schupbach2018-figs.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import Python libraries using standard naming conventions. \n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as ticker\n",
"import pandas as pd\n",
"#import seaborn as sns\n",
"#import statsmodels as sm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Read data from two csv files into two DataFrames.\n",
"supp_data_1 = pd.read_csv('data/supplementary-data-1.csv', sep=',', skiprows=18)\n",
"supp_data_2 = pd.read_csv('data/supplementary-data-2.csv', sep=',', skiprows=27)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
" 'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
" 'ageGICC05_mid (yr BP)', 'NH4 (ng/g)', 'NO3 (ng/g)', 'Na (ng/g)',\n",
" 'Ca (ng/g)', 'SO4 (ng/g)'],\n",
" dtype='object')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_1.columns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['depth_top (m)', 'depth_bott (m)', 'depth_mid (m)',\n",
" 'ageGICC05ext_top (yr BP)', 'ageGICC05ext_bott (yr BP)',\n",
" 'ageGICC05_mid (yr BP)', 'NH4source (ng/m3)',\n",
" 'NH4source+1sigma (ng/m3)', 'NH4source-1sigma (ng/m3)',\n",
" 'NH4 atm. residence time (days)', 'Nasource (ng/m3)',\n",
" 'Nasource+1sigma (ng/m3)', 'Nasource-1sigma (ng/m3)',\n",
" 'Na atm. residence time (days)', 'Casource (ng/m3)',\n",
" 'Casource+1sigma (ng/m3)', 'Casource-1sigma (ng/m3)',\n",
" 'Ca atm. residence time (days)'],\n",
" dtype='object')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_2.columns"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"supp_data_1['age_kyr'] = supp_data_1['ageGICC05_mid (yr BP)'] / 1000\n",
"supp_data_2['age_kyr'] = supp_data_2['ageGICC05_mid (yr BP)'] / 1000"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2630 33490.0091\n",
"2631 33500.0082\n",
"2632 33509.9918\n",
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"2658 33769.9995\n",
"2659 33779.9845\n",
" ... \n",
"11416 128329.9581\n",
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"11418 128349.9873\n",
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"11443 128600.0814\n",
"11444 128608.8127\n",
"11445 128616.1926\n",
"Name: ageGICC05_mid (yr BP), Length: 8815, dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"33490.0091"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[7189.9559,\n",
" 15449.9691,\n",
" 23480.05,\n",
" 33490.0091,\n",
" 42430.05,\n",
" 53040.0041,\n",
" 70609.9891,\n",
" 86520.025,\n",
" 107969.9924,\n",
" 123309.9824]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
"supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
"depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
"ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
"ax_top_xticks"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(40, 250)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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4RphhGIZhGIZhGIaJK6K5ZivDMAzDMAzDMAzD+ExcuEYnJCSIlJSUcDfDbywWC5KS/L9VNpsNCQmRq/MI9Py8Ec7zD/W56SVS+kC4rgf3gcjpA84M1/WJ1PMfLsJx/pHS9yW4D3g+/0i7X8Em3u8/MDzXIJL7EfcBYGBgoE8IMS7c7YgYhBAx/zdy5EgRzSxevDig3x84cCA4DQkRgZ6fN8J5/qE+N71ESh8I1/XgPhA5fcCZ4bo+kXr+w0U4zj9S+r4E94EDHtdH2v0KNvF+/4UYnmsQyf2I+4AQADJEBMhmkfIX32oRhmEYhmEYhmEYJu5gQZhhGIZhGIZhGIaJK1gQjgKWLl0a7iaElFg+v1g+N3+Ix+sRj+fsC3x9Yhe+t9EF3y8mGHA/inhSw92ASCKiBGEi+oiIWogoT7FsMhHtJaJSx/9JjuVERG8RURkR5RDRovC1PLTE+qASy+cXy+fmD/F4PeLxnH2Br0/swvc2uuD7xQQD7ke+YRM25DTnwCZsw3I8IQQLwgoiShAGsBLA95yW/QHA10KICwB87fgOAHcCuMDxtxTAu8PURkaBEAKn6k9h0DIY7qYwDMMwDMMwTNRwpukM0uvSUdhaGO6mxCURJQgLIdIAdDgt/j6AVY7PqwDcp1j+iSMJWjqAiUQ0a3haykjU99bjdNNppFWnhbspDMMwDMMwDBM1mG1m1X9meIkoQViDGUKIRgBw/J/uWD4HQK1iuzrHMhesViuuuuoq+S81lb0CgoXkyjFcLh0MwzAMwzAME0vYKxsxw01kVrzWB7lZ5rYXJSYmIiMjI8TNiW/4AWYYhmEYJlwYzAZYhRVjk8eGuykMw0QJ0WARbpZcnh3/WxzL6wDMU2w3F0CDux3YbDYsXboUW7duDWlDg0FHRwd+//vf4/bbb8c555yDCRMmYMSIEZgyZQpuuOEGvPrqqzAYDOFuJsMwDMPEBa39rUjNTEWnoTPcTWE88GnOp/g89/NwN4NhfIIcdj3h3pbHhJhosAhvAfBTAC85/m9WLH+UiNYCuBZAt+RC7UxCQkLUuEM3NDTglVdecVne0dGB48eP4/jx41i7di3S0tIwZsyYMLSQYRiGYeKH8s5yAEBtTy0mpUwKc2sYhmGYYBFRgjARrQFwC4CpRFQH4DnYBeB1RPQLADUAHnBsvgPAfwAoAzAA4GGt/UoW4XvuuQf33HNPCM8gcBISEnDhhRfimmuuwcyZMzFp0iSYTCYUFhZiw4YNsFgsyMrKwrvvvovf/e534W4uwzAMwzAMwzB+QOQu0pMZLiJKEBZCPKix6jtuthUAfqNnv9FkEb744otRWFiI+vp6nDp1Cg0NDTAYDFi8eDHy8vKQl2cvsbxz586IEITJbag2wzAMwzAMwzB64Fw74SGiBGEG6OzsxMMPP4wtW7Z4fCjq6uqGsVUMwzAME99ovZMbehswbfQ0jEgc4XZ9VVcVjBYjFk5dGMrmMQwThbBBKbxEQ7KsgImmZFm/+MUvsHnzZq+aIaPROEwtGqKlvwWpmanoNfYO+7EZhmEYJtIwmA3YVrIN+yv3a26zp3wPDlUfGsZWMQwTbXCyrPAQF4Kw5Bod6fHBAwMD2LJli/z91ltvRWlpKSwWC4QQeOCBBzz8OvQUtxUDAOp62BrNMMzwcrTmKDYWbAQAlLaXwmQ1hblFDANYbBYAQIehY1iPa7Ka0GfqG9ZjMgxj50zTGaRmpsJqs4a7KUyAxIUgHC10dXXBah16qO6++26cf/75SExMREtLCw4cOBC2tlV2VsJsM2uuZ00WwzChxGwzw2g1on2gHQeqDiCtOi3cTWLihEh0XdxctJlLBTFMmMhpzgEAVsjGAHERIxwtWaOnT5+OiRMnoqurCwDwj3/8A83NzSAifPrpp2hrawtLuyo6K7CvYp/8nYVehgmcDkMHTjeexq3n3IoEYp2kN4QQIJCskOs39Ye5RQwzxHC/FzsHuaYxwzBMoMTF7CtaXKOTkpLwpz/9Sf7e2dmJV155BS+//DKICLfffntIj28TNvlzj7EHA+YBAED7QHtIj8sw8cj+yv0o7yxHp4EntAzDMAwTLfij+KrorEBqZioGLYMhaBHjL3EhCEcTTz/9NN5//31cdNFFGDFiBKZNm4aHHnoIJ06cwOzZs0N23Ka+JqzIWoGyjjL0GnuxNm8tPsv5LGTHYxjGDtcQ1IeAUF2rSLlug5ZBlHeUh7sZUYfJakJ1V3W4m+ET7A3FMPHLgcoDAY31uc25AICuwa5gNYkJAnEhCEdT1mgAWLp0KQoKCmAymdDS0oLPPvsMc+bMwcqVKyGEgBACVVVVAR+nuqtazk5d31MPwG6lWpO3RrWd1oTzYNVB7CzbGXA7GCYe4ZqBwSevJU+O3RoudpXtwteVX8NgNgzrcaOdg1UHsbt8N3qMPSE9jvTODAROSsUwTGlHKb6u/DrczQBg9+DkOURwiAtBOFpco4eTkvYS7C7fjcK2QgD+WVdK2kuC3SyGiTsiMRFPtHKs9hjS69KH9ZiSkKQMLWG8IwnAUtblUPHh6Q+R0ZChuV4Igd1lu9HQ26C5TXmn3QpktromjNR6d7b0t7ALJACrzer2ug13G1hoYKKJup46bCjYoPleWZG1Al8VfTXMrYpN4kIQZoawCRua+prkRDN6Es44T9TD/VJjmFiA3Sx9Q0qWxTC+4ulZM1lNqO6uxp7yPQHtx1mg31S0CVuLo8MLLZhsKd6CL/K+kL+vy1+Hj7M/DmOL7MqQSKrjbBM2FLQWsPKMATA0rijfb2nVaegwdMi5etzRNhCeBLqxBgvCccbJ+pPYUrwF7QZ7Aiw9k3HnbTw9mAzD+EakxLoyDGMXaP1x11Zaf4/VHgMQn5mdm/qa0G3slr/3mnrD2JohT41I8mAraC3AkZojKGgtCHdT4pauwS4crz2Ois6KcDeFCTMsCMcYBrMBeS15muulDNDBjmezCRuyGrNC7ubGMEx84pwsi2FCwb6KfVibtzYga11+S77b5VxzdPgJl0u0wWzQ7ENGixGAXWHCLtvDT1NfE9blr0NuS66qNGio8eX9xf1i+IgLQTjakmUFwr6KfThWe0wzK53Wg+iLy2FuS66s8ZZo6G1ARkMGshqz9DeWYeIYftExTOghkE/PWl1PXcjaEkjMcF1Pnd8ZazMaMtDY2+j3sRnfMFvN+DTnUxytOep2vXIeZhXW4WoWA+Bo21FsKd4StP0p72Vtd23QlV0cDhR64kIQjvVkWfsq9uFk/UkAgNFq1zRKmkirzep1oN1Wsk3TPeTDrA/dZszUsjqzRZhhfINfdEw8E2kKIend6a5detuqnBwrhd9AznVH6Q45Y+2p+lM+/TarMQtbSwIzBIQiJKq4rTjkpWTCkYtBmgdVdVW5Xc9jfnARQmBT0SbUdtdqbtPa34q2gTZ0mDpC0oY+Ux92lu3E/sr9Qdkf5xAZPuJCEI51KjorkN2U7Xbduvx12NG4AyuzV6JrsMtFI53dlI2G3gY5ZtgZq7BGXa1HhokGIu1Fd7j6MDYVbQp3MzSRkmVFmuDEBMbu8t0hvadEpOtZcxZOWvpbXDyfBITPLtM7S4dKDAbjme839eN00+mA9+MLFZ0V+CznM4+Ztf3hUPUhrMtf53W7zIZMpGamwmqLDesph3gEF6PViJb+FhyoOqC5zeGawx6zx/uCO+OQpPwIdTk4JviwIByjSBMLKVGFyWrCuvx1cpY5X17IkpWZYXyhprsmoOLzzPBS2FaIlv6WcDeDiTP6TH0hT8BY012D5r5ml+N6EsC3lmxFXkueapuc5hysyFqh+ZuS9hI09TWplrUOtMqfg5ElOBwKNOnaSTlGhhspqZQ/c5FwKM58uUes2Asenq5lcmKyptuyyWrCyuyVKG4rRq/Re3K34fR8lJQm/aZ+dBhCY82Od1gQjlE47oQJN7vKdkVM8flIhq0D+uFrxfhD12AXNhdvlr/3GHvwee7nAVlWyzrK0GPsUVmZDlYdxJbiLTFbFidcXiyJCYkA/FMkBKvNQvjuDeCOHmOPKlt0pHkGRSOSN4ena+nJm6ilvwUmqwmHqg9hTd4a1PXUYdAyiNTMVN1ZpaV9dw126RKU2wfaPYY4SN4P0v/VuauxoWADl90KAXEhCMdTsixpQFC6YzFMtGITtpitW+3NEjBgHkBqZionuXHAE8boIbc516fYz1DeW2eX55ruGtmyUt9T79exc5pzsL9yP9bmrQ24LE/3YDdymnMC2keoiRQFlD/W02B5ueyr2OfRG0DCYrN4dOHeWrxV5VorhEB5RzmP8wGgp396CpFwthTnNOfI41ducy76TH04WHVQd3u8xQnvr9yPjYUbcbrptKqvKM9D8n7IbclVebMcqTmiGQrJ+EdSuBswHEjJsuIJby5Ezu5bnijvKMcrx17BQ5c+hJvOvinQpjGMV+p66tBn6kNpeyka+xqxdPHSgPe5KnsVZo2bhTvOuyMILQw90jOa35qPWeNmhbk1DKMPIQSO1x1HZmMmfnbFz8LdHBUmmwm7ynbJ3/0VwNPr0oPVJGwu3oxByyAunnYxkhLiYkrmM3osfoC970nhXxI7SneovncYOjBx1EQkkG92oMquSl3bfXrmU5htduWtO88857mZgJA9p5YuXgqbsOFM0xlcNuMy2RLOuCe7KRuTRk2S34/+upk7l1Cq66nDiIQRAIDm/mYcrTmK6m7PuXKUfdM5DMMZpSIkqzHLoyBvsVlU3izAUPktJjjEhUWYCQxJW70mb02YW8LEA0II7CjdgbTqNDT2BU9LbrQaNbN4hgPpxckZRJlYJFJq5uotVWO2mZGaGTyFuclqckmc426iHgqPF5uw4WT9yaBPmMMVz6rXIr2vYh+ePfCsyvVYSZ+lDxsKNshVNoKF8jpLQjCg7xlwvqYFrQU41XAKZ5rPBK+BMcrJ+pPYXb57KNO7n67R7vCk+FiXv85jKTRfPChON52Wrc/jR47X/TsmeLAgzHhFGlympkwNc0sYf2kztrnNdBiJZDZmhrsJIcGXGDOLzSLHHsZbMpUB84BbN0Epa7QEKxAYXzFYDZrrtJ5Nf63Gz+x9Bk/vfRpCCNT31KNtoA0CAsdqj4V8LK7qqkJ2UzaO1x0P6XE84YvXmV68jYVp1WkAgE5Dp9v1AxZ7UrZguqLX9dRh1ZlVqO+p9+v3/eZ+1XcpvjSjISPkSeRihUNVhwAMPcM13TU4Xqvu+3qzx/tLIIo/KQ7ZnZeCu/ec83m09rcivyXf7+PHO0EVhIloDBGxL0cYUWqifNVuCyGQ2ZDp8kBLL+1Bq7YGTD4+T04jkuPtx7E+f324m6GL1v5W7xtFIV8VfeU2xsyd9lgZoxRpDFoG8emZT0OWQXZDwQaPNU85Vpjxl6NtR4flOKXtpTBY7EJ3S38Llqctx5/3/xmNvY3Ia8lzG0Poa21gT0gCQTjLDQVTiNM7r/i/l/9fANqhYXk9eUFpz6BlEMVtxQCG3lf1vf4Jwl8Wfqn6rjzXIzVH/GxhfCG5LUuKkl1lu5DbkosOQwcaehtgMGsrwAJFOqZzqTV/2FexD6mZqao5eGFbocff9Jv68VXRVzhae5STaPlJQIIwESUQ0Y+JaDsRtQAoAtBIRPlE9CoRXRCcZjLDwaHqQ0jNSnWZrB+ttU8eOC4heBjMBtT11A3rMZUuW0xo6DR0yhMkZ5xj1zxZN5RZJ1UJNCxGbCvZhn5Tv7ufDQu13bUwWAwhS/Cj5XImIAJO2mMTtoCTGzHRhTchypuV0Z9SKQ19Q/V2Xzj8gvx5Z5k9iaVSQJXctXNbcn0+jhZ6Y2p93Z8vhMKTxd35WGwWeWyV4jq1xhCTzXerXVFbEbIas1TL9lXsw6HqQ+ge7JbHJD3na7VZfbougV7Dso6ymFUsu8O5f2wo2IBtJduwpXhLyGvQBzMUpHuwW/e2+a1sCQ6UQC3CBwCcB+CPAGYKIeYJIaYD+BaAdAAvEdFPAjwGo5MdpTtcJtu+IMUAn2k+g2XbluFvB/+mWm+ymnCg8kBQNF/xijQQby3Zih2lO4bF7TXatITRbPFbX7Aeh6oP+fSbis4KrMtfp+oLyomncnlZRxkaehvCmjVyuO/PJ2c+kV3fgMCmzZcCAAAgAElEQVS8TjIbMnGw6iAqO/UlvmF8o6S9RHety+HwHrLarH7VnlWyMnulz79Rnpvy+HktdotktI3JEoE8+87n7Mu7z5MC7EDlAXxZ+CX6Tf1ysjE9Snu9ysS06jRViayyjjLZ2u3r9fjw9Ic+lbYMVHm9v3I/vir6KqB9xALdxu6AXKM99b/SjlIAUOUDGE7PSOVcIFrHlXATqCB8mxDi70KIHCGG7oAQokMIsVEIcT+ALwI8BqOBcxyMrxZGi80iPzjuHqDGvkYs27ZM/i4gsDZ/LVadWaXabmvJVizbtizuYhl9xWw1Y0XWCnxZ+OWwur3qKRAfTgYtg8NuHQfsfX5H6Q635TXaBtpCZjl0jv1Kr0vXVXvwTNMZ2TsjnOVMJBfOUNwzd9l4By2DKG4fsrK7m8xYbVZdkwDpugcqHLnDl0lWZWdlTE5aDlYdxMbCjeFuhszeir3DcpyG3gZZyAW03YIlwUbqK8F4Z3rbR6S8l2u6awLeh7tzae63Z+hdnbsaIxLVFmEpL0NVV5XLb1fnrvarDfsr96ve35LQU9dTh89yPtP8nafkShJHa47CKqzIaMhAdlM2h5oFkaquKr+ttp6eoWBmkNeL1vyRY8r9IyBBWAjhVV2lZ5tQE4t1hFMzU7G+YL1fLxebsOFY7TH8Zsdv8OKRFwHAJbulN5Tp5reVbJP3y7hnwDyAj7M/hoC6vEMgGna99yzSLay7ynZhR+kOj4Kgr/1TSYehw60WvnuwG3U9dW7rA35Z+KVPdQN9IasxC5/lfObzfTlRfyIk7fEVKbmLFAPpK6mZqTjdeNpludFi9Ohu7ZwsS8mHpz/E2ry1frVnuKnorMDeir0RXzs2GrDYLEirTtO0AOp5PwZjfHz31Lt4++Tb8kR7wDyARErEksuWqLZTtrO4rdgn66CEnth8paIsGB5czoq3Y7XHUNRW5PE3ztfVxSLsw3XXcvVu7W9VTf5li7BC0bW9dDtePPIiHtn+iE9zlPX56/HJmU88biMlOQKAdkO7R0FET/Kw/NZ8ZDRk4IOsD/BuxrsR/+6ONoYrYag/4RRKvN13LSX02ry1AR87Hglasiwi+n2w9hVspDrC99xzT7ibEnS0siN64r2M92Srbk13DdoH2vHh6Q8BAMsWL8ON827EuZPOlbefNGoSHrr0IdU+CloLYLKaVBq2aI1BremuwZbiLSHVnGtZZf09ZllHGdbmrdVllYsUi4AWkkXW0yRlbd5avxJeWGwWbCjYgKzOLO8beyGUCTcA/yaGoaCmuwbVXdWo7a7V7ebqK6cagpcYSELPJCeclnQJqR/paa+WoibW8HeMKmgtQFFbEU43uSpWgonZakbbQJvb5FNWmxUtA/YxbGX2SizbtgxtA20YPWI0xo4c67IfwK6cO1R9SOVyK3G68bRHocm55qmnccNqs4YkhjCvJU/O0KwXX+5xXkseUjNT5XeC1nPr7PYrxQhLz5iAUOVsSPQhl2vnYKdXK25GQ4ZuhaA/hoI54+b4/Bsm+HirIexMKDyO9MIGKd/xu3o7Ea1TfgVwBYCXA24R4xO+TOxK2ktgtVld6tO9dfIt+cU7dfRULLl8Caw2K36949cAgCeue8Kl/mp+az4e2/mYallxezGunn21H2cRXr6u+BpmmxkWm0V2rQo2wS7NIVmVOwwdmDt+rsdtI1WrbLaaXQrFA9oTpraBNsybMM+nY0gT13ZTOyZggu+NdFDVVYU95Xtw1wV3Yc543ycnvrpPeXuuOwwdsAmb23IL/qDsn7vKdqnWzRo7CxdOvRAXTAlt7kNv5xyMZFmBUtBaAKvNiktnXOp127qeOvQae3HRtItUy305hx2lOwAAt8y/xad2BgujxQij1YhxyePctttisyCnOQdXzLxCs3ZrqGjpb5FdBKUxo9PQiUkpk4J+rEd3PgoAuGHeDfjp5T9VrVN6+Eil38o7yjF6xGjMnzBfta2za6Y7C6KkJFq6eKnbtvhiRfZ1Au+NQJSqvryHMhvs19FsNWNk0khZIeft+JJFWOlBNH/ifDmO0x8LvDf0WuD0CijKutKjkkb51SZmeGnua/a4vra7FifqT8j90x2bizejZ7BHznzuL+xO7zuBzKJ6hBA/dPw9AGCf118wAWGymnCs9pjXh06L14+/jjdOvOGyXKl9PmvCWQCAxIREvHzby3jg4gcwY8wMJCcme93/v0/92692hRt/BUWLzaJ6aZ1uPK1poQ2HMNrY2xjRGXJPN5322+IohEBuc67H8iBlHWXYUrxFc700se8a7PKaXEV65loHXDNwFrUVebQc2ITNrRus86TOl0lmfW89Ttaf1L29N5Txjc409jXiQNUBzfUWm8VtnHWgaF2PM01n3C53x6BlMKAEgs4cqTmiWZtV2d7uwW7sKN2BwzWHNfclbW+0GHXFD4aDwrZCrM1bqylAZDVmIaMhA4WthcOeRHFT0SaVe25FZwXWF6x3Udp6w5fnzl2Jo78e/KvLsi5jF5r7mzFh1JDyLYESXAThYHrrlHWUBd174GDVQazLX+d1u/qeeq/eSb6Md/6+LyVFtnI8U85d2oyex4IzTWd8Hi/0CrjK61PZWYn3Mt5Da38r9lXsUyXvk2KegcjP78HYcafQP1pzVJ6fpFWnocPQ4dGrrK2/DUXt9vHMWRntCbPVjKf3Pu023IjRRyCC8AtO3/8cSEMY75itZuS15PkVF/zR6Y9U31+/43U8dd1TqmWzxs5SfZ84aiJuO/c2EJHqZXLxtIsxZsQYn9sQbGzChoLWgrC5gnye+zk+zv5Y/p7VmIX6nqFagvkt+V7jp0PltmyymrC1ZCsOVh2MWNfoht4Gt8v1TERKO0pxvO64S1kLwJ7MJKsxC/sr96NzUF/oQLvBfdydc00/Z7oHu5FWnebirqgHLZc6k9Xk9ryc8Uf47DH22GMTbVZVwo1ASj/sr9yPTUWbPMZpSut86Yta7q61PbUA9FlWvyz80qVO53DgqQ9LGvuKzgqk16Vj1ZlVXmMRB8wD2FayTZUEyJcasYEmUdGyMkjWMHcuvsONFDsbKnd+ADh74tm6t5XCi350yY8wfuR4TBg5wa/yPYB9rDxSc8TFmwsYeqb2V+5HSXsJVuesDiingpKS9hKXxDzuwrG2l26XvRe0kPJjpGamoqG3waPyRzon52dcKSC7u8/KGGGD2YCdpTtVY5tFWFDTXaM5hzpRfwJfFn7pU6lIb7HSEsrr1jrQitNNp9Fv7sf6gvUobCtEYWshPjr9Eco7yuXtuoyRWUs+FihpL3ErwAaL/NZ8Oa+HHsXOiMQR8njqi2L0tWOvocfYg/cy34MQImI9ACMZv12jhRCVAEBEU4UQbUKI0L19GBXKCaJWvbG2gTbU99Zj/oT56DB1uCTaGZs8VuVmeuv8W/GfF/2n5jGVgvD8ifOH3Q3OHYWthThaexQWmwWXzbhs2I8vDVYt/S0gEKzCqnJVlTL8AtoCQKgGraM1imNH4MD4VeFXLtZV2UKmI75GssRLkxyT1YStxVtx6zm3oqyjzOf2eBLQPAkRkoLDeZva7lrsLNuJ+y+6X7erpnSf9E6s/HGB2ly0GQaLAQ29DSjtKMWSy5dgVNIo3fty5wYoCeQWmwUjMVK1zmw1Y1fZLkwbPQ0/uOgHPglMzkmBPCXL0sLf5CipmamYOXYmZo+bjXnj52HG2Blef6N8zjwJ6dL4bbRqJwdr7W9VKWdymnPQ0NuAgtYCLJq1CF9Xfo2KzgrZfdZgNiCBEjAyaaTLvgpaC3Ck5ghmmmd6PQeXc9J4LjoMHdhQsAFTR0+VzyUQAh2j3P1ej6JI78QxJSkFBovBxUInufBeMPkC2f1W4prZ1wCwv1tvnX8r/nrgr64WYZ3nvaFgAz7N+RQA8P7d73vctt/cj8LWQl371Yv03J1qOKVLSQe4twBXd9ldtSUFsURJewkmjZqEaWOmAYBKINDyRnOnXE6gBCRQAvpMfchpzkF9b72LIPzJmU8wYdQEPHbNYy6/l9hdvlvHGbpHCHUIR1FbERp6G2CxWdA+0I7KrkpZUSEpGWaPm41VZ1ahc7BTpcQIpLpEKBVCkYxeQ9Hrx18HANy74F6/Qm60lDVKuga7cLj6sDw/6DVpW/iJyKPBJL0+HVfNusolfK+qu0r+nFadhtnjZuOehbGXDymU+C0IK/gIwL1B2A/jBXcvzW6jWhDuHuzGM/ue8bifexfYb9foEaPlZT/8xg89xhsqX0bTRk9zWX/XBXd5zfwbbKTJVzALmfvDpqJN8ufyznJcPcc1Tlqq9WaxWbC/cj+SE5Nx47wbUd5R7hJDGAy0rI11PXVeY4qHA3cuxn2mPr9eSB9kfiA/G+5cF4HQKQOkDMrOSLF5zf3NmDhqYkDH0LJq671W+S35qOmuQQpS5H4hWePNVrNdENa5L3fChR7hVBLq9Ar5w0l6XTrmjJvjEn/e1NeEpr4mZDVmacZr+oMynEILrdqfGQ0ZWDBlgZyttqyjDOdPPl8Wkty1U7rXvRb/3Syd+4fk+RJMt/Ngo6dWtNFqhNVmhRDCY44I6blRJoTsGuxCalYqAGBk4kiMShqFQcsgrp1zLU7Un8Di2YtV+0hOTPbJ0qhE+dz1mfowNnkoCVfrQCtmjlUrOULpJRWKOFvJpVvqv9J4fbL+JG479zZ5O0n4sNqsmp4eIxJGwGwzIzHBnhjLOaHnlJQpKvdjwH5Nlcp9f5KQSjyy/REAwIVTL8Tj1z6uSir20tGXVILuuxnvAgDGJY9D52An5o2fp4oj1SsIn6g7gR5jD24/73YAQzkt4hE9bsVKxfXKMyvx8BUPA7CPlUkJSZg+ZjoAYHvJduyp2IM3vvuGyxj4yPZHcPXsq/HLRb/UPI7FZkFhmz6lVAIlaCoe81vzsTJ7JVZmr8TyW5arFLOTUybLSo/P8z7HzfNv1nU8ZohgZFrhyOwI4k/7/+Rx/Vvfewt3LbjLZbm3pDvK4vPjR45Xrbtg8gUYPWI0BETIM+uGkmAIS+5c0oQQaOxrBAC8eORFbCzciDV5a/Dy0ZdxuOawpvKgfaBd033YG0prmtKK4c19DQg89b+/bCzciDW5azTXu7s/AmqLjlbmcuUL5mjNUTT2Nnrdtx60rqcyNtvXfTsLllqTIb3W0aO1R2V34kBxtuQAQ+fnKR5dmpj7UnLJ3XULVrIsZX/Iac5xmRh7Y1/FPp9ilVXHDnCcUY4xesZbaWwv7SvFB5kf+CQkSW117muBnINN2FzaEC4FSddgFzYVbcKWki14dOejstB0rPaY7FmifPd1GDpwtOYoituK8ft9Q4Uy+s39eOaGZ/DXm/6Kn1/5c7x313su78mRSSNdlLbK8jvOKMcW5X12HrvcWcC0FHR66TH2qLyKIgWp33nKEp6UkASL1SL3WWeL8OTRdsFBOQbsr9wvK6ud0VJcbS/ZjuO1Q/kCXj32KraWDJXoLGorchGotZKJ5rXaY5pbB1rRbeyWPS20PP6cOdN8BpVdlUjNTEVqZmpAgnw8sCJrhfw5vS5d7gvPH3oefznwF9T11KHP1IctJVswaBnUdFV2rn6Q1ZiFQ9WH5O++jLUJSFBt//u9v8eybctQ1VWFw9VDuSZWnLa3PbMhE8u2LUOHoQO3zL8Ft86/FdfNuS5iQ+EimWAIwnzVh4Gsxix8nvu5y3JJUJIKx2sJMb+88pd4/+73XVzn/nnHP/Gv7/7L6/FnjbPHDy+cshApSSny8seueQxPXf8URiba9+s80c1qzEJqZqrLw5ndlB20RE6R/uB/kPUBAODxXY+rEmZIwomWq9nGwo1uBQ89KAWGvRV7UdFXoet6tw+0u8Qp+UKfqS8gQTpQF0s9wmF+a75qwgLo70PKBFXKpDzOv/fnGuhxtVISDKFQS9Bxh3LSp0TSrp9qOIXc5lyVO7JSYAr0edcSvoZDceM8oanorPBY11nreg5aBgP2YPHFPdxqs8qTuF5zLwQEVmStkF16vaEZ0hHAmPvpmU/x0emPVP1XSwhR0j7QriqFo6Tf1O82flYPRqsRu8t2y/tZdWYVVp1ZhVePvQqLzeIyJn2S8wn+mf5P1bIZY2dgzvg5ckZ5d8+m5F6tF+W7Qvk76XlLr0tHVVeVx0R3/vJ1xdeqskt+uY46Pa/+ZH3XSrAlWdb7Tf1Ytm0ZNhVtktdJFmEJs80sK4MsNgumpEyB0WpUKQuc4+2ltrcNtOHRnY+qsv7XdNfAZDVhS8kWrDyzUv59RWcFrDYrvnPOd+RtJY8BifsuvM/teUrHf+LaJ9Bn6pMtknpivVv7Xb2rYhmbsCG9Lt1v74rK/kqXkmK9pl6VwuutE2+pFEwmqwk9xh68ffJttPa3ar5z3s98XzVP9yWPRwKpBWEpPnxH6Q5kNw+NjzXdNajvqVf1rUHzIH50yY/w8JUP60psy6hhi3CU4Cm27t+n/o1Htj+C3JZczW3cuesCwJjkMSoXaS0mp0zGu3e9i6eufwopI4YE4dEjRqti09wJwoDrRPJk/cmIq48ZSoG6x9gjT0hvO/c2XD/3eqQkpUAIoctV0pnabs8WPuVk2SZs2NS4Ca8ff92rhlJydXRnQTRbzZoWqMbeRpysP4nPcz/H3vK9qnWpmanYX7nf43FDzaRk1zhd5TXyZOHS6hdK1zN/fu+ynY86RT01pIOJp/FF4njdcewu241+Uz9SM1NVgkugCZu0vCO04myVOE90nSfk3oTLLcVb3GbPXZm9Uj4vT/d5d9luHKs95tHVMTUzVZeVWemO7K3P7Czb6bafSGV+9OJ8vbRir/UI+Uar0WfXXZPVhI2FG1XWFiWVXZUu+/RF6JLcfQfMA6rs14/vetxrPoz7L7ofD17yoNdjjEoa5ffkXfleNVgMMJgN+Dj7Y7x45EU53MZXbMKmaZGOxLwSgL1djb2Ncvv+nvZ3APZ+LimNkxKTVIKK0WKUXcktwoLJKZMBqGNonc/XZDXBJmz4INOuxJYUoCXtJXjh8AvYWLhx6LdCoKmvCTZhw/Qx02VrLgCXDObJiclyktKpo6fit9f/Fo9e/SgumX4J7rvwPpwz6Rz0m/rl8DNPMaUSWmEUsUp5RzlymnM8KiI98VWD6/Uq7yjHU3uGksd2G7tVYYcHqg5gVfYq5LXk4VD1IZWF2JekhZ4gIhgsBqwvWA/AbqQC4FbBtzxtORbNWiR/v2n+TfLnUJSPi3WCIQj/MQj78AoRfURELUSUp1g2mYj2ElGp43/M9YC06jSPbmMmq0l+UKTyRaOSRuH5W57Hb67+DZITk/Grc38VlLZIWlVlxmjJEizVu9MSlHzVBHcaOkMS+5vTnIPUTLWWVprABvLy316yHW+ku5amkpAEgiWXL8EDFz+AuePnwmAxoN/c7/W40nVoH2hH+0A7zFazHDeqZ0KpdKXzljxIuk8l7SUuE/vVuavxac6nOFZ7DB9mfahat7Vkq2zVcSdEKxNY6Wnzn77+k8fSR1poXcuZozwnCpJiBLsGu+SELkqcE+E4YxM2l34F+FbqR7YI+6BblI6rRxjUOqZzcpdAMVqNsquxstSQt+QtzhOKqq4qt9dUiTs3W3c4Xx9PQqu7cUdZs9bbtoDreFfdXa3LcudsqZBQZqNXXlMtRVpBawFO1p+UlQc7Sndgd7M6AZCesk1az5O7dua15OGxnY+FREHjax3uQcugX14tzpNri80ix1+7Y+mipbjjvDt01XtNGZHit8uy8r1qsBhccizoTRBotBrlvp/TnIN9FfvcXqdweVl5SyaW32L35pEETGX+hJIOu8eJs0XYZDWpBGFJUPUW397c16xKRAQA508+HwCQ2zykFKzrqcPytOUAgOljpmPK6CnyuhljXJPsnTPpHPv/iedgwZQFuHTGpVgwZQHuPP9OAMAfvvkHfO/87yEpIcnv7N/hrrceCmq7a5HVmCWX8nMe94QQXuc3Wv36vcz3XJYpx7GdZTtl9/Wbz75ZpdCSjFTS+805Xl8v0vx6X8U+GMwGjEn2XJnlJ5f+RP583qTz5M/XzrnWr+PHMwELwkKI4PvluGclgO85LfsDgK+FEBcA+NrxPaYoaitSJVtwJjkxGUsXqROk/Pb632Lm2Jm4bMZlePvOt5GSmKLxa/9wjn0ChgTivJa8oNQUXV+wXhaErDYrCloLgvJyPlHnSGfvZl8GswHHa4/rmlgrhSWLzYJTDac8WnvqeuqQQAlyJlFJ46vHrUkSZDcWbsTGwo1yIiZgKHN1Q28D1uevl4UJ5YtQaUVRtrHXqHYHkvYjoRT+eo298iQlryUPVmH1eD+0BJjNRZtV8TnusNgsaDe0Y3vpds1ttF70vsRUf5H/hfxZQODriq+xLn+d24yh3txvtV7AvaZeOT7cGSGEShCR3ZS9TGKquqpk5ZjUV32tKSxNyHeV7cIHWR+guqsay7Ytw7Jty3zajy84xzY640ngkHBWEqzIWqEri62z4NZj7EFmQ6Zb4dzfJDO+1q/Na8nT7daoVd5LQLi4+Z+sP4kjNUdkxVSfqQ+bizcjvycfyw8tl/uMnrJNgH7FzNsn3wYAt4qkQPHFa8ZgNmBd/jpd1jRA/S7wlC34rgvsuTVeue0V/HLRLzF73GxcOetK3e2aNGoS+kx9eHzX4z7XjVZZhM0GlXLcl8zoe5r3yHGN0tjvzl3bX6VwU1+TX7+T8Pbulax07rxLJEtvUoLaItxr6sW45HEAhpJlAXbldI+xBy39LW7fZcrSRdL1SKAETBg5QfU8KpMhTR8zHRNHDiVHdNcHkxOT8eJ3XsSSy5e4PcfZ42ZjcspkjB4xOuAyWLvLd6tKPEYjkkfZzrKdKs9I576SmpmKfx7/p/PPZcxWM4rb1aEVv77q15rb76vYhytmXOGyfPSI0chqGnrnFLQVYHPxZjlR58XTLsagZVB3fLeEJAgvmrVI9rqU+ioAPHfzc6qM8VoeVlKSOEY/wbAIw2GR/ZKIniOi7xPR/GDsV4kQIg2A86zl+wBWOT6vAuA+ACNGkQbvxbMX46FLH8KN827Es996FmdNOCvox5JeJIB9ov7Mjc/g3EnnyrEskmu00WpUZVEOBGmSmtWYhSM1R1De6V/cqjukF1tNd43sFnek5ghyW3Kxu2w3StpLUNtdq+nWm9mYib8d/BuWbVuG1469hsa+RphtZvll7KzZrumpwZxxc+SspFKZCGettNVmxcenP1a5rHkSjKQ+cLTmKDoHO+WJgnJypLREKZNorMlbg9W5q1WF2JVxnNJkoqyjDGvytJNY6SWtOs0lKVFGQwaWbVumygAaikQfeibz9b31muv8KVUkoZXFcm/FXjy+63GfJzsvHnkR/0r/l+oe61HeuBPmpf6idJX1JnSUd5bji/wvIIRQ9R0lgVyvUOA8aTjTfAaZjZnYULABgPoZa+7TTpzl6TpXdnnPUizdsxVZK/D2ybfx8tGXvf7GE+Ud5aoxpKS9xCXeVjmW1PfWu4QueEKvt4Cyb4WibIu3ZI5K8lvzfRI09bjs37vwXty78F68e9e7mDBqAq6efTWeu/k5n9olTWoHLYN4fNfjun83aBmEwWzAiAT7u6OorUjlmusud4gnspuysbN0p6b3QSAovXisNqvPCeVckrJpxAgD6j43LnkcbDb7s5mUkASz1QwBe63tTkOnbF2rM9RhTPIYnDXhLAgIrM1ba48vdiP4L5yyUFb6F7QWyM+u0hCQlJCkuhfjksdh3MihuZKWK/zklMleYzlTklK8KnO8GQe6B7uR2ZAZNPfdcOHO40FpEADsCgTn+tSFrYWyorB1oBX/Slfnw5k/cb7q+3t3DVmGZ4yZgV9d7epNOTJpJG6YewPmT7D/1mQ1YUfpDnxZ9CVe+PYLeODiB/Dq0Ve9Vm8B7K79UlI86b0r7RdQK0Bnj5sNAPL8vrCtEDeffTMeuvQhr8dhPBMUQRjA+wCaALQDuBNAHhHlEtFyInJfjyA4zBBCNAKA4/90dxtZrVZcddVV8l9qqmd3u2hgZ9lOPLL9Edkt+qazb8KSy5e4lAAJFs4v/PMmnYff3/h7WbCTXMOcB353A7WvLs9y6QoPE/SyjjKszlnts9VYKaRIAnFtTy0OVh3EzrKd8r6daelvkS190gT4G9O+Ia9XauyFEKjtrlXdG8k9q3WgVXU9+s39MNvMKlfARFJr+LoHu5HdlI3Mhkz5Ba5MelTZWQmT1YT3M99H12AX5o6fK3sFuCvFc6rhFNoG2jQFMi0XQ1+tBs4u/pWdlXIiMaUlps0wNLFXWniFsMeHBVJbUQtP/SZU8XLSBErK8O1r3/W1lrcN2kKc8pp68+h4P+N97K/cj15Tr0vWTMD385AS6ulBr8ufP7WkndlRugPLti3DH7+2R/9Ud1XjV9t/paoProVyQq+0MEtKNem69Zp6VddL+bm1v9WrgsPZUuwu74IkmN43264nllwL9aC37yuz1LcMBO4R5EwwXT2d+6e7vvKbq3+Dl28bUlJIJdB8EXydcT4HyWJktprlxDzOY2RdTx0+OfMJDBaDbCVytmr5427tLYu88zXSUmx5GivONJ/xO47Tmf2V+/Hk7idVFRCk99KMMTMwcdREDFrtAlC7oR3F7cVyLW6rsOLCqRfaf9Nv/80zNzyD7y/8vsdjJlACXr39Vfm75CorCdUzxszAhJET5PX3XXgfiEhlNLAKKyw2CzYXb8Y7J9/x6ZxHJY3yqqRRxrMrkTyE5k2YB7PNHJTxMNKwCRsqOyvleeGU0VMgoHaPTq9Px7aSbegx9qiSvI5NHou7LrgLE0YN3b9ESgQR4eJpFwMAnrnRvSCbSIkYkzwGf/zWHzF/wnyYLEPzt3HJ45BACajrtfcVT94afaY+1PXUYXPxZgBAQ599ruMuxlcSggHgR9/4EQC7EubHl/4YN519k8v2jG8ESxD+iRDi10KId4QQjwD4Jg+FXbgAACAASURBVID9AHoAaPsqDBOJiYnIyMiQ/5YuDV5NyHAhWV2luOBQcf9F9+PKmVfKFkwtJNdoSRvnbNVTJovaV7FP9/FTM1PlyQERoaG3AZ/lfOZi3TpcfVgWIvXgbrLui0u387Y3zrsRD1z8AGzChqa+JtULrNvYjV5TL+aNn4cLp16I5MRkJCcmY/zI8WgbaENZRxm+yPsCZR1lsgCs/L2zq0tmYybezXgXqVmpKGpVT5yICHsr9uLNE28iqzEL75x8B/3mfkweMRkXTb0I45LHuX25fln4JdbmrVXvyzH5UdY1DBZWmxUvHX1JtUx6oSnj4ZRa34yGDGwt2eo2aZGSwrZCrMxeqVrWY/ZsdXU34U+vSw+JdcsZqS85Z3AeMA+4HF+paJqcMlnVj9sG2mCxWTBoGcShqkNIzUzVrXRSPk9abrgSkhXZU+4CLXdwd3hKBOgvWsmD9E4IbcImT1A6DB0wmA1YnbsaAPDJmU9UCprKzkos27YMX1d8DQBYnbNa5YWhdJnuNfZiY+FGlRb/q6Kv5PssCTXpdel49sCzKku95LpuEzYs27YMzx18TpfSocPQgURKxDmj7bGJnYOdLiERntBj3VdapbsM+hRVvtQgDkQABYC3T7yNp3Y/hZ1NdgWysr//O8P1HXrZjMtU9b+Vwo2/XDX7KtV3yWL0We5neOHwC+gwdLiEQUnWIoPZoJrIK5HCbLQ4XH0YT+1+yqcEZVq1y53x5P3lT2Iwd7H1ZqsZX+R/gQHzAMo6h55f6Vn5yWU/wcikkUPZ0Y29sAkbarprZE+maaOn4eErHsYP5/4QADAicYQqBtPTOL/8luWYMWbG0PuQ7O/D75zzHdmqO3fcXHz3vO/K+/7t9b/F3RfcLV+HHaU7dCUbVL5rkxOTvXo25Lfmo3uwW1Nglty0nWPKY4F+Uz9eOvoSlqctx5/3/1nOhK80mFwy7RIAdqFTmeT15dtexr0L7wUALFtsDweSFCOPX/s43r/7fTmu/I/fVKdBUvbRxIREuR/+4MIfuFRl8ZQNXxqDL5h8AYChMUZpUHn7zrfx8yt+jr/c9Bd5mZSZ3pcxnPFMsAThbiK6TPoihMgGcJ0Q4jUANwbpGO5oJqJZAOD471aSsdlsWLp0KbZu3epuddQhTbgk/Mk67I1zJp6D+y+6H1NGT9HMOK1E6RoN2N3x1uatlSf36/LXyYKWMi4uoyFDtwVpwDyAbSXbZAHBH/dLaRAL1MonaYd/ceUv8ONLf4wlly/BiMQRSKREbCnegpzmHJR1lOG9jPewt8Luijh19FR886xvytrpCSMnyFbYbmM39lfulyfNykmLTdhU1lrl/a7osrs9Ol9DyR2ydaAVVV1VGJ00Gk9c9wQWz14MQF+mQ+laacWc+Jr5VclfD/5V/izVVpSsksoBXmkNdyegOZ+3yWrCG+lv4HjdcZWVyiJ8K7FT0l6Cj7M/lq2BwU7cpmy3dF5r89Zi0DIoX/fnDz4vH19CEh6+Oe+bOH/y+ap+fLz2ODYVbcInZz6RrUbKCZKn50zZp/TGHH54+kPNdaEo6eIrzv2z3lCvq9QSEeFIzRHVsid2P6FSyjx/6HkA9msqKXSkmPZ+c7+mm327oR17yvdgwqgJePqGpwHYvSGcBQpJYO8z2u+F8vn/09f2WvFNfU1Ir0+X26FFp6ETk1ImgYjwwMUPAPAcBqBEz9gshJCf3XMnnYuOQf+UR57eY4EIwt2D3chrzUO/uR+FvfZ4TndKz9fveB0A8F/f+C+XdXoqKyhZungp5o1Xe2clUAL+e9F/q7IKN/U1ycpPT54uHYYOTBw10W0dWqlPS9mLndlcvBn95n7NSgOhSozltg64H+9spXJAaf3+6PRHAOzv1ZSkFFmBKgk4kks5YHdzvm7udZibMtfjsU7UncA/0v6hej/OGDsDy29djoVTF9rPwTE+j00eKyv85k2Yp+qjC6YskMOkfImblgwK0mc9dcKf2fcMntz9pNuQIslTL9BY40hEGiNb+lvs70VH11IaQyRlR2NvoxxaAKjnFYtmLcJT1z2F2869ze1x5k+cj19d5T7hbFJCEkxWExbNWoQ54+bIy6W+4EmRIb1npeMuuXwJlt+yXKWgSU5MxrVzr1X1rZGJI/HW997C7efd7rJPAqkUeIw+giUILwPwMRF9SESPEdE7gOyHF8qiVlsA/NTx+acANrvbKCEhAampqbjnnntC2JTgozUhXVegtogFmqBC4hdX/kL+/I3p31BlP/SGNIBLWuDMxkyXwVcSJpQatazGLBfXrsLWQrhDr+WorqcOqZmp2FW2S/NFUtZR5lOSEWek3y6cshA3n32zvFwSakxWE1499ipON52WLeALpyxEAiXg2jnX4oLJF2Bs8lhdbZBqREs4xwQCUCkcpHswfcx0DFoGYbFZZLdvwD5IK2NyvSHdtx5jj0pIlSYiel7WSqw2q3wOL9/2Mm6YdwMA4NkDz6KgtUDVH5QlDJRo9QXJigcArxx9Bfsq9uHLwi9d3MudcZ4MShZFKeunluKkbaANq3NWo6yjDAazAaXtpXgv4z23GvruwW75OMr7obS+KCczUrIWq80qK0ikGLxvnvVN13OAcLFs6E0eppw8eLufkpVByyVLy1VTQCC3OVeu2eoPgcQem2zaygzn/UrCxfVzr1ctv/3cocnH68dfV010lAIOYHd/ViZkswmbLIBNSZkiZ6AF7BZIJQPmAUwfMx23nnMrALuVWULZX1Zmr0RadRoe2f6I7IJtEzZVfz7ZcBJtA22YPnK6fBylksgT3mq/rs5djRcOvyDHMs4bPw9dg11+CVeePIWU96fP1KdZ9scd7jK+P3/oeTm29urZV2P66OkYmzwW79/9Pr59zrfl7SRrjR6vmEunX6r6fus5t7o8I1fNvkq13XMHn5M/e4oHbTe0Y+roqbhy5lByrh9e/ENMGz1NHkvey3gPzx18TlX/FIAckiO5a/qDpz7gTSG6q2wXituKIYRwG0qhhdSHlP1dco0WQshj1tjksUgZMVSjWYrF7jZ2Y2zyWMwbP09XAqGKzgp8lP0Rantqsb5gvaaVWPKOGzdyHM6ddC4A92OmJIRKcalSYialxc8Z5bXUYxFWvi+cPbqUbVC6lMcKa/PV5ysp0kxWE0xWE/pN/bIyKjUrFb/eMZQYy7k/L5y60GMfuWKma9IswG4kGJE4AssWL8OlM4aea8mlXkqktr1ku4tyVQoHM1qMOFh1EEkJSZgx1jXLuDNE5GJ5BoBLpl+C/17831xH2A+CIggLIYoAXANgF+xxumUA7iaiMQBcn04/IKI1AI4DWEhEdUT0CwAvAbidiEoB3O74HjMcrj7scf1T1z2Fh6942Ke6YbPGztJcF0i2ucSERCQlJMlxOv5S2VmJwzWezxuwa8iVE27lwFbabp/41HTXaMbzpVWnYWux7x4CZqsZ+yr2yYKOlqXAWQAZlTRKHryICHPGz8H4keM9WgHMVjM+zfnURVhWJpyS4syUL8yitiLYhE3WjAPAt6Z+S/5MIN2ub9Ixmvqa8PTep/HUnqdcrKPKci56kCamd5x3ByaOmoizJ5wtr3vzxJvoN/UjKSHJY/kI6XyVGTsBYNHModp6XcYurC9Yj93lu71alJSCadtAG0432ZNATUqZ5HFS//e0vyOtJg2vHnsVT+x+Aq8dfw2nm067uAbX99TjmX3PYFe5PSZdaXHw5n79bsa7spCT3Wx3tZISZijb5k4hplzmyQtCKQg7T77yWvJQ2Vnpsq0yNkov75x6B18WfRmQN4GvVHRW6CqzZLFZ5G1a+luQlJCEJZcvwWPXPCZvc/eCu2WPjpL2Ejyx+wl5nXIybLQYsSJrBfZX7kdBqz2r6K+2/wr7KvYhgRJcSmxcNPUi1fc+Ux/GJY/DoGUQy7Ytk++7kkRKxKyxs2SX7Y2FG2G2mvH4rsfxyPZHYLKaVFbWqyZfhWmjp4FAPrlKaikf+kx9SKtOQ21PLWq6a5CUkISZY2fCYrPoztisxDmRnqoNivF9c9Fmn8JrtCaGh6oPob6nHlZh1Xz3/eyKn+GOc+/QlYDyurnX4ZeLfikrlEcljZL7ipJ7FrhXyGtlmTVZTegx9mDq6KmyRw9gt1S2DrTiZP1J2IRN7iMvHH5B9fsExzTvq0L39WYFBHKac/z2ejle6378l8amr4q+wj/T/6nbuyC7KRuHqg/hmX3PoMfYo+rDUt4O5Xs9OTFZZREeP8qezKrH2IMB84Bua74yT8GBqgN468Rbbre7d8G9eOjSh3D+5PPle9ljsr+nlAKT5IorjZeSEspZYaZE+R5KTkp2m9FbiTKBaHlnuUveCEkQ9qWaQrTg7HEhPcMrslbgzRNv4qk9T6kSlwWKpPRQUtxWjKquKhcPO8mtWvKMSq9LdwklkuJ+q7qqsCZvjc+13ZVcNuMy2aDA+E6wLMIQQliFEOuFEH8RQrwhhGgXQvQLIf4RpP0/KISYJYQYIYSYK4T40HGM7wghLnD8dzujjEbX6B5jj2ZCi7sX3I1bzr4FC6fa3X2kh04P0mAsue0440lQ9obFZvFaekSKYdRC78s4rTpNNehr/U4IgV5zr9vEQr5M1jYVbUJNdw0quypR0VmBfnM/khOT5WRhzji73jmfcyIlYsbYGegc7ER1VzVWZq90mQg9uvNRHKk5gv93+P+pJhGlHaVISkjC6BGjMWCxC+TK889pycHIxJG4cuaVuGfBPVi6aCmmJA9Z9/UmMFFOgJWWC+eJpa/aZuna3Drfbu1yrpe3p2IPLDYLxo8cjx5jDz7I+kCO//HGeZPPU5UY0ItS6aS0NmsJqauyV7mUPwLsIQWAPYu3EmkCl9WYhQHzgEoRoRQou43d8nWXrNG5LbkQQqi0/9JL31syFb0xscrJpnLyZRM2vH3ybVU8txT+4G2S5oyyDyvr4vqCL0mTpEn1y0dfxq6yXSjo0U4uRkT46PRH2FS0CRabBQeqDsBisyCBEnDJ9Evw9p1v45XbXsGopFF48ron3e5DWVJM6cb/5ok35XGxursas8bOki2Mj1/7OO5dcK/LMzBoGURKUooqHv6iqRfhwUseBGAvkXfjvBtdFC5FbUXyWJDVmCULvD+/4udIpEQsnr0Yk1Im6Y7PVd6zys5KWbgAgN/u+a28Lqc5B2OTx8puef4ktDNZTZpClRJfk0N5UoAsT1sOs9WsKQhPHT0V9198vy7XbCJCAiV4VSiPSR6D125/Tf4uXTOtJGbS2CT1kb/d/Df8ctEvccn0S+RtnEvk7Cnfg2XblqHf1C/X11WWYlFS212L9Lp0XdfeHZ6UKsprr0dheqb5DE7Wn0RaVRp6jD0o6yhTKfMkgc5Z8JAswkIIjE9WC8JjRniuxwrYw3GclcNaeQ5SRqTgprNvQgIlyGP0hVMvRAIlqJ6XBVMW4MeX/hiLZy3G9xd+3yUsy52AvmjWkCLXF4vwtNHT0GvqxZsn3lStlwRhZbmfWMHZBVgKaegc7JTfe87Xb+GUhfjGeG2LvCd+d/3v8M6d6oRnkuLC3XvpprPs3iBmqxktAy2q/mUwG+Ss7dIczp+YeolIq9IQbQRNEI5kotE12pMG754F9+DBSx/0a79nTTgL1829DvcuvBdXzLxCTh//Hxf8h2q7UD1YOc05Lss8aYpPN57GS0de8hjbp7R0Oe+rtqcWB/8/e18eJ0V1rv2c6r17pmff92H2fYFhh2GVZUBFXECCgDomRsUlxhiNiX7qxcTkquSqGL+bmMXcLF+892pcYmLQ4Aq44YaoLILAMDBrz9ZLfX8U5/Sp6qreZ5jBfn4/fkx3V1dVV9U5533f532f98R27Di0A063069RtGXHFvzktZ+oftbh6MDznz3P9h8o0ny8/7jsGtLaPIqipCJk2iRW6N4d9+L1w6/jmX3PaB5bhJQe/cLnL+D94++jOKkYdpPdxxFyjDiw49AOpFhToBf0aCtrk7EIgFfkiKbkvLT/Jb81w/y137JgC5759Bk8uedJdi21mJwPOj5g7DwPymDxiptqsBvt+KLrC+z6ahceezuwqjCfevzgkgdDCurwkfinPpGYk8nZk3Fy4KSPgfrY7scw7B6GCBHTcqex3tDratexus9Xv3wVf/7oz/jnfum7NCXwUM8h3PDCDbLAAn/sVw6+gp5hSfyEv65OjxPf+4dvm/Q/ffSnoH+jP1DWwmqwyhxcPhDQO9wLl8fFnodgWtS4PW62He/AUKOAti8aDYgQ8ciuRwB459MR9wh+8M8f4JPOTyCKUio5HwToHOhkr3kD2qgzyhRGH1n+CLvXFG6Pm81FygAKFdIBvGIngNRzcnnZcjy992lc9cxVGHQOwiN6MOQagklvkrEQadY0tBa2YlvbNpSllMkygablTAMgD+IMu4aZE0EZ6ElJk5BqTQ3eET6dGu0YceDFL17EHz/8I377/m99DG6nx4kkcxJjwYI16k44Tsiuv5agULjCML9855eyPupqGHQNBiydiDZ4pooGLr7q+0p1LaSlUDSlNis+y6dWWJk1RBXp+QweZbCFgmbd0ACXFroGu9A91C2Vg+z5nd8AKL2nvB5IMM8cFRei53qs/5hsfqSZEzTz7J75Evtt0VvgET0YcY+wcfr5qc9xtP+oz+/mgxo0W4TPLLqzVar/X1C0wO+5VqVVIcWagrvn3Y220jasrlotsy/0gh5zC+aivbmd2VcmnYndY2of5Nq9dcv8nBOoRtjpduJo/1HEG+NlQlDvHnuXXX+ahTYaLQnPNFweFwvKLyha4JNlU59RL2XinS7bay1sxY3Tb8Q5Gef47CsY0DRo2Xun5w21QBldUx9/+3EA8qD0C5+/wEoYVleu1txHsFC2gYohNHwtHOGJyAiPFgghqMuog1FnREtOCxZPWoz25nY2GWulTwaT1jS/aL5M7EENvIIq2zd3TGVk7dHdj2J/937WCy4QlAYo78SpNZZ3up3Y+tZW7DyyE/u797NaTy3Qhc4x4mCLlhojf9xxHCnWFNzZeiem506X1Z0B0qSXFS931CibeGrwFNweN2ON+p398Ige3PXyXfjLx39Bh6MDZSllEiOscISpuJJWTQvFkGsI1z1/HX7/we/xhw//gAfefICp0m5+fjP2ndzH7gWNjM8pmINEcyKe/vRpvHzwZRmD/eSeJ3HjCzcyJuJ4/3FsfWsr7n/9ftlxeQOZZ05um30brmi8QrbtgGsgKCXvL3u/xI+2/wjf/ft3WVqgWW/Gj1p/hJum34TbZt8GURQx7Br2W2dOQNjzYjfZUZJUArfo1qxZF4iAjQ0bcXnT5djWtg2zC2az31SeUo4Xv3jRp45JDcrgzLvH3oXVYEVhQiFjcfiayAfOeSDgPtXgNzXa7a234x1cno3Z27lX9lkwzs7v9vwOm5/fLKuPBbxMNh2v3UPdfvd3oPsAfvLaT2Tzh9qc5Pa48eeP/iwzwAFvIOLa565Fh6MD//7Gv2PnVztx6z9uxTXPXSPbljJcl9Rconk+AhFkNb6AnBGmv5UyMrzjQu/p0pKl7D0afHj606cx4h5hjPCs/FmMdVKWCfDGz7Q8yRHefXQ3Uq2pMAgGnBg4gUM9h2RzjUlvQpo1LSTFZsCrXkyfVT7DhjonieZEGAXJMA0ms8flceH2f96Oe3fc63c7t8cdVI9mJURRxBtH3sBHJz7CRVUXsffX162XKTAPu4YjKguKFHwQssPRAVEUmZG857g3MKCWUrutbRvijfFszeJr2JXQym6hmVEe0aMpqEVAsGXHFtzy91uw++huvHLwFU0G+7UvX8M1z12DPR17ZEG1UASb+HHEXx/6/H1+6nMQEDaWaFCaBqg3T93Mzk8rPfZI7xHc9+p9uP2l29m1ubzxcmTGZWJb2zZcVH2R6vcoqCObZkuDTtDBZrDJ2tyoITs+29sdgDLE3DzG2xKUEdayvY72H0WHowMZcRlsjmjOasYjux5hz49ABJj15pD6ao8naNlix/uPY0/HHlj1Vtm9mp3vLQGj/Z6p7cX3f44WftT6I6Y6rQQlP2jJAj/f85oD8aZ4bGvbFlFqczC1xTFoIyqOMCHkRpV/lxNC/FvjY4SJyAiHi7HoKabFhBoFY0BVVjUDTG2iP9RzCFc9451g+H6/SvAS9Uf6joSUstk91I0POj7A4+88zt578M0H0TPUg9e/fJ05dRSUWXI4HZopV+8dew87v9qJDFsGMuMysaFhg2q0Lzs+mwUO7mq9CzPyZuDlAy/j1n/ciu/+/bvsWjpGHHjty9dkqVrFicWw6iVH2O1x4+2jb+ORnY+wqD5t3aAFpaAKFd0CJCf5/tfvZws9TWOdmjNVJkjCM1IvH3wZDqeDMRF3bL+DLTz8M0ENDpriSZGfkC9LC2sra5M5+cr2JaIoMofh7lfuZtdmau5U2XZlKWXIT8jHwYGDuO756/CLt3/ht4cmVQZeU7MG6TapLTlVCA8WhQmFsteBDECe8eBx6+xbWZ03dUivbbmWRf9XV63W3qfH7eNg9zjVaxABKXqtF/TocHRg11e7WH9yPsW3b6RPZlAFowdAa/k6HB2ywAlv4PQO9+KWv9+C656/TnUfoiji7aNv47NTn2HI6W2RoqYi/nHnx3jxixfxzL5ncO+/5A6W8nz5/ti07yY9VwDs/vsDn27qFr2M8L5T+5BiScED5zyAR5c/iqz4LFxWL+k6lqeU++yf3ktRlPpgUkYYkBiqttI2XNl8pezYFakVaMpqwrcmf4tllzg9TuQn5MNusqNvuE9SjDYnMebEarAixZqCnuGeoJxVURRBQGRlJJQJrE6rxtalW5kRbjPa2HGCdYSBwPWLgZhKLVBGZmbeTCwo9rJ7U3On4oEl3mDSl71fRtyeyR8uqbkEqypX+bw/M09qqHFexXnsvVRrKl7a/xLu+dc9+PV7v8bPd0qpmFRoSQ3JlmQWICpILNDc7mj/Ub8ZUYd6DuG5z57zCSJRUPE+fns1PPHeEwCk4BU/99M6Wor9XfvxysFXWP0+bwfQdFGahUJB/+4Z6oFO0DFnkq7FA84BCERAVVoVc4CUbD9d1+hadHLwJF778jUIRFBV5daCMmhPCEFBYoEsZT3QdwBvgLIosUjm0Bh1RogQNZn35z97Hp0DnUi1pGJ9/XpcVn8Zm0d+/NqPWXCTOsJaNejjFe8ffx+/ef83Pu+Loog7tt+B3uFen2dyXd06ZlPR1OOFxQsxJXsK5hfO99lXpEi3pcvsFh42ow0z8maw521S0iT2Wagq9DGMLqLVIHTy6X+UtlsOYCeAbxJC/iSK4o+jdJwYNJAdn41j/cdQkVrh04swFNBIlb9avBRLimptol7Qwy1KBngohoUI0cdwevHzF2WvlWkv/hCK46JWO7y/ez/r8QhITh2tO6XiFAPOAaRb01GeUg5CCD7p/ASOEQf+/PGfWZP7YNjMu+ffjQ87PmQL4AcnJHEFPtXNMeLAsf5jsBlsSLIkoSylDFVpVXjj8Bs45jiGo/1HsW23ty72wqoLAzIctIbvjjl34J5/3aPpjAFegzInPgcWg8WnBlcrrbAspQy7vtqFvuE+5jRT54UXuihKLML+7v2yc04yJ8Git7DroKznfu6z5/A/e/9HZkQC/hkRik5Hp4/QBsXRPsmhzk/IR7IlGTdMu0HWFiEYmPQmWcCH7lMNBAQejwcfnfgIKZYUn8guNfBoyijfM1Qr+8IjenD1s1fDrDfjwSXeFNadp3aiPK1c9Tv7Tu6TMS8P73wY29q2ycb5Hz78A6tZtegtzCkedg3juuevw7nl5/qUWCSaEtE93I1j/cdkKbDU0AUgaxF1rP+Yz1jffnA7U9gkhKBzoBO3vXQbzq84H0tKlsi2pc+1QAQfw+/D3g/Z33aTHdsPbgfgTYWkoIGLQKn7gJSmSp9pt8fNFN4PdB9AqiVVNo/OyJuBpqwmxhLznwlEQFZcFrqGunC45zCG3cOMtSSEYEW5bxBXIAJjI3gHJ8OWgc6BTvSP9MMtumE32SVButNDKNUiMYunBk8FnFdparTL7XVGHt39KACJkTbqjLAaJaPOorcwRziYfu7BtLICwi/Toc8nVU2moGtcQ0YDY2uCraVXYmPDRojw1QrgQQOC8wrnyVjUtbVrUZ1WjdqMWqRYUtA11AWdoGOp0LwgVH1mveb+kyxJLICnNa9R9LsCdylQWz+3H9jO/ubHvT8YBIPsOVCW3zy661F0D3fj6U+fRu9wr2z+oIGyIdeQLCuF7sPhdMgUtGn6M19+MSt/Fg72HGQBBwpCCCDKHfOuoS7EGeNC0iBQIhibh68jVj7XVI2ago6lzsFOJgDGw+1xo2e4B8nWZBh1RszImyGbY92iGwYYkGvPRZwxDn0jfbLyjvEO2lbMMeLA/u79LMDA3yNlVg4gZaYcdxxnWY5xxjhc0XSFz3ZjgcvqL8PqytXYd2qfLEhVk14j6ygQw5lFtMKgKQCaRFG8SRTFmyA5xWkA5gDYEKVjhI2JmBodavuJeYXz2GBXmxyCRWthK5qymnwMJD6tcnL2ZNXvUkcmmB61PN44/AZ+9e6v8Kt3f6V6vPmF89E12MWMTHptjvQewVXPXCX7XigQRRFPfvBkUNsqU7oHnYPIjM/E3MK5mJU/C5fUXIKuoS7mBAOQqTZrwW6yY3qet0WLMvqbaE5Ev7MfTrcTDqcDTZlNuLj6YhBCYNQbMeIekdXKAP6NoUHnII73H2cOQ7IlGRsbN4KA4MElD8rEIOiCs7dzL/SCnhnwSijFs6hzSlO9eUaUtm3hxdrKUspU96l05nnWjrZJ4vuv+ov48q1znv70adz36n0+z6nT40SHowM6okOyJRkCEVCRWhGy8qRJb5KxlQ+9JamPqrENIkQc7juMB998kPWm5aFUn+QNGa0WMvTeDrmGNMW0eoZ6ZEaTXtD73Mch1xAGAyZXNwAAIABJREFURgZkBhsdl4nmRGYQ0wWdb131Vd9X+PTkp+zaHe8/LsvUGHAO4LHdj0EURZlDRMfPNc9egz9/9Gc43U5ZWxCBCMxAUnNeaC1cgimB/Xaacv9yp7dWlH8mlXMdNcJp1P6cSedoRv35OnTKCL95+E2cGjyl2k+XjiGlAw9IWQ99I32sDk2tRYYW+DrDNFsaq/WuSa/B5OzJKEoq8h7n9D2hc82z+55VdeT+dfBfqoFCyhguL10OAKw/p9VgxeJJiwEExwjT7BEgcGs8t8eNx3Y/5qMS7w/0PtKAwnkV52F+mneOaMxqVP1eKCCEwKgzhpV2qRf0aM5uhlFnRH1mPVoLW1W3u2n6TarvU/BzqVYPUdoGbNAdOFtKrcURr0RNnxWaYaG0Veg84vK4ZHOsMvCRHidlRNCxSFvDAd5SgUHXoExNl+6jb6RPliVEA4Z8LXl2fDZunnGzT1cNqvxuN9pRnVaNh5Y8hMrUyqBEtXgQEFmwjDrCaoEbvaDHlOwpKE8p10yNVn6PBjr5jDcevcO98IgeJJm9v8+gM6A+ox6X1V/G5pprW67FqspVQbUAG4+48W83YutbW9E50IkTjhPYtmsbU2OvS6/z2Z62nDu3/NwxPU8t2Iw2NGQ2yOaIdFs6HjjnAfxs8c/O4JnFQBEtRzgfAL/yOQEUiKI4CCB8KbQo4euQGs1HyahIQDiwGqyajm4g0AUwkJKtEmopVscdx1GVVoVtbduQZkvDsHsYJwdP4lt//RYzoO565S4AcjXKt4/6V0d879h77PwoY1uVVoWfLv4pfrb4Z3jgnAfww7k/RFVaFQCwKOS/7fg3mfDTkGuILcQCEWA32VmKICCJ6bTktPg9F+XC9GXPl9jfvV/G9OXE58Ax4mCMKD+ZGnWSI7y/a79sEddq9bG0ZCn+e+9/Y8urW9A11AWTzgSz3owp2VPwaNujMOvNMOgMWFUhpfH1j/TjiXefYEaHVrScV4idnD0ZS0uWMkEfQJ5e2znYCYEIModOLZ1PL+h9jHPe6OCNoKy4LGxr24aLay5WPT8AcLi8BtKRviP4ousL7D2516du7oXPX4BbdEeUKmnWycceNd54BkMNaqy80gmn4/q8ivM0VVj536TFRn/379/FNc9dwxyWQdegT6uXL3u+xN6Te1Vri+NN8ey7ai3KHn/7cfz09Z+y33Tccdzb3sRkZ2wtdWzy7HkoTCxEW1mbJKDkceLFL17E3pN7ZfsViMBS29WcNCo4ZzFY2DhXtr3gxwpVGuXxl0+kHtt0PtMJOkzOnowNDRt81PaXlixFc1YzatJrmNAVPa+aNO0UyfyEfJ9MCpvRBseIgzkBWo6wWqCTrz9LtaQyR3hh8UIsLF4oc0jo2KHZFod7D+PDjg+hBL031ED/xdu/wP/u/V84nA4sKl7EAlULixeiOasZC4oWMGYukCMsiqIsaPiLt3+huS0hUru33Ud344E3gq+PpynVdMwsLVmKhkRvtZZaAM4fgmmh5A9Kxk8NoijK1oXrp10f8Dz5e2vWm1UDofRe+8v88Qd+Dqfzslb9Jj0ft+iWOb/K7ZUZFyJEFuym2w46B9mYq8+oh0t0wel2Ysg1hDiTt55WjRHWQrotHXMK5qA2oxbXTb0OJr0JNoPNR7MjEAghftccHm1lbWjMakSOPccncKCcXxsyG2SBSRoEBYAdh3awoDxdd3lHGACunnK1ar3pWAvCRQN7O73zf+dAJ5765Cm8fextJvg5KXmSz3daC1pxz/x7ZMHB8QiLwaIpYBfD2CJajvCTAN4ghPyQEPJDAK8C+P3pPsLaPStiGBWkWFOwvn79qO5fDXRC5uttw0XnQCdLA6UT2q/f+zUA4MUvXvTZPpi+pD1DPXh418O44YUb8Nxnz+GO7XcAkPoCxhnjYDPaYDFYkB2fjc1TN2Nb2zaZgNPjbz+Og90HpVpF15CPSBZ1Im+aflNQjpSyboymzfFpcNnx2XA4HSxqruYIm/QmDLmGMC1nGm6ecTOrIeVZrEyzxHolmZMw4BxAR38HkixJqs4tTcM6OXASw+5h9A33+WU8qOP17SnfxpVN3jpG+h2e5f7b53/zmzp/y8xbkGpNRUNmA3Nkrm25FnfPuxvlqd60Xv7aB2PADLh9gzMPvvkgbv3Hrbjjn9JzoDTUwq3j0XJgqtP9t22gtaM86JhqK2vDw8seZu9rMT+AvA5frQUIH2CgLMywaxgmnYm1tAKA+1+/n6VcKhFvjIdH9MiCILXptezvI31SXTmt/zzhOIFB1yAEIrBnEPDWca2vX49bZ90Ko87IxJMIiI/RSIhX0MyfUS+KIgseKe/jtNxp7O/6DO9Y84geWRBPOTaMOqPPvmxGG9qb25Fhy8CgaxBujxsDrgHYTfaARrJO0GFNzRrWd9ZmtMHhdLDxROt+lVAK79F9bWrYBECaMy5vvBx3zLmDfc6LTdGxo1Qa1gIhBEOuIez6ahf+uu+vuKr5KpmirlFnRHtzO3MoAK8j/EHHB6qtsvwJtynRNdgVlGp0z5Cktr7v5D6mCA5AJozFgw+mBWJdAflzEw4SzYnY2LAx4HY3z7gZF1dfjC0Ltsj6Syt1EiiUzyTfl52Cdg4I5boD0pgYdg2zYALtbQ2ot08TRZGNS7folqVG83OR2+NWnZt+u+e3+NNHf2LnOegalNa400Fbl8fFnlv+eoRSm66Gb9R/Q1P0iEcwrKramsqzvTTwW5pcKvuMfq8lpwWbGjfBqJd+E6/+/tGJj/C3z/+Gt4++zZT3/a0FgDdjIJK07zOBIdcQfvaGlzH966d/xez82ZhbMBd3td6FhcULWdYZD0KI317NEwVa81YM0UdUHGFRFP8PgCsBdAPoAfBNURTvOt1H+NJoHOPrhlAXLLV0HCqcYNPbYDfZw2aJldByYqiDzAsvhYruoW44RhwYcA6wyYxG4nl26ITjhGyyC4aF5pkyPqXWX+TQYrDgkeWPIN2WDovBgnt33IufvPYTiBBVncNzSs6RRfApS1ySXIJZ+bNk2yod6bayNtRn1DM5fUBi3lweF3qGJQbNrDfDqDNiUfEipFnT4BE9IJAM1RRriowt4u9TU5LkFNNFc3/3fs0FlBoYtPdp70ivphEGeK+rcn+U2d59dLdmoEKpzFmcVIx75t8DgQi4ddatWFm2EtVp1T5sCm+E8UZ5qjXVh9kE5IwwIGfQKFt5/2uSwnW8MR6TkibJHLtgMLdgLnREp9nXW2388crE1Jh74/Ab+ME/f4De4V7oBB22tW3DirIVslRxui1tGcKD3g8CoipExDv83UPdcHvcODFwAg6nAxdVX4S7Wu9inyeZkzAtZxq2LNgiu780HZZXmaWBq51HfFMrB12DGHQOwqw3y9TOXR4XrAarjG2jxqYIkYkFUSidY1qXS+sV6bV3i242xk16E+5svRNx+jjcv+h+1sqorayNzVmiKOL/vPJ/cMMLUo/gS2ulZctmsMlEreYXzVdlZK0GK4ZcQ/iq7ysc6jmEipQKzXmS/63xpnjoBB02NmyEzSAxwrQEwF+d7arKVVhWugxNWU3sOFNzp0oqwqZ46AW9zPDl094pC8HX3Qdab2j2TFNWE2rTa33STdm+TzvCT33yFF4+8DJe+/I1/HXfX322UwY4tK7V/i6pY0AgZWlAynK44YUbcP/r9+Nnb/yMtc7Sco4MOgMqUitwae2lQbHDieZEtDe3s9fJluSQWTatvvMUhBAUJhZiftF8n2us5cg0Z8nb411UfRGua7kOt8y8hb1HRd2CZYSHXEP4zXu/wda3tuK6569j15C29qLbKMGvsR7RI2OEKVMsiiKufvZq1VrkHYd24KX9LwHwKtj3j/TDpDdBL+jROdDJ0rT5+ZDOR1pjJhQRUZoNpgb+udV6ZtXe5++d3WRHe3O7D6GgtOHomN13ah+e3fesjPnf27nXywhrjEUK2nZLa10ar+AFUpuzmtFW1obKtEqsrV2LjLiMoLRQtOBP0CxYhJpKHyqCDbz5E82MIThErWhAFMXdAHYH3PAMgNYIr1ix4qxKj86Ky2JRVbVFko9e+msFEi2E0svsy54vcaTvCPIT8mUtB9499i5rX0INULPejAxbhqyv6u3/vF22v5v+JkX0H13+KLsWh3oOST0kHcCu93fJjB0Cgik5Uxgb4w8CEVCVWoU3j7wpez+YhYUaPmUpZQFTdZItybh6iqQO2pjZiGH3MOIM0jFoba1Zb8YlNZfIUuBODZ6CCJE5WmUpZShOKkZ2fLZP7R1lGB1OB5LMSbik5hJZDSbAMbmnDeUh55As7ZuHKIooTSnFt6d820dllz5/e0/uxT3/ugc/mPMDJJoTUZVWhcLEQswrnMeuT5I5SdZwHpCYLa12FAPOASwoWoC2sjYZI0JZ9ln5s9A12MXS6PkaYUBKLX7us+fY60HXIGNyf7zox2jMaoRRZ/S55xT7u/Zj+8HtOK/8PGaIlKeWIzMuUzVjYW3NWtX98EJcezr2MCarw9GhGRGm9/2Lri9w36v3AQC2Lt3KDKee4R5YDVbEGePQPdSNEfcInvr4KRSIBTIldkBygL7z4ncASIrZAhFkPSm7hrpg1puRZEnCfQvvY99/44hUp0sd1auar2IZCGoZIU6Pk7UEshqszGDuHe6VpUg+vPNhvyrbBEQWVLn6Wa+a7uapmxlb5PF4kG5Lx3HHcQhEQGZcJtqL2lmquVLw7YvuL2RBg9r0Wpxbfq6PeJlZb0ZlaiU+O/WZrB8vfQaP9B5B73CvrFdwaXIpbEYbki3JzMhXwqAzoC6jDi98/gIbB2oGLh1TNAiYa8/1KWUhID6ObYIpAQ5IwSDa5k7JCPcO96oG9wacAyzd+5LqSzQdsjU1a2SOyJMfPIm5hXMBSMEXh9PBUhqVgTGtZ52KE/LoHuoOyILxwdjSlFLN7W6YdoPf/fjDWBugZr1ZdWxkx2djXuE8Vp9t0ptY9olJZ8LM/JnMYafX/fXDr6M2vVZzDdt+YDt2fLmDvabfc4vevuC0pzi95063U5ZC7fa4VVsfaWWZKEEDdrQEhD77abY0LCheINNcMOgMWFu7FsWJxb47AkISEaVOtRr4caXlCDdmNvrU9aoRFaw2WGM8UWb/wxMfYmHxQlmPbUIIuga7oBf0AR2yyrRKVKZV+t1mPKI5qxndQ91YWrI06u2BolEv3VrYqhrkixb4ddgfQtUTisEX0WqfZCKErCWEfJ8Qcgf9F419RwNna41wVVpVwL69QOjscjSgjMI7RhxsIewb7sPd/7obv3z3l6oCQe8ceweAXCGXGoVzC+bKtuXFagB5Wug9/7oHOw7twI6TO/DKoVdkBroIUTWtRgvptnSfVDB/LCkg7+WrNln5S5/+5uRvYvPUzYy9oQaGSW9iDi+dKDsHpd9M38+Oz0Z+Qj70gp4FJ+hCzBuQ9G+lKjL9XbSOc8g95MNm8q0A7CY76jLqfLbho7WHew9DFEXJ2DbakWxJlrEjF1ZfqHktlBhxj2DEPQK7yS5zgnmWVyACUqwpjC32QHr27pl/DxME41mCJ957Av0j/ZicPRkCERjTzsMx4k1RP+44jjcOv+HznBNCVNWGqUNw0/SbZD1Ny1LK8P1Z32evD3QfQN9IH6vX5mHUGTGvcB4TWqLBEUBep90z1IMEUwJrofPY7sfw0oGXZGJRFB+f+Jixs9+e8m0AvoYgf1/X161He1O77FrTbfYc3+PjaFM43U4MugZhMVhY/SogjVe+XjxQv8vjjuOa8xmf5UGFq5RsmRZ+/KrU2KA4qRjXT70eSZYkTeOLjsnCxEKWdkifQxp4STInsc90gg4tOS3M6dAyXOkc1+mQxrPdKDFHdJw2ZzVjU+OmgL8lMy7TZ27hyy2q0qoQb4qXpRsf6z+G//rgvzR7ZncOdCLeGO9XdTbeFO9zXDpenB4n/vLxX5hDrXSEtbKVqCBcutUbZFNT4+eVhZWIViZUtBDMmq0GLaZSJ+hwSc0lPvXrAPDQ0odwcfXF7L70ufqw49AO/OrdXzHGXA00bVcJl8clb6HmGkL3UDcOdB/Atc9dK6vb94ge5iTTjhKApLcRDJSlBXQ9STInYWnJUlmWg0AEzC2Y66MQrkSqyZtFFg6j5xE9zObQqhlXY/3VnN2s+CyY9WZmJyi3sRqsaMluYe0b+aACAWEBIf57dC036ozQEV1AnZLxCpfHhbyEPGxo2DAqPXJDIW20EEqbznCQa8/F0pKlAcVvJxrTPx4RrRrh/wFwLgAXAAf3L4ZRRHFSMUuvUUvRou+ZhPAWXh5ajCAgN5wXFi8E4K0L/bDjQ7x++HXc+LcbWY3vf777n7Lv8xP8iHuEpcTw6bDU4bDoLSzFeH3denx/9vfBIxRVUbV0uERzoqras9pk7E9N+MqmK9GS04KmrCboBb1qT1KBCLis/jIsnrQYU3OmquzFO8mdGpAYNN6oo45w71Cv7DN+gV9QtABratYwpo9nmZLMSbAarOx6EhBc0XQFM7z/dehfAMBSWikMgoHthwqcqIE3iu9qvQsj7hF4RA+sBmtI7bCUoEyWcgFQM4Iow0WNMN7B5O/JJ52fyHpDe0SPj2Hy8K6H8fjbUjCFF+JpymqSPTP0vIw6I65qvgrtTd50yrKUMh9xMP71qcFT2H5gu6pDuL5+PUpTStl58U4JHW8e0YN3jr2Do/1HYTfa0TvSy5gEJSsuEEEmLkMzFpQ1zu93vM/+npk/E83ZzSzdjsKoM8pKFxYWL2TZBwIR4PQ4MegcZIzwgHMAoijieP9xZMd5Wf9ATgshvnXDFDSTBJB6UPYO9wbVLoRXhL9l5i0B2RO7yY61tWtl4meMET5dG51oTmTPOH0eMuMyMb9ovkwlnkeyWXJkqPNIHZsLqy7E2tq1rM4zEESIsiCO0mkAJCebT42mgRStlm+nBk8FTMEEfNchOlaV90zpCCvPT4kh9xCbr5UCdwDww+0/DHhu0YJRZwy5pRqPb9R/I6ge1Tw2NW6KSPyHOpEvdrzIerN+duozXPXMVbKWThRa/YjdHrePIwxI5S8iRJmSu9vjFcsy6oxwi2488+kzQZ8zX+t8zZRr2LMVbmBjQ8MGtCR7HcNQCQLahqkgsQDtze0h3UM1RtisN2N9/XqW3aG2TUZcBk4NnsKIe0Smnk0F5JRCWbMLZgOQSITLmy6XBeMnEoLRfIkEodw7Pug/1shLyPNLmFxcfXFI3QViUEe0UqNzRVH07QcRw6iBgIAQgsWTFuPkwEnVKKTNaENrYatMKCVclKaU4vXDr6vWVpxfeT7+30f/D27RjUlJk/B3/B3H+o/hDx/+Ae8df49t9/rh17GhYYOP2uux/mMslfDBN719T406I5aWLMVznz3HDKnajFqUJJfgG3XfYNvdPe9u/OCfP4AIEb/b8zvUptciwZzg08dQCWpY5MTnMAP2ouqLVGvK1AIBNG2ZIjs+m6VXUmclMy7TL4tj0ptQmFgIx4hDNQ2XstaU9eXZBJY2fZotpumFfFqmTtAxhz3VmioTZCpPKYde0DMjXifoIBCBnfuXvV/C7ZEET/jJlhAiY5OCMSgSzYmMeUw0J4Zt1D2771l2DXhHWK0dDSAFUyx6C1tYeUOdD+CYdCY4RhyM7VNztow6I0vXozWpLTktPqmp9FoJRFBtu0Nb/PDYsmALvveP76Hf2Q+z3qxa865cEPlI8b5T+zApeZKs/jfeFI9jx7xMmdLQ4o2NS6ovYc6I8jhqDLdyXOkFPeYUzGFp4W6Pm13feGM8ht3DGHQNItGcCJvBBpfHhd7hXgy7h2VZCoGeJR3RaTrC/DU7OXgSQ66hoHoBJ5mTUJJcgvMrzg+4LQV99iYlTcKpwVNsDNFSlURzIpqympAdny1jH/xF96mjSZkGvm9mKFF/XrAIUM88sZvsslIE+mxoXf9Tg6dUg4HptnSZ86xVs6fsmak0dJXCSR7Rw1Sl3R43+ob70JTZhH0n97H2TQe6D+C94+9hZZlv4HJO/hzYzXasKItOFhhfWrShYUNE+xKIEHJtsUCEiNI5/R3vvz74L5lIHqCdOipCRN9wH+sPzmd2APKAxohnhDnCAhEw6BzE05+qt7C0Gqyw6C2YnjedOctmvRnfmf4dJFuSkWJNYX2/A2WNpFhSZCnaFJQlpdBytrLjs2V2C0W6LR3r6taF5Yj7E6ryl9qaYcuACBEdjg7Zmtk91I2uoS4UJRahIbMBU7KnsGOsKFuhKWg6URBqC85QoLwXZr3Z7zM1GiJjJp2JBdOVWFa6TLV+nqIitYKVmMTY4OggWozwa4SQ0JRlxhATsY+wP5Qkl+DKZkmd16gz+lXNLUspCzsVi4dZb8ba2rU+BfwXVV+ERHMiq5eiBtWbR95UXUz2d3mdcmpcnBg4gVcOvoK+4T6f3qCU5dvUuAmtBa0+rVAAydl5tO1R9vqnr/8UnQOdcHqcmJk3EwvTFzJH9sKqC3H15Ktl6sb+jG+aJqy2sPDtGwB1NddgYTPaVNOY6HvUeeLTuanTRmung4kM8jW3NF2SGso8S1uaXIqy5DK2QNCa5FRrKgQiMOb95MBJmUGhlVJn0BmYoxJOz01A6kX7P3v/B3/86I8AvIvAeRXn+W1tkmhOZI4Bb+DxDkKCOQEiRMYIp1hTVMVLaJCEOsJqkWVqKGlFctXYLxqs6BnqQbo13UfghPZm5iEQAd+a/C0AkjgR4HWizq843ydjgfb9VIOSbeSzJdTOV5lWmGHLkDm0VoOVqZ7GGyXBN5oaTZ9bGjTiWVs+SKbGZogQWZq7FhoyG9hzG8yzlmBOwM0zbg6r/zrtRUuDUNRJizfFw2qwojipOOhWXJQBpunA4aqWK4+nZsjpBB0O9hwMSmWX1q0nm5N9AoI+5RAKh0tLnEltzuWDOEd6j7Bn4Zfv/hIiRMQZ42DSmzDgkuaRJ957As/ue1bm9JQll2Hr0q24tO7SiJxg5bUPd86KFgikfsUXV18sKxkKFv5EhQKV+Cjh9DhZZwE6D9K2hXyAbMehHSzVvn+kX9UeoEg0J+LeBfcyITtAchZKU0rZ2kuDioHUzk16k+Za/Napt/DY7scAqDugmxo3aaZXE0JgNVjDaq2nxvaq7V8JGnyi6dEUoiiie6gbSeYk1KTXyL6bFZ8VMMNivCPcNl/+QJ9z5Ry1pmYN+5sGtVl2VBRs51CRa8/1K5SVFZfF1tqJpgQ+XhEtR3gWgN2EkL2EkPcJIXsIIe8H/NYYYSLWCGulqAFnrjg+zhjnswjQAUmNWVrHpBaRBYAtr25hf1NV3kd2PYLf7fkd/mPnfyArLgu59lwfMZt0WzrW1K7xuwjRVhNWg5X13puVPwt1CXVswS5KLEJ9Zr2MxaOMDWVLDYIBGbYMLClZwgyimvQan9pJpQERruFKQX8b72RQoZe+kT4YBAOWly33OR41voOJVPPsFA2g6AQdVlWuwqLiRQAkg8NisGDQNcjSNJsym7C0dClSramyRV2Et+/l3IK5mFc0T9WBEYjAnLRwr9OPX/ux7HWcMQ4lySVBpTnRhZU3CPlnidZD02uvVN0FFI6wexhGndEnE0MURU1mlaIqrQpTsqfgnvn3sPf0gh4plhR0DnTC5XGxa0qvtda9VV5rGmzIsGX4GO89rh7Za77eXvks88aB2vUtSCzAd6Z/h91Li8EiM76as5rZZya9CS6PCwPOAVj03u3+9oWkSs4rfTdlSsZuQ0YDvjX5W6y9Ea319ccIU/BBkWAY4UixrHQZK1OgLGs4BhRV9qWpv6FG+2mWTG1G4Jg0dUp4ZVYtDLoGMeweRrIlGcvLlmNt7VpVZXZAGl+8mr/Hox60oMGzS2ouYc71f33oFe3jDeGdX0kq5IQQmHVmjLikEgsaSKGCcYuKF+GmGTdFxQmoy6iLeB/RBF8OEWq/W8A/IxxojKixw/TZVAZSnG55poiyDziPG6fdKCsbAaQ5tjmrGYnmRJ+yBioSGEw2kVZQ6/iQ16FUBmOsBiv7re3N7T7zZyS95f0ywqfPQ81ZzozLhElnYm3mKBxOB1weV1DlChMRo5EafUHVBbLXdF1TBsfX16/HkpIluLj6Ylxad2lQQYxQEal4WVtZGxZPWhzRMxmDF9G6iksBlAJYDGAFgLbT/8cQJvy1IBrPjcIpK8kzu3waM8Ujyx/x6fW2v3s/jvYf9Xk/WIPwnBIpmtyY1chS8ehiNqdgDuKN8T7R3vbmdtSk12B+0XzMzJdqgAghOLfiXJlBnWHLwH0L75P1CI42S1CZWomylDLmpBckFMCoMzKj2qQ3yRw5Vj982nAOxvgWiIBpOVK0kWcWUq2pzKkrSCiARS85wrR2kEam3R63bOH470/+m7Fv1PiYnD1ZlWWg21mN6o5wIPESvhUHILHlwbLwtHcxvXfZ8dmyRYSmKfHn5pcRdkt9d5ULkQiRsYNqadGAxI5f0XSFz3OeZJGUs50eJ/SCnqnAaoE6x/ML57NjUqE5wNe5VdYIU8GrtbVrfQy1NGsaipOKMTt/tiobDUhBmi0LtuDfz/l39t7WpVvx8LKHkWPPYaIy1DEZcA7AYrCw54fe79n5s1kEnLLFlJH+5uRv4uFlD2NDwwZsnroZaba0gEYSLxpkN9sxp2CO3/YpalkMajoBWsi15+K8cukadQ12wSAYsGjSoqC/T0GNWjqeQw0YWQwWtDe3+wjBqNYennY+//7F32VpiGpBBno+yZZk6AU94oxxrH5TuW+BCLir9S6mfq91r+hxBCIwkbZ8uzTf9gz1sGMe7PYqDM/MmwmTXkop/LDD6xjQYB19dqKB0TB+tUADkMEiHAEkPmCXZE6SBTJoaz4t0HWODwTzjjANIgK+jjCFsnyE7uPUkHSfjYI3eNHe3I77Ft7nM7fm2fNw/dTrWWcALfgLlFn1Vs3ttII7FJE8E/6+6+98jTojJiWbyjafAAAgAElEQVRP8kmVpRligdTTJyrCLQNYX79e8zPlPVhZvhKbGjeppkoLRECCOQF6QR+w5Vk4CCe9ns7ZCeYEWA3WqAh+xSAhIkeYnH6CRFE8qPaP3yaG6KE8tTzwRuMIk7Mn4/pp18veo4uc2mCmzC4Vp1AufHx6NO8sVKZW4s7WOzEn32v00gV7edly3L/4fk22oCS5JODkazPaUJZShgeXPIjvzvhu1KOxBp0BrYWtLBKeYE4AAWFOjrLFCDWUKfseLBNCe8X6+70mnQnDrmEmqCPrIaszqDIMdKgLRPARW3nryFvY+tZW6bz16gZ+oLqmqydfLROuCFYRmBCCEXFEZnDMLZiL0uRSmHQmWbpneXI5W0zVGGHqMA+7hqXAhOI6eEQPLAYL7pl/Dy6pDq1lmV7Q49OTnzJGuDCx0C+TQO9fnDEOg65BuD1u7P5KElQpTy0PGKhJMCdgW9s2HyV2QLrHt8y8Bevq1vl/TvQmmcNm1BlZsGZ11Wqsr1svY9csegv7nAYVUq2p7Nmln1FGUCACdIIORp2RZZsEYoT55yvFnIKK1AqZkcv3ggV82b/19etDFnMrSipibYtMelNYadZmvRlmvRkiRBgEQ9g9MpVQe4aunnI1Es2JGHYPy1oU7Tu1T+bYAHJHmEKrnITeL+o0aaU40vfdHjebW2ig6w8f/oG1faPtSW6bfRuSLEnQCTrs/GqnT39p4MykMYaLYNrwrCxfKROMCrS9P1DWN9WYii0Lt+D6qd71uG+kDz9/6+dwe9z41l+/hd/v+b3su3R+pEJMgDfINuIekSl202AbX4KjIzqfeXLz1M0yLQte1VwLhBBUplXK5iPlWAYClDrp41nmhXI7paMkiqLs+kdiygbzXeU2S0uW4ryK89Ba2OoTFKUB6mDEACcirAarZgDWH7QczLW1vu0Lg627b8lpCdrWCBZaZJZa8JOOner0aqytXRuy0F4MgREpI/xPQsi1hBBZgR4hxEgImU8IeQLAZREeIwYOoYpsnEmkWdPw6PJHYdabZbWt17Zcy/5W6x9JHWEaiVNObjy7o3SkM+MyZZNJpMYRdSZ4J41GaUeLNciMy8SSkiVoyWmR0gEN8nZJFJRRo9HhYGqECSGwGW3IiMvQXJwJITDqJfaT1u3R+zSvaB5WV61m7YB48Aaa0lmhYmRqvyNYlKeWy5iFUCK173S/IzN84k3xSLOl4aGlD8mcpMasRva8BaoRVmOEqVGfak0N2ZGhdWCDrsGgFmjKmtLreaTvCKsXjzfGa6Y83tl6JzY2bBz1tCqjzoiZ+TNlTJJFb4GeSL+tZ6gHZr2ZOUUz82ayc/LH+vI1wmrXiX++gjEU+YyTabnTworW6wU9O264qrYCEdg4i6YSqNo8lWpNxS0zbwEgiRXyc4FS2Zc6wnzgjzpHtRm1WF21GstKl8m+E+g+vnNUylx47rPn2DhWEzYccY8gwZTAsnP4Xs9KRKM3KE2/HQ/x+8y4TCyatChicS5A+j3b2rZhfYE3yHfP/HuwulLS9jjcexhH+4/CI3qYKBUFdQaNOiML8NBrPewalt03WtKldFb5ubAhs4EFtVoLWtFW1qbKiqsF6MIBn90hiiJ7NpVrlNo9N+qMzAaIKDXaHyOskRqdl5CHdFs66jO8pVwe0QO3x41+p1QnHW/0bVl2tkDN4WsrawtrX3HGuKBEPdUCoEadMWjFfgpelFQNaq3OVlWukonyUUzNnYr6jHoUJxXHxLFGCZGOoCUA3AB+Twj5ihDyESHkCwD7AKwB8O+iKP4qwmPEwOGi6osCb3SGQR3Ruow6trjwxiEfDVNz7OkkocX8BGI+CSG4d/69uGbKNX4NmmBUYmcXzMaSkiWqE5emIxkFBzk/IV9ScAZh107JpIaTGs3fB175WQmTzoQR9whrr6NMOww2ILO6cjU21G+Q3fNIghPh9H70ZzwDcqONZ/LUGGFqiAy6BlkKFY9IjBIqFDPgHGDn5K/emBpH1Gk60usNNugEnaz9GI/MuEy/YhzRBh+wsBi8jHDPcA9sBhsTRbIZbSzyXp1e7buj0+DnhQRTArYu3YrNUzez9/hAWDDBCD6TIdzaUJkTG+bzTQWRItmH6n415ik6F4y4R2QCRE6PEx2ODrg9bnQOdOJo31HoiE6WYUDTsLPjs5FsSfZhOOjzerRPrgZNcaj3EABpPaPbPv3p0zJF9c9OfYaPOz+WGZXKcgK1Y4aL2fmzWTBjtJ0LPrOFEKK5pglEGDXho1RrKgvw0hp+igPdB7B16VbcPe9uJro35Bxi5S2UEf7tnt+qsv588MsgGFjwC4CsLtigM2BF2QrVoKY/AUQey0qXybaljO/K8pVoyGyQOTceeLyOsMIx4tPw6eeEEBbMiSg1OkzVaCWe+fQZ3PDCDUwDxWawjbs+2dHEjLwZsntLVfhn5M2QbWfSmaJiG/vLBJqcPRktOS1B2T5qREEgGASDajDPqDNiau7UszbgMR4Q0ZUVRXFIFMWHRVGcCaAAwAIATaIoFoiieKUoiu9G5SwjxNmkGu2vd+14wbnl5wIAWgtbVT/nnRmqAMqrONNFkWcTqCq12qRPaxF5pFhTmGhMU5J6raaac6uEXtBrLshqE9P6+vV+61RCBSHe1GjKDFNQg9/hdEjpZyEykP62N+qMECGid7gXOqLzMczpwh5oEV80aRGm503H5CwvkxuJgBHfwiVYw8TtcYOAsJpYJXgjjH8m+P3ztdpXP3s19p7ci3hTvOo1DHfB4h0NeqyFxQvRktPiNxJMjU7KEnxv5vfYZ0qHdyxrHyl8GOHTi333ULesjjnPnofCxEJsa9vGmDk18M+cw+mAUWeUzQv0b4NgkP3e1rRWXFp7KQDIegBHA1RRFgg/44EQwoIakTo/fP2/1j2n90FZe09AsOPQDvQO9+K2l27D9oPbkWRJCum5pgYl36ea4r3j7+GNw28AAAoTCmWfPbLrEQBS67afvPYT2b4AYFmJnHmWnXeELC4hhK1NkQofBkJ1ejUurb0UjZmNyLPnYVXlqlE/phronDPkGkJRYhHTjzg1eApGnRFptjQ29zicDuYI82I/tMacF+7jDXqDzgBBkJ6ddFt60OsUIYQ9x1Nzpmpul2vPlc2PNECYGZfpU0/NM8Ie0YPGTG8GEN+HnMfiSYtRmlwaFhtHr0kwYyeY5/eTzk/gET2sdCDcuWaioCa9xqc14uJJi2VtPAsTC7GqclXAeml6D+L06vdRrSMJj6asJjRkNuDimotD0pCg4DsxAIioF3kM0UXUQgyiKDpFUTwqimJ3tPYZLUxE1eiJjNbCVmxr26ZZy8A7HjQKrbYtH7GlRoKasbCi3P99TTSoT5CR1uCpGZhmvTnqaY1aNcK0dhIIL5VSa3G2GWzsWF2DXbAarD6L9IhrBN9+9tt4/nN11Vmf+qvTqXnb2rYFbH/jD7zDE6zh2z/SDz3RI9mSjJLkEhZUoaCOmlFnlDkg/PXJsGX4pNl2DXapXsNwnU2edacGjt1kV1Xh5kGNzi97vgQgjRF6Dutq1+H2ObdjXe066IkeP1n0k7DOLVRMz53O/ubHu0lvYmNdhIgEcwIzQIIdj/zzQw1z/poLRMC2tm34+bKfy/YZb4hn13hKzhT2Pv1upEECes8iaXvEM8KRnA9/zdXGSVVaFXtulD07h93D6BzoZIHIrLgspuYdLOwmO0w6E94//r6PgNLDOx9mfysZXjqe9hzfw97jNTFm5s9UrfcDohPkac5uxqLiRbLg52gxbjajDVNypP6vdpNds/XcaIIG/gw6Aww6A6vL5DMEeEd4Tc0a5NnzkBWXxZwBmg5Nxc7o/tjfgoFt468bhhroOsLXHKuBD5r7Wxd4RhiQnrdAPWtTramYVzQvrEBLMHOBP9VoHu8ffx+fd32OhswGZNgyYDVYgwrmn+1YPGmxJkGUZk1jpQV6QY9lpcswNdk3qLKhYUPQwptxxjhkxmVqln3Q9XpK9hSmcwP42ltKVjuGM4cY1x5D1EBre7WwrnadTMgKkNKTbQYbMuMysbZmraweihcxMuvNmJE3wyc6eCbROdA56sfga4SVBhkBYcyhUWfEtNxpWFC0IOJjWgwWdqxTQ6dg0Vt8FmmT3gS3x62pEupP0ZCmcocD+nt1RBe04ZtgTsA1k67BrPxZSDAl+BgP1Ggz6UwyY0dp+CSa5AGV5uxmdUc4TGaKN5pCMb6pQ0NFa/iUaIPOgDx7HmYXzMZ1JdeNWUYJL5bG3ycd0cmCDXaTXTWjwx94Rphmn2gFdZQtz/whUkaRBo/CdYT51GjagzlcBGI3puVOY9fsfz/9X9VtqKG3pGSJT+uRYDDsHsb+7v34j53/IXufr8lXXvP93VKfeeowERCf7ACt2tFQGRafLBcQCERAUVKRxjdGF3zw0F8KeDSRbEnG0pKluG32bQC8DDFV4ga8GVwDIwOoSa/B7XNuh07QoSxZYrho+jsfyOMZYaPOKOsPHilm58/2eY93SvzpC4iQGGGW7kxIULWjoWJ11WqsLF8pU0fXPKcgU6O37ZZaSlJtioqUCiwsXhj5yU4AVKdVB71OKOcXfr3JtefKFMopjDpjyJlcWmOUZiE0ZjWiOr2areXKlGql2Go0CZQYQkPk6hIxxHAagaKTvOokRUNmA4ugKesqlCrCfDpMKLDpo9dWg4dWr+Rogq89VNZRDboGYdKb0DfSB5POhLKUspAcKH+pXqwv6mCXqjo2VVxU9pGkyLXnwmawqaZGRoIEcwKm5U7DwqKFITkuhEhGrpo6Kc8IK7G6ajWsBiu2H9juw1jOyZ+jungqU00nZ09GkjkJL37xot9z5EsGQknDo0bnwR6pxk0gQlhOnV7Q+5x7uOCvC+0fDfi2rQqnBRlfk0ivkyyAAe1gxmiCZa1oqKIHAiHewFakNcI8o6kWMApGWIpX7o4EH3d+LHt9csD/vDngHMCx/mMoTynHjdNvZO/PKZiDVw6+ovqdLQu2jFpP1bEqJ6AOkY7oArYIiiZ4dV6doIPNYJM5wnwJDg/qCNAAHO8I8wEonaBDiiUFJwdPBqyvnJw9maX9al13NcVdfu7051jSNnp0GwKiyQiLohj2vae2UIYtA9Xp1VFJjTYIBrg8LgiCgP6RfsQZ485IqcuZAG1tyWNJyRLV9WNG3gx80vkJAP81v5Eiyeydb86ZdA5e+PwF1e3oPfL3DKytXXtW13qPd8QY4RjCglo0LBpG52ipYgfqERgO+ob7or5PNfA1j8rj84xwqIuiPxl+avz0jfSpKnvTSKsWIwxIEdFwkBOfg02Nm3BZva/gvEAEbGzYiLyEvJB/LwFRdQD8OcLJlmR2/ZULWbBR5HRbelAsIR9ICnYBn5E3IypquYD/jI5IxLXKUspg0plw66xbYTFYZO15wqm74xkfNUeYvyf+5pPa9FpUplYGnZoYCPT5CVfZUyACM+iNOmPUnHh/+6FBSDVngL4XjTmZMoIfnfiI1WLyWgF8m5rDvYdx3HFcpgegRCB2JRxoMYPhKtWGe/xw7rty7oqkBj7BnCDrLZxqTUVJcgm+UfcNn+0MggHHHJIjHGfwPvd8arVABGyeuhkt2S24e/7dfo/Nj12t7By168OL3PljeCkjzF/r0hQpJV35TBUmFkbcqoYGYP0h2PlnY+NGAEB2XDYcTkdU+2ZPROQn5KvWBdPrnWxJHjNRSGW7SB70/vp7DmJq0GcWEVtQhJA0URTVVQZiOGtxfsX5EacUra5ajT9/9GfZewnmhIhSZ7XAi/Ksq1s3oRT46AKtVnfL1whHk/3iHTeL3uJz7CHXEAw6g2rLk3BRk16DQz2HMK9oXlTZSQqt60OZ9oAGy2kWQS/osapiFXSCTrNGmF6vdXXrYDVYWWukQOc3PXc6Xj/8etCpkTXpNSGl/4aLuow6JnAUDPjrkmhOxENLHwIgLfi0ByYgif+FMo9QJWMKWjsoQN2A9pc6OD1PqmMWRRHFScWoTtNWqg4G1EG3GsNjhO0mO0trD1S3GAgyVtyPgU0Vdg90H8Ck5Emyz2jP7HCFux5Z/gjue/U+HOg+gAfffBCPLn9UpiJ9+5zb2d/fn/19HOw+iHt33IsORwcGnAPItHmDQcr62X9b8G8QIeKdY+/4CG4FQrotHTXpNXj10Kuy99WM6jRr2qgxzUrwLGWouKz+MogQ8fjbjwOIrJWU3WSXBXl1gg43z7jZZzuBCEgwJ7DxyDtmJcklLBOAOpOXN10e8NhqvXyVUPttfFqpP0a42FaM0pRS2bVuLWxFSXKJT2q9GguphnMmnROR3kiwqdF16XW4ruU6lKaUwqAzxMSWNCAQActKl416eQFdZ2jK9nkV56nO2y05LXjl4CuqwmZ1GXVM5yKGM4doUAl3Arg6CvuJYQKBEOKzaIW6gKuxZHaTPaqOMDXIeeM4Wuqc0WLiAkFLoVlWUxgCI7ysdJmsVYYa+FSzZKtvynvnQCeMglEzNdoftGp9cu25aG/2ttYIlCoUrdouavTxvY6V4NtYLS1ZigXFUi22GluWYE5gzh591oINUlxaeymWlCwJ6RnlnU7aaiYcY3osDP4LKi9gysCA9JzxrWQCgaZnFiQUYHXVasaca6VGB1MTTQiJSq0dTSWOJDBBHXs+WBAOtBhyJabnTsc/9v9DxgBSUEc41No1mt4qEAHXtlyLm/52EwDJ2aZBp/sW3ueT1kjH12/e/w0AuUL8vKJ52Nu5l72mwnXzCueFdG4AUJ9Rj6KkIrz25Wvsvak5U2VZGAIRsLJ8pSz9cbQRCSNM1+Ps+Gx81fdVRAzTN5u/GXTwg18D+TWD6nuEMraVICDIT8jHycGTsqykQOuuP6c035qPwsRCtm7Ra62Wbh0s/LGBwUAv6JFhy9Bc7xLNiege6gYhhLWVm5U/C4BvuVQMEiK5n6HgwqoL2RqjlT1QkVqBitQKfNjxoc9nY9nGMAZthE2LEUJyCSFzAWQTQuYQQuYE/NIZwtnUPulsgpqxHgr7EEhJEhjdtLZwe46GChplpIYphYwR1gXPCOfac32k/JWwm+xsYU6zpqk64QadgaVGh1K/HYpgEy+YFik0RVROX7ZAjHBWfBZ+OPeHWF66nL2n9p1Isg0MOkPIdU18zSzPnGm1i1LDqspVUS0f0LoGJr1JNsaz47NDagFCx8Ks/FmyZ1grpXIsQc8tkvtPncNIMy2CrZOmDqWa4z3ikpyFUBlh/vmNM8axeteDPQfZGFS7RsrnIJDgVzSh5jhmxmWOqYBNKIzwhoYNMmFJiuWly3FF0xUs3Tcc8L2+tUDvH98fmGeEqdhbqHWPymd1cvZkrKtbJ9t3oFT9YI+ZZk07Iy2rlIg3xePcinORY1dneKkgoBpiKbVnFkmWpKAJkYmUhfh1QyR3JhFAIYD40/8XRn46o4NY+6SxQagGqNr2wRpdmxo3YVmpdk9J5f7CEeUJhLFS9mzObgbg20sx0ZzIfp/F4KvsHAkIIbAbpWtmNVhV07INOgNGPKcj6yEcO5Rt/dZ7BZlSFgjTc6djWs40bFmwRXMb+qxmx2cHZNv4Hq4UgQyuJSVLZKI1oUDWOkjwnk9egnYvXiVG41leWrJUVfSHN2RDDVRp1VsFmwo8mqDBIK2+48GAGueLihdF9DuCYYQnZ09mhvRbR97Cu8fexZN7nmSfM0Y4QuGuxcWLYRAMODFwgjFxqo4wx/ptXbo1YiclULBvvCEURljZ6o2Cr0m9sulKVWc5VKgFfGmwg68F5p+TosQinFt+rqrOQ7AghMj6c/PvRwqjzojzK89HSXJJxPsabZypwF4M0QUdlzRrK4bxg7AdYVEUPxBF8QkAn4qi+GtRFH9NPyOELDv9bzkh5ClCSGCPJYYJj2gYoMFG1/SCPqQIW3FSMfIT8qOqxjlWYhXZ8dnY1rbNpyVRhi2DGUNmvTnqC2bHgNTCREd0+PTkp7LPCAjijHHoHZLURUNVcI4GohUNjzPGYWPjRp8+wTy0HEW136LWHzDOGIdLai7xeb8+ox6lyaXIT8gPW5ilMLGQGaE8Q6OFydmTwzpOKCAgyEvICyiqFyrjryXgNB4Y4ZacFvxs8c8iSsuzGW24f9H9rH45GtCaJ5uymthnXUNdeGTXI3j54MuMtX3qk6cAeFOjg53ffbJHCIHNaMOgcxAvH3wZgDqrx6d5ajl5oUDrfOm8Ea1AWrRAzydaLXGUrWP8wV8WitoYpufaPezNJFAGX5aVLvM7p6rh66KCHAoEIvhtRxjDxAAdH/7ae8VwZhANrv4hlffuAlANIBWA9fT/MZzlCGSo8M3FAe1FL92WHnJa3JTsKexvvm6MP8aSkiVjxuKOBQQieBlhlV6/0YII0bfnJiHIisvCMccxzYl9tI2asXR4qLquEmr1oFpphWpZCVNzp2JeUeh1jjwIIfjerO+hMrUyKAeKr+WLBP6CSsHem1DvId//U2s/Z9KYjkZwLBLhHQp6DWbkzQjIrM4pmCMTeRlwDsDpdjKtBvr91VWrwz4fq8GKAecAY+C00uFbC1qxsWFj2MfhoXYd56TNYYJkfLbJaPSSDRWNWY1YVbkqqJKfaMPfmFH7TDn+WgtbZa/DVRofL+N4PEEv6LF40mKZjRPDxAMNOo6HuSYGOSJ2hEVR/Fjl7TkA4gAMAfiQZ4tjOHuRZ/dNxeTrFKvTq1VZMR4EBOdVnBdyVLwxq5GxS/xEE80aoEXFi3Bx9cVR21+w0OrPTAhhtX06QRd1x3BugdTXOcGU4MMYxBvjkWJNgcvjCrmNVDQMnEA9q6MNLVZN7ZqfCQMuOz4b10+7PqgSgGg9J/6OFegaXFh1ITZP3RzyMakj7I8RjoYjOdGhJbCnBpPOJBO96x/px56OPey1WW9GfkJ+RGJqFr0Fg65BeESP32Dkmto1EQvIUEZeGfCZWzAXCQYvQzneGGG7yX7GArWh1i9SpWi6RlDQcR/uGIy0B3ikafzjGRMhjTsGbdAxFmOExx9GpXpbFMUBURR/CKATgH952hgCYizao0QDFoMFiyctlr1H6xRpn0jeeI6247ayfCWuaLqCvS5OKo6q2ElRUpEs1WusHB5/x6FGn1qv30hxQeUF2NCwQbXWriCxgCmq/vPAP0PabzSULosSiyLex2ghmOe6Kq1qDM4kOIQr4mHUGbG2di2WlS7zCVwFugYLixeiKq0q5DGkJbbE72eizJejCXo9gmEfjDqjTIjvi64vWO0nZWdDFXBTYvGkxZhfNB9vHXkrpO8lmZNCrqmjzqTyGSxP/XrX5ilFpDY1bkJzlqQ/QQjRzBRRG8v1GfUAwASeaKs72oIqGEZ4U+MmXN4ob6kUiU3wjbpvYE3tmrC/P57xztF38McP/3imTyOGCECDNONBoC0GOSJyhAkhZcTPzCWK4j9EUbxd6/MYgkMgFnW848qmK3FOyTlBbRvJQqhsXj9W7Y1GG/6uyZKSJbiw6kLWTiGaMOlNmJ47XfX4AhGY8/3cZ8/5dWgqUitYXV6KJYUZX5EgnOdEWbsZiahRpJiRNwNXNl056sdRy2BQZm5satwU9v7jjHHIteeyQBdFsA5uuKnRSkd4PNQIRwORpB/zCJYR5ssrKJ547wkc6ZVaiTVmNoZ8bDXnuyGzAfl2abzxfaD9oSqtChdWX4i5hXMDb8yB9owPVALwdcscWF+/HiuyvYKhekHP0sQJCHSCLijWsb25ndWs0qCTyy05wjfPuBkb6jcEdW31gh46QaeZCh5qkMxisITd83q8w+lxyroDxDDxkGPPwfyi+WjJaTnTpxKDApEywn8B0E0I2UkI+U9CyPWEkAWEEF/Z1BjCRijtRcYjlIYprVsbLUaVRqW1+tVGC2NlcPtjY4w6IxYWLxxzA4CAhNSig9Z8txa2hsQIawUzQmExtdpcjWZ69arKVQEVkaP1/PirKVQTq1EaqYGuJe+cqSli0302ZTWx1/5+WyTjXpMRnsDOL49kSzLW1KxBU1ZTyEJDPAgIUiwpAVvJqDnCALD94HYAXtGqUO6ZFiOvbP/mDzPyZvikSAdbd1qZVomlJUsDzk8ry1cGfT5nK2igRCACRFGU3WfKXKkFU2iwg87PtN1XijVFU6dA6xlaWLyQjWcCornezcqfxeaYFWUroip8Od6htg5+nX7/2YKS5JKzhqA5mxCRIyyKYg2AdABXA1gBYBKA7wPYQwg5FvnpxXA2oia9Buvq1o3a/tNt6bi09tKzJhUulB690UIgx1rJvgdyRFpyWnBu+blIsaaEdB7zi+bDrDf7GPShiKnlxKv3Z+Qdt2gj1Zrq10GNZhBotNOsacCgvbkd51eer7kd/zz4c643NnrFkJTX4fwK7f0Dvo4wZaL54010UZl4U3zEyt46QYcLqi4IOAcKRJCNyTn5c2SfhxNgyIjL8BFPAsAUowNhZflK1KTX+BiMRUlFQTPUytZhanXHieZExoCOt3rhYNGY2Yj5RfPD/j4vPidClN1vyqj7S6+nTmswrar4/fBzlllvZv3PCSFYUrIEqypX+Tx7VWlVbFxkxWedVcKXgaA2n45GS8gYYvg6IhpiWcOiKO4E0C+K4rWiKC4QRTETQGXkpxfDREMoQgBqk3u0WLqxaG00VjXCdpMdK8tX+tRTjSYCOST0t1/bci1unxO4+kEgAjLiQmuVA0isxPr69Vhfv569197cHhUj4GyJzKq11jgTKYJazLsS/HVXGruBWFClI0ydOH4s0iDJWIuWrSibeH3qBSKwfuEANMdoqA6xmmNEhZXCEUkDpHOdkhNekEPr2aTjZKKmSU/JmRKRiBLrXQyCabnTUJFawT6jY8xfUCs/IR93z7vbRzRLDfx+lIEJ/jyMOuPXyskNBjQboj6jns334Wo7xBBDDHJE0xKUhQ1FUeyK4r6/9lg8afGEKLIPpTULIQTtze14bPdjKEgoQEtOSz12H2sAACAASURBVETKpGczIhWrCRVKh0SrXc1YstUry1fK2rxMRBQlFmF/9/5RT+Xl0xNXV62GQARs2bcFgMR+JZgS0DPcE9a+V1WuUnW0xyKwQOvkBMGbSgmo1wgXJY2toNpYj9FogIDIgobNWc3400d/QoIpAedVnBfVY2XGZWJb27agzmmsMDVnKuKMceNafC/auKDyAjZWKRNOCJEFkHh22KQzYVruNLxx+A22D55Bp3XGgSAQwctAa9zjs6XEIdqggZrajFp80vkJDnQfiDnCMcQQJURkuRBCfg7gHQBvA2em6Rsh5D8BtAHoOJ2qfVZiojRUD4f1W1e3DiadacJE5cfKmRnPUBoyaoYNDWrQtlaRIlxHYzzdp/lF84OqlQzFyFG79nydJs2yqEuoAzESGHQGrK5ajf/7zv/1+V6uPReHew/7PV402ZpQnR5W0wjtGmECgnV16wLWx0Yb9BwmylwNSEwpL16VZEnCjxf+GPGmeHlwYQyX97EcrwadQbNH+NkKPhWeZ2Ipzq88H190fYEORwd7ry6jTuYIJ5gTWG/oYKEX9ExdWnmPmUMe6x2sirKUMqkLhs6kqZMQQwwxhIdIR9L7ABoBPAAgnhDyESHkT4SQOwkhY9Vw9VcAlozRsWIYBVgN1gnjBAOSMzOaNc6hgNZajTUbFYyxmhmXiTU1a854rTbNpEi3pZ/R8wCkyH4wmR0XVF4Q0XHUShSyLdlYU7sGAhE079+y0mU+CtCjCZ9MgwCG8ENvPQRAO5WVb1FxJgzFdXXrsKBowZgfN1zUZ9b7iDEmmBN8rl3X0NgleEXTGVpZvhJLSmLmgRZ4Rpgi1ZoaUNlWL+hV10CtjgBzCub4HY/MIR9HQcvxBL2gh1lvBiEEHtETc4JjiCGKiHQ0PS+K4jWiKM4VRTEVwGIAv4TUO3hMCqZEUXwFwKmxOFYMMQDBOzNjAdoCaLy2jYg3xZ/pU0CyJRlz0+ZGpW0TIPWrLEwsxJyCOYE3DhNnUik+GOGbcDA7f3bAbQIZwpRRUtYv0v8nJU+K5BQjxkQL6gHedkP+8EnnJ6N2fGVKfTSZ/My4zDPaJm28Q40RjgT+avz54JzSkaOB3ART+ErpXxfEHOEYYoguIi3qep4Qkg7gYwB7IDHEewA8Iopib6QnFy243W5MnuxV4Wxvb0d7e/sZPKMYYogOqGiUljLyWGG8R/LtBnvUztFisGDxpMVR2ZcWQlGxVftd/hSrA6EoqSjsGuK1tWsx6BxU/UytD2aoBjhNr6Tfo06nUWfEbbNvGxes/0RDsiUZ10y5Juhaz2giyZyEHHsOPuj4AACwqHjRuAiefV2gxghHApqRQVGRWsGCKAbBgCEMqX6vKq0K+Qn5rN98DNrwiJ6gW4nFEEMMgRGRIyyKYhUhxAigGkAtgDoA5wGoI4QMi6I4LhQodDoddu3adaZP42uDwsRCHOg+cKZP42uBRHMi1tWtGzcM9UTF6qrVmv1PxxJZcVk42n80IsO0rawt4PcDOaDnVpyLX7/365CPHWeM0zRm8+x5qu9rgTeiKRoyG7DrK/W5PMb8hQeb0YbajFq/2wSrCB4Kcu25mFMwB+8ff5+9F6nAWYwpCw2UiaXti3hQpj5aTvLysuXYc3yPpiBmzAkODm6PO/acxxBDFBGN9kkjoii+A+ApAG8COAZgEMB7ke47WvB4PGhvb8fTTz99pk/la4HxmqZ7tmK0nWCDYFBVhz6bFuNkS/K4YKIWT1qMpSVLw04PTbGkRMQGU4yG0JRB5xto0KoRJiCq/ZHX1a7DRVUX+RWkGu/ZCeMNwYzjSDUIrmy60ue9uoy6qDk/K8tXRmU/XzckmBPQ3tyOHLtvRtGcgjloyGxAVlxWSPvUuqd2kx0z82eOet/zsx2x1OgYYoguIhpNhJByQsiNhJCXALwGYDqA3wGoFEUxur0XIoAgCHjsscewYsXE6/M4mnWIMcQQDDY2blTt77ypcRP7O6b2GR2Y9CbkJYTGnPKYVzQvqO3Gq7NIz0uEemq4xWDBguIFsvMfL8J1ExXBpJNHMr6Xly5Xfd5CSf8PFjEHIXqwGqxoyWkJaa5IsaZgbe1a9no07vHXHTFHOIYYootIa4Q/htQ+aQuA/xVFMXBfkCiDEPJ7AK0AUgkhhwH8UBRFWV8QygivWLFiwjnDfIP7iYLY4vf1QGwxHj9YXbUaFr0lqiJbqypXRW1fWog0gFKQUBArC4gQZSll2H5gu99tIgmcqLGNgHawIxSkWFJwcvBkxPuJIXK0N8d0V8YCRUlFZ6SeP4YYzlZE6gh/C1Jt8DUA/oMQchKSWNYeAHtEUfzvCPcfEKIorgm0DWWEYxgbZMVnYd+pfWf6NGIYQ4xXhvHrAjXGPlJEs18woO70RvLcxAzvsUM4QS+DYEBTVlPA7SIJnCqd6VhmyvjAxoaNAKS2W3tP7kWuPfcMn9HExoHuAxhyDaEitWJC9SmPIYaJgEjFsrbxrwkhuZAEs2oBXABg1B3hsxUbGjac6VMIGxWpFXjl4Ctn+jRiiCGGcYRgnN6YIzM+Ec592di40e/n1AGmmhLBCnLZTXb0DvciJz4Hgy5JoZw66jGHyxetha2s7VgkCMUmoXoA6bb0WMAqCth3ch+6h7onZIZgDDGMd0TKCMsgiuJhAIcBPBvN/UaKiZgaHROciiGGGM52KB0s6iwr3zfpTBh2B1d5M+Ieic7JfQ0xJXsKChIL8OnJT2VqztFIY1Yi0ZwIAGjMavz/7J13mBzVlfbf22GyZpQllBBCiIyQERmMwIABAzLJJGOCF4EDZh0+e7372V7v2l7sdfgA4yCSkEESILCEAkJISEgogRLKYTSanGNPT+fu+/1xq6ordleHmZ5wfs8zz3RXV9+6Ffuee855D/KcebYN4fvOu095vfTQUgBC4fjec+8l5WETslUXnMYkuSPKowOuPjlBDBSyagj3Vyg0miB6l6HgybvvvPsQjoZz3Y1BhZmXeNb4WZoyOqOLRmP2hNlYU77GVpsxHsta/4YK5445FwdbDsLBHBhZOBLBiHbSoTvYnfVtlhWUARBG7MzxM9Nq44ZpN+Bgy0GMKBhB6RnEoCUSi1DtYILoJUjthiCIjLGqDTmYKM0vxaiiUbnuxoDFrCSTXKtUzcUTLzbkJ08pm0Ihlr3IpZMuxazxs5QyaWePOVvzebZDjscVj8tKO2UFZbhi8hVkBBODmhiPkSggQfQSQ8IQpjrCBNG7UG4ekQpzps5BaX5pryiPZ1vkayjgcrhw8cSLlfDLscVjMWv8LAAiXDrbNbbnnjU3q+0RxGDm9jNvx/XTrs91NwhiUEKh0QRBDFlmjpuJBm9DrrsxqHE73AjHtCHlM0bNSJq7SGXYckuyms4EcdP0m2ynLBCZQVEPBNE7DAlDmCCI3mWgGi2XTro0110Y9Dxw/gNZUa0l+hY5759yrgkrppRNwbQR01DfXZ/rrhAEQaTFkDCEB6Jq9EDn7nPuRr4zP9fdIHoZl8NFRg6RkHxXPvJBz4KBBnmgCDtQyC5BEAOZIWEIU2h03zOycGSuu0AQBEGkCXmECYIgiMHOkBDLIgiid7hp+k2YOnyqqfovQRADl7PHnI1TSk5RlKQzhSZHCYIgiP4GjV4JgkibCcMmYMKwCbnuBkEQWabAVYDbzqRUIoIgCGLwMiQ8wlQ+iSAIgiByhxxq/cVTv5jjnhAEQRCEYEh4hClHmCAIYvBy5eQrsaVmS667QSQg3yUE08YWj81xTwiCIAhCMCQMYYIgCGLwMKl0kuZ9obswRz0h7PKl076Eio4KyhUmCIIg+g1DIjSaIAiCGJjIIbVqbp5+s+m6U4dP7eXeEOlS6C7EuWPPzXU3CIIgCEKBPMIEQRBEv2NU0SicNvw0XDThIsNnVjVuzYxmgiAIgiAIM8gQJgiCIPodDubADaffkOtuEARBEAQxSBkSodGkGk0QBKFlztQ5uPPsO3PdjZRxsCHxs0UQBEEQRC8zJDzCpBpNEAShZcaoGbnuQso8dMFDpmHRFBJNEARBEESqDAlDmCAIghj4kDo0QRAEQRDZggxhgiBMue+8+3LdBYIgCIIgCILoFcgQJgjClNL80lx3gSBSgoPnugsEQRAEQQwQSHWEIAiCIAiCIAiCGFKQIUwQBEEQBEEQBEEMKcgQJgiCIAiCIAiCIIYUQ8IQpjrCBEEQBEEQBEEQhMyQEMuiOsIEQRCDl3xXPgCgJK8kxz0hCIIgCGKgMCQMYYIgCGLwMmHYBFw/7XqcWnZqrrtCEARBEMQAgQxhgiAIYsAzbcS0XHeBIAiCIIgBxJDIESYIgiAIgiAIgiAIGTKECYIgCIIgCIIgiCEFGcIEQRAEQRAEQRDEkIIMYYIgCIIgCIIgCGJIMSQM4QsvvDDXXcgp+fn5ue5CThnq+w/QMRjq+w/QMaD9H9r7D9AxoP0f2vsP0DEY6vsPAIyxNbnuQ39iSBjCzzzzTK67kFOCwWCuu5BThvr+A3QMhvr+A3QMaP+H9v4DdAxo/4f2/gN0DIb6/kuMznUH+hNDwhAmCIIgCIIgCIIgCBkyhAmCIAiCIAiCIIghBRnCBEEQBEEMHDoPAlEKcSQIgiAygwxhgiAIgiAGBoEWoHUL0PxxrntCEARBDHDIECYIgiAIYmDAo+J/NJDbfhAEQehYsGABGGPKX2VlZa67RCSBDGGCIAiCIAiCIAhiSEGGMEEQBEEQBEEQBDGkIEOYIAiCIAiCIAiCGFKQIUwQBEEQBEEQBJFFOOf4+9//jpkzZ6KwsBBjx47Fo48+ivr6+lx3jZBw5boDBEEQBEEQBEEQg4nvfe97WLlypfI+EAhgwYIFWL9+PbZt24aJEyfmsHcEQB5hgiAIgiAGHDzXHSAIgkjIypUrceutt+LnP/85rr76amV5TU0NnnrqqRz2jJAhQ5ggCIIgCIIgCCKLPPbYY1ixYgV++ctfYuPGjZgzZ47y2bJly9DY2Ji7zvUDGGNfZYy9yBhbzhi7MRd9IEOYIAiCIAiCIAgiizz88MPKa4fDgYceekh5zznH7t27c9EtDYyxyYyxDYyxw4yxg4yxpzNo6xXGWDNj7IDJZzcxxo4yxsoZY/8GAJzzZZzzxwE8AuDetHciA8gQJgiCIAiCIAiCyCLjxo1L+L6jo6Mvu2NFBMAPOednA7gMwHcYY+eoV2CMjWWMDdMtm27S1gIAN+kXMsacAF4AcDOAcwDcr9vG/5U+73PIECaIwUg0CHTszXUvCIIgCIIghiRNTU0J3w8fPrzP+rJixQrMmzcPAMrUyznnDZzz3dLrbgCHAehVvK4BsJwxVgAAjLHHATyn3wbnfBOAdpPNXwKgnHNewTkPAVgCYC4T/BbA+3If+hoyhAliMNLyCdD2KeCrzXVPCIIgCIIghhyvvfaa8joWi+Ef//iH8p4xhosuuqjP+nLbbbdh/vz5ANBltQ5jbCqAWQB2qJdzzt8GsAbAEsbYgwAeA/C1FDY/EUCN6n2ttOwpANcDuJsx9mQK7WUNKp9EEIORWFj857Hc9oMgCCKrsFx3gCAIwhavvPIKmpubcdFFF2HDhg3YtGmT8tntt9+O8ePH57B3WhhjJQDeAfCvnHOP/nPO+e8YY0sA/BXA6ZxzbyrNmyzjnPPnYOJZ7kvIECYIgiAIgiAIgsgi1157LVauXKmpJQwAEydOxPPPP5+jXhlhjLkhjOA3OOfvWqxzNYDzAPwTwC8AfDeFTdQCmKx6PwlAfXq9zS4UGk0QgxqqtUkMQTgHGtcD/qFdmoIgCILIHS+99BKee+45nHfeecjPz8fo0aPx8MMPY8eOHZg8eXLyBvoAxhgD8DKAw5zzP1qsMwvAiwDmAngUwEjG2K9S2MxnAM5gjJ3GGMsDcB+A9zLreXYgQ5ggBiUUPkgMYWJBwHsCaPgg1z0hCIIghgiPPPIIOOfK37Rp0/DUU09h//79CAQCaGlpwYIFCzBxol6LKqdcCeAhANcxxvZKf7fo1ikCcA/n/ATnPAbgYQBV+oYYY4sBbANwJmOsljH2TQDgnEcgPMgfQIhxvcU5P9h7u2QfCo0miN7AWwn0VALj5uS4I/2UsBeoWgRMuBUompDr3hCDDpoIGvRwinYhCILIFM75J0jyo8k536J7H4bwEOvXuz9BG6sBrE6zm70GeYQJojdoXAt0H8t1L/rvYDEghax6juS2HwSRCj3VYpIrGbEI0LBWTPgQBEEQBNEvIUOYIAYjjDxiBJF1GtaISa5k9FSJiJC27b3eJYIgCIIg0oMMYYIgiIFC9VLg5Ou57sUAIkcRETQRRRAEQRD9HjKECWII4Iz1UE3hwUCoHYj6ct2LoUPYUEoxNfpragJBEARBEGQIE8SgJxrAWP9HQMuW5OsSBCEItAJVS4DOA7nuCUEQBEEQvQAZwgQxqOFANChe+upy2xWCGEiEu8T/QDq1iBOERkf8QKgzrS4RoLBzgiAIImuQIUwQ/ZlYGOjYl0aIZZqDxVAnEOmx7ovneHrtEsSQRHffNnwIVP4DqHknN93pC2JRoPtErntBEARBEEmhOsLEwKTrkChRMuKCXPekd2ndAXgOAe5SoGRqGg3YNKA9x4HmDfH30+cZ12nZIkpCuUuBwnFp9IUg+opc5+ZaTET1nOzbbuSC9s+Azn2AMx8ompTr3hAEQRCEJeQRJgYmLZ8MjdIkMSmsmUdS+16q4YNeGx4c2VPMwwnaqRQTFATRH4iF+qlI3CAO741ItZPllAyCIAiC6KeQIUwQvUnWVGN7e+Bsp/0k6wRaRY3Vlk9S2G6uPXdEnxFoFWH+fU0sZL6cxwB/Ovm/KUCq0QRBEATRbyFDmOjfRENA204xoOwuB0Id2Wm3/n2gpyY7beWCUCfQviv5er76+OtUvcqpIhsc4W773/Ge6KceOyLr1L7bd1EcdgzQ9l1A3XtAoDn72x/sgk48liDyY5DvO0EQBDFoIEOY6N+0bgM6dovcuqaPgOq3M28zFgV8NUDDB5m3lZRMPUIW369bIQbyycIPPYfir/X1Z3uqhJcu15x4GQi257oXxFBDvuYivVmXuY88wsF2INTVN9sCxHO44hWLD8kLThAEQQwMyBAmzGnaAJTPz3Uv4l5MtdcwGshNX/oTPCq9SMP7Eg2Jc9vwgfDSpbztbA90OVC/OsttEkSGdJdbfxbx96/nUM1SoPrNvtteuA+NboIgCILQwRgrZow5M22HDGHCnO4+LpPTvse6bI+egSTCkrMcQZWBrA/T1HuGs02goXfbJ4ikZHjfcQ74qqw/r/wHcHJhggaGcnjwUN53giAIojdgjDkYYw8wxlYxxpoBHAHQwBg7yBj7X8bYGem0S4YwkXtCnaLkRsNa42exBArF/QXPMaDKhjfGVwd07DUuD3tSN5itBIB6i56a1HKMWz8V+zuYCXWJ/ST6N93HgY7PwbjFPdOr+bxW9zUZi5lDIdgEQRBDiA0ATgfwUwDjOeeTOedjAVwNYDuAZxhjX0+1UaojTOQeOexZb2i1bAN81eK1leFnVU84GgKcedntpxXNGxN8qBqs1a8S/0dcGF8W9gBVS4ARs4BRF9vbXqDFuKx8PlB2HjDmCntt6ElkDIQ6gYb3U2uvc6/4M6tHDNj3/lsRaAHadgATbgFYjubz6t8HIh6g7BzAXZKbPhDJ6T4BBJsxPNQN4MZc92YIQYYqQRAEkTWu59xYv5Nz3g7gHQDvMMbcqTZKHmGifxLqBLr2x997T5qvZ1ZP2HMcOLkACLZl1oewF6h4TfSlt4j4xX9/CuHEVvl5XQeSf7dmGVIeoPaG97lth/Z9quHaLZsBf31ika3ucqD2vdT7Zhs5b50DnQd7R32YSBP1NS7OE0tU/zrrSBNLvprs5RKHvUDzJ2mrrI/xbwCaN2WnLwRBEATRh5gZwemso4cMYaIfofJKNn+s/civCrNNJgrjrxX/M1Ui9p4AYkHAcySzdmwhDdxDnebhtrLHtm61UM9OBXVOdbDZqBRtWQZFwnNMt6A/eXoS9KXpIyDQy3ViZVq3ALXL+mZbAx158odzoeDe66ieK6GO3p3YMsNuOTFfrYhksaJ5o1CBT7P2sSvm7b1nWagTqFiYeaQHQRAEQSSBMfaTbLVFhjCRmGx5M1q2AJ6j2WnLNv3BYEvQB1+tcVn9ahFSbDag7DoSN/IVdN6hVp2nFRBeqURYlkGRCNs1HPrD8c4xzZ/kUCBtgFC1WPxv2gBUvNw727A6B9VvA9Vv2Wkgs+3Hkgj66VMRIj5x7zetF+8bPjSq9vfn66rzABALAN7KXPekd+Dc/HlNEARB9DqMsbdUf28D+JdstU2G8GAk4steTUmeBY8NjwFdB41e3sFG7QqR82uHhrVi4Kv30MiDXbNBrz4EHBATDGo6P5deqAba7TuT96en0vqzfjkAl/dP6ls0IAyHThvh4dnC7Lh4DgERmx7AoYqsBeBNUJ7ILt0nRMhwQqzy33vpug57Uo/akJ+zsre6xyIVhMgNXYfE89pbkeueEARBDEU8nPOvSX/3AFiXrYbJEB6MdOzpX2GaJ16yv26oUxg0gabe60/KWAyk9bl6gQYh8JUMHosbnt0Zesm9J4zLyucDwVbj8myhzxnm3IYxkm30HjXJg94nYewSUWmboQ7t8qZBPuHTn2haD9TYq4WdHzURmbMiE7V6u5NhpiQyzqXPsqVyHQv3r1rI/Rl5cqvPn3MEQRAEgF/r3v9HthomQ3gwwjkGVnkO1eCvXxnACQal0aAw8M3KIWmaMGnD7jIDKZxT2+HMadC8Wfu+YzdQtShDAyBNmjboFuTgum9Yo33fV3nJgw3P0fQE7mJmxlyG3l71fe2tsBZCa7MRbdFfn8WVi5LUQk6D1m1pi3n1a/plVAxBEMTQgHN+EgAYY6Ol9xmKAMUhQ3ggwWNioJh0Fp9n5jVQz3pzLtWQHbgDAcZDFv2XBmwVC4Dqpak1GpUEf/RCUr4qG7VlEwwUE563PhxQa3KUzcK0d8ZzGNt3if9Wyt5qoqHM1bzVhLuER1Z/fnuS5EX3Kv3U8OnvNH8M1LyT614I9Macv958vY7dvd8XA9nyCCfJY04F5bkV64Owbrq/CIIghihJRG1ShwzhgUTULwaKSQVJMvAIRwPCuyfTsVvUkD3xYmJF0/5KxIfxvg9EuLiCzmiKhYBQ1iaXhNhVIuyqyAK9MwHRrPeimlD5hrVnhzFzA8Ag5GVCwxprYyeVfVVPGFS/bfy8pyr+OuxN/TjymMg3HozerSGB6nybTS6lej1EA1m+F6U+lc8H6lURBdEg0HU4i9shskK2wtEJgiCITMj6w5gM4cFIJqHRrTpBpp7q+OuG91PsR6pGBEPa/bbaVkSqT5tIDKpXMRk819jxPuu+F2y3CAHtRXrDCEwYNpwFQ8NswFq1CMPCKeYOd+4HWrcKkZz+QioTKEQcfQ43ICZjfNXG5YC5wdu5Lx4FkgzD903aU3tj1f3gYVEj27xhe9vvbXosjluf00+OB0EQRCbEIkD7bpp4t0fWH/xkCA9U/I3CmxAxG5xZhEZHQ6nfaFFf/HUq+bueYyKHNlktX88xoD5FA9sMeVsRP9B9PPP2bNNLgzHPEUlUSwozzEkIpoxuH1PxjHXsS2EzvTewVYSSPMfsCd507hf/9cJguUQuOwQMvnqtnizes95KwK96VpmdQ6sIkK5DUvSLz+TDLF+fAzXdRJ8TP9gIdQFVb1r8thIEQWSZzs9FdY/+NPHefyGPMCEhD9RNPWwWHuGTC4C6lb3YKRVymYlE3s+uI0DzxvigM9KtDWlNlWALLIW35EFnoCVeosQ2mdx3dge78nrStjr2CC+Ura/28YCap6Com5L4WS/vB4+J6636LcBXl3hdU0OoH1H5Rq57YA8eA3wW+bVq7ITV26Vxrb3wfzVy7rqc828m/GbmWQaST6x4jpg/c5RSZ0Bqz5g0nkdWYl9Zg1m8HoB07hPaA+pc54E6aUEQRP8nJpUUlEsLEon4abYbdGW7QaIXsftjnCg02io0NRYFKl5Oq1tp07JJ14dQdoVWPIeB0rO1y2r/qX3fbVJ+KJv01AhjsOS0xOtFg0DnQd2ywVjahCErBq/+XpDDS4OtRgEz/Xd4BKhfBUx7FHC4M+8LYU3rdqDrADDpzlz3JDH1q4FgM5A/Vlpgco22W0RlRLyAu8S6bc9h8cec2uWpluLJxBjrT+X0CGu6TwCFpwCuolz3hCCIPmOATx72IZzzA9lukzzCAx4OtGwV4VzqZYgBlYvteWMAgEd7o3P9n6b1aX7R5oOreQPgOSQMr0REPEDrlni9SiCjge+JdQex+bdJtpkU2XDsK29IBttpV5Wxad5o7zueDGs4E9YEWoHGdfEQ5ET57Zyndo1xbqvObyQYQXu5zYiEYIYeUx5TpZ1Y7Es6z1i/Rf/DHnsq7WbEetvrMAgHdX0hlhUNid+j+tW9vy2CIIgBCmPsOGPsXcbYLxhjcxljUzNpjwzhgU64W3hcNHm2XHgpIt1AfZJQ6LDXvrE80Am0ZLExabAb7kq8Wi8RCUbga7UWT9rx/DrUbC2Hv13kknYeaELzoSThwH1CPxokt27NdQ8yI9KPw7eb1ov0CCXEOMF5tytCJdP8MVDxqnm4ryqKYtOv38OaHy5BJJDEaLYKedZjZXy3bhf1eCtetdeOgg3jv265cRljotxb44cpbk8i5dSQRG3l4vmXg2dIn0wGShMpgy3/nyAIe1AKhl3+DqARQBuAmwEcYIztZ4z9F2Ms5TA/MoQHIi2b4iHEfinUWZ1bkMrNVP2WZCwPgRuw5ZPstdUn6n7W52TTb1Zg2TdfAY/xhH3556MvoWl/LU4s3IN1P02xVrKtLmbxuqEfASP+JuFdNaPy9b7tSyqkci5r/pl8HTXdUui7WbjvyYXKy8bPRS3pkDdJikGbuu63dC+Z9T9kUf86jf8InAAAIABJREFU2CzSOlL2+GZwvecilywaECk0aqrfTD3EO2N6+zmRhqEd7s7Cb4K8XXoOEgRBJODrnPNvc87/zDl/EsBVAD4C4AHwx1QbI0N4oOMzE5cy+SG18obKAyq7okZhT2YehVhE5MP2Grp97zqoWp7CACfUpRsg6+iL8DWPdcmfxr0iJ3b3K5uSnrvaHRnmQWcSNprNnO++IBYF2ndl2IjqGoz4hLq7P1HZqATULQdq382wP30M5yLUHxCRKcmI9q4HLORLQfk7aDHp0B8wuw/70gg9udBcMbpqEeBXRxUNwhIgiUKjo0Gh6J7NiVYiPXx1OZiYIQiij+lijF0gv+Gc7wVwGef89wCuTLUxMoQHI2Yhg2qRKG+lMRzQbkmMqiXCi5xOH+R+nHzN3rZ01O+uwqK5z6KzymKwambsd0t5oFblUqzwN2jf85g2NLIvVIVteH3qdiY3NMeeO1F5HQ2l4EmylbuZTe9FNr3LKShbq+narzOE0+mT6jvyddSVdX2HvqHrMNBdntp3EtaK7nvCPelMvGVyLdr8bjbE8KoWZd5GKvgt0itSfb5mRD9KrwDiNaGTKdEnpZ/t10CkfhVQ/Xaue0EQqdEXGgSDiycAvMoYe5kx9hRj7M+Iz8DmpdoYGcKDBtWNpDPSXDFdKZDGteLHwqZn1tvkQdifYj1VK3Ecu/l4JlRvESGRrUcazFfwHDKpIaw6Lul6Nn3VouxUxatitrl8fnrtqPC396C7IX3PujNfCL6fcuGpSDbwbtgTjxoI+azP+Yb/XIaabWqjpzc8OwnazGa4ue46YIiJ6z4ZeiGhTGuJZlLTOpu1ddOlZTPQ9JF2WdcR4GSC8k3pnMdezIsMp+IRlsmCYReLxhJvu6cyzZZ1gyb98ygWzm4ecLoM9FSHgd7/oUq6k6AEkXPomWMHzvkRAJcAWANgLIByALcyxooBLEm1PTKEBwvRHsvBzxj/x+bfsTFIjwQjeG/eq3j7vr9m0jsjbTuTr6MnJh4SloYwYBLOnOZMm3qGLtQe93LJZXoy5JP/XY0VT6bmGY8Ew9j9yiaEvAFEg2qDzfjwZI54/8s/iHsjI37zQcJnf9uAhj1V2PyMSmm64QPTtjVkc7DYvCn5OmniinUDvprkK+q9dJ5D6Xvu/E2ZXS/qCa1Ehmdf07Ip9XDmZKJygQT3dBrEonFj3N+RG/GhZd98GW/fn+Xnph3qV9uL2iGSw7m496xKsvXWNgmCIAhLOOdRzvnbnPOfcc7/H+e8jXPewzn/VaptkSE8UGj+BPDVJl7Hbp6vTALVXM45elo86KiIe1EjwQQzrYFWUf7BLh0WNTl1dFa3YdHcZ9HT7IG/SxgGFR8dtr+dPsDf0YNtz65Nrk6rouWQyKnjMfuDnvK1B3Bk+R4sffDvyrJo2BjqHIvGLNvtqDDPFT/+/j7jQt311FnVmlx4KBN8VbkdBHafEIavno696bWXTc9EKoZn12HrsjvZJJVz1cf5k7FIXNRpx/Pr0m6Hx7jpPZbkS4gEwwh0iOeV2ijvdRrWxu9bGyWmsofJhONgCPfjMXHvWUU48ZhKOVu3vz01Ig2JIAgiIYPgWTmAceW6A4RNzAboWeboyr3Y9aKF9xhA/a5KTLniDPMPa98F8kYBU+7Kap9WPyWUcZc//irOuPmCJGv3BcYH1t7XtuDkhsMoGlWCmV+/IqXWIoEwGvZWYdQZ41A8pjThukWjSgzLoiGjUm0sbK1e+8nvVuOB5U8n3A7nHEw3iN38zCrUbCvHsAnDcdtfH1avnbCtlAk0AYXjk6+Xad1XGV89UDRBvLaqKR32mC9PhjpEONXardEA0LYjve22bBb/p89L7/sDkZ5qwBGvmqC+L8aeN9HsG7b49IX1OLHuYNJ7RiEWATzHNCHRsXAUDmeSOeeUJlsSDJrU4dY9VcCw6Sm0mwkmz4GB6tnUGL1J9qFlq/lvcywKNEglDYfSfUgQBDHAII/wYCMDoYhERnB+aWFym8eqvEgGlE4aAQAomzIK7mKRA18yvgw9zR4smvssvE1ZrGOZqrEiIduMdkMwoypD9ch7u/HJb1dj+b/YqEFqcvxj4agy4Gw73oTqLcfRIClKl00ZpaznKhZGQn5pYdLN1O+qVG1TtC3nDnfXd2bNw3Vk+W4smvssFs19FkdXyoZAeoPnsC+E8g/2p+RhB5C8zjaARIZH5aajtgTLUg6RzqZ6secYUD4fDp5GrmxC+pGh07AGqFuhvFWLwplNIAFAyBtMei2fWCdU56O6ySUe4zj0zk5jhETrVsBXpYkOCXbbyDNPNNF54hWteJ/t6AAmDLIsaBoMKbwV0gsbzzmrkH59Xn0sKia3qEYwQRBERjDGfmDy903G2IXptEeG8EDA7sw65xmJUVkx5uxTcNc/5mHKlRbe4F5Ezmk99eoZymtnvgsrvi3qhR5867MkLaQwWJc9eNEQ0PG5+TotWwyLnAXCyGw7ak8t99jqeNv7F9v3+u1btF3z3uFySGGbHPW7KvHBj5bgk9+txub/EcZdV3V8YiLSE0bB8CKMnzlZWXZy4xFUrD8kPMCqnOIjy7Rh65GgdoJAvS7AEYvG4GuLl6yIBMI4uurzhEbpx796D7tf2ay83/Xixwh2B9IOJdy/ZDs+/ctHqN/VC+WaEoR4bv3DGnz83+9ZfJrg2qtbDVQm0HRIc1JGg5xXLClWO2N9oHSegECnD3te3WwwKnsDdVSEVcrC0gf/hiV3Pm/Zxse/ip/XHX/WhlfX7TyJvQu3aNIUxMaEodN2PB6a3lmV4QQhj2iMfHSlkBoSM5n86LR4tg00MvE4cw60firKmyVsP4VtRFSRI3ohtJOvifJTlXZy/fvRBFM6+OpFhEZ/ItSRnWcqQfQqA/ze7ztmA3gSwETpbx6AOQBeZIz9ONXGyBAeCES6+2QzBSOKAEDxvMq4i/ONK/eReI9sYEUCYRxbJQZwEX8YpROGAwBGTh+bpIUUHyw8BpxcAIStVFeNXoKQVygxd9XYU5rdozIAmRQyaeW1UjPmrFM070vGlykhoBv/a7lh/dNvPE/xChdNLkPxuFJhbEJ4uLb96QNsf+5DdFS0aIzWwpHFmnaCHq1HSx82vXfhFix77GXh2V2xF2/d+xfsmr8xoVFa95nxs55mjyhflAwTJeeeZnGPBLoyVHlOE4NnsfuEJDamo261KEfkr9UOnNV0HbGncJ0Mu57Dts+E1zDYlllJn6aPpRBf84mDfYu34/Cy3ShfY+Mc2yASjGDfG9tMJ1zUxrZa8V6OQLAT1aC+Ris3amt6h7oTHyf1PnLVtoIeP46t+jwjxXjb0QWMwfT5582wrvhgINAEdO4FmjYkXk9vbBsmFmzm9tkohZcy7XuAqn4oila/0n45xr6Ax0SkXGP6WgEEQfQrRgH4Auf8h5zzH0IYxmMAfBHAI6k2RjnCA4EsCN+EeoKIBMKKwVW386TGkzXrkasQ6PDhwoevwtlf/QI6q1qx+ZlV8DZ2wV1kYginqhprAuccdZ9WYMLs00xz6NQDXLVXJxIMY+TpY9FZ1ZZeaRQrKt9IS+BIHZ4di8aS5gMyp0MZHMv/Qxa1Tms/rUAkEMbUL56J2h3aAWzhyGLEwhHLcjWzH78GzjwXfG1eVDVUo/b1A2iUwqZ3PP+hst7aH78JALjs6RtwfPU+nTHJNSHzo3XGOHhM40He9VJ83VgktRDqxs+rMfL0ZBMbMK1lyqUBq9oznRIZ1nSN+EPIKymIL2jdZlypc78wgP1JRO8MyucZkGy/Og8AHXvE65p3xH+7OY2ca+0AuWb3hK8k/JpayMpiBcCR/Kdpz6ubcfz9fSidNAJTrzlL85la4CriD8Pb5EFPddz4TJZSkcxQdhXE85Hrdp7ExNmnaT5XCwuGeuLPKF+rFzvnb8TV//YVDDtleMJtZBPOOerXHsdpk6Yiz2xicyCinpALe4Q3vvAU6/VlPMcBh1O85tK1GAsDzGU0dGv/mZ2+9gbtyaKhMiQaEL8triIhCNa8CZhwkyYXf0AgT2b4agH0Vc48QaTAYBAW7FumAFA/rMMATuWc+xlj9urCqiCP8IAgvXCJnmYP2k80I+wNYekDf1O8du0nmg3hnHsWCFXX/GH5YA6GEaeNUTyD7sLe+eHb8ed12PSblRrjSY06zy/sDyFvmDA0Iv6QMgBPxfAJ+0NYNPdZHLfySKVhBMeiMU1IdKAzefjpKbOmGJZFAmFTA2HTr1dg6x+k2XXpYTn1mjMx+4k5cLpdkueLY8pVMzTfKxpVAmeeS3ntcDvRcljks1VtPobKj4/G90EyWAvKiuAqcBvKU7Uei7+fPW8OQt5APFyaxzTh1moMRrOyvfh+fuWFh3Dv0u8AAMKywcBjwqOaggp5WKqP7GuNXw/NB+s011BCmjZq3vravHjznj+j+aDR6FZz6Xe/JLavr7MdNbkOusuNy0yxNsJqd1Tg6KoUQlsDapVwkx9bu7nIWRA+0obUJ9yYrbViCSaR5EgJV4EbYX8Y7817FUf+HE8tWPmthap1jddI2zFjmkMkGMGeBZ8g4PErkRUA0H7CKNymnjwMq2p3y55q+d7sKw6/uwsN605g6QN/69Pt9iryNRkNAVVLtOHj0ZCIctClWjh4EGjeoPUOxqKiRnzrNhHCHN9A8rJfvUI/CY88uRCoFGKVaNsh8qHVx3jAwHX/CSJNeKx3RQAHqsBg37MIwHbG2C8YY/8JYCuAxVId4ZSVhckQ7q9EesQMZsC83E0yOOdY/virWPODxahdqQ3rW/+zdyy/pxZY8jaJ0E210aQh1CUGGmnevLKR4W0wH2yovcBhX0jxZERDUQQkYapjqz4XIbU2kMWsDixJU43XBF+rCMmVB7Z2+hLyBuFwOQ3Le1oSh8C7i/Jw6hfPxBU/uAkzbpkJZ55TMYS5zoN187MPWraz5ffvmy7PLy2Ep7YDkUBY42k/81ahP3Dnwscx8vSxWPrg3/HW115A074aAFxzzagpHFFsuly+rk6//lyUTRoJp9uFolEl8LdLRuyJl4SCc/NGy31Q03a8EU37aqW+zgQAdDd0Yt2/L8Unv1ttqw29J2jjfy9HNBQV4fgJrm9XoUgjCPtCqNx0FJv+Z6XinTZiN4zS/Pu+Ni82/WYFds3fiI5K6bngq0/WmL1tJsMkNz7Vto+vFiW6Qr6QYR+j4ShajzaIY2fzeeJ0i3tIXVO76UAtFs19Fh2ScepwOeCpTZyy8NlfPzIsU3t0p33pHBSNKsHhf+7C4X/uwqZfrUBIJYBVpEkliJ9jOW3Dp7qvI9KEiTO/bw1htbHedrzRMPEzYPE3ilQWPXJqi16N2yx6Rg5b7rZRKzjYKn6TFUEtq3t6sHl4pP3Jpohfn0NGBqHCV5v62PXES0Djh8nX6wtatgFd2akmwxh7hTHWzBg7oFo2kjH2IWPsuPR/hLScMcaeY4yVM8b2Mca+kJVOpADn/L8BPA6gE0AHgCc45/8l1RG2HvxaQIZwf8VXC9SvFqFZJj/QIW8A739/EfYuVA1QVet1qQRa2neLwXK+5FGVPW/n338pzpo7S9PuiNPGKK9l48qy/Ej1mxnlMsq5tQ17qkw/V4s0hX1BjWEsezcB+7m58vbC/hAa9laplIrTIxaNoWqzOObjLxRe3mCC3MHuhk5EwxG0HmnAiNPHGD5f/7N3Fa/1kRV7NJ9xzhH2h+AuiudvO9wu4c3iXOPVmnHrhcq5VnPlj25WXpdOHGH43JXvUvpVs132XsZ/KFwF2tzxQ+/ukmqmppb/JudHTrv+nHjbhXkI60WNIva8/R/86E3l9fBTRwMAds7fCECb5+lv78Hm365CzXZdjqTfqPzaebJV6lfiaAj5fIR9IWz9wxrUbj+Bjf9tzNcGADC7j1vzH+f28niKxMG3d4oXtlSvs0Aq5dt8Ri+6OtQ4ZKKifPCtT7H2x29h72tbYEutV4U6lF++H+ulZ4p8zyfCrC755v9ZBQCY8/O5ABOTEPsXC49y69EGzX1+cOlOLJr7LAJd8SiAWCQKtzRJcnjZbiVyJSDl2xcON58kyjpSiP6oGfGSZE37a+0ZfWr6q9BQwKKMWlqTszrj1ax8ma9a/CY3rpO2obtWmzYkj2TpOiS81RYpLf2SAR26SQYwoaOnRoyvUypbJ3+3MuvdSYuu/UDLJ9lqbQGAm3TL/g3Aes75GQDWS+8B4GYAZ0h/8wD8NVudsAtjLB/AmQCKAZQBuIUx9vN02yNDuL+i/iE3mYXd/fImdFS04NA7O+MLA/Fwvj0LjTfIHa89rrx2uJw4955L8IXHvogb//deZbk6ZG/M2SK0dfa8a5N11nTpgbc+RetRi/IS0ArOHH9/n+FzfZ5dJBgxFe6yW85H3h7nHBt+sQy7XvwYtTtOGMSg7NBR0YIldz6Pz/+xFQBw+g3nAtB6p9TUbCvHiidfw5t3vwBAKEzLKtwFZaKkka+lGyfWigm53S9tQmdl/LzHIlFEgxHN+XG6nYiFhEc4EoxgzDkTcMm3r8OF37jStA8l48uU12F/CGWnjsLES6YBAC548HKUTh6JCx8yflc2sp15To23UxiJHFHVeVIb6lbI57p4bLxusqvQrTnfAMR1bzagVS3rqIhHTMx98VEAIjy9YXd8ckUugfPPR19CzdZyRVVboW4F1INg2WMNAAwWgkMSsrGj3l7DLvOJnUyFdRzueBRBOtdsn9G5F7FoTJOnK0dOAEDYH4b+mIakCAS12jI4Bzr2ifxNE+SQaHU6gjxel1Wjp15zpuF7Z94mIhzk5xsgPNI7X/xYMVTlSbfhU0ejbNJIQxvB7oAS8eBtFBEtR1fsVUJpo+Go5nzJESxhqc/ukuT3ScbwmCKMpb63zCbJkpJMVMqKsBeoW5VSmkNK2BmU9lTbK1tkcZ1ZcuJFY5WG7uOShzrBb1KrZGBzfSpMfzbYBrAhTOGmhB75eRC2F03Y++T2/uKcbwKg9yjNBSDnirwG4Kuq5Qu5YDuA4YwxG+IMWWW51I8IgB7VX1qQITwQcBkVhX3t8XNuluM2+/E5GDYhLsZy4+++phFxGjl9rPK+eOww081e9r0bcc3PbkfJuFLTzxPBYxz73tiGtT9+C576DtR+WmFYR73dz/6mHWjVbCvH6qdEfpKrwI2IP4RoMIxCSdlajdNtDDM2QzYe1KrHm36zEht/ZVX+xprmQ1qvV/EYsS/yuYhFolj64N9Qv7sSALD5mVWGNuQapFOvPRsAcPG3rkPR6PgxWf10XJk7EoggGorApTaE85yIRqIAj4nP8t2Y/uXz4bIIuxx1xjjltb+9B/nDCnHNf9yGB5Y/jfO+dgkYY4pxuv3ZD5Uw1WgoCmeeE4wxzbUmri9hhBeMKMK5X7sEd73+BG747dfw1Ve+Gd9wpzYnu36nOCZ5JfFJjfbjTWjYVWUMK+4xMyo5wr4gFs19Fu9/f5GytHhsKT5/fSveffhFzdo7njeqhYb9Icv84ffmxWs6+zt7xECq67Dw4sjlVqT/8sTMgbfiAlfqCQcNGXpV5PJhgHX+tSnqY9r6aRbryloPMFc/9TrevPsFRZRKHc2hnjg5umIv2iuaFR0CV75LJW5TDbRtNxceQ9yoNMvLl8/tBJ2IFRA/ZwXDi3Dm7SIi5tjKvTi2ci/efUh7bApHFGPCRVMNbZz86LChbvjBtz8Dwl3w1HWg/XiT5nkrR03Iz7k8MwHCXkQ9IRn2p66FYCZQd/z9fRrRsVBPEPsWbdN64Tt2i+9mS6m686BW0T9gVbJOuoYYEwrGNctsNN5XHtocGWbREE7pWZFmOOUANoT79QQDkRMGdIRDesyfPx+zZ8/G7NmzAWC0ja+M45w3AID0X1YynQigRrVerbSsL5nEOb+Xc/47zvkf5L90GyNDeCDg1M7gtx1vVNR/AWD3K5u1nhQAw04Zjtv++jDufuNJTPv6hRh9phg437/se7jk29fhmv+4TVm3oKwIYCJnU427KM+ghspjHJWbjmqFnUyUadXiQSu/tRCbfr3CEDYc7NaGLao9SGrDMb+sEKGeIHiMa/JOZc+OXY+wVdiy3fq/GnS/rQXDhYEuh3mveup1hLxBbPzlck3IpMytL3wDjZ+LZ4nT5cQDy5/GGTedb9nHsLT/6txCERotPMLRYNiWAM/1v7lbeW3mGVJ7dOV+R0NxT7T6vIZ7gsJQDkZQPKYUMx+8HA6nA2POOkVbDqp1mxJaqTZazPprKEtj8JoA6NiLpv3mIlb60k8AlGtfXQf77fv+ijfvecGw7pH34iHpzjwn/G09MB1ISTnFZgq8wyZaqAH7k+XzJkZ97CN6cS67dEqhYIpxnOKAoNYi7FtFLBKFp054yt6btwBAPGQZiBuFnHPseuljrPn+YmFEQisshfZdUoP2PcLybsnbkCeoAOCs712OB5Y/jTzpGncV5il5y7JYoPq7I6aNAXMw5d6WkUW/9NevHBXyyW/Fs0sdlq8X9Go6UIs9r2UtrM2c5rgIoTpKIS2lfV0OfaDLh8/+tgGbfhOPrtj+3Ic48OanqFh/UFqSRQOEczEp1roFaDLmdCt0HjBfHu0B2naiIGqmudHHhpIc8dFTBTSq9sUqzDtbyJUerI6RFS3bzOtRDxjIECasGDrXxrx587Bz507s3LkTADJJ9jcbNPT1gdzKGDs/W42RIdxfUavO6gbQJ9aJGd1hE4Zjzs/nonb7CRx8+zO0VzTj3UdeVEL1AOF1G3FBPD+MMYbpXz4f+aWFmmUPLHsalz51fdJuffqX9dj6hzU4ulKlXKsOD5PEe8ImSq7vfP3vyutIMGIYzB98SwyG9V7BwuHFije3QGUIywPRaDACb2OXpYfvxMI9WPmdhdi3SOT4RfS5qEguVGVA9Si45me3K32p2nwMPMbRXR/3WgRNatuWThqBOb8QkSbjVSrSey0Gx3LIpiE0OixyhCPBiC0BHnXJlmRhzIF2yRBWhWQXlBbhrtefQOGIYqksDEckGLb0QitI+b5+VSSD2jN/1Y9vAQD42nV5wWYzt+FOVH2izXGc9iWRbzx8qnGiU/aGqe8LGb1Xb/fLm5TXo886Jf65T5oAVfKJRb80JZPk7nlTGDTGrEsJhbxBbPjlMnjqxf0lGzDOfJdRpdoSq98nycvdbSGEZ0UgeSk3/b209sdvKcscLqdIH+gu13i4ZeRrCmFvUmEe+RnT06IKb5OeHXIesnpipHiS8NQzh/jZc+W7cfVPjaWe3vqamCA59WoRVq2/r+SybnpPsWxAF5rUBJfPXfG4UhSPHYaNv1yOw+/uQvnaA5poGM65ZkIwI6RJJPXxSe3asab5gJiIUj9za6Xce63RL9+/GY6Tug6a1+XWo8/3V1+vHbtRFkpBcb23afoI8KqU5BvMRQyzR5pesK799mtXDxTqVgEtW3O3/VgYaN6cejg+QfQdTXLIs/RfnqmrBaAuFTIJQGaz/KlzFYBdjLGjkmDXfsaYMb/SJmQI91d6zH94YtEYyqXyP1/+/X2YcNFUMAdD7Y4TqFh/GIEOH2p22AxDc6dex/LEh2K2v7u+w3wFKWfLqi6u7L2Rcwa/8C9fVD6Tl+nLCA2fOkoZR6lDo2VP3+5XNuG9Jxbggx8tMd1m54EmoYacYABoZhwnQhYSu+Znt2Pi7NM0dUVj0Xj/p1w1QzFiJ19+uqaNCV84Ffcv+x7GnTdJ+l7M0lsje0rVBqczz4lYJAYeixrCpq1QhyNbbUv2tPs7hREYUXmEmYMhf1gBCkcWSx7hmD0jXPIIB+Vw8Dnauq+ywSI8sMmp3R4fQF7/m7tx2fduACCMG5lr/m886iEWjqL9RLMmXQCAqbdepmT8cMlo4PHJKHlgLRno+gmA8TMnW177pkStc30rNx1Bw+4qHH5XeEbl8xUNRlCxLoXwRikPqiCq+q2KBoCWzebrd1qUF9NjkXtXs01bJqr1aAMKRxTD4XJi3MxJ4l5r3mh67JUJNE0orvkAXs4rDnmDygSLbIzK50C+L0+ZdaryPbmEkavAbYh4USNfk063+bU98ZLT8LW3vo0bf3cvRkwboxiYTAqJvn3+o7jhmXvE7khiWczBNGHtn76wHsff34euaiFu+NlfP8Kbd7+AivWHsOE/E4fzvvPQfCya+2xSz3KgU1xjrpI8uIvyELYhIJaI7oZORY1dnvBTT17KEw1ZDacNdZosHCDenKiN450sj9VXB9StzlK+6wA5btnC7Jj564CuFD3j2aRzH+A5DJx8PXd9IIRooOd4rnvRX3kPwMPS64ch8nLl5d+Q1KMvA9Alh1D3IbJg140AbgNwq/Q/LcgQ7reY/1ip887ksEzZuIgExECsZKzNnN6yc5Ovo0ItuFL+gfpHRN1XMfixMgZkT97+JcI721XdrqhSy+Iy6lqwgNYLrA6NHn3meM36nSqlbJlEdWDn/HwuzvvaJaJfm1PzjMmekPEzhTfX4XRg2vWizIpclxcAqj85hvX/IcpVnXffpZj1yFW45me3K5+rvaKyh8ys7JAcMq0W4JEH6NFwCJFAGM6CxArHgNajrA7dVKMYwm1eAEKRWm/ouovzpXMswrLVBqgpte+K/ZAmBc65a7bmYzmU2m5daLlOLACMPH2s8lq9fyOnj4OrMA/Dp45GyzYxsaT3CiteyUCD4umTKRxZjGgwIk3M6D1b8fN20ePXAABO/eIMdFS2wlPbbr9+cQLVSlnNWJ58Oiopicv7qBgfyRR9pfrYDq6a+GhYY72+iYq2+Xp1phN2p149A2fccoFmWaDTh4IRRXAX5CmTTvtNypgpzw1VWK8V6qgT2XMvX1+yMr5DSju49j+/qqw75cozMHzqaEy7TuTm55fFo2PUyNekVf3jssmj4Mp3Y/SZ4+EuylMm2sI9QYw9bxJKxpVizNkTMOfnc5WJn7AvpKkxXCBN7DXtrwXnXHmubn/uQzTsqTIosne49TwDAAAgAElEQVRWtSoGt7yvh9/dhXe+/ne89+QC037Kx2b6I19A4fBiQxREqgQ92vSF8rUHNPdjfFKRIy1jOBYWxmOgVeTin3zDvJ5vKFG1gL4x9qq3HMeqp143pOeEvAEsmvss6ndXAZ4jFt+W6KlKfr03fgj4axN7EEMdQPXb9gzv/kZPtcVkRzbo5Wsh7AWql8b1IwAx0di00frZLD+7ebj/KrIPFZrTFALsbToPCD0P9fUR6bGOIuM87WuJMbYYwDYAZzLGahlj3wTwDIAbGGPHAdwgvQeA1QAqAJQDeBHAt9PaaHr9ZADAOa8y+1OvkwpkCPdbrB/ec196FLe+8A3l/cyvXwEAqP/sJApHFmPy5dPtbaIwFaE3hpMmZUbEho21WtWD1HsWf0t5LefsyWq70288D9f/WuStln9wAL42L1Y8+RrUqL1uaqM4z4b6aeXH1oMQd1Eexp4vvLEH3vzUcj0zIsEImIPB4YrfQq58NyKhiMYQVlNQWoSz77jI0gv18a/EhNuky6bhlC8ID9Z59wpDXRbWUht6jjxhFEd6/Aj7QrbVYM+952IAwLBTzEWdZMGuHmmCQZ0jLJNXnK/kCFt5hD21HUqpJBl58J5fqu2rnIcZNHgJrZ9p+cMKcMdr/6Lxxqv7WTC8CHe/8QRu+uP9igf3ul/eoWlDPq4AsG9RXJTpvne+q1yj0UDiUFJ5IibY5VfC4P0d1p5mDXJZopatQON6zUfturx/WYTonLtna97rcwtbjzVi9b++oc23BcDUz5RsqGU2fmhqUBePKcXFT1yLWY9cpSzztXlRMLwI7qI8hKR+6cueTZ1zFiKBMKIh3fH2lgP12rBROXpCjgqRJx70E3Bm9bpLxpXilmcfVOpfy+ds1qNX45JvX6espw6rdkr3mnqf1NEV7sI8xWMvap7H0w4mXDRVMarDPSHkFeXhK39+CGVTRuHqn4jQ7N2vbDYt9RT0xK+jSDCC1d97A+v/4x3DpE2wOwBvQ5dhORAPVc8bUYi8knzDdZEqO17Qis99+sJ6zcSPEnqdTmkPXy1Q8Spw8jUxedZTKXJbTcS6TIl0i5B/uwQaAa/5hKAdtj27Fl3VbVhy5/PY8UL8/q2TBAE3/tKGSFfDBzbKWdkIMW/fI4xhX43FClIb/VFFuWENUP2W9efRoI2a6VaoohW4SMtISiwCBO2VZYTnsJiUUU94tH0qzmk3eRuJNOmUIn1lDR4eAyrfMK9jzGNA8yag4pWE6VZWcM7v55yfwjl3c84ncc5f5py3cc6/xDk/Q/rfLq3LOeff4Zyfzjk/n3O+M1n7WWQDY+wpxtgU9ULGWB5j7DrG2GuIe7FtQ4bwAKR4TClKJ8XrwMpGRKDLr8nBTIrdiZNhZwBFU5RB5sRLpoE5HeZeL6b1CN/+90fgLsrDl38vSjRFAmHwGFe8XPpQ1ZXfXqh5XzSqRDFI9OurveMy7SeEURDyBuHv7NGI5ehxF+Zh1HThTSxKsJ4ZsnGonnxiTgdC3QFDaLeMXnRHj18KG+ccuPYXX8UDy5/GpEtPV/YH0CpkO6VBvr9F7LNdQ/j8+y/DqV+cgSt+qC8bJ3A4HaKur+zxNQm7ztN4hCOmOcKbfrMCn7+uVfyVPdv5w7ReOGeeC848p5QjqqLxQ9MBUOHIYky69HRDPVZ16DxjDA6nAw6nAzHJszb67Ama9dXGhyzYdObts+BwORUl47DfTMAsPrg6+44vwJnnxOU/+DIu/9cbAYjrIxqOWl4LBroOWCrr6q9NLk20VG7SRTHEIkCgGfte34rOk61CjM1q0NsHg+Gz77hI8Zb3NHuQX1IgQnMlg3Hk6WPhzHPhnsVP4oZn7lFybj2HTVSifTWARyW4JRlbhSPF+ZbLlkV04f7qiSor5D4WjxmG6V8+X8kzLxodz/U99x4xITX9y3F9DnUpN/V+hX1BjddXJhoS0QXu4nyUTR6Jrzz/dYyUnj/u4jxDSDkAtJc3o7NK5ErLucvtJ5qx+I7nlHWm33S+4t32tXlR+2mFJodenpR0FrrR09KNlsMN9q9LE7pMIm9kcTQgXipKUwbM7vWmv9dlwTS7BFtFyL+ZyJ4VVikCOgKdPoN+hbpc3om1B7D7lU0o/2C/MiGhniyxDY8C3fpnQQq51v3R0M2Uhg9EzfR0PF6qygNloX2JxdZkmj4CapbazOE1G0dZnC/vScBbOSRVi4kMkYUqzfL1G9fF9T5SefYNPG4CEAWwmDFWzxg7xBirAHAcwP0A/sQ5X5Bqo8mTConckMKPmVwzE4h7EA24ShTBIgWneUiggeEXAO27lJq5ky87HXWfVuDoir04a+4srdelpwoYfRlCfvGgj5cqEQZL0BvUDOLk8O7xF05B495qTa7uXa8/gfxhBZoBYkGpts95JfkaY2bHn9fhhv+5B0sf/Jvprpx+43lKrV53UR7cRfkYf+GUlAVkIibG31FJcbjjpLnIj1WIpcytf34IR1fsxYxbL1SWyR5OM4+w/DpQLQw4OzV8AWHoXvnDm80/HD4T6PwcecV5ygA6Gooa1JFdhW5RhqWnShLLMoZGu4ryDN6niD8MZ57TdBIjr7hA46FV6DoIFGkNWLNwbUAckweWP21YHvaGkFeSD6fbiTtfexyhniBWfnuh5trJLy1E0OPHrIdFLWX52g11+1A0TDq2JvdlQVkR7n37u5rvRAJhLHv0JeSXFuLWv3zD8J1kqK9Hn0p8atr152DqtWehrbwJU67URX40fQT0VMJVIPqqD9fU9JwnGOAp0su6/GVvpc3ex5HFxHytXow4bQzcRfki3Fzy6BaNLoG7KB9jzp6AWFh4skItVUCZiQHrrwNKZ4h1pGuzcKQwVuUQYvVxYw5mep3pmfGVmRh5+ljFuzznZ7fDU9ehuabPvedinHPXbG1qiup+cxfliZJc4Sh8bT0oHGVMb2jaXwtAp5zudmH2vDkYN3MyVn3nH4bvyOr5F3/rOsNnAHD+/Zfi/PsuQ+O+GlR8dBidlS3Y9OsVAIBTr4ofK2eeCw6XQ0kN6Kppx4jTxiQ9NgA0NXjVhuCXf3+fosvw4U+EN8+Z77IfDQEIb4e/ASg5TYSWdupSBRLk0CfEJEopE0LeAN59+EW4i/KUCCd9RAMAHFkufgNmPXY1ACkfvc2YApCUpvXAMJWmREx6LlYuBk5/1Pw7LImxPJCNr6A0+cLTKHGlikxw8gAAo5idAVkTIp3tAVAM4ZZPgLyRQKEkWCp780ZelGa7RHawuBeiAeDkQmDCrYYxhy2iIcDh7p17LWimeA/x3LRTT30QwDkPAPgLgL8wxtwQZaD8nPOM8irII9xvsW8Iy/VhC8oKcd69l5qvNPFWYNKd2mXOAuC0R4Cxc5JsgQFguOzpGzB1zlkYf6GISti7cAv2vLZFu2q4C+g6gkBXCA6XQzHO5PDVXfM3mnfvYm248NRrzlQ8nGoDz1XoxgPLn1aMnVue+7rmex0VLQlz4NQe4vwy4U1Swnx1dFW3WbYVTSAQ5W1M7550uJw4+46LtF5f2RDuMXqE5XxhOR/STvmkpLhFuLS7OF8RIzILjXYX5iESCIEHWi2PhbexCw27VXWA/Y2IBKzzid3F+YZQaoHxXrAyhK2IeEOKUnrB8CKl1q86lNbhdqJ47DBlYkcJEW82EYazGCDJ13lXdRuC3QGNpywV3IV5muiHfYtFTn3FukMonTAC1/7iq3FveMdu4bmQQ6Sl3+D9kkp6yviqROi0PgSreZP5+mGPZRih7BGLRaJwFbqVeznsCyHsDxrubQCIdJrVjgbUgxf5mpfDl2X9AnWNXLOwaNNWGcOYsycoE1VFo4cpuf/qdfRGtbp9OTQ60NEDHo1hmEktaflZMuYc7QBrxldmomzSyIR9/Oyv5l6sM6VJM9l77W2Kh7zL4oOh7oByHsZdIMQ+NWXakoWAVi9VXjLGMHveHGWb6lByQKjSq7UkTAeE3pNS7ltYePoaPxSTLv00jJRzDo8kChb2hRCLxhDw+LHqu2Liwuy5u+cV4WWOBiPgMRFV89nfNmgVzpMhhziqQ7cTTWDZ9hr3I4+xv9E44ZYK8jGKRbOrwJysvFzXIXENh9XOBYvjWvee+B+20r/oR+djqBOQjM0E2h2WRIPAyQWpR7Gkg3r8oXdwJWDFihWYN28eAJjnxQ0gOOdhznlDpkYwQIbwoKBsyig8sPxp3LlwnrUHxF0KFJjU0HbmKcYPACB/rHEdAGAM0647B1d8/8ua3LlGqW5u+doDeP8Hi4XHoHUrwj0BuIvylf7IYaZWeGq1g7ELHrhcea32QhSUacOLi0aV4Mr/czO++so3lWUlukFo6YzRiljNjFtmKstlj67eqyyz6qnX8c9HXgIAvPfkAnz+RjxkUxiH2n2Sy0+pjVUAuH3+I/jqy48Z2reD3EdZNdph4hGOe4vtDfztoEwORHoko1PbtqvQDXAg2O2T+mk8v4aawHXvIRK0FvVyF7ptqXeLgWU0JcM/0hPShKY7nA64CtwaD7TT7cTos+JGyshpYzD3xUdxyuwZtrcjG8K7X42HWx5ZvjvxlyzydW/768OKgVP+vsgXKlCFfnvqO1D58RHwnjrJA6atb+vIc6avjFqzTCv+AsS9UnqqlogwQhPUkQSuAq0hHPGFtIaw5Mk2K6sEQOTclc8HoPYIi2dRNBQB51yjDO9w987PG3M6DPoE7qI8xMJRxcB0FRqjM1oOCS9TqYnRW2Ghv3CRZHRaIXvcHU5xf+56MS661FXTDh7jqFh/SDkPFz9xLQBV+DJgee4UYtpn4/Sbzscdr/4LCkcUI6ArDVcyvkx7DyvXkGqwLw8Uwx4gLEc7xJBVlekMiEVjWDT3WWz5wxps/dMHWPzV59BxIp6HX/fZSaxSpfDc9reH8ZUXHrJsr+VwPfa9sQ3H399nSBVJSMXL4r9ZTqApqhzgsEfcKz1Vxs/7k+FV956t2uSmhD3iGHWXi3YqXk36FQfX/c637gBq34u/b/xIEgCUjlH3MW3d5WC7iJCQvcwde+OTPepoIbMJoJA6pUD1uT7KKBYV/SIRrf4D50DIRLBPjRy9YpHiZCDs1aT7pIScPyz3TYN1FMNtt92G+fPnA0CSnRlakCHcb8nej5XPpfJuOKQB3JirjCvmjwWGn2dczoRHOP42/loOD/v0hfXoONEsSqLwCCKBEFwFKmEnE++MWslV7Zm74Zl7NMasPp9Uz6lXzVDEaADgw5+8rfncc6wVlz11Pe56/QnTnK28EhGSayY0I+Nt6MLBt+KCWpFg2OCRlAe48mB45kNX4KY/3o+ScWWKdzFVDB7hPLW32Kn7LHuZDvmlhSLEseYd4fF1Gz3CABBoFwNZM+/siGki9FI9kZHII1w8ttS8pBPnYgBS9SYQDSp1Vu2Ui5IJe0MoKDMJq1ddd2G/1jBz5rlQPLYUjpBZ7VzzayVPyg0tGRdXbt/9SpIcxCrzsl8A8JU/iwF28ThxP1z+9I3KZ/WfncTWP34g9kFVL1UODy4eU6qrQZ6CoSEZvZxzNB+qM+RG2kV9rt2FeSpDOCgUlAu1hjIQV7+3wt/eg/qdwksmK6xHghFhDKvuYbse4VS5/92ncPfrT2iWyYav7PV1mxjCjftqpH4Zf3ZDPcZJhvve+S7O/MpMw3KZs+9MHF7Z0+xB8yEhMiU/p+XJIH9nCuHLEHnJi+Y+i82/XQWH06FMQJx9xxc06xWUFSKqNoR7EghR1bwDRKV+dPSf+r7NB0QIe9Wmo6jcKASQ5IgMAGg5VKc847/477ehaFQJyiaNxD1LvoW733jS0F6gy4fDy8RkWOXGI6Yh1ZZYeTnVk2eVi8QzUm18yZ4tWRiKx4Cqxfa3m2pIcOM6oGFtat+RiaQp3CdHMnTusw4bhdCBWPbYyyLdIaa77js/F4JpMt5yIdwl73/rVvHnqxUGas1SIVgkYxUCa/q8tPn87Too+pWOV5JISnH4BOCxqBKiPp/RkDSZVC2E3KrftLkFm+e57j2geWNa4lbaKApxrbUcaUBPs0eEdhMpQYZwfyVbghfT56ErXzWYKjFRLFbf/MOmA9PnJW127kuPonSiEOxS/7AH2sUPTSQYNnhMp990vur7j2lqe066JJ4PNUYnaCQbVHZpPdqAe5Z8S7PM4XJaikkVSiWPAh7zwaG6hImnrgO+Nq8QkNKXFJK83vIgqWzKKE1pn3SQDcy4WJbKI+zWfZZFQ7hwRJGi4GwWGu1SDGERlaI9FuKxIucoqgVlIsGwZoJErC6MIW9jF7rrO02MLi5+MMJdgL8O0bD4vnF/rR9nEW9ICYWXERMgKkPYF9LkfWrQ599Z3J+yodfTpB3ctVc0I+S1FlKzQjao2o6JwZr6GlZE8mSjRhInksP8Q90ZhByKBlG1+RjW/XSpYhCkinqCxFXgViYKRGh0CO7iPM3nABBOEhWw5kdLFMNCDnePBsOGaILeMoTNkPsunwuXSdTDWCkk2mnSr9IJcfFDWaxL7r/6nI+fOVl5rb7+1RMvMp/+5SOlfvF594mUGXdxHhxuJwKp5PECWPMDYUTVbNUKejndLqVPZ9xyAVwFbvPz17pVlPYBYDqJ1HVACF31A8zSGYIqz7ecBwwAky6dprx2F+YhryRfmaCQo4DadOrvx1alYPSbeTk9x4DaFfH3Ea/OcOXG16nmWqc6/vBWWOcpRgOaPPPMMOmX6rrhnMd/P3gM8BzHvkXb4GvzGoQ4E6ObCKhfHffQa9A6CdJDtU8de4E2adIl7fxkIhGloUNAwKJEoK9WesHj5dk69piXbzNg456JheNCePqIq3QJNKN663F8+JO3sPzxV4UuAZESZAgPNUZdDAybIf4MWN3Ixgd98ZhSJRRYXatXLo0S8XkMBs/FT1yLC79xJW796zcMas5TrjoDX/rVXQYDFtB6oBNx96L4bLy7MA9zXxKiIud8/8qE34tKOW2HlpqrwKtLYKz89kIse+xlUTJInzcrGUEhqc6mHcXaZDicDqFGbRL+rHiE5c9SyJk1Zco9ysu8kgKEeoLgMY6IWR1hyegPNFdL23YDBZIgyBhRzsulqC7HPXzRQMRoJIwUXiVZ8TusV44G4oOdsAdRya427O+YqwCnUZk7Fo0h4rPwCEvHLhqOIBaOJhcc8xwWM8VdB00/lg27oC4sfM33F2Ppg3/Hkrv+nDDyIBkuVf8MhrAUwiob9/o+pAyPKir0+sG8XdQTJK5Ct9L/sC+IUE9Q4zlVPMJWodESflWt6bLJIgojEoxoJlwAm/dfvkm6SBrIzwLZYHKZpIJc8p3r8aVf3YVikzrvaoXqL//+XnztrXhpxguk8niA1gs8+VKVmJIJk6+YjvK14jo967ZZAMSztHBEUUa1hPUTVZd850sAgHPuuAiufLeSF2sg1KH9ryddYaws4mvzYuffN9pa1+y3CgBmPXwVHlj+NApHlYA5GLp1hrX6XKeFvw6I6Z6RjGnL9+h/M1POn03wjOI8tfZOvq71oqrbSbk/ib+z/j/ewfJvviLedB4AmjdoUmKyHxRuMulgRdNG8+XqethtqjKO3cdM67QTvYgcchxoTF7XOuwFOs3HAZY0bxJCeEFVmLyd8W1DgvSItu345LdCHLBoVIkhNY9IDhnC/RYbj+wxX0y9WWcBMG4O4FAbETZyh5jxUpE9wmohFzm0VZTU0Q4GmYPhnLtma7wfymeMYdz5k0xDCu2SV5yP639zN276w30AhLH+wPKnUXhK4rBkOQy7s1I7syxj5uEwKxkk9/3EOvFwtKNYawen26kSy0rgEXanaQjnjwUm3gbkxc8LYww8xhH2Bc09wrIHrEvOEXaJPHQAYGJd+XioDeFEodFf+Ka4no2eedV12fapIsZj8AgzBhSfCj2h7gDAYfQIq0TS5OvWZVL2xkCwVTt4UeHMcyVVBzeUPdKRKAxZfX8YDGEJOd/eaAinOAyM+pRzl5IXS4VTHRqt8ggHPQGEdXnbTrcTDpcTYX8InHMsmvss9i7cgvYTzdj6xzWm3nRnngsOtxNdVW1K5Ea+NOFha0Aw+c7En+fbi0ZRFNy7rHPmXfkujJPqlusZfmq8ZJPT7dJ8X/1cOuXCU3HZ0zfg4m9dZ4iUmSGFUd/4u3uRV5KPwhHFSpi52vNeMLzYcM0kwqxmsZqScWV4YPnTKB5bqjwXTEvrZcixVZ9j+eOvgnOOxr3V2PzMyrRC9qu3HMeiuc9i+3PawWVHZQuWPWb0+hWq0m5KVLXXk/1WMcbgzHOh9WijZnlKJQ7toj4O6rBPzoWwk7pGb6bRZs0bhafatkfLyrOZoB/RkHnd4AR976xsRfPBOvjavPA1NSlh92rdAB616Iu3Ir18zVSOpVpjIarKVa5bIc4RoJ3IjfpM67QTvQDnQKtqEoJHgRZJHNJK5Kx+NdC6JV7n1w6ysJV6IsnONWRIMTH/zpf/eB/gSH8MPRBgjGVn9loFGcL9lXB38nUSMe46oNB80GXEZOA+6ava9yMuNKySN6zA4N2TDYpIIAynPgQ2A6780c24+qe3Jl1v7LkTMXL6uITr3PSn+3Hj7+5V3stlU+TyJgDis8oAgh6jp8JMtVgvkNNZbay3mQ7OfJfi7VJ7hB0p5Ai3FiTwio+YCRSeolkkK0a3lTcBHHDphLhkz6kcYukcd7GhWfl4VG06ppTyEaHReiNBXH9ybexApw+dVa1K/VT4ajRryx58s9rFZhM2ecMKcP6/X4PTrjlTu7w4H0Gv1hC2DI3W3SPN+yqw4b+WGVRgGWPKsSmdNEIj4iaz7U8fYNHcZ80307gO5Wv2Y8ldzyvGythzJyofuxN5hCHKtciGS6g7AM45Nv1mJfYv2QGGKLobOtFy2GSAKaE3ejSDyDQG0BqPcEE8R9gneXX1xkTB8EIEOnzY8J8iCuPQOzvxyf+uRuXHR3HwHRGxoTZGAFE+rmZbuSp8XBjCDpcTGJ04GiQ5SWbrpYGrvJ+yeJRZaHQybnn+67j5/z1oWD5h9lQAwCkXiUmeadedgzNUaSYysx69Ctf/z90YfeZ4OPPEM2PYhBEoGV+miaopHFGkFctKgvx8mXz5dEy5agZiCYzceJ53FhV8AZzceAQ7529ET7MHTZ/X4KNf/BM1207g5AYhMmb2jDZr4+SSffjkd8J7UrH+kDK50tPiwftPL1LWHTVjPEZOH4tLvn0dbv7T/QCA2fPm4La/PIzJl5+O639zt61+RwJh5f6c9qVzAAiD/v1/XYTKj9NLN0D38cTq0cFmYUjKqMoHCWzcxy1brD+T1b2t8iyTIRsOiZ4njWtF3eBoCPA3xWtShzvjRqTOk6ZWTPfW1irtq3Ugon6jKKbY3jqgeSPaK5qx5geLFR2KpHgOxUWtOAfadoo/Cyo3HUXA4we69ms/kHO6y84xfimV527HXpEzThgJNAMBi/QLf72xdJtM1OJZqb+O5f99XKZMftZe8ODlopKEleDt4OGV5KukBhnC/Rab+SFjrzVfPmw6MPGW1DapfuAWjAVcsieVKV4+NYwx5SZkkvdz258+ACB5TPNSHwxacerVMzD5ssShgHYZOW0sRp85XnkvK68C8QG6/N+Zb+7hC0u1OdXoPcBTrjgjK/3Vlkwy8QjLhnC+tQcs4kiglu82hmrKuW9yqKfeKy6LHMkDaleRUdBMNnr2L96Oj37+T6WvBk9KqVD0lmtEr/vpUqz+3htY/b03tKVYJKIhMXi1mxPtcDqQN7xQc54B4ekJdPQgFo3h6ArxI2hZ7khXpN7X6kHDriqlL2rcktfTVZinEXHT01FhIvDirUAkGEEsElP277r/jnst1fucP6wQzME0hnBYuRZckkc/hNodJ7B/8XYUBGux4snX8OG/acXkZNb+5C0svuM5jcGr3j950qNy01GlpngyHOpr1+WAe7SofSwbjA6d17ZwRDG66zvRfCCebiEbtvKysDeI4VNH46Y/3q/5rjxxIofAMwcDSqZp1lHC9+2SdFCjVeqWDbJkKvlmDJ8yylTHYMJFU3HJd76Eq3+SeCLQ6XZh7DkTlf5EQhFEAmGTyYYi+Dt9CHj8WDT3WY3H2QzZyz35ium46v/cnFD4TzGETe5bAP+fvfOOk6q89//nmT7b+y7b2aU3QaRJlaKgdAUBRY0FjVG5ufmZq8lNcnNN9aahMVFijQYsqCBqLKggKDZAUUSkS19ge5mdnZnz++M5vc2Z2dmd2d3n/XrxYufMmXOeOXPK822fr1QfFyHCcwUA3v3Fy+LfH616G5vv24AXl682dC6d23caoWAI2//8Jqp3Kp1AJ3cexZEt32DDzcpaXC4Ywsw/LkWfy4bCk56EZRtWot8VF4DYCCbeM1vhnDKjdLz0DBi8SHIW1hw+iw//JH2nE58dxtoFD6AuWuepuuZRiGZFkgUij1I2RGnkytFry+WvoWI+B1Zr7qnKzwrnJAeckKlKn9gIHH6Ktl2SOam4EKcQ2av/4g3R2JQLMAabw+gP/HAtzUD545toa/Fj7/qdGmdn0B/AF//ajq9f4tXPhXTa2s9pK7saql8QaA3gzJfH0caXizWfa8CHf3wD2//yJrSYtGtqMahn1eP8JxG10+lRnN0GVEtOipbaJskpbNC5wZBYtupqZ8K+UOYillzkTWzvgBKdmHsamCHc1UmLgbGlFgLSxfxiTcpOVrzWj/wlJvKo1e5nPkTT2QbRsL/0/sW6Ncq+uhbDFF8BteEVLaLxQ1Q1wkVTAEg1wpGoKIuULQXc2ZrFwuS5qYo+IOQprIBk5LaI4kDalGK5MVD11XGEAkH4apqRJK8PJw6app87UbMPALqiPkEnzXRorziYJz0JXIijIl1872e1YSYibyET8iPkoMdML/1dODbC91/49Apc/KOZWLr+LsV6R7fqTzbF1G/+vLTZbZj+m6swdOkYxblIbDR9fc+6T8VlQipzZm+aNtt4Wq696L8AACAASURBVBL58J2TjmWgNSCmIAuc+4ZOuBSGtSwi3FJNJ1gf/vEN7Fn3qdin1gz5eH3BEtgzikFsBK18+rs6fbmtpQ3n9p1SpEELkd4zu48hFAyhtcGH4rGVGiG673ghJyE1OugPajMEnJGqt1t75gr3EMFxZA9zb4hoBISgz6VD9DMgTMYTbA0g0OLX1Ct7MpPRWteCL9fQVj6vr1TVb4aCNFWTPzeE76Susdfdb7g677Z2t3zUcPKzI4bvHX5vL9768XN4duGDuu+f2nlEYZACNHI75efzYjK29FKpVZYrxYPKS5VdGT568G34G33Yct8r4EIcXrvzGZzceSTyHZ183fq6wWbg4OPKlE7fWWpgNhyMTMW2egdw+h399/R+6+9kTjjOQtTVyFiWCWSFgiGsXfCA4nes+VpqeSSPCAda2vDqD57Gmnmr8N2Hyr7VcofQse0H8MKSv2PXE1ux4eYnxPKjc9+exnOLHsKe5z/B509t4z+jF7TgUHvkLN757xfFTLOmc/T+WXOgSnd9ALoZTbrLGFFgg3we+8Z/rJWcwmfDdHZQ01otpbpr5oedGxGuOUwd6qm9MugCk2dcN+kjHPNSf3aFdWVSaXQFvWZSoSNvofn6hoQxhE2iIkL7kqaqBhSNoorU/kYfFZNqr3hTHDj07l5suPlxsZYoszzXUNxEzxAbdo3U/ziSiasZwn4cHpfCsLDzxme7VKMNbpqCIdx8nnob04qUvU9FQ5j3Rto9WqNfnSouqBkqxlm2RPxTXcMr376cQP0J7XaiQBDn+vBPb4jCQ5XTdFLT1Jx+CxxHDThi114bkiFM//ekeVE+qT8IIQoBJzGioCLoa4PNYVcY2XmDizB0yVjDIQkpzYLhKjhHhEg3APjOSJGCjx98m070nqRpk/JomlwhV64Wra4NXX+TSYZSoTZ6WblwPgg4OJNc8NXqR4R7jSjVfE6O4Jhxy5xMF/9oJgCg+Sw1zIWaf3pdtHNSEm4SSpQRYV99C2xOe8z0AaLF7nIg6A+gz8yhit7pgKTtIETK+s5SpVnX7KLRE74fphDlDtfGDpCcN4YRYZ9xmxu934oLcdj8v9b7zIZkNaCfP7UN2/+i39Jn9O1TAQD7//2l5r2xd83QdcoZkmHc4kp+D3QmuXDhjcpozaFNX2PDCmU0evMvN+jWcFtO15WjF5UFqBEqa7kmive0nFAaq2ZUf0oNYXnfVLnScZUqJVuogxUwq60UtmOh/rJepx2VW+a08Te1ivfkYHObqKGw9+WdCAVDOPL+Phz/+JDoEBJKL5LzpGfjN6/QKK/QWkvg00feo/to9Cnvj/V78fFD1EGQXkqdphml2SA2Ameyjg5Fw37qhGg+rn0vQfprd3kIUZyfwtwi0k4OAKz3Co4YqzaetF71gSrYHDZk9wuf7dRN+ghrLghCyG2EkH8QQpYQQl4lhOgrGRrADOGuSv5USfAquVQhdBQxwnYcFtUsbdKNvO/lw8S/yyZSJerqg1VUFMlqRLj06vDrxJEJd1+OkbdM1ixXGPqETugF4yqWSIawbH82Fxy88elv8IHYiBjF1iNSF5po6FYLfVGVv6WQMi5EbB1uj2Yv8pTMrMo8hARDWDB+MoYDDqVYksAFy6lSbsMpbVQh2HCaH4NdcS5GipAeX32gShRaUpyzqcbZFqEg/S42uzaCLBw7vajglU+vwIInbhZf601uA60BbYspA/rPobX737xCW7oIkbj+vEqwfDtNx6Vn39GtVBjmm/U7ceAtKXoCADuf0PeOtzao2j+Zzc+SJKfcoCsvQtmkfjStnwvBmeQWjSt1RFgeMZv+W6kOU4hwn9p1FAAUk8nySf2RO0jan+AZ99U1ta9ey+YBsi6ytKrwW7fWt8CZAJkwdrcTQX8AZRP6ifdlAaEEQUzNJwSok9WrCsYHr0wsGMxywS0jhGvesEa42boK7gd//DfevPtZnNxxBABQMXUgRtxonvYnKIpzIc7Q0QRAE5kVGHWbQamRGRn62wKAfpcPA7ER2N0O2Ow2OL0uLNuwEkteulNcR08lX20IVx84g+euegj//qFx/WegNYCtv3tVmalh1qNXXkcsv3dH29cXUKoeh1RGrLpW+dg67ecFYSIhWlz/Dc7sPqZ1rJz7EDj1Br587mNtRgOAr/ksmVAwhNrDZ5Hdl+qGBJrbkMlnkky7byGeXfggPvzjG3j/N1I7qjl/ux7zHr0R8/5xIy68mQo4fvXcJ/DVNqPhBH0eDVkyBsn5aaIOw7prHsHL33tU3AYX4lB3lDoXUvLTgcbDcCa50HfWMLRUN6HpbL22rv3MO9QRoSacM44Lxa4VT7dGGRF2Jrup0yOaZ4Ru+nkEs6wz78peWPtcKBjCt699obkWGk/XITkvLe7O107kXp1lUwGsAHAHx3GzARh7J3XoMUeOYYIzDSiYTo1rBTo3CFeWIpV28KJRyO6bj+HXjxc9Uh89uElXVdkQV2JnaXgyktB/tlYszOFyAOXL6QviAGwuc9EWQwVa8xuxkA4tpmL3mgmUXk2jhrwhYXc5LLeZsoJgaDTxkyp1naEgCiVM2OxebUTYnSYtC/jaxIiwGBXNGS3fouKzAxfQNjEnPjmk2a4kHObQfC4sfD0yoOxrLaTPKaLYJoYw10zT6MwjwlqDyJnkhjdLKiPYeNtTmnWCrQHLqbVlk6gA2C7eeBUiwkKLntqjUs1h83FpgiuPxH7ykDK1UUg5FsRnBDXihpO1aJGlqhePVtXfGjD8uvEY/6NZ9AUXBIiUhqiOCGeUZqP/nOGY9NM5YuQSAPrNpmMQeri6VEaZ0EYJAFKE9kQctEIzkQjPVFwHeAuAkquMlTjTBwOQyhSCrQHYE8IQtiNgIGrlSqHXttD/PehrUwnCKI+R0BLPaUFRXbjnv/fLDdj3qoH4jBGy+1dbsx9H3/8W1bI00saqesOotFCLLwiqCYJYABW+Si/JgjPZhWE/vwRXrblNc68c98PLsGzDSvSdNQwRQ+zaWnQeu9OBJS/dicXP3q5YbrPbcOn/GTuAG88oAzZC+7KaQ2cV5Qxn954UnVNHt+7Dse0HzTM15FS9R2t1LdZtr5m3Ci8uX22+krrdjwUlZn9jK459xI/h6BrgpKSU3LT/Q7zzs5fw8V836X72yzUf6S4PBUIIBUPw1TYj6A8ibwgtpwm2tGHafQtx+QPXYOvvXxPXn/vIDSga1RsXLL8YxEbE9o4D5owQnXA1R86KHSGGLR2Lsgn9UHesGme/pnWmobagmKZaf5JqTfSdNZRqFZymCuUZ5TkI+Nqw4eYn8OLy1caZE3LCGcJntwFHnolx3Wo3RBURBoBeI8riY0Aa1nET7ToBOgc7/vFBfLZ6Mzb99EUA1DDeu2EnTn/xHVILMzpwsIkFx3Ff6Sw+z9Eb4+/51waqePowQ7jLomMAtKctQkoFYDeY6HAcNZazRgG9LqP/C6MgBJf9YQkGLbxIfHgIKYrhamgTiSk/n6dJh1v41C2mn7Fn9pY9pDgg5MeoW00iCo5k/eWpfUzT66SIMH88k0sBh7JFTFRpwgaTN4BOaO1uB5r4CZnD6wLKlinWkSsY69UI250OzHn4evS+ZCAfTaQPIcM6XBnCw+nYdu0kTWjNoj2/iEb9WrthaczyyfBXz34MZ7Lb8kMx1HxGMU66Qb5tFG8wWDFmm89pH4gBf5tlJ5IwSQOoqrMQvUvKSQEIcP5bOk5vVjIaDvARil7pYnRezpVPr4DdZRfLAqr20DS9nAH0mH659iO8IkvjPP7xIXz1/CeoP1GDtQsfREttOCViAnBBNMnUXe0O2bnAKzyPvHkyikdXwCNLlVfXPKvTC+UCTvJ2N7C7gDxtNgcAoNesMOPlcWfpCsrRgV0A9FkBR2a5uCgu9z2nciLkcDk0v3GI0HG5VIJcbS1tdBIdCqqihPz7QkTYggCY4ATggiEcfnev9fEDCnV4Z5JLEeUHqFiauv+80HJNyIw4vv0AOI5D9UF63o/6/lRc9n9X44q/LseiNd+HM8UNF3/uTP7vOQBodLj3lAEwxJVl/J63mLYkLJguLet9A/1XSTM/CCG6gos5qlRGeSru+795FWvmrcKaeasQaA2IJQGAJF5Wd7wab9/zAnY+Tp1guuJ7Vjjzjm4Kcv1xasy1NbeKpRat9S3w1bfgzR8/h5ojOvtT1wVXbQ67+y+e+RBbf/uqlJkiyxo4uZNmgAjGphHZ/QpQNqkfRt12CS66dQoA4JO/vYNXb/8nACCjjDrvA81tcCW7kVGWg7ErZ6D/3BFY8tKdSClIx+T/novBV2m7H0z5xTwUj6kQnTIZ5bR7i3DObPrJOly+iqq9Cw7JHavp9+5zmbLsQGiTJvD84r9hzbxVuplPEmGcvY1H6P8hmePLqOVPj8YmGsKB1gDamlqRlKWdk1XtORFdunS0KK49nTn8CZqtIAhhVu8/A3Acjm79Frse3wp/YyuKLqJlifJSsx7GKgDgOE5I7Xgpkg8zQ7irIaQvG03MOpKsEbSmVDD+VKnUNocdWX2l1kWJEBmxSuHIckX91qw/LwtbJ2Z3a6NEaXxkauSKKTqfMHig5U2mkymj/ThVhrAMKSJsp6mchvvS2XfOxTpDlNbzpHvF+mOn1wk4lb+3GCUmgM2lHzFL7ZUBb1YyWutbxDRgs/6u8x69EXMevt7wfUAWvdUzOEyMez1mrZKMez3FXsMx8BNDRTo630pHcBCYiZcJStDymmGBYAT19XanXaxLb23wie2OXEkuuJLdCAWCcHhdYrqwzWFDybg+4uflTgl3mhfOZDf8Ta3gOA4fraJRjPxhUhs2dXul3f/ajldv/ye4YAib7lWlOva6TDtgLiDW8AIqo8zIUQTtb+NSRSflExevenKTpmybJZJcol0Wrgejgeq0vEZeLU4VD8bffbk4ORfw23OB0sXwZCiPj6+umdbuHvkXcPhJTdSkrdlP+zU7VNdtqjLlGlDqIgi/bSgYwrGPDmrOHT2CbQHxniM4dp3JNKV04dMrFL2T+84ahr6zhmHRs98XM0h8dS1456cvIr0sB5kVubptpgSKRlVg2YaVGPODaeaDIgb3q5IrgUIdZ4rdRf9ZEDkSrt2hS8di7iPfEyOXcp5f/JAizfv8vjN45dYn8c3LfN3q1zSdVmglpdZmkFO3two7Ht2ifaOaF9zjlaOPvL8Pr/7gn9i+6i28sPRhbP7fV8RVT+08ivP7TuOjB/SjtJHAhTjxfr7/9d3aYfGlRqG2IF676xmsmbdKzEJq4h3uaUWZuPT3izH+R7PQd9YwsVvDoU1fiyn6GeU5cKW44a+TAkXejGSMvGlSWOenNzMZk34yR4zKX/KL+UBSCdJLs8V7Y1JOCi68cSJGfZ9m1Z3+gjp15JkqgFI8behSSfNh/xvKWvXda7ZjzbxVfIutKAIcEZQg9BiIlBrt4522nkzlvfDct6ex6SfrsP5mmlVxcNMeTekQAKXT4dTb2vcj4ehaS6v56pTZhvJe7SXj+tDMpXjYBZ0MIaSIEHIdIeROQsgUQgjhOE7Ri47jOJ2bnDHMEO5q5F8ClC4GPEZptjHEUE3aWOq/z4zB4t8Ot0PpKU9wel1YLv6t7lWqB42CKo+BzW7Dsg0r0f8KnQhvhmpSVjAdyB7L36CNvb5iarTaEOY4MaJmdzmAbHk9o3p7nNbwdZgb+vI0RL3JlWjwuZ0g6kmfbJJ8kH+QHOfT3zQTahnJuami0VY+ub/CaBLw1TbD7nbwKZ6c7oTcGOVxySyXriONAaVy9Gz9/WtiyuXxj2nKtt53aeS9+1+/ZNxPsmBYCXqNKENGb+11HPC1mbcey52keClEGRpP1dHoHuhvI6iWE5ukYB4KhBRp7hP/S9lizcUbwkIkGaBG51X/utV4PDyaSH9ymarcgkaEhegdoDrmOqn9Qi2nO82LQl6MDwCS85UP/HyZAeFMom2rFPWkGSYpr0Vz+P07gIobjNcDDCcaNodTdGokQiaM4eTelaHJNmipbqL1wEJNpyDYU70TOLMFbc1+/frg5HLtfmXXg3DtHt36Lbb+9lUxrdSMzf/7CtZd8zAAqZd5v1kXYNRtl8CT5lVkoYy67RLYnXbxfBairlV7TqDlXKOYAt5ujJwj7ux29wwdsng0Fj9/O4YuGQNiI5gma5VmxM7H30fj6TrxeNYePofz+8+IkcqAz69oGSTnwBM7sW/j5wpRMQVNhwFAzAoRovrn9kktfD5+kBrA0X5zIbXbV9+CtQsewNH3qXp+zeGzCoVnQMoA8dW1iDW3L13/D/gbfWL0dfyPZyki7p4M2u5KcDIMuuoipOSno+TivnAkR39tBnxtSMpNpfesfOo8mfrLhVi2YSVcKR4MmHchfLXN2Pk4bV1FbETzfJDfe4cuGYPZD12HiumD0HuyMiPhq+dorfWHf3rTeqaf/Fw0a03VXQn6wxwrKTX6uw+oYrhYRsNTfYA+93w1zWg4VYuPH9yETx56B9vufx1Ve06g+Xwj9r68A6FGmaNBaF3GGc+LwXGRpa7rfA9BjM3hcYLjgqJDaOp9C2nQxm2SudJNIIRcCuAzALMAjATwZwD7CSET2rNdZgh3Nby9AFfi1gPIow0Ot9N6hE5PlCalj3ZZJO9HiDzqpOl1C6BiulJR2O6WTbSsPKy8BUCfFdLEylsEZIavSRNTo3Um2PIaYbhzgdwJxpP+CAXVhG3bHHbYi7RREykF2KGaECofBAPmXwgAoiCVzWkH7KpaP50JpTPJLaYDyfE3tsasNRVA+6MCUPb87bMCsCmPd6gtKNZ+Cam69vIFmu3lDaZGWUUYBepTu46iev8ZnP3mFPyNrdj/793gOC684npaf+pE4WvOU3ij8JO/vyPWCDs8LjEFtK3JL7YrAmhdFACMv3sWikZVYMKPL8fCp1cAoOmQxz48gLd+/Jy4vt3l0Bzvqfct1DzvxfYNioWya5RQQ1ieaeFOM1ciHnXbJVj41C1weJwYd9cMALSe06VKjXbLtkkIwbzHbsTAeRfKVhBSEnWuUxeveWCSlREeIt4zIuohbGvneZw1CsgZZ6ktlN4dKr00Gy3VTeBk7WjEeuFgM9CwD216vb8FVCnZ8t8zi4/eCj2AhVr0c/tO4dj2A7qbO7ObRtI+W70ZF//nZaicMRhDl0mRM6GcQUjXlyPv2Vtz+GwMm2zEvFuHAvl9ndiI2Lpp3qPfU6yXVZmHlIJ0RUs0gbd+/Bxa61qoo4ADXlj6d6yZt8owCn/ona91lwvIj6UaIftCLsq1d8NOS46OL57+EM8vfgjrrn0EL+nUGwvf7aMH3sYLyx7W1EoLrLvmEdGYySjN0V2ncvpglE7oJ6qmj/nBNBRfbpAdYoTMyTrl5/Mw+6/LgdT+YpaAOuX91OffiToG4/7jUlHMUV7XPeyacRiymOpjpBVnYuydMxSZDnInhTfTOEtGgt+2XDCrpxjCB1YDJ16nEdrDTwLnthuvS2yAnzpTPn/qAwBQZDACUgtBgJYnAED+sBJ898F+bPrJOnz13MfY9eQ2saWfSNU2oJ6/pkI6TqjznwKHnrBgDPPnk87vV8NnRwR8bfDXVsNX2wxXihsFw3Qym7ovvwIwkeO4pRzH3cBx3AgAywE8TAjRSXG0BjOEuxNhInyxR2u8eLNkKsCRtA/SU6z2hpGDj7gnqA6q9M20okwUjizXXXXMHdNx9bo7xNd2nbpYa0R22UkRYe3xFIxku8tBswTSBwE5sjY73iL+D4JIJ3TCQ0FXwThtgCIiTHfBe78JgfzcEFJx9zz/Cb89p1aYTef3D7S2obXBJ9bJCfgbW2WGkMl3StJ7QGjPWaG+VFFbqrMusdtQe/gcms83IhQM0qwBxTVHx9Jv9gWY+eelGB0m5VIwGt7+r+ex/qbH8OnD7+Hl6/9BhebMygoIoQ4m/twVIm+1R87RvrEeJ4iNKI7Z2b3SAz67bz6WbViJsgl0klc6vq+oJKxGqKMEgCseWo6hS8fiymduRcGwEixbv1J8r3hsJSbdq22ZpCEUVNT+2uw2IEnWMkkV3bfZbaLh7E7zYtmGlbr1nOoop0Y4Tkhp1kuTtrtofXKRhfGb4OQjkA5vBA7A9EE6IoURkDWCZprkT1UIwYXDk0mPaWphBoL+APwNxm1qnEku4wwZ1TGTR6KT87TR87bmVrz14+ex9Xev4fTnxumb3772BTLLczHmjuma6PZVa27DtF/pRE5Vv7nQv7XdtEd7o+DSiD9SOLIcyzasRHJuGpZtWIml6+/C1et+gEv/72pR/VgzxBCH+hM1mrrq7avews4ntoLjOIWBpRbIU2NFc8JX1yIaqrse34qPH9yE1voWPH/13/D81X/Dwbe/UhiAoWAIe9Z9iqA/qDnf+s+lKvdVe2ia96F3vkZbUyuaztQrjEG1qnfB8FLJGK28GSiaK15P3qxkTLh7FnVw6jmBK26kDs+Sq+jnes0Cel8nvV94hcI5ZrPb+PsyB9js1BmpyhboK6sJTspJBUK0zGTt/AewZt4qBNsCGLJ4tKLNovz4BNsCOMX3kba77PwcKsz5J/S4l6twy9tPRdIXuivSclxqzdWg72ADQB17AA79SxLxUzv4GmROprrvzgMEGHOH9Bw/8CbNblNnLqD+a6Cez84NNEBDA9+zWmEk6/efpijvZf5Gn+J+1nrmIFrrW8I6krshLo7jFD8yx3HbASwE8JtoN8oM4e5E7kTrLZAsES75SXWDdmYgSSZmIk7mSQL3E1YJocz+23WiR14NIURR3+rwuKXJVyQpcsVzgMwRxuJkKoT0Kq1xxCkjwnoUTKftqSzUq6kR6u50+7HaPKKCsKjenD2WtkRSGQHqlGNH7mAgqUixTPMaQHqJpE7+5bOSOmhbi1+RImlIwQxRgElEJwIvtLsJN/kT+k+e23cKAV+AdwBof3dCCLIq8sKqeM9//CYA1OMs1LL56loQaDURy5JH0nkjXDB8wQEndxwFF6IP2JYaKpgy4b8ux/i7aS1jOHVJIXoPAJfefzWKRkm/ZXpxFoYuGaPInFi09vvoc9kQjP9/VoSnCIAQPLIen0g3bj0TCWHTkZ0pOJU8B0jS1mACADIGt6++itjEqLnD44rsPpwag8wWuzus8d3glAxlYQKYwfc4lYsxqRlzx3Rc8vP52jcI0XW+Xr3uDkz6yWwUDC8VDRuBapmg0/u/fVXzWXnKu5H4mivZLeomyKmUleUAwCX/ozPm9pI+GIBNv/5dj5Tydu+SPndo+6U+fKmAkaNMPTE+svkbfLN+J3Y+vhWf8T1vY0nDyVqFgf3V858g4GtDwNeGj//6DtbOfwAH3vwS21e9hfd/vVHz+eT8NMz881IM4Msldj72Pt68+znFOgMXSPekPjOH4oqHlouvRUOm/Br6jPMW6F9P8r7mQvcG4ZnozqKfSy6hhm86b8waZYg08ErYKRW0lELWXcCblSyq7At6IXKhL6OyoFAgiA23PIENNz2OLb+ix6li2mC+C0UUjpjqz4Dar4DD/wRO/Tvyz3c1zvPzA3XLLoHGI2Lf7JovTuuuwnEcGk7UoM9lQ0SHks1hR0p+utjOUUDUMTCi2VzczZDGwzTKHVJuf901jyj339AEX12Lpd7u3QwfIURTT8Zx3LcAom4/wwzh7oTdFWG9ZIxxZSqiPdJkPoYN4e2yiVcUxl0ssbtdNH0280LqUdZDL03ZlQlka9UpDffDG2g2ncmfWCPsNqi7JQ5Ze6rIfoeC4eYpN0ILm0BrGxBs4SNrozW/i9rA1FOY1mPAXKmW9LttUhsO6z2qCTVwFIORTW7SpfpTAHC4zNWsJ94zG0WjK1A4shzB1rZ214LanXakFWeK6aAC/qZWqjitp3bs1L/XJ+VQw6v+eDWCfhoBEHoKZ/fJR/6wEoAAlTPMDU+hbzQAZPfTjz4phpPkwujbp5kKoKlR/HZpA4D0gfRvt36KIwBz5V71NjsLj/L4CA4Vp9cJZI0E7BbSGlN6h18nUrz6xn6ISNedUPMv1NH6zNq+ubKBpDLtciEDpOJGaZk9CXanHcVjKkEI0URlhbRRgF7HQgpv01lqiMsFYFzJkaWNFwwrwbINUpZCdt8wGUWWkRkiqf2APjfT+vdoybgg6v7n+cNKsPTlu8RU2r6zhmLG7xaJ7xePrsCsvyzD7L9dp/jcvld2idEsq8iFBNUIxl7T2QaFWvW+jdqWWZ/87V0cfnev2A9aYP7jN+GKB65FVkWemKEAaB2nmZV5yB1UiJSCdBBCkF6cJTr0jm0/QGvVTYT2AIhdFgAAxfNo5Ndo/pAzhj7PZW0iTcmbDFRIaewXrZiCZRtWilk2tUdp2cHMPy9VOkfTpWfT3pd3oOV8o0IQyZuVjLZmP4KtEXWCkRDa77REaZR1ZQLNQAuvc1H7JVBF67blGQppRZkI+Nqw49Et+OaVXVg7/wH4G1uRWpgp1tgLyvsDZQ5iAGg4WYOz35wS71saTqqdfPx+9dKm5Qiq623SdoMy9f+LfzQTAK0Xbm1ogTs9MkN448aNWLFiBdAOozHO/B+A9YQQReoLISQH7bBnmSHc3YhhL1kJq2INNsWNXtdQUE/kTWvkdL5L5gjpb3uytk7YbDINAMXhxUis4nDwN6jsi4yFCrJHA3lTNK2HIkGq1VVdrkGfFBFWG8m63uzIPMuKhzbH17Yk9+bTzDhRyKjlfKO2/UamJBZms9tQPEaKVjmTrE1wbQ47hl9PI7pNVQ2oOXIWn63ejPPfno6sDlNN0VxaS81HAPtcNgRDrh6Nfppe0bLv70xHekkWJv90DhxuJwI+WR2vQ8iCiNxzr1d72VrXQq8dvTTeXvqplr2nDFQuyLoIF/HK5d7sFHjSvBhx3wxFdEUPwaCtmDYopn2pKYQKvPHHzZXqofer5DKaomg2mQ2T9qt0tnTEPVAPZV288L0cHid1kGWNNYwZ7AAAIABJREFUNP94nxXWJ9sxZsQNE+BO9yJvMM3EaK03To0GOGo0lFypXCzUVttkx17WK/34J4fw5Vo+UsMfKnVfcGHCueHmJ8BxHPyNrfBkJCF/WElEzhU5i9Z+H9N/c1X7xbKEZ1W2cb/zqMgZo0zBjRBiI8jla6Qrpg0W06Xd6V6UjOuDzN65SCvKxBV/Xa4rNihgVH97evcxnNt3StPqR07RaOrAaaluFPtRW2XgwpFY+NQtSMpOER1YdqcDk382F5f8z3xRW0G4plML0jH911cpjPuZf1oKALQXs54gZ8lVxgMgNnM9ACGybITa0URsGj0JOTWHz8GV6lG0ugOgKN2RazCMv3sWZq1aJjpoW+tkv1PNF0BrZMe7R3LkGeDEBvr3ue1ipFjQHOk/Zzguf+AahIIh7Nv4OXY+9r74UVeKG+NW0ufs1P+lGiDqSP5Xz32Ct//rebx2578iG5ehIawVpP3gD//Grie2ig4kh8cpXuv+Bh98tc1wp0XmLJwzZw5Wr14NAPoXf4LDcdyLAB4CsJ0Q8hIh5BeEkF8D2A7gj9FuN4FzVhntguM6yChW7ET5kn8YZFbkoubQWRCd1jAou5qmfggYpSpaJf8S6pE99Bh9XbIQqN8HVBmop8dQWc9OdGpB1BAbkGYhSm9TXYo5F/PCD5w4IdT8ms3HjPsIF8+l6q+2CCeTstRbeWoy/EKfQ46OxFsoiiNRQRbV6FwZtPaTb+MgT5+Tt5oJx8AFI0Vhi3+vXCMud3h4A5LjgOwxdP8plcoPG53/3gL6r5ZGSOwuB4Yt09ZsKb9PJtAmPTsC/jbeG0uoWNHpt6gTJhBZ/0Z5P9yRt0zGjn/Q89Ywwm8wgZOrei/bsBJoOIC+s4ahz8yhokFrc9nDGrdj7pyO0vF90evCdkS8wuBJT8IFyy9G0SiTaGhqP3oOnf8EIPop6HKUojWR18NbxkhBWO4A9KjW8fSiyqIZFwC1X3TMuBQYfXd+jEklKBgGXPnPFVJ/2LpmNJ9vVArGiZsL0e8nN9r7rAg7CqF3KwBc/pdr8PpK80ljS3UTQm1B6pS63LivejicSS7RwI8Jdi81+nmhHUMyhktps+Fo57N52LUXo9fIcnFiLI+EC6SXZGHuIzdg36ufi/cVACga1RsnPj0MX10LUvKpocxxHN744VoMXHAhdq/5CEk5KZj+66sw/v/Nwrevf6Hp45vdh+73y7Ufiw43zf7LsjH5p3PxyoonUD5lAPrPvsA0Si/0Qm0+14CxK2cgozwH5/edFjUciHD+EqoULn5nvciuO4sKybWe1W8TaBUh6yPjAloDGmo1zuJIGyDVicqoOXwWmb1ztPde2dyn76xhqJwxGMRmE+9lDSfpM7e1pk6SUTj/MU17rrxJdwiB1jZs+dUrGLfyUiR5w5yvPYGWU4qXjXwJSO6gQtgcdjhV+gMOjxPlkwfA7rRL55c7B5CLCcoItPjRdLYBhAA2l8NQayMscqEz0Ovx6Fb+XrKetkkb9x+XiqnQ9Sdq4KtpRlpR91eKlkMIKeU4bg0hZD2AJQCGgBr1SziO22H+aWNYRLjbEUPjN4uPHlmtd8umIk2TfjIHgxaORFohL1AhPgBiMDb1w4QQc2Ov4kacSrrCfJvqOlKL2HPDKz5b35jKwMkYAuF4CWIxetNbISKs6VnrTKNCPJGSXEoj2JBS1DzpXtVkgwCudKUYTpg09fE/kmpInV7rkRojw02KjnM07S1/svF5IBj3pVdb3i+/c/kLxVs0PZs/5inltJF9FOmScsGgvEHS5F0sKwiX4aCibCLvdOFVJyON6hJCUDiyvAOiwVAcz8FXjeIjTjptvgDAWyiVedjUquQyZGm5drcDldMHQ1+EJEak9qET69R+QP4U2RtEHLomW8GVTg1Hr1bp2BJepQCSFSPUFFl9q+CI2fn4Vqy/8TF89IBOT0wuhGimCvIoV1qxUqxo4VO3aNYX2vLoqo/HA7lIVt5k6tgzc6TmjAZ6X2t9+3Zv1KVMNrtN0TLMDHXttKji3+IXHSGBljbUHD6LD//0JhpP14lp6WUT+2HEDVJnkkXPfh8z/7hE8dt+9+F+xfZHfG8iLvvDElz6u8VIyaeCXxf/8DLLqepJOamomDoIWRV56DtL5xlrVWk9awTNoHG2QzclpTdQfq0Uxc+7xDg7JXeiIkVaYPh14zF40WjqMJWXGBAbFVPjDXWbw65sA8WXmfmqaacCUQDLRBH6xKeHcWb3cXz457fiXjoWc06+CRx4NLLPBJUlH8187+nkXDp3IYRgyYt3IKM8B1PvW4jFz92uzURRlbf1uUxZXvTaHU9j/U2P46Xlq3GEbwUGQOo1fHqTKNRlSP1exUtf1QnNKsVjK+FMdsHmtIvaC+r7ag/gDULIOQBvArgIwLcANgHYb/qpMHSzK4UhEYOISGof3TYycGXTyVmuqnWX3QUQJ5JzUzH8+gmymzr/f3GMxEvUE0M1chVam0NrxMkhtojbCgm40sKoVhfMiGq7IvlTAEeasRGQXCZFhCNR6CZh+jvLDLoFT9zMp6QJsv58pgEnRaqpsITeGKVlcnErm9uC0JUMddsqgK9Ltkrv5VQoydWOshjVbxBsDSh7/TrTpJrJKJEr8+rXHxvfrgsuoGl2/cT+1R3b8iUq2tPSw8xg4BWhr37+Bxhzp4W+5b1mtuPatFEnVf4UpbgWIWL9mV7PbXGcMRUzjAxOjKhJ55Ha4aHfVocLP6l2pPE10dJ5Jxd8sznsuHzVNcgbUiT2vVy6/i4s27BSFF87tesogPCCbrr14qkRtsUJi+y4EAJ4coDCmbE1Lnov1y9/iDEOt1PRU1sox9iz7lOsu+YRrJm3SjSIBSpnSPdcIb26eEwFnF4XsvhocO+ptByj6qsTihp9d6oH2X3zrQkaRoNa98Eqriy02vMi/5wgCEcIkNbX+HlMiHKulFIJpA1AwbASFIzi1d3V509KuUJsS45gCLfW8NlYevfPRlpqsH3VWzi69VuxE0DVV8eB5mPa9bsyzUdhycl5ZrP09+lNireEGmx5Cz/h3mTYhogXX5vxu0UY98PLMOhKZatPQegSAD784xv4+sXP6ItqGskVfqNICJ5QZjTmDy0GIQSEEITagmKGhqAN0lPgOG4QgEIAdwH4CEAfAD8D8A0h5HC022WGMCNybHbaNkOIcNiTzGtyBCJpd2TWUkSoEzaq4xGEMRQqqsLDS2YgFEwPL7KhQ99ZQ5FekgW7M8yDvr1COKl9gPIl0muOU04C0weFV43Ww1NgrjArM+i8Wcm89199/Oj/S168A9N+daX+5MBgwkDajBVqRWRe2NG3T8PoH0zDlU+vECfJghCUOVFENTOG01TWMARa22BXCzSlVFDhtAgQFFDH3jUDTq9LjHTrOjaM0nJBe4wuefEO5A7knURGvaSB8I6kjsJfg6gNdHXpgEgUv3FyaYeIVAk9WyWjQPVd7S6gPHqtgKgRanktGnF71+/Emnmr0HiGv065EMIe5/IlQO9rFItsDjsm/Phy8RzPKM/B9F9fJU44BSN8gSw6bHPYxVRYQzw6xoyijjcGRClmFTFujQBqh1DG9wUumT8QyXxnhzO7JSGzL5/7WLF+apHkHPakJ2H6b66ifXFFCMbeKTmTuFAIc1d/D5mVeSibFGGUO30obVVkROli6e/sMUCmWsvBIqVXodozJrrPRkLlLTSAUDBN9pzlrx8hO0mudcLpG3euVHoOttbXG693/jOc23cKh9/diw/+8G/sfXmHKKQmL0fqURiUJzSfbxTbhpm2HTK49nMHFqL3lAFIyU/H4udvx5VP62fmfP5PWsoF3xmx/CpS2lTtmYzapiX35+fJjhi0Eu0icBzn5zhuF4CXAXwM4DSAFgBR1x0xQ7jb0VlCMaDez/Jr6OROTBnTm+hGOSajVMKkIvqgcZlEDipvAfJlfVyzhQegbCxWe32quOjWSzBr1TUAFwi/ciyQHz6VOrUQdYlWWEYXm4OmgynGIDeEbRB+Z5vDzqdum0eEAerVBAA0mvT60xsO3zbEneYVJ2OGUbf2kjOatrcCYHTeBv0BtDX5EWjxK419YqPCaRGQXpyFZRtWSgIxfCRYjAgbKADroRD0MOspHq+Hpt1Cn3MxHdXqPYOLypkVFhK9GFtETikBYWIsn/RHjMExy5usVHZWMfEeaoQIdeG7ntgKANj5uCAgE73eROn4vkgvNq9jU/YeTtX0DVbgMVAyj3R8ckNEjiOFGtXF86Rr2cp5Gy02B3VuylNmPflA2iCgSL+NXzQk5aRi2YaVyLu4DO40r2ZifWiTMhNASB0VyBtcBGeSzEDIGqlI4w36g0jJT8OsPy3VbW1lSu446ZlecRMAm9KhKH/OZwxVfbgT5ztWUZyLshIeAGJEU5EZwi/LnaTYjKs3LWHw19ZQ3RO5ISyk3YJTKLHvenIbZvx2EZa+fJf5ddSV4ThqYIYim3+FZOrLYraKnnNZr6a8bInipcPthDvNi9IJJk4f3yng3IcRjVFArUYtRrDTBiGzUnIEOlNSgd43AKWL0BMghPQnhPwnIeRdAB8CGAfgXwAGchwXdcopE8titI+OmIQK2NvRI009McocpttDNrpNExA70dSfdDQcBxpVkpHGe+59dWFqUCLFyJASDBWnygmhF21S/QbTfsWrzlqt8dIhu28BRnxvIiqmCirJJhHGDhKL++5DasgfeudrjI3xtgVPsBgRzh5Fo5fHXzb4RBTCUPL0PU++2F+RCrRZeHC784DWqsj2CdBIdO3uCD5g4fcjdlqb13gw8vEYUbbENPpuCH9tWDrt1Pe27FERtVQLMxDlS2IziagDJeP6YNmGlQi2BfDcVQ+Jy9ua+aiElYhwjJC3CoHNQ2tuD/J1gcXzaTT4jJ4Qoi0yMbKskTR19dg65XJ5xN6VHpsezwKONIWavkgpn00liEjmXxJ9T2tip5/115iuJmQvqEnKTkF6eXZ4x2rWhUAogvIUPXpfp3U42ey0PRVAv4fQ+seVRRV31c+ZPtpa84RCGK/w3BS+r/z+Ihi4qhuHzZsFZ7ILrWcOUPFPeZbcoceBXrPAhUKoPijdiyumDYpPK7mOpOk7ZTZh02H6nOKFKUOBIGwOOxrP1OPQO3sMhS/1o8A68xaHTBxP6D9tcD1OuHsW2n4wFa0NPryy4knkDS7C9N9YyI4Mg5CNUzF1IA69u1fKkiE2TP2f+XhxOb1X2Bx2zZywm7MXwC4AvwPwCsdxUfYWU8IM4e5Gal8+kpqAnlI91KlD4WhnHaY+FgwJRyoQUKtEd9AxVqWuCkJYgWat9H5KATVIW836gMYC4UGeO05SkVUQwbGwW0k7NEirthGpp5+30DwFOBxRKpYLnnZdIRfLG3HptlJweJwI+Nqk+jpCzEsKypZSIY7j6yPYucH5nlwetQfbEpEqmFuBkNhPBKI0QsR+1OEmogUzok+JTTfrAy27ZhwpkoK5nmVuT9IIuKgjeaGAEIHqeEN48s/mYst9r9BWbJkXAjU76XNMbvjopUQLEELFAc0MYYXzjsS0g4AlypeEXweI3ggGANgsZTPIjSeBIYtHY9g1YdTzVUy9byHe/dlL6DNTHak1ILWflLpq1sIIoN0WhI4LpSrjImd81+iPq56vZI+iwQN5NpoY6VUZZYTAnepFay3frSDQhNqj5xAKhJBVmQec+jcIgNkPLUf98RoceX8fhi2LtWs2ATj1hvJ1Ha/MHWxF9YEzeONHz6J0fF/UHD6LhpO1yOqTj7zBRWhr9iM5NxX+plY4k1xwJrnQd9ZQoFh23uVNBM59pJzbubKBkgXUmWShvZ0zyQ1nkhsX/+dlyB+qX2e86SfrUDiyXFNfHAoEwXGc5t7bVFUPh8eJMXfNQP95I6RWZsllcKd9hRm/W6ToidyD+D6AoQDuAPAQIeQ8gC+FfxzHRTIREmGGcHfDmdI+lcT2YnMDQYOUFfWFK1c/Ta2kEvVttVTkgeOoseApAHynpfXaNUlIZGSCYiql4NLxffHt67sxYJ42nS93UCHSS7PR7woLdVPCdvWiEmHhfzsjYTHdMJjR5DnMpDqlD60DazllHnksmm2+nXC4Mug5WPMFbUuhQX+cglAXfahFaSDkTgDOvKtZnF6WjfP7ThuIZelgdL3LIw5ZF9GWGwJ6v2HRXOP7Rs544NwH1sYTFvXDW3X8vAU0db49wmZxYuSKKcjp3ws5A8LUmIerTzZp14Fck1Yw3gKaUps5HDjzjnkrr6QSoGGfZrHNYUMoEII3Mxm+Wt5QDvlp25gORDGBTKmgzwMhhd+SSnaEmRHq+1XJlZoWJp2OzSP2Ow1L7gTg7DbtcmLtODiTXWhroo44IeoUTd/l/KHFGLtyBkrH6ws+aT8wxXqLKTMyBkcvmtWZEFVqtM2hk5nGqdYVPwxXihv+BnpONO55C6/fRVuQzV19g9j6yuawI6M8B8PLtR0Gzuw+htqj59H/hzH4LolCC1/b3laHL9ZsB0Cdj5UzhuDzp7Zh2+9fg93lQFuzH+40L1rrW+BO8yJ/aDFtB7b/W1oawQXpvTilt5SNUXmz9DuojeDkcqDpiOGwyidLauInPj2E1oZWVEwdiNb6FlTtOYH6EzUKQ7i1vgXv/OwlFI3qjQuuVd7XG8/UIzk/DYQQZJbLnKb8HE7UAukGEEIqAPwUQDrHcabhdI7jHlF9thjAMFDj+EoAURnC3bSIgBE3iudE17eP2Gi0US5UQAjthyt48nMnGdcNl19rWgenoPByRQuR6BV2O6LFjFrlmkaarnjwWqSXar2T7lQPrnjwWqn+1gy7h04qk6LpsalzjBR1ThEYwkaiPZkjaApcwVQaNU42UHGMNZkXAGXLaKqeBSqnD8bi527X77lqFQNv7qgVU5A7qBBZfaJQN1UjRMuJXam6nD6IRt3Kl1vbjpnzicTYl5o+iEa55dG/SD3f3hj2kI0AT5oX/ecM12k9FeF9omiebhuWsBAbkDdBx6Ghs3/h+Paayas9Uxat/T5m/G4R2lr8aDhZi5baJvpG0KKBFiUOtwMX3jQJM363mN73XZkm6dyy80HoECCkBMsjbULdray/eMBmUMrjzu64+035tdbuLeVLgd7XK5cVz6eOLDVWS5Ky9cWhBi2k25y1ahlCfJp0mlEtt6FiO1WxrZg6SN9xZ0+mz5vsbhiltIyOSKcau4fWpWuijwQOjxOndh3Fjsfex+dPS9k6u9d8ZGnvJ3Ycwef/3AZu/yNAqB2q/QlIW/VRnNpBleZH/2AaBi0cCYBmsrTx2XNCplxrfQvO7j0p1bVnjwJy9M5Lk3t1r0vp/dICW361ER+tegsAFekCgP5zlMEKV6oHWZV5ogq7QLAtgIaTtcr2lICBtkfsTDhCSAYhZB0h5BtCyF5CSGTpIdJ2HieEVBFCNEphhJCZhJB9hJADhJB7AIDjuEMcx+k3xg4Dx3HHOY57neO433McZ3FCo4UZwozY4kzje+DGECGFKsnEC+ZIMq2DU5BUHFXPVw3qCW9nKY3GAz1jJEKxirBkj1KlwEXpaIhG3MaZopOqJ3jxZdFVvu2Uw+NUiMVEjv7EKKtPPmb8dpH1iLBlVGPNvkhSV494U7JtdYSQkFEqON/fOixRiuCZksa3k4kk20ZwIOi1+zHDZte2rANi23opfSDf+7pUYVTZXQ7kDiwUlYU/e2QzfaM9ra8sMmDuCOT0t9ZrVqRwJjW2hHNS7oQVMl8Eh5A7C+c946kjtDNxJIVPAwbob64uG/Hk0Xrc1H68A3eWyomrg+CcSu2vIy5FGbTwIlz5zK3ILM/FRbdMxvDrxqPXCINnYlI7HQQx0ubokgjnpZkzz+6hWRwK8U8bQAjqT9Ba74Nv78GQq0dj4r00C+rI5m+wb+Pnxo5IvrY1JS8NQX+QZnc0f6e/biJjUodeffAsACCzMk8sV7rsD1eL70/5xXxky+4nbVY6TYQTeEgu5QXdrBFsC8DudKB0Qj8UXaTMBCKEYOxdM1AyVnLUVe05geeuegj1x6vFiL9I+VJonuOCvkdsWAXgDY7jBgC4ALQeVz7ePEJIqmqZnojCkwA0HgNCiB3AQwBmARgEYCkhRNsbMw4wQ7grUbwg3iOIjkhEi4SHrrx+q2AGjQZ3VFp0rGot5Cmn3c4o1jlGnPzB0hE1hFFus2QBUHBp+PWiwaDVhSHJBmmwVp02dGX6n1m/a3VLpEStH8oaGf21kdYvfJpsxU3tE9kzIn0A3bcVg0YgqQgoXhi7FM68yVF+0OA6MrmfXv7gtSgZV4mhS/iIYicYwrFB9l29BfQ38+QCRXOAvCkIEbdSGyB/WsfdK2JJ/hTegVtCnbjy61tdh1owjUaR8ycbZt8QGxH7N7tSPBh05UXGjr1odTnk10rlLTTttKchOFEjnbv0uRkAga+GpuvPfeR6ZJRmo2RsJQbykc8dj25BwGegDcI7t5Lz6X4bz9QDvigEDuNNoEl38dGt32LLrzcCACbdK5VIZfctwJyHr8e4H16GXiNKcdn9V4uq+LP/eq3utiJGrnVhoPI/9i7aWqz5XCPSijMx4e5ZyNBJXVfzzYad4t+pBRbKgyJ0bmzcuBErVqwAAMXGCSFpACYBeAwQWxTVqj4+GcAGQoiH/8wtAB5Q74PjuPcBVOvsfjSAA3wE2A/gWQCxk8ZvB8wQ7kp4OqfnYMwR0rOsiCSl9aVy8PI0IYeXTkQ7G90+xAizjKdwVqxHE2f0DOFoJ8dWhdGiNIQdyUBKeXSfDYdOHZcpRvWgRgayHnYX7bNpFgnSpGxxyrEZHkuLxzh3ovR3SjuUdL29gIrrqYKu6biipIOUwqPGE37y0yHIjZcojgkhBBPvmS2JtHSmIdwRThxvL33nU2plx90rOhJ5dkCZvDc1oRHoLFn7oWJVVxG9VGsBDx9Bk0caLfafNoWQ2Gynq+FIpvfm/EusrZ9USgVPeab8fB7KpwyAJ13KvLng2otRMJyWBJzaeVR/O/z1KkQVj2z5xrisLFFpOY3Q4Wex54VP8N0H+wEA332wH2vmrcIHf/g3bV8IiNkrAqm9MtB7ygCxREVQxU/KNWm3GS0GLTyFMTWdVQusmjPpJ3NQPrk/AKB8imzOK7TNVN/Lw2WHqJgzZw5Wr14NAHWqtyoAnAXwBCFkFyHkUUKIov6C47gXALwB4FlCyDUAbgQQSb+/IgDHZK+PAygihGQTQh4GMIIQcm9EXyhG9MA7E6PTESI5Vh+EnS4HbzDxktdG5etFY1Q3Jfn3M4vedUX0JqeFMrGqLihuFJ5Ie9rq4DQ4LpEaJ0lF5teFepKv2C9ncj5aNDrSB9JruPJmVYTTwueL53de1I3YEs8YjpaSK2lEORqyomjFZCXN3e6NXvFajWHtaRh0a/t4hN8+mvZXXQm5g0Ve4qCXUq9R2za5PoSMF4VWR4x1AAoupWJfPYXkUoudEkBT/QWjmRAUjizHxT+UGTu9ZsJmt2HKz+bCmezGiU8PKz9fcSPVF+DF7VILqaFWe+Rc7K7bzuL0JrTWteCLZ7Zj2/2vo625FS01NEKcPyyKdH1eTZ2L9fnc+wZNn2Ghvvf9X2/Etvtfj2hzF//nTCzbsJLP2ODnlOJ1rbp2XeFVrS3iAHAhgL9zHDcCQBOAe9QrcRx3PwAfgL8DmMtxnIkiowa9Gw/Hcdx5juNu4ziukuO430Yx9nbDDGEGQw/iUKbQWfGmWvX6dkl0UoLlNdsdYvjH2aARJtOZFhS5IyGvg8+T3jdoHROmbXdkZIT5rtFEdTx5nRx16yaGsDubGjxCimkkKaqKibfF45E/Jfw6vZfT0gNDLDpWskbqG21WthFJenpPw4qSvpmjKGcsFacUnn2eAnNtDlMMfseUciqKxwiDzu8UpKnQNocdhSPLcOKzwwgFQ1TDgNipQ9TmFNWFbXYbrvjrckz95YKuF5EnNnizkjHqNvq83Lt+J/rPHo4lL96Bqb9cgNxBhbj4PyOIiJp9/8IrgLSB0Y3T7tKkvifnpYmtEMU2R84oItJCH3M9x17+tFi2JDwO4DjHcUL7jHWghrECQshEAEMAvAzgF1HsQ+7BKAaQED3QutiVwWB0ErkT6I0zYzitL9NDPaFwJMfAe56gtZ1WDSkrWI3YpVpsydFREBuNgpq1m4o0+ujOpen/ekQgwqFL6dVAyVX6keP2pkarSWvvRDbG57lMGbjbRQNzJ9EWVl6ZkFT5tZoohJIoflfT/rPt/L3ypyqjjN4iGI4xUevbuwJGtahqNWojvAVA2WIgdzytSS+eq3w/b4oskh9GLyFSPQWGCp3rw1sElC4Ces1E0agKtNa14Py3p6lafKXs+SFzmqWXZMHu0najSHj49m+9pw5CSkE6iI2O3+awg9gIZvx2kaJlEQDz55LZ908qoj2F20PxQjGrRl5vXzSKL4OKRkQ2dwLf2pBP/5Z/h9RK/c9EAcdxpwEcI4T05xdNA/C1fB1CyAgA/wCt6/0egCxCyK8i2M2nAPoSQnoTQlwAlgB4pd2DjwFd7MpgMDoAsxtkzujIamvEyV6kE9EEj2K5DZRvC2Z0nAqrowMUiTuTnHHUM58xTFSbNqW93l1Xuup3Up5TVd6pynR2Paw+XIXfRjeqF4fHSv5UyZGgSQXtJApmdMx27S6t4JYjKUxbK/lvH4N7S3uNU003AZPttSu1PcHvo/HCLENAL0Xd5gDS+muXp/WTMgc8YRS+c/RbNzEsIlwHdi91SvS+garWuzKB5FIUXliOC2+ahBQ9USW9OU2sU4I7EpkTxeF2YO4jN2DI4tHhP5c1kpaUyBHq6aMVfbOKJ4e2/uMpm0ivq8KR5XRBmrHOTbDNQIPB5lA6QMXftUPuc3cC+BchZDeA4QB+o3o/CcAijuMOchwXAnA9AE2ROiFkLYDtAPoTQo4TQm4CAI7jAgDuAPAmqCL18xykHuw4AAAgAElEQVTH7emILxIpXejKYDA6CG8R7eNn9wJVW9q3reI5QNOxCFWBw2FDWO97R2LWPsNIDKqjCacenAgIrUtyxiaEYmfQlhw+zVHPsNUzTDKH806fEHBuu/K9rBFRjzEiHDJDkBDZRCdOxpDQ0zYhiOQY8Eap/Hd2pgNtaj2VdpI1Emg+AfhOm6/X1SJXXQ75uWGjhm3Dt5FvJqWcRoirNtNrMVBPl2dcQLNoWAp7jCC6TglX37kYkOK21lYt75KupZ0QbNUsIjZCI771Xyvf6LMCCDQDbfXU4ePw0jr0piP0vBaMat4R4LfFoIyr4FLoOvNkzuyLbp2CgQtHUqGzihsN72snPj2ELb/aiDkPX4/UXhbSp3PGd4jwGcdxnwMwVNLjOO4D1es20Aixer2l6mWy914HEFnRdCfAnjhdgdR+Xcub19UghE7s0/pHmI6r82BxpsWuXUq8Kb+GpmHFQuhIHi2zJxuvp6Z0MbptlKfyZmocJCpmKcbExp/ncfxtFD2ndYhEmTsWJNRE04piuGpd+TMmZ1zMR6RBPYEXhF9ssTCgEum36AQyRyC6dPh2HqfUvjQjqEwmHpszhhnBMUG4Lg2m6cll1BERTsW/aK5xOU6iEvJLfwtdR9KHyITy1GVpSTRyKhyrlHIguZz+LSje291AyZWocZuoplslpTxsEMDudCCtkDe6TQIjZ746AQBoOKnuVmRAxmDjDD1GVDDrqiuQP8WakEkiUTS3Y/p5dlc8+UCvWYAjNfy6nYUjGUAERqsZKb3pA7vxQGQpz64MGqUUHoxlS5UPybijM5HsfZ1JfZzcQLHpfz5WCA/faFLCHGnUqdNyPLZjEomBIrfR5IIQ6sSJiUEVCQlkfMkNHNPaX9C+s/X7lJMrzeQ7itTo1P5Awz7j9zOG0nT+U2/S1yULqBiQgz03IiZ7FP1nhVimzROiFJVkxBAL98g0C8rr3jAp7ImII4U65ty5NLtArtNReDktOTr8T2vb8uTR2t2skYAzJfaq0WrcuUDrWem11zwLq2LaIHyzfifa+HZQ6H0DUP+NiZggI9YwQ5jRMXTFm68CCxOEWKbwObyAI4qWADYPEPIB7jjVRZqimjxnDKOGcHKEKaSOFMDP92d3JpCjwIhEiYZk8JOH9CgzFERD08K1YHOLLTsSwiB0xMiBEwmJGBHOnRi+HZ0zFchWRUnU0VqrNcK544Gjz/JDkB0PTmdSTwiNaomvbTH43ZjQVnhiXD8ukFQqqhozYgE/v7Daeqk7YbMDlTfqvyc4XpwZ5lFZ8f5DDNpfdhCCqv6B1fT/vEmmq9M2SYC/wUcX2F1A5rCOGh1DB2YIMxi6WJhQdbT4gprya7TL8ifTiErhrM4dSzR4cqigUaSiUJ58yRDurmR2QF2tzQ5kaTogWCdvElCbFdajDYCmSNpcQM3O6PenJqEMy65KlIahS1WrpjaUjXCmUeP77Fb995NLAN8pa3WNjI4hbQBw7kP6dyyvscKZsdsWgwpjZY+Nnw5HoiNPx9dDaOkopEjHizARaE96EuY/fhPcaSwTJl4wQ5jR+diTgGBzvEehT/ZYAETZjsWIzjaEbTqe4eSyxBeOypJNomPX965rIdTbqvv7isgUQhMlqmL3hDeA+H6V8BbQsdfstGY4MzoWIVslUrXn4vlAk0YIFEipsL4NIWtD0VucH0fmcJoyzdKf44e8pCCRSnEYWlhkMHqcaVSkKqbCpRGQNgBoPq5fCuZIEdtDERtBUjZzDMYTZggnKimVQOPBeI+iYyhZAPhr4j0KfRxe6/XYnZ4C29UiZPx4zdq8WCFRUo3bgyuD1jaFazlSvAA4uqZzxhQLvAW0Jlr4jSpvsRZl6jUTqNtjHhkUPOkmbScSjtJFne8gMyVCQ9iTp99+iuOs336SiqlGhCdfqygOMCM4kegKmUSM6HCmA6lhhLS6O/EyggHzlGi7hxrCSSVUjPTQY3R5uPkBo0NghnCiUjANOHAQcHVDdThHcnxq+GJNvPqVdhVyxtEHUXvVezMvBGp2xWZM8cSKqIyzC3qG5Y4Kq6mW7iwgb6L5OjYHVdbuSu10XDFozREThN+hHTWz3kKg5WSUn43ThM7mpmn6aYPis/+uRlfv1c4wpuzqeI+AoYY4AC4gZep4e9EsOWcG0FaLjg52bNy4ERs3bgQAo9S0HkkXmmH0QCq+RyNEDAbQ9WomHV7qFW1vOnR3TqcWlCHlCpGZI4D8afEZT6LRlYzghIK/V0SaGi1HEdHoIiJUhAD5lwDe/HiPhMFgMJSULARyJwD+8/wC1fOtg+d4c+bMwerVqwEgxk3iuzYsIpzIMPl0BqN7kz6YGisZQ6RlVtugMBhGxGRCJZukMYdE96JsCeBnc2EGo1NxZdB/Z7fR1xo9kC4W7OgmMEOYwUh07O7EEVBixBZiS1BBlASPACZku7BEglCBtlgZsMwQ7l4409qv3cBgMNoJb/gKuhIs+BUXmCHMYCQ6xfOo+iCbjCYgzIPb6VR8L8EEqRIQmwOouKF924jp/SbBHSsMBoMRL5KKaLp0mJ7DjI6BGcIMRqLjTAPSmfgLgwGAec07jU5y8iSVUIVpRscitHBjMBgJBqHO3e7QIaMLwgxhBoPBYDAYSux83/JYdC4wE+1iLXw6h7JlOHN0M/rHexwMBkMJsbVP2JDRLpghzGAwEp+kUiCtX/z2nzWSist4LbRAYjC6A8QG9FkR71HokzcFcGfHexRdC7sLIcKiwgxG4kEAhOI9iB4LM4QZDEbiUzgzvvt3ZQKlV8Z3DB2BtxDwnWb9RBldi3g6xbojaYNYyQGD0dmk9aX/E1m7u67WJrMbwAxhBoPB6KlkjQTS+gPO1HiPhMFgxIu8CfEeAYPR83Bl8n8Ixi8HJsDZ+TAZWgaDwYiE0kWAM53+3dWVvAlRGcHsIcxgdBm8RfEeAYPBiJSci6kTWkCYR7A64bjAIsIMRqRkDAdaTsR7FIx44coEiucDredpm5ruhKAsm1wa33EwGAxzKm8Gc1wxGF2QjCHK18QB2NxgbebiQzebxTEYHUjhbFpL6cqI90gY8cbuBpIK4z2K2GN3A+XXsjYOjBjDJngxp6tnozAYDErGEK1xzOg0mCHMYFilOxo+DIYaJpzFYDAYDAajB8AMYQaDwWAwGB0Iiwh3acqXMzVbBoMRcwghFQB+CiCd47ir4jEGllvDYDAYDAYj9iSX83+wqUaXxuFl5RIMRjeHEGInhOwihLzajm08TgipIoR8pfPeTELIPkLIAULIPQDAcdwhjuNuas+42wt7OjEYDAaDwYg9eZOArFGsrITBYDASn5UA9uq9QQjJI4Skqpb10Vn1SQAzdT5vB/AQgFkABgFYSggZ1N4Bx4IeYQjfc8898R5CXHG73fEeQlzp6d8fYMegp39/gB0D9v3j8P3tHiBrROfv1wB2DrDv39Pp6cegp39/Hk2dAyGkGMAVAB41+MxkABsIIR5+/VsAPKBeieO49wFU63x+NIADfATYD+BZAPOiG35s6RGG8LFjx7BixQps3Lgx3kOJC62trfEeQlzp6d8fYMegp39/gB0D9v179vcH2DFg379nf3+AHYOe/v0BgOO4kTqL/wLgxwBCBp95AcAbAJ4lhFwD4EYAiyPYbRGAY7LXxwEUEUKyCSEPAxhBCLk3gu3FjB4hlpWSkoLVq1fHexgMBoPBYDAYDAaDkRAQQmYDqOI4bgchZIrRehzH3U8IeRbA3wFUchzXGMlu9DfJnQdwW0QDjjE9IiLMYDAYDAaDwWAwGAwF4wHMJYQcAU1ZnkoIeUa9EiFkIoAhAF4G8IsI93EcQInsdTGAk1GNNsYwQ5jBYDAYDAaDwWAwehgcx93LcVwxx3HlAJYAeJfjuGvl6xBCRgD4B2hd7/cAZBFCfhXBbj4F0JcQ0psQ4uL380pMvkA7YYYwg8FgMDqF3buBAwfiPQoGg8FgMBgRkARgEcdxBzmOCwG4HsBR9UqEkLUAtgPoTwg5Tgi5CQA4jgsAuAPAm6DK1M9zHLen00ZvQo+oEWYwGAxG/PnoI/p/H72mCwwGg8FgMOIGx3GbAWzWWf6B6nUbaIRYvd5Sk22/DuD1dg8yxrCIMIPBYDAYDAaDwWAwehQ9whBubGzs0e2TGAwGg8FgMBgMBoMh0SNSo1n7JAaDwWAwGAwGg8FgCPSIiHBXZPfu3bjtttswcOBApKamwuv1ory8HAsXLsSmTZviPTxGF8PnsyEQiPcoGAwGg8FgMBiMxKBHRIS7Gn/4wx9wzz33IBgMKpYfPXoUR48eRWlpKaZPnx6n0TG6Im+/nY/WVmDevHiPhNEe3noL8PuB2bPjPRIGg8FgMBiMrg0zhBOM9evX4+677xZfOxwOLFq0CAMGDMDJkyfxzjvvxHF0jK7MmTPxHgGjvRw5Eu8RMBgMBoPBYHQPmCGcYPz6178W/7bb7diyZQsuvvhicVkoFMJ3330Xj6ExGAwGg8FgMBgMRreA1QgnEM3NzdixY4f4es6cOQojGABsNhvKy8s7eWTdm2+/BZ58EuC4eI+EwWAwGAwGg8FgdAbMEE4gampqwMmssd69e8dxND2HDz6gdZdtbfEeCYPBYDAYDAaDwegMmCGcQGRmZoIQIr4+fPhwHEfDYDAYDAaDwWAwGN2THmEINzY2YsWKFdi4cWO8h2JKUlISRo4cKb5+9dVX8fHHHyvW4TgOR48e7eyhMRgMBoPBYDAYDEa3oUeIZaWkpGD16tXxHoYlfvrTn2LBggUAgEAggIkTJ4qq0VVVVXjvvfcwffp0/OUvf4nzSBmMns2ZMwAhQF5evEfCYDAYDAaDwYiUHmEIdyXmz5+P+++/H/feey+CwSDa2tqwZs0axTqsh3BskWWjx5SmJuD8eaC0tGO2bxW/P777765s2ED/X7EivuNgREdzM7BrFzBuHGDrEblRDAaDwWAw5LDHfwJy9913Y8eOHVixYgX69++PpKQkuN1uFBUVYc6cObjiiiviPcROp7ExMXuo1tcDgYD+exs2AG+80bnj0aOlJTbbOXQIWL2aGhB6JJrqdmsrcO5c5+zrueeoUcXoOmzbBuzZAxw7Fu+RMBgMBoPBiAcsIpygXHDBBXjkkUfiPYyE4eWXqUF3883A5s3ARRcBaWnxHdOBA8C77wKFhcDs2cDevUBSElBWBrzwAjXeAWqQud3Kzx4/Dnz9NTB9OrBvH91Genpsx7dvH5CfD/h8+u9XVQEeT/jj6PdTI6+qir6urqbfU87mzbQNVSJFRzdupGPtjDHV1QGffgqMGNHx+2LEhkRz3DAYDAaDwehcmCHM6BIIUc2TJ6kB6vMBl18e3zEdPCiN6ZlnpEjpihVATY203q5d1NAtKaEGcEkJ8Prr9L1PPwW++EL6nBl+P+B0Wkvl3r8f2LLFfJ3166X9BoP0+/Trp13vs8+Ar74y39a334YfU2dTXR3vETASmc40hEMhWirR2Ah88w1t1XbppZ23fwaDwWAwGFqYIczoknTEJDaSbaq11+TpwmfPKt/bvZv+mzCBpmOmpFBjluOA06et7a+1FXjqKRpxHDUq/PqCkW6VHTuAzz+nkd2yMuCyy6T3QqHItsXoGBoa4j0CRrTU1gLr1kmvHezJy2AwGAxG3GE1wowuxc6d9H8h7TgRefll/eW1tfT/xkbJ6D5zxto2hfTmQ4fo//v2AY89pm+kcpzWGJe/p4fckGfduRKHlhbqPHn3XWDt2niPJracPAls397x+/H5qOPq7Fm37vtGGRY+H/Dkk/RaCoVoFsfq1dJ1HI6qKiqWp0cgQLM2XnxRWnbkCM0QOXnS2vYZDAaDwWC0D2YIMxKagwepESAgRFDlxmQgQOttOyJK7PfTCXAsDO9w6cVmBIPK11u20GV6Ql1ffGEskCW0pZYrSW/dar5vtaHQnuPMcSzCHAnbt9Nz+8CBeI8k9rz6KvDllx2/H8EpdPBgsmK52XlcUwP885/0OnntNXofOn6cvvf88zS1WX1Nqlm/XjJ09Yzt996jhrLPRx1Rb71FyyhefdXiF0sAWlqAt99myvQMBoPB6JowQ5iRUASDwPvvSxHQd97RNwKCQeAf/6Apwzt20KjZ4cPKderqrBldwjp6E+NDh+gEWIhExwuh3reuDvjkE2m5MMF+6y2pJtasNnb3bvr/K69Iy/bujd04w7F/P/Doo1RtmxEeJujUcZiVJezfL/3t91OjVc4TTwD/+pf1bZvV9QcCWqPayMj2++k9L1Kqq4GaGmfkHwzDzp30vpuIGgEMBoPBYISDGcKMuNDURI27c+foRHDNGmpwHjxIxWSEyGU4TpyQ0ovlaYhNTbSljXo7NTW01vK556iB/fXXxu2PEgl5qvPnnyvfO3+eplWuW2fN8K+q0hrLkUyuzX6bw4dpFCycAddRvZv1iMaYbGig56RZJkBmJq317Mg0/c48TvGipsZ6iUB7+fpr6vipq6NRXSOsnDM+n37dNscpHU1ffin1nNZj82btMqOMjiefpFoBkbJuHbBtW07kH2QwGAwGoxvDDGFGXPD5aJ1rQwONDjY20jRQYQJq1XjZtEmKvsj7uAoTSXXq5Qsv0FrLujqacr1tm3JbQoug776jk0e5+rMRR44At94K3Hef0hCtrg6fPimnoSFyo5zjlEbso4+GT6PVixib1QWr+wY3NtLvqTfWt9+mhrnR9xZ+11gYeKdPG/c0joamJunY7d1Lv6dZpMvplJw4Ap98Qs+t9lJT03OiwS+8QA3FWP6WRmzbRksB5HX8er2+rR57vbpt9We3b5eu0fp6asgeOULvUX6/fk2wTfVkPn+eHic9Pv+cqtYzGAwGg8GIDGYIMzqdTZto+jPQORGvLVtycPp0+GjpyZO0ru+992i0urrauIbR75fqlD/4gC47flyqI6yuBu69F7j9dukzoRCN/hhFENeuBR5/nAryWDWIrRoPf/pTf9x6qzSOSNAb73vv0bFGSiyNu1dewf9n77zDrKjuN/6e7YUttKVI7yAKUaSIShFbCBoVu8GOJRr9GWtMNCrGGjVqVLD3aDBRlGDslaBiAREUUGFBWHBhKdtY2J3fHy9fz5m5M3Pn7t6FXTif57nPbXOnz9zzfiv+9a/ElllTw2MkIeImM2fSOLJtm/a6h+0rv2358ktg1qz46xRGaSlFzxNPaMOMF2/V8l2Bp59ObmXsrVvd565ZLCteTmtjFaxauRKYPZv3h0suAS66iJ9774NeIfzKK26j3Lx5FNPr17PAlnkfqKxkpIywcKF+HdRT3GKxWCyW3RErhC07hE2b3JWPJdTXHAB6B4N+Im/2bGDKlMQE1aZN6Zg9O3rV3SVLwudfV8fCV7//PUO5RdQDOpfYzOMF6IE6/3yuwx13xF+HhQs5WI83YH/hhXCxVlGh+wUDXO9E8qaB2H1RU+Nuz7Qz2vrI+gUZAoIKkz3+OIufzZkTu29FNJlioT6FvRpaDEzWo6YmPJe6KVdOry/PP5+8eb33nttbH0ZVFactKWE0QGlp/ZcbFNYM6LBmM7x53brY9UxJYQ2EOXMo6L3X4Mcfsy7A9OmxUTQvv0yjjmBGvTz5pO5hbrFYLBbL7k6TEsJKqUeVUmuVUguMz1oppd5QSi3Z/txy++dKKXWPUmqpUmq+Umqfnbfmlnj84x/+QlT66ZrvAYak+oX7PfEEsGJF/D65fkK2oiL6+vqtpzlvaaFy++3u6cQbaIZerlzpDr8UL1AYn3xC0fb44/EH5X7b+re/MVz70kvdHsrPPmMONkChFRTC/PDD4fM3SWRgLYPyhkYCzJ6tX3tF7zffuL+XcGfvtprbJbnqgFuUNOUK10Eib8sWhvY3BRKNAEjm/pZWY0HnWm2tXj8JhZ8xI34VdUFyjEtKKEhfeIHzDCuiJfcN09hipnQIKSlct/nzWZgrLJ9ZEINUPMOURK00hA8/3DWjEiwWi8Wye9GkhDCAxwEc7vnsKgBvOY7TG8Bb298DwBEAem9/TAbwwA5aR0s98RvMLVniFmphA2HT0xJUXKemhqHK3qqtYQPyiorY770hhBIqWVXFgW5ZGQslCRMm6NfecNYbb9SvH3gAaN2ar2++OTi019wPftM8+SRw1fYrwW/bzHBIEwnLBCjIL7gAuPdebs+55+Ln8GmToF6ogl9O7KOPxlbaBZIndMx9PHs235eUcF+ZHnpAh4mGtYEyhXPQNIl81xCChFtdHfPq4/Hf/9LwUp/qwsmgokIbFR56iCJx2rTYqu7J4K23aBgLw+++4zg89887j4aUuXPjL6uujl7mujou88ILeZ3NmMFrasMG97WweLHbw+04zCs/5BCmTVx2GT/3y9mvT9rBP/4Ru42NRdD9xWKxWCyW5kSTEsKO47wPwDssOAqABJI9AeDXxudPOmQOgEKlVIcds6aWRAgTP999p8Nb16+PFTELF1KcbdjgznsLyp2sqgK+/poFakyCxFx1Nb2mf/lL+DZs3MiB5VNP8TcbNgAFBcD11wNXXgn86lfAiSfqdVMKGD/ePY/779e5fyNGMMfvv/+lJyqRolrl5RT7UgHbu3/9xOzw4aW44ALgz3/me1NQLVigRbXMX5B519UxTDeRfqFmCxovyR6kv/QSBYmf9zyoAFs8gQ+En7tBYdkNFftB4dDPPQfceae7arjffgxrn7UjeOYZCjkpNCbr8+mnyVuG47A6+XffuQ1pGzbwHmCew2+8Eft789jde2/wclau5HVbW0vjwrPPMsXh9df5/VtvBf/2b39jzrls/4oVFOVt2wLdugG9ewOdO4e3cUoUMw3CPDfq6oDq6uT83Zvnlxgnd4fq5haLxWLZ9WhSQjiAdo7jrAaA7c9F2z/fA4DpC1i5/bMYNm7ciCFDhvz8mGZjunYoZphtovztb3x++mngr3/l67S0YCEcNcdw1SoKtYsv5vviYn8BaWK2MNqwASgsBNq3B3r04Gd7783nRx7hILSgQE9fWAikpur3Xbvq17//Pb1TYZWbhZoadwGvzz/nshyH35kD/PPPBx58EJg6Fdh//3UYNAjosN1UFHYJ+Hnu/v534PLL6UX2K+S1alXDBNjOCKGVEHEgeCAfJvzNfV1bq4sZheWIRsFrxAFoBBIj0QMP6GX7TSv7siGpAMnA2xZIwoKTQW2tvyHjhRcoxOPlBnsNbl4ch9fxjTeyMNVllwGHHqq/lxoA3rB80xDTsiWfr76anuTHHuP79u31NEVFyS3MZd4XzWvq7ruB++/vHakKfjyWLdOvJfzcYrFYLJbmSHMQwkH4DV19h9MFBQWYO3fuz4/Jkyc38qpZkoEpdr76Sr9PT9cCMBE2b6bY/fRT4J57ohWtMnn7bf1ahLCJDHxFpOTkcF0Bt8cVoJg/4QT3Z0HhuSYXXcS8YWH9eu6HJ57gd//3f/y8XTtg8OBggderF5/vv19/Nno0n++7T2+H4zAM3Rzw+83z+us54Pf2OA7CPHYLFwKvvhrtd0I80b14MY/1ww/rfNlEhGFtLX8X5NU2jQGOQ6/iVVc1nvj0Fl8TL6hfiKqEAk+f3jjrUl/KyphPnkj0QxDxitnF47PP+DxqFKM0vOt03nnufV5ZyXNh7NjYeZkh6O++y3vDY48B112nPy8uBg4/nNe9aQQrLNRpCaYBas4cVooWamqAP/2J061YweN++eXATTcFi9GaGt4rPv5YR4D8979BeyQ6Ydd4dfWuWcTNYrFYLLsmSRfCSqlcpVRq/Ckjs0ZCnrc/i817JYDOxnSdADRS0wtLfdiypWEFVYL6sYrH7bzz6ClbtYr5evFyEMVb/PDD7lYkt96qX4cJLAlZdRyum1cIe1ue5OczD/iii7RIFnJygDFjGE7drh0/y8jgtpx/vr/A8Q7w8/M56KyoiPUMXn118HYA9Ka1a0cv9emn87MDD3RPIwPsa6/Vn3XuTKElwkFCpoUHHki8j25lJbB6deI9lIOYOVNHD3z6KQfnpaUZMTmUYYLswQcpMhYt8v9evJF//SvPQ5muuDh5Yd/r1lH4XHghkJnp/k5Cc5tar+EwEfree6xo7OfFTpT6bPfmzWk/58FLXnGfPlznJUt4zd11V2xkyJgxfL77buDII/XnZ5/NZzOyAKAhac4cFroqKODj1FOBYcMYWZGVpacdMkS/vu02LSLnz6dxSIxqzz2nvb1TpjBSZtMmnm+33sp9Kt5oOa9nzaIYNkOv33mnfkL166/1PTPsOn3ySXrjm3KROYvFYrFYhAYLYaVUilLqZKXUTKXUWgDfAFitlPpaKXW7Uqp3AxcxA8Bp21+fBuBl4/NJ26tHDwewUUKovZSXl2Py5Ml4xTSxWxqdhg54zVBkgHm4N98MHHus/uyGG+iN3LqVOaJCXR0HtDNnsn/opk3+Ine//ShoRWis9j2D3FRXU+R7xS3AAa/QqxeQlwcMHOg/H6U4yL7hBg6qhw6lx6iujvmP5eX0XMmgv65OD5wHD+a8N2+OLQY0fjyQnR2+DWVlOqR7xAgK2E6duI+V0hWlHQc44ABOd8UVwDXXMJxcPMkbNzJ01OSKK+J7/UwhI8IgGZ7CNWvc5wFAQfG//7WOmXbZMj1gV4rH9dxzuT3SZzgoBL+8nL+VPFjhqacatv5CbS3whz/w9datXKesLAp0Yc6c+IIwSrXhZOIVhSaSGuDN4y4p0YXaoghcx4m2XStWcJ4ffgjccgvw0EM9Xd+PGqXTGe66i+LSXP+zzmJageT+Dx7M66p/f94z5LpeuZIGEfGUShG9li0pbm+7LTgyo0cPCuff/pbn08vb/91GjNDbUFsbHi2Sns6+06+8wvvSBRdwu0tLua/+8x8W6Bs/nnbir77iuZMIH33Ee1IYZiX/pmagsVgsFovFj2R4hN8B0BPA1QDaO47T2XGcIgAHApgD4Bal1KlhMxCUUs8B+B+AvkqplUqpswDcAsd9WlMAACAASURBVOAQpdQSAIdsfw8A/wHwPYClAB4CcEHQfFu0aIFp06Zhglna19LoNFTYSDjuvvvyecAAoFUr4OCD/adfuFBXkxZv5owZwFNPdcPll8e2XBIBCtD7BzBkWgT4smUcTE6d6i7UJR7QvDyKR5MBA/Tr1ATiIvbbj97WoiIW0vnVrzjwnDZNr3daGnDOOVyf888HcnPpMaqrc3sMu3cPX1Z5OR97GBn14s1u316HQzsO579tGwfSPXvqPM8FC/h9aqp/JeM77+RzUBsf0ysmyw7yviaCWWFbvOJh4cricXMcnS9uhouXlQUXM3Kc2HMxSgGuKHivnWXLGAGgFD3QgBZiYbm3JSXcRq+xorEI8wTK9WDmUH/+uTuEOEq+7AcfhLcoEqZM4fNTT7mjRWS/9ezJKAw/2rQBBg3S7+WaA4BLLqEXVoxNM2bQICK9gX/6icYjMTTFIz0d2HNPvpYw627d+LxiBffbKafwXvXgg/p6ufNOrtd999Ho9sMP7u0sLdXXVE4O0KfPZuTk8HoVQ08UTENcEGvWuAuHJUsI19QwnPudd4I7BVgsFovFUl/S4k8Sl3GO48TY5x3HWQ/gRQAvKqXSo8zIcZyTAr6KkT6O4zgAfpvIilqaD7fdpgXgGWfQQ9Jzu0MnNZUDwAce0F6YlBQO1K69lqHIQZ7dzEw92JSQZABo0UK/3rCB87r5Zg4wly7lgH3qVH4voYX778+cwSef1L9t3ZoD5p5u59PPHH10cFVg4eqrKcDE+3f77XrZJjk59FjOns1tOuYYDt7N7fJDxEbHjrHfSSGfpUu5D9avp3CRQX9+vp729dfpLVOKBoopU+hRu+ce/r6igoPuLl1il2MKEBnYf/IJRbxZZCwK8+YxxDUzk22svvwSmDyZYqKoyC2E33+fIqpvX3rOSkp4jIPE8oYNFBdmgSOARpDUVOCIIygA8vP1cU1GiHdGBs+jDh10aLp4p3/xC/f5UFkZG6ZfW6uF5zvv0JDTrl2k23CD8KYHmEjIfFUVhdKKFbHndZAH3iTM6ywEtY6aMoXn6uefawNbnz4Usn37soJ8Ivz617rafcuW3O/l5bHHw4/+/bVQTU1lJIfkD7doQcEthraDDtK/e8CnUWDv3rwOpLhg587cz59/zvfnnUcjTdeu8Xuwe4kiaqVXd7JZulQXEVyyhNf1ro7j8P/L7/5ssVgsluTSYI+wnwiuzzSNiQ2N3vHU1fkPuPy8CsXFesC2ahX7YZq/TU8H9tor9nfioQEovoR773UXCkpJ0SM58fx6UUqHI/bqpQeUXq/OuedSpAMcUPuFPErYsh9t2waLZJMonrGcHIogERgFBRRs8VqZSH6p30CrbVs+f/wxB2RKcRk5Ofw8NVXnSZaU8HhKvnRqqvZsARRfUdqqmAPtRCsu3347PbiXXMLzobqa4kpETna29vpKD2iAAv3ZZ3WIqFIU0qbgbdtWG0W8iMjMy6NH85ZbaLAB6BF0HAryRNpNeRk82G3U2MO3Jn5szufcuRT5paU6zB3YMXmbcrwXLOA6mEYfqSK9eTP3jxnuKwI0karG8+czqsPb81uWAbgjJX73u8Vo25bHbr/9tGi/9FIazy65JPqyhSOOoLd2yBDuZ1muaTAK4he/cL8/8kjthVaKQjnoPuJFUibkGP/xjzqfH6CHG+A1v3Ytj0vU88GczjT6AbxP3Xln7HXbUI/wunW8B+1OlJTQgPPVV0znMKNpqqrc1botFovFkhyS4RH+GaXUlY7j3Bp/yh2LhEZbEqeujqLy0EOjeTmEIK+YtzpwWZkWp0OHxlbHPfro8OX4eUqPOEJX1b33XmDp0sXo06cvHIeiesAAoF+/2N+dfjof++1HD8rUqVx+airn582rCxLCyWDPPekRfuGF4PzA3Fx6MkUIRxl8A7r9kt/xzMrifH/4QQvhqip6uoVf/pLhoC1a8PyoqHB/f+edFJodOyYuhGfMiO/1kRDJH36I9UR9+KGuiA1wn6xbx/X0Ch2zDZXkfe+/P71w8+dTLKxa5S8YzHUWg4I8FxfTo/PJJ1x2UCh/ogTtl3ffpVdTkGto/nx6K7259o1JSgrz8iVP+4oreB6bLdRELJr06cPQ/0SE8DPP0FDhF7ouHuHTTqNBYt99gbS0WHW2997cT0F5/FEpKOD5YqZNxMOMQmkoZr2Co47Sr8vL3REZe+/NCIYlS2h8NIt1BfHaa/p1dbVuLaUUU1BKS5mWMngwC4qdfnrDhbDkI/ft27D5NDWqq2mI+P57XaUf4P6aMYMGCzFaLF/OY7dkCaM6AO7boHB+i8VisSROgzzCSqkXjMc/AZydpPWy7CQchyJWLPzz53Ow+cILyZm/OWhdscLdVsgrgqdMYcuRqEydyqqsRx1FUXLCCRw0pKZykC2tjC6+GDjsML72tjAC6EXs0oUCPSVFD0ykD6jQsmV4KKjk+UUhNzf2M6U4wK6uZujmSy+5Q3jz8ujxkbxUv8G3X1jy8OH0RgWJVBmgz5vH16ZHWNardWsKcBHC5ve5ucA+++jfRiWqh6q8nOfkLbfEfieeYKFDBx7Pb77RVoK77+YxNddP9mtuLo0QJ51EQ0GQR9gv9Fa8yXPmaINPlOJrXlasYKsu8XT+8Y/AmWfGhmebvPGGfi1e0LlzEy+K1FCUchcrk/7Wn37K9x078vg5DvdtejqL3cm5vnFj9NBy2T9+OdLyXWYmi14NHuw/D+/5Ul/y83lOSCGwqEapZHLuufQiH3GE/iwvzx1JIKHWZWXR89m90SmffsrHJ5/o7f3iC75fvFhH0yQDb/2BVasaFmWxs3nySRoWFi/mvXv5ctaBeOghfl9aqr34ixZRNIsIBmw1bovFYkk2DfUIb3Ic52fxq5TyyV7a+Uho9IQJE2zBrDi8/74efPTp4/berF9PL2gU/MIVvQS1O2rfntWJ62P5loqtZgGeRPGKtxEj/KsBFxRweUOHcrD573+7vz/gAA7qV64Exo2LLaxlkh6QvikD6vnzKXakj+ngwRw0/etfemBoilFh7Fj+dtu2CgwYQE+EhPAGMWYMw9PXrqURobIytgp1QQEFiBTU8ls2EF0IXnMNvXInncQ8S6WCjQxK0fMr3HefLmbmNT5IhfGHH+bJdPfd3JZf/IIDTBlYihA2t7NFC57H0mrHxO8zOV/N9U7EECB88w2jMIYN4/vOnfnwUlHBc6BLF/e1JCJdDDg7kpQUXr8bNtBQtHo1Pfj9+/M6GDiQIr+ujtP06KEFvhgeEvUm+nmRZR+YRdn8CLruEkWMUCIa4wlhryfWrF2QCMcdx332xhs0Pu2zj/t7aY0m5ObynrVhQ/2jWR55JPazb77Rxo7MzPoLtrq6cKH76qs8ppMm1W/+TY0PPoj9zEwLkn7XghXCFovFklwamiPszbi8poHzaxRs1ejomBb4xYvdQkaqOEfB693146CDgMsvZ86ttCgB6CEKE8FBoqs+KBXrdfa2d5GiSF5E8AwezHxSvyJVMiDOzQ3fpqCwc/m9DLDFc9ymjS4qJaGv3kH/4YdzmUOGAAMGbMIBB+g86DDE2LF5s+7D693neXn07NXUcADf0GNSWsoQ323bOND2tkAycRy2igGYI5yeTgEc5oGvrExDYaEWuq1bc1li6JEICFMIy772E7MVFeyL6y2y1aNHw4tlVVTwvIy3Tz/6CPjLX2KNTuIh9XpKt21TWLjQnT+fbDIyGB48fLjux/v99zxXunbl+bxtG+8zmza5C6MlGkEghHmE4wnheIwbB0ycGH86iaIQg4wphM1Q/cmT+fAK1vq2uWrZkud9WLSAkJbm/BzNUVrKnFMzPSCMZcsotv2E2IABboNpdXW0Ggd+vPlmbB5yVZXb2BHFyNocqK2Nf757DW5WCFssFktyaZAQdhznBwBQSrXZ/t6nU6tlV2HlyujTSvsiwXHcYdGbNnGA06sXB8OjRtG7IW13wkikLZGXk0+OP40UjDI59FA+m7nFYWHRwogR/G1YJef99w9utSJC4ccfOaiXbW/XTg+2RQibIm7MGP+w6HheoH331cvcsEEPlL0eYelhLPnJ8foWx0OEhOT/hlUPNj2GUUNQKypSXdNKTuXGjZyffBdVCM+bx2JbpgDIyOB+8VYFf+21xIRBWhrXI96xknX2Lk9Eg9dTOmdOa3z4ISM7Vq/WFdeTSXU195cUbsvO5rm7eTPXVzynP/1EA4opVKWwWRSP8NatWhCZ2/nllzSuiQHPLJZVH3r0oGHIzIE3kYJXpsEqPT12uaYY9sPP4+9lwAB/D7b0I4/HgQfSwte+vb4XR+n1XlrKCvrTp/O43X0379NXX828ezO8vHdv3je+/jr+fP3wFoRau5bLuOoq5p7vSngFfxSkqKTFYrFYkkMy+ggDwKNJmo9lJxLU1mfxYg5QwgRoSUm4pf6eexiuLP1nb7zRnXObkkLvi1+urJeGFKiK4iEyB6VDh/I5J4c5yGbBJe96mAVrAN1nN8hT+etf0ys+cGCwqJYBtoSaAqwsm5vr9ghnZrrn0bt34Oa5GDmS+x2glzk7Ww/6163TntIgj7B448KEvtnb1w/H0RXATVGzPsCslp3N45hIEarKyjSXEJbXGzcyP08qL0cVwvKZtw1UYaE2DgjFxfR0RV/X+IaFvn3dBgvzt3Idl5UFi8pXXokWtZEoYpSRnsdt2vA88grhykreL0zBKFXQo3i9TAOEuf2zZnH7RVCFedW9YcMAr4f8fF5rxxzj/7s0I6Fo0CDmIMt2lZTobTcZO5Y9wL2ceipw/PE8l82CZ3507860hgMPjP3OvDf7GcDGjQNatNiGkSN5ra5ZEz0U2+yhfu21jFjIzeV9rX9/HebdrRvFek1N8vJ433tPv54xo34RA02FoKKHieDXs91iET78kDnnFoslOskSwo1UOzc52PZJ0fATHlVVwF//So9AmACdMSM2nHXpUuY4rVrFqqIAc7zOO4+D1Xnz6reeppjde+/6zSMq3sGpUqwqffLJsftj5EhWVBbieaOKivyrVwNanJqVZWVQL14hCadeuza6R9YrDPbck16vc87hwF8pLjMzk54gGXj6CeG6Ot3jM6zqrlkA5r333G1BBAnHNs9Bs0iMybZtFFHxttn07FdWpvoKYRGNfkI4L4/FtvwQA4F5jDt0oICqqGiYEKio4DEYOTI4h3XUKG0YMYseiSgsKuI+T0Q41NQ0LOx0+XJWuAX0/i0q4ue1tRRPIhjXrOH6eYVwdTWnjYcct5QUtyiW30p6g9fw1asXUwYOOcQ/VaFlS6ZpHHecO8darvVjjnGnSaSlUYSa12lQlILf/TMnh9dxWlpsVIj33JPj3b+//3wGDODrujoa2GQ9zHlnZPB1XZ2O8IkniL2GHa+xMiuLRsKrr9bfBfXlDsM02tTVMfR/5Uq3gVHuN82NFSvCU4vmzWMqgWnUKS6OLdbX0Grcll0bGWdZLJboJKt9UpO+Pdv2SfUnO5sDkbKy+J4ab67e7bfHThNUICsRevWi+Bs6lPm5w4bpqpsAB8dB6xrFm2yKj5wcDpzNFiJnn62XY5Ka6i6IldaAq6tHD1YKfvRRzre2Vos0Ef8ihLdujS6E/XoHA3q/KKWrQq9f786dPf104PHH+V4EjYTA5+cHRxQArF48fDjDiaUPseA49G4q5Z/v6UWW493mjh39Q5Dr6sI9woAuUGPOs39/4M9/9g+V9/MId+qkB+1lZeFe8jDKy3X16oIC4D//4edpae78Y5n/668zvB7Q+6ZDB14jZWXRoiwAHpuamvjtq4L4739Z6RbQ+7GgQAvVnBx9bYnBwxsa7Tg8JvHWWebZsaPe5spKLYTXraPI9oti8fOYAjwvg3Jtzfm0bs1jMW6cvgdkZnLbtm7ludW/v94XUcVLp07u1m8TJujfRrlvde+uB8L9+vHYf/WV+z5VU6PPm3Xr2NN88WL/Pu2C3AOkdkPYvUaOm7e3dRRMg85jj+mIhf33p2Hi0kt5nfoZApo6ckyDuP9+Pl95JXDZZcAdd/hPd/fdyV0vi8Vi2d3ZLTzCloYhoXiJFHSJ0pqjqCjavDIy3EWeBg5kf19piWIOEg87TIsCISsr3MXkFazegWvQwDlocJqWFiw4o3Daae71Em+OiE/53BR2pqCI2p80LK+wRQuKDfHs5OS4RZ+sy/vv63XxVsV+/nkdEiy5o4C/Jy41laIpKBzaRKbxiqVu3RhuLsjxYbitcu0vGdCLiNq8mfvVXDf5vZ+Qqari9yNHuqc3w5W//VYL10Q8rWYVbnOfevebiDOzoJ1cdyLo4vXlXbSI215WlpxwVvEuSti6GUmQna0jB8Tg4fUIA9FqEZiCX9ox1dbq/S0F3E49Nfq6hxWcOvhg5gO3acPjcOaZ7vuCUvp6bNGifukbKSmx9yIxTEWhQwfu31Gj+F7ur+a9s1cvnfogXvN4HviqKq5bu3bxuwbI+erXKzoe5naaYftdu/JYdupE0b6r4S3OGCSCgcQKVlqaN888o42gYaxeTUO9jRawWOpHsoTw1Umaj6UJIoP7eINqE8kVNDHb9hx1FPC730Wbl1IcDJn4eekATucdTLZoUevyeJpkZ1O0jhoV3XMmBOX1nnkm8KtfJTYvc728IdUiOr19gqWoEuD20gTlNnoJyyOWHGDxmHqrWovYluOcl6fXYdgwDsqXLnV7xUQId+/uv0yJPIiHCGGv4M/I4OBf8rolVDQzE5g4cUVML1nTi11VFevpEmFmDjBmz2ZrqaoqztcbOi9i6OmnWVDoxRfjb48Xb9i3VwDLeaCUFj3Ll9P7J/nYElZbVsYiQ0GRGB98ADz3XHAYeqJ9W0UIi9gyt6NDB+0RlvNKzvX27fV2SRueMOT3HTvS4y8CSbyXAM8P2XeyPn5C7vjj4xfRa9GCKRHxpgF0FI2QSCG5hgxmU1JoBJT7mNwHzUJfmZl85OVpo0kUIZyVFU2Qyz6oj0dYKYpCb6EtMTj07s0IlIZWZd9Z1NXxnug4FDgrV7KnvfQcHz3aPf2oUfz+jDN0mH5Y1I1l16KiIppR8M03GUbvbbUFML2gPkYpi2V3Iimh0Y7jNGk7pe0jnDhVVbwRt2mjRVAiQlg8PjfcQNEqhaPef58WTDOXFuAA1esNND9LpD2PDCbl9wUF/q7ss87SXrW+fWNzluMV1jIH3Y3Fr3+ti4plZbkFaV0dB70yUBXirXdYUTIZPLdowcGsCBtv+ygRLVLdubCQ+3LJEgqePfagGDANIn69ek1atnQX5gnKb5XzMOicGDwYLtH77rtAly6VMZV/Cwq0oPIK4dNOYzj3mjV6n9TVaY9MZSVFlhhpli/nfhejkewXUxDMmkUvfLzjs2WL2xhy/PEU1gAwfrwWWXvswWP53nsc8Oy3n/Y8S/jrzJm8FmfMYGhpXR2Fjzf32OuVAiiAX32VYjOqYUfOFzm/zPPskEP0NSbCXPZF3766p2qU62rjRh5/EQj//Cfw29+693dGBo/dpEncn2lppRg0qG/MvIJalyVCZqbelqwshrW3acPzoD6hvPGqTEchLKy6TRt9zOPlCAfl4++xh/t6lfnKb+rDHXfo63vMGK6bGM66dWMPar9ztSkj6Rrz5gEPPsh705dfAi+/zM+lcveoUbxXATxnzWiTYcOA//u/8Gr6lqbJypW85+bn83yO0urMpKYmvPWi4K0oLtmAX39d/3QXi2V3IFk5wlBKLQHwFYB5AL4EMM9xnGXJmn9DsDnC0ZC82rIytqsAWHTloIP4Okr+piDTFha6PadXXOE/fb9+sVU1J0wAnniCA7pE8m27dOFgdMwY/gEtWLAJP/ygPR9HH83XQVWwHYfiI55g2RE9HYuK9HpmZLhDfx2HQqO0NDGvU1CrJvnu7bf5p11RQWGRkqKF2QEHUOg+9xzfm1WCu3Zl+GJ+PtepZUtdPGnTJi1svesqYqllS3o1HYeD96oqDhi9nly/wlZBeL32AwboPMr8fF24S4SwtIXKzGRbmG+/1S2dzMG9eISVYnusujoep5wcd466KeZXrGDLlHPOCfeuedsKCY5D8SEcdJBe/x9/5CBZ1lH2qXnNlpWl47LLeFxvvjk4zFUGXnK9RAlXN9cdcHtHhc6dgY8/5muzvVGrVhTCss3xhPC2bRQMqal6/hUVNEaYHlX5TuZbULC1QRXnwzjhBOCWW9zLbdcu8TzxtDReB8koAhgkhE89FXj4YZ3fv2BBbDqJiV+0RFGRvyFq7Fj/ZUZBKXeRrY4d9X8PoI1vzc3DJfcr2bagtmUdOwInncTwdrNQG6DrNiRijE4WS5bQwBc1lcnixhvenKgoraoKF8J+USTeNLZly4K7V1gsuzvJCo0GgKkASgCsA3AEgAVKqa+UUjcopQJqn1qaEpKXJSIYoAdXBtV5eRwUey3yfjfiTZt0GF4YZ57JPwa/6TIzKZC93uN4ZGfTot66Nf+8U1IoIPfZh6/btvW3ypqDt8JCtxjxE80NyQMOW7YXWbY3h1WEMBCtLVQURDiaFanNsMgBAzhQT0vjQHjrVneItoQGt27N6aRNzvr1wUJYPD6tWnF+5mBY+hgL8+cDc+e65xMmNsz92rIlhbzgDY3OyWFRHm+OtmCe5+bgRCl9jIYNc+duSy9mM/w0nrAMEsJeZP2GD9cGCRHCWVmxXsXPP2/587594YXg+cr+rQ+mEB471i2WcnL0fpJzITNTpz3IfhMhvHq1rhBuhsNK8f/aWn3fqK4GXnrJvS4N7W2dCOY10pDlFhXFVqz248QT46dABIVZZ2bS2LFuHSsVx2P8eAp9s4r1wQf7V1Rv3Zr7wVtpOgqO486JHz7c/b0IYRGWr77aOL2wk41c+95K2nvvzQJkQ4cC997Lz0aPDj720l4M4H2wIRXeE+Gdd2KvLcuOI55Rye88MFtTAiyouGJF8tbJYtmVSKYQPtVxnAscx7nPcZzzABwA4G0AmwDcmcTlWBoJb/7RoEEUojKwW78emD49fl9YQAuLeMhgPsg7e9BBybFEt26t+13Gw28AedZZsZ+F9VVOJiJOvetVV+fOEc7MTDzP2Y9WrbQQLinRnk8vpsfN63lVKrYlUlArJoBiVkJ+581jJMDWrTyPzO3+/HO3R9gMR/bDFMleb0pBAQcRNTW6d29amhZX3m02xexPP+nQaO92m0J45UrgvvsYuixICLAftbXcblMIBxXtkvdFRRQeW7fqQVFmZuwA6bvvdFL1F18Af/iD/zokUhTPy5YtDLtOS6MQN491Soq+ZsSrN26cvi7Nvs3V1RS8//oXveiPGp3qJW/uoov0ftqyRQtoORd3pBAGdBTAjlhufn58sSznh/faTElxC06zTZofXbsyF75nT3qOR4+mKO3Xz51bPWiQjoqorxCuqGAEyB13uI1+Bx6ooww2b2au7apVjdMLO9nI9W56sq+8kqH87dvzvyVK6Gt2Ns/xtWuZtiFh1JbmhV/9lDCiRp59+y2vh3PP1Xn2jqNrAdSnpZnFsjuQTCG8USn1c0CX4zhfAhjuOM4dAEYG/8zSlDCL6lxwAfOSRAgtWxZ9PtXViXkpu3enB2Bnhu8MGsTnoKrLZ53lDidNZphl5870vBx6aOx3IhC8A1rH0aGx6en0gscr+hOFMWO0EF6zhsfRr0CNCMbsbP99IQaM66+n2AwLaT7sML1vn3ySYfLSM/SNN9zTlpdze7Oy4hcX8juWpicXYJERv/BPc5u2bmWRLKGy0t9AUFjoH3Jshv2H5fmJIIly7YiolOWVlfG6U4rrdtllNARIkbrycgbmyPm0bp3/Ne04nI9U/DaZPz+2mJGJN7/ZFMJKxRbL6thR70MxaBQX6yJrZmh3eTnXuaqKodQDB+plmUJYjnlDBH19kGNnFsramQRdG0ox53vYML5fvDi4WJqXgQPdBeLM62vYMM47N7f+QriykiLfLAwo7ajMQlxvv62/DxLxH3+cWFh/Y7NxI40XU6eGp6cEIR5hibpIRpV3y47n3/9ObPooBfTefpvFGR95hO/vuYfPzz7LlI2wVDCLZXcnmUL4XACPKaUeUUpdpJS6D4DYsiLYOxsPKZb1isTUWXzZtk3nuY0bpz+XHNGg3L2g9jKJeEaUYqiYhMkee2zsNGHVXQ89lN83hD59GKYdZJ1PTXX3wE2mEE5NZf6nnyFg3Dhg4kR3vhxAUbHnnnwtfXiTtU7mYD4ry19UyIAsSAib3thvv9WFdfzOi6ysWAEhHlyvWDPbC9Wnyu4JJ3B/iih7/HEOrsPEp4hyQfJovdvdrZu24Jvb/8MP7nU1K3ILCxZwkAy414WFnmJDRSWawvS8V1drgZ6dzWJ13t9NmaJf33wzPQi1tSyo9e23FEavvOJuywTQszVnDr3bfv2aAS2EZb94hbAMxsQoYnrzx4zhvaa62r9ydF0dq3Bv2KB/5yeEJbIlnsc02Rx1FAWcX8jwzsTv2kxJAU45ha83bIh2HUW5tyjFY15crItBRaW2ll4rb1SLGNTE+OXNEf7nP2PntXQpI0tmzkxsHQCeZ//4R3J63pts2NCwwmzZ2bz3SU/iRO99mzYBr7zSweWRbK4VuJs6NTXxq7FHJd5xdhy2KgSYsnDssTSsOw6jNjZt4nXg7bxhsVhI0oSw4zjfABgK4DUARQCWAviVUioXwD/CftvYSLEsWzE6HDPMzCtEJSxLiHdz9lYyjkrv3sDppyOmwi/AQUSQt7Zbt+RUf41HRkZw6GxjkZPDirtej3CXLswVvPxy7d1JBjKYFYLaRJlVoMNCpwEOKufMif3cpHNn9/ugViFm2H19hHB2NsWjtB4COCD0hmyb2+TNi/cKPpP58/nsbRNlhio/+ywHL0uWcOBdV0evsXh5zGsnJYW59N5WTYII4bvuomegpib2Wjj9dP06J4fVa00uuICDpTu3J7F4w8jr6rSXpOD0XQAAIABJREFUFmChJb99X1Pj3i9S6Exaw4i3GtACX8jK4iMo93HbNi5z40a9fbKfqqv1/UnOI4nw2FHstRdDepOVr99QwqpGA9z/hYWMUIgSmut3T/aSkkIhW1nJaBKJWInC5s26Er4fAwfqYnYmW7boCrkAt1s8xvWp7F9Tw3tPWApDohQX08DkrbKdCDk5PM/F0JaI0Nq2TUe0SKux4mKmHEStRB21SJnj1K991q7E44/TECQF6QD+X06Z4r6PRiHef5wZNTNxIp0Cf/wjr3v5z/jhh8QKjlosuxPJ9AjDcZxax3H+6TjOnxzHudtxnHWO41Q4jjMl/q8tOxNz8NCmTaz48Qphs0iJ359eUMuNKEQZlO1Mjjkmtp3QzkIp5mIGidX60KqVe/D83Xe6crJw1FFaSKanBw+2xfs4c6YWeUHnhbc3tF9BJ8nnNYWwbHs8w4S3D3NqqrugVFhotHfeYS0tzj6bz1LkTQYg8+fHhjO+8w7w1FM6B1a87ImIKa/orauL7RE9YgRw5JE/4vbb+T5sX3lFcHU1zwGThQuZx71iBSsQi1HE9EjLch58kNVwJWLBbDPk3cd5ecHV6adP14Wz5FjKMdiyRe+7Sy4Bfv/7WMPK7kaYEBZjRFERhZCZ1+4lJYWepSi1GiQ0Ws6H116Lvr7etmhyf5FjPGIEDaFBgkz+h7zCYcOGnRsiXVEB3HQTX0cxJhx0EA1XRx7JkPDf/IZF/uT+JP/Dfm2kamv9hZPZIquqikZJMVJEFcJRjY5z59LQt7uL4dJSd3pJSQnvl4kaWOLt95ISPl96aew4IC8P+NvfgN/9LrljBItlV8JeGhYAvNnKAOSGG2K/9wphM2zS67lznMRDo5sTeXm7/iB77Fg9eBs3LjZMNj9fezyXLAn+k23bltOlpmoRGOTxUcrtcQf0b6qqtKdQClsJw4bRG9ezZ/g2jRkT+9mll+rX3vPVzKnyiokwj/B++zHEuV07PssyHn2UBZ68Hs8tW7SXR7bX2+c3DL9p/QZPvXqVuwSPVB2+8EL3dN98E/tbvxzSmhqGadbVAc88oz8zQ8b79XOLYkCHhHsjCZSiqBehU1UVa4ARgSXn0L77cnmmEC4qoidkR4dGNzXChPDRR/NZhPD8+bzG/XJ7zf+GeEg0SX0K84hYHTSIaS59+rA4l4T2K8X7SZDAKi7mOeMtoPXCCzSiJOKdTiZmKHJQpW/zuuzXj+d0+/YsEpadzWr9kg4QlqL0yCPuwnx+fP89j7e0kQsrlOadfzxKSliIL2w9dzc2bWJV8Llzed+Kei0JUYVwUPcEr8HRYrG4scESFgC82ebnu/vWmmRmBv9heqsalpdrITxunH/RHUvTxnEoJB58MDjsedAghmcfdlj4H+1eezE0K0r/Xyns8eGHDC3buJGD36ee4gAR4HnYvj3F9/7789wcMSL+NnnD6jMyKNykjZLXW2tuU0oKc5XvuotiNihH2I8uXdzvZ8/W/Va9iJiLOog8+mgWX7n5ZorVESOiFREDeNwOO4yvp07lNl10Uf0KHQlbtriLhZlefvEIK6V7g3uFcIsWLF524426OrRwwQXa+y1CuFcvrvcbbzA/TipWA/Fbt+3qhAnh/Hzem197jYaHqirdlkr6nBYXs5iZ9PWOSm4u51dXx+sm6u/FI9yjhz7OAwe6pyks1KG98+bx9XHH8f2iRTxngoo6LlgAvPVWBwwdmrgYaQimoXjAAPd3Q4ZEb1cm6xz0PyzHe9Eid5u4eHz5JVs4CQsX8h4Q5Z7qZcaMxH+zq+Gtn3D//fz/y8xkRECifbDj3cvLyjhmM+st9OmjrxPAfXwtFoubpHmElVKX+jzOUkoNTtYyLI2HVOwMGiBkZbnDqyoq9A3fK4S3bOHgNDs7tjrmHnskb50tjUe8/EKAg9xrruFgLmw6Oeavv+4WKn7LzM3lIF0Ke5hhsuKplBzhs8/W4jgK3nBjyau+8kqu4z77hP/uued0aG5tbXQhnJ6uBSfgvo68yHdRhYcIzVatmNffsSNf16dCqHjjZaC2Zo1uvRGVysrg/SKfnXMOn0tLY4WwGCO8IhjggFJEhYRGm5EIb73FYyXeyIbkY9aHRLz4O4J413CPHjrc2fS8T5sGPPQQRbJUOw8Lq/SGVefk6KggIHq/WxHCYVW3Cwp4fjoOz4c339TCcN268OJPck599RXFYry2NPWpP+CHnLM336yPxRln8DowUzNGjWKEQxASIm4ayZ5/XhsYxcNbn/X++mttQPjww9j+7QCvq4oKd96rJZYFC9zvxWg3fLjOcQ8699aupSEQYPeEq6+OH9a/cWNssUypySDYcZfFEkwyQ6OHADgPwB7bH5MBjAbwkFLqiiQux9JIeENOhbZtOUA2B/BlZcCrr/K1949X/vhlXmZxqWT0ud1dkTY4Jl5vY7Lw5tN6Kw97CRso9++vX6elBVccNpEwr3nz3J/X1QWfp0FMmADstdfGQAHepg1w7bX+eZK/+Q0LkkmRJkAPvL0ezTCOOUYXqHrppeDp6pMj7EdaGkO0E2XLFoqLkhLukz/8AXj/ffc0S5f6h09/8gnFSEWF/36RyuMyKPMTSEHF8AQJuxTvR0oKj5GQmZm8aq2JEiZidgY9ezLEOOxckhQPCW0X5J4uhqiw83ziROC00/R7sx80wGiOadN0UauPP2ZorlcMiBD2az8m5OXx+JpeVr+w/UWLdHVlL/PmMU/ziy9oLPH+fyWzSBag7xt5efwvPe00/7oKffuGn0NyHEtLuQ1yT3r2WeDpp90t2hLlo49oqPR6m03Dwquv8jx5803eAyz+LFvGeitiTLjoIhpBjj8+vhB+6SUthD/6iCI4rF0doIUwQOOw1KgAaOw655zY+hsWi0WTzNDo1gD2cRynHACUUtcBmA7gIACfAbgtictKCGmfNGHCBFs5OoC6Olqa/QYh2dkcYFZXs9UKoNu8LFjgFiVVVbo6pfxx/+Y3LKgDMGTLDNmxRMfP49RYuT/eFjDxBHdYRcrMTHo+li7l+eEtxiSYA1I5D994g4O+q6+mp+nPf+Z0iQjhDh2Abt1i4wmjeE7M5dx0EwcxIgKDoicKC/0LPpnHaulS4Pbb6f2SlmWAnnciBeO6dYsNB129mkV3Pv2U12GrVmyNFJXrrtOvn3kGGDmS8xo6FD8X3Grfnj2iP/qIeeCSC7lpk79hJD2dYlg8fr17u6dTiq2tRoygKBBqaxm+OW2azn8Uo4VSvKcUFwPvvbfjewebDByoK6M3BTIy4p9HkkddXMz/gC1b+BuJKBCjQpihKy3Nff3LdbFpE+cv5/0TT/BZjFvp6W4jmVwzYR5hERBmIb0ZM7iMX/5SL2v6dHqAhw4NLlC1aJEWHQceqNcl2W2TKip4D0xP5371C9mPci+SY/Xkk3y+9FJ9nUTN812zJhPTpzN6xC+a5umno82nupr3k7w8vv7wwx3TtaG5IO2MRo5kbQoxOMUTwoJpJIwXSr1xo66LYHqFJcXBYrGEk0yPcBcAZpbdVgBdHcepAhASDNj42PZJ0QgKjd5vP4Zcmn+24rmaPdv9J75ihQ5v9PvDtyX8k8uOyv2Jd9ziDbhNr13QoNo8j8xp1q6ld6emRodw7ugKmI7DQWxhIUOq/+//mJ/shzm497LXXnwWMVlWpsXG9Ola6CWS3+o3AC0r4zwmTwYmTYq+v8w+2YAuQHbBBcBjjwHnn6+/KylhXumTT1IQS09ryQ31kpPD8ygzE/jtb9kSykt2tlsEA9zvZhXsLl30+SbLkX2+Mwv0pKRw3ZvT34xSwOGH8/V//8uK26ZhRgwLiVxv8pvbbgv2yprTCeXlPNZhRi6JGPDm1b78sjsSQAoI/eEPwfMy/8/q6wWuqYmfU5+ZmZyWWrm57kidMK/ssmVusSXpAs8+2xXFxax1UF1Nb7p0i/Ayc6Z/5Ifw3nv0Er/5Jucl+1xINBd2V8HMa//oI3fhuBYteI8KS48B3BXB4xWeq6zkueENh7ZYLNFI5nDyWQBzlFLXKaX+DGA2gOe29xFemMTlWBoB8QgHDUK8Ann5cv3arOL5+edaCMtg1Vs11pIYkybx4UeY96SxEVEXBQl17tIleg6bCCuAYXsSVQAEi9BEqG8OoFL0pgTl4YbtF8mPNREv9xtv6M8SKebjd12FhZcG9SP2/u6kkxjOF8bMmfq1iPcjjvAXTikpOkRv771j23SFHY/8fO0FNiu2y3IkNNBb8GxHM2pUbDRFU+eQQ/gsIfvFxdojFSU02ovZv/nll4OPq/dYlZcHV2IXRAhL+LUpdKXYlzkdwNDshlBTE+zBmzlTe/+CqKwMFsJynf/iF9HWRe73w4eHt/B7/XXdz3zOHB5bxwEcR+/ciy9m9Nbzz/sfox9/pKG7tDTxWgHA7lsk07uv5JidfLL2wsfL+zXFb7w2VNXVTad3ucXSHEmaEHYc50YA5wDYAKAMwLmO49ywvY/wKclajiU6jhPdKrt8OS30fkJYWmKYmDdys12FWX3XFML77qtbdlgSIytr5/7R+XnuAN3XM8wDKijFcPprromew3n++e6BroRU3nJL8801Nz29sm1r1wLnncfXSgF//WtiwkOmbd9ef+bNtTUHumHzNguGjRjhDok39/kDD+iKwsKbb/IYDx0a3YNorku8cEEp7GSuhyzHhmXWH7+8bMnFFhLxCKenM8RduOmm2AJCAI2mple4spLXR9iy5H+oooIGka5dWWEc4Lm0dSvPIzOH+MMPo633unUMvxcoHIHHH9ce49JSd9qD2RopCNkuP9LSGLURpeif4+j59OkTmytdUUEPrezT8nL+T4sgvusuPvsZaoLSJhyH9+w//MF9fUap8yBEud9/9ln0fsZNHe92tGzJvN0WLbQhMCg9SIgqhGtqKIR31VaVFsuOIJlVozMB9AWQC6AAwC+VUtcma/6WxJk7l5VuKyril5CVPzYZaOTkuAeXXouxNxysuFiHmnmFMEAhHJSrZWkY48YF96dMBmFh0SefzPy6RIgSGg1wQN21qw7H/eMfgSlTkucFr69H2NvSxY+zzgo2XkydykfXrrEtSq67Ln7BKC9SYdssaOYt/NWtG5/btvUPY5ewusxMvX4iSu69l5W177iDkQl/+xs/9/Ztrk+RqkQE/wUXMIzXNKjJ7/0KnVmic9ttPH+uvJLvH3/cPRhPNJpn7FgadACmy9x7r/+A/qefaISdNYvfx+t5ag745ZgXFfH1xo0Mz92wgaJt5Eg9reQUl5Wl++bvA8CLL7rf19RoobtkCZ//9S93frIQZsSpqtL3goZUonYcXUyrbVvu3z/9SQvfq66iV3z6dL7fvFm/BrTYveACd7VqgCK5vJyeY1Pcr1ihX//wg15WUIsqL9u2sbfxp5+6P/eeC599Fl5EsDlhhjV37Aicckps5EoiHmFvaLTj6DB0icyzHmGLpf4kMzT6ZQBHAdgGoMJ4WHYSIm63bIkvhOWPSW6oxx/P8EWAA3NvhVdTCC9cSKv/lCmyPD7Hyxttrl69pkaPHrqQSlNEhJqQ6KB68GAKs86dG7f6ZVD7JMB9rsbzXAIMm47Sy/O00ziYFcSrm0gufdu29CqJxxSI7Ve6557A4YeX4OijtSg26dMn2ECRkcFzLCWF4kLuEeYyDjjA3ccyKua5EM+rm5tLEewtsAVwfz34oK7MbUmMggJWpTfb3V16qQ7Xj3LOe2nRwi24zNBl4dVXmZu8YoXOaw87983IJNOL2batFnAiRPbZhwYpgK21tm0DHnusB668Mn4lXiGo+NnMmbGh3bNmudM3BDM0uiGCpU0bFl665RZer/3783/55Ze5/+T/dtEiPpsiVmjbthpFRdpjb3Yi+P3vuQ1//KP2jJv76bnngAsv9DcEBCHjBrNA5qpVrHQ9bRof3qr0zR0Jjb7oIubcm4ZNuUcGGWOEMCE8bx4LxP34o05NsR5hi6X+JFMId3Ic5wTHcW5zHOev8kji/C2NiAhhuaFmZDBca/Jkvjb/wIuKeLOfMYODF/njXbeOFmM/j7Afp9iA+d0CM6cTiG8AGT7cnWfox6GHNmydAL1eBx3E57DcWVP0RRUFPXoAnTqFT6MUpxEvrAi7jh2jLcMP7/4W0tPpjurQwV1RVIolJVqAbPD2DvETJ7IYWjJSH8yiWH36AOPHh0/vDflWyrYKSQS/kN0bbtCvp0/nPb0+fakB4LLLtGf43XeB++4Lnnb9eq5P2LJMkWwamkwhXFzM506d3EJcQoMB4J57olUYD7rWf/yRXnPBcSg86+qYV/vyy/q7qiq9nxtSLFIM0xIRc/DBfH7jDRqhw0JoP/+cz2Vl/FPu0oX3m+HDGQ3g5bPPKFbFEw5oYf3WWxRj99yj9095OT3G333nbrkkPYcrKtg2a82a2DDssIJczRERuf37U/ia57NEMaxZ4x9BM2QIn81Cbl4hLPPfvFmPtaxH2GKpP8ms4TtbKbWX4zg+rdgtyaaujn9ugwb5t9VJFLmhBlkWzUFyhw5sZ/Lll7RImgOSDRv0jTuRgj+WXY8ePTgQ8hpEZADnRc69Nm3iW8z9vJqJUlCgBWG8HD3Tc9mlS+MP3uo7YD7ppMS8A9266TzgRMM2U1J0G7X64o0OkHUYPZpCeOVK/98VFDAqxS+6oH37aLmbFhaxKy7mNSr/Ae3aMQf8739nbu/SpcBhh9Vv/kq5PWJffRVclHHLFoq8eAaZqVNjxXnbthRaf/yjPvYSYXDjjYy68FZZXr48NkTYiwi9ujrOPwjz2vHmQ5uh0Q2hVy93heegFIo1a9jm8Nprdc9uuU6PP74YQDfX9AUF9J5//jnPgyOO4JhCwqpNI4Nw//18njWL2+bnJb7lFrdHfd682L7wXubMYfi3d0yzYgW3Jd658frrrKzdty/Dt8OifBqLzZu5T+T8NNdZzsn33+e911vwTP4rTaNGeTm96IWFHFPJ/BxHRwFZIWyx1J9keoQPAPCZUupbpdR8pdRXSqn5SZy/xWDJEv5xedtImCQSgip/5H36+Lf/MNs2eIttfGWYPqqqWMAjLS1YCEetkGlp3oh3z+uhCzLc7L8/q+527Ni0K4zviDC0+i4jLy+6iD71VLdRws9Tn+yQ+3jHde+9eX6IV1sGeF4PuXih09LYziqRZVg0Bx8MHHVUbN59SgornHfqRIGcSNVgv3Pm3nv162XL+DA9hwDDaOMVyxLS093TtW3L/zA/A0hRka5j0KfPpp9TeG6/nYLx978PNgKZHuEwEbfQpy/GtGkU7BUVjSdUHnyQglc4+2z9+tVX3dPm5ADt22/x7Ql/9tnA737HFKdf/pL3YSE/X1c89rajWro0OFRa+h2bxDu28+fTwC59rQEaw2bNii3gZrJwIY2uy5ZxPPLSSxwb1Sekv6Fs2hR8/5YohMpK/9B1uXeZzoRNm3gsZXrz/ia5wmFdAiwWSzjJ9AiHFPO3JEplJf80gv5AJazGO5ioL1Jdun9//6qSnTvTczRgQKyHz8wXrq7mjTsvTxf28LLffnxYdm26dnWH4MYjLU33kDXzXZsaieS2h3k1/ejYkUJiR3gyvIaqX/2KYZ1mIZz8fJ1z2aWLDjutL126uCvOegVImzbuvMU2bbhe7dvr/Mu0NHe/2UGD3N66Hd1jujmTnk4P8JgxbKVjkpVFD6tS8avcmshAvVs3fS5lZLDY2mWXAXffraczc7ql+m3Y8UtN9Q8pNcX3gAHsU20ihty8vG0xRRvLy+nh9P4GiF/USDCrN5s89BANCXKuJstIk5tLsaQUPaXXXcdryawc/+OPvF5vuonvJbS6Z8/Y6zg11d2uLiODUQH//S9FcU6OFseXXsr//Kee8jcACPLdihX8fevW0YTpkiUUvYMH8/4p+zasA4a3Mni8cdFXXwH/+x+NaGYazrp1vJccdlj90wE2bw7+j6iq4r41Q5/9ECGcl6en9a7PsmU8xgCNFxaLpX40WAgrpZRDlsebpqHLqi/l5eWYPHkyJkyYgAl+7s4myKuv0so3blzD5/Xtt3mh32/cqP/ww8KZr7mGz3V1HIwOH04L8bZt9CiUlTEfLDeXAxNvkSTL7svJJzPnLCqtW9NLkZLCXDyzMI0plHYGiVR17tWLAxizR/BBBzHMragotrjO8OE7r/BZixbMvS4p0W1ipNjN8OHsj7xwIUPew3qzer23bdtqIbX33hzcvvhibO5bvPlNmsRBZrz9Yz3CiRNUdVv2Zffuic9z8GCKaUkjyPP8DUl7v6VL+f8hIcRhQnj0aOaoejFTJYYOjY2KGDEC+OgjYK+9NiAlpRUGDHCLuPnz6UXs2JG/TxRvMUmhqorPyY4i6drVvf7mNTd1KlOWZszQIhigWPJLOdlvv9iqzgCPg1+vYjFWfvKJjgb7+995rlRU8Fy67TbmC3/xhTZ2PPAA5ymf3X47p92yRRu3AB0WXFpK77CQaEs5x+FYxe98+t//+Pzxx24h/N57XO6qVcG1Frw4Dg2IAwbwPN68WR9v73UlkXJhQvirr3RLSqmGDvCzt9/W+2nFChoNsrPrd85aLBaSDNv5O0qpi5RSroAbpVSGUmqsUuoJAKclYTn1pkWLFpg2bVqzEcEAb97Ll7st0uXl9WtRUlqaEZpz+fzzutdgFG9XSgotpgUF2vJqttCpqKCnweYIN28mTuQjGSTaEgjwH8AccEBycuKTgeTfxaN7d+DXv9bvO3em5yYlhZ44s1pyU6j+3b49W0SZuf+5uRxc7rln/DBPr+fi6KPdvajjtcgJIiuLojreb22+XP3Yf3+2PfJDxE8UpEBcTg7FsHl+ez1Xl11GUXTzzfwviScYvdFI4qVMTdXh3X7RJEVFFGetWjE29aij+PkZZ2ixN2sWW/3U1DBk+txzo//fSlEoLyKQZbsaUizLJF4hSm/Ng9NOo+cfcF8fKSlMVarPPdU8liJkRfideiqfTY//+edzfz73HN/fcgsLbf7ud2zp5HWVeCNpEon0kHnV1/0ya5Z+XVmpDRpetm4FVq9mde1//pMiePNmPfbx3qviCeGyMhpHP/mEv83L00JYDAS1tTR0vP8+UwFsD3WLpWEkQwgfDqAWwHNKqVVKqYVKqe8BLAFwEoC7HMd5PAnL2a1ISeENTwpWOA49amINlxvsli38zPSYbd7M/CTJH5Hf+yGemnjFsoI48kg+H3CA22tQXGw9M82dVq2Sm3s0aZI+X+qLty3QzuLMM/29JUHIwLVPH7exqXdvnUIQr3BPU8Hvuh40iFXgBw925xcGkezwZVN8N+Ww+qbMwIHJOQeHDGEESIsWFEbHHqu/O+QQCuVzz/X/rbclUTxMw9ENN7BdktkCKohu3XTV5L32cn930UX69X/+Ez6fDz/UbaEefjh2etMjvO++7l7fDUHCnIPo2ZORJ8OH0xO7//76u+xstkcEtGCrj/GoWzfguOPo2fXSsaN/QcNXXtHCbt06HSYPAOedF768RYtiQ9Aff5y9nYMMFmZrpro6oLIyNSZs+q23OF56/vnYcRQAPP00I2CmTYvNE581y52L/dxzFKxBToDUVDo3vvyS6/P22+7+1d9/r40JGRnMmV+9WvdYLi6mN3vGDOCZZ7gv69O2zmKxaBpsn3QcpxrA/QDuV0qlA2gDoMpxnDh1Xy1heIXrE0/w2dvIXizRbdvqP0czB0+oqootiLJunb4Jb9kSW4AkCuPH6xYnV11FC+mFF7Ili83Vs5hkZblz2KLSFA0qiXp2CguZ6+on0nr2dBeIakoMH84BW7w0BylYFTVE7/DD2UalPpECfvTvr6v1yr2zvjl+uztZWe5Q3yjC0sRbKdq8fnNydN/s22+nKGjblnmngG5lFoT5v7jHHm4Bl5FRvxBR2T4zp1l49VUWj5SCYd76GZIikJenw4vHjtXr5RXCySIri8XMVq3SvWS9BLUnLCyMDeVu25bCb9QovhYDvJdDD2VlZoD/72GpW7/4BffnwIEcE9x0k/a0Fhb6h2m//TbHMUGRMf/4B+sndOrE/5KaGoYy//3vFJCnn+6e/rvvdEHAWbOAt98uimmT9913fDZrnQAUtd4aFx9/zNDuSZO4bNPZIMi6+VFXp/f9F1/oMdLSpTy/ioq47WvXUgSLAXXDBoZMe9uPLV+uWy5ZLJb6kVSp4jjOVsdxVlsR3HC8VTq9lnKvUI4XAmRaLTdtonXzzTfd88/IiCY6wrxy6eksPPLLXzZNAWNpfkhGQ7LCtHcWHTsGC+guXZrm9SJ5w37rHZRXGoXCwthqzw1hxAg9eFaKg8Nk9DXeHTn+eODEEykqevRwh8jXhyCDaH4+xWduLotyHX109AiU1FR6l3Nz6X32Y9gw4Jhj4rd+Uore4auv9v9+6lTg1luBP/9Zh0zffbdbTP773/r111/rlCERwmZ/7GQhhbJM4kXMjBixDmlpOvLLW7QyLY3HwExlGDNGf5eIAfDwwxn+fOGFXNf+/fl59+7clwCNfw88oEX788/rWiTSBsr06gLsljFjhs7zLS1lvnTr1hSzn34aW5Rr5UpdWCoIx6Eh/8UXdaTcRx/FTldTA7z2mn9VbICCX3qze+/pBQUsbAawEJmM2378kd7m4mJdKLGggOdNu3Y8182q2RIOvW1bbO69xWJJjGRWjbbsRLZs4fNLL8XvwSoC2LSA1tTQAhmFeHnE4olpigN7S/OjVavEqk9bGp/x43lcwopm7UiU4mBx3jx6VSQf0pI4WVnao5mMYo0ADaTSOsaPzp0Ti4jYYw/tLQuKKujdmx7oRPLu77yT3ukTTuD5/cADFF5eFi3SdTUAtyieNo3Pl1yiw2vrEwnjR9eu+r9e6NdPFyRr2ZJGtX79tOfWj9RU9z3VL5d1zBjgnXd0FEurVonn3JpRaPvsw7HHkUdSiJs9yAcNYqivYHo/n3mGj2HD3AJdCnU5DiPHMXHtAAAgAElEQVRXRo6kuHznHYptOe4bNrj3xQ8/8D5RVcUoktNO0yHbhYWc9vXXgbvuolFjzRpOa4Z6h3UCWB5YNpbe7o8/ptHn3/8GFi+mQchMSdh/f27TwIHc52KsGDaMhqnNm/n6xhuZa2xDoy2WhmGFcDMlSGSuXRv8m88/55+RXz7Nli0UwsuW6WInDcUKYcuuhl8Pzt2RqIXCdiR5eQ33Xloah8buGXHqqRTalZU6Z7c+xRpzc7VA8wpOL488Ev69mf+arLx1P++2GR6emkpvZFBF9pwc/2RaEazmPuvdW3uyDzmEYt6vT7OXXr0YHl5ZyfxagBFi//kPcM89/oW5CgqYOvLddzQyeEOAAQrI0093RxgsX06hKiHRffpo48fs2RSNhYXudkpLl/LYyfH97DPmiXvzfx96iAW+rr+eY6ZrruH9f9MmeqTHjtXVumtqOPaKN3aSMdGAAfT+3nkn3z/wAAV7RgYNO5IiMG4cw9979wZeftldtK5HDwr5ZKWXWCy7KzaLczdi7lxaPf0GJSKEg/ommgNMscSbYVV+4W82R9iyKzF5sg55s1gs0YnSPzYRvEbWnByKqQ4deJ0GRZAUFW3xLeLkR2Ymw67lmj/qKIrkK690T+etveGHt6VYMpEw5/R0/Jz/6lf86rTTgoXwL35BT603B1ro3j28kKZZOFAqj5uiWgRiWHXqCROY4gDovO2BA/ksY4nzz2eIsONQNP/lL8Cjj+rUscGDKagBeuz/9a/YvO9VqzjeOe44vq+rc3t7zzmH+2rffRlhJ46D2lou5/LLgQ8+oED+6CN6oC+6iB5av9ZefnTpwsJuwttvMzT/xhv1+CwjQ6cmyL40999xx3F7dwfj37Rp0fft7sCyZSy4tvOa0u5aWI9wM8AvT8WPeE3aAebgmKE01dXAxRfzdd++wV5cyUnp2JG5PnV1bKXSpg1fFxQAL7zg/o31CFssuzY9eiCmCqvF4mXvvd09YYOIV/inUyeKo8GDE1v+6NEUct99tx6jRzPUVrymKSnBQl0qoI8fr/Nje/Sg57iigv+B/frpopM338ztHDKEggmgYGrM/8I996RAMv+/JfS5pIT/0fFSn5SKFr4tA+9WrShcpYinhLVHab8YRrt2FOPHHkvx16EDw5CzsphHDtAbu8ceFKMAowH82kkddhhF89Kl9JqKMUKE8aBB9LiuX89zY7/96HXeZx+eE+bY6MEHuY+8IdHePOEoBp+0NN4zU1OBe++liP7wQ37XvTvn8ZvfuPOxJY2tbVtdDLV9exoGgoqi7WqYhc+SRV0dj2tzG6tKqH+vXjyXSkpiW6ZZopMUIayUaus4ToSgGUt9+Ppr9/vaWv0nYCJN2ONh5ga/+65+XVoa/BvT8pSSoltOhOV1Nbebi8ViSYxk5ZBadm2GDqVY+/RTilL53xk+nIJAjL1SKCiIlBR3K6CoiKdUKgQPHqyXmZkZ3CdW8Aqt66+nJ3D8eLa3efFFCpJWrbRH9KabmLvbvn3j/hempAQPgkXcJqt/sQjd7t253046Sed+n3BCw3t4d+umC2kJMsY4+miGMfftqyuPh3lEJY3loYe4/QccwPOrpITnYuvW/F4KtGVna28ywFxiwF34s1MnVqgGgBUrKJZfeYWi+tBDY4+z33GfNIlh4iUlPK8efJDn4ty5LA7mrboOaE/wtm00BFVW6o4hu2PknYxHZf9+/jnDxCdNSmw+Dz/Me8Po0UldvR3GSy/RyLVtG7fjtdd4L0i00v/uTrIuoeuTNB9LBPxyk/ys7T/9xBvrggXu8q7r1tFa/e677mqXhx0Wv7BIIn/oVghbLBaLBWD47eTJHLC1aMHCT3vv3bhhw0Hsuad+XZ/e5nl5/F1qKsXRrbcCBx7onqZNGy3SdpX/wjZtWIlbDBZ5eVpIFhSEe50lXD09nUWv9t8/MUPa4YczT/eQQ/RnZksqbxX71FQ9ntm2jXm5gwdvQEkJPc+mgJw0KbY3c//+wN/+Fnt+SPXs7t05zRVXcOzkd4z9PktLcwtupXieXHJJ8HkiBUi3bUt8v+2KPPQQw8kB5lrPnRvbEiwqixcnb712NJWVOiJr+nRGLEiBPkt0GiSElVKdlFKjAHRUSh2klIrTBdDSmHgvAAklev31Dq6KnY88woIPzz3H9wMHMvdp1Khgy3KUXIRzzuHjoINsAQeLxWKx+HPyybrw087OcysoaHhV+sLCcLG7qwhhgOKyvtszcSI9x2lpHHfE81x5e/4CPF4XXkgxbvaN3rQpdtrrr6e3tkcPitZWrWpQV+cuarXPPvRkDx9O0WvmNmdlcVvPPLN+bYqCvLUpKTr/OQqSn22Gr4vw9wsL3x2Q6I7XXgufrq6OjqJdPYVHusXsjhECDaWhATOFALoByNv+DADvB01sSS6bNjEsSUJ8Vq/W33krQ194IfOWxo7VNxDh3HP166DCH2JZHTQoeH3kz7FfP5uvYLFYLJb4yEA+EWGQDI49dseJ8J3h9W6K+PWJPuYYFrXyIsYJP4/dXnvp9CyAHtbFi2OnTUsDLriAr085BXjrLYWLL3YfdzMvvX17joEqKxn2npdHD3ZaGr3PEtKfm8tw+ro65mnuvTdDpMXhMGkS84fDct4HDuR54W1zJf2WTXJzWRzLrO9ywgn+HUAsbr79lmmDNTVuw0lYC6ymTqtWzG0/+WTg2Wfd3+1KRrcdRYOEsOM4CwAsUEoNdxwnoL24pTFYswa49lq+NvvxAQwRkYs8L097iufO5QPgn0xFBW/uUSyKWVm2l6vFYrFYkkuLFsDxx8eGtjY2YkAW9tgD+PHHhs0zNTVWnBQWWi9NGG3aAGefzVZIn36qPVtC795M85LPpdiUIILyfcMF0749BaoUoQLo6V26tAVatNB9x/1abPXqxfOgoMAd2WYWwjrlFFaeXrNG5yJPmqTT1qKMl/Lz+TjwQPZEHj06vM2W10mhVPJyv5sTYcarrVsZKt2zp/5M6uls2cI+1pWV3GmzZjXiSjYydXXcRm/9IMDea+pDsi6je5I0n0CUUo8C+BWAtY7jDNz+WSsAz4Pe6GUAjnccp6yx16UpICIYoGVSQni+/JI96YQTTgAWLCjFnDnu5F8zt8ZisVgslp2FdCXYmYwfz0H211+zB62Xfv1Y/CoMv0G6X3ivxU1KCnNui4qYsmXm0I4Zw+dp0/h8xhnMEQU4nXjbzdDokSMpZEtKWDUa4Pjoxx+zf+7F2727/7r07Uvx7RUU0qJJyMx095WX6cOi5vzo39/fC7y7s349PfNmFMFPP7kNAmvXun/zwQc83nl5PB7i+JH5rVkDrF5diCOP3PkpGQ1Bqo6bva8fe4zn5EE2QTVhkiKEHcdZlIz5xOFxAPcBMD3PVwF4y3GcW5RSV21/f6XPb3cpyjxS/5JLWPzjoovcIhhg/kt+/jqceGIbZGWxsp4NW7ZYLBaLxY1SOnc1NVW3BwKAYcPolSwpCf59YSEH3MI559hQxUTIzaV3OAxzf5oh56eeSjHcrp2eZuxYCtjiYvc8JkwIX4afV61/f2DOHLZZClovGzWXPKZPj/3s3/92hze/9JL7ezGGeD8HtEdfKXqHvd99/TXH0c3Bo1pertfTcYCnn+a5Kd9ZEqPZBFY4jvO+Uqqb5+OjAIze/voJAO9iFxfCjsOm6wBDe445hr3kvv4aWGSYI+65x13BUYotmHk1XurTlsJisVgsll0Jv5DZlJTwqsgAvcqlpTrs0org8BaLiXDiiboOyujRscWrcnL8j9thh2nvX2qqs/058eWnp1uhu6PYto3HrLSUvZNNwtqEhnl55btt21JcBi4AmD+f8/3f/xIzXtXUMErEW3G8sdi2jb2xAR2dsmqVTgGYOLF5CPmmRtJ2mVKqtVLqfKXUGUqpoUqp7GTNO4R2juOsBoDtz74ZFhs3bsSQIUN+fkyTGJsmTJBgNXvMZWfzpBeRKxfILbfE/8P2a5NkFmKwWCwWi8VC4g0w+/Thf3GyhN+uwOTJwBFHJGde+fn4Oay5Tx+gQ4dov1NKH7vWrRnfbMVC06a8nAXUpkxhBOSLL7q9uC++yJ7SXn76KXie4hGuqKAVZOtW1smR18JTTwEzZvjPw9ui6Zln6In99NM4G5QkPvhAj/NFrN9+u/5+3Lj4Y39LLMm8HfwbQFsAfwFwO4CNSqk4GTU7hoKCAsydO/fnx+RmYNYLq6B50UXMkxgxgu8lh+b993lxBFV+NjHDo088ka0D7B+4xWKxWCyxpKToweeQIe4IqsmT6aW0NG06daoEUD+PsGXHUVgInHQShedVV7Gytlnc6vXXKYYBenrfe8/dNcUPs9gZwDzzSy+lCDaLr1VXM/1hzhz3Mr/8kpXAJfR43TotoL/4gjnsa9bUb3ujsmSJfp2Xx22vquL7667j/ckK4cRJphDOcxznBgBrHMcZBeAkAI8lcf5+rFFKdQCA7c9r40zfbPAL8RHatqXXV4oImA3f4xUAaNdOv5Zq0RkZOy60w2KxWCyW5sDo0cwN7tmTg8wDDmCu6ODBO77dk6XhrFzJgZX1CDd9evVyj4PN3OxjjqEQPfdc4Lzz2EJIQoUdJ1b0ArHVyKXQ1BdfsGq3l/nzgRUrmPO/erUOyS4vp/h86SV6oH/4wf2bHcXo0VoET5yo8+XNSueWaCQzR1iCBrYopbIdx3lRKfUegFuTuAwvMwCcBuCW7c8v+01UXl6OyZMnY8KECZgQr0pCEyERi6WZz7DHHuHTFhXRalVYyNcrV1rrqMVisVgsXrwVn3Ny2O7G0jzp2bMc6eksymVp2uy/P3D55RSh/frxmM2fD3z8sY6CNJGc8bvuYu/gww8Hjj7af95mtelVq8LXw69o1wcfsE3aI49QCN97Lx1K5eVsvRVvHF4f/vMf9/uMDC3uper+0KFsHWZJjGQK4TuMdkaPKqVmA0ja6aCUeg4sjNVGKbUSwHWgAH5BKXUWgGIAx/n9tkWLFs0iL7gh3HcfKyN6w5uPOgq47Tb9Xkr1FxYyT7isjEUgLBaLxWKxRGfiRLYutDQP2rSpsSHszYSUFIpZ08taUcGWSEOGuKcdPpwRGnV1FMEA8NprwK9/zcrvjsO2W6tWAeXlqS6vqQhhiaaMVyhLKR0SLd7g4mJ6sH/6CZg5s3GKqq1c6X5vCmGp7zN4cPKXuzvQYCGslOriOE6x4zjbI/Zxp1LqNwD2Aqs6JwXHcU4K+OrgeL9tjh7hRElPdzcRF9q1A8aOXYsff2SVCbNfY0aGO1TaYrFYLBZLNMwep16iFnOyWCz+DB9Ogfmvf/H9fvsxB3bQIKYEtmzpztVftsz9+ylTtIAcOxb4y18AoBceeACYOhX4+98pXh2HtXcOPBA44QRO7zj0+qZ5VNKMGfxu82b9mdkyzeTZZylOe/Tg9FlZsdXOvaxbR3FuFswVwfvYY4xSGTky1iNsw/3rTzI8wq8ppYoALALwFYD5259fdhxnU+gvdxC7g0fYYrFYLBbLzufss23rJIslGZjFn9LSgH324evx42On/fprXndXXskCWGvXssCVmUMLUKCeeirQqRM9zosX08v79ttaCM+YAbz5JvDXv+p6OoDZhomhyJ984l+tuqaGodIffqjbGwHAKacwHTEokuSttyhwW7XSIdbz51Nsz5nDhwjhsjJ+37IlMGBA8D60hNNgG4LjOAMAdATwOwBzAPQC8CcA3yilfgj7rWXHElaAy2KxWCwWS8MxK0xbLJb6I6l7ZjSjHwsXUrx26gR07w707k3BeOutbCuUns7XAPDdd3zu1o3Pd96p5yNhz9u2UczOn89K0u+/726z1LIlcNZZrLVTXOxeF8ehUDUFtPDMMxTn5rwEs8iXVMGuqQEWLQKuuYbvr7hCT7N+PduKpae7PeOWxEiKM91xnBrHcb4AWyh9DKAEQBWAecmYv8WNN1TDy/HHU/R6k+bj/c5isVgsFovFYmkKZGUBv/wl833DkFzirl3dnxcWaqNUYSFwyinLcPHFfC9e4rQ0nde7bBmrUbdqRbH7xhsUoc88w3o73orUHTsyL/kbo1msTFNTE7y+jz1GD7bpLZ49W4c7f/45Bfjjj7N6tcyzZ096uAEK4bD0DEs0GiyElVJ9lVKXKqXeBjAbwAgAzwDo7zhOnFN3xyA5wq+88srOXpWkYIaKSFXLNm30Z2lpDPsw2ypZLBaLxWKxWCzNiU6d/L2rJlIJPJ7nuF27LT9P07Ytx8rXXcdc5NRU4OXtvWe++46ietky3Tu4uJj9i++7j891dRx7V1WxWvWcOZwuaj/hjz6iJ1tY62kAK4W/HtveiFYK34r4FSFsK9k3jGR4hBcBOAXAAwCGOI5zqeM4bziOE2IL2bFIjvCuUijL7BU8ejQtWWG9w9LTaUrq0qVx18tisVgsFovFYmksfvWr2M9GjWIxrTFjgH33jT6vAw9keHNBAXDTTfTwZmWxyrTZPu2UU/j85pvsO/z66wyfNp1Qjz3G8fmXX+rPNm+mgDUFrxfx9nrTKUpLmX+8ahXDn6U6NMDliBC2vYMbRjKE8PkA/gfgQgArlFKLlFIvKKX+pJRqEh7h5kpQjpHjMEm/d+9o88nIcHDqqazAZ7FYLBaLxWKxNCdGjmRLpY4dWdTqjDP0ODg/n0XqWrTwF8JesSjhxSYtWzI0uUMHeofNrioHHODuS3zccfRSm0IYAF55hZWqP/6Y75cvp3d55szY5X31FVswSc6yd8zfqROLdQH0XHu56Sbg0EMbp2/x7kSDs0Ydx5lqvldKdQKwN9g+6VgALzV0GQ2lubZPGjnSnT8g9O2beL8wWyjLYrFYLBaLxdIc2XNP/Vq8o2PGAEuWxE6blcUcWwA480zm677zjg43DuKCC3Rub58+FMOHHqr7Go8ZQw9udjan8eYkz5wJTJgAzNteIalvX4roQw+NXdbzz/P3Y8ZQ0HtzirduZWVopejtBrQ3XCkaBDp2tK2TGkrSyyc5jrMSwEoA/0n2vOtLc22fNGAAe4otWqQ/y82lNzgMuUAtFovFYrFYLJZdlcMPB959VwtfgM4feZ+Wxsf48cDSpZUA3LV2vEg+ckYGcMMN7u+8v8vPB26/nWL0kUfopKqtpUdZKYY0/+Y3scuoq6PI3Wcf3f+4stI9zZYtwDHHMH+5d29GdZqe7S1b4udOW+Jj7QhNnEGD3O/j5fkeeigvQIvFYrFYLBaLZVemSxfmCJtMnAgccQRw8MHuzwcO3IiJE+lUkvG0mXsbxEEHBX+Xn0+BevHFnOdvfwtMmRI+v02bmGPcujXfv/UWq0N//73OGc7OBg47jJWix41zi+DiYnqM7Xi/4diGOk0cM2fgxBODk+LlQrbeYIvFYrFYLBbL7kLXrnQEmXm9nTvHTpeaqqsuH3YY8NlnwF570WP8yCPB8+/Xj72EvaSlUdAKsvyVKyl28/P957duHZ9lXTZuZCrk228D99zDz6SVkh8//sjnsBZNlmhYj3ATx6wQnZ8fnAuw334M+zBvAhaLxWKxWCwWy65Ot26JOYOUAoYMYbizn2f1jDPc7ydNchfZmjw59nc5OexDDACvvcbntDSGOA8ZAhx1FKtKSysk8QiXlgKrVwPt23OeKSnAggXB675xI5/N1ElL/dgtPMLNtVhWIqSk2MpxFovFYrFYLBZLQzjhBOb3mmRl8XHssczPBdxRm+PGsb1S3758/913wMkn60hOqTBdW6t/I0IYoBDu3p2vu3fX1aRPPjl2/cx5WBrGbiGEm2uxLCA8od9isVgsFovFYrEkh44dw/OGTfEqUZsnnQTk5fF1bi5w/fVsx+QV04AOhwb0GH/rVvYc7tDBPV/Av+uL+b2lYewWQrg5Y4WwxWKxWCwWi8XS+IgYBVjx2dvf1w/vNO3b89kv5LpbNwrtUaOYd/zii8CttwJ3363zjb//PnjegBXCycQKYYvFYrFYLBaLxbLbs88++nXUnOMgsZzmo7KOO05Pv3o12zxt2gQUFfm3Q/Kbd9u2/K2l4dhiWRaLxWKxWP6fvfMOk6LK2vhbk4fJQ85RESSpZBCURXcFQdeAGV0DyKqr6LoGzLqKfmtcE5hQDJjRQZFFFFAEJYgEyUMa0jgMwzA5dH1/nDncW9VV3dWTYc7vefqp7urqqlux73tPEgRBaLCMGEFlkrxYgO2E8hvdSsxZpTn5lVfat6epbr0WKkeDEMKcLCstLa2um1IpBg8GOnWq61YIgiAIgiAIwvFHly5UJqkyuFV0cUIXwvy73NzQtseu0ZUR7YKVBuEafSwnywKAHj3oJQiCIAiCIAhC/aN1a1Xj1w1dNDduTAm1ioro88knA+vX03t7jWKdJk0og/Vpp1W9zQ2dBiGEBUEQBEEQBEEQqgu7RfaccwCfD3jzTfff6Bbh004D/vtftZ7evYFTTiGxXF4OFBQ4ryMqiuoaC1WnQbhGC4IgCIIgCIIg1BRhYc4JsnT0ajCdOlnFdHw8lUuKiaEyTE2b1kw7BYUIYUEQBEEQBEEQhBDo14+m9mzP3bsDnTsH/72USK17xDVaEARBEARBEAQhBLp1o5edoUNrvy1C5RCLsCAIgiAIgiAIQh3hVENYqHkahBA+1ssnCYIgCIIgCIJwfNKrV123oGHSIFyjj/XySYIgCIIgCIIgCEL10SAswoIgCIIgCIIgCPURt1JJQs0iQlgQBEEQBEEQBKGOiIur6xY0TEQIC4IgCIIgCIIg1DJ9+tR1Cxo2DSJGWBAEQRAEQRAEoa4ZNQooKqrrVgiACGFBEARBEARBEIRaoU0b/3mGUfvtEMQ1WhAEQRAEQRAEQWhgiBAWBEEQBEEQBEEQGhQihAVBEARBEARBEGoZ06zrFjRsGoQQzsvLw4QJE5CWllbXTREEQRAEQRAEQUCTJjRNTa3bdjRUGkSyrPj4eEyfPr2umyEIgiAIgiAIggAA6NyZxHBSUl23pGHSICzCgiAIgiAIgiAI9Q0RwXWHCGFBEARBEARBEAShQSFCWGgwzJgxA4ZhYOvWrQGXmzt3LsaOHYsWLVogMjISKSkpGDp0KJ588knk5OQcXW7Hjh0wDAOGYTi63ufn5yMhIQGGYeC+++6r9v2p7yxduhTjxo1Dq1atEBUVhcaNG+Oss87C22+/jfLy8pDWdc0116BDhw5Bl+NzvGPHjso1uoLZs2fjmWeeqdI6nLDvB19DM2bMCHldZ5xxBs4444xqa5sgCIIgCEJDQoSwIGjceuutGDVqFCIjI/Hss89iwYIFePvtt9G3b188/vjjuOeee/x+k5CQgJkzZ/rN//TTT2E00Arpzz33HIYMGYLs7Gw8+eST+Pbbb/Hmm2/ixBNPxKRJkzBnzpy6bmJAakoI22nZsiWWLl2K0aNH1/i2BEEQBEEQBEWDSJYlCF6YMWMGXnjhBTz77LO47bbbLN+NHTsWU6ZMwffff+/3uwsuuADvvPMOtm/fjo4dOx6d/8477+DCCy+slLXvWGbx4sW4/fbbcfPNN+OFF16wfHfeeefh9ttvR35+fh21rn4RHR2NgQMH1nUzBEEQBEEQGhwNwiLc0ISInejo6LpuQp3idf+nTp2K3r17+4lgpmnTphg3bpzf/KFDh6JTp0549913j87LyMjA999/j/Hjx1eu0dVMbV4DU6dORWpqKp566inH7zt37oxevXod/fzLL79g5MiRiI+PR1xcHP70pz/hl19+Cbqd9PR0jB49Go0aNULTpk1x6623ori42HFZ+/7PmzcPgwcPRlJSEuLj49G1a1c88sgjAMh9+e2338aePXuOur6zO3NRUREmT56MHj16ID4+Hi1atMCYMWOwceNGv20uWLAAp556KmJiYtC5c2dMmzbNbxkn1+jly5fjoosuQps2bRAbG4uuXbvi3nvvRWFhYcDjkZeXh1tuuQXt2rVDdHQ0mjdvjpEjRx5tmzwHZP8bOg39GMj+N+z9B+QYNPT9BwDDML6p6zbUJxqERditc9xQkP0Pvv979uzBpk2bcO+991ZqG1deeSVmzpyJ+++/HwDw7rvvok2bNvUmhrO2roHy8nIsXLgQ559/PmJiYoIuv2bNGgwfPhzdu3c/Gt87depUDB8+HMuWLUPv3r0df1dSUoKzzjoLhYWFeOmll9CsWTNMmzYNn332mePy+v6np6dj7NixuOiii/DAAw8gKioKW7ZsQXp6OgDg/vvvxx9//IHly5fjyy+/BKD+PIuLi3HkyBHcd999aNmyJbKzs/Hyyy9j4MCB2LhxI1q0aAEA2LBhA0aNGoW+ffti1qxZKC4uxkMPPYS8vDyEh4cHPCa7du1Cnz59cM011yAhIQHr16/HI488gvT0dMyaNcv1d5MnT8aXX36Jxx9/HCeccAIOHjyIJUuWHI1rl+eA7H9Dp6EfA9n/hr3/gByDhr7/FTSp6wbUJxqEEBaEYGRkZAAA2rVr5/ddWVnZ0feGYTgKmfHjx+Phhx/GsmXLMHDgQMycORNXXnllg4sRzsrKQmFhIdq3b+9p+UceeQTR0dFYsGABkpOTAQBnnXUWOnTogIcffthV2L799ttIT0/H0qVLj7oWn3POOejZs2fQba5atQolJSV45ZVXkJiYCAAYMWLE0e87d+6Mpk2bIioqys9tOSkpCa+//vrRz+Xl5fjzn/+M5s2b44MPPsDkyZMBAI899hgSEhLwv//9D3FxcQCAwYMHo3PnzmjVqlXA9l144YVH35umiSFDhiAxMRHjx4/HSy+9hMaNGzv+bunSpbjiiitw3XXXHZ3317/+NejxEARBEARBaIg0CNdoQQiGaZqO85ctW4bIyMijLzeB16lTJwwZMgQzZ87EihUr8Pvvv9cbt+j6zOLFi3HuueceFcEAkJiYiLFjx2LRokWuv1u6dCnatm1rEaphYWGOrut2+vTpg8jISFx66aX45JNPkJmZGVKbP/roIwwYMCtttvsAACAASURBVADJycmIiIhAXFwc8vLysGnTJkv7Ro0adVQEA0Dbtm0xZMiQoOvPzc3FXXfdhc6dOyM6OhqRkZG46qqrYJomtmzZ4vq7fv36YcaMGXj88cexYsWKkDNzC4IgCIIgNCRECAsCSKQA5Jaq07NnTyxfvhzLly/HueeeG3Ad48ePx4cffojXX38d/fv3R9euXWusvfWVxo0bIzY2Fjt37vS0fHZ2Nlq2bOk3v0WLFjh06JDr7/bt24fmzZv7zXeaZ6dLly6YN28efD4frrrqKrRo0QIDBgwIKLyZtLQ0XHLJJejWrRvef/99/Pzzz1i+fDmaNm2KoqKiamnf3/72N7z66qv4xz/+gfnz52P58uV46aWXAMCyDTv//e9/MXHiRLz55pvo168fmjVrhsmTJ6OgoCDoNgVBEARBEBoaIoQFAUDr1q1x4okn4quvvrLMj4uLQ9++fdG3b19Xl1Rm3LhxyM/Px2uvveZuDV62DFi3rrqaXe+IiIjAGWecgfnz53uKxUlNTcX+/fv95u/fvx+pqamuv2vZsiUOHDjgN99pnhNnnnkmvvnmG+Tk5ODbb79FZGQkRo8ejaysrIC/mzVrFrp06YIZM2Zg1KhR6N+/P3r37o3s7OxqaV9RURG++OIL3Hnnnbj11lsxfPhw9O3bF7GxsUH3KT4+Hk888QS2bt2KHTt24N5778WLL76Ihx9+OOhvBY/88guwZEldt0IQBEEQqgXDMN40DCPTMIx12rxUwzDmG4axpWKaUjHfMAzjBcMwthqGscYwjFO131xdsfwWwzCurot9qQwihAWhgrvuugu//fYbnn/++Ur9Pjk5Gffccw/Gjh2LSy+91HmhNWuAn36qQitDwOerne3YuPvuu3Hw4EHceeedjt9v374da9asAQAMHz4cX331FY4cOXL0+yNHjiAtLQ3Dhw933cagQYOwe/duLFu27Og8n8+Hjz76KKS2RkdHY8SIEfjXv/6F/Px8bN++/eh8pyzNBQUFiIiwplaYOXOmnxvyoEGD8PXXX1vKRO3evRtLgoio4uJilJeXIzIy0jI/1Mz37du3xx133IGePXti3XE88FLrrF4NrF9f160QBEEQjlE6dOhwtCLFNddcU9fNAYAZAP5im3c3gAWmaZ4AYEHFZwA4B8AJFa8JAF4BSDgDeBDAAAD9ATzI4rm+I8myhAbHN998czS7L5OUlIRrr70WK1euxG233YbFixfj4osvRuvWrZGfn481a9bg22+/RUJCgvqRQwzmAw884K0R06cDEyZUZTcCs3kzsHAhcNllgN7mWmDYsGF45plncPvtt2PDhg245ppr0K5dOxw6dAgLFizA66+/jvfffx+9evXC/fffjzlz5uBPf/oT7rrrLhiGgSeffBIFBQUBj+XVV1+NqVOn4oILLsDjjz+OZs2a4dVXX0Vubm7Q9r366qtYvHgxRo0ahbZt2yIrKwtPPPEEWrVqhR49egAAunfvjuzsbLzyyivo27cvYmJi0LNnT/zlL3/B7NmzMXnyZJx77rlYuXIlXnjhBUuMMwDcd999+Pjjj3H22WfjzjvvRElJCR588MGgrtFJSUkYOHAgnn76abRs2RJNmjTBm2++iT179gTdr0GDBmHs2LHo2bMn4uPjsWjRIvz222+4+upjZmBWEARBEIRaxDTNxYZhdLDNPg/AGRXv3wawEMBdFfPfMSmxzjLDMJINw2hZsex80zSzAcAwjPkgcf1BDTe/yogQFhoct9xyi9+8k08+GevWrcNLL72EUaNG4ZVXXsE//vEPHDp0CPHx8ejRowduvfVWTNDFa0VpnUqTng506lS1dQRaNwDk5NS6EAaA2267Df3798ezzz6Lf/7zn8jKykJCQgL69u2LadOmYcyYMQCAXr16YeHChZgyZQquvvpqmKaJgQMHYtGiRa6lkwAgKioK8+fPx80334y///3viIuLw+WXX47Ro0fjxhtvDNi23r17Y+7cubjnnnuQmZmJ1NRUDB06FO+9995RF+Trr78ey5Ytw7333oucnBy0b98eO3bswA033IDdu3fjzTffxLRp09CvXz+kpaX5ZWfu1q0bvv76a9x555245JJL0Lp1a9x1111YunQpFi5cGLB9H3zwASZNmoSbbroJsbGxGDduHJ5//vmgMerDhg3DRx99hKlTp6KsrAydOnXCs88+i3/84x8BfyfUIlu3AkVFQMWAiyAIgiDUNNOnT8f06dP5o5fySc1N09wHAKZp7jMMo1nF/NYAdmvLZVTMc5tf7xEhLDQYrrnmGk9uKKNHj8bo0aODLtchLg7mtGnA1VcDmZnA2rXAiBGArWSSW0ZqfPstcO21QEQN3Ib6Nk0TyatXA716AQHibqubwYMHY/DgwUGXGzBgAL799tuAyzi5Bnfq1Alff/213/yJEycGXNegQYPwxRdfBFwmLi4OH3zgP5AZFhaGxx57DI899phl/o4dO/yWHTlyJH799deAbevQoYPf9dGhQwfMnTvXb3325eyC+sknn8STTz7p9zuhHvHddzQVISwIgiDUEhMmTDhqyDEMI3AylMA41QQ1A8yv90iMsCBUlbfeAmbPBrZtAwJlSz582H/e6tU11y5tu7G7dwPz59f8tgRBCI4WEy8IgiAcXxQXF+Phhx8+WgaxQ4cOuPvuuy15Q2qbtLQ0FsNJHhY/UOHyjIop15nMANBWW64NgL0B5td7RAgLQnXyxx/u3334of+8mq71qlsRnYS4IAg1y9atgD123Smp24oVarmFCymPQH3l4EFg7zHRxxEEQahVysvLce655+Khhx5Ceno6SkpKsHPnTjz55JMYMWJEwDKINcmYMWPYPdpLZ/BLAJxg5GoAX2jzx1dkjx4I4HCFC/U8AGcbhpFSkSTr7Ip59R5xjRaE6mD9emUN7tfPfbm1a4EXXwS6dAH++U+rUK1OeNRx+XLgzDNrZhuCcDyTmQk0axZ8uWB89x0QFQXoYRmGARQXA9HRwIEDALvqb9sGXHIJJbuzU15OvwurB+PXn35K05pM+CcIgnAM8uKLL1rCvTp37oxx48bh4MGDeOutt1BaWlon7UpLS0NaWhpgswgbhvEBKNlVE8MwMkDZn6cC+MgwjOsA7AJwccXiXwMYBWArgAIAfwMA0zSzDcN4FMDyiuUe4cRZ9R0RwoJQHbzwAk2HDnX+vqyMRO+LL9LnrVuBjRuBAAmhqgTXtT14sGbWL9QNS5cCJSVAgNJSQjXAWdd79AA8xLk7kpUFcO3xkhLrd2VlwNtv0yDV99+r+YcPA/v2Oa/vjTeApCQSyvWF3FwgPp7EeUYGPePatg3+O0EQhOOUV1999ej75ORk/PLLL0ityM8ydOhQjB8/vk7aNWbMGIwZMwavvfaaxSJsmuZlLj/5k31GRbbom5wWNk3zTQBvVrmhtUw9GFoWhGOU3Fxg2TJg/341L8slB8G+ff6uhIsXV37bPp8Su3bKyqyfA8UtC5XHNGvOou/G2rXApk21u82GCN9bla3BnJkJfPYZ4JD0zIIughkasXemvoU3zJoF/PADZan/+mvaX8lFIAhCAyUvLw8bN248+nnMmDFHRTAAXH755YiMjKyLpgkuiBAWhMpQVATMmUOJsj7/XM23W2AzM8k1cu5cJWAef5yyN2dmVl5IzZwJfPIJWWHsvGkbkFu+XL3fsqVy2xP8mTkTeP/9utm29kcr1BI+n/dl8/Joqt+fn31Wve2pL+zZYx3k27697toiCIJQh+Tk5Fg+N2/e3PI5PDwcjdlTqJYJMVlWg0GEsCBUBtNU1qLVq1XJJLsQnj2b3KABEi9NmpC7ZPfuZFGurBAuLqapmxvl118DDuV/HC1QQuUoKlKx2LXBbq1E3+LFwJo1tbfthsz06WQh3rDB+28Mh0oSbt4igXC7v0Nh9+7Q2l4ZnPZXEAShgZGUZNWYBw4csHwuLy/HwToKWQsxWVaDQYSwIFSGFSusojciAoiJAXg08NAha9bX0lKyxp54In1OSKASKjWRNKGkhJLvLFx41CLV7LvvnIWxcOxgd7Ndtqxu2lEVcnJqd/AgELaRewv2QQY37ws3qksYOrlJ799PojpQ+3XmzgV++AEt09LomeT1d27YM2ALgiAIAICEhAScdNJJRz+npaUhWwtje//99+ssWZbgjAhhQagMX31F03POoemVV5K45U7+xx9bl//5Z6CgAOjfnz4nJpI1uDKdykCp98vKrJ34Rx8Ftm5FyurVJIwLC63L79t3fMYQ+3zAt99WrgRNZmbwZexs3iyJybzw0UfAe+/VdSvoHvnoI+Ddd70LXP0+scfh2/EqhH0+4D//Ae6/37t3iM9HbtZOJZjssOeIzq5d3rbjxqxZ1s95efRsEwRBENj9GAC5Svfv3x9TpkzBxIkTcd1119VZu8Q12hkRwoJQGThpzWmnAdOmAQMHUvZUjg3UMU0SZW3bAjxSmJhI0xUrrMm2glFQACxYYF03s3s3xQfbXTD/7//Ue7urZVoaMG8erfd4EcSlpcDrr1MCn1AoKaG439mzqYxNKCxcqErKCM7UUe1EAFTfW4/xZWt6QQGFEXjl0CGaLlkSeH+8CGGfj7LNb9lCgy/zApRc/Okn723UcUquVRNuzBIXLAiCAAC45ZZbMGLEiKOft23bhscffxzTp09H165d0aRJkzppl7hGOyNCWKhfmCbw66/KZfj3392zI9clbAGJjVXz4uPJ3dkuhg8dIgE6eLDqhLIQzs31bpEqL6dO+549ah4L4fR0coEsK6PkXc2bA9de678OPV5Fd8+ZPTtwR/xYwhaT48evv5Kl2J78aOVKZTGvb9l5jwe4Vm5tsWcPJbTLygI+/xwJoWTbLikBHnsMWLVKzdu9G7j7brLEbtoEvPOO+3ViGHQ9TZpE962dzz+n73Q3cbd44OJia/bqOXPU+2BW5B9+oJJbEyeinYRGCIIg1DgRERH46quv8MADD6Bjx46IjIxE27ZtMXnyZPz444+Ii4ur6yYKGiKEhfrFtm2U5fiXX+jzjz9SfF59gwWT/kBji7A9kzB3Ylu3VvN0IRzm4TYsKaE6ojwoMHEiMGOGcuPlDjVbMocNIzfsO+4AOndGxnnnAeHhZH3mGMG33lLrZ/EeKHZl/37apr0man1j/frA3//2G03t+3rkiHqfk0MJqbxkCq7tEkqFhcoyeSxhF43l5f6u+tXJV19RNuMKgRmVkxP4XLG784oVJGJ37yZvj7ffpoR3LEB1j4wPP/Rfj2mSUObBlr//Xe1nfj7wzTf0AoCzzqJt9OoF7Njh3K5AFlx7CIadzp2PeirE7ttH56CmrtfJk+m5dOhQaBm2BUEQjjNiYmLw8MMPIz09HSUlJdi1axeeeeYZJCUlYceOHTBNE6ZpYsaMGXXd1AaPCGGhfsHWk/qeTKCggDqo0dFqnt01ets26hCywGrVCoiKot8lJNA8PeM0QJ1xpxhVPQaPt7F0qSpbwp3bZ56h6cCBtN4TTwT+9S/kd+4MNGtGYjaQkA3kErxqFf02WG1UrxQWAv/7X/UK6717ycXb51PHxN7xdxMWejzl1q2U5ZtFcyBqQliYJp3fjAwaWNHP/3vvkWWyJkVkbTBvHrmi1zQVAjMqK4uuNycWLKCwgjfeoOt8yRL13U8/UXjB6tVqXqBwhtde8y9T9p//0PTDD8kafOONNEjVrx/N79iR1umUSGzGDBqYmTgRmDLFKjJzcmigkJ8xK1ZQuTYmIgK4917g0kvp88sv11wsO1+jv/5a+4NDgiAIQkAkRtgZEcJC/cQwqp7dNBC7dikhsWcPiY1gCXB0CgrILVq35sbHk4AvKSFr0lNPAV9+SR3PhAR6GQaJ4UaN6DebNpEFnEXYd9+Rm3Kg+EO9jA4fo40brR3k+Hj/37VoQZ3thQvd111W5m/Nycgg6xZ30g8dIrHw+uvu6/HC6tUkUubMqT5RN2cOtX/SJODmm2meW5ZiLwLZKdmQnZqwfu3bB6xdS67weXmU1Im3xXWhdWF2LBJKFmYnOBN7MHSX4507nc8pDwDxQJzbesPDaRosZpe3yUI3I4PO488/0+fmzWmQiq+5Tp1U+5yYMoWmWVmqHjmTnU0Z4f/3P7ovuVwbQOtPTQXOOAPFjRvT/fbTT6HlJWB8Pmv7nnuOxPnEiVZviuxsEcKCIAj1DIkRdkaEsFC/4A7Utm3WrKjV2bHy+cg1kTM/L11KndTcXBKUXpIslZWRED79dDWPxW1+vsrMOncuuerqRdWHD6cOart2QJs2NG/ePMo8/Mcfav066enU7uefpw4owx3anBwS3QBw9dXObW7enKzNgSxCP/3kn/Tphx9oyu64JSVkeaqKACwtJaEHUOeeXUVDZcUK//ayiCkro4EFu6u6G15c1N3awFSXKHa73vm66tgRGDCgerZ1rLJ4MdXFdqrPG+g8vP124PXy+oYNI7fladPUd9dfT9N58wLXcebkUeeeC4waRe/vuEN936qVdXn+/PHHNFD1xx/W2r/68yA9nazA9trATq7V7LFiGMi44AJ6/8svlYuBX71a5RE4fNi6fX1wLi9PXKMFQRCEYwIRwkL9xC4EdWHgxW26pISsMG+8AcO+PK+Lran8+ZNPqHP97bfB3XVLS8nq2q0bwAXUOV5YF8K8He7odu4MdOgAXHcdxQmzJdTJUpuZqdbD2aV//926jN6hZZflU091bnOLFtRB/eOPwNZve/xpdbrgFhUp92WdypZfWbXKX9jrotophtPNNdppvpcBGF0QVdVKHqgtADB1Kk0nTKi8cK+P+HyhZx5mKySHB+h4eUbs2EHWzJtvpvO8apVyPwYovICZOhW45hrglFPUvJdeIhdqewk006Rs7GFhFI7QrZv1+8ce828Lh0rs3UvW3fvuowGvw4dVXoCLLwYaN6YBr/nz6ftgtaQ1gVqWkEDPno0bA//GDX0/edANoAEDHsALC6N7WSzCoePzkedNZc+PIAiCEDLHUU9KOC7Q3fpMkzLN7tmjLAy//UZJnrZvp1qa9oys33xD7rEzZpCrYHk5Io8ccbYa6dux41QGSaeoSGWMPuccKqPE7sj5+dQB1TNKsxAeMoSmYWFkQQ4kMmfPpv3hDii7YzZuDDz+OL3n7ziWtW1bICZGraNpU/W+RQua7t9PItvnI2FtmpTQyy0+2IvL+OrV1IkLJkDmzKHXr79a57u5LwdCrxFsmmrQYPduoGtXVarKKWsv/0anskLYjhd36mBs3uw/78AB1Z7U1Kpvo77w++80gDB/vtWyGAx+Juhi8Ndf6foyTRKR+/eTSHv0UUSzWGOeeIKmpaUUd61bfgHlrgwAKSnAoEF0jbz8spr/5Zd0n/KgWl4exRsfPkztCwsj8Tl4MHDXXcCdd1rvScZt4OPHH9X+nXiiSrLH6AnvnLC7eDdpQm3VXZm9ws/E/HxqF0A5Ca64Qn3Xvj29ry4hnJ9Psdv1sXJAdcPP2aVL67YdgiAcl0iMsDMihIX6wf791NHXrTt791KM5COPkAVx/35VzmT+fBK3HC/J7Nql1lHRsWi8ZAmJ5r17/V0Cs7OdY5H1TNVO4q6oSLkdJiaSEGbX6Lw8skZzwipACWH+bBi0PFtPFi2i/eHYYF1MzZpFU+7IP/YYCaGoKLU/7LI4bhxNx4whN87zz1frYSF84AC5O7/zDrla33gj8N//UkxzZTuwnOX7rbesAtUOd2idsh6HEqNtzwz90080aHD4MHXye/UiSxUA7NgBw0tCLsMgS95zz9H+vPWWd1Hr86nrrjrcQp2EMFuKunev+vpri5Ur3bMhMyyqgNA8A5yO8/LldB7Ky+k6fPBBun8yMtBcz/Zsdytm9/+zz6bEWK+84i5Ow8NJNLdoQd4gRUUUxmGa5EnCMbyXX07TqCgKV+jUCejSRa3ngguU90bz5sDf/kYu78ywYUDPnjQYGBFBYRQc967j9PyyZ24eM4amSUl0j+hlobzC1zfHP3frprxgMjLI+p2SQuewulyjd+6k54LdE+Z4hD083AbuBEEQqoDECDsjQlioO7Zupc5qbi5ZVux1RnUxsHw5LWMXpYHi9Ox8/TW5yrK48fmCl2bKziZBZI8b1i3CDHcKFy6kbbRtq8SYXjqJiY2lTuO+fRTH+vrrqhPESXV0Dh6kzmdYGHXSExOVEE5NJUvxiSfS55Yt1XKXXYasYcNoe4mJJIRzcpwtD5WpJewkXhYtCk3YAqGJcD2rL6CEMYuujh2VRfj33xGmC2EWOPbtbd9O1sQNGyh78LJlwZMK8QDOpEnAww+TZb2m4iM51vm662pm/dXJL7/Qvb1ypXumZicWLfK+bCDB4PMp75KK8mWxe/fSfZyXB7z6Kn33739bj2e/fnSPeHE7P+00Gnjj63/jRpXkr1s3ygUQiCZNVI6Afv1o4Oyuu9T3f/mLKtXUuze1KT5exS2PH0/f3XWXv8XUXlapZUuaJiXRsylQMr5gvPceTS+8UM3bt48G+zhz/q+/Vm0bTENysXbLci8IgiDUGCKEhdohK8vf3ZitEmzxtKPHkVYmy6kdFij2DtqBA8DTT5N7r255WLFCdTCXL7cKcychzHF+vFy7dlS25IknqIOoxxcC1Ck1TRJQAHDeeeo7J9fsvDwgOVl9josj12rTJBdCdpts186vXaUcx5yURBZTdk22d9Y5gZVO48Y0PXyYjpVd6HFGY51Nm6xJpLxQHR3A7dtJMLRtS8cnPp72lwVKINdtJ7dcuwu3TmEhWRwfeEDNW7jQX6RXB3q7nTKC1zfsGa1rIgN8oAGHwkJ/N2IAePJJSlpVVASMHElilDM7A3TdeOWkk+ia5ZCCH34AIiNpX9l1XV+3Ey1akOeG7jHy3HPAQw/RfXfeebTMuef6/3bwYPWeQwt++YWeN+XlzvcTPwdCTZbFz1+O8QesCQAPHaJ9bteO2rJuXeXj/nV4HwyjekIOBEEQBEEjoq4bIDQQPvuMphMmUCcsLCxw59g0rcJz+3bg5JPdl9+3z7slTl/uhx+UkOPtPfMMiSjdffDwYRI5XbqQFbq42F8IR0ZaP7NV1q1TrHe6IyPJilRaqlygS0rIbXT4cHLHLCxU7tcAuWYXF1PHs6BAWaTPPtt5v5s0UcJwzx6ad9FFZHny+cgFfetWZ0vO5s00WAAA999P20pJUR3V1avJXX3yZHLjBLxZhD7+mDrnZ59dPZbUUaPI3TQqij7z/oaFkftqixbucdl8/k87jVw9DxxwjxXnrOEtWypX0bAwOh5VjWdki93zz5PFcO1a5Up+LFiDnQYbaiLGM5BFeMkSaxzsJZf4J07jQSXD8I8PBmgQq7ycrLJlZf5JsdjKqsce5+TQNcMi3P5McMJufY6NVc+W1FQ1UGaH283lwnS2bq1eIczJsWJiqC5xbCzdY5GR9OzhDPickK86rMGA8ipZv55eY8eqEI+GQm4uXVf2AU5BEAShyohFWKh9PvyQMqM68dtv9H1GBrkCc+bW3FzqlLqV7UlLU+WQgsEd5EWLnK2ZM2e6//b118nqUlxsTUrFTJsG3HYbcMstShC60bmzej95Mu3fzTdTx3f9eop5/fBDcpPmzqUuvlkIZ2dTZ5RFsptb57nnkjDMz6djEBdHndnUVBLJo0fTchWupEfJzVUiGKAYZU7cZZrU7ldeoc63nhE3UMIx0wRuuokydH/6Kbk0V0UI338/ZfaNirJ2GBMTqf0sCnTPArsYOHyYOvYTJtA5BIInFbr7bpoOHw70709WZbtgCpXcXDqe6emUxVyPp+7Rw9s65s8PXuu2pti2jc6lLn7XraMEbR9+aBWwv/+uatEGC1OwE+h64Vq2HMffowc23X47idsmTWhg6YQT/H932mmUzOqcc+jaSUmhwSIeWNGJj6d7XN/Pjz6idrEQdgqJqAp9+vjPs9/vf/4zJYvT6yczlRHCnPwqI4MGi9q3p3hggDJpR0aSlX3IEDpeAD1jqsPDg3MPMJmZVV9nfcXNNfrDD+m/oCHESQuCINQyIoSFmieUDvnLL1PtVxZU7BJ4+DDVDH3tNSotohOq9WH+fHpxzOWUKRQz+NJL9PnXX4O7cjpZhJlu3fwFi1OWX8MgwdWuHb10Ib9hg7La7t2r9jE2Fhg6lOLzYmKoHSUlZOV0aw8TFaUspEeO+LuOnnUWLWOPh9bdXEeMIJdI3W1dt4jt26e+cyprwzz6qDWGePbs0DrOpkkdRC55k5lJXgOcPfu002hakRwo2ilreFqa9bNucWf3YzcxzyIsJoYGPy6/nCz8hw9XXQivX+9evivYOWa2b/cf0KgtFi8mC+U999C5AUj8PvAA3dvsSlxeTlZvZv780I5doPuev/vrX8mCycLtzDMpLvjFFymb8/nnk0cEk5hIv/HiIm0YdB3On0/7WVSk2p+QQNceC0OeVxVOOsldWL/wgnrPibG+/96ySH7HjpUTwjt2UOz8o4/SgJh+X9sTivH6q1pyraDAOeleQ4yf5X3+8cfgZf0EQRBckKzRzogQFmoeLx3y/ftVp5mJiyPrTFwcWYdZcNnrxr7zjrd27N1Llot9+5T16W9/IxFqGGTdYRfD99+nuOaVK/2tEOXl9HJLluVE+/bO87t1IyEeGUkWqu7dSTTv36+S/WRmqo5lbCwt07ixsgibptUiHIhu3Whdhw75d8zDwsjt0C5gWQyefDKJhNatlbXJNNV7tt4//jhZaN06rbrI/9e/SKRs2BCaRXjzZhJVdpdWTgDWogW9evcGBg1CEgtkN8rKrMcwKoqOr5sQdto3Fk8ZGd73w4ldu+ha5wzDvXvTQM2rr7pnMq5P2MtwZWfTNczHjDvzTu7STlZMNw4fJhHqdC7Y8p+S4nzvsRW1WTOrBwG7O9v505/o3uEBkuHD6TOXQwPIfZiFcGIi1f0F6DwmJpLoHjvWfX+crM46w4bRc8pPqQAAIABJREFUvXf99WoeD7BFR6skWuyObRsoyO3Rg1zEIyJCE8JLlpAQBuj+4EEFRt8nPj6cu6CyuLnS79pFz7zp04NnIxcEQRCOIlmjnZEYYaFu4XjCBx/0/+6KK2jauDGJUj1Zypo19Fu2/LlhmugwYwaVIfH5SNhwp+6CC5R4Y9iS+9tvyroIkIWa639yR94uPPv29c9626oVCUtOhhOIbt3oNWOGNaNzZqZKPGN3jS4qou/Ky70JYe4479unYq67d6eO5/79JATstUc3bybR/I9/qHX8+it1dE1TDUycf76qeZqZ6SxqysspGRBAFsMOHUjozZ9P51QXFoGwi8077iBLNR+D1q3J6s1x2VzShjl0yGqtKy0ld079GHIGXCecRDvHnFbVIlxWRm0/4QSyXEZEWAXweef5Z1jXqWuBwB4EHJf7++9Uzophd3MWq1xa6MEHnctquTFzJsVPc3ZwHb5Hg4lLhkbJ3UlKAk4/ne637dvJ9bhLF9rH1FTyaNi8Wblbt22rxPaIEWo9gSz6gwdTHoJghIWR1Tcvj0R+VpZ6pjmhe6dERNC+hHKN8rJDh9IzmfeLn896zC4L4aomttKv9+xsWh/H4/M1smYNPT8aEg3RIi4IQoPAMIw4AEWmadZqDTmxCAvB2b27ejKA2vnhB4qJ1WtjNm5M7tG33UZZlnv2pJi+P/4gawCXG3npJVV6yY0tW4Abb0R0djYJVI6x4mzGTslHIiKstT6Z++4jEZeXpzpiXtxU3Ur1BELPLn3aadTR1S3CDFuE+Rh4aQ8Lu6IiZRHu3p2sOpdeSsc/J0dZhU2TlrWLbJ9PddpzcsgKlZxMFqkpU6h8kZMb34ED6j13YrnkEyfk8UJWFu3/q6/SNk88kTr4enKik04iS56d+fMptnflSut8u1U9Li40izB7BFT1XuHj1qkT7Y8uCgYOJME/ciTdG06EUq6ouiktpfujWTNyQ27alAaU9IELvl75PtItraEcO76W7B4iQOhC2CsxMdRegOKMIyIonrhjR9oHFoBeXdh1unShOHMvtGxJojsqigbZrrxSfWe/V/UQiGbN6HMox5mts1zCCaDnhZMHDO93aWnVRBvHBq9dSwNmDz1U+XUdK+jHi8/P11+7LyMIgnAMYxhGmGEYlxuG8ZVhGJkANgLYZxjGesMw/s8wDIdEHtWPWISFwPz+O8UmAcGtJnbKy5V7rx3T9E9U9cgjZF0JD1edzYgIEsKcwXn4cFXHEiDrTO/eZGUyTeoAp6ZSh+0//7Gu395hdsvCeeedJCZSUqiDO2UKzX/3XXLz5o68vcOplxNhArmydu+uxPmAAap2cMeOapm2bUmwOYndli1pn1kQxMYGj0PUE+skJlKsMVuJExPpvc9H22zVSh1TXVDw8itW0PeHD5MI5X1t104lkbLDnep//UvN4+MWiltsXh4JD6fje9ZZ6r1uuV21isQzu8Xr1ya7l7dqRe3heGouS2PHySLMgr6qQliPB9eJiVGW1U6dKNHY2rX+92VeHrn2X3551dpRGbZto+3HxdG5adaMrg89SRlbhHmQIS6O7nnAe2zpgQMqxtzJilxTQtiN+HgaEOLtJgUIwUpOtlrImbAwSobVujUdMx6Qc4qVtaM/i046yZrx3n6PtGgRmvs+nxN9G/bMzeecQ/cEeyOUlFRNtHEYzIsvqnlz59J2jidKSuh+t+drePdd+h+oapiF0HDZvJnys4wb581bTBBqn+8BfAvgHgDrTNP0AYBhGKkAzgQw1TCMz03TdMhqW32IEBYCs3x55X5nmjSabRc3u3bR1ElgOAnJE04gIczYxevOndRhuPNONW/4cBKWTqSkqI4z15kdO5Y6I1ziCbCWILruOuCNN/yTftmFil7jF7CKTqdO4YABSgjrApaz1Q4ZorbBAlLvCHLiHI5hPuMM4LLL/Lejo28nKcm/w841gxctIvdLn4+sXLqgePBBcnlt35467EeOeE8ExOJHr4XbpAkdK6eEVm7k57vHZOvZvCvOdXhBgX88sR777fOpZFlcz/m++9xdde3ns0kTsnBHR1ddCDtZ/wGrC3CgpDk//EADGU2bArffXrW2hEpCgrXedWIieRdkZZF1W3c3z8uj48XXVijHTo9B1a32u3eTm3Lv3vS5NoVwRoayCNvrc+uMGxd4XU2bqjAMgDw1QqFbN8rI3qYNZZC2C+HkZIrJ94rb9ajD8fE8KBeoXncg0tPVQKD9Hps9m/bneOLzz+kZOmGC//5u367eFxXR/SEWYcErpaX0P3Es5JUQGiojTdP0+7MwTTMbwKcAPjUMw0MNwqohQlioGVaudLbwffMNTTlmc9Iksow61ds8/XTqtOlCuHlzcos+dAh46inKtGwvm7RokYrV/fvfsSkmBl2feYY+jxpltSiPG0dW5/h46oxkZVkFMUDuips2Kcs44zTKevHFJAyzs0m0b9pEHWSnUkv8BxUW5l8CZepUmnLMLVvRdDHEQpAFpJdRX12ANmumLHEMW3uzs9WfaEmJtRPcqRN11HNzrQKyIkOzhZ07rcmKnIRweDhtNyuLOnpe/rjz863rAKiTbJrW66XiuMbaLSuxsVYBtWWLf53mZs2snVEdvUN6wgk0CLFhA/2+qkKYj7V+zP/6V+t+BYLLdlU1TrMyhIXRcR04kO7rxES6dnNz6V6OiFDtKiykc5iYSLWfY2O9WYTz80kw8WCAXuJq7lzy2mABfOGFlOwJQB5b7Bke8KgK7drR4B4LfG6THn9eVezWwmBER9N951ZnmWOEvd5rfD17zUFw1VVkzQ5VtG3erMItCgsp4R5AIQBr19J7TrJ3vMDPy5IS2vfSUrq2u3al98uXk6fJlCkUj37VVXXaXOEYgr2W3MopCkId4ySCK7NMVREhLASmsp3pQNa9OXNU6ZrERHerDT/IdQHA4oCFmM7EidSxSEigMksAdch0EdS/P3XW2rZ1dvVu0oRcSrm0EnPyyd6EcEoKvdhyPWAACUHdwuNESgq1zV43kzvB7CqoW3BZCLPLt5eOqm5FHT3avyOsC2FO/lNSorbbuDH9hkWLYdC0cWOqi9yrFx3vb7+l5bnuKJOXR3/MfB4vvJBEKCdEW7w4sDVNX4/9mDplB67Yvwj2QOjdmyzd8+dbXaN37qSOu34MS0tJBDhZvHXXaMOgV1hY9QhhzrqsD57wNphAlk4WQJW1ylUF0yShmpJCyZUSE8mFOTubznlYmHqmsFU/MpK8G2JjvR27996j7bBo1n/D6+ZnA3s4NGuGI0lJZC3lWHQnD5RQOftsuj6++YaO95EjJPadBvZqmksuIcshD+zxNW+/x+Pi6PrNyfEm2Hmw7MYb6VgHqo/O5d0qgz4IEh6uBjguvZQSc919t3/Su+OFGTNo+tZbNIj8xBMUWz9rllpmxYqq1VoXGhYihIVjCMMw7jJN88m62LYIYcGdjRtrZr2LF6v3etbPNm2sorVTJ5rq5Tr69VPu2hMnKnfXZ5+1ihifj9wkWfhNmkSWm5gY/xq/dpxEhlN2Ui/CMywseMZowyCh2aePvxDm7WZnUwdUbxtbREMRwt27q/ddu/p/378/ib6DB1XCm5ISsjLx97wt7rhyDeN27ah9nTpRMqdvv/XvhHP8aFgYcM01tHxeHg1ArF1LHd1gQrioyN9662Y1q9h+OAukiROpk80WPJ+P2sLCSRfXMTG073l5/kLYydplGOq4FBRQZu1Bg0LviOgxwh07klXayaOA2bBBxdQDytLtFt9ck5SV0THj88EDHocO0Tk2DCVWDx+m82CadH2FMohQWqo6enqZID7WfE/ExwMXXUTTn37yj22tKmFhdO/yvZidTdd0Xbgj6qEOjRqpWuj2tvBx27yZnjl8b7tRVkb7mZgYOPYZUKEvQNXceKOigIcfpvuSB0KTk+mZfqxSXEyvxES69p32hRP4ZWb6lx3cs4eqCeg5EATBDRHCgo20tDSkkRGqzusIG4bxkf4RQB8AIoSFeoYuWKuLwkI10j9mjPUhPWoUTTk5DHeiDYPK40REWDtXffqQha9nT38R2L+/NQNrnz70CoXISMravGyZspTqVDUBRUQEWTG5jBFA1pTUVGW1GjSIpocP+4shFvkcP+wlU60eY213iwZUfPKhQ3SsOUa4TRty/23blubHxir3yqIi+qwPWLh1gsvK6Lj17atEffv2ZLnLzQ0c+8pwLdHoaKqt6lQ+h6m4vsI4xo73OSGB1lFQQCKGr0nd3Zpj8pwsq0VF9EpOViW4OnSgfTt4kNwcMzLoeh85Mvg+6fAAww03UEK0I0f83cABcqFcs4bEsi6EWUyGUoqourC7vvM1e+gQXTuNGqmQibw8umYiI+leaNrUmlQrELr41b1WWPTpmd3tx278+OqPtezdm8o5ZWfTdVPXnc/hw/3qCB+Fj8dnn5HVMVgSxCNH6Lx5EffNmys35qrCtcCZhATr4M6xFi/7ySfU/gkTKMeCHf06fvZZuo5OOYUGAqKiKARo3ToRwoI7mZk0wHLaaSKEBT/GjBmDMWPG4LXXXqsPdYRzTdO8nj8YhvFKXTVE7hAhMCUlVLPUawc10Hp+/51cfH0+ssyde676/oILAv/+xBOVhTgpSWWG/vvfKZa4OuEOX3w8ufqyeLz7brIsM27JmkLhz39WJaEAstjqnT927czJ8bfcsPBly48XYd6qFf1JDhvm3LFt2ZKO7aFDdJ7YItyokcqKzK7RXL+4pETVT2W4k8ou3UxREZ2/U0+1zueBBt6XQJSWkqCOigosgjXCi4utx4ctvJzch909dSs5W4edSijNmQPceisdTxZ7ulWT9zs93VP7LLAQTkykY+1m7d65k2Ji7XGTLOrrUgjz8eVr1DTpOMXGKoHGmb95oCA+PrRkWYwu+PT5kZHOgz3cjuqEB7PYIlzX9OypamjrVlpACWG30mB28vK8D/p5GQwLxvvvA//+t79HQ1xczZTxqy0CeWhkZNBz9PHH1bziYnpWX3SRSoxYF/e0cGxQWEgJ5Tg/i8/nH1IjCPWHf9s+T6mTVkAswoIb7Fo4cya562ZlUcIOp46lE/zwnTfPmnxq8GCa2mPTvCYCAigWDvBWVsQO194NRGQk1Z9t2ZI+s0jq2NHauasOIRwM3RXRLoS5c8ri0Wt72ALE5Wfs20tMpDjV8nL6M2UhrMMxwk6lVQCVlVZPZAT41+plOMuwFyHMnWEvgoMtwsXFVvHDYiAzk2Kb+VjoCZVYFDsJBrYS22NBWQhXJVFVYSG1O9j55GuDY4oZbm9uLrWzNuNV+Xxz208/HXj+eXofG0vHp6iIriv2JOBl4+K8l0/i5SIjrcdaFxvBXH6rEx6wys939h6pS+xCONR61xzO4IVgmfKDsXatSnRoj0WOizs+kmXZ82fs3g089hi9f/pp4G9/o1hhQD2PeDDMnhdDEBguCwjQAC+H/QhCPcQ0ze0AYBhGE9M0syoyRdcJIoQFf8rKgE8/pfccx1RQQB2iYDFijGnSy56BmUsQ2UsN6bRv763jFRcXehzkRRdZs0a70bmzem9PjMTURoc3FCHsxWqjt9/NIsQlcEpLSWT4fP4WtNhY+o6Fj91t260mMCfWssP7ac867QSf8xAsb+FFRer4XHYZxUcCwMcfk+WXRYHuRsvXoF3MA8qF2y4y2eJZXu590MhORAQdz2Aj+W7HjNtrmqocTW3VI+VzwxZh9uIAaJ9Y7LIVVz+HoQhhFr8pKVaLsP48qE3LbKD7tK6xC1K+rr1ahO+809sAFVC1jnd5uaobPGSIOo5jxtB/0nvv1U3ce3XD/4mmSaXO2Hvk1FPpWduvH3lPnXKKuq5ECAtucOUG/dnJuUYiIuh7ny9wkjtBqDveBDC2Lhsgd4bgj147WK9jG4qLza5dgWtVBioJYq8VOWAA8PPP/ssNGQL873/WeU2b+rvj6sTFkTutl1hUxp4oyTCoE1NZoeOFFi3IHT0qisRWaal/x547tLm51AH10vHXO8VuwjkxkZY7dEh1PJ0swoCqxevVddKe5IrhffHS0Q3FIlzhUhhWXKwGLhISVPsLCoDvvlOdCH0AJpALKVuQ7UKYf8+lgSpDUZG3gSBOwma37OXn00BTTg5Zi7duBfbsQQR7ONQkdtdofbCoRw96jhQXqw693jmLi6Pj6sWKzecrOVlZPH2+urMI60K4PrhG6wwbZv3M2bu9isq4OO/Puqo8E30+GoDcto3iuAFr/HKjRtRmfoYdOEDXeKBB1fpKVhZlrudyUQCFCzHXXkvTTp1ooIuTJjoNygn1m/R0awhNdfPjj+6JTcvKgNdfp/fBcgEIQt1Q5777IoQFf/RkJ2wJqExsErtEPvEEdXI2bADefZfmcYdp1KjgbqS9e9Myq1db53fooB7u7CY9ciTwwQeWxYrsmWLtHcNg9O9Pcbxz59JndmOrSbej0aOV2IqNJXFg/yNlMZef782CCFjbrMcm67CIOXhQiSwnizCgYmztbWvb1jkrqt1FmQklbtHJmuhGhRALs8cI83t7CR5dgDZpQsfIaSSdB1Lc4rY5CVdl8BqTedFFwG23kTDYt49c+Tl5WfPmdO8eOXLUYmzURukVPn98HPVBpMREda/zYJUeU8r7fORIYG+LFi3UNdC4MZXfMk065npis9oUpPHxaoCssue9prAPqowcSZZ0Dn8Jhtd6w0DVXaPDw6nknWEA55xj/a5RI/of0b0bPvro2OvgFxVRmJEXOH5+2TJ6DolF+NiiqIiqJzRrBpx/fs1sg0VwSQkNINrv1a1b3WuKC0LdU+dZDyWAQLCiJ8U6ckRlJLa73gRD73SnppKoGDiQRvxvukl916aN1Q05GME6ZAkJajQdAEaNwqFTTyX30Mq6MoeHk7BjmjShV00K4fBwJbJYXNk79rqg9FqyxUu8KFvry8rcLcL8mYWwXdzareiMk2UboGsjJsablYp/37Nn8GX18kn6PnDmVRbATkK4e3fg/vspYY2dQDHC+voqA5ejCkbTprS99HRVl5td2TkGX3ObPvpvs25dzSXdsWeN1kVhQoI6vnzd6OWqArmi63DtaoCEMItgu4t4bVqEne7X+oL9udC5Mw2U8DkIRiixhlURwlyDOj6eMqbbB+r4+tixI7T11jfYi0bnwQf95+mDRImJdP+IRfjYgu8BPue5uTU3mPH668CrrwLff6/6X6tXA//3f1TnvKbKYQpC1RCLsFDP4I7swoV+llXk5lIHKpT1XHqpmhcZCfzrX5VrF3eC3CxlZ52lOv8REeRSlp5ObnPh4ZT8qrqprUQUbG21W10jIqxu09WVHZJF7JEj7hZhrkfMf/D27zt0oDg3O3pNYp3evVVt32CwCOJMqsHw+fyTZZ10klVQ7dplFTOAOp5OHXoWwvZ9GTAAePllqxDevz+0+rXFxd4TgSUmWjtW/F4Xwuy2y/vz00/02+uvR7VjjxHW90Mvf8NiRj/fXoUwYBXC/BueFxZGHcHatAiHhdH9yWW66hNOz4VmzcjKaJo04BUofjAUi3BVnkEshJ1qtgOhXR/1DT1XBntD3HsvDbC6/Y/oQrhbN3o+imXv2MJ+P8yaRVMvXgzp6cCCBZQ8LVh874EDVAqtaVMSv1u20DbWrKHfXnZZ/UviJwjEPXXdALEIC1bYHffHH9W8q66iqZdERgx3yN1igfv3p5hBr3TvTm5ielZfnY4drbFiw4eTe3FNuinWlhDmjrW9Y28Yal51CmE+Z5mZ7hZhFqFuQrhNG3JX//prNa+8nF5OQiEsTAlhzlbtBotMr3HJRUU05Ni6NXDFFTRPLwEFUOfafgy9CGG7RdgpbpcTc1W0BdOnk7uaG26DBXbCwuia1627diGse3iw6y4Q+PhWBXuMsI5uEeZM17oHQCgW4cOH6fzzPZ+Xp445X7+1KUjDwtQ9UB8swsG8bKKi6FrMzAzu6VPZ7LP6fVNWRh30YFbi/Hz3+PhevWgaSn6H+gJnis7IoJARw6BQBqfjevHF9P/Vv7+aZxg0oFUXycJyc50rDAjB0f9PQr1uV6yg+8XLwM8DD9D06qvpOlm5ks7ZxRdTKbJmzdy9tAShDjFNc11dt0GEsKAoKgIWL6aOT3Y2jVY/95wSHEuXel8Xd8jdskz36aNKKXnBMMjK61XsRUZ6txhWltqqz8cdenvHvqaE8Akn0CjyqlXuFmE+r2zdcOr8Hz5MnT7u/HJcp5tAad6ctvfGG9ZSEHac3JgDERmJ/SNHkvs1/8YwVPIdgN5HRVnbxp1Up84774vdSs/CTBfCegeIB5PWBXj2c6xXMMLClIsrt5HXz+3QBbcuhGsKPi769cCZozt2VMfXKVkWD1oFcx0sK6MaysnJVvGs118GajaZnR39XqyppDihoJ9np+cC199essTf88dpXZV5tuhtWL6cMtnaS33pFBbSAJPb4CWXMztW42T37wcefZRyTbRo4eyxcNppNIjVtatz+ajaFsI+H1kxv/uudrd7vKDfA8uWVW4dodx7nTsDN98M3H03Pf9iY+k5ec019WOAThAcMAxji2EYnxmG8aBhGOcZhtGhNrcvQlhQvPMOTX/8kf5wzzyTHp7csXNKfuQGd1aO51HI2uqUcGffLo70TNHVKYSHDaPzlpur9tEuOvm8BsoanZxMQpnLVQUTwikpyqKYk+MeCxiqED7vPBzu1ctqJWvUyNqxLClxtrgD7kI4MtJfbOlCePt2Eqnp6aHVFfbqGg2Qu1tBAd2zv/+uyp7FxVH7tNJC4fn5Vgsxs307Wam9ltNxY/VqYNMm6sDrlq5Jk8hNr3Vrde7ZyqFf03oW9EC8+CK1ee9ea4ItuxCuTTfSsDC1z/VBCLPQBZyfC9deS1aiefOCH6fqsAjzYFAgyyIP4rgJYT6vejLHQGzeXLV63tWNXs3ArbxcoP/LuhLCQGj//YJCT+zm9OwNhFevHb63zjuP7tN27WjQUb/v61sme6FeYRjGm4ZhZBqGsU6bl2oYxvwKkTrfMIyUivmGYRgvGIax1TCMNYZhnFoNTZgGYD+AgwDOAbDOMIy1hmE8YhiGB6tA1RAhLPjDwqVbN5pyp0qv1xkM7tQ4uUZ7sXYdC9SWRZiPl/241ZRF2DCoM5qfr8SFfTSZBY2bazRAwlaPM+Z1uQmF5GSrG9j33zsv51TqKBBt2sAXHe1/fOLilPgrKqqcELavMzaWxHFeHjB1KvDIIzTfXuYrEE6i3I0BA2i6dCmJYb2uc2wsHaunngImTULqzz8Dc+ZYf19QQGVcAO9ZhN345RdV+kg/LomJKuEY7xc/H+wxxEBwV8Bff6Xp2LHq/B06VLdC2DDUPtcHIRysDYWFKs7f7T5jKmsRdqu/7gYPgAQTwl7EYHY25blYtCj4srWFfn/99a/OywQK5akLIVxb/3HHK3r9bf29F88cXibYshwaIzHAQuWZAeAvtnl3A1hgmuYJABZUfAZIqJ5Q8ZoA4JVq2P6Vpmn+3TTNF03TvBHAUADfAcgF8Ew1rD8gIoQFK/zQbdZMPVj5zzkUIVxQQKOTnTuThbFvX+DKK2ne8OHV2+ba4owzrCU9aitGmK2O1SWEgyU8CwsjS1thobv1NTKSXhz75iSEk5Opc2t3jXYTeSkpZMHh+NvSUmfrYKgW4V27KFmW/fgkJFiFsJPrORBYCNuvAU6axGEEbAHj7Ov2dTvhllnbiZQUqqfN7tG6y3ZMDJ3DbdsAnw/R9izBK1ZYa4ZXh9t0WZn7QFdYmDrGfA7bt/ff/oEDJGK3biVLtT0Dd6NGwKmnUg4AXt/Onf4xwrVRLkqnPglh3VPB6Vrr1Am45BJ6H2zgoTqEsL4uN/he0mNjdeLj6dry4rnA911dxNS6kZVF3hKPPQb85S+UGXvcOPruhBOAMWNUjgEn+H42Tauoqg1qOqTieIWvaZ+PnuuTJlE4gpdnEy8T7NjzoKIehqa71Z99tvf2Cg0S0zQXA7B1UnAegLcr3r8N4Hxt/jsmsQxAsmEYLavYhMOGYfTS2rMawEDTNP8DYEgV1x0UyRotEPyw/eYbmupJqVhwFBVRZsIuXfxFSHk5PfS5w1RUROJo6FBrEquayFRbW9gTddXWaDn/Idr/PA3DmkjLa3vOOy/w95xIKlCyrORkWoaFqpNrdGIitZnFWTDXaD3xESd7ys/39yoI1SLM8bh20aqXIwlkEf7mG/8sn24WYYA6rGz9YSunaZKl114L24lQXKMBSky2ZAl1iNgVtE0bOj979x5dLH77dusg1KpV3rfhldJS6oQ5HRfdlZ/FTO/e6nt2Hdy5k7xS+Ho5eNB6feXnq88sOlesUB1CPua1nWGX97k+xOLp17rTuUhNpWWSkoIL4cq6RodaooufNW71zQ3Du1W0PlkyWbRmZlJWXy4ZZhj0zDvnHBLAwWLay8vpObJiBXlFjB0bWjZ6oXbZsYMGZKZMUQPGAPDll3RPBTvfPJgTTDTz9aX3s669lgYSU1JUZn2hQTN9+nRMnz6dPzbx8JPmpmnuAwDTNPcZhsFp7FsD0GMlMirmucR7eGIigPcMw1gNYDWArgD4wq9xv36xCAuEadJr9mz6rJcb4o5dURHw88/KdVrnjTeAH35Qn4uKqJMaLO3/sUxtdXjdOqGmqUSlk3WysnAiKb12tH1fdVHj9D2gLLv5+dSJc1sXowthxmk0nL0NvGYF5hgqe4c/IYG+KyqitrlZhJ1wswjrgxMA7Qt3ZJYuJZEXCJ+POkChZDxm4ZCRocRjt27U4daEcOyePdYOmZ2SEuDjj/2t16HAFuFgQpjboQ9msKgtKrJ6n9ivgbw8JYT5OBUVqWPL11dtC+H6FCMc7FnA37NXxPTp7vG0oVqEhw8HNmyguqZONXPd4OeDm3uwHrJx4IC3cIP6YMnkhIG//eYcA9y2rbfEbnxd8XUeShWHylIfjt+xyBdf0PXRHMOyAAAgAElEQVS5erV/XHzjxt4swnw/erUIn346eRqccQZ97tJFRLBwlAkTJmDFihVYsWIFAAToCATF6c+gSg8K0zQ3AugP4BsAzQBsBXCuYRhxAGZVZd1eECEsKPRah7qLFndMgiUe0Qu2l5VRZ7UmyxfVNTyyX9NwJ8nesY+JsVqEq0sIcymYggLqdNrFHS/D7TIM584/i5yCAuoYBLMIcydx5UrqmLtZfgoLaX+9ZgXmzrhdhLKlmeOY7fsQqPNfXOws+DIzresxTWD9eqvbciCCuY870aRicDc7W/0+Pt56D3ftirhdu8g6MWWK83oyMsiKt3Kl923b4RhhJ3QhzGJbHxQJD6ff2hMJ6e7bO3bQNuwWYd2lvm1bmg4dWundqBS8b/Wh1mswizDP0+Pk3bLahiqEo6MpPjctjaZubbDD7XAri5aUpNr7zDOUGM7tnqpPmaWjo6meK7+vLJx9ne+d6hapgRKZiSAODT0M5YknKCxs6lQK6dAHR73gRQhzlYx27dxLTAoNnrS0NEwg7zaXci4WDrDLc8WURzUzALTVlmsDYC+qiGma5aZpfmya5v2maT5nmuZB0zTzTdN8rKrrDoYIYYEwTSV0OQ6W4/f69KEHbbB6kzpFRe41hIXQYMFn//OMibHGCFdnzHKjRnQ97N3rvO6wMGXtd7NG8yBIXh5ZAIMJYY5xmjuXxNjy5c4daBbCVXV/5JjSl18m0e0k9t1wc43m2Fz99y++SCItmDWY1wt4F8Lh4XTcDINc5EpK6LxERloHoXQPj6wsYMsW/3Xx9VWV4xrINTo8XO2XU1kuFsr2ept6kqENG2jKYiklhbZXVKR+17IllX3T4/lrAx4AqA9xqV6FcEqKcmF2a3eortGGQceirIyuSf1/I1CnPljIQ2ysqjXOQre42FnALVjgvb01TaNG9IwB3JNkeYH3c/v2qrfJzsGDwJtvBl73wYPArl3Vv+3jkfJy4KOPgIkTKZv/6afTvZaSQvdEKELYy7Lx8ZQpWhACMGbMGHaP9uJO8iWAqyveXw3gC23++Irs0QMBHGYX6mMVEcICYZrUCY2MBM6viIlv355iI+PjqXMfSimK/HzvMZzHKrUVh8bbcfpD5M53ddZMDQ9XQmPbNhKI9n01DGsSL6eOMlt4P/uMri+3msSMfeDk55+dO87VJYQ5K/revcqVX8eLRdi+340bq/XoI/Ne3Y2DDRbYGT+e7tPEROpgHTigBLouhHv3xrYbblCZgv/zH9rW0qXA++9TB5hLpNSkENZdmTkWnSkvp/Oank4dyLfeUt+tWEEdy19+oc98fQ4cqJ5NLBRiY+lVW8nsmHHjyDWxS5fa3a4TwYQwQO1t3JiEcHk5CR2nkmWhWoTtAxqff279fvNmYMYM/3ubnw9uFmHAP0Z4yZLANbnrgyVTH8jh2vaB9tENvp/tyeOqAy7t5CZ0TZMs8JxDRAjMmjVqMEZ3T05IoGdVKINlwa7h0lJ63kmJJCEIbhZhwzA+ALAUQFfDMDIMw7gOwFQAZxmGsQXAWRWfAeBrAOkg9+XXAPy9lppfY4gQFhQFBVbxqj+AY2Lc3dCcBFphYeX+7I8laksIcwwod6J02rWjaVVL3+iEhyuBkpPjLDp1i7DbHzBnHd+9mzrYbPFxE3m6cBsyhATR+vX+y7EQrqrQad2aEs4AoQnhHTtI2DpZhBMS1P517Ahcfjm937bNW5v4GHnt1ERGUkcrOZlEwerVtA7DUGXPKuonlyUkALfeqq6ZW28lQbJoEbntsXDhTlp+Prm32rNNO8HPhmAxwuHh1lhafQCHB+O4M75smUqgtWoVXYv2wZSICDrexcWq/XaLfG2RmkoWv+oclKosXvY9OZmuHdOk67mwkOIa7TVjTTN0i/C+fXS+cnP9szwvWULnil3ZmYICq9eAEyyEOSzliy9oWz/+6CwYfL7azx5uZ+tWmt5wg5pXmThyuxCuTpHP96vdwl4fBhKORfh/6957yUOF4XMYKFeDnWDnwCmsRxAccLMIm6Z5mWmaLU3TjDRNs41pmm9UuCb/yTTNEyqm2RXLmqZp3mSaZmfTNHuaprmiqu0yDON2h9d1hmH0qeq6vSBCWCBM09+Kqz+Ao6PdhbC94wTQw/l4FcIXXACcdVbtba9fP+CBB4Bevfy/69uX3K6qu0QCW3P/+MObEHbqKEdGKqvrgQPBhbC+jlNOoSnXuNXhDM/VIXS4vi3gnjWaOXKEOvVr1qhYWHsb9Njl2Fhg8GBaZt06SjLHlhc3kb15s3Nbgu0DZ9nWiYujWMo77gAuvljN192kddh12+eje/+990hkfPGF8/I6MTFkAQ8WI8xus/wb+3Hg0l58/T34oPV7exZzw6C2LltG14Ueh1yfMgfXNuHhqtMd6DhwfLnuEjt3rnUZny+0Y2kYKj79zjtpqv+XsADWc0oA9J8RzBMiPp7WdeCAatPy5eR++tprqr3MoUOUtGv6dGDGDCRXJf69svz8M03j4uiaHzq0cm77NSGEeR18LHfsIM8LoWrs3g107arCy/iZy+eQ/wcCcfAg8NVXajDQjfz8+pGpXhAqT18AN4KyT7cG1Sc+A8BrhmH8q6Y3LkJYIIIJYbtFuKSEEgP98YfziLvdunw80aRJ7cbjGIazNRggMXrllYHrT1YG7iAfOeIsyuyu0W4d5Ztuou8yM4NnjdavN94fLevxUVgIhyp07Mu3bk3lR3j/7ALObrH64ANyI87KUoLPqQ0c61xQQMt07UpCbfFi4L773NtXVKQyr4eSVIdjghndsh4XR+dJF8qnnkrTlBTgpZeAZ5+ldTzxBLlMh4U5W+J1srNJfOhs3kzWpECu0YahBlDsQjg1lWqp9uhBlhTm++/JsujzkfUaUBnGw8KU2/miRdbBidoWwpddVrvbC0RYGLmNA4GPQ4cONOWkVk6EahEG6JnElJYqq7B+j9vdsNnTIxD6td2nwlhgtzjzQE5OjnV7JSWI3buXQjWcYuRrCt2LISyMwhMq89/I/788GPTjjzTAVllBXFREgwd21/JgWfsDra8qGeePJwoL1WDehAlHvXJCsgjn5lKppWBl7goKRAgLnggxWVZt0hjAqaZp3mGa5h0gYdwUwDAA19T0xkUICwq9PiegXCgBJYSPHCERnJFBpZY+/9z/z7KsjF7irnPs0rix6kA7xQjbk2W5dbYjI8mN8Y8/lBB2uy58PuDuu8kKmJpK27VnEAYqHyNst8KwIOTYZLv4TEyk+2HUKGsm4LIyugfcYqM5DpfvH7v3gB5rn5GhBOXHHyu3RDerqhvcEbroIuD++wN3YKOigGnTyB06IoL2kS2xW7ZQJ80ehzh9urWT+8kn1BHXOXJEna9AQpg78jEx1uPXty8ds1tuofN/0000f9Yssiw++igdr9RU5XYfFgZceCG957htHqCpbddop9I4dYkXEcN1aPl88+DP11+rZUK1CHNMMdfeTk9Xg6V6CTN7Zme2CAfali4gOQbfSQh/9x1w113AjTf6ryMriwZXagt9ALAqbvORkXTP/PorlWICgJ9+qnw9cL4PN270P+Z799I9/9133tf38cf0XLCzcWP9SCBXW/h8dM45V4FOKBZhdv/fsyfwciKEBY+EmCyrNmkHQM+SWQqgvWmahQBCSE5UOUQICwQnM2rblhLwTJhg7dhxHN4//0kd1UBwR78qpSKEuqVnT9WRdhKdPp/6Uw8mSlu1UnG1gPt14fORpb1VK1pfcjKVhpg+neJG16+na5QtwqFit8Jw7BZbcO3tYmt7mzbKZZkJFAvbpQvw1FPK7frEE0kcjxhBn7ljs3cvCY4ff6R7prBQCZFQa4SOGAEMG0Y1XJOT6dzZvAjKAmVxP/109X7TJoo1Nk1r7Dlb0daudV4Hf+9m7bAL0+hoq+C3lyPr0cM6GLd3L1n5hg9X8wyDwgI4QZUuhBuya7ROoOMQHk7iat8+4JVXgJtvJrfjjAyK5QVCT5bFcBmrTz5Rnh1cRgjwH2wpKAjNItyzJ03t94rPZ036VBdxrocOqdh6HrSpagK3v/yF7pFduygLNe+3Pli4dav3mGg+p9nZ/oMJPDi3bRsNRDnd02vWqOR1gHNViaIi8oSxu9sfz5SXO4vT8ePVYKyXnB5slOCs7m5IjLBw7PM+gGWGYTxoGMZDAH4C8EFFHeHfA/6yGhAhLBDsGq1nvdWJjbU+vPU/QHtHozK1UAV39CQrdriTVd3ongGG4d8Rjo1VAjKQRRggQfbHH5T5175uHft1lJSkOntr11LH/N13qdNWmUEWtw4xxyOzu60TJSXUweTOO1uE3fY7SfM8ioykxFRnnkmff/6Z4r7mzVPLvPuuWi+grO1eadkSuOIKdc+ZpnJvrxCTWUOHUmdMz2LKnHkmlXkyDOUW/cMP5KK8dCl9/u03irfkz4A1XIKtytnZgTv8gwbRNDc38H6GhZGHwLhxVpdyPSszb4et8KapOu3BOpDHO/b4TyfCwoBJk+j96tU05djd9etpoCbU8klMs2YUI5mZ6U2cFRYGtwiPHq3eN25M17s9mZt+nwKhJSaqLj7+WMXW667RVbEIt2tnHdziJFzMjh1kwXWzEJsmGm3f7lznWq/VDag2//QTWc+nTFHnMCuLBieXLaNrxmlgrKzMet5DKb14rHPwIO1/bKw1B0VMDHlgGIZzXhU7YWH0X5mTE3g5p0SPguBAfXWNNk3zUQA3AMgBcAjARNM0H6moI3xFTW9fhLBAsDUqyeX+iI62ZpMMFEPIneNQ3TsFZwJ1DNmqyUKgumjUiFyU27Wj5GD2NnC2YoDEqptlFKA/f9MkS6ibOzHg31lOTFTuk7p7WFFR9QnhCROAkSOBf/8b6NTJ/bclJcBDDwGTJ5PFtKzM20CPbr1kYcrxmHoMMndOWQhXdRDJ5wNOPpnO0bBhAACTrX96LVPOLA3QuUlNpUELTpYFqGQ/vF6dd96hTvHu3cqi26aN+zXr86ntJyX5C4MLLqApe6OEh1OiGbYuAioBDaC206wZTXNz1TG0W7kaGl6EcGQkXQP6ta8nzsrICN0irA+0nHkm3a9btwZ3B+Xa3IHQn3NhYXRPZWXRwFJZGbXV56Nt8TVBroD+TJ/uXC6qujlyRMXxV9VL4YILaMDLMJTVm63t9hhiO9u3I2ndOqrRnptrtc7b4QRN+jnTM7jr2HMFABSvP3u2alNVrfJbtzoL+PoID2rGxvr/L3M1jU2bvK0rmBAuLVXlkwQhCPXVNdowjGgAXQHEgUT6KMMwHqit7YsQFgh2W3UTwvYRR30UXizCdcegQWQxGzq0etfbrRu5KE+ZQmLbKWM4x+glJLiXywGUpXDz5sBu1Pb6q6mpZFWYONE6v6QkdIsp4L5dw1Ai1Y2IiKOC8qiQdUt4o5+Lrl3Ve30AwMlClpdHFtdA63bDfv65jvCFF/pb4HUrav/+Vks4x3Pr7pYbNgR35Zs7l87t3XfT+XIb7Nixg54xN98MXHut//dNmgCXXkovOxdeCJxxhlUs8TllEV7XpXIuvxy46qq6bQPjRXywdX7yZMpM37u3KvXFVrxQhbDeKed7+umnyaofqIxYYWFwIay7RgN03tesoUG7Dz+ktpaV0TXcuzc9e3btUtmr7fzvf8H3p6rk5VWfUElKoudQmzYUK8zH0x5v7QQPvOXnk7uzHu7BLtC62DRNa9b+tDSyENuFtv1ZZZqqXTx4znkVKsOuXWTpXlHlKi21A/eh9ME7hmune7WQx8Za4+rt6PkWBOHY5QsA5wEoA5CvvWoFEcICwdYTtw64XgsPsP7x6pZiQD2cJUav+ujSxWpdZMLCArv0Vhb7ubNnUAaok3nFFSRQnIQPd8Q5IU9paeAMtJ06kfWPMx1zJx1QVgfTpA5VKIMsQ4bAFx0d3I2cXaSdCA8ny3H79soi4uRiDFjFL2C9p7iMkZNHxYcfOv/GC/ZrIFjipgkTSDzHxNBACluGmzalwQcuRXP11TS9915vne2OHUl4u51jdlPt2VMlKbOTmEjXH9fP7tKFroWzz/bPzMzXqT6Ax7+rC+Lj6591JtBzmO+jqChyu+3cmc7/jTcCt92mkkpVxjW6Vy//uG+2ljmRk0NCOJBg4vby4FqTJuo5s3Ur/Rdt2ULTFi1oYAaga9dN9G7a5L3ON0CDLT//bE16F4gjR9Q1UV3xylxC6qmnKBnZnDkq47wbnHGdY/lNE3j+eeCRR2g9339vDXl65x3r71etAt5+m1y+v/ySBrzWrCGLtO6Krmf614XwjBnubcvLI8Fr70sA6jgfKwm3OEN/377+33HCs1CEcCDPFn6eHivWckFwpo1pmpeYpvmUaZpP86u2Ni5CWCD4T8atE2evU6qPUu7caX2wc+xSQ3dNrE5GjPAXWLWJU2faMJR1wgnu9EVHq2UKCgJ3zDt3JnF93XVkkX6gwjtm1izqKN13H603FCF88sk44KXOcqCSWNxm/Ry4uaPb908vncFJqV55RYUjFBVRR4Y7oU8/XbkYYd3NOVTX8aFDyZrZtCk9C/buJWGkD0bceSe5h6elqXhSQLmj6rgJp2CWd51zzgGuv56ufU6MBFBdbYZdq1lUJyZWfymxYxUvrtH264wtuPzbE04Ivg4nJkxQ5Zs4ezTgP5iydy9d+z6fSkDHLs1uPP+8ihnXY2YLCsiV+4MP6HOLFjQo8+ij9PnTT9H1mWdIwOnu34sWAQsWeN+3VasoXl4XjYGoTotwaio9+3r0UPPmzKHBAz5nAURWxJEjKj513jwaYNTDTmbMoAGJgwfJ+gtQYi6djRupvi1A7s+A9Xjyd9w2HZ/PORFgRgbwzTfOgwteruP6BO+fk3ddhw50LXjZlwsuINEcqB9VmXJ7QoOlvsYIA/jJMIyewRerGSrhXygcl/CIrlsiI916o8duAlRCado0GgGdMEH9mUmM8PFB377WuExm1ChVZsVJ+Ohi9b77yMqUkhJah6Z1axJ4GzdSHC9TnZlgb7gheK1UFnqjR5O11u6iGwi27vbpQxmiTzmF3Bpvu81/2auu8nf/9AIPSnTuTO7HbIX3SlgYbZeF0FlnkaXfMMhi9OCDdIz27bN2bm+7DZg5kzrODzzgXu+acXu+uO2T07WiWxnj4ug6PHAAOP98uk5ru2xSfcXLPRITQ8ctLo4E1Icf0vM9NlZlTAeqdkz79KG48D/+IHG1eDGJhXPPVddSs2be4+7ZDTQlhdyfO3QggbhqFSVIy8yk7888k0Rfs2bqnmM++cTfXTo3l/a9oIAS851xBv2X5ecrC7SO1/v/yJH/Z++846Oo8///mvRGQhJaMEAApXeQIl2RHsvZTvFE5ATvfp69oajAWRD19Dy/p6IC4okFCxpUBESMQOgtAQKE9J6Q3rPZ+f3xzmdndne2JbvZlPfz8djH7E79zOzs7Of1eTfH7ntr3HorTSsqSIgXFZF3idqKrs6YDdCz66OPAFlGf+HpMWmScdI7gDxcLl+mslOCRYtosOn66xU3aZEzYMECpQSdyDBui9hYcslevNhYvIk2W7vP2ooQFn0jU+MBoISsWHN3Fvj60r1urXySiDVuSl1qpsMRHR2N6OhofPjhh60qRhjAFAD3SpKUAiqXJAGQZVke0RIHZyHMEEIIW4o1UbslhYQYJ3AQo8FHj5KrlIgnbUocJ9P6EJ0dU9SWYK1OyoQJ1LFMTyfLz8qVjllyx46lxC7/7/+R2PLzo44UoFiqnIElwaVGjO77+VEZE1v7UzNsGHWE+/UjIWya7VXN+PG222uNK66wLUat0b8/ZY9Wd/K7d6d5P/1EzwERIw0Ab7+tvF+zBnj/ffPzj45Wni/NieENCzOuZQxQxzkykl6iNAkLYWNs3dvCAhsYSN/72rV0DZ0hPG67jeLH586lLMP79ilJ2KqryS0fIPFaX+9Yh75LFxK+K1ZQ5uLjx4GvvqKkTj4+lOdg3jyyWj7wAJCVhbIvv0Rwly4k3PbvJ0Eo7pcvvqCB3KNH6T9NbeVUW7XF+vb+v5WXO+YJYQ8+PsCrr5Kg37WLhHFQkHY8t/ivTkhQ5gkR3LkzxbKGhwN33AG88Qa5iXt5keVdnOOtt9Lrgw/oOg8aBNxwA32n775Lz/bHH6d11c8P04zjIjlZZaWxEBbzrYXYtBWEELYUsuTtTd9JZaX1+93f37ZFWAyAzJ/ftLYyTOtgnjsPzj0GhhBC157SNl27kmVo+XJ6ZWbSfEkiwcMW4faBpaRFWmh1mr29KU5QCMdevUhU2Zs0Rbj/+fiQq/SiRdQ5e+cd5wphe4iKsi2ABabXQpJIYIr5jz5K0xUrqDO4aBHt//HHlYECd7q6qX+3wq3by4s6vnfeSZ1h09jPyZPpfPr0IQugmogIZT/NQRxTPZjSVqxE7sDPj35vjpbs8fQ0v67WrFLWCA2lexsg661a6KjdkXU6GixxpK3qdUUOi7Q02m/37oqIE7GaV1yBnAULlGfa5s1UOsq0vJIt4SUszgD9b1pbv6GBhJGr4saHDqXpZ59RSMUDD9Bg0YkTyoD011/T9ORJ6L28jEuRrV5NievuvJO+m6eeomfsf/6jXD/1IMCSJSSY//pX+uztTYMR69Yp6zz4IIn/tWvp+qotzOLZL9oEGFtHrQnhCxccq6/eVAGdmdm8ck/ifCzlpBDJstLSrO/Hy4v6Y9Zio0UuiJb+P2QYJyBJ9Ecjy3Ka1ku9jithkx1D2HKNFvGTYvRYXUJBncioulr5s2Mh3LaxlMxIC1txiOPGKVk/z51rerknd2bHbKzHaxeRkYoAUCMybX/wAU3feYemIiM1QB11d2dcX7hQibXVSiT00kv0e//6a/ouRYd8zBjrMZ7Nse5MnkzPn27dyG1V1Ls1xVaisI5CVJT2PWgvQ4Yoz3ZbcbvWiIwka6S/Pw2cvveeskxkhB882PHjdOtGr9hYEh0BAUrCOfXA0xVXkFAWmdB9fMhSvXUrfX7uORJ7Y8eSq6lWhvTDhxVvDeHGW1JCAnToULo3BWpvqd276T9RPLea831oMWAA7VP9f5yYSNejsNA4b0BuLmq6d0dAr17K80cL9TPWtKScjw/F7AvE+ZjWcn7iCeV9SQlZiePjSWirB8USEpRYZMD2QMipU8bPSkFGBrVNuLDHxdHx7r/fscEyvV4J9wkMpEFKRykro2Naeg516kT9LXsGhEXZypwc84SlgOIho+W6zzAmxMTEICYmBmg9McK/SZL0DYDvZVk2xHRIkuQDcpdeDOA3AJtc2Qi2CDOELYuwJNHo8eOPWy6xBFDH6dQpes9CuP0zezZ1BG11YNTC19741dZo7VMnarLG/PnaYl8kELJGcLD7BP+SJVTWSJ1w6pprjGsPC0uRJJGgECIYsO2W3Bwh7OWldMwHDCALtRaODOAwxojfcXQ0JVC75RYSPloZcO2ld2/g3nvJO2TUKLI4zpljvM65czQ1LaFmjUGDFDdUDw9l8Kh3b7JwinORJBrYUTNrlpKID1CSv/3+u7mFWL1cTXIyTU0zwKtdqpOTyUMqIIBE1dix9p2bLYQrrKcnhY6oEcmwiorILf2XX4B//QtIS0N9586OVRkQninq50FwMIW9ADQoftttNNixYoWxZdjHR3luxMfTdN06EslFRRRGdeAAubKvWkXttmXxVVvj1fz8M2Wzzsujl3ADd/R5o16/qVmqy8vp+W3Jdb5HDzpOUhIlCNMqTSgQ/wO5uTTAYeomXVRE3xHHCDN20ArrCM8F0ADgc0mSsiVJOitJUjKAiwDuBPCWLMubXN0ItggzhC2LsJ+fImBGjTJ2bRLbVVXRS5TaYSHc/rHX6uTnR8l3jh41tp5Yw8eHYvzi4oytLO5k9Gh60Z+J47T2eDet36xwUV+4UClttWVL0/Y/YoRxeRVXIJLUONv61hG4+WayigrrU3i45TJhjuDjQ4MYp0/Ts+DGG6kcnIcHWUw3bqT/F0eFolq0Xnst8O23Sh1ndbslCZg3D8XBwSTcPv6YLMUffEAuxYcPU9Iwa+dqbz3lI0dIfI4Zo7hE+/s7V6xERpIV+/BhEumLFpGgOnlScbktLaU2f/utYbPqiAiEXHMNWT0DA0nszZ1LVu6zZxU36MREcq8WA3/h4fS77d+fStwB9CxvaKBBhVmzlLaprc2yTCIuLk5JrlheTpnnw8LomP/+N617+jQJWJFZv6GBBkg2bqT9DBpkniPAlO+/b+IFVbW3uYjkaJbuFdGP+uMPGkRMTFTCSUpKSMh37UplrkaMIC+HzZvJa2LuXONkisXF9Lk1DhozjA1kWa4B8F8A/5UkyRtAFwDVsiy3aIePhTBDiFFJS5YotaWna1f6E62tJavB3r3Uqfn5Z/pjFUKYk2UxagICtN3arNGrF7nmthYhLJg1SzsrqCOMGUMdP7WLnCtqQjsLYRUyrVkpkpoBtjtkvXtTZ7upAwnWWLBAcdFcupSTZjWFsDDjklnOpFs35bv39FREZ2gouScDxm63lli4UPluw8KUHBVz5tBr2DDyvDD9/nv1Qk2PHubeK9OmUfzptm1kua6rI3FuGuP54YcUi5mbS66q6rrj9fXKIFJWFonPXbuU+FhXxQgL4SaeqyUl5Cre0EDnKazWABAcjNKhQ9HDx4dK84SE0O/Vy4t+l+oBykGDjN2qxTVTu+Bec43t2sWSRNf03nsNbcD+/SSye/cGvvmG5g8fTgJbkqje8+DB9Fs+fpys2QB9t3/6k/H+y8qse8/YErY//USDNELINyeZn0DUjbb0/BHXMCPD2JtGtEdt9V24kGK6k5Ppmpi2r6iIQ0GYdoEsy/UActxxbFYqDCESXFlK0mP6UH/+efpzDA6mmMacHBLC6tgXEQ/JMM3B9N6bMsWxeF1XYBo7Zy+iY+bvT+6m48bRqL6IV3RVh9mZmIrd8HDq0J05Y3/7b77Z+R4j6ozZjiaIYoOUX70AACAASURBVFqOG28k9+GRIykbvBp7Bk/VbrqjRpElUZKU39Y11zjeno8+Iuvq4cM0GFVSQgLM1Ip78SLFuxYUkCtw794kggsKqF16veIaXV5Ov23Ada6rpoNSUVGULOzvf6d43AsXaP7rr9N/9fnzJPC1rrO1QazRo+ncRCw3QO+FOKuuptjqHTuMt1OXyBKW+q5dKRnXF1/Q50ceMd5vaqqSRVq4VANkZTd1qRf7sMSFCyQUIyMVCzlAU51OGUQRiO+rOdiqGz1zJj0z1Qno6uvJ4m7q+nzVVfRMO3+eBvpMhXBxMQthhmkmLIQZoq6O/ggtdU6joozLL6itYaI2HkAd+j596I9gyhSXNZfpQHTrRu5j/frRfdfURFutAdHZVHdEQ0MpFvObb9pGfKu6w3znndQR692bxLC99VJNs04zHYfu3RWrmI8PuduOH980a5yfH1mAr7qK6tnbi6cnJYC89loawL36anJpBhTvk8ceU9b/978Vy6Nwzz1xgso1FRTQ/6aHB7VD1NkFyO0aaF6yMWsMHkzPRp2OPqsH6LZsIatvjx6G50rZkCFN89Ty9rac38DDg4R+YCDtOzSUYsxNj+PvT23R62mQvL6e3KDVIvjsWfIq++orGlg4doyE+9VXkxDeuVPJui8G761hYrHuJMskRH//XRkkAEhQxsebJ+Crq3M8caGtutHBwXT/i7rWhw/Te+FJV12tCOmyMvK2s1R+7vJlc6sywzAOwUKYoXjf9HT647LkzjNihLEQNkWMSpaU0Csigl0TGecwaBDdT9aStLUV/P2p029qUQ4PJ2tHc2oAtxRqISx+9x4erdutm2mdCJfZ5iAswH/5i/1lb5YuVd5nZFA5oEWLyNqrVef7+ecp0VNurmKFPXaMRDBA83v2JIuxlnBylRAODaXkdiLUoEsXeo4UFlL7MjNJ+N19N1BSgkq1+HMF991nPm/4cLouAAnkDz9Uag4L/vxnshLv2kUiVc2ttwLXX08DEL/+SgMN8fHGdeyPHSOPlNtvJ6+23bvJW8BkwC1QWOtNr4PwyAFIbKan07VNT7eewK2+nu459QBmRYX1WPPKSnrOnz1L91u/fhQ/rdPRvfXII7TejTfSejfdpAy+7NlDr0mT6H5jizAj0OmATz6hEAML+TFaYdboVgELYYYeskVF2vUjBWpXw4EDyVVHjSRRR0S4uuXksBBmnEd7EMEC0zq7gj59WrYdDNOe8PdvXmiBvz/w0ENU9aCyktxu+/YlV+eyMqrRK+je3bhkkBDCAInjUaOUTNNPPul6V/077qA2b99OcbQlJUrc/nXXkYUyIMBcALYEkyYp1mR1/6JHD7put91G1/6zzyg5lq8vVSOoqCCRN3MmrT94MFntd+8mgSvKWCUlKQMBRUVKBvLcXMUduxFJWF0t8dVXSn3rkBDtzPSJieTGrB4wUddarq627gqv15PIDQ+neyw+noTL5s30HzBoEB0jJYWE9i23UBKwixfJcuznB/z2G10zvZ6FMEOUl9NAypEjFoVwdHQ0oqOj8eGHH7aWrNGtAhbCDKHTKe5dWlj7I/fzo9fkyfQgf+kl4J57OJMhw7RXrr6aEpkxTHvC11dx0+7Vi9y2n3pKKdMkiIgwFsKFhZStuVMnmj9uHCU4KiszrpvrKkJC6OXjQ+68nTsDd91F81pDGIK6LxAWRoJ18mQS5/7+1IGfPZtcgO+/37jNkydTgi2RbfnQIXIJjo6mfanrnAvLM6CUbtLpKKHnd9+hy9ixVIKpoQE4eJBikWfPJm+4Z54xbnN0tHkMtixTMjJT9Hpy1S4uBn74QdurQBAZSX2tmTNpoOXVV5XM2cXF9Dk0lI4dHEzXLj+fkrmpay4L2kI4DeN67PWGaWVIktRVluUCd7aBhTBD6HT0Z2BJvIp4H3WiEoD+bLp2pT+IDz+kzoMon8AWYYZpn6gz5jJMW0bEB4eGklW1ro7+u4RL7Lp1NF+SaEBYp6PSQSdPUkxwdja5uX7zjRJH3LUrsHYtCaSWHBC+/Xbgf/+j99On09T0P7u1IEmKBd/Tk3I/DBlCFtEJE4DPP6fvYvBgEsJXXEHXl1w76fqL2NnOnYHXXqP38fGUs2DfPoorFusA9H1s20ZZvXfvpnmxscau63/5Cz3fAgOVmNyiIhpk+OwzshifOUNWYNH+S5fISgvQ4IM1y3NwMIng334jy92999LAiiSRp53oh3l50aAMQB4Gwmtv1CgSyfn5NPgi1mE6NiIpXdtjNYC/u7MBLIQZQqez7hrt4UEuV8HBlNwBoD9aMXKrtR1bhBmGYZjWjIhtDwmhLMemmazVySAFM2aQ9XfgQIptFe64ogxhWBj9nwpPKmHNdDUBAYqb7qFD5Obd2oTw6NEkJk1dev/6VxKQonLFtGkkDD08FFfzhx4iF9Bz58jKKxgxQrE0Dx9O806fNhbBL76IwrIyhNfXk7AG6HpVVVHCtVGj6PtUc+AAfYci6db580o88SOPkIDt1YvcuMU9UmqH12n//opwVpcrE+Ex06YZl68C6Pzuvpu2DQ+nwZeKCsdrbzNMK0CSpEgA/QH0lCRpGgDIsqzhbuF6WAgzhC3XaIAScQA0gq4eMRdccYVxSQC2CDMMwzCtmd69KYvx1VeThW/6dPOETVoIAdK7t1LuRzB0qJLJGTAXNS3B6NFkUR02rOWPbY3+/bXdxT08jMs39uunJBUcP56sxVu20OcrryQr7JQpFA+9YAG5GYukUgCwfDkJ5ooK+k69vclVffNmciN9+GH63nfsoJrulgYM/viDPN4kSSmvJEps5eTQq1s3aoNOZ1+WaQ8PSoJ14QK169Qp4+WmglwMGixapMQfjxpFLvnWEnMx7QdZpgGcIUPMa5y3TToDiALQqXEKACyEGTfS0GDdIqzG11e7VuP119MflagjzBZhhmEYpjXj6UkWXsHAgYoQFvWxrSE6pcOHk1tueDhlOlbXuBX1a1sSHx8qT9ReCAoiq3FSEglhUyv92LEkcM+eVZZplXwqKCAxOWgQCdKFC2m+uoQWQJbnHTsU13dJorjr996j92fO0MD/r7+SW6pwTV250r78Cd260UskVVMPwJj2nfr1o32almUSxgmm/SPu7dRU8gxo48iynAAgQZKkibIsb3ZnW1gIM0R9PY1MNke8+vjQn1FcHH12daZMhmEYhnE2InPv8OGKEP7znyk0qKGBXGT37aP5111HsavTp1Om34gIx2vPMvbh4UFWXICsxCJMS8T4TplCL4Astl99Re8DAkjw/vOf5F5dV0dW6epqyi49YABZ0D08KNxr3z7g+HEljhigwQx1NYxhw+jVuzcdJzubtnU0OZmwgkdGUoIuEWduuo7aWs50PMR9p9OR50NIiNLHtpacrfXzjrsbwEK4o1NZSVORLKu57sz9+ilC2ItvL4ZhGKaNMXUqCSoPD0rWVFSkWBnVA7ySRKJXlPgRLr+mosUdFuH2zqhRJEwzMpTrr6ZzZ+OyRgBy5s/HwEuXSBgPHaq4JA8ZQtORI2l67bUkpF95hQTu0KE038OD3JM/+0zZ6dChwIsvkrgWceF9+9p/Hp06UQy5LNMgCtN22bePrLYm951TqasDvv6aEvX5+gIJCXZv2hrrCMuyfM7dbWCl0tERD/T6eoqPqqpqXvxBYCCVjhBJQxiGYRimLSFJineUlnuxWDZwIFmOLS0XREY6t30MMXcuCUh7B/A9PSmztqcnCdDOnen7U2eNBqgPNH8+8NNP5jG4AQEU33v6NLnUHztGglp4AUyfbh7ja43ISL4/3EV2Nt0Dpi7nTeXsWefsxx5yc8l93wG4jrA2LITbGqWlFFMydarzklF9+im5dPXp45x9jhnT/H0wDMMwTGvEnhCi+fPJK6qlMkZ3RNQDFvYisoQDJIC0+iseHiRO772XEmxVVdH08GE6XrduwKxZtG7fviSEQ0Kof8a5UdoO27eT8WbRIne3pMMhSdL1AG4H8H+yLJ+UJGmZLMvr3dEWFsJtjV9/pUyBQ4Y4FotSXW2elVGWKd5JxDqlp/NDnGEYhmHsQZZJEKljSQVs5Wv7+PgYJ6TSysDdrRu5wpaVUU3iqKgWax7TSE0NxWnPn29/AjFRI1qEB7oTvZ5e1sIJTcMrLFmDRW3r1s/fASwBsFKSpDAAo9zVEK5v01H49FMqG1BfT65AVVWUBCQ/X1knOpqTfDAMwzCMNUSn1Nub8mLcfTdwzz3ubRPjXoKDKSEX96Gcy7lzQFqa9XWyskgMiwzcANWAVpfTMkUkWmsN7NgBbNjQvH3ExAAff+yeUm1No0CW5RJZlp8AMBvA1e5qCFuE2ypNsdzKMll/L15U5mVn03TFCnKN5pp0DMMwDGOZq64CLl+mfBiA82IMGYYhcnPJUHPwIH22lIAqPZ08JdXExpLB59Il4C9/0d7u9GnntVULvZ5c5UNDLa9TUkKu+pmZtvfX0GB5WV6eUr7LWSGTrudH8UaW5WckSfqHuxrCQritYSn7ZE0NiWNbKfZN3UByc2nasye7RTMMwzCMLby8lDI9akaMaPm2MEx75IcfqL9rq1+6Y4fyPjkZWK8KM5Vl6hvv2EEhDKa1p11FWhrV+z1/HrjzTkrMZkpGBvDzz5Sh3B4OHDCfV11NluQ2WE9aluXvTT7/x11taTNDBx0evd56JubNm4FPPrG9H1NXEVHqiN152jyff/45JElCbGys0fy8vDzMnDkT3bt3N9vm//7v/yBJEhIcSMHf0uzevRuSJGGfiGV3gG+//RZvv/22C1plmz179mDVqlVO3+/KlSvhpYol0ul0kCQJL730ksP7uvvuu3HllVc6s3kM03GZOJFeDMM0nbIy6pu+8gpl7i4tpWlVFfDLL1RCCLCdNVmWgSNHyLIsSmW1BL/8QiIYsByDXFxM04IC4/klJcaf8/KAL76gqSmPPkqW7T176PPSpUrscxtCkqRwSZL+JknSEkmSxkuS1KKBziyE2wq7d5PYFe4RTbXeCjH9yy/AunXmP0KmzTJ9+nQAMBPCsbGx8PPzQ35+PhJNSn3ExsYiPDwcQ0WdxFbI+PHjERcXh5GixqMDuFsIr1692uXH8fLyQlxcHJYsWeLyYzEMwzCMS9HrAT8/cnv+/nvgqaeACxfITTotjd4D5PpsDVmmGGMAqK0FAHgXFRlbjV3N4cNAfLz5fOHyrV6WnU1Jv9T9tEOHaGCgupqsyCKcsbTU3EN0/HjrLtStl+8AdAXwCoDXAZRKkqRRl841sBBu7aSk0M2emkqfxWiRpQdAfb3ZLF/h/izYsgX49ltlHzff7Jy2Mm6lZ8+e6Nevn6YQHj16NPr372+27I8//sDUqVMhOcEtvrbxj8bZBAcHY+LEieik5V7kBlx1ns1h4sSJuOKKK9zdDIZhGIZpHn5+wOjR5FYcEUHzEhOBpCR6f+AAiVlbCa+E5Rgw9I39s7LM19uzh9yUrVFVRccUItxecnMVz0vRppQU7XVF/15toBJit6YGeOklYPVqSg5maiFesYKmbVMId5JleQ2APFmWpwO4E8DGljo4C+HWTHIysGuXdlD/yZPkcpGSYjy6tXEjfV6/nn5UO3ci7MgRZXldHfD77/Te3x+4/npgzhzXngfTYkyfPh1xcXHQ6XSGebGxsRg+fDimTJliJIQvXryInJwcTJs2zTDv0KFDuOWWWxAZGQl/f38MHDgQK1euRI2JW/6UKVMwY8YMbNu2DaNGjYKvry/Wr19vcNNdtWoVXn/9dfTu3RuBgYGIjo5GYWEh8vLycOuttyI4OBi9e/fGG2+8YfOctFyjxfF37tyJ0aNHIyAgAMOGDcMPP/xgWOfuu+/GZ599hrS0NMycOROSJBm5Aefn52P58uXo2bMnfHx8MHjwYHz88cdGx/7oo48gSRL279+PW265BSEhIZg8eTIA4ODBg5g1axbCwsIQEBCA/v374x//oHwPK1euxMsvvwwAkCQJkiQZuTOvXLkSo0ePRnBwMLp06YLrrrsOhzX+1I8dO4YpU6bAz88PkZGRePnllyGbjAJruUZfuHABd999N6KiouDv74/+/fvj7bffRomp25UJOp0Ozz33HPr16wc/Pz906dIFU6dOxQGt+CSGYRiGcTZ+fsCSJcCMGcCzz9K8nBztdY8cMRaa1dXa7sFpaZZz7CQlkbX14kXyliwtpf7z998rFtvSUpomNtNQmZhI/XotTI1W6emK4FXrgDVrqG0A8OKLwLvvKmW72qBrNADRwayVJMlfluVvAMxvqYNzsqzWjBAfluIgiost/6AAcrEQVFbSw+Vf/6LPN95INdfUqAvNM22SadOmYePGjTh+/DjGjx+PkpISJCQkYNmyZfDz8zNy1RWiWC2E09LSMGbMGCxZsgRBQUE4c+YM1qxZg9TUVPzvf/8zOta5c+fw2GOP4YUXXkBUVBTCVRnHN27ciJEjR+L9999HdnY2Hn30USxevBiXL1/GDTfcgAceeABffPEFnnzySYwYMQKzZ892+FwvXLiAxx57DCtWrEB4eDhef/113HLLLbhw4QL69u2L1atXo7CwEKdOncLzzz+PMWPGwM/PDwBQUlKCyZMno76+HmvWrEFUVBR++ukn3H///airq8Pf/vY3o2PdeeeduOuuu/C3v/0NDQ0NKC0txbx58zBp0iRs3rwZQUFBSE1NxcFGd6cHHngAWVlZ2LRpE+Ia/6TVVvfs7Gw8/vjjiIyMREVFBT755BNMnToVx48fN7ip5+fn49prr0VkZCQ2b94Mb29vrFu3Dpl2ZJjMyspCnz59cNtttyE0NBRJSUl4/vnnsXDhQqux1i+//DLeeecdvPLKKxgxYgRKS0tx5MgRFIt4JoZhGIZxNd7eQNeuZB1duBDQymXR0AB89BG9LywErrgC+OAD2vbdd83X/+knBKamAgMHah/zt99oqi7XlJdHyagKC6231x5367IyxSVaC2HxFqgTgQmvUPW6Hh5A9+6Ap6cyvwkZ7CVJ2gBgIYB8WZaHNc4LA/AlgCgAqQBul2XZVR2BN1TH2yBJ0gEALebixkK4NVNWRlNLSbJ++smu3XjU1ACPPWY8c9asZjSMaa0IURsbG4vx48fjjz/+gK+vLwYMGIA+ffogIyMDqampiIqKQmxsLIKDgzFqlFLH/Pbbbze8l2UZU6ZMQWBgIJYuXYp3330XnVWDJQUFBdi9ezeGDx9umCcs0QEBAfjuu+/g2fiAPn36NP7zn//g1VdfxTPPPAOArNfbtm3D1q1bmySECwsLsW/fPvTr1w8AMHLkSPTs2RNbt27FU089hf79+6NLly7w9fXFkCFDMFGVxOatt95CZmYmEhIS0L9/fwDArFmzUFxcjFWrVmHZsmWGtgPAHXfcgbVr1xo+Hzx4ECUlJXjjjTcwZMgQw/x7770XABAZGWlwVZ6okTxng6pmYENDA+bMmYNBgwZhw4YNePPNNwEAb775JmpqarBz507DvmbNmoU+ffrYvDYzZ87EzJkzDZ+vueYalJWV4dFHH0V8fLzRd6YmLi4O8+bNM1i2AeCGG26weTyGYRiGcSrz5xu7CWdkkFhdtIgsnydOKMt69QLee4/e19cDy5cDDzwAvP8+zfvgA3IpFlRXk7uzPSVDY2KU94WFwI8/AnPnKgLUWiJbwYULtsW0QMu9uayMjFVqr66QEGMRPHIk1TV3nE0A3gWwWTXvGQC/yrK8VpKkZxo/P92UnVtCkqTnAVTJsvxm46x/SZL0FwDDALRYx4Ndo1szwhUiOblZuzGLibjjDu0s0Vw+qc3Tr18/REZGGqy9sbGxmDBhAry9vTFgwAB069bNaNnkyZONBF9JSQmefPJJ9OvXD76+vvD29saSJUug1+uRZDJaeeWVV1oUVLNnzzba76DGIu9zVG743t7e6NevHzIyMpp0roMGDTKIYACIiIhAly5dkJ6ebnPbHTt24JprrkGfPn2g0+kMrzlz5iA/Px/nRcbHRm42iaMfOHAggoODcf/99+Ozzz6zy0qrZufOnZgxYwbCw8Ph5eUFHx8fJCcnGx03Li4OkydPNor97dSpExYsWGBz/7W1tXjppZcwaNAg+Pv7w9vbG48++igAmJ2bmquvvhoxMTFYuXIl9u/fjzp1jBXDMAzDtBS+vkBkpPL5/Hlg/34qrfTgg4AIZVq5kuabIkQwQMJXoNcDjzxCbtfHjjnWJp2OBLWjiWb37gXsrc5RXW0uhsvKSLR/8AFw9dU0z9RTq4l5QmRZjgVgUlIGNwIQpWg+AXBTk3Zunb8AeM+kLZ8CuNh4/BaBhXBb5MwZJROeJXJzaVTsq68Q+f33xsumTtXeRmVBYtou06ZNw759+yDLMmJjYzFV9X2LOOHMzEykpqYauUUDwOLFi/Hhhx/ikUcewa5du3DkyBG88847AGAWJxwhklhoEGpSRN6nceBFa77pfu0lLCzMbJ6vr69d+8vPz8eePXvg7e1t9LrzzjsBAJcvXzZa3/RcQ0ND8dtvv6F79+544IEH0KtXLwwfPhzbtm2zeewjR45gwYIFCAkJwYYNG3Dw4EEcOXIEw4YNM2p7Tk6OZskrrXmmPPXUU1izZg3uuece/Pjjjzh8+LChlJO16/P888/jhRdewLZt2zBlyhR06dIFS5cuRZFp2TWGYRiGaUmuvZZKBKlzVkgSWYMDA+nzn/8MDBtG7xs9tAAAX39NFmDAON54y5amteX0acrRExdH4hgAvvtO8eRsDiJeWU1mJtCtG72/5x6gd29A5aUGgAYOLLB+/XqMGzcO48aNAwB7Cg93l2U5BwAap93sbr/9VMuyXKUxfzOAu11wPE3YNbot8u23QHAwMHgwfc7PB956iyy9o0YBDz1kSBVvwNcXePllip3w9jZeNncu0LMn4MW3Q3tg2rRp2LJlCw4ePIjjx48bJVGaOnUq/vvf/+L3xoRpouQSAFRVVWH79u14+eWX8dBDDxnmn1C7H6lwRqZpdxEeHo5evXrhXyJm3oSBJjFEWuc6ZswYfPvtt9DpdDhy5Ahefvll3HrrrYiPj8dg8dvU4Ouvv4afnx+++eYbowRaRUVFRiI3IiICeRq1A7XmmfLFF1/gvvvuw7Mi0Qhg+M6t4ePjgxUrVmDFihXIzc1FTEwMHnvsMdTU1OCzzz6zuT3DMAzDOJWJEym21sODSgRFRABhYYr4BYB588hteMIEY6POiBEUGrhvH5CcjOARI5TYW1/fpufGSU1V4nbj48n4tGMHEBtL/XFbVFaSZfvmm8n6qz4XgPYDUI6gJ56g910a9auPD/Dcc8q68+fTPrp2tXi4ZcuWYdmyZQAASZLs9NF2OdWSJEUIwS2QZblOkiSdpY2cDVuEWytff215WY8exrEGv/8OFBVRfMTy5eYiGKCawZ06UcIsNQMH0sgSi+B2gxC3a9euhSzLmDRpkmHZlClTcPHiRXz11VcICAgQo4MAyFKo1+vhrRookWUZmzZtarG2OxtfX19Uq12iGpk7dy7OnTuHqKgowyip+uVIqSYvLy9MmjQJa9asQUNDg6FWs2/j6Kzp8auqquDl5WUkrnfu3IlsUR+wkUmTJmH//v3IUoU2lJeX48cff7TZpurqaqPvEQB+tlUewoQePXrg/vvvx8yZM5Fgr0sXwzAMwziTLiYGTLUFWNC9O7k7myaLCgykPi4AZGcjQp2A6ppryNJ68CCgNdBbWGhf/C9A+wHI6myrxFJ1NYnzvXuBhx+m9zt3knv3li1Kduv6ekUEA4CqL2cgLIzcx+3IHRITEyPEcIgdZ5QnSVIEADRO8+3YxlHeBPC9JElGjZckqRuAFkt/zeqntWItBfoVVwBHj1KppEOHtFPCP/EE/YCHDsX5ixcx0FQAA0Dj6BDTvhg0aBC6deuGmJgYjB07FkFBQYZlo0ePRlBQEGJiYjBz5kwjsRQWFoZx48Zh3bp16N69O0JDQ/HRRx/ZZYFsrQwZMgQbNmxATEwMAgMD4e/vj2HDhuGJJ57A1q1bMXXqVDz66KMYMGAAysvLkZiYiAMHDuC7776zut/vv/8eGzZswE033YSoqChUVFTg7bffRnBwMCZMmGA4NgC88cYbmD17Nry8vDB27FjMnTsX7777LpYsWYLFixcjMTERL730Enr27Gl0jMcffxzvv/8+Zs+ejRdffBE+Pj547bXXEBgYiDIb7ldz5szBhg0bMGTIEPTv3x9bt241CHRrLFy4EGPHjsWYMWPQuXNnHD9+HLt27cKDDz5oc1uGYRiGcTo9e5LnolrEOsI//kEekepEU2vWKDG7GxtL1koScNdd9L6sjKyukycDt99OccGNiTU1EX2GiAjr6wFKSSZxTFmm8kzffEPzJkygfXz5JX3u0YPKJHl4UL9dnaH6llusH0tFdHQ0oqOj8eGHH5basfoPABYDWNs4/d766o4jy/JWSZICAByTJOkggJMgA+1tAFY5+3iWYItwa8VavU/hznrwIP2ARo8GVJY9PPMMcNVVwPDh9MMx5brrWAS3c6ZNmwZZlo3igwHA09MTkyZNgizLZvHBAPDll19i9OjR+Nvf/oYlS5ZYdR9uCyxbtgy333471q9fj/Hjx+OmmyjfQ+fOnREXF4fZs2fjlVdewezZs7F06VLExMTg2muvtbnfAQMGwNfXF2vWrMG8efOwdOlS+Pn54ddffzUI2htvvBHLly/HO++8g0mTJhkE8oIFC/DWW28hNjYWCxcuxCeffIItW7agb9++Rsfo1q0bfv31V3Tu3Bn33HMPHnzwQURHR2Px4sU22/ff//4XCxYswIoVK3DHHXegpqYGz6ldqSwwbdo07NixA0uWLMHcuXPx/vvvY8WKFXj11VdtbsswDMMwLkGrL2svwcHAa68B772HnNmzgdWryYIsYokFv/9OXpU1NbQ+QFba558nr0pribV69KDpiy9SJufcXKX2Vn4enQAAIABJREFUsCljxlAJ01dfBd58k6q4iOoTUVEkgmUZ+OMPmvfEE5bP34EQNUsWYUmSPgcQB2CgJEmZkiQtBQng6yVJugjg+sbPTkeW5U8A9AXwFQBvUE3hO2VZbrFYLEm2VGC6HbF37155xowZ7m6GY9iqSbZ8ufL+gw9oWlQEBAWZZYQ+f/68cczjwoU0wtZB2Lt3L9rc9+9kOvo16OjnD/A14PPv2OcP8DXg8+/Y5w+04WuQlUVli9T06kWJpSwxZAhw9qzRLKP+sCxTiSUAmDKF4ogBsgB/9ZX2Pp96ytjiK8sUK/zaa2SQWrKESjxt3Uoi9bXXqA0jR1qv8btyJWWifuklivUtKgJWrKDt/v53Zb1ly8gj9Phx5bODSJJ0TJblcbbX7BiwRbitsm4dTdXxA2Fh2mWRBD17UqKsDiSCGYZhGIZhmDaMsHxed52S62bSJHMhqC4vOGWK7X2+9Rb1p++8U4nBFSLY3998m3XryBC1fDl5ZT76KGVvlmXa3sODRDBAeXmysoBNm5QYYkssXUpWYhEPnZurnK8pwnp8zTXW98nYBQvhtkpICFmCr7rKvvVHjSJL8JIlrm0XwzAMwzAMwziLiAjgr38F+vVTXJqFIFaLYVF5wdOTptbEcFgYWWlDQihhrLrcEkC1igVaVvSNG43rE0dEkLgeM4Y+jx6tZHIW4tgSfftS9mch+PfupamW4SoggM7Z1LXbBg4my+owsBBujzTWQgUA3HUXiiZOpJTzDMMwDMMwDNOWkCSytkoSCcwlS8yroABKLK3Ioiysp6YEBlI8rilCVD/8MIlTwe23A++/Tzl4xoyhHDymhIbSdNAgmgYFKeWZRAyxveQ3Jmnu1Mk8Q3YTiY6OxnoKu7QnWVaHgbNGtwfGjaOYAS2CglBrpbYYwzAMwzAMw7QJJInC/NTceiuFBnp4AIsWaYtkNf7+wNChSqytYOxYJe8OADz7LMXuCgtz375KmdKHHqJ5775r3J5x44CkJMo47e1N7tSq6h128fDDQF0dvR8xAggPV9ylGafCQrg9MHo0/UBEDIIDWeQYhmEYhmEYps0SFqa8t2RBjY4Gzp+n99dfrx0DbEqfPto1en19KUN0Wpoigjt1AsrL6fhLlyrrhmh4Io8fDxw+bPm4wro8bx4lBQOand8nJiYGMTExALtGG8Gu0W2dsDASvrNnK/O8eHyDYRiGYRiG6eB07kyW4ogI5ERHk/tzp0607LbbKDPzzJmO77dnTyXBFkDZpO3N4jxqFMUkL1hAxixLaInoJsKu0dqwYmqLeHkBOh2NUomap15eFDNx+TK5hCxcaO46wjAMwzAMwzAdhdtus7wsNBSYMIHe9+oFfP45UF/vmnYsW2ZcGtXHB7jiCnqdOKHMDw4GysroPXt4uhy2CLdFevcGpk2jtOpqsevtrQTk9+ypZKtjGIZhGIZhmI6GJNknKP38LFdWuekm+483rgkletVuz+pjsUHL5bAQbosMGEBZ6dgFmmEYhmEYhmGci4dKInXrBtxxB3DXXWTZNY0vDg9XMkmL8kmOsHAhTTt1Mk70ZSvplwNw+SRtWAi3JaKiqI5a797ubgnDMAzDMAzDtF8CAhRhGxKiZH8W7tSCW24xFsd33w3ccIP2PkV5JVPuuAP405+a114rcIywNmxSbEvMmmU8QsUwDMMwDMMwjHORJBK0WgwYAOTkKFmoTQkIoNeiRcAPP1A2acB6Mi0nJsZi7IeFcFuCRTDDMAzDMAzDuBdZtr1OYCAl62pocH17mCbBQphhGIZhGIZhGEYg3KAt4elp3368vBzP6dOlC1BY6Ng2NuA6wtqwiZFhGIZhGIZhGEYQHW19ufDSVNcSdhY33EBu1U6EY4S1YYswwzAMwzAMwzDMn/4E+PpSjK81hGu0K8IWm2JFZpoEW4RbiE2bNkGSJCQlJZkt0+l0kCQJq1atcmif9957L6KiopzTQIZhGIZhGIZp54g+udar85VXUhkjW4SH05STXLVpeLiBYRiGYRiGYZgOxdatWxEZGWk0z8teS+zgwVRfWAhipk3CQphhGIZhGIZhmA7FqFGjcOWVVzZ9ByyC2zzsGt1KOeztjVkff4ygRx5B4D/+gev+9S8cPnzY3c1iGIZhGIZhmHZPSkoKFi1ahK5du8LX1xejRo3Cd999Z7TOqlWrIEkSEhMTMWfOHAQGBqJ3797YuHEjAODTTz/FoEGDEBQUhJkzZ+LSpUvuOBXExMRgGdUxZl9uFSyEW5iGhgbodDqjV4NJfbHTp09j+t//jmKdDps2b8bmJUtQVlOD6dOn49SpU25qOcMwDMMwDMO0D7T65Hq9HgCQkZGBCRMm4NSpU3jrrbfwww8/YMyYMbjlllvwww8/mO3rtttuw4IFC7Bt2zaMHTsW9913H5599lm89957WLt2LTZu3Ijz58/jrrvuaunTBMBZoy3BrtEtzKBBg2yus2bNGvj6+uLXX39F586dgaIiXD94MKJWr8bq1avx7bfftkBLGYZhGIZhGKZ9otUnX7BgAbZv345Vq1ZBlmX8/vvvCG90gZ4zZw4yMjLwwgsv4IYbbjDa7sknn8Q999wDABg3bhxiYmLwwQcfICUlBcHBwQCAnJwcPPzww0hLS0OfPn1cfHaMPbAQbmG+++47s8D8hoYGTJw40fA5NjYWCxcuJBHcSLC/P2644QZRDJthGIZhGIZhmCai1ScXfe8dO3Zg/vz5CAkJgU6nMyyfM2cOnnzySZSVlRkELgDMmzfP8D40NBTdunXD6NGjjdYRwjsjI4OFcCuBhXALM2zYMLPAfPUPDACKiooQERFhtm2PHj1QXFzs0vYxDMMwDMMwTHtHq08uyM/Px+bNm7F582bN5ZcvXzYSuaGhoUbLfXx8NOcBQE1NTXOazTgRFsKtkLCwMOTm5iozunUD8vORm5uLsLAw9zWMYRiGYRiGYdo54eHhmDp1Kp5++mnN5T179mzhFjGugIVwK2T69On48ccfUV5ejk6dOgE33IDy0lLErFiBGTNmuLt5DMMwDMMwDNNumTt3LuLi4jB06FD4+/u7uzmMi2Ah3Ap5/vnnsX37dlx33XV4+umnIUkSXnvtNVRVVeGFF15wd/MYhmEYhmEYpk1z8uRJFBYWms0fN24c1qxZg/Hjx2PatGl48MEHERUVheLiYiQkJCA5ORkbNmxwQ4sZZ8NCuBUyYsQI7N27F8899xwWL14MWZYxceJE/P777xg5cqS7m8cwDMMwDMMwbZrbbrtNc35BQQF69+6No0ePYtWqVXj22WdRUFCA8PBwDBs2DIsXL27hljafmJgYkXCX6wirYCHcQtx777249957NZd5eXlBlmWjeRMmTMDu3but7nPTpk1Oah3DMAzDMAzDtH+s9cnVREZG4qOPPrK6zqpVq7Bq1Sqz+ampqWbzZsyYYdbfbymio6MRHR2NDz/8kOsIq/BwdwMYhmEYhmEYhmEYpiVhIcwwDMMwDMMwDMN0KDqEEH7mmWfc3QS34uvr6+4muJWOfv4AX4OOfv4AXwM+/459/gBfAz7/jn3+AF+Djn7+jZhnB+vAdAghXFxc7O4muJXa2lp3N8GtdPTzB/gadPTzB/ga8Pl37PMH+Brw+Xfs8wf4GnT08wcAWZbnursNrYkOIYQZhmEYhmEYhmEYRsBCmGEYhmEYhmEYhulQsBBmGIZhGIZhGIZhOhQshBmGYUzIi8/DsfXHUJlf6e6mMAzDMAzDMC6AhTDDMIwJmXGZAIDCRE6u6ExKUktQklbi7mYwDMMwDMOwEGYYhmFahks7L+HSL5fc3QyGYRiGYRgWwgzjDuqr66HX6VvseMXHi1Gc3LHLiDEMwzAMwzCMgIUw4xL0Oj2KLhW5uxmtltOfnsbFny+69Bj1VfWQZRkAUJ1VjeTdyS49HsMwDMMwDMO0FdwihCVJ2iBJUr4kSQmqeWGSJO2SJOli4zS0cb4kSdI7kiQlSZJ0WpKkMaptFjeuf1GSpMXuOBdXcejQIdxzzz3o168f/P39ERgYiBEjRuCFF15AUVHrF5gZcRlI+TUFFbkV7m5Kq6Uix3XXpr6qHqf/dxo5x3JcdgyGYRiGYRiGaau4yyK8CcBck3nPAPhVluWrAPza+BkA5gG4qvG1DMB7AAlnAC8CmABgPIAXhXhu66xZswaTJk3Cp59+ipSUFNTU1KCqqgrx8fH45z//idGjR+P8+fPubqZV6ivrAQANdQ1ubknHpL6Krn9peqmbW8KokWUZ6fvSUVtW6+6mMAzDMAzDdGjcIoRlWY4FYGrWvBHAJ43vPwFwk2r+Zpk4CKCzJEkRAOYA2CXLcpEsy8UAdsFcXLc5vv76a7z44osGl9bJkydj1apVePLJJ9GjRw8AQHp6Om6++WY0NLDIZLThAYjWSWV+JQrOFiBlT4q7m8IwDMMwDNOh8XJ3A1R0l2U5BwBkWc6RJKlb4/wrAGSo1stsnGdpvhmlpaUYN26c4fOyZcuwbNkyJzbdeaxdu9bwfv78+di+fTskSQIALFmyBEOGDAEAnDt3DjExMbjppps098N0bNL3pwMAqgqr3NySto0YkGIYhmEYhmHaF61JCFtC0pgnW5lvRkhICI4ePerURrmCqqoqHD9+3PD5p59+goeHZaP9vn372rwQlvUyck/movvI7vDw5NxtzqKhli3CAA0EpO5Nhb6zdoburMNZyD2Zi7HLxrZwyxiGYRiGYRh30pqUR16jyzMap/mN8zMB9FKtFwkg28r8NktxcbFDFqiCggIXtqZlyE/IR/bRbOTH59tembEfrWGidoQsy6irrLO5XtbhLFQXVaO+uF5zee7JXGc3zSrCu4Nh2iOV+ZW4+PNFyHr2pGAYhmFaP63JIvwDgMUA1jZOv1fNf1CSpC9AibFKG12nfwHwiipB1mwAK7R2XFFRgWXLliE6OhrR0dEuPYnmEBoaCkmSDGL42muvxbx58yyuL9yk2zKilm5DPVswnUl7F1zZR7KRezIXwxcNh0+gj1vaIOtl6Gp18Pb3tn8bdrVm2jEpv6WgtrQWtWW18Ovs5+7mMAzDMIxV3CKEJUn6HMAMAF0kScoEZX9eC+ArSZKWAkgHcFvj6j8BmA8gCUAVgCUAIMtykSRJ/wRwpHG9NbIsa9YVCgoKwvr16110Ns4jICAAo0ePNrhH5+bm4oEHHkBQUJDRevX19YiJicGkSZPc0UymidRV1KGqsMqQ0bm1UZlficBuge5uhl2UZlA2bF21zi4h7AoBmrInBcXJxexWzTAC8TNr3+NwDMMwTDvBLUJYluU7LSy6TmNdGcD/s7CfDQA2OLFpbufpp5/GHXfcAQA4e/Yshg4diptvvhk9evRAWVkZzpw5g71796KsrAwpKSkIDW0XFaM6BGe/OdtysbsOdkSLkoqQsicFfa/ti7Arw1zTpnZGcXKxw9u0d0s9wzAMwzBMW6E1uUYzAG6//XacO3cOq1evppqj6en497//7e5mMU6gJRNYOSq4akpqAKDd1LctSS1BcGRwixxLlmUWuEyT0Ov0OLHhBHpP6Y2uQ7q6uzlOg38PDMMwTFugNSXLchkiRjgmJsbdTbGLF198EYcPH8Z9992Hq666Cv7+/vD390ffvn0xffp0rFmzBidOnEBUVJS7m8q0Vhzsh7ZU7Kqsl50itq11tKsKq3Bp5yWk709HeU55s45z+fxl24l/OOyXaSK6Gh2Alk/a5io4Bp5hGIZpS3QIi3BbiRFWM27cOHz88cfubobrEXqmnfWfqouqUZxcjJ7jelpdrznWxNKMUgRHBjvH+tJCsX3p+9NReK4QI+8ZCS8/1zx+hLi4fP5yk7avqzDORp17KhcRoyMsri/LMqQWDIqUZRmV+ZUI6h5ke2Wm3VCUVITi5GL0n93f3U1hGIZhmHZBh7AIM45TWVAJfYN27VXGNonfJyLneI4hK7ZFmjgAUJJagqSfkyyWnVKLY3usoqIUkatdGssyywAADXWucxO/+NPFJm9bklqC+C3xRvNstrWFB3Hy4/Nx/vvzhmvJtB1yT+bi/A/nzebbY0lN2ZOCktQSVzTLeXCyLIZhGKYNwUKYMaOuog6J3yUifV+6u5vSZnF1HU0hXC26Gas6ohdiLtjcX9FFSrju8ozWqo5ydXE1jq0/hqQdSShMLHTpYXUVOlQWVNpcr6qwyqXtcAbVxdUAzC3XjHNRD2I5677IOpyFitwKVObbvhddhSsHoRiGYRimLdEhhHBbixF2N7paci2tKmj9oqCt46qYOkuWXZEUyxL5CfkuF/EAcPnCZeQczwEAlKaXIi02zaXHKztThsTvEpu0rS0reUvHRXIiItdTVViFExtOoCS1BMUpxTj37TlcvnAZ+Qn5Tql5LgYzWpry7HKc3HTS5d4EfI8yDMMwbYEOIYRFjHB0dLS7m9K24L5Mq6Guog6ZBzNtiq6yzDKr6whLspqCcwVGn0WNXlcg2pZzLAfFlxwvP9QqaWfx7QwMFtvSjFLUlpLXRWFiITIOZCD9j+Z7yqT9nkYDTk14xjZn4OXCdvIOqcitaPI+1Jh6pIi2cdIshmEYpi3QIYQw4yAt2Idpy5aDirwKI8tKfXW9426Hdl7r5F+TkXc6z6qLZllmGS7+dBG5J3IheSjXtbasFhf/dREpe1KMrndpRimqLleZWYkr8ypRnlOuaRmWZRnxW+Jx+aJ2IqrCxEIcW3+sxdwvW0OHuzW0gbGfhC8SUHC2AOXZtmPnjZ5PjW/tzXpenlOOM1vPGJK3mSLrZeX378At1BIeG7bQ6/Q4tv4YEr5IcKubN8MwDMM0BxbCDNNEzn9/3igx0+lPT+P0/07b3E7Wywb3c3viVsU2mqj66SK+t+pyFcoyywwdfSFaz3x5xmj9pJ+TcO6bc2a7zD2ZiwsxF5B9LNtw7PyEfNSW1SJ1byrqKuqQ9ru2K3Pe6TwAVhJ0ub8Pr4lVMWtrrKYJ59Qc8ezqeOr2Tm1ZLdL3pePC9gsWvR/E91NVWIWiSxQ/L0SxLFMJsOIU6x4NOcdzUFNcg6rL2oNXTRW09ZUujuO3A/U9aOQq3gRhzzAMwzDuokMIYY4RZloKm1miQYJ0x0M7oKvVoSSlBHqdHun70ptkRdVyLy5JKcGBNw7g99W/Iy/e2Iqsq9a2TmkhLMXCJTThiwRDUi0tMg9lGra59Msli5awVk0THBS03M1dRVmW4oHAlujmU5lnPBCVEZeBExtPGIRcZX4lqi+bxPPKwNmvzyJ5V7LVfcsNtBO1d4bRcllu0neY8EWCw9s4m9ZglWYYhmGY5tIhhDDHCDuH+qp6o9iyirwKl8aTtldS96YCAHY/vRtVhVUoTCxEwdkCgwVWEwv9Tl2NThFiqv52WQYJpiPvHjHEOAIUm5h5KNMoWY8t93Qtd2xZL5sJ97xTeUafT20+Zb5dGxRvtq7PuW/OoTil2K5BEHv3aQlHjsGYY3r/mYrU/Ph86Ou1r7HBSny5yq7vQYhF9TFkvYwzX50hK7EMNNS2gwzOGj/ptvg7ZxiGYToeHUIIM03DtLN+9uuzRjUwz39/Hkk/JzV5/yJGtaMR2j8UAODp44mK3ApkH20UwE3sOwrLU+7JXM3l6mtcmFiIvFN5uPij4tJdkVeBoqQipMWmGVy21Viy7J7cdLIJjXV8k7ZA8q5knP36rN3r2yMUqourzWt5t9Pr5yrqq627EVv6HjTnO+j2K2JnhRAWOQVSfk3BiY9PQNbLhkExrbJlteW1OLb+mGYMbkVuRbOssq6y6LIAZhiGYdoSLIQZu3G2q2vSz0k2MwcXnCtARZ79GU6Pf3wcGXEZTWpPUxM8laY7ZhUX5xzcK7jpxzXpb9ZV1qGmmNySq4uMXTnzTiqW2tpysg6rO6yVeZWIezMO8Z/F4+BbBx1vSysk63AWMg9lOrxdc5K32ZtEyR50NTqc3XrWLEMxCw3r1FXUGbn0n/70NCWt+uoMagtq7R9IcKKVM/G7RBScK8D5788bnqHFl4ohyzIKzhQgZU+K5naifF3OiRzDvKKkIuh1epz/4TwuX9BOWGcJtfW5uUJYfS2sDhowDMMwTCuGhTBjhjs627knc1GUZB5/mv5HOs5/r1ihZVlGfXU9qourkfRLklk9TrlBRn58vsPHr7pchZObTiIvPg/FyY6V9VF3VJWGaK9bklZieF9XZhxbas91L88uR+4pDcuvatPL56mDHDUjymw1S/GsomNcklJivsyJ94Or7626ijrUVdThxMcncHJDEyzWWjigjdNi05xyjmJwxLTMjbD+04dmH6bdEb8lHme+OgMAhozuJaklqCmpQfmF8ubVAJbJ/V/La8IWYkBDDEQBQPaRbBz890Gc+fIMSjNKUZFbgarCKpzafAq6Gh08vOnvWXznVYVVOPD6AcRviQdgf6I9QUNlAy5fuIyipKLmW4RlO94zFknfn45j64+5uxkMwzAdniYJYUmSAiVJ8nR2Y1wFJ8tyH46IgqKkIugb9Mg+mm3uEtpIzvEcnP70NM5uPYvStFKc3WrbHVVXpTNkM9aiprQGidsSAQCZcZlI3p1s06VSbcW1ZkU0Pf+6ckWIqjvF9pJ1KAtZh7KsrnNp1yUAwOBbBiN8YDgCuwei9z29AVjOOOvpQz9nT98287MmTG6v4uRi7F+33/DZ1Npu63ttLoWJhZpurs5CLWC4bI2DyMCpT4zj1nOO5WgKEq3nVlFyEY789wjOfHHGME9dPs0e1F4DBYkFhvvzj5f+QO6pXOSezIWuRmeUFE1QnkWZ2EX8f1PEbNybcTjw+gGnuEbXV9ejrqJO81qx54J1Cs4U2F6JYRiGcTl2CWFJkjwkSbpLkqQfJUnKB5AIIEeSpDOSJL0uSdJVrm1m8+BkWe7DUuIZLWSZyvTkHM/RFK6yLKM0zT43ZLV1uehgETIPZlp07U7enWxsaQPMPpuidmc0tdoB0LQi6hv0hgRSPcb0QF25difSHjIOKO7f6n3UltUaOsyePp6Y9NgkzFwzEz7hPpA8JE0h3FDXYOiQy3qNTLYONLG6uBrbl283KitltCsb19VRTN1KTS3eP//jZ2QeVFykLd2Poi6qIV4bynW1NNBRWVCJ2JdiHXLdby7q791R19iOivj+6oodyO7deJvWVdQZyieJjOmF55XSQZbuc4B+S6b3o9oLJPdErtG9VXCmwOCNInlIRuWaACVjuE8nH8P+7SXzUCYqkpX7tLlCVZZl7Hx8J+LeimMrMMMwDNNmsdci/BuA/gBWAOghy3IvWZa7AZgK4CCAtZIk3e2iNjJtEJFNOn1/uo01FcoyygydO9OsrBW5FTj96WnNDMYCtbUvZU8KSlLJzdeS+CnPLse5b8+Zl0exA5vW3MbOoV6nN1gIS1JKDBmcg3sGQ6/TO1TOyOrhZBk5x3Ow68ldAICwK8OMlkuSBO9Ab9RVmYuBmlKKqQzuFQx9vd4QYylwJAa68CyJBLU7uxr195p1OMtQ49hhGvWDaVyurJfhH+ZvNO/kRtsu0qbfw95Ve/HjAz9adaW98MMFlGWUmcXxNifOWIvk3clI3k2lepoax94ayT6a3ardQysLKrHz8Z04sO4A6qvrDWED9v5mz359Fruf3m34fQGNz43G26MkpQR1FXUI6RMCAIYYf0D7HhIiWTwjiy4WaWZm1yLvVB6qs5XnnDOyj8sNMsozjeuFGwQ2i2OGYRimDWCvEJ4ly/I/ZVk+Lcuy4R9UluUiWZa/kWX5FgBfuqaJjNtoTn++sSNkqeNenKIdh2uwgphYO87/cN5msi61NQ9QWQc1OmU1JTW4sP2CVWFtDUmSUFNaYzNO7/Snp3H6f5SwR+3u6BfqB8AkAZlJO/U6vf0JymQg4UulvujgPw02W8Un0EfTIiyEb6eenQAAh/59SNmtDcuR6XL1YISWe6dhWWYZTnx8AnFvxGH78u2or653Wibb+sp6dB3WtVn7qMgh65lwQ9VCuO97+XnZv2MHf1O1ZbUoTi52OG69LZBzXCO2vgVJ+DLBYqZ1WZbx28rfDJ9/eeQXw6CLrXs150QOyjLLkH0kG/p6PbnBqgZuOvXsBN/OvobzD+tPg1YnNp4w7MO0rJMsy4aBvbqKOmQcyEBdZZ1DCQwbKpVnsYg/bipqz46CcwWGNh774JjFa8owDMMwrQ27/g1lWbYZ9GbPOkwbQZ2PRy8bJXhqzr7UmFodBYYOoIOaqK6iDoXnCo3m6XV648Q2qr5lcy1r1UXVOPreUfy28jeERIXYXP9CzAUkbCGhOmP1DIN4staRPfftOfssPjJ1QkMiqR1jl49F536dzVbzCfIxWKTVFicxr+fYngBMapva+h5MlqvjY02TgamJ/Wes0ee0vWlOsVJ5+XmhvqoePgE+GHXfKAAw+350NTqbolvETJdnl1sUr8IrQG3xs4kTtH7xpWLkJzieEM7dWLKul6SVIHFbotPjSq3tr7qoGql7UnH0vaOGeer7T8vlWQg+yBSfnXU4S/M+yj6SjYs/XYRPELkwF54rNDzX6srr4NvJF7UltQZPlN7TKH5fhDSI9qkFZX1VvSG/QFlGGU59cgrHPzxu/QI00lDfgLTYNBTuV56P9RVN+7sW56seUEuPJY+IhtoGZMZl4uh7RzlG2EnodXq+lgzDMC7E4WFhSZKedkVDmNZJ1pEsXPrlksNJYdQcW3/MLLuzLRz589c36DWFbdahLJz65JTBNVot/rKOWE84JY6fF59nsSyOcJW8tOOS3W0FgKAeQYoQtuJmqR4ssHk9ZBoM6DqkKyLGRGi6Vgb2CDTEs6oF66VfqP2h/UMR0icEQT2CzLY99+05bF++3fBK+U275Is6JrKqSNvariWItFy2m0JQ9yDUV9XDO8AbkRMiEXZVGDy9lQRgDXUNOLX5lM0SW+J+spZcS7iyql1aW4L96/bj8H8Ot+gxnYG6drWalF/F8GQYAAAgAElEQVRTUJlf6fBAyPGPjlu8D22hHjQTllZ1XgK1NXjGmhkAgNoS5Tmw98W9OPHxCe2M8Y2I30JFXoVBCNeW1cIn2Ad9pvcBQPG+nSI6oe91fQEo913W4SwahAEJZDFYpfY+UAtna+xftx/xn8Wj/Iyyfk1Z0+7ZM1vPIONABmorlGuRdSQLhYmFyNjftLJ11qgsqKT/jyLHw1faAyc2nEDa72nubgbDMEy7xaYQliTpK9VrK4C/tkC7mFZC3inqHDa3hvDZrWcN2YwB++Io7c2qfOLjE3Zl0K26XGVYz55OZEMdWTgubL9gtkxtabbn2MKNdsDCAQCUDq1pKZa8+DwcW3/M4RItsiyjtrzWkEhHi8CugagrrzNz9xXC1DvQG/5h/oZBC7WbuhDLgjNfnNFMrFVfWU8xuhI0Y691NTr8/ODPAIBhdw3DvHfnQfKUnFaDt0HXgPrqengHetM5BXgbiX5xrmZZW1W3o9plt+hikea9Wl9db2hzfny+/QM3drpGW3LZVx/HGRb0lsTZWa5lvWxIYKWFGADT+m5EDgOAQipkWUZlfiVkWTb67U1+ejKCugcZQhlMXZatfU/CglueXW7wBKgtr4VvJ1+D8B108yAANAgFUHI3taAsSipC9rFsg9dBaL9QwzLh3lyaXor8M5Y9BLSedda8NaxRW1qL/IR8o+z3dZV1KEkrMa7b7SQjpggJcLRWe3uCk+IxDMO4DnsswmWyLN/e+LoNwG5XN8rZcPmk1oFWjVpTqi43dixlIOHzBOsrq0iLtT1qfiHmAhK3JdqV5VdtvdKyNqutgJX5lRZdvQXCldA7iASal7+5a3TBuQKDVSrrsHWLtSmyXkZtaS38QvwsriOSSJ3friSyyjmRg4qcCnQd0hWSJME32NeokyvLMs5+rV2iqra81tw1urIevsG+8Avx07TiqDu0AV0C4Ontic5RnVFTVNNkF8ATG08Yrlt1YTUgA97+2kJY3V5L7vFq7wUxEGRKeVa5URI2h0sm2ThVkRzLFCPX8wrnWNFbiob6BiTtSDIT8Ab3Yid7gBq8WDT2W5RUBL9QP/gG+6IktQRZh7JQml6KU5+cwo6HdgAAek3pZRCeYhrYPdBoP9WXq1FVWIWUPSlGbtL1VRRH3CmyE/T1elQVVlF29toG+Ab7Iqh7EOa8NQe9rukFAOgU0cmwrToc4sDrB3B8/XGD4I4YG2FYJkoXJe1IsmqN1fodOuTOr4H63quvpHNtSn1lW4jBJnYPZhiGYVyBPUL4ZQCQJKlL4+fnXNcc18Dlk5qG2hLWUh0RYeEpz7HP7a8p2GMNVlsotc5dCOGJj03EkFuHGK1/+cJls9hBIWB8Asli6+Wr4RotK4JZLbLsyaxbXVQNvU4P386+msv9I/3R82qKAfbvTIJY36DHsfdp3yIm1ifIB3WVdUbtV9d0HnDDAIxaMsq87Y3UVdXBO8Ab/uH+qLpcZXYd1AMG3YZ2o/aE+5O10IFbTH1v6uv1hhJJotSNGGgwFcLq71IrvjP3ZK55giwtK64HbS+scs6yaNtCPQDTlGzn7iR1TyoSv0tE6t5UzeXp+9KdljBNPciRn5CPzIOZuPR/lwwDT7JeRkB4ACKviUTxpWLkns6FXqdHZpxi1RS/CQAG9/qQXkq8uXegNyrzK5FxIANFSUVG97YYTBKJsCryKwz3iAg98A7wNtzHgd2MBXZRUpGRS2zSz0mGbQffOhg9x/VEQ22DXfdd9eVqeHjRfSqEfFMswurngBDCXn5e9F4GGmqUa+6M7OaFiYXK4CnrYIZhGMYF2BTCsiyLIKwNjZ8t+6IxjJMQnfysI1nNtl40lYQvLFukq0uofcLKGtAlwLBMq6MvzkG47FpyjRbYGnhI+DIB25dvR3FKMWRZNsQT+nX2M7RLdORH3jMSoaNDDZ1u0b6kn5IM+xt570gAJIQhG2fc9vTyhKevJ659+VpcNf8qg0Uv82CmWTsbahrg5eeFgK4BqC6sNsscLURprym9DPP8QvzM6q3axIKLsdhPpyvIwuYd6I2G2gYly62quVqJyI6+d1QRQ5Lx96pG1tGOQvuSpbCuvM5uV35r7bdG4rZEI4u6Zv3qVoy4V0y9JwzlgJKKmlSTWcsaf3LTSciybNj3yY0noa/V4+BbBw3bBHQNQJdBXSDrZRSeLTTLZD/4ZiXzusio3n9Of8O8rkO6ojK/UvM3LARql0FdAIkSnIn7IygiCKOXjjZa38PLw+heO/D6AcRviTd8Fr+jrkO7ov/1/dFjTA+ab5K7oTK/Eim/pRj9LisLKhHQNQB9lvTBpMcmAWhajLB64EtsH9A1gKzfsoz6GpW3gqO/Zw0KE5U47vZiEW6ob7C7ZJjDXiYMwzCMwziSLMu5xTGZNkVlnvPi+6qLqu1y/a2rrMOJj05g91O7DR2huoq6ZsdG2mutMLgta/TBROIc4Yqsth5pIayMfsG0vhDCl3ZaSLRlcsza0lrIehkJXySgOKUYqXtSAQD71+4HoLgcC2vvkFuHGOIZtTqRdZV1htjn3lN6G1yJRWe8IrfCkChKV6eDp48nAroEQJIkg0WrMLHQrJ26Wh08fT3h19lPcwBDdO6G/XmYYZ6Xvxf09Q6UioJ2jHldRZ0hG67aNRowyYSthQwz99Kug7sCHtrHEveQbwhZ4I++fxS7ntiFhvoG+zrtdqxy5qsz+O2F3wxirjK/EmUZZfj/7H1nmBzHde2p7om7szkAi8UusMhEDsxBBHOUaMmSJUuyJcsWaUlOsp70rKdny5btT7JkZcl6orJsi7SsRBOkCJAEI0gQJPIi7mIjFpvzTuqZ7no/aqq6OkzahAU45/vwYWemZ6amu7q7zr3nnktUAhBmwpSvCd3FBD8mmQziMtX8pgM3u7Lj7ONn8cRHnnAYY+39zF7ERmNQvSpK60sBpOZ7So1x02duwv3fvd9yTjfd3oSd/7ATpUtLseOhHdjxpztQXFuM6EjUtfaZm1uFFodQ1lCGrpe6xLkaKA9AURVUralCqM40prv1n2/F1X9+tetv4e28KlezDDPvE27/7q59XRhpGbG4OkdHoiiqLoKvwgd/mR9EIdOS1cvzevA4q7EvayxDfCIOPa5b7hHZSkVygeW3XR48GCOtuc/vixUALqCAAgp4MyEfInyZ3IoKyAa3hfzgyUGXLaeHdNJIO4ZOSu0+IgkMtwxjzyf24MmPPQmAEYHpSClld9hcQCm1yAKNpAEtokHxKmKxzKWH6cD7DfNMJd8+NhrDsf88hl0P7cLQmaG076cGRWQ4go7nOsSCGmALbT2uo+1pVlMqS6M5qVVUc2xLrmby6Fe//Kp4buN7TVLKSW7/sX6x+NY13UIKKldVwlvsFb/F0A2xsNY1HapfhTfoBdUp9Jhu1n2DmUwpXsXi5MwJUj4LP7dsyfGfHRcBFh5o4J9txNnxy2TYZK+FLqoucu27DJimW/5Str/5dhPnJ2blSkkpZW7K/WGLc3VkKIJQXQjFtcUID4Zx8r9POlopGUljYRpppeIJejJ9UELOAuaKrpe7XJ/vO8raD+3/2n7L87zeNqklsXgby6ye+K8TLJhETJWHDEVVxLlRt70Oddvq2GNqzin5usnnsr/Mj/IV5RYZO2+rtHzncmGex8FNuewY7xqH6lPFfPOX+uEJeBDuCyM+GRfZZh7wkYlubDRmmn0RAsWrTM/8UJrX/FwpXlSMZDSJ6EhUlCUAcARokrEkjv3nsWm7P18uGeGul6xzNePvujx+cgEFFFDAgkYhI1zArKDnQE/OrrBuTqtjHWOOtjrDraZbZmw0Zlnwdjzfgef/7nl0vjS91hKTFyZx4ucnclpgUZ3i8A8Oi7Ef/uFhJCNJkW0sX+7s2Qsw6TBfEI61jaFqbRWIQlB/dT2W71yO6iuqUb68XPThlPuCyq62ACPCcksXjpIlJRhoHhAZGNksa8XtK7D2bWstJJZLeXmd9LY/3mYhynyh3baHEWtKKfS4LmqaOYTkmFK0Pd0mZJx6XIfH5xE1up0vd+LUL0+JBXAikhDklINvm08WKTYew+CpQUcghGcbORFW/ey30wTb7sIbF1w/j1JmbBSsCuKur92FnZ/bCTWgplUP8OftpEkOUswEvOYZsJIa7jrsLfKK32o/7w7/8DCO/cexWRnHdDHZO4nBk4NMnkwptClN7DMuK59r8Hp8HnSquLrC8rqiKvCXmIGj1qdaUVRTJIiqG+qvqRd/80AQP5e0SU3IsYdbhqF4FFYvX26dI+VN5vWCEIItf7gFm/9gMwCgqMpdij/WMQZ/qV8EkAghKK4txljnGF74hxfwyhdfwUjriJBkn/mfM6AGRWwsBm1Ks4xB9amWet5cMN41bgmGqn4VpUtLRbAtNhbD6LlRcT7ERqzn8sT5CSTCCUtv5LxwuZLCTDz4MiH/BRRQQAELGfkQ4U/P2SgKuOTRd6QPp39zelrvPf6z43j58y9biCAAy4I0PhEXC1tfyCeyYOlMX1qeaMGJ/zqR9jtf+IcX0P5sO5ofacYL//hCzosOTjoS0YQgwivvXOnYTgtrOPKjI9j/lf0wdAOTFyZR1siMdkobSgHCeojKJIfXIQJWs6x0KG0oNfvdhhPwBDyWzLTqUx09gflClT/PDbQARhg4cZShazoUn/VS4fF52HdTU5ZNDQojaYiMMGBKwnkGVw4gcPBtuZw0F7Q/247XvvYaXv/265bnk/EkQEypOifwWfcnZSQ+VBeCN+hFaFEIiqqw2mKXECD/PG+xF1VrqsTzql+d8QJW13SLhHK0dRT7/mUfpvqmoE1p8IV88Aa9GSXGs2FWNB3omo62Z9pw9vGz6Hq5C4e+dwjH//M4xrvHxZjmK1vNs578+0KrredCcU0xQFiLJIAFvEoWl2DZW1iPX8WrYNP7NlneI9fx8np8Tj7P7TkHUBak6z/SDyNpoPHGRqHS8BZ7cedX7oSvyEq0PQGPOAfkPsGLNi/C9ge3A4Bwm5bP79KGUoy1j0Gb1BAeCDvKLJLxpOizLCtFVK+at8Nz61Ot6D/WL9QxvpAPZcvL2D4EC3zEJ+IoW86ucdPpra1rrH7WTRXwpiSFb8KffDlipHVEKMIKKKCAhYeciTClNPdeNgUUkAe4O2r/0X6c339eyO6GT5sZ4UQ4IWo4E5GEWNwaSQOUUpzff15ISCmlOPM/Z9C+t13+GugJHS99/iVLX8bOFzoxeX4S53afw66HdmHXQ7vSjjMRTYisNM9s2vuKckQGWdY7PBDGVN8UjKTBCDBY1ocQAn+J35Idz0Rs5IVg021NuOpjV8ETSJFRwha98iI6HTgJneqbQnlTuaX+tf7qehBCUN5ULhb5sbGYyPLKUP2qo+6WL65VvyqyvLKsF0jVG0tke9uHtoltu/a5S1zdwE2V7LLgZDQJj98DohAsv2W5IMR6XMfez+xNK4unlELXrL9TURXWK9lFfs9JneJRcO3Hr8Wt/3wrFm1ZhEB5AM2PNKetW80FXfu6LJLsoz89itG2UXQ834HIYASB8gA8QY9j3y4EDJ0eEr1fORKRBJPJp/aZG0nvfrXbYayWCbHxGLpf7cbuv95tKVuQIct/iULgLTMDMNv/ZDtW3LkCAGuNtOKOFeI9PGBFCBHBN/lzOLxBL0CsMn1qUHS/Ytaal9SVWAJcvmJfVlK36b2bsHjbYlz1satQt71OBGJ8pT6L4sMegHMocigwfIZd6+Qx5CuNlo/X8f84jic/+iQLvPk9IrA2eWESVKei5no6tet8PrtmjS9TUug2F3hgJVu5TQGXBtr3tlvaMRZQQAELC3ldaQkhLYSQXxFCPksIeYAQsnxuhjW7KPQRnh5ylTqnw8i5EQyecq8tppTi2U8/6yCeR350BG1Pt6HnQI8lK6ZFNEvrE26A0/pUK/oO9+HIj47glS+9AiB9e6SxjjGMd4w7Ms8AcPrXZjY73YJc7q+biCYEgXODTHB5VrSsoQyr71sNgGV+5Ix3sCoonJ/dwDOQxYuKseH3NmDR5kVM4pjKyiZjjGBWranChndvcP2MJVcusWRjudETR+1G1s5I7mmaCCccNcIAy7gm40nLQq7/CCOZ/Uf70xojGQnDUh+seBSxreyInAmDJwcFYSWqNRAhBwQqV1ai6dYmAEC8L47IUASnfnUq7efqcd1C0vlCVDhOy9umZPyKqoAoBEXVRahcXYlwfxiR4YglO5dvPeZIywi0Kc0ioQWAjuc6ALA54Al6MgZOFiJ4CyCZwGtTGhLRBI7++Che/NyLOX8WNSiaH2lGIpxIa+QnZz2LaoqgBlTU7ahDw/UNWHLVEktJwJq3rkHFygqsvm+1I7i1+f2bhdu7ojJfgIYbGrDi9hUAZeoT7jhNKbUQY6IQUW7As8lu5msylt28DFf+6ZXmtqnpFygNiAAV4Gy5xF3EB04MQAtrGG0bxVgnC8jIEn7Vp+Y1J+UMPg8EJmMs4OQt9kLxKOIax+fsdIye+PnmFiiZrbZa8w0trIlgnWsARHoqOhJF174uND/azO6bhWK0ywYXS6FTQAEFZEe+IcfvAugDMAzgHgDNhJDjhJDPEUK8md968VDoI8xke3KmIiNmac3xyhdfwWtfe83yHJe9de/rzmicwmtyuUwxEU4ABKjdVOvY9uB3WTsKToBlibac/eWR9kwEFkDaBbn8uYZmOOpmZcg1vq1PtUL1qSheVCxIZunSUvhKTCLM+wDLhlnRkSh2PbQL554+J8gDJ3YAkzjqmo5EJCHqeMuXl1uyRjKKqossRNhtu+p11Y5so55wIcJ+k4TL2wHAFe+4wpER5gtZI2mI3rscfPGcK7GbOD8hMk5UpxbCk4wmLceX/974QEp2nW5u05TjtfQ7iYdYfpcMQYSlrE31WtZqnfc+PfSDQ+h4vgNHf3o07wzxSMsIfCGfq+Kg5ooaeIPeBZkRTrd4l1s9ySRszyf2YPfHd4vHuSwYec0xD1Cka9UjzycedNrx4A5s+cAWc7gpUurxe3DDp24Q7Y7k3+It8lrOm60f3IraDbVQfao4/vu+sI8RRmr+vg3v2QCiMpf1FXeswLYPWVsm5QoeoCIKscw3ohCse/s6XPXRqwCwwGV0NIoD3ziAg989iKn+KVFuEKgIoHg5I86q16nmyITW3a2uz6t+FYQQBKuCYs7zPsv245iPkzrfllKKzhc7ERuLpc36L3Sc283uu/HJuGsAVtdYL2hKKU7+4iQGT7DA8WTPZMbAaAEFZMN493h+Lf0KKOBNinyJ8PsppR+llH6LUvqnAG4EsBfABICvzProCpg1jHWMOWSkuWI60fh0GYHOF5kM2r54Xfu2ta7b126uhSfgYc7DFChf5m5MxbHroV0W8iu7I3PibSfgbnWxAMs87v747rTSWNWnWrIyw2eH8dRfPYXRc6NiYQiw1ie6povsIYecEeaL5P1f2S9Mo3hG/NQvTonFtUzyVJ8qCFkynoQayNzCCYA1I1zqd7xeurQU/lI/9Lgu6m3tmVIgVSNsW0zz7GzjTY0ZM8J2yR8/prkSOyNpWJyo5XnNM1VsQGb9cWKSfbau6Tj+yHHs+V97LIv1ZCzpyHzzjKGRMHD6sdMWQsB/u/xbuDMvD7hQnYq5aFdXuBnGid+XWvT7Qj403c4CH41vaQTAetcWVReJllMLjSCky3bKknSeMRXHWzq95OOaDn2H+9D621aRqXQLoFCDWuZnuvpzt7ZnXLGweOti6QNT/0s/z1vsxZUfvVI8HjozBD2hIxFOYPX9q9F0SxOIQqDHdax/53pBaNMFC9a+bS3W/c46x/Pr3rEOilfBoq2LLM8HK4NYdfcqLNqyCP5SPyYvTOLcU0yJEBlk18vYWAxEIQiUBVC6oRSb3rsJik/Jq0Y4MhhBz4Eeh3qnqIapIGQ1S0l9ifjN00ZqX7/29ddw/D+P45n//cwlK40W15g04z/5y5NofrTZUTc/2jaKC6+7G/sVUEAmxMZiiE/G0frbVtFNooACCkiPfInwOCFkM39AKT0C4FpK6b8CuGFWR1bARYMcRdTCGp74yBNClpkreOuddLAvlPiCH7CSi6KqIgTKA5i6wD5PlvPKbX/sny0Tt/HmcUSGIuh8npFwLjNeefdK3PjpG3HXV+7C6vtW44p3XCHeQynFa19/DYlIAs9++lnnd2g6/GV+rLp7lXjOX+ZHMppE/7F+jHeOo3JNZcZ9wOsPV961EvVXm260z/zvZxAdjYqsOGAu9mXHZSGNBlzreN0g7xc3IkwNKjLFnNC5SqNTGWE508OPqTfoFYSdj5tLNA2DZYTXvX2daB3DAwLJaFJ8ZyZQSi3EZvK8mTlJxsyMMCFE/K2H2diiI1F0Pt8JbVLDkR8fEe/reL6Dybb9KnwlPqh+M9uX1JII94cx3mlm+Q2NzSF5rvqKfVB9KiZ7Z5bJ4fusrLEM6x5Yhzu+dAc2v28z7v/u/bjmL68BYO3Jm448nvp1ehn4XCM2HsOuh3YJAsyvKYGKABLhhOMYcshthtLBnimTM8xaWGMKihTZXnYzU5S4zXWAKSBkwziAZVp3PLgDi7eYRJjXDcuBpKKqItRuqMXOz+0EUQhGWkaETJuf23IZAB9TumBBaHEIRTVO1+jS+lLc8817WF9rAKvuWYV1b19nCdARlaDntR7Rms5f6mct14Yi8Jcxky2iEPhCPmaWladcX74Wcax961os37nc4nRdsqQEileZkRSUX1Pk/s9uwcjIUGR6baAuAuTrJKUUT3/yaZzbfU6c627lF9FRpgg6+PDBeRtnAZc2dE3HiZ+fwNnHzwLIHHAtoIACGPIlwg8B+BEh5AeEkD8nhHwLAA9lpu85UcCCBXf65Zjqm7KQXl77df6189b3ZZG6yQsXewY2PhF3mEd4/B6U1JegclUlGm5oEM+H6kJQPIogUrxWD7Bmeez9N7lpCwAM7BnA3s/sddwUluxYgvLl5VA8Cta+bS1W3mWaz/DfDbi39dE1HYGKgIUgcgLZ+lQrkrEkatebMu5N79/k+IzK1ZW46mNXYe0Da8Vjjmf/xiTfvhKfyJ45MsIpMsr792aDvAjnx7BkSYnI5lJKxWLfH/LDX+IXkmE+Tv7dyXjSKo3mRLjYy/YFMbN+fFFrJAwEK4IorikWBj68H3MymkTzozl48qUcnjnJaXmyBdGRKKhBGRGWTMM8RSkiHHEuzHsP9oq/uULB4/Ng/e+uR80VNSIj7Jbd4hk1u1S1qLbIPfvId3sOmS35WCsexZXEydLzdNk3btg2n+CKh5c//zIA4MR/M+d2Xl9fUlfC+nBPapbz8Zq/YgQ/ncw5E2QlQddLXTj1i1OiDKR0aSm2/tFWbP3QVtf3qj4VddvqxOPlO5e7ble3ow6b37/ZYZ5V1liG0KIQAhUBREeiaPktu675Qj7UX1NvbV22grVvStduDWDn5xW/ewW2fnCr43nxnQ3MrZlfY6uvqHYYZ2lTrJXTZO8k/CV+y/tVX37SaLtSQ/WraLypEWvuXwNCiMVJm1+vp0OE5XuKvU94Mp5E9yvdls899atTOP3Y9DoVXExoUxriE3GLX4Fb+QU3nZOvUxcDI+dGpnVeFjD/4IFkuRsFNeib03W9gAJyRPYUkgRK6WlCyNUA3gFgM4BWAJ8lhBQDeHQOxlfAHOP0Y6cRGYxgx4M7ADizLdzB00400y3owwNhFNcWWyL1z376WXiCHjTe0Ij171pvqYNVPIowkLr5724GwGpbOl/oxPWfvB6EEEycN0mpr9iH+mvr0bO/B023NiFQFhAk7ti/m71TDcPAVR+7ytFeR4Zco8tx3Seuw6tffhUHv2eNwusJHapXRf+xfkRHosxh2ObSLBvZAIDiU+At9iIRTjjaGAFscbtosyl3vPbj10Kb1JgUUII2qQkiIWeEFZ9iceJ1k3lav9D6kEuIeWYWAEAlkhVjmTsjYaCsgS345ffqmg7DMDDeNY7Tvz6NopoiVsfoVVDWWAaP32noZCQMxzh55jafmlcjaf0cnrUPVgYtxyXrPpE+D4CQly+5comoZXY1y9Kc0miAHR/Z8VmA1z/mUGbglv2XUbejTpyXyWhyQRoJ8fY5kYEI4pNxQWxKG0sxeHIQU/1TIpN97cevRaiOza1cMny8NzGHPMdE+UMqs+wJeITaomJ5BZDG/89X4rOY4dlBCHG0/QLYOT/eNQ5fiLVC44Zv3mIvKlexwFZpQykmuicQWhxCw/UNjs+wI10vYft7+XFfvHUxlt+yHIMnBjHQPIDajbUYPjsMalBoE5ooL+GQlSS5QK7vBoB7vnGP5XGwwjTiKqoqmjYRFqCs/zgAcf1sf7YdlasqQRSCpdcuFZvm03LtosAl+S+TfEM3oKgKmh9xBgATU1Y38nQdCuYShm6g/dl2+Ev92PgedwVWAQsHg6cG8eI/vYiN79mIZDyJRCSB2HgM5cvLseFd7iaaBRTwZkfe/vyUUp1S+t+U0r+llH6NUjpMKQ1TSv9pLgZYwNwiW9aIRxZlh1XAKfXi4IZS9hq0ZDSJtmfaMNwyLLKtK25fgXu/fS9W37vasm1ZQxnu/+79YiFZs6FGvOYL+bDlD7bgti/cBl/Ih2U3L0PjjY1ovLERtZvMBR8BMWvyJMjZC3+JM9PGCWtkgO2XYBVb5PGF9evffh3NjzSDGtRBhO2ky+P34K6v3IXb/+V2VK2uQjYoqoJAeUCQAsDMJHPJpX1BS3XW1zMnImxD1VrnmDxBjyDCqk8V5DRYHbRsp/pVYQx0bs85DJ5ki3DVryIyEAFR3Mmtm/EWgKx9cWVwFYPiUXDjp2+0vBYdjcIT8IjjBmrWLhfVFOHeb9+L+797v/lZqbnL5fIenwcgLLPJx+lGNPn2dtdqb5G7iRUnrrm0uBL14GnM2JbsWCJKBKbTr3U+IAfOBo4NiIwXz4qGB8KIDkXhLfaiel21a4pTGBgAACAASURBVE15fCKOk7886UqOZRWL/B6e+eRkQ97fSiD97W7Fbax9UunS0rTbuIK3Nir2IRFJCPJStqxMZI95AMmNSOcCPg/t17OVd65E1ZoqZqpGCDa9fxOu/atrUbWmipnohRPQpjT4Q35LpluoOXJEtr7PfC4ShUBRlWkTYa68MZKGKEPgZolyB4GLjUQ0gWP/cSyj2ePgqUFrxwTpEiLPV9egWQpyFtZNlTSfkDOMBSxcHP7BYUx0T+DsrrM48I0DOPz9w3jmU8/g0PcOFbLCBRSQBoVGdQVkBL9p22/YIy3mwsRtMa7H3BdC453jOLebGbqsf9f6nMYgZwB4uw45C8Fx9Z9dje0f3i4ec1dVb4W5AJUXaG59Gu0yVL4Idau18QZsC1sC3PnlO0VmmGcU7ZliN3CZLwDc9JmbsP3D27HmbWsEGYpNsH1sl0YDgK/IlxcRvuurd+Hur9/tug/LGsoEeYiNxZCMWLOTNRtqULm6UsiwE1MJQVRiozGoftXMirmQW13TLXWTHPlkhHlvX0VVnDJTysiPCK5Q8zh7Ah7x97q3M1MiTmhFRliSl/N9r0UkmVlqMZHUnNJoIEWEI9l/RyZSJPoxZzA/4yZtA80DjgUONSh6DvRclEwxPzbx8ThW3bMKql/FRM+EIL2cHCajSURGIoIwFy8uBlGIZQ70He1DdDgqWhPJsJAJ6T08a8Zrkpffsly8Zi8dWP9O8/pTXFuMHQ/uyJuscuLN+2rzuVK6xCTUi7ctxtq3rXVVhWTCqrtXof6aemx49wZsep+ztKKougjLdy4HIQS1m2oRrAii+opqcQ2bOD8BalB4Q15rQEBVcpqjHNlIrWgt5WPnwnSJ8MBx0/SOj6+iqQL+Ur8wm1sIi/mJ7gkkIom0PckBJtHvesm9L7qlpj0DwZRf433TCyggE7hJp1xfDzDlRKFe+PLG5IXJwnVimigQ4QIE5DYVlLK2NPGpuHhNBnd/BtxNefhivmJlhaVdznALc9EtXlTseE86yAZZbllcGZwohgfZwmnV3auw/I+Wi9fdFpSZwM2Jzr963rEIs2f3CGFmNJz4ahO5R9Fl0qJ6VSy5cgnW3LdGkFsuAeTfGaoLiexVrhlhOTOVKTNZ2sA+d/jMsKM2ufGGRjTd0iSMubQpzZI55eQxXUaYG1K5Idc+wnrSKkve+bmduO4T14nXE9GEICjUoCYRltsqcTdpnvFOZZBVvyrUD5yIyqSBZ6rSSaOJSmacpeWf7XY8uUqCE8rOFzstsmsjaaDzxU4c/sHh3NulzSI8AQ/ik3FmulYeQLAiiOhoFOPd46yMIXVcjKSBZCQpiOfym5c7eyNn4DzyvJKJBb9+8fNFlhnbM8Jyb91pI5UR9gQ8SMaTpqxd8jIghORNggFWf7x4y2J4g15HbbIdcrDQV8q25b4Ksjs9wAgrDwDlArmeeOl1Sx2vWxQMhBFtt3KCbJCvr3zR7inyIFAeEO3H3IJ3lxpkM8pM7W1kInz0x0fndExpYWtpVUB+SKecmwtoU5qoK+cIVgax9YNbse2Pty3IEpqFjvBAGB0vdFzsYeSEs7vO4sxjZy72MC5JFIhwAQBMt8G+w0zC2banDU/9xVOibk6W0lFKoSd0vPhPL7KMlMuiJxljrXeu/+T1uPdb9+Lur98NAOg/wqLomQxj7OCOrYB7Fte+repXsfUD7uY4nEhkwoZ3m7U03ADrwhsX0PuG1bQkEbOSPJ6N2vHQDlSuqsSSq61utJkWw+luUjIR5iRt/TvXY/U9qwVh5ccoGxFWfSrqr6nPuA0AYbyTjCaFEsCeKeNkVgtrFsJCKWUSTgIHsTGSBqhBHeNUPArG2seQCCdyagckZMmpPr+hRSHLcTUShjgW1KAiECPX3NpdreXFPH8vJ/X2Wj0gPREeOMayWunah4nPybAo4sTD7Xjy80Y+f/hnte5uxeEfHhZBKzdCTg2Koz89ipFzcyM19QQ94nsD5QEEKgKIjcQQH4/DV+ITUnIRvJHUAfnI4+XtLH+njiM3jZGDaIpHEV4IswU5I8xbcPHH8wlCzB7DgVJ2zRo6ybJCdhLtD/lhJHNvvcV/0y3/eIvDxAtgZnuegEeYZxGFZJVTu0I6Jfh+9Qa9ULwKoiNRjHeNX5Q62ZnAzSFc9rLgZDc2HsPAiQEkY0nxnDapiUCLNqXN2I0+E4Zbhh0kqoBZgHxvnEZwKB8MnBjAVP+URYF2zzfvwQ1/U2joMl20PNmC4TPDM/M8KGDBIy8iTAj5a5d/f0wIcWcdBVwysLtWcjdOnlmxu4xOdE1gonsCR3/iHqlOxpl7L18IeAIeS0ZOlixmgzfoxfYPb8cVv3tF1m1Vr4p7vnEPFm1Z5Pq6t9iL+75zH+79t3vTfkbtJlaLV7O+xrLwOvT9Q5btHIuc1MNgZRDXf/J6QaI51rx1DdIizT1SEOHJuCBmwcogFI8iiN2Fgxcs22ZEDvdi1atC8SpIxBIiG2o3bhLS6EjCEiSJDkVBFLYY9ga9lmCBkPzazbIUIpzCtSkt6wJdkFDV6tjMseb+NeJYUINC9bDvs7hJS67L/HfYx8a3d5Mv8jHI8tqKFRXiGM+krQvP4NlrhGs31Yoa2+p11Vh63VImLU4dU157L4IALmQ7GUsiGUvi/KumC/xs1x+e+Dlzig5WBhEoDyA2HhOKBT42I2lAT+giSJHJMM2NTMj7NxFlARTuGg6YxyyXsoSZgM8Rj5/11eYEUG69NF/gASyeEebEyZ4R9pWl5Ok5ztFMCgUAWH3Patz11btEPS9RyIz7W4vrTpEXJUtKkIwm8dI/v5RXbfNcYSaZvY7nOyz3Uj5Pj/37MRz4xgE89ZdPYc8n9iARSSA+GUdJXYnYLpMUe6boeK4Dbc84e86K31pIJk4L85kRjo5EYSQMS7B79b2rzUBY4Ri+KTDTa++bEflmhK8E8KcA6lP/HgSwE8D3CCGfmt2hzR6mpqbw4IMP4vHHH7/YQ7kkEB2NiuglX9jZFyC8Fs4tUjbcMgw95nRVXnH7CvF3cU3u0miAufjaW4Tkg43v3YglVy0RGQu7+ZeM4ppiS8/WdAS8em215XG2bEW6/qGAVUopQxDhibhjf3JyyhdTuRDhXOuIeXYubUY49TnhgbBlQc3dTZdcucSREebbuY2hZj0zREuEEzi3+xyGW4Zx8OGDrsSIB23s2dh7vnkPbvrMTQhWBq0ZYalGmIP/zcfHa9rlsa28m803S3Y3dQh5H2E5o1l/db0gXlkzmxkWJVzWL5cUAEDDdVbXYO5UzKXi4qMNqwFYJkz1T+HEz09g4MRA1m1zAgVGz7HMUvGiYjGPuOt6aAlTRVCduZGrXhWr7mG9uB3S6Azg8yJQEYAe13H4B4fR/Giz43o010S4Zn0Nm+t+j0nuPYqo4Z5P8DntL/EDxOwAYDfF4wGWXPd1tix3yZIS89qXMpqbTkZYJgpc1i2b9wHAhdcv5P25CwlySREAxMfiSMaSlvpoANj98d2Y6J5AyVKTCMt9zOcNBfI0M9A0f88BxjvY/Nj+IPNJKaouuuQUFAXMHEOnh7JvVIAFebVPAlAFYDuldAoACCGfBfALAG8BcBDAF2d3eLODUCiEhx9++GIP45LBK196xfGckTDMFg7UXGS7EeGh00Osn6sto7V853LR6H26DqrTxfKbl2P5zcun9d4Vt6/A8Nlhx2LF/hsyEd1M8Jf6s2aEjYThIMJ8gSgTYdkV2w3VV1Sj62V3Exf7ZydjSUz0Tli+S7zOF9OxpCVIsvkPNrP6YL8H3oBV6sozj25uqzwQoIU1YfLDt/XWW/cz/0w7oVZ9qpDRuxFhWZrOx8/nLze/WrzNzOSVLysHCDB4YhCVK62SekEOJEMrf6nfQbCnAzdSLjunc/hKfDASBmsLJIG7zWpTmqXtijaiCZLNwRUfs9lzuHZjLSLDEXj8HlE7q2s6FJ8iavyNpIFENAFvkRdlDWWIDLHtc81O8/0bKA+I7KE2pVmznMT9OlN9RbWjJdB0QRSCuu11ZqnApAbFq0z7WjCzwbD/fCU++EI+4XTP29NxCDVHjuZ0dqn+mvvXWBbY8rWBEAKimqZnfUf60HOgJzcFEAUOPnwQvQd7RWDMfg/pP86yopdazepo2yiMpIHJHhacaLq1CR3Pd6DlyRa0PNmS9n28HRW/xvOAUgGXBvSEjje+8waabmua8znLTQWXXrsU2x/cjsqVrN2YWwuvAi5fXJR7zyWOfDPCjQBknWACwDJKaRTAAm/o9+bESOsIxk+4R5LtPYM5+ALKDpn08oh/utrWZDzpcL31hXyoWluFUF1oQUYqy5vc65aJQlDWUOZ43lOUbxzJCpFhIekXdjIZUv2qpS2NMHxKZW2X37LcIYO0I9eLpCfAZKq8pttOhBdvZYQxEUlAj+nwl/ux9UNb0Xhjo2kgFDSzZIBZt+m2kOPyrUztRDj4/LQ7fMsQZllSz1k56873PSdOfG7LklZO6DNlpe2/Re7BnAl8TONd464mbEQhWHX3Kqx/53ps+cMtaLyh0fEZnFT2vG51iOY1zfHJuEXOP7RvSDi2zyUS0YQoC/AEPABNmap5VRGUMHSDXUP4sIlpOMXB94ub26nICJcFLO+RAxCKRxHKj4qVZrBg2U3LsP53c3OszxVCRj+pXXSi4vF7TJMwAgTLrQZT/BjkkxEmqqmiKa4ttgSV7OoaohDhW9Dzeg97MgcOQClF70Hmw8BVGIpHsfQKFt81TzzYSBp5OWw7kLoWjneNY7yb3YdDdSFsePeGnMyLuAHeuT3svG19qlW8dm7PudlTcqT7/kss4LDQcG73OfQd6cOrX351TucspRQT3RNQ/SpCi0NYsmMJAuWBBbnOKmCOUTjkeSNfIvwzAPsJIZ8lhPw9gFcAPEIIKQZwcrYHV8DM0b63HeG2sOtr9rpgjuorrJLfplubAJjy6Pa97Rbpm/2GPtU75ZoRBoDr/vo67Pz7nTmPfz6x8o700muZgHJkc3KVse1D2xzPbXzPRgBMYp3NLAtgC9x1D6wTj+3SaF9R7uPJBG+QuUono0mRDbJn1kqWMMleMpKEFtZQt60OS69hjrKy0Q0AHPnREeiajoFmtmizS37LlpWJz+fZTE5Q3Yi73cnaDlkyzReSgPV4ceLCfx//3yE/L/aKFlIyYmMxKB5n5i+fjPBo2yhan2oV+0Ues+pTUdFUgWBl0NXhmygEvhL2e+x11Xw+yAQiHeainigRSYjjyaXQepzVA1tqhDWzRjhYEWR1ti5t1wZPDjqe4/PDX+63vEcOQKheVpO86b2bHGqQ2V4g8mtdfCLumN/zBimowIM+3iKvo4SAu9lP9U+J4FQmJLUkU1ssK0OgIuB0Spf3ZUoabTcGstdKjnWMOa950sPYaAz1V9dj+59sx5IdpulgLuOdTZz69Skc+49j2TfMAkrN+vWNv78x5/fJ5UDalIapXlPJMNYxhu598+8MX0Du4G7nABwlLNkweWESw2eHc9q25YkWDJ0dQrAiCEVx984oBDUKKMAded2xKaX/CODDAMYAjAJ4iFL6OUppmFL6vrkYYAH5Y6R1ZEY946hOUbnalIIGKhkJ5GSBy7w4OHmRwc2yLhe4EWFHXW+GtbWb27XH78H2P9mOxVsXo7S+1PIa74MbrDazOb6Qz0qMbdLomWaoObxFXrO2M5UptZtlycQ1GUtaXudEgI+v92Avul/pFhkRO1Hwl/jFvuQZYS6fthOW+ERcELx0mbcNv2e6flODikW5nC3n+5FLogURtpFrb5HXMr858Z3qm2LH1HbM+X7IakRETUMgnj3jSMaTWWu5S5eWom57nev7+XyYvDCZtlaTL4rO72emWdFRdxVIvqCUIhFmRDhQHrAYxlkywklD1AgD7DiX1JfkbOCUjLJ95CvyIRlPmv2dbRlhorCWZtnc5mcKrn7RprQ5/65cwIMkbsE6Prc6X+hE86PNWTOTuqZD9auoXFWJDe/akHFbIEWEM5Dc4TPDOLfnHEZarc7l/FwE2LnBHb8XbVmE+/7ffVD9qrguTGdRP9U/BW0095Z2gLvzOodbiUdaUPO8tLcAXPeOdVj7wFpc9WdXiecabmjAXV+9C76QT7SGs/eGnUtQSlnv5gJ3mhEiw+Y6TA5i5IKzu86i4/mOnLadvDCJ2GhMrFOW71zOOmj41IJU9k2GwvHOH/m6RvsBrAVQDKAMwL2EkL+bi4EVMH20723HqV85e/sCbFEjRyndYOgGFI+CO750B7b98TYhs5MliPIC2y1Kr8d014ywHdxp1A2qT0VRjbPmteH6BpetneBkMh3sJjKZ4Nb6yE4O3bDmrWtwxTvSu11zouct8lpau/DFKu/XCzizlXYiPJt119zBl6sG3DKlQIpAUauRTkUTk6HKJJYTH8CdwHI5sF0abSfCE+cnTNfoXDJv1JQ9y/tH1AinsolujtaEEJYZdyFnRtIAUYnjpmOXXE8HcqY0E7h5lhsRVrwKjKSBqf7Miy9R6x/PL1uRDpRSlhEu9mLNW9dYiBjP0ALsN8qtrQA2p3RNzylLnYgm4Al62DFNBRWoQS2/Yz4zsyIjPBnP2ZBuLsHnurfY6ziH+H7hwY+sRDie6lGeYTPVp6JydaWoETYMAyd/edL1PTywZL9v2Ety5CAKIQT+Mr/Za3waBO3MY2cw9PIskMnUd0eGIlkDzvz6EBmKiJIFHpDb+bmd2PjejVh11yqsvne16Atfs74GW/5wiziGXNZ/6PuH5i2r13e4D6d/c3rWaunfrJDnuP06PduIjcWEOWDVmiqsuntVQRo9S7iksumFQ5438l0pPAbgAQBJAGHpXwGXCNqeacO5PecYeUpzbvNFvr/Uj/qr6x0yUsDqSOu2iHarEbajZkONJfNsx9YPbsUVb3eSSDdyPB3w1hSZwN1fRc2dBLlHKeAeiSupK8lqYOUGfuFVPIpYuNpdW0VWdpal0YBplsVJpMMsK+ABiLl4tSz+U7uhdlOteJ+RMMSiwC1jRgiBt9gr3Mg53CLioj43HeGQDkP1Fabs3GLqoxAoXkUQYF3TLTWlHKpfdZ3fRtJwJVo865mNCFNK0f0KkzXaiYggHlnAz4P4ZFycy5RSaFOaCEZEBiOY6JnA2V1ns35ePuh8qRMHHz7oeD4ZTcJIGkJVULPRNPlSfIqQ7fGAhxxg4sRHZNrSrT0o+x5PwCNUEMlo0uFsP5+1utzcSY/rFz0jTAgR1wI3N3o+t/i5nW2Rp2s6PD5PRsIsy88VRQEMK7HNZSFpJwr262ugNJCT3H8+4aaGkiH/7uZHmwGYxyS0KGSR7Acrgrj5szfjyo9cafkM+ZqUi4fCbICfg26t4wrIHfLxmst9aegG4uPxzC75lxCXKyB3DJ0ZmvUWiG825HvHXkopfTel9IuU0i/zf3MysgLmBJyM2LMu8gU7PhG3ZHNlh2AOOSPMiUlsPCZMToyEIfq3pkPjDY1O4sGdSaWeu7zHLMDaKLlJrl0JdZbIWOXqSiy9bmnmjfhHKQQ7/2En7vzynVhx+wrmEJxDxnvaoOb38n1ij+4Kg57w7EqjAXbMk7EkC3gQl96/hI2LZ0Rkki6y3EEv7v7a3fAWexEdiWbN5HqLvI6FnuMCT7L3NZWhelWTCPudZF6uEU4nX3dzRjd0g81dAiy7eZnoPQ2wfZGOCFNKoSd0S92xvQY2OhrN6bf5Qj4oXsWywErGkqAGFTXcWlhDyxMtaY3x5HG5oe9IH8497TTYSifT5MeLL/blIJDqVUE8bG6EB1j8lEt4AYkIpwhUpvq4ZJTJ8WX3b6E4SM3F+cwIL7nSrGO92GZZco2wW3CMB9BEMDPLApn3gM5EZkWPaAJAAQzDltWX3ppOumcnlcGqVFkId8NOtQujBl0wGZpsMkR+HZDvt5la95UsKXE993lLnNh4DJRS0SN6zsD7sOexn/uO9KH5v5odzydjyQVzvOYbstFifGrugjgjrSOgBrWslQqYRSzg6dv5QidO/PyEeFyQRuePfFcKrxBCNs3JSAqYH/BzxHZi81rB8a5xxEZjGDxhLs55ZjcZT+K3f/FbnPrVKSsRThGFZz71DJ751DPs4ynNS6JBFIINv7cBWz6wBdv/ZLslW1u7oVa4FBOFIFAWwPKdy7HmfpMsN93SlPuX8e8kBIs2LbI813ij052XI7Q4BF/Ih/XvWo87vnSH4/c13NCAQEXAMq58sfaBtdj03k3mwkEioXaiJhyKp9x7/c4EildhmbdYkmU5FdulgjCSyAmWLOG2S8aDlUFER6JizqQLkOTSR5YQklFi7QZOhO0ZdY+fuRRPdE8gPpkyOZKOqaGzGlY3UzkjYQizrOq11UKmTBQCb9CLodND2PXQLrQ/144D3zogfvtk7yR++2e/xcv/8rLrWMc6xphLbw6SNkIIfMU+JCIJHPnxEQBm1oFnWmeaheg50IOx9sylFDJ4xo7PRVneWrO+RpCAviN9AKySezWYe1sfLo0WUvR4Uuxj/t1Enb8FgUzo57s1HIe/1A9/qR9LdiwxpdEuY6m5gmWv+bmWa41wLsEZQggURclolpUOchAstDgkWpbx7/WGWL0+pXRBL0xl8H3Mf1s+RlkyuEN+fCKO/qP9og3hXEEspvPYzz0HehwZez2h4+hPj+L8q+dncXSXDmQjP25SN9vQpjScf/U8vEVerH+nixt+gRe9uVA43nkjXyJ8I4CDhJAzhJBjhJDjhJCZWyoWMCeIT2aOQHLzIhmDpxgBliOLfLGaCCegx3Wc233O4oBoJAxHE2/ev3Tjezamdffl2Piejdj8/s3M7p+QnEhA1ZoqkfVyQ6jOlFz6q02Jndtnb3zPRmx4NzOBKVtmtkmSTZdK6p3fZY+8FVUVYcO7NmQcVzaEFjGyLTLCxMwI2zMJiqJA9anCdCkfF+ts4KQ7EU2welObgoCPi2f2OCFxi0j7S/zQwpogsOkydeMd464OwdYvNgMvWz64RTy96b3p43N87HYlgepX0fNaD178pxfR8kQLy1hKx5TLn+UyAH6T4XX0bjcdNaAi3M/2y4lHT2Dg+ADan2sHAOz5xB4AwET3hCvBTkQTTE2RS51pqk+u3N6FL7z8ZX6oPjXnurTZiiJzRQgvKZCler6QT3yPMCeTsvTeQMowLUu7GmpQYdAmZL5x3XQH56Zos2+InRayAdLFqhFWfSo2vmcjyhrLhGmOmzSamx/yY5WNpPL5yOX22UDUzGZZ6cDJ4lv+7i3Y+Q87xfP8WuQrNjPCdgycGMDJX+TfuKL9uXaMdeYe6LFDNkPKBFG+kqW9XToIIjwez8vY7uDDB1lv5kO90/peeV+Pto3m/X5+7ZTf23+8H6cfOz2t8VxqkNVE9h7uuSLb+TnRM4GJ8xMobyrP2FKwgOnjUlI0FDLC+SNfInwPgNUA7gTwVgD3p/4vYAGi+RGnTEmGLG/kJ3r/UdY3dt3vmG16OIHgNU6AUxpteU1n/UGJQkApRbDC2sfSDn+pf1Ycpms31mLpdUux9oG1WHXXKkEcFZ8i6s3cIqb+Ur8lcwVAuN7yTI/cwoMjG2EX0r4ZwCKNdslwWVykZ9Glu7iGEZlEJAHVp7rKg1W/SbQ4EXa7CHPJMyd+M5GsEkKEmZScWc60wHSTRm963yYH4bKPSxj/uJg30SR1lTiG6kKukvnYSAynHzuN+JgZnLJnzdiT7HzKZR8RQpipmUyEk+Y+9pX4sgbDOGarLQ3/HF77KNd5egIeIY12k7fz/ZaJCIcHwhjvHsdU7xS8IUkaLRPhVEBoLlpDpYM3JPWoXgBmWfya63Zcq9dUw1vsNcsOcpBG5+xzQNi8nE5GmPsD2O8Xy25aJtQ4VKeIjcUcNe/d+7rzc3FOYaRlJOfe2m7qiguvX8jpvfw8lJUD+YATnOkaLl14I7dxCqQu47IZWNszbSJ4MhOcf/W8CBRe7ohPxUVQquulrpzbIclwvU9IMHQD4YEwihcVZyzXupTIXAEFzCdyWjkTQghl6My2zewNrYB8EBuLoe9oX0YXZhnpIvY8+u5GsPgF2Z4lMxKG5QadCDMHV0IIQIEVd6zA0Z8cBcCyrzJpzhWhuhBwxMw0cWx+/2ZBsOxu0qHFITRc34DxC+PYcDvL7mbNNku9OAHmal3RVOH43mzY9N5NDiluPggtDqFmfQ0WbV4kjomjhpWY5E3xKrMqBRWkJJpwZEr5d6teMxudafHvLfZaMsLpJM1NtzahfW87KKUZo5p6wjSTqtlQkzUAINonlfgymkrYpdEAy8JbFiKUmVPwbLF9nMtuWuaqgIiORRHuD2ft60gNamkrlA3eIq9Fjij2sUdlmfg5kuO5ITwYFvW9fMFvceoOekTwgBtbyceO1z2Od42nXbSd/s1pvPi5F9n39YctbbCENDqVBc22gJxNqB5VXBcXAhFeev1SeIu8Fq8FjpL6EgTKA+JcyCaNTsbde8K7gQePHMcvj4yw/XwuayxDWWMZTv2SdUI49P1DFvPC6WTatLCG8U6nIiodJnsncfbxs2i6Nf8SHGB6GeGtH9yK1t2tmOqdEq76WlibFxLJr2v2LHAu55Tb9ZvPBzkww1VjlzO0KQ3ByiDi43FoUxrGOsZQtSb3bhUAK0/KNG/iY3HocR1FVUWu155ChnAGSFNKuFDgep8sHO68kWtq5jlCyJ8TQiwFlIQQHyHkVkLITwB8YPaHV0CuaHumDcNnhrNGxflF0c3MZ6J7AsNnhh1thRyGVl5mBsQXuXpCt0TL45NxdjNM3eTkRZS/1I9Fm611ubmgrKEMWz+41SE79hZ5HdlcGbUba6H4WD/R6dx0Va+KihUVrheXTJ/nC/lmZJpDFILGGxvhKzF7oGbKCM/64jv1VclIEorP3eVZfl4cY5ddwuW72cyyeOQ8Uyuf+ETcJIqEGa7Zs/X2GuUrP3olipqK8b0tegAAIABJREFUEKy0Zprs+8xRu0zYcTB0Ay1PtiA2HkP/8X50vtDJiLDqJM5EJWkzwoD1vHO4RSd09B/rZzWZuRLhoFUazclgtoywW4afIxFJTKuv8Olfnxa1vzyDJS/CvEGvpX0S4KzbBlKOtbb7++DJQbG/ONFd+8Bai6O9XRo9nxlhohAxlpkEwGYLxdXFuOurd6F2Q63jNUIIghVB9B/tN2tuU2h/rh2dL1nj3Xpcz0ttQpT8MsIDJwYQHgwjEUkIwgfAQTp51t2eFT3968wy2/hk3OFw3vpUK7pe7sr4Pvl1HuDJ1I6s72gfDn3/kOtr2YiwW8Zd8ShYddcqAKarfiKccGT5+4/1Z/gVs4xcbqEZSEPrU63mZm+CvIk2qcFb5IW/1I/YWIyZ+qXp7Z4O2QJVEz0TAJgCLeM64PLf3W8+SMf07K6zIlhYQH7IlQjfDUAH8Agh5AIh5CQhpA1AC4DfB/BVSumP52iMBcwTXv/O6wDgGnEuXmRmRBORhCVKaWjWC3t8ItXORZpdco3t0muXWnrm5orZIns16zO3bQKcUVTXqOo8RN4IISIQYSdqcv2w6nPJ2qZBxYoK19pBGXyRkogkXEkZN9HiEPJtlzH4ilnNMydl6UieMP9KY5akJ3T0HuoVLrZu3xWsDDoCFIu3LEb92+udPX9t84mbX8kgKjPnOvPYGTzzqWdMF9ik4b59Sq5sh2jTJNUF2xc4p355CtqUxqTRLsEHBwhzCpf3l1yH7S/1pyXCmTI7xx85jpP/nVu9paEbOPjwQSG95PvHLTgVqAyY0miXGmF+PLRJDS1PtiA6GsXQGVa+0fVyl1jwewIeVKyoQOXKSjMjLJllCWl0ngvOGYGYv2UhZISzBf343Nvz13swcm5EPD/SMuJwBE/Gk1l9Hswvzr9GuHtfN07/+rRoiQUA9dfUo3KV9RrN7zf5GsCJ3sMSspnyATY3d2l32gkclw/3vNbj+N2UUjQ/0oyWXS0A0huprbh9heM5Xhaz+r7V8BZ7WY20S7smXuM8dGYI51/LbEqVc7/wNNMn7+yibXM3X4TLGdqkBk+QdR44/+p5TJyfwOEfHs7rM7IFDHhwJlgRnFen/DcTFkrQJj4ZR8+BHvFYHlf/0X6Mto3O733vMkFOZw2lNEYp/TdK6Q0AlgG4DcB2SukySumHKaVH5nSUBcw5KKUi6s0lc023NWHbh7ah6dYmixkMwCLknExFRthCoLShFABbTAGpWrHUibrmvjXY/uHtc/9DckDjjY1pXaZ9IR8WbV6E1feuzvo58yU54plgTiJkCJLsU3Mm5ituX4HN79uccRuesYtPxl2zQeHBsOWmm6lnNJ8n0eGoWCi7blfkbpZ05CdHLK7TuuZOFLf84RZLbXsmeAIeJxF2WUTIbtn+cvMcEGZZNhDFPSMsHHFllbVt0Sxam+UojSaEOVQno2Z7El4jHKwIwlfigzahpb2J25+nBkXXvi5BkluebMk6Bu42z0lqIpoAUYlrVrRyZaUgaEmNERH5OPLjMdIygskLkzjwzQPY/5X9IojAr0uJcEKQIv49ckZYSKOzZFJmE4SYv3khEOFs1wLZVOfQw+5ZTIARF6rT/DLCxFpXn2tmXk9k7sE8XSI81zj1q/RZmKneKXQ834H4RJz1Lpd+n7/Mj2U3L8OWD2zJaHJUWl+Kze/bLDLCbt8RG4uh84VO4fHhOpa+KfTv6bcEPnJBIprAWEfKUCyHe0wm0mC5Zy4MbjGniE/E4Q16maoMwBMfeUIE93JGlv0UHWTrtuLa4oIM+jJH29Nt6DvSZyo/U3MjOhrFeNc4a6M1jyVBlwvyDh9RShOU0l5K6fStFgtYeKAsUwoAlWsqxXOKh8mK7XKsyQuTgrh0Ps+kdEuvZT15J7qZVIcoxOJkfKlcpJdeuzRzY3qOefo5wsHZvggiZuZnthffPPCRruaREGIha6J9kss+4WqA4TPDrllUDi5ptmdr9LiOgRMD4n3piKIn4Mm4kO470oemW5uw+t7VUFTFKY22fya1Ztaobta+GUmDBSZsP0X1qa4mWjwTIi8SZaImlzTkapYFsH1GDYruV7rZuHiNsI/VCFODpjWf6jvcZ3k83jVuaZs2cX4i6/fL2wNmf195v3Fi6g16xb7hmSlZfSIcoFP7arKH1QxHBligjRvN8NZJAIRztyw5FPLTeV4P8GO2EKTRfJ6mIyVrH1grSmCio1FHFmG0bRSGboi5kysRJgqrEeb7vudAD5786JMiWCqD99TmMJJGRp8DQYQzGEZN9blIl227YKB5wHFO2OXFacl7nnNKHo/wzUhh47s3onptdc711+kywgBycszmmev2Z9uzbiuP8+n/9TRe/vzLMHQjp3t4bDQ2r0GohYj2ve04+PBBJGNM5bD9w9uF/L33jfwcvLNlI3kZy9Y/2uq+waWx7FrYWCDT2X5ecTUYv86suH3Fm/7cmw4KOorLANSgOTtmppNKRoYiSMaTULwKrv7Y1Y7X3RYo3qDXcpFdchWr1eSLiqw1K5c45jsjbCdYcqupfKTRuUB2N/X4Pe5tgvixlUy73MZQurQUICyTky7Tueata8yMcDiBjuc6HBJNPgYujZ7ODb5yVSUbD5yExY18jnaYZjHalCaMedJKoxXiWrPHCarlJiX9yReylOZhlkVM2eexnx4T4wKYeoAfw3TE4cIbFxCfiOPkL05C13RRazYdyNl6+1zc+fc7cdsXbmMkibDgAZdQy9vVba8TnyHDfs1KRk2pLiEsy9ZzoMdBhOdbzsbPz1yJzVwiq6N9ZRDXfvxaKB4F0ZGoRW4HMM+JngM9JhHOURqtqAoUxWy3xut3u/d1Y+jUEAzDSjB7XpNkfrrkxO5y6PylfhaUnUrvcH7mf86Iv3VNR8cLHRhptWZAedBIBlc2AEDvoV4c/kF+8tV0n+Vm5LX63tUZ+wnXbKhxfd5b7E2bDZ+rxe9417g4r+IT8ZzOqVO/OpVVog1Yz8/wYDgtyb8UMdI6Aj3BgnPeoBeegAe3/NMtCFYFc/6dYv9k2eWJMFPh2L0xCrh8wecG7wzDrwsNNzQUiPA0sKCIMCHkh4SQAUJIs/RcJSHkaUJIS+r/itTzhBDyDUJIa6qn8cLQ3V4E8F6uuYDLJs7uOgtKKVqfahWL8PhEHIu3LjZdoqUTii9QVt9nSobVgJn9cjOtulQywNPGfGWE1TRmWfaMcJ7jabqtCavuXuX6mqUvqpvsWSK/MvEZbXf2mlRUxXS+TpPpLKkrQclSljlORBJofrQZ+7+237KQFD1oU2ZSM51fWTPCMElZqC7E6pxTDs3CLMsFS69nygg5mGAkDXY+ZZBGA9aMbi6o3WiaIWlhTWTYSpeUioWRkDW6oO3pNrQ93YaTvzjpyO5OB26ScX+pn7XEIRDtdXhGWJ4PVWuqQFTiqCNs32tmsCg1ewiL70wYiA5HMXBiAIBpupZLecNsgs/HBbGgz8HtlBCCYGUQsZEYBpoHHPcRbUpL6+ScCZ6gR8xtHqBtf7Yd+7+2H09/8mmH+sEypgwZ4cYbG+EL+URgRwtr6D/uLgWmlOL4z45j+MxwXvdHABhucba4yda2SG4rJJcJcFUDh6/Eh9KlpY5SI8A8FxpvaHT10PCFfK7S6Fxhz3KLa1IGyD2WtUlNmOFlg2tmPgNO//p01naPlxrsagpuUhefjOdEVg4+fBCvfPkVUe6SDlpYs5jMpcNCqXO9FHGx953on+5yXZ+8MInD32eBO1/IN68mkZcLFhQRBvBjMGMuGX8D4FlK6WoAz6YeA2ZP49UAHgTwnXka48LDNPlAz4EenP71abQ93QZKKeITccsNWj75eX2qbLLk8XvMbGXqJs6zOkAOrYouccwX0RdE2CX7OJOMcOXKSpQ1lrm+JmeAul50d1flxFEmbbKcVnYHl1snLdri7hrO6+RiE+ai8rn/+xwA1vOau9nmbCaVBfbFvRtJ3/ahbdj0/k2i/zSXofH2SW7nXtMtTbj2r6/Ftg9tAwCRgdY13SqNdrm55tNrmRCCpdctRfUV1QCAll0t6D3IZHelDaWov7oeAHDkR0dwbs85jDePY9dDuyzmWh0vdABATq1koiNRnN11FoOn0hNmmqTsmuDmLUeIUDHwul85+EAphepVHc6qA8cHxN96XAc1qGuGkvdo9hZ7cf937592q5vpgl8LZ+IWP1vg5QXZlELByqDYxp69HGsfw7mnWY9dbyD3bFNRTRGMpGEhuZ0vsHN3+PSwoyUPh+JTMpY2qF7VQgaP/OgIXv/W664t0UZaRjI6o7uBnxdu11G7yuPoT49a2gCe+K8TltfDg2Hs/qvdlox3/TX1GX/fhndtyBi88YV80DU979/FIY8FAA7/8DDO7UnTQzm1C2TiHRuPYfhMfn1w+bFxMyfjJVQcl1smiwdPGm9qFG0t/aV+aJNaVrJCKUXfoT6MnB3BWFvmKsREOJExUHXZJyQuc+iajuM/O46ufV2uJS/H//O4+Ntb7L3szqP5wIIiwpTSFwHYnRweAPCT1N8/AfA70vM/TfU33g+gnBBShzc78jgHjvzQ9DjTpjTocV20qLB/Fpf7yTW/noAZ+eeZssXbFovXL2dZNDB/RJ8HIeyyQjsRns0MdVmDSZDdiGv58nL31k3Uuo34vBThTkQSLDvoAn+IEeHTvzLbocjzafQcW0DPRBotw+7g6kZgghVBLLtpmcgy8jZIXMbptshQfSqq11ajZn0N7v7G3Wi4kfW31hN62hphjmy9lt2w6X2bALDMKTeqU/2qJbt26penMLCHEcq9n9nrGIPdA8ANJ39xEpMXJtH1Uvq2Mzwj7LZf+FyV2+sIP4LUWDwBD5LRJDpfNFv48H0PmGRFzgjzQENkmNVAXiwiyn/fQnBu5S7/6TKsK+9aCYAtzDMdey69z2SGZ0dkMAJQZ/04kFlibSRMlYVbmyHVr4pWbIAZdHMjwtMhi8f+nZUX5HJd6d7XjY7nOtK+/sqXXhF/119Tj5qNNVh1z6qM92dfyCfmshv4vhPZoRmAE7HxrnGHF0DPgR5RliJnwl//1us5f34ymsRwyzDG2tOTuPBgGB0vdIig2OUC+zU1tDiE6nXVWHH7ChRVFzGJeZbjJ/eGz9bKTotoacuXAHZd8hZ5L/vExJziInHLRCSBCwdZR4bxrnHzGErjkZNTiqpY1m4F5Iac79iEkOq5HEgGLKKU9gJA6n+uBawHIBf7nE8958D4+DiuvPJK8e/hhx+e0wFfTNgvsBdev4BYr3OhAFiJHJePpatv4wsT+T0ev0cs3Dn8ZWZGOZ1Jz+WCdPXWsw2+OKRJ67GdaUY4E4qqi3D9J68HUQg2/v5Gx2f7S/wormGLbXkhKi+85ZZbfF9lmhNuEkY346Gca2izwP6bMhEYUb+cImK8RjgbPH7TnXr03KilfYnbYohn0fIJIgXKAo5FkOJR0mYJEuGEaLnBs/C893c65LrwNvT0knGiEIucnygEddvM2KXqUxGsCiIyHLG2iJC+m2eWZCJ802duguJVhPHWxQ7ALYQaYbEP0hy28mXlUDzWXtNuxJUHLPIh9/wa8MZ33nC8lomgcrOslXeudLROAoCSJSUIVgahRRg54+eSG5HK1xlZRtbraA6ngkxkghVBXPPn16CkriTDO7KDz6sXPvcCjv7kaNrt+Lmd6XxuecJ0hJfd4ZsfbbbIn5Mxa+ssOcvfd7QPZx43a7JlaFMaOp7ryFgmMHhyEMNnhtF7KD/zqIUOalC8+uVX8drXXwPA3JwB1rawcnUlEuGEpZ+8G2SpvTyX3MAzwunmbVF1ETa/fzNK69MHWQpwB9+np359Cid+fiLL1rOPtmfbLIoofp+3GG0OR+Ev9WPn53aiYkWFmG8F5I58Qtc/nLNRTA9uZ73rlb+srAxvvPGG+Pfggw/O8dAuHvhNEGCL0kPfP4TuR7qRjCdx8pcnLWYbDTc0iL8FEZZuevLJxqNOsqzSbaEtt4GoWlM1k5+y4DFvNvUiCJiZCM9mRrhuRx0qV1Xivu/c557BJUBpI7uxUp2KcTRcb84pQgg2v5+1aXrL375lWuNw63s53Rphe3bMLgu3k2t5Icnnur2PcC77nH/uG995wyJBdiXCWu7SaPH5PtWxyJaN1NzAF9I8MGEkjIw9Rg99P32LHRmZpNG8PljOnMoLwqKqIvjL/EwOmMok1V9bj2QsyVq/HOsXRFi+ThGFILQ4JPbnxSLCfD7mEiCZa4jgWYYAxrYPbYO/xA89zuS2bplVLlHPJ/C05QNb0r4mXzMnL0wKBQNgZoTlnvMyCCEIVgUxeX4SvYd7xdx1q5uV3chnGzKZd1sc2+ue5TKOmdQaimtQNInz+89DT+iu5llnHkuRU8qCbwe+dcARgLDX8BpJA6Ntow51QDKetJRLyaSs57UeTPVOYfKCtQ7aAtkTgVLLeO1BdMB0trYjW6BuIWHw1KBwuAesAWG7sigd5P0UHcucERbS6ELCd86gx92vj3ONqV7recrvnaJdoqZj4vwEll6/FKFFISzeutjxGQVkRz537It1mvVzyXPqfx4eOQ+gQdpuKYAL8zy2BYfzr5pujSNnzUXGU3/xFNr2tKF7n5lEl2963KjCjdwqXkWcYLLsQpbLXfmRKwFYMzWXe60Cb4cw50jtRrcaYS6bmu2McLqsnvhuQlBUJf3+1Ffb5w/PpMqS+kxXkvu/e785Bo+SnghPg+zYzdzqttfh1n++1fy+DOSTZ2Pi40zWRo300mg7LPtJhkuZ2HSk0YA7+cp0DEfPjYIazHgqWMUCHbNxo8+UKRf7KvWf6lMd14hAqXmMypaVoaiqCHpcx8uffxmvf/t1nP4Nk83b51lFU4X4+6JlZHnAagEs2MWCKcs1WDiLp3Ej5kQ4n8BMsMwaOJOJrVz7bSerPCOc6Zxq/W0rAODg/zsonsvUDig8GHZ1bs4EeyspO+Rs3eBJM4uuJ3SMtjvJ5GxJ9e3zev9X92PPJ/ak3Z5SilO/OYWB4wOCrMZ6Y65Z+X1f3Id9/7LPocrh7X+u+ctrALCac/v85nNHT+hoebLFEiyXkUvm140IR0ejaH6kOS8zv6HTQzNywe893IuD3zuYfUMX2P0W5FaMPKggzyE3yOejNp7ZqE2LaFADs3v/v9ww2TtpMX67VMGvTfy6zgNaIlhVmALTQj5E+GLd3f8HwAdSf38AwGPS83+Yco++FsA4l1DbMTU1hQcffBCPP/743I92AWDozBC6Xu5C6+5Wx2tyDbA2pQkJGr+IygtMnkErayhD7YZa3PPNe0RjePu2XDot110uhMzIXGCuevemA9/n9voxohBhODLvWTBimys53IQXbV0kTEMy4fYv3o5N792E8hXljkXb5IVJ1o8zXdYxTxRVF6GolhFVe8ZYnr/8mIeHwnmTAzkjICOTWVa+i2e7hJy3FeIobWBz595/u1c8N9o2ClCzlltWkwDsZtv8X815LSi5NDpTjTDP4Kk+1XFXWXWv6WJ+49/c6MjE80wLv87U7WDSankfZ3NZnSuEFocAOGvPLwb4XM5GyjkRTlfmwTO4+cxHX5m1vlcmcIZu4PAPDmPXQ7scYxNO7BnO66s+dhUAa924fRXT87opq3/u/z6H5/72uZzHDmQ+foMnBy0ZUDnI1fFcB/Z9YZ+DsFn23QxWUfY6be6ZkJa4UzOwpk1pmLwwie5Hus2McQq6pgvyJkuZX/v6axg4PgA1oAq55VT/VFq36d6DvTjz2Bmc220acI13m6QwOpxyEH+u3dJiSt4nbr+FBxbkLGs6nN9/HpO9k+h8sdMi/84XF16/MO1jJbf3ClQELAFJYQiZhQjLKgdeCpBp24VQjrGQcfbxs5Z5eamCn88T3RMYOj0k7otibXjxY7CXJPI5e+Y81kAIeQTATgDVhJDzAD4L4AsAfk4I+WMAXQDeldr8SQD3AmgFEAHwR+k+NxQKXdZ1wXbs/8r+tK/J0rRkNIni2mIEKgKgOhXRX4D1MrRLm+1ky+OTpg9xbnO5EmGBeYq+1V9Tj8rVlY7MIlEIlu1chs7nO3PuIz1d2BetnOisfWBtWqJnx1UfYYvYbKYdgbIAlt28DP3H+x1ZyoMPsyh9eCA8Y2k0R1lDGSIDEcd8tUvCixcVw0gaGDrDjGSyZc053Ix/AGe2btdDu8Tf+bpi84VQ3fY61G5mNgpEIcIMacdDO3D28FkoqoLNf7AZx/79mDD0KWssQ+/BXkctWmQ4go69HejY22HJ1Kf7LZ0vdSI+Hme/18012nbc9bjuME8KlAVwzzfvEdcRtwVeUU0RSpawLGPlykr0HuxFUY15bgQrgsywaZ6x7nfWoaKpwhIsvFjI1I9XBjeoS9ceiJsq5XMttx8zS/aeQtR/9x7sxZIrl4iX9ISe9XuWvWUZXv/268IAqG57HS4cvICTvziJ2g21qL6iGn2HWY2rCOzksDiMDEWEwofPU21Kw8tfeBnr37neIjm8cIAJzxSvgoHmAbzy5Vdw/Seux9Bpdl0Qtep+FXpcF2aHM0W6mn8trDnULgA7J/n+jI3HRC11x/MdWP+u9Zb3c3AFjqEbItvt8XuE94c2yYy6+k+YLtodz3eg4/kOtD3TBsDqA+FWPnTiUSYnX3rtUsdrdlm5jMhQBMNnhx3rkvGucegJHRUrKtB/rF9cn6eLtmfbct52vGscnS92YuN7Npr7OiV73vwHm1F/db2lXIzvR+5wnw5yRjhby6wCEZ4eEpEE+o70Yem1Sy8ZIzEe8BYt2mx93vNpc1eAiXxWW5+es1GkQCn9fUppHaXUSyldSin9AaV0mFJ6G6V0der/kdS2lFL6MUrpSkrpJkqp05njTYhsGQA54qpFNHiLvNDjuoi68hOpbltdVqKh+lVc85fXIFQXskgTOS5XIsz38XxJkRwyZP68QkSLnFxJ2ewNiv23+t7VWLJjSV5BAbfaMDeoPtWREeYR0HTkMhPqr3L10hPgpCAdimqKoE1owj0106LNjus+cR1W3LHC8lz7c+3CmMZ+3lqCTDlg8Xa2UG+6rQkN1zWIz7zjS3fgvu/ch+KaYhQtY3MoNmoNLvA5xDM2HJxQ5ILJ3kk0/6wZ0ZFo+vOesDHxRbg2pSFYaQ02+Ev9lmCam1tx1Vqn94BFnXCRFjWqT8WSq5YsCImiqMPOcg3mGeHTvzmNRCSBlz//sug7nYgmplUjTAhB3Y46eIu9uP2LtzvUClyKb8/w5SKN5tlabVKD4mX1xMloEm1Pt+Hov5sGUl37uvD83z0vHkeGIzjwzQOupRY9r/dg72f2YujMkCWgONU/hchgBIe+Z62P5ySFX3N5CRLf55ERFoTh7eO8QS9qN7Hg1Exk85byEpfx9B/vx66HdiE6EsVEz4Qo4QBYSQe/x9uzrnJrI06W5aCYr9gH1atC8SpIRBKgBrWY2XGIdkhpDp+9nzkn4NSgOPf0ObzxnTfcHaSlXWZ3uAaA1qda0f5sO/qPMnKQyesgF/BMOx9bJpzffx6JSMKiqJDdolWfajkHhTlhGqf2sY4xND/abHk9XdkCkKq7DmsZ3dgLcEfni50YaB6YkYTeDj2hz6mJqv3exs8hfm2YzrqogDyIMKX0ku12/maSRtszaDUbayyPOQkxdAPxsTh0Tbdk9DwBD5a9ZVlGeRg3RCptKEXN+hrs/PudrovPy40Ir3/Xemx676aLPQwBQggqVlRgx0M7LBH++fruTI9l2A0cMpqrSBg6PYRwf9giI+OLtnW/sy7XoQqkk4+vunsVypvKUbUus7mbv8Qv2skAudW8cVStqcKym62y8J79PXjjO2+AGtQR9c83I9xwXQNu/D83Wtx2+bluPzdlQn7/d+8XZLT1qVbs/cxesfg79ctTYrtsDvDy60bScJdGEwJqUMt8sG8XqgtZHstGPRxu2S85I7IQiOjFhuJVEFocQuONjRm34wvzie4JDDQPYKxjDId/eBhaWMPuv9otZLT5zEeiEOx4cAfu+spdCJQFHNkqTsQmeycdz2eTRnPTRm6YJ2fb5EDOsZ8es7xv7//Zi4HmAbR9u81CyMa7xnH4+4cBsExu174u8f38WmMkDUsfYS59lY3epvqmxO/iGeGmW5qw/cHtTKWxIdXsYgbSRX+pH+VN5Y7neTafB+jGOsfQ8kQLM8dMvXbmsTOC3BKFgFIq/CXkml5OIl/5V7P9U9ly5gvCW1dxonj28bOW+muu0sgU6JRJOM8gU4Pi1C9Ooe9IX873Bg45sOBGzmeKrIELPldlU7DU9VOemxzZiHDPgR7EJ+KWYGWmjHB0NArQ9EGSAtJjpl4OsbGYI6h0bvc54beTKyLDEce10A1yYIsjMcXmRoEAzwyXF1NJAy6Nfutb33qxhzLn6H3DujhfdpN18d17uBdPf+ppYcken4xbFqaVqypRvS5zp6wtH9iC+797f9osAY9OppOiXqoIVgQX3AWHEIK67XXzXiOcT9at/up6a31zjm/lCwDZ4ZQvPmdTAlTWWIYb/+ZGV9LFsfn9mx2vV63OzxU93ee/9o3XHCY1+UrdiEJQvsxcJFNKXRdiANt3d37lTtz77Xsdr0WGIuh+pduxSOg93AtqUHHjn+qbsrY1ipikIB1pJgrB0KkhQbztGXLAzE5zuJ1vFim+S0nGxXD3XGgghGDt29ZmlWl7Ah6xzeEfMEKoTWqCNHHzItWTx/XFdn7bj2E6t2dd07NmhOUFv+JVHHNczMkM1xh50Xn0p2YWmerWhaY8j+VaV349kgO9kaGIyCZP9rDP9xZ7sWTHEou7/0zgCXpw/Sevx+1fvB03/X/27jw+rrO6H//nzK6Z0b5vlmVLtixbXmU7u+04i+M4G0sWCE1YqpYCLV+2shTSpiWlQAvlBwRcGkJC2UqaEpLQBEJCyIodJ97jfZPlXZu1azTP74+re+fe2TSSRhoFHVXuAAAgAElEQVRJ83m/Xn5Zs2j0zH7P85znnL+7ErWbagFErhjq96G3tdcSqOrBlwoqNL/SjOc++xzaDrVZVoT1DBz9f2+B13hP6oFw+7F2dJ3uwv4n9+P5v3veuE39b5kLcoYzB9368YOefg8A3aetn4Pn3z6PQ89G39vZdabLeM1OlGgrwj0XevDG5jdwYf+FqK9V/T0T7fNXL5zV19mHnvPa7ZiDf/1zV1/pc3gccVtQ6ZMu5l6yNHFObTuF/s5+BANB7P7Fbhx53lqoT38uR9M6dO9je7H/1/tHvF6gNxBRYHCwdxCQ4R7rfA2M2YiBsIhcKyL/ISJLh083mS7bOPzvRhF5XEQij6xowpk/jMObr4f3FGs/0o7+jn5jH03DexsslZ4rVkfu2xmtq/7uKiz9wNKZvzIzyXevaFHRyFdKlREei7za0EplrNeFvqKgW/CuBQCAC/tMrSiKfEYa8GiFZzmYWz2NxO6yR6R4zrt53qj+vsPjwKwrZhn3S3d+73njC04/uB5Nld6Yfy9OupzL57IcyF/6yUuNn3c8ugNP/eVTlusfff4onvrwU3j6I0+j+1w3XrjvBex4NLTqZj7ADfQGYu4RDvQFIDbBpu9vQv27IrMYIqqOD3+5e3I9xoRd6fJQ72E9PdUcCI/Uo5NCqq+uRkaBNT19sHcQe/9nr+W80bwew1e7wr+DjKyksJXDof6hEbd4mA/27C57RJCtB2P6+XW3RWaObH94O578iydxZvuZUDovtEnhYCBoBLInXw+tMIqIEQDrq3ULb19oXN7X0RextSDa5OR4VqFEBDa7DZ5sD7IrszF7zWwAwLb/2GYJ2PRV4IGuAWtasSkF9OgLRwEA2x/dbtRdAEKp0Q63A2WrynD1l682Jh/0QPjiyYsRxZ4C/QHL86mP58jvj+D1f3/duN/mAEEPwPWUZgARtS6OvXgs5uPRfbZ73J0pgkPBuL2t9deCmd7aTX8MAevz2nOhBzanDXZ35HeGPhna39lvvJ70DIVze84ZE1AXDmjfee4sd9ygSp9ANX+/zlQqqNBzIYm1H0Z46Qx0D0R8l7RsbcHB/ztovO6ipeoDI1ee723tHdOEbfOrzZY+30P9Q3C4tR7S5urkNDqJfLv9FYBPA7hbRK4GsNR02f0AFgIoAOAd/p9SKDxFJjy40LUdbIPYBL5CHxze0MFnMtKZvQXepATUU1aMdkYTTa/8OxXpAUysA1nL6mmMhy38wLFkiRb46NU/B3sH0X22O+E9xrr5N89HVn1WxEGzXuU3UdlVWopg2coybPr+JssEklm899Di9y3GnPVzjD2Duu6z3YAA6/5xHZbcs2TSU91izSZnVmRaqpMDwPk92iTaiVdOGAWJzIHwQM9A9PdGAm8XEcGiOxcZpz05HuTV5GHhHQux4i9WYMO3NlgyUfTVtlT1Dp7ucmbnRKzCQcHIGNKZ2wSNJHyPpr4nOOJ6YXvsg0PBEbOIzM9zx7GOiCC751wPVFDrV1u7sdaS3bTiL1ZYrrvlu1ssp1sPtFqC2YstF43PjH2/2ocX7nsBL/z9C+hr74Ov2IeqNVXY8O8bjLEEA0FLq6hkTGaZmVdOAet7NtrKr34QX36JtqLbczYUROgH4V2nuizPV8+5HnSf7cZA10DE56UeCAPWNHSllBFMGqm/w/skd/98t1ZpezigNK8+D/Zpt9V6MNTmcTTBQazPX7No6aRmB54+gLcefivm5VEDcdNLVF+NNxcF6+/oh9PnjFrbw+lzAqI9fuEtzo6/dNy4Xvdp7fvA5XfFXRHWiwJGq5sw05zddRZ7H9sbs9d0LLHS0Eey74l9Uc+3BLkxXlojTdDseWwP9j6+N+L8vva+uCn+bz38FrY+uBXdZ7vR29qLQH+owO1M24o4mRJ55M4ppdqVUp8CcB2AlabLrgLgB9AHYLdS6pEJGOO4zfQ9wuYqh4GBAMQuaHhvA67/5vUxf6ezuROODAfEJtY9dzN8EZfGaITZ01lXzELFpRURLZ6iibn/POy1Zy6k1HmyE898/BkAkQfpI/GX+OGfGyXoHc1rXYDihmJs+NYGLP/Q8rhXnbcp/kqx2ASrProKNz54o3Fe25E2ePO9yMjLGNVKdbJklmZi9trZlvOKlxRjzRfXRHyp7/zJTuPntx7SDiItqdHdg1EDUxGJGRSZubPcmH/LfADaxMpln75MK95nk6gp444MR8TKCyVGbIIF71gACHD5Zy43+sGHG00xvvAVtljbScJXTdSQGvHvhF9uc9hw9ZevNoLciy0XtSBMaRV6jfRUAUqWRc8kueQTl8Cd47YU71JBhb72PlReXmn5nOg61QVIqIe8w6O99toOa/tmC+aHAm/LazXKXtLRCq/AbH4s3n78beNnPZgc6tOeh4wc7T032DNo7PWOFRwcff4onv/i8wj0BSIDYV8oEN7+o1BK+WD3oBFM6+9vPT1aPzjXV84sK8J9ASilLKnBsQoNdZ/rRsfxDsvKa6zVdaUU9vxyDzqOd2D7o9stRdTCdZ3qinlZrL8hIjj07CEc+8Mx47Vu/ozs7+iHyzv82IVvE/C54HA7MNg7aATC+gRHX3sfAn0BvPnDN3Hsj8fg8Djg8Dhw8eTFiK0zus4W7XHNLIm+4DGT6K+TeBMD0cRandVXl48+fxTdZ7ux93/2omVri/FcxqqkbxbvNRj3fBV9L/3xl4/j9FunjfdnrAmO57/4PJ773HMY6h8yvvs4GTx2iXy7GTlySqnPAnjEdLpHKXUfgPPQWhhNSTN9j7D5DaunSlRdVRV3xlQFlXG5OeCY8enM01j4/pDJNFIA43A7UNxQnNBt5c2NkcYV9t1hc9iMA6kX73/ROH/hHQsx2Yw+2wns3Q2vhDzryugFi8QmqN2o7fNrO9wWsbqViGQFgGITLLprEcpXh/boNv6lNSiKVqinr70P7UfbtX2Xwx8d3gJv1D2RYpOEV7r9xQmu1gsANfq+yzRMgIIFBdj0vU3InZtrSa/TMyAAWF4XIzH/HqBlJfmKfZh73VzL+eEHgsGh4IirGtFeV94Cr5Fh0Xmi0wgEPTkeuLPdyKvJw7IPLLN8t5kPMPNr843sk6GBIXSf7cZTH34KKqiQkZsRcYA51D9kOc+d5TYCPT3YLmooMq5jfj+M52A1fKLKzFzhXQ9C9TRnT17oOXVmh44J3Dnxq+RHXREe3tdtXu3+/Rd+jzcf0vbq6pWy9cdav7+dJzux8yc70bJVaz0ldsFQ3xC2/cc2vP3427C7terK5hXhQF8A/Z39UEGF57/4PP745T9aJgPMwWfniU4jyDi74ywO//Yw3nzoTQz1DyVURXr/U/uN2+vr6MOTf/EkXv7qy1FX9vov9mPvY3ux8yc7jb9pDuAvtlw0JnvDv+vsLru277drINTre0hhaHAIv/vb3+Glr7yEk6+dNNpU6S24YrWE0leEzZkIM1Ui3TpUMDQJMhI9OyHQF8CxF4+h53wPTm07ZclQ2PPYHrQeao34XXNAG30gkWcdfu7wiL2twzs6mLeFRQuue9t6jWOSrPKpmzE41Y0YCCulfgUAIlIuIn82/PNaMb0alVLPKaX+buKGSYkaGhga8ctWD2r0D2vuLRijNJkzWPaBZRE9dQFYCvEkoxhMtA/6tf+wNuK86qurx/23gFFO+oxy9Vi3omkFChcUxryqHjQM9Q+NqRDbojsWxaxkHh6QJ2Lh7Qsx/+b5uO5fr4t4Ti/5f5dEXL+vvQ8v/fNLaNnSAneWG40fbsTqv1kd/cYn6P1SsrRE65mc40bFpanbklFzQ03K/vZYhb8HzK9B82PpK0x8kib84L+wvhDr7l+HutvqLK/JYCAIFVR46sNP4fV/fx1QIxdYNF9unhCzO+1wZ7sRHAoaabueXI+RURBehK3y8lDWhdjESKG+eOoiDjwdOlh1Z7stkyzeAq/2Heu2BsJQ2u3kzs3Fjd+7Eas+usq4XClt0rnyskpj4mssohVfWvmRlVGuqQUE+nYF82e3MycUCC+4bQGu+uJVxukbvn2D5TaiBcKBvgBUUMFX6DPGE+gLGPtm9a1YSmmF9fQV4JYtLTj2h2NGkJ6Rl4HBvkGcekMr7unOdsPld1n6657cchK//fRvsePHO4zAwrw3ufVgK575f89g/1P78eI/vYjjLx1H25E2I+U9kVRRFVS4sP8Czu89j/Zj7Tj07CHs+eUeAFobpdNvnUb/xX4c++MxI5Vfv6+A9vk30DWAnvM9lt6uTq8TS+5ZElF4VOwSCoSHP19bD7YaAZJ5hVpf1DCnv+qCgSB2/mQnOo5pAV+09oozjn54EOcjItAXQG9rr2UfbzTmrTyAdduB/rMKKhx+9jBe+eorluvqk6/A6FaE2w61xa2KroLKeL+Er2IPdA2g9UBkQN52qA1iF1RcUhHRX5sSl1C+k4hcB2ArgBsArADwDQAHROSKCRwbjUGgNxCzSM66f1qH9f+83jhQ0N90li+McRysjlShlMYnVRWrYx1QVK8PBaTJCIRnXR65curJnbhJmtE8nqMJmkdzXXPF17FUWXd4HDHvR7Sq1jnVOZhzjbVas3l1x+V3ofbGWsttbvzuRtzw/90Ah9thBHvhe5y1O6AFpdEmTYCJyTYRERQtKsK8TfOw/svrseSeJcZBY6yq2RMluzJ75CtNcebn3bzCMJ6iRHrQKDbBqr/WAsSS5SUIBoLGAau+BzmR1Ogbvn0DNn53Y8SEmCfXox0ID3+/6enL0YTXsND7KQ/2DKL51Wbj/IK6Asv7I9AfiJhs1l9nGQUZsNltMV/nRYuKxvUZbs7KyZ6lvdYKFlgDLb0QX197n5Eabf4MdeWH/r630GvZymJ32i37qIMD2sF41ZoqLL13qTFxPtgziL72vqhpm/p1ei/0Wipth690+Qp9aD8cCiizK7PhznZbAt3ze4drEZiqUOvHLIG+AI6/eByDPYPY/4RWcffszrN4/Zuvh64bp+2Qbv+T+/Hqv76K3376t+hq6ULbkTac33PeaDt54e0L2PXTXTi/9zzO7dZeo2d3hbbmnNl+Bs9+8llsfXArml9rxtndZzHYMwiH1xE1e0hE4MhwYLBr0PJaj7UvVF8RDv9+bdnagoGuAXSd7oLdZY/b7nKmMWeSBPoD2PXzXUaRNXMAGm0lV2cu9AhY+2br7994Ba/GsiI8EnN3DH0yRvfyV1/Gq//6atTfaz/SPuW6mUw3iW78+ScAVyql7lJK3auUWgbgfQC+JyKXTdzwaLQCfYGID+DC9YXwFnjhK/RZZuTNBzfZVdmouLRiXAernhzPtFwVGa3aG2uROyd30tPIJ3sPiH6wFYv5/o8mEI41i+ryuyJm0MMPjBe9ZxGSxe6yY0XTipGvOFpRHgqn1xk1fa3iktAB+Uh7i8er5PoSzFk/J2J8i+9eHPf3bHab8dqbf8t8LLl3CZbeuzTievqBc7LE2tNppr/u/KV+2Bw2IzAG4lfNpujMK53mFOeRqqCGW9G0IrRCYXq7Z5ZmYtP3NyFntpZmr/cp1olj5BVhu9MeNWB2eV1akNbZB5vDFjU4KFhbYKzKFjUUGcGcOcjTLbxjIZxepyWIG+ofiviO1QNhX0GMVfPxFTY2RPu+sTvtWP+V9cbp7ArtOTu351woNTpGxpc+7ob3NBh78kuXlxo96fXJroL5BVqF7uF9r2d2nsFgz2DUehD6JNTxl47j5a+8bPk7unk3zYPT67S8puasnwN3ltuSGm2ucq3rOt2Fc3vPYfsj2yN6r/a29lqq/Pa29RqruEbrKFNqdXAoiON/DBWoOv7KcVzYfwEDXQMoXlwMb4EXvW29GOwd1PYCDz/8eh9lIFTIUa8wfuLlE8aKcCyOjOGWSKIV43rla69E3NfF71uMZR9aBmeGE4O9gxETUcbqc/egUYArXRz+3WG0H9MmUS6evIj+jn6c2jbcNtT0MJlfS11nuozTrX+KDJCjTfabi/lZHn8Vu1p01OsnaP+TsVsombfFFS8pHvHYjEYn0UDYpZQ6aD5DKfUqgHcAeCDpo0qymV4sS/fc55/DuT3nItJocpbk4OovX22cvuQTWoqjeQXqys9fGfXgdjQ8uZ4ZsSoykqzyrIhVtckw2SvuNRtqEg8Uk/RFHC1IXvdP61C7sRY3Pnij0TJkKot2wLr47sWYd2NkoGtz2LDgnQtQc0NN3BWssSpdYWo15LJFnbCwO+2Yd1NiQbiIoPLSSrj8LuPgWRezf/AY+4mXryzHsg8sM05HrWwtoXGFn5esACSdiAgW3rEQl3/2cuvE2xieQj0AijqBF+O5GSmdNd6KsVIK7Ufa0fxqM5xeZ9T3Ye7yXON1u+qjq3DpJ7S2YUYgPLyKWHFJRdQtGEMDQwgOBo0JA5vTBne2dj+9hdHfv+NpmZQIc6Cp7+Pf8egOI1hyZjiNnsMZFaGJcL2VT9WaKkvK9pxr5mDT9zdFrDKp4Sdt+8Na8SlPjiei8r7T54S/1Hpe1doqy+n8efnG45eRl4FN39f2p7uz3JZ6J9HSSFsPtBr7Js2V7KOdhtLqpwSHgtj1s124cOACTj19ysjCOfWG1hNWz2zqONaBM29pj1l+bT68hV50n+vG7/72d3jl668Yr82u013wFfvgyHAYAbYeNKmgQqAvEDcQdmZoe61f+spL2PlfO9F6sBU7HrGuUM66YhbKV5bDV+SDGlLobO5EMBBEyxstOPCbUOr+QPeAUaF6pjO/j6K1tQp3+s3TRobBC196AS/c9wK6z3Wj70xkZXJzYNl+tB3BoaBl5VkPvAEti+vo80ctp83XC29hOlZ6MB3ewql8VTmu+HwoGfear14TUYGfRifRKfM+ESlUSll6KCil9ovIlI989GJZM1lva6+REjbSbJVesCbaQXEiPTg9uZ6IVKe62+pGtY+MksvcWzUVElkRtjlt2pdLnOPCaGm1vkJfRNA1WZy+UIEYX5EvZvXO8QgvIjQW2VXZxn4xM/1gNn9+Pi4q7eAh2kFTZunoi63U3FCDlq0tyJ+Xj3N7zmHRXdFX65feszQpwYDdZY9Id4x2X8LbkkymssayiEBgulj2wWXY+z97owaAYznQLmoogsPjgLfAa+l9CVh79JqFT+JGjCPO54weqCRS7TWc/p2o97QdqXCdvpopIkZAGSsQnugJGfPkgPnxO7/3vFFwcP5N8zHvxnnYf2B/1OsC0T9DzK+F8IlYZ4YTa/9hLQa6B/DsJ54FoD2O5avKLSv9+t8pWV6CpfcshcPjMIJ0X3HocXb5XRjoGjB6jUcLhJtfbTb2e5tTryMeE4cNwUAQp7efxu6f7caln7zUyMjpa++DI8OBt3+lVdourC/E0ReOou1wGwJ9Abiz3Mgsy4S/2G/0Cu441mFUiNZbS9mcNlxs1sbYfqQdza81R2QYROP0OnHx5EUceuZQxPnXfPUaS3Evf5n2WXJuzzmjMJbZYPcgXF5XUrYmTVVnd5/VAl/zouzw90n490r46fNvnzf6NAf6Apbq6mbmQLLjeAeaX222nHdq6ynkVkdfiOht7TW+Z1964CXYnDYsvWd8i0oAjIyH33/h95bzS5aVWD6PPdkedJ3qslSsp9FJdEX4awD+V0TKzGeKSMEoboMmiFIKz33uOeP0SPtFwj80zUFUIgeP0Q6KGASnVllj2chXmkCJfBHrew7jrRAWNRTFPqBMgbpb61Czocb4ef7NqQnIR1JzffQtCUZQOJT8o3ERwZovrcGiOxdh3f3rYhYFszlsRsGhUQfEEvZ/+MVRXkujafWTbKXLS8c0qZBKDe9tQMN7GmCzR6YT587NNdKYR8vutKOwvjDqc6RPbGXkZ2DDtzYY5/uL4k8ixPvsMNcsyKuJUZk+1liHV631/Z/mFi3RtmPoqYrmFeFUfgde/43rcf03tHaJ5pVcc/qx/lmw7EPLLI+VztJGcZj5cTRXcs+qzELRYi112uVzIa82D5llmbC77ZbCQ1d+4UpjpdbldUX0mzfvi3Rlaj1z9z6+F/uf3B/R2qissUxbGR0KYtsPtqHtUJsl40W39h/W4qovaUXAdv9sNwDg3O5QL+MDTx/A9h9tN4L+vNo8+Iv96DrVhdaDrfAV+eAv9Uesdut7Tvsv9sPld8GTpT1e+ur2Wz98C3/61p8AhFbbo3FmOI191uWXlGPp+7WgyV/qh91ph8vvMibT9M+S1v3a31ZBhf6L/XjpKy/hxKvDadgxesDPFCdePmEEs4awr5H2o+04s+NMxCRYMBC0TLrFOr7tPNGJlq0txutxoGvAsiKcyCqv/l4LDgYRGBh5QWkkB546YKTqA9pnX+OHG433jqVgX/bk1sOYaRJaEVZKPSYibgCvisgbALYDcAN4N4B/nMDxUQLMqRkAsPb+tXGv7y3wwp3lRv07tb1AM3k2cSYoWlRkKdAxFSWyYjR77Wx0HO+IWUxJvx1foS/q7HcquHwuS8uf8IOjqaR8VXlE0RX9gMyT6wH0BZSxvt1N1TLHylvgjbpyPRYOj8M6Mz6cqaIHNalYEZ6OzK/vyksrLYVaLv/M5doP4/iKiPbZULK0BJd9+jL4S/xwuB24+stX4+gLR5E9O36CWbxJDvMKZ8N7tUrqmeWZCaVRhqu9MZQqHK0tyZJ7lhg/58/LR9Waqpg9PwvrY1eNTxbzBMa1X7sWr33zNUvrFbPyleUoXxnZDsvcNiaW1X+zGoM9gyhdXmp5Xi/7VKhUTHFDMQ48eQBlK8uQPSsbdbfV4cL+C5btF7lztdW12o218BX7kDM7B82vNUMNKfSc74HDrfXPzZ2Ta/RozizPRMvWFlzYfwEtW7Q2TN58L1Z9bBU8uR6jxV79u+ojM3fCXoLBQBDtx9rh9Dqx7P3L8OZ/vmlkLcy6chYqLqkwWlLpY+g4qn1uDVwcQFZ5ljFZMu+meXD5XNj+o+3GKna8iv1Or9NIqfbme1GytARzrp1jWX2fs34O+jv70XOhB54cDzpbOnH4ucPY84vQe7P9SDtsThty5oxtomq6iTeJqoIKza81R+xH72zutPTMNre5GugawOntpzHr8lno7+zHtv/YBgiw6XubALFmR4b3Rtf/JkTbDw+xZna9+Z9vYvkHl496L+++X+3DgacPoO42bQLeXCDruq9fZ3mfX/OVa4zvuJyq9HgNTJSEp86VUj8BsADAkwCyAfQBuFMp9UjcX6QJF37AN1JQYnfZce3XrkXxkih9X2P8KgvPpE7lZZUx9+ouvnsxFt2ZvAJSo2XMSiZwoGx32RNaqQkvmBXNdG35NZEr9yVLI4tL+Uv8qLu1znKZHhxn5Gdg4e3RezJH7UuZhLjSXIwnEZbPsrC/v+TPllhO191Sh9nrZk/IXut0EesAflx7EId/1eawWaqN59XkGauX3gIv6t9VP3LVaNMe4vx5+ai7tc44nVOVg+yqbKz+m9XILMtEzYaaqPvyY1n98dUorC/EmvvWWCYHcqpzUHlZpdFOatkHtSJGOmeGEw3vabCcZ6YXb5ssYtNWjhKlryZF+/wIV1hfiLLGsriT5zmzc7Dp+5uw/EPLAWgTCesfWG/5zC5eXIyN39mIqquqUNxQjJIlJcZrYbBnEMFAED3ne4yAuWxVmfG+bn4lVNXbV+xD0aIio20TAEAi+973tfVpQdG5UCDUdqgNOXNyYHfZLanwlZdXwp3lhr/Ej+u/eb3RNk7vTdt/sR+ZFZnGxIsnx4PKyyqNyRcAUQuJ6czHUnk1eXB4HKh/V73lvef0OuEv8aNoYRH8JX50Nnfi5GuR2wmCg0GjiNlMo5SyZGZES40O/04ID5aDgaClErl5a82zn3wWOx7ZgTPbz+C5zz9nuT0RCdW8kMie50ppbd+e+sun0NfRh4GLA5ZV484TnTjy+yMx79uZHWeMiadT206h+1w3us50Ga3b9BRu/XW55r41Edk6Tq/TeM/w+Hx8Enr0ROQ5AH+tlNoN4CERuQVAQ6K/n2p6saybbroJN910U6qHk3T6m3TOdXPGfaAd64DHfIDiynSht7UX3gIves5PjZW7dJXytgmmL45kmeqBTF5tXtSefokoXV6KzLJM7HtiX9zrjbRHcUSm44Hw28rIy0D9u+vhyfHEfN7ya/MtK2nlq8rRerDVaFMxViJiZASMdjLDXAU0GrvLjvzafOOAhCvCY1N9dXXcg7jR0l9jdpcdlZdW4uzOsWe3hO9r9RZ4jfej2ARXfv7K0N9NNNNpONOhcEFh1PR+m92GJfcswdDgEPLn56NsZeLfseb0xck00l5rswW3LUBfex98RT6ceOXEyL8QR8N7G3Dy9ZOW1eXwjDWdPqmhf96bW1gNXByACirkzM7B1Q9cDXeW21jZ07NeqtdXG/2gLR0MRCyfLU6vE72tvXjxH1+E2AWLr1iMY384hq5TXai4pAI2h834jPQWeeHyaXtuS1eUhvoc57jRdqgN7cfaERwMwpPjQV5NHjqbO42+2VVXVcFf4ofYJO7j7/SHvrPNE476Hulw3iIvzrx1Bt4CL/Ln52PVx1Zh4OKAsR1upqZGn9p2ynj8gVBvbJvDFnNSNqI+gLK27rI8vsPv+64zXcYxtP6Z0X60HT0XtGNbX6EPHSc6MDQ4ZGzxMbdb6mvrg7fAi4HO0G0P9gxGXUUGtCB6y3e0XteXf+ZyvPH9N7S/Uxz5ne/yu5CRl2Gd6AlTvro85iQcJSbRFeGK4SAYw+2SHgEwC1pQfNtEDS5Z9GJZMzEIBrTZz43f2Yi6W+vGlCJhmUWLceygt3nxl/iNN91kpHzR1Fa+WkuxG6naa9IlMZt/yT1L4PQ6o/fGjaJ6XeT+utFIKL16jPcvrzaxvZEZuRkxg+A518yJejuJtnfSK9fGs+yDy1D/rjGuDCfxuhRptPtrR2u8k3d68FC+uhxiE1Svq45e9Xz4ZbDgHQvivrfLViQW2NqdWiCf6DaQZR9YlvWsxSAAACAASURBVJSiOdHo9yfW+11EULayDHW31UVcpn9v2112zF4727IiWruxFgvviJ4lkgiXzzXq1anwVa1Ab8AIpOvfXQ9vvhd2p91SO6LutjosvH2h5blo/HAjVv/NagQDQcskSM6cnFCf2SGFvvY+7PzJTgBa9pHYxPhs01fFxSbG68Lpc8JX4EP7sXZs/5FWMdtX4ENOVQ7WfGmNMbEIaFkKI71/sspCq8U1G2qMXtBGu7Ew7kw3+i/2o/tcN4oWFWH5B5dbVo+jZvbNAHqauR5QqqDCMx9/Bq9/83UopaCUijlh9/b/vo2t39tqTKroLIHw8GHv8T8eNz5TzHtte871wOa0oed8Dwa7B7Hrp7uMy/SiekBogtY8UTvYG7uHtTmIPvTbUME0c4sk/fYGe7We1PGwh/D4JXr0ai5D/GcAvqeUagKwDsDfJn1UNCoiolWHDFu1HYn+oW8u7BDrS16f4eR+YjIrXFCIFU0rJuV1Mf+W+Zh/y3wULymOWRxqLBxuBxbfvRiVl1Ym7TZHohfgMot1IDQa+mfAWKo0191ah/JV5UaP7BVNKzB77WwA2gFCoqtMiRSLstmjt3IKJzZB9qxszL3eWlk77sH28M1yRXiKCCt4tvjuxShcOPZJ1NobarHsA9b05Ggp3frry1vgtRR6AmD5+yXLSmK+nkbq3R5rD6DT65yQycGaG2ow97q5yCrPwoqmFRF7Is2Wf2g5ajbURGSE6IWYnF5nxGdOVkUWPNkeVK+vtuyTjsbmjH7/Yj1msdKF9edJ74G848c7sPvnWpErc1q5w+2AO8cNp9cZtdjX/Jvno7C+EIM9g5bjmKyyLEvmml6tOa8mzygEV7ayDKs/vtoohqiPqXZjLRbctgD+Uj8utlw0VhfNQbnYJGJFLl4rSn1sviIfihuKUXVlFerfXR+18BcwnDkz3AqqYEGB8Tm84B0LAIx/Ynaq6jjRgQNPH8D//c3/Yd8T+9B2RNsrrk+SxOpwsuW7W3DwNwe1Pd4CDPQMGAGuHgibfze7Kts43d/Rb3xv9JzvgbfAa5w+tyfUNKf7XCho1Qt5mQu/DXYPxvx+6z4f+l09FVpXvb4aqz++GgBwevtpBHoDMVd7jQlFfs2NW6JTdwdF5F0AXgRwK7T+wVBKnR0uokVTTMNdDXhj8xtxr1OyrATlq8otPdJiiXdgHb4fh2i8cmbnRFSK9BX5ICIRB7XTUbxUp/EwvnzH8OXoK/JFHDTnz8uHJ9czuoq4SZ4TCZ80KFpUFHc/o76/c6aulEw30V6T41m1F5skNoli+hs5s3NQsqwEbWVtyPXkomJ1Bc7tPjfusVRcUoHze88bp70FXgz2DI5/a0MM2ZXRA++CugJUXVWF3f+9O6K1Yc2GGmx/ZLtxWp80iDdRpKf7xuPOdEfdKhFeMVkvYic2ibudSk+R1qtF58/Lhzc/FHCqIYVr/+Vay++Y29tlz8pGx/EOBPq19kuXfPwStB9vh8NtPczV9/pe8olLjPNsdpslLV5/TejBe3ZVNo7/8The++ZrALQCWnrgI3YtFXr+LfONtlHxJlB8xT7Mu2meJcVe3y5S1lgWsWXEnD6tB73VV1dDKYWKSysSWvSYbnou9GDf4/tw+HeHAWgVlPVVVpszMjW653wPAr0B+Mv8ltXaof4hDHZr78f+jn4tEC4G9j6+17jOwMUBBHq1QFgFFQ7+5iBqb6w1AmH99ThwcQAHnj6Afb/ah5LlJfAWeGF32XF211nMuWYOjr983LjNQG8AKqitWod/vvSeD71nwgv5la0sM4rzBXoDCPQFYk5Ae3I8GOwZ5P7gJEj0Efx/AB4F8FMAv1VKvQIAIuIEMP2PStNUvB6c4fSVJofHgdy5uTj/9nn4S/xYfPfiEWfNiUYrryYvIhCebimv8drO2Bw2zLtpHvb/en/M64xFydIS9LX3GUVmksEcBMfax2Y20c9TZllm3PRam8MWs7gcjY7R+3s8tzG8MmoOvMK/Z2avm42jzx9NeHtCIswpg2ITlK8sx4EXDmDO2jlJuf15m+bB7rTD6XUahXWKGoqQXzv+zI6EDT+k+j7Rhe9eiHN7zmmVbIeFH0jr+xzHGkAteOcC9F7oxdDAEE68cgIN723Azv/aaVyeV5Nn9N8FtPoC+ips3a11Wgugzn5LdXIA8OSFAsDlH1qOooaiuKvLc6+bC7GLVu0XoVVaX6EPEKBgQQEKFhSg9bC1nkPb4TZ4C7yw2W1GSrS5zVQ04RMD/jI/ChYU4OjzR432k+agPR49FTtaxoC5laXOfLt6Knzu3FzI7wXuLPe0+15MREZeBureUYfuc91GYHv090cBaN8vfR19UEGF7nPd6GvrC1VXDnso+jv7Mdg9iOyqbNjddgx0DeDIv4XSqTMrMtHXMZyC7HEg0BfAvif2of9iPy6evKilrSutrVowEDQmOk5vOw1fsQ9ZlVk4+fpJ9HX0GXvYnV4nBnq078iLLRcjqs5fPB0KfsPTobPKs2B32WFz2rSe2v2xA2FKnkTbJ50GcK2I2JRS5k+MdQCen5CR0YQbTTqrv8SPiksrkD8vHw63I6EDzUnfN0ozxlhSe6eSZR9cNuL7K14K8VgPblx+V8J7ecdi4e0LERwKGnvlaGbLnpWNtkNt47oNfRLV3F82/L3hznJj6b1LY6bbjkUy9s65/K6YBeKMrA7TXZnUINjEUiwqyufO8g8tx86f7kRmXSZcfhdKl5eOei943a11CAaC8OZ7jeCsoK4g4nteX7FXQYWqNVXG2JRSxmUZeRkRra3Mad6lK0pjfn5WXVWF3Dm5lr/rLfDCV+jDorsWweV3Wdrv1d1Sh1f+5RXjtAoqeHI8qLikwngOA/3aimBhfSFmXTEr4m9mlmWi9sZaHHjqABweB1xeF/Jr8y3Ptz7ekV7Ds66YheMvHU+4kJp5UlN/LC2p35WxK1RPVyKC2htqITZBb2svfv/53xuXDQ0MofdCL068fAKvfv1VaxHFsMOG7nPdGOgeMCosm9ObAW1lv/nVZkBpz4u+An30+aMAhgPyW+tw8vWTEd95euYBALz5gzeNvtoZeRk489YZHHzmIDLLMnF251n4S/04t+ccei70oHxVqHWZnmKdNy8Pncc7jYkf43NHjVxwbyZOhEy2UU01hAXBUEo9C+DZpI5oAsz0qtGxLLx9IXb/YnfsK4zy/VPcMLpUw3j7l4jimt5x8IhtYKL+zjSYOLI5bBD7CB8cE/29zO/9Cect8CYt5U5/XYe3uDFzuB2Tnlm04J0LjPdpzOrp8/LR/Fpz1Mt0elplKiQ6YSg2weL3LkbrC9rq6Fi6S0RL9471maW3TgJCqcjhajbUWCrruv1uo09xVkUWZq+bHfX3siqyLK+Vmg01Wp90hNKy9ewDd5bbso9bnAI1qJA1KwvFi4stt+nOchuFq6KZf/N8lCwtgd1tj3q/xSaouKRixMBUfx8kGsDoxRVz5+ZG/eybqRWDc2bnYO61c9HRHHr9lCwtwem3TqP9SLvWGilKJ4HChYVY/L7FeO6zz6H9SDsGewbh8rkw2DOI3gvWSS13ptvIePGV+HD5Zy7Hy1992bjc6XXCZrcZ++p1GfkZaPzLRmTkZ6D51WZ4C70IDmi348n1oLO5E2//z9uYe+1ciE3QcbwDb/3wLfR39lv6e+sTNqs+sspy+y6/yxhreGo/JV9aPMJ61eh048nxxF2VmuiZpNqN8YttEMUy3VeEx0JsMiHp0skW/rkR3m6HBfWmP70Qz+HntBWS8Uw+iE2w8I6Flt68maWZWjEbAFVrqpLWF9zussdsWxLOnHKaVZllHKA6PA4ULChA+cpydDZ3Rv1d8yqdHnRVXVU11mGPmf6YmiedU9WyKRZ97294ayqb3QZbRiigzJ6VbVS0Nme1+Ip86D4bSiEN/3yJVrBMf06cPiccHgfmXDsH2bOysfOXOxHoCETUmfBke7DozkUx78P8m+ejs7kTYheoIRVzAsAcXMcy2s/HkqUlWHPfGngLvGm3+pc7J1dL/x7OMMidm4vTb53Glge3YOVHVkb9HV+hDxm5GfAV+7Q6AEp7HZgnrG749g0AYGkX5sxwInduLq743BV46Z9f0s4b3oJj/nxa+w9rLZ0f/KV+DHYPos/eB3e22xJs91zoMVZ19dTpjmNaYK+nYus/m7l8LnSe1D57YgXC6XiMNFHSIhCmUUjC52ztjbW4sO9C6nvc0vSV7p/x0+R4Z0XTCkvKKwBLwDMRPNnJCZooAUl6H4Y/Z1kVWVjyZ0sAmRorHlVXVsGd5UbX6S7U3hB/ArdgQYElvVE30W2nYo3FlemyFNHKrc7F7HWz0XGsI2IlKxWcXmdCW6nEpnW/CN+vO/f6uRjsGTQmCBMJJPUgwZmhBcJ6q7Zdj2ktcKL1bI3HX+KHv8SPU9u0vrb6CvRYjDYQdvlcyJ+fr7UBMv2qeW/6TOb0OuHIcGCwe9CYVOm90BsxYZxVmYXOE53G+zC7Khstf2rRbsPnxPIPLce2H2xDVkOWsU/eXNhNP17NrjJlEAxPPJg/o8JfO0P9Qzj91mnk1eQhqzwLpY2l2PHIDgBA26E2vPXDtywTJ91nu437FOgLWCauylaWoWVLC5w+p9H2KXxiq/7d9ehr78PZXWPvx05WUz8Xj5Ii0cIYiRZ8iCerPAvVV8/Mkv40OfQDmVjtSaaCCUllnoYTAOZVitqNtTHbpIz/D2n/zcQqqenI4XEkLQjWg4tobZQS/f3SZaUjBsGAFjRHHXcKJq9EJGol6fzafMy5Zg6KFiav+Fg8rkyXpQryWC2+e7E2QWLizHDCm+81ApQRt2YA8Bf7kT8vH2UryyzbVPSVYn/R2CYIChcWApKcyb7RFEGKtjc4XTi9TuP95sn2aG29JBTEbvj3DbjsM5cZr/XwNHn990pXlGLRnYtQuCaUmWBOK9cndEUEyz64DHa33Wgvpu/7dmW6LM9BUUORkR3SerAV/lI/Zl0+C2v+fg0AGEXjwid3XJkuIyV74e2hvt2ly7Riaeb6BuGBcEZuBnKrc0PHCun3kki61E/F0oTSvzTcmW5jhmnx+xZb0sf02frKyypZAZqmhuEP+anaGqDu1rq0bmRfvKQ4VBXb9EU8YUGwSToeDFJ8dqcd8zbNQ0Z+Bnb/fHfMHqOjNZr0w3R+XTbc1ZCU24l3/DHr8lkoXFBorObFY3PYjB7o5mMdf60f7W+0x+zZO5LKSyu1fcLjOE5y+pzIq8mz9Egei7yaPJzZcSapBeamqg3/vgF/uP8P2qpvSyegtD7DviIfHB4H8ubmwV/sR0ZBBnLnaIGp+fs5qyILYhPMXjcb+/btM853eEPHF+bno3xVuSXrw+60Y/mfL4/I+hDRKoC3bNFWnvX933oqdfuR6K1JM/IyjEJx0SbvzBMtzKyceFPzKJPGLHtWNmZdGap6WHdLHZoHmlG6ohQXW7Q3njPDaZkJ8+R4sPjuxXzD0ZShpx/lVudaiktMFcnuE+ot8KJ4cbFx4B2v9dJUULG6wvhZDwDGky5INF76QWjDe5MTlAGjDG7TNw6eFHaX3bI3M1HmzJ2CKwpw6b2XJrSqHI3YZNyrwSIy+ow5CfsfQPnqcpSuKE1oYmC6q7662kgD1wPHjmMdRtALaIFv1ZWhffr68+TJ8cQs3GpeNR7pvR6twJxSypIqrd+e+fjaV+wz2iTZ3XYM9Q8hd04uKi+vxP4n9iO7KhuODAfmXBNq65aRHwqORyqGls4TcMnCQHiGySzLtHxQZ+RlIHN+JjJLM5FVmRUz9ZlBME0lGbkZadELNmd2DjLLMi2z0UvuWTIl9k2Oxryb5iEjd2xpqQmbhmnjNPnGUrE9lszyTK038Lx87H1sb9zr8oB0ajLvyRW7wO6yT9s6A5Y2WSJpEQQD1pZU+iS0Cqq4k692j/bYxJtUzsjLgL/UbwlCR0VZnxO9lzUAoz1Y/bvrseXbWwBox9lD/UPIqc5BcUMxyldqq85zrpljaadoLs4V69icxbKSZ3odbdGIihpip9sksv+JiCbP3OvmRpw33YJgIH5P5KRjvDHp0jXIExFUXlqZ6mFQElhWgafZy9l4/02zcSdLeM9oXbSidTo1FGqhFc/av18b9/JFdy2C3WWP6CNs5shwINAbsATmK5pW4MhzR1BYX4ic6hy0H2lH9dXV2PvYXm2P77DaG2sjvj/NEzVTdXvYTJIWj3A69RFO1wMWIiKiiVL/rnoMDUa2Zqq4tMLYI0hTU+mKUvhL/Hh7z9sApu9x0nQd93jpgbDecqj+9nrs+cUe5NXmoWRpCTLyM3DkuVALv4pLKzA0MIS2I22Yf8v8hP7G3Ovm4tCzhyLON6dPh9NXZZfeuxSth1otacz+Er+xTWPFX6zA0MAQqtdVY9aVsyzXyyqPrKvhzja1Q4u16s9iWUmTFoHwTO8jnC5l9IkofVWtqULLlpa0PRhMBX01Ih0K8owkVkXq4oZiFDeM3D+WUqdsRdj+zun6ETJdxz1OeoXt4sXFOPmnk5izfg7mrNfSmfVVYT0QtjlsKG4oRvOrzVj83sUJ/40x1eUYDkZLlpagZGkJcufkIhgIouN4h+Vq+rahgroCnNtzbsSbTaQQZ1ljGQ49e2jitySlgbQIhGe8NP1wJKL0UTC/AAXzC1I9jLRSsbpCa10TpUUPEU0SPTM6TScB7U47lt67FHaXHSf/dDLudedtmjfh41n8vsVG6vX5feeNn6uuqoLYBF2nu3D4d4ctFcuBxCcUxSaouLQibheGrIosLPvAsjHeAzLjNO8MkM5tXGjmy67Kxux1s1M9DKK0Y3PYUFDHyQeaGfxztarT6RpQTmd6y6qCBbE/jzy5nnF1dDAXqQJgWWTSKznXbqyFM8MJl98Fl9+FpfcsBaD1Bra77LA5bMiqyIpazMq81zkWvXDX0nuXjr2IF40KA+EZoOb6GgBaOX2imabm+hrk1+anehhERDQTTLM42Fz5Ot1VXVlltE0yF8Kqu7Vu1AVhw4vL1r+r3rLKap4wqd1YiwXvXBCxSmtz2FB1VRXm3Ri2Ej0cB1deFiq2Z65oX7CgAPnzI49rcufkRi2iSROHqdEzgMPjSItWM0RERETppKyxDCdfP8nsv2EqqEWZ5sWfkVaCF925CLt+tguAFjTb3XYMdA3g7M6zxnXEJpZJB3PFZmeGM2ZP32hZM/qKcM7sHAT6Aji17ZQlNdrc8zjceFa1afQYCBMRERFRWphuqdE5VTnIqRpDMacZSg8yE3kenV4tjdm8eqwHmrH6SZcsK0Hb4TbUbhxHy9HhFWGxC8oay1C8uBg2uw3uLDf8Jf4Rx2zmK/Kh+2z32MdCcTEQJiIiIqIZLdq+TZqGRtE6aPHdiVeO1pWvLEf5yvFtNdRXrfUVZn2P88LbF44q1X3+LfPhK/Rh2w+2jWs8FBv3CBMRERFRepheC8IUpqyxDO5sNzJLM0f1e/nz82HPiNGXN8n0VV3zvmBg9Pu9/cV+7hGfYFwRJiIiIqIZzTvLi4yBjLH1jKUpw1vgxaI7Fo3692avmY2j6qjlvCX3LEnSqKyqr67Ghf0XEqoUTanFQJiIiIiIZjRnphP1a+tTPQyaQhzuiQmDMssykVk2uhXreGpvrJ2wsaY7PqpERERERERTUFZ51shXojFJizX7rq4uNDU14de//nWqh0JERERERBMkIy8D3gJvqodB00BarAj7/X5s3rw51cMgIiIiIqIJNP+W+akeAk0TaREIExERERHRzGd3Tk51aJr+0iI1moiIiIiIiEjHQJiIiIiIiGiKyKlmm6/JwNRoIiIiIiKiKWBF04pUDyFtcEWYiIiIiIiI0goDYSIiIiIiojQjIg+JyFkR2RXjchGRb4nIQRHZISLLJ3uME4mBMBERERERUfp5GMCGOJffAKB2+F8TgAcnYUyThoEwERERERFRmlFKvQigNc5VbgHwiNK8BiBHREonZ3QTLy0C4YcffjjVQ0gpt9ud6iGkVLrff4CPQbrff4CPAe9/et9/gI8B739633+Aj0G63v/NmzejsbERjY2NiJUCHUc5gBOm083D580IaVE1ur+/P9VDSCne//S+/wAfg3S//wAfA97/9L7/AB8D3v/0vv8AH4N0vf9NTU1oamoCAIhI3yh/XaKcp8Y9qCkiLVaEiYiIiIiIaFSaAVSaTlcAaEnRWJKOgTARERERERGFewLAnw1Xj74EQIdS6lSqB5UsaZEaTURERERERCEi8lMAawEUiEgzgPsAOAFAKfU9AE8D2AjgIIAeAO9PzUgnBgNhIiIiIiKiNKOUumuEyxWAj0zScCYdU6OJiIiIiIgorTAQJiIiIiIiSoIHH3wQK1asgM/ng4hARDB79uxUD4uiYGo0ERERERHROP3whz/EX/3VX6V6GJQgBsJERERERETj9Oijjxo/5+Xl4SMf+QiysrKQnZ2dwlFRLAyEiYiIiIiIxuno0aPGzxs3bsT999+fusHQiLhHmIiIiIiIaIzuvfdeiAiOHDlinPfjH//Y2CN87733pm5wKSYiPhGxp3oc0TAQJiIiIiIionETEZuIvEdEnhKRswDeBnBKRHaLyNdEpDbVY9QxNZqIiIiIiGiM7rzzTixatAgPPPAA2traAACNjY244447AACLFi1K5fAm2/MAfgfgcwB2KaWCACAieQDWAfiKiDyulPpxCscIgIEwERERERHRmG3YsAEbNmzAt7/9bSMQXrhwIT71qU+leGQpcY1SajD8TKVUK4DHADwmIs7JH1YkpkYTERERERHRuEULgsdyncnAQJiIiIiIiIiSSkT+NtVjiIep0URERERERDQuIvIL80kASwH8S4qGMyIGwkRERERERDRenUqpD+knROTBVA5mJEyNJiIiIiIiovH6ctjpL6RkFAliIExERERERETjopQ6AgAiUjB8ujW1I4qPgTAREREREREly0OpHkAiuEeYiIiIiIhonI4ePZrqIUwVkuoBJIIrwkRERERERJQsKtUDSAQDYSIiIiIiIkoWrggTERERERHR1CQiG0Rkn4gcFJHPRrl8log8LyJvisgOEdmYwM1+bgKGmnQMhImIiIiIiNKMiNgBfAfADQDqAdwlIvVhV/s7AL9QSi0DcCeA7yZw03tE5PNJHewEYCBMRERERESUflYBOKiUOqyUGgDwMwC3hF1HAcga/jkbQMtIN6qUCgK4JpkDnQgMhImIiIiIiGagzZs3o7GxEY2NjQBQEHZxOYATptPNw+eZ/T2Au0WkGcDTAD6W4J9+U0TuE5EpG29O2YERERERERHR2DU1NWHr1q3YunUrAJwPuzhaUavwis93AXhYKVUBYCOARxMMbiuhpVK3iMivROQfReTdoxz+hGIfYSIiIiIiovTTDC1g1VUgMvX5gwA2AIBS6lUR8UBbWT4b74aVUrcDgIi4ASwE0ABgNYD/TsrIk4ArwkREREREROlnC4BaEakWERe0Fdwnwq5zHMB6ABCRBQA8AM6NdMMiki8iHwbwHmiLr79QSn0qmYMfLwbCREREREREaUYpFQDwUQDPANgLLVjdLSL3i8jNw1f7JIA/F5HtAH4K4F6lVHj6dDSPAygE8ACArwHoEJG9Sb8T48DUaCIiIiIiojSklHoaWhEs83lfMv28B8DlY7jpTKXU/SLyDqXUGhF5J4Ca8Y02ubgiTERERERERMnUN/x/v4hkKKUeg1Zsa8rgijAREREREREl09dFJA/ALwA8JCKvILI1U0pxRZiIiIiIiIiSRin1mFKqVSn1r9BSrysB3JLiYVlwRZiIiIiIiIiSRkRqAXwOQI9S6qOpHk80XBEmIiIiIiKiZHoUWs/gqwBARBaJyCOpHZIVA2EiIiIiIiJKJptS6jcAhgBAKbULwKLUDsmKgTARERERERElU4uIVANQACAiAiAjtUOy4h5hIiIiIiIiSqaPA/gBgBIReT+ADQB2pXZIVgyEiYiIiIiIKGmUUkdFZAOAWwEsAfAHAA+ldlRWDISJiIiIiIgoaUTkdwA+qZT6JYBfpno80XCPMBERERERESXTZwB8Q0R+KCIlqR5MNAyEiYiIiIiIKGmUUtuUUlcDeBLAMyJyn4hMqWJZDISJiIiIiIgoqYYrRe8D8CCAjwE4ICLvS+2oQhgIExERERERUdKIyEsATgL4BoByAPcCWAtglYhsTt3IQlgsi4iIiIiIiJLpLwHsVkqpsPM/JiJ7UzGgcAyEiYiIiIiIKGmUUvF6Bt84aQOJg6nRRERERERENCmUUodTPQaAgTARERERERGlGQbCREREREREaUhENojIPhE5KCKfjXGd20Vkj4jsFpGfjHB7nzH9/O6wyx5IzqiTg4EwERERERFRmhERO4DvALgBQD2Au0SkPuw6tQA+B+BypdRCAB8f4WbvNP38ubDLNoxvxMnFQJiIiIiIiCj9rAJwUCl1WCk1AOBnAG4Ju86fA/iOUqoNAJRSZ0e4TYnxc7TTKcVAmIiIiIiIaAbavHkzGhsb0djYCAAFYReXAzhhOt08fJ7ZPADzRORlEXlNREZa1VUxfo52OqXYPomIiIiIiGgGampqQlNTEwBARM6HXRxthTY8WHUAqAWwFkAFgD+KyCKlVHuMP7lERDqHbztj+Gf9b3lGfw8mDgNhIiIiIiKi9NMMoNJ0ugJAS5TrvKaUGgRwRET2QQuMt0S7QaWUfSIGOhGYGk1ERERERJR+tgCoFZFqEXFBK3T1RNh1/hfAOgAQkQJoqdJTog/weHFFmIiIiIiIKM0opQIi8lEAzwCwA3hIKbVbRO4HsFUp9cTwZdeJyB4AQwA+rZS6EOs2ReQitPRqc9q1floppbIm6O6MGgNhIiIiIiKiNKSUehrA02Hnfcn0swLwieF/idxeZlIHOIGYGk1ERERERERphYEwERERERERpRUGwkRERERE1T27xQAAIABJREFURJRWGAgTERERERFRWmGxLCIiIiIiIkoaEWkE8AUAVdBiTr1q9OKUDsyEgTAREREREREl038B+DSAnQCCKR5LVAyEiYiIiIiIKJnODfchnrIYCBMREREREVEy3SciPwDwHIB+/Uyl1P+kbkhWDISJiIiIiIgomd4PoA6AE6HUaAWAgTARERERERHNSEuUUg2pHkQ8bJ9EREREREREyfSaiNSnehDxcEWYiIiIiIiIkukKAPeIyBFoe4TZPomIiIiIiIhmtA2pHsBIGAgTERERERFR0iiljqV6DCPhHmEiIiIiIiJKGhH5kYjkmE7nishDqRxTOAbCRERERERElEyLlVLt+gmlVBuAZSkcTwQGwkRERERERJRMNhHJ1U+ISB6m2LbcKTUYIiIiIiIimvb+FcArIvJLAArA7QC+nNohWXFFmIiIiIiIKA2JyAYR2SciB0Xks3Gu9y4RUSLSmMjtKqUeAfBOAGcAnAPwDqXUo8kZdXJwRZiIiIiIiCjNiIgdwHcAXAugGcAWEXlCKbUn7HqZAP4awOsJ3KYopRQADN/OnnjXSSWuCBMREREREaWfVQAOKqUOK6UGAPwMwC1RrvePAL4KoC+B23xeRD4mIrPMZ4qIS0SuFpEfAbhnvANPBgbCREREREREM9DmzZvR2NiIxsZGACgIu7gcwAnT6ebh8wwisgxApVLqyQT/5AYAQwB+KiItIrJHRI4AOADgLgDfUEo9PPp7knxMjSYiIiIiIpqBmpqa0NTUBAAQkfNhF0uUXzFSlkXEBuAbAO5N9O8ppfoAfBfAd0XECS347jW3UpoqGAgTERERERGln2YAlabTFQBaTKczASwC8IKIAEAJgCdE5Gal1NaRblwpNQjgVPKGm1xMjSYiIiIiIko/WwDUiki1iLgA3AngCf1CpVSHUqpAKTVbKTUbwGsAEgqCpwMGwkRERERERGlGKRUA8FEAzwDYC+AXSqndInK/iNyc2tFNPKZGExERERERpSGl1NMAng4770sxrrs20dsVkVoAn4O2P/gj4xnjROGKMBERERERESXTowD+G8CVACAii0TkkdQOyYqBMBERERERESWTTSn1G2itlKCU2gWt8NaUwUCYiIiIiIiIkqlFRKox3I5JtLLTGakdkhX3CBMREREREVEyfRzADwCUiMj7AWwAsCu1Q7JiIExERERERETJpKAFv7cCWALgDwAeSumIwjAQJiIiIiIiomR6XCm1HMAvh/9BRC6B1ot4SuAeYSIiIiIiIho3EbldRL4CIFNEFoiI3XTx5lSNKxquCBMREREREVEyvAzAA+BDAP4NwHwRaQfQAqA3lQMLx0CYiIiIiIiIxk0pdRLAIyJySCn1MgCISB6AagBvp3RwYRgIExERERERUTK9LSIfBtAHYDeAnUqpKbUizD3CRERERERElEyPAygE8ACArwHoEBGuCBMREREREdGMlamUul9E3qGUWiMi7wRQk+pBmXFFmIiIiIiIiJKpb/j/fhHJUEo9BmBjKgcUjivCRERERERElExfHy6S9XMAD4nIKwDKUzwmC64IExERERERUVKIiA3AfKVUq1Lq3wA8DaASwC2pHZkVV4SJiIiIiIgoKZRSQRFZD61QFpRSj6Z4SFFxRZiIiIiIiIiS6S0RuW94dXhK4oowERERERERJVMlgAYAHxaR1wHsALBDKfXfqR1WyJSN0ImIiIiIiGjiiMgGEdknIgdF5LNRLv+EiOwRkR0i8pyIVCVyu0qp25VSCwBUAfgHAAcBrEru6MeHK8JERERERERpRkTsAL4D4FoAzQC2iMgTSqk9pqu9CaBRKdUjIh8G8FUAdyT6N5RS/QC2Df+bUrgiTERERERElH5WATiolDqslBoA8DOEVXZWSj2vlOoZPvkagIpJHuOEYSBMREREREQ0A23evBmNjY1obGwEgIKwi8sBnDCdbkb8Xr8fBPCbsY5FRErG+rsTgYEwERERERHRDNTU1IStW7di69atAHA+7GKJ8isq2u2IyN0AGgF8bRzD+c9x/G7ScY8wERERERFR+mmGVt1ZVwGgJfxKInINgC8AWDO853dMlFI3jvV3JwJXhImIiIiIiNLPFgC1IlItIi4AdwJ4wnwFEVkG4PsAblZKnU30hkWkUUR8SR1tkjEQJiIiIiIiSjNKqQCAjwJ4BsBeAL9QSu0WkftF5Obhq30NgB/Af4vIWyLyRIybC/cIgCH9hIgUiMimJA5/3JgaTURERERElIaUUk8DeDrsvC+Zfr5mjDfdp5TqM93OeRG5H8CTY7y9pOOKMBERERERESXTYRG5Iew8V0pGEgNXhImIiIiIiCiZPgbgNyLyPmj9hxcCOJTaIVlxRZiIiIiIiIiSqRzAFQAeA1AIYAeA96R0RGEYCBMREREREVEyPQIgoJR6TCn1RQA/B7AuxWOyYCBMREREREREyRRRLAvA/SkcTwQGwkRERERERJRMLJZFREREREREaYXFsoiIiIiIiCh9KKVOAViBKVwsiyvCRERERERElDQikg/gdgB9AH4NYKdSqje1o7LiijAREREREREl0+PQVoIfAPA1AB0i8nZqh2TFFWEiIiIiIiJKpkyl1P0i8g6l1BoReSeAmlQPyowrwkRERERERJRMeuukfhHJUEo9BmBjKgcUjivCRERERERElExfF5E8AD8H8JCIvAKgPMVjsuCKMBERERERESWNUuoxpVSrUurfADwNoBLALSkelgVXhImIiIiIiGhCKKUeTfUYouGKMBEREREREaUVBsJERERERESUVhgIExERERERUVqZsoGwiDwkImdFZFeMy0VEviUiB0Vkh4gsn+wxEhERERERTVciskFE9g3HVJ+NcrlbRH4+fPnrIjJ78kc5MaZsIAzgYQAb4lx+A4Da4X9NAB6chDERERERERFNeyJiB/AdaHFVPYC7RKQ+7GofBNCmlKoB8A0A/zK5o5w4UzYQVkq9CKA1zlVuAfCI0rwGIEdESidndERERERERNPaKgAHlVKHlVIDAH6GyBZHtwD40fDPvwSwXkRkEsc4YaZz+6RyACdMp5uHzzsVfsUPfOADyMvLM043NTWhqalpwgc4Vbjd7lQPIaXS/f4DfAzS/f4DfAx4/9P7/gN8DHj/0/v+A3wM0v3+D/OEnY4WT62OdR2lVEBEOgDkAzg/UYOcLNM5EI42E6GiXdHpdGLr1q0TPJypq7+/P9VDSKl0v/8AH4N0v/8AHwPe//S+/8D/3969x9lV1Xcf/3xNAl7QYAERITRQ0IKogBFB1ApqQYugFmooFrFiHl9I1dI+io99UEF8qnhprUpLvUR9KRSl0agI3vDSKkhEEEJEIopE1FCUoCCGy+/5Y+8JJ8OZZEJm5pyZ/Xm/XvOas9deZ+211p5z+c1aa2/7wPZ3u/1gH3S9/QBVtdeopPHEU+OOuaaboZ0aPQ6rgHk92zsBNw6oLpIkSZI0nYwnnlqXJ8lsYC4bXr46bUznQHgpcGx79ej9gTVVdZ9p0ZIkSZKk+7gU2D3JLkm2ABbSxFi9lgIvaR8fCXy1qmbEiPDQTo1OcjbwDGDbJKuANwJzAKrqX4HzgecCK4HbgZcOpqaSJEmSNL20a35PBC4EZgEfqqrlSU4FllXVUuCDwMeSrKQZCV44uBpPrKENhKvq6I3sL+CVU1QdSZIkSZpRqup8mgHG3rRTeh7fARw11fWaCtN5arQkSZIkSZvMQFiSJEmS1CkGwpIkSZKkTjEQliRJkiR1ioGwJEmSJKlTDISH0Nq1aznttNPYbbfd2HLLLZk/fz6ve93ruO2225g/fz5JSMJxxx036KpKkiRJ0rQztLdP6qq7776bI444ggsuuGBd2vXXX8/b3/52vv71r3PHHXcMsHaSJEmSNP0ZCA+Z97///esFwfPnz+foo4/mpptuYvHixdx1110DrJ0kSZIkTX8GwkPmzDPPXPf4YQ97GN/5znfYbrvtANh///05/vjjB1U1SZIkSZoRXCM8RH7729+yYsWKddvPe97z1gXBAMceeyyzZ/u/C0mSJEnaHAbCQ2TNmjXrbe+www7rbc+ZM4dtttlmKqskSZIkSTOOgfAQmTt37nrbq1evXm/7zjvv5Oabb57KKkmSJEnSjGMgPES22mor9txzz3Xbn//859cbJf7oRz/qxbIkSZIkaTO54HTIvOIVr+BVr3oVADfffDNPetKTOOqoo1i9ejWLFy8ebOUkSZIkaQZwRHjInHDCCRxyyCHrtq+99lre+ta38oEPfIC9996b7bffft2+BzzA0ydJkiRJm8pIasjMmjWLz3zmM7z5zW9m1113Zc6cOcybN4+TTjqJL3/5y9x6663r8j784Q8fYE0lSZIkaXpyavQQuueeezjllFM45ZRT1ktfsmQJv/vd79Zt77ffflNdNUmSJEma9gyEh9AhhxzCtttuy8EHH8zOO+/M7bffziWXXMJZZ521Ls+uu+7K85///AHWUpIkSZKmJwPhIbR27VqWLFnCkiVL+u7feeedWbp0KVtuueUU10ySJEmSpr+hXiOc5NAk1yRZmeTkPvt3TnJRku8l+X6S5w6inhPthBNO4LDDDmPevHk8+MEPZs6cOWy33XYcdNBBvOtd72L58uU89rGPHXQ1JUmSJGlaGtoR4SSzgPcBzwZWAZcmWVpVV/dk+wfg3Ko6M8mewPnA/Cmv7AQ79thjOfbYYwddDUmSJEmakYZ5RHg/YGVVXVdVa4FzgCNG5SngYe3jucCNU1g/SZIkSdI0NLQjwsCOwA0926uAJ4/K8ybgi0n+BngI8Kx+Ba1Zs4YFCxas2160aBGLFi2a0MpKkiRJkqaHYQ6E0yetRm0fDSyuqncmOQD4WJK9quqe3kxz585l2bJlk1VPSZIkSdI0MsxTo1cB83q2d+K+U59fBpwLUFXfBh4IbDsltZMkSZIkTUvDHAhfCuyeZJckWwALgaWj8vwUeCZAkj1oAuGbprSWkiRJkqRpZWgD4aq6CzgRuBBYQXN16OVJTk1yeJvt74CXJ7kCOBs4rqpGT5+WJEmSJGmdYV4jTFWdT3NLpN60U3oeXw0cONX1kiRJkiRNX0M7IixJkiRJ0mQwEJYkSZIkdYqBsCRJkiSpUwyEJUmSJEmdYiAsSZIkSeoUA2FJkiRJUqcYCEuSJEmSOsVAWJIkSZLUKQbCkiRJkqROMRCWJEmSJHWKgbAkSZIkqVMMhCVJkiRJnWIgLEmSJEnqFANhSZIkSVKnGAhLkiRJkjrFQFiSJEmS1CkGwpIkSZKkTjEQliRJkiR1ylAHwkkOTXJNkpVJTh4jz18kuTrJ8iSfmOo6SpIkSZKml9mDrsBYkswC3gc8G1gFXJpkaVVd3ZNnd+D1wIFV9eskjxhMbSVJkiRJ08UwjwjvB6ysquuqai1wDnDEqDwvB95XVb8GqKrVU1xHSZIkSdI0M+mBcJKHtKO7m2pH4Iae7VVtWq9HA49O8t9JLk5yaL+C1qxZw4IFC9b9nHXWWfejOpIkSZKkmWDCp0YneQCwEDgGeBLwe2DLJDcB5wNnVdW14ymqT1qN2p4N7A48A9gJ+GaSvarqlt5Mc+fOZdmyZZvUDkmSJEnSzDQZI8IXAX9Es3b3kVU1r6oeATwNuBj4xyQvHkc5q4B5Pds7ATf2yfOZqrqzqn4MXEMTGEuSJEmS1NdkXCzrWVV15+jEqvoVcB5wXpI54yjnUmD3JLsAP6MZZf7LUXk+DRwNLE6yLc1U6es2p/KSJEmSpJltMkaE75qIPFV1F3AicCGwAji3qpYnOTXJ4W22C4Gbk1xNMxL9v6vq5vtZb0mSJElSB0zGiPBFSc6jmbL805HEJFsATwVeQhO0Lt5YQVV1Ps264t60U3oeF3BS+yNJkiRJ0kZNRiB8KPDXwNnttOZbgAfRjD5/EXh3VV0+CceVJEmSJGmjJjwQrqo7knwGuA2YC6wGLhy5168kSZIkSYM04WuEk/wpsAw4BNgXeB1waZKnTvSxJEmSJEnaVJMxNfotwNOqauVIQpIDgH9PsqiqvjUJx5QkSZIkaVwm46rRW/QGwQBV9W3ghcBbJ+F4kiRJkiSN22QEwnck2W50YlX9kGbNsCRJkiRJAzMZgfAZwKeTPKo3Mcm2k3Q8SZIkSZLGbTKuGn1eki2Bbyf5LnAFsAXwF8BpE308SZIkSZI2xaSM0FbVJ4A9gM/RTIdeCyysqo9OxvEkSZIkSRqvybhqNABVdTvwockqX5IkSZKk+2NCA+Ekr6MZCb4IOAz4cVW9diKPIUmSJEnS5pjoqdG7V9VxwF9V1VHAQye4fEmSJEmSNstEB8LbJXk58IAkTwW2neDyJUmSJEnaLBMdCJ8IXAccCTwZeNMEly9JkiRJ0maZ0DXCVXUDcEO7+c6JLFuSJEmSpIkwKbdPGtFePEuSJEmSpKEx0VeNPrd3E9gbeNtEHkOSJEmSpM0x0fcRvrWqjh/ZSHLmBJcvSZIkSdJmmeip0aeP2n7D5hSW5NAk1yRZmeTkDeQ7MkklWbA5x5MkSZIkzXwTGghX1Y+T/HWSLdukpyX5X0mesqllJZkFvA94DrAncHSSPfvkeyjwKuCSzai6JEmSJKkjJuNiWa+uqt8neRNwErAL8MYk30ryyE0oZz9gZVVdV1VrgXOAI/rkOw14O3DHZtZbkiRJktQBE71GGGBt+/u5wAFVdTdAkj8D3g+8cJzl7Mi9t2ICWEVzb+J1kuwDzKuqzyX5+7EKWrNmDQsW3DtretGiRSxatGic1ZAkSZIkzSSTEQjfkGQx8AjgQcBvAarq80nesgnlpE9arduZPAB4N3DcxgqaO3cuy5Yt24RDS5IkSZJmqskIhI8D/pwmSD0vyQXAcmAf7h0tHo9VwLye7Z2AG3u2HwrsBXwtCcAjgaVJDq8qo15JkiRJUl8Tvka4qm6tqg9X1RXAUTTB9nHAzsCLNqGoS4Hdk+ySZAtgIbC05zhrqmrbqppfVfOBiwGDYEmSJEnSBk3GiPA6VXUrcMb9fO5dSU4ELgRmAR+qquVJTgWWVdXSDZcgSZIkSdJ9TWogvLmq6nzg/FFpp4yR9xlTUSdJkiRJ0vQ2GbdPkiRJkiRpaBkIS5IkSZI6xUBYkiRJktQpBsKSJEmSpE4xEJYkSZIkdYqBsCRJkiSpUwyEJUmSJEmdYiAsSZIkSeoUA2FJkiRJUqcYCEuSJEmSOsVAWJIkSZLUKQbCkiRJkqROMRCWJEmSJHWKgbAkSZIkqVMMhCVJkiRJnWIgLEmSJEnqFANhSZIkSVKnGAhLkiRJkjplqAPhJIcmuSbJyiQn99l/UpKrk3w/yVeS/OEg6ilJkiRJmj6GNhBOMgt4H/AcYE/g6CR7jsr2PWBBVT0e+BTw9qmtpSRJkiRpuhnaQBjYD1hZVddV1VrgHOCI3gxVdVFV3d5uXgzsNMV1lCRJkiRNM8McCO8I3NCzvapNG8vLgC/027FmzRoWLFiw7uess86awGpKkiRJkqaT2YOuwAakT1r1zZi8GFgA/Em//XPnzmXZsmUTWDVJkiRJ0nQ1zIHwKmBez/ZOwI2jMyV5FvAG4E+q6vdTVDdJkiRJ0jQ1zFOjLwV2T7JLki2AhcDS3gxJ9gH+DTi8qlYPoI6SJEmSpGlmaAPhqroLOBG4EFgBnFtVy5OcmuTwNtsZwFbAJ5NcnmTpGMVJkiRJkgQM99Roqup84PxRaaf0PH7WlFdKkiRJkjStDe2IsCRJkiRJk8FAWJIkSZLUKQbCkiRJkqROMRCWJEmSJHWKgbAkSZIkqVMMhCVJkiRJnWIgLEmSJEnqFANhSZIkSVKnGAhLkiRJkjrFQFiSJEmS1CkGwpIkSZKkTjEQliRJkiR1ioGwJEmSJKlTDIQlSZIkSZ1iICxJkiRJ6hQDYUmSJElSpxgIS5IkSZI6xUBYkiRJktQpQx0IJzk0yTVJViY5uc/+LZP8R7v/kiTz+5WzZs2aya7qUPvsZz876CoMVNfbD/ZB19sP9oHt73b7wT6w/d1uP9gHXW8/QJJFg67DMBnaQDjJLOB9wHOAPYGjk+w5KtvLgF9X1W7Au4G39SvrV7/61WRWdaMG/cI755xzBnr8rrcf7APbP/gP3673ge33fXDQfWD7u91+sA9s/+C/CwD/e9AVGCZDGwgD+wErq+q6qloLnAMcMSrPEcBH2sefAp6ZJKMLuueeeya1ohsz6D/82267baDH73r7wT6w/YP/8Ot6H9h+3wcH3Qe2v9vtB/vA9g/+uwCw9aArMExSVYOuQ19JjgQOrarj2+2/Ap5cVSf25LmqzbOq3f5Rm+d/RpW1FrizJ+kmYL08k2wuMMj52TsDPx3g8bvefrAPbP9g2w/2ge33fXDQfWD7u91+sA9s/+C/C2xXVX844DoMjdmDrsAG3GdkFxgdtY8nD1W1xYTUSJIkSZI07Q3z1OhVwLye7Z2AG8fKk2Q2zX9aBrsgWJIkSZI01IY5EL4U2D3JLkm2ABYCS0flWQq8pH18JPDVGta53pIkSZKkoTC0U6Or6q4kJwIXArOAD1XV8iSnAsuqainwQeBjSVbSjAQvHFyNJUmSJEnTwTCPCFNV51fVo6vqj6rq9DbtlDYIpqruqKqjqmq3qtqvqq7rff7G7kM8EyX5UJLV7YXERtL+IMmXklzb/n74IOs4mZLMS3JRkhVJlid5dZveiT5I8sAk30lyRdv+N7fpu7T32r62vff2jF43n2RWku8l+Vy73bX2/yTJlUkuT7KsTevEawAgydZJPpXkB+17wQEda/9j2nM/8nNrktd0rA/+tn0PvCrJ2e17Y2feB5K8um378iSvadNm9PnflO8/abyn/X74/ST7Dq7mE2OM9h/V/g3ck2TBqPyvb9t/TZJDpr7GE2+MPjij/Sz4fpIlSbbu2Tej+mCM9p/Wtv3yJF9M8qg2fca9Bu6PoQ6EN0fGdx/imWgxcOiotJOBr1TV7sBX2u2Z6i7g76pqD2B/4JXtee9KH/weOLiqngDsDRyaZH+ae2y/u23/r2nuwT2TvRpY0bPdtfYDHFRVe1fVyJefrrwGAP4ZuKCq/hh4As3fQmfaX1XXtOd+b+CJwO3AEjrSB0l2BF4FLKiqvWhmlS2kI+8DSfYCXk5zG8onAIcl2Z2Zf/4XM/7vP88Bdm9/FgFnTlEdJ9Ni7tv+q4AXAt/oTWy/Fy0EHts+5/3t9+bpbjH37YMvAXtV1eOBHwKvhxnbB4u5b/vPqKrHt58HnwNOadNn4mtgk83YQJjx3Yd4xqmqb3DfC4b13m/5I8Dzp7RSU6iqfl5Vl7WPf0PzBXhHOtIH1fhtuzmn/SngYJp7bcMMbj9Akp2APwM+0G6HDrV/AzrxGkjyMODpNEtnqKq1VXULHWl/H88EflRV19OtPpgNPCjNhTQfDPyc7rwP7AFcXFW3V9VdwNeBFzDDz/8mfv85Avho+5l5MbB1kh2mpqaTo1/7q2pFVV3TJ/sRwDlV9fuq+jGwkuZ787Q2Rh98sX0dAFxMc/FdmIF9MEb7b+3ZfAj33l1nxr0G7o+ZHAjvCNzQs72qTeui7avq59AEisAjBlyfKZFkPrAPcAkd6oM004IvB1bT/Cf0R8AtPR8EM/218E/Aa4F72u1t6Fb7ofmg+2KS7yZZ1KZ15TWwK8294j+cZnr8B5I8hO60f7SFwNnt4070QVX9DHgHzf1Cf05z387v0p33gauApyfZJsmDgefS3GGjE+d/lLHa3PXviF1t/18DX2gfd6YPkpye5AbgGO4dEe5M+zdkJgfC47rHsGamJFsB5wGvGfXfsBmvqu5up8DsRPPfzT36ZZvaWk2NJIcBq6vqu73JfbLOyPb3OLCq9qWZ+vTKJE8fdIWm0GxgX+DMqtoHuI2ZNwV0XNo1sIcDnxx0XaZSuw70CGAX4FE0oyDP6ZN1Rr4PVNUKmmngXwIuAK6gWTake3Xxc6FX59qf5A00r4OPjyT1yTYj+6Cq3lBV82jafmKb3Jn2b8hMDoTHcx/irvjlyHSH9vfqAddnUiWZQxMEf7yq/rNN7lQfALTTQb9Gs1Z663aKIMzs18KBwOFJfkKzHOJgmhHirrQfgKq6sf29mmZt6H505zWwClhVVZe025+iCYy70v5ezwEuq6pftttd6YNnAT+uqpuq6k7gP4Gn0KH3gar6YFXtW1VPp5kqeS3dOf+9xmpz178jdqr9SV4CHAYc03Ob1U71QesTwJ+3j7vY/vuYyYHweO5D3BW991t+CfCZAdZlUrXrQT8IrKiqd/Xs6kQfJNlu5IqISR5E84VwBXARzb22YQa3v6peX1U7VdV8mtf8V6vqGDrSfoAkD0ny0JHHwJ/STJXsxGugqn4B3JDkMW3SM4Gr6Uj7Rzmae6dFQ3f64KfA/kke3H4mjPwNdOl94BHt751pLpZ0Nt05/73GavNS4Nj2yrn7A2tGplB3xFJgYZItk+xCc8Gk7wy4TpMiyaHA64DDq+r2nl2d6IP2QnkjDgd+0D7u+msAgNz7j5GZJ8lzaUaDRu5DfPqAqzTpkpwNPAPYFvgl8Ebg08C5wM40XxCOqqrRF5SYEZI8FfgmcCX3rhH9PzTrhGd8HyR5PM0FQWbR/KPr3Ko6NcmuNCOkfwB8D3hxVf1+cDWdfEmeAfx9VR3Wpfa3bV3Sbs4GPlFVpyfZhg68BgCS7E1zsbQtgOuAl9K+HuhA+wHataE3ALtW1Zo2rUt/A28GXkQzFfJ7wPE069+68j7wTZrrI9wJnFRVX5np539Tvv+0/yB5L80Vdm8HXlpVywZR74kyRvt/BfwLsB1wC3B5VR3S5n8DzZrZu2iWkX2hT7HTyhh98HpgS+DmNtvFVfWKNv+M6oMx2v9c4DE034mvB15RVT+bia+B+2NGB8KSJEmSJI02k6dGS5IkSZJ0HwbCkiRJkqROMRCWJEmSJHWJJvxAAAAHzUlEQVSKgbAkSZIkqVMMhCVJkiRJnWIgLEkdk+QFSSrJH09wua9Jcmz7+GtJFkxQuV9Lck2Sy5OsSLKoZ99PklyZ5IokX0zyyD7Pn53krUmubcu4vL1txsj+3/Y8fnSS85OsbI91bpLt2337JflGW5cfJPnAyL1qk7ynfc73k+zbU97dPceclHvZJ1mc5MjNzbOB576mvR1Tv33PaP+WnteT9rn29mWjz93lST7Vpr8pyc960i9PsnVPeS/rKW+fNu3vx6jDh5KsTnLVqPR3JDn4/rRZkjTzGQhLUvccDfwXsHCiCkwym+Z+jJ/YzHKSpN9n0zFVtTdwIPC2JFv07Duoqp4ALKO5b/hobwEeBTyuLeNpwJw+x34g8HngzKrarar2AM4EtmuD4U8Cr6uqxwB7ABcADwWeA+ze/ixqnzPid1W1d/tz+Ph7Yqi8BugbCLdWAW/YwP5jevqgNxh/d0/63lV1S5t+Jc09gEcsBK7YQPmLae6FOdq/ACdv4HmSpA4zEJakDkmyFU0w+TJ6AuEkD0jy/iTL2xG980dGEJM8McnXk3w3yYVJduhT9MHAZVV116jjPSDJR5K8JcnLkry7Z9/Lk7wryfx29PX9wGXAvA00YSvgNuDuPvu+Aew26vgPBl4O/E1V3QFQVb+pqjf1ef5fAt+uqs+OJFTVRVV1FfBK4CNV9e02varqU1X1S+AI4KNt2sXA1mP0UW+9ftKOUn87ybIk+7Z9+6Mkr2jzJMkZSa5qR71f1JP+3iRXJ/k88Iiecjd6rvrlSTNqfmnPSO7/S3J6klfR/BPhoiQXjdGcK4A1SZ69oTZvgp8CD0yyfZLQBLlfGCtzVX0D+FWf9OuBbdJnloAkSQbCktQtzwcuqKofAr/qmcb7QmA+8DjgeOAAgCRzaEbWjqyqJwIfAk7vU+6BwHdHpc0GPg78sKr+ATgHOLwtE+ClwIfbx4+hCSb3aQOY0T6e5PvANcBpVdUvED6MZjSx127AT6vqN33yj7ZXnzaMZ9+OwA0926vaNGgCumVJLk7y/FHPu6GqDgC+STOqeSSwP3Bqu/+FwN7AE4BnAWe0ge0LaPrrcTRB/lNgfOdqrDztPzCOA85sA9pDgTdX1XuAG2lG3Q8ao/3QjLr/wxj7Pt4z/fmMnvS/7UkfHWR/CjiqbdtlwO83cOwNuYzmb1OSpPXMHnQFJElT6mjgn9rH57TblwFPBT5ZVfcAv+gJTB5DEwR+qRmcYxbw8z7l7gCsGJX2b8C5VXU6QFXdluSrwGFJVgBzqurKJPOB69vR1LEcU1XLkmwHfCvJBT0B80VJ7ga+z9jBGABJXgq8GtgGeEpV3bCh/OOUPmnV/t65qm5Msivw1SRXVtWP2n0ja4avBLZqg/XfJLkjydY05+TsNuj/ZZKvA08Cnt6TfmPbpzC+czVmnqpanuRjwGeBA6pq7Xg7oKq+mYQkT+uz+5iqWtYn/d1V9Y4xijwX+A/gj4GzaYP9+2E1zYi2JEnrMRCWpI5Isg3NFOa9khRNEFRJXkv/YI42fXk7crkhvwMeOCrtW8BBSd45Mi0Z+ADNOt4fcO9oMDTTnTeqqm5KchnwZGAkED6oqv5njKesBHZO8tB2SvSHgQ+nubDSrFF5lwN/MkY5y4EnAp/ps28V60/n3olmFJWqGvl9XZKvAfsAI4HwyCjnPaw/4nkPzefzWOcE7g20e43nXG0sz+OAW4Dt+z45eQHwxnbz+FG7T6dZK3wXm6mqfpHkTuDZNP+4GBn1nkcTqAP8a1X960aKeiDN36YkSetxarQkdceRNNOP/7Cq5lfVPODHNCOP/wX8ebumd3vgGe1zrqG5WNS6qdJJHtun7BWMWp8LfBA4H/hkmotpUVWX0ASNf0kz0rdJ2jW/vcHkBlXV7W093pvmYlgkmQVs0Sf7J4CnJPmznuMdmuRxwHuBlyR5cs++F7frT5cCx7Zrd/cH1lTVz5M8PMmWbd5taaboXr0Jzf0G8KIks9qR8KcD32nTF7bpOwAjU5bHc67GzJPkhTQj5U8H3tOOSgP8huaiYFTVkp6LW603yltVXwQeTjOVeyKcQnNxsnXT4Kvqhp7jbywIBng0cNVGc0mSOsdAWJK642hgyai082iC0vNoRjavopnSfAlNQLeWJoB+W5IrgMvpP031CzQB1Hqq6l00U68/lnuvBn0u8N9V9etNqPvHk1xOs053cVWNtV63nzfQTP+9Ksn3aNbkfoR21Lanrr+jWWf8N2lutXQ1zbrZ1e1FsRYC70hzO6AVNFefvpUm2L+OZvT534ET2iL3AJa1/XYR8I9VtSmB8BKa6d5XAF8FXltVv2jTr6WZUn0m8PW2/hs9V2PlaQP1fwRe1q4ffy/wz+3TzgK+sIGLZfU6nWZEvFfvGuEv96T3rhG+vJ0i31vXb1XVpzd2wCRnA98GHpNkVdpbL7XroXejuZq4JEnrSVW/2VWSpK5JslVV/badQv0d4MA28Brv85fQBGvXbiTf52jWh35l82osja2dxr1vVf3fQddFkjR8HBGWJI34XDvq+k2aKzOPOwhunUxz0ay+kmyd5Ic099Y1CNZkmw28c9CVkCQNJ0eEJUmSJEmd4oiwJEmSJKlTDIQlSZIkSZ1iICxJkiRJ6hQDYUmSJElSpxgIS5IkSZI65f8Dbxh9Mf3d4EYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x1260 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TO DO: subplots f, g\n",
"\n",
"# TO DO (BOTH FIGS 1 AND 2):\n",
"# NEEM depth axis disagrees with published figure\n",
"# show rightmost gridline\n",
"# tweak y ticks and ticklabels for subplot b\n",
"\n",
"# Figure 1\n",
"# Create a new figure with seven subplots.\n",
"fig, axes = plt.subplots(7, 1, sharex=True, figsize=(15,17.5))\n",
"fig.subplots_adjust(hspace=0)\n",
"\n",
"# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
"ax_top = axes[0].twiny()\n",
"ax_top.set_xlabel('NEEM depth (m)')\n",
"ax_top.xaxis.set_label_position('top')\n",
"ax_top.tick_params(top=True)\n",
"neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
"supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
"depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
"ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
"ax_top.set_xticks(ax_top_xticks)\n",
"ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
"\n",
"# Draw all tick marks inside the plot area.\n",
"for i in range(7):\n",
" axes[i].tick_params(which='both', direction='in')\n",
"ax_top.tick_params(direction='in')\n",
"\n",
"# Use log scale for y-axis in subplots a-e, but don't use exponential format for y-axis labels.\n",
"for i in range(5):\n",
" axes[i].set_yscale('log')\n",
" axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"\n",
"# The 2nd, 4th, and 6th plots have y-axis labels and tick marks on the right.\n",
"for i in [1, 3, 5]:\n",
" axes[i].yaxis.set_label_position('right')\n",
" axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
"\n",
"# Remove lines that don't appear in Figure 1 as published in Nature.\n",
"for i in [0, 2, 4, 6]:\n",
" axes[i].spines['right'].set_visible(False)\n",
"for i in [1, 3, 5]:\n",
" axes[i].spines['left'].set_visible(False)\n",
"for i in range(6):\n",
" axes[i].spines['bottom'].set_visible(False)\n",
"for i in range(1, 7):\n",
" axes[i].spines['top'].set_visible(False)\n",
"ax_top.spines['right'].set_visible(False)\n",
"ax_top.spines['bottom'].set_visible(False)\n",
" \n",
"# Subplots 1a-e.\n",
"# Plot data using a lighter shade (by setting alpha=0.4).\n",
"supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='orange', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', color='purple', alpha=0.4, legend=False)\n",
"\n",
"# Calculate the smoothed function. Use min_periods to remove the extraneous \"mean\"\n",
"# where the actual data is \"NaN\".\n",
"supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
"supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
"\n",
"# Plot the 21 point running means of the 10 year data.\n",
"supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='NO3 (ng/g)', color='brown', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Na (ng/g)', color='blue', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[3], x='age_kyr', y='Ca (ng/g)', color='red', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[4], x='age_kyr', y='SO4 (ng/g)', color='purple', legend=False)\n",
"\n",
"# Draw vertical gridlines.\n",
"for i in range(7):\n",
" axes[i].xaxis.grid(which='major')\n",
" \n",
"# Annotate the figure.\n",
"axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[4].annotate('e', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[5].annotate('f', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[6].annotate('g', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"\n",
"axes[3].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
"axes[3].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
"axes[3].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
"axes[3].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
"axes[3].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)\n",
"\n",
"# Set labels directly on the axes objects.\n",
"# Matplotlib includes a subset of latex.\n",
"# See https://matplotlib.org/users/mathtext.html for documentation.\n",
"axes[0].set_ylabel(r'$NH_4^+$ (ng $g^{-1}$)')\n",
"axes[1].set_ylabel(r'$NO_3^-$ (ng $g^{-1}$)')\n",
"axes[2].set_ylabel(r'$Na^+$ (ng $g^{-1}$)')\n",
"axes[3].set_ylabel(r'$Ca^{2+}$ (ng $g^{-1}$)')\n",
"axes[4].set_ylabel(r'$SO_4^{2-}$ (ng $g^{-1}$)')\n",
"axes[5].set_ylabel(r'$acc.rate$ (cm IE $year^{-1}$)')\n",
"axes[6].set_ylabel(r'$\\delta^{18}O ()$')\n",
"\n",
"axes[6].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
"\n",
"# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
"NUM_XTICKS = 14\n",
"axes[6].set_xlim(0, 130)\n",
"axes[6].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
"axes[6].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
"\n",
"# Only the bottommost plot has tick marks on the x-axis.\n",
"for i in range(6):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)\n",
" \n",
"# Tweak y-axis settings for subplot b.\n",
"axes[1].set_ylim(40, 250)\n",
"#axes[1].set_yticks([40, 50, 60, 100, 200])\n",
"#axes[1].set_yticklabels(['', '50', '', '100', '200'])"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(120,2,'Eem')"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YfD4c08owDMMwDMMwDMNELYO5LibDMAzDMAzDMAwT47DQyjAMwzAMwzAMw0QtMR/TmpCQINLS0iLdjKCx2WxISgr+MTkcDiQkRK9uItTr80Ukr7+/r81foqUPROp+cB+Inj7gzkDdn2i9/oEiEtcfLX1fgvuA9+uPtucVbuL9+QMDcw+iuR9xHwCMRmO3EGJ4pNsRNEKImP43ZMgQMZi56qqrQtp/165d4WlIPxHq9fkiktff39fmL9HSByJ1P7gPRE8fcGeg7k+0Xv9AEYnrj5a+L8F9YJfX76PteYWbeH/+QgzMPYjmfsR9QAgAx0QUyGbB/otvlQPDMAzDMAzDMAwT1bDQyjAMwzAMwzAMw0QtUSO0EtEiImoionzFtjFEtI2ISlz/j3ZtJyJ6l4hKiSiXiK6MXMv7lxkzZkS6Cf1KLF9fLF9bMMTj/YjHaw4Evj+xCz/bwQU/LyYccD+KejIi3YBQiBqhFcBiAHe7bfsjgB1CiHMB7HB9BoB7AJzr+jcDwIcD1MYBJ9YHgFi+vli+tmCIx/sRj9ccCHx/Yhd+toMLfl5MOOB+FBhd5i4sy1uGHkvPgJxPCMFCazgQQuwF0Oa2+ccAPnX9/SmABxTbl7jiig8BGEVEpw9MSxkJk82EjMwM1HbWRropDMMwDMMwDDNoKGwuRJelCyVtJZFuyqAgaoRWHSYKIeoBwPX/BNf2yQCqFb+rcW1jBpCmniYAQG5jboRbwjAMwzAMwzCDByKKdBMGFdFZTMk3Wk9ZaP3Qbrfj6quvlj/PmDGD3RcYhmEYhmEYhok4zmo0jC+iXWhtJKLThRD1LvffJtf2GgBTFL87A0Cd1gESExNx7Nixfm5meGhra8Mbb7yB48ePo7S0FG1tbTAajRgxYgTOP/98/OQnP8EzzzyDtLS0SDeVYRiGYeKCVmMrxg4dG+lmMF6o66qD2WbGWaPPinRTGMZvSNMGx+gR7e7B6wD8yvX3rwCsVWx/1JVF+DoAHZIbsTsOhwMzZszA+vXr+7+1IVJXV4c333wT27dvR0VFBTo7O2Gz2dDW1oaDBw9i9uzZuPHGG9HTMzAB2wzDMAwTz5xsPYkvi75EVUdVpJvCeGHDyQ3YVrYt0s1gmKAQ2s6ijBtRY2klomUAbgUwjohqALwCYC6AlUT0awBVAB50/XwTgB8CKAVgBPC43nETEhKQkTE4kmUlJCRg+vTpuPbaa3Haaadh9OjRsFgsKCoqwurVq2Gz2XD8+HF8+OGH+P3vfx/p5jIMwzBMTNPW68wP2W5qx9SRUyPcGoZhYgmOaQ2MqBFahRAP63x1u8ZvBYCn/TmuZGm97777cN9994XSxH7nwgsvRFFREWpra3H06FHU1dWht7cXV111FfLz85Gf7yxhu3nzZhZaGYZhGIZhGGaQwzGt/hE1Qmt/MZgsrQaDAY8//jjWrVvntQPX1NQMYKsYhmEYhmEYhmEiR7THtMYVv/71r7F27VqfGhez2TxALVLTbmpXfeYAcoZhGCaeOVxzGB2mDt3vt5RuwcqClQPYIoZhBgu8jg6MmBdaB0siJqPRiHXr1smfv//976OkpAQ2mw1CCDz44INe9u5/iluKsbJgJeq6NJM0MwzD9Bsdpg60GFsi3QwmjtFSJneZu5DTmIPNpZt196vqqPJQ+DIMM3ixOWxhn484EZN/xLzQKrkHR3s8a3t7O+x2u/z53nvvxTnnnIPExEQ0NTVh165dEWwd0NzTDMDT2sowDNPfZDVkYeuprbA77NhUsklOjsMw0YBDOAb0fG29bShtKx3QczIM42RH2Q58VfQVLHZLpJsSd8R8TOtgScQ0YcIEjBo1Cu3tTqHw9ddfR2NjI4gIn332GVpaImNlsDlsWHdi3YBPygzDMBJCCBAIzcZm1HTWYF/lPvx4+o8j3SyGiQirC1cDAM4Zc06EW8Iw8UdjTyMAwO6wA4kRbkycwZbWKCEpKQl//vOf5c8GgwFvvvkm3njjDRAR7rzzzoi0q7C5EC3GFrZsMEwYKWgqQEZmBsy2yMSnMwzjH1LMGbvvMQwTLA7h4HV0GIh5oXUwMWvWLCxYsAAXXHABkpOTMX78eDzyyCM4fPgwJk2a1K/nVhZOP9V2So5dNdlMPvflyZxhAqOopQgA0G3pjnBLBg9cz45hGIaJBA7hCKkszZHaI1hduNpr0jbGNyy0RhkzZsxAYWEhLBYLmpqasHTpUkyePBmLFy+GEAJCCFRUVIT1nCdaTmBL6RZsL9uOMkMZdpTvwIaTGwDoZzYz2UycGIVhQoQFMf9wV4xFy31r6G7AltItXGMvQNpN7dhdsXvQ37do6YcMw/QvC48vxPay7UHv39jtdCnutfWGq0lxScwLrYMle/BAYrVbsbdyrxxELll7ygxlHi+l3qT8VdFXOFp3tH8byjAxymBfrEcjX+R9gaW5Swf0nNvLtqOqowpGq3FAzzvY2V62HSdbT8JgMvTreSrbK2Ho9X4OX/kaytvLAfA7yzDxjjQW9AdKA5EQwmuSp1ZjK7rMXf3Wlmgm5oXWwRLTOpAUNBeguKUYOQ05AILTFrNbI8Mw0US3pZuFR0bFtrJtKGkr0f3e7rBj4fGFOFJ7RPc3neZOAIDVYfX7vNkN2XHpiWS0GlVrg3ZTOxq6GyLYIqC+q57HBWZQcbTuKBZnL9YVXL8s+hLL8pcNcKuig5gXWpk+jFYjjtQeCSkTcK+VXRsYJlQkd1cuLO4fUvZghgknNocNgDPhYCgoBTWzzYwjtUfwVdFXIR1zMLI0dym+yPtC/ryyYCXWnVjnZY/+RQiB9SfXY23x2oi1wR2j1Yg1xWtYkGZ0kcpZcUkdT1hojSP2Vu5FdkO2nGQpGPglYpjwwTFxDBM9dJo7UdxSHNIxNpVsClNrmFCRlINdluhxpSxsLkRTTxNyG3Mj3ZS4RAiB3MZcZGRmYOuprZFuDicyDZCYF1rjKaa1trMWy/KWydpjdyQLqxSbE8zL0m5q9yjT0W3pxqKsRT5jhxiGYYJBQLCAzwQMgfyKRZWs+OtOrMPeyr0heSPpuQWzZW3giVQc8qm2U7peaVJfy23MDamfMYFjtptR1FKEQzWHAAAV7RUDdu5A5i+On9cn5oXWWI9ptdqtspB6sOYguixdcgyOP+gJuADQY+nx2FbdWY21J9SuNu2mdtgcNrmMB8Mw3uFJiWGiD6nEWyjvp97i1Ntc64td5buw/kRwiveMzAwcqDoQ9LkHM5GwYpltZuwo34HNpZs1v1f2DxZaw4PNYfPrnd3auBX7q/aH/fxCCByoOoB2U7vX3wQKh8R4EvNCa6zzSfYnWJ6/XPO7dlM7DBaDh4ZXGsibe5qxKGsRjtUd09z/87zPUd9Vr3lchmFCJ1omJYvdwvHqzIDT34t2IvJLcJF+E+72KK2uoRy7pK0E9d31sDvsyMjMCHj/guaCoM/tEA4UtxSHXdG2qmCVX7HEFrtFLhcyGJCes5bSHwASiJfd4cTmsGFR1iIcrj2s+5vcxlwUNYfHqKL1HnSYO1DQXIBvSr8JzznYZVgXfntiAA+h1PVSrSxYif0t+7E0dykKmgpQ21mr+l1tl/qzFvXdnkIrwzChEW2T0hd5X+Cz3M8i3QxdpERMbKGOLb4q+iokC2R/sbl0MzIyM1T9rdPciVZja0DHWVO8Rv47HH03EjUecxpysLdyL062ngzrcQ0mg19Wr+1l27H2xFpY7f5nb5aI9vEi2ts3GJDGjxMtJ3R/U2Yo81quJhDXfW+ejN5cgDm8JTyw0BonHKg+EHULZSZ22XZqW0SzRg4WomUi4wRrTKRwz5EQbnIbc3G0Vl1TvLilWNXn3T0etJIVlhnK8GXRl7rnWVO8Ro6Vk1BaVwfr/Cu5TJvt/fuc9GjrbQPAYxSjjfTuenu/khOSdZUeHaYOLM1diq+KvkJeY56sSGjrbdP0jlCeR5q/w6F80FoLSNtqO2vDZike7LDQGoMEEtPKMP1BeXt5xOvzDXb4Pe6DEzExoZDVkCX/3dzTjL2Ve7G3cm9Qx7LYLdh6aisKmgpU5V2kjLAcpxheJHfaYO5ruBQFRqsRTT1NIR+ntK1UVRN4sCoyBhve5g4ps3SLsQUHaw4iuyEbneZOrC5c7bV+sxbtpna/5u2chhwPTw4lkuVXOtbGko3YV7UPa4rXqMprxSMxL7TGU/ZgSeO0rWyb198FIkw4hAN5jXms5WQGnC5zV0jlmZR0mjujKmbTl2a2xdiC5fnLkdeYN0AtYpjwsDh7cUB1T/tz4a60oAohsLdyLxp7nPGRwWbz3VK6BRXtFThQHXpyo+KWYizKWhTVbqKRVhaFEvef3ZAdljasKlilcvXWo623Dc3GZt3v3RUlQgisP7Ee31Z/G3Ib4xV/rZ1640x1R7Xqc11XnTw2lLaVotxQ7jOOXHlsXyWv1p1YJ8ff+lLEnGw9icM1fbG6TT1Ncb8miHmhNdazB/c3+6v24/2j72NJzpJIN4WJE3ZX7Mby/OVYlr8MG05uCMsxl+cvj8qYTb0FmaRhZWs1M5gQQsBit0RltlqTw4TilmKVgKBcbPrr2RDsO6m1qD5QdQA2hw12YQ/qmPGEL+VGj6UHO8t3qtxA3YXW7IZs2d05EPx1jV5duBpbSrcA8C/+WECgvrse+U35AJzlA5fkLEGHqSPgNsYb7nVWvfUPb4qPvCa1EFjbVSuHNhmtRo9Y7m5Lt9c+FEjs9cdZHyMpIQmAfoKunMYcv48XD4RNaCWidCJKDNfxmOhAGjzdX2yG6Q9MNhNOtp6MeddYdgsLDCkREzM4iJb+rbQSeus/ZrtZMwt/sNdR31WPnIbILDaNViMyMjMiqvAKp4u0v5bepXlLsaJghcoVXInBYsCR2iPYWb4zbG0TQqCktSRoS7n7fqVtpTDZTDjRqp9UiOmjor3Cb4+JcHkz+LKkBuqZILkgjxwy0vNYPOd5ELTQSkQJRPRLItpIRE0AigHUE1EBEf2TiM4NXzOZQAlXinhJW5ienB6W4zEDT2FnIWo6ayLdDL/ojxpq0UCXuUtV/sIb7aZ2bC/bDiDyrnlaBGOp8Jf6rnrdElxKeDJnAqWmd2DGQIdw4NU9r2L+sfmwOWxYkb8C205tg8lmQkZmBsoMZR77hDODshRSUdAUfJkbLQJZ9Fe2V4b13P6cP9FlM9FL7NVlc8YuhnMuLGopwq6KXUHXqNcTTrMbsvvlHsYiUv1iSVGyu2K3hzuvv6WvgiUc8c7NxmYYeg2qbVrjgvt1bD21FZ9kfRLy+QcLoVhadwE4G8CfAJwmhJgihJgA4CYAhwDMJaL/DkMbmSBYe2JtQL+32C34JOsTj4V1j9VZa6w/F6pM/3Kq+5RP7WC0EExZg8HAsvxl+KroK4/tWkKp0h3JfaEW6di3FmMLluQsCXv5C4n1J9fjeP1x3e+jxYLHDD6KOgcm+6ayXmRJawl2VuzE6qLVcsmN3MZc+XupP68sWBm284dboRPM8cL5nvp7/lun3QpAf62S35EflvY0dDdgTfEa2B12WUAONjmOe6If5bUGKwjHG5JhRZobpbkptzEXR2qPoKmnqd+UnNI5wxE7nd2QjVWFq1R9qaStxOs+hl4DKtorYHVY4yYBXChC6x1CiL8KIXKF6LtbQog2IcSXQoifAlgRehMZf7A77EEnlgCAT7I/waHaQ3hx54uwO+ywO5wxNlIKf07EFD4auxs58UIMUtBUgNWFqwPaRwjhd8mPFmMLPjr+kUfiiIFE0gS713zuL7rMXTDbzGHJHtxt6cbmks08lkUBA2Up93UeX0qgYN41ae4EgHcOvyP//WWhs1yOcnEp/R1rSuH+UK5pCcKd5k5kN2RDCCHHBurFn+rFDHrjy8Iv8fHxj1Xb9lbuRVNPEzrNnQGVPGnobgjIoh7qPdxwcoNXBWCs4d4/DtUcQnZDtpxAqz8VvuEMZwokYeT6k30JZiOt0B4oghZahRA+TSL+/IYJDx9nfRxS4XHl4PbUpqfw1Kan0GPpkbdZHVa8uPNF/PPbf6r2M9lMA7aAHewYeg3oMndh7Ym1yG/KH5BBpr9rIIabgbSkhVszeaD6gFxT0BfSs99XtQ+f5nzqsy12h112a6vqqAqtoSEgLQiWuQX6AAAgAElEQVQH6jkty1+GFQXh0X1m1mWiurNa0z2TCZ01xWvkhDLRQJe5K+Taot+c+ibgffS8RaSxYaAsIuF+R0M5nnItAQS2wPamrNpcshlHao+gvL0cyQnJAPxTAPi7ZmntbVUlydpRtkNWegWqRPOnbrnymKEm56rrqvMr1CIeMNvN/TJnaXpPDWDoirKvx4sXUlBCKxE9QUQfEdFDRLSBiJ4Md8MYfVqNrThWdyykya+0rVR2Q9CzPDy/9XnV5xZjC0rbSlWC0HtH3sNre1/jRCk+qGyvxKrCVViWv2xAzxuKImMgaDG24GD1wQE/r9lmxsLjCzWTpWQ3ZGtORuEgIzMDpW2l8gQjCaJK64zWe7SmeI3sShbJOFfJQ6C0rTSo/TvNnZrWBodw6JYV8LUIbTG2oN3UHlR7woW/Cwabw4bdFbtjzrIGOOO6DtYE/i73l/LOnxCZcCz0DtUcwor8PsWK0eb0eBqWMkz1O/dnHo7r9nWM/uhnDuEIuO3hiPnTOqc0lmwv295naXWtT4QQ6LZ0IyMzAx2mDtWz3liy0eu5ui3dmi6/pwynVB5t0lid05jjtSyKP8rMjMwMtJva8VnOZ1iSs4TXU2GkobsBXeauoPb1Nt9K4XPhxNeYpBeaE+ycPNgI1tJ6G4AZAJ4RQtwL4LLwNSm8xGKd1i+LvsTx+uMobikOeF+j1YhZ22bhn9/+Ey9sfQFAn2vDGcPP0Nxn8vDJqs/KxYD0ooQzkcRAIoTo97Ybeg2aGvtgF0x2hx35TfkxEcOw/sR65DV5rwN8tPZo0MfPa8xDj81zYpEWHlqJMI7UHvE7aVIwBJO9srW3tR9aMvAsz18ul4RQ4iuW2ZtS7Kuir8IaE9ifnGg5gZOtJ/22gMSLy1cwtPW2ISMzQzfpYCjhMoHwSfYn2FmxEz2WHjR2N8JoNSIlMQW/uOgXqt9ZHM4xzmq3YuPJjeiyBL6I9sfLQrnI1nrXAsV90b7w+EKVW6IW7nObr89KbA6bKiGN9N6775PTkKMSGpITPS2tK/JXILM+E7O3z4bD4f98+UXeF/gi7wuvv9l2apvfc7i/JWyKW4qxv3o/DlQfCMqdmdHH6gjO8dNf7ymJ/hBkleitlfZW7o2L0JekIPdrFUIIInrD9TlqfRClOq2xSDDC1u+++Z3qc05DDuYfmw8A+PH0HyMpIQm91l5kHHfes/936f8DAFWNyx3lO3DNpGtUL8hgFVoP1hxEflM+fnPlb/ptktBzURNCIBhlak5jDo7VHUMiJeKC8Rd4/W00L3odwuHXRJLVkIWzx5yNMWljAjq+2WbGwZqDqG6rxpTRU4JtJhzCgZLWEpw39rygrJz+PINAFBj9qYHfXrYdDuFASmIKRgwZgStOuyLsll0puynjnX2V+1DUUoQZV82IdFOiEslLocxQhonDJvbbecoN5dhQsgEPX/wwxg0dp/pOOQdKnknnjjkXQ5OHelhapd92WbrQZenSVFxkZGbgkgmX4Pop12u2xT27uoC+Mqfb0h0WC6cWgZbTCWQe2lW+C+Xt5Xj88seRnJisO/4oE14BkC2tktAqINBp6fT4PlwYTAb/y60EoaCeNmpawPsw4SfUeFUhhM91jkM4YLKZMDR5aEjnigeCXaXPAwAhhKRu6x9fOiZsrD+5Hu8dec9juySwAsAZI87AheMvxFWTrpK3XTzhYqQkpnjsN/fAXLx16C3589fFX4e5xQPDiRanpU3pnhlu9CbsYC2t0uLHH4EvWuMc2nrbsPD4Qo/tevfKPSbKF0qB2Nt98sdlKK8xD3sq9wTl2QAAHx3/yGObt0WcLyExrykvoGQNvlC6wZUZylDRXiFbAz86/pFfsVj9jZSIKZT3NFThe2XBSnyW85nvHwJYmrtU01ITSOKWSGcPbe5pRl5jnq5Hh6HXgEVZi9Bt6caSnCUD2rbshmyVO5zdYUdOQ06/eJ/MPTAX+U35eOfQOx7fZdV71gQtaSvB0OShOHeMuuqfv1aQYGqiCyE8rj1UgdVsM6vG3VAUoB6WVi/Hqu1yxptK1yNZunydXxJKlUqxc0afI//daw9/qIy//c09+ZY/81yoMa3MwJDX6P19PVJ7BIuzF3v1Jvrg6Ad4+9DbAEJ7z+LBpTwooVUIUQwARDTO9XlPOBvFeGK0GrEsb1nQfusbTm7wmSRDacma/8P5mHPrHIxKHeUhtKYmpXrsu6cyvrpAW2+byi1t3Yl1qvtrd9jlRUok3HgPVB3ot7jMcCApC9zxR8jutfZief5yTZcrm8MGu8OO3RW7vbp3ScKDXdh1Xbek5ytp7t0t5naHHV8Xfe3V6qD37N1jjQOdqHZX7A7o997wJYx7u75Oc2dYMlS6C5R6CcQ2l272+5hNPU2q8iKh0m5q140RVz6/+q56GK1GzZg490VFQ3cD6rvqfZ47Eh4TtV21OFhzULcPFzYXwuawoaCpYMBjdN1d+POa8nC49nDAtUkDua9alrpF2Ys0f1vXVYfkxGR5rhySOMRDaA3nM916aisWHl8Y1sR7n+d9js/zPvf5u/1V+7G3cq/X30jXGogg7T4mKOcGLeWVlIipor2i73cKwa/D6t1F9+PjHwdcusTfUjfKMTavMQ9Pb3oa1R3VeOvgWzhYfVAOU1LWkO00hS8jLdN/aMXxZ2RmyApxac3uTWk1LGWY3JcCKVfZ1NOEmRtm4rU9rwGIXiNFOAnVH1J7xGbCjhACXZYu3cW+Hg7hwMwNM1XbPvjhB3jt1tdU2x688EHV58SERJw27DQAUAmt10y6JipqaRqtRqwpXhNy3FKwL/nqwtWqwaWpp0nVls2lm7E4e7HXc/TXQrTF2IKC5gK0GFui0j3YYrfoWhP8cR09ZTiFTnOnSkkguacvylqEVYWrAlLu6MWgrD2x1quFt8PcgWZjM/ZV7lNtF0IEXcC+xdjilxAYTHxOaVspVheuRo+lJ+DFPaAtgG8q2YRjdcd079P+qv2ycBHIgtpXSSh/rKZritfIJbsCwdBrCLruIuA9+ZnU14paipCRmYF1J9b5jA+s66rDR8c/khf8RqvRL0EXcL4Xgc4Z7mhp75t6muRnkNPomcxsoJHmpP4oKTIkcQgAbWVtenK65j63nHkLAOCF61/Af13wXxiWMizoeLPDNYfxj33/wPL85R7fSddQ2VEJAPg051NUtlcGdR53pHupfP5aiu/C5kIPxZdHfWkIlLaVygnlvI2P/jwXrRj/xIREAE5FWl1XHRYeX+gRwrTt1DZdAdsu7DhSewStRv/zB/iKMXYIh0qBDTgTddmFHWa7GSdaT6DX1outp7Zi9rbZKG7tu48Gk0HrkEwYWFW4ymNdHG4O1RyC1W6V5wNvY1MiJQYUcy3x8q6XATgVjFJfi3VCFVpj3xYdZUiuM4C+BSS/KR9f5H2B7IZsHG477PF9UkKSyqr68s0v447v3KF7TqXQOmXEFA+3lbNGneV3+8NFcUsxmnqaglp8h5Os+ixk1WfBIRyqyV0pfOkJ+f3l/qOMlYpGzZskzCsJVrhuN7WjrqsOi7IWyYtz9xgUX/fA27m9CYd6CULymvKwqWQTKtsr/b4u6Rj+xnv66wbkEA65/+0s34m23jZsKd2CA9UHZMEskGO5422StNgtKGwulN2Ld5Tv8Os8gOcEP5DZyVcVrsIXeV8gIzNDztjsC3/fM3/Gq8y6TNU7Ii2MpbYsy1uG9SfXy8+1prNGNxnR4ZrD2FO5B02mwF1Fpb7rriCobK/EmuI1KGoOj/tyqGOUcn/pb70Mm8GcW7p+98RJT258Ej3WHlw4/kKPfc4cdSYAYOrIqfjB2T9ASmKKp6XVz+veU7kHFR0V2FWxy6/xpL7bP4VGoBytOxp0fXEhhOzRkt2QrUpM+FXRVypFnTTmuo+Fvq49gRKQlJAEq8MqC8XKudcmbMhqyMLROu+J/Tac3ODHFWlT3VGN5p5meQ76qugrfJz1saxknblhpjwGSIqnScMnYXPpZvRYe1QKhw6zf8mbbA6bqm85hEPTbT0ecI/51mN72XYAgYcdSVR3VPtMrmW2m/FJ9ifyvOlNmUlEcEBbaDXZTPjD9j/4XBu8e/hdVe6ZWCVUoTX6VsQxitYE5z4J5jXmYeaGmXjvyHvYU7kHHx77EAfb+lwXbj/rdvz++t8D6Mu0BzhjWb2hdIvSSoZz6cRLNdszmAh24XS07qg8CWY1aE8U28q2AXBmEJy1bRZmbpiJFmNLWF0Xlei56gW74BgIygxlaO5p9uu3SuFlZcFKeZERbP3NYJ+93iQiLVjCkUWwvL1cc7u/8ZkbTm7AJ9mfqLbJiUp0hBI9tMoDSWjdQ+k5SZN2sNbn/mRlwUqvYRNa7oI2hy1ol39/+lpmfabmWFrXVYdWY1/dSCnz9aaSTbouZdKztgZRMl2vrdJiOppj7pTZZ/Vo7GlEh6kDvdZeFDYXav7G7rDL91CpoCloKpD7gBACl0y4BJOGT8KTVz+J1KRUXDf5OtVxUhJTYLGpn6m3BC/KMVxZzsndwqjlURKtWeX1xpkWY4tmUir3a5P6Y5e5C2uK12geKykhCTaHTU6qqHyPrMKKMWljPLLBlhvKvZar0cIhHKr73NjdCJPNhNf3vY6Xdr2EWdtmweawyeey2C1yThFpvbA0bykA53jSa+vFGcPPgM1hk8dNf/ow4FRiLc5ejJrOGnSaO1HQVOBTMI9V9N5jJUrr+Cu7X5H/3lOxB8vzl8vz4swNMzFzw0zN9+n1fa/jtb2veWxXEsh7mEiJqt/3WHpQbiiHEALZDdloN7Vjzp45snLHYregprMGE9InyB6Rkc6BMFCwpTWGeP/o+7rf3fmdO/HghQ/i3LF9ySGum3wdrj9DO0uhEuXkqsyIePqw0/Gry34lu025J4ex2q0BpwuPNSRXI5PNhNnbZ8v38sWdL8qDkRaFzYU4XONpJfcHpWujUjD2FdMMOCfwSCx69lXt85rMS2sB7b5NbxGt1NBnZGYEXRdWuQASQuBA9QGP4wPqidNfgVgWIP0cUv3NdO0tHjUQYd3msCGzPtNjuySYf12k/+yU1l5/0SqR0R/1adtN7QHHYy7KWuQ1XtzbMwxVsefeB30h9ZPjhuPIyMxAU09TwJnew2nhNvQaPOYELbfXgWJjyUZ8eOxDzDs8Tw7vmLlhJpblOetpK0M+DCYDXt39Kj7P/RzvHnlX3m60GvHE1U/g5ZtfxuWnXY55d8+TXVUlUpNSYbKr+5m3slrKxFbKedVdsadljQs1ZKaktUQlxEWqLrRe/1bOac09zaqxJTkhGVaHVe6z7u7BY9PGoq23TTXHuSumlGNPXmOe5tg1e9tsvH+kb73174P/xoqCFarfKGNrAeCpq5/SvB7J8pqYkIguSxcmDZ8EwH9Lq2TB21SyCcvzlw/aSg4DhTIhaZelS1ZGfZH/BXZV7ML+qv2qeVN6/6R+IPVL9xCS94+8j5d3vix/DiTDNhGp+uTzW5/H3ANzsb1su8rrZkHmAgBOb6C/7v0rmnqacOnES/HiTS/i8csfjwszYqhC65/C0grGK4uyFmkmlanrqoPVbkVWfZbXxdDc2+fiZxf+zGPyefyKx/HY5Y/5PP8F45xlVZ66+imkJafJ2x+++GHcMOUGDElyxvy4uz9sPbUVqwtXewhBHx//WFdTGmt8WfQlAOC5Lc9pfq/nLri/an9YYsVK20qxonqFpkuuO1UdVdhWti3oxDolrSUe2XgNvYYBT9LiC/d4Wm+Lf+V3ysWNMiFQOFywpWP4u0DUU3YEgz9CyaIs7+kLem29+CznM3mh1tbbprovBc2hufHrPaNglGKBuqJ3mbs8+nVbb5vfGZwtdgusdqtXd7LG7ka/FpuBLEi7zF0oaStRbVtTvAZfFn7p1/56lvhQlFqrCldhdeHqgAWhnIYcrCpYpfldRXuFrpeLP0gW615rrxzntrtyN5p6mjySr9V312NvlTom8ruTv4ukhCSviqTUpNSgx0HlvCr9Pe/wPOyv2o/shuywj6/BZC92pz/CUtzf21Ntp/DSrpfwzOZn5PdTsrRKWBwWObzJJmwYO3QsHMLhV93UMkMZ3j/6vqxMtTvs2HhyI5p6mtBl6ZLHNJPNhA5zByakT8A959wj7//Pb/+pOt6lEy/FxRMulj9Lyn7Jk+3Z7z6Lbks3xqePB+Dpjq5FOJLgDSa6Ld3IyMwIuOSSxKKKRR4eDgaTAbWdfWF3S/OWqpRDZrsZtZ21eGbzMzhcc1g3ZCivKQ9NxuAydidQAkw2k/wuS4qLsvYyj3fpQPUBVR6NLnMXpo6ciuvOuE7lQRmrhFS4SgiRDwBElCxEEP5HfkJEiwDcC6BJCHGxa9sYACsATANQAeDnQoiYjFzXW6gIIfDM5mcAOK2eWkwcMhGj00aHdP7kxGQsuNep4VHGTknCamqic/B11/BKsTXu9Ujtwt5v9eO8YXPYYLQaMWLICHmbNBGGkrCo09yJBErwqMsnoXQjfe3W17C/ej92lu8MevHny61YKYSYbWbUmmpRW1Mr19zVQxowtZLQtPW2odvSjcnDJ6PX1qu61m+rv5WtuKlJqXj0skfl71YVrvLY5ovazlqMTB2pez8DZcpQzxqtynvka4GltSh0d3XVS97RX4mwpGfUbmrHsJRhIdUgDJclpdfWi2+rv0V6cjq+Lv4aw1OGB30su8OuGk/qu+tlNygl/riE+6qz50toX5a/THO7Mn7I23NenL0YQxKH4Afn/ED3N2tPrMW0UdNw19l3eXynHCeU8Yq+ErxJlh+7w67OouqnBUfv+Fpu3lIW4UsnXhp2y1yrsdWjJqcSzSzNQbTBXUh4edfLOG/MeV73efOON1XziR4hCa1WtdDaYmxBYXMhCpsLcePUG7E0d2nAxzTZTDhYfRA3nXlT2OuXahGMEOu+j8VuwaGaQ3JffvPbN+Xvlhcsx/9e+b9ITkiGza4QWm0WpCenOxVHDqsc3qR0s9Y6j9lmxhsH3gDQZzErM5Rh3cl1KDX0uS1b7VZZYTJh6ASVgsF9XCEiPDD9AeQ35WNo8lD89ft/hd1hR1JCEq6ZfA2GpQzD0OShmDx8MrIbsv0qx6blVh3LSIrjYOPp262eyt79Vfs9stIrk2B9cOQD1HQ5xzy7sKve425Ld1jWKQmUAIdw4Lktz2HBvQvwyi2vYOaGmZpKiSU5S/DghQ9iVaFTiffTC34qf6f0pIxVQrW0gogWAmgkomoiOkxEHxHR/4WhbUoWA7jbbdsfAewQQpwLYIfrc0yRkZnhtf6dUuMjLWYmDZ+EBfcuwBt3vIEfnfsj/HLKL8PaJuUELWkw9SytEoEuIAqbC/vFrXjbqW2qmAUlgbpKKll/Yr0qNsIdKTbnj9/7IyYOm4jxQ8fD5rD5ZS2TNMJFzUUoai5S7aN0V9GztFd3Vvcdy8/F6snWkx4KiNWFq7GldAs+zvrYw+qvdDs22UweWmxpkDdajT6fqxACr+19Df/69l+6vwm0Pw1L8pxUlPGmQgg5Fkgrs6S7m5c7neZO2aKuZH/V/n5zDwacwsjKgpVyUgm/93Mt+qQSC0II1HXV+Z0EyhfS4l8pBPi6h+5Cf3Vntcdi3P3e1HbW6iYgUhJIfd1gLdjK56zVP90tdlrouYsq3y+ltV8I4RH3ZnPYsDh7MT46/pFcD/KZzc9gXuk8lfDb0N0Q9PPW2m9H2Q7MPzbfrxCEQAnUitrc0xxw6RIAmmPOyTb9hE4v3/wyRqaO9Gs8Sk9JR4epwy9BxB2VpdXa6yH8+qv8rO2tlTN4Z9ZloqStRPPdiFTGeV9CfWZ9JnIbczXbLM1XSYlJqnWR2W7G8CFO5ZlNON2DAfV4o3W9jT2e48o5Y5w1X5VjWZmhTPZimpA+QT4+oJ3/Y/LwyRibNhY/u/BnGJYyDCNTRyI9JR1TR04FAMy5dQ7uP/9+DEkcElRfUSKECNlVPNJI4Rs7ynYgIzNDDr1xDwWq6qjy6ZnmnjTw9rNuB6BdRk25DpAEVgCYPm666p7ur9oPm8MmJ9XyR4GlRYJCFNPy4Jk6cip+cdEv5M83Tr1R/lvq3wBw3ljvSrZYIGShFcBNACYKIaYA+C8AXwPQzgMfJEKIvQDcV7s/BvCp6+9PATwQznNGC94G8pTEFLxxxxuqbX/43h8AAKNSR+H+8+8Pu9Y7LTlNTvMvLSKlkgAFTQVh0fztr9qP1YWrAfQlXQiHC5RkIdASJGo6a5CRmaGOYdJxbS1uKYbJZkKrsRXNPc3YW7UXo4aM0i1/UNNZg9SkVDmjpOT+09zT7NGWHkuPahEiLaL3Ve3Dvqp9qoWtJKhmNWRhcfZiua3K/TeWbFRdj0S5odzDYqIsD1JuKJePpZWRz9vCxj22R2Jp7lL5uUq0GFtUMUPSNQWTATOQRbgyQ6SAwPoT63Gg+kBAAo4/6MUlm2wm1STrr3vwropdcjZeaZ9AExxJ/WR14WpsKtmErIYszNkzB3P2zAnoOIHgK0ujr7IvWmws2ajKpq6HuwBT0uaM2dMSsNYW+18jT0kg2Tq7Ld14/8j7Ibv2OYRD1rZLLM1dqlq0N/Y0yuPBkxuflK3O606s85klNZCMzV8VO2N820zhVzb6G78NOIVxb7Hx7ijHSj23v+SEZPz2u7/Fnd+5EwvuXYB5d8/D09c87TOBoZKxaWNhdVjx+22/l8dWf1EuYk02k+q5+Sq5ouS44Ti2ntqKXmuv1yRxwbr2BpsrwF+8ZSofner0JnN3DzaYDLLHh+QeDDjdaivaK3S9lpT9QnKxJyKMTRurWiMoa3SOTx+vElq07nECJeDvt/8d35vyPf0LBTA0eSg6LcHVaZXmkEXZi2Rr8WBlZcFKrMhfgVOGU6rt7oqab059I8ehSygT5nWZuzyU7e4CnvJzdWc1fnmJp8FnaPJQlft8bVctntn0DD7O+hhTR07Ff1/636juqPaatFCiw9Qhz8XSM7vrO3epQvAknr32Wdx21m3yZ19K4FgmHELrIQCjAUAIUSuE2CSEmBuG4/piohCi3nXeegATBuCcUYFDOOSU/qNSR2He3fPwj9v/gfk/nK9ZSy5U3LVHr33/Nfzy4l/K7nqSpdVsN4c9xiK7IRtNPU0eboDKxZRDOPyOL1Oy7dQ2WWMnLWCX5i7FF3lfYH/VfqwqXIUV+Z4C2LfV3+K5Lc/hzzv/jJd2vQTAaVWS7oO7xaSqowpTRkyRF1/jh47X/J3FbsHneZ+rsvx6W7BJi4tTbc4Bvdfa67wXCs28UqOsdHnZVrYNm0o2YeHxhfJiQCmgS4Po0dqjmhn5Al3YaGVn/Nu+v+HFnS/KLu4AVDEh4dL4+7Pw1rOEhRqbpZfRb/7R+Zh/dL5flkIly/OXY2PJRlR39FnQ/bG0WBz6Me/KuGpfwuU3p77BzA0zYXfYsfD4Qs3faN1vvftotVv9rjkaLiR3P+k9UyoKpAWvQzhQ1VGlCh8obC7UDdXwx4tBWmi8sPUF5DXlyUk1JALt7+4ZQpfmLvXwuHBXaARSzsPf5FfeEgWFg0C8DwJV4GhZsxJJnUTpgekP4ILxF+BnF/4MgNPVV8qY7y/KOXTugbmaz1qrzFN+Uz56bb2yYnhjyUaV5TnQEhf13fX4LPezfln0KhfzneZO3fFBD/fnLN0js80sz3ESyuc2IX2CPHdJiZgA53zaae6ULZ4FnQVISUzBXWffhfPHnY+tp7biUM0hzbFp2qhp+M0Vv5GPI/Vr5XNMTUpVCa2pSakqq5fZZpZL/QS6PklLTvNpafWlyJ+QPgGN3Y1Bl3WJFrTmZvf+O23UNBhMBtU921e5D28ceEMONdlfrVa+XzLhEtXnF65/Qf77pqk3ybWWlSQnJOP2s253Jj2C0/1cQKC6sxovXP8CLpt4GV7f9zrmH5vvM1fG7O2z8c6hdwD0eQrohfJJ/UrKSm7oNWDmVTPxpxvjL61QOITWDAB7iOj3RHQTEY0MwzHDht1ux9VXXy3/y8gILLV5NPLekffw74P/xqc5TkNzalIqxqSN8chYGC6kCVNiWMow3DLtFnlBIwnK7oOo1ksbiPud0WqUX2YCQQihOfjvq9yHz3I/C7iwsrKciHLh323plgU1rQFTK5vgzy/6ufy3MqjfIRyo6ayR3X8Ap1Y4gRLQbGxGUXORPNBKVhBlrTb3Z3qy9SRWFqzEsvxlfSUXFFa6/VX7UdVRJcdDjE8fj5HJzlfSYDJ4CDgO4UB5e7lm6QTAf5fiQNletl3TStBp6tMuK4Vli92Co7VH/a6/qCSUOq39hZT8Rbq//rgHK9vpLSbc5rAFlKhCKeg0G70LHZtKNgFw9lUtYTnQe7n11Fa/raz+eo0Eay1V8q9v/4W/7fsbntj4BABgb9VezDs8D+8eftfjt809zXJheKPVqLovSmWNllVHVebAZZkx2UzYXrZdtdis7ayV3e71Su5ouQJK3hVPfudJAM6an+GmpbdP+eYtI26wBGJp1cLQa0BTTxN6bD0eChKt2sFz75iL//zoP/LnYF3+lIxKHaX6LCmz2nrbsLl0M4QQHl4ZB2sO4tvqb9Fr65WtL+7PXVKA6mG2mQN+Ju7vsN6Y5M27QFkSyF/03u+5B+bizW/fVHnSVHY458irTr8KaUlpstvzKcMpFLcUI7M+EyWtTgup5NbbanEqcH96wU9VVis9RdQ1k6/BtZOuBdDn+SM9hxun3IiRQ/qWur+97rcAoPK2EhCwOqz4uvhrr+FDWgxJHOJT0P0893PN7VI958nDJ0NABDVnRjtCCGw4uQFNPU2o66qTFU3KNWhTTxMq2ivQYe5QWS9/duHPMPuG2UhMSJTjuaeMcOa9eOKqJzA2bSweueQRAH1JSCUSExKRQAm47ozrcNaos1TrQ/d1stKt2B3JgCCtQSVL8oT0PtubVP/5J9N/Im97YLrTodTqsOLK06/EtFHTdBJk2CIAACAASURBVM8Rq4RDaF0KYCWcSZ2eAvAtEZ3yvktYaCSi0wHA9b/mKi4xMRHHjh2T/82YMWMAmtZ/WOwWeTHf33U3f33Fr3H/+fdjZKp3PYT0skovcF1XnWohXNJaIi+yA9H0L81dKk9ORISshix8lvuZh+ZQssL6qhsoTYpaC+tAJnZ3bf6sG2bh6klXw+aw4VjdMdXCv66rDlaHFVNGTMED0x9ASmIKEhMSMSZtDFqNrRAQWJa/DFtKt2BziTO2QulWRCCVMF7TWYMd5Tuwu2K37PaovJ7ilmL8++C/AQBfF3+NHksPRiWPws8v/Dmmj52uORHuLN+JneU7VdukhYpeko5QBL3G7kYPt0apXcqFt/I+7CzfiayGLOyu2O21DW8felu2BEq0WXzE0bqXVxECL2x9wa+ab6EiCZfuwmJleyUy69QlZpQJZ6aOnKq6/oKmArSb2lHTWYNFWYuw7sQ6vzXsSrdIvYRSEtKiQCsOSCKQ+sP+uPcGSmNPo0ffsDqsfrt+91p7Ve5obb1t2FK6BYBT2aD0Jvm6+Gu8tOsl/CfTKeQszV2qG2Pc3NOMV3e/iscue0xeJD235TmP57y9bDtWFa6SLalSnPfs7bPRbenG05uexpMbn/Qrk3CbqQ1DEocgNSFVFr78Hev8dQ9u6XEeLz05XeXN4XWfAMbbUIXWP+74I17e9TKWVC3Bq3teVb1H35z6xuP3I4aMUAlQgSZaUS48JdxdEecdngcA+NOOP2FN8RrUddV5ZNiWvH+6Ld26oSdpSZ6uhEo+y/0ML+58MaBSS/4+w0BqgQYzX1R2VKLD1CELq0qhVeo/9553L1KTUmXvIinrqkM45ARqk4ZPwry75+F35/xO8zzeErX98pJf4ifTf4KJ6RMB9PXFs0afJSscr5l0jSzcJCYk4v173sdDFz0EwJXwquagX8pfZeK6lMQU3RwhEnZhR3ZDtofrrITUZ/pL8RxJ2k3tWH9yPV7e9TLm7Jkjh6Up+7mUlKjH0qN6T26bdhvOHnM2AOAvN/8FQJ8weMXpV+Dvt/9dfv+9Ja9MTEiUx5IHL3zQQ+niLQxAmkelxHu3TrsVgFpIfu67z+G9e97D3ef0pfMZljIM5489X3dMCnWsHAyE4wprhBCvCCHmCiEeFkJcBODCMBzXF+sA/Mr1968AaKrXHQ4HZsyYgfXrA4+ZikY+PPah6nO4XD+mj5su/33DlBvw2OWPITEhUTNjpzuye7BL25nTkIPF2YtlYWBP5R65xI1SmFicvdjvEg5VHVXywNRj7fGaOdNXZuJQXT6lJA1zbp2D9+95X9bkpial4nj9cZQZyvCP/f/AzA0z5WQyY4eOxYT0CbjzO3cCcE5QykQ1VR1VmpOUgFAtspTPW7KOStcjWbGlgau5pxnl7eVIoiTc/p3bMWWk00XZH2u3NAC7u8pJBBNzKvGX3X+R//6fy/8HQF+yFaWgqhdjpkdjd6MsmCgTaST4GObcF1QHqg+g29ItLyz9SaIjISW/8fUbCWmBuL1sO9pN7fJ9//v+vyPjuNorRHKdfuKqJzA+fbyqH5cZyrCyYKVsCQXU989bm5TvoK+FkoS3MACtJCYDjfs7XtOrr/VWCmZEhJ0VagXOn3b8SZVAbEHmAtgddjiEQxZm/XG3NJgMqO+ux8jUkXjqGmfNRovdospGCvSV8Rk3dBwAqBalL2ztc2FbkrMEQgjkNOToWrWae5oxOm00iAiPXfYYgMDrB+rRa+1FQ3eDHHt31qiz0N4bXCIrbyVIQsnLoHwuvXZn3241tsp9XrrH//nRf/Cjc3+EV27ps4hJCrtAQ24emP4ALj/tco/tf7vtb6p5Vqms8JYwp83YhjFpY3DDlBtU24elDJMVtYZeA5bkLPHoB5KCVc+Tpr+8TLTm2GDq/Sot4cq5QRJI05PTkZaUJgsBN595MwCnoC8JsFNHTkVqUqrXfiSEQEZmBmZumKlS7KYlp+Huc+7GxGETVdeQnpwun9PdGyo5MRmpyc4+I4Ve+GMRUyrdUxJTfLr/CiHw4bEP8eaBNzXDUKR+6yt7+mDkUO0h1WdJ4FfOeZKSbkf5DtWYpxTsJg6biP/86D+qUkRKxg4di3l3z9P8ThofHrv8MdkqCvRZ9r2905LHh/TbW868BQvuXeDRl6RkpxLJicl4/vrnceXpV3oc8+pJV8vjWSwTDqE1m4hURSiFEP6v8vyAiJYBOAjgfCKqIaJfA5gL4E4iKgFwp+uzBwkJCcjIyMB9990Xzib1O3qlHNytPw09/i9AvGlhpMEecGa9c39ZvCH9VhJalRlr3VFOHBa7RTVBWOwW3fqt/sbg5DbmYk3xGmRkZujGN60/sV7lghsokuA4LGWYqi6WJCx3mjvl9kruH+eOcWr9Jo+YjBun3ohhKcM0SzW4I4RQLQCUFjmlezPgdLVsN7XDaDXisomXyfulJ/Zp6YkIKwtW+n2tkmC9s3wnluUvkxd7knAUaAyZUuj+8EcfyvFGn+Z8ir/v+7tqYaI32UqJodwt65tK+wS2OXvm4A/b/oCXdr7kU/uovL9CCDlOzN01yJ3shmzM3DATHx79EOtPrMf2su14dvOzHkoBh3BgX+U+eRJTKm6UybG0rOCd5k5ZMJKym54+XLu8lTtKy6I3RY1SO+3LJW3UEKebo9aiHNBOPiKxsmClSugKlGAWvcEgjWfPX/e8avuTVz8p//3UpqdUZReGJg9V/fb1va9j5oaZzvdXCBytPSq/KxPSJ6gyi14z6RrVvlJpqYsnXAwhhK678+Haw3jr0FuYf2w+/rzjzwCc46RSAMxrykNDdwOuHn01Jo+YDMC3NV3Cl3Lvzzv/jFd2vyL39zNGnIEOc0fAYRqA90Rcyve3qqMK35R6Wkf10MpW/vf9f8fTm54G4BS0J6ZPBBHh/vPvlwUdwFl/FYCulVPJfefdh5TEFHmcv2bSNR6JXMYNHaeKo1MqpfTGOiEEWnpbMG7oONz1nb5ySA9d9BCGJg2Vx+M5e+bgQPUBj2RIUjbbQBI2ueNN2POVnfbZzc9ief5yAP5bZk02kxyzryxfI/VrpTA3LGUY0pLT5HaMSHEKKp3mTlgdVr/dJw9UH0BmvVOJ8NtvfqvrZSM9v9OGnSZbybRiTyXvs8U5iwEAj17qLPl209SbdNugVDj4Y2mVvNAAeHhKAbEttG47tU31WVLomm1m1HXVobC5EGeOdCa+PFhzEK/ve13+rXt/9qUU01NaJZGzNvP1Z1yvGjdm3TALQJ830tuH3vbIhC/F13abu/HOoXdCNj7df/79moJsLBIOoXUigCeIqI6INhDR34jowTAcV8ZlwT1dCJEshDhDCPGxEKJVCHG7EOJc1/+aPoCD1dLqy/X3rbvewlt3vYWzR5/t9zEvGn9RqM3SJIESkJSQ5JcQ5o5ywCg3lPtVv7W4pVgVN6rUrikXKXq1vJqNzdhWtk3zO28Yeg3IyMyQF+buC1UJreQ6yutMSkjC6NTRXsu/NHY3YuaGmchrylNpw5XulNJAp5yU8hqdyTCURc5vGd+XUCDQhX+vtRcHqg9gRcEK7K7Y7bF/oC60UibG3373t0igBNlNB3BOwm1GlztjUio6zZ0w2Uy6ViT3WJ1HLnkEM67sc/9vN7ej2djsU2hVLryUChc9lzpp8SR5PWQ3ZmNDyQasKlwFq8PqYYUuaS3B0rylcvZCpbCtFHAFPN0xZ22bJS84pfsgeT8o+4WW5dvfcgfK98d9ofSfY/9RJVSRrM7BZPPeUb4D3ZbugFwVg0UIAbvDjjXFa9Bt6UaX1XtSk8buRvk9Olbr9Og4f9z5eP+e9+XfXDLhEjl2DQDePdIX36q0VndbuuV+9N6R9/DGgTewMGshVhSsQGpSqqosBtAXTyXRY+1Beko6Ktor8MTGJ+SyK1KGVAC4eMLFmDR8kvwOGEwGdFu68Y/9/8Ds7bPRamyVn/+UEVNwWuppGJs2FkkJST7jlpXojRclrSXy8csN5UhNSpWt/8G4IxqtRs1cAe5sKd2iWqz7IjkhWfe7b6u/hc1h080F8dDFD+H5656XrWzeOG3YaXjs8sfw/bO+D8A53mu58N121m1yqQ0let4vXZYumGwmjE4brVJWTR83HU3GJhytO4puS7c8xi3JXQK7wy4rw6Rr08uobLab8Xnu50HHIu8q36W5XU6iZDdjV8Uur8osuS02Mz7N/hSrC1fj9X2vo7azVvVeLcl1lv9TWl8TExKRlpwmj1tSKFOnuRNGi1F3jnbHPaHVe0fe0/zdzWfejDfueAOnDz9dFmCldc8Vp10h/06plEqkRFlh5G0uUhoKhiQNgcnqfYxVWg8lZb0SKY7zRMsJr8cZjCjvNdCnRH3r0FuYs2cO5h2eF9YcL49c8ojKsAMA+c35qOyo1PUWlObIxu5Gj7FNUm6daD2BopYiHKsPvurGpRMv9csjMlYIWWgVQvxcCHEBgLMA/AXASQDXhnrccDEYLa11XXW6C85ZN8zC09c8jfSUdKSnBFZZSHJFULooKTl9mH8WHC1sDht2V+72+pu23raAFrsO4dAU7Ipbiv12T602VmtmAHYXhKx2q65wlJGZge1l2+XFntFqRFpSmu4E5Ms9cnjKcEwcNhE91h58fPxjzNww08N9S3Kh/eDoB6rtJa0lGJYyDKNSR2n2kb1VezEmbQymjZqGF296Ef++69+qhZuUvMsX0mJVQMi1gsemjfWYCNzrRPpCep5SuQj3e7i/ej/MdjNGDBmBDlMHZm2bJWvqfZGSmIKrJl0lW0j8RVnqR1rcJSckO2OO3dznui3dWFGwQrOvSHXU3LNmvnXoLQBOS3y5oVxVgkU54UnWefdJ0CEcmgl0JAWAHnouge4orRlKodVityCrIUsVWym9v4EKrVrXGah2OVA30Y0lG7G5dDNWFa5CpVFf0CEirD2xFsvzl8PmsKGio0L+LjkxGQvuXSC7bl0w7gLce+69HsewC7vcJ5QCQEFzgSoMYPLwyfJ1LLh3AT780Ydo621TeSyYbWakJqVi/Yk+ReuVp12J31z5G9xy5i149+53MTF9okeJJ2W/KmopkpVn9513H4gId559J8YNHRdYTKurrVtPbcWptlOobK+EQzjwr4N9NU2LWoowPGW4nJjGm6uvN9zj3EPFZDN5FZY+zfkUFrtFNwQiJTEF5487369z+ds3EygBD0x/QD6nNOeuLNT2fpEsNJLCYsG9CzD/h/NVAuzbB99WXecru1/BH3f8EflN+XJZrYvHa7s/1nXVocfaE3TWf28hHEqL+4GqAz6PtbJgJcx2szw+VHVUac6lkivo5ROdgoqUiMkhHPJ3neZOGK1Gv6zkSkW5ZFXTWwsQkZxUa8qIKRiaPBT3n38/zhhxhmqfaaOmYe7tc/F/1/4fnrm2Lzu+5L0gCdPKZE5Kj4uUBN+W1mZjMwgkJ3l0zzMgXYt7rHQs4L5uuG3abR6/UQqKV55+JR699FE8MCm4ypg3n3mznJzJHa3xQwoDa+xuhMFkwOHaviRr1Z3VWHvC6T0jCZu+QpiYPsJ2p4QQZiHEcSHEp0KIWeE6bjzizZ3jnDHnBJxuX2J8+nj8/KKf4+Yzb8b959+PH577Q1w84WIPNya91POhouXiqzy2+8S/JGcJ/rTjT34vbt3bWd5ejuz2bHSYO2Do9cycC/SlpX9m8zN4cuOTutdaZiiTv5MsIXo0dDeoEhhJ7iISpw8/XU7scKTOmelvX+U+zWOZbCYICLQYW/DUxqdwsOYgzht7HtKT0z2E1tK2UlR1VGFI4hAQOSczvYD9vP/P3peHSVHda7+net9mpmff95WZYTYYBhiGHVkVlahBRRAcY77k5kYTn+RqTCQmakjUm0WDSW68yZeb5H6JSYxJ3I07UUABRUBQdpgBBmbpWbqnu74/ynP6VHVV7zMw0O/z8DBTU11VXXXqnN/y/t5f1y7c+vStuPXpW9Ez1IOeoR54vB7mXNBnwTsn35z9TXzpmS/h1qdvZc+kd6SX3Zfh0WH2jP+w+w8BlCVRFFkPV/66KOWUh8PowLYT2+D2ukMqnoqiiCc/fJJl329uuhkb52wEoJ0NV4KOeZo5nlM8B70jvQE9Z2m2VCAC7p1zL+6ccSfqMurw4IIHMbdYyrK4PC5sfGUjfrr1p7LPHuo9hAfeeAC/fO+XbBs/Jt/vfh8Hzh4IGKeDnkF2Xp6yHIkQWzCqJzU8k0xJsufNty850nsEHp+HHSccp/Xs0FkW5ecpdHTs/GaXuvqlEl6fF0OeoYhopyJE1qOYjundp3bj1qdvxR92/wFurxs/2/6zABEk+k615LRoHntF1Qo8ctkjAddIoQy0teW1MeNZ2dtTIAJeOvgSvv3qt1lmaWh0CGa9GdfW+ZvJC4KA8tRyrK5fDZPeJFOjXV4pOdE8/XLIM4TjA5JTSzOFSaakyJxWrg/wwXMH8eInL+LZA8/itr/dFrCv0+JkmaJwM+mvH35ddq+0mDrRUlu//OyXA4SWKGWQYnh0eMxU97Vg1BkZ24IPaCip+aIoMqeTX/Pp9VLDmPYepaDBVT5b6IO6ExZuffOOrh3YcXIHPjrzEb7y3Fc0y2t8og9bj2/FiHdEFlQZ8IRmYdF7QteGLleXLNhF6wbpOFnfvB6AlFEUIWJkdATJ5mToBT3+dexf6B7sDlj/qLNDWRh9I30yxs6DCx5Ea24rvtymLtrEX4vFYMHDlz2Musw6LChdEDBvOy1O1GXWsevOsmUFqMTzLXJ4mPSmoHPs8OgwTg6cRJo1Tfa+/WrHr9j9MQgGCESIS4/784FgdqfH50GyKRnNOc34evvXA+5jS04LTHoTC9akW9Ixs3AmSm2lcbu+qjQpoKUWsKI6L3St59dfnsI/v2Q+WnNbVcXbwoUy63yx46J37ycqPXisQI2dbHs28pPyMaNgBpvYwxEo0lKTXVi6MGQdLBVS4qF2TlEUcXLgJOuB9o2Xv6F5TH6hCFb3qhbFd7ld+Ldn/g13vnAn20YNOq/PG1CrQs816PHTjtScwpMDJ5Fly8Lm5ZuxaeEmluHmUZTiN56STEmYXzofXp8X33ntO+ga6GKLmsvtwvDoMO566S62qFekVsBqsDIjx+vzwuV2YdObmwBIkv7BcHboLH78jp/2+PUXv46vv/h1fOEfX8D/+fv/YcY+4M/WbWjeAJ2gUxWfuO1vt0m1nVsfw/2v349n9j+DFz95McDhk6kicxP9xrkbcd/c+2T7hkMTB6RMxOf+9jk8e+BZmZGWZc/Cw5c9jPvn3w9RFHHw3EHc+8q9QR0f6kx1FHUg254NESJrm6CGbHs2ylLL8MVpX0SKOQWEEOQ6ctGY1Yhj/cdk/RS1oLyeo31HYdQZcX399WjNkwgrrCezKYXRU5XGdyzw+DwgILAZbNh6fCszFniD9sTACZnxE44h9MO3f4iHtjwEj9cjo6QOjsqDLdtPbJf1nVVi75m9+Pdn/521CQLUDZq+kT587unP4cNTH8oYAHTeocJaz3/8PJ7Z/wy2Ht+Kx7c/LjP66Lij914LFoNFFtzjM63H+o6BgGBZxTIsKV+C5ZXL2TxHM0E0Kw+AlXi8fPBljPpGWaY105aJZRXLAACFSf6WWQDQkNUQ8POe03tQmFwIi96C00OncbTvKEw6EzOIrAYr0q3pODV4KuxAJAHRVEMGwFqCJJuSI3Ja3V43fr3z1/j6i8H7DNJem5HCJ/rgE3043n9cNrdcU3sNPlv3Wfb78OiwZqY1HlBSwZXgM0ZurxvDo8N4et/TGB4dxj0vS2wbp9mpWle3atIqpFnSWDaSKqCqIVQZx6BnEG8cfkM1sEtApL7SWx/F/rP70e/uxxtH1DOnD731EH62/Wd4/fDrMoczkuw7HT/drm5ZKQU93genPoBBMLDxRtdil8cFk86EHy/5MdME0QpaHjh7AP/Y/w989fmvMmr2d+Z9B2a9Geub12uy0SiUgX0CgrrMuqAtiKwGq6w9HSCfx3jHxaAzYMQ7orlefdD9AU65TiHTlsmCpZ+t+yzeOPIGW7MIITJl5YmEUd+o6vopiiJ+//7vmSLzrS23srplXnOAPvfaTKkkbizos19o/QK+t+B7qn+jbByqO8KrEPMttEx6E9Y3rw+b0aEG6iBfKrjondaJSA+OFnyv0LGClmOqF/RhKwHzUDOeXj/8uqyvWTCKF41EA1LUOhJVWxqR5I2iu1++G7tP7cYjWx7BV57/ikyNlS7ULrdLk3b0i+2/wK7uXSw4oNXjL8mUhMvKLgMgya4XJhfiiR1P4HDvYdzzz3vY4jbgHsDT+56WGTdVaVWwGqwY9AzC5Xbh9x/8Hrc/5xeNqc+SN81Wgt4jrWt7au9TbFGmBkSuPRdenxcLShfg6pqrZUYUvVYq/POnPX9iCzAV5wL8AjD84gJIky6vendd3XVBDcne4V58ePpDHO8/jtcO+zPUVJGVwmqwwqw349DgIdz/+v043n88KKWWBj2m5ExBUUqRLCMSLsx6s6ymT62+mYfW8TuKOjA5U8quUIfvc1M+x/7eXtiuecyD5w4GnHf/gDZVuH+kHyJEnBg4AbfXjYe3PAxA3iph96ndMgEf/rl2DXTJfqegmdpj/cdkNXt8Rulw72Fs3rYZ9712n6rBPOQZYsJhAgQmasQ7sOw79uyHCBEvHXyJfQeK0yPy7CL9bgbBIKPV0msOJ/LNUzS9Pi+byw72HkReUh4ur7ocK6tXghCCL02TtAqnF0wHIBf3aM1rhV7Qg4Dg5MBJKdOqk/5+edXl+NGSH+Gy8stk586yZ2Ftw1rcN/c+Wf1cniMPDpMD/SP96B3uRYo5hc0dRp0R6dZ0DI8Oh1XvTL8P74TSAMrU3KnYvHwzy3BYDdaInNZws+bRrCn8NVxdczUybH5Hojy1HHOK57D55lj/sbDqLdXQktOC+sz6oHWzV9ZciQ3NGwKcGTpX3dRwE9uWZErCH3f/EX/d91d86ZkvMXGZO2feCS04LU4WXFLWRisRjMrb7erGB6c+CKCcA+rPkwZ3lOs3nV9HfaOy8ynH22uHXsPtz96O04Onsb9nvywIRvcd9AzKnj/9edgzLOu7SdfiQc8gCCEghOCKqisAyNvIAH5nk7+ep/c9zd6NcKHMrglEgMPkCFr/rFZORNfO1rxWWbaQCjmdGVIXTdt2YhvODJ1BuiUdc4rn4NGlj2JK7hQAwE+3/ZTZNlRZORLF8AsBz+5/VjXJoabuTtGY3cjuG7ULZhfNxvqm9WzejSeMOqNmO0hCCNY0rGGZXn6ODpf9lYA61NNmEYAQcrvK5l4A20RRfE/lbwnEGXOK52B4dBgp5hTkJ+VHrOhKkW5Nx8mBk7IFQYnq9GrV+he9oGfR7Uh6RYkQpcwitwjwLR6q0qo06yaP9h1FmiVNdr2RiEGpNZYH/BkZAPjL3r9gcfliCESQZVpTLalYUr4Ew6PDePngy+h2dcsywuFkCq+ougJzi+eyxUrNkKMGlUEwYEbBDCyrWAaHySEpJo4O4tzwORl9NlhfMQraZuXOGXfikX89gtODp1GcUqyaqab3PtOWCYPOgM9MkmusaU3AqZZUqR3GSB8y9JLBRhdgfgJvyWnBthPbZM/fpDPBqDcCnB/k9rqZUfzrnb/Gru5djJ5DQWt7lOANK5fbBa/Pq0oJpM58riMXDpMDP1qiLsYRDCadSfb+KduZ8NALeoyMjuD/7f5/KHeWoylHTvOhFPQnP3wSAGQLpFbNlcfrwf2v3w9AauNB7+tB10FUQT2ae6xfygxSA4o6hLxh99bRtxjzwWF0YNgrGZmnXKdwzz+loMtds+6SHTfZnIzTg6fRNdAlY1QMegZZoOg7r32Hbd96fCta81rRNdAFu9EOm9GGv330N/ZcCCHYd2Yffv7uz9GW14Z1Tetk56PZHL7emwbTPnb51dgdRgdToFY+Y0pjDKc3Z64jlxn5XtELESJcbhfe734/IFNTnFKMzcs3A5CMV6XRm2PPQc9wD84OncWob1Tm1GoFCqkhpszWnBw4yQz+JFMSmrKb4OqX5pFUs/Tu9Qz3BC1x8Pq88IregOv82fafAfALn9BrM+lMSLdJRn84rar4fYKtGdTJ8Hg9kmMfZu0oDYxoKX9mWDMYqyZag35y1mQYdIagBjH9XnWZdXj5oF+0qCGrAY9c9ggsBgvun38/GxOvHn414Bj8fBnwN7P/b7yCKQ+z3ozh0WH0jwYXIwPUW1nxLCUqDhQqMOETfaoOJ8Vv3/8tvKIXd70kzRk16TWMRUIzg0OeIdarlj+Gy+OSiUpSp5UvI5qWNw0erycguOe0OHF68LQs85uflB+ViCQP+pyDCR3yNgTdX4vxQN+r433HVQNobq8bA+4BOC1SrbNO0MnWYnpP5hTPgdPi1FwvLlRQwcktR7fgX8f+hS9M/QJ0gg5enxcFSQU40ncEs4tmB3wuLykPH5/9mAUtdIIuJGtmrDCzYCZmFsyE1yefR9vy2/CbXb9hLJUEIkM8Mq1TAHwOQN6n/zoBzAHwM0KIdohwnDAR6cGR1pDmJ+Wzmhet7Fk4aMtvw8rqlbJ6KUBO4dWSkKe04Ugj4//7wf/iL3v/IlO+o47a4rLFKHGW4PTQaXh9Xnx89mO2uPxh9x/w7Ve/jY2vbmSfC7eVAyAZZbyzNzV3quYk8ot3fyH7fWh0CLmOXBQkF6AirQKdLZ2yxUov6HH7dLVYjhw6QccWHUCuDAxIlBZKDx7xjsBpdjIH16gzwuP1oHekV/a8tBy3DGsG9p3Zh5cPvsx6KaaYU3DnjDtxzaRr8LWZX8Pm5ZtZra0IEX0jfdh/dj/MerOstQ8P5fN+cMGDWFm9kgkj8Nk66rTylLkSZ0nAMQUiBGRa+We1q1tSSN57Zi/MejMKkgoCsqw8hn3+KP7j2x/H5//++YD6MY/Pg+P9x2HUYdD30QAAIABJREFUGcNyWLRg0ptkdWpUxIpXc6YY9Y2ie7AbL3z8An667acBf1fW6dB32260yyjcPPjIvJYi6bbj22RBFVEUA9ro9A73om+kT9WZSDGnsPtH3w2+7nDL0S34676/MiOqy9Ulu98utwu/e/93AUEaryhlK+/55z14aMtD6Bvpk6l8C4LAmBVqZQU02JVsSmZOK60nf/2M5KTqBT17PjaDLcAJog4MbUa/tGIpLq+6XJXmWe700/5HfaMQRZFdbzC683V11wVssxvtcLldjOoVCeWrLb+N/Zxpy2SlA6smrcKVNVfKgh10TNF59PFtj6s6bb949xfYc3qPX5Dt0zXJqDPCarCyrA51lAqSCzA9X3Lewsm0fvV5f53/I1seCbKnlNW/47k7grbFUYJm7qjTesf0O7C6wK/dQOuAY0EkwmBqQTIabE21pAasuRRa9EMK3qFNMiWpOjjUNnD7Qj8XtbHwg7d+wH4OJcRGs86jvlHZ+61cJ5RsIL49F50rhkaH2JpIg0+iKPUt5+doGnzhM+Y2ow2XlV8WsG4trViKxeWLUZVehRvqb8Bjyx6D0+KMWNSSgGBO8Rz/70HGQlt+G1bXrw7oswv45zGls0szhttPqgtkUaebVxQXiID1Teuxcc5Gdj2LyhZhau5UzbKuCx2/fO+X2H1qN04OnMS7J97F5//+eTb21Epkrqu9DnmOvKCthcYbOkEnW0eNOiM2L9/MarITiAzxcFrTADSLoniHKIp3QHJiMwB0AFgbh+PHhEuJHgxIEcZoI0sCEULS4rRom3QB5sVbokW3qxuN2Y24suZKZNoy4RN9+OTcJ3jwjQfx0FuSEis1Dnkhj2CtEHyiDz955yfY37MfPtHH1NvmFs/F5uWbsaF5A9Y3r8fm5ZvxrdnfQpmzjFG3th7fKlMgHh4dDnBseDGMnyz9SdDoOBAoyPLG4TdwcuCkrPYiz5GHAfcAW6B449OoM8LtdaPb1S2LouY5JGl9ZYZhSu4U7OzaiT/u/iPODp9lPWaTzcmYXzqfLXJ0IT47fBa/e/936B/pZ73v1EADBY1Zjbi97XakmFOwpHwJo+SptSDiI8Jq9ynLlhWgGskL41DHGpCM9Ls77pbV+CnhGg2k/z2550n86+i/ZKI0bxx5A26vO2KVWh5amR2++Xi4UN53anhcWX2lZp0fzaID6m1wfKIPj29/HN94+RvsXR3xjsjuKSAp0e7s2qkaoXeYHMyApDU7PA3vl+/9Ek/ve5plPrpcXSx7km5NZ4EMGohYXrkct7fdjun501mm52jf0YBe1QIE5mzzaowUVIjIIBiY06p0BvjrVLIGRFHEPw/+UzoGZ+xm27Nx9aSrA8bq7OLZWNe4DtPzp2PQMwgRIhvvwRgPdqOdGfc0Y2Q32uHyuJgzqTWO1NqlNGT7x77T4kRZahmKU4pRnFKMMmeZbKzQeYvPLPHtw9QgiiK+9MyX8M1/fhMWvQWLyxazv7XmteLeOfdiau5Ult0J5bQqg7JqVG8KQgjODZ/DiHdEM1CjBmrY0uBDZVolss3+uZVf5+g+wRCpIrkSuY7coDRiQHo3qROSZErCgwse1KQfUvDvuF7Qqzon9H7HI9tG76tWnSQtd/CKXlk2XcmWUt4LESKGPEMsQEvPwZSCsxvh9Xkx4h2Bx+eRvcd0PQmH8m7Wm1GYXIhsezZmFc2CQAQ0ZDVgZsHMkJ/lQQhBZVplWPtm27NhN9ph0puYc6q0o+ias7J6Jdry21imlRe8enzb4/jfD/4Xbq+bzfMpFvn81prXKqMo0/EUCfvtQgGvwn966DTePCoJD9K5US3gXZRShHtm36MpcJXAxEc8wi+FAPhVygOgSBTFIUJIYKFTAnEHH6Uz6AxozG7EueFz2HdmX8iFMlLwmUHZ9k8nx42vbmQ0uGjgE304PXia9UCjmUPa+uVY/7EAo8fj9WhmAinODJ7Bzq6d2Nm1E5Wplaz3IRUx4JHjyMGdM++ET/SxFjF7zuzBK4degcvtgtvrVlUl/Hr710M6qxQLShfgifeeYL/TRaglp4UZZ5m2TGw/sZ0ZmPw5qdNKa1ZorSldnCZlTGIOQLNTajqdYk6Bx+fBsf5jsggtDzrZ05rIvpG+oAsAve45xXNkYgJqxjGV3qcLtLKGaNPCTdhzeg9KnCWoSqvCh6c/xAPzHwgYc3yWjc92aWHQq9Ia6NCrePWQRMV7bNljAUIlqZbUoH10tUBrEZWgfdl4ZFozWd0adboH3AMYcA8gw5qBZHMy6jPrsaR8iayfbbCoOZ9BPd5/PMBZ5jOef9rzJ3S2dGJkdAQmvQlfmvYl/HnPn3Go9xD+531JrTjVkoqK1AqZk5hqTpVo/VxgQY2BQbO+ZwbPINWSCr2gR7IpmRm89P7OKZrDxtjj2x8HIBmiAWInhMjefb4lCw+v6GWZTqvBimRTMnOUl1YsZarFLbn+QMiRviMBwmuA3NgrSCqQjQmBCGjLb8OxvmMY8gxh0DOIM0NnUOYsC6B6U1CDixCCzhapp/Ch3kOwGqxwuV3MUVcGtSjKUsvw2uHXAhzDe+fci2f2P4Oi5KKA3t3drm5YIReOGxjxv5fBBPgIIegd6cWIdwQnB07i7o67A2onaaCNHpuWGfz3e/+N4pRizC6W0/jCEfwDJDbMlqNbwip32dm1EwQEO7t34qrqq1gAQytjzc+lG+duVN2HR21mLd45/k7Ujp9Zb8a6pnV4fNvjmvsIRMADCx7AoGcQJp1Jlp11GB0yBgdFW36bTNdhfsl8/Hrnr5FmSWPvX1t+m3TtGgrCWqDaAXQudBgdQTOttDwIkBhufHb13Iif9fHJ2U9kStcU//6svweyXtBjyDOEEa8kSkYzrZTRwZcEURsnnD6/agimD8AjHN0OtfmIn8eq06vR7+5HujUdL33yUsAcl2nLRKYtU1Yfvu/MPuYgnxs+h5c+eYkFAbTWcYqJ6KwC0nzMj5Gn9z2N29tux8FzB1HiLMHBcwc16fChoCO6iLUqxhu1GbVhtSpSE/m82BEPp/V/AGwhhPzl099XAPgtIcQGILhk3TiA0oNXrFhxyWRbAUkGe9+ZfTAKRswtnhu1oEW4iHYC4fH2sbfRO9yLUd8oc2ho5pCPovJ1LoA0kesEXVCHkTc2qVhEc05z0MyyQARsXr4ZP936UxzvP87ajgCBAg9AoOGe58jDsf5jaC9sD8hkKReTy8ouQ4o5BTMKZjCn1W60S9mbYenazXozKtMq0ZTdhJ1dOyFChNvrZs4rf0yeJk4zDHSB++TsJ6jLrENrXivePva27Dpodu+Vg6+gKr0KLrcroKUChSiK6B/ph0CEgIwAdax+/8Hv0ZTdBKfFCYfRwTKwtRm1mJYvz14kmZIYS+DWllvR7epWDZIMeYZYNnZR2SK2fU7xHFj0FnzU8xGO9h1lhpXSab1v7n24++W72e8ut4v1Z11WsYwdR9n3Lhiurb0We8/sxd/2qWeD1IyZxRWLGX2Yvp9bj2/Fb9//LTYt3IQkU5Ksxx8FDdAMuAdwuPewzDHtHe4FgaQaqRRj8vq8MufcqDMyR8t4zoh1jeuQY8/B1178mnQewYDq9GrcUH8DsuxZeGrvUwCAo/2SE7Graxc7Fu0x+NjWxwKu1+P1SOIpegssBgvL/A2NDiHJlMQc1lOuU7AZbHB5XBj0DOLRrY/KjqMjOpnhTdtB7e/Zj8lZk2HSmTDilfo10tpAg2DA/fPvxzPvPoNlLcskSrarG9PypzHD0OP14L5X/QqzX277MgQioDWvVTavTc2bCqfFybKxFFajFR6fB10DXTjce1hG16WCadn2bJwcOKk636yuX40XPn4Brx56FXtOSTTJYFmj1fWr4RN96Bvpw4l+KdOWbc/G2sa1qvvbDDbmKNJsaCQ1fHTfdY3rNMV+cuw5zJF45/g7ONp3FN+a8y3sPbOXOa3MoVE4flqB1Q9OfYB9Z/axQAagHajg+1nTYBSgLXQmEAGr61ajLLUsrJIavaDHhuYNzOnsKOoYM8plJEItdH2kQa/2wna0F7ajb6SPUbDpOA/X4T7efxz3vnJvwHav6GUBp+HRYYiiKAtA8Bl7r+iV2RyUKuz2uvHAGw+EdR0enwevHXoNVoMVeqLHmaEzjKrMO2t0PtSqpb5h8g2s320oNGQ1yIIAPPiAmZYzqDaW+PGqE3Roy28L0I9QOq/8u1TiLJExsM4Nn2OlH1q0cor5pfOx4+SOsIPpFwr+ddQfJF3XuA416TWwGCyoyZBavoVSdw6GSRmTWIlRtFhSviQi+yBSZNoyw3JaqbbApYSYZ11RFL9NCPk7gHYABMDnRFGksl/q3XjHEZQePJEQTiS6KbuJSYKrRve4bRVpgVmeeCPdms6yf8EgiiL+5/3/wb4z+7C0fKnMcRn0DDKlVGrcCURghffU8OPbtQBgDsijSx9l0elXDr7CskX4SKJUsmuAiEVli0K2hqHIsGYETHLh0E/oM0gyJQU4fspFyqAzsIjvF1u/KBkIn2bFegYlp9WkN2F20WwQQtgiROmtNIMzLW8aylPLYTPaZMY1IYRRiUSIcJqdKHWWYlfXLhnVi34vGtUfGh0KSp9ryW3BT5b+JGA7b9B97UWpXtYn+pCflI/mnGZWEwdICn/KXqwWg0XWFohCFEW4PC7MLJwpe6YAWDS6ILkAbq8bL33yEg73HmbGU016jcxxpugZ6oFe0CPXkcvqF4PVFL574l38auevcOeMO1ktaLI5GVVpVarj4mszv6Z6nMpUP73sg1MfwOP1oH+kn7WfUQN10rcd38aM+YcWPcRqsnqHe+EwOWA32ll/4k1vbkJ7Sjse+vtDsmMNjw7jy89K/QhpEIZnLHh8Hpj1ZugEHZZVLGNOK81i/uHDPwAAPj/l86jPqse+M/tkSrwUbp9bGkcGC6wGK6ub6x3uRbLJH+z4xbu/CKrkSg1lCj4zs6JyBaMV+kQfipOLmZqojuhQbpci0npBj1WTVsmOq3y3i1OKcVPDTQHsDYEI7D7RuQgArHrJydh7Zi/cXjdy7P764MLkQlSmVWJkdCSo4E+uIxciRJYdy7RlotRZKqNI04AOdUJoWxwefFaZIt2ajlOQ5tVraq/BV57/isxpFUWRiUcpHbFBzyC2Ht8KAhK0H+CSiiWyTDVPW+0f6cfBcweZkJfSedKiQqu1aTkxcCKiAKlSrI2HMgMcCWIxmqOBw6Seac2yZ+FL074UwORIMiVhacVSVKVVsTXRK3rh8Xrw4BsP4qaGm1CQrB6AUAYyKbw+L1MJ94k+eHwenB48DZ/ow66uXZJ4Ht1X6bR+GjxQBpy1kGnLxPH+4/D4JN0GOi7rMutwVfVVyEvKY/saBAMemP+AprMfL7VW3i7TclonZUxiIm8UauJMvKI3EGjDlaRI1FdafsH3kgUkhpNFb5G9OwbBEOC4p5hTYhrn5wOiKOLK6isxo2BGXJIhSsQj2DTWwlZKG+V8XceFiLhwB0RR3CaK4n+KovgI57AmMIYoSC5gxfrBEC4VKx6gDqsyS7Cjaweryzxw9gBePfQqTg6cxH+9918Bx/jrXklsgzfGqCOgrFtcVSM3Pnm5fuawfgqaSaPgDctQyLJnBWSq1TKtFEmmJFxRdYV/QQqyaKmhLrMODVkNjMJGDVmzzswWNxqJVTqtFoOFOTC0Tkf49DXno9PUgeUdw1JnKXMiKP1oeHQ4wIGjxqsIEaIoQiBCwPfha3YyrBnwiT4MegbhMDoC6N2R9CgbHh2GT/QF0LOvr5fHx4w6IzPkqMG0rnEdEz/gexp+9/Xvon+kn/XC9Im+gGe2o2sHi8APjUpUUKVTQwiROWEUtPbmkcsewRdbv8i2Z9gyZFT6fWf2ocslKWkrhVsWli7EzU03s2w+/3feSdnVvQt6QY8kUxL6RvrwtRe/hjNDZ/DO2UA6Ht8H7+ammwEEZr345/rN2d/Exjkbsa5Rrtpr1Bvxt4/+JhNs4e+fx+vBkGcIZr0ZVr2/v3CXq0smcKTlvPDfU2uR3nZiG/vZ6/Oiz92H0tTQjeR9og+bt0nP4KaGm/CjJT8KKjyWZk2DQAQ05zSzwBE1immWPcWcIhMJybZnMyaCVqaSZkxOD0nvs0VvwYLSBewdXjVpVVhRdWX/2BRziiwTn2ZNQ7IpmakkA5Jh/OaRN1VbTADSXOC0OIMGcvSCPmDMUqq6T/Qxh5X+zkPrudOMfJoljTFv1Cj7yoAXjwuNHhmNQEx5ajkTuVLDpIxJquP1iqorUJ1ezebibWe34bGtj+FI3xE88MYDmn1ZF5QuUD0Pn2kF/BTht4+9jUe3PorXDvnbj3l9fqfVIBgYdZi+a6GgDEjSsWXRW2QOKyDNu6HGZ449B3XJdez3aBxZn+hDdXo1Sp2lrHwpHKglFQqSCtCa16qpPK0TdJhVOIuxZfiyDwKCs8NnA7KslCpq0pkwLW8arqq5KuxrvJAw6huFTtCNicMK+IXJwoGWKGM4CumxIMWcgluabwlaN51qSQ3ZB/piRMwzOiHERAhZTQj5D0LIPfRfPC4uAW1k27MZVUKNXkUd2kxT6H6DoUCj1WoGAKUFAn7HoX+kH4OeQTz01kP48rNfxqPvPIoH33gQQCB9kK+x6xroYrWmPJ2lb1gyXsx6M+6Yfgcashrw2LLHsLBsoawukm8pEAp1mdICxkfd5hbPlfXNo1BSe4HgLTGuq7sOWfYstBe2Y0ruFNXJl9a03Tj5Rswrmad6HJpto04rvyjT7A6NvtNsKO/s12bWSsrGhMBpdsocqhRzCpJMSUxgRC/osaB0AXN4/75f6k87PDoc0H6DN061giL8Qv219q8xKqfVYGXjNhqo1fcCUFV/pJQqLySnlX/WyoCPy+OC1SjdUxGBFMQXDryA5w9I4l8022DSmXBF1RVY3+RXAaTXYdQZ8Z1538F9c/20U4vBoqoiShcml8elWTdX4iyRXT//nGmGy+vzonekFz1DPUgyJskEeJTCH8rvT2ltyvYq757wO7a5jlxk2bMCKHBmnVkWEJlbPJe9v0adER6fh2XsrUaJLusTfTgzeEYmGhLKaeXb8ijBU6G3HN2CvpG+sGifH3T7KVgzCmZotpehMOqM2NC8QVZzSg3g4wNS0CzZnMwy8HS/FHMK1jSsYc3ulaD3i44tGpyg73Ak9D5+np5RMCNgLNM+rhS0FlBLEbZnqCes8yvXB75FGA9l0Iqya7QwPDrM5lA1p5Uv2+CxuHyx6vZIwQc4p+dP13TqwkFNRk1EAVNAYqKEejeCgc45h4cOM8rhqG8Uv9r5K2x6c1PA/loO3ahvFMOjw8zeoGs3rTnmHVq+5Y1Zb4bX58Udz90R9jWnmFOYU7Zp4SY2NsMJ1KthRdUKlNj8wj2RdmhYULoAGdYMFCYXYkHpgojUvdWC1oQQNGY3Bg1sZ9mymDgbX9ftFb04N3yOlc5MzpqMitQKVpZQm1mLhuyGiPrOXkgY6+xhJM9OzfYDIh8/4YJf40MJQi6vXB6TaORERTyKMv6CT/uyQtZZMYGxgMPoYJHz1rxWTMmdoupMmvQmrK5fjbf71Kk+kSDHkQMd0WFuSaBoUU1GDY72HcWJgRNsAt59ejd+9/7vZPtRx0tZS9Xl6mIG2j3/9Mc6BCJgQ/MG/Hz7z1GUUoSj/UcxJXcKMm2ZsujTt+d+G/88+E/8/oPf440jb6AkpQRt+W2ynmhqIhbUoM2yZTFZ/Yq0ClV6s1rDcKXTpFY4b9ab0ZzTHPBZHhaDBWXOMrz0SWDDbJpZpgq9/IJNnSOqAEuNGq0aF5vRJhOcoM6qVibC65OoZF7RKzOYCAirx3F73WFN3iadiWUD06xpUbWU8fq82PTmJpZhthukY5Q6SzWzEDajDTn2HDYOeIeRd+JofSwNEghECDAijDojG0OUhjq/dH7A2KDvgEAEVaOB7yVIcWvLrbjjuTsw4B5QdQ7Usvp8IOS5j59DVXqVzDlwmByy9jdKQ4B+BwD4Rsc32L1R6x+qhJJ1oBN0sr6JvIqpw+jAgHsAQ6NDyLRlwm6Q6rS7Xd3wil5ZIEWrRQ+FQATN8cbXLlLRF7WstxJ1mXXYOGdjSNV0NbQXtuOpvU+xMUnrS51mJ2ozalGdXi1zgoM5HvS5UwdOq7VYKPhEn+xeqBnDScYkGVU5FBunZ7iH0RV5FCYXylodKQMjtI5R2aomlFE66BlkNYjH+4/D5XEhy5YFgQhsLnzr6Ft4/sDzAb2BS52lWFaxDE6zMyAjFy2WVS5jPytbtYwHCCGxOa0aiv8AAhS6geDZ6d6RXmRYM3Bq8BRzJHecDKwBPdR7iK2x/e5+7O/Zr1mn7TQ7MbdkLkpSShhbw6K34L6597HevHRdVlLflcix56iqpgPAsHeYBWDUxrzT7ERtZq1qTavD6MCVNVcGbA8HwRwLOp+p7UPXlq6BLthT/WvmgHsA54bOIc+Rh8Xli2Vt7jY0b7jg2AWRYixFkpT3ZnLWZOzs2gkATE+Bh9azi8VZpNoLarim9hpZD2ElZhfNxmuHX4NP9MVdZHWiIB6jO18UxWtFUfyeKIo/oP/icNy4YCL2aQ2GTFumrMVBsAnKbrTHZQLTC3qsb16PUqecbtfZ0gmz3owlFVIPSmrgUuNNCb5J+Z0zpRa+bx55Ez9++8f45OwnLMJLI+T02q+ruw5fnfFVVcNSIIIsU/n0R0/jxMAJ+EQfbqi/AbcU38IM6LWNa3H//Ptl2S/l4kWNPIvewqJsak6DsnYxWIP5UCCEyMRbKKjD2zPUAwIiUzqm94rShsIxavhsJFUYpc4KTz2sSqtCflI+i5ynWlIxr2QeSp2lIIQwSnLfSB+7fynmFM3eh3pBzwyWaOuLtp/cjk/OfcLq3KjjO6NgRsgee3QR1IpiUqoPdVrTrekBi5JR76/XHvGOgICwbDcPGljQMhRpUIF3aK0GK/SCJDRiN9qZQ0rHHW8089i0UMqS0Dox+rzWNa4LyDIqxah4Z0ZJMbq29lr2s1r9j7Kna35Svux8NqONjUe70S5lWj1SptVskLbTulhewIunwK1pWBNwXq/oDelg8QGMcJxWQgiy7FlRGSE0k0/HNA0SWA1W6ARdyKwtD/oMjvYelR0zXNBAnjITpfa9BjwDONp/lAW81BxbCp/ow9mhs0i1pGJmwUzNWmsgsBeplnNKnyFP0+OdJ74NFe3hSuv3hr2So/TEe0/gWP8xJqqnF/S4vv563DnjTtRl1sXksCrrQ8+3EyAQATpBh86WTpkgT7gI5rRqqVQHA137qOFNFdD5gO/HZz+WtSjiA2iARGWla5DD5MBlZZfJVK8tBgsMOgMbv3R91DL2KQghAdRiihe7X8Qfdkt1+GrBr8/UfgZ2o12mt0ARyxgI9tlg8xm1P/iyJ8DPqEkxpwQERs/3WI0HxiLTSgP2yvvDt4eclDEJKeYU1vYvWA1/LAiW6bUb7UHnLoEIjAZ+KWZZgfg4rW8SQsY//BgmJmKfVmUh/4UOatjSBVCrxuiFj18AIBnF2bZstu+u7l344ds/xKBnEA1ZDQGLjlFnDCntvaRccpwrUyvx5IdPAgCKncVwGBxskS1KLkKqJZUVuZc5y1jGkdaOGXQGzCmeI6sHmV86P2ACU2t5EwuokUqNklRLKvKT8kFAMOIdgVFnRF2WvyaHZhqpgRcO5YXPmlHHSCACOls6mYO8sHQhrAYrhkaHWOarLqMO5anlMOqMsu95cuAky6bMLpqNXEeuKnWOEMKi8vS6IwXfsw2Q7v+qSavCMu6p08obb/z3oN8zmPPLi4zRFjFKI10URVmmVQ3lqeXY0LQB35z9Tdm1pFvT0TPYg1HfKBOFCgWlY0oNQ4veEhBU6RuV93W9ru469jPfPgKArF5LrXVLqiUVm5dvxpLyJWjMamRGNf3Oc4vnsueiF/TwiT64PC5Y9BYYBen+PPfxcwCkcUjFpaixuKh0EWYWzMSG5g3oKOpg/VQdRkdIg4Y3wsOhB8eK6+uvZ9RoWgceibNKQWvMqVJ4MOdQDR1FHajLrENHUYdsu5pD+tEZydF7et/TIY/bP9IPr+hFqiUVtZm1uH7y9Zr0WIEIWFWzimV+tDIm9BnWZtSy/stvHfHXvNI5RRRFllmzGCSndWR0RJbpf3jLwwCAxWWL0VHUERdDTkstfSwQad0ez2gIF2olCRSh2sSoBUPp2qdk2iiPRZ9TujU9YBxeVXMVcw7ovKoTdPjC1C/g2tprA9ZXqpLcXhC6PY2WiA0/dyidRT5b2ZzTHDB3jLWDoPaeZtgykGpJxc7unbLtNFgcSjl4ooK+/5GCf4ZKKANRMwpmoCSlRHbfCSG4pvYaVKZVorOlE1PzpgYN6EWLmvToy6MAaa5f07DmoghQRIN4fOt2ANsIIXsJITsJIbsIITtDfiqBqHAhS1yrLY7/1vpvAcXk80rmBTgINBNHHWCaJVHrb6mG9sJ2OIwONGY34sPTHwLwO0jLKpahvaA9IEo9v3Q+MmwZAbVmlWmVsusTRRG3ttyKnyz9CTOyUs3xlZAvTy3HgtIFzGFwGB0QBIE5FEqnlNZfsnrXMGt9rq65GvlJ+ZpN6+1Gu5TRGB1mzlymXcpwU4eKYsvRLWzxp4ZCqbNUVVmT0sKVDhJFqAyC8u/X1F4TVp0dIQQ+0Qcd0cmi9vz3oMaMzWBj51GjB8ucVp1JtYbPbrTDYXTInEIlpuZNDXBsnGYnzg6fxahvFAbBgJkFM4MaStSoW1i6EHpBD1EUsee01C7FYrCw1kUUSgeiLb8N7YXtMueZIt2ajiuqrsA9HfeoMgAoVlavxG1Tb2O/P7bsMWxevllGi6fsCLfXDYvBwu47NdZnFc5ixgYNKtCxOTV3Kq6vvx7zS+bj0aWPwmEKFPFSgjc2nWYnrqu7jjm9AAKyKHxNPiCNAbUsrxZsRht71v1EL+2pAAAgAElEQVTufph0pog+z18rAUHfSB9rWRQJBCKosg7UxhDtT7vl2BYZXV3t3tIaUv5do89J+Y7oiA4LyxbiiqorAGhnTOh2gQhYXb8agJ8KeaDnAMuevnbYL+wzq3AWo9U9//HzAcfklWtjxVgYqjx4hykSQR8Asn7N4YJXf79x8o34wlR/G60uV1dQWj59n/Id/mAQZYC4vW4ZzZwyVpROaklKSYCTmGpOZT2++WxhfVa9qsaD0+LEY8sek3UboGsxj2DzQ6Ypkzl6yv0yrIGOLj+/xzImgmZag9CDaecE2j2Agt63UD1aJyqiZWNp1bBn27MDxl9dZh0Wli0MGYwYiwBWNM4mLQnMS8qDQISYygUmOuJR07okDsdIIEyMZxQ4VrQXtGNSxiRYDVbWm42vjSpzluHA2QPyz3xK46AZnrklc5kRA0jG9pajWwBIWY7f7PoNAGnh+/6i78soSnajHd3oRmN2Y1BnP9QEQOtq9ESPzpZOiKLInMZ4otRZysRzSp2lzHgd9AwGUFGpQ06NynDFBRaVLcKiskWaEychBEadESOjI8ygpQ5ShjUDZr0ZfSN9slo2QL6oK+loT+19ilHFtBakUNmpezruwZ/2/IkZrJGo5nWNdMmctorUCjTnNGPP6T3oHelllOPWvFZcXnW59H2U9GCdnB6slmnVCToYdAZ8f9H3w742igH3AI70HUGqJRU6Qafan1YNNqMNo75ReHwePLP/GQDSO3a477Dq/iUpJfjk3Ccw6Uy4cfKNqvsQQrC0YmnE34HHrMJZaMhqwPaT25lyrEXvd1qpc8aXMPCtOZTXQ8dUKKeVH1+p1tSAjElzTrNMJbcqvUrWxP76yZF3aUsxp0Av6DHqG4VJb4rK6NILelgNVrg8LonRIIxdFP3GyTci25aNp/Y9hQNnD7DAwkc9HyEvKU8WZFRzWum7oRN0sBvtLCDFtn/6rLScVjqv9Az1sGAbzcq9+MmLbD9Ke//egu/BoDNgeHQY209sx/YT2wOOGU12+0LGLc23YN+ZfWH1agwFm9GGtrw2JI8mo72wHaIowiAYYNab0e/ux6Y3N+E/2v8Dtz93OwDIFM0LkwvR7epGXWYdzAYz9vfsZ4ERt9fNHCjAT2M168zMSZiePz3AYfjxkh/DoDMg3SI5q2152oExHso1qyW3RaYaDgSn2xJC2PwTqsxAFEWUOkuxv2e/6rkjQTCHV+s6bpx8IwQiSD3oFesptRG0As8THQadATc13IT/3vHfcTneisoVUav91mfWI9eRy9h78UBVepVMTR2Q7Fc1ZXkaZClJKZFpklzKiPpNJJ+uUKIoHlL7x++TQHxAKTITAcsqluHGhhtBCJGJivCGspqzGEpZkY9Mq9E5eQqrVtsKALI2EFqgNbzKWlpCyJhF45NMSVjftB4VaRUyAQ5lhtJukjut4RhtfHYxGC3MpDPB7XWzGklqhNdn1WNGwQxVGfZwX/VgPV+DQSfoZNHwcI36c8PncGjwkPwaDBYYdUasbVyLTKv/2fIiK1qZVlEUJadVJdMaCx2V3pf+kf6w+sjR+mb6ub2n97K/WQ1WRr9X4vbpt+O787479nQ3QpBsTpaJRfDqyX0jfbAZbUx4aFHZIva3YI6pD35HyKQzoTG7UdYKi39PwqHY8gZhsOx40GMIOvYczLroIuB89DwSdctQUJunjDojZhVJrVeUtYZvHnlT9judX/isTkFSAZqym9Be2I7PTPpMQGaZvhdaND/qiG07sY2NddqPkseAewCVqZXMOOcdJCWC1W2Gg5KUEsbquRDMFkIIqtKr4ta2ZF3TOtQm1bJj/3jpj1nbr1HfqGwciKKI1lyp1o8yT3zwqwHTteNY/zHVZ6zX+eevppwm2bNZ37SercvNOc24a9ZdmJo3NeAYWnWpoUDnDhpo5cemT/SxsakMqKg5jwSEzemxjIlwPqt8Ty0GC0x6E1LMKazUw+V24dC5QzIF/YstWEOhNgeqdXagCBYoDNde07JrIlVhDqVarvbM5pfMV30PGrIacHnV5XETlbsYEEs492VCyBcJITIiOSHESAiZRwj5bwDao2yccDEJMcVLwn8sQQ0v3iniJ20+OkgXDl5giP6dX1R44zOcBeBHS36EhxY9FHSfcJzW+qx63Nx0s6pzrBZ5zXXkhk1nDgZqvAtEYMawclKm2ym1K5zFi3fig0UejXqpTYky00oRrsN+58w7cU/HPbIsdyyN3nmnMNxr0FKspODvCR8UUsu0ihCx78w+dLu6YTFY4lpT0lYgZRs8Pg9z9GiwRO3ZUjEkmqli6syWNBBCYDPaVJ1oo844rmwN/totegszYHuHe2Ez2Fh2xqgzYnHZYswsmMlq3dTAO7Qp5hTcNuU2WY0lHxRRPkOt1lOA9K5FG3QgIJo0/nAhEIHdq3gaolrzJR1jo75RmWImAcHOrp0YGR3BS5+8hPdPvQ+TTp49JoRgat5U1s9WGXyk8xdVGefh9Xnxxw//CEASxqPX997J91h7JVEUcddLd+HA2QMyde5gisqxvot8LXQ4QaNYMKNgBvvZarCet2A0He+jvlHZerujawfWN6/H5uWbWZnBkGeIrel0jXvuwHOqdcv8/TMK8hZpvPANIUSzDjFchfmbGm6SlaPQdmorq1dieeVy2dgUIbJxIoqirOSEKsjy+xJCGBU6ljERNNMahB6sxP/d9X/x3de/i+cOSHoANoNtzMfq+cSqSauwsHQh+92kN2Fh6UKsmrRKtl9lWmXUAUcewWyTldUrcWX1lWEJl6mNaTX6eTgghEQlvnYxI5aZfjEAL4DfEkKOE0J2E0I+BvARgM8CeFgUxSficI0xYSIKMWkhmKDChYKvTP8KnGYno1kqwU8M1KGgPVMByBYVChptVsvMqomC6AU9czTnZar3QA2376HWoqC2yCyvXK7aFigWsAyO4rtb9BYm0mQQDBEbbcEyEzRbdG7kHIw6Y8A98Ik+7D61m6mPKkGj1mXOMuQl5aEwuRCzi2Zjev70mJzWdJs/4hlu5JtSemmdnRLUaSUgsoCKUl2X3v+HtjyEkwMnkWxKVr3n0RrPfGCGnqujqANX1VwVlL7O020BqX0OvXbld1ZTxRxr8GPHrDez3/vd/TKxqFxHLiwGC9Y0rAn6ffl5ocvVFXAOo86Iuow6rJq0SvYMV+SuYOrWKyoD14JYmBOE+JWkox3fBIQFIKLtRUnBO+da34veM2X7ohHvCPad2YdBzyB+/8Hvsef0HqRZ0yLKNBUlFwEAU/rlwbdCUxpyVF1+R9cOJjDHf5dgmZZYnVZCCAqSJXoen1kZi9qxdGs6NjRvwMrqlciwZeCy8ssClPnHA9RpHXAPoDilGF+d8VUA8gw5XUddHhe7F0UpRezvdH5dVLqIbePZFQadAXoijTWtnpdqIISw8UEzwmow6U2yMU4DG1aDNSBIxWdaRYjIdeQG0NOVWFC6AIvKFkX1XlNxx6Atb0LQlNl+oojugW6kWdLYvBdPRsaFiFRLKkqc8lZbJc4Sme02r2QeZhXO0rTT6LtMbecCSyAFN9OWGTRQSvfJsGVgcfli3Nx0cyRfA0CgvRlMKyKB4Ig6TCOK4jCARwE8SggxAEgHMCSKYvBmewlc1ChILsADCx7Q/DtvXNCJRI1+wUd+lerEPM7HYg+MvVgH8Cll8NMWIUparSAIMOlNGB4djmrx0lpInWYnM07ODp1VpfOKooj//Nd/4vKqy7GsQr0dixJUcEXZpzcSREO9dHvdqLJXoSi5CA1ZDTIhD8BvYJn0JtnCxweIrAZrwKLT5epSNZSjHRdqTqte0IekJtFrpi1DeEXJ9sJ2tBe248zgGbz14VtY1hTes4oVK6tX4s97/gxAbsCa9CZZ5izZlByyj7ESPD2Y3hv+OQhEwBenfVE6t0Z5AN+yhz6vWCmhNNMatdNKCBMTMuqMsTnRCkVMJdoL2/HqoVcBqPcN7hnqYRm0GQUzIhb/M+gMMOlM+PtHf0dbXpvsmb96+FX2szKzTed3PkPLZ9FyHbm4b+59uPvluwPOGY/5uDy1HEXJReMSHBaIwJgUekEfVe/qWEGdQipoRJ1KvhcqnZdcbhfWNa7D+93vI82Shg1NG/Dzd3/OepzzbCR+HjUIBla/R52tcEEdulDPVqYKHKS0gGZaWXYTJGRPUJPeFHHPZCpkGO71h7PPX/b+BUf7j6Itrw1JriRYDJaI586LEcquEgSE3fdMWyYLeAhEwM1NN+O1vtcCjhEsKKKEQAQIRNAMctBA8crqldARHWOVKG2FMmcZ02ZJIDLEhd8miqJHFMUTCYf10gVP+1HD19u/jtum3CbbdnPjzVhRuQJZtizcNesufGv2t9jfKtL8NFuDzoBraq8JGQ1TQ6y1Tlo41Hso9E4xgoAwp1HpmCozM8srl+Oa2mtiPqdO0DEDvGeoBxaDJbC+Uy/VDWvVxQZbTGmdbDSgzlxhcmHYmRW70Y5lOctQm1mrKm5EnapQlExlfeTllZerO60KJyFcag9v9EVS90sNRComlWxODriGNGsaKuwV41arx18/b1AaBIPMoE0yJUVc48wfb07RHAAKJy2IINhYImanFYSNwVgzKFQdmB5XiUkZk9jYVVPiBfzZtqq0KlnNcLig/TS/89p3ZNuDHWtH1w4AfudmUdmiADVvtXYmSaYkmfp7OAjoZ/vp8YPpIIwXolnnooHNaMMPFv0A65vWs98FIjDWBt0GSJnWDFsG5pbMBSGEOdxUPZh3uvl7aNAZwp7z+blSy4lTczCCtbJR7icQwe9MEhLUyY02ELK6fjXWNq6F3WhHflJ+1OrBPP6x/x8ApPl+wD0Am8Em62t7MWN55XLML5kfsF2NLTe/NHA/CiqoGQ9oJUtogC7Tlok0q5+hpRwDyiBPqF7zCfhxaTb6SSDu4DMqaihOKQ6I2GfYMrC8cjmrbeEzIEonIsWcEhUFzKwzj4lYQSwZw3DBCzEpo/+9I73MuDXqjEi1pEbUt00pLsWDnrNnqEfVqSAgMAgGmVIzD6vBqipqEC4IiGo/QofJgc7mTny57ctRHVftmqhoiNoY6WzpRGdLp0y9lj+WmlOkjMDmJ+UzWmowyFq1hKkcDPivP1TGIBQizSYEA28Y8PcjPylfFuhwmBwRGxE+H1fr/ulCL2tNwR0vkvki1kydVu15uBCIEDd6MO9ARGukUUcg1qwjdV4ByRGmjqkWTg+exsmBk5icNRlX11zNniEVjlLDpoWbxqwnb7hlJLGC3m+9oI9p7owUdqNdpqGQZEySOa10LCnHJA0edA1IAQZZUI/zAwkIC1SEytgH67NJobYe8TTgSDKtAhE0581QKuXBoBf0MOqMKE4pxtKKpUEDIeHSgytTpTGhE3RweVznJTN/vpDryA1o9XTj5BtVAxi0NAEY2/aQvL2rpcIP+NegYPPwzU03X9S1yfFGwmlNIGLMLJgZ4FTEI4LFt8OJJ3iKWaYtM6zFMRSGPNFnDCMBNRaUQQHaK5TuE6nRHWzRowbIiHdEtaaLEAKDzhBUzCmYU6wG6gDOKJiBW1pu0ay/bMltgdVgjfj7au0fbqZV6QAZdKHriA2CAeWp5WFl/PjnEe69u7rm6pDBonBBBUfUcG3ttREdi7/XDdkNWFy2GA9f9jB0gk7mxDiMofuuKnF66DT7WU3Zkz93MOd/ReUKLKtYxj4bq9NDjY5ojUmjzsh6Uxt1xtjUSsN8N2jNnVoAjgYbos1W8xnVX+/4NQDgjSNvsG18f9z1Tesxu2g2AKDb1Y1uV3fQ+sfWvFYmBhSNSIma46PVnmdR2SLV7WOFaIInHUUdsrUzltr1JHOSjB6caknFmoY16GzplO1nNVhhNVhZVpzPFPG1zDajDeub1uPujrtxa8utYV+H7J3W+JmCd/IjybQCYEI/SgdnZuFMJuo0Hgj13K+ruw56QY/JWZMx6Bm85DNzfM9vHnRNrkmviWsgNtS1aIF1sojTOp1AfPq0JnCJIVIqlhrWNKzBr3b8SraNXyzjCT5KHEn9woUAXjiCB+2nCkh03XhSP/lskcVgCTj32aGzMAiGoG1zIkV7YbtE8/s0GBJPZV4gtIpqKJVh6qDn2HOwoXkDq21RwqK3MDrcuqZ1AMIPcKxtXIvfvf+7sHvQplnTVBfueNdbR9oPkL/XekGPK2uk9hWTMibJ6ngcRkdEEWa31y1zLmhUXSvT2lHUoXksntWxsHRhzAqNlE4bzIAJBovBwq6BV/ONBuFmm2lN8LG+Y6hKr5L9jQYXIs36CkSAT/Th81M/jz/v+TP+sf8feP3I67iu7jqW1bq86nIsLvMr4bfmtSLHkYNXDr2CXV27MOoblT2PpRVLZY41pbMe6zsW8dicnDUZ1enV+Muev8i2UxEmwP/+1GfWj1tLETquo5nHq9OrUZ1ejce3PS4dI4b3X1kjCPiDG0rYDXY2b/LBmpacFuw+tRs59hwWDFLrQamE8rrVAlpqxj9/z4IFwVpTW9GW3ybLtJY4SwIcciB85snq+tUxrVXh0oPzkvLwoyU/AgHBpoWbxrX0YSKBEIJ1jevGPHNJnxcNEK1tXKsa+FpasRQfn/1YdR5ZUblCszY2AW3EZBkSQqLTcU7gokM8Ml+R0FvDAV0ox6KWLxIKZyyg166cEGU1cCo9Q7Vwff31IWtf+ayTWt9cl8fF+pYC4fXDpNCqw7EYLJiWP41931C1ZeHSqii0Mim0TyhtHaQGAkl23qgz4praa5hgjBp1UiszHQ6m50/Hfy7+z6jr6uYVqytlh4N4CpppzQXthe2yxdukN0VEhaTO/+yi2Xhs2WNMfVirpjVcw6XEWRK1s0lBHbJYjElKuYxn6UGweYHWnquNffpuR1pfO6/EPwZ5leYPT3/I7k17QXvAu0Ozny8dfAmAPIOan5SvOqbykvIizmxn2bKQYk6RvZPzS+YHUKo3NG/A9ILpER17vFCZVqk6j3YUdaA6vVq1tVO4uLb22rCZFfwzVBOSi/SdUjImWvNaZQwEIPQ7HSzIYNPbYDfaIxJICgW70R6TIr7FYMHU3KmaNPT2wnb2s0AEECL1jrUZbTGd92KGQWcYF/2GzpZONocadUbVtT/FnILmnGbVeTjHkSMLliUQHmJNZ9wbl6sYQ1xMfVovZMRjkgg3ql2YXCibzLUQShwqFqhFpMcC1DBQLrCyTGsE2QCb0RYyOGAxWNg+yebkgOg1dZhp9jEShyeSCGgkLRKiBc02Tc8PbqDajXb8aMmPZP1949nyJlrw7SmsRr8Rs7ZxbdjH6GzplCm8xgo6F6iNSz5TUp9ZH9G8QQMPBUkFmtnV8RKbUoI5rTHUgNJgUSRBIDVoOfFKUGfg7PBZiKIoG0sjo1KmNdJMI2+46QQd7um4BwBwYuAEu0dqz0hp8MUaRAmluh0K4/0e07EdznnnFM9RFZypTq9GR1EHsuxZjG49FqBMEH4u5+mqdO2IpdyHtiBa27hWFsQL9X6FE/ATiIApuVPiOudFC7PejKacJs01OZidcbG3vLmYMN7zycWMqHLohJB8AGUAcgkhHQAgiuKrwT91fkD7tCZwYUHNcAmX97+4fHHonbhz5Cfl4+1jb4d/cWFALQM5FmgvaMcbh9/A3GJ5/9c8Rx4zKC0GS9wnRXo8q94qq0ME/DWtWkJM44F4fd+puVNhEAxoyI5cIVXtGmoyavD64ddl20IFCagQA6X3RQK+1ymf5dNyNqwGa0gqdKwgILhx8o3QCTo88d4Tsr/xRueSiiURHVfLsJc5sOPQikoNS8uX4nj/cUzOnBz1MbJsWWjNbZUUWmPsG0uh9Z6sqFyBp/Y+BQDYcnQLTgycwIenPsT3Fn4PADA4Ko2RWEWh8pLyYNFb0DPUw8anFq2e4rFlj8X8fqdaUlmvVzXEIrQzlojXvFaVXoWq9Kqw5hSTzhQwx1PMKJiBN4+8Kd//U2fpSN8Rto13YLPt2bh71t0xZXzHEnpBn2gXk8C4gs7n4ymydrEi2hkyBUAxAMen/xfH53ISmKiIh7EYj/54arSpdGs6rqq5Kmhz+kgxHr38ACmCvXHuxoDaLYfJ4Xda9YFtaWJFz1APAMlR2HN6j+xvBCSkUaiFSDJhwSjA8aJG6QQdWnJbgmaAeSGvUFDb16gzqtZNXV51OZaUL4mp/ibTlslYB+GICTVlN0V9rnBBCIHFYAmZpVOjUwUDc1oF+bLFj/3zFdHOceTgGx3fiEkgxaAzYH3z+pizjPz9CNarlhACh9GBs8NnseXoFvSO9LIaK6o3QJ9huOJgas6g1WDFsGcYO7t2yo7Jg59Pw2klFQpa44BSsCMtLxhr6AU90ixpuGHyDeN+7mClLmrvaCiHn0DKkka6Rl4IwacLDXpBH7Q2P4GJATq2tcqUEggfUVlLoii+D+B9QkibKIoyNR1CyFL6I4ANAH4miuLfY7vMBC50hDK8V9evxtvH3sb+nv0A1BclAoJ5JfMipqRdVXMVnvzwSQASdfjA2QMB54iVLgZImZBIG6SPFQgImwDNenPcaZE0I6cTdAERc0IIsmxZ2HZ8G0Z9o6rnvpiMjqKUItXtauM0ku8dq/gPxVXVVyHPkReS4gzErw/l9fXX4ze7fqP6t7F69sxphXam9WJBTOrBn352ev70kHNpS04L3jn+Dvvd5XbJDCta67m0YmnAZ8OF1WDF4OggqtOr0XusV/OabptyGzKs8ZHJUGPtrMhdoVoDeyE4sDMKZpy3cwd7f1TXacXYVPbQHK+A7qUAgQioTq+G3WjH3z9KmNETFfSduVAZHhMJsa72P1TZthFALYB0ANZP/0/gIkepszTA4OD7V9mNdlnEUMsoK08tj7glTbo1HbMKZ6EmvUZmgESqLBkMN0y+Acsql8XteOFCS6CBEIL+kX4AsffoVMMVVVcAkGjIynYouY5cpFnSIELEmcEzER03Hg4NbXdxIeJ81FTajDbMK5k3rsaiWW/WNHZD3YO7Zt2FB+Y/EPFYoOM8INOqUCu+GBAP4yYcZ8yoN8po/n3uPuw9s5f9btAZUJdZF5OKrkVvwZBnCIOeQTjN2lm9xuxG5CXlRX0ewM90UGYIP1v32ZiOe7GBrzcN9h6qvcsn+k8AAK6ZJAn60ew8PU44YmT1mfUBjAJZLXaE82iuI1e1t/fFgEHPoKzePIGJh0SmNX6IyWkVRfFDlc0dAOwAhgF8oMzEJhAZ4qnqOZYghKApR049tBgsqM2oZZHYsTQoazJqZA3oK9Mq45qBsRqssusfr0xisPN0FEtBgLHobzu7aDY2Ldwkaw1CkWZJYxmLx7dHVoeZZg2vnUswRNNT80JyZpaUL9FUUY4n1NgFSmO+JaclqmPrBB02NG/AjZNvxHV110X02cLkwqjUt1mrCmjTg+OVST4fiFd7lUjmJl5QDQBe+PgF1rLpGx3fABA7FX9D8wZ0tnRi24ltTK07FOxGO2YXzcayisgChVqUc772G7j0Mh6zCmdhUpJfRG5h2UIsKZdqygkhSDYlh63eT7Pu9F2jTivtdRpO8Gx6wXQsKF0g2xZLwG955XLMLFRvzTPRsbNrJ5498Oz5vowEYgAN1tHOAwlEj7jzqkRRHBRF8ZsATgMYW8WPSwDKiX2iYWbhTJSlBhroY+X0jZcxMl4ZtWDnmZw5GRvnbMTkrOjFX4KdV8s5JISw2rCjfUeDPsua9BpGg52WN02mvhstoglGKKm49Zn1MV+HFkI5H3lJearqn/EGzZbzUCoyt+QGd1pDBQgsBksA5TLc5xPpO6Sl0Hux0INvmHwD6z0bi/MdLhVNIELAWN1ydAte+PgFAPFT7042JzM14nAzDQ1ZDahKr4o480qNwlCf42t0LwUHtiajBmV2+TpMM/ECESBCDKuEprOlkwUxKAWbBj3WN63Hd+d9N6L3kZ+Hw1W9BmJrLTXRoPZdE+1uJhacFifWNKxBTUbN+b6UCY+oV3tCSCUJYnWIoviiKIp3R3v8BC5OrJq0SrNZeTwcwYLkAuiIDnWZdTEf60JAMCePEHJeZPsJSNjKkCJE9h0ibROkZURFkjXVav0Q757APK6vvz6o6Fc8AzY0u6EGtYxHpO/Y1TVXs/NoBdAEIsjUOIN9v4YsbZXmYNRRwO/wKL/D+WpzE2/oBT3ml87HyuqVMRml9HmEmhsEIshUeymowBp1nCMZr8qMJsXx/uNhfb4wuRCr61ejNlNO9Qy3H2uuIxe3NN8SUjhqYdnCMZ0DJgLY+wQCURRVNSDUHHrq7NJ52OOVnFaDzhAxk2Za/jRZP3UtVd+ra67G5VWXAwBuargJNzbcqLrfxQi1eTxUr/UELjxEKjyYgDpiCVE/CeAcIeQdQsh/EUL+nRAynxASHyWFBC5KpFpSAwySeMJqsGJ98/q4CC9dCChOKQaAcXXCQ1FYeCchzZIW0mkoTy1HZ0tnxMqqMwpmYFbhLMwq9NO+m7KbIsrWahn/YxnxNOgM49ZDj2bmxgrUcWnNaw1aqsBnZIONh2n50/z7KZyhUDXj1MimmQf6TvCZneWVy1WPPdYI16kKBb2gD1upVwu0D2UooS+BCDIdgpsbb47pvIA0DngtAwq+PUowNGY3qt7LXEeuKnNADcrxd2X1lQH7GHXGCb9GrKhcgWtrr43689QhJYRAhKjaKilYXXRVehWcZmfYLego+P0FIsjm6Cm5U9DZ0hnwDNOsaWw8m/SmuFHpJwLUMq0Xk9BhAglEgqidVlEU6wBkAvg8gBWQ+rb+B4BdhJCT8bm8BCgmAh2G1raEA52gQ2teq2zbRKnfBcZv0TDrzehs6RxXdcnLyi6T/a40IKhB8/2F38c9s+9RPUY8sl8CEVCTUSNzMKfmTU2oU3KgNG2tbQQk7lQytQxVNP3nlGMkVAZd2aeV9hDl30WbIfqWM7Hgqpqrzst5Y4FABFkgifZmVSLSd5Pk17oAACAASURBVNliCMzeLipbhI6iDvxg0Q8iu0gO0bJK1N4RAMxh18oOX+jIceREJTZIgwI8Pfjqmqtlawx9x4L1Tk8yJeGBBQ+wwGow8IElJUuHv44EAkHXu89M+gym5E4BkLhXCVy6iEmdRBTFEQDvEEIGRFH8It1OCIlcZSMKEEL+C8ByAN2fOtEXJa6vv/6CEpLRQo49ULQnGBqzG/F+9/tozmmOS61jAvFBuE7heBp7G5o3jNu5xgodRR14+9jbY05n5SnD65vXAwD27dnHtrUXtuP1w69Hdezz+RyUTiuFrL8jITDrzQEBsbEGdaAnEgQiyJz89oJ2/O793+HWllvjPh8bdUZcX399yP3GM4NUn1WPvKQ8TYX2ixH8+8syrSCMGZJuTcfpwdPsOegFPdY2rsUT7z3BPhfNMxKIIKMj87gUaopjgc1gQ6YtExaDxS9Gl3BaE7hEEa+RL5t1RFE8G6fjhsITACLjpkxA2Iy2caMbxoJI6Z+AJD4ykRzWWYWzYNKZLpo6umgQzoJJKcY16fGh4QpEmPALdXV6NdY0rAm5XyQKg2oGJG8E0vs2PW062gvbYdQZUZVWpXqscETf4vkclNceyhimtXPK8/PvIgHBmoY1rPXJeIE6y+2F7eN63liwuHyxbM426AzYvHwzmnOaZfVX4+lIjve8eik5rID8/aUZTv6eL61YiuWVy2XblFRcp8UZVk9oHnxQR+sZJyiv6ihxlmBl9UqY9Wb4RB8IyCVtfyRwaSMWIaYfE0LWE0KagPMz24ii+CqAnvNx7gQuTdRk1OCmRm2RnfEE7XtLhSzOF9SMDbvRjs6WTk1q3niB1q3Fq4ffeNzreSXzYvq8Wt9ei87CgkNaBk+pszTiHsnhQs05iNTw+uHbUltwLaf5fGc71zSsmVABuHRrelj3jO/bOtaIZ2BqTcMa3DD5hrgd72IDn2mlMOvNYYns1WcFqq/z2gM8Ooo6ZLWxAZlWFec5AXX4RN+ED94mkEAsiGX07wTQBOARAA5CyG5CyP8jhNxLCIleHSDO8Hq9mDJlCvv3+OOR9ZVMIIELFbRW8Xwv9uf7/MFgMViwIncFilLiI1i0pGIJFpUtumDUG9XuvZoibLiIJVOY59BuMxKOMxfuOKL1/bRkgtbdRSoIk4Cf4h+sLrFnaOziwsogULwErQDJAUu0BtFGvJ1FJRuMVwP3+vyBNOX5qKBauIr0lzISTmsClzpiKZR8RhRF5gESQvIBTAZQD0mY6fcxXltcoNPpsHXr1vN9GQkkEHdk2bJg1BnRlN10vi9lwiMSJdFwhEeiAYGk4hlrjVekbSd42I12VKdXY8/pPRF/dmnFUk210XgoYOY58nCs/1hA6xudoMPm5ZsjvNoEAKl/8Q8W/eC8qLGWp5bDrDczZeH1TetjEllL0Esjg1qmNRYoRZuy7Fk4OyxViuU4cnDw3EHVz2XaMtHZ0hmXa7jYkXBaE7jUEcvof4YQcpoQ8hoh5FFIgki9AB4TRfGC4eT4fD50dnbir3/96/m+lEsCWvVyCcQfJr0JaxvXjnmv1mAKkhcDbmm+RbUtxnhjctZkAP42M5HCrDerthtRIpSRSmnnkYIQomlQFSQH0qqDZXjmFM8J2NaS2wJg4qq9XojQC3rYjfagTqsW7TNcqGVP2/LbAnooR+uw0ozehcz4uBBRnlqO6vRqWRsqijSLFPiKV2/JeSXzcGX1lRcMQ2Wiwif6Eur5CVzSiDrTKoriJEKIEUAtpOzqZAArAUwmhIyIolgSp2uMCYIgJCjB44hgfd0SmHhozWtV7RHbmN2I906+B2DiZzguFGO3Na8VzTnNUSuFZ9uzVduNTBTw40itBnZp+VJMzZ0q62Oa68jF8f7j/mNcIM9yoiCcrE2sY2p1/Wo8vk2+BqdaUuNmfM8qmoWn9j414eeh8YZO0GkGqKblT0OJsyRi1kZHUQdePfQqALkgnF7Qn3d9g4sBXtGbyLQmcEkjptEviqJbFMV3AfwJwL8AnAQwBGBHHK4tJAghvwXwFoAqQshRQsj68TjveGHVpFXn+xISuMTRmN2o6kSNd0uRSwGEkKizrIB6dlLrPCH3GQcHIEA9OMR1EUJkDqtABCyvXD4m13apIByV5ViMZC217Hi0OVFmcBMBi/hBIAKy7dlh71+bUYu8pLxxV+2+1JCgBydwqSPqTCshpArAMki04AwAzwP4DYBOURTd8bm84BBF8bOh9qH04BUrVmDFihXjcVlxw0SU40/0XEsggfHFWNSDrWtaF9fjxdsJnpw1OW7tlC5lhFPLHcuz06KXUkZOLOuFktKcyLSeP8wsnMl+rkyrBOCneyecrPihNa8Vbu+4mNcJJHBBIhYhpg8BvAvgAQBPiaI4Ep9Lii8mIj241FkaNUXwfKMusw4f9Xx0vi8jgXFEIsNx8WE85p9Yxk1bflscrySBYIjmObXltwVVk45ncJMJCiXmoTFDmbMsbDo3ZXy4vW7ohf/P3pnHR1Hf//89uRNycoUQ7iNcooiiqIAgikUFqxbF+6CCt7bWtrZWa9XKV3+2VusBeOBRD7zQoCIeIIiAoCggKEauIBIiEJKQO5nfHy/efD4zOzM7m2yyOd7PxyOPzc7uzn7m3M/rfcZQv/b9GnFkrZ81u9ZQcWUxndL7lLBW1xaElkhDZibXEnJZbyCixwzD2EtE6/nPNM35YRhfg2mJntZT+5wa6SHUG8lbEQTBTnMJSRbc6Z7anfKL8ykhJoEqaioOL6/PceGiYsFgT+/pfU/39f5RPUZR/oF8yumQQ2t2oSsAh9SP6Doi5HG2dqYMnnK42nZDGN9nfMifiYuOE+NSGNhXvo+KK4sjPQxBaBY0pBCTpceAreXNeUTULERrS/S0CoLQvEiLT6MDlQciPYxWhVtOK1cuZbKSs+jn0p99rbOyplK8EfWkS3IXmth/In2e/zlt2LPh8PLquuqwf1dWShYREQ3oOIAykzMpPSHd1+cGdxp8uOfvj/t/pP0V+yk+Ol5apriQkZgR/E1Cs6a2rtaxZZggtEXCFgNmmuZOItpJRO+Fa52CIDR/2oKHbMqQKZEeQovGsU+rg/d1Us4kykjMoNKqUiKCJ258n/G0ZtcaX71jpXp56IztNZaWbFtCqfGpREQBnjnd6xou9HxUv4LVzsk9T6aBHQdKCyShVVNdV91i08UEIdy0+gx56dMqCI1Lz/SekR5CoxNlRElBkQbgVBXZaSKWlZIVULwnKTbJd+9Yr36jgjM5HXLo1wN/TX3b9yWiwDDb/u37h/X7Tul9SljWExsdS91Su4VlXYLQXOmS3MWxz7UgtEVavflGwoMFoXFhD40g+OH8IefTT8U/eRoB6luoR87F+qG3EoqPiaejuxxNa3evpWO7Hhu2fqqMFOYRBP9IezlBUIjrQBCENsnkAZNpXK9xkR5GqyanQ06AkExPSKchnYdEaESCHzh0W1qYCW5ccuQlkR6CIAhtjFbvaRUiQ9eUrpEegiB40iW5C3VJ7hLpYbRquP2F0LLgPHXJERbcSIpNol/1+xWVVJZEeiiCILQRWr1obYktb1o6UsmxbRATFUM1dTXijRGEVoZ4WgU/9EjrEekhCILQhmj1olVyWgWhcUiNT6V95ft89eAUBKHlwMWw4mPiIzwSQRAEQQCtXrQKgtA4nNH/DCooLZBy/ILQyhjUcRBFGVGU0yEnLOtrn9ie9pXvC8u6BEEQhLaJzDYFQagXSbFJ1Dujd6SHIQhCmDEMgwZ2HBjpYQiCIAjCYVp99WDp0yoIgtB6SYpNivQQhCBwYaezcs6K8EgEQRCElkqr97RKTqsgCELrZWS3kfTJ1k8iPQzBg6yULNpbvlf66AqCIAj1ptWLVkEQBKFlwh46HXtv3Sij1QcMtXhGdhtJgzsNpuS45EgPRRAEQWihyK+9IAiC0Kzg4l5OIqd/h/6On+mdLvnVzZUoI4rSE9IjPQxBEAShBSOeVkEQBKFZkZGYQaf2OZW6pXaL9FAEQRAEQWgGiGgVBEFogzT3/MI+GX0iPQRBEARBEJoJrV60cvXgSZMm0aRJkyI9HEEQhIhzwZALKDE2MdLDCIkuyV0oJS4l0sMQBEEQBCECtHrRKtWDBUEQrKQlpEV6CCEzecBkx+VOxZoEQRAEQWhdtHrRKghC6KTGp1KdWRfpYQiCb0wyIz0EQRAEQRAaCRGtgiAEMPWIqZEegiAIgiAIgiAQkbS8EQRBEARBEARBEJoxIloFQRAEQRAEQRCEZouIVkEQBEEQBEEQBKHZ0upFK7e8yc3NjfRQBEEQBEEQBEEQhBBp9YWYpOWNIAiCIAiCIAhCy6XVe1oFQRCE1ktGYgYREfVI6xHhkQiCIAiC0Fi0ek+rIAiC0HpJT0inK4ZdQXHRcZEeiiAIgiAIjYR4WgVBEIQWjQhWQRAEQWjdiGgVBEEQBEEQBEEQmi0iWgVBEARBEARBEIRmi4hWQRAEQRAEQRAEodkiolUQBEEQBEEQBEFotrR60Tps2LBIDyGixMfHR3oIEaWtbz+R7IO2vv1Esg9k+9v29hPJPpDtb9vbTyT7oC1vf25uLk2fPp0Mw/gy0mNpCK1etM6cOTPSQ4golZWVkR5CRGnr208k+6Ctbz+R7APZ/ra9/USyD2T72/b2E8k+aMvbP2nSJJo9ezYRkRnpsTSEVi9aBUEQBEEQBEEQhJaLiFZBEARBEARBEASh2SKiVRAEQRAEQRAEQWi2iGgVBEEQGp3584mWLIn0KARBEAQh/MydO5cMwzj8t23btkgPqdUholUQBEFodPbsIdq8OdKjEARBEAShJRIT6QEIgiAIgiAIgiAI4Sc3N5dyc3OJiNIiPZaGIJ5WQRAEQRAEQRCEVojW8uZApMfSEES0CoIgCIIgCIIghAnTNGnWrFl01FFHUWJiInXu3JmuvPJK2rVrV6SH1mKR8GBBaOXs2xdHZWVESUmRHonQEGpriUyTKEbu2oIgCILQrLnppptowYIFh59XVFTQ3Llz6eOPP6YVK1ZQdnZ2BEfXMhFPqyC0cpYv70CvvRbpUQgN5fnniZ55JtKjEARBEAQhGAsWLKCzzjqL7rzzTho9evTh5fn5+XTjjTdGcGQtFxGtgtAGqKyM9AiEhlJdHekRCIIgCILgh6uuuopyc3Pp7rvvpiVLltDYsWMPvzZ//nzavXt35AbXQhHRKrRpTBNhl4IgCIIgCIIQDi6//PLD/0dFRdGll156+LlpmvTVV19FYlgtGhGtQptm5Uqip58mqquL9EgEQRAEQRCE1kBmZqbn8/379zflcFoFIlqFNs133+Gxpiay4xAEQRAEQRBaBwUFBZ7P09PTm3I4rQIRrYIgCIIgCIIgCGHiueeeO/x/XV0dvfDCC4efG4ZBxxxzTCSG1aKR5gmCIAiCIAiCIAhh4plnnqE9e/bQMcccQ4sXL6alS5cefm3y5MnUpUuXJhtLbm4u5ebmEhGlNdmXNgIiWgVBEEJk82aiqCiifv0iPRJBEARBEJob48aNowULFlh6tRIRZWdn06OPPtqkY5k0aRJNmjSJ5syZc6BJvzjMSHiw0KYxjMZZ7y+/EH39deOsOxTKy8OzHtMkKi0Nz7paA0uWEH3yCf6vrcX+EVoOe/YQzZ1LVFER6ZEIgiAIrZGnnnqKHnnkETriiCMoPj6eOnbsSJdffjmtWrWKunfvHunhtUhEtArNnsJCouZYGXzHDqKDBwOXV1YSvfkm0RdfNP2Y7FRVhWc9X39N9NJLREVFga9VVxMVF4fne8JFcTG8oU3B008TffBB03yXEB7WrsW1IW3yBEEQhHBwxRVXkGmah//69OlDN954I61fv54qKiqosLCQ5s6dS9nZ2ZEeaotFRKvQ7HnrLaI1a+AVmT2bKD8/0iOCiF64kGj+fDx//32iFSvwv5Z77yjm1q7FdlRXEy1YQLRrV3jHZppEb7+N/eS2rzZvJvr55+DrOnCAaN48oi1b8NzJ27pgAdErr9R/vI3BG2/AG9pU7NjRdN8lNBz2jDdWpIUgCIIgCOFFRKvQYvjlFzyuXx/+dYcS3llRQbR9O/4/eFAJaadxrVpF9M03CCFduxb9YNeswWtLl0Kw2tIdHNmzx39bnrVriQoKIKQ//9z5PUuWECEnH9uzfDlRWRmEtM66dfCu7t3r/n2Fhf7G1ZTYt0MQIkVVFYw+69cTvfgiIhYEQRAEQQgNKcQktBhYtEU6f/D5591f+/FH6/OtW/FXWwuxunq18u6UlPj7vrIyeHT79CE69VRsf20tUYzL1btnj7/1MqtWEX3/PdG33xIlJBBddpl6TTxRkaemRhlJhNCpb4h8XR2KbTWU0lKijz5Sz/m6Ddf6BUEQBKEtIKJVaDF89hkenfIq60u4RdnHHzsv14Uki26/4pIn3eztXLkSXptp04iio63vralxD1WtqXEWuroRIFhhmkgbDNoShYXwwsfGwnDRmli7FnnSV17ZuN9TXIzQ9bi4JMfX3a7/vXsRYn7qqUS9ehE99RSWjx1LlJMT/Hvz8nCt9eoV+B01NYiA2LCBaPp0LFuzhmjjRqKhQ4mOPtrPlgmCIAhC20LsvEKzZelShN4yPHE/eFCFCldU4H21tQ37LicxVlyM7w9HsZaG5DxWVlqfcxiy0zZ7FX96+2086nmpXl5jovCK+ooKCPWGHqu2wjffIMy5tQlWIkQcNEUI94FDxf13707w/ZmdOyFYieAhXbZMvbZkCQRtsEran3xCtGgR/ne6hjZswGNZGSIuvvoK18fq1b6HGXEKC3F/bG5F2ARBEITWiYhWIeKwYCwrI5ozR+VIfved+2fefBPiddUqvC8vz/r61q3uYYH8fXV1gYJQ56ef8NhUVWjdWLgQjwcOEL36qlpuGNiW2bPV9nt5StlTq+fUhdryoyGe1h07EObsVHFZCERCsxsPLyMSX/fM999bn7/xhndeKgtSPzjdf9zEfFER0b59/tfN7NhBtHNnYugfDALfF6UImSAIgtAUiGgVmpwDBzDx++knTNrmzEHBn/x8iKJvv/W3nh9/VBNMfaJ54ADRhx8SLV5sff/27aiYO2cOQmztrzdkexoTfWJr/66CAjx+8om3AGecJpj79/sfC/cmdWL1agjoujrvdTSlGKuPyN69G9vhFb7duTMeef83Bm1BtObnB4rCxuL992EA0u8VfoubOeF07E3TWvzszTdRfduNN98MXOZmbJs3j+j11wPfG8wItHAh0dq16d5vEgRBEIRmjohWoUkxTXgS9u7FI0+46jNxXblShenpnlb2VNiL13zwgaqYu26dtWjS889jWU0Ncu1mzw4squTEl18S/fGPRDNmWCfAixeHFjaXn49tCUUAm6ZVID73XKDHmYiopsag8nL87xRq6lX912kbKiudqwmvXYtHN9EazjYjmzbVz+vkxi+/4HwiUufizp3BP8ch10TwvoWjYFJenreYChaa2pJ4/32iTz8N77F0Iz8fRpt331XL9AJJjF9Dh37s3T7LaQxEuGb+8Q/krubnw1jkFCpvL860ebM1TULnm2+kGrEgCILQNhDRKjQpzzzj7F1oLHJzs+i77/yFpK5ciZYUnDPK/VN1kWWaEJbffovQ2o0b1Wtbt6rPvfIK0W23qdd27yb6+9/de7K+/z4mn6++6s9jyt8TbIJdW0v0yCM5dMstEJPBvKB2WOzq5OaqnL9QCGcRp2XLAr1OTt+j/19Sgl66CxYEjuWdd2C0qK5WotVrXzltS2kpWgc1hJ9+gjf7mWecDRBErVOkvP566FWvvSgpsXpUCwvjfX923br6f6/XOb59O8ZUXEx0771Ef/4z3m834hgG7gEsaO1tq957D+fI9u0wFOnfuW+ftfWW3k5r504ppCYIgiC0XES0Co0OexWIrJ4F3aNgGGryZprOXq5XX4VHM1gBF/vEbONGov/9z99Yq6q8J3amCVHzyCPovcgVjYmU10afZJom0XXXEd11lwpNDsaqVchfCxa2u2iR+1irq+FVmjlTLfvqK3+i1Us0V1VZvWKhFKni49ZQT2swUa8XzuH9Y5pEL7+MCf2uXe4hmLrQCVXghwO/xYnCURysuTF/fvjWtWgRPKp+zrX9++HJ/PZbFFpqCF4e41mz8Pjss2pZfn6gESIqClETubmIgrBf4zt3wqDxwQdqGb/n9ddhmGF0I9l77/m7/wSjpsbq7W8LYeyCIAitEcMwnjEMY49hGBu0Ze0Nw/jQMIwfDj1mHFpuGIbxiGEYeYZhrDMMY3hTj1dEq9DovP8+0WuvBS7nQkJ2fvgBEywd01T5lJEsjGSaquXOf/5jfe3rr/H44Ydq2erVVqF+++14LC93FyjffYf8tddew74INh47M2YQ3XAD0X33WXNY581TgrqgwBqSvW2bCh1+7jm1PFgvWT3Ukiktdd42fTLdEPRcZN2TRISJvF7Ai71mdgGq77cff1ThuFzx1ekzzYl33nFeXlwM40RzoLQUBoZIhDNz+LqbUWf3bmW44Irby5f7v7ds24Z1r18PwTt7Nrb1rbeCfzY2Vv2/aVPg63wu7tmD9fkxZDRlH9/33mud3n5BEIQ2yFwi+pVt2Z+J6GPTNPsT0ceHnhMRTSSi/of+phPRE000xsOIaBUixrJlKsy0psY7n1MXT3qemE5FBbw1HKbLeE2aV68OzNu0V9TlieW+fURPPw3RGh9P1KEDlv/+9+q99kJHTz+Nx9NPh6clLg5/t9xC9PDD7uNinIpF3X47hKlpBk7KvbzEvH9Nk+jOO4n+9S+s55tviO6/n+h3vwtcVzCvplNO3rx5zvl+fsboBz0vd9cuCHvO+7NP3tnA4OUNciv8FWp4cDhwG2dlJQR1sHZBCxag52eoVaHDxa5d6vi89BIMIC+9pAw64WT27OAC3SmHu64OkQ833gijix/Bd+AAwnn37kV14Pvvh8jVDTF6CsJnnyEdgM+hujoc24kTcd3NnInnTrnhL74YfDx2Fi2yXquNGQbcGr38giAIbRHTNJcSkT1G6GwiYvfFc0T0a2358yZYSUTphmFkNc1IgYhWoVFh0eCELiaLi1UhH+ajjyCqtmyxhgu7VWwtL4d3wj5BdpvA791L9NRTyD0NJgaqqlQOZVERUVoa0d/+RvTAA0QDBhBdcw1e4/DAs88mStBaQ557rvr/+OPxmJcHL89PP/mfZO7dq76joCBQWPE4dCZN+on+8Q+if/8bz+1C+PHH1f9O4Y1FRRAHoRTLaYrCOszixe5hnXp4sM62bcHX63VMnMQGUcN7j9rbrTD33AMDjy6SnL6LvYeRCtlcsACiy3481qwJ33fU1anCRPp6d+zAcdHvD59+Gvh5/dx081jzumfMUN7r/fuJ/vIXFZare+WJrOfLCy8gHYDb3/zwA17PyIDRKiODqFev8ApAveeyPpaqKqJdu/z3qfVCvw97FXATBEEQWiyZpmn+TER06PFQvwTKJqJ87X07Dy1rMmKa8suEtodXu4dgcEhxbq4qeJSS4l6wxSkEWae0lCgpCRPJffuQ48hcd53KOXNCF99FRUTp6USJifgjIurTB49PHAqWSE1VYvmoo6zrys4m6tgRHmP2xF5/PdGRR3qPv7DQGnq8YQMmp1VVmKjrE9W77iLq2hX/f/99KWVmqtfsk22dTZuITjoJ//P6Hn4YE3Aiov/+1xreSASPU1wc0YgR3uN3o7xc7Uc/+Ak3ra0NrMKqs3Mn0cCB+N9N4HmFRuv7urgYYnPQIPdcWb849fjcuFEJhBdewLg7dsS5cMYZ1vey8aWggKhHj4aNpSHYw2zDGWrtti7uZxwMrhJNFHguE8FjqkdP3HYb0ZNPorgakdo2u/FMrzY+fDiE7mOPEY0cqY4r3yeIiDIzMRa+nzB87toLwAUzROjnZF0d1lNXB48yUU8aMEDdE+qLfu8NZ+EsQRAEoXGYPXs2zVYl6Ds2YFVOv0IhxfUYhtGOiCpM0wziKnJGPK1Co9GQHoi651Ov0FtSgjwy3Vvi5c1ldu0iuvVWeIIee8wqWBkvz5peJMY+ySSCSNWJjiY6+mj8f/nl1tfi4oimTrUu4xDV2lp3r+8dd1g9R8XFmJTOnIlqpPfdh+WTJnlPTrOziWJiINJ50n7WWXhkb83evdgfa9cqwcrbZef55+Gx9ltRWN/Pq1Yhby+UcMZgoa9PPAEjxC23qAq89gm2lwA4eBBe/i1bnF9nD2dtLc7Df/4Twt7PeRgKfC7Y85o5j9epEjWfO34FXFORn4/j4lSNOlTqG/paUYEwX257NXEi7lF2Q4MuWJlPPiGaPDlwuZ5a8PXX8ODPmEF02WVqef/+RDffDCGbpQVSJSfj8U9/sladXrgQ0Q+8nUVFiKCYMQPXy+LF+H/GDBSnc/K4HzyIgk96Sx82kDUEL4/57t2RrTcgCIIgBDJ9+nRas2YNrcEN3CXBzkIBh/0eeuQZ1E4i6q69rxsRufTEAIZhRBmGcZFhGO8ahrGHiL4jop8Nw/jWMIwHDcPoH8q2iGgVGoV9+9C2oyGftxMTo8Ti7bej4M5XX2HSp3tPnGAvrL1w0COPqP/dwo51uOWNXbQahnVZz55E06dDzLRrZ31vQgLR0KHwhl5wAZZFR2PCe911zttiNwCkp2PCbG/tQUT0K3tKvY0DB4g6Hwr24DzWsWOt7+F2Ok8+qZZNnIiJKU/Uq6ut+cWLFvnrt6uLjvh4eE4bYuDQufdeFR5eUYGxbtqUclioMHr+oV3A3nEHzhe9dYgOh3Redx3OQ67y/P334csl3LQJ67/uukCP8YoVMFY0t/YlXsaEVatwXPRq20xtbWjb4ve9LODr6oi2bGlHN9+MnspM//5Y1+rVEIksBJmEBKJrr8X/8+ZZryu+br7/Hucuj4mr8371FYxHZ59NNGoUvN4zZuAexpx6qvr/+efV/Wf/fhQQ8jW8OwAAIABJREFU4+tMvwafeUZ5fIkgpt96Sxk2Cgogwl99Fc/1nN6dO3G9hnreLFoUPJzeNBFqvWRJ8y5gJgiCIATlHSJid8vlRPS2tvyyQ1WERxLRAQ4j9mAxEfUlotuJqItpmt1N0+xMRKOJaCURzTQM4xK/AxPRKjQKDS28Ys+XmjaN6NFHiX79a7Xs3/9WIb2rVqnllZWYIP7jH0TvvZdF69YFFmTp0IHo6qshmo45Bsv85JcdPIhJakZG4Gtnn63+79IFYsMr7LVrV6JTTkHBljPPRJ4sEaot79oFzyVPvKOiOMyP6NJLESZdWooJoj4RPu8863M7pol9O2AAnvfti32YkkJ0zjlYVl6uvvfkk/H4xBPYvrvvhmeR98Xq1db1/+tfoYXI8liD5RT74Ztv4NHT+fBDory85ID37t5tFco//ohz5rXX1Lni1nKoqsrZu9UQI419/XqRrhUrENauh68vXRpcfPjpTRxOvLxsfB3YQ7vXroUwv+Yaf4aLqir3Qmw6q1djvc8+C+E5f343y+uTJ6vw8Oefx7mjc+utqA4+bBjREUcQXXwxDEvnnotrlsN8N25EaD8bw9h7OmAAohfs4ds6GRk4pn8+VJeRIxWOOw6P27fjurAXltMZORJj/+QT7Ns778R9wjRxjr7/Pu51F1yACnHffKMErV+2bfNOKSCy1iNobsYUQRCEtk5ubi5Nnz6diChNX24YxstEtIKIBhiGsdMwjGlENJOITjMM4wciOu3QcyKi94hoCxHlEdEcIrrOx1efaprmPaZprjNN87BJ0zTNfaZpvmGa5nlE5PtXSUSr0Cg0dOLC7W3OPBOP3btDuI0cqSZ1Ohs3qkkz55b99BPRd9+l0mOPBXoKbruN6Nhj8f+ll+LxiSfUZ5cuxTpvv92aZ8jej5QUjEVn+KGOVXFx3vmUdrKy4I3NyCA6/3yim26CeFq0SLWoiYrC5HnWLHhukpIgruzerZwc7+8qKsJn9BxXfRxEEHTsUS4vJ+rUCd/PIm7/fgiMqChVmEUPR+ZJs1tV3qQk9T/vJ6+COH7hSrKpqci9NQxv7x+HqtbWoqAWkTWccv9+FV5sJzYWRo/GwB6CvXevMmj8618wsowZg+deeYX79kHgvftueIwCwfA659mbXV6u7g2vvmr1ItoNDk4sXBjY5siOaSJcnSgwauHii/HYu3fgfo6JQf75+PEw5jA33qj29+mnIzoiLg4GL74++X61ezeiFjqGkDXUqxce+Rh3PxR8VVCAMf7hDygANWsW7jkxMfAMz5pFdOWV2JYtW6w5tTt2KCHerRtR167llJ6O99irpXvh5z6+erU1bDhcorW4WLUTcsr1FgRBEPwxadIkzmu19OkwTfNC0zSzTNOMNU2zm2maT5umudc0zfGmafY/9Ljv0HtN0zSvN02zr2maQ03T9CyxaBjGNUT0uGEYUw3DWGAYxrVO7zNN03cJSynEJDQKDSlIo4foTZpENHq08mwaBryuw4apCqJHHw1L/0MPEU2Y4F7BdehQFfKpe0p1b2i7dpjo/u9/RP36YeL/6KOYIJaXq7zFk06CQNQnxQkJ8O5yKxw7F18cPKdv/Hh4VjiP98UXsf122rVDrumqVRCQU6ZYww3d4DzIbId6byxkN23CxLOkxFokqX179d5XXiG66CK8r3NnhDpXVkJwE0Hw/vwz0ZAhgd+je4JZ6BQVQWCFMtmvqcH+OessnG9TpkDIT54MUZmZafU2zp5N9OWX+H/mTIR2HnsshG18fGB7n6IiiMJ+/azLOQyct23UKByH6urgLYL8EB2N8yg1FXm5RCqvuF07hJ3r+0CnthbCiY/vsmXwrHfu7FBxKMx4iVZuK8Ne7I0bldBj/HhQ9WiIigprhW7Gqc1N584VdOedCRQbCy8on+snn4w8cb/Xj85VV+GYP/UUro3qaowpLS34Z48/XkWHGAbueRyyn5gI4wSnFfTXMn6uvBJ/OoMGqRBnIojm5GS1f6+8EiK2R49Aj3Iw/AjQhhYfc0OvVPz55zDatXZqamDsO/LIyFUAFwSh9ZGbm0u5yJPy8QsVNk4hoguIaJlpmqMMw3gy2AeCIZ5WIezU1jp7TZy8XmvXqsIo69dbBSsRfridQnGPOQbiMCnJ+plFi6wtXYYNUzGe06a5j3naNEyKunRRn+fWNESYvN1yC0IGiTBJdZpUZGa6h+e2a+dPlMXFBX9PUhIEGfde9TNRJlI9IJ0KNbHYXrNGVSstK7N6RjlEOS4OocnFxeq74+NVeKRb6xY7+qTYT1Vg/XPXX4/Q2b/+FWHLmzZhGXuqEhOVgCksVIKVCEaI775Tz2trlaecCOvYv9970p6YCO/8pZcqIVFQgInnRx+F5tGyk5lpNabo56KOPaT9o48geHfsaPpJL4vWhQtxTbLQrqtT6QIlJdinevrAgw/i0S0c24n330dxI6cKz3zM9eN50UXbDxcd06MMLroI3x+qYCWC4WzECHg/S0vV8bYXZXPCbswZPhweUcaeB++Fvp1ERBdeiGuZc0v5POrSBedmQYH/1kz6+1TxSfD11zjO9voDDfW0btqE3r5tKTd240bcy9esgTFDj/AoKrLeuwRBEELFzdPayOw1TdMkov879LzBZn3xtAquVFYSPfccvJccwuYHt1DEl16yPl+8WBUVeffdwMkOCyQ3OLeSCCL2yy+JbrgBoaFEECbff7+Hrr1Wqd6LL8bkjYjohBNU38vjjsPfiSdiMrxhA56XlxO9+SaKnei4idZwkJ2Nsb/+OgqbOLW7SE7GRJlFq5+JMpGaYCYHpnlSbCwmuz/9hAmjYWD7dUE8ZIgS1aYJ4ayLgJkzMaYOHfztH/2YL1pk9SI6sQOpeQEFtYgQHqy33cnIwLZUVkbRHXdY36t79crKMJnv2xde261bIWi3bXOeOOtjZqHGodUbN2KMW7bAA+WV0xgKv/mN8/I1axDSyqGuXPH4yy8x8eXc8KbIMzQMVLDmY/T3v+M85qJFREq06qSk4JwqKvLX2oVIGZacwqPZODZiBHJPBwxwjnBgL6vfa8eN1FRsl546EAyvvPNQ0Y0bt96q/i8tRegwM3IkrrGtW+G55Hx1L557zvq8rk4Vp2I2b0YUy+9/j0JXDT3Xli3Do1/DV0th714I8o0biX77W9w7qqtxbn72GYx+fLw2bICHfckSlfZyxBF4jyAIQgvhP0REpmlyKcw3G7pC8bQKh6mqwg9rfj4mHhxKFqwIh1/0UMYNG6xVMO0TnYceCi0cbPp0TJCHDoXXxE3wjhmj8j6d+ljGxMCzyHmzLHA/+MD6vvbtvcMhjz9eTb6jorwnxm5elbQ0TGq+/BIe3gOafaxzZ0wgWZQ4TZTt/WGJ4Fm66CL3sXDo6+efY8xlZdZJMVdJLirC9x88aB1/bCy8yYaBc8kPe/c6V4t2oroa3kX2zuveqfPOs7534EAIlu++Uzt/1iyEk+teWPbwJiXBYDBqlNpGp3BfJw8qC/eNG1VerJ/CXnY2bULxIA5rfvBBiD+v8+eFF9T/bFDYsaPp248YhhKsTHm5EpFDhijPaFERzuFHHlHn1IED/nNveZ1ObYb4mCUkEJ12mnu/2mD5335JScG9jQV0qCLYKcQ5VB58EGJS36acHHiDGY6kOHAgeNsoN+bODVy2YoW6Hp94InwGEg4pZ1aubFj0QqR54w2V9lFbiyijZ59Vv4OVleq6LyzE77B+Dbclz7MgCC0f0zS/IyIyDKPjoeefen8iOOJpFQ7z3ntq4pWQYJ1A7t6tBFww/IT5uU1Or74aXtOGeDGnTPH3Pg491sdrH/uRRzp/NikJAnfiRBQq4v6mTP/+8BTs3IniLd27O6+HCPvaqdIrT343b8Zkh71pJ5ygxsmGAKcqxSNGwEP+8cf7aeRI976jOqNHo1hLaanytNrXnZYG8VFXFxg+rOO3b+n992NyfcklmFDHxXlXXda9rH/9K/adaQaKBfYkzZ4dS7GxyE0mwnn8zTfqHOR9b89trq527oXqJLCjo7FfdAFfnzY+O3Zgcn7hhXiemuosgnbtgid11ChrTiELcbdj0phER0O8d+oET/7KlRjnoEEQST164DyurMS50bGj8hyxkcCv4GGDkdO9hgVZMDEYrkgJNhjxueIlWrt1g2FNp75i5IorcB2+8Qa+UxeoRLg36SQkYH8XFdV/2/Uq7cz27SrUvkOHhvXR9RKl69bhL1g0RkvBqVCdnlbz/vvW10S0CoJQXyKU08o8Q0QOnc5DRzytwmH0ULuKCms+E1dm9UOwnqlE8AJygaObb8ayzEwUxvGaUDmFtfrF6bP2XEH7pMkwnEMzedLcvTsmg07VeDlvNNiY3fJcefL7888YBwuRdu3Ua7qRQefCCzHGzEyirl0rqE8f9I4NBk/Ai4tR3bWyMlAApaSoIk3V1d4C0w8lJQgJrKjAd9rDyO188QUen3wS25iS4i0UysqiKTVVnVec78eeayfhz+LTqajPjh3wbtoFU6dOzjmWoVBeDvEXLAxw0yYUC7OPjw0F9rGVlUXTO+8E5iWGEw7xzcxU7Z/y8nAusfg2TYy9tNR6zLgadqg9WHXDiGlaveMNDaU8/3yiyy93P7fYq83XDIez6u/Xi3hNn45wcbsBy29+qdP3d+igWnZ5kZ6OL+nUCfeMbduI3n7b+zPMW28h5UI3NHKdgbFjraHXxcX+ejU78c47RPPnW5f9+CPOl9ZGcbHzvcWL+p4ngiAIEcppZcKWTCeiVfCFX68ZEQp96NTUQGiwpfj77zFp4knf4MHIhfz734OvuyHeEb3HqxtOubunnILHqVPVsmAtbUwTwvzCC50LSfF2TJ5sDXHV4cnvzp2Y1PN39uih8kwLC7EufYL+6187hwsH23cnnqjWW1SkwmbtojQlBZMuFvheojVYZVHTVHlcLMC9QkR5GzgE2Q9lZTEWIcEh0AcO4I8FqpNodfKAb9mCHDR92+LjcbzsRo9Q23VER2McwbaNt0f/PtNUXmD79frVVxmHw5XXrUOedrgpLYVgTEtD+HxqKo4pi1Y+J/fvD6z8m5RkbYfjRWWl2ve6OF+0iOhPf1J9Tb08rU5GJjvp6TiusS6Fl0eNwj1MF60JCYHvP+kkVRlYh8N1ncL47Zxwguora8dPmPPxx+PEyMxU92f7fdqJnTtRWGv9emzfrFn4u/121BTQRfnRR+NY28N6/WI/Z3/8Ea2oHn6Y6LHH6rfO5oLdS8o9eUOB2ysJghM1NU3fm1sQfBK2qhoiWgUicm43YZr4cV28OLCnoc7Gjd6i9vrriZ5+GqFlBQVo5/Dee9b3ZGT4620aSv9TO36q8uptXbiITnQ0JmrjxqnX7KLCKW/OMNyLslx4IQRrly7uAoUFZFmZEr7DhiEsmYVXYSEm1vp+cZogO3HWWcqLPGwYtpO9vr/84h5qmpKCH0cWSH36uH+HUw6cHTYG6ALELZQ5Ph7H8eijvdep79ODB62iVRd8r76qvKNOotWpgA/vF/180nN97cIrlCiF0tLgYa0nn6yOv37dsffGMFTOsRMrV/prLxMqnF/N+7d9eywrLcU5w9fCwYMQnrqhJRRPqy7U9XOG9zN7PL1CpNkTrHPKKchlHzkSoep2MjKs13nPngjR5e3at8/ZKztkiLPB7Jxz0DbnuOOs9xYn2rdHPv5ZZwW+pp+HTvehKVOI4uLqaNw4FAzjY+IHXdjed596npamvLw9eqCKcO/emDiHqwWOHrGzbp01p7+lMW+e9+t+Qn/1FkCCYOfddxF9IwhO5Obm0nTkVkQiPFg8rUJ4cZrEVFTAe6EXTHLis88CLcdvv23ti0kEAXPnnfg/1H6BjC4Cx4+v3zq80MV5p06Br190ESp02sUz52QywUJmk5Pdc4QvuAATbt27ykKGQ41Z0BYU+A/PtXt8u3bFZHj6dFV4KjERgk0XrU6eViLl0fISrURKjLzwAiafbuPSc0XXrnVeV1UV/oJtsx5yzeHBDP/Pk2Anj3KHDhAvTqHdLGR10dWvH7ajsjJ4L14vDh7E+Ny85UQoLsXGFRaKREp8d+0Kb3UoLYQOHGiYkP3qK3XMeNxdusDrZpo4p9gQsGcPxI1dtFZW+guB5O2Mj7duI4d5790bGH1AhGM0ZUpgwS6mfXtcx0ceaRW8bAAZN86aN8oVgPXjlJpq9bR6ifCoKLUOezG2YcNUReqUFGWIcmpVFR+PMF0iiJ9Jk9T7YmLU9WWa6lrl/NtgETT2c0g36vE2/PWvaLvD+6w+IfJ6/ndlJQo6bdqEyBf2im/bFvp6mwPr1nnn6s6fjyJafD+trIQA+fFHHKe6OslnFYLjJ3JCaLtEODz49nCtSESr4EpiIkJ3iYJ7QPSQTtOEJ/XLL8OfQ8fjOfdctCixF+Xwym30E06qi9b4ePTg1Dn5ZITj2del55wS1d8j3L49BOkll2Ad7EXhdQ8ahEe9DY1f0crhiG7wNrVvDw8Wi6+kJOt+5kk6F18JVi11+XIIzc8+c/YWpKRgv/sp4MVC0+5F01t76NTWuotWnkhyDp6+H3v3Ru9VpzxgFvO6KMrIUOIglFB6p3UnJUGknHmmWm4/xnws9fxf/l4WO6H0PX311YaFDK9ZoybdPNbkZFUUKTFRLedx6fvP/poXfNyyspSoKilR96DCQhh5nK7BjAzn6+CKKwIFGcPne0wMBNSQITBe8fUSG6uMSqmpKMIWKl27IvKCOe44iM/p0xGV4RaizPD9IDER+4WNNroXtq5OGeLYQOHUT1uH7wGPPooccq9xsPAOxVjC6NfMP/6BHrCFhRCtd9yBfa/3Lm1JeNV4qKtTBZdmzsR7b7oJ+b0PPID+09dei79QrmehZePXgCcILQHTNENIkvJGRKvgyYABeAylRYKfVh+83mDEx1tD4nr1Ipo2zbl40YUXBoaNcgESJ+xCkyhQnLsJQjdRmpNj7RUaKvaiT5xjy0KLJ8p6YSF9jG7tPYJ9jw73gOXJp90LxN7H1avxmJYWmFf38MNEL7+M/03TOaSWX4uKQrirn0kZt9GxH7cePdD7kOF9g20wLKI1OhrbwOKnvByTcb13Jh9f/XwoL8dnuFiSLjIMQwmHPXvQAoTzi0K5dvRqzPqY7UYS+/lXV6dyCdmDH2x/fvIJPmNvU1NfeDtZbOvHKClJ5WSyQLHntBIR/fBD8O/RRWtZmRKr7K2rq8M5e/nl1s+5Gd4SErxTB8aORa/q9HQch5NOCvTAs7B1a1/lh4a0isnMxDhHjcJzNlzovVhzciDa9XZUwSbGfK7HxgY3+nFufn1Eq75u3ePfsyeOTa9eTd/CqbGprQ38rXz2Wff3s5FQaP0895y/UN9vv4VjoD6V6gWhqTEMI4j5NTgiWgVPeCIeipWXwzy5qmVaGtFdd6nXb7wxsEG9F/YJolt+bUpK4MQqJsY8vEx/LTUVE8yOHeG1DbW3otsEbuzY4PmWftcVFaUmwfZ9oAtuffI/YYK/73TzKhGp6sAc5mc3MPAEXe8RyxPu0aNRAbqiwjohY9HqFkqckeGvVytPtp32R1QUDBwDB6KoFBGO6/XX/0AjR1rfn5qqvLZObX14/bqQWLUKYe/l5ZhI28Ot+RyaM4dowYLgYfVO2AsUcWQBw8IgKkoZHjZuRK9M7g+re1r/8x9lXLCTl4f+w0uXOr++fn1ooZ6cy8j7Thet/fsro4Dd09qlizqnnNqA2OHjlp2N48OeLL0ISbt2yivI/Z6diqxdeaV332IirMfpszq8zYmJ1sJqwaIbdBra3zQnJ9ATqp/XUVF4PT1dCcNg38nXhp8oFd4H9RWteXmBbV44giInB8aV+vaXjTTV1TASVVai4ODbbxNddx36kRMhJUTn2mtR++Huu3GOErXsnF4hdPzkhnMev71GSFUV0VNPqfx+QYg0hmE8RUQFhmHkG4axyjCMOYZh3BjqekS0CkRknbwUFiKUk0gVfPEjKBj2pJx7LgoYPfCACn876SRMIvXJVHZ24Dr0ipr1aXPD6+zSxTnB8PzzlbeqY8dAz5VT7phOU1TpmzpVeYDi462Cj/MEiQInpl6cd577JJ1FBntaeYKo5/HpVWC52m9qqqoi2rUrvJ4cYsw49ULVsb9/717nKsLsZXMrstO1KwrWdO4MAwJyG+sCihulpVk9rfr6pk9XOYS8P2tq4OkpL8dffDzWPWIE1pWergw8bPXWxz97tr+co8pKq2gdPlz9f9FFyigxeDAqyhLhWt2yRbV64RDQV16BoH3qKZwvJSXOueROrTcqKiCE9Z64fsZOZBVwzLhxKnx440Y8smg9/ni1zX5ESXExzkE2vCxahO/WtyM2Fsdu+nQYMM4882fq2zdwXXYPe33o2lVdpwkJELhXXYX7nZ/KwHaOPbZh4yFS93MnsdmxoxKtXrmWRM4Gnehoa9Vghlv51MfrYxhEDz6oWt5MnYowWTbAZGfDg85Gq5YCn/Nr1iAE/6ab0MKMRQYLfN3QyX2r27WDQWfkSJzveks6oWWwdi2Mhjt31q8VlN/6CHaP/dy5uF5CuX8LrZsIF2IiIhpNRJmmaXYnonOJ6C0iCjk2SUSrQETKqpeXhxyiF15AgQ32HoViPWfxkWa7NM48k+iyy9TzTp0Q/uU0AeIfcbfcNDf69UPO2fjxsFD37l1m8aJecgnRxRe7r9M0MeHkysFuBMsxCwfJycqrHBdnLTzlJlqD0aGDuxGAQ4tTUyEeSkqsPUMnTULV1XbtMMlkT2taGias06fjf65uvH8/xrlnj3tRJw7zzsgIrHi7YoX1vXV1arLtZ5v1Y9yjh3X/6e1peGLet68ST0OH4pG3Ubd6l5XheBgGztMLLsDkskcPqwCyi8G33w4+oa+ocO4vapo4brz+o49Wx3HfPmyDnj9qp6Agnv7wB6LHH/cuaMPeHBY9oVSC5e9nA4BuCOjcWYl43u/x8RCemZlqvwebpB04AM9wSYnaTxUVgb087fugIVXHg3HGGYGh+jEx3pXBnUhMhEc6WGGzYNWlidxF61VX4ZrLy8P1FCwcu7w88Pt69nTerjFj8FjfUEU9+iMhAfdxhg1l/DvUUK90U8H7wmufJCTg/nfbbYiMcIqCycgIbmBoDJYurX/fXQGCde1aGCk+/TT0zwe7/zqdV/b7++rVUshLiHghJiKilUSUQURkmuZPpmm+Z5rmzFBXIqJVICJ1Q33wQbXsl1/UxDMlBeFZ9lYkTpOH0lJ8LpiwmzyZ6PTTnSeUcXGYBOnFaPwQFQVvrt4vcdIkotNOw2tJSc55Z/okLCbGOian/oh++jz6xWtiy+OIjra+j/P2iPxNYkOBveu7d1vXnZWFiTWHLZsm9rE9HzA9HROvqioIN/4jChQTnH+ZkQFRo4ejskeOWbZM9Tzl9XiFber7q6CALJ42Dg82TSVax49XRhX7MbHntjrlQPbqZTXUFBbC0q2L12BFmqqq/B1PHt+YMcoDw4IvISGw7dGqVSpO9T//ce+F61Td2S88wWrXDh59XbQmJCjBrReyYk8kh1rzNmzYAO+8vT3LggXWdRLBy/rhh9axeLW7CTdRUc755aGSkQGPNF9/blx4odX454SbaDUMFTXjJ0Vj2jSkc+hh6mPGOBeb4oJq9QljNU1rioY9nJ8NNHx/mDMH/WObO3yu28PsZ8xA+O8llxD9+99Y1q+f+7XPLaFqaxHS31RFmb77rn5iS2ga7DnplZWIPNFZu1Z5/AUhgswmok8Nw/iDYRijDcOol8dXRKtwGN0ad+mlRBMnqknYrl2YJHDenBdOIWVOsBfRrXjJwIH1Cw22k5TkXl3WjpMIHzMmsPBTKB6UYHj1wOVjYreUmqaa4CQmIufLSVyHysCBatJcUIDvcNpW/budjA7sLeBwPg4PdhIT/fqp97//PtGf/6wme7oleetWNflLSgpeQIfDFYlU6CqTloYf/IoKfJf9fLVvs95aZvduFR5s/4wuWn/5BVVAly1Ty7wq9FZXY3v1iSt/h/285POhY0fs24oKtY0coqqzc6fa8WVlyKdzoiEW+cpKHI/oaHj07W1j+Dxnj9HkyUr88DYfPIjxff45CpG89RYqJPP2s+C6/37ladXbDLGhqiHisT7wfmsKsaxXK3bDTbRGR6t8byIU4vIqnJeYiHM6IwMGxLPPxjHu1s1aUXzCBGXMqq9oLStDuP2sWdZxT5pkzZflHOZwFRBrTFatwmNJCY7Z6NFIlxk+HPtq9Gh/UQBJSTjH9+zBMdPvKULLIVSjoN+IgqVLcb+86SZVo6C0VBl+pRKx0Ax4kYjmEVEMEV1HRJ8bhvFjqCsR0Soc5vPP1f+jRqFXZHw8flS5r58f7MVkgtG1KyYmHCbsVBmYyHtC2FBxO3YsJmJuXo5zz7WGMYdTtHbvDs/J+ecHvsYhu/ZQa9O0hm2NHavC8xrCkCFqH+zdi+PvFKLEgsGtSAt7ou+7DyKFRavTeXHyycrTtngxvAg8IX3xRet7Dx7Ed8fGBv9BdxK07NllkbNwobORRd8m7lfMsDizb3dWVuBxIvLfSoaFsZ9rh7eNxT6HCHOxnauuIrr6aqJ//pPHDMWoe7CWLw9cr2liXS+8ELj8nXfg6XTb75WVzm1siLCvWFCyqNGLFPFxyc939qCVlCCnuLQUXr/27a15sHw8eb845ek2BfbiXJHC69oYORLeUyLs7zVrgq/PMJBX6hZh0quXimSpj2itq8O1bTdgdumC60r3tOoTf6cc17o63Dd+DHk6BBoj9PjAAdXKzOkeEYzERJzTDamlUF0dxh8toV54tT9yws+5OGsWBOvXX+M5Vx1+8020qaqoaNrIE0FwYadpmneZpjnTNM0LTdMcQkSDg37KhohWgYjwg8gT1SuuUMsNA5NDt1wzp5uqUx5UMLKyVAiaUwXcK69EcQ4npkyBqGwInTohN83L6j0FBkhPAAAgAElEQVR2rPo/nKKVCPvLSTCPGkV0662BxVnatVMtV4LlwIWKPvFOSHAOJWWvnpto1cNTt2xR7RqcfjyjowMn+xxGaxfMekuY+kwuzzoL5xIbAxYuhKj28szZ+0NWVTl7WjMz1aTS3t9VH2tBQWC/2nffVZMN/dpJTEThMnuYPJ+nLFp/+QX7hj3jhoFzxl699rLLlHHj+ecRplhcTHTnnRDmmzcTvf564NiffhoeuV27VGsdOyxaeb/ohiSu7mwYuD8YhspTJMJ5Hh2NdegtT/QxLFmC84In/U6eVt7/TkWXGpPzzkNaglNRuUjgVYiJCBEVeuubYPi53xkG7kv5+Sg8Fsr1iX7K7u21oqPxmr22whtvBAq5Tz/FuriYYCjU1iL02I+QD4WiouBh314kJuIc/+ST+n0+L49o4cIulnzHUAo7SU6kf/btcy9uF+pvVrD319aqCsITJiDk/6ST8Lljj8W9ce5cZRQU2i7NoBDT14Zh3KwvME2z0u3NbohoFYjI6nXhqqQM/2AywQpt+A0PttOlC0LOnLymXlU+MzLCn9fpRFSUEmPhFq1uREcH9kAlwr4aMwb5iYMGhe/77KGHTgW4YmKsoahOQl/PZ/7ySxWm5HZe2HPk3CZUeqXf+ohW9kTaq7raxbR+fO37oKrK2dNKpHpJ2sNz9XW8/TYKcyxZggl3aSlaE+j7VOfEE91bp7BofewxhIWVlQUKtj/9CY/p6TifLr7Y+vptt0FIv/FG4D41TUxY9Unr0qUq3Ex/v120HnUUwj2nTcNzVHLG/xzBwURHexvHiosxhuJiNfnXRSsXgWLjjl7Epyno2RMGAa9Q/6YkmGiNicE5VVhoNR644UeMcxsuFpFOlard4PxyN4/QmDEYp1MxIr2fpWmq4lL2lAA/8Hltz6dvCMuXw+tbn4JGHDmQlITtYQNiKJEEVVVK7HILlI0bUanZb4i130KMNTUtI2y7MXn9dZyTX3yhlhUWEt18s3N0ixfBfuPY6BQbS3Tqqag6fdlluBb5d6Bz54ZXSBdaPs2gEFMmEV1jGMYuwzAWGIZxn2EYU0JdiYhWgUyT6OOP8f+4cYGv20WrXtXVqSBERUXT55Q1FWec4e7xjQThFuupqRATPFnasyewGuG55ypvnWm6T4wffxyPX3yhPKZuk1K7h8WpVD8XduJzS5/kOlXc1bGHNRoGQtIZr/Bg+/ZxeLATd9yBvrbnnIPn3LLmxRcDwyY3b8bk5qWX8Jz3USjH1CnU0F59tE8fomnTfqR77w2+vp9/tj6vrFSWfKaigujZZxGmOWeOKvJhF62mSfTb3xIdd5zy/vIkzJ4LbRiq4rQT77+Pe1BdnTJqseGgslIJlEsvhSGH2/60dZyuTW7n1bkzjBVeFZujojAR9tPHmj2tLKj0SXswOFeZ7wMcWcAGCq5v4CaeODLDPsnftAkCLVLVhouKENFA5K/90dSpMNxecgmKB15yCSJq+P7Ex8pJvO/b55y7qC8rLCR6+WUVPRLuisRLlyJ6JVjBudaOaapwXdNUhv5QDRfBzlvOR//d7wKv9fh4hAefe27jVk8XBD+Ypnm+aZqDiKg3Ed1JRJuJ6LhQ1yOnskCmqQoVOQmyhARr/0S9EqLd4ltbW39Pa0sgLs7fBK4lM3YsioUkJhJdf33gBCQpSYVy79njLlqjo+G1T0wMLlqJ4DHWq5TyBG3XLiX49PBgInjWTjklMBzXzujRgcvOOkv9bz9fdcu0Yajz2jTdw4OJkJ/8+99jfbNmoZgZESYwf/yj92SOhZffCUZUVOB7O3RwnuikpdVYvN9//COOzd134zmHS9tDoYlQfdIJzs/iyr120aqHtPMyPazcTmqqurcUFqpJH3t52YPHwubkk/F9FRXq/tShA+5Xwc6H1o6Xp/W00/DYubMq7LNpk3Pdgro6/+ej3dMaCmysGDMG+djZ2RBrev/STp0Cq/AyeXkIK583z7p82TKECW/eTFRV1fTTHT38Wr/f6Oi/J/w/Fw/k1klsnHLzsJomPHwffOA9nj17sA9Z7DiF4rutPxgbN6r7hxT+Afn5RNdcA8NkenroHs9g+517f7vlmnNahiA0F0zTrDRN8yvTNJ8zTfO2UD8vQQPCYW+ZW95DQoL7ZMF+Uz14UOW0Tp1K9Mor4R2r0PjU1UFUPPyw8+txcQg9Ou00TCq9QqWzsuCZ50mplzHjppuwruXLkV994ADev2CBCk/k8OAjjkBIcVSUc59fpzHr9OuHCVafPsi59eqHFxWFFiyPP44CNl7hwXa6dbM+X7FCCVk7PAa/oX8XXghP7aOPEq1fj96yujfTi759VfjYrFkQ5ddd536d+6GqyjoBtxdiMgyI+vz8QA8957hu2oQ8WzsTJypPFYvWLl0gVj/+GDmxeshxfYoBtSa8RGt8POoAfPwx9l9pqapGe/HFuL6++koZkEKZ9LZrh3XW1sJo5RWJocOe1o4d1cTe/nuUnq48rQsWIO/073/H83XrIMjcPIdffUW0Zk0mjRjhr1hWuDyz+njYMESE6+T44wNbNbnBhjq3ewN78kIpmEgEMT9mjDrGixbBYGRPIfCzP+qTQ9zasLcEfOQRtTwry//9ldu/BdvvRUX4LdIjlU480VpUc8QIf98pCC0BscEIh9sNuAkK9mYwO3eiYTVRYIGGigr8gCYmWiewXH1SCB+NVRHQ/kPpFHprGES/+Q2Ej9eklD1eS5bgx9VtAmyaqlAPh3bqoaKci3XwILb7xBNDCwG1hx9nZeHxlltQuMLeF5IIeULcNufVV/EYH49z3q9ojYrCd3ARL69JCHshvdr46PA2xcURHXMMHmNjg/dHdoJzMdlyv2JFYFiwF6aJ+4KbB5pF69ln4/kvvwSKVi8v9PvvKwHA9xX9XPrsM3w3e/maOjyxuYUjGwbEn9s5mpGh8vP5mBPBCDJnDvLQlyxR63KjXz/rfYjPSRZX+fnqtcpK94I+fK17Ccq0NBzfujqi3FyEsvPngtVZYLGweDG2yy3fNdwFh/icfeABtWz6dBh09Tz1s88m+tWv3NfD17Qeyj17NsJNa2tDyx+2s3y5CuXetk1dQ/q9as8e7O8vvnDv8SzgutHh+/4FF8AoV1Lifo5t2qSM/Pfei1oE9oJ9dg4cgDHHMFD7omdPGHSZLl2aviidIDQm4mkVyDTxY+hUACkrC15TfcIRFYWQwREjAm/A3LaDBfDgwaqoRWamEh9CaOg9EZmOHRun6IVe+ZcosDCXHS9PjF5EKioKBUmcCkfpEyT2sHz0kfW9dXWhl++/6iqiDz8sIMMY4Ph6fDwKVzhx5ZV4XL0aeYD79ytPBoswPwwahL8lS1CEaeJEJdJ1eCIdLD83GIaBCbBT65hgrFqFsESePI0YgbxUZvly3CvGjbMWHXrnHTzaxShTWQlhwce2ujrwfTk5qpDVhAnwTuTlwcO6fr0KfeRQScPA5O6OO/CcDQqRYOjQ+ld2bQwGDMCfF+z5e+wxon//O/B19vx7neennGJ9rnsEU1LUOXjGGSg+1rkzfmfGjLEaZ/yI1nbtcHz1vrJvvqkKfTHLliEyYsaMwGvsl1/wFxOD8R1xhPU8tocXN5QDB7D/kpPx+8dGGx3TdA/vZHi/fvstvMrnnYdt+PRT/DWETZvwaPds6+KUDRhE2BY9jaOmpukKEzZ39u9HDnN2NtH48cjN5vzsvDwYiNxC7vXeu/w788MPqi6CE0VFyoindzfIzg4UsIIQSQzD+L3D4gNE9KVpml/7XY+IVuGwp9XJW5CejslgZSXKqRMhnJCI6K23iI48Ur23qAgVCYlUMZkTT1Si9ZhjQvPeCN749ciFin3iyIVb6jOOqCjkky5bZs099IJ/hHnied99EOh8/oUi6mJiiBITA5VMqOF/N9xgrUzqtk86dVKGGzeWLVMVT/laMk2iZ57B/6Ec14EDVTshZutW5M9lZWHisnOnvwIgmZmYVOkh/atXo6jUv/5F9Le/qaIyr70GsfPGG5gY8aS7qsp5QsaCIz0drx9/fKCn9YwzkKdqzxn/9lt4krjvpu5p7dQJRgAu1BQp+vaFaG1JVTr1PMmqKkyUO3VS3lLdSOkXFlebNsGTyPvjvffwuGcP/jp3tv52cDi3l2jla3buXLXsiy8QWnzbbep8WrAAv0UFBSqiws5332H7Vq2CsYQn/F5pAvWBU2Wioxsm7Pi3mcOJc3Ks+b5e8H774Ydk+te/0A98/PjA9/k1ctXVwWOdno791RAvb2sjJkZVCF6xAvuaDbfJyd6eVkYvNhasavPBgzjHTz7ZutzeIk0QcnNzKTc3lyhyLW+OPfSXe+j5mUS0mlBR+DXTNB9w/aSGhAcLhz2tTh6swYNhtdMnhBw+VFhonfxv26Z+9N1CSoXQSE11b0lx0klNOxY3gk3UuZ8skXd4MGM/Tz74wBru2RTtjXT0/MCcHKKHHrJOuHXs/XR1eCKht+hgEX/PPWpZKNvn9N6KCuznSZMCx+l1DdrPp/PPx+Nf/gLv1M03W19/8kkItUceUV4aNy9CfDzO49hYbOtFFwW+JzrauchZ375qncccozxjvIz7FPsxiDQWhgHv4W9+E7kx1AcuvPfyy0T3348iYgzf50MRrTwhf/lloqeecn+f3WhUWor7iJdBiu+D9j7BeXnWXE/+reJ8V69xEinvfqiUlLj3LGbi4tQ1ar/2Qvk9jI+3Cnqvqr9r1lgLIXGxpdxc5OfMmwdv9X/+Q/TEE87rmD0b+a1u/PADDFpugjXU3NrWgh5ZlJ9v7VmdnKwq4HvB+d1EwYualZYiqi1YVIUgNIOWNx2IaLhpmreapnkrQcB2IqIxRHSF35WIaBWorg43R6ecVsMIXK7/UOvVBzduVKKVvUV80/bTC1AIZOpUFNxxoqFhpA1hwgT/701NhSduwgT/4ZtnnKH+X7oUQpEIoasnnuj/u91oSKGV5GT3CSfnwDrhZP2++WaILT1sPpTK207jsIf56dvqNbnRw8Kvuso9tIxDtnUPr2nCwHXFFc69SjlEkghec3tOsNfxSEhQ3j89X5c/zx7DYHmNjc3AgS2vsjhfS3rhFs7/5Ml1KOJKN5KsXeue/2iPRjh40D0fmuHzJzERAo7vCUQqwofIel+84QZ/4yayerX4fNyzx937+sYbwav1lpUp0Wo/x5OT0c/ZyevpBJ9bv/51oGdNB0Wn8P9LL0F82qv53nUXfq+//tr9GO3ciSiH+oj6VatC/0xrwN5fPCMDfxdeqK4NvaK0E7pQDeZpbc3tBYVWRw8i0u+m1UTU0zTNciLy3VVbRGsrpaYmsL+mGxwq5Xbzs3tg9QI569ap/0tLnUXrhAlWb5sQXpxEQrhwyqUlwmTrhBOs4tKLf/wDeVh+RevkyaiKy/Bk4OabIxuC6ccLyr0l7URHw1NIRPR//6eWswdzxAh3z4cbPMnXW7zUN2xc7yM5YoQ1z45zF3v2RGGpo46yToSXLMF29OjhX+To7wt2XrCAZq8qkfIAOvWqFfyhCzw2DOgClig0T6thIIycue4651zfLVusnvGDB3FteX2X3qs0LQ2ij3Nxk5MhhGtqrBVa/bZe+fpr1S+ZqauDGOaw2S1brIWl/IQSl5WpfWwXrfzbaK8h4IRpquOTlgbho7en2rED7atY5NTW4nV+ftNNeNQ9gYxbTmxdHaIoHnrIuh/dWmA5sXdvcGPSK69AHLcG7MaY9HT87hmGuk+59aJmdNHq5WnlsP6mjjwShHryEhGtNAzjLsMw/k5EnxPRy4ZhtCOijX5XIqK1lbJsGSysxcXBZ/hs+WNxOniwNRTJXmlRbydRV4fcVg4HsotWIgicxqp029Y57zx3T2xjM3RoYEuXYIQiaOLiELI4fDjazTz+ePisyqF4WvX3+mmvc/757uf79OnIY01Ph1dS57zzQu+pN2gQUfv21tBeu6eVxeixxzoL2vPOw2NUFMY2a5Yax6xZCAO+4AIUPPrzn7G8Y0f1+aSk+nk59XMhmCHissvw3bqHiT/PHqjjjw99DALRf/+LFid33YXnb75p9a6FmtbRrRvynZlXX7VWKGa2boVAnj0bQlNvWeSEfu1z5E5SEnJnCwshgvfvx/WqFzy67VAnwC1b2tGWLc7XPlfPZaqqVA41G8w++gi503bq6tzDPsvL3UVrKBgGip/FxMBw9O9/Ez34oPrO++7Db/DTT+N5QYHVWMBe6htusBZRIsLxyctDUTO95gQXaCJCTjwX/fObO15ZCW+0XsSJCMZ03mdECHXmPNCWjh55dvzxKOZnN641RLTW1KAonWmqOgXiaRVaAqZp3kNEVxNRERHtJ6IZpmn+wzTNg6ZpXuz9aYWI1lYK57zU1AQ/xHxjZIvdCScgPysrC5Nr3QsSE2MVrStXwhJ999147rdth1S1Cw8dOjRvg4D9OLtNgN0mdO3boxhTdHTjepSdWt4wuifEr6fYTyGME06AEE9JwbXHhqJQPIft2iGPUq/83auX9T3duhFNmvQzDR+OCas9hFUvmOMEH7Pu3dUEbOhQ9foZZwROhP2gnwvJyd6htVFRCA13+jyL7auuCn0MAkKux4zBecf3koceIvrDH/B/fSoyx8RYw17tXkwiVeWXCBP5+Hjv81C/z61fr/7v2FF5uPixb18VJVJcDEE7f343+r//gyj3gy7adFhk67zyCtGLL2Jf6eG2eniwve1WKHDhqv/+FzUm+P7yu99BdPJ38Lj0ENTaWuyDjh0rKD4exrK4OKJbb1WFqh58EF7kWbOIrrkGy/Q0oEcfhTC+/Xb/Y2bvrG6wyMuDMf2pp1BQCyl2rQfe7/feC0Obns7AEThuopV/37xE6+rVKPC0dasKTRdPq9ASMAwjnogGEFE7QjGoMwzDuDPU9YhoFQ6HELHFLjoaoYGTJmFCqIeQdeqEfm2PPoob588/q9cqKvyL1nDkJQrNn/btrc/tXkA7EyYQHXec93vYM9gQcnIQyjplCv53asPD6GLJr7ckI8OfFzo6muj//T8URWEaEu7qViCKSU1VxXeIVOGgUL1AgwYRjRqFIk2nneavKFgwj51uHBg3LrjwdxqzH0+4AJw8NHrYekkJvGr1NRadfz689ERIQZkxw/29RUWqyq4bUVEqvFWPUujUCR6u6moVZtq9u9WQohcRW7QoeIEbIm+x/vLL6n/TVKHOb72lvJ1Eqnowj7++cNsxvob0NiiffKK+v6ws8LpgcVNdjQGkpeH3OyeH6K9/DfyuxESimTNhkLaPed8+oueew7Hk79y8GWHUH31k3a/cwuXgQQjUb79VnQQaA9NsmDc7HBQX4xixIVDff3xf377duWgcR4p4iVb2TuthweJpFVoIbxPR2URUQ0QHtb+QENHaAqmowI+j3dpbX9gy7Hbz00P/unVDWMqGDfhh08dQVKQEsFPPV6HtwOLB7jlxM1ZwuGlycnCDR4cODRsbEb7jV7+CuBw71moR96IpRFF9c1KnT/f2GNsZPjzQqBAKl15qzaUNhlNOnw5P8E45hah/f/cJKHvvnURAc446aG7wuax7auLi4G279FI8X7++YTnkhkE0bJh67lb1trIyeHgwEbyDs2ZZe0d36oTfoRtugHAiwnmQmGgt1kSk7h07dgQPaWfRWlfn3b9VXw972vh3UPe0NgR7O7r4eOSd63TujO+/5hrk6DJvv43HqVMDm3rHxqp6Ezk5yEe+4goYpAsKrPdaNhhwzvP8+fC+PvQQwqZfew3Vp2fMgEfVnv+7fLm1x66dV14JnNOYJkKW/eQPz5mDcOS8vPD32/VLcTHOOz6P9fOZI0m+/NLb268L1ZIS1A3hisJ8zzRNa2EyQWgBdDNN8wLTNB8wTfMh/gt1JSJaWyBbtiAMyqs/Wih5SPyje8wxVi8Mo09M7SF8K1ao/ysqcNOOi3OvbHv66dZiKkLrZNgwnCv2arpuk9Lhw+FB7dixebdGaoi3xC9uhZzCyfTp1vY8Th7wpr5OR46Ed4y/l+819n6UJ56I8UdHBxZ4a87nTnNj5Eiiyy937jl8wgnwnmdlWcVHMJx6fc+YoQwxmzZBWOi5f0QQrXFx9bu+nL6TSU5WRcSGD99Hf/oT/n/4YaLrr8fY3ASRHuart9yyowtE5qWXkAuri9Zwn5u//a3yZBNZaxvw7zIbfrp3J2rXrtZiQGDOPBPC86abYJQeOlSJ1d69iW68EQa+yy6zfu7rr1Weqx29mjMT7NgWF8MY/uWX6phs3YpKyPacY51331V5s/v2oYdsUZG7p7yuDnOVxvDKlpS4G87YkHHwoHNVYD4/WLSmpGB9K1c69/7mivMNMTwKQhPyuWEYQ4O/zZsW1Aq97fDTT7CA+qkqGA7Y+t2tm3NeWXo6cp70fok6hoEfgNJSrCs1VU0U7PTsGZp3RmiZtG+vDCDp6d6TPiIVUkWE84NDy+xEss0PUWiCcsQItI3wS04O8lF79Ah5WA1mwgREUNgrxzJHH+2vaqiXV+7II5FOEBXlPKFMSEDIMZOaiolyQgImx3v3oq2Mjl1si2j1j2Hgeho9GoZQnehoJVL8VuDVOf54CA3TxPF+6CGIn2eeweuLFsFjypSXw2Pkdfzc7iP67+TkyYFh5Vy0KTbWdPx9u/NORA3ZCVYwh3HbP/PmwSAcbk9Yp05KxBgG8lxra3GddOuGe862bfCS//e/eB9fN3qBRR09Mioqiuif/8T2p6fjOzi64eGHcR3ee6/3/vnhB1zjr78Ow8fo0f5yozlXuaQE90FVm8P9M3q7MCIlRt1E6aefYny9eyO1gcnLQ6j15ZfX/3empMT9ePMxcuvTyuc+e5tTUpSAjY62Ct3Vq9V2O/W8FoRmyCgiusIwjK2EFjcGEZmmaQZJarIiorUZ8vnn+HE59VTv9/mxFC5f3oHOPts9V2jnThWy41Uo4mKttld2NqzzXLAhOxvr4RYlvXu7/zgKbY9zz1WTVT8kJakiKs8+a50UXn55eMcWKqFMZjp1wrbroWCnnqo8ifYiJCNHRq6oRmwsJqY5OZiUHjyoWmbxmHv0gGHB61jaDW0nnqgmaT174rj+739Yv5/7F++Pc87BpC9YGLeI1tAJdk6HUmSL939WFtGQIarQklPIO0+827dXotXLGzdypGo/o6NHczh5XceMgbFk+PD9ZBgd6JRTrJV19+8n+tOfMF67N9EPHLpph6vsNqZoJcI1wdfF3/6GHNY331SClYho4kT8RtuvucmTid55x/l7nH7DExMhjE85hejjj7FMNz4QIT9/40bsY35P//4wMH30EcKI//53nCM//QRxZjcmlJaqUG+i+nng3e4vP/yAx61brcu5fd/27c6tgZyorUW+7tixMOoXFytPq32bYmIwx3ITraYJrzHn/aakKCONvW1URQVEdnIyvlcQgpGbm0u5ublEKIIUCSaGYyUSHtwMMQxYvvXQm507nZP3nbC/zyv39b33VHsDv/lg2dnWyaHuHSHCjVzyLFo2l18ePoEYrr6qfiryNgXJyYEhq2507Ej061+r57oX9eyzrVEHzaEKZFwcJpNOubuZmcGL8thz2Y84InhhLT9ERfnLO/aqQCy4c+aZ1vNUJzvb/3pY4KamIvxcrzJ9/vnW9z71FHIh//c/7z7hjN0gMWmS+p/DXp2KnyUnE02bRpSYiHhfNgbffrsyxhYVIedy3z6EDM+YEdjqzQ23PE3+HebtYo9vQwm2Hr1IExFaGbFBWv9sYiKEZH1y6Pk330lM/va3eHztNesYKirgeSWCaJ0/H/27b7stMPyVW+gxTsaosjLvOZEfo1hdXaAHWG/RU1iIUPayssD3lZZi7lRbC3G+ezeW8TzKPuaYGLzGorW21hqC/tNPWE9eHvZrcrJzZMGsWagYvW9f06SSCK2DSZMm0WxYyg8Ee284MQxcCaZpbnf609/jB/G0NkP4h2DhQngmysshLtu3V9U+ieARmT0bPRS5Mt0vvwQm+QezOFZV4QYb6qT5hhuInn8e+U+miRspEaza4vFo2YQ7DHfatPqFGernUSiT58Yk1HAsnjAee6xVwGdmYlK/fXvzrKbNk1l9Yup0XZ96KrxdO3cG5jA7wWFv4coPjo5Wkz+ZxNWPcF1bOTlWL9Vxx6mQz7FjcQ8YNkz1hNXRJ/BO2H/HdLF1zTX4HfNz3+rQQXkH7YYQvaXLo4+qtj9OvPAChMONNxJdey3C36+/Xr2ue1pPP93fteGHoUMRqu+Wi9upE9Ett0AcHXOM9bXYWNy/XnpJXX/Jye7eYje6dkVRLKe893btYJxjozunDz3zjPUY6j1v77gj0GOrs2kTDHy60e/FF/H4yy/wCtsNas8+qyJ2qquJfv45ISCX9Lnn1O+Sfm/bsQPf9dZbalmfPghz5nPszTetovmddyBanXLEibC/8/PxV1WFCtRlZURXX43vLiqCsefgQZzbCQnYtiefxHsWLED0C3tie/aU+53QIlhsGMYbRPS2aZqHXXGGYcQRQoYvJ6LFRDTXz8rE09oMsf8YvfACHu0/LNz0XO+npvdnY+y5J6WlsGQuXozn9S2CMXQo+rslJCBc6Ikn4KGZPr1pCtYILYfo6Pp5Evkzfqv7NkfatUM1VifvbNeu8PY0x77FJ5yAkMxgOeh9+uD49O7tz6s+YQJ6eIar0u/o0YHLGtI2qC1jn3Drxbrqg/47EB2Ngj5dumAi/uST1hBWva9rMAYPtnr1OT83VLKzsY16Cx2GjboHDiA/t7QUQpSF12efQUCwsXbdOmsPc1209uwZvt/EqCiM1x4Jo3uqBw0KFKzp6dWWasAs0lj4jB9PdMklzt8ZE4N+zDo5Oe7XO3vBJ0/GcR44UBWOHDNGvU+vdv6736mWRU4sXAih9/33VgPHrFkqNcmNZ58lWrMmI8ArrhtSdUG9cGGgZ3XLFojcqip4VZ28vBZZpOkAACAASURBVOPGBebdM7W16hz47DPlcV23DtEGVVUwZBJhPsa/ee3boxjTe+9ZWwZt3y6RJUKL4FdEVEtELxuGscswjI2GYWwhoh+I6EIi+rdpmnP9rkw8rc0Qt7YAjN3bwTfw2lrnYgcffaQsjjt34uanU1XlP0Ro2DDnaolEuCHfdpvzGAWhPpx7LlohOFW1bkl4hT565ZJHkthY976vuiclVBISwpuHlZMDD8S2bZhEn366d0VZwZ0zz1ST9w0bGm5Mcfsd4OWxsUQPPADvk1+jVseOiEyIisLvmj03nAje/6wsCAs9TNWJq6/G49y5ahkXfXLrLau30tEr6H/xBcQi5+kSWUOkw4ldpPftq3KInRg0qJgMA/ebgQORw2uH6wnMm4ftP+00og8/DH1sRx5p9Zzm5KBX75AhuJfX1GA/HXEE3jt7NkTcI4/gc1xEasIEhK2zF7WkBIWU8vLwfPt23IemToUhfsUKGEb0e6ouhPWCTnV1OIe4z25tLdE998AYMHiwe66vfp7YOeccNX+zn/vZ2Thv7r8fc7KxY/H9RUWq4NKoUZhf9eiBQn7l5bifvfKKWs/w4WgDRCSiVWj+mKZZQUSPE9HjhmHEElFHIio3TTNIeU5nRLS2AthaqDc1t8M36JUrA19j0eonB8Svx0tEqxAO4uLqVxxFaDwuvhgCw+t+09SMHYvCKh06hKePb1vFMNS9281gESqxsd6pAWlpoXnGk5IC+1/aDb3du+N7Q6mt8OST8OSNHInoo4cfdn8vRykRWXNfX38df+ecowzB4SpKOHp0YBTWUUcpD2ZGBsKxu3Z1bjnDGIbV26n3/mTGjkXxn6wsPO/Rw3+LGKfq4CNGIKR5yhQIUN1LrBf6iomBYOYCTosW4a97d4QQM1w5t3NnCNbjj0fI87p1EK11ddiubduQq8xs2AAv6s8/Yy507704Xtu2YV1FRSgkde+9eP/GjYhws9ftcMPL4dCvH87d8eNxnn36KYwbegX0oUMRop6djfOXawtMnQpDTGUlIlu2bkUEnUSUCC0J0zSriejnhqxDRGsb4ZNPcNNz8sRyY/fvvgtf3o2EBwutiV69nHuZtkWao2c4Lo5owIBIj0JwojH6Yeqcfz6+o7oaHqiiovqlExiGyld3yq/Vo4wWLPBel54L6ZbjGCqDBgUu043D8fF4j1t12tRU574xPXoQ/fijtd8ni0Ei1MxISfHXvmvcOFQKJlIe8EsuQf6pLjp1EhPRI/brr4mWLlWCVSc/H8eXj6tpYk6zfz8MBNHRCEk++mjcn+bPRxEluydy9268xufkHXfguBYVWYsePfMM8pT/8x88T0uDoFy+HMf2rLMg7Ing6f3qKxTW82OsHzIEY2bv6aBB2P9JSQgj79ULy887D9uQnQ2RqwvUgQPhVQ5Xca/mTEkJzu36FAwTWh8iLdoIW7YEVuRjKipwU+BwJjt6rhH/CJx8slrmVAxAPK1Ca2LChPB5ngShLRGswJJfWLDYc6GjolTO/IknBuZeMkOHHrB4GL2Ijia67z54vTp3RkXca6+15uASBW8HFBWFcObGgoVmnz6qKFJioso15d/r6dOJ4uKcG6X2748cWV206qSlBRqhdQFxwQXWddnxk7s+ZIjKBeUe7+ecg0cOUb/hBqK334bgXLsWHtnly5UhPjNT5fGWlRGtWaPCiJn8fHx+2jS17Kij1P9/+xuO+dlnw3PL35+djXU+/zxE1MsvEz32GETtffehqNRzzwXfTiKkLpx2mioq9cYb8Or/85/qWsnKQsTIwIHKu64fn9/8BvnCbjnIrYmXX8ZxF8AXXyA6IFz31ZaGeFqbOU75Ok4UFAR/z4IF1jyY4mKVg9qvn7vQ5BCrrl2RN9OuHbxOmZn4wUhKws1cR0SrILRuxo5tuz+cgn9OPdVfXqSb2GSysnDOOVWs9eLssyGyvvmmjAYORI4jFyzkyrZOdOyIv3vuUcs4ZDMvD+tNTEQIaXw88hV378Zv4w034P0zZzbub2G/fggLthdYuuqq0GpV+Hkf76cePRCCy3MT9gA2NEqrWzeEZo8eDVEWHY18zpISNU/ZupXoyy9VyO811zh71ceOVbmv336rislx0coBA5A7a5r4O/povJdbJhUVQRgToTo0kWptxCHZ3NeVCEYCvagUkfNxHzAAhaSio4n+8hcIX+6HffHFMA5wjjXDBZ/0nO/kZOSf27+ztWIvJqpTV+evh7edoiLMXVuaB5ejPQoLkaOdl6e8/m0BEa0tjIoKomXLrMtMEyXh/aDn3/zvf+r/gwfdf1ztP+ocJulVbl1EqyC0bvTWJoLgRu/eEDlr16IiNedbTpyIyeaiRXju1GPVTn3OOa7IyowcSfTuu/i/UydVhd8vf/gDQmW7dcNk+oMPkKMZG6uE2yOPIG8yLa3xfwvdcrjDPRnn3Fw2Glx1lfJy/va33tvZtat7pBeTmUl05ZXWZYYBb/E998BzWl1NNGcOXjvhBPeUAM7FZWP6xIkIw929G4YG9kBzDndiorVgFosk3SPbpYsqLsW5q6tXY/9zn+BgjBmDsS1Zgu+94QYYPTZtUnnG9v3IYqy6Gh7aqioIcqf3tgWKiyHg+fz+8EMYI7jYqF/mzcP1zx79lsa77yqj8YknIgT/uOOaZyeCcCKitYVh92gSwepnr8b544+oytizZzf6y1/U8s2bYRGOj1cCdtgwWDeDWUq9bpD2Yhht8WYqCIIgBNKjhwqHPPJI5OJ17+7tQWks9J60EyfCY8ZeNT8YhvqtbN8e3lQ78fEqN7G1/BampkLEcSVfvd1NsBoWZ50Fz2xmJsJaCwrg5dKr4nrRuTM88bW1qvuB3ts6KwtGAsYwrFV2Bw0iOumkvfTuuxCf+jG5+mr0Q9XzkHv3VgLVvm4iJXq92jQ5HXfDgOFlyRK1bPBg7zBz3re1tRgXkRKtbbF2yCuvwIAyZQpCZfWWj6FSWBi+cTU1epQTV7R2qlnTHDAMo5NpmmHZ2yJaWwn2fNQHHsDj9u3tqLhY3WS5pxwL1okTUVKeyL0NhZ9CGly0obCwYTcRQRAEofWihzQ2dpGmYMTHq8q2jYWf3sUtBRas9eHKK/F5wwhe1K5rVwhNe1Gm6Giiu+9GSK3udbeLSiJ43j78EKHg/fsTxcfXUrdu1hzbCRMwnk6dkNf77ruYw6SkICyZCIJ7+XJrj1QvMjMhyr321eDBgf1m3eB+xLpX+eij4Z1tTedWKLCxy639IlNVhXPo5P/P3nmHSVFlbfy9E5jMDHmGnBEluIiAqICKK4IgJhYDiKuOYc1Z17C6irj7mSOsiyCKYdVVQEARCa5kFJAskuMIwzBMHmbq++PM4d6qru6unhzO73n6qe7q6qpbse97TxpYfnXBqzPVeIDsaQC3l8eK6uglX/PZuZOEKmcUNF1vTjiSBHI8yPnn+2YAHDFCvzeLtZs0b04PzF69grerSROpkSgIgiAEhzuSptWsMhg7tvIEs2QdJ9xiDq+7jmqWcrwoc8klNHXLJJycbD+m11xD4sUpKpUiUQqQIJ07V2HUKPsybA0HyN2UXU4HDNAWWaVIiPL6e/Yk0bR7N62/eXPgf//TSZ+GD6fPgVyG+/cnd2Q2IgAkwk0vACY6mtyvTavqmWfSSwjMmjWUfGvNGvszJpjYrc5wDejRo4H33rN/V90s70qplgA6AGiulBoAAJZlLS7LOkW01kC48DZAteXM0ZUDB+iBCdBD8Zdf9Hfff0/TBx6geNSGDb1d5GFh9mzBgiAIglBWoqNDj0Urr+2a9O1LJd+OHSv9OsPDfS1nUkczMLGxNHCemUnWzD177N8PGkQd9OXL6bNZl5a/j4+3C9aOHSnxkil4IyOBlSsbnnTrvvJK95jfM84gV+EmTeyWUrM+bt++5IaZk6MH+gcN0qI1LAxBs1SHhdG1cdllJIBbtQpcU7i6iZGqIpD7a3Y29Xf79tV9YhanBQXknh4XRzf+ihUV3NAKpKiIBko4F4BJaSytSqnJAC4BkGZZVreSeQ0BfAKgLYCdAEZZllWaYI6kknUklEwBQERrXcNMu3/4MD344+IosdJi43L44x+Btm33YeZMPXzXurV7WnpBEARBqIv07EmvgweBGTN8vx88mCyCgXCz3J51Vvm0r7ZTvz4d46VL7RZKdgFm0dqnjxatY8ZooRcbSyKyfXuyqEVFkVDhpJVKATk5pEIjIvyX90lOpqRaTpyuvmFhds+0sDCKuzWTOXlBPNPc2b6d3LNNi/rWrfbM4U7L+oIF5HEYHk5xyAsW6O94MGrbNj/uhDWIoiLax3376LNlUYbrZs3chawHpgB4A4CZMecRAPMty5qglHqk5PPDoa7Ysqz1ANYrpfpZluWSkSd0RLTWICzLnma9eXMqjh0dDbz0kl2wRkaSOLWsrJMJBY4d8y22LQiCIAgCdZLZ8muWm2vZkqx3gfI1tG6ty5cAVWNBrslERvq3UCYmUv/FtCSZlkm3eqVdu1Lujh077PODlVZyo0sXEkRcS9YNzg0ilB23AaKFCykOmGGPQobD4n7+2TdG3RxQOnzY/l1+PrBkCXD22dW//E1xMZCVpS3OxcXAU09RZum9e+m7ULEsa7FSqq1j9qUABpW8nwpgIUohWg1eK8NvbYhorUEopQtYDx9OcR+33EJlcDhL3oABVO/LjUCuSuedV75tFQRBEITagBf3zAsuIGvfRx9VfHtqAi1b0sB6eXDZZVRXEyBx6HTv9sfpp2vLbUwM+W6XxtVWKcoJIlQ8eXnk6rttG3k/mLgl3GICxaizyDt+PBJffGH/bu1a4Ndf6TVmDFnivdR8zcwky+Zll5UtQZlXcnO1JZVd0bdt0yW77r67XBNzNbMs6wAAWJZ1QCnVtCwrsyzLY1HO4IinfDUk0MORywbwiBDXTuNi21dcEXz9HTvq91FRNBULrCAIgiD4EkjoNG9OJePCwynrrEAMHeq9fmkw6tUj91uApqXprzRpQiUTKkNgCKWnsBCYM4fytWzZQpUwzNJYr7+u6yybBCpfw6KVhW1GBiXSAuz39rRpvsmNAHLJddYZ/vhjID2dyg85k59WBPPmUVZqQLf5xRdpGhtLGan9DeZMmjQJvXv3Ru/evQGgcUW3tSIR0VoNcRZDN7nlFgr6P+cc+swiddMmehh7GYE04wSuuoqstoG2KQiCIAh1FaW0O+qQIfas+5dcorP4C9WXxo1FtNYEEhKodm5xMYW9/fYbMHeu/n7LFopXtSxa5v337W7DbjgTOL30EvDcc2Qtzcz0XX7SJHpxYrUlS4BZs0ikAvYqHNu2AZMnk6W2IjEzbDdvbt8nrhXtz0KcmpqKVatWYdWqVQBw2H0pG4eUUikAUDJNK02bTZRSjZRStymlblBK9VFKBUg95h8RrdUQf6VnAPrjvPpqXSrATHserOaXKUzZwhoWRkHrgiAIgiAQI0fSgO6555Jo7d+f3rduLWVsaiI7d8YBkEy8NYFTTgHatdOfOV64uJgyPx8/Dtx6K3DbbeRlyC6yWVnuIpRdywESu2yxXL9eu9q6kZZGWcU3lTi3FhSQRXf2bJrPHo6APZ69vHH27c88k1yoAeBPf9L9eX8JxgBg5syZSKVAey85zWcA4JRk1wP4KpT2+uG/AJoAGA/gnwCOKaU2h7oSiWmthpS2QLAziYHThaZ9e7pZk5OBDh0o+1pdLU4tCIIgCP5gd1Qe1I2I8LWoBuokCtWL00/PQIMG4sJdE+jenWI0c3P1PbZoEZUxuuEG3+W5r/vYY5RYqU0bel9YSCLVTLBkuvmaFlM3Zs70nbd6NU3//W8SyD17kqEpLY1EcLdu3vfTK//+t/1zRIQW4klJNL3sssDPo+HDh2P48OH417/+ZSvspZT6CJR0qbFSai+ApwBMAPCpUupGALsBXFUOu5FgWdYzSqnLLcsaqJS6AkDHoL9yIJKlFjBxIvnUO91eRo4EVq7Un9u10ynZzz6bRmtEtAqCIAhCaNxwg1jtahJxcUXo37+qWyF45dJL7SVcGjUiYcgWRoDC5Nq0IaF44gQJVoCyfBcWAnfcQV6JL75IMaEFBfHo14/q8f70k07sdOQICU+2WPpDKcpibVnaort3L1mGs7PJjZhFa2Eh9a9La4QKRFSUXbSGh5e+dJJlWVf7+eqC0q3RL3kl03ylVIxlWZ8rpRYBeCGUlYhkqSW4ic/oaOD889Owb18XAHa3Y6WC36CCIAiCIPjiL36saVOgRQv37wRB8EbbtsCoUcCnn9Ln004D/v53Eme33koWczOp6CZHftr776dpTg6JWMoa3AJDhlA5qokTgT17yOX4scfI+/Chh+g3BQUUv+oMA/iqxEnWTAzFca4mlkUJnU45hUpPZmZS9Y5gYQW//UbZjC+/XM87eJDWd/vtJLZvuoksx9yGpKTAmZOZmTNnYiaZjr24B1cE/6eUagjgEwCTlVJLAIT8pJRxQkEQBEEQhHJg5Eh7rglBEEqH6T2olLYm/uEPdsEKABs2kPHmn/+kDMP33EPz77iDBDC7EL/yCk3btKH41AUL6PNvv+l1TZxI9U/91T2NigJGj6b3aS4pigoLabp5M7kYL1oEzJhB4XlHjvjf39WrqY6s2ZY1a4Dt20lcc9xsRASJVqVIDPurb2wyfPhwTKLi08eCLVueKKVaA4BlWZ9blpVuWdZLAGYDaAWqBxsSIlrrCFLSRhAEQRAEQagJsDdgsOzcixeT+y+L03r1KIfLxIkUEqcUZQsGtEs/l49kSy5AMbTFxZRwDSARuXUrZRs2EzzFxQHnnUe1iHftsreFY2jNOFrmq6+Azz93F675+eR6DAD79tE0LQ3YsYPK/gBkPeYY1vR07RrcuXPg41PFzFVKHVZK/aCUekspdSuA7QCetSxrQ6grE/fgGkZMDN1Y/rjmGmDdOu/FtwVBEARBEAShOlGvHvVpY2N93X9N2NrZsmXgdd1++6/o0aMTAO3C37o1ZQl/801KpPTuu8DAgVRWZs4csrYWFgIPPkhW2hijUEtyMrBqFfD998D559O84mISkgUF/tvy+eeUY+bAAWDsWJq3cKF28928GejVC/jyS53duFkzoEEDXW4rPZ3ifL1SVe7BlmWdqpSqB+A0AN0B9AAwEkAPpVS+ZVntAq7AgYjWGoaZ+OH88ymYPDbWnhFNkg0IgiAIgiAINZlAJSCZxBIZFiwZUXR08cnESImJwMMPU3ZwpUgA/u9/9F1SEonEn3+2//7JJ8ni2qgR8PTTQOPGNP+TTygR0/DhJDK7dAne5h077J9zcuyff/mFpuTRCzz6KO8DTdPTyZr8xz8G3xbgP3twZWBZVgGAn5VS2wDkAmgMoBOAX0Jdl7gH1zDMgOuOHSlQ3c0NgYmOpgrEPXpUcMMEQRAEQRAEoYLgWFKzvMvAgcAVV9B06FDv62rfniyn0dHAs8+SJbN+feDii4HTT9fLPfggTdlF+MgRsqayaAWAWbPIurp1q5538CBwyy32LMhOWKw6swwXFpLlNyuLRLJp4bUsypbcsGH196pUSnVRSt2nlPoewBIAZwH4EEBXy7JGhro+sbRWU5RyzwhmWcCwYfa034EID7dA9YQFQRAEQRAEoWYxbBh5FdavD9x8M83bto0SKdWrpy2Obi7CrVsDu3frz1deCXz2mX2ZsDCKVe3Shfrfpiju0IEyFr/zDn1+6CFa3hStAMXQ3nmnto5yIidn3CsAfPMNWXTPP983qRRArsevv07vr73W/p1SwGuvkeANlpG4GrAJwM+g2q8zLMvKL8vKRLRWUy69lPzZnfTvL+n0BUEQBEEQhLqB2e9lq2SnTjr7r0lCAnD8OL1PTSWr5Lp1diuoG1ddpd937AgMGQL06UPb+8MfSJSatGtHbsb16lEm4vXrKaaVw/jatyfBecYZvttasIAE8pIltC2nezAL3q5dqdxPw4bUHiYszJsbMlOFJW9uA8Wy3gHgTaXUEZBb8C8AfrEsy0Xp+EdEazWlaVMSqEuW6HlxcTTi44/4eG/+/4IgCIIgCIJQk7nySmD5cqq5yjRrpkUrQCVievUCfvopE8XFZLENRlgYcNllgZeJjgZeeIE8IBcvJhGblkYW1OhoWodbOZqiIiAjg9x+8/LIrdjpPRkeDtx7L7ksX3wxWVTN2tAFBTq7sheqKqbVsiyb1FdKtQQlY+oO4AoAIlprC23a2EVr9+7uy7EbsSRgEgRBEARBEOoCDRuSJdMUreefTyL1xAn7sh07ZmPAABKTZ5xBJW06daKap4cP+9/GZZcB//2v+3dK0WvQIGDLFmD8eJr/zju+carM0aPUb2cX5G+/JSvw3r0kcsPDSWifcgp936qV/ffr11PMa1gNzEpkWdZeAHtBtVpDRkRrDSFQXGqrVuQzn1jZRn9BEARBEARBqCKaNgXGjbMnJeV6pk5Y6J1xBpW1adaM5nEcqhtuWYm7dKEMwGZpm/bt9ftAJWl+/52m/H1mJgnoJUtI/AJ2Ee6EXYmPVXoe4KqnBur0uoNbIiY3Tj0VGDOG3AgEQRAEQRAEoa4QqIqGP1JS3K2VSgE33WSfl5pqnzdwoO9vIyMpSRNA8a+WRR6SY8ZQPOr11wM//kj1XgEtWrOyqGYrl99p2NCeOMoJi96dOz3vaq1BLK21BDMdtiAIgiAIgiAI3qlXD7jmGncxGxZGApTdjtmw1LQpcO65wOefk+djXBwlVxozRsfPtm5NUzPvjGloOnCADFA8Pz2d3v/5z+WzX1WYiKlcEUtrNcZLsLggCIIgCIIgCGWjSRNtteUSOyYxMZSd2GTwYG01rVcP+Mc/KBNxhItZ0HQZtizg0CGKT23cGGjblubn5upl3MSzVy9Mk+HDh2MS+UDXaKdisbRWY9wueEEQBEEQBEEQypfOnfX7664r3Tq47x4e7vvdgAHABRcAPXoAK1YA06YBL72k3YoBYP9+/b68RGttQWSRIAiCIAiCIAh1mk6dQv+Nvyy+bqL1jDOAUaPoPWcszswkl2KvtGlD7sR10bBVB3dZEARBEARBEAQBGDmS6qeWBn+lbdwwhWx0NE2PHaMkTF5p3JimblmNazsiWqs5I0ZQEWJBEARBEARBEMqXpk1L/9tQRKtplY2KomlmZum2G0qdVknEJFQKycm6wLAgCIIgCIIgCFWLU6z26uWbuCnQbxo1Ajp00OK1Xz9K9JSUFNiKmpICdOuma7p6QRIxCYIgCIIgCIIg1HF696YXaUN3WKACVCbHTMDUtSslaAKorA6X1nGiFNC/f9nbWxMR0SoIgiAIgiAIglCBmMmTnC7JkZH25epioqVgyCERBEEQBEEQBEHwyEUXAevX262nAJW08ZLUyRSpgjdEtAqCIAiCIAiCIHikWTN6OenQofLbUleQREyCIAiCIAiCIAhVQHJyVbegZiCWVkEQBEEQBEEQhCqgZcuKXb+UvBEEQRAEQRAEQRBKjWVV7PprS8kbEa2CIAiCIAiCIAhVQF5eVbegZiCiVRAEQRAEQRAEoRJp0oSmsbFV246agohWQRAEQRAEQRCESqRFi6puQc1CEjEJgiAIgiAIgiBUMKNGAYWFVd2KmomIVkEQBEEQBEEQhAomKcl3nlKV346aiLgHC4IgCIIgCIIgCNUWEa2CIAiCIAiCIAiVSEWXuqltiGgVBEEQBEEQBEEQqi0iWgVBEARBEARBECqRNm1o2rJlxW5n5syZSE1NBYDEit1SxSKiVRAEQRAEQRAEoRJJTgZSU4HGjSt2O8OHD8ekSZMA4FjFbqliEdEqCIIgCIIgCIIgVFtEtAp1gilTpkAphW3btgVcbs6cORgxYgSSk5MRGRmJBg0a4JxzzsELL7yAjIyMk8vt3LkTSikopXj0ykZ2djYSEhKglMLjjz9e7vtT3Vm6dClGjRqF5s2bo169emjUqBEuvPBCTJ06FUVFRSGta9y4cWjbtm3Q5fgc79y5s3SNLuHLL7/ESy+9VKZ1uOHcD76GpkyZEvK6Bg0ahEGDBpVb2wRBEARBEKozIloFoYS7774bQ4cORWRkJF5++WXMnz8fU6dORe/evTF+/Hg8+uijPr9JSEjAtGnTfOZ//vnnUHW08NYrr7yCs88+G+np6XjhhRfw3XffYfLkyejcuTNuu+02zJo1q6qbGJCKEq1OUlJSsHTpUgwbNqzCtyUIgiAIglCTiajqBghCdWDKlCl47bXX8PLLL+Oee+6xfTdixAj89a9/xYIFC3x+d/nll+P999/Hjh070K5du5Pz33//fVxxxRWlsqLVZBYvXoz77rsPd9xxB1577TXbd5deeinuu+8+ZGdnV1HrqhdRUVHo169fVTdDEARBEASh2iOWVkEAMGHCBPTs2dNHsDJNmjTBqFGjfOafc845aN++PT744IOT8/bu3YsFCxZg7NixFdbe6sqECRPQsGFD/OMf/3D9vkOHDujRo8fJzytWrMDgwYMRHx+PuLg4XHDBBVixYkXQ7Wzfvh3Dhg1DbGwsmjRpgrvvvhv5+fme2vjNN9+gf//+SExMRHx8PLp06YJnnnkGALnwTp06Ffv27Tvp/s0uvXl5ebj33nvRrVs3xMfHIzk5GcOHD8fmzZt9tjF//nz06tUL0dHR6NChAyZOnOizjJt78MqVK3HllVeiZcuWiImJQZcuXfDYY48hNzc34D5lZWXhzjvvROvWrREVFYVmzZph8ODBrm0TBEEQBEGoadR6S+sjjzyCZcuWVXUzqoyoqKiqbkKV4mX/9+3bhy1btuCxxx4r1Tauu+46TJs2DU888QQA4IMPPkDLli2rTcxhZV0DRUVFWLhwIUaOHIno6Oigy69btw4DBw7EqaeeejIedcKECRg4cCCWLVuGnj17uv6uoKAAF154IXJzc/Hmm2+iadOmmDhxIr744gvX5c393759O0aMGIErr7wSTz758w4EcQAAIABJREFUJOrVq4dff/0V27dvBwA88cQT+P3337Fy5UrMmDHD9vv8/HwcP34cjz/+OFJSUpCeno633noL/fr1w+bNm5GcnAwA2LRpE4YOHYrevXvj448/Rn5+Pv72t78hKysL4eHhAY/J7t27cfrpp2PcuHFISEjAhg0b8Mwzz2D79u34+OOP/f7u3nvvxYwZMzB+/Hh06tQJR44cwY8//ngyDlueA7L/dZ26fgxk/+v2/gNyDOr6/pdwuKobUBZqvWg9evRoVTehSvFqfaqteNn/vXv3AgBat27t892JEydOvldKuYqOsWPH4umnn8ayZcvQr18/TJs2Ddddd121iWmtrGvg8OHDyM3NRRsuPBaEZ555BlFRUZg/fz6SkpIAABdeeCHatm2Lp59+2q8InTp1KrZv346lS5eedK+9+OKL0b17d9flzf3/6aefUFBQgLfffhv169cHAJx//vknv+/QoQOaNGmCevXq+bjuJiYm4t133z35uaioCBdddBGaNWuGjz76CPfeey8A4Nlnn0VCQgK+/fZbxMXFAQD69++PDh06oHnz5gGPyRVXXHHyvWVZOPvss1G/fn2MHTsWb775Jho1auT6u6VLl+Laa6/FjTfeeHLeZZdd5noM6iKy/3V7/wE5BrL/dXv/ATkGdX3/AcCyrCFV3YayIO7BQp3HsizX+cuWLUNkZOTJlz8x1r59e5x99tmYNm0aVq1ahY0bN9ZJ1+BQWbx4MS655JKTghUA6tevjxEjRmDRokV+f7d06VK0atXKJirDwsJc3bednH766YiMjMTo0aPx2WefIS0tLaQ2f/rpp+jbty+SkpIQERGBuLg4ZGVlYcuWLbb2DR069KRgBYBWrVrh7LPPDrr+zMxMPPzww+jQoQOioqIQGRmJMWPGwLIs/Prrr35/d+aZZ2LKlCkYP348Vq1aFXKGZkEQBEEQhOqMiFahztOqVSsA5Jpp0r17d6xcuRIrV67EJZdcEnAdY8eOxSeffIJ3330Xffr0QZcuXSqsvdWVRo0aISYmBrt27fK0fHp6OlJSUnzmJycnB/SQOHDgAJo1a+Yz322ek44dO+Kbb75BcXExxowZg+TkZPTt2zegSGZmzpyJP/3pT+jatSumT5+O5cuXY+XKlWjSpAny8vLKpX033HAD3nnnHdx1112YN28eVq5ciTfffBMAbNtw8vrrr+OWW27B5MmTceaZZ6Jp06a49957kZOTE3SbgiAIgiAI1Z1KF61KqclKqTSl1HpjXkOl1Dyl1K8l0wYl85VS6jWl1Dal1DqlVC/jN9eXLP+rUur6yt4PofbQokULdO7cGV9//bVtflxcHHr37o3evXv7dctkRo0ahezsbPzrX/+qs1bWiIgIDBo0CPPmzfPkhtOwYUMcPHjQZ/7BgwfRsGFDv79LSUnBoUOHfOa7zXPjvPPOw9y5c5GRkYHvvvsOkZGRGDZsGA4fDhzq8fHHH6Njx46YMmUKhg4dij59+qBnz55IT08vl/bl5eXhq6++woMPPoi7774bAwcORO/evRETExN0n+Lj4/H8889j27Zt2LlzJx577DG88cYbePrpp4P+VhAEQRAEobpTFZbWKQCcPtWPAJhvWVYnAPNLPgPAxQA6lbxSAbwNkMgF8BSAvgD6AHiKha4glIaHH34Ya9euxauvvlqq3yclJeHRRx/FiBEjMHr0aPeFPvoImDu3DK2s/jzyyCM4cuQIHnzwQdfvd+zYgXXr1gEABg4ciK+//hrHjx8/+f3x48cxc+ZMDBw40O82zjrrLOzZs8eWYK24uBiffvppSG2NiorC+eefj4ceegjZ2dnYsWPHyflu2XpzcnIQEWFPAzBt2jQfV9yzzjoLs2fPtpX22bNnD3788ceA7cnPz0dRUREiIyNt80Mtm9SmTRvcf//96N69O9avXx/8B4I3PvsMmD69qlshCIIgCHWSSk/EZFnWYqVUW8fsSwEMKnk/FcBCAA+XzH/foqDDZUqpJKVUSsmy8yzLSgcApdQ8kBD+qIKbL9Rw5s6dezLLK5OYmIg///nPWL16Ne655x4sXrwYV111FVq0aIHs7GysW7cO3333HRISEgKu+8knnwy88ePH6ZWVBcTHl3VX/GNZwNGjQABrZUUxYMAAvPTSS7jvvvuwadMmjBs3Dq1bt8bRo0cxf/58vPvuu5g+fTp69OiBJ554ArNmzcIFF1yAhx9+GEopvPDCC8jJyQl4LK+//npMmDABl19+OcaPH4+mTZvinXfeQWZmZtD2vfPOO1i8eDGGDh2KVq1a4fDhw3j++efRvHlzdOvWDQBw6qmnIj09HW+//TZ69+6N6OhodO/eHUOGDMGXX36Je++9F5dccglWr16N1157zRaTCwCPP/44/vOf/+CPf/wjHnzwQRQUFOCpp54K6h6cmJiIfv364cUXX0RKSgoaN26MyZMnY9++fUH366yzzsKIESPQvXt3xMfHY9GiRVi7di2uv16cUMoNh0VdEARBEITKo7pkD25mWdYBALAs64BSqmnJ/BYA9hjL7S2Z52++IATkzjvv9Jl32mmnYf369XjzzTcxdOhQvP3227jrrrtw9OhRxMfHo1u3brj77ruRmpqqf2RY0UJm+nTAXFd589NPwOrVwBVXAEHcmiuCe+65B3369MHLL7+MBx54AIcPH0ZCQgJ69+6NiRMnYvjw4QCAHj16YOHChfjrX/+K66+/HpZloV+/fli0aJHfcjcAUK9ePcybNw933HEHbr/9dsTFxeGaa67BsGHDcOuttwZsW8+ePTFnzhw8+uijSEtLQ8OGDXHOOefgww8/POmGe9NNN2HZsmV47LHHkJGRgTZt2mDnzp24+eabsWfPHkyePBkTJ07EmWeeiZkzZ9qy9AJA165dMXv2bDz44IP405/+hBYtWuDhhx/G0qVLsXDhwoDt++ijj3DbbbfhL3/5C2JiYjBq1Ci8+uqrQWOqBwwYgE8//RQTJkzAiRMn0L59e7z88su46667Av5OEARBEAShJlBdRKs/3GqGWAHm+3Ds2DH07t375OfU1FS7+BDqBOPGjcO4ceOCLjds2DAMGzYs6HJtf/wR1sSJwE03BVzOX2Zi/PADcO65QbdTKjgjbnZ2lYhWgEq89O/fP+hyffv2xXfffRdwGTf32Pbt22P27Nk+82+55ZaA6zrrrLPw1VdfBVwmLi4OH33k67QRFhaGZ599Fs8++6xt/s6dO32WHTx4MH7++eeAbWvbtq3P9dG2bVvMmTPHZ33O5Zzi94UXXsALL7zg8zuhGrFwIXlalAzaCIIgCILgneoiWg8ppVJKrKwpALgOxV4ArYzlWgLYXzJ/kGP+QrcVJyYmYtWqVeXe4Ipk3bp1eOutt7Bo0SLs3bsXJ06cQLNmzdCrVy/cfvvtGDx4cFU3UWCysoAdO4ClS4Fx44B69bz9btMm4PTTgSAux6WC68MqBZw4gZSZM4GWLYGOHct/W4IgeGPr1qpugSAIgiDUWKpLyZsZADj46noAXxnzx5ZkEe4H4FiJG/E3AP6olGpQkoDpjyXzfMjKykJqaipmzpxZsXtQTvzf//0fevXqhYkTJ2Lz5s3IyspCXl4edu3ahf/+97+YNWtWVTdRMJk+nQQrAOzZ43+5/ft9523cWDFtMq1y7Ma8enXFbEsQhNAoSfjll8JCQEoVCYIgCIKNSre0KqU+AllJGyul9oKyAE8A8KlS6kYAuwFcVbL4bABDAWwDkAPgBgCwLCtdKfV3ACtLlnuGkzI5iY+Px6RJkypob8qXL7/80pZ1NSIiAldddRVOOeUU7N+/H/Pnz6/C1glB2bkT6NDB/TsebMjIAByJeyqMwkItYI8dq5xtCoKgWbYMaNsWMJO/ff89cOON+nNODjBzJnDWWUDr1sBXX1HSp+oaxrJzJ7X51FOruiWCIAhCHaIqsgdf7eerC1yWtQD8xc96JgOYHGx7bGkdPnz4yQQw1ZXnnnvu5Pvw8HAsWrTIFhdYXFyM3bt3V0XThEAsXkzuvqmpwAU+l7Fm9mzqkALAW2/ZLaLlCWfRXbwYuPTSitmGINRWiouBzZuBU04BwsrojLRuHb1MAaoUeV6kpJDL8KJFNP/HH0m0umUpzswEIiKA2Niytac8+PZbmopoFQRBECqR6hLTWmHUFEtrTk4OVhsunMOHD/dJZBMWFoa2bdtWcsuEoHz4IU2PHnX/Pi8PKCrSghUA1qwB/vCHimkPW1ULCipOGAuVzyefAPn5wNixVd2S2s0vvwDLl9P0T38q3To2byYLqxsnTpDnRY8eJGiZ48ftn00+/pim1cn6unMnCe969UhwR0QAZ5wBOOoMC4IgCEJ5UF1iWus8R48etWUIbdeuXRW2RgiIZZGl5NNP7clVDh92X37nTnqZLF5cekGZnw+sWOH+nTMWroYlIasx5ORUftzhsWM0ACJULHyMS+tSv2cP3d/vvx94OTeBumxZ6bZZFXz7LTBvHon7jRtpf/7zn6pulSAIglBLqfWitaYkYmrQoAGU0pV8dgRL1iFUHXl5ZCmZP9/eSXO69W3ZAkyaRB3YLVto3osvknUiI6P02586lSy1vE6TDz6wfzbF8oIFpd+mYOeDD3yPdWXxv/+R5V6oGNwSmRUWev+927I1wNunVGRmkoWYycqqurYIgiAItZpaL1rZPbi6x7PGxsbijDPOOPl51qxZWL58uW0Zy7Kwa9euym6a4Mavv9J0924gPJzeHzliX4Zj1QByF2zZEoiPBzp3po5eWV13OXbVyYsvAi+8QLF5bm0Wah5r1uj3Gzfary2hfDlxQr//8ENg716yJnpFuZURLwVr1/rOC3WwYvVq4JtvoCQjsSAIglDDqfWitSbx17/+9eT7EydO4Nxzz8W1116Lv//977jzzjvRvXt3vPzyy1XYQgEA8OWXdsGYmAjExWl3wu3b7ZaV7Gya17kzfU5IoHkFBeXftsxMclnevh34+WcAQNupU4Gnnir/bVVniopqVyfd6Q6+bVvVtKMs7NkDpKUFX66isSw6fv4GjZylqGbPBtav977+UERrcbH/djgGLQEAhw7Rvb13r7f1r14N7NqF5LlzyTPArfRWKBw4ULbfC4IgCEIpqfWitaa4BwPAyJEj8Y9//APhJZa7wsJCTJ8+HU8++STeeOMNbNiwoYpbKADQNU9vvpkSj/z5z2RBZde4776zL79oEbkMnnMOfa5fn6bOOFcvBIqzO34cMK+RSZOAzz5D1JEjwMGDvpbZDRtqZ8xrQQHw73+H7r5bXEyCxWmhDsbixSQkhMDMmUMDPlXNvHlUduZf/wJ++snbb8xYYtMd1g2vojU3F7jtNuDWW+3W3WB89x0JaS/rd+L0BgkV5/9oVlbZ1ykIgiAIHqj1orWmuAczDz74IFavXo3U1FR06dIFsbGxiIqKQosWLTB8+HAMGzasqpsocKc1JYWyeXbqZBetJsXFFEt62mlAixY0j0Xrtm2hiZ30dEr+xLCFpriYrKoffUSWGKWApk3pu3nz9PJOK8mPP1Kn/ciRk1bZGk9ODjBliv/vi4vdz9OxY8C771K8qNPSFozNm30HKgQ7ZYnhLiubNkGZotAcLPI6aGNZ5K574gTwxReBhZpStLy/wY/CQmDHDuDJJ/W8L75wX7a4GJhsVHYLxTvj0CGaHj0a+kBMKBw8WHHrFgRBEIQSar1orYn07NkTEydOxObNm5GdnY28vDzs3bsXM2bMwIUXXljVzas4CgqAr7/WovDbb6lzV91gC4ZZM5FFq9NtLy2NLJxGvDISEmiamem/TI6T9HTgs890Z9h0K9yyBVi5kto1Zw7QoQMwZozvOrgTC9hFxOef0++DUZEd3/LCrcalycKFwPTpvpYt0/2zIty26zqffVa521u3jjwN9u4FfvgBiV7de4uL6b685Ra6L5itW6m28vjxlL3788+Bffvc16EUWfpvuw34/Xff7//xD2DCBKB9ez3P33OgsNB+rXKNVG5rINaupTJJjzyCLq+8EnjZspKXJ0mYBEEQhAql1ovWmuQeXOfZsYM6gux+u3On3VJYXeCMojExeh6LVqfbHidwadZMz2NL6/Hj3lwJc3Ptnf7bbgOeflonVuJO7eLFND3nHIqfffVV4Nprsf2GG4CoKLKIcCfatNgygdwet2whS2R175ianXo3du+mqTOhjel2vXMnZWj2Ul6msuvgpqUBmzZV7jbLA6fAys2tWAsdl44p2Ua9w4cDZwA+coTuo2+/1S7D335L4nXePF0n1RSqX3/tu56sLLK68yDQ44/rAaKMDBLSHFc6eDAwcSJw5pn+B+d4gMyt5vK77/rfH4DqxJoluQLF8ZaVu+8G7r+f9q0mDG4JgiAINY5aL1prmnuwUAPIzQXCwkgIMixa2RK6YAGJWxa4rVsD9eoB0dFatH73nd2KkpPjLkjy8/V7tsgcPKgFJAswdjHs1Yum0dHAgAEobNCARPPBg4E7lP4sRwUFwG+/0fv//pfWUVZr5OHD1IEvbS1MN37+mY5nWppOwuTspPMggXO+KWIPH6Zj7pa91UlFdNALCiged/lyu8gB6PMrr3i30FdX/vtfYMaMit9OycBOeG4u8N577stMmkSW08mTaVDD6ar72Wf2c+BWaoqZPl3f88zDD9P0uedoQO6WW2hAqVMnmt+uHZ1Pt3P66afUpjvvpNhXp/CeNIkSXJ04QfHC//63/i48HHj0UeCJJ+jz5MneY3i9kJVF94l5D6xbV/kDOYIgCEKdoNaLVqGGwhaximDNGt1BXL+eOn5erGpMTg65BpuW1rg4Ej75+STwPv6YOonp6UCDBiRYlbKL3cJCaguLz7lzgR9+8M16y53A3Fx7vCVbTVet0uK3YUO7mGaSk0m0fvWV//06dsx32xs3UowoZ30tKiKxHShu1AtsJf7kk9ILMMuyi82VK0nwPfEEcO+9NM9rttMwl0ehl853KAl0vPL773QeWDTPmkXTggISKED1dJsPhbJa7LOygCVLgp8jp/dAsEESy9KDRKecYv+O48SDuRrzObrpJj1v61adCK1VKxpQYtq1o6m/cmbPPaffu5XemTOHSvOkpdnvB6WAiAigZUsc/cMfyJq8dav/7QSisFB7wFgWCe/77wfuusseanDsmIhWQRAEoUIQ0SpUH7izs3UrCTjn/FBxq2lYVETlQ1i8bd5M0/R0cgP0klCnuJgE6+DBJFYBsrQCZGXhuNb168lalpxMn5UCLrmEPnfsSKVyALLOLF6sXQGd1rtVq6jT+Pe/A++/r+ezaC0uBt55h96PGuXe5uRk2sdAFtK1a30z7nJHlX9XUFC6rMcmWVn2zreXTKhuzJ5ttywBduvoG29owRcMNzdtL9fdggX6fXmV2PHnMs5lbi68UFvT6yoLFtD95VZCJ9BAwief6PeFhb4ZdlnQXXopDXxMnKg9I26+mabffkuuuf6s7HyeOnYExo6l9y++SNOWLWkQy4SfD2+/Dbz+OnlbcFiE8xrctYsGZT74wP6d6Y3B8LMJwOH+/UnArlwZ2gAds2KFfhY4j7kpgrOzxT24tLi5gAuCIAgniajqBghCUIqLydWtqIisBWzxcMOyyKJ45AiwZAnCWrd2X447ttxJMMVNbq7diuokP59EavPmJDyzs3UHMTtbW1qY5s1p2rs3kJREwvWpp+xJgzZvtnUysW0bratnTx3r68xYalqNWAT26OHe5mbNaF8PHQpNXLmVzXBSXEznJjIy8HIZGSTo3SzBoXL8uLs78/z5+r2bVcqfIHSztHrB9Aj44APKJl1RvPoqTYcMqbhtVDaWReJx7VpKVub1PPD9u2GDjhfne9k5WOU2UPP119o9+a23qASOGTfep49+/+yzJNRatdLzVq6ke3/kSC06ARKEX3xBAjEpSWcMZ+6+27ctZkK39eu1Jfe00/T1OmYMPaN4MC8tje6jq67yXR+zdOnJt8VRUZT4qbSlmUxR/Oab+v1112lLa0wMPbPKU3gVF5f+3qxJFBWR90q3bkD//lXdGkEQhGpJrf83kERMNYglS/T7oiISdqYL4JIlFLe1YoW7S++kSVR7cebMk+uKzMgInBnXzSoQLANtXp5277vwQuCii3THMzubhEzLlnp5Fq2nnkrTsDDq4PkTj5ZFnejly3WyGrboDRpEMY2Adjf8/nuadutG4p7p2VO/5471wYMUs1lQQB3gwkLgm2+o/E1pmTeP4gXT0gJbWb78ks6LaZ0EfGMAg1FcTOV9mBMnyApkWeQOfMYZwPnn03H2Z1l2i3UtKrLPL03n24vID8bChb7z2HoHaKt+bWDGDOqs//xzaC7PfJ2Zx2XOHLr/i4vJ+vfzzzS9807EcUw2QOfVjKf95z/tglUpoHFj/TkqSgvWiRPpHgQofnPGDN3ujAy93vBwWk/r1sDo0ZQt+OWXtdUW0GLb3yDOhg36vuzUiSy3JsG8Qpyu0Q0a0ECXmUXcK/ysOXpU/37iRODcc2mdYWF0jMpTtB4+TBbtigwVqS7wQEugeGlBEIQ6Tq0XrZKIqZpiWbqDv2ULuQQ7aykePEhZXNetI0skJylas4amwTLFAmi4ciV1Xrdu9XVr/e039xg3MyvooUO+nTBTtEZFAW3aaCFx7BglbTn1VG0lYdHKKEUiNyeHOtjTplFbWLyZbeJOMAv0q68mwRsTo5fjWpNXX03T0aPJ4te3r15P06a03YMHSay++iolw7njDrIMvf9+6dwGAe0e+OWX1Mn012kN5JocKLOrE84My8yaRaL18GHah65dyUpVXAxs2YIwr/v15puU7GbGDBow8SpADx3S7pxeskEHwy3ekzvuF11U9vVXNMXFZJn75BP7QJQbpoAKxQPAbXCE3fKLi+lcvvMOWVEBpHzzjV7uhx9oyh4bLDr/9Cf6Dbva++Pqq2mAiC2A8+bpMlTsDcEW97Aw4LzzSDCaFtWbbtJW2MaNgUceAa69Vn8/Zgy1b948ErrNmgF//jMt26GDfqasXet7v23YYD8+XP4qMZGeGaXJPs0uwTy94AL93Z49VLOavU7Kyz2Yr426IFr5WnILaREEQRAA1AHRKlRTVq8msfbLL8CiRb7WJdOCsnGjLudiEkrJjIULSeSacaOmK6kb+/dT7Ou6dfb5+fm+7sPs2vvee9TxaN2aOqENGviKVoB+n5tLgvN//7MnNnLL8HnoENC9u/5cv762fiQmkiWVrUOmNeeGG3DwoosoEVSDBiTsiorsx5f5z39cD0NADh/2nffee+VjcfSHMxEOd6RZfLRtSyV/lAK2bYNyJqcBfDv627ZRZx+gQYuDBwNbPSyLrGCLFwNPPkmWuoULSy/8g8GxmEOHVsz6y5NZs2iw6dix4EmLTAx31qAEEkZFRXpAp8R1NTwvj87Rpk2UtAigzLr3369/172790GHLl3oGuEkYkuWkPD4/Xdy0e/WLfDvw8LoGo2IIGtlu3bAgAHamnr66TpZ2emn69889xzw0EPAFVfQvLfe8k025vSa4GdVYiINDJYl9vqll2h6zjl6XloaidbYWBKt335b/UtjVTf4eSQxrYIgCH4R0SpUPL/95pu8gxMg+euomlbR0mS79IfT2rd4MWXC/MtfyPLITJumO3fLl9tFdV6er2h1umy2akWd0eefJ6vsH/9o/75RI5pyIqEHH9Tfubkn5+baxWhMDLXDsuwxtb17238XGQmrXj16n5Cgs64CwOWX25d1i3fjdu7ZQ27WpjXcsnzLgwC0zPLlvvMDUR6dtfR0snw3b04infcXoOspUEfadB8NNA+gtublkXWaBRBAotfp+lxWCgrs946Zdba64hxMckuWVFYCWaTS0+3x4cy8edq1fvhwElmdO5M7eatWQJMm9uUDxV537kxTvmc2biQBmpFBsawA0K9f4H2oX5+sp+Z9/cADlEAsPp4GKPr2BYYN8/1tt240OAPQtV5URAMbt9yiS2854cRvoZaZ4thwc0CGww0si4R7gwaUbTknh85/WUti8boZs+SQIAiCUCeRRExCxcMWzdRUcuELDw882l9UpF2AAbIkODuUJps2uWfPdIMtNJZFnUO2BJ04QW6zffuS6MnN1bGiALkXn3kmWRFM92AmPJzKzbDgZNdDttxwB5PhMhcAuRLXr08ds5UrgREjyIr6xRfk6svxr6Z7YVQUtSMjg9rKHVJ/WWV79CARd/y4dmHkeFzLIuvN/v3aemsyc6ZOVDVuHMXrmklpPvmEjtX//R9twwuWRa64HTrQtsviUlhYSFaoIUPIbZHjeuPjaX/Dwui8xcb6twCz+Lj/fhKfc+f6F7lFRXROLrqI4oEBOt95ed6vQ39kZ1On/6mnfL+7446yrbsycLuvOcu1P/LySHiFknAn0PWycqU9TvrGG5H5ww+ov3WrnscDOYB78qxx4+gaXbeOBmycHgV8f5vJ0djFn0WoGV/uFaV0QrPYWBK1/nj0UToOt91mn5+eXr6ilQcWo6MprKCoiM5Vly70/Bw0iARrfLw97KOs8LW0cSO9Bg+mZFK1EX+DdgcP0out7YIgCHUYsbQKlcvs2SSC3Pj+e3J/27aNOmNsCczMpM7ge++5d4p/+IGSM3mBLbhvveXuujhpkv/ffvghdcDd3IMBsqq+9BJNg3XAmzfXIvTyy8ky8fTTdHx++IGmy5ZRh7GoiL7nbcbEUAcyP1/XVjUFrRt9+lCnMiuLhFz9+rqNSgFXXknvzZIxAHWYzMzK06bpGFrLonaxuH/4Yb1cIOtafj4JVoA6+mvWlF60WhaJudtvp3WYGYwTE+na4XWb147TqpyVRQMBnTtTEiee52+bAJVFadQIuPFG6rTv3Ru6IHCSlUVxwW6wdS8YkyYFvo4rkk2baB8WLLAnS9q+HfjHP+yCZsYMsgzefbev8ApGIEsrZ7Nld/lTTsGBSy4B7ruPsu3iEX8mAAAgAElEQVR26kTWVSf9+9N9ctVVJGqjomigyo2YGPr+yBF9PXCMPYvW8hZYZmI1JixMJ3QC6Di2bu1elqo0ojUjgwYVvvuO7vPoaG3FHjiQ7rcrryTLL5fyKY9kTDk59oFLwDexVG3EedxmzKD/tvnzxXVYEIQ6T6lEq1IqTilVimHkykeyB1cxkyd7X/aTTyjpBsdNnX02TTMy6E972TKqnWjiFlPpj8xMihd9910dp/rKK5QFc+JE6owdOBDYFY2Fmr+SOHFxZHE1YRdbJw89RNaDFi3s8aRpaVr0HTqkO/oxMWSFveIK6jDn55OFOFiJHoA6t+wuy6LVpE8fEr7OpCdmXOe111Jb2V2bS+gwRUUUA2xZWji4cddd9s+ffhqaaD1xgtyp33hDi19AW/TPOov2tSTxTJxbVlpngiBT+HOnPJhoDQ8Hxo+nY9eqFa3DWZYoVFas8HVtjYykmMHyKBVU0axYQdbqjz8mAVVcTJbwF16gAQq+vgoK7AnPgOAWWZNAFm2+X4YPJ8sgX+tdutD99sADdE+OGWOvaxwVRRYtZx1Vt3tLKbqnFi6ka/DYMe2lkJBA3hPm78xs4qVh0CBqf4SLcxRb5aOitLA1vUQAZPTqpd2WQxGtv/xC8fb/+Q89n53lvEz4OOfmlk1gHTvmWy/apKzeDDWR334LLVmdIAhCLcSTaFVKhSmlrlFKfa2USgOwGcABpdQGpdQ/lVKdKraZpUeyB1cxZgykP+bNI4uLSYsWZBlMTCR3N38dLbeYShPLotf69SR0Nm7UJXCeecbesbz9dppOnUrWzqef9rXGFhVRR9zZkTXdfZ1wqRsnKSlk1QkLI7fWIUNI/OzYoeMp09LsojU5mcQVi1bL8mZp5Xbk59PxdLrxKkXtcQp2FhI33EAxuikpdisqJ4HhrLazZ1Mn3p8lzDxfzz1HbpZHjoQmWjdsIIFg1mFVSl8jLVqQ8BswABg92l20mhQU2I9hRAQda3+i1a2tLErKGnuXnk5WydNOo6Q8N95I4vxvf6PvyyM7cUXiliTLFKMcF2kONvHgVCiidc8eGnxy68jz9ckeCf6IiSEhx2LO3z183nl0LbHl9NJLKYzAzOT8xRfaEli/vk5UNHAg8Ic/0LLXXee/LW7J2kw6d6Z2mjGwnLQpPJwG3V57ze/1kduihR7sCkW0bthA2dcBOg4cFsDH7IYb9LL8TCmre7A/i+qqVXRPTp3q6xFSFxBLqyAIdRyvltYFADoAeBRAsmVZrSzLagrgXADLAExQSgX4RxYEB8XFlOUyLc1eI5E7gqNH07RxY+rgmsmYpk+njryHbXR5+WXg2We1UOXSJKNH293qAN0p3bmTRvr37wdef53iWRke5XeK1tatfbfPHVGnVdON5GTgssvIdXHbNtpOeDh15E3RyrBoPX6cOjNeRCt3NA8c0B3MM8/UpXGSk33denfvpt/160cd4gYNSGRyTVPOnjp0qN3l0s0iU1CgY0AnTKBze9559DlYJmcTM1tqs2bkdvrmmzqjasOGtF8dOvi6VHKcoimqi4vpGJvHkONh3XDrPPI5LmvW1MJCOk4JCTTI0qeP/Xu+L/wRSgbeimDjRnKtfegh+rxmjT1Omo8pJ2u6/37g4ovpfSDrvJMPP6R7msvcmHASIDNuNRCjRlFcq5sVEyDhe8opdK2OHEnXXI8eNMjE2Yd379b3qWlV7dKFrsXw8MD3aLBswyZDh9Kz4rzzgOuvD7ys6d4cG6td5r3CMfrXXGO/9i67jKamOz57CJQ1CRML7+Jicktmr4iiIn1/lWdyvuqACFJBEISgeBWtgy3L+rtlWessyzppZrAsK92yrM8ty7oCwCcV00ShSpkxo+wuj268+SZlX33iCT2vf3+K73zpJbIs9OhBbnwHDgD79mmL5aJFZGULZJlZtEjHye3dq0fmN26kqZvIDAuj5EROXnyRrBO7d+uyKsHccYHSWcXMhBtnn03HnmMx3UQrW028tIcF6YkTWrR26kTC7oYb6FhnZupSG1xv07RWccf8k0+0G3B0NL1SU8l6OmiQu4XLzCrLLpichZRrZ3ohPZ064BMnkrU8MZFEgVJ6uykp5Arq5L336Nozs0G7Was5/tcNtw4mH/+ylBMBtOXQ7focOpTO2xVXkCXPzeJrWp8rm+xsun4aNqQBg5Ytyb3cFBgsmHjarJk+7l6PHWfMBtzDA0IVrV4JD7cnWFOKnlMdO9L1wtv1ci86advWXs6Irahu1K9PiemUoufAjTfq75zC2BSVSUl034VyjfLzxQxxuPpq+3oZ3u/CwrKJMB7YmjOH3JKnTi39umoihw7RM7qq4tKFmk9BgT2fgyDUEjyJVsuyggZTeFlGqGH8738kND7/PPTf5uXR790oLvZ1I3z5ZW014BH7iAiyxvHDt39/+2842ch335H1bN06LTSmT7cva7qshYdrNzczCy5ASUXuuYess++8o+ePH0+C7PXX6bOzc9imje9++qsJCuhkPwC5HjKmWGncmPbbTZhyNmIWgo0bk0tpIMyyPAkJlCGV50VG6lhcrvNoWSRazc4/b+PoUfr+2DGd4IXbcfXVWoyasCXtkUf0vJQUmjprTQYiO9u3xBBjHlcz9u1f/yLrPJfiMWNxi4tpnbGxZFEeMCBwpmG3jkDv3nS+yypaeZtO0R8drS14jRrRveWWsOngQXK1r4oSIbt3289Nw4Z075qDS2xp5fs0Pl5f117dSvft0+LezdW1okSrP3iAg633btc+07u3b6kppmVLihu//HK6jjmrcbDBLzNLsbPMjvO3TZqEZtHmc2I+75yhBaNGUZgDn8eCgrKJVg4pmTFDz3vrrdKvr7qSmenukfLVV/bya4xYYwWv/PYb5RWoqLrhglBFBC15o5S6FcAZAOYDuA7A15ZlvV3RDROqAf7qVAajsJCsqE44w6+zo9m1q7vrXI8eOgMoQO62bdtqsbprF4lOM4lRly62WqX5DRsiil3cWrWiTkJREXVoO3fWFqslS7QbcNeuen333UeWX2dHz2lNYWsj/0mYLsFunQ0WuWFh9s51TAzVdO3USbvecvtN9zwuAcSC4MwzdWygP0yh16CBb0kOFq1r1+pY4IICe/v+/ncS8w0bUvuysvwLSCcsVMxOb1ISCeZQrPlmXVon5j6VbC/y2DGd8ZgxhVRRkba09uhB82Ji/Cf5cp7Pnj3pGERHl59odV5f5oBNIHH30080rQo34aQkOuY88FK/Pt2rhw/T/sTG6uOTlUXz+HyFcuzMOHnTGr5xIyV+Y28JYzDFcrMMlhfx8eSBwe13Dq6Z+CtJxcTF2a/tQCVv3EhJoXu0Qwdy6XWK1qSk0NyD/V2PznWay5QmYVBREd2jHGLgzIWwdm3tS0T08cc0TU31fabwsx+g/7nkZBGtgnd4YDWUMmKCUAPwckWfDyAVwB2WZV0CwCXvviAYODOzMmvW0B8vJ+O5805y8bznHt9lzzmHxJIpWps2pdqEEydSB2nePN96llu2ULwbANx3H3aOG6e/42RcLM4GDiRrbr165NLqliilSxfK2OvETTSNGkWvIUPoN2bn3YnZmXT+sVxxBYkn7gSydcpM1sJCkcWel5hWU1w2a+YrWtkFMD2dOuDFxSRazay1cXEkmI8fp33gzMUtWvhuz+mqyvvB7WCX3kaNaD+8xsJlZfke/2uuIcsxW26Bk8c4Zt8++7LNm9vjVdeuJauseQybNvVmae3cmWKClQpsnfUKC3pTJFx5pd1dNJAA4wGGssYVlpbsbBpYGjiQrvvjx0kk1a+vXdoBGtyJj6d78fLLvR+7w4fp+cKDQ+Z5nDePPnM5I467BHDMmQztmmtKv48MWzXZ0sr75nUQxwsREf5jbU3YMh8TQ9enP2GamGi3CgeDhXiwRFEAPasff5yEZ6gCa9Mmug8nT6a2/+UvNH/QIH1Pu5XxqQ0cPEiDvBkZVDbJsugYfPQRDcSMH6+zsguCF0S0CrUUD/+GOGJZlqWUeqHkcx3MN19HKW1pgUCdz7ff1vGlplupExZ1bFEEqPPC1i9nR+7FF2m7ERHa/bRdOx2DClBM7PPPkzBg1zuT2Fhg7FhfK7FbfKGb5YGtrWx56NaNxEagDKYACchhw3xLgPB6OBbVFL8s2vh4eBGt5jJunfakJDruR45QXGvXriR+OP60Y0f6PiaGjnVYGImHZs30Pvz+u06wdfAg0L27Xn9WFp0fFsFXX00u3Y0a0X7Mnk2JboKRne0rkt2EQsk1FM4C59JLyRr95ZfUSWbY6moen8JC2sf0dN8SRmbnkd+HhdHvOdaytHCJIfP6crojm9d+cbG9Y8JitSqsUpZF57hBAxrsSUigeUeO0P4opZ8px4/TOePrybTCBuKLL2idfE7NZw0fB/bk4Pulc2fkAmQBnTKF5pWHsOzRg17z5pEIzMykAYWKtOr6Y/Rosk46r0OnpTUqio7f4cO+iejc4Hv1uutoHwN1gpXyDbfwiimizXMzciRd4/ffby+/VZsEHLtBv/MO/V/16EEeEwsX6tj7nTvp3vbynBcEEa1CLcXLFf1qyZT9zYLUGKleSJ3WUhJKNtdQMJOymB2c88+3j+Z36UJTUzCYJSnuuEO/f+st6ug0aUId5ieeAG66SVud/vpXEqkctxmoU+m0Pjq3y/hzT3XiT7ByZzIqyr+l8pRTaHr0KO2LKVZ4+6FYWs3svuZgAHP22brEkOkezNviDKdsFbMsbWnltjZpol1snR1mjndUis5PbCy5QXOGaGfmYjcyMux1aRs39p95tWT7YSxwhgyh/ePMwNxRZquUeUyiokj4uQ3cmCKS2xERoYXXwYMUQ1uaeCL+TaNGOtY5kMBid2CG3WX9ZT6uSLhusNNafPQo3QdxcVpUHztG+8WZr6OjvVupudQTv2f43uWBnLg4cq8dOJA+16tHAzPl3fHn+yM9nbZRFWWJ6tXT+2UmEXO2hT//8os3l/zcXDqu0dG03kDHzozPLIuoDAujZGlvvUXXUFwc3Q9mIreaxrFjOtP1/v32eF2GB1j37fPN+bBrl858LwjBENEq1FKCWloty9pc8nYygBGWZS2q2CaVL1ynVQiR0sazBiIzk0RHu3a+yUg6dqQXnyvzYfv889TZMjtCbduSEG3b1ldotmxpLzvRurW7tdQN3kZkJNVOnTvXXTSUteMbHk6WH1O4X3IJbYtjnTj+LSPD7qIL6I4yxz55yVhqCmO3jnVUFIn69HT60+Pswc2bk8syuw/HxOhl8vJIpJjHyF+HtahIx+zy+W3UiF45Od5ES1qadlkePTpwOSG2tObn03Z5m/HxJK4yM2mQg0WrGWvLgw1ubrZpaWT1OfdcXVKkfXu6Jg4dolIslkUd01Gjgu+TCR+Da6+lODYeDHCyZg2weDHFW5uwhc2MiasszORKgD6GmZn6+JiJmFq2pEEEpcgd2618jRvmYID5njtq7LoeHe3baQv1fHjhrLMow+2RI3RdVnUt3ZEj/d+DfG6++YbcqN08TkzYFd/LPnXsqLOzlxWnJ018fNnjxauST0qKK6SmArNm+X5vDr5MmkT/DxdcQDV+DxygkBd2excENzZsIC+n1FQRrUKtJZQruppXtRfKncOHKalHqB0RZwfn6FEqX8AZWy++mGIBmbFjA6+vYUPtotq3r060csYZ9lIM5QE/5FNSSOhy7dbXXqN6oIxXS2sgunWzu0g3b24XYewenJXlK1pZpHKCKC8iulEjEkM33uj+Z9auHR3njAz602NLa2ys/TjHxFAHsqiIrJEdOtjXw3+Yzk5Wbi7tL2c+Zvjceslqmp+vE2kFq39bso9hznhVFqds2eVj+Yc/6GXYuu5msfzhBxKLCQl6wITdMnNydCbkULK0MizCArnOAyQEN2zwHVxi4VgVopUFM98bppdBTIx2Kwe0GBo0iD4nJHgXJaZQNTv75u/r1au8Dhtf/+npvvdpVZCSor1WnM9uFq1e6wm7xY/7w8vAVSAsi7xibrnFNya3PFzvqyOWRdnvV6yg0BmmqIjCMzp10s+5qvCeEGoG6ek66//27fQfXNWDZ4JQAXiJaWVqURCJEBAulzF5Mlk//vc/3yyyXpgwwR5Typ07FilMsJhPk55lyAOWnBzcxSwighLfOAVRVJS9Q+os+1ARsGjl7ZuwCAtFtCqlXU7drJpRUbRfx4/Tn15REZ13pxWXxYe/8iz+Mtfm5LgfN95PLyKPhYmXa9GMaeV9iInRnev9+8kNnUWQaYnm926de7a+Ot3MvcZlBsJ0xwwEi1pnyQzTkmm6UVcGzuzQF10EvPIKvWf34Lw8PdgRE6OPYVycd/dgM6OtKWCdorWy4BAGZ3mo6oDTBZgFqFcBGBHhfWDQ9HgpjWidO9c3Rp+fNXFx/rN51yScyaS2bNHZ7085hcJe3niDPnfqRFO+n0LJ+izULT77TL9PTyd3dLGyCrWQUESrDNvUBfLytPsSj9RlZ1PHwWuHLD+fRI8pWAFtFTLFmJMBA7xtp3790P/Ehw4lIR4MM47WX3HuYJaw8sDcRnmIVhN/8Zb161PnPz+fluGYQ5OYGBIdvG2nwPK37txc9+QvPEDg5XyGIlpLOs5h+fm6sz56tM5q/NVX2moM2C1F/N7NuuFPtMbE0HcnTnjL+OpGZKROWhQIvjac5aNMkb1lC7lsbthQOYlrnNmhzUGA+vV1LDRfH+bxi43V11uwfeffJyVp8WVZdiFWmRZP8z6tbqLVOWgRqmi9/37vAzFl6SSfOEEJ0gDghhvo/omPp5CJmBiqu10bLK3ffkvToiLKDsz7NHo0Xc9NmpDnUYcO+rkayvNRqFsUFPjmgjDzHBw5QoNJgfpcglCDCKVn9WiFtUKoPnzzjX7PGUiPHg3N1eTgQXJ58kegxDLOGL4hQ2gE3smQIcDy5dTZ5Uywp54a2JU5IoLihJw1AAORkmIfHW/bljrnFTmK2b077VN4uC4T4k+0ZmbSfnnJWGoKcGdGXIZH9Y8c0R0qN0sroN29vVrzcnPdxTVfD146pbyMF3HQqROwfDnFtHKSJRaF3J5167TlznSDDCRa+fpxtoH3LScnuOuyP3JyvLljci1h5wBBTo4uIbR3L/Dzz0BhISK9ZIotK3xu+NiZHaWuXclSZg52mNdsXBx15PPzg1uZ+XwlJekaxsXFdsFemeIx0OBSVeOs3RwVRc8Lr+7BluX9WWcuF+ogiWXR83vPHl1KyMxwHheny3AB9OzZs6f02YqrkrVrKcmUyXnn6fd8zgYOtJcCE9Fa81ixgkKhKko0fvONDkdx4/PPaRosdl0Qagiee96WZa0PvpRQ42EhAui4OM4mGwr8sHzpJaqretdd+jvu3Iwa5ZuQyUnr1vZYQyYpidwPzz1Xz+vTx2exLDN2FqARbM5M7IXu3SkOlHngAeBvf6tY0XrWWZT1FNACy59ozcvznrHUFAlm/VsTFltlEa1u2ZYB6ny5CZKGDan9XjrSnPHXiygpaVdYXp5dLJvi0pyaYrF5c+o8uol7HsxxtoF/XxYX4awsb1bz4cPpmBUW6oEaLgXD7veZmZVb+sbpHmy6gick6OPDlgEzWRp/FyxuLzlZC/UmTXSMc2amfVCmMkVrbKy+/8qzRmt54BzMuuoqXWLKC6HExpX1mVhQQPfdaadRO03i4uj63rZNz5szp2zbqwqysnwFqz+6dKFkfdHR9PwX0VqzyMmhhHnOUnblCQvWw4fdPZwWLaK61rWpRJRQpwn5X0YpVQVF6IRKgcvRFBfTg47/JAsLQ3PNYmHRoIHujHbtSqPJTz6pl0tK8i+eTPiBG6jzFBtLHdWbb9bzrroKx7t0IZfj3r29t9+JKWYiIys3yYs/0RodrY+HV9HqVs7HCQsNy9Liyymi+DOLVqcQ9Wd55ay/Tvr3p3V6Ea183F0GKHxwZg9muEPM++e0EAIkvMeOdc/eG8g92FxvacjN9RbjHRtL7d21i2LOebuWpYW20ck92WWZO9c3rq68cGYPdrpb833E141pofQqWgHdOeP9zM72vXYq0+IZHq7PfSjx+ZWB87nQsCG56HNsf7DOrBd3baasltbsbLoOzj7bN+8BXx+cb6EmYQ4cOV05O3YEXn0VPpgW5JSU0BKVCdUDM7wKoFJGXq9fToLoddl33gGefZaymLMnyvffk1v9L7/okBhBqOGE1PNWSr0L4JBSao9SarlS6l9KqTsrqG1CZcN/rh9+SA8/QP95hjLKy8sOHarnhYVR3I5bPdJgsGunv4QgV15JL4D+KDhZE3cgTzlFl48pLypLtHLn29kJDw/X1qTyrA3JltajR3UnySlCud7r77/T1Clqu3WjgQvnyG9hobsFrHNne23JQHCb/Lk3OykqQlhhoX3goWlTOn/85/7bb+Qyacah8vF063zzfeI8J5zkyuxc/vqrfZns7MAden/C3klYGJ0rM6aV37Mrmvkd78/u3TqurrzhzhkPfJjH0yyLxNYyvn4A76JVKX18+XnASafMbVamaOXyOkD1F60Aida0NLoOeYDRH8XF3p91ZXkGsWj1Z6nmZ4xXt+bqxHvv6fcsWv/2N/JAevBB+zXDYj0lRc9r04bu9cr0mhDKjvO++fpr93JHbvz0EzBlinudcCcbN5KrfLNmZGyYMIHmp6fTM/K660rX7xKEakioPe9zATSzLKsVgMsB/BdAOdT+EKoF3Ok06yUOHkzTUEposGj1F9c3bJherxfatSPB66/WasOG9j/+Pn3oQV2RmVOrWrQqpS19kZHlJ1pZcOzfr68HpyhlseDPPTgpiUolffGFnnfiBHWA/YmJuDjqkGZmBrbqu7nyBoLFTJs2Oq5HKXsCJs6MbZ7TQKLVn6WVB1dM0WrGG2Vl0YDQ6tX+21tQ4C0+OSyMOrgc0wlowccd361b9XfOOscVgdPSapKYqK8jznhsCqZQRGtGBl2nZikQPs9sva1M9+CwsOolWoMN0IWF0f3466/2gQM3QrG0On/HZGeThT+Q6DItrW70709Tr9an6oZlAfPm0T0ZEUEDZ24MG0YhM84s+V4H9cqbXbu8Z/UW/BPqueOklV6s66+9RtPLLiMjw8GDdH9feSUwfjzdU6XNsSAI1YxQe97LADQAAMuy9lmWNduyrAnl0RCl1GSlVJpSar0xr6FSap5S6teSaYOS+Uop9ZpSaptSap1SqpzNaHWQgwcpsVFhIbmx9OtHdeO4EzZ/vvd1sWj1l2G3RQtd/9QroTx0lQo9m26o+MsqXN6wyHN2wpWqGEtr//60zfXr/bsH87ngDq/b4EBiIsXF8jq44+NPtKak0DIff0zCzh/+2uSP2FjsvPZaXQ8UICt1XJy9rmi9evZjzALWTejl5dmtawxf72ZHwxRhboNCTryWTQkLo5H1PXt0TV1OcMSWVtMV0Z9otazyi5Xj42Ke4759adqpkz5evD1nIibzO39kZlKdXHaPBqhDyMecr83KrFEYFqb3pTJLDPnDzcJucuaZNF2zBpg5M/C6ykO0rlpFFn5nTWETrvvsz9LK8c9VUX+4PNi1i8qS/PgjxWW7hWoMHEjXdePGvsfcfF5VFkVFlOjHq3VQsGPeA0uWlO63odx7LVtS7pBXX7V7uaSmehsIFYQaQKiidRKARUqpB5RS5yqlyrPuxxQAQxzzHgEw37KsTgDml3wGgIsBdCp5pQJ4G0LZmDGDpl98QcK1Z0/qjHEH1EsNTYY7npVRy7Sq8FfWpbzhzrxTyISFVYxo7dJF12r1l4jJKVrdBGRiIlkBP/iAPvPx8idak5LsAm/NGvfl3DL9BmLcOOS1bGmPneaaobx/bkIxkKU1N5c6AU5ruylaly4FNm+mASCnEAt0rkKph8z79NVXwOLFut5jbCwdZ+Marff77+5xTevW0UCBabEtDbNnayuSeVzGjCFXyEaN9H7x8TA7Vl5F6zPP0PTQIb2+48f1vvK1WVmDSgCdT97n6pA9+LTT9Hu3a23UKBokmj/ft2SSk1Dcg01Cterz/4u/+5rPa6Ds8Oa2f/zRW3x0ZWH+f/obtAp0nDl7clUgCaBKhxkaEijDrxte7x/+P+SElvXrVw9vD0GoIEL9N/oAwKegUjm3A1iilAowfOody7IWA3D2nC4FUBJciakARhrz37eIZQCSlFIpEMrO99/TlLPucgcoFJEWyD3Yq9io7lSWezB37J0jpRVlaQ0L0x0k/kP0Z9UMVPKmQQN7p9GLaM3K0n/WK1a4L+dWUzUQ0dGwwsJ8j4/pbscZmE14eTfxk5/vLlqjo2l+RgbFI738Ms0PJXtkKKKVXSY3bqSarHy+oqPplZsL3HILcMstSFqzhjwpTH7/Xc8ra8d0715ySXO6qkdGkkAyr1felrmffD75O8tyd6njeXfcoa+FQ4d8La3BYjXLE6X0PlcHS6v5rHB7LhQUaM+DpUsDr6u0llbzvvHyez6vzgRMDA8IeXGz/P13qk0cindQRWNma77jDrKKOeMM/eVsAKrG0spI5tnSYcaj5ufTAFFRkbcBNV4m2LFnzwOvOR4EoYYTSp1WANhrWdZT5gylVEUOLTezLOsAAFiWdUApxYEgLQDsMdtVMi/E4SzBBnf0evXSnUgWmaGI1pwcElvnnksdVsuieL8lS+xWgJrEyJHUGWRrVmW5H7JojXDcqqW1tPbqFdiqxq7VOTl291mTpCQSn0eO0Ge3jjqLUP7zNQWVGw0akIXfTER05IhvRy6YkHbyyy8Iy8/3FZjx8drikZfnHjMMuFs3WLQ6jzm7DC9aZJ8fShye10RMAG1r0CASHsXFupMUHW2P2QUQs3+//d77/PPyH5EvLPS9ThlTtHK7evTQ3/PzZd8+um5+/plqFY8aZa9xaFnk3tq9u86Au3+/ThhXFZZWQF8L1cHKEWxArUMHum4++ii4CAylTqtJqIMG7KKxvloAACAASURBVC7LNVqdcNmXUIRbdRJbhw/TPrzyCl0rQ4fSsZ8+nTLbn3Za4Ps+PJzukRMnKPt3x46V1nShlISF0XNo3z7yinnoIaoTf/PNwe8pr6KVPSXMUKxu3Si8B9AJKgWhlhCqaF2jlLrbsqyTOdoty/KQ3qzcceuhu97dx44dQ2+j3ElqaipSpdCyHX4wvvEGTc0HoFkP9IsvqBxBs2b23x89quMCedmYGEp+Y3Y4zzmnYtpfGTgTZ1SWaOXOn7MTaMYOhpKIKVjpn7AwOncZGf6zB8fG6mX4s5P69em6ys3V9UOBwJZWgDpyvIxb5kR/yaH8wcLUeXzq1ydLMLfRn6V18WLfsjfsHuwmWqOitIWZxT7HjXqpK+kvw7I/WrUCFi4kgc/HuH172jaXsAIQt2OH/Xc84FCeFBb6vxbNUAM+PmY9X+58HTxIHXnm+HH7MyQ727cM1OrVuowPD7ZVpqUV0J3Q6iZa3c4Fh200aED32/Hj/kM5QqnTarJjh6+wCtQB52vCX4IipejcehGtgVz7Kxt2Cz10iPbNPJbx8VQD3Iv3kfk82raNBofati335grlwIkT5F2TmAjcdpv9u7VrvQ2onThB02DLOvMYAOSB07kz/UdWdG4PQahkQh1CbQbgVqXUfqXULKXUc0qpq4L+qvQcYrffkilnFtkLwChkhpYAXAtgJSYmYtWqVSdfIlhd4JpgHC90ySX6O+4g5ufTaPFXX/n+/j//sXfI8/K0i2JtxV+SqfLGX21VMxNvVFT5uSubllZ/mXqVslvU3CytbF3MziYxE4poDURuLh0Tr9ZIFkPOmKKEBOoY5Oa610YNdDz9uQcD9vVkZ2vxtHx5cItrURG1KRTRyi6G+/bpY9yxI3k2sEVdKcTt3Enizl8n6PhxYNKkstVwDSZaeb/YQmp2qPg7Z6ZSU3xaFrWTf8fHOj9fXzd8LVa2aGWX3OrwzAsmWnleQgIdt48+8u8eHqql9cILydPgjTfIZd0rwQajlNIZxjduBF5/vfKt6aXh99/pWty40f2+9houw9cVuxl7KYVSVqqD6K+JTJ5MgxRbt+qkZ82a0Sspydt1y/8VXi2tgwdT/fGRJRF0jRuLYBVqJSH1dC3LGmVZVlcA7QA8CWArgD4V0bASZgC4vuT99QC+MuaPLcki3A/AMXYjdpKVlYXU1FTMDJYlsa4zbZp+b8YLsjgL5h7M8Y0A/UknJFSPDlxFUdmi1dkJj4uzZxYuT9HKrqU5OfbMqExYmBatzmyxDF9D2dkU3xnMPZgtPR98ANx3n39LIFtFve4vd8ad6+PtHT1KbfTnHuxGXp67ONv9/+ydd3gU1frHvye9EQIJECCBQJASeq8JvRdRBBQLoFL0p9cL2EEvcAWRq+K1AirNCxYU1IAiIGio0qSDSAkdAiEBQhpJzu+Pl5OZ3Z1tIckmm/fzPPvs7uzszJl+vudtZyyXs349dVIcsRDZE/ZGKPfplBStIxsQYOoN0aIFfJOTSZQ+9ZRxR0gl1TKvK+sMOTl0XhjtO31dYWVV03eq1O9K0Cr0NWWPHKF9qf6n9lNmplZOpU4dOjbDhhV8OwqCLXfy4sbetaHaGhSkHQtrsa3OWlqFoOO0axcl+dKvz1YH3J7bf1iYFtf58cfk/mhNuJ0/73h7i5py5YDvv6fP1qzIjqCs1jrviUJFn2ncHBavBSMzE3jySeDtt4F//YtK9qWmOjfY4oho9fOjQcoKFe7uHGOYUkCBerpSyiwp5R4p5WIp5QuF0RAhxJcAtgGoJ4Q4J4R4AsAsAD2FEH8D6HnnOwD8BOAkgOMAPgUlhTIkKCgI8+fPx8CBAwujme6JlJql65//pPfGjelG2KIFdSadiWnNyHA8UQ5jG2ui1dvbNKa1MBNDBQSQCPj7b+N4Wb1otRZPqzqf+mRHgHVBpmIRz5yhjun27cbLVUmT7tY9W1khp08noWEupm0t35qltWpVy3qdK1aQmLPVKVSojruj5QmqV6frzNOTRKuq8erlZTqo0rOn6f+2bLFclupI3c1+VZZWIzw9tX1iVLZIxbwaWaPz8mgfHjli+r+oKPpPVpYmWkNDycrXrFnBt6MgqMGD4iy1Yw1HLa36Or/WLNPOJmJSg1zZ2XROmsfPS2m8LnsJ1ry8tORp6v+ZmcaDBNaSuLkCT09t4GXQIHovyL1and/K0lqYQvL8eRLWRtnFFYmJ1jO6M6ZkZADTpgHPPUfPsXLl6DyoUIFEqzNeIPYErrc3DeboQy0Yxo0pphSo9pFSPiSlrCql9JZSRkgpP5dSJkspu0sp77nzfu3OvFJK+X9SymgpZWMp5S5ry2VLqwOojoSfH9CgAU2rUIGKVXt7k+XN2URM7u6aUtydU6NOihIBhekm5+WluVheuEAi00i0KjFtTTCrQZAPP9TccPVtNsfccv3HH8YPd2ctrdaIi6N3VRrGGdFqLaY1IEBbTkyMNv2CYeSCJeoac9Q9uH9/ssCUL0+dod27tbbrXbZr1cJfEyZQvT6AvCqOHgVmzaLswn/8AZw86dg6bWGUPViht9hnZ5u6C6v/+vhQAqZx46jTp1izhlzulOVO3VtiYuj4ZWVpYlcNihRXdm/FkCG0f0tC59GeaAWorWFh5ImQnU2x33v2WM7nbMkbIeg4q5i8b781/X37duDzzy3vWY7UX1aWVtWe5cttl8ApCRZCveeAyoxcEA8kJeaLwpKvrO1GAwzqfe3akjUYUJLZu1e75+uT3wUF0XXhTCkme+dwRgbd64v7fscwLsLtz3S2tDrIrVumHQb9zVJ1DI1QI8B60tPdp7SNNYpLtDZqRO9qMEGPKktUmB0ZDw/tPEhNtW9ptSZS9IkhTpzQ2mitw6Y/9/r0IXdzo5IVSrTe7f4PCgKGD9cEj6Puwfv20X4xsrRWqKAJsapVgSlT6LN5EiRrFMQ9ODyc1vvHH+QCffs2tb1pU/pdxacLAbRsSZ4TAJXjUe1asEAbIFAdqkuXyJ1YZaF0pN0qe7A10ao/b/z9LeO1/fw0d+4LF0jgAFoyLTXwoQS5hwf9R2VVVctQ21uc+PnR/i0J6Perrf2grMPKdX7XLkvh6qylVQjylkhN1VxZ9f8/epTezZ8bKuO8tezTAF2z6elau3fvprjZ+fO1c1D/3MrLIyGWmkrnR3HHOQOaqB4/XpumrxntKPpwC6BwBbk6PsnJjpUUYmxz8CAdrw8+ME1wpo6hvvyRPewdZyMvIYZxY5wSrUKIiQavJ4QQxeyLxRQqUtLDUC809TdLVfPRiDNnLKe5s6X1kUeKN4183brAJ58YZ4ps2JCyT+oTZxUGyuqZlGRsaRVC6xhbE62enkDfvtpy7Fla9ctQVso//7Scr7AsrYCpyDCqg6vn4kUScmfOWE84pLce+vqS+663N8ULjh+vJaaxJgK2btX+6ygxMaYDBApPT2DePGDgQDpnFSoxiDl795JgFYK278cfTdtkCz8/aoetREyenqYJvPz8TOfz9KSYL0CL31u40PQ+pOLm1b3Fw4PuWzt2kNjVW3PLsuXB09OxzLLVqtG73i10l5nTUkHqtLa5k+Zi5kx61wtU9dl8PRkZ9s979Xy6fFkTrioGe8kSetdbcFNSyNL7zTfAggWo4oq6rWrQR3lhDBpEZU+cxdy1vjBEq4qvVMf36lXTzN1MwUhKosoJ6lnw6KP0rkSryh9gi3Pn6Ll/4oTt+fTZ1BmmDODsk70VgPGgmqjVAYwF0AXAp0KIFwu3aYUDuwc7gJSWQlP/8FfWDEVaGqXdP3HCsnOoSoi4q2gNCCj+Qt7WOuBCkJurigctLJQlQCUcMmqPvZhWgDponp6OiVb9+Va1Kr0budUWNKbVfB8pt1rz8ikK1blW2x8fT0Lu4kXb4kwJ/ps3aT+1akUdaymBd9+13r7UVM0K5YxoNT839G7JCv212KwZxaq3bAnMnUvu235+ZK16/nnaJuWGqzC3ip06ZZogCSCLkq06rfZEa8WKFI7Qv78WVw9QJ/rYMTp/VCyuOj89PLRO/G+/0XmhBlOK29L6+OPFuz5bCKEJf1v7QQ0SKLdyI5x1DwaAXr00N+mMDGNPEPPEaOnp9t3i9fGu99xD7+aWwbw88pz4+WfN+n4Hj6wsOs8dGYgpLPRlwzw9yTPC0Zh1PWpb1PI2bwa+/tpiGx0mLY3EvLUEXNnZzoWdXLtWOCEG7kBGhjbAMnas9oxx1tK6d6/lvdgctrQyZQxnRWsogBZSyklSykkgEVsJQByAUYXctkKB3YMdQInWwEDq3Neta1qbUrkHnzxJo9dJScCGDeS+aT7iq9yw+EZaeqlQQeuoWrO0qo6XLQHp4UGdtIsXHROt//kP8N57dA4GBNB5Zh5nVVDR2q2b6XflJqvErLlQrFCBXLOHDLHM/KtEq1FnXlkylRU3Ntb0d30ne9MmTfx98439kjjWUFan//s/etmywnh4AG+8QZ0pdRzVIAFA+9xcpC5cqLnoSgmsW2dZGufiRbKA5eRYdw8WQtt+Pz9TgRsbSxbjQYOoTS/eGQNNSADeeYeEbHIyuT2rzp8QwNO6HHze3q4TrbbcWl2BOgds7QcVY3nxIl1/ymtm/nzTeMaC7EvlZbFvn3Zenz2r/a7PNg9ollZb69KLVvV8Mo8PzMujwaXvv6drwQhHXN4LC71L+91Y/z09afvj44HFi2na9evGSdUcQYX7HD9uuc//+osyvqv1OMK331KmdD1SUvkjZ9xhSzt5eVqcqf5ZFxjonGhVA+Pm14k56elsaWXKFM7eRWsA0PesbgOoKaXMAFAMhcOYIuPWLaB2beDBB4EuXUw7YcrS+tZbwMsv2x7dVRbZgowmM5YUt1UXAJo310bZjQSiKmkEWLc4KqpXJ8GjXKKsiVYpSUCqB3BICHXKvv0WOHSIBkmuXtVEq7OYn4/KpVYJPiP34A4dqE3mLvAqS6/RdleuTG65ytJUuzbF6D74IH1X5ThOnKBsuImJWhynuq6cjSvr1Ytc0Bo1outWSi3e+Q7pyqpmRL9+2n7YupVG93NyKL5RxQGeOUMd3YQE42Wo42vN9c28w24ev2je8YqOJqurntRU09huDw8SsW3b0nf9QEJZdg8GHHMf9fCg8yQri0ohzZihWcv+9z9tOQURrer8/+UX7ZzQl2sxb9+tW/YHo/SiVXkUpKaazmNeXsoVtVzPnCHvAEDzCjCK4XaGIUO0ZW3dqmUjV/eKvDyKAXd04Evt56wsS6u3Gly4eZMSou3bZ/r7jRt0X9bHEhuRkUECWF/D3d25fdtYSD78MHmSAI6JVuWJkpJiez4WrUwZw9kn+zIA24UQ/xJCTAWwFcCXQohAADbS+LkOdg92APWgt1Z71M/PtDO6YYP22bzzUZBkMox1bMXPFpWgNR+wMO9IliunnSvWEu8oqlenB++uXTSfI+7BAC1fFU4/eZIsAitWUIepIOeWUSe+dm2gY0fahurVrf83M5Ouj/37aTm2suSaIwR1VlQJllWrKDZWH1/31Vf0rjqczorycuWATp00oSalNqjQpAkA4HrTpmRdVfGGepo0Ieurl5fmkr1sGYnvNWvo+8GDZHlRcbkAHVclGlRd2GvXbAvGoUO1/5pbJ5XlTzFoELXrnXe0acrtFdD2vzp2OTla+41i7csits5RDw/qTOtRojUjg0RJQdyDARrs6dyZznWjZH3mOBLTqq+9q7wxzC1ReXmmQtaay6oz2fCdZc0aclcHNEvw3VpaQ0NNB6JUrKPajuPH6f5kLcNvTg7K792rza+/35q7oCpRtXUrXU8ff6zdm06dovuV8oAxcl/NyNBCHcoap07RvvX3p8FEPcHBdA4cP25/OR4eZJ21JVqlNM58zzBujFN3USnlvwGMAZAKIAXAOCnldCnlLSnlw7b/7RrYPdgBVO07W6JVj9410JpoLYg1jHEO5SLXo0fhLjcsjGId+/enDLvmeHhoRcyTkow7YyrmTImZ8+dtJ1AyF63BwVrH6OJFbbpRpl9HMLK49OhBMacffaS104icHGDyZJpvyxb67khHQY2sA5plV1lgjFAd3Lu9dqQkC2SzZpaJl+6IWACahRKg4xIaSh3W3FzN7dBWSZHly8mteetWzQrUtq3tY9yxI32uW9dyvn796F1lPgYo/lZvYdMPLqj/q2OnLNauxFx4uwpH3IODg8l9X5V/AiwTvzhraQ0P1z7Xq0fH/Jdf7MeRWouf11OzpvZZCDrnrlzREnFJSetLSqIBKYBCDoyyBi9ZYt1roDBJS9Nire/WZX3QIMpI7uOjDcooK6m6v1mzLJ84gYCzZ2lfnTtne9vVdaQv16MGB/SDVneWa8HatbT8wsh0rCzI1qoXlDRUAjt/f9NrAdBiXR0dUAsIsPQk0JOdzaFYTJnD2ezBvgDqAQgEUB5APyHE60XRMKYYUTdGawl9zEWCck0yQj1c2D246GnUiKxnqoNWWERF0fEbNEgrM2GOEszR0baXpQTFsWO23f/My4WEhpKlddw4005ndnbB4gftCUFbYsPbG3jySfqsEpdYc8nSZ3KuVEn7LIQmsowsT0lJmkums0nMzEf0VaKsNm0sXRI9POh86dULaNxYswCr9l65YtoxPX7cfifr4EFaz5w5NMhhTbQeOkT7bcYMzV1aT2Agnc96Ma14+mmyChotW7k2u5oxY4o3s7gtHBEKrVrR+4gRNEjVpg0dbylpYDIvjz47YyHUX5tq4ErFYSrroxG3btF1Zsud17yMWqVKNKjy+eckQpXl6do1Eswqjl0f96ynOKyBaWmF577p7Q1ERlICrQ0bNC+I8+dNY5CN0FtYf/rJ1EV1+3Zg9mxT63N2tulAwxtvAG++qQ0kXr9O6zK/v+TkaAJXtSUz076bqzVOnSJrrrWEUSUNFYahHxxUqPrZ1ioxmOPnZztURA0KsGhlyhDO+qv8AOBeADkAbuleJRZ2D3YAdWO0VltVP8Ktnx+wFDTq4VTQpDKMJXFxwODBrlu/UUcyJAR46SXg/vttd2r1Fsxbt6zPGxZGy+rQgeLV9GUhVHZTlRnUGUvkoEFIi462n2FZxeAZ4eFBAwR16miuXapciDnmFltlkQaAkSPp3aj0xvz59C6EqWXREcyvW3s1knv0oIEJDw8SKu3a0fRKlagDvGABfZ84kd5nzHCsgx8QQJ1Ya8dYddbCwuwParVvT+99+lDZnqZNTS2CgDYAovcQqVfPfjuLCiGKPwGUPey5B6t5vL3p/L5xg8ozvfmmJoqc3aa6dYGePema0193mzZZ/09amvXkZgovLxJtylqvr3eakkLPov376T5Rtarmig6QpwRgeS9bt44y8TpKZiYJZBW6YI8bNzTRWli1VZW4XLkS2LmTtsHWvgWojjOgeXrcvk0DguPGUaK1Eyc0KyEATJ1K7/p7SWIi8N13VIrlxRfJopqaamoN1HvF6GNlly+33rarVyl+3qjPoI5XYdalLUrU+asPY1AEBdkuH6jHz4/OG1uiVYVCuCJum2FchLOiNUJKOVxKOVtK+Y56FUnLCgl2D3YANWJnbUTYvBOtd8M7epREhXrgqGQbjsQxMY5Rv76p+ClurLnj1q5NnVKjTq3qZHh6atYnfU1AI8LCSBx26kTn3Icf0vTFi6lz9tRT9N0Z0RoejptGZWAUyhpqax7V5ubNtWnKimRtXt36AVD8sXLVXbmSrpsrV6gTmZqqJT+ZO9f52LdKlbRsrYBpQXtHaNKELJyVKtExunmTBg30AnDOHK2T+8032vS0NEuXQWvH2FbcsDmNG1ObatQwzW7cpYv2WZ0H6v5Us6b1EIeyhiPuwebXkbnXhBo4cPZ87NJFGwRSHgqApbXtyBESfxkZWnIzo5rDeqZMAR57jD7rB1NTUsjC99139L1KFWq3ioe+ehX13n2X7iF79mj/O3XKtgu8OSou1FaZID2FaWlt3JjuU0q0A6b5JQDjRGh3ntd+Fy5oMa/6a1jx66/0OnFCE5zvmHXvdu2ifaA+A6YDWvqkS+ZCOjPTMuu4avOuXcZ9htIiVhVqMMPIc6daNcdjmwcPtm9pVdmaOX8IU4Zw1s9uqxCisZTygP1ZmVKDvpacEfrR8goVTEXrDz9Q0hZ/f+oQKPHK7sHuQd++xlbFhx8Gli6lz0YdY33ns2dPyjYZE+Oc1cbbm6xrCQnAZ59p041i1AqKPu7UGiqrb7duJFbNPQ9soURxmzZkuerenTqGc+ZYzvvcc44v15zISHLzTE0teIKuhg3J1XbIEM1d+6OPqIP7++/afKpz278/sHo1TRs9WrPYWuNusqcq9K7T/v7AI4/QNh86RPu6MNbhDjjS2ffxAUaNIgtmTg5Z2GNiaLCiSxfN7fBurMf16lG5oqNHKbb1669JpIwdq4kaLy8aLHHmmVG9Oj1r4uKo075uHcVqKvdVFR99+DCdI8r1HqBBo2bNTMXD+fO0zKQkKpfz0EMkpq9dMy3/ptyfHR0YKkzRqgYRDh6kZ/DPP1Oiqaws7RiZlwjLy6PESbm5qKkSvn3+ueWy772XnuVKzFatCjzxBC137FiylKakUKiAEFROqF49asf+/XQsPD1tX3/r1pEl9tFHTfeJyk5s678lzYPBGqpvZG3wzN/fdpyqQrkS2yp5ozLR2/OsYRg3wlnR2gnAKCHEKVCJGwFASikNHPiZUoM90apqNAIkRq5dI+Hg6andVDMyaBSXS964B56e1OGJjDT+Xf+gNOpQNG9OVsbEROpkvfeecx2PXr3I/eyhh8hqEhVFSVVUrGZxUr06WXo9POwLVvNtjI4mC7LqxOitPOboO8cFISjIeddiPeHhwMyZptO8vOgY9OpFnda339Z+U4IVIFHQtq3l9j/4oDaQdTdubOHhpolhADoeAQH0atxYm8Zo2LvmlLVVJUm7m4ETcx57THOFz84mIa0sg4sWkRgCSDBnZjrX+Q4IoDY//DBZbNetI7F58SL9VqMGvZTw7tQJZ9evR2RQEK37rbfI/V1ZqVavpvYoq+GXX2rr0l+Xan86ei+7ft3UU6Aw8PAgS1z58iRIU1Jom8+etfQAUR4c27dbLqdePcrwnJlJ1lsPDxL0DRrQQAOgubm2bEn79+efad7GjWmff/stxbtOmULzzZxJA18qIVZoqNYXUK7DqammfQ0l9Iyu3dJqabXmMeDnR9ubnGw7Fj8wkOY1rxGuRw2g3H9/wdrKMKUQZ0VrX/uzMKUOdWO01mnQ13isVIlEiEpuobfCpaZqiZgKkiyHKTmo+EtHMOrACUHnRrVqZO1QnRRHM7yqjp6Hh5Yded48x9tUmFSuTFYHIwuFOUb7Qj/qPmUKle4ZPJg6xoMHU8KTbt20Tpu1eNnipksXSp6jMrWGhdEx2L1bs7wAwKRJdLzatzeNMwTsxxI7SrVqJFrvRpSXJUJCyHJeGIOHR46YZnR2FD8/svqfP09u/6reN0DnUHIyee7cvk3PDWfc/r29af7sbO16OXiQvDKio7VrKTKSBoqEoFrF99xDojUxEfjHP0j0tm9Py1PlrMxRA7QAWfQVZ87Quq096zIyCtfSak5UFL2//z5di5mZdH9ZvZpyA1SoQNZtADh6FDn+/vCaNYvKbqWl0aCCXij26UMvPd26aXH8995Lx1GtV4U+KMEKAK++SsnYvv5am/bxx7Rf1QBBfLw2YKEv/2JLtB47RsfOkRCDnBzaPnuu5kbs20eDpCEhBUtwpDLAW/N2UYmYLl+2LVo9PDTRmpNjfI6pc1IdD4YpAzikLIQQQhKn7c1TeE0rHFQipoEDB3JcqzXsWVrVDbhdO7qZ65MvqWQAAN2w1W9saS3dODPoYM+61a6dlony5EmgRYuCt8tVOON22qmTpXhT0zdv1mLyxo2jd72L8pNPus4VLiiIOnsPPaS5PxplfG3Zkl47dtCAluq8hofbjr2+m8dDy5Zk9QkJIcuC/r6jp7BEcmknPNyy5IYzKE8HgARQQalbFzhwgK6fV18lgaUy1776qum8zrS3Zk0SjOvX06BQSIgW49e8uXYNValC9xvl4eDhAbzwAnltABTiICVZHNets3SvBUj4KXdjJbpPnaJlKnd6hf68jI8ngaKeq/pM3XeDuk6joujeqreinjpFQn3rVto/ubn5Vs+sSpXg5efneIZrc88PIUwTDFlLXqcXrIA2wP3kk7QPVN/gyy81kQfYf46cOGEsWvftI4GnYvDXrSML85gxzt1L8/K0hFWAJqyd4cYN2g5rg2shIXROOJKMyd+f2nT5svF2q7hjV+a7YJhixlFfqo1CiGeFEDX0E4UQPkKIbkKIxQCcMM0UH5yIyQHsJWICKLZt5EjjWA31EPrrL20kmkWr+zNsGHXm7HU2GjTQPttKeKSnJMYmmlshrBETY9yRcKQ0kYeH60TriBHUUdPH6/XvT9MB8sTQC4s2bUy/2zsP7ka0CqFZTsLCjEtKAAWP52W0fTdsGAmixx6jzzVq2PybTUJD6Zxq0oQE5IwZ1r046tZ1fLmRkaZhK8qKFxdHMfR6q60q7QPQuV2nDolnhSqnkpho7AmiX49CeRnoM+QCpqL1yhWyIgcE0D4wyihbEAYMoMEZf3+yFOtRiRBTUiikYdEi4JlngMRE3A4J0dzoFfokPuYiVFka9S7HHTpQKTSAhNkrr5C78KxZlESucmW6Dzz4oOWgxGef5bcF335LgnXjRhq827NHi9G0hlFNWICE5u+/A3//TS91vJy93xSGzUVZ1q3dC9X9cu9eyhhvK75V9ceOH6f4b/MBlZQUmodL3jBlCEfNKX0APA7gSyFELQCpAPwAeAJYC2COlHJv0TSRKXKUddSae7Derat9e8uRVG9vejinp2vuVSxa3Z+QEMdcsDw9gccfpw6dox1gLy8SSwkJxp1GV1CjBnU+VXkaZyl5jij2USP8I0aQEJCSsjkbYU9sHspkxwAAIABJREFUx8VRllC9S2BhExhIA2t3Gx9cFunXj4SDuqb9/AqvQ9ykiZYoqUMHeklJlqR168i93LykkT308X6DBgGffqoNLJm7Xg4diiubNqHeoEF0/fr6kqv7hx+SJVglYrJGerpj9ZN37aJl9uunDVwVtntwcDCJwh07SPzMnEkiafFiTbSmp9O+VdmCAdyKikJIzZq0vap818CBJK737SOxD1As6okTWjI2dQ40aULuwQDd03NzaXBD757673+btnXkSIprHjiQSuUA5L4cFUVCUyWHSk8nMatyKGRmklBbvJi2o0sX+xUJNm50bP9ZozDuz6rEkT3Runs3WZ0TEzUL/IUL5IlUtSoNpLRpQ0kuv/6a5qlZ03RQ7to15zPFM0wpxyHRKqXMBPAxgI+FEN4AwgBkSCkdSIPGlHhUHKq11On6G7C/P1mScnIo8coXX5C70ZIl1IlQDxYWrYweLy/nLTZBQY51FIubBx64+3YNGkQdzLNntRH0kuzmpdzdzDM3610v7YnW4GAtRs6Z+EVHGDZMs1oMH164yy4rBARYL+VUGMt+4AHKUKwGNoUg8aOEpt4iao0HH9TOs4gILdFQq1b06tePpptToQJyjFzHe/YkEffBB8CECTQtOdnSI0RlHz5wgATdoEHac1FfO/rUKfI2OnQImD6dphVVTKtKbKYEelQUJUpKS6PrVXk9RUUBtWtTvWpvbxpA9PSkaxEgIaQvb1W5sum9SA1m6wcCBg4k93HzOu3mqAEKgGr/xseT6/IHH1AMso8PWfRbtqTjOn8+Hcf0dBJwKkP9jh1UG1bPmTO2B03tiVA1+KjcgAuj3qmytFq7F1aqROeNXqwqVq+mNqsSTPffT/kCTpygec3bl5LCopUpczidLUdKeRvARbszMqUHe6LV3FXz2Wfp5urpSXF6KqtneroWq2Gv/AXDOIL5iPWDD7o+GU9BXVBVJ8rfX4s5bNqUBnyAkukSbY55Z6xmTbLEbN3qePbXRx8t/G111OrPuJahQymmtVYtTTQEBTlexkovPOvVI4tUYKBmdTUSrNaoV48s8u++SwLg9de13954g8710FDTc37BAnrO1alDYvD6dRJXEREkCPU1S5W7a3HFWSuL56RJlDhOuSqrLMl//UWu9c6GHzRqRIMOevfmypWplJAiPd20rBBA1/kXX9Bnlciuc2e6Vxw8SNMnT9asj6rvoOq/6uPp9bVjFWvW2G73779rXhdJSRBqsCQ729gNXH/sCsrNm7YHNHv1IuGq+kw3btC5e+SIpcgOC6NjqtplLlqvXeMYfqbMwSleyzp5eSRaPTysW0ebNAG2bNG+mwsJNdr3+ed0oy1XzjSOkWEKSu3a9NDu1Ik6A6X5Ia2Eml5c+fmREP/qq5KTNdgW+g6vslBUqqS5DTpCUVmemJJPuXLa86JhQ4pzLWisp48P0LUrXTfKIucI9erReuvXpyzY991HpV706DPizppFmXil1CyLhw6RtRCgZXl50TzHjmn/U9nOVa3mwqZ5c/JsOnKEvuv343ff0eBazZr5g9HXjEpSOYKHh/1jpKz0QUFA69aWv3t6UnulJOt2uXJ0HMLDqU1SkpX62DHKn1GzJllSa9QgC/2771LW9VdeoeU5UutUhSHs3g0AKJ+eTpnof/qJXKAViYla0jE9N244/7xJS7P9Hw8P2uY//6S+15EjlgMdoaH0XDh/nuKXlZg1F63Jyc7VDGfcG2tZpt0Mt99Czh5sh88+oxFYT0/rD7SoKE20BgRYugTpLSxXrxZsNJdhjIiIKFgWx5KIry/Qt6+lG3BwMGXsdbUF2RH4umYKi44d734Zyp35yScdt9Z27qx9TknRSr0sX65lINbz8svA7Nn0nFToB3HPnaNnZEoKiZLgYFNLnlEm8cLA1xeIjSUXaeUS/OSTZMVbtYqEXf/+ZOXMzUWWyuBeVHTtajktNlbLFt26NYk1ffbiwEDKvvziixS/qvab2tc9e5K47daNYlY//5yOsxr4yMuj//39N2WF9vamzNAPPmgxcO6vXMn1ghUwFawZGRSDW68ezWdNgKpSNNevm4a9pKXZzoKdnU0Jx/btA156iT6PGaPtI+VS3q4dDcY8+mi+6MaGDfQKCKB1XL/uXG1jxn3JzCSPrdataXDIjXF70aqyBzM2yMykm721DqneshoZafrwVujLCKSm2s8kyjBlEZVoxJzSFptUGgQ2U3bw8Lj7Z86QIWTZOn8eeOcdSiK0cCH9po+nrFfP9Bl45YrmmnvxIv2+cyd9f/31oh/oeeABEkPLllGnNTOTRCtAlkVPT9eFHljzuGrWjJJI3X8/tW3zZhKs1apRzO2VK2RJb9iQ5q9ViwTbmTOUMEuVyjlwQCv58+9/a27ihw6Zrjsry3aMa24uiUi13PXrSeyb8+uvllmM9YOqkZFajXEjcnKA7t1JrM6YQa7QtWrRgImXl1ZqKjCQrOgtW5I4Xb2a3KHDw0kYq+RYRtUcmLKHcq0/fpxFK1MGUMXTrT30rT3wPD3JdVjFinzyCcX8xMWxaGUYd6VPH8vsrAxTGlFZcAF6Zvn7kyvsnDkkDI4e1UriACQwzAdsrlwhy2ulSmRtrVaNRElGhu2MxIWFjw+9qlcnwe3nR3GtgYElL5FdxYoUi1mnDmXHBchaOnAgDdzdfz8dAzW4N2QIuTor6+XPP1Os7siRtJ1nztB0lTjr8GE6jvfdR/s/M5PE4c2bqBYdDYwaRcJ22TJyC374YRKz+hJIAPDcc5buuDdvGpfdyckhwX3hAp03J09a3/577qFzpUYNst5PnkyCVS0nNlar+6u2+cwZEuGHD2tJmhQcx88AdA8qIzgsWoUQlaSUZWfPlCVu36ZRPmsjwirWtUED09HK4cO1B/iBA/SwePJJ+s5uhAzjntxN3U6GKUl07EhltSIiSMCqkjHKkjVqFL0AevYJQS6uu3eTm/HevZTZ9qIuN2VYGInG4qZPH4rX1OemcKb2ravw8CDB/fDDtA01agDffEMeWxUq0DzVqtFA2d691F+ZOVP7f+XKJDIBrQzM//5HCZ90pN1zD8pt306CVSV7+u9/TcM1Zs/WrJeqzN+RIySkf/qJ3JP37SM3XuX2/dtvtoWqHh8f2sY1a2g9zz9PAj0vj5ZRvrxWMkfFBsfEkJt3WBgJ/dxccic+doxKATGMPmmZm+OMpXUagKeLqiGMC8nNte0eLAQwejQJWxVf0bOnbRdBFq0MwzBMSUbFBAYFUWmWBQusz6ueac2bk/twQABZNs3rDpt7IZiXzykqPD3JYgmQZW7LlqKLpy0o3bqR8DS3EJrnLejShSyMHh7U11i3jly0b94k6/e332rzduyoWXBVZnd9THHdusBzz+HGiROoeusWrb9iRbKa795Ntee7dbOsSbxrF8Urq0y/+/dr5b0mT6b38HDgmWecS7alH/RTbuWenlrZoS5dTMNIPDwofjkujtrp60uWtV273N4VlGHMsStahRARAKIBVBNCxAGAlDKhqBvGFCM5ObbdgwFt9LZFCxoNrFXL9PcmTeimrmD3YIZhGKYkExlJYrVePRqUHTwY+P57+/9TA7Y1aliK1u7dyfVU4Yr6yw0a0DO9pFlaK1bU6sPaQl8rtlYtii9duZKEaXg4CckOHUjAVa9O/RJ9Eq1nn6VESnl5mputlDTYkJMDjB9Px759e1q+uWBVnDtHiScDAqgPFBND2aI3bqTfL12iRFDDhtH542gG+BEjaMDjxg2y3Osxz3sQHEztGzJEG2SJjKRyaaWhTBpz9+TmAosWkXdHQbOtuwmOWFpDAEQBKHfnHQBYtLoT9tyD9Xh4GBegb9OGXFZUbTgWrQzDMExJR1+uSS8wO3TQXExDQrQyK/rPKmZVWQObNKH/6UWrrQRARYWHB5X0cRc8PSnhlCpDY16er3ZtEsMbNpCY27fP9FgGB1P/JjKS/lunDvV7Gjem34cPB77+mgYj0tJI8C5aRKJV1bHv3FlzQ+7enQTx3LmUuXjGDJr+4otAdLT97QkKooESNdDfvz8lWzISz3XrGg8+sGAtO2RlkXDdto1Fq70ZpJQHARwUQrSTUi4phjYxxY2q73Q3Lr0eHuTqokRrGagXxTAMw7gZsbEkemrV0kRrv36adfXwYcp2C5BAjYykepn33Wdc79wVotVdUSVoVFwooNUqrVNH69A3awb8+CMlxmrdGoiJwe2//tLikyMiKFHTpUtAq1bkPdavH8XDbtlCcazXrmmC1dtbc+UFNHfgp56idmzZQmVqzD3Q7HGnhi7KlyfrK/ebSi85OZTFuyiSn6kBitxc8uyIiKBzJTtby55dRnDmCnnf/iwlD67TagNVr+z2bdsxrY5Sv772kGdLK8MwDFPaaNBAK5fSqxdZVY3yNyiLqxJNqmPp41M87SzL1KgBtG0L/PGHad1dha8vMHSoyaSrnTtT8iKA3IJ37ybRqsRoRAS9x8WRhXXGDLK66svKPP64FvccEEAi+bHH6KWIjXV8O0JDydrr4VHyMj0zzrFqFfWpi6KuvBr4ys4mb4LwcJp2+XLhr6uE47BolVIeKcqGFBVcp9UGKnYnNZVcaVStp4Li5UWjldnZd982hmEYhnEleuuaQg3uhodrbsJGvwPkAlrG3fmKjKZN6eUMjz9O715elMCpVi0teZMiKIhE6KpVli64np60jGPHaGBj505K7KTo3FlLqOQIYWElL1lWWeHgQaqpW1jl25QRqDi4dUurKVzGYF+E0kRiIhWeHjWq8EZz//lPEqtCFI51VI1WMgzDMExZZPhwep6WK+fqljB69O63Xl7Wy3f5+VEMbW4uJWJKT6eSNELQ/1RG6JgYynIcHEz9M3PXcKZ4UOWonEF5BRaFZbSoKcPVOeyqFCFETyHEp0KIZne+l8Ij7CaodOvXrzv3vytXLEeEc3LILVhZV5OTy/SFwDAMwzB20T8n77uP3s2tZeXLs2B1Bzw96ThWqUIuxeYEBZG47dKFYmOdjWll7p7r14FPP3W8Vi5QsrwBMzMp9toW5nHx+pJO+t8Ly2pcgnHE0vo0gNEApgghKgJoVrRNYgqdlSvpfcQIcmUJDqYEA/qC6E8/raVTZxiGYRjGEmWtCwqihDzKUsNhSGUXHx8qu8MULhs3Ur+0TRvr86hM3SdPUhbpvDzK/Bwba1zpAtASqZUEvvuO3H3vxuKrMl2rUkxujCOi9YqUMhXA80KIWQBaF3GbGHsU1CKakEAntuL8eXqfNo3ic1RmPoZhGIZhLImOJrdRax1ihmHujgMHgF27yBsQsC5aDx2iZFwAWRtzcoCFC+nz9u3Wr1Hz2sqFTXY2uY1bi2eXEjhxgkT2rVv2l5eZaf23kye1DMJlIAGqI1u4Wn2QUr4MgMveuAprqfOvXrXvXgDQCJSey5fpJFfp25lSy5dffgkhBBISTEsoX758GV27dkWVKlUs/vPRRx9BCIGDBw8WVzOdZv369RBCYHMBRkZXrFiB9957rwhaZZ8NGzZg6tSphb7cKVOmwEsXl5WTkwMhBN544w2nl/XII4+gDieJYRjnEIKS7Zh3EHv1ohfDMAUnL4/qkepD2qy5827Zon0+dYoyO6t+spS0jPnzKUt0cbF7NyXx2rCByiYZ8fff9Lujfa/ff7ecdvUqMG6cllC1jGBXtEopfzD7/kHRNYcxJDPTdmrrFSuA5cvtL0e5A6uL+uef6QbBRapLPZ3vpP03F60JCQnw8/NDUlISjh49avFbaGgoGjZsWGztdJY2bdpg27ZtaOpslki4XrROmzatyNfj5eWFbdu2YfTo0UW+LoZhbBAVZZxtmGEYx7lxA/jpJ2DiROCddyiXy7JllJ13/nwtp4u9ci9SamJPb1lNTy+adit27yZBCWh1fs1RllPzDMDHj5sal44do202F79SApMn0+e//qL3f/3L0jDlhjiVPVgIEQpgGIBMAIcAHJBS3mWdFMYuP/5II0YqY3BB3YOVWJ0/X0vqxLgF1apVQ+3atQ1Fa/PmzZGUlISEhATUr18//7dNmzYhNjYWohAScGVlZcFXFUovRIKDg9GuXbtCX25BKartvBtK0v5hGIZhmLsiJgb44QcSbceOUYKr3bvptzNnqLbthQu2l3H7tiZs74hHv/Pngf/9z3S+vDzqG9sz3ty4QUm5nOkvxcdTRY1+/UynK3feQ4e0aSdPkvX1xg0tPloZGnJyqM/u6UllnpKTLddVrRqFLbg5zjpArwRQCcBMAP8BcF0IcdT2X5gCkZsL7NhBF55yk1AuEps2afPpR42SkigbcFpa/qTgw4dNl/vuu6aC9YUXCrnhjKvo3Lkztm3bhpycnPxpCQkJaNy4MTp16mQiaP/++29cvHgRcXFx+dP++OMPDBkyBBEREfD390e9evUwZcoUZJrFU3Tq1AldunTB999/j2bNmsHX1xfz58/Pd1WdOnUq/vOf/6BGjRoIDAzEwIEDcfXqVVy+fBkPPPAAgoODUaNGDbz99tt2t8nIPVitf+3atWjevDkCAgLQqFEj/Pjjj/nzPPLII1i6dClOnz6Nrl27Qghh4gqblJSEcePGoVq1avDx8UGDBg3w+eefm6z7s88+gxACW7ZswZAhQ1C+fHl07NgRALB9+3b06NEDFStWREBAAKKjo/Hss88CIBfeGTNmAACEEBBCmLj0TpkyBc2bN0dwcDDCwsLQvXt37Nixw2Lbd+/ejU6dOsHPzw8RERGYMWMGpFmIgJF78LFjx/DII48gKioK/v7+iI6OxnvvvYdUo5qSZsuaPHkyateuDT8/P4SFhSE2NhZbVWkAhmEYhilKgoLIY+HFFzWxd+wYcPYsfd62jQwvO3faXo7e6ngnbtTHyF136VLA7NkPwDQc78YN4KuvKM7WWfR5ZG7cAH77zXg+1c/Sx7iqNqSmAvPmAR9/TEJY5aMBSOD+97/0uQyIVmfrtJaTUk4XQtwvpewshBgCoMiDooQQCwAMAJAkpWx0Z1pFAF8DiAKQCGCYlNKBwM5SwrFjlOnXKI41KYlO/sOHgf37tel63/ZevYC1axF44oRW7DolRXMliIsD2rblwuduRFxcHBYuXIg9e/agTZs2SE1NxcGDBzF27Fj4+fmZuKsqAasXradPn0aLFi0wevRoBAUF4dChQ5g+fToSExPxP7PRySNHjmDixIl4/fXXERUVhVBdqvWFCxeiadOmmDt3Li5cuIAJEyZg5MiRSE5OxqBBgzB+/Hh89dVXeOGFF9CkSRP0KkAc2LFjxzBx4kS88sorCA0NxX/+8x8MGTIEx44dQ61atTBt2jRcvXoV+/btw2uvvYYWLVrAz88PAJCamoqOHTvi9u3bmD59OqKiovDTTz9hzJgxyM7OxlNPPWWyroceeggjRozAU089hdzcXFy/fh19+/ZF+/btsWTJEgQFBSExMRHb74yejh8/HufPn8eiRYuwbds2ADCxZl+4cAGTJk1CREQE0tLSsHjxYsTGxmLPnj35rtpJSUno1q0bIiIisGTJEnh7e2P27Nk4p38AWuH8+fOoWbMmhg4digoVKuD48eN47bXXMGDAAJuxwTNmzMD777+PmTNnokmTJrh+/Tp27tyJFEfi5RmGYRjmbvHyoky68+eTeF2zxnpM6ooVwL59wJQpVCP3zBkqPxUQYDrfpUtAbi4MbaSq7ONvv1G/u1cvEn+//kqJknr00IxD+oobehx1y/3zT1qHEWbhW9i1S7MUHzigTV+1SittM2sWUKGC9huLVguUySVLCOEvpfxOCPE7gLcKuV3mLALwIUyTQL0M4Fcp5SwhxMt3vr9UxO0oPtRFoLKnmXPunKlgNWftWu3zvn10Yn/0EX1/9FGgUyfT+fUnPlMqUQI0ISEBbdq0waZNm+Dr64u6deuiZs2aOHv2LBITExEVFYWEhAQEBwejWTOtgtWwYcPyP0sp0alTJwQGBuKJJ57Ahx9+iJCQkPzfr1y5gvXr16Nx48b505SFNyAgACtXroTnHXeb/fv344MPPsCbb76Jl19+GQBZhb///nssX768QKL16tWr2Lx5M2rXrg0AaNq0KapVq4bly5fjxRdfRHR0NMLCwuDr64uYmBgTF9o5c+bg3LlzOHjwIKKjowEAPXr0QEpKCqZOnYqxY8fmtx0Ahg8fjlmzZuV/3759O1JTU/H2228jRhWZBzBq1CgAQEREBKpXrw7A2HV3wYIF+Z9zc3PRu3dv1K9fHwsWLMA777wDAHjnnXeQmZmJtWvX5i+rR48eqFmzpt1907VrV3Tt2jX/e4cOHXDjxg1MmDABBw4cMDlmerZt24a+ffvmW4wBYNCgQXbXxzAMwzCFyj33UMKi8ePJ9dWc27eBX36hz99+S6678fH0fd48es/NJXdeDw/g888RkJioGXHMUWJS33c+eRI4ckRLdGpkRJIS+Owz+9uTnKwZjYxQcbAKvUeksjLrl+XtTfWg9ZjXi3ZDnHUPfltn4VwghHgWQPXCb5YpUsoEAOZ2/XsBLL7zeTGAwUXdjmJFjeiYn8gKB7OpeqalkUvBjBmam7G5YGXcgtq1ayMiIiLfipqQkIC2bdvC29sbdevWReXKlU1+69ixo4k4S01NxQsvvIDatWvD19cX3t7eGD16NPLy8nDcLEV8nTp1rIqfXr16mSxXxdH27t07f5q3tzdq166Ns+Y3YwepX79+vmAFgKpVqyIsLAxnzpyx+981a9agQ4cOqFmzJnJycvJfvXv3RlJSEv4ye7Dcd999Jt/r1auH4OBgjBkzBkuXLnXI+qln7dq16NKlC0JDQ+Hl5QUfHx+cPHnSZL3btm1Dx44d8wUrAJQrVw79+/e3u/ysrCy88cYbqF+/Pvz9/eHt7Y0JEyYAgMW26WndujXi4+MxZcoUbNmyBdklqQA7wzAMU3bo3Bl4+GGK4axUiYwvL71EiZhOnQIWL9bmbdxYE6wAZdX95hvg6acBM88pAGTVNAjJMWTTJi3L7+XLZAHWh0xZS7akZ8MG627B5ujCu/K5eROoXBmoUUOb5u9vmsG8e3egalXH1lGKcUi0CiFeE0JMklJ+J6W8JqV8F8BPACIAuGoovoqU8iIA3Hmv7KJ2FA0nT9J7UtJdLSbAXBSMG2c8YwlLLsMUjLi4OGzevBlSSiQkJCA2Njb/NxXXeu7cOSQmJpq4BgPAyJEj8emnn+Kf//wn1q1bh507d+L9998HAIu41qo2bo4VzKz2PncSiBlNN1+uo1SsWNFimq+vr0PLS0pKwoYNG+Dt7W3yeuihhwAAyWZJDsy3tUKFCti4cSOqVKmC8ePHIzIyEo0bN8b3DqSe37lzJ/r374/y5ctjwYIF2L59O3bu3IlGjRqZtP3ixYuGZYqMppnz4osvYvr06XjsscewevVq7NixI7/8jq3989prr+H111/H999/j06dOiEsLAxPPPEErllL288wDMMwRYGHBxAYqH3PySHDy8qV5BarYlpnzQLWraPPwcHa/L/+qn2+cUP7nJsLzJlDcayrVhWsbXbyQ1hw/Lhx8iQj/v7b0sPy+nWyqk6eDKhB9AyzHLh3wp/cHUfdgx8F0Ew/QUr5hRDiSZDF87Dhv0oA169fR6tWrfK/jx07FmPHjnVhi+6SX36hC9matVTVuKpcGXj7beQ7Vfj700nevLnlf3x8yG+fKfXExcVh2bJl2L59O/bs2WOSoCc2NhYff/wxfr+TBl6VyQGA9PR0rFq1CjNmzMA//vGP/Ol//vmn4XoKI+OwqwgNDUVkZCTeffddw9/rmbkPGW1rixYtsGLFCuTk5GDnzp2YMWMGHnjgARw4cAANGjSwuu5vv/0Wfn5++O6770ySM127ds1EkFatWhWXDVL6G00z56uvvsLjjz+OV199NX/a70Z13szw8fHBK6+8gldeeQWXLl1CfHw8Jk6ciMzMTCxdutTu/xmGYRimSGjZEvj3v8lzUNGmDYW2VatG1tMhQ8gK6usLVK9OHoYA8PrrwKRJ9FnvNfb778CAAc63Ze1aoGZNcve9/37qd8+eDQwbRnGwd4s+yVRGBnDiBFmeAaB3b4rZNQ890gt8N8ZR0ZohpTQqbrQEwJ8A3iy8JjnMZSFEVSnlRSFEVQCGJsny5ctjV0EyfrkSW6M4e/fSCJQSradO0UhTdDTw/PPGrhAREcBrrxkvb8QIOtlLsQhhNJQQnTVrFqSUaN++ff7536lTJ0yYMAHffPMNAgICTAZzMjMzkZeXB29v7/xpUkosWrSoWNtfmPj6+iLDfDQSQJ8+fTBv3jxERUUh7C5jQLy8vNC+fXtMnz4dq1evxtGjR9GgQYP8sjgZGRnw9/fPnz89PR1eXl4mQnjt2rW4cOGCidht37493nvvPZw/fz7fRfjmzZtYvXq13TZlZGSYHEcA+Pnnn53arvDwcIwZMwbx8fE46GgBdIZhGIYpTLp00VxrK1emfq6/v2mJmv79yfjSsiXFeio++AB49lkSfm+8gSpNmmi5YBo0cNz6aU5mphafumIFZfM9dQp46y0S1fbK51y+DMycSe7ON29SQlT9f9Qz9/BhLTOw8lQTghKpKoYMIZEeFFSwbSllOCxalUDUT5RSZgshDBywi4UfAYwEMOvO+w9GM6WlpWHs2LEYOHAgBg4cWJztKzj6QHBzKlemTGJ5eSRe16yh6SdOWApWLy9cr1sX5Z95xnI5tWqRf3wZOdHLCvXr10flypURHx+Pli1bIkh3fJs3b46goCDEx8eja9euJsKmYsWKaNWqFWbPno0qVaqgQoUK+Oyzzxyy7JVUYmJisGDBAsTHxyMwMBD+/v5o1KgRnn/+eSxfvhyxsbGYMGEC6tati5s3b+Lo0aPYunUrVq5caXO5P/zwAxYsWIDBgwcjKioKaWlpeO+99xAcHIy2bdvmrxsA3n77bfTq1QteXl5o2bIl+vTpgw8//BC+gEyXAAAgAElEQVSjR4/GyJEjcfToUbzxxhuoZpZoYtKkSZg7dy569eqFf/3rX/Dx8cFbb72FwMBA3NC7OhnQu3dvLFiwADExMYiOjsby5ctx1DwzoQEDBgxAy5Yt0aJFC4SEhGDPnj1Yt24dnjG6fzAMwzBMURMWRoJOZcY16rMGBWlus3p8fExEb4gSrFWqkHX2yBFgyRJgyxbgww9NBe+BA0B4OMXT2kOfK+LECaBuXevzXrgAqEoO6r1DB8pjc+oUlaUMDCRhrAQrQDGr5rRooWUSLiM4mojpHQA/CCFMUlcKISoDcDDXc8ERQnwJYBuAekKIc0KIJ0BitacQ4m8APe98tyAoKAjz588vPYLVHrVrUx2nl1+m+NS9ey3nmT2bRnw++giX+vQxHcHx8SHB2rOn9SxqTKkmLi4OUkqTeFYA8PT0RPv27SGltIhnBYCvv/4azZs3x1NPPYXRo0fbdKEtDYwdOxbDhg3D/Pnz0aZNGwweTLnaQkJCsG3bNvTq1QszZ85Er1698MQTTyA+Ph7dunWzu9y6devC19cX06dPR9++ffHEE0/Az88Pv/76a774vPfeezFu3Di8//77aN++fb6Y7d+/P+bMmYOEhAQMGDAAixcvxrJly1CrVi2TdVSuXBm//vorQkJC8Nhjj+GZZ57BwIEDMXLkSLvt+/jjj9G/f3+88sorGD58ODIzMzF58mS7/4uLi8OaNWswevRo9OnTB3PnzsUrr7yCN990hSMNwzAMU+apWJH6qwVl2DCyxOp58UUgMpI+b9lC77Nna7GkFy6QiP3iC7Kifved7XIyGzfSe+fOlPXYFnpPyhYt6D0iggQroMXfKjfoLl0oG7KPD5UC0qPzlisrCPNi9VZnFGIkSLxuB7AXJHiHApgqpSyxAU/Vq1eX/fv3L12W1vnzrf92+zagt3w89RSQna0VR54718TV96+//jKN0evenVyJywi//fYbunTp4upmuJSyvg/K+vYDvA94+8v29gO8D3j7y/b2A6V4H5w7B/z0010v5viff6JO48ZUCzYlhYw/5rz1FrntmjNihBZXqkdK4O23KVZWldrZvx8ICTHN9quf/8IFsuB6egK7d5NVdelSiq8dOJA8KZXnpN4CPHYssHChJq4Llp+nVMcCOlynVUq5WAixAsB9ABoCuAXgISlliQ4YVZZWt8Hbm9yCVR1XVWezTRvH/q+rtckwDMMwDMMwJRYPA6fQtm2BXbusW0B79tSyCt8hNyCABCtAMaI1alBm3oEDgf/9j6Z/9ZXx8pYtI4NQ+/bApUtkqb19m1yPjx8ng1BODvDpp5oH5L/+BSQkAH37ajVVhaAkUYo2bQDlzaQ84K5cofd27UxdlgGgdWtg61bjNpYBHBatACClvAlKvsS4ko8+ogtokBPVhjp1IotsGfN/ZxiGYRiGYUop3t7kJhwXRyIxNZWy9zZtSsJUudY++KAmOs1CbgyZPFnLDxMZSeJRVUyIiaFESHqWLqUXQHGoevHYrBkJYiVY69YF0tLIdbhJE020GjF+PLkhq3kuXaJ3I8tu/fokkq1VEHFzHI1pLbWoREzx+sLDpR0PD+CRR0xrUin02VCVm3CPHnQBNmtmOT/DMAzDMAzDlEQqVQIeeIASkao4TpWQSR/vqsq+qDwutkICa95J0aOsuFFRpr8PHap9fuQRy/+bWztVPXeVMEmfxEm5DVujQgWgUSPtu0rGalYjHgAJ48GDTfv6ZQinLK2lEbdzD7ZHjx7aSNOoUbi8YQPqFUbdKIZhGIZhGIZxFbVrG8dyliunCdDmzendSPQBJG7Dw4HTp02nv/QSxbROn04ZhhUdOwKxseStmJIC/P03JWlSVKlC6we0ONbKlcmwFBBgmQjKHipm1d+fLMzXrjn3fzfG7UWr29Orl2mJHH29VW9v5N2pF8kwDMMwDMMwbsWoUSRYhXAsOVFoKNCwIfDHH6bTa9c2tYrOnk0uvkoM+/iQQK1USROt5nVZW7ak2qudOtH0OXOc355XX9Viddu2JUGszzpchmH34NJOVJSp268o1YnBGIZhGIZhGMYxfHy0BEvWGD4cmVWrkltt9+725wcoxlSfNEnh4UEZg199VROsqoSOtze5LPv7W19uv37UZlt4epKLcmQkJVA1d18uo7i9pdWt3YNVAePWrbXgb3sXAsMwDMMwDMO4O40aAenpQPnySGnViuqeKh5/HLh6lVx4v/lGq8rhCOXKaS7BAFlv+/a1XrKyfXtg2zb6HBFB1uGsLCp/Y5blOB9HhHUZg/dIaSMwELh1i9JkKwurEMCYMXQB+PgADz1k6q7AMAzDMAzDMGWJDh2s/+blRbGtADB6NLB9O3DoUNG0o3FjTbQqfH0tsxxHRQGJiUXTBjeA3YNLG1WqAPffT6m+9QgB+PnR53LlaOSIYRiGYRiGYRjreHpSwiUj9NmDrSV3UvVU+/Rxft368jU9emifOSeNBW5vaXU79+BWrci/nWEYhmEYhmGYwsXDQ3MXDgggV2KArLNffAFkZGjzNm9OtVgByh6sPCIdJSYG2LyZyvB46GyJHO5ngduLVrchNhZo0MDVrWAYhmEYhmEY96ZFC6BaNfqsjy/t1w/47jvte+vWpv8bMYJE7f/+Zzq9Zk1Ld2DFk09yIlUHcHv3YLeBBSvDMAzDMAzDFD2tWmmiVU9oKFCvnvX/CUHW2bFjgTp1tNC93r21BKrmqJI9jE3Y0sowDMMwDMMwDAPYF5BSOracbt3uvi1MPm5vaXW7REwMwzAMwzAMwxQNRhZWPcpduGLFwl+3LStuGcftLa1ul4iJYRiGYRiGYZiioWdP278rS2z9+oW/7s6d6cVY4PaW1pLAokWLIITA8ePHLX7LycmBEAJTp051apmjRo1CVFRU4TSQYRiGYRiGYdwc1Sc3eoW8+CJlCvayY9NT7sEch1qsuL2llWEYhmEYhmEYRrF8+XJERESYTPPy8rIvWAHKBHz4MBAeXkStY4xg0cowDMMwDMMwTJmhWbNmqFOnTsH+HBkJjBnDltZiht2DSyA7Tp1CjzlzEPSPfyDw2WfR/d13sWPHDlc3i2EYhmEYhmHcnlOnTuHhhx9GpUqV4Ovri2bNmmHlypXaDHdC+4QQOHr0KHr37o3AwEDUqFEDCxcuBAB88cUXqF+/PoKCgtC1a1ecOHHCRVvjHri9aC1J2YNzc3ORk5Nj8srNzTWZZ//+/eg8Zw5SvLyw6MMPsWT0aNzIzETnzp2xb98+F7WcYRiGYRiGYdwDoz55Xl4eAODs2bNo27Yt9u3bhzlz5uDHH39EixYtMGTIEPz4448Wyxo6dCj69++P77//Hi1btsTjjz+OV199FZ988glmzZqFhQsX4q+//sKIESOKezPdCrd3Dy5J2YPrO5BlbPr06fD188OvmzYhJCQEyMtDzwYNEDVtGqZNm4YVK1YUQ0sZhmEYhmEYxj0x6pP3798fq1atwtSpUyGlxO+//47Q0FAAQO/evXH27Fm8/vrrGDRokMn/XnjhBTz22GMAgFatWiE+Ph7z5s3DqVOnEBwcDAC4ePEinnvuOZw+fRo1a9Ys4q1zT9xetJYkVq5caRH0nZubi3bt2uV/T0hIwIABA0iw3iHY3x+DBg0qEdZihmEYhmEYhinNGPXJVd97zZo16NevH8qXL4+cnJz833v37o0XXngBN27cyBejANC3b9/8zxUqVEDlypXRvHlzk3mUSD579iyL1gLCorUYadSokUXQt/5iAIBr166hatWqFv8NDw9HSkpKkbaPYRiGYRiGYdwdoz65IikpCUuWLMGSJUsMf09OTjYRpBUqVDD53cfHx3AaAGRmZt5Ns8s0LFpLGBUrVsSlS5cspl+6dAkVK1Z0QYsYhmEYhmEYpmwQGhqK2NhYvPTSS4a/V6tWrZhbxAAsWkscnTt3xurVq3Hz5k2UK1cOaNIEN48eRXx8PLp06eLq5jEMwzAMwzCM29KnTx9s27YNDRs2hL+/v6ubw9yBRWsJ47XXXsOqVavQvXt3vPTSSxBC4K1PPkF6ejpef/11VzePYRiGYRiGYUo1e/fuxdWrVy2mt2rVCtOnT0ebNm0QFxeHZ555BlFRUUhJScHBgwdx8uRJLFiwwAUtZli0ljCaNGmC3377DZMnT8bIkSMhpUS7du3w+++/o2nTpq5uHsMwDMMwDMOUaoYOHWo4/cqVK6hRowZ27dqFqVOn4tVXX8WVK1cQGhqKRo0aYeTIkcXcUkbh9qJV1WkdOHAgBg4c6JI2jBo1CqNGjTL8zcvLC1JKk2lt27bF+vXrbS5z0aJFhdQ6hmEYhmEYhnF/bPXJ9UREROCzzz6zOc/UqVMxdepUi+mJiYkW07p06WLR32ecw+1Fa0mq08owDMMwDMMwDMM4h4erG8AwDMMwDMMwDMMw1nB70VrW3Wh9fX1d3QSXUta3H+B9UNa3H+B9wNtftrcf4H3A21+2tx/gfVDWtx8AhBBrXN2Gu8HtRWtWVparm+BSePvL9vYDvA/K+vYDvA94+8v29gO8D3j7y/b2A7wPyvr23yHM1Q24G9xetDIMwzAMwzAMwzClFxatDMMwDMMwDMMwZQghRKQQYqMQ4ogQ4pAQ4rk706cKIc4LIfbeefVzdVuBMpA9mGEYhmEYhmEYhjEhB8AkKeUeIUQ5ALuFEOvu/DZHSvm2C9tmAYtWhmEYhnFTbmbddHUTGIZhmBKIlPIigIt3Pt8UQhwBUN21rbIOuwczDMMwjBuy+cxmBM8KxtrLa13dFIZhmDJPVFQUhBAQQmDUqFGubo4JQogoAM0B/HFn0jNCiP1CiAVCiAoua5gOFq0MwzAM44Z8c+gbAMDqi6td3BKGYRjGFcyfPx+tWrVCq1atACvZg4UQQQC+A/BPKeUNAJ8AiAbQDGSJfaeYmmsTFq0MwzAM44b8fe1vAMBfN/9Cdm62i1vDMAzDFDdjx47Frl27sGvXLgC4av67EMIbJFiXSilXAICU8rKUMldKmQfgUwBtirPN1mDRyjAMwzBuyOW0ywCArLws7Lm4x8WtYRiGYUoSQggB4HMAR6SU7+qmV9XNdh+Ag8XdNiNYtDIMwzCMG3L51mX0u4cqFWw5s8XFrWEYhnF/srKyMG3aNERHR8PX1xdRUVF4+eWXcevWLVc3zYiOAB4F0M2svM1sIcQBIcR+AF0BTHBpK+/A2YPdkAMHDqB8+fKoUaOGq5vCMAzDuAApJZJuJaFJ5SbYe3YvNp/djEmY5OpmMQzDuC25ubkYMGAA1q9fnz/t9OnTeOutt7Bx40ZkZma6sHWWSCk3AxAGP/1U3G1xBBatbsju3bsRFRXFopVhGKaMkpadhpy8HIQGhKJx+cbYcmYLpJQgbzCGYRimsPnwww9NBGt0dDSGDRuG5ORkLFy4ELdv33Zh60o/7B7sQubNmwchBI4cOZI/rUGDBkhMTMS8efPw9NNPm8zfsGFDHD161OryDh8+jPHjx2Px4sV49913MX78eFy7dq3I2s8wDMNYkpyejBtZN1zahoycDABAgHcAGpVvhCvpV3D82nGXtolhGMadmTt3bv7nkJAQ7NixAzNnzsS8efPw+eefu7Bl7gGLVheyf/9+NGvWDKtXUzmCrKwsXL58GTVr1sT+/fvRvHnz/HkzMzNx5swZ3HPPPVaXFxMTg7lz52LkyJGYOHEi5s6di4oVKxb5djAMwzCElBJxi+JQ6T+VkJuX67J2ZNwm0erv5Y9GwY0AAFvPbnVZexiGYdyZtLQ0E8PSwIEDTfrgI0aMgLe3tyua5jawaHUhBw4cwMsvv5wvWg8dOoQGDRpACIEDBw6gRYsWJvPWrVsXnp6ermouwzAMY4fj147j8JXDyM7Nxt5Le13WDmVp9fPyQ4R/BADg9PXTLmsPwzCMO5OammryvUqVKibfPT09ERoaWpxNcjvKfEzrP9f8s9A7Fs3Cm+G9Pu/Zne/w4cMYNGgQpk+fjuvXr+PAgQNo3LgxABKw999/f378UVpaGgYMGODQ+keNGlXgtjMMwzAFZ8f5Hfmffz/9O1pWa2nyW9vP2qJR5UbYP35/kcaX5ltavf3h5eGFsIAwXLh5ocjWxzAMU5YpX768yffLly+bfM/NzUVycnJxNsntYEurizh79ixCQ0Ph7++Pnj174pdffsH+/fvRpEkTnD17FpUqVcLp06eRmJiIxMREPPjgg2jSpEn+/2/duoWWLVti1apVLtwKhmEYRs/BpIPw9vBGpYBKFgOir/76av48Px//GTl5OUXWDmVp9ffyBwBUDaqKi2kXi2x9DMMwZZly5cqhfv36+d/j4+NN8sosW7aMEzHdJWXe0uqIRbQo2L9/f75VtV+/fli6dCkuXryIwYMHY//+/WjYsKHJ/IcPH8a9996b//2tt97CsGHDirXNDMMwjG0OXjmIemH1UKN8Dfx56c/86XkyD9vPbceoZqOweO9i9F/WHyObjsSiwYsKvK7NZzbjj3N/YFIHy1I2mTlUWsHf2x95yEPVclVx8WbBRevkXydj5dGVeLLFk4irGYdW1Vrh4s2LCPQJRLBvcIGXyzAM4y6MHTsWEydOBEDuwm3atMHw4cNx9epVLFy40MWtK/2wpdVF6F2BO3fujE2bNuUL2QMHDiAmJsZk/kOHDuVbWtevX4+YmBgLf3mGYRjGtRxMOohGlRuhZdWWOHzlMG5lU0H5xNRE3Lp9Cx0jO+LLIV8CABbvW1zgLMPZudmIXRiL59c9j2PJxyx+V+7Bfl5+AO7O0rrx1EbM3DwTR64ewaS1k9D609aYvWU26n1YD32X9i3QMhmGYdyNZ599Ft26dcv/fuLECcycORPz589HvXr1EBYW5sLWlX5YtLoIvWj19fVF48aN4ePjg5CQEAvReu3aNUgp80Xqxo0bsX37dixbtgyffvop8vLyXLINZZ2vD36N+bvnIy07DXmSjwHDlHXyZB7OXj+L2iG10bpaa+TJPOy5uAcAsO/SPgBA48qNMbzRcKx9ZC0AYPu57XaXezPrJnos6YH+y/rni9yPdnyU//vaE2st/mPkHnwp7VKB7lUL9i5ARf+KODfhHCa2IyvCS+tfws3sm9h6disOJR1yepkMwzDuhpeXF1avXo3XX38dtWrVgre3NyIjIzFhwgRs3rwZgYGBrm5ioSKEiBBCPC+E+EEIsVMIkSCE+FgI0V8IUegas8y7B7uKpUuXmnz/4YcfrP5WsWJFJCUl5X+fMWMGAGDRokUICwuDhwePPRQ3Uko8+N2DAIDn1jyHoTFDseS+JS5ulXXyZB48Cv/+wTCMjuT0ZOTKXIQHhaN19dYAyIU3tmYs9l3eBw/hgcZVaLCyXUQ7eAgPbDmzBb2ie9lc7oI/F+DXU78CAMLfDsfyocsxce1E9KnTB0euHMFvib/hmTbPION2Bnw8feDp4WmSiAkAqparipy8HCSnJ6NSYCWHt0lKifUn16N3dG9UD66Od3q/g8H1B2PcqnGY2mUqhn87HKuOrULDyg3tL4xhGMbN8fPzw7Rp0zBt2jSL3xITE4u/QUWEEGIhgOoAVgF4C0ASAD8AdQH0ATBZCPGylDKhsNbJvdhSzKhRoxzOKMwULiuOrMj/nJmTiS/2f5HvBljSWJi4EJ7TPRG3MM7VTWEYt+ZS2iUAQHhQOMKDwtE+oj0W7F2A27m3se/yPtxT8R4EeAcAAMr5lkOTKk2w5ewWu8vdfn47apSvgbd7vo2MnAwM+JLu+//t8190juqM3xJ/w9azWxEwMwDPr30egC6m9Y6ltUogeepcvnXZYA3WOXP9DC6lXULHyI7502JrxuLw/x3GsIbD0LBSQ/x0/CenlskwDMOUet6RUvaSUr4vpdwqpTwupTwopVwhpXwWQBcAhZqynkUrwxSATWc2AdA6hADw3ZHvHPrv5bTL2Hxmc5G0y5zcvFwsOU0W4E1nNiE5veDp1su9WQ5imsDlNOc6vQxTVlCCsEoQCcRJ7Sfh+LXjWHN8DfZe2otm4c1M5u8U2Qnbz21Hdm42fv77Z8zZNgdSSmTlZGHIN0Pwyc5PAAB/J/+NmEoxmNRhEl7o8AKaVmmKP8f9ibqhdTGw7kAkZyRjTPwYAMDHuz4GYFqnFSAhDcDp6/fQFXL9bV61ueHvIxqPQMLpBMO4WoZhGMY9kVIeBAAhxAAjV2ApZbaU8nhhrpNFK8MUgF0XdqFjZEdsf3I7do/djVohtfDt4W9t/icrJwvdl3RH+DvhiF0Yi5SMlEJv16bTmzDxl4n5MWaHrxw2+f1Eygmnl3n4ymEMXT4UadlpAIANpzbcfUMZxg1RllZl1RxQdwACvAPwzeFvkJiaiKZVmprM3zO6J27dvoUh3wxBv2X9MHHtRKw7uQ5zd83FiiMr8MzPz/w/e+cd31S5//H36R7p3nRCKasUkA0KAg7cIAooiOBCFFDEvfGqV697i7jAwU/WBZwMRZwgllk2tJTR0r3TpM04vz+enNOkTdoUWlDveb9efbXJOTnnSXKSPp/n8x2AKOKUEpICwAsXvcCOGQ0C+LK0y4CGz3q9pZ46c12T8GBFSLfWaS2pLXF4To25+ZybkZD4v6z/a9VxNTQ0NDT+EVwHHJIk6QVJkrq354k00aqhcQrkVuTSJaILvWJ60TeuL0MSh5BVlOV031X7V7GzYCef7vrUQfC11pko0hfx/tb3GfD+ANYcXuN0n5tW38Srm1+l57s9eX3z63yw7QMAvrzuSwAOl7V+0WvOmjkOgvy9re+1+hgaGv8LFOlF7QFFIPp6+TIiZQSf7foMgOHJjiH6o1NHkxqWytcHv2ZY0jDC/cOZu3YuD37/ICBy0Q+XHabUUErHsI5OzxngHcCUXlMAuOWcWwAori1u4rSq4cGtdFoV0RoREOF0e6wulp7RPdl0YlOrjquhoaGh8fdHluUbgHOAbOBjSZI2SZI0XZKkoLY+lyZaNTRaiVW2UqgvJE4Xp96XGpbKscpj1FvqsVgtDP5gMO/++S515jquXnI1fd7rw+zvZjMwfiBbp28FhPBtDZP/O5npX08nMz+Tl35/yek++dUN6QNz1s7hjS1v4Ofhx6iOogT7scpjrXy2sL9kPwB3DbyLUL9Qfjr6EyaL1iBbQ6MxlcZKJCSHvqWjU0cDEOgdyJDEIQ77+3r5snLiSm7vdztLrl3ClF5T2FO8B39vfxaOWQjAyn0rAUgJTXF53g+u+oADsw5wedrlABTrizGajfh6+qoF2EL9QvHx9Gm101paW4qn5EmIb4jLfQYnDGZL3hatirqGhobG/yCyLFcBK4AvgDjgamCbJEmz2/I8mmjV0GglZYYyzFaz6qaAEK1W2crRiqPc8c0d/JH3B3d+eyc7C3eq+xjNRlZNXEVaeBrQIFpzK3Lp8maXZttG5Ffn833O9+ptJc9Moaa+hjJDGfWW+iaPvTjmYgJ9AtH56E4pH9UiWxiSMISXR7/Me1cIl3VHwY5WH0dD459OVV0VQb5BDpW6J2VM4toe17J8wnKnFbwzYjKYf8V84oLieGTYI0ztPZVvJn3DmG5jAFi5X4jWjqHOnVYAH08fukR0UasCF9cWYzAZVJcVQJIkYgJj1BBmdympLSEiIAJJklzuM6DDAMqN5a1eiNPQ0NDQ+HsjSdKVkiStBDYA3sBAWZYvBXoD97XluTTRqqHRSqrrqgEc3JROYZ0AyCnPcSjI9NWBr9S/b+5zM3FBcQT5BhHuH87RyqMArN6/mkNlh3jx9xddnlMJB866I4vnL3iegpoCjlceV7dfv+J6Il6IwCJbWDR2EXWP1dEhqIMYm06MLVYXS4G+dRPWWlMt+dX5XJ52OV4eXurE+WTNSZePWbZnGfuK97XqPBoa/wSq6qoI8nGMiIoMiGTZ+GVc0vmSFh8fHRjNwrELGZo4lFC/UFJCU9Sw2+TQ5BYfH+oXqo7DYDao+awKMbqY1ue0GkqIDIhsdp+ukV2BU0s/0NDQ0ND4WzMeeFWW5V6yLL8oy3IRgCzLtcDNbXkiTbRqaLQSvUm0tgn0bmgSnRqeCggHssxQxhVdREuKVze/SphfGIZHDXxw1Qfq/skhyaorUVxb7PDbGVmFWQR4B5AelU6PqB5AQ+EVq2zl64Nfq/t2ieiCj6cPuXfnsmLCCi6LFYVaYnWxrXZZlGrDiqus/FZy9xpjsVqYsHwCvef3drpdQ+Pvxpt/vMnoz0aTV5WHVbZila3Umeuc7ltVX+WwmHW6nBMrKvbqfHREBbTcW1XnowPEwprBbHCobg4ir7W10RYVxgpVDLuic3hnQBOtGhoaGn8nJElKlCTpR0mS9kmStEeSpLtt94dLkrRekqRDtt9hro4hy/KNrnqxyrL8Q1uOVxOtf2OysrI4dqz1OYoap4dSRVeZIALE6eLw8/JjTbZwRG/sdSPxQfHoTXq6RnbFz8vPIbwuJTRFFa0HSg8A8MeJP9hfsp/Z387m12O/snr/anYV7gLgeNVxEoMTkSRJFa2KAM2rynMYX/dIUbzN29Obcd3H4e3hDTiKVqPZiCzLLT7XMkMZAOH+4QBE+Ec43K+w6fgmXv79ZTWU0WTVcl41/v7859f/cNeau1iXvY6EVxNIezON/gv6E/9KPCerm0YbVNW1rWhVKgTH6mKbDc9VUFzemvoajGajQ3gw2ERrK51Wo9nYRPw2Jk4Xh7+XP9llra9OrqGhoaFx1jAD98qy3B0YDMyUJKkH8BDwgyzLacAPtttOkSRpsCRJf0qSVCNJUr0kSRZJkqraY7CaaP0bs3XrVnJycs72MP7n0NfbnFafBqdVkiQ6hXViY+5GAHpE9WDJtUuI1cUyoceEJsdICU3haOVRZFlWCx2VGkrp/nZ33vrzLYZ9PIyxS8Zy6eeXAjbRGpIIiBBCaHA7lSrEa29YS9F9RYT4OS+YEhsoRKvZaib6xWju+u4uAD7d+SlDPg9TlGIAACAASURBVByC2Wpu8phSg3BaFbEa4B2At4d3E9E69KOh3Lf+PsYvG9/sa6eh8XfhQMkBHvrhIYJ8glg5cSWTMyZztOIo2wu2U2oodcgxV2gv0eopebq1v7KQVlNfg8HkPDy4SF/UqoJJzo7TGEmSSA1P5XC55rRqaGho/F2QZfmkLMvbbH9XA/uAeGAMsMi22yJgbDOHeQu4HjgE+AO3Am+2x3g10XoWee+995AkiX37GvL/unfvTm5ubrOP27t3LzNmzGDRokW88sorzJgxg8LC1hfY0Tg1nIUHgyjGBCAhJnDnJp3LyXtPcs+Qe5ocIzkkmVpTLZn5mewu2s3E9IlICCfFvi2GIkwLagrUasU6Hx3+Xv6qY6Lkl6aEpqiFWJwRFxRHhbGCXYW7qK6v5q0/38JitXDjqhvZfGIzvxz9pcljGjutkiQR4hdCpbFS3adY7zqs2RnrstfRb0E/pKckPt7+caseq6FxJrBYLUxbPY1Qv1AOzT7E2G5j+WzcZ2TdkcX3U77Hy8OrSQ9kaHvROixpGIPiB/H8hc+7tb+Ppw9eHl5CtDoJD47VxWK2mpssOjWHwWxo4tg6IzUsVQsP1tDQ0PibIklSCqJ1zR9AjCzLJ0EIWyC6ucfKsnwY8JRl2SLL8sfAyPYYoyZazyK7du2iT58+fPPNNwDU1dVRWFhIcnLzBTd69OjB/PnzmTp1KnPnzmX+/PnExDhv/K7R9jgLDwbUqsAxupgWJ3lK+4qxS8Ti1dTeU6l+uJraR2r5adpPbL5lM8OShqkT4DpznToBlSSJ6MBoVbQqOWqKA+uKWF0sAJn5mep9C3csVP/+M//PJo9pLFpB9H2sszTk9G0+sRmAn6b95FAd1VXe32MbHmPbyW0A3PzlzRjNxmbHraFxplmxbwWbT2zm+Qued6gS3j2qOxd0uoDUsFQOlR1q8ri2Fq1h/mFsvnUzY7s1t8jdgCRJ6Hx0VNdXO3daT6FXq8HUVPw6o3N4Z3LKc9xKO9DQ0NDQODMsWLCA/v37079/fwCnVfUkSdIhWtbMsbWvaQ21kiT5ADskSXpBkqR7gMCWHnQqaKL1LJKVlcVDDz2kitY9e/bQvXt3JEli+fLlDB48mN69e3PeeedRXNw6N0ujef4v6/94bfNrp/RYZ+HBABd2uhDArWJHSl5qfnU+Y7qO4dK0Swn0CVQnmYMSBnFe0nlU1VUhyzImqwlvT2/18dGB0aoLW6QvwsfTp9k+itAgWhXBCHDrV7fSO6Y3CcEJ7CzcSXZZtsOkU3mu9gLd19PXQbRuOrEJLw8vBnQYwI7bd3DfEFHh3JWbk1Oew/Dk4VzV9SoArvy/K5sdt4bGmWT7ye1MXD6RLhFduLXvrU736Rze2amr2Nai9VQI8glyndNqE+CtKcjmTk4rCEFsNBvVRT0NDQ0NjbPP9OnTyczMJDMzE6Ck8XZJkrwRgvVzWZb/a7u7UJKkONv2OMB59U3BFMATmAXogUTgmrZ7Bg1oovUssnfvXq666iqKioqorKwkKyuLjIwMAEaOHMnmzZvZuXMnF110EUuXLm3y+GnTpjFixIgzPOozR0ltCVmFWW1+3NX7VzPpv5O4Z+09SE9JLN3T9LVtDldO66iOo/CUPJned3qLx1CqDQMMTRzqdJ8gnyDMVjNGs5F6Sz0+nj7qtmDfYHUcpYZSIgMiWyzU4ky0Atwz+B76xPZhcdZiOr/Zmed+fU7dphRUsj+3r5evg4u66cQm+sT2wd/bn4yYDHrHisrBShi1PeWGckoNpVzV5SpWTVwFwPc532vujBu8v/V9Fu1Y1PKOGqfF/Mz5AHw85mM8PZznkqaGpZJdnt3kutXX65ukDZxpVKfVSXiwEuGRU+5+LQRnrXOcoeTSV9W1S/0NDQ0NDY02RhITxw+BfbIsv2K36Utgqu3vqcBqV8eQZfmoLMsGWZarZFl+SpblubZw4TbHqz0O+ndizhzYsaNtj9mnD7zWgol3/PhxIiIi8Pf356KLLmLt2rXs2rWLXr16AbBw4UKWLFlCXV0dBQUF/Pvf/27bQf4NmLRiEutz1lP7SK1bkyZ3eW/rew6356yZw9XdrnZwMi1WCwU1BcQHxzd5vKucVl8vX4rvL3bLabEPox0UP8jpPgHeAYDolWqymNQqwAD+3v5qkSRnjooznInW5JBkpvaZSk55jto254+8P9Tt9ZZ6oJFotXNaZVlm28lt3JBxg7rdvhhMYxR3qnN4ZyRJ4v0r3+e2r27jQOkBukV2a/E5/JX4dOenBPoEMq77uHY/l9lqZvrXYjFkQvqENv08aAhkWeZw2WF+Pf4rl3a+1OViEojrt6a+hiJ9kepemiwmLLLlrL83Oh8d+nq90/DgpJAk/Lz81Irl7mAwuZfTqkR6VNZVEk/T700NDQ0Njb8c5yKc0ixJkhQ19AjwPLBUkqRbgGOIXqwOSJKUBbh0HGRZ7tXWg9Wc1rPErl27VFf1sssu45tvvlGd1k8++YQtW7awYcMGdu7cSdeuXUlPTz/LIz7zrM9ZD8Ce4j2AmBQCrD28lpX7Vp7ycfOq87iiyxWUPlBK37i+nKw5ic8zPvg/609pbSnP/fIck/87mYRXEzhYepBaU63D4/X1erw9vB1ErkKYf5hLd6Yxjw17jN4xvTk36Vyn25UJp8FsaBIeHOAdgMFkAKDOUufWpDIqIAoJCYtsoVtkN7bcuoUDs8Tk9c4Bd6qFpOyLLNVb6vGQPByek73TWmYoo6quirSINHV7c6JVqZTcNbIrAP3i+gGwp2hPi+P/q3Hjqhu5Zuk1rarEeqrYtxIJfyGcP/Oa5h9rnB5P/PgEXd7qwt7ivQxLGtbsvkpf0uzyhvdFyc1257PYngT6BLosxOQheZAWnua2aLVYLZisJrfCg5XFOs1p1dDQ0Ph7IMvyr7IsS7Is95JluY/t51tZlktlWb5AluU0229n+V5XAFcCa2w/k20/3wLL22O8//NOa0uOaHthHwp8/vnnM2PGDGpra8nIyODLL79k6NCh6HQ6VqxYwe+//67u+7+Cfc7V0YqjmK1mhn08jO+nfM8ln18CwJ4796i5oe4iyzLZZdmMTBlJuH84Dwx9gOtWXAeISeftX9/Oin0r1P27vtWVYUnD+Pmmhr7JNfU1TUKDT4WnRz3Nv0b+y2VYrzJR1NfrscpWB7fT38tfFdN15jp8PX1bPJ+3pzeRAZEU1xYTp4tjQPwAdVuMLoZDsw8xYfkEdhftVu9vHJYMwmlVJuhKr1kl7BAaRGt1XXWTMWwv2I6Pp4866Vfa+ORX57c4/jNJTnkOySHJLhcgLFaL+ndWYRY9o3viIXm41UvzVFAWbvp36E9mfibnfnQutY/W4uXxP/8V3iaYLCbeyXxHvW1fwdsZSnj/4bLDqiNrMItFJHcEXnsS6B3IyZqTLh3S3rG9WXN4DRarpcUFNuVz3prwYPtFLw0NDQ2NfyayLB8FkCTpXFmW7d2XhyRJ+g34V1ufU3NazxL2otXX15eMjAx8fHwIDQ1l6tSpvPHGGwwbNoyDBw/SqVMnAgPPbp5UW5Bdls2h0qYVNxujr9cT93Kcevt41XF+PvozZqtZrbYL8MXuL1o9hkJ9IXqTXhVNE3tO5NXRr/LWpW8BOAjWhOAEAH459gvHK483jM+kb1KE6VRpTuQoE8XKOjEJtA8PDvAOUCfJRrMRX6+WRSs0hAgrvxuPJdQ3tInT2kS0ejWEB5+oOgFAYnCiur05p3Xl/pWMSBmhiq1w/3C8PLzUtj2nSm5FLiMXjeTu7+4+rfxYWZZ5bfNrpL6RyiM/POJyP6VyM8DWk1vp/GZnblh5g8v9T5edBTuRkNhw4wbuG3IfJquJ9dnr2+18ZwJ9vf4vk8u85vAaygxl3Nb3Nu7ofweDEpyH7Ct0DO1IgHcAS/Ys4ccjPwKokQ9n22lVwoNdFVC6tPOllNSWsKtwV4vHUr5j3HlOmtOqoaGh8T9JoCRJ5yk3JEkailY9+J/F559/zrhxDblwq1ev5tixYwD07NmT7OxsfvnlFx5++GEOHjx4tobZpqS/k06Xt7qot1fuW+ngqG4+sZmMdzP4POtz9T5/L3+OVx7nWKV4bSqMFYAQlO5MuhQ2HNnA+GXj+eOEyNfsFNZJ3TZn8BxmDpypCq8uEV0YmjiUw7MPc3CWeO2TXkvCKlv5IecHauprzkixFWXCqUwCGzut9uHB7jit0LxoBQj1C1VfY3DttCrhwYrYjAtqWGRQndZ6R6e1uq6a3Ipchic1uFgekgcxgTGtqmbqjMc2PMbG3I28seUNdhTscHBCFZbvXc7yva4jVmRZZvyy8dyzVvTV3Zy32eW+9s7wR9s/Ircil8VZi9slVNhsNbNkzxL6d+hPkG8Qz4x6Bi8PL34++nPLD/6LcqLqBLrndHj8y4MdBW1cVMANvjrwFVcsvkItSLRq/ypC/UJ5+7K3eefyd1p0sL09vTk38Vy+PfQtoz4ZxaHSQ61yJduTQO9AKusqRVivk7EMSRgCOOauu0J9Tm64x/Y5rRoaGhoa/zPcArwtSVKuJElHgHeAm9vjRJpo1TgjlBnKVHfuk52fsK94H+OWjiPu5TjVbVm6Zym7i3Zz+9e3A5B1RxaJIYkcrzqu5kICDIwfyKiOo9h0YhNW2cq2k9uaFQuyLHPF4itYvne56tTaO4MKN/QSTtnHYz7mt5t/w9fL1yFX87ENj3HhpxeybO+yNgkPbgllwqmI1sY5rbWmWmRZps7sXk4rNAjK5kSrwWxQRakz0WrfpzW/Oh8JyaFHrCLoG+cCK6HE9q+pMpbTEa0Gk0ENnwXou6AvXk97MWHZBDUPWhGk45c1qSWgsrtoNyv2reCGXjcwrvs4taWQM5Rt3h7e/Hb8N/V+xXluCwwmAxarhZd/f5kDpQd4ZJhwfn29fEkMTuRY1TGnj/uruJcK5YZyXt30qsNiiH1V8HPeOwez1XzGxlNnrmPyfyfzzaFvuHHljVhlK+ty1nFBxwuc5qm74ra+t6l/Z+Zn/mXCg3U+OkpqS1yOJSU0haiAKLdEq7Iw5o4QD/INApxHWGhoaGho/DORZXmrLMu9gV6Akhe7raXHnQqaaNU4I9i7KXlVeSzbu0y9rbhW9iGX6VHp9IzuSdeIrvxy7Be2ndxGmF8YAB9e9SFDEoZQpC/iqY1P0W9BP579+VmX586rzlMnlApKLqU9T57/JIdnH25SNfT7Kd8DsPpAQ8XvtgoPbo7mnFY/Lz9kRP/WOkud2+HBCq4qHIf6hQINbonL8GCbqC2oKSA6MNrBmVILSJkcX3PlPWgs+GN1saccHryjYAchz4ewo2AH0/pMc9i2bO8yFu5YCDiKyWK9857H67LXAfDcBc8R4R/hILIaU1orKjcPThgMNISSuxP+7g76ej0hz4fg9bQXD/3wEKF+oYzpOkbdnhiS6FQgH604StSLUXx76Ns2GcepYLFayKvKU2+/m/kuc9fNJe3NNHXMymf+6m5XA5zR8f6Z/yfV9dVc2eVKfjv+G/M2zuNE1QlGp45u1XHGp4+n4kFxjeRV5/2lCjEpiwDOxiJJEv069GNnwc4Wj9UaIa4sVmmiVUNDQ+OfjyRJN0hSQysMW8ubSrvtqfZhw22BJlo12o3qumqkpyQmLJvAvevuVe8/WXOS7QXb1dtZRcJ1OVDSUNHywk4XAnD/0PspqCmg3FjO/UPvx/S4iZ7RPdUQN6Wn6Ec7Pmpy/iJ9Ea8eepXfjgknbP2U9dzU5ybGdB2jijN7fL18HfqnKiiCZG/xXvW+s+K02uW0KpNRo9koclrdDA++Z7AIfR2ZMtLpduV1UQSby/Bgm9NaYawgzD/Mcdy2CW5jp9VVzl+sLpYTVSda7RCW1pZyznvnqL1ku0V0o1dML7w8vDg2R7iQm05sAhzfO+V6s+dY5THuW38fySHJJAQnEOYX1qxoLTOIQnr3Db2PfnH9+Ozqz4CGlj6nQ3ZZNrrndOrzAvjyui8d8p8j/CPUMdizq3AXpYZSnvjxidMex6ky+7vZJLyaoIb0K79LakvUPFxFtH5y9SeE+Iawcv+pVwNvjpLaElbuW+kQiaGEVX941Yf0jO7J0z8/jafkyaVpl7b6+MG+weh8dJyoOtEqV7I9sf9ucjWWTqGd1MiH5mhNnq63pze+nr5OC7CdKi/89gJz1sxRIyY0NDQ0NP4yRADbJUn6SJKkmZIkTZAk6UZJkv4lSdJPwAtAYQvHaBWaaNVoN7bkbQGE46U4rb1ienGk4gh7i/eqzsb1K67HKlvZU7yHCztdyOSMyTx83sMAnJfUsEjTLbKb6uj1jO5JYnCiOrHPrcjF+2lvcspz2F+yn6c2PsWCrQv4Mv9LtTpwSmgKH435iFXXrWrV87DP11Q4kzmtSmEk+9BFZRJZZ64T1YPddFqHJQ9DflJWW840xplotRfL4JjT6iy/19PDEx9Pnybutqv8uMEJgympLXEQli1x0+qbiHwx0uG+5NBk1t2wjpy7ckgMSeSCjheolZDtw4fXZa9DX693eOx7maJ3r+JmhvqFqgsCzig1lCIhcXna5WROz2RY8jD8vPw4VHb6TquyEHNBxwuQn5SRn5QZluzYgiXcP9ypaFUWCo5XHW+y7UyhFDNbnLUYELnNUQFRAGpv4ZM1J4kMiETno2Nkx5HqwpK7GEwGAp4N4OPtHze738xvZzJu6Tg2Fm9U7/vl2C/0iOpBVGAUT414CoDZA2eri1OtQZIk4nRxFNQU/HWcVrvPoyuHNCU0hXJjeYuVflubpxvkG9RmTmtuRS4Pfv8gr//xOl8e+LJNjqmhoaGh0TbIsvw60Bf4PyAKuMB2Ow+YIsvyNbIst034mQ1NtGq0G43bmLw2+jVSQlP49divHCw9yNDEoYT7h1NhrKD/gv4YzUbG9xjPZ+M+I0YXA4hJ4YT0CYBo1aDg6eHJxPSJADww9AFAFKx5dMOj3L3mbub9NI/Hf3xc3V9CcprH6g5BPkFN7jsj4cHersODFZFqNBtFn1bPtpkou+W02lUPdlVJ2b4lj4KrSf2geFGp1d3CWjX1NWrY74AOAxiRMgIQE/EYXYwa+p0RncGe4j1YZavq9MfqYvnPb/9h5CJHp3l7wXbC/cP5z0X/cfo6NKbMUEaoX6jaMsRD8iA1LLVNROve4r2khKawcqJr9zHcP5zS2tIm7rRS/MqZoD1TKK7Ywz88TEFNAdV11XQI6oC3h7eaa1lhrCDcPxyAXtG9yC7PbhJO3hwHSw9iMBuYu26uel+5oZwRC0ewr3gf5YZysgqz2HxCFNPaVi7Sa6yylc0nNnNeolgMG9d9HNl3ZfPCRS+c8vMN8w+j3Fj+l8lptf88BngHON1HaVHVktva2uek89FRYzo90Xqy+iQfbPuAB9Y/oN63aOei0zqmhoaGhkbbI8uyRZbl9bIsz5Nl+XZZlufIsvyeLMvOi26cJlqTP4124+0/33a4fffguzlScURdNR8YP5D9M/cT/VK0Gi58Tfdrmhxn4ZiFPDH8CYeKvwDzRsyjV0wvJmVMYnz6eB76/iFW7F3hEFbZKbATOfocdD66Vud9KjhrS6PzPgPhwV6tCA8+xefWGHdEq5+XnypA9fV6hyJMCgHeAS5zWhuL1i4RXfCUPB3c0ObILssGYNn4ZVzb41oOlh5kfuZ8+sX1c9gvPjieWlMtJwwij9Lfy191of7M/xOz1aw690cqjjAyZaQ6NiXkudxQ7rRoVamhlIiACIf7Ood35mDp6Vf6LtQXMjRxqFrYxhkR/hHUWeqoNdU6iBTF5TJbzW714WxrSmtLKTeW0y+uH1tPbmVx1mJq6msI8g0i2DdYvZar6qrUxaAeUT2wylYOlh50WJhqjuxycQ0oee4gHN6fjv7EM788g9lqZumepeq2gzXifTlYepAKY4VDS5vG3yutJcwvjDJD2V/GabUPD3YlWuOD4wHhePfG9Wve2jY+Oh/daYUHF9QU0HdBX7Uw2019biLCP4JXN79KdV11s58JDQ0NDY1/NprTqtEumK1mh+qUyuRS6Y8KMCxpGFGBUVzU6SIApvWZ1kQIgHAc06PTm9wf6BPIlN5T8PTwpH+H/nw05iNVsI5MGcmd/e/klpRbAFRn8HRRJtpnwmlVJopKUaTGhZjA5rSa3W950xIhfqJthSIuXIlWs9WM2Wp27bR6+1Nrdu60Ng419PXyJUbnftsbJW80NUzkH3eJ6MIro19pUvlVEeDHa0Wo7EdjPuLuQXer2+1771bVVTnkObfktFYaK9UWHwpp4Wlkl2c7bbfTGgwmQ4vOliqqjeUO99sLhtNtI3QqKE7zvBHz6BbZjXXZ66iurybIp6loVYqB9YjqAdCq8HC1erPde67krfp6+joI1sEJgzmiP4LBZFBbXikFtNqCMH+R//xXyWl1CA92MRZlIaala6TV4cE+pxcePHftXMoN5Xx41Yf8cesfLLhyARd0ugCLbCEzP/OUj6uhoaGh8fdHE60a7YLihj098mnGdhvL+imiAMu47uMI8gnihxt/UMWOkrfa2ClrLUkhSVyedjkAr13yGm9f/jYDwgfQK6YXr1/y+mkdWwlh7RvXF3Bdfbctaa7ljZrTaqk7perBrlCel5Lr5ky0KoLKaDYKp89Jfq9Tp7UZ16Zxf9jmUEWrk6JZjY8JkG8UYeodgjowc+BM/jvhvwBqj07ludgLRWWRxdWYGjucIFr51FvqySrKIu7lOJbsXuLW82mMwdyyaFVCa8sNjqLVXjAoBZDOJMo5U0JTGJ06mp+O/kRJbQk6Hx1BvkFq+LK9aO0S0QUPyaNVolWpAG1/bSp51iBy3hXuGXwPZtlMwL8DePzHxwnxDaFbZLdTf5KNCPENobKu8m/ltMYEivSLlkTrKYUHn6JolWWZ7w5/xw29buDmc25mYPxAvDy8GBg/EEAN9dbQ0NDQ+N9EE61/I1atWsVtt93GmDFjWLduXZPtWVlZHDt25ieqzlAKL13R5QpWTlxJvw5CkHYI6kDVw1WM6jhK3ffBcx/k06s/5aY+N532eVddt4r8ufn0iukFiJDanTN2MqP/jNM67lfXf8XuO3ar4vBMiFYvDy+8PLxUp9U+PFhxVvX1esxWc5tNlHU+OiSkFp1WEELPlSvYmpxWaJ1oza3IJcI/osX3QHFC8w1CtEYGROIheagLD0cqjjiMzX5ciuBt7GQq1JpqmwiC5JBkADbmbqSgpoApK6e49XwaYzQbW3S2FFHdxGmtb3Baj1YePaXznw5KS5v4oHh6x/TGaDaSW5FLkE8QQT5BqhNsL1p9vXzpGNqRA6UHXB63McW1QrTWW+rV+xSBJSNjMBnwlDx58aIXuaTzJcT5iWJqx6uOM6P/DDyktvvXF+gdiL5e/7fKaQ30CUTno2tZtJ5KeHD9qYUHVxgrqDBWkB7lGFUT7h9OQnAC+0r2ndJxNTQ0NDTaD0mSYiRJ+lCSpO9st3tIknRLe5xLE61nmWXLljFo0CB69epF586deeqpp1zuO3bsWN5//30WLlzIkiVNXZytW7eSk5Pj5JFnHqXnqjvFj3y9fLmh1w1tEnLr5eHltNrv6RIVGEV6dLqaA+msOFN74O/l77JPKzSEDrdVeLCH5EGQb1CzfVrt+7A2FnsKAd4BblcPBiESXQnExuhNerdy21Sn1SZaI/xF6HlCcAKekqdahEaWhcixF4othQc7c5iVxyjHNVlNrW6BI8tyE9fXGUp4cOOCS9X11erzPBtOa15VHv5e/oT6harF1IBmc1oBukZ2bZVoVaoQ24dDK4skVtmKwWxgWp9p3Df0PoJ9g1k8aDG5d+fy1qVv8eT5T57Wc2xMoE8gtaZa9fx/Jae1uesoVhfr0BvbGWeyerAyFvvrRiE1LFXNY9bQ0NDQ+EuxEFgLdLDdPgjMaY8TaaL1LLJo0SL+85//sGLFCnbt2sWOHTsICHC+Mm7PM888w8yZM9Xbe/fuZcaMGSxatIhXXnmFGTNmUFjYpq2RWk2RvghPybNJD8+/O4poPRM5rSAmi82FByvb2io8GHAQFyaryWV4sMFscBma7O/d1GlVRGzj44FwDltqv6HgSig3pnF4sBJS6+nhSVRglJoXabKakJGdO60G951W5TH2Dm7am2mtChN2VySoTquT8OAOQR0I8wtzqw9nW3Oi+gQJwQlIkuRQoCvIJ0gND5Zl2cFpBdFj91DpIYd+qs2htCyyF0jK9WYwGURLnMZOeGgyMwfObPOc00DvQGRkyg3leEqeTXKrzzT2iymunFaAOF0cJ6tPNnusVocHe596IabCGptoDXQuWu3D+TU0NDQ0/jJEyrK8FLACyLJsBk6vuIcLNNF6lqiqqmLu3LksXbqUhATRH1Cn03H//fezfPlyBg8eTO/evTnvvPMoLhahcLIs8+CDD3LppZfSt29f9Vg9evRg/vz5TJ06lblz5zJ//nxiYpr+4z+TFNYUEhUY1aZheH8FJJpWEm5P/L38VTHn1Gk1tq3TCiKs1p3w4FpTLfWWetdOq6mp0+rn5ee0GnOIb4jb4cHuOJHQICLzDHkE+wY7iImogAbR6iwE0tfLF38v/2ad1saCQClidaT8iMP99gXJWsJdkaDmtDopxKTz0dExrONZEa2ltaVEBoj+uQ6i1bchPLjOUofJanJwy7tGdsVgNjgUx2oOvalBtCptfxTRqlRVPlNhusoCVqmh9KwXYQLHBTV/b3/Q653uF6uLdSs8uDVC/HRyWpt1WsNTKagpaNJfWUNDQ0PjrKOXJCkCkAEkSRoMuOdCtJJ/lqL4G7Fy5UoGDRpEp05N2y2MHDmSzZs3s3PnTi666CKWLhWVMN98802+//57li9fzvz588/0kFtFUW2R01Yof3dGp44GoHeMe605ThcHp9VJyxsljLctQxKDfYPdCg9WBLOzc7vKaXUlJJSc1sZ9yJ3ziQAAIABJREFUR51hMBta5bTKyKqQUogOjFZFq6uw5ajAKN7f9j6jPxvdpCJwc05rY7HYmtxSdyvQBvkG4SF5NAkPVtrLpISmODi+Zwr7atJRAVHq/TofnXpdKU6cvdOq5AMrObEtnscmXmRk9Tqzd1rrLHVnTEAqzmZJbclZDw0Gx/Bg3YtvgE5HxoMPQl6ew35xuji3qge35jkF+QaJRQmLqeWdG1FaK0K+lfB2e5S2RJrbqqGhofGXYy7wJZAqSdJvwCfA7PY4kSZazxJ79uyhT58+TrctXLiQgQMH0rt3b9555x38/MSk4a677mLr1q3Mnz+fGTOaFhaaNm0aI0aMaM9hu02R/p8pWmf0n0HJ/SWkRaSdkfP5e/kji8UrB/GohOQqTmB7hQc357Sq53bi8jrLaTWYXIvNUL9QLLJFddCaw92JtLentzqBbzwRthetrvrHdg7vTGVdJeuy17GzcKd6vyzLTkWrn5cfPp4+VNdX4+/lT/XD1VyedrlaSdsd3HVaPSQPkQdsaFqISeejo2OocFpLakvapHesu9jn+tqLxmDfYML9w6k11ar5qPY5rR2CRCpMfnW+W+exv04UZ08Rrcp12VxobFvi4LR6+YMsw4oV8PbbYHESIeXsvjZE+Tz6mcDjuecgNZXQnTuhb1+wK9QXq4ulsq6ySUSEPQazoVXiX/m8nYrbqryn9qJbQVnUOF7lnhOvoaGhoXFmkGV5G3A+MBS4HUiXZXlXe5zLqz0O+rdizhzYsaNtj9mnD7z2WrO7BAYGYjA0nSx88sknbNmyhQ0bNqDT6Rg+fDjp6U17lP7VKawppFNiUxf5744kSQ29ZCsrxQQ0PLzdzmc/YTxj4cF+Iapb2FzLG0UcuO20WlyLTfvCR84mrQ7HMRsJCnCvEFa4fzg19TVN+v9GB0arFWhdVTU+P/l8NhzZAMC2k9vUqsMmqwmLbHEqisL8wijUFxLmH4bOR0ensE78fPRnt4V2a3p9hvmFsSZ7DVbZqobh19TXEOQTRMfQjhjNRgZ9MIic8hxWD13datfsVNDXO+/bG+QTpObhKiHA9u9zq0WrXZhodX01McSo15sSMn3GwoMbO63PPQePPio2btsGH3wAkgQmE4wbB19/DVFRcOGFMHAg3H232N4SOTng5QWJiWJ/oxG++AKKimDGDAgWzrUSfn/uMaC2Ft58k20FBQy480548kn4+GMAtWBdQU0BHcM6Oj2l2n6pshJefx2qq8HfH4KCICMDsrOhUye45BKQJAfR2tp6Bsr75+xzFRUoXHvFjdXQ0NDQOH0kSfoIuAIokmW5p+2+ecBtQLFtt0dkWf62mWN4ApcBKQhdebEkSciy/Epbj1dzWs8Sl112GcuWLVMLJtXV1fH++++TlZXF0KFD0el0rFixgt9//52MjIyzPNrWIcsyBTUFTgtq/GP4+Wfo0gWSkiAyEvr1g507ne8ryw0/v/wiJrH//a9bp7GfeKvi0WRqWj1YcVqrqyEzU0xkZRksFjotWAC9e8PUqWA2t3jOYJ8Gp7XOXEegSYItW+Ctt+Df/ybAKJwiRRw4c3ld5bS6EmOKaC0zlLksfmR/HHfFlyKUnDmtVXVVGM1Gl6L1gXMf4KWLXgLgUOkh9f7mJtfK81B+dwrrJJzXZ/15e8vbLY63NYVvssuzySnPYda3s9T7lJzWlNAUoCGcct7eefg/68/irMUtHvd00Jv0Tvv2BvkGqSJGccvsc1rD/cPx8fQhrzqvyWOdUWuqVUO+FVdPee2U6+eMO621pcTWecO8eTBhAjzyCHz0EYwcCbt3w9y5QrDedhucey788APccw9MmgR//AHvvQcffihyUHNyxOdt0yZxkscfh9RUSE4Wi2R9+kBEBNx0Ezz4oPj++de/YNQoeP55Lux0IXf4DxOP7d8ffceOMH06fPaZ+G5AOK0AJ2tcF2MymAx0MHiJ882bJ8b09NPwwANw6aUwaxZcdhlcfTWcPKm658r3R2vQ1+vx9fTF08OzyTblvS6pLWn1cTU0NDQ0XLIQuMTJ/a/KstzH9uNSsNr4CpgGRABBdj9tjua0tuCIthcDBgxg3rx5jB49GovFgtls5oYbbmDq1KmMGTOG5cuXc9lll9GpUycCA89MpVpn5JTnUFBTwNDEoW4/pqquCoPZQHxQfDuO7CwiyzBxonA2Bg6EigrYvx+uvBIOHRLC9MknYcgQMSkdPVo4sgYDHLXLb1y3Di66CMrK4KWX4K67IDbW4VSKyAurhcgbpsPmP6GkhMDbb4PYBtEaceAEbP0/ePddcX4QjkhcHElKG6Rdu8SkdurUZp9eiF+Ietw6Sx1T/rMGfn9D3d5tUSqhVzfjtB45QojJA5PVxJa8LQyMHwg0Hx6sOCkPrH+AtdlrqXiwQi1s1Bh3+pgqKAWLGotWJd+yWF/ssmKvn5cf9w69lw+2f8ChMvdEqyLMFLHcI6qHum32d7O5rd9tTqsnK7TGaX3z0jeZ/d1sfj32KyAWi6rrqwnyCSIjxnGha3vFdgAm/3cykzImOWwzW81MWTmFOYPmMChhUIvnbQ59vXPRGuwbrPZUVVrx2DutkiQRHxTvlmgt1hejN+lJCkmipLZEzZFtHB7cZjmt9fViMSiiaa4lNDitlXWVXLkrVDiqjz4qnMi4OHjqKfE3COH68svib1kWruwTTwjHVOHuuxuKJ3l6is/0v/8NY8fCxReLz3dVFQwfDldcIT7n118vvnMAfvyRdbm5SNtfB/9MsagGQrS+8QZ8/jncc4/6/Xy88ji46ExmNBu5fosBcgvgp5/EOWUZSkrgzz8hLQ2+/FI83/PPJ+6/4v9pkb6IdFoXIWSfD92YEN8QPCVPTbRqaGhotCGyLP8sSVLKaR4mQZblXm0wnBbRROtZZMqUKUyZMqXJ/dnZDTlwDz/88JkckgMbczcyctFIALZO36qGR7aEUtxDWcn/x5GXBwUFImftzjvFfevXiwnlAw/A++8Lgfr77w0T1NBQ4VY88QQMGyZ+nnlGTAJvvhlWrxaT08GDxWO7doX8fMZG5/F1Ery0Dnx2r4OrroKCAjznL2DArVCZUEl8JQyceA8YhPiic2eIjhaOyrFjZN9+O6nvvgvp6WJsU6aIyfP558OYMbB4sRDTDzwA3t6E+YWpfSdTC830+P2geOx778GhQ/jedBNX74OKETZxgLd47G+/iQntpk1M65rAw9fDoA8Gsf327fSJ7dPgkJ44Ifa1WoWwT0mhc3hnANZmrwVgd9Fuzk061+nLbzQb8fN0z2lVhJGzQkwgJteunFaFtPA0h36rijhy5oYqYlVxWs+JPUfdJiOTmZ/Z7AKQq/xaZ8waOIs/8v7gl6NikaLeUo/ZakbnoyMpJIlbz7kVLw8vfjjyg4PoPl55nHD/cFUg7CzYyRe7v2DDkQ0U3nd6rbIa5/p6SB5YZSthfmFqMStFtDbudRwfHE9eVfOi9ddjvzLsY+EgxgTGsJvdVNc7ilaLLM5zWuHBZrPIS/3sMyESKyvFZyoiQoToyrL43GRkOAitYburoVs36GX7/z1rFowfDy++CN27i8+6giQJN/bqqyErS+ScHj0Ky5aJz//gwXDDDUJsBgaKCI2ICLjjjqbj3bNHLJgFBEB6OtLatSJ/NTm5IfQ4PR0GDBDhwXPmkBaRhofkwd7ivS5fBoPZwMDDBvF8hg9vGHdUlHBYAe69V4x91Ch6LPoGdLjtmNvjyqUXp5SIDIjURKuGhobGmWGWJEk3ApnAvbIsNxcC950kSRfLsryuvQelhQdruOSn3J/Uv91tRQGok0j76qCnxIEDrsNo3agy65KdO+Gaa2DyZDGp3LRJuCm1djmYFosaRteE3bvFb/uw7QsvFOFyb7whxpabK0IBJ00Sk9DycvjxRzFpTUsTk9WffwY/PyFYhw0TeWKZmXD8OCxZAl9/zaTFWSDDJYfBMmG8mEivWQPh4dz3hweVdZVM3QmeBmNDeOHBg0IUHjoERiPHr7tOTDSnThX3v/66+Bk3DsLChIh97DEhYidPJiNbvH/HK49zvmIMr1olQhqnTsUaEc55xxocrV5vLBGT8t271fzw2AMnCKwTD91VKPLxDWYDwVYfcZ7rrhOvTdeuMHs2HQJiHETGnuI9Lt++5hzbxiiCVMnfU1BEa3Ftg9PqKi9YEa1KD1FFHEWW1IrFCzsUsao4rlGBUey+YzeZt2UCtFiUSXVanQmuL74Q14W1oZdpQlACedV5WKwWNSRTcajfv+p93r3iXV646AV6hfTix6k/AvDcr8+he07Hoh2LMJgM/HRUfM6VwlSniskicn3tHc7b+t4GiJxV5TVZly3+rzXOXU4ITlCrB1tlK8/+/Kx67Sj8kPOD+reyKNbYaVVodXiwLAtHddEiSEgQ1+iWLUJ0PvmkWODp3Bk6dBDhu3fdBbLsILRST+ihf3/H48bEiEiKW25xnrvavbsIJ+7cGS64AObPFxEaQ4aI74Y+fcTilwunF4CQEHHe7t3F3zt2CNGalOS43803C4H855/4efnRObxzi5+1rsdrhShtjpEjYcIEIt5ZiJ+JFhcfnOEqH1ohMiCSEoMmWjU0NDRaw4IFC+jfvz/9xf+myJb2B94FUoE+wEng5Rb23wyslCTJIElSlSRJ1ZIktT5HxA000arhEvuWGUq4qDsoRVKaTEB27BBiTqGqymECjizD3r1QUwP33Scci2uuEWFoWVliEvfOO0Igduki7nOX2lpxbotFTELXrIHvvxdu6dCh4OsrJngTJojJYXCwmGympgonZP9+cRyLpUG02hfIkiT4v/8TE9klS4TDcfnlIhTv2mubjufOO8Xz8fCATz8VoXfHjkFxsShuUl4Ob7yBv9FMtB7CDeARbwu3DgqCkSM556QoxNSzCOpSEoUjc/PNjhNj+78nThS/584VvyMjRa7rJ5+I8L5Nm2DxYs59+ytA5B52LAeLl6d4HWzHs3bpQscKIVqTy6HjwlUwbZpwo06cgIULATjHpueUfFCj2cgdy3PFhP+ZZ4SAHj8e3noLj9Vf0iWiizrUbw+5TqFwmtOany8m++vXOyxoqKJVFycK11QLgaP0gjxZfZI6s1DXfl5+sG+fEC33368K8M7hnTGYDWqRIIPJgI8ZLhw7V4R/ZmcLl3zNmgan1TdUHUN6dDrp0elISC22oXEVqszq1SIE9LrrhON3+eVQUEBSSBJmq5mCmgJVtDZeLBrbbSyv93md85PPJyE4gXcz3wVg2uppBPw7gHvX3avuW6wv5lRxlo/70sUvcWDWAfy9/dUKsIoLF7nvqFhgsb1fSnhwVV0V1yy9hsd+fIze83s7tEFSFsSgoXhTY6dVodnw4PJyES6v5Hjn5oq80OBgcS3HxYnFpvx8EZ0wbx4sWCBCYdesEWG9GzfCQw8R8ttWkEFXB1HldY7fC6dLz56wfTvcfrt7+0uS+G48dEi4to1F6/XXC1E7fTqUl5Mele5QGbsxVn0N4VUmccyWuO46pNpahlUE8+LvL7a6aFJzTisI0Xo616eGhobG/yLTp08nMzOTzMxMgBZX/mRZLpRl2SLLshV4HxjYwkNeBoYAAbIsB8uyHCTL8mm6Vs7RRKuGA7Is8/D3DyM9JbFo5yLSo8QErDUTEKV1QaBXgAiv27EDvvtOOAEdO4pwux9+EOKwRw+RHwUibys9XYiyl18W+VwgCpfceCNs3gwzZ4rJ4uHDQgyuXStW+Rc7KTBjNhO2das4vnJuLy8xofvkE+GSFRYKt/Xaa8XkedkyEWKn04nwtw4dxER10CBRhCQqSoTpxcU1rRocEiIczKuuavlF8vISY8/OFiGAjR0YSQKbSO1UDn4W8IiwWyBLTiah0kqlsYJoPVij3Vg8S0kRCwEgqmYXFAi3d8oUISLz8mD2bMJ2Z+NlEU5rhAGMIYEO4/NISiKxUhRNmrILJItV5O2BeE3OFWG9qbYWogfLRMuV8JOVXLU2VzzfRx4RiwWLFonXdMkSkkOT1XNszN3osmer0Wwk0MNXjP+LL4RjnpYmwiYvvlgsBERFwdChXFYuclc7e0WLa6t3b6iqUgVPXnUeRrMRHzMkz3tV7DNtmnDGpk0DUNsbKeK71lTLucfAu8Ymkjp3FosQl15KXKnI21RydBX8vPzoENShxT6TBrMB/3qI+OoHsQBx5ZXCaRs7ViwcfPSRyGNctw4ee4ykECFKjlUeo6quiiAjDHtusdOK6JIkMbW383zmO/uLMPfM/Mxmx9fs2G0ucVxepfiMWK3ofHR02ZUHGRn43no7d3cS+bSjciDo3JHCae/UCbZuJSkkCaPZSMjzIazav0o97ofbP1T/ti/wk+QtrvlmnVa9XrwW9tdSbq64Xnr3Fq/pG28I9z83V1xDs2aJRaRrr234DmrMjBniO+GFFwi94hrG7Id4ZWiJLhJEzxQdO4rFl6KipqI1JASWLhWLg/fey/Dk4RwuO8yBkgNODxVUamtdExfndLsDNof5NrkvpYZSHt3waKuG7dRp3b1bTTvQwoM1NDQ02h9Jkuy/8K8GdrfwkEPAbtnVpK0N0USrhgObTmzi+d+eV29nxGTgIXlQZihz+xhKNc+EJd8KQXTOOUIAKv0Jhw8Xbqm3txCf6elClD72WMNBnnlGOK4ffCDCeXfsgNmzRYjdjh2wYYMQfJdcIkTs5Mki1HXmTBFal5ICHTrQ+777hIDZt0+4VGPHirDYMWOEEIuOhjffFGJ13z4RfpudLQTRN98Igb15s3CFZ88WDs2BA8IBOV2CgsQ4XWGbKKYrUZthdi0kEhPxN4FvhZ4oPchRbvbEffttkSs3Y0bTCXmHDjB0KB51dfQsEk57uAHqQh3DOD2SkkmohtzyI/QohvrkBMfJcXIysocHqbYMCCW0PCnP5pLNmtUggj09xfuybBlD94nrpl9cPyrrKtV+nvaYrWYwW7ht7ufi9bn+erFgUVsrFj2uuEIUsxo+HLKzuf+TQ7yS/iJdx88QDu+RIxASgt+jTxLlH8nxyuMYzUZeXgvhCz4Vgnv3buE8Z2WBXk9auE20ljWI1pG5IHt6ivzA3r2FaPfx4eolwrVyls/dMayj2krIFQaTgQVfQdTNs8Sxt2yBujpRIXb7dlEtduFCERGwejXJjUTrdbuh45K1Da56I24+52YSgxN5bfRrfHjVh+yfuR/5SZnnLnwOgN+P/66+Z639/2MwG5CscPl9C8RC04UXwtat4prbvRsWLWLSViHqr9mLuAZefFEULhozhi4BDWIv2DeYg7MOkh6V7iBalRDmhEq4/Yp5PPpTg9MaUKFnyVLoUgIjcyDplQ9F4bFzziHF1uYFs1l819TXi0WosDBR+MhoFJEX77wjvg+CW1gk9vER3w0//4wcFsbEPdBBMYE7dGjV69bmdOokFqCgqWgFsbAzcyZ88gnXhQ/Hy8OL+ZnznR5KV9YK0ZqQAKGhjJe7c1naZWzM3diqYetNeuKM3vDss2LBZswY8dk67zyYM4covwhNtGpoaGi0IZIk/R+wCegqSdIJSZJuAV6QJClLkqRdwEjgnhYOcxLYKEnSw5IkzVV+2mO8WiEmDZVifTH/+ulfDvedl3ge67PXOxUQrtDX6+lSAnHPv+C4ITNTFCe66y5x+5dfRP7m3LkiRDY8XPQ1DApqcDFvuUVMwn7+GR56SITxKvz6qxAsc+aIKtC5uWLSqRAYSHXnzgQdPixCcRcvbr4fYnS0ELSNGTBATETz88Vktb6+bURrS9gmv+lKRJy9aLVti6uBaD1I0W6K1lGjGtpoOGPAAAAG50kcLjvMSAOYwhtVLk9MxM8MxpMnhLuU1KhKtLc3coc4LvbW8X1yjOouBlfYCkU1ngC/8AIsWcKs/SHsnHA9V3W9iutXXM/hssNNCigZzUam7oTE3ceEo33xxUKkrl0rrquHHhI7ShK8+y6ed97JVesPievq2mtFzt/TT8MLL3D13C4c7XCUvnF9GXocrOFheHz3nXDZBw8WoevbtpF43rn4evo6OK2DT4AxvSv+06apjiyVlfR47TUWTnmIKTMWwCxfIZBs11xySDK/Hf+t2bfHaKxh6n4wjR+H98JPhevvjFGjYPFiUoqECNxwZAMLti3gReVjevCgCH/t5VjQr1NYJ47dc6zJ4YJ9gxkUP4hVB1ZxSedLOO/j8/hm0jdclnZZs+O1x2AycMERCDlWKPK9t20TwiMwUCwmbN9Ox2PVEAb9TgIjRog0gP79YeRIBn5tq3CcMZnPxn0GwNTeU3ng+wc4VHqItIg0Ned1wh7w1hu4fZtE0sYnKdYXc/X2OibshdIAOD8XoktsQiw2lpRPPxWLW+HhYhFs0SLx3kyfLhYzEhNdv9au8PaGYcOQLriAgRtW8E2aTeTHxzf/uPamk11/7I7O+68yfTq89hqx635nYvpEPtj+AU+OeFLNyVYIKbe1rXJHtEqS+F7cvZuh143m20PfUmGsaHJMVxgNNbzy/H44+YN4DYOCxOKHLMMbb3Ch16V8EFqOLMtkFWXx27HfuGOAk6JUGhoaGhpuIcvy9U7u/tDJfc1xxPbjY/tpNzSnVUNl5KKRavXWnLtymDt4LlP7TCUiIKJVTqvepGfyLvAw1gkndeNG4Zr26yfC75YsEW1e+vUTzueGDfDKK2KirfQhdBjYSFEIxbdRoZzBg0VoX6dO4veXXwpn54031PzFrQsWwFdfiZC45gRrS6xfL0KdR4wQt8+EaI0ReZc9FNFq/7rYRGt8FUTVghTTRj1xO3YEnY6B5QEcLjtMuAHMoY1Eq829SaqEhCrwTExuchiPxCQGWTswLGkY+dX5mK1mwhTR2lhg+/nBkCEE7tzL4msW0y1ShDArOaT2GEwGxu6HisQoURxq5kyR97xggRBHktTwPtsEePyqVUKQfPGFcETz8yEwkHF7LBwuO0ydpY4O1VA/5kohWO0ey6ZNeOSfJCU0Rc1HrTXV0q0ELN0a5flNmIBktTJ11RE8MrcKMevvL8aJEK3HK48Lt9gFHiWl6Ezgcf7I5kXUUFGBWJe5i1C/UBZsWwBAajmYoyKEg+0sZL4Zbux9I7uLdjPjmxkAfHXgq1Y93mg2MnE31AcHCof4s8+E43fwoAjHzcggLCcfZNs1reR+jhgBI0cS/voCdt2cyaKxi9RjTsqYhITEF7tFSxilx2sXmzgPsL2Ub/35Fmm2r6iYGuhRApYOceJ75cABikaMEGOorRXfDzfeKHb29hYhyq0VrPb06kVqmUxn5SvSHYHXnnTu3PC3q0iO7t3F679sGfcOuZea+hpe+v2lJrupn9nYppEDTrGJ1v5x/QBIfDWRJ358wq2HpuaU0+FkjQiBP3FCRL7Mny9+undn8Lq9mK1m9CY9E5dP5M5v72Rr/lb3xqWhoaGh0S7IsvyUs5/2OJcmWjUAUdDHvopkx7COvDz6ZXQ+OsL9w1snWuv1nH8ULP36ipyx888XggJELueECY6uYUqKCOltrjqmu/TtK8J4fX0bBMwVV4jQtdOhRw8RgnzrreL2yJGnP9aW8PPDGOTfIFqdOK09i8BTBs+YNgpJ9PCA9HR6lXraidZGoZK2nL2kSoivdi5aSUyE48dJDE7EKlspqCkgosqEQecrRGpjzjlHiBu9nphAIcCV1kn2GM1G4qqhOim25UWIHj1AkvArKhITdE9P8Zi4ODj/fPruKedo5VEMtVVE68Ez3u4aUYpwPfggJCQw2BSjilajsUY4zI1drN69xTmWLGm4r65OFPHZt4+uQSlYZEuzFYQ9S8XnzDOmBZHQtatwoh5/nNSAhnGnloE0aLAIzV26VEQwPPYYnrW1oqBZfb3LQ47vMR4Q7YYA1uesb34MjTCYDaSWg75LiniPlQUeEIV8MjLw2neA5AoIqkcIJ4W5c6GwkIxdBXh6NIStxwfHkx6dzp/5f1JVV6WGByv50hF6mSCbrkq01YrrbosgrZv3mPheCQ5m75NPijz6gwfF90Nbkiyu/0F5YAzwEe/L2SQtreHv5lzfiRPhl184R45hUsYkXt70cpMq8RGV9Vg8PRp6vbZEejqUlzPAQ1yTNfU1PP3z0y3mcgN0O2KLrx492nGDJMHNNxO/+yhdi0Uu/f4SURhPqXytoaGhoXFmkSTpNdvvryRJ+rLxT3ucUxOtGgAcLBXFcq7pfg3VD9smD+XlMHkyb712CGN1cy2aHKmvKmfQCfAYfn57DPXsMn68yItzFXbXxhgjQkhUCrzYO602N6ePTdd5xbahu9OzJ2l5RsoN5UTUgiW0UXifTbT2PQm+FpCcFZ5JTITDhxm1cCMB9XCk/AhR1TL6MBcT+j59RBjgww8TO/xSQg1QWNO0Z6jRbCTCmZB2RkBAwwS+d2/HbRdeSNSJMuLKzJTm7sUD8Ixv9Dzs2ozc/m0hR8ptlX+Li237N1oI8fMTYhJEeGxtrWhBtHMn9OjBuFnvEFgH2wu2uxyyV4ntcxYV5XIfQCwuDBoEeXm89oVoPYQM3Sq98eycJpzEI0fE72efZdjll8PAgSJMvq5O5GUrOat6PVx3HVEbt/DKxa8wKWMS9w65l+zy7BZb9NhjMBlIqAJTrM3119nlQnfvLt7j+nr2JIn8WQdxdfHFokjQypUN99nG1z2yO3uL97IlbwsB9fD4RlGZWvb2BqCj7ekrOaVdbaLVu60WclrCdv0POgE1ke1SMLF1xMeLkOuJE10XkgLxXSbLsHw5/x71b2RZ5rlfn1M3m61moqus6MN04npzB1sESnh2Pt0ju+PjKSLFFKe8OWJL66j39XLuVE+ZguzhwcQ9ju10mqt8rKGhoaHRrnxq+/0SooJw4582RxOtGgBqgZjHhz+OLr9E5Js+/DAsXky/3aWcs1WEajoLbWxcsCV6+0H8LCBdfHG7j/us0NxEsI2pi7JzV+2dVn9/9IHe9LbpOrdykH/QAAAgAElEQVRzWt1h0CCCq+vJKBThl3J4mOP2yEhkP1+GnLDddubm2CbyaW9/wZSd8Gf+n8TWgMHVpH74cOHGv/km0o6dvPaTn0unNaIWzGHu5cmpRXH69XO8/6KLALgwBypz9gHg0diNHzNGVJ6eOZMBPx3Gq6ScSmMlHoXC7fPu4ESsK2HjPXuK0ODJk0X+6XXXoftzB7fs8mD7Sdei1afcZhe2JFpBhFH26MHQzfmE18L48PPwqTMJh/j660Uxqcceg1mzsPj4CGG4bZt4Tbp1E21zRo0S4nLJEhgzhnt6TefzcZ8ze6BwI+/89k63CjIV6Ysoqikkvgqs8XaiQ2nVkpGhvgeB9z4s7rMXrT4+okfp2rWicu9dd4kw8kmTGOTdkZzyHLbmb+XWbfCvjRBhAMn2Hnay6fxYW80g5Z+aV7SbIa2ni+1aDzdCbWTImTlnc0iSKB73RQtCsVs3kfO8cCHJunjGp49ncdZitQq0wWT4f/bOOrzKsg3gv3fFisHGGBswYHR3g9IdIiHSoYCEtIgfoiiIAUooEiIl3SklISGNNIySZrAxxgbrnef7497ZWZwlGyPe33Wd6z3njSfeOs/93IXHUwjOkQpBvEwZqX/CBP55eyE+I3yokbcGqy+sTvKwKEMUbk+iCHJ1Mm9BkSsXwQU9qXAfzj40pTo7+yAVac90dHR0dNINpZTRP6O8Uurv2B8kx2u6owutOoCkkvAIBK/vZokW8e23YfbsmPycRa8/YezusViPt47JawmSbiLvlLz8cfqPmHVOt6PD3cbXbumkmvCcoukLtyRBRNPAHI6UMUYWTk+hNTplzTvGLBjxfYw1DS2vJ3VuRQ8uzWmdYwWD6XTZmq1Xt+L+FMJyJCJsOjuL5iearkdCCbl7I8FuYcFBOIWDwSWFQmufPkQ4OoqJeGxKlSIyZw4aXoenNyXAUqJRXwcNwioiiq5n4Ndjv2LtKw6VVrnNmJwbfWErVJBllixilrpsGZQuTa/LDkmaNNr6R6vVUyK0enrCokVYGAx0Pw1f/h6tFS1UKEZwYPx4mD6dg+vXi0A4dqz4k4PkG92zRzS2PXpIdO9x4+DWLfIPHsuXWVux49oONl1O3rfVc4onA5d0kUmO2Ofxp58kGreLi2ihu3QxbYsf2bZVK/FlrFtXIviGhMCKFfT5YgNOIYqFpxfS8Easv6xoM9KfrhWm9SXI9SxucVpKzmF6EGvSJjRXOrg4pAcpnVgbMUKiUrdpwweF3uNJ2BM2eotVV0hkiEw05UzhswZimTB6NOzfT/bufXEONtA5f0v+9fk3Sa19cEQweYIgOIm6IkoWo+wDOO1zmgKP4ZP7Bbnw8HyCidTgiGB6b+jNwVtJBz3T0dHR0UkXzOXS65kRFelCqw4Az8KC2D8fnKZFR9wsUEAEocWLeZDPhXwPQpmwfwJATARPkFQb94Lu8fFWk59YFv9ADBrpK0i9oURF5199ZK8l0EA8yxFLq5Oe57pECULcXHg/OjOXlauZsvPlwyoqWgNnTmht2hSmTIEePah1PZIjF/4idxBEuScRMOqnn+D77+Hvv7FUkOd0Qj+4SL9oKT2l/s+dO3Nw06aEPs2aBg0b0vA6OPtFSzuJCa3FixNephTtLsLnez5H3Y/WAJsLTjNwoJgEDxiQcNv771P+ShB3Lxzh892fM/fk3AS72D1+Ks9O/ImCxKhYEVUgP1O2Q6kz92Wd0UQ5Vl8Ndnby/auvJFhZcLCkmlFKtHILFkgapMmTxRf4jz/48pdzuFllZ8X5FXRe0zlRbZlSivCocPJEm+daxPZxtrePG832m29kmSNHQpPTDh1EQzxzJjx6BEFBsGEDWS9dZ/Y2S27eu0i9/2JpfatUAWdnvI5fZcNyMVUPdogVuDClfpjPi50dT+ykL5G5XpCgnF507y4R17dto07XMVSJcGPVhVVAtKY1CMJzpvBeNDJxovhSnzoFrq581OtXivjBmotrEj0kOCKY3EEQ6pZEXWXLUjAALt84wY4/4IfZ12lzOjyBMLzh0gbmn5pP7fm1Gbt7bOrarqOjo6OTIjRN66Rp2ibAK54/6x4g5SlHUoEutOoA4HT2SkxeTVauFH+4Bw+genUCPN3w8oui0l0Yvwt8gu7HHBcQ7M8nB8D9zpOYdXYBT3lib/lCzWhfV6LyiCBlMGMxFxY9wDNopE8QKyOaxrO6tWJS7VibM7Ns3dr0PZsZk0hra0lF9OGHWEUpPj0IjhGg8iThZ+jsDKNGQfXqhFtb4HXpYYJdoh5FNyod+mvVug1uwfD+OYi0IEntpk2HjtS6DY0uG3j0X7Q0by5is52d5Jg0Bh6LTadOKEtLvvgbvtn/DX029UmQt9X+STBPHKxS/uxoGlqH90y/P/kkaX9rTZNgZXZ2CeuYMkU0b40bw/jxaP/9x4EFFuw7sJTVp5bRYWUH6iyow7qL6+IcFhAaQL9jMPpAdB8KFCZR8ueH1aslYnh8HBwk4vFHH4nQHh1ETRs6lPZnohjxDziGKTEzzpNHTFGNEYij8feKda8ml2s1HQm2kQdUvYoTdf37w9ataLdusXNGEBePbyM8KpzgEAlQFuGWBuG/c2exbnjrLazCwtm2xpZNp1Ymuvuz8KcSwTtX4nXZVBArBs/9p2MiRQ86GtdcGOD8/dP0OQ4fWFThm78nsOj0otS3XydR/IL9mH5kekw+dh0dnTeWfxDf1UvE9WUdATTNiAp1oVUHgLyHzmEAlK9vHDNNgKf5PCj0GI7/Bp/vh2fnTT55kWdP88NfsMNkHYzDk2CeZLV+QS1/vbEpK2ambk8T+hVGRvsOBmYh3ScIbJubhFJbNzOC5uDBkjpkddK+atSqBW3bMma//LTLn4RAY8TGhntF3Cl9PSiBP6V6JFF2LHKkgxatVStCba2ofRv8stskfQ7ffx+ATcug0FV/ESxTmyalYEG0YcPocxICf7Ll8G+w62Rc7ZPjk2ACUvvsGHMZb94sOW/TmtrJ1lY0rWvXii/stGl43X7K9Wlw/0fYvRC6/LyP/UPbUmiIxoR9EwiLDMP36QNmbYEu0bKDQ6HiSdfTrl2C/LFJMmIEUXZZ+HovPHG0hiNHxIzY0VGE3OnTY3YNLhZLq/s8Ka5SiYrWGlukZ0C0F0mjRvDPP9hHasxb+owD1/YS6XMPC8DgngZB3MJCUo3t2wdLllDwfijd551g88UNZncP8fPBIQIik6jLrmJVAHr/I+GiIzu+R+3bMH1ShzjBmfJs/ps5m2HuF8e4PcOGfTNGpcgvWydl9F/8PtfGDWHimqGZ3RQdHZ1MRCl1Uym1VylVI55P60mlVOK5/Z4DXWjVAcDBx5+HWTU0MyZ14V6e2MW6/SyOm3LjqSsSdThfoGm745MQgpzi5VTVSROuVesCcKdEwmBHVhUrA5A9NP3rdWz5bsx3+8IlEu6gaZI6pF27pAvSNJg7l2eFxWQ0b713UlR/YOWy1Lyl2DHxg7gbjClhcqaDRsvBgVuNZCAcgSHpfYsUQR0/jrUB3r0E97Ol8dU5bhx06IBjweJUuwulR02GgICYzVmfhBGYLZXPTrFi4jfaokXa2pQYgwcT8b9RWBsk8FG9G9D3JPy0A65Nh+ENxrKtnD23ese9ByxyJ5FmJS3kysXj8WMA8C9XNO7kgqdnnBQ2EdWqpG/dKSSiqgSZyl2pbqbUny6ULEnUrF+pdheCJn9D5D1xAzHkes5nrVEjIocNpc9JKFznXba3KI6Kl3op8s4tAFQSOW61/PkJtNWofRsC7Syx+mESEbY27FsAR6d+ErNfvpPRbgW//opdVmemLHzA7Ztnnq8PrwHhd69xsFtdbk2fAAaD+IxfuiTfIyOJ2LyRoy3Kc+iDxqiwMAgN5fEfvxG4fKFEzP/7b259/z8mj9rFtG0wqN/v+G5ZZYpCrqOjo5PB6EKrDgC2AU8JsDd/O0QVjGtu6Hj6Ysx36+s3Y75H3JUcf05B4Tx1MpOLUyfV2BUoTOCPE/FctT3BthzN2gKwrVAGVJwjB0v71WRTSStscz6n9sjZGYej/8Lhw1gWNyMAm6HAuKl454BqExdCqEkqt4gOImSVMwnf2FSQ5euJPLOG7dWT19xqlSpxZ9YPHC6RlbDPRqWtQgcHWLkS7d9/2dqhAtVO+IhZdPnycPIkTkFhPM2WSg1uBmI3Zhzs3CkD3I0bJWjPoUP4d2zNVXdr3rlgoOHmC3EPsrJK93bkGvY5gZO/Id8f5lO/rRtQj51FrdCM0ZtfMPkXb8KwZDHZ3mqYKfWnF7adu3OkQk4aLdyP3T/HZGU+M3mYU4nVjz/hM+cnnrk40uRPbx4M7h1H2ImK/u/QEvMrB9A0ruSW/5WLxVwgXz6sL3pzx8WKqrM2ifAFlLjsz8nKeaB/f3zmTCFrOAROmoD148cSUTkq6rn7k6EYz8u+fUTlckOVLIkqUQJ27HiuYnNP+Ixai/8m35CxBFerSEjRglCiBFEuzkQ5ZcW61TtU/fM0NebtRLO1BTs7nLv3xalTT57lcYO6dck3+lsMlhbc+GUCT7No5Gz5HiEeOaF/f1T5crB4cVwhNjBQfOffZNatkwB4V65kdkt0dF59lFKv9WfPnj3qTSal/b9Q0k0dKmxrdts/+5YqJX9F6lAe1NXiuZQaOVKpxo3VqSblYrY9WrNYKaXUw6yW6q8GBdOrC8/F63z9DQaDGjypvlpz8Pck90vrOTAYDMpgMKTp2PRg4eTuMfeWmjdPKaXU4Y/bKgXq/r0rKS4nqf4bDAY1c/tE5f3w4vM2N9VsP79J9WqNuuIsfQxq1kD521uoHU0Kp3tdGfEcePteUm1GeykF6kY2VLsOqEZdSfd6UorBYFAXT+9SCtSR3HHb8Tq/B1JCavo/f8NXKsiamGfv4qWD6dYO/2B/taCCJmW3b69USIhSSqmT3w5RCtSZA2uTPH5Fs/xKgZo/oGbMumnDa0l569Ypw4MHSoHa3PstpZRSYZFhan0JzfQeAfnvelkZPlwpGxul3n9fhebOFafd/hVLKnXqlFI9eyr1+HHqyg0KUhEWqFmNc6iR7zqqp9aoSzk1NaYe6vfyqKnVUB92y67m752mPnnXUW0sivq8Hqpnt6yqWzsLddUZNa6BlfpiQU91/OZhpZRSc/b8qAY3lWdfgQrIEt3WKlWUatxYqfLl5beLi1K7d2fAyUodmfIOmDnTdA3t7ZXK5PeQ/h7ck9lNyHSA4+olkM3S+kn/KXGdVxKHwBDuutqY3eZcvDyTa8CxPFD/iQv9dj6AS5MBKAecdIeKPhBx7Ai06YTzsyhCnB1fYOvfTDRNY9rIXRlafmbi0qIdx39cROX7SHCjLFmwfBxAmCXYZHNO9viUoGkaHzX+LF3KSi2NS7ak2MIbFJhWgB92wCdb5VqGOGfNlPaklqKuxVj1zWXyhIsP7qaRJ8iWJfPylGqahmUeTzq1g4OecCvTWvJqU+etboyt/yVToo07nHIXSLeyne2cWTesGb5LDzBy9WrJz7tkCRY+EpHbOm/SWt0tnSuzyvEmFd9rHrMuvHVL/pt3EM+JEwgbOQwHIKiK+EzbWNrwS9/yBG3zoWyAE8G+/1F98mSJtt6mTdxcwS8SX1+J2F2njgQde+89yQl9+zYRhQtivXw5llYWVP1QgsT1OA2Djl0Ujd2mTRI07ocfTOX5+8OSJfDhhxJkLR5RBw9gZQDreg2p3roDTmXaY7BQLGu3jJ3XdmJnbcfnNT8hf/b8zHfKyvjjM+lbqS/DSrRl7cW1FC7Th8mNvmNEzRExZfapO5xLpZtTfU5Noh4/xt8Ovj6bg09vhGMZEIDBOTvnOjeg6J6z2NavL4G58uWT6OQ5cohFRuvWcg+8pkQsms8lDwtadjRwbI0tOXv1Qrt4UeIH6Oi8xmiaNk4pNS69y9WFVh0AHIPCeOplfsCZ2ykPn0hKRCI9K9Pm2B5yBURwsJA1ta5FsLEYOIaD86lTEBCAlQHCs7+4yJ06ryeV8lQh34dQyB/O/1UUyy5dcK1YiEd24GJjJjrvK0j+7PlZ3WE1P95qzyf/yLoneV5QqpZ0wMrCijo1OxEUHkRFj4qZ3RzcHd1ZXgZqetbM7Ka8sng5e7GzeTGW3vXm7wIw1TZ9JoiMfFTjY5pf34qnY3E6Ll0K77+PlY8vj23BPnvS937N4o346Noa+uatGrOuVO5yTK4JM/48gVXHrgTZYMqXDDSq8j7dnnwK3Mc+HG4syEbOUaMkn2z79jB/fuqDqj0Pt25JbuRoQZ3s2SUFVcGCHGpeltqVzzDLrgPz/XaSo0J1bj25xZbgCww5okRgBdTPP6OVLSt5jzVNAqfNnCnfBw1KUOWzPdtx0IDq1WlXsh2L2i2muGtxKuWuxPul34+zb68KvehVoVfM7w8rfkjzIs3xcEzoJlLctThru21h+bnlNCvSjOZLmrOxRWFK5SzFFf8r7L+1l6wFNK4/64vrjHkSoCu2P7Onp+S07ts3/X3yM4ugINi7F2rXxvLocTbUNOBZphYdHx9kz0J/Se32v/9ldit1dDKaE8nvknp0oVUHlMLpaQTBTub/uLPaZKVvxb7UyleLw3cOU77fLnI+gbO5ImgRmIt92QIo6RvGe9v2x8z+hrtknsZF5/XAI6sHkZbgnRPernWZg95Q4OQ1zrqBh+XrE+irXcl2HO8wkvsrJ+PxFB4X9czsJqWKpe2WZnYTYsiaJSu7uu+ibK5URCfWSUCjos3o0t4bDY3Z1gk1d89D08JN+aruV3SL/ILWxQth178/2dzsuJcV3K2TnozqW6kvDQs2pJCLyZG/lFspWlSGdpW6UWnLCb7MeYF3XPLFbB9RYwRRhigWHVuEk5MTzXte53DZ5VgePgzTponW9eefJTewMdVSRhEWJoLms2ewapVoRjWNyH1/87RccRr8mBtDJPQNWwVZYWPlAbQq1oohOT+AxfMAmFEFPrxuS5Zu3UQA7t4dli2T8jdtMiu0Gg4f4pwbuOcpCkCXsl1S1ezcWRP3Na7hWYManjUAGFd3HOP2juOK/xX8Q/wZUm0Iv538jZ6l7rL++0CsbGwlnd7Dh3D7NixaBEePir98376SK/vgQahdG0qXhidPJHVVzZoQP0iXUiL4u7pKirWXhYEDJU9xvXpYRBk4XzEPu3vsxu2hGyerZafixIly3V/F9Fg6OilEKbUpI8rVAzHpQGAgVlGK0OzmBwyapjG71Wy6l+tO9bzV8bGL4qw7oMGWbA8onbcia43xdb7/HoAIt3TMG6rzxrK1y1YA/skHhz/rDkDOYC3TTZfTm8JuxanxATTtAs9KpCAtkE6i1Peqj6v9q6OtfhlpUlhMaxQZExl2cLXBWNra8nOf8nDvHnn/vcpZN7C3TlrjqWlaHIEVwNPJExeHHMyvoNiyYAzTaojG3YilhSWfvfUZMyvOZESNERy38eNANXfJSzxoEPzyi+SHdnMTgVKlc59v3jQFI+rbFw4cgFmzOP92CUKvefPkwr8UOtQR5++dCYkMYWGbhdhZ2VE1T1WaFxEz6Hx5SnIuOo30z1XhqyV9oV49GDNGtJUBAURVrQJ//y3poAyxoqEbDNifOMOx3HKuMpIv6nxB+NhwHo16RPD/gpnadCoT609ky5Ut9NjyIX9e3UqwpztUr05Uu7YiZN+4ITm9f/tNoqv/9x98+aVEpu/dW7ThRYpA8+aSam3zZjh7Fho0ECE3Vy4xr54+XdJ/ffSRBIzLDE6elGBUAHv2EJzFgqAKpbCxtKFJ4SYMrRMsExazZiVdzr//SvqxyAzJGqKjk65omvaDpmlOmqZZa5q2S9M0P03TumZEXbrQqiP+MEB4tuT9ULuUSThDm8cpDyvLaMz/sVvMusjc7gn209FJLU0LN8XwhYH82fIztVQg10q4M7b16+cvXdilMDedYXsRyGGvT/joZC518tfB3tqegVUGZkj52Wyz0aZ4G76L2E3kJ+InuamkBbZWqff10zSN5kWas8l7EwduHQDAM5t54axFkRbYWdnRbEkzvtn3DWriRPEvnDRJBL1ly0Rz+dFH4ns5e7YIsb6+cPx46jt67x4UKAC9eoG3t2jgPvmENeWzUHpmad7f2Y9fLi/m1hPxwG5cqDHdynbj+pDr7O2xF0sLSe/k5exF607wbjcbvHPCwfuHYeVKEbhHjuTExI9pXvSYaHI9PcVX1GCQT/Xq2DwNYX/+xM9LemJlIQZ8dtEa+iHVhzCg8gCWnl1Ki6UtyDkpJ17TvMg3NR/X/K9BliwygeDtLZ8rV+DQIdizR1J5HTokguu9ezB3LrRqJXmeT56EL76AZs1g1y4YMkSiQy9dClWriv9vLFNkLSICdu+GqVPlvF28mP4TFD/+KObemzahLC2ZUdMKr5yi3W5RpAX77X15Ur8W/PqrXCtzGAzS308+EdN1HZ2Xn8ZKqUCgJXAHKAp8kvQhaUM3D9YRsyggIgV+qJYWlnzX4Ds2Xd7E8vbLeXv+23xQ4QOO3j3K3rxRdMvvyX7tNqEF8yVblo5OStA0jToF6rD24lrU1805fOdwZjcp3SnsYtKu5rDThVadzMXO2g7fT3zJkoFm+N3Ldmf5ueVs6VmLv8v7svPOn2m2oBhdezRrL65l5vGZuNq74mhjfmLLwcaBbmW7MefkHD7f8znnfc+zZOZMtAkTYNs2MRP+5RcRHAoWFOF1+nQxZ/Xzg8qVRQgdNUo0plevwnffQdZEgqcZBd0lS+DECXB05OYH7em5tgEAG7w3sMF7Ay2LtmRhm4U4WDugaVocTTFA/mz5+c8F/nMRIezgrYOcNzyg1ECZVPh2ZXv2PYNQR1tsn4bCli3QsaOk9zl2jL3vVmBVuQssyKRAaT82+ZHSbqVxsXNhwekFbLu6DYC35r9Fr/K9GFp9KDljB8WqXt30vWBB0++QENEme3uLJjZvXlkfGiqmxDlySJqdoUNhwgQxO542DW7epOr//ieCb2zc3SUYVpUqcP26aHBLl5agUc2apc5UPCxMznvbtqgWLXh0+zKjZhdiavS7vVnhZmhobGxWkG67D8KKFTJBEp/jx6UtIJMpvXvHzU2to/PyYbTPbw4sU0r5Z5Q1nK5p1YkRWqOcs6do909rf8qB3gfI65SX60Ou07RwUwo5F+Lyk+vcOrqT+j3BwfbViICq82rQpUwXnoY/ZeX5lcmaEL6KeGQ1+Wvppq06LwP21vYxmr6MoGHBhrjYubDq4mruWofgbJf2gE8lc5ZkU6dN2FnZ0a9SvyT3ndVyFsH/C2ZEjREsO7eMnW/lFu1e4cIi4Jw/L+aZV66IAJs7t2juunQRrezWrfJ7+HDRmI0eLVq7AQPg7l0xcY12k+HMGVPFly7B0qX8emsNoZGh7Ou5L2bTtw2+xcXOhSxW5icJCmQvEPO9Y6mOKBQ1fq+BX7AfABf9LhJqDWOmvSNC2/DhYka7bh0UKsTsjoVwtXPLNLcKWytb+lfpT8fSHdnaZSsRYyM43uc4JXKWYOKBidRbWI/giODkC7Kzg6ZNRatqFFhBrkuuXBKR2MVFfGU3boT798WMumdPDNbWsHo1PHggQuHs2eI7+88/MHIkLFwIjx/LsS1aQLlyMGKE3AMPHybftj//hCdPOFm7EK6TXFl/fzdoUCSHCOM5HXJSPW91fna6KFr8yZNNZtwREXDkiPjozpsn/Zg1S+7BjeZzU+vopAeaps3TNO2hpmnnYq1z0TRtp6ZpV6KXyb2cN2madgmoDOzSNC0nEJoR7dU1rW868+fLTB5gcEn7oMEjqwdLzy5l3rk/gOR9k3R0UkOjgo0om6ssZx6cwSGZYC2vIhaaBSNqjOC3k79RJleZzG6Ojk6GY21pTdvibVl+fjkV3Cvg/JxRiut51ePhJw+TfT9omoadtR0TG0xk4emFzD05l8aFGpt2KF7c9H3gQPnE5upViQBbpw789ZdE7V29WgSbmTNN+9WubRJaNQ2qVSOqWVMWT+tHs8LNeCv/W/ze+ncioiIo7VY6yTa72LnEfG9boi3dy3WnxdIWLDu7jN4VenPR9yIAxy3ui9b3xx9FKPrrLyhenNs7O+Ga5eWZDLOysKJS7krs6r6LbVe30XxJc3pt6EWd/HWYuH8iH1f9mN4VenP83nHcHd0p714+9QJ3q1Zw7pwEdsqTh2NPn1K3fn3T9r595aOUXNO8eUUojogQwfG33+R6hoTAxx+LGbOdnQSEcnQELy8510eOyPLSJShQgPHWh/AP8Wf0X6OBuFY0LYq04PM9n/Nk0BSyDRgmGt5hw0TDf/SoqW0DB4p/7g8/yPeLF8W/NTRUTJ6LFJHgUw0aQP6k00Tp6CTDAuAXYFGsdaOBXUqp7zRNGx39+9PEClBKjdY07XsgUCkVpWlaMPBORjRW17S+yRgMMQIrQJR72qPZ1StQD4Bv9n8D8FoKFjqZh6ZpDKg8AICA0IBMbk3GMKnRJPw+8YszQNXReZ15r9R7PA1/yv5b+5OMUJtSHG0cUyzc2Fja0KVMFzZ4b+CC7wU+2PAB+27uS/7AwoVFw9qxo2jolBKBddAgEWTnzRNt36RJYurZti1cuADbt7Prxm7uBd2jR7keAPSu0Jt+lZPWDEPcnNmFXQrTvEhzyuYqy+Btg6kwuwIKhau9q/iImg6CRo3A05O7QXfJYfNyuh00LdyUiQ0msvL8Sgb+OZB7QfcYvWs0eX7KQ/Olzak4pyLd1nUjyhAV57hzD8/RfElzph6eSqQhkYBFbm7w7ruiGbdIZLiraSIEGvPbWltDv35y7YKDxWR44kQxOe7WTUyKHR1hxw7xUXZ3l2OrVCFkxRJ23N4DwKOQR1hbWMfRkjcr0gyAzTVd5dg7d6RMb28RkMeMgW++gW+/FW3rypUipI4ZI8GpJk8Wc/WPPhKh9tSp5zr3OjpKqX2Af7zV7wALo78vBNokVYamafbAQCZsBLkAACAASURBVMA4a5cb0bqmO7qm9U1EKVizJsELz8o57X9qH1b8kNDIUD7e+jFAoj5FOjpppW6BugD4h8R/v74eaJqGteVLlLpBRyeDqedVDxc7F/xD/MmX7cXHQehRrgfTjkyj2txqPA1/yoHbB7g48CIWWgrn84sVE39VpcR82MiNG/D11wCE9O2NbbFiaJrG0t1LccriRIuiqc9J+lPjn1h+fnmMVvaz2p8xYMsArvhfIbttdvpX7s/4feMJjgiOY+kUERXBvaB7VM9dPbGiM51RtUYRGhmKhWbByJojGb59OAGhAfQq34stV7bw89GfWXNxDaXdSjOx/kSKuRaj/sL6+Ab7svXqVmYcm8Hw6sOZc3IOz8KfsaTtEqrkqZJ8xSmhdGn5xMcY2dfKNIzecmE1wRHBNCvcjK1Xt5LTISc2ljYx28vmKoujjSOH7h6mS9dfJGDWjRvit+toGjMdvHWQzUc2M77+eKzu3xftb5Ys4tsaGWnyzXV9ebTnOq8VuZRS9wGUUvc1TUtOozUfyctqTJB+B1gFbE7vhuma1jcN459rhw4yo2dvj++aP6jTU4JUPA+VPCrFfI/to6ejkx4UzVGUfpX6sbGT7uOjo/M6YGVhxfh64wGo5Vnrhddf3r08bg5uPA1/CsDlR5fZcnkLZx6c4bsD3/Eo+FHyhXTuHFdgBYn8misXAJVvj+WDjR8QGhnKukvraFuibZqiJA+rMYwjHx6JEYLeL/0+/p/6s7fHXvb32k9xVzFrdpjowFd7v4o5bvDWwYRHhVPUsWiq63xRWGgWjKs7ji/qfIG9tT2zWs5iefvlNCnchGlNp7H2vbX0r9wfv2A/Gi9uTP6p+QmLCuP8gPOseW8NEVERDPhzAA+ePiAwLJCGfzTE2887YxttZRVHYAXY/d9ustpk5YdGkq9+cNXBcQ+xsKJanmr8c/sfWeHkJJGQHeNO8vff0p/vDn7HlstbRPNrb28KxmRlBfnyycded8PSSZ45c+ZQuXJlKleuDJARMx2FlFI/ABEASqkQIEMc6HWh9U1j+3YJ6z9ggJgxnTrFo7crs6/A82tHi7kWi/meJ2ue52yojk5cNE1jVstZ1M5XO7OboqOjk04MqDKAm0Nv0qFUhxdet6ZpVHCvAMD6juvJny0/H2z8gNrzavPZrs/ouLojBmXg3/v/MvfkXAzKkEyJ0Tg6wqFD+CyexQU3mH9qPlsubyEwLJBOpTulax/qFKhDabfSFHI25a8d9/c4Hoc85m7gXWadmEXRHEWp5lItXet9UWiaxrsl3uWnJj9xYcAFJjeaTNeyXdnbYy8lc5akbYm2XBx4kcuDLnNj6A2O9jmKjaUNzZY0416QKVpwWFQYkw5OospvVaizoA7rL61PYHL8vJy4f4KKHhUp7VYa3098GVVrVIJ9anrW5PSD0zETJfEJiwzjvO95APbe2Juu7dN5M+nbty/Hjx/nuEQz90vBIQ80TfMAiF4mF4ksXNM0O5DE3pqmFQISyen0fOjmwW8KFy6I383AgZAnj+RFs5EZ26C7xwDIavN8EX9d7FxoXaw1LYu0jMnRpqOjo6OjkxSZYRpsZGrTqSw/t5yWRVuSO2tumixuEuND/+vxX6m7oC77b+0HYN2ldeTPlp/P3/6cC74XCI4IplXRVub9aL28uEARuCo/v9z7Jfmz5ae+V/2E+6YDFTwqUNy1OPbW9py8f5Lx+8bHCLKrOqzC/+Kr71ZhZ23HiJojzK43RunNly0fW7tspd7CerRY2oIDvQ4QEBpAv5P9uBl8kyq5q3DryS3eXfEuRVyKMLDKQNoUb8OJ+yfYdnUbDQs2pFnhZmTNkrrxUERUBGcenImJvZBYFPgaeWtgUAaO3j1q9l44du9YzOSI8b7T0XnBbAR6AN9FLzcks/+XwDbAU9O0JUAtoGdGNEwXWt8ENm0S3wkQH4iNG2MEVoCg8CCAVL+kzbHh/eTubR0dHR2dF0FIiLhcurnpf/WJUdy1OOPqjgOgSp4q3Bl+B4My4GDtgLujOzOOzaCISxFKu5Vm29VthESGsNF7I3eD7gKwo+sOGhVqZLbsGwE3Yr6f9z3PL81+wcoiY66FjaUNFwZcQNM02q5oy5TDUwBwyuJEabfS7LuYgiBTrwmVc1dmRfsVtFzakuq/V+d+0H2ehT1jW5dtNCnchIioCFZfWM3EAxMZun0oQ7cPjTn2t5O/kT9bfla0X0G1vCnXTl/wvUBoZCiVcycdf6Z6XvEtPnjroFmh9ehdiSL8YYUPWXB6QQIfZR2d9ETTtGVAXcBV07Q7iAD6HbBS07QPgFtAomYwmszYXQLaAtURs+AhSqmUaHRTjW4e/LqjFIwdK5HzVqyQHHQ1asTZJSgsWmh9Tk2rjo6Ojs7Lw5dfQp8+MH58yZiUkDpJY29tHxOFeGydsfiM9OHyx5dZ23Etz/73jJE1RnI36C75s+XH0caR2Sdms8l7E7Xm1eKS3yXqL6xP/839AbgZcDNO2Z3LdM7Qths1vqs6rGJl+5WUcC3BkGpDUh5Y6jWieZHmzGg+g4fPHlI2V1lmVpxJk8JNAEm31KlMJ872P8uFARcYUHkAa95bQ9BnQWzqtAlN06g9vzbtV7Znwr4JPA55nGx9h+4cAkhWaHW2c6aSRyXWXFwTY55sUAZO+5wmLDKMo3ePki9bPjqU6kCkIZLtV7c/55nQ0UkcpVQnpZSHUspaKZVXKfW7UuqRUqqBUqpI9DJRMw2llALWRx+zRSm1OaMEVtA1ra83M2dSY+xYePRI/Fffey/BLucenmP0Lsknlh6aVh0dHR2dl4MtW2R5/LgL06ZJSkidtKNpGl/X+5rcWXPTrmQ7xu4Zy5bLWzj38Bzej7wpMaMEAHtu7GFg1YHceHIj5thmhZvhbPd8uWhTiqWFJR1KdcgUP+GXif5V+tO/ikwg7N271+w+JXKWYEaLGTG/WxZtSS3PWgzbPoyDtw+y5uIaph2ZRvW81bn++DrV8lSjhGsJKnpUJHfW3Px55U+y2Wbjl6O/UMi5UJy8rIkxuNpgeqzvwYgdI5jSZAo91vdg8ZnFuDm48Sj4EV3LdqW+V33cHd2ZfGgyrYu1xtLCMl3OiY5OBnBY07QqSqljGV2RLrS+rhw5AgMGkAXEJLiz+RneHut7cMnvEqBrWnV0dHTSg8BACA2VNJGZRUgIXLokhja7dvnx+eeudOmSuW16HbCztmNYDZH+G3o1ZNHpRTwKeUQh50Jce3yN/pX7M/vEbFacW8HNgJvUzlebX5r9okfUf4VwtnNmQZsFgJjxfn/we676X8XV3pVFpxcRpcwHcFrSdkmK8gR3K9uNI3eOMO3INLZd3Yb3I2/almiLX7AfFpoFX9f7GisLKyY1mkS3dd1w+cGF0MhQLDVLHGwc8HD0wNbKlkmNJlGnQJ307LqOTlqoB/TTNO0m8AwxEVZKqbLpXZEutL4uKAXPnkFAAEydCj/+CMDZb76hTP/+kuMrHpGGSE7ePxnzO7tt9hfWXB0dHZ3XkYcPJYtFeDgcOwaFTEFdCQuT+cT8+eWTkVy+DAaDpJj08vqP3r1dWbcO+vXL2HrfJFoVawWIP+mRD4/wOPQxhZwLcfnRZVacX0FwRDD1vepTzr1cJrdUJ63UyleLjflMadZ8nvpgUAZWnFtBQGgAvSv0JkpFYVCGFGlZQTT2vzT/BRc7FzZ4b+Cz2p8xof6EBGbcXct25eGzh+z6bxdFXIpgbWFNUHgQtwNvo5SKkwP2jcXfH1xcMrsVbzrNXlRFutD6uvDRRzBnTtx1kybxqHJlcDZvknTR92Kc33rEXx0dHZ3nY/p0ePBAvo8fDwsWmLa9845kHbOwgA8+gI4doUGDtNf18CHcuQMVKybcZmxD7twQEfEMT0/466+0C61//QVXrogQXLCglHv9uhjyZMuW9j68ymS3zc65/ueIMESQwz4HOexzAPBeqffot1lOdKmcpTKziTrpjLujO0CMtj2taJrG+PrjGV9/fJL7Da8xnOE1hj9XXa8tx45B1aqwfLm8TN9EHj2Ct96SrCCLF8fkh36RKKVuJr9X+vDmeee/TigFhw/D99+bBFZPT0ln8++/MHKk2cPuBN5B+0qj7CzR3A+qMogJ9Sa8qFa/NixZIgPUHTvg2rXMbk3iKIUehEVH5wWgFMydK8Hahw2TMcSVK7Lt4EERWPv0ga5d4bffoGlT8PZOvlwfHxFye/aEtWvh6VOYMQOKFYNKlWDlSlP9Rh5GZ9ZzcwNNE+F49+60vQu++goaNZL03m+/DXnzgocHFC4MRYvC3bupL/N1oZRbKcq7l4+zrm2JtjHfy+Qq86KbpKPzaqMUBAeLMGowwO+/y8snPidOyHLPnhfbvpeFY8dk1vDiRZlVNGNR+bqha1pfJY4eFeH011/h/n2RmH76ybT99Gnw8oKsifumRhmiaPSHKTx/k0JNmNZs2hsZXfB5OHhQBp5GnJzg0CEoWTLp4549g3Pn5H1cr176t0sp8WWzjxUh/+efC1O/vkzA3bkDVql86pWCyEhYtEj89Pr1S30ZOjpvApcuiYazdWto0UIE2KZNRVj84QexYpsyBRwcZK6xcGEYPhxWr4adO8HWFho2NI3TSpeGWrVg8GBYtQrs7GDhQlN95cuDn5+M53x84LPP4MMPYdq0uELrvXsyGb9ggZgNFy+e8j5dvy4a406dYMIEOHNG+rl+PbRpA3/8AR06wLZt8h7UkRyd/Sv3Z+7JudT0rJnZzdHReXW4cEFeoEZNwG+/yQsUZGz74AG8/774WTg4yHrLNzBIlb+/aJmNTJoE2d8AFz+l1Gv92bNnj3ptaNhQKZEh4n5cXJS6e9fsIfH7v//mfsU41MxjM5XvM19lMBheQMMzj4y6/uXKKeXlpVSPHkpVqaJUtmxKVa0q2wwGpf75R6kbN+T31KlKrVql1JQpSjk7my7b1aupq3P/fqXGjlWqUyeldu40v8/gwVJ2rlxKdewodce+Vf76K/V9/eWXuGW8+27qy8hMXqt3QBp508/Bi+r/77/LM+LtLb/37lXKyUkpa2tZ/8UXcfc3Pp+aZnq+GjdWqkgR+Z41q7zabWyUGjpUqYgIpX79VanPPpO6IiKUunBBthuP1zSlAgKU+vRTWW8wSP8vXJDt8+alrk+zZslxV66Y3756tVKWlkp175768/UiedHPgMFgUAEhAS+0zqTQ3wF7MrsJmc4rcQ6ePTM/zk3qU6yYUvPnJ1v0K9H/lHDzpvw5gFKff56qQ4Hj6iWQzdL60dVrrxKxbVBdXGR63ddXptFz505REXNPzsXWypbOZTrjau+aokh3OnF58kSU2n36iObi6FH4/HNZXr8uGtiaNaFuXTEdHjpUNBHDhonmxGjlsnmzLK9fhxIlYOvWxOs8c0bM88aPh2XLoG/fuGZ+s2dD//6ifAeZjFyxQuouViwQPz/xo9uXyvzyBoNogkByPr79Nqxbl7Q59J9/vtzm0jo6qSEkJOXmr7duydLLS5Z16oiiICICypVL6LExeLBoTrt3hzVrYPRosfICeacEBYkfbHi4KB+srOQ5nzgReveW3yVKiNJhwgRYulRGcZcvi6bVaBoMYkrs7Az//JO6/p84IcfFDigVm3btpF+LFqXM1PlNQdM0stm+oc6+Ojppxd4eunRJ3THe3tCrl4yHIyLi+km8LixaJKZ8HTtKFD/jn8P4pH2iMwtN0+Ykv1fq0YXWl5HgYPmAmEo8fiz2qP/9J1LIX3+J8/WMGWLPnowdu1KKWcdnMWTrEBaeXki3st1wyqLbcaUV48A09iDunXdk+f33MnAEuHEDmjQBGxvo1k18YPftM/mibYwOSDhtmpjbvfOODAD79RMzv1GjYNMm2WfqVLC2lsHookVyKxgHn48fSxyuWbPk97p1sr1/fxk0jxzpTY4cUKaMuECDCL7nz8t3X1/4+2/zfb1+XQbMc+bAuHGmoDLbtsXdb+FCKFUKBg0Ss8hGjeKXlJDX8X9F5/Xh2TO5n3PkEB/OAgWgcWNo2VImpe7fT3jMvXsiKFpbm9a9957se/x4Qs8NTROBdcECaNsWvv1WXu0XL8pYpGlT03G1ayfe1vLlYcwYqFBBfnt7m4RWIxYWUL26uDGkhps3oUgRk/BrjqFDRYCeOzd1Zevo6OgkYNEiGXgYDPIiW7gQrl5N/jg3NxlwGWcNXxdCQyWowcWLpgAGK1aIj8bLy+yMKFT3THvZiIgQ56PwcBklGdVx2bKJgPrll6m2W599Yjb9t0iC7Q4lO/Bzs5/TudGvHoGBMsiK7fuZUoxCa758pnWFC4sW1RgPy88P9u8Xl+PBg6F9+7hldO0q+ROnThXtaO3a4lO/dq0MeCMiZL/5801CZaNGMnj08JB5ivXr5Tjje2v2bPEpe+cdGWD++qus37v3GSDuD6tXS2CYzp2lnjlzZIISpI7atWVwa+TUKVlWqiTLAgXkVrxwwbTPoUMSIAZM6//7T/5vLMxMi336KcycKbd4tWry/5TR6T90dFJKZKT4jw4aJG5D3bvLM3f1qtzffn7yTP70k7gRxebuXQniGB9395TXH/v1PmaMWGv06xdXEE6MggXFvcvbW9qYM2fc7TVrikXHo0cijKcEH5/kn093d2jeXMZR8c+Jjo6OTqqwsDANHnLmlJcwmGbXc+SQsfHo0eaPv3lTNAh9+8qM4EcfSUCAV43ISNiwAb7+Wr7//LOY3Hh6Jj2L+BKglDqREeXqmtaXDWtrsSU9d84ksILYpO7ZkyZH65nHZ1IqZyluD7vNivYryGL1akQYW75colamt0ZuwwYJSuTsLAPM338Xc1Z/f9M+z57J4NQcN6ODe8ceyGmatBWgRg15p7ZpI5rV+AIryDtU08RkOFcumDdPTIBPnxZzxFOnJNqnvz9ERckgM29eOdbRUUwCjZrS06dlXZ8+Ep8gsXdZ7dqilf3uO/kdESECq7EfdepIXIPffzcdc+OGLAsXNvUzV66452bcOJlPOXFC0gMbBVyjcB8bPz/Zx2AQrdW+fTLYjYw03+aXmVOnRPP9IlBKtFkDB0rkWJ30x2CQZ6p3b5nUyZNHDFwWLpRnZvVqEVofPpRne/FieTZjk5jQmlZq1xbtrfGZTQ4bG3mer141L7Qa0+sYTZBTwoMHKRO669SB27cTf2/q6OjoPBdvvy2fUqVk9ts4qw4JTYpHj5aodMOHS4hzLy+KT5z4avkude0qA8gzZ+R3z56iLXnJBFZN0yprmrZO07STmqad0TTtrKZpZzKiLl1ofRn59FOZHerd2+Sk2KKFqPJSgX+IP0f9j3LmwRn6VepHXqe8merDGhWVMgFUKRkgduokAtHBg2Je99574jfasqWY9huFx9QyYYIM5tq1kwHhhx+aUjd88YUIZWXKyD4eHiIsxPYfvXVL5hbip8Nq2xa2bBEtTXK4usKQIaLp/esv0aAWLQply4qmpFw5ePddk3VMYGDcyJwlSpj8xy5dEnPj5C6t0WR33jwZhLZsCf/7H5w9K+fbykqsUObNMx3z5IlMeMY2a3RxMQn4166JJmj4cMkVOXy4mDiC+eszfbrcB4cOiXn011+LILBuXfLnLCkiIkR4T48B87Vrcg58fRPfRykx/S5WTAb1R46kzHoprRw6JGbkv/4qlk+dO8vkhk76YHQPKl1aouH26SOm9DUTCfzatatoINeti3vPpSK8QIrJlSt1wTHz5ZMo4X5+8p6JTZUqMkn/ww8pS30TFSXPQUqE1hIlZHnxYtL76ejo6KQL5crJn3FUlMwihofHnZFbu1aW9+/DjRu479wplowpcb5XSgJ0ZNYscVSUmK7ExtExc9qSPEuA+UA7oBXQMnqZ7uhC68uIpkGPHqLy+vhjmb6Pf/MmQ0RUBBVmV+DTs58Ckuw8M4mMFL8rS0sZ7D18KELTxIkmQXbrVhES331XlM1GNmwQ7dyqVWJOumWLDIxGjZLneutWkwtwYowYIaatFSqIj9jQoeJ7GhQkwmbVqqLNHD9e2nbzpgglPj4iLNSuLXW+956Y8Xp6mjd9bd485ZqWyZNlQJjYXISHhyyvXpVzFFtozZtXBshKidCUkoGyh4dMUIL0bdMm+OYbEUjbtZOBbr9+ouQ3XpOAADEHji0Q58gh5wokTQfE1SYbNbfxhdaAANEYvfuuTAqACM1OTqnT/MTnzBmxAipfXs5D48YyybpiBYSFmfYbMMAUVMocd++KEFq4sLiPGC2SzGH0GQSZQKleHSpXjlvf8/Lff6KJ3rxZzq+rq/yH1qkjPsk//GD+uJs3X668vE+eiCnt3r2mdTduyOSHi4s8xy+yvZGRInTmySOTJiEhYvnw559y77ZrJ89mUq4DLVqIcNihg7xXvL3l2vv6pq+mNS3kzSsTL0FBCTWtVlbyDJ48KWb5yeHnJ9cmJfnqixWT5YuyPtDR0dEBTIMxa2sxJzlzRiwTly+XgUdQkMxGggiwxYvLLL6Hhwixv/wif1RG/P3FN6NFC9FqNGggg0MfH/nDiIwU36qff4573PNiNPfZu9eUVzB7dpkVv3Qp/epJf3yVUhuVUv8ppW4aPxlSU2aHL87oz2sT4jqVzDo2SzEOpY3T1O8nf8+UNvj7K1W+vFIjRypVurQpOvn//qdUz56m3xMmSFqGypVN65yclDp6VKkWLUzrjGkjpk2TKN+glIeHLCtWVGrLFqWCgyUNxJkzSl27plT9+j5q0iRTGcZy7txJ2N5165Rq1kyO8/OTdQaDUgMGxD0elKpXL+PP38GDUpcxjcasWaZtP/4o6/z9lcqbV6levRIvJ/Yz0L+/HLdkifl9Z86U7bduye+uXSW1T2y6dVMqf3753rOnpNeJnTnJGLF+4sS4x506JetXr467vkUL6UNISOJ9iM+hQ0p9952kGTJek7ffTnidRo2S/h8+bFq3Y4dS4eFxyzt5UikHB0nd8eOPUpazc9x+xea336SsSpVUnJQlixalvA+JsW+f3IeWlqY2e3oqde6caZ+aNZWqXt38eTE+Y7F5ke/BqVOVKlnS1N7Ro0392LpV1i1blvA6pQaDQamFC5V6+DDh+tj89ZdSH3+s1KZN+2LWTZliemeAUlmyyHL8+NS14d9/lWrbVo4dN05SXIHcG5nJZ5+ZzuucObIu9vU3GJSqVk2e4eQyniX2zJojPFwpCwtJy5UeRETIO6RTJ6Xu3Xv+8t7UsYARvf97MrsJmc6bfg68hw1LOEgwfry8JG9Xcul1LCxksGD87e6uVOvWMiisXFmpIUOUmj5d/sRHjVLq+nWp/M4dpSZPlgFPy5by59GxowyoxoyRXGZ16yas7/LldD0HZEDKG6ABMBfoBLQ1ftK7HiVnJPMFy4z8vCkPaVhkmLoVcEvtuLpDNVjYQDEOxTjUzl2JJPR8AQwfHvfZq1RJqUaNTL8/+kip4sVVnIFj375Kdemi1NmzUoafn2mff/4xCRtPn0qu1NjHglJlyihVv775d42fn+Q0PH48df0IDU1YVo8e6XqqzHL1qtT16aeyXLbMtG3pUll3/rxStrZKffJJ4uXEfgaCgpRauVKpyEjz++7bJ+X++af8btVKqQoV4u4zdKhSjo7yvUEDpWrUSFiOk5MIC7HZtk3KPnAg7vq1a2X9H38k3ofYPHmiVPbsCa/J9u1Kbd4s6dr8/SXfZc6cIrC4ucXdt0WLuGW2aiXr586V39OmyW8fH/Nt+PRTmfwICpL2h4crlS+fCLtKJS8MJEWtWlJ3r14yUbF9u+TdjM3QoUrZ2ye8jtOnq5j/1ago0/oX9R4MDjaljwO511q1MuUR/ewz2W/sWBHKQ0Nl4iOxiaTEOHBAyuvQwbTu/Hm53rt3Sy5S43kEmbxSSq6Xq6ukvFZK7skqVWTMkNZrVrKk9NE4yWR8djKLGTNM/V67VtbFv/6zZ8v2CxeSLmv7dtlv//6U1Z0vn0x0pZXLlyUPdKlSMhlm7Efp0kqFhaW9XKX0Abve/z2Z3YRM53U8B5d8LylDCl/eMf1fv16pDz6QP+79+03aj9ifvXuV8vWVwdWsWSKMfvutaGGGDJGX6/r1SuXIoVTRokrVrq1UnTqm493dlbKykj/qt9+WP2WQAW3FivJSK1pUZqSNM9TZssngsnt3GcxkABkktC4GjgMLETPh+cC89K5HKV1ofW3ovKZzjKAaI7Be25lpL6l//437/DduLO+HlStN6+7flxl0o7YKzGvbHj0SDVJ8nj4VrZnBoNSJE6JVcHWVcrJmVeqtt5QaOtRbgVLt2z9ff8qUMb2HQKkvv3y+8lJCUJDU9e67styyxbRtzx5Zt2GDLL/7LvFyUnMPPHwo5U2ZIr/feksm/2IzfrzsExqqVIkSSrVrl7Cc4sUTnvOFC+W4K1firo+Kkvd227Ypa6NRMNu/X4Q2X1+lVqxIKHQsWSL7delyI0br9PPPpnsttvBcqpScZyM7dsg+u3ebb0Pnzgk10N9+K8f8+69ojhcsSFl/4uPqqlS/fknvM3++1OXtHXd97ImigwdN61/Ue8B4P37xhVJubkrlySP3Qps28h9tnCxo107ywSsllg2g1Ndfp7yeCRPkGGMZSsmEA8i1MT6vxgkKEIG2UCH5fvhw+vW5a1e53qtWSdmnT6df2Wlh40ZT343CZvzrf/26bJ82LemyEntmE6NOHRm7pYXISHmmHB3lWezRQ87p+vXShhkz0laukTdlLJAYev/3ZHYTMp3X7Rz8feNvxTjUbydSZt6SaP8NBqUmTZJZ+zt3TNrRlBB/4PHPP6JhMBjEZO2dd0SwHTEi4R+2keBg+cN+9Cjl9Ubz8OlDlefHPKrKnCrqXmDyJikZJLSeTe8yE/voPq2vOPeD7jPnxByWnpXkoDntc7Kr+y7uDr9Lw4INM61dS5ZIJMvHj8Unc8sWcTdo3158QiMiJLiHh4cERtYHXAAAIABJREFU8lm0SPxSbW0TluXiIj6D8XFwELcETZMgQH36SFChdevEjWHfPnjnnXucPGlKRZNWli8X31ljsJECBZ6vvJTg6Ch9vHJFfsf2aTX6uxpTzLi4pE+drq5SltF9IiAgYcBqY+5HX1/xqzW2JTYeHrItNj4+sowf1MXCAmrVEl/jlPDXXxK0qnZt8ZF2dRVf4/iBqMqXl+X27e7Y2EjgvUGDJDK0nZ0EnzJy/37cfhiv84UL5v0tb92Km/IIoH59WU6ZIv7BPXuKn9/BgynrF8hz4edn/pzGpmxZWZ6JF5/vv//EpzJLlpQFBEtvtmyR+3TMGPEFv3tX7qWCBaXNZ8/KfufPiy8wyLZ69ST2nPz/JY8x2I/RrxjEtxskFsfDh+LPOXu2+K43a3afSpXknbRwofjGpxcFC0o/jT7c6R2IKbUYo4xD4r6oXl7S7l27ki7LeE5TmrKnQAG5B9PCyZNy7MyZEj9lwQL5v2jdWiKyT52a8vtDR0fn1SbSEMkpH4kOvOLcCsbuHptgn/MPJYXC8XspHDwkhqbByJHi35onT+ryvMYfeNSoYUrj4OkpOQn9/CRQQtGi5suws5Oof6kcyPkF++E5xZO7QXc5du8YDjYOqTo+HTmsaVrJF1GRLrS+Qlzyu8TUw1MxKANRhigmHZxE7p9y029zPwCOfniUKx9fob5XfXJnzdyR0/HjEtgte3YoVMjkU65pErDGKlaGYBcX6NYtfdJoubtLOorYQZIqVJD0Ns9DyZLQtKkEwQGJwvkicHc3BTYxJ7QaB+/P2z8jmiaCljG43pMnEogpNsaB8M2bst3cwNjDQwTB2Dx4IMFtzAXAq1xZBMHYQkhi3Lkj0ZaTo2hREd78/LJQrJgpz6W9vVy/f/6R32FhEnchtqCYJ48IH4MGyTJ+JOHbt+X/KDZly8p9FzvAzeXLcYONJYex/8kJCSVLSl0nT8Zdf+OGtKNJExHKT50SQdKoe8tozp+X583GBurWNa0vVEiCbxmv8ZUrJqEVJPXS9euS2zglGAXEx49NcTDu3DGte/gQ+veXAF1OTjBqlDdbt8okRFIBttKCp6ec22PHpN8pzX+aUcS+L5PKr1q3rpzvpIJg+fgk/syaw8tLJqvSEpDs+nVZlisXd72myf1x5YpECNfR0Xl9uf74Om2Wt8F6vDUVZldg8NbBvL/mfSbsn8D0I9OZsG8C/iH+rLu4jkiD5Mqz1FIRXv01ISQihJyTchIWJS/bL97+AqcsTskcZR5N025Ep6k5pWlaWmYAagOnNE3z1lPe6MQwds9Yhm0fRskZJbEab8Wov0YB8sBeGniJKnmqkM02WzKlpJyoKIkOu2dP6ga8BoMMpitXTremvDR89pkIisYovBlNrlyiOYK4Gs+sWWUwadS0piF9b6IUK5a0ptUoUBnzxMaPUAoi6N25IwN5473j45O4MGbM7bp8uUQUTipv68OHJm1vUlhZmSIzx4/QXLOm3KMhIeY1wJom0YZBhO0ZM0zboqKkb/E1rba2pgiqXl5yfoYOlai0NjaSkze5KLlGQT85TautrQjl334rGigj//0ndXfoIG2sUEGidHftWo0cOczn+1RKApUbhb7n4do1EVAh7vksVMikHV63Ts5hbKG1bVuZYFi/Pvk6zp8X4dwY3deo2TO2//x56VNy5zC9MN4HR47IfZ/ZKfSMQnOOHHLfJUbduiLg//tv4vsk9cyao0ABOfdp0baay39tpGlTWaZ0UkNHR+fVxNnWmQ3eG2J+/3z055jvQ7YNYeyeseT4IQdtV7Zl8LbBAIRGhnLmQYbISC8lIREhNF/aHICOpToS9UUUX9X76nmLraeUKq+USsvIvSlQBGiMnvJGx4jRVML7kajBiuUoxumPTnNt8DWKuRZL9/pmzJD0IfXrm7RSKeH+fckrmsq0sq8ENjYSLf1FEXvAGFt41DTZlt6aVpD++fiIRUtgYEKLFaNm1WjqaU5o9fAQU9eqVcWsGkT4S8xcsWJF6dOQISKILV5sfj+lUi60gknrZEyxY6RmTRGMjx9PXFAcM0a0Ro0bw/z5JoHTx0eErviaVjAJZqVKiVDWv79oeF1dRbjcsiXp9iZmQm2OSZPEPHrCBOlLQIB8vLzE2qBcOUnfkysX3LtnR1CQTLr8739yvufMkTZVry5R/atUMU2QpIWoKLk2sc1jjSbaRYuarsH48bKMLbQ6OEjO+O3bpS9794p59fLlcSfMtmyR98qdOyarB6OGzii0Gs/hixJajffBjRuZn+4G5Dk6cyZ5c/tmzeR99ttvie/j45OydDdGjGbXv/+e+nvp5k15xzmZURbkzSvX8+jR1JWpo6PzauFs54y7YypmyoB5p+ZRblY5noSmY/qZl4zj944zbu84NnlvouD0guy9sZeCzgVZ2m4pFlqmi3ITVKxUN0rS3UzIiIoyvac6CYnl3BzDaZ/TXPW/SuNCjRlWfRjhn4dzadAlyuYqS/7sSdiApYLISBkUODqaBAgjsXMsJodxEGnUuOikHeOA0cJCtKux8fAQ/0xIX6HVaPq8aZMs45s75s4twtLhw/LbnAAZe/BuFECT0to4OcU1uR461NS32AQFyWDYnKBsjnr1ZPn223HX16ghy7//Tlq76eEhpom3bsHu3bLu1i1ZmhNajRp444RN0aIizFy7JoLr0qVJtzc1QmvLliLUPXoEBw6IBhNEaHV0FA3apUsiwIwff5bAQLF++PZb2davn2h/jYKAj49sCwkRoePx4+TbEBtjTs/YbV+8WPxKvbxE8ChRQvw/waSVNtKkiVgOWFvLdVu4EDp1EsHfOGFgzBUPkjoPpO+3biXUFL8o39LYPqSZ7c9qpEyZ5P3uXV3FfHr2bBg3TiYd4uPjkzrhv1gxmQSZPFm0/amx0Ll5M/E2a5oIxMZ7NSxMnisdHZ3Xj8MfHOZc/3NcHnSZk31P0q5EO2Y0n5Hscdm/z47l15YsObPkBbTyxRFliKLRH4346u+vaL28NT5PfRhYZSCn+p1KL4FVATs0TTuhaVrfNBwfx/ZQ0zRLoFJ6NCw+VsnvovMiiYiK4MNNH5LPKR/FXIvRbV032hRvw2kfceZZ/O5icjqkcMSeCsLDZRC8c2fc9XPnikbnxImUl2UUWgsWTL/2vakYhVZ7+4Rmh7EHk+lpHlyrlvgXL1smv+NrWm1s5NoaNTnxhQ8QAaRDBxGaNm+W++vePZN2zByzZ8PAgfDRR+J3uH+/ySzQiNHnM6Wa1gEDwNLyJLVqVYyz3tVVtK0rV4rwBokPztu0kfO7cCE0bGgSWuObBwN06SJC4kcfmdYZBZl27SS/uTk/YSNGATql2q1mzcSstk8fCXgGplgPmiaTC25uULv2I+zsRPCeOlUEPj8/6VeZMjLp0bWrCC+LF0tZS5ZIoJ6UmruaE7hLlTIJ8pom95RR+xrfh719e3nX1KghQmubNvDjjzB9ukyCjBpl0tqDmJRnyyaBr6ZMkXX29hLQDV6cpjVrVpl0CQx8eYTWlDJpkmjnv/pKrvXKlXHP2/37pomflKBpco99+in8/LNcn3r15F5Kzi/25s2kJzorVRLz8cBAec7+/FMmnWrXTnn7dHR0Xn7iK2JWvydRE/1D/AkIDaCMWxm2Xt3KivMrEhxrUAa6rutKIZdCVMldhaN3j1I9b3W0zPbbSCPPwp+x4NQCAkID6FKmC/W96lMsRzGq562OpUXKfHnnzJnDHFM0Ulczu9RSSt3TNM0N2Klp2iWl1L7kytU07TPgf4CdpmmBxtVAOPCc4U/NowutLxlWFlZEGiKZsN+kWV9/SRy9pjWdliECK4gm1SiwjhkjJnz37slgcds2Cehy7pzsN3CgaSCrFPz6qwgXxgHH9euyPakgIDopwygAWJp5NxkHl5qWuBCUFrJkEX83o4BgLrBMhw4SYAjMaz2zZ5cB8ObN0KqVRJJ9/Ni8oGekfHmJtPv0qfTXnNBqDIjkau61awYrKyhVKtDsts6dJdCSMbJ1YoKira34XM6bJ0KwcVLGXIDBggUTj9pr1Gp9/z188408OxbxJkl9fGSSIEuWlPXPwUHO0YZoF6C3/9/eeYdJVV4N/He2wNKXIqAUQUFZpYt0FTt2Ub8IlpCIQvwsaIwiosbYo6gpGNRPEExURBEjJioWihJRAemIqCggLYD0urvn++PccWaXmS1smd2Z83ueeWbue9t73ju3nHvayQXHW9eqBfccnIQRMOVw82ZTWHv3tlj2s8+2LK5169o4xLrvv/GGZQGHghXuDh3MPTl/sh2w68W6dXn38ac/mTIzcqQdy3XrLAnXd9+ZNfuEE8IWcDBL8syZhfejtKlTx5SpiuAeXBwyMuxFyllnmUW7Rw+7xrdoAXv32jlbnJhWsJcRDz9srt7bttk14NxzTSkOJUPLj6od51AG7mh0Dt47TZli2wS7T733Xt7lcnLMo6F9e3NBj7VPx3EqF3effPfPvy9vezmdGnfizg/vjLpsjzE9ePi0h7nro7s4/5jzqZFegyP2H0GHPR2oW60UXdPKkDHzxnDtlGt/nn7q7KcOSQcYPHgwgwebAVVENuWfr6prg++NIjIZ6AoUqrSq6iPAIyLyiKoOL3bHDgF3D65giAjPX/A8AzsMBGBwZ/ujnXD4Cdzc7eYy228oK+NPP1mMnEj4AaxdO3NvbNcObropHEcJZlW68cawqx5YEo5mzQpOAuIUjZBiGs3NLjQvMzO6UlsS+vUL/4720Hr//WadGT++4O2ce66VJbrDcoYVqLSGqFnTXIWjlePYvNm+SyNDa//+9kD7zjv2X8+vQEZyzTX2fz7lFHtJ07Bh0TOqhujc2SzIjzxiyuPRRx+cYXnduuIrCb/7na3z2mtmeSpIjoKoV8/GYsUK286TT5rrbZMmZkns3h0GDoR77zWL16JF5rabm2tW5Gefte0Uprg99JCVKIpGfqVYxBTWlBRTdg87zPb7ww/24uLpp/OGMUQmfytPZSV0/lU2S2uIq682ZXXbNjjvPLO+hsrdHIrFumZNS4i1bp1dIz7+2P77q1ZFT0a2dau5/hf0ojOUrO2hh+z7yivtRckzz+R1bX7mGdtXx47W95KWO3PyMn26hW8Ux/vKcUqbjLQMhvUexs7hO1n6v0vZMXwHy29czvVdrv95mbs+uguAt79+m1eXvMpTK57i0omXsmHnhkK3r6p8suoT9ueUINFDCYlUWIEyMVqJSA0RqRX6jSVTWlycbajqcBGpKyJdReTk0KfUO4tbWisk1dKrMe7icYy7eBwAQ7sP5fCaZevrtnq1WQuiuZm2a5dXaZo+PZxEJVQn8ocfLPFOeropreVRxzQZCNWnvfzyg+eFLGrboxsSS8RVV5llEKIfy9RUU14KIyXFXEIHDbL6qkV15bvgArP433gjjBoVbi9NpbV+fXMNHjWq8JjgXr3sxU2XLhY7efbZh7bP0aPNWpydbZbMSy+1sW7f3o71jz8W31rXu/fBym9JSUmxeNfMTDt2PXqYp0W0RDj5rfyl7WHRqhW8+qqN+YABZoUOjVGbNmaNHT3aXNBPOsmU7fLm6qvN6leZM6Z36WJx0WeeaS8nbrvN2g9VEQ+VNbvqKjt3HnjAYrCPOsquBZGeCqH41IL+O40aWV+WLbPlRo2yc+j6680r6P77bbl//MP+H/ffb14CQ4bYC6LSfrFX1uzda1bk1q1tfPr0CWfMPhRmzGjAkCH24vDOO8Nx4E2aWP6AWbPs06CBuebv3m3396pVLQzh/fdtnGfPtueBp5+2se/a1UItliwxi31RvUSShb177doULcGYU3JqVKlB1mFWWP2Y+sfwt/P+xllHn8WqbavYtHsTV7W/ir3Ze5mweAKPfPII076fxpF/OpIr213JBys/oHmd5lx4zIUMPmEwdTLqoKqs37meUZ+P4uFPHuaKdlew+8BuejbtydUdrqZO1TqkSArPzX2O7NxsBnYcSL1qxauvGosd+3Ywb908qqRWoefYnoAp5+MuGkfDGkWMiSo+jYDJgft0GvCyqr5bnA2IyLXAUKApMB/oDnwKFOA7c2i40loJOO6wsq/Zu2pV9MQycHDm1SlTzLKzZk3e5CezZ9tD46pVBccuOkWnYUOzgkeLDz7nHHvAHDCg9PdbrZq9SV+6tOQ32/r1zTK3e3fRH7puv91KiDz9tMVePvGEPVyVptIK5qq7ebM9pBdG06ZmMfrnP+Giiw5tf9WrWywemAXqN7+BTz+16REjTGk9ruxP9yLz61+ba3SdOuHEWLm5Zu388kuzeoUU5saN7fw/VEtvQZx1ltW8jVXzfdYs+7+GMnvXKOca6/fdZxmYi+JJUJHp08fOtaFDwzWAs7JKvt3f/95evL31lnka9OhhSmXoxVhB5W4i6drVriX9+tkLla+/tt9PPmlhKxkZ9mJlxAjzjujf3zwcBgyAhg07kZ0Njz0GF15YcpnKgo8+siRoffrYdSYy2/igQfaicPJkkzWtGE9vqjB6dCvA8gycccbByzRqZB4uy5fb/zk93a65u3dbXxo0sGeB224zS+ttt9n1+a/hiiQ0bWpZv1NTzWq/ZIm1DR9etNraicbChRbTvWWLvfgcMyZ6DgindLm4zcUHtbVv1J4ta7fw7HfPsi9nH2PnjyUtJY1V21bxyapPGPbBMHo268ms1bPyrPfyIsue+OZXb/5cZrJGeg12HbAb4oMfP0iz2s3Yvm87uw7sok+LPmQ1yGLqt1Np06AN13S6hl7NejFr9SzeWPYG89bNI0VSqJJahfTUdNJT0qlXrR4tM1sy5ssxrNyat17Y3MFzy1QHUNXvgCgBO8ViKHAiMFtVTxWRNkCJa/BEw5VWBzBLa6wHrqOOsgtup07m9vXooxbnGuK44+xG+MEH9sb1xx9jK8BO8QmVUclPeno4jrAs6Nw5HEdWGhTHSpCebu6mM2ealW3SJLOgbNpkD0SlFcNbvXrhGX0jad3a3HFLg4EDzY1x1ixzdXz0UXNzjMxGWxEIjXWkItizp31uuMEsXtWrmzzFyRZbXAp66O3SxT7Z2aZkDxpUdv2IRkpK5VdYQ9x0k9VX/sc/7DwsLbnatLHPGWfYPoYMsfvGyJHhJGKFZZx/4AFT1m691aZr1LD/X1aWWbtPOcVeqoSUsurV7frxq1/B6tUZ1KhhiuwTT9j/qUuX0k1iV1Q++cSuOyedZC8mb7/dzv1Fi+wcCl2T7rnH5B050qzUmzaZArl6tbWFWLXKlMe77oruNfL557BhQwbjxpl3x6RJdp3p0cNePNeuba73qamWPXzFCosZT0kxt+0lS0xhjbwGTJhgCbamTLGXBw0bWuLGB4N0HBkZ9hLi00/N4n3OObb9Zs3MYl69uj1XdOiQuNbZ++83K+uIEea23reveap5vo/40L9Zf565+hmmfjuVqd9O5dEzHmXRhkUMeXsIX6z94meFtX61+rx86cv0bt6bUZ+PomVmSxZuWEjdanXZvHszW/du5aI2F1GvWj1uefcWqqZVpV2jduw+sJvJyyYzMXciXY7owqRlk3hh/gvUrlqb7fu2UyW1Cl2O6EKKpLDrwC4O5BzgQO4B1u9cz6bdmzi67tHc0fMOaletTb+sfuVisCol9qrqXhFBRKqq6lciUjavZ0LlVRL1M23aNE1miip/gwaqQ4YUvtyuXaqnn67aqJHq1Veriqj+/e+q3bqpgur779v36NEl63dpkezHX7Vyj8GGDapTpqh26WL/K1Bt2rR426gM8i9cGJZv8uTS335lGIOyxOWfVqzld++26/v48WXTn+xs1Ztvtv/7XXepXnON3VMOlWefVa1aNXx92L//4GWmTZum69aptm0bPtdq17Z7VnmRm6t6773h/Yc+rVqpnnKK6tChqtu3q06YoDpzZni9GTMOXqdLF9WVK22bvXtb27Bh0ff729+qpqfn6E8/lb2Me/ao5uSEp1evVv3d71SbN1c9/njVmjXzyiGi2r276htvqE6frvrEEybvV1+pfvGF6vLlqnv3lrxf5XUNmDhRtU8fO4YiqsOHW/sXX6jWqaPatavqgQPl0pWD8OvgtJjzPvj2A12/Y73m5Obozn07D3kf32z+Ruetnaeqqjv37dQHZzyoF0+4WMfPH6/b9m6Luk5ubq7+tOcnzc3NPeT9FhVgjpayngVMBjKB+7AETv8E/l3a+1FVt7Q65v6zaVPRrKPVq1ucTU6OJaYZM8bexn//vblznnmmLeeWVqc0aNjQSjF162YufbNnl26m5IpCu3aWcfXjjwvOoOo45UG1avDii2W3/dRUi0XesSOchfzccw99e4MHmxXrvfcsKWCsJFyNG5tb+4oVZq287TazAPbpY/ev006z+OgqVWz+8ceXPKHXm2+ax0qzZuYB8MIL5nb/5JOW1C093TwWIj1R8ucw6N3b3Hc3bDAvp9mzzdLasmXeMk+jR5vnU7duYTfUefPMa6VLly1kZhYx7XoJyMjIO920qZVWevxxm87OtjwMO3eaHAsXmlX/kktibzMz06z0RxxhctWpY67TCxZYArljjrHxXbvWjt3pp5t1PX9t87Lmm2/M42TPHrOopqebVwGYVf+ZZ8xV/amnzLoei2nTzIJ9773x8QRIRk4/KpxNtEaVQ48vObpe2F2kRpUajDh5RKHriAiZGZX3QKtqKHXnfSIyDagDFCsutqi40ur8HE9U1ORJqanhpBahG/rw4XajPOssmw5lenSc0uCww+wh4LrroielSgSGD7eP4yQDIuZOetxxpoCFXH4PlebN7fpQGGlp5k6clWVuuj16WGjLiSea0tu0qfUtJyccGrNuXThXQ6tWljRt0SJTvG64IXYm8eXLw5nYr7jC3H5vu83iakMZsYtCSorFws+da/fYs882N9/XXzf33tatrdxVz56mNKWnw29/a0rbAw+YonjppT8SvURj+ZKWZopmvXp2zH7xC1PO3nnH+tmtm4WF5OSYcrpli137V660HAtvvWXLtWxpCuD27VaSb8ECi7vdv99cqO+807Z9+eWWnXrs2DZcc40dy+rVTQE+7jh77jnmGKsBvmaNue5mZVksanEyxOfmWlx7lSpWRur22y32NzL79uWXm7v6PffYS9ho8a0bNlhJuc2bTeY33ih6rWzHiTeqOqMst+9Ka5KzdGk4Ri9WkpOikJpqVtZXXrGLdHHLdjhOYVStWrbWH8dxypeUFLv/lFaceHGpU8cslzNmmFL57bemSKemmjLz2muWHKlWLXtxNmmSKVGRvPuu5R146y1THD/80Kx+U6bY/TDEyy/DsGGWiOpQlJD8OQbatrVPJCNHmkI3Y4YlmQO7r3/0EXz//U/F32k5UaVK3uR2V1yRd/6vfhX+vWuXKYg1a8Yex88+My+wl16yeFqAmjXrc+659lJi716r9Tx3rlnC9+8PLWMvIkLUrm3Kbbt2FitcrZpZPuvWtXki5mW2e7fF/c6YYfu99FL75EckbA3v2xduvtmO4aefWp/r1zfL+M6dlkhs7Fiz1F5wQXRZO3Y0byTHSRZcaU1CVM09atMmu3Du2GHtrVqVfNv9+5d8G47jOI5THjRvbkmcwCxujz0WnjdkyMHLr18Pb79tCsOiRaZcTJ9uytCLL5oV9ssvLaxh6VJLttSypbVff/3B2ytNQmWKhg2DffvM0tuypSndobJClZ2iZAbv1s0+jz1mimmDBrBx438488yDyxpkZ5tFs1EjU0S3brVEZLNmWd3677+HOXNMMd2zJ3qJuYwMU2hvvdVcvwuicWN7wXHjjWYND9G2rfW1WjVTtvv1s99PP22faLz55qFnsnecyogrrUnGxo12kZs926ZF7O1e587+xs5xHMdxCqJxY3MDhXD2YVVTMrKzzTV34kR7gatqbqIXXFD+/axaNXbm+WQhM9PiWwGmT4+e2jwtLW9m8sxM8xoL5efIz4ED9qJ/wwZ7fmrVqnjlh8BilOfPN+PBunX24iRaeNaoUabYrl8ffTuhEl+Okyy40poELFpkSRBWrzbXk/377Q1kixaWaKIi1YV0HMdxnMpCKGYVwjkefvELu68uWWIWVydxSE8Px+SWlNatC69fe9RR0eu0O04y4kprgqJqAf9vvnkU77xjbe3b2w301lvtDbHjOI7jOKVPtJhTx3Ec59BxpTVB+Oori7PZvt3cVqZPt4Lf0JwWLSwRQ0kSLTmO4ziO4zhOeaKBZ3f+ZFQ5OfDXv1rJq8iSUcnE3r2WMG7XLvjNb+Ldm7LHldZKxOLFlo3w9NMt/f7SpZatbtMmy4QXok4dSyrw5z9D06azOP/8XlSpEr9+O47jOI7jOE5B/PijlQaqVcsyc//hD5bYbPZsSzD23XemoO7bZzHko0ZZ6Nsdd9hzbzJw4ICV63ruOVNYc3KsvXfvxPfucKW1AvKvf1nZmJo1TTHNyrKA/SFDrHh2qBg7wNFHW+KA++6D886ztPxHHhmeP336AVdYHcdxHMdxnArP8uVmjAH4/e/D7bFqOT/5pH06dTIF94wzLENzRoY9MzdpUvZ9Liv277dEXHffbUaqUAbrffss2dq111p27F69El9hBVdaKxzZ2Vas/IcfDp7XuDGMH2/L9O5t9cOKU/zacRzHcRzHcSoiTZpY3dotW8wtuGZNq59cvbqVlPrpJ5g61YwzK1bkXffLL+37gw9s+ZYtrZxRy5ZWJWPLli706WO5XZo3t2fpGjWsckaDBlY3WtWUwpUrrR8dO5ols1EjS761f78pjFu2WD3nrCxKZBhSte3n5Ni2t2yx7c2ebQlTQ5U+AC67zPpZrZopqaecYtPJhCutFYy0NPuTTplif8ytW61eWI8eZmmtWjXePXQcx3Ecx3Gc0qdVq7zTxx9v32eckbf9wAFTVEWsGsbKlfDhh3DXXTb/hBOsnGNamllu58ypyXffwdixB++zRg0DVm05AAAQ4ElEQVRTQnfsCMfQFoX0dHNlrlrVlM2MDFNAt241hbtRI1PE166FNWusPSfHFOacHMjNLXwfJ55oLtOhOszJjCutFZDGjeG668LTN94Yv744juM4juM4TkUiPR26dg1PH3aYTQ8fHn35KVM+oVGj3qxdCxs3QtOmZrlduxY+/xzq1rXn71q1bN7RR8OyZbZuyLIaUk6rVbP2zz4z5XnfPvvs2WNKdP36sHu35Z9ZssQ8I0891SyjqammSEd+hz6ZmbaNww+3ih9ZWWU7hpUNV1odx3Ecx3Ecx0lYatXKzqPkFoXClu/f/9D74xSflHh3wHEcx3Ecx3Ecx3FikfBK65QpU+Ldhbji8ie3/OBjkOzyg4+By5/c8oOPgcuf3PKDj0Gyyx9wUOomEekrIstF5BsRuTMenSoqCa+0TpgwIa77j/dJ4vLHV37wMXD543+jTPYxcPn9OhjvMXD5k1t+8DFw+eP/LAA0jpwQkVTgaeAc4DhggIgcF4+OFYWEV1p37doV1/3H+0/q8sdXfvAxcPnjf6NK9jFw+f06GO8xcPmTW37wMXD54/8sAKTmm+4KfKOq36nqfmACcFH5d6toiBYnt3MlRER+AP4bxy7UAbbFcf/NgVVx3H+yyw8+Bi5/fOUHHwOX36+D8R4Dlz+55QcfA5c//s8Cx6tqtdCEiFwG9FXVa4Ppq4Fuqloh65YkfPZgVT0y3n1wHMdxHMdxHMcpT0RkMDA4mByaf3aUVSqsNTPhlVbHcRzHcRzHcZxkQ1WfA56LMXsN0Cxiuimwtsw7dYgkfEyr4ziO4ziO4ziOk4cvgNYi0lJEqgD9gbfi3KeYJKzSWplSOJcWIjJWRDaKyOKItnoi8r6IrAi+68azj2WJiDQTkWkiskxElojI0KA9KcZARDJE5HMRWRDI/4egvaWIfBbI/2pwYUpYRCRVRL4UkbeD6WST/3sRWSQi80VkTtCWFOcAgIhkisjrIvJVcC3okWTyHxsc+9Bnu4jckmRjcGtwDVwsIq8E18akuQ6IyNBA9iUickvQltDHvzjPP2L8JXg+XCginePX89Ihhvz/E/wHckWkS77lhwfyLxeRs8u/x6VPjDF4PLgXLBSRySKSGTEvocYghvwPBLLPF5GpInJE0C4i8hfgK8xFeDqwDJioqkvi0f+ikJBKq1SyFM6lyDigb762O4EPVbU18GEwnahkA7epahbQHbghOO7JMgb7gNNUtQPQEegrIt2BPwJPBfL/BAyKYx/Lg6HYxTdEsskPcKqqdlTV0INKspwDAH8G3lXVNkAH7L+QNPKr6vLg2HcETgB2A5NJkjEQkSbAzUAXVW2LZcvsT5JcB0SkLXAdlhW0A3C+iLQm8Y//OIr+/HMO0Dr4DAZGl1Mfy5JxHCz/YuASYGZkY/Bc1B84Pljnb8Fzc2VnHAePwftAW1VtD3wNDIeEHYNxHCz/46raPrgfvA3cG7RHngMDgPWqerSqPlRenT0UElJppZKlcC4tVHUmsCVf80XA+OD3eODicu1UOaKq61R1XvB7B/aw2oQkGQM1dgaT6cFHgdOA14P2hJUfQESaAucBzwfTQhLJXwBJcQ6ISG3gZGAMgKruV9WtJIn8UTgd+FZVfyC5xiANqCYiaUB1YB3Jcx3IAmar6m5VzQZmAP1I8ONfzOefi4AXg3vmbCBTRA4vn56WDdHkV9Vlqro8yuIXARNUdZ+qrgS+wZ6bKzUxxmBqcB4AzMZiNiEBxyCG/NsjJmsQTrJUKc+BRFVamwCrI6bXBG3JSCNVXQem1AEN49yfckFEWgCdgM9IojEQc42dD2zE3jB+C2yNuGgn+rnwJ+AOIDeYrk9yyQ92U5oqInPFsgZC8pwDR2Elzl4QcxF/XkRqkDzy56c/8ErwOynGQFV/BEZipS3WYSUm5pI814HFwMkiUl9EqgPnYolWkuL45yOWzMn+jJis8l8DvBP8TpoxEJGHRGQ1cCVhS2ullD9RldZKlcLZKV1EpCYwCbgl31umhEdVcwI3kKbYW8OsaIuVb6/KBxE5H9ioqnMjm6MsmpDyR9BLVTtj7j83iMjJ8e5QOZIGdAZGq2onYBeJ5wZZJIKYzQuB1+Ldl/IkiFu8CGgJHIFZF86JsmhCXgdUdRnmCv0+8C6wAAudccIk430hkqSTX0RGYOfBS6GmKIsl5Bio6ghVbYbJHqq/WinlT1SltVKlcC5jNoRM/sH3xjj3p0wRkXRMYX1JVd8ImpNqDAACl8jpWGxvZuAmB4l9LvQCLhSR77GQgNMwy2uyyA+Aqq4NvjdisYxdSZ5zYA2wRlU/C6Zfx5TYZJE/knOAeaq6IZhOljE4A1ipqv9V1QPAG0BPkug6oKpjVLWzqp6MuQuuIHmOfySxZE72Z8Skkl9EBgLnA1eqakgxS6oxCHgZuDT4XSnlT1SltVKlcC5j3gIGBr8HAv+MY1/KlCB+cQywTFWfjJiVFGMgIoeFMuOJSDXs4W0ZMA24LFgsYeVX1eGq2lRVW2Dn/EeqeiVJIj+AiNQQkVqh38BZmLtgUpwDqroeWC0ixwZNpwNLSRL58zGAsGswJM8YrAK6i0j14J4Q+g8k03WgYfDdHEvE8wrJc/wjiSXzW8Avgwyq3YFtITfiJOEtoL+IVBWRllgyns/j3KcyQUT6AsOAC1V1d8SspBiDIAlbiAuxbMFQWc8BVU3IDxbH8TUW0zci3v0pJ5lfwWJ4DmBvUQZhMX0fYm9aPwTqxbufZSh/b8y9YSEwP/icmyxjALQHvgzkXwzcG7QfhV2Mv8FcBavGu6/lMBZ9gLeTTf5A1gXBZ0no2pcs50Aga0dgTnAevAnUTSb5gzGoDmwG6kS0Jc0YAH/AHs4WA38HqibZdeBjTFFfAJyeDMe/OM8/mGvk08Hz4SIs03TcZSgD+fsFv/cBG4D3IpYfEci/HDgn3v0vwzH4BovdDD0TPpOoYxBD/knBdXAhMAVoEixbKc8BCTrvOI7jOI7jOI7jOBWORHUPdhzHcRzHcRzHcRIAV1odx3Ecx3Ecx3GcCosrrY7jOI7jOI7jOE6FxZVWx3Ecx3Ecx3Ecp8LiSqvjOI7jOI7jOI5TYXGl1XEcJ0kQkX4ioiLSppS3e4uI/DL4PV1EupTSdqeLyHIRmS8iy0RkcMS870VkkYgsEJGpItI4yvppIvKwiKwItjFfREZEzN8Z8fsYEfm3iHwT7GuiiDQK5nUVkZlBX74SkedDdUBF5C/BOgtFpHPE9nIi9lkmdcJFZJyIXFbSZQpY9xYRqR5jXp/gv3RBRNvbItIn+B157OaLyOtB+30i8mNE+3wRyYzY3qCI7XUK2n4Xow9jRWSjiCzO1z5SRE47FJkdx3GciokrrY7jOMnDAOAToH9pbVBE0oBrgJdLuB0RkWj3pCtVtSPQC/ijiFSJmHeqqnbA6rLeFWXdB4EjgHbBNk4C0qPsOwP4FzBaVVupahYwGjgsUFxfA4ap6rFAFvAuUAs4BytK3xoYHKwTYo+qdgw+FxZ9JCoUt2A1X2OxBqt1GIsrI8YgUnF+KqK9o6puDdoXAZdHLNcfqzUai3FA3yjtfwXuLGA9x3Ecp5LhSqvjOE4SICI1McVvEBFKq4ikiMjfRGRJYCn7d8gyJyIniMgMEZkrIu+JyOFRNn0aME9Vs/PtL0VExovIgyIySESeiph3nYg8KSItAqvm34B5QLMCRKgJ7AJyosybCbTKt//qwHXATaq6F0BVd6jqfVHWvwL4VFWnhBpUdZqqLgZuAMar6qdBu6rq66q6AbgIeDFomw1kxhijyH59H1h/PxWROSLSORjbb0XkN8EyIiKPi8jiwJp8eUT7KBFZKiL/AhpGbLfQYxVtGTFr9BcRFtJHROQhEbkZU/inici0GOIsALaJyJkFyVwMVgEZItJIRARTSN+JtbCqzgS2RGn/AagvUazvjuM4TuXElVbHcZzk4GLgXVX9GtgS4cp6CdACaAdcC/QAEJF0zGJ1maqeAIwFHoqy3V7A3HxtacBLwNeqejcwAbgw2CbAr4EXgt/HYopfp0DZyM9LIrIQWA48oKrRlNbzMStdJK2AVaq6I8ry+WkbRYaizGsCrI6YXhO0gSlfc0RktohcnG+91araA/gYsxZeBnQH7g/mXwJ0BDoAZwCPB0poP2y82mEKeU8o2rGKtUzwsuFXwOhA+ewL/EFV/wKsxazZp8aQH8yafXeMeS9FuAA/HtF+a0R7foX4deB/AtnmAfsK2HdBzMP+m47jOE4CkBbvDjiO4zjlwgDgT8HvCcH0PKA38Jqq5gLrI5SIYzGF7X0zepEKrIuy3cOBZfnangUmqupDAKq6S0Q+As4XkWVAuqouEpEWwA+BlTIWV6rqHBE5DPiPiLwbodxOE5EcYCGxFScAROTXwFCgPtBTVVcXtHwRkShtGnw3V9W1InIU8JGILFLVb4N5oRjXRUDNQLHeISJ7RSQTOyavBAr6BhGZAZwInBzRvjYYUyjasYq5jKouEZG/A1OAHqq6v6gDoKofiwgiclKU2Veq6pwo7U+p6sgYm5wIvAq0AV4hUMwPgY2YpdhxHMdJAFxpdRzHSXBEpD7mxttWRBRTWFRE7iC64kXQviSwCBbEHiAjX9t/gFNF5ImQay7wPBZ3+hVhKyuYy2+hqOp/RWQe0A0IKa2nquqmGKt8AzQXkVqBW/ALwAtiSXtS8y27BDglxnaWACcA/4wybw15XZqbYtZJVDX0/Z2ITAc6ASGlNWQ9zCWvJTEXuy/HOiYQVoojKcqxKmyZdsBWoFHUlUX6Ab8PJq/NN/shLLY1mxKiqutF5ABwJvaSIWRNboYp1QDPqOozhWwqA/tvOo7jOAmAuwc7juMkPpdhLrhHqmoLVW0GrMQsep8AlwYxqI2APsE6y7FERD+7C4vI8VG2vYx88aTAGODfwGtiiZpQ1c8wBe8KzIJWLIIY1UjFr0BUdXfQj1FiiZYQkVSgSpTFXwZ6ish5EfvrKyLtgFHAQBHpFjHvqiBe8i3gl0GsaXdgm6quE5G6IlI1WLYB5qa6tBjizgQuF5HUwMJ8MvB50N4/aD8cCLntFuVYxVxGRC7BLNAnA38JrL0AO7CEU6jq5IjESXmsp6o6FaiLuTOXBvdiia9+dgVX1dUR+y9MYQU4Blhc6FKO4zhOpcCVVsdxnMRnADA5X9skTIGchFkMF2NuvZ9hytd+TNn9o4gsAOYT3VXzHUzZyYOqPom5H/9dwlmBJwKzVPWnYvT9JRGZj8WVjlPVWPGl0RiBucAuFpEvsRjS8QTW0Ii+7sHiYm8SK4+zFIvz3BgkXOoPjBQr4bIMy0K8HVPMv8Osuv8H/G+wySxgTjBu04BHVbU4SutkzOV5AfARcIeqrg/aV2BuxaOBGUH/Cz1WsZYJlOpHgUFBvPMo4M/Bas8B7xSQiCmShzBLcySRMa0fRLRHxrTOD9zEI/v6H1V9s7AdisgrwKfAsSKyRoJyOUH8bissq7TjOI6TAIhqNE8jx3EcJ1kQkZqqujNwI/4c6BUoSUVdfzKmWK0oZLm3sXjGD0vWY8eJTeDK3FlV74l3XxzHcZzSwS2tjuM4ztuBNfNjLENvkRXWgDuxhExREZFMEfkaq13qCqtT1qQBT8S7E47jOE7p4ZZWx3Ecx3Ecx3Ecp8LillbHcRzHcRzHcRynwuJKq+M4juM4juM4jlNhcaXVcRzHcRzHcRzHqbC40uo4juM4juM4juNUWFxpdRzHcRzHcRzHcSosrrQ6juM4juM4juM4FZb/B/8QPeBgJyVOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x720 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TO DO: gray area on subplots a-c\n",
"# see also notes at top of code for Fig 1 (above)\n",
"\n",
"# Figure 2\n",
"# Create a new figure with four subplots.\n",
"fig, axes = plt.subplots(4, 1, sharex=True, figsize=(15,10))\n",
"fig.subplots_adjust(hspace=0)\n",
"\n",
"# Draw an x-axis using an alternate scale (depth) along top of figure.\n",
"ax_top = axes[0].twiny()\n",
"ax_top.set_xlabel('NEEM depth (m)')\n",
"ax_top.xaxis.set_label_position('top')\n",
"ax_top.tick_params(top=True)\n",
"neem_depth_labels = [1000, 1500, 1600, 1700, 1800, 1900, 2000, 2100, 2200, 2400]\n",
"supp_data_1.loc[supp_data_1['depth_mid (m)'] >= 1700, 'ageGICC05_mid (yr BP)'].min()\n",
"depth_to_kyr = lambda d: supp_data_1.loc[supp_data_1['depth_mid (m)'] >= d, 'ageGICC05_mid (yr BP)'].min()\n",
"ax_top_xticks = [depth_to_kyr(d) for d in neem_depth_labels]\n",
"ax_top.set_xticks(ax_top_xticks)\n",
"ax_top.set_xticklabels(neem_depth_labels, rotation=90)\n",
"\n",
"# Draw all tick marks inside the plot area.\n",
"for i in range(4):\n",
" axes[i].tick_params(which='both', direction='in')\n",
"ax_top.tick_params(direction='in')\n",
"\n",
"# Use log scale for y-axis in subplots a-c, but don't use exponential format for y-axis labels.\n",
"for i in range(3):\n",
" axes[i].set_yscale('log')\n",
" axes[i].yaxis.set_major_formatter(ticker.ScalarFormatter())\n",
"\n",
"# The 2nd and 4th plots have y-axis labels and tick marks on the right.\n",
"for i in [1, 3]:\n",
" axes[i].yaxis.set_label_position('right')\n",
" axes[i].tick_params(which='both', left=False, right=True, labelleft=False, labelright=True)\n",
"\n",
"# Remove lines that don't appear in Figure 2 as published in Nature.\n",
"for i in [0, 2]:\n",
" axes[i].spines['right'].set_visible(False)\n",
"for i in [1, 3]:\n",
" axes[i].spines['left'].set_visible(False)\n",
"for i in [0, 1, 2]:\n",
" axes[i].spines['bottom'].set_visible(False)\n",
"for i in [1, 2, 3]:\n",
" axes[i].spines['top'].set_visible(False)\n",
"ax_top.spines['right'].set_visible(False)\n",
"ax_top.spines['bottom'].set_visible(False)\n",
"\n",
"# Subplots 2a, 2b, and 2c.\n",
"# Plot data using a lighter shade (by setting alpha=0.4).\n",
"supp_data_1.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', color='blue', alpha=0.4, legend=False)\n",
"supp_data_1.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', color='red', alpha=0.4, legend=False)\n",
"\n",
"# Calculate and plot the smoothed function values using a darker line.\n",
"# Use min_periods to remove extraneous \"mean\" values when the actual data\n",
"# is \"NaN\".\n",
"supp_data_1_smoothed = supp_data_1.rolling(21, min_periods=21, center=True)\n",
"supp_data_1_rolling_mean = supp_data_1_smoothed.mean()\n",
"\n",
"# Plot the 21 point running means of the 10 year data.\n",
"supp_data_1_rolling_mean.plot(ax=axes[0], x='age_kyr', y='NH4 (ng/g)', color='green', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[1], x='age_kyr', y='Na (ng/g)', color='blue', legend=False)\n",
"supp_data_1_rolling_mean.plot(ax=axes[2], x='age_kyr', y='Ca (ng/g)', color='red', legend=False)\n",
"\n",
"# Subplot 2d.\n",
"supp_data_2.plot(ax=axes[3], x='age_kyr', y='NH4 atm. residence time (days)',\n",
" color='green', label='${NH_4}^+$')\n",
"supp_data_2.plot(ax=axes[3], x='age_kyr', y='Na atm. residence time (days)',\n",
" color='blue', label='$Na^+$')\n",
"supp_data_2.plot(ax=axes[3], x='age_kyr', y='Ca atm. residence time (days)',\n",
" color='red', label='$Ca^{2+}$')\n",
"axes[3].legend(loc='upper left', frameon=False)\n",
"\n",
"# Draw vertical gridlines.\n",
"for i in range(4):\n",
" axes[i].xaxis.grid(which='major')\n",
"\n",
"# Set labels directly on the axes objects.\n",
"# Matplotlib includes a subset of latex.\n",
"# See https://matplotlib.org/users/mathtext.html for documentation.\n",
"axes[0].set_ylabel(r'$NH_4^+$ (ng $m^{-3}$)')\n",
"axes[1].set_ylabel(r'$Na^+$ (ng $m^{-3}$)', )\n",
"axes[2].set_ylabel(r'$Ca^{2+}$ (ng $m^{-3}$)')\n",
"axes[3].set_ylabel('atm. res. time (day)')\n",
"\n",
"axes[3].set_xlabel('Age (kyr BP GICC05modelext-NEEM-1)')\n",
"\n",
"# Set x-axis ticks (default ticks were drawn every 20 kyr).\n",
"NUM_XTICKS = 14\n",
"axes[3].set_xlim(0, 130)\n",
"axes[3].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
"axes[3].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
"\n",
"# Only the bottommost plot has tick marks on the x-axis.\n",
"for i in range(3):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)\n",
" \n",
"# Annotate the figure.\n",
"axes[0].annotate('a', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[1].annotate('b', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[2].annotate('c', xy=(0.05, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"axes[3].annotate('d', xy=(0.95, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"\n",
"axes[2].annotate('Hol', xy=(5, 2), xycoords='data', fontsize=16)\n",
"axes[2].annotate('LGM', xy=(20, 1000), xycoords='data', fontsize=16)\n",
"axes[2].annotate('Cold stadials', xy=(34, 1000), xycoords='data', fontsize=16)\n",
"axes[2].annotate('Warm interstadials', xy=(29, 8), xycoords='data', fontsize=16)\n",
"axes[2].annotate('Eem', xy=(120, 2), xycoords='data', fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3, 1, sharex=True, figsize=(15,10))\n",
"\n",
"NUM_XTICKS = 14\n",
"axes[2].set_xlim(0, 130)\n",
"axes[2].xaxis.set_major_locator(ticker.LinearLocator(NUM_XTICKS))\n",
"axes[2].xaxis.set_minor_locator(ticker.LinearLocator(2 * NUM_XTICKS - 1))\n",
"\n",
"for i in range(2):\n",
" axes[i].tick_params(axis='x', which='both', bottom=False)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1440 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# TO DO: subplot e disagrees with published figure (wrong data?)\n",
"# number of bins to use\n",
"# plotted density, but density != relative freq\n",
"# subplots f-j\n",
"\n",
"# Figure 3\n",
"# Create a new figure with ten subplots. An adjustment is necessary to\n",
"# eliminate a vertical gap between the title and subplots.\n",
"fig, axes = plt.subplots(5, 2, figsize=(10,20))\n",
"fig.suptitle('10-year means (7.6-9.8 vs. 124.3-126.5 kyr BP)', fontsize=20)\n",
"fig.subplots_adjust(top=0.95)\n",
"\n",
"# Set labels directly on the axes objects.\n",
"# Matplotlib includes a subset of latex.\n",
"# See https://matplotlib.org/users/mathtext.html for documentation.\n",
"axes[0][0].set_xlabel('${NH_4}^+$ ice conc. (ng $g^{-1}$)')\n",
"axes[1][0].set_xlabel('${NO_3}^-$ ice conc. (ng $g^{-1}$)')\n",
"axes[2][0].set_xlabel('${Na}^+$ ice conc. (ng $g^{-1}$)')\n",
"axes[3][0].set_xlabel('${Ca}^{2+}$ ice conc. (ng $g^{-1}$)')\n",
"axes[4][0].set_xlabel('${SO_4}^{2-}$ ice conc. (ng $g^{-1}$)')\n",
"\n",
"axes[0][1].set_xlabel('${NH_4}^+$ rel. source strength')\n",
"axes[1][1].set_xlabel('${NO_3}^-$ rel. source strength')\n",
"axes[2][1].set_xlabel('${Na}^+$ rel. source strength')\n",
"axes[3][1].set_xlabel('${Ca}^{2+}$ rel. source strength')\n",
"axes[4][1].set_xlabel('${SO_4}^{2-}$ rel. source strength')\n",
"\n",
"for i in range(5):\n",
" axes[i][0].set_ylabel('Rel. frequency')\n",
"\n",
"# The Holocene (current geological epoch) began about 11,650 cal years BP,\n",
"# where BP is (in standard practice) defined to be 1 January 1950.\n",
"# Source: https://en.wikipedia.org/wiki/Holocene\n",
"# https://en.wikipedia.org/wiki/Before_Present\n",
"#hol_data_1 = supp_data_1[supp_data_1.age_kyr <= 11.65]\n",
"\n",
"# The Eemian (last interglacial period) began about 130,000 years ago and\n",
"# ended about 115,000 years ago.\n",
"# Source: https://en.wikipedia.org/wiki/Eemian\n",
"#eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 115) & (supp_data_1.age_kyr <= 130)]\n",
"\n",
"# Dates selected based on the title of the published figure. \n",
"hol_data_1 = supp_data_1[(supp_data_1.age_kyr >= 7.6) & (supp_data_1.age_kyr <= 9.8)]\n",
"eem_data_1 = supp_data_1[(supp_data_1.age_kyr >= 124.3) & (supp_data_1.age_kyr <= 126.5)]\n",
"\n",
"# Select colors that correspond with the published figure.\n",
"nh4_colors = ['greenyellow', 'olivedrab']\n",
"no3_colors = ['navajowhite', 'chocolate']\n",
"na_colors = ['lightsteelblue', 'mediumblue']\n",
"ca2_colors = ['pink', 'red']\n",
"so4_colors = ['plum', 'indigo']\n",
"\n",
"# Subplot a. \n",
"eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
"hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
"nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
"axes[0][0].hist(nh4, 50, histtype='bar', color=nh4_colors, edgecolor='k', density=True)\n",
"axes[0][0].set_xlim(0, 50)\n",
"\n",
"# Subplot b. \n",
"eem_data_no3 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['NO3 (ng/g)']\n",
"hol_data_no3 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NO3 (ng/g)']\n",
"no3 = [eem_data_no3.dropna(), hol_data_no3.dropna()]\n",
"axes[1][0].hist(no3, 25, histtype='bar', color=no3_colors, edgecolor='k', density=True)\n",
"axes[1][0].set_xlim(40, 140)\n",
"\n",
"# Subplot c. \n",
"eem_data_na = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['Na (ng/g)']\n",
"hol_data_na = supp_data_1[supp_data_1.age_kyr <= 11.65]['Na (ng/g)']\n",
"na = [eem_data_na.dropna(), hol_data_na.dropna()]\n",
"axes[2][0].hist(na, 25, histtype='bar', color=na_colors, edgecolor='k', density=True)\n",
"axes[2][0].set_xlim(0, 25)\n",
"\n",
"# Subplot d. \n",
"eem_data_ca2 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['Ca (ng/g)']\n",
"hol_data_ca2 = supp_data_1[supp_data_1.age_kyr <= 11.65]['Ca (ng/g)']\n",
"ca2 = [eem_data_ca2.dropna(), hol_data_ca2.dropna()]\n",
"axes[3][0].hist(ca2, 25, histtype='bar', color=ca2_colors, edgecolor='k', density=True)\n",
"axes[3][0].set_xlim(1, 16)\n",
"\n",
"# Subplot e. \n",
"eem_data_so4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['SO4 (ng/g)']\n",
"hol_data_so4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['SO4 (ng/g)']\n",
"so4 = [eem_data_so4.dropna(), hol_data_so4.dropna()]\n",
"axes[4][0].hist(so4, 25, histtype='bar', color=so4_colors, edgecolor='k', density=True)\n",
"\n",
"# Annotate the figure.\n",
"for i, j, ch in [(0,0,'a'), (1,0,'b'), (2,0,'c'), (3,0,'d'), (4,0,'e'),\n",
" (0,1,'f'), (1,1,'g'), (2,1,'h'), (3,1,'i'), (4,1,'j')]:\n",
" axes[i][j].annotate(ch, xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold') \n",
"\n",
"# Equivalent to for loop above.\n",
"#axes[0][0].annotate('a', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[1][0].annotate('b', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[2][0].annotate('c', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[3][0].annotate('d', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[4][0].annotate('e', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"\n",
"#axes[0][1].annotate('f', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[1][1].annotate('g', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[2][1].annotate('h', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[3][1].annotate('i', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n",
"#axes[4][1].annotate('j', xy=(0.9, 0.85), xycoords='axes fraction', fontsize=20, fontweight='bold')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 50)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eem_data_nh4 = supp_data_1[(supp_data_1.age_kyr >= 115) & \n",
" (supp_data_1.age_kyr <= 130)]['NH4 (ng/g)']\n",
"hol_data_nh4 = supp_data_1[supp_data_1.age_kyr <= 11.65]['NH4 (ng/g)']\n",
"\n",
"nh4 = [eem_data_nh4.dropna(), hol_data_nh4.dropna()]\n",
"plt.hist(nh4, 50, histtype='bar', density=True)\n",
"plt.xlim(0, 50)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}