO19nZGb7v0+v1ePnyBcChOf86Xgd8iWQgpXwG/Pj3+f5f/sL//yzwZ3/A4//UD/h+Cvz8l36lqNX+Pg/Ji1L9LfPDKrVuB5QpPH36lLIsOTk5odlSpjHr1Yp6va7ERWXKdr0j3O2xO+dMdjoS6NYtTloeNdckL0qmm4TxOiaMJRKNVSpfSdMQQnDkWzw48am76qK7XCxJs4w0SZnP5wwGA46O2kgJhql8jtMsJc0T0iKhlFWJRjNxLR9Lt8nTAstS0yivEsFgMEAgsE0XQzeVkU8WoQkd16qhCYHUoB4EALRaTRDK61miDHdeJR7LsoES37vG8Ye41gsMTIbP3yaLc5JsQRTGpGnBdqsmhKQsKcqCXaTM4NutdvU8qrHcbDYJwx2DwQmbzUaB9JBcXV5xfn5OvR7wySef0uv3GBwfMxqNFOoDyXQyZT6fc35+i36vjxCCly9est/vKaWk0z1CSEESp0ynCpZ31Omw2Ww5arfZ75Wnha7rtNtqUqrRaOC6ClMCKL8Lq6aa2bGGYRpkac7HHzyi3WnS7XeQUpLEW1xPcNTusY8KJpMpaZYiyxLTMisfYfX4olCTQ2mSstuFbDbxwUgpiROiUCHG6/U6zUaT1SpkI+tkxQ8qD0lcS9J2NxhlDAkUSBAGyT6lFgSsV2sWyyVnZ2eYpslwNOT4+Jj1Yg0CgkCJ7prNBkH9XX73d36Xm5trQPD2228jhFDaieWC8/Nznjx5+rqB/Dq+I75aCuSixDVqSE2S68oIJikUlz6OEtbTDb3+MaenJ6oOnOeAoNtVc9d5kbHdbFguVtR6XV7MNWUG07A4PXLxbR3PFJimRb/hcK8fMF7HDJcR+7SoMNMGLVcnsEqars5uu2O1WrOt1KwKq61EPq8wCTKSh++v94vKNlMZzlimjWuqUsh6tcGyLWbTGUdHHU4GJ4ffXaCQ1sIQaEI/oCskyqTnAGetBHVpkZOmGdutsmfUzIjFLgZD8Id/6he+47j+7xd/g/UqZZ9taAZN/KCB5ToEgY9uuGTkaLqGISwaXovFbFGZ3yQ4jlNBAqc8ffoMkDSbTR4+PGG5XDAaj2m325iGQRhGDE4GPH/2XI07fu1rrFZLxuMxQlNlvrfefpPrq2uGwyFvv/M22T6j3Wphmhar1YrFfEFQrxHUA4IgoJQlUbRnNp1h2TZRGHF0dESjWafIlSJ4vVpRlCVFmSMlvPPuQ9Is5/LlFY+XzxicdAmaBYgMKfcEQRPfcxiOBLPZnCRVZa037r2BJgTT2ZxnT5+rY6IbFEVxmGAChUrJ85yzszOi/Z5Q+ETpD77oagL6zZQyCXnzztdIE/X+8DyP4rwgDEOazSbj8YRwFxKFEbIsQcLNzQ2u61CvB9QbdWzTRjcMBicDppMpt+/cxvNcVU7KckzDYDabY9sWlmUeXvPreB1fqWQAsN8kh3FJy7TxbJfRcEypGbSPjjhqt6tEUJDlBZpuoOk6RVmwjyOur25odAPGoU5eQOAYDFoOZVGQFzpYahxTCIFnC97o17jV8YjTjCSOicKtGk3MMtYLiziOMS3rAEU7v3VOFEY8e/aUdvuIo6Mjsixjt9vhBx5pnpCXql+g6Qau6WOZDpqhsVqtefH8Bee3zjkZDA6aBvhcN5DnOVmaEZcJeZ6TJin7eK/q23lOUV0kNE2hGAxDx/c94jxCN2yWmxm/+a0/j66nhFGPaN/E8lJcz2UzT4iSDcvdjKIoyaRPs3mLhBRZlAROU6EqKs5Tkihe0YvnLzBNk1arxZ07d9hut+x2W4TQWC6W3Lv3Bs1mi9lsys31mjTNGJycsFgs6PV6zGZzHn36iG63w2q5Is8L6vUGFy8vK/igxXK5Pmgdzs6VjEVW476+7+G6Dov5gtlsxtd+7GsYhnqPGLqJ4zgUZcHNzQWgEOTNZpNWs8WjTz/j0SdPaB81uHW7g2dbSJlSoiauTk6PWcyXRJEy/Gk1m3iug5SSVrNxcIRLs0wBBndbkiRmMDihlCW7XGeTW/yw+qdjSWwzIYzVSv3jj3+PtLIV7XY7vHjxgrfeehvLsnj58mXF2RLoukGn2+G4f3xAtOdZQSkzdE31PEbDESPg4cMHxHFCUeSsVmtOTk4OY6iv43XAVywZmKbJbDqj31clhXAbEoYhp6endLodthvVsBO6jqYrqqgQla1kHqvGsaeTorGJlBCr33RwLTURY1UXkDiOSZKEMAzVhS3cVawcNSl0cnKCrlcmNYaBY9s4joPpmMjqQum6HpZloWmCMAwxDEOt6DKBiYMwBLbh4Fo+hva5COqo08bzXOaLBVmaHZqtWZZVDmslQmjoho5ZjQcmSUKjXqfRaGIYBoaho1UJDZRKexdZbKMJ7XqPxeKn0Z06WV5gmhKjzPCcJvdu1UmTBMfxWK2X1II6pW5CmmIZDnlcMt3NCEOlzp3PZ9TrDYJ6QD0IaLePmE4ndDpdFosFFxcveeedd5VFZnXfy8srms0GvW6XJEl59OgRQgi+/o2v8/zZM8bjidI0tFsEtRqz2QxJDcu21GPSlCAIDiptKkV5mmYgBEdHR1iWSZgoP2VfUwb1ZRqx3ycK/perEeGiKNhstpycnJJlGZ9+fE2vl3B61kGi2E6dToPpeEa7rbyiJ5MZvu9yfNzDc10sy8R1bYSmHOwm4wmXl1fqfCcFG+r8KKthy5BATlkWLJZz3nr7LTVJpWkYhsn9+w8O9NNX7/3VasXV9RXdTqfCcXjYts1wdMVsOmO/3/PgwX12u5DlcskHH3yIZavFy7vvvksUhTQaTbIKrfI6XsdXKhm8Aoi9anwtl0sePnyolJSA4/lsw1A19TwfQ9fQNEmWJ1xeXLFPI7y6wybSyQplMnMU2FhayXK9ZLRYEIY78ixTUxumApS1W+2DneIu3NHtdMiyHNdz0YTg+YsXhFGIFmtcvLik3+uhaYLLy0s22wZpNfstJ8r8JGgEFCXkWkI8H1EUylJSVh7PURjhVXA1x3EUG8gyMQzzYPCjgHolpSxZrdYYul5N0XweXzT2cZ0WUbwiikLKPCBKj0jyEs8oqckNvtcGkZKla2ThksYRueOiGwLX8vGtgHibMlrO1G7INHjnnXcPPsqvxjkbzSbDoVLG3r//QK2m2y3iOOaDDz7g9PSUZrPBaDRW+oE4VtqFPOett97i5cVL1us169WKoBYQx0rodXp6xuXlJUG9znw2w3acg02naShhWxAo5lGaZhR5edgdlGVBGK5IE9UsjiLVk1guFpimQbPZrIR0NRaLJfNvL/F9j9u3b7PZbNnv4wqnXVCreXR7XXRdU7qTKpI4ZrvdMRyOlPHSPiY02+zTHz1GaugVpdY1me1GbKcxcZRQlAVff/99yrIkz3MGg2NA6ULiWGkN2u02RVkyn8+wLIt+r4cAnj17jhAag8GAVqtJFO2J4z1ZmvHhhx/i2A6Pnzx5rUB+HYf4SiUDgF6/x2I+xzBM7t2/R6uqzytKZ0lQb1QGIzpCSIoi5erqmul0SvusSZrrrCITELRrFlm04smzpwA0m02Cmk+73abT6Sgeja4OkZSSxXJRza4r0/LRaITQBMvFEs9zcRyXcLdj63pIWdLpdAiCAF1XiuJXwqWT0xOyLGUymZKlmUIm1xvce3CP3XaHEIJWq4mm6QcdwXeH4ipp6KLi8Vd/XsXnamQVZZlzPb4gzSIM3cRjgSEzTGlQaPD8WjVMHcsiSTMMw6RW65IkgjxJGU9mbDc72u02QoBhmlxfX9No1CkKNUJ61DlSfr/7GM9TWoTj4z7j8YTNdqNUwaEaD+12O3z72x8cuD+Xl1e0j1r0jrts1hsF8LNt7t27R17kbNZrQKiGrqkMaHa7LbttgldROne7Hft9zGKxZLVe0Wo1ifdXVfNUjRG7jk+SKoW1gsap95AsJY1GQ+1uZlOmkymfPXoMQtButfF9tdOLk5iXoxWxtAhcg6ZnYBkam/UW5CcIbYvnuaRmwDYzv/fEfe+ZxNDVWfLsGo4MaJ5qjMZjHMfB8/xqdwSe67FcLrBth1arzW6n2Eog8T2P6XSqhGS6YnPZjk2r1SQMLdI0w3Fd2kJjPp+haRqO7bxOBq/jEF+pZBCGIcMbpShtOg5JHLPZbJTpuBBoGmgaiAonkRc5VxdX3NwM6d1qIzXBcu2RZEI1i4s1n33ykjt373Dn9h0M02A6nVbWlgWLxQLLsimKnO12y3KpvG9Xy1XVeJOYhsXx4Jher4sQGicnA6azGf1enziJ0TSN9WpFHCfcv3+f0XhEzVdz8K1mi+1ux6effkq73WI8HJMkCUE9UO5puUIhvyoRfDG++LVpGocGsiJxqy9eTSyp1KDRDJqEe6WlSHKJaTrUvBppEpEV6uKrCR3bMvBdl90mYrlQ5THf97l//z5xrC70N8MbhfMuZcUkUs3dKIpwXZc7d+9U46MKObXdbOn1evR6PZbLBXHFEXIcmzhOcF2H0XCEPtGxbZtOp8PTp0/w/RpHR21831fk0O2uchJTjfJ2u41f85lOpoofVO0ybMumLCSmaVbNUyr0htKflFKSpilXV5eMRkOEUH4Gpqkawo1Gg9lsVgnJzEpQ5+L5LrP5klrdY7bJmK5jirygKDP+5T/yp5AS4uSUX/7Vv035JS+0pi4xNZN0DZqhLtpJkqjjfHOj+kRZRlmUrNcbpFxzfHz8+XkuJUWhsNqvEp1hGofeWhiGFQAww6/5nJ2dVXRZBe57Ha8DvmLJwDAMPK9aocV7sjwnjCKQku1uR6NRP6x0Gu0Go+sRw+GI2/dPkbZksfPYxgaeZdAUW0YXz3nzzTe5e/euMl+pRjCn0xmz+QzLVPaY3aq+7XouSOXF7HoutmXjuq7y39UMhIBcSsLdDtntMp/PkaUkjmPa7Tb7vaoDLxYLTNMkCALlk2s79I/7gCBNFIlzMpmoRqHQ6Pd7GF9g44uDE8+r+NzPGSGR5ec3Kxc3yW63J3DO6DRtPvnkU2TjnE0sCUtBUM6od00QEgsPz6yxj2I2mx13797F0A1evnxROboZzOYzZFnyxoOH7HY7hqMh/SohRFFEq9UkiRPqQcDHV1eURUmv38PQDXzfoyxLpk8e8+6777FYLFit1ux2O9rtFvPFojKtz3n//a9zcXFRTeack2Upl5dXuK5zAMw5joPrWFi2xXqlIHtSQq2mpnvKsmS3C8nzhAcP7lIUJbIE2zYZjibcvn1OFEUkSaq0B0lKFO1ZrtYEgTLD2e121b9bNE15HnRNnb5nkugZYbhHmAnLzZu06o9IH/4JOQAAIABJREFUszOk0FFk9h8dmibII9itI/x+AFKVKA1dR2gq6YXhjtlsihAahqEzn88QQmMymZAXObKCKC4XKxaLhSLq5hm7MORmeKP8q1stBoNjFssls5nq4ZTla9HZ61DxlUoGmqbR6XQqhyy1BS9L5TgVBDU26w31ep0wipjP5qxWawDm4xX1VgtHmHQ9MPI1k6vnBLUa7Xab2WzGZrNmu92qeXFDjW3ajkO71QKhxlOFEGy2G3zP5+LigmazSZIoLgyoksxqtSLLcm5uhliWpbj9iwWDwYDZbIZt24yGI5rNBk61Gg7DkPlsXu0GMtIkoebXDraMZSmrC0JImqU0G82DT/P3xudN1Vf2ncvVEoGg3e6yC0N2uxg30IkzBeDw0PDsJhQCHRPb8shzQVDX8Vy1Ou31ekynMwxDvWUGgxPG4zH9fh/Lsnj85Anr9ZoH9+9Tq9Wq++oUeUGj2eDs9JTZbM7TZ8+IwpDT0zP2+z3z+YxGMyDNUm5ubnjrrbdwXZfJZIKUkocPH/L8+TN++7d/m1qthmHoWJZduYgJGs06Qqhjs99HeF5bcXcsnTDcMZ3O8DyfZrNJnheYnsqUjqW4PLatk+WCXZgiEmg067SPmgRBjWa7zmg4odNrst/HpGnGfKIIsU+fPKcoi4N73k9887+nVX9EKQWN4Df453/qj5NkbXbRfcrSxjDmPL76OVxryuPrP04hTcpSVOfcZDndUBYSx3Go1WpcXl7guh5ZlqlpqMLEdV3q9WrBIwTr1VqRVHVNwRFrNRqNBmVZcHFxSRwnTKczLMvE931azRbj8UTtGKVa9Hz/99Dr+P0YX6lkYBgGzZaagBC6YDFfkuUJfttGUtL0a9iWhe5o1HsurbSJLCCKBfvCIXAExWbEaKSafFmWHURq3W6Xfv+4Gt8sqJ3XyPNc4RV2W+r1OsPhUAmKJLiuSxAEDIdD7r5xR63MhWCz2fLGG29gmgZxnCglbZIyGg3ZbLYVZjjHth3G43G160hoNJoEQUCWZTx/8ZxaTWEm4iRmvpijazq73Q7PV7XhXq/3Az7IqneQJilZlvK7v/uPSZKYNMu4fes2miaI4z01Mh6c/io/+fZ/yUcf/XXMUpVA1ASUUiFfvLwgTdIKCx1xPDhmNBxhWQpH7TgOo9EIz3OJwpDeaZvZaopE0ul2+L1v/R6nZ6fYjsVwOFR4jDQDVFKNJ3tcz0W3NfabuGrYbjAMg36/z2w2Q9eVPkEiWS6XtNotyrJku90eJqmuLq8wTYO333lAmiZoms5msyNOEnr9LrblqmOl5RTkSEryQhkDZWWCZpUc9Xz2u7zaWcgqCav+hGNbGKYgTgRCtnEci3ifUUqJ5Zjsw4Si/HHC+Fv4zgqAwBsRMKLT+PhwZm71/z4AP/W1//jwvdXuNnneJdyec3X55xECboY35LnapZqWWU2RSUxTTY+lWYauKY6W53kUZYle9QleTQcVRUGWZYRhyL0HdzFNk9VqhV/zKzc4jePj49fJ4HUc4iuVDEBNhqRZwmQ8oaDAbfmEeUFRGJRSUMQ5RaGTZPpB8ZnmGq5lUdcyNhXALAgCvvGNb+B5HtfX1+R5Thwri8MgCHBchzRJGY1HdI46ZLn6YN26fZvpZAJIVQaSJZv1liCoHbb0QRBUrmO+esyt25XRDKrEguT65hrLtDjuHzMYDHjy5DHHxwPSNMV1XPV80Q7D1HFchyIrDorf7XZLFIXKdN181aT8XHgGEMd7fu/b36bZbPL2O28zGo74e3/v7/KNb3yDb3zjQ77+/ueCcVmu8PwHuI5LWSoR1267Pew+ZrMZvX6P0XBEu92iXm8wnU5oNJq0j9p8/NHH+DWPoizwmw5htOP66oZWq6Wa43Yd3/W5vLpivVnz5sOHzGYKQyV02Cx3tJtt+sc9xuMJ19c31Otq0mi1XhPUAs5OT5FSMhqNKfIcz/NZLObs93v6x0dYllFdCAWj0RTf97h795TFYo1Eic181wJDUJR51U+RFGVWmc8oX2pdhyLP0XVBEicIVKmtyCT7bakMbNyMLBOIUoCQuI059+78N4fj+Su/8ffZZRcEzg2BN6Tf+jZHzY8oCotm7eY73s/N2kvgJZ3mbzMZ/QLrzUZB8JZLhZ22LHRdI8tz8iw/oKeFEKRpymQ6VdwsXokPS7IsJ89zLi8vieOY+MMY3/cJagHDmyF3796l0+2wmC9eJ4PXcYivVDIoy5LxeMx8sUJzaiSGy3AMWaFozOpiqOZoNE1g6hqupdHxBewXXDy+qOr04Nd8NtuNskEMQ2W56HsIhFINl6VSaFa1/e1GXRxHwxHb7ZbzW+esV6uDH26aKU1AlmdqBeZ/jpS2bZvFYsE+3tPv9cnyDIHA91W5Sdd17GqV/e677yr8QbonAUqZUUiDRqNJXvka67rO06fPePPNN7+QDFRIWSIQLJcrNpsNP/kTP0Ge5cwXc5pVmeDevZcA/PpHf4mnw5/FTxbUGymu41MUJavVqsI565yfnzMcDRneDDk5OVGI5t2W4+MB48mYyXhCENS4d/8es9mMJIyRpXodd9+4S1Q1/dvtI5I45vzsjOFoSFAP6A96PH38TPkcn56Qlxm2ayFXkqurK07PTnnn9OQwYdXr9el0unzrW/+Y5XLJrdvn9HotkiRVHgjrkCjaMzjpEQQuZVlgmjqSEte18VyHvMxJcwUKLMuSMlPEWClL5WonBOF+TxTuMS0DWZZkeUqaJezjkJ/5Q//MD32PfvT4L3GzapJkdaa89713ODR0SnxnQjN4ya32Fbv5AimPOD05xXNdprMpuq5j2Raa0Gi12mR5huu4B+W3GhdVDf0gqBGG0QGuZ1kWjUaDZ8+e0Wg02O22PHumjrVhGBi6crB7VfZ7Ha/jK/VOiJOUm0VCanSJ9oK8lOiawDIEvm3imBqWLjFFCWVOst8QbdfMhlsA+v0+YbhDSjg7O8Ou7Cvr9Tr7/R7Pc8mLgiRNKItSic32e25ublitVpyenaIJjTRPWW+WbLY7HNshyzMsy2Q8GnMyGFCUBZPJmDBUDdd9vD88x2azwTQNBoOTA1en1+ux3++5uLzg5cVLpWMgYZ9HaGgsZ1viekrnqMOjR59SbzSqkc4vWhaqXoFa6QmyTGEcHj36jMlkTBTtOT7uc+vWbZ486fLxk7/AtGhSSokndPI8AySWqcRdINjtlNjOqJTMm80Gp4KkTadTsjTF9z1arRaz2Zxup8vNcMhwMuT09JT5bK7KF7rO06dPcT0XyzFpOXXWyy1RGBEnCcfHA5AQRzGjmwlpmjIYDGi3W1U5yiXe7wnDkKvrK1rtNkhJFEVst5bacU0XBIHHvfun6LpAygIhJEHNYbkK1ZixzAFJVqTs4h2WpzEaLmjU6whdst8npEmOaZl0e01MW2cx33BzMyXcxcT7lN/8rX+Pn/iD//X3fX/+6rf+Gk9HP076w1Rmh1FhnTAZECbHmOIPsBtdookZQb1BLQg4Pj7m7p27hOEOy1aAv3C3oxYEbDcbXNcly3KEJqgFNXVMEFiWRZqlGLqhFjeawHYUxE41yR0++OAD3nvvPbrdzuudwes4xFcqGRTCYFEGlIlSbZ61BL5RUKYpRZyQRSlRllEUxWHq6LjXxbl1roxY0oQPvv0BvX6PvMiItxFSQppkVTP56NCQVsY2JcfHx4dhfVlKhtMhg9NjLNug0+myWioz95ubIcvlkn6/h19pFW6urzEtq0IsKF9fJRhzubq6wnEdTiosgxCCt958i48+/ojtZsPdB3cwchNRagyO26xWay4uLmi12wgErXaLxWKB67oHHwMhVBJYrVakWUqj0WSzWZNlOV//+vsMBieYpkpOo9kK3W6RZyVS08myvLLIFNi2czC+//jjjzg5PaXT6TCbzdlut9y7d4/xeMx0OuP4uE+r1SaKIl6+vGC73dDv9bBMC9M0mU6nhGGI53m8+eabTKZj4jzCsg1uXo7RdZ3NZs1sNiPPM3y/Rj0IKtaPjabplEXOcrlktVozGPTxaz6z2ZzRaMzjz54TBDVu3xngeap3lKYFcZyhGwLHMak3bbIiJov3GLpJmickWYzmmOxWCUgNIUr8mk2t7mKaOlleMJ+HTIZzttsdjuuhmS4X85/j8f/988SFoPi+CNJ/8umcJN/T7Na5eHLDarmi1+ti6Aa6rrPebKj5PptMTQYlScJuF1ILMsJwh24YlEVBFEXkea6U8SmHKSFNaNSDOoZhsN1tuXXrFtfX1zx58kRN3/1QUMbr+P0UX6lkUEpASI5qgo5XkO02ZAU0mg38dhvXcSmKgvV6rYxVxOfCK4Gq1+uGzvntM0otY5+maJqOlXoY2uejm0kSs1qtCaOQfr/PaDQ6NOaUQY1PkRfkWa5Mxjtd5TOQJKzXayaVC1cYRtztqWmbJE3Y7/fcuXOHsiy5vLys4GPjCudQ5+bmmuP+MdE+YnwzwTANer0eWZIhhKDTP8IwdSbDKUmsVNir1YpWSwnvNpsNjx49wrJMJpMJYRhhWSbf/OY3K/FbhdDQDWRRKCsfCVLoZKlqnEoqOmvFN2q12kzGE7rdLkVRMBgMuLq6ZLlc8d5771GWJcPhsOL4h5imxVGnQ57lZFlKLagRhiG+7zOdTul2e4xGQ8Y3E05OT9ltd1xeXnF+rmbfoyiqeEo1LNNmuVhwczPEMAwePrzPPo4r34KEPMswLYuiKFXDl4LdNiaJC3QdNF1ju8nQDUlOTpon6LpBWRYYlSGNWzMp84xbtzpoOsRJwXi0YTZdE+9jNN3EqvfI7QaJtEjzV5fP/28XUYFE016JB2N0yziUdgzDRKJ8JjqdDr1ejzRJGE8m9Ho9JhN1PsaaRppmSmeQv/K7NkBwmBgyTAPLtjAN5YzXbDYoi4LPPnusNCCvc8HrqOIrlQwsHd5oFxT7LcmqpN/vH+qe2+2WJEkqJXLB5eUloD5sjWaDelDn5YuXNBoNcpmw3a+Isz2a0LFKF9O2AbW6rtWU6EtZJ0IcJ5ycnDAej2g0mliGzXw1J9or3+E0TVkuF5ycnJCmGZ1OlziO2e12isgpBJtqa//KjtH3fV68eMGDBw/QNI3nz59j22ou/mRwwsuLl+i6wWa9xTRMTk4GbKM123iL41uMxmqqZx/v8Sr16bNnzzg+/n/Ze+84yeoy3/99cp3KsXP3hJ4cZZAwgiggIFmQsIvwEpfwYhSvYALUnyCCKyrgsgq6CooiuiqwiywCC1dAQeIQJjC5Zzp3V8518u+PU12AYZe91733sjvP68VrmqrqOtVVp87z/T7P83l/ugkEdJ577jlarRbvec97sB2H0dFRAoEAmUzmj1SnriBjmiau5yK1xxYrlQqVaoXu7m4kWaJQKBCOhNE0jWq11ln19/f309XVxebNmwmHQyxcOMzs7Cy6rqPrOnv37mNoaLDjozyyZ4RWq0kymSSTTqOpGpqmUW/zn2LxGMVCkanpKSzTxLZtQqEwoiiQzeWo1+rUanUsyySeiBMMBnBcm317p5i/oBtF8XdwjmdjOgaG4SLbQbSQjOWY/kXTFdFVHQRQEhL5qQaNhkmxWKWY932QJSWAEuvFksI0HAnHmrM//UuEh6a42K6AJNookgWehOd5nfeu2WiSzWZxHKdzXhcLRSzTolQqYrRaFItFFEVBkmKEQkFq9RpYPhrDcV0KhTz1Wp1ioUgo7Ku0c9k8wVCQSCTC5OTUX+jv2R//FeJtlQwE18arV0mnUqTTKWRZQRREX01qmH59W5bp6+/3R++EuXay0OblFBgY7KdcKYPq+KgHz8O2LcpNn4UzZ0RTKBTo7u6m0fS337lcFsdxicViCAgIooAiKx1uTKPRpFwu02oZvm+CZdHX10co5OMPPM9FaAvOCoUCsiyTTqfaZZQamUyXj3RIpXzm0uIlbNu2DTyI98aYmZnFE1yUgIgky2TSacCH4D333HOYptG5MO/YuRNRlAgE/Ln0OaCd47pMTU9jGAaiomG3yxwuEobZxLQMHNul2Wh2DGyyuSzz5/mjs7v37OGll15iaGioPW5abzvPuQRDQcLhCOVKmd7eXmZmZtixYwcLFiwgmUyRy+U6I6GhUAhd99lC8XicTCZDLpdjbGzUB8IhUGzbV3Z1Jf0R21YLwYFKtYoiy8QTXciKh6QISK5CNBpkcjzP4Lwk9bqJ6VTR9AaKLmDURYSmhm35U0GeC3LQ9ctBpkO9VmfrlhKiICJrQZRENy0hRMsG14K/9PJZEv3dhe0IqDJ4iDim/x4ODQ0iCCLVapWAHqBaqVKtVKCtGbEsv0GMIHR4Wa7rkM3l2o50/m4hHA6jKCqmab7pnDMMg1BbkFcsFmi1Wn/Rv21/vH3jbZUMVFVlYHAQ2/Y5/bFYzN8Suy7RWNQvhcgy8hsMOyzbZnZmhq1bt/oYAz2ArEiIsq/kFSWRVs0koIc6kzmmZXbEPtmx2TaPR0CWDSRJwrJM38lMkhFFfxXd1dXF0NAQjWaDVrPVRhkb/pcvFCIeTzA+Pk5QDxKPx326qqBQrZbo7e1taw803PbMuGVZDA0NsnnLFkRRpKurCwTfsH16eoZoJMLOnbuoVCo0Gj7Df3Z2lpGREX+MMOqb3QSDITzPQwsEfAR0+8IghTNYhl9XdhGoVmpMT80QUAOYpu+vG4mEmZqaptFotJOKP1lVqVRIJpMMDAyQy+XYtm0bw8ML6erqplDIMz09TaPh9wl8pWuURCLBzMwMPT3dZDIZv+4d9nUVhWIB27aIxeNMTEx2djCCIFCtVtF1HdOyqJdqxOMxX1ztgW15eK6HLHvEEzoT9SbVqoGiCpgNoW0f6SLKDUxTBFcGwQRRoFlzyFUa1GstHMdF0aMIwSQtdFrWf24lXRTAsn1qrmUr2E4At9FAVRRsx0EUXH9KzfB3a6lkCsMwUBSFoB7Esm2CehBBoCNAc2ybWCyKoqg+Lj0UQgv4ZaGBgX5M0yKbzfoodMc3LFq0aPH+BvL+6MTbKhkAfqPM8mX+vlew07GctNvz1ZZlYZgGRsvoXCyDQR1Jkti7Z1/bwcsjGNSJRCOIgkhXt9KmcSo4tkMikeg8r2VZFItF+vr7mJ2dRRR9YJonepim7x+saarvAaypnYuf67q0Wv6OoV73TWbqjToApml2iJlzF81YLEaj0UDTNMbGxgiHw/T19VEpV3wLzVAI23aYnZll+7btviI7k6avt5dgKMTkxCS5XI5kKkk2myMSCePhMT0zQ1dXF622irbZaqGEtY4uQVFEVFehqytDOBTFaLWYnZ0lHA4zODjIzIwv1HNchzVrVjM9Pc22bdvo7e2lWCyycuUKDNNkanqKTCbD2OgY+XyB1atXYxgGu3bt8pN2m4Ujy4pP23QcisUCALlcDkEUWbNmNSAwPTONHgigqirZbBY9rJHpT2C3wLP9JC7LErJmgejgCpBIhinmq/QNxmm1NGyngSzbyKqFYzlYLRGj5VCt1Gk2TQRRQg7GEdU4TU/F+IuWgv5ceLgeHftLQXBRJag1DJKJNNnZLJlMBkWRqdVq+CA7iVKjgeM4ZDLpjpe2b2HqayhM06RSqeA4TYT2Ask0TILBEF1d3VSrlfa5K1Kr1TANAz24H1S3P16Pt1UyME2TkT0j1Bt1bNvuNM1c18Vt+wa3Wi0sy8KyfBqo5/kgtfnz5/Hyy6/QarVwXRfHcXDbPBdJ8uFooVCIcDiMqqqk02ny+RyyrBAKBTFNA1mSMbwWkqSi68GOUE1VVXp6ejqag3qt3jFSD0fCdPdEMVpxZmdn6evt8wmohUJnRV8qlbAdm2az6XP/I1EyXRlcx59sMgwDAYGx0VEKxSJ6QGfhwoXEYn6ZoFgq8eqmTT6SIOSbviuqgttGYifaSIxkIkmlUgFRpun4ClaAgAaiLWA7vkVmIBCgq6uLqakpUqkUuh5kdGyM3p5eGs0mtuOwZMkSXnnlFV+fEQyiaAqlSoFdu3ZiGCbLly8jn8+TSPjjoXv37qW3r5darY7ruqRSqU5De3R0jO7uLgYGB8HzKJVKRKMRatUajVaDSDoIsk3DqSF4EooUQA2IhEIypm3RsiwkUUBRZOr1Jq4TIxiWMSwVy/ZwbJVyzqBW8Y11RFlBjWSw5ChVV8b6P5IE/BAFD0l0cVz/q6fINoroYlsOqWSSlmFQKpXQtEDby1rGwyMcCZPP5bFtB8f2d66WbdGo1wkEdMAfJtCDOgEt4C9kHH8hMzs7w+xslmbz9T5EJBbGE/Yb2+yP1+NtlQxarRY7d+6k0V4lzfF35ra6PmtGIxwOEY3GfDerRJxqtYaqqhxxxBEIAjQaTcLhMM2mv2ovFgttw/Nah1Q5lyR0XScYDBKLxRgaGkTXdR8tHAoiiRLlcolUKtXGXfsGJ3Nm9JVKlX179xIKh1FkBdP0v+j1er0zEiqKIs1mszPW2d/XT7O9m4iE/YZts9lk+/btJBJx+np94dfMzAy7d+/y0cRtzwPTNEkk4syfPx9FVpiamqJWq9HT00O1VqPRaGBZFpIWotmWKAh4aKoNpkiz0SQYCOFJIIg+/G5mZppcLs+SJUtQVIWx0VG6u7spl0ttkx+JF154kWg8Qron4b+3oTCeB9093ewdGaFUKjM0NEStVsV1HHRdx7YtJienqFZrLF++jGg0Sq1Wo1arYdk2+XyeQEgh1hOkZdWxzTmCq4KsBQgGAvh6KRWjZVOumgiCRTAUoFxuEIqJCIQwahrTE0WaTRNVD6HGejGkMDVH/As3hd96eF5bE4JHOFBHcD2fKyuKBDSNeCzOxOQE9XodSZJoNBpEImEc16VeqxMK+z0Xp71YiMaiBLQAzWaTSDhCIKDhug7NdrlyNiuQSMfo6e+iXKwwum8MWZEpl2p/JFrcH/99422VDFRVZd68eZTLJeKJhI8LEISOu5emBchk0mQy/qy/LPkz9S9tfAnHcTso6GhUoaenp6O+9Dkufh9genqGer1OrVbrwOuKxSKNZoNUKomqquQLBRr1OpFIBFXTkCWJQnuyIxAI+GOLkgR49PT0EovFqFYrHT3BwMAAsixTr/suVMlkEsuyCEfC7N61i0KhSCQS7jhWZTIZVFUll8vxwgsvdPg9PrteZKB/ANMyaTabCIJIve5jpFst3zBe1/VO+cY0TZRQF67r90wkwZ9oEQMSlXKFWNQHnRktg3i7ht/f30+9XicVSLFw4TC7du2iZbRYu2ZtG8xnUa1WmBiZpr+vD1mRmZicIBwO02q16Orqaru/BcjnC0xOTjA9PU0sFmX58mV4nkcul2s/T5V6s0Y4pYPk0LIbvk0o+KUmXGzPwvFs7KZLuVhHlCAaCyDJYBgO1dJWrNwyZqcLtFomWihKqHuAhheg+p/UFP6Phd/LiIcKRHQDq6Eiy4pvX2pYvl+GYeB5IEkyqqqQzmSIRKNYpukb6VSqiKJPvG01W2jtabjOeVUqUatVGejvJxQPUDUqCK5Hs9Fk1aqV6MEgI3tGME3j/+L7sD/+X4q3VTIIhUL09HQDPuK3t6eHvr4+XyQlCpiGT76cnp5G13VCoRDFYqGNe9Co1/16vaapncakP5onIctBRFHCNK12+UVoO2nJnUamLPuESAHfrBzAc13M9k5idmaGsbExbNuhr6+PRDJBQNOQFRlN85t58Xi8IxILBn2zElH0DUf2je4j2MYFlEolhubNIxGPs2PHDnbs2EG5XOkkP6ADMJszPJnj1s/hCBRFYd/efWiaj9oO6AFsxwVBw20XrUUJRNFF0qCYL6NOq6iqRiKZYGpy0lcyJ5NomsbMzAzgA/4y6TQTExOIosiiRX6CmJmZpdFoIojQ09fF7p0jhENhHw1tWpRKZURRIB6Pk0qlCIV8dlOlWsWxbXL5HIouEe7SMJ0Gnj238xP9Ca5259h2LFqWQbPcwnUdEmmfi9RqeaxbcxwA99x7D0ooiZyKU7UkmqbD//3yuIckOqiygYpNOFBBkYKUyg1aLZOJiUliUV8gFgqF/QTRbGDb/rklyzL1RoNYNNYZ+XVsm7HxcRzXoV6vYZhNJFUkEBfR4wmKxRJyMAmCR26mSKlYoaurG8/1iMfj+/0M9kcn3lbJwLZtRFFi4cKFhMNhSqUSe/fuQ9cDJJMpIpEw4XCoPboYpFgqks3l6Mpk6O3tJZ/P02oZGIbJnpE9xGNxFEVBEARUVWmPMDYRRBFJlNA0lWg01uG5zCk8VVVrs2x8kFi1WsXzPGRFoVwuUyqVSSTiRKwwLc/DnJ31RwUDAXbs2N7xMpAkGcuy2bZtG/V6nVarRSCgkcl0oevdTE5M8uQTT/rb/0iERYsWkU6nCIXCaJq/mgR8lLIgYFk2jUaDVqtFs9mkWCwyMzPTMT0PBAKIsoLN69NWtuth2yKCbKMGZUrlMulUij179mDbNsuXLSOXzxPQAiSSCTa9+iqpdJqBwUFy2SzFUonp9jFWrFjOtm3bicVjGIZBd3c3yYSPCPeVs1UWLVpEJpPGth1/N2BbVCvt3UAygCNZGI7REcCJiIiChIiIIIoIrojT8HxVsKZQbzoUCy0qpQbFQpVQ4ESWLvkX5i2qsnVqIa2aAzh/6nQCwLIdTNtBEkUU2W/KzpnSiKLg+wI4LqbtoCoSsii+oTzJf2Aax0OVbLpjecrNAIrsIzIER6JWbTAwMEAykaBUKhGJRrAtm4mJcRqNJqlUEEX1GUXxWAzbcTBNg0quQrlSptGoo+oKekJBVDxsTFqu62PYwxrFbJlQJEij4kP/RkZG/LLnvCEcZ7+fwf7w422VDARBwDAMurq6OtaUpmVSrVTIF/KMj4/jui4DAwOEQiLVtpQ/Govhup7Ps1cUFEXBdf3VeyAQwLZtTNPsNJebzRaWayJJEqZpIstSx5Detu3288jUanVkWUIPBhEFEUVRWb9+vb86FnwVr+04eJbVYfTM/Q3PPvscoijtzpOhAAAgAElEQVQwNDSPYDCI53mMjY0hiiJjY+MYhkEgoLFgwQK6u7uIRmNtFy4fk+H3NGTfi1eSXre6afdQREFkamqSRqNBLpdjdN+o7wUhKdjtmjWA60K5oZAIgizKqEGdWq2Oqig06g0mJ6cYGBigUCywfdt2ItGoTzd1HDw8HMdm967dLF26lEgkSl9/HzPT07QMg3UHHEAgEGjvXoosWrwYz/MolyudRn8un0fRRUIZFdNt+VNacxdbT0BEQhUD4IJZc7BaFql0HEH0KBer5LIl32YzHCXSPZ/d+YtZyr/QlfkVW6fW/pvnk+d5NA0bWRKpNU3/7aNtNuO4SKJIQJWxbIeWZWNaEq7ne0VoikwkqL7FM9dDlW36E3kksYVTDxKWfcGjWXcx22Ojruefe416g3A4RDqdblNKbZKJBI7rUimXyWWzlKslFE1CCgqEIiqOa+G4Dnbb6U4QBBzPQdZdrJbH9HiW3t5eABqNOs02c8s0zf/w93B//NeMt1UyADolj7lQFZVUKkUqlW43aMvk83lKpSKNRoNkMokeCGCahj9y5/nuYaIkdaZZFEVBVVXC4XBn1M5xbN9Y3XGQZYV0Ot2ZUHIch0ajztjYGAODAyiyTLVRJxaLUS430XUdw2i1t+AejuuiCgKWaXWet6urq422COK6/sUyEAi0fRLCaFqAcDjUnhTxL7q6HiAc1n2bS/DtFh0Hx3Xw2iwax/F/FiWRVCrF8PAw27dvJ5vN+jP6gvQH1XKBhiES00QyyQyDA/PYvHkzBxzwDrZs3Up2drYzmhuJRJg3bx57RvYwMtLAcX1m/vCiYSzL8k3pwxGKapGurm6279jBQP8AlUqF3t5en1GkB2m2WlQrFZqtJrFMEIMGpmt13ntREP3SkCtiN6HW9kNOJVPkcwVy2SKVcs1HOqsBwt29GFKEctPDbfRTbSYZ6r2H6M4raVn/9spdVSRc1yOsq1jtHYIg0EkGkuRTTVXFT+Su67W9BaT2rmDu3Zw7zuvvrij4SSCqN0lFKsiiQb6qEw4UUGUB2dWZmSn7TXFZwvNA1VRs26ZSqWLZFkZ7Os2ybSRFQA3KxPtCeKKD7VrYntvZRXlvcLdDABE/mbqOxaLFw8Sivi9Fb18vQluIKb1Bk7M//nvH2yoZOK4//z83rSOKfj157ouoqhpdXV1kMhkKhQLlcoV63ccaz2F/VdUXdlmmRTaX85ktmo9EkBW5XZsWEEUJXX/de1iW5TcloelpB0VVkCUZVdUIBPwpo2rbB8C2Hbq7u7Esi9HRfW1FqEwiEWd0bIxkMkkwGCQUClIqlclk0iSTCWzbH+90Xaf9ui0EAer1BrVavW2SHuygLXRd78yc+yOzNq2WQbPZaNfzF6GoCpte3eT7Nrsif9gytB0BxxGR2w3wZrOJLPsJMpFI0Gy2GBsbZ+mypUxOTRKPxQmFgmzd+hqxWJTetknK5OQUI3tHWDB/AbZtEQlH2LNnDwMD/SQSSSrVis/gn50hEomwYOF8KkaeZnu0SRREJEFGcEWsuotjeuiBII7q0mq2GB+bpFQsYzsOejiOHE7QEnRaNnhvIIW+vPNC3r3mayzoeppc9TD+JE8Of6epKa9fDN/4859+PIS1Frpi0rSCtCwBRXYJyDY1Q/VN65UWimgRDHiEAk00xUQUHKpNmUIrgip56AIYFZlstojn0vEmaDZbxKJR8vkCqqrQMlpoAQVFjRFLRLCUJpZtYHruHKgLQRDaSfQN1qft91KVVFolm1QiRTqV7kzbgb9oGBoa2o+w3h+deFudCZZpkcvnaBktH08AhMPhTl1fapdhXM9ldHQUXQ8wNG8eArB79x5qtTqOU0YQRCRJ6oDm5tSdsZhf654b+czlcnR3d/u1dlF802up1WpE2yY2lmW1dQYOqZSPmIhEwhiGP5ETiUaRRKlD9tQ0leHhRYyPj5NKp1mwYOHrkzT1Gs1mk3qjgdEyOviBN37h/Z6G6F+wNZWAFiAY1Ano/oy5HtTR9QDlchnbsVm2bBmWabF37z4WLVlK03MxmBvHFUjHQkR0kXQqgyiK9Pb2Iop+fTqbzZJIxpFkkX379hHQAiQXJNrlM5m+vn4sy0YURSqVCn19fVSr1c6KM5GIEwjo1Oo1mu3R1sGhIVpNnyCqyUFUyd9lhJQYiqCBJyCGBPLZAqZhoigKekCnWCqhhuLIgQRNT0PTVOKa3zdpGBaW4xINaozOngB8jd7uRxmqHs94robt+MY06ViQiK7RNC2mCzXe7CUNYV0lFdUp1lpU6m9Om7LoEpFn0GQXzZtCUDU8z0YWXTRPJBFLEVBlcvlxwpKCgo7k6ZiWjW2qqJZFM98kW22C5xGLRwkFg8zO5tFUjdlsllar6avjAxLhmIYguqRCGTQ5TLYxiWk326+m/bo9F0USsV2vvTAC8IF1TkOkWqwyf2Bh+/z1zx8fr5JH07SO7/f+2B/iv/+Q/3eir6+Pdx74Thr1Boceciii7rFixUrGxsaIRqNMTEx0lJjhcIhQu+wjiCLRWJTVq1czPDzccfBKp9OsWrWK4eFhMpkMzz33HPPmzevI9pPJJK02EKxWq73JPNy3yuzqEEOj0SgvvfQyAwMDOI5DT08vtZqvOg6HwkxPT1Ov10ilUgwNzcM0TQ444ADw4De/+Q2vvfYag4ODrFmzlnXrDmTZ0qVkMhmisRipdJp4POGXjwKBNzWLS6USMzMz7N23j507drB16xa2bt3K6Ogooij5WohSieHhYer1OrZlor9hCfCeNfMYDLawKlWys/7fvWDBAnaP7GJkfA+WlSUS/ntU3aRrKIEg+8TV7Tt2sHTpUvbu3YuqquzZs6dTluvp6aZSqbT5Rr7iNZvNUm80WLJkCV0ZP+mYpoUiaOhClIOXH4FGiJ3bdiN4IsuWrCCVTLF+/buwLB///Z4jjmDxynWULJVoOMiRK7uIWtPE7BnetSjGOUetok+tcsIhBzORO4lY8Bd0qw2OXrcAgGMOHGZRzKa450W6xBIfOno1uvb6m7FyfoZj1vRgzWzjPctSHLCo5w/OQAHPExAFkEQb08gjCS0cxyAZDbBy4YEYFYX3rj8dQdBYvfQY6sUg71h+FK1Ck1bZxLE9Eokoaw9YyvDwIJqmoaoK09PTBHSVWG+QQErCUVq0nCamWWfp8BqefuoZFvYMI9ktZNdA8SxEx2T1ggM4bPVxLB9cjuQYSK6B5JgorgVenVgK9oy8xvT0DJ7nYTsO1VoNDx+KJwpvq0vA/vhPjLfVziCTybBjxw5OOukk7r//ftasW8mvfvUrzj//fF5++WXmz5/fuTgn4gkfmtbTSyAQYGhwCMuy2hjpecTjCbq7uznuuON4+OGH2yyeCIIg8Pvf/55Vq1ZxQLsBGolEfIevarVd2gmRyWQ6ojV/SqnFP//zP/POd76To446ikqlQjQa7ayY175jLZl0hmq1imVZ1Oo1tm/fzuc//3k2bNjA5s2bicfjqKrK7bffzk033UR3t38xUhSFWq3Gzp076e7upq+vD6DdzLYJBAJUKhVeeOEFXNdl3bp1JJNJCoUCY2OjLFq0mEgkwqpVq8jlcuwZm6Y0bWI7fq38gv/xPzjrrLOo1+s89thjfOQjH+GwIw+lR8uwbOg9SNK5wHcYGYuwfPhEYuF45zOZmfE9CcLhEAcddFBnVDEWiyNJEul0GgDLshgbG/MTgKISj8eYmppGlCTWrlnLVVddhW3bHHHEEdx9990ce+yxLFq0iOOPP56zzz6bWCzGpz/9aW6//Xae3TZBWFd5/PHH+cd//Efe9773ccMNN3DhhRfyr//6r5x++um898h7+OL/dw0HHnggC4NdAESCKg/+9rek02m+//3vs2LFCo465a959rUJdE1mzbwEJ598Mpdccgnnnnsud999N3tCGuX2DsF2oWL3gGwQCRrE4zWaVoCGoYOa5vnnn+eMM87gqaeeYvmiw7jrrrv49Kc/zfj4OO9av5502h+LHhkZIZubYcXyZaxaGQb8pu7zLz6P69lYjonlBFk6uIqFfd14nsddd93FWWefybqVRxMNJzHNFnsnttKdHuqcw12pQUzLIByMYVoGW3b8ntGJHaRifWSzWarVCrF4HNMw8drq9P09g/0xF2+rZDAXp556KnfffTdHHvk97rvvPo47zp8tHxsb4zOf+QyGYXDIIYdw6aWXctddd/Hcc89Rq9XQdZ1bbrmFbDaLpmls3LiRbdu2cfnll3P22WfzxBNP8O53v7tznGQyyZVXXkmxWESSJL75zW+yadMmbr75ZkKhECeccALvfe976Op6HQv99a9/nUKhwLJly7jqqqvYsGEDt912G7Zt84UvfIErr7wS13XQAzqPPv8oxx13HKeddlrnmDfccAOPP/44l19+OTfccAOXXnppB5vx7W9/m+npaS644AIAstks5557Lr/+9a/xPI877riDVqvFZz/7WVqtFpFIhBtvvJFf/OIXPPvss+TzeWRZ5vvf/z7TT7zETO319/TCCy9k52SJSy+9lPXr1/PiGS9S29nk/PP9Y73//e/nQx/6EF/60pcYHR3Ftm1uueUWXnzxRTKZDPPmzeeCCy4gGAwiiiLnn38+kiTxxS9+sSN++8EPfsDExAShUBBFVYgnY8RiMXbt2sXevXu555572L59O6effjqiKPLRj36Uz3/+8wwsPYBsqc5Np36QXROFN50L69evZ8OGDWQyGV599VW+9rWvcfLJJyMIAuPj41x3/af4xW8mAHh68xgf/ehHAejv7+enP/0pxyv+V2AgHeWBBx7g1FNP5fQzzqTVanHvvfey9ogTKY/MokgOQa1FJNAkILXwzDrIGobhoVAiqOjUgTPOOIMf/ehHfOMb3+DRRx/lXe96FwA7duzmyis/T6PR4Pjjj+e8887jW9/6Fnv27KFQKNDV1cX111/Pc6/+DkEQWLdkLf/8i3t5/PHHmT9/PgCKrPKNv/8uu3fvpl6v87WvfY3HH3+8cw5fdNFFPPTQQ2zdupVarcZXvvIVli+MUq3WcQyXYqkECGia1u41uPuppfujE2/LZDDH89m5c2dn9Q2watUqvvGNbzA+Ps7HPvYxLrroIqanp+nv7+eKK67guuuu48EHH+SAA97B7GyFdevWsWzZMm6++WYAbrzxxjeVgn7+85+zcOFCNmzYwM9//nN+8pOfsGPHDv7mb/6GY445Bs/z2L59O4bR6qyAjz76aE4++WTOPfdcdu/eTU9PD0888QSrVq1ix44d6LrOa69tJRgK8Vd/9Vds2LCBgw46iMMPP5yrr76ak046iZmZGW666SYAbrnlFvbt28ePfvQjHnzwQVau9MtiDz/8MLfffjtPP/00P/jBD7j88st59dVXeeyxxzjmmGM49dRT+eY3v8lDDz3EzMwM/f393HTTTXz84x9n8+bNdIc9DPvNndXntk2Sii6ip6eHiYkJrrjiCn784x8Ti8U45ZRTOPPMM3n00Ud58MEHiUQinXHYZrPJrbfeyjnnnMOJJ57IRz7yEcrlcgeZfMcdd3Dbbbfx61//mne+8500mnVaVoNGq47nwJYtWzjwwAMxTZPp6WmGh4dptgw2b97M9ddfz6+eH8WwHLaP5f/oXLj77rt54YUX2LhxI/fddx8BPcjVV1/NOeecw6ZNmxCFY+mKXke50cVMsY5lWXzoQx9i48aN3HvvvTjtzzsYUBgfH2f+/PnsnigwMDDAb37zG44ICvTGCxy4dDl9mcE/Ov7Y5E5e2vI4rUAAkFm4cCGbN29m06ZNLF68mJdffhmAQw89lKVLlzI1NcWGDRs477zzGB8fZ+XKlVxwwQVcfvnlvPDCC+ihCOCiCTL33XcfDz74IC+++CIvvfQSAJ/97GfZt28fzz33HLfeeit/+7d/+6ZzeOnSpYyOjvLqq6/yd3/3d3z+85/HsfKMj+4gFvN7a74HN5im9b/4Ddwf/xXjLRUMBUHYKwjCJkEQXhYE4YU/cf+HBEF4tf3f04IgrH3DfXcIgjArCMLmP/PcnxYEwRMEIf0WXkfn57POOouzzz6b8847r3Pb/fffzyc+8QmeeuqpTq0fYMWKFeTzeVauXMnevXuRJJnR0dE3zVj/qRXS9u3beeyxx7jssst46qmn6O3t5fLLL+eBBx7g/e9/Pw888ACxWJRA24927ljlcpnly5ezb98+LrroIu644w7uvPNOzj//fHbu3EkwGKK3p5dgMMjdd9/N73//e/r7+7n++us7x57rBZx22mk88sgj5HK5tgIYFi9ejGmZpNNplixZgmEYpNPpjtPZvffey2WXXcbIyEiHeb906VKq9WqbK1RmcmyUuFBBEV9PCImITiYeIp/Pk0ql2LVrF1/60pe4/PLLWbhwIY1Gg6uuuoqLLrqIM844g1Kp1Pnd8fFxlixZQqPdF5iLpUuXUqvVOscNhoKYpsXMVJ7pmSplS/Zdu2ZmEEWRVatWYRgm4VCwc3smHkKRRQ5a2sei/uSbPqNzzjmHn/3sZzz44INcccUV5MoN1q9fz8KFCxEUG9jIUNe/oMgisZDGVLHBT3/6Mx577DGuuOIKelMRlg6mSEb90dlarUY0pPn/RqMoUh3DlulO9XPeeedx7rnnsmvXLs4991zOPfdc+roXEtNTJKOpzms64YQT+PCHP8z555/fue3OO+/kc5/7HE8//TT5fL4jBFyxYgWNZp0VK1awd+9ePBt0NcTk5CTDw8Psm8mxcuVKwNdFnHHGGdxzzz3s27evcz4AGJbReT9+/vOfs2fPHmZmZlBVhanpKSRJ8rHWmoqqKFSrNTKZTGe6aH/sj/9I9+hIz/Pe4XneO//EfSPAezzPWwN8GfiHN9z3Q+D9f+oJBUEYBI4BRt/KC3ijAfxxxx3Hhz/8YQ499NDObb/97W+55JJLOPPMM31Lv3Y88sgjJJNJHn74YdatW0e5XMZrz2cDlMtlf+zyD+Kwww6ju7ubm266ia9+9ascdNBB2LbNzTffzHe/+11+9KMf4TguWzZv6SSeRx55hFAoxO9+9ztWrlxJX18flmVx3333ceKJJwK0Fcsuu3fv7tTcI5FIR+swOztLMBhk+/btrF27lo997GMYxuuTLW9Miv4YrPim17xo0SJuvvlmvvzlL3cuJIIggPD6hV+WZbZsehXR8y9KpVKJd/RrXPflaznggAOIRCKsXbuWD33oQ3zzm9/kk5/8JJFIhNWrV/Ozn/2MxYsXs3Hjxs7zrV+/nrvvvpt6vc6DDz74ptc3d+ED6O3p5eWXXmHVmnUUhBQ7Zw2OOOIINm7cyPPPP08qlWJkZA+vvvoql1xyCVdddRWHLk5xzpEr2PnSbzl0xcCbPqM5I6KNGzf6iO83KGpN20eGDA99m4gmcOKhizArWURRYMeOHcTjcZIRncbka/REVY466ij+6Z/+ia6Yzr333svRRx/NRE7AsBJsHZnhtu98l+989x9YtGgRf//3f893vnMbM7N7ice6ce3Xx44/+MEPcvHFF78pKT7++ON86lOf4uSTT37Tufnwww8T0HQeffRR3vGOd1AuVWhUW8yfP9/fwcXCPPzww4C/YKlUKnzqU58iEol0nsO2bRzLx61PTU3xmc98ptM7kySZRr2BIAiUSiUMw6Re96m6qXRqv+hsf3TiL1Im8jzv6Tf87zPAwBvue1IQhPl/5ldvBj4L/PNbOY7Pc89w+OGHY5omZ511JpZlcfTRRxONRvnEJz7Bl7/8ZWKxGJ/85Cc7uoBEIsEFF1zAIYccwkEHHcTzzz9HLBajUChwzTXXcPXVV3PmmWdy7LHHoigKa9eupbe3lxUrVpDL5bj44otRFIXLLruMLVu2cM011xAIBLj++uspFossXLiQYDDIkUceSbPZ5OKLL2bDhg1oAY1CscAJJ5zAzp07qVQqKIpMy2jhtXUB1113HeVymeHhYa688krC4TCHHXYYl19+OTfeeCOPPPIIl1xyCUcccQSLFy8mFovx7ne/G9M02y5iSUzTZN26dfT29nL44Yfzve99jwsvvJBgMMiVV17J6tWr2x7GNgceeCA9PT0sWLigU8v/wAc+wLXXXks6nebggw/mmmuu4anNo9x66618/etf57bbbmPevHl87nOf46abbqJerzN//nze+973UqlUSKVSnHfeedxxxx3cdNNNrF69mlgsRiKRwPM8DNtlwYIFdHV1USqV+PGPf8wR7zuh7R/g8LstE9x///3cfPPNfOtb32LhwoV88pOfZPmKlSiKwpVXXkmz2eSkk07qaLoc12V4eJjHH3+cL3zhCwwNDXHbbbfx7M4Z3rduPqeddhq24/H89r/hoKV3MJTegiqv4tvf/jYTExMsWLCAW265hZZps3fvXg4++GC6+gb58Ic/zEUXXcSxxx7LshXLeOK3T9OlqJSmW2zOgtUGAs6xn1qGT9Dt69MZHBxsu5BZfOD042g265x44omoqsrnPvc5brjhBrq6urjqqqs6CV3TNC688EJOOeUU+vr6/H5MxaVQy/KlL32Jj33sYxx66KGceOKJ6LrOOeecw4UXXsi73/1ujjzySACuuOIKrrzySi6++GIuvvhiLrjgAo444giOOeYYKpUKnucRiUQol8tIkkirZdDT08PWLVvftMDaH/+9Q3gr5haCIIwARfyv4nc9z/uHf+OxnwaWeZ534Rtumw884HneqjfcdgpwtOd5nxAEYS/wTs/zcn/i+S4GLgbo6uo68JlnnqGrq4vdu3cTjUbRgzrhUJhsNku5XGJoaB6apmFZFrIsc9ttt7F27Vre9773MT09TbFY8J3CotGOQX0qlUJsM2csy2pTTC22b9/OvHnzSKVS1Gr+7LwHSKKPqchms22ev45tO3ieSzqdxjBMypUyjuMwMT7BNddcww9/+EMmJifarHoNrz2aGo/7Uzeu59JsNIhGYwBIkoSqqoiir4kQRZFisdjxey4UCsRiMSRJYmRkhMHBQVzXZXbW7w/4z+PRMOuIkoDjOpQqJWKBBIFAgHK1jKYEyOdyuK7nC9iCIcpNh01jFVqWSzKis3xemkREJ1dqUK63OHTF4yjyAuAFZgvbmS1dje0KDCU1br/9dkKhEPfddx8PPPAA28aKeHhsGcmydChNdyKE0/DHdKcMnZGp18tMqajOov4k8XCASt1g+1ieYrXJ4oEUvakwqiwxVaixbTTXVgcLrB3u6YyGtkybPZNFirUWw30JepJhto/lsezXOPvIDzI6dRpbRm9gqDtGWFepNky2j+VwPZflQxkq9QaTuWnWLOwhFQmTL+TZtnUbiqJ1SLTBYADbdjr8J8uymbcgg66LCKJHLNJPpWwwPTOOJLkkkjEymV6KxTJGy2ZgYABRkDFNC13Xufbaazn77LNZuXIlxWIByzLxgK1btxJMKyQTPURDfSQiOpV6nun8KJlYH7ocIhwJka9kGZsdIR5OEAr4PRy7BclEkoDm60x27NhBpVImGAx1PDw0TSOdTpHP57no4ovZvm37fruz/fGWk0Gf53mTgiB0Af8KfNzzvCf/xOOOBG4FDvc8L/+G2+fzhmQgCEIQ+A1wrOd55X8rGbwxli5d6v3yl78kFApSrfr1b8d1cWyHV199hXQ6zeDgILIsMz4+Tm9vL47jEgqFmJgYR5YVKtUKtWq1raxtMjQ0D1VVO4b1tmMT0DQEQWR0dB/d3T2oqsrOnTt9JzNVIZVKt70OAm14ndz2WLBJpdK+a1k8RiQcpl5vEA6H0XWdPXt2d4B1tm1jGCbBoM7k5BSyLBMMBUmnUoiS5G/jk0kkSSYQCHRWkpVqhfGxccJhX9TmG9T7iUpWZBzboVarEYlEkBUZWZFQAwpqQMG1XabGZ4lGIiD6gjDPgUKhyObNmykWiyxdtgwtmibfUmjYAs4fyHcvPumdWI5ErT7IPU/+BNdTEUSBC44/gK1bt9JsNlm9ejVPbZ1k92TxD84PWDrot4a2jf6bH/VfNP7qqPcTDeb4pyefZbbio8UBZAlCmkMs6BAPCYQUlVbdol5tMjM7TTIZIRaLk50tEw6HME0DRRGJxnT0oMboviwDg0kc26bRMHFdD9NwEESRgcEYrufRaJgU8nXy2WrH1Q58sWQ4HCaTyVBv+KDDZqNJvlBgbHScRE8ET3OwHBEBmaDi4Vpg1C2mJ7Kk0knUgIwoCQiSgCj6NNtStsbgwGAbcS1RLpcRBIFAIEAul+uYPZUrZaqVKldffTU7d+7cnwz2x1srE3meN9n+d1YQhPuAg4E3JQNBENYA3weOf2Mi+DMxDCwAXmlf5AaAjYIgHOx53vSf+6U51yZJkhkaGkRsewVns7NtgRnk83li8TipdBpJkgGHiYkJgsEg1WqNcqlET09vh1Lq7yJMarUqlWqlo2oOtE1tJicnaDabWLaNrussWOCXV2q1KpVKue2m5k84xeNp//ixKPv27mXZsuVomuoblmdnicfjhEIhZmezpFK+oK2vrx/DMDuJxU84ql8fLpdBEIiEwyiK4quSDYN8Lk+h4KOvA4EArucSj8UZGhwCYGZ2BgG/XlwsFfEqHqGQ78zmtZWqlmn6il5VRZREDj74YEZHR9m0aRP9/f309PXTQMLwVGxkXESWDP0YgJaR5Fe/v8enigqgKTK3//olehJhbFdi8+OvYdl/TMP0vP+zSQB8ne6ruy7k8DVfZXHvbzGso5BwCMguEc0losuIgkIhV6ThNZmcmmRwsI8VKxbSaBpUKnVkWcSyWwwMJVFUEc/1MA0bz3UZH82TSkeIRnVUTca2BcZH8xQLFqVSFdcBRfGxHqIo0mg2EBAwjBbBYICXX3mZcChEqVTG8zwSiTiLFg8zNT1JLBTCsCzqlQZT1QaO5aAoKkE9iCRIZJLdOLbTcfZr1FptL+vpNq7b62hj5nQFkUgE13U6KvP9Hsj7Yy7+3WQgCL/gIM0AABoySURBVEIIED3Pq7Z/Pha49g8eMwTcC5zned6Of+85Pc/bBHS94ff38hZ2BoFAgJ6eXpYuXUqr1WJiYoJ4PM7ate9AlmWfKurYtJotwuEwe/eOIEkysVis7QYWY/ny5Z0y0pzZjOt6BINBArqO67gUCgUKhSLVahVN0xho7zZ279qNoshks5W270GcTCbD0JB/EXZdv0xk2f59qqqQz+c7DV7DMDu7Ah/+FsSy/PG+gYEBKtVq293MN6+fnJpgoN93VyuVirz88susXLmKQw4+hFKpxDPPPMPs7Cyu65LP+Ub0oVCo01sJR3QMwyCZ9EtDs9ksRsvsvFbHdDExQBBothr09PSQTqfZuHEjm155mQULFqArCo7jsnz5MkKhM5iafZpq5QQSYhUpJLP+wDV4ttURuRmewr888+dPgVhIY81wN8Vqi80js3/2cf87IYsCmuSiYiK6FsXpQ6gvTiHjsDDu0qw3aLaagEbdEnFdD8u0CYWDDA4MtH0x8kQiQfr6EqiqzOxsCdd1KZcMjJaFrMikM3FKxRrJVATHcalWDEqlOoIgUa0Y6AHfgzqXy9Hd5YvHNE1ugwY9xsbHmJmepa+/j8HBfkLhMAIihUKeUrFCqVhBFHyekCKpZFIxRNEvKVYrVXQ9SDgcRsBvItdqNWRJ7jSuPc9jy5YtxOOxDvCwXq/jep7vt912Utsf+wPe2s6gG7ivvYKQgbs9z3tIEIRLADzP+w7wRSAF3Np+nD03dSQIwk+B9wJpQRDGgas9z7v9f+XFiqJIV1cXN998M0ceeSRr1qzhmWee4aabbupcZL/61a/ywgsvoGkaBx10UMdRKxqNUCyW+PjHP97hCV177bUMDg6iqiqRSIRGo8FMfobZ2VmSqSRr165F13Xq9RrFYpF0Ok0wGGLJkiW0Wi1MyyKbzXLppZcSiUSoVqv88pe/5IknniCdTjM8PEwq5SeHuRpuOBxm9erV5HI54ok4ju3zjBRFIRqJEgqFfCexVovDDjuM0dFR1q9fz/3338+iRYuxLIsDDzyQ+++/n6OOOopyuUxAD5DP5ZmYmCCTyfi9Dc9jemqaffv2dYx+XM9FD/gjlMlkkkajQbPZJBwJEwqGEAQQJYlFixZRKpWYnJykVquxcsUKRkZGiMfjLFjwECVrhmXzZZrNJolopCOs++u//msefvhhDl4YZbZQpWZ69KSTZMsNWpZLbzrKoSsG+eEP7uD0009HkboYz+YZyEQJahL5SoVSzSATTxJQNSzHo1I30DUFRZYoVJqMzpb/7PmhKSKJoIzu1WmUc4SCCpFIEEFM8+or/0S5VCUWM9pkV3+HFAoFaTSaviq8ViMU1AgGFULhCLG43yOoN1rU6wam6ZBMhol26ciyhOsIlEtNsrMNyqUqc+A4QRDI5XIkEnF0XSOTSZJMRZmanMU0m9RqdTwEBgd70QM6sqIgKwrTU9MUi0Vc1yUei7UXHLEOdmRqqommaX55z/PI53JYpl+emvOv8DyP6elpn4IKHYvVUDiMKErtXQL+NF3bqGh/7A94C8nA87w9wB+B4dtJYO7nC4EL//Ax7fv++i0cY/6/9xjwm6qJRILf/va3fOYzn2FmZobPfvazPPLIIx1HsnK5zAc/+EHOOOMMTj311DY/v0w4HOGUU07le9/7HosWLWJycpIPfvCDPP300zz77LOIosjvfvc7TjzxRNatW0cmk+Ghhx7itdde49RTT2X58hU89dRTjI2N8T//5//kuOOOY+3atZx11ll84xvfYMmSJW2SqtgRah1zzDGsXbuWyclJnnvuOT7wgQ+Qy+X49a9/zZo1a3y9gGlSKBT4yU/u5tBDD+Xwww/nq1/9KrOzs0xPT7N27VoymQx33nknX/nKV/jiF79IV1cXhmEgSRKPPPIIlUqF0047jfe+973s3r2bcrnMU089xSGHHMKpp57K1q1bO7ucgw46iJ/+9Kfk83nOPvtsVq1axUMPPcSWLVs45ZRTGB4e5uWXX8ZxHJ555hkOP/xwFi5cyHXXXYeu6xxzzDEceOCBjI2N8cILLxCJRDj11FM7n9FvfvMbXnrpJc455xx6enp46KGHOP6YYygUimx88QXqQ3F++MMfUigUOOyww/jA4e/i3nvvZXR0lLPOOovuVd088/tnsFSVJ598ko9+9KPcdddd5PN5TjrpJELz0mwbzSIKPiLacQUkUSIZFEnpLqpg4NgesZ4MwZDCzEyWUrGC0TLp7u6h0Zjr4QQwTbO9cxNwHJtFi/sJ6BLNpsnsTKmNMPfQgyo9vUmaDZNINIjRsrFMaDRMAgGdQqFCsO3rHI4EfOc9QaC7O40o+UY8o6PjVKs1BATS6RQBPQD4pNiRPXspFkrE4zH6+vqxbYtsNkepVMYwDHRdJ5FIdCxMRVEkk0m3wYtuh+A7tyOMxfzhgUKhSCwWQ9M0Wk3f8EjTNFqtBtlslmBIf5PIcn/89463FaVq+fLlbNq0ieHhYWzb5sknn+T444+nWquybfs29u3bx9TUFNVqFfDJopqm0dPT05nEWbBgATMz00QiEQYHB9mzZw933XUXP/vZzzj++OPZsGEDqqpy6623smnTJo477jg+/vGPU6lUuOuuu/jFL37Bsccey4YNG3Bdl0MPPZTLLruMO+64g2w2iyAIDA0NsWzZMlatWsUrr7zCpz71KQ4//HByuRxf+MIXOP7443n44Yd57LHH2L59OzfeeCMnnngid955J8888wxDQ0MMDw/7IDtg2bJl7Ny5E8uy2Pr/t3fuwXFV9x3//O4+tNqHtLt6+yFhkC0DJgHbgZpHgoONwS6kBmxTu4GMlSb1YLdk4prxxCkNzGRIWkB/0Lo2odM605oCJbQJNLR4WiCZkNYQCPIzfshYkqNdaXel3dW+7u7pH/dqI4MMtsGWZM5n5o52z7n37vfe1d7fvef8Hnv3MmeO5ZSVTqe56qqruOWWW1i3bh2GYfDqq6/y8MMPs3TpUjo6Ojh8+DCzZ8/myiuv5Nprr2X16tWEw2GWLVtGPp9n586dvPTSSyxatIi1a9cSj8f58Y9/zLZt21iyZAkPPPAAyWSS5uZm2trauOKKK3j33Xf5xje+wXXXXUcoFKKjo6Osp7OzkwULFrBmzRqUUnR0dOB0OAhWV9HR0YHH46G+vp558+YxY8YMHnvsMfbt28f111/PqlWrMAsmP/zhD9m5cyc333wzjz76KD6fjxUrVuB0OqnzCxfXFZnVVGD2FJNZDSUaXEkqsn343YLb5cQf8ONwuMikTfojcSrcLmbOaqG+IYxpmiRTSVKpJJ5KBy0XNdA6ayqhUBVDg2kG+lMk4mnyeat+RNOUEKFggIqKCgYTaY4c6qPraITYQIpc1ko7XeGuwDAMLmmdQmNTCK/Pg2laWWJ7e/swDKHlokYuvfRifD4fHo+HeCxBbCDBYMKqZx0KW3f7PT09HDt2jHg8Tj6fJxDwEwwGy0YsHA7bhe5TRCIRYrEYw8NpCgWToaEhjh8/ztvvvE1n5x66urpIJpP2MkSpVKKhoZ6GhgbrxikxhBh6zkBjManSUVRXV9PX10dNTQ3FokmhUMDtdlPpqaRYLFJVVYVpmvajdIhoNMrAwAChcAif14fL5bLS9w4M0OBw4na7y0E3X/3qV5k1axZLly7ll7/8Jc8//zyXX345P/jBD0gmk+zZsweAtWvXMuPii2hubiaRSLDhT9ezZMkSdu3axU033cQLL7xAQ0MDLS0tNDU10dnZyZ133sm8efMsv/Zslu3btzMwMMDrr7+Oy+Uik8mwbds2EokEP/vZz2hubsbr9VJRUUEmY6UsXrRoEVu2bGHhwoV0dlrB3IZhsGPHDgzDoK+vj97eXgDWrFlDa2trOXHb6tWricVjBAIB0uk0S5Ysoaenh9bWVh566CEeeughqqqqWLZsGW+88QYAX/7yl2ltbWXu3LkcP36choYGmpqa8Pl8ANxxxx20tbXh9/vL349hGNx3333k83nq6+tPipAdGZse+W7a2trKTw4/+clPSCaTzJ07l3379gHw9a9/vWw0Hn/8cbq7u1m7di0HDh4g2n28PBSWz+XJ5fKEw1Zkci6XQ4pOCvk8Q4kEzS1T8XorSCSSJOIp8vk84UCQqdNqEVHk8wXi8SRmsUhfJMYlrdMI11SRSmUp5AsMDeZIxJNkcwUchuUWWldXRyQSIRDwW3mWXC48HjeDg8PE40MU8iZOp4GIm6lTGzHEwXA6S7FoufBGIlFEDELhcDk9+eFDRywXVqcDEYNwOIzPjtbu7+/H6XRgmgX6+vrKjg9+v5+ZM1uJRKJ4PB5CoRDTm6eTTqXweCo5ePAgjY2NRCIRuzBTwfZ0CyL5nOV+7ZhUlwDNOWRS/SdEIhGampqIRqMUiyUWLFjAk08+yaZNm7h4xsWEw+GyG+dI8i/TNDnWdYybbrqJgYEB0uk09XX15QjfmTNnAtDf38+cOXPsimBBQqEQmzdvLmcIBdixY4d18c5lyhcjh+GkdeYltq94nLfeegvDsIrvjAS9jRS9CYWsrJjr1q0r7/Pxxx/n7rvvZsWKFeW25557jmKxSEtLC/v37wdg1apVXHfddbz22mts2bIFgK1bt7Jq1SpuuOEGbrvttnKkb39/P263u3wsPr8P0zRxu92kUqlygRyAYDBINBpl2rRpRCKWxxNglwYtlY9z5JgaGxvLx5TJZE4yBqZpEo/HqampIR6P4/f7y/mJXC4X0WgUoLwvwzCorq6mv7+fpqamkz7fysQ6yNKlS1m8eDGvvPIK9913H9u2bbPKUhYKxGJWcZhKrxe320UsPoDb5SaXSlIwTZRSRPoGCIWqCYeD+AMespkCPd19pJLDDA9bKUi8Xg/TmxvpOtKL0+EkmymQiKeIDVjeVv5AALOQRTkgn88jAp7KCurqw5gFk97ePoaGhqhvqKW2NojfXwkI+/d30dsTpaLCQzaXxef1Uun1YprF8pxNKpUimUySy+WoqQlTU1NbDgQzDINo1ArOt0pgWnU2vF6f3RdFKQgEArhclntzLpsrz59ZNcH9BAJ+K8BwaIjE4KAdiGYZTvSDgcZmUhmDQ4cOMWfOHI4cOYLX6yUQCNDe3s6tt95Ka2srPT09PPzww7S1tdlxAJVUV1cTT1h+9Fu3bmXNmjXMmDGDI0eO8Nhjj5Vzs2zfvp3nn3+eSCTCNddcw4MPPsjXvvY1Lr30UqLRKB0dHWWvIIdd/Abg29/+Nt3d3Xg8Hg4fPsyGDRs4duwYW7ZsYd++fVx++eWICPF4nJUrV3Lvvfeyd68V+bl8+XLa29u59957y/mUvvKVrzB//nzWrVtHV1cX99xzj1VoJhi0EpnZY8ZgJT975JFHePrpp+np6SmfpxdffJGuri727NnDs88+y3vvHUMpRSIRp729nbvuuovm5mZuv/12NmzYwPr168uTxgsWLGDXrl0AGI7fHeeCBQvYvHkz+/fvZ+7cuYgIBw4coM6uTQCUI56LxSLz58/H7/ezYsUKVq5cSVNTU9mNcfHixXzzm99k+fLlbNq0ifb2dpqbm6mrq2PGjBnl/dXW1vHEE09w+PBhEokEN954I+l0iuH0cPlYnU4nTqeTQqFANpbFLBapCgQwTROvz0dNbZC6umqKxSLZTJ50KstQMk11dRU1NZbHFyLksnmKxRK/OfgeTqcTl8uFz+fHLJpWvWdVwu8PUN9Qi8MQ/D4v3cd7cTgdhGuqUapEc/MUisUimUyBvt/2kxxKUlNTQ6lk4vVV4KpwgCoxNDREKp0CZZ2zkRscwzAolqxSplYQpTVZfsUVV+Dz+zjWdYxSqVgOXPTZsQ9geaqVSiWrOI7hIBqN4vP57HkGD/F4gilTmshksogIfZE+yCnMwu9ShWg+3ZxW0NlE4bLLLlO7d+/mySef5Oqrr2b27NmUSiXC4TDxeJxgMFgeOqmtrbXKNPb2ksvmaGpqZOrUaQSDQatWbyBALDaAUtYFfePGjdTW1lJdXc3uN3dTX1fP9OnTicVi5f2WSiXyhTypdJKakFVG0Cya5LI5TNOkurqa3hO9OAyjXIsArDQax48fpy/Sx+fmf4607dJXUVFBd3c3LS0tDA4Olg2TaZon3XEXi0U6OzvJ5/OEQiFaWlowTZNsNovb7cbhcJTrCGzdupWmpiYWLlxIVVVVufiMaZpkMsPU1FjHmMlkyoYyWB0klUrh9/uJxWLl4bYTJ07Q3NxMLpeznqjqy97A5PN59uzZw/Tp08tpJ5xOp10fergcGT1t2rTysbpcLo4ePYrb7Wbq1KkADA8Pl4fDRorkzJw50/7MFHV19eWLn+UgYI2lDw8Pk0wlyWayGIbBiRN9FAp5qqqqcLsrqKispISQzyQJBgNWUJ7DgaeygsFECjEMGhpqUCWIx4fo64vicrtJp6zqZz6fj3ze2l8wVIXTaZBKpvntbyOYZoGmKY3WXILHTSZjxRSoUolkMmXVvHa7cDmdpIeHCYerSA2nSQ6mETHI5/L4/QFCoZDt2lwiGo2Wk+NZyfzyqJKyhjILeSorKxkaHCoHOyoFicEEnooKGhrrGRq0gsw8Hg+lkmVwfD4vwaD13Rw8eLA8uZzNZunt7cXrrWT9+g0cOKAjkDWTzBiISLSpqamnu7v7s5lMRq1du/bwM888M2gYBg0NDc5IJGJu3Lix7sEHH2zO5XLFxsbGd3K5nHrfPgiHw/WxWCxi1wCYrpSqX7ZsGbfddtve3bt3Z0bOiYjQ2NjoHBgYKObz+VOeqKqqKsPtdsvAwEDxdM5nOBx2FAoFlUwmy64ctbW1jkwmU0qn0wqoBU4rOquqqspQSpFMJkv3339/7dKlS1tCoRBPPfXU0e3bt8fG8haprKwUn89n9Pf3F4GRJw9HLBY73UQ1p9TndrvF7/cbo/cVCoWMTCajstnsmCfH6XQSCASMeDz+AbEiQl1dnSOTyZx0vs5W3wRhIulrUUrVjbcIzfgzqYzBKBz2cqqUixV235gHJyK7R2VfbcNKlvcb4JFPWOdZ8T59Z0IN8B0gB2wBMh+++tnxMfSdF7Q+jebMmVRzBqMo2supyH1I3/s5ALR/PDkThgFg/XiL0Gg0k49JFWeg0Wg0mnPDp9UYnDIF9wRB6/t4aH0azRkyWecMNBqNRvMJ8ml9MtBoNBrNKC4oYyAi/yIib9tLl4i8fYr1/kxEOkVkj4jcP6r9r0Rkv4j8WkR+JCLBUX2bReSQiBwQkSXjoG2F3VYSkfmj2l0i8o8i8q6I7BORzWeq7Vzqs/s+IyK/sPvfFRHPRNJn9zeLSMqu1HfGnMPvd7GIvGmftzdF5Itno0+j+UiUUhfkAjwK/MUY7XOATsCL5U31CjDT7rsZcNqvvwd8z359GfAOlsvqDOAw4DjP2i7FcoP9H6zaDyPbrAaetl97gS7gonE4d6fS5wR+DXzWfl/zcc7dJ61v1Lb/CjwLbByn/71Tnb+rgCmjtu85378lvXw6lgvqyWAEsfIerAR2jtF9KfCGUmpYKWUCrwLLAZRS/2m3AbyBVYEN4EtYF9ycUuoocAir2tv51LZPKXVgjG0U4BMRJ1CJFV8xdDbazpG+m4FfK6XesdcbUEqddRX2c6APEfkD4Aiw52x1nSt9SqlfKbvSoK3PIyIVH1enRvN+LkhjANwA9CmlfjNGXyfweRGpEasW81Jg+hjrrQX+w349FTg+qq/bbhsvbaN5DkgDJ4D3gL9WSsXOUtu50DcLUCLysoi8JSKbPoa2T1yfWNX7HsAK1vsk+KTP32juBH6llDqTOBqN5rSYdEFnIvIK0DhG17eUUv9mv/5Dxr4zQym1T0S+B/wXkMIa/jkpW5eIfMtu+6eRprF2NR7axuBqrAC8KUAIeF1EXlFWUaKJoM8JXA98DhgGdonIm0qpXRNE33eAx5VSKfmIesDjpG/ksy/HGrq8+XTW12jOlElnDJRSiz6s3x4uuQOY9yH7eAp4yl7/u1h3+iPb3wv8PnCTUmrkgt/NyXdw04Be3se51nYKVgM/VUoVgIiI/ByYjzXsMRH0dQOvKru+tYi8BMwFPmAMxknfNcBdIvJ9IAiURCSrlHpiguhDRKYBPwLuUUod/qj1NZqz4UIcJloE7FdKnfJHJiL19t9mrB/vTvv9LVhDBrcrpYZHbfLvwN0iUiEiM4CZwP+eT20fwnvAF8XCB/wesP8stJ0rfS8DnxERr32x/AKwd6LoU0rdoJS6SFmlVzuA745lCMZLn1gebS8Cm5VSPz9LXRrNRzPeM9if9AL8A/An72ubArw06v3rWBekd7CeAEbaD2HNDbxtL383qu9bWF5EB4Bbx0Hbcqy7yBzQB7xst/uxvGD22Nv9+TiduzH12X1/ZOvrBL4/0fSNWucv+RjeROfo+92CNSf09qil/nz/rvRy4S86Almj0Wg0F+QwkUaj0WjOEG0MNBqNRqONgUaj0Wi0MdBoNBoN2hhoNJMSEfl7EYmISOdprr9SRPbayfD++Vzr00w+tDeRRjMJEZHPY0Ux71BKzfmIdWcCzwBfVErFRaReKRU5Hzo1kwf9ZKDRTEKUUq8BJ+WgEpFLROSndqrr10Vktt31x8DfKKXi9rbaEGg+gDYGGs2Fw3Zgg1JqHrAR+Fu7fRYwS0R+LiJv2JH2Gs1JTLrcRBqN5oOIiB+4Fnh2VMK9kVTXTqwUKjdi5dV6XUTmKKUS51unZuKijYFGc2FgAAml1JVj9HVj1VEoAEdF5ACWcfi/8ylQM7HRw0QazQWAUmoI60K/AqwiOyLyWbv7BWCh3V6LNWz0gay2mk832hhoNJMQEdkJ/AJoE5FuEWkH1gDtIvIOVmLAL9mrvwwMiMhe4L+xkhkOjIduzcRFu5ZqNBqNRj8ZaDQajUYbA41Go9GgjYFGo9Fo0MZAo9FoNGhjoNFoNBq0MdBoNBoN2hhoNBqNBm0MNBqNRgP8P9gcnRVP7pRXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "my_map_plot('yellow')" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b036b0e5d32a4cd4aef2bbcb005fb188", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='selected_color', options=('blue', 'red', 'yellow', 'magenta'), val…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3. decorate with ipywidgets.interact\n", "colors_list = ['blue', 'red', 'yellow', 'magenta']\n", "\n", "# match up function inputs with the list of options\n", "@ipywidgets.interact(selected_color=colors_list)\n", "def my_map_plot(selected_color): # defining my function\n", " fig, ax = plt.subplots(1,1, figsize=(7,3))\n", " bridges.plot(ax=ax, edgecolor=selected_color)\n", " ctx.add_basemap(ax=ax)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f8d4b3b5e0bd4fd2be7a7d6fbda18d26", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='selected_color', options=('blue', 'red', 'yellow', 'magenta'), val…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now that we have one thing working, we can add more interactivity\n", "\n", "colors_list = ['blue', 'red', 'yellow', 'magenta']\n", "\n", "# match up function inputs with the list of options\n", "@ipywidgets.interact(selected_color=colors_list, alpha=0.5)\n", "def my_map_plot(selected_color, alpha): # defining my function\n", " fig, ax = plt.subplots(1,1, figsize=(7,3))\n", " bridges.plot(ax=ax, edgecolor=selected_color, alpha=alpha)\n", " ctx.add_basemap(ax=ax)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly things are going wrong because there are \"alphas\" that are outside of 0 & 1.\n", "\n", "We are going to try to be more explicit with @ipywidgets.interact function about what we are trying to do.\n", "\n", "We are going to make our own custom widget and set its inputs between 0-1 -- give this as an input to @ipywidgets.interact." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "alpha_widget = ipywidgets.FloatSlider(value = 0.5, min=0.0, max=1.0) \n", "# starting with 0.5\n", "# going between 0.0 & 1.0" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "05255fb08f9f4695b81f2677b984e2c7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "FloatSlider(value=0.5, max=1.0)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alpha_widget" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "036f493cdfef4612b7ae6d51852209a3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='selected_color', options=('blue', 'red', 'yellow', 'magenta'), val…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(selected_color=colors_list, alpha=alpha_widget) # only change: inputs\n", "def my_map_plot(selected_color, alpha): # defining my function\n", " fig, ax = plt.subplots(1,1, figsize=(7,3))\n", " bridges.plot(ax=ax, edgecolor=selected_color, alpha=alpha)\n", " ctx.add_basemap(ax=ax)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }