{ "cells": [ { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.tri as tri\n", "import pandas as pd\n", "from scipy.interpolate import CloughTocher2DInterpolator\n", "from scipy.io import loadmat\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def ceo_modes(ceo_file):\n", " from collections import OrderedDict\n", "\n", " suit = OrderedDict()\n", " suit['Ni'] = np.array( 0, dtype=np.int32)\n", " suit['L'] = np.array( 0, dtype=np.double)\n", " suit['N_SET'] = np.array( 1, dtype=np.int32)\n", " suit['N_MODE'] = np.array( 1, dtype=np.int32)\n", " suit['s2b'] = np.array( [0]*7, dtype=np.int32)\n", "\n", " with open(ceo_file,'rb') as f:\n", " suit['Ni'] = np.fromfile(f, dtype=np.int32, count=1)\n", " suit['L'] = np.fromfile(f, dtype=np.double, count=1)\n", " suit['N_SET'] = np.fromfile(f, dtype=np.int32, count=1)\n", " suit['N_MODE'] = np.fromfile(f, dtype=np.int32, count=1)\n", " suit['s2b'] = np.fromfile(f, dtype=np.int32, count=7)\n", " suit['M'] = np.fromfile(f, dtype=np.double, count=-1)\n", " return suit" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: 'M2_OrthoNormGS36p_KarhunenLoeveModes.ceo'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m/home/rconan/projects/dos-actors/clients/m2-ctrl/examples/asm-nodes/asm-nodes.ipynb Cell 3\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m fqp \u001b[39m=\u001b[39m ceo_modes(\u001b[39m\"\u001b[39m\u001b[39mASM_DDKLs_S7OC04184_675kls.ceo\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m rco \u001b[39m=\u001b[39m ceo_modes(\u001b[39m\"\u001b[39;49m\u001b[39mM2_OrthoNormGS36p_KarhunenLoeveModes.ceo\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n", "\u001b[1;32m/home/rconan/projects/dos-actors/clients/m2-ctrl/examples/asm-nodes/asm-nodes.ipynb Cell 3\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 8\u001b[0m suit[\u001b[39m'\u001b[39m\u001b[39mN_MODE\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray( \u001b[39m1\u001b[39m, dtype\u001b[39m=\u001b[39mnp\u001b[39m.\u001b[39mint32)\n\u001b[1;32m 9\u001b[0m suit[\u001b[39m'\u001b[39m\u001b[39ms2b\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray( [\u001b[39m0\u001b[39m]\u001b[39m*\u001b[39m\u001b[39m7\u001b[39m, dtype\u001b[39m=\u001b[39mnp\u001b[39m.\u001b[39mint32)\n\u001b[0;32m---> 11\u001b[0m \u001b[39mwith\u001b[39;00m \u001b[39mopen\u001b[39;49m(ceo_file,\u001b[39m'\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m'\u001b[39;49m) \u001b[39mas\u001b[39;00m f:\n\u001b[1;32m 12\u001b[0m suit[\u001b[39m'\u001b[39m\u001b[39mNi\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mfromfile(f, dtype\u001b[39m=\u001b[39mnp\u001b[39m.\u001b[39mint32, count\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m 13\u001b[0m suit[\u001b[39m'\u001b[39m\u001b[39mL\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mfromfile(f, dtype\u001b[39m=\u001b[39mnp\u001b[39m.\u001b[39mdouble, count\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n", "File \u001b[0;32m~/anaconda3/lib/python3.10/site-packages/IPython/core/interactiveshell.py:282\u001b[0m, in \u001b[0;36m_modified_open\u001b[0;34m(file, *args, **kwargs)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[39mif\u001b[39;00m file \u001b[39min\u001b[39;00m {\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m2\u001b[39m}:\n\u001b[1;32m 276\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 277\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mIPython won\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt let you open fd=\u001b[39m\u001b[39m{\u001b[39;00mfile\u001b[39m}\u001b[39;00m\u001b[39m by default \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 278\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 279\u001b[0m \u001b[39m\"\u001b[39m\u001b[39myou can use builtins\u001b[39m\u001b[39m'\u001b[39m\u001b[39m open.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 280\u001b[0m )\n\u001b[0;32m--> 282\u001b[0m \u001b[39mreturn\u001b[39;00m io_open(file, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'M2_OrthoNormGS36p_KarhunenLoeveModes.ceo'" ] } ], "source": [ "fqp = ceo_modes(\"ASM_DDKLs_S7OC04184_675kls.ceo\")\n", "rco = ceo_modes(\"M2_OrthoNormGS36p_KarhunenLoeveModes.ceo\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fqp_s1 = fqp['M'][:256*256*675].reshape(-1,256*256)\n", "fqp_s7 = fqp['M'][256*256*675:].reshape(-1,256*256)" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "L = fqp['L'][0]/2\n", "u = np.linspace(-1,1,int(fqp['Ni']))*L\n", "x,y = np.meshgrid(u,u)\n", "p = np.hypot(x,y)" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots()\n", "h = ax.imshow(10*rco_s1[2,:].reshape(256,256))\n", "fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Q = rco_s1@rco_s1.T\n", "plt.matshow(Q)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.diag(Q))" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(675, 496)" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = loadmat(\"KLmodesGS36.mat\")\n", "data[\"KL_1\"].shape" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1857889431527126" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(data['KL_7'])" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Q = data[\"KL_7\"].T@data[\"KL_7\"]\n", "plt.matshow(Q)" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.diag(Q))" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((675, 3), (675,))" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nodes.shape,data['KL_1'][:,0].shape" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "df = pd.read_parquet(\"M2_segment_axial_d.nodes.parquet\")\n", "nodes = np.vstack(df[\"S1\"])\n", "r = np.hypot(nodes[:,0],nodes[:,1])\n", "r_max = r.max()\n", "triang = tri.Triangulation(nodes[:,0],nodes[:,1])" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('Ni', array([256], dtype=int32)),\n", " ('L', array([1.05])),\n", " ('N_SET', array([2], dtype=int32)),\n", " ('N_MODE', array([496], dtype=int32)),\n", " ('s2b', array([0, 0, 0, 0, 0, 0, 1], dtype=int32)),\n", " ('M', array([nan, nan, nan, ..., nan, nan, nan]))])" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rco" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[-0.525, 0.525, -0.525, 0.525]" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L = rco['L'][0]/2\n", "u = np.linspace(-1,1,int(rco['Ni']))*L\n", "x,y = np.meshgrid(u,u)\n", "p = np.hypot(x,y)" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xCsgA4uEl/mDcl9qjByd9YMZGgIw+AKOPU8RR4Jjx41gHNMYAGGsr4f4TzEiKqVAZCjUwsaf5iB88eNCZ/6Y3vQlvfvObK+2feOIJFEWBSy65xJl/ySWX4Pjx48FtHD9+PNh+Op3iiSeewIEDB/ClL30JH/vYx/BDP/RDeOCBB/CFL3wBr371qzGdTvELv/AL/V9gUlJSRUqpEmQoVcKJ8TbgxllIxGMUCCI0JAslhRKA1va7xdQWIMTacSeFn/OiSw6MVvsAIGcHMd+KBzRpy2iMaxLdj/7f9uYKd4cCwD333IOPfOQjeNe73oW3ve1tlfbcHQoA1157LT772c/irrvushCD3KGf/vSnsbCwAAC46qqrBr+2OiWIkbTpisELrjFABmBcGeY73gQuQlJ7lrYcyNgUgIES7ES3EXBpnLls1+DtAnGAwZVgRpIvCQE5MIpSmgviRx99FPv27bPzQxcKXP6dXGdQ1LI9ny+lxMUXX4x3v/vdyPMchw4dwmOPPYZ3vOMdCWIkJfXQCyc/AAAQHXNCWXGo0FSNRCpdZpW1jVUWEUpF82BUtE0rgfqhJU0aw21R5rWQlXl6X0KJP81+ohU/CurssWdbZ8bSgS/16yRpR2iMaxLdj/5ctrm5spPcoQliJG2a2sALLhq4DoUZZy7bhT1fO9N7/a0EMjYDYDTBi5imexbK+N+e1tw28MJXghlJs9C+ffsciBHThRdeiDzPK66Lxx9/vOK2IF166aXB9pPJBBdccAEA4MCBA1hYWHAuDq699locP34ca2trWFwcDiqTkuZBL8y/X0+Y8BEllQYZSup5PNl1zIFBbZUCoKcroLKlc6KrWiXs9EU/xV0AyRZVW/Dh58GobxtIKErQg4MOau8dw6zmmGZs0Lp+7DkAgIUDX2y9b0lJMbW5ubKT3KEpsWfShuvaX3hnZ4DB1WcgaxVKpNWnm54D+TGTfW4ngLG+4m23x/sw6H1Hd2iWtPO0GQm0FhcXcejQITz44IPO/AcffBDPe97zguscPny40v6jH/0orr/+emvTfP7zn4+//Mu/hGRlkT//+c/jwIEDCWAkJbXQC7PvKwFGTynVPtm3WaH9b98I1yo7SX3yUpCbohvA6BZi0nSPmefDiGn92HMgj39jp+0mbX+NndiTbq7Qo84hOkt36KFDh/ADP/ADeOMb3xhNYD6GEsRI2jA9+7678A3vGKeKxNqK6Dao9S4cKoPqHtpMkLFdAMb6ymL9sab3peFibSjAIH3DO+4e7TOYtP1E8adDH111xx134Dd+4zfwnve8B5/73Odw++2345FHHsGtt94KAHjDG96AV77ylbb9rbfeiq9+9au444478LnPfQ7vec97cP/99+N1r3udbfMTP/ETePLJJ/Ga17wGn//85/Gf//N/xlvf+la8+tWvHn6gkpKSxpOMDIpbQApeQUQYk0drbTQE6fEz3aYiSR9lUMFwEECHhPjLMshofoz2IS5JSd001jVJl+uSWbpDn/vc50bdobNQCidJ2hA9+76yNOD6isLCyXEGpbW5Mhp+wNdXFrFwctgXq2/CTwIKatoteadan24rgNFtI9VQk7Hghd6f8vNAn8ev3Pq6WPOkpNH0spe9DE8++STuvPNOHDt2DNdddx0eeOABm/Tq2LFjeOSRR2z7q6++Gg888ABuv/12/Oqv/iouu+wy/PIv/7JNoAXo2NePfvSjuP322/Ft3/ZtuPzyy/Ga17wGP/MzP7Phry8pabvohdn3jddZm+SefsLOpuUSmlZsdIjHFjJ99K0EMgvlgRCSWYq7MbJLv7Ah20yaL3F36Etf+lI7/8EHH8RLXvKS4DqHDx/Ghz/8YWdeyB36/ve/H1JKZOa8OGt3aIIYSTMVhxdcNKAcA2as7xUQBbB4itVeb7vuCCADGJAnY89uqNPt83OIPTWJMdfWw+tsEYCxtq9lYh/z/q2tjHNfg8MLX8++764EMuZIOonWsHNO3/Vvu+023HbbbcFl733veyvzXvCCF+CP//iPa/s8fPgw/vAP/7DX/iQlzYtGBRd91QQzkhz5Do2Yq6JcvnXAx1hKQGPna4xrEuqni+644w684hWvwPXXX4/Dhw/j3e9+d8UdevToUbzvfe8DoN2hv/Irv4I77rgDr3rVq/CZz3wG999/Pz7wgQ/YPn/iJ34C//bf/lu85jWvwT/7Z/8MX/jCF/DWt74VP/VTPzX49cWUIEbSTBSDF76GuDLoN2vxGTPo3SuweLJ7uSwacI/hyqgFGZNIbouVvVAnT1UXLC5024FAe7HQsQ+m0fJfdNRY8AKoBxik5MqYH0lkKEaqTpKUlJS05RU4XbUuubpFRUCjCWwkJW11jXFNovvpdl2yU9yhCWIkja62AIPU1ZVRB9zXVrJeIEPvxwiujPX1KKyok1jZC7Xa3cnRqCwL210bwlg2JHwkIA4wlp5WWNsvel1stYEXvhLMSEpKStoZauW+2KnOiJqfv+0OMHayCiWRi/CANrkyksbWTnCHJoiRNJq6wgtfTa6MGLxY2y+sGwMoB8J9XRljhJf0kVhaGhVkiJqsxHWgZSsADC5639teePUBGFwpxGTnqm9iTreP5MRIStrK2hLhI0lJM5I8/o0JZOwQjXFNovuZz+uSBDGSRtFQgEEKuTL6hjr2dWV0Ci/x7+TsWtb/z57rvF1gPJBRCzBqpM5fCcxsTpA6RG3DR/jnIAY0hgIMUnJl7ExJZJApnCQpaWdLiObcWGO4MJqSeo69vaQdrzo3RtLO0xjXJLqf+bwuSRAjaZC+9ffehFMnlyFWAHWyf/4FX2cuU9hzdPiP/tDwEqwsYnJqHfnJs90uQnYtbxrI6AswLICpdBh43UqhWNmF6d5h73nf/Bchd8ZYAAMAxIpOkvqtv/cm/Mk/esto/SYlJSUlja8X5t/vzuC/WxxoxH7H2cBRZKIyr7eEqIcds4AbiZeMpgICGZT9XyeJdmVWJSQy01JCIfPesELpa9YQzKBlxbHn2HkLB77YYqtJSTtPCfcl9da3/t6bnOdiZd0O/sbQ2op+DO8nG5wsslipqQoSUwwKtFBfENFrvV3Lnfe11/FgGuM9AUwluhEBdOgz7H/Ok7avCiVGeSQlJW0dvXDyA/XAQYjy0UdZw3pNyzttCzN1beyE05c09nvJbPhy4Auruxs+tG9SV8t/oWTlEdLqsWvG2L2kTdBY1yTzel2SnBhJndU0qBMr66O6MtZWgMWTY/TT35UBAMXeZeSnOrorNtCR0RtgdFSxtz+cAcatPqL769Z+uhL+DNQBOPrMJ1fG9lYxQibwYk5tm0lJW0lHFl8OAFCSuywyIDLQq1XIhRGT56oQoodrw66zAQOPkJFyPsc7VoUSyJEhF4U3X88rkCFHEVk70B8AKIWcvZ9SKWTmOXdehBRyY7QVhRGsHrsGEvqzv+vAV3r1lbTxGuOaRPczn9clyYmR1Elt70rvVFdGsXe5+yB+AxwZ2wFgLJ4oNh1ghNTls5pcGUlJ21/33nsvrr76aiwvL+PQoUP45Cc/2Wq9T33qU5hMJvj2b//22e5gUrMMNBCZcMGDyMpHh36i803fggOHuhARIfS6mXDXob46ggsLHISZnoOrdqkElEdaZMfkhxICUmV2va4DxcKs7/dpl9l5oXVVcNrtS3rP2w9CJZR9xPpLSpoHbcjpMF0w7Az1GcCNCTKAcQatALC+kg9afyuBjI0AGL3gDdP6Sj74mHONBbX6fD6/9ffelGDGNhVd1A59JG1fffCDH8RrX/tavPGNb8TDDz+MG264ATfddBMeeeSR2vWeeeYZvPKVr8Q/+Af/YIP2NCmkI7t+GEeWfkg/aXJQ1MGMwLKuLozq8vaAQvG2sfWGOjW6rD8H7oxR7ngzuFIEuANHCVJVIUMRmFc+V40ww18uzR/1XSiFU49dhROPHaztJ2lraKxrknm9Lpn5q04XDNtfQwdtW9WVsRNAxkYBjCEaE14AG+++iCmBjO0nsm4OfSRtX9199924+eabccstt+Daa6/FPffcg4MHD+Jd73pX7Xr/9J/+U/zgD/4gDh8+vEF7msR14+5X4Mbdr9BPIoP+KITg7owI2Ki4Odh2Ko4KajZyOIjq2d+WCQ/p4Wj3HRd1Gis3BakgZwUbABYbQHPqQIaep6IPt13YfUHzn3rsCjz12BUj7nnS2BrrmmRer0tm/qrTBcP2VpuB2t6VdjkftqIrY6hDoBfI6AkzfGCRAEY/jfk5TCAjKWn7aG1tDQ899BCOHDnizD9y5Ag+/elPR9f7d//u3+GLX/wi3vSmdt/31dVVnDhxwnkkDZRxQVhwwCuIeI6MSohJjYLhKDXbr7gbMlEfupJl7ZKKVvotJzvBjbZNtwr4GEFNcKMOTBQNd7Bp3bptSOi8GBxOhEJKOHTwQUaXcBC/PTkwHFcGbbNjMtGkpO2kmUKMjbhgSBcLs9Pf/9g/x4V7T43WnxizjITRVggvmVmejKWlykPs22cfzrKxtsm0E8NHgHE/hxfuPYW//7F/Plp/SbOVxPBs4CnyePvqiSeeQFEUuOSSS5z5l1xyCY4fPx5c5wtf+AJe//rX47d+67cwmbTLhf62t70N+/fvt4+DB5O1u69uXPlR3Ljyo/pJDGQA0fCQGMwILuPr17kwsiyc74L6sNMtSMEQN8cIVVH6uj9mpbZuCxkAE23WbYIWwXUqJVAFc3GE9o3vkzJ91IMMWhYDGrFloYonPsB4/OhlePzoZaGXlrTJGuOaZJ6vS2YKMTbigiFdLMxGL//DH7fTF+49NRhm0MAxVhliiNZWgLV9w3+INyW8ZGEhCCtagwlSrI/9K1D79urHwsQ+Rn8tTFvRfUGiz58QajDM4N+Jl//hjzvfmaStKYlslEfS9pY/AFVKBQerRVHgB3/wB/GWt7wFz33uc1v3/4Y3vAHPPPOMfTz66KOD93kedeP+H6s6IEIgo8FJwd0ZUbDRBmB0cFME4Ydf6jXSphEsdLzc2TLhJjWqCyvpGkYSAhxN0sk6y9Kt2qIvAm1YBZJQPxE3Bn8eclFUX4P7F9oOrVfnwCi3CRxPIGPLaaxrknm9LtmQVz3LC4Z0sTC+YoOxPiAjNFicrsjZwIyRQMaQQfj0wvoRNwcJamECLC/23lajavr294MeYyTwHEtr+8RMAAZXH5BRB/USyEhK2rq68MILked55SbK448/XrnZAgAnT57EZz/7WfzkT/4kJpMJJpMJ7rzzTvzv//2/MZlM8LGPfSy4naWlJezbt895JHWXEKbCRxPIAMKujDaJPf02PsDIsjIkhG3btuXOi24vLjztK5rnw306iqNiG8COJrUBHrImh0Avp4a5jOBFWelqo4CCVCroyAjBjBDQ8JfHcmrUAQzqIylpJ6mdN7Kn+l4wPPzww/jJn/xJAICUEkopTCYTfPSjH8V3fdd3OessLS1hqU9ugKSK/AHYpbtP4vgZdxRJg7cnTu1t7K9pgDhdkZicHLnkpgEZiyeGnazXV3IsnGxRJzxwgdHG6eBoeRE4t9Ztnab+ekjtXgxfMMnmYzm6+2IEIEVqAmb0OW1KMNYW4r38D38cH/jOd7fbuaQNVaGyXhepfh9J21OLi4s4dOgQHnzwQbz0pS+18x988EG85CUvqbTft28f/uRP/sSZd++99+JjH/sYfud3fgdXX331zPd53vSii/6p/s1RUv8eSX3TSxE8kBJQqgQZUp/flVLu7xf/3Woqt+r97okQsGDPNViJuDT80qrkvGgAHUqI6m3FQD8VWMGe81OT/3MWghy8fGsnjfTzrH9zu12rSSWc7RdKYCJ0gsSMYYRCZcigkAl9j1qqDBISufMRyZCLAhIZ8liSTJUBQi/LLBQQgAJyoSCh3zb6X+gXhlwIO6/sSyETAgUUcsq1AeqbJRdtgA2VkJJA/osQwCgAPPK1AyaEAXjOwWO120mavca4JqF+5lEzhRjpgmH7qOsd5Av3noqCjC53t2mAOQuYMROQMUIMalBjgYwhACMm/zV7UGNs90Ufre+rvtdd3T5CqCjI6OpCSiBja0p6duC+fSRtX91xxx14xStegeuvvx6HDx/Gu9/9bjzyyCO49dZbAWh359GjR/G+970PWZbhuuuuc9a/+OKLsby8XJmfNEwvuuQ2DS4AAy8yB2Q4EkKDDGeW0CCDRL9bdRA+8HseDQMJyYcj/Dl3kHh9dS6vOlL4SOuojD7GEtWrOAkADSbywO+vVAIZhO7cm2+Xd9zXwgMWBQTaXsEQQMlBTgdhpwFUoEW5jRJaxOaFYEZl+6GwksBRjwEMmkfOkS88egAFBL7p4GPRbSbNVmNck1A/86iZQgwgXTBsB/W1wIdcGX3zDMzKlTEUZMhJ8x0UXwQExJmOUGIoyJgFwAiJHQ85Ge/EuZHui5i4K2PvyrlBuWASyEhK2np62ctehieffBJ33nknjh07huuuuw4PPPAArrrqKgDAsWPHGkvAJ42rFx14dQkuQE4LF2SYm+HakSFlMLyDXBkASqDR4ve7mqTTgxFsXsWFkVGeixbXL21ybIQcGY39hmcr0SMfRqx9l35Uffs+UQ11gzSpMmQi7pwlxwVXoYTjyiiM40K7KYS2tQggR7MjVwLGmWH6AipuDIIW5JYgRwaAIMyokw8u/PAR2qfCzufz2DR0Usg/e+RyfMuVRxu3m5S01TRziJEuGLa2xojhpxwBXz1+waB+ZuHKGCO8ZG3fgumjW2lOtXtx40DGRgEMJjouY2gsgDFWrhUh1CiVeRLI2FpK4SRJAHDbbbfhtttuCy5773vfW7vum9/8Zrz5zW8ef6fmWNZFEQMZAJDJcGgJgQAWYgIpw46KJoXgBZvvAIxQLgwKJSEXBg8lqQMYkUSfGkKEwkCEXR5bFpVAOyAx1j0FdumlDNwQZrpuV6WqOiS088IMzNk0Xw5hQkl8aAEBumLRy6UJQZH2OYBKaEkJNIiioTw2Zto6M8zzzG6nCjIARGFGF4VCR/T+l9vWy/i8sg0BDP18Pu/ibwWlcJJhmjnEANIFw1bV2EkIV/adxckTuwb3QwPRhRPjhil0ARkqcPdmbd/C1gQZGwwwfHhBx0q0yJ1R7Sv+47nWMRfeWABjZd9ZXLjnNIB2ScIu3X2ydjl9zxLM2HwVNQnduvSRlJQ0jm46+BpACDOwjYEM5qogkEHQgtwXPMSEQ4428sM+2gAM3raNC8O0VRxoONP1qyph2gj2fAO0GZVNhvhnKTcG2fS5C8PPmwHEXBoGWqgMuWjjjBAAlH0LaY0cVZCh27OcGAxmNEkGLCxNAKN8TWUbH2AUEPjjr16J/+eqdEN5ozXGNQn1M4+az1edhJ/+39+Hg7ueGq0/IuIr+85iZd/ZUfpcH7EyBWCqXdQMmlUm7CPeR3f3QS9Y0BZM9AAYavfiaADD6bfF8XP7GufqaH1lXIDBlQlVudvTRwd3PYV3fu7I4H6SkpKSdoJuuup23HTla/UT41pwyqYK38mQOe4Hp3IJr17CS5jSsqYHia9L6yOSJ8N3V/guDN4upMig1TopWlYvcZJzdggF2Wg40ZQ4u051NxOkyhrb8FKpNp+GN/yR0HfE/bKq/naoDyq3WnjbLdjlQmHnuTkq9DLlAgilGh/+ujz3BYWP+A4MCiGx0wGAQcfkj756Ff7wq88Ovv6kpK2oBDHmUHwwNQbICA3ytirIANzBc9eBt15/i4CMngCjr7q87rrj2gSTumisz0cTfOsLMg7uesr5jiWQsbmSSozySEpKGiibS8INvyjhBAMX9JyXNDWPCszgJVG7PgCnD2dffJBiYUNWrUgCuH1SZZHM25aR8vfBgTmBY2fBhXCf8+WV/Ym8D12cHSMAfV8+3GiCHVKViRD9/3Q3uukcTe1oMO+DCwIa1LZA2a7aVkMBDTVC0MA8DGCg+bwEa9cH74PDi4Jtj/aD9oX2vTDHjwMMu8w4V5I2TmNdk8zrdUn6tM6ZQoMof6DVVk13qcdyZayvjA8zuoILX2v7FjrDjFFBxhYGGJXtMqAxZvLOMT4TXT6jXUBG3XcqgYzNkzTWzSEP/w5eUlJSN930nNe5uSL8PBIIhG9UXBpZ+RzMmUEKOS1i8to6ffkhJPy6oVKdxH0Ndl60ukl8WWVMYsqrKn+/Kn160/7zHgrm3uiwYptEniF44QCLSuWS8PvK2/F8A1JlkKpq3S+BRvXczoGFP02D/2h7Fr6hl9F85TgzONCoU6it77zg7fzwEd1eMOATBhgFBD7+lW9ssUdJY2iMa5J5vi6Zz1c9p2oaPHWBGV0GdFvGlSHKx+pIg+lNARkbCDD6wJqYVveJ9knFajQW1OrzuWzzuW/zHUogIykpad70or/xM3jRc3/aAxeuW6ERZIRyU2SiAjOiQKMmnKS6XgRg8DwYIRcGtXGAh9fGqXACdzqQ4DMqclL0uZrv4sLYADWl1apzCfjLCif8wwsdUSK63E+QyMGHjISb8LAScmTovmi5ee7sXwkgqE3dw1+PwwsOMGi7PHxEzwsDDPd1Cj0gVhke/PI34Q++9M2V15qUtJW0IYk9kzZfXQZNB3c9hUfPnh9d3sdaTwPGkwDkif6OABq8LtTnUnQV+YFe3SewNLAEK9A94WevEqwDyq/OIv9FFwWBEc3qePg3C15wZUIFrXtd3Uzv/NwR3H7tRwftS1I30d24oX0kJSX1EFXVYMUeAOjalEqVozCWsFOADdClnSjXQc4Sf7r3tFvkZKwq5rTwQ0jMPAswYhVJQqEkbB0VmjZSvK0z338unP9+m8r8yDXRGDBDKAHV8hpRuy9U8DIgVJ3EV6EEMgMQ+HVpKIFnAd2Wn70lMkBJ5KKsQqKrlggAmak+Im25VZ1stlqpJIfSgEABuVA20Se1yUXYbUGJP7vIL/gaByYlvNDzS2jBHRjShs2UAEOHnczv3f2N1BjXJNTPPCpBjDlQCGAcWHwGx9b2R9ehAdnxM+6ocWiSw5V9Z/HMAIhBWl9pATJa/CBvNMiQS+wrtzTB5K9P17fnACICI7IaGDJ91p5q+9Vp/U5ixgCDqyXMmEVulCGi74FUYlBemQQyNlahmOY+fSQlJbXTi7715zRs8GpqVkAGoF0IHGQAulwqW0fP04NPW5GEwINkF/JKxkMu6uSHiHD3BV8eAhiNfXuAg89n07oSibecKpMw90QMOmwVZ0VfSSWQs2tNHmpi4/8Dr5HCT+hGgxTGfcBLqBogkUHZUqpUahUoS6wSyMiD+MHdZgxk5CZ/hXN9M8J74zozqvND5VN5Ak8/fETPqwKMAgL/6Yt/0+YI+b5veGj4zic5GuOahPqZR80nupkjDbWt/60LdMmlsao0jKloWEHHkIXVfWKU8BIeeiGXJsGHr+n5uyF3L0YfbdR1/aZ92zCAwVXzno0BMLJ9a/Yxpq7c+/TgPlJoSVJS0k7Ujd/+8261jZg7gctPfumHl9g2LOknn++En7BHnULtnL5aAowmF4YnRXDCm+6kiivDnabn1Rwb4e7qnBqjSYloAs9q7ovSPSDZjlXa9dhp7jZwBvReeEk54M+cwb/vbCjXKWGB3je+Tb7P3fNhcOcFd1/4yTv1/HqAYfcpAjD48Skg8P4v/O0We5uUtHFKTowdrLEGRzRQ+9rpuHOji7J9a4NCShwJhfV9wOLJ4b+6IVfGdE+OyWnfwFevtWctY3K62e1AkkuTVu6IrgpBkzqtPWsZMh/nOPYWW3V9H9kxh+3T2OACAK7Y80zZfyS8pIuSI2NjlMJJkpJmryOH3gxBzotMQSHTzwHXbQHmyCBXhVJlG+u0cMNLaD0ApftCQLsvaBu+ZM33NuTYcNwR1SSi1TYRl4XfZ6hCSWBah5JwCBFI6kmrCfaoUfBnaou4OaQSlbdNKYG6iihSZZBCQaoMuSiMy6IwTg7dplAZMrNMQgFCD8vdNm57Gw0iwgEVFHpCVqIcqpxvd978F/4Md9JtE1YROARuuVaCL1V4AbjhI/p5CWzW1cS2DQEMH+K89/OHIZHhx577qfqdTmqlFE4yTPP5qudAYwGMTCgcWNYDtiv2POMM3nxduKc+NMLpd+hdcaGcH7e1Ff0Yqr4DcDUR9gEA0z3dAEJX4DB2f7S/WaGc19FVYyVMPX05+9X23uu2moXzAkDwO9DkUjqwGP/ekJIjY/bSSdDEwEdSUlKtMq9saOW551TIs2rOiMxrl+caZuQ5ILxSrJUSqLnbl9/OfwDV9gCckqqZlzCUHBg8DwZXKBcGk3VeWDDBpz1IwqNkLLio+a01AKR8Hp52cnB0AByDVCmpyqfLZfwX1XVgZLU3DWy1EVYmtTqor7bhbgSu0EDe3V5ZqpQ7Muw2PQeEXuaXSK1/+O3X2e/Rmsp0iVevdOq6OU7rzDVSVmjR+S/W1cT0kbcCGHob5TFLGq5xrknm97okfRJ3oH77i4dwxeKTuGLxyUH9xAZmdSCj8zb6DDJrBoxjgYw2g3EfXPjaLJDRF2D44q+vDdQYJSSnDkZ1gBmzghd1n/0xwq0+8ZXnDu4jKSkpabN05O/cGQEX9SAjmPwy1A5wwEGlHGoonASo9huCFv56XtUTpx8/hIS2H3s9/nKmYEJOH1Y48KG6rgq0i8MLuJoFrAgp8hPph5bEQk24KpDAy5tRbVeGjQAl7NBtqpVNpANBAgN6+EkxCZC4IIMql9gHG3iW22+uTOKvR/0522FAhdah/zwExg8fsa+xJcAokOHe//v3Gt+jpKRZK4WT7DDpQVA5Crxi8Ul8be2Czv00DchoMDdGiAkNOBtDTFoOEtdWgMUu1Usi8sNL+rgTpnsmGxpaMhbACIm/fjEtj8to5WrbAiihol7XJnjRpzJJF2g3JLRkKHRMalYKJ0lKmp1e+Lx/CeQCgm4LZgpKinK4VnmOSlKAaMJPeG1Z4k/AHYdXvqJ1oSS+vNASp3wqhyj0PAIwKvLnkfPChyPwHBLwAEVGbWBfNL3exnCROpDht43N6/tzr/qtKxVL1OlVIdHP2X8zgM9FmUMjF2VICUlXKqGknCaRp5nWiTndtrlHXyg5KFUrKSuamASfLPGoTfgJnUyUwENZxaSdCu8N4+4UDlD481D1Edp/P3xEb6MdwNAOjwl+6XPfjddc+19av4akqlI4yTAliLGDRHdxL85P4vHCBRkAWsOMLneUr9jzzOxzZfS4w00D4qEw49x5GXBehoUzEosn+9RrK0FBW5jRF2TMEmD4Wj1fFz9b351BNBV3b1Av9wx9JtgP+0aFjnBRqBVXV5Dhw4tPfOW5eMGzP996/aT2KtRwK2yy0iYlhaUyoQerOQAJCJPTQCkAUpg8GdXnTnlVAMqUTxXS5NXguTIgAD4/z8uYBAIatIyUC6iWpSyFDxv48xi84PPIgeHN45CDO1J4WImtSiL4c3NMojk03N2lZJ5+gs+h6tyHKZ9a2ySwmOfBoColPH8FgYoq0MgsfOAlVm1ODBrQm5KpOj8GACX14N5MQ5hKJV5uDKfkKlAtuwq9zEKPSk4MVzoHSLvPpJ+01HFxBMAFHQ96HoIXut9u7gvtMildHPM6cB5TY1yTUD/zqAQxdoja2NDbuDL6WOJn5soYwZ7fx5WhsvCvztqKPkkMgRmzAhkbCTDoOJD48eoKNAaH/wgFefm50ePihoZMtQEZdc6LBDKSkpK2nYQe9SkIfVNbKljfRU9XBtDSmQG4ZU6lu7DTGLzimsjc+TGA4fcRAxj+D1Ysv4UXIuLACeE5NJgzg9TGmREKLRk1qWc0hMR92QoURuICDC4fXOh5OrknuRwyUCJPgUJomCEhkIOARvX6rfBKqXLYEQIZOeujMB9c7cBwXRn89Wee84I7NNooBC78+b7zgvbPARpexZEhAGNey3ombR0liLED1CWOvs6VMTSm/4o9zyATCo+f2juoH0DDjCkWMTk5fHja1pURgxfV/rItBTK6AIwx4UVIXYDGGPlLpivh7OFbQXUgIwQwLs7dD2gCGeNLQXS6cIz1kZSUVOq7vuttEIW+sy0wLsgAIiEmtr0KQwAfaNQlwgyJrx8MKQm4LYBwHoyQPKBBLgxlYQfNd0GGr6YbsGXODL7t0P7UdDL0lOe5MpQSEOZ6UwUcGxxgkDMjVKlEotnNQC4OXqVEVx0RFlJkKFhVEolQkbaCKqBwR4albHpv9A6XICMHAxdsN32g0Ub+tYTvvNBtMgdeVOYNCB8JAQypMvyrP/1/YV3leMu3/m6n15OkNcY1CfUzj0oQY5urbyJASvz5R6euATBOUkLSxXtPjQIyAD1IHQNkAGFXRltwUe1ra4CMrQQwfNGx9WHGWPBiVrp476nR+vJBRte8FwlkjKsUTpKUNAMJHQIilHbkg0WJQAigkBpkCAFAQkk9LaQ0JVhFOLyEhYUoE0rihJgINrBVJukC/d7wkJI8Z23avJ6AqwJwgYSXzyIYQsLXrYSOlNPk1nDKqtrlDGRkDHAw54Vi0MNWJglAixjI2Ohyqr441JAKZegIy4cBNk8ig1TKLtMODAGASq4KHRailAUYEFIPFg1k4OEn1J7ydhQUDsLdGAAKS9hioSUAIFGo3DgtEHZ+qGqejTr5bgu7pYDrIji/Bbyg9ddVbtvYaTOf2q3baibC/k/qpxROMkzz+ap3iIZWMsgh8ezlJ0YFGKSL954aPBik0JLpihxt0ErVL1QmegOMsq+s1+Ae6AYUYqBiKwMMLjrWKhODAcaYn4WQxgQYAHDl0pN49vITg6oFpYolSUlJW1V/78i/Me4DVPM70KA8z6ByyvGQ6VFqBiheopRXL8kyIM/cZJmmXbAcqx+64ZdnHfqI9QfUAww2vwItqD1aQARRDSXhy0jBqiPevLpt+cuanjcqmPOi5aqBRJa+GyFUhUTPz+xychK465WD/GDZVBWu4FHw9ZzyrC4IoHnVsqbdH2tw16X+/GojtL/OfKXLqPLcF+tqokureu6LNZVbOLGmJrZP3T63/YYAxrrM8S/+9/e1e2OTkkZUcmLMqXj835VLenD1yGr3KiZN2nKuDAEsnALWV4CFESqYAP1dGdM9E0xOrbdq6zsyNgJgDIUXXOsEL+haogc3227wYkwlR8Y4ooRwQ/tISpp3veDFb9fJNzMBZdwRwoaRKEDaZ+gaXgKwsXdNiAkQCTPh63J1+Qnxb3IEnBV6Pzwo4bkmQgDDyYthQQY5KAickMPC3Q8eZuLcfGVuCz+xJ1/O+whBjlmKOy7oOV0MKCVgsk4Ek3uSpBKQokzs6cIL48rwkoECJpwEyrorMuuykE6lEltFhSX5LFjoCeXEKIzzo0zg6YeX6OtsCivhSTAreTMaxNd1XRlx5wWAWvcFrdc1fMQHGHyd2x9+GQpk+OXv+EDr1zbvGuOahPqZRyWIsU015O5sHvklnxXMoAHiGDCDBrKdYUbg+70VQEYbTfcs6An672lyOg5CthTA4OoAM2YJL4CtDzBICWQMF91dGtpHUtK8S4//DKjI9H89eoYOJzGjQSUJNNSAjEA4iYUbFDISCRehSibwQ01YGysa1dbZAUK5M3yAAVTdFzTtzY8CDJ77wq9IAgY1ANaG+mbvA2vn73slH4a/ntO22ib4fCzxXBeRCwGa67sySGW4iSZd5CrWuTJMlRKlDIwoWDhJ4YWTuNVJckiT+0IiB6NlPNEnzbNJTeg5KjCjgHvdTeEmdQpBDv7bUwcuaL4DMwLuEw4vqP8YwFiXEwuMrBuDOV1oeirz2teV5GqMaxLqZx6VIMY21J8/ejkuyoGvF3s6rxsDGFxXLj05M1cGAJw8sWtwX61dGQ0/wDTAHgNmdAEZxZL50VhaQn5u2CB9GoEbfDsAkK+2287MAQZXA8zYCe6LSydPA5jfH5mkpKSdpRte8g7NBzKU4EIAMMk9Ic1AXQGCIIWfJ8PkvRDKTGdVcKFLsaKcFyuzGgMafD2uEKiIKQQu+PyQ+8LMd4AFUHFgOMk8eb++wyITVcjAXBSVUBNvGf8fvCbqCi76gA3mrqCPi13EcrOSC0MqXVGEJE3eC4kyLwZVIZEQyASFnJgEnKpcDuhlvExrDjCHBQcUuuRqLqRxMigNNfx29oV4eTJQznNghXfMCvPfvyaPXSeE3Bg8D4LvurDzIvCCL+/jvqB8GVOZMZChl9/8Rz+K+//We4OvIylpTCWIsc302NHLQGfDi/LTAMIw4+L8JB4v3BFkG4BB8l0ZB5afwbFzw0uojqlaV0bHH9mxXBlrKxl2MVjAIUJMxXI2GGTE+nWeR/aFw43Tl2ogkk2H5UlphBe+PJixE+CFL20t7Q8yLspP47Gjl+Gyyx/r3ce8K4WTJCX11/O/9y7tluBJNkGDUgGVm3GqokCSHuElECW4oHk8xMSBGYiGiPBQi2jISUu4EYUX/H8DwIAPKpzt0jpme5RLhCfsBGxCTxd6eMvbaNanMJ9SDFCorGpoGXdWFCYRKA8pKV0ZJpzEwgX9nNaltjZsxISZ0PUzgY/cgorMDS+h1w8edgL3A2mkw0qq82WgrRNGEnBdBOfXhI6Uy7sDDPoddZ0YZX4MqQR+5H/+GAol8Jt/5/7Ka0kqlcJJhilBjG0kDTCquig/3cuV0UazzJcxlqYrEgsnDLMf8D0ew5UhJwLnnqW/Vgun2w/ExwYZPsCobRuAG3LiHsguUKMzwOCa0Xl478o5AMCFe06P2m/X0JG+IIOAJYAEMgZIIsPQorxbt6hvUtLs9Lzvv8vkpzBwghwRChBKaSe+wRbIjVOCXBpSOzIAAVUYaCGse1+P+RpcGQRGws4MVGEGc2CUDg1fLX5wYvAhkLyT/kdzXgTCSJyQD7ZeJZyEh41Aj4md8qvBMBj2CLzcSu6M2PSMxN8SpQSUV6GE8mGQK0M7KKrlWG3YhnFrcOZUmLCQslKYcWiQCwNALgov7wX7YPrPgbAjg+YD8GGGu4ztm2oXeuE7LsrX1uy8oGPQ5L6gdchhIVW1UkkofEQqganKNRwhwAGdm2Qqc3z/Z/4p/n+Hf63V65xHjXFNQv3MoxLE2IY6L1N4Wrq/MHWuDKCbCyOkK5eebOXEuGz3CTx2Zl9tGxpQnjq5PGifuM5eXjiOjIWT/X+Bu7gy/MG+08+ebFNARheAwbW+J74ef50xoDEIXsxI9Fnjqruz01YHlp/pvW4IZFychz9wHF5wJZCRlJS0kVIZAwE2hMSUoiSwocpl2m8Bk8NClLkycpgyrCaXhpmva2FKQAgNMyicBCjzZSgF5LBhJrot3VHnpVZRhpvQPD7I71NqlU8HwIU+LB684Ik5YwBDlPPLCi3lYXbKqoItt64Mvr8lmPBzXvjhJRVgUXfJJFAe364iMGWfe4srz3XyT8qDYT8C5ndbkQvAxDOVQAJOSIke1pmssCKcGyOU5DMGMqTSg/ycPvOiLKVK4Se0swXIhVGGkxAoyFpei/uD0pATg9pxcEHbslVSavJeAHCgRVP4CN3tp2nuvgCAqcoqMGMq53NwnbQxShBjmyjmwvAVcmUMBRiAdmLQwG1IWIlUAhftPYWvn9o7E5hBWl9RMwMZdeCi0s8Gg4xZAAxf/PXnawrFohgNYKyvdLtQojK8vkLwgmsIyKDvwZAEnk2OjBi8SBqmwmSvH9pHUtI86Tt/8BehzRMGLoAgBXNlKD0NmLGcgR7C/Fei3pWhc1pkxtXBQkyAMqSEQ4vMbMuvZmLXYdN9f1J9EBAJK3FABS1zoEc5LwQw/FNKBWTYbZp5md8+HEri58NwQEhEUWfGGGJhJrxSSbBqCYEMrzKJ/7tNrgBK8JmbPBgENDJvXe7GKPvgACMMMsrwEVF1ZQCOMyODLEFDxYHR7lrLT+wZcmOE4IV+HnZe0HEIhY7Q+iH3BT/OfvhIQVDJTrsAQyqBf/TJn8Tv3fArrV73vGmMaxLqZx6VENk2UFuAQbooP20HQWMADF9970LHYraaBpx9tb6iOg+K3fX1I19TkBNhH5376QAIgP4gYiMARnD9TQIYMbX9PHWNITyw/MwgB4av2HczBjDOy9zj0/W8kFReiA199NG9996Lq6++GsvLyzh06BA++clP1rb/xCc+gUOHDmF5eRnXXHMN7rvvvmjbf//v/z2EEPjH//gf99q3pKQ6lbkYtCNDZWYgLcoBt8ppmSgdAmaArnJR9mHaKCGAnKZhwyWUEFB5ZrfFXQqlU0EAWVaZb5fx5UIAeaYBBD1ytiz28NfJwu1iAMPuTwBg6Hbl8am4MOj4mbZ07Ox6oNfL5vN2grereWO99Z1+6j4LQxXoRBttwp1LJewy7bQoB862jQ2tcAf0NKimfuwg3HMaAG4IBrkZaB0qUUrbCJU3LVTZjh40zz4gGh9rpvoHPdbVxPa3riaVvvRr1Pu7RqEdvK15Hesqj+a+WJcTW3VkXeVO+Eg1lCTDusqwLnNMZe4AjCk9pAs7ksIa65pkXnNiJIixxTVkoPIti8cb21DlhK7qOqBr+oLtXTk3U5jRR3R3Y33P8JPD+p6sEyzoCiQ2A2Cs7xFY31O9i9S5n4GwidTnM9Tm5D82vODiIIPDx7ZKIGN76IMf/CBe+9rX4o1vfCMefvhh3HDDDbjpppvwyCOPBNt/+ctfxotf/GLccMMNePjhh/GzP/uz+Kmf+il86EMfqrT96le/ite97nW44YYbZv0ykuZUKgNkDgsvLIjwn+clzEBlmXk46+t5FmZYWAANMvLMrGOgRJbptravzJnvLBN6ubKwg7UlSFH38IGIWY/61LDFQIq8bEfL7Hxaz0AJvV8iCjCU0xYW7thlBh7Z94a3gRdKwn/aROQ/Am34ex/qo4eCETyB394SOLjP+bRiv9s+pABK0FEYWMGBhAslSpCxLid2UK8H++566yrHmppYoKCf52aQP7EuBoIQaxYITCoQounhtytUVvZp9k8/9HJa5s6bsHY0P68+ZGC+LKenMmPTOaYqx7rKzLQLMwhe6IduS/OStp52wo2V9MlKGqQ2A7wuhHAIyKiraNFloEzwwll/BJCh+xkfZGwWwOCiY9YVaGy0+yIm/hm9bPcJOz0reMH1bYvHcGnev2JKAhntpcwdqyEPZe68nThxwnmsrq5Gt3v33Xfj5ptvxi233IJrr70W99xzDw4ePIh3vetdwfb33XcfrrzyStxzzz249tprccstt+DHfuzHcNdddzntiqLAD/3QD+Etb3kLrrnmmvEOVFISgOt/7G78rR+9u3RXZD1cGVk50HYH597A3YCACswQerp0c3C4AAdYOA4MAgy8jfDatnhYYMGdFfQIuTK8ZfZ3MRRCwnNpsOPBFYIITl4MVJc76/F2EYAR+u1u/C1v81sf+Hn33RaKuSz8NhZaABVQEZq2wMJzY/ht6XnFiaHKJJeuW8ENxeCOCwoHKJBZl0PpjIi7KxofbF3thMgMKJnYbRUGrviuC+4gIcBiHRcMXsQqj8SSd3Z1XxDQKGSGf/Df7sAL/uvrWnxo5ktjXJPw65K22ik3VhLE2MIaOjjJofAti3+FSyezH4iFBnt9LU6b4cpoMwgn58HgfRgRZPQBGF1dIdX1649BG5ixGe6LixpKq/LP6izdF1z8u+lnXU/a2jp48CD2799vH29729uC7dbW1vDQQw/hyJEjzvwjR47g05/+dHCdz3zmM5X2N954Iz772c9ifX3dzrvzzjtx0UUX4eabbx74apKSXB265W4DKuACh4w92IA81K6EEMyVIeC6MqwzAaWzwXEpsPATghkU2tEUUuIBD/5woEbNw18vFlISSupp5Sfx5DLrOFVKIi4M3TfKdmDHPwIoSCFIQTDJ0dBLnJY/Y0FjRuDCoS7EBHDDS5zlLLwk5MYglZU92DyWIyIGMmjdMmzEhRk+0PChRt2DQwtbGpWBCw4vSuhRhn2Q84I7Sxx3CblPmPvCDyOhfshREao+Yp87DxdoKHv89fTfffCn23w8knqq7c2VnXJjJSX23KJqAhihCiVc/oDo0skzOD7tn5CzjWjQ99iZfaPEZ+1dOQesnMPJE7sAAOrkwuA+AWDNFE9ZPNEvvnN9j8DC6WEDzi4JP2PJPvsCjL7qCnDo2Pr5M8dyX4iVdZw8sQsr+86O0h+gL1DGhBexcK0YWNSZzrt/KFO1knaii8ShfQDAo48+in37ykpMS0tLwfZPPPEEiqLAJZdc4sy/5JJLcPx4OOTv+PHjwfbT6RRPPPEEDhw4gE996lO4//778b/+1/8a8GqSksJSGUCJOEHTSpj/qhyF8vlQ7nNWvcSWYoXQs834XFFHtm8Awqwqy22YKquwlUyUshVIBP+xoVKsMNuF3m6lOkm76palPPgQzIXB/jvuC8B1YEC/BneZmc8ARsWxwvNm0DbY+qHnHFQo4a7f/Jq97QyV0m+s/3YAKKuSsOfKfIak0mleMyUgAUihS62WIMNUKVGUJyMzc8tpCCrHmgFKojD/YfpzknrCfOxZss/CQAM9T0IiRyYUCpXZRN25kJCqrEBSmA9Zbi6CeHLOJvmJGv1knrr/MpSG5+gIQRhaN+a80O15idV46VT+XCpK4Jk5zzm8IIAxlVm6VeNpjGsS6gfQN1e43vSmN+HNb36zM49urLz+9a935ve5sXL//fdjfX0dCwt6fMZvrDSFp4yhBDG2oFaPXYO9Qr81p9R0tH5p4DRrmDFWghmfwIuV9dFABqBhRttSqr42EmRMd2WY7gr/+E3Otk/cupEAg4vexrOXjgcvnP6Vm9l8qCiL+Szkw4sLsnEcR3vFBCceuxL7LgtbAZO0pBp+fqJY7X379jkQo0nCHwQpVZnX1J7mnzx5Ej/8wz+MX//1X8eFF17Yeh+Skpr07bfdrcFzVjIICxeUGeeBVyUBgx2iBBwe3BBSD6DLUqywISMaWGj0YKuYWJihACk07BAagNhqJ0IYMIIq0CBQ4UAN8yIFgxstVKnm4YMLNk3wwq7nOSb8EBKadk5LDGDo56WzxcIKH4pQOz7PW1ZRDIIEFFpWmceqjzjzIodZKf158aGGVMIO/EPTUglkEOYjVy4DCEgAQAZpP8BUtYSARllyFYCZ9qqTkPhzM81hhp5Pdhr9z5Zcta9H/29TXrVSWtWDFvy1hpKLBqcj8IL68ENH/NKpGm5kFXhBjylzb3D3hYUZ1L9Zdv3v/yyUEnjoxf+68XjsdI1xTUL9AO1uruykGysJYmxx7RWTziCjyZbeB2ZcufQkHlm9oLGdVAIX7zqFx8/ubd13SDELIQ1gx4IZdaVUG9c1A/s+MKNYNBdRAxMexeAGiSDHZgEM28cKMDktMN3THw748IJrLJBx6FmPApgNyGgb1hVyY/iVSUgEOwFgSaTT+VbUhRdeiDzPKxcHjz/+eOWigHTppZcG208mE1xwwQX4sz/7M3zlK1/B93zP99jlUurv+mQywV/8xV/gOc95zsivJGkepDIBEFCAvXFtn3NXhpCs3KoZH0J461OfdkApSleGAoRkA3ad/MBMGuABAeTG0Sdh5tD5sQQUdhxpruZtG2HACmDLstrXCtFcfjX00xmDF0DVfWHacIDB+3RAR+aFhtDy4DT1jco6oeV2fzzA0Th+GtmFEV2sBJRSpSNDCUiljOlGQLFyrH7ZVSmqpVQB7Wbg0/yDSuEjvOwqBxkZlFMmVTs/Mm+adt6DGUAY3DQcy5BTg5dir4MX9NyZVmVlkKa8FwCcXBe0vTr3BYAKwKD+LczwAAbNL2qc5En91eXmyk64sZKuereYVo9VY4i6uDK6xNWPHWLCaeIQkBEDGFxjujKoROisXBkELEKaLgtMzs3mrv90WWC6XHpm87Vu2xktmekIJVjrAAZpCMi4eFc1X8ZYIKNPTpqmsJK9EWCxeuwaLB34UuftzYsoxnhoH120uLiIQ4cO4cEHH8RLX/pSO//BBx/ES17ykuA6hw8fxoc//GFn3kc/+lFcf/31WFhYwDd90zfhT/7kT5zlP/dzP4eTJ0/il37plyqW0qSkNvq217xTQwswR4U0IIO5MVznBQClyvGfMtCChZ2QC8NxZfhuDgM/9KgVelox4MFghh9mArD9yz13BlA6OOginDswBoSVcHBRzgu4L2g9CgcB3DARATcPhlluHRLkwqBt+gDCPhcOqHBhSHjaV9DF0aSQA6OuLW0o8vvK53JoQb/JFlyYcBO9zISQCKUH7kq/LTRNbgxSgTKcxJI6BjIKQLspAuElTqgJYJ0ZhSorjknzweLXEF3CSZy8HQ7IaAYXevuiMu3DC+qbuy84sFhnv5fTSv6LePhIQYDDhI+U4CLTX2vz/Lrf+wX86T+6s/Ux2Yka45qE+mmrnXRjJUGMbaQmmNEnMeClk2dw6eQZ/K9zVw3at5AdigaGXWBGG4BB6uvKmO5RmJyubmeoK4NARh20CO7PDEDGdLm6D6H9ioGNsdwXQ9UGXnDR56ctzAjBC64YyLhy6cnGvr9l6WirfYgpBjJiAIOUQEZcEgKy09V5uI+uuuOOO/CKV7wC119/PQ4fPox3v/vdeOSRR3DrrbcCAN7whjfg6NGjeN/73gcAuPXWW/Erv/IruOOOO/CqV70Kn/nMZ3D//ffjAx/4AABgeXkZ1113nbON8847DwAq85OS2oqAggBZ/aEHiRIWGFhYIGDnQ+kBuHVmsPlQgBLKhIEANn4EAAphR6yCh31YCwccmOEsQwPQAFzHBAcXAfdF7CcjeEniQwvbSbldB14AThlVwIAe6j+QB8OGhngJU8twEgZAAGcZBx0u1GDbF/D689YJvXZqHz5UZTMlylwnTDZsRJX9CGVyX0DZPBiC8mAYgEHTZSgJ5bfQ69M0VAZJ77MowQZ9lsiNIVWOCQoGL1AFGfpNQjC8xCyzMANAoXLt0DDAoZxfrpqHPnhGhWf54YNSfh0Qghh6O2HXBVAmI/XDRgDYvBfU19T2J6wzIwYvCFhUnivhwAtpnBdKue6MLtf7O1VjXJNQP221k26sJIixhRRyYYQUCjEZUtlgXU3wLUtH8Xixgq9P28d4k3yAcXDXU3j07Pn2eRuYMeRktlVcGTTwFwqYnOn2fowJMkIAIyYONqa7Re0dmi7aDIDB1caV0QQwSH0cGRdNTtjpdTXBghie26YJXiRtXb3sZS/Dk08+iTvvvBPHjh3DddddhwceeABXXaXh8bFjx5zSZldffTUeeOAB3H777fjVX/1VXHbZZfjlX/5lfO/3fu9mvYSkHazr/sU79disvGldjtUgdBgGuTJA83V7NiaFyowLwh078sAQA0rMhnLm1ICAMNvh63Bnho5I0Uto3wSFiFBYihkpC7tTZVuSCNy0tGd4yc71WfgHMQguAFRCS1jFEqeMqu0HtQDDny4BhXBghfL6tX2HoIa/z23Ux5HoA6suq7Lfb2vOUTqkxP89pkExzOb49ShP8smhhoYhZX6MIMgA4OTJAKIwozLPn2/3J7Nww86L3EFvCy7K1xkAGR2dF7HQER9ghCqPcGBR577gbZUCvuk/vAVSCnz+n/xC8DgkzUY75cZKuireIvIBxpKYYLUmfGSvmGBvDnytKKJtSBdk5/CkXA4uW1fuR+CiyYlOIKNLQppYiMkYNNYOeE+GKwR0VVdXhmSHMV/XQADoBjPGABldAIazntlf/jqyHuPuMeAFMAxgkGIgoy284GoLMji8GEM5FA7k3U/TyY0RFpWnG9pHH91222247bbbgsve+973Vua94AUvwB//8R+37j/UR1JSGyka65HbQvrPq4k8o0k/hcmVkbnLbGiIcWtoJ4fpNzdtCrq7Tsk/TSUTKIhMlCEi1iXC+s9hEnUKnTujDmjYsJLAwcgbvt8Vd4IHLti8WPhIeczrAYYd33oOidh0zFHB23Hnhoq1i22zrxS9UWyWghPdIwhUKAWb21WV+THIkZFzlwbKnBZlgk9dqQTQg/vM5K/ITfUSDjVQCzIAJ08GUHVlAI4bgy9z5jMVqj5+yYcaPrjQfcRDRnRb120RStpJv2PkttD9avcF9UewwndfUO4LvX44eWcJNWBhBr2nSglIWYKMeXZkjHFNQv100U65sZIgxjaWhMJKJnFm5AQ5NBBrghl9MurSAPLrpzTMaHPy2rtyDqdOhiEMlxr5ONCAfBKp4ClbfHumu8WGgIyh8CKkrkBjDIAx3at/9Md6J32Q0QdgkJpABgcYF+cuAevrxtidKTyj1rFf1DuNQkk9E8ioajNyYiQlbXWpHCw0hI33eeiIEqaNirYzY00DMty2ZZuywgjMwNWGmoRKsjIAAtC+oHRM8GW8DUoTAA854RqS8igILYAKuNBtOchAJf9FFGCY59xVEXVhxJwXXr8OvGCvQwl3uqKhP8rsc0QhIzB37QlU0G+1Py2hbDgJ3eXn5VYzxa5HhXttOkWGDArrMsdCVsBajSIgw+bbYDSP8mNIlSODcqYBDRVyIW2wCA8x6aoKxAi4LYLPlVsqtfq8v/PCrzxC+TEcZwXtg4UaYXhB0IJDjNEswNtQm5ETg7QTbqwkiLEF1DaMJKbdxk7ZFWb4Lgxfda6MoSWBvuWi4/jTxw8M6oOLAMZ0r8Tk1HiDDJUBZy4Fdpt8Nm3Aha9Zg4xZAAxfTUBjKMAgeEFSktmEB0opgesuPtbY7uCupxrbhEBGW/eFDzLqyqvuZq99RUwgoUzN+6SkpKTxdO0b36nvfFNSTgYE6LkO9zDjPIIG1NBvJ9gNa96WuzXghZiA2ETpzBAFbDLQEmYA9jY9AROpymlnGcuxwV0agM2JYd0aXRUpuVoHL+z2OgIMP1yFA4rKtLOPPmipLm/8SRnFhdGtH6c6CWDLq9IymsddGWWFEXJmGDABP7GmKCFYDGQAcVcGADCAYZN/gvqg7bglVtuKJ/7kOQ78+RxcAAjCi9KF4cILAE7eizqAwZN5xkJHCv+5l/uCAIZk85UCpBQGaOk213zgrfjSy3+28zFLmm8liLHJ6gswZMAH2QVmNAEMUsiVMRRgANrCtn+3tjg8c2bXoL58B8YYIMOHmmv7gMmZ/v3NCmRsBMDwJSfAdDfvS//v8Zut198bXpHe1yEwgz5jj546Dwd2n8Qkaw6/ahJ9/vuEjrRxZOweCd4AyY3hiy7ChvaRlLQT9E0//07OBFhuC7jQwXsOwM2V4bcjFz4BDYsswEq0Igg5ovkyrPWDQRAzELehLbLMfKEgLMywz43c3xQXbDTKuzYI5ccIwgugGj5CbWoAhuu4gDMv6LDw4IR1anCFgEZs2Zgiqw7gwg0zvwwrAQs1MbBHwQIMy9l8NwbKhJ8wYSXlc8AFF/5zPV2GpdB76IENni8DtB5coAE4To0mhX5TQkAjBC/8kBGaJnih1xvuvqDwEgCV5J2++yKU+4JABlAFGMo4r579m2/DV374Da2O2U7RGNck1M88KkGMbagQwODanalakNEWYHBdNDmBlUwPCI+tn48n1vuVTwVgY+5IfWFGXfgIDYy7wow6RxYN1vvCjK55MppAxmYADL1+eL7yftsb+4nAi0q/PV0Z9LlytinzUUAGfRf6KAYymuBFXzdGAhmlFIZnAldzerGQtAOVoXQ4mMSeTs6LgCvDfc4ghNeOxqsEMsLAgh5xmKHzKmpXBVU9sSVU+bpg+w+44SZg8/1pet651CpbPQgyzHNehSTgvrDrNwAMBKGGYNMIrOM+bDu+f/5/eMtHlokistMgxsDAhV5WJvLUjosywSd9VAE4lUr8sBLn974FyJAqR6aUDScpFJArKtuasxAT01ZoNwZQhpvoHvUHrMuVhv+75ECMgOOC/rcBF9R/X3jBq460qTzS1n1BoUUEMeYxrGSMaxLqZx6VIMYmqsmF0ZTcs059Q0xiOifdmPwLF3Ruga4wwwcYXPt3n20NMtrmv2jryugSTjbdvXGujBjI2AyAEYMXvtrAjLYAw/bZAWSE4IWz7QEg48KFUziw8FSvdWPq4rxIYSVJSUljyZZUJXcDORoYzNAN488tzCCLhA9BKut0gxlCoax6QglAadAjUIaagK1PrwFs+7zqCB8scUcArRoJMak4Gvh2vG6j8ILWEay/FgAj7sQo94FPV8JJ4C6r7G/Naxp9bOkdcx5CYiukemEkfogJDaSroSQuUPKf14IM24Y/5yElKGEG4MznFh1+dRELKykCF53+HfkQtPDnU4gIT9bJQYXeVn94YfNgmNwWThUS476QzJnhQovMujA0rMgceAE6d8iUGyOpnxLE2CTJ48/tt553C2FFTHCyBnSUAyRdoaTOhXFxfhKPF9XkBj7A4Lpw4VRrkFEHMEhtXBldE3jWuTL65tPZTJDRB2DMyn1RpxDM6AovnP5ahJfEAMaB3W6iza4gg6AdBxjn5AKWs35VVOh7OEboSCippy95/LnILv384G1td9FF2dA+kpK2s77xX98NoQBBg2uYsRqBAwoFAWyFSXJU8NwZZX4LDRoIQPD5AJxwFDt2pComKMeSdkwphA0NIT5CgMJWSQFsqIkTNmLaC9Br0/MFK5eqGNAIfZuDsCKiELhw5vvuC7NRp1JJC4Dhg4q6EBGH0YQAirde21Na71Mfvfd16ysBOOCihBf6ebmcT5NTAzDVSAyNKwEHAxJAA8gAm8ef+yEl1BfPgwHkgZgk687ww1QCKhgI4e2a4IXefrPzolw3DjCcRKFjuS9QBRjcfcGT9151/9sBBXz1lp+OHqedpDGuSaifeVSCGJuoBTP4WG/ptmgKI6nT7kzheNH97a4DGKQ2row2AIMr5MoYWn2EuzLGKDAwRnjJWKElTdsZojqA0QZu0LFevWh4GAcAx5Wxd0Unx2xyX4TUFmTQ5zukviBjd7bGr3c7qYsbY6EF4JgnpeokSfOub/g3d5fAAgpQwnFNBF0ZdqAH1znhPe/kyoDpPOTK4MvgL2fzzU5SaVcKNYGg14dy5M1/Pvnp0/9Zlf6MiLwTuDOGiIEDDh8Euw5pATBc90W1LV9utx0DF4F5Srj/GzVwzGQBRQBeOGElKEGFVEAGE07CXBhUqQRwS67y/BjtQEY5r4CBIyrT2xXSujAIWHAHCKBdGvw5VxH4WPkDT/48BDRi4ILaxNwYfKAslcDUgJW6vBcb6r5Q0O4qmLdJCVz17nfgqz/+L6oHbYdpM6uT7ASlK9xNkO/C6Aoz+uhcD0rXBmBwxWBGV4BB2r/7LKaFXnd9muPc6cVe/Tj7YpwAyhD0yZnh9HKoK6PVNpZFxYHRKvHnBoSPNPcz3G3ga2mXBgd7ltYwyfvDkTqQUQcvuHyQ4ZdX5dqdrQEAzjP/zymB5Zo6fysDIIQPMJIbIykpycmDIQCYcAwhGcyw7ofSbUEDZCH99c2DlWjVTgozKUsAQWNWxaZt4k49WtL7aPqmdsEQFJTztTtEGXZS5s4AmEODn2bN9RDtQzlf6cQLXcRG3C7IcP+3ghd2HoIAQ0Vhh78u22agbZ0ro/Z5G9Hnos0y73mZ2FPY5wBsKAmgIT7PjWGhBeAk+SyUALJIiIidp50SUihkQhpoUea74DCDEnX6QAMoAQU5MbrcFeewgq/LB6UcWvBlMXBB6zS5LnSf5Tp1zgtl3BfUjsMLXi6Vl02Vhq5ZeGFdGfRhRgkw6HsOeDAzKSmuBDG2kBbEJAoyhrgwSLuzNZyRw0FAk2jw9+jZ83sDDAAWYJCW95iB3wgww27DDLCHwoy+IGNtn4AZz3bfZouwksJwqLyjWWBsgFHs6R9GwkWfAWcbRT4qyGgLL7jaODJ2932jA6pzYyT3RVwpnCRp3kUfX+IP9GlWttKI8MJEYKGAErDVRSjHoe3HSxIqTDsdZsJAhq1uwvpXdGNcD2aokgnfRw1SSphhAQTtCwsrccJNvLKrlWPhODQEaphy9FiW61enK5VKMm9ZBTwgCjCC7onAslDbwdrE057/lvBwEqDMjUEDbggY4MB2OgYy7AaYK8OZh3Kd8stitquBht0Pni+jhapOjHbggpbHcmD4oKJt3gsfYMSqjij4jgsGMAhoAFWAwQAHOS4ch5U57oKgxhwohZMMU7ra3WA15cLwXRlDknuSuAuDBlJNMKOrC8PXhQun8OXTF/Ze3wcYXMt71kYFGYAebI8BMgAgfya8vAgcUqEAuYjeIKOt/G3XQY0xAMYs3BchgGG3Zz4vfWEGwbY+AIMUAxlN8KLJjRGTDzLawIt5d2NIDM8EPq+lzJK2t6555y8CUmjjgDAAQpTgoQQXyiTSRJn3wksASlRBgIELDih4SVYzgPFLrDohJpVHCSsqYSnCXU5Py+UGhPBEoKgCDQA29ETvtPkX+nr7p+dQGwciiMr8ELyw23PcEXGAEYIefDux+Y3qckqbwemPBryi5neQ576g54Qkcj+ExOwnlV119t0HGXY+AJShIxC0DQUfZthQEwB+KVUyE2WBhJ4xyz//TSnYBzAELqiN78aw08x5Qet0hRd+6IgioIEAtLBODBhIUS63oSO0zDouUAUY9jsu7Nvz7F+5C0IKfPmn/nnwuO0EjXFNQv3MoxLE2KLiMKPJhVGX3DMWRlIHM5oAxoGFp3Bs/fzaNkMcH3UAgzQrV8YQkKG83Q5Bi5hmATLq3oLQvuXrWxNg1MGLyrZ7ujK+Zd9jnddpUhfnRV+QsTtbRKFkJ/fFvIOMpKR5lB5EMyhgQj4g4LgazEimHFw48+HADJVrOOCXVa2Gl8AOVBQBBuWuG4UZgB0ZluElsDSlnGfcGzR4AnNV2AXsOVDG4fN5nhzQwY9nU6WSzJ1XcWQ0uS/ApgMAo86hwdv7/TjPwbZV81pGF3NS+DkwnGbeMj+kxM5HOdB3EEUEZFAp1UzI0jnhQQuCGQUEcvPhyGgbJj+HntZtuCj8JKQicMAdB4YHLGidGNBoAy50H5nTPgYvCpMTgxJ3tsl7YeEFYEEFwYtK6AhN03ePwwt73hDe9zwpKawEMTZQbSuSSHbKnXaqNF2v87I1PO2NbP0Qk4vzk3hEPmvQdqi/8xd1fMVTa+1Hxm0ABtfYMKNreEnod2rNFHjJz3Xb9pggoytDKpb1g16P6PGx22j3RXQ/OoIM+pyOoXNyAcjHDR2p06pax5JYsOeMDOE7PUlaKZwkaV7Fq4po1wRzXJg25MwoHRYK1t4d7ANV1wWbHwIUNgcGVHDdIMzgYSbC6w8EYOi1qCqYYRBFv9CqU4Pk30BvW6nEuckecmX40CDivuB9dAEYFQAS28+xnRldRQCD3hd/sefIIHDhuzRsTgwA8EquAuw8HQAZZZs6VwYQDycpm5f5M/i86usKqRJO4oWQ0D6GwAX9b4IXfZ0XSulwlZDzwlYdYfCCQkViVUcQcWEIxefrZYLB0p0OMVI4yTAliLFFJP0TKdOCSUK57pd3alDbZJ5tQ0zaKNTH+YtngiDjwO6TOHZGj/i7wgtfY4eYNLkyIpDdUbG88SCjz1tYLFfndYUZm+m+CKkNyAjBizNycTCA8O/K+Dov0r/vxqhL6rnASrsRyADc80gd0JhXN0aCGEnzqGffe5dO6ClFOQ7LSkeEzYNh7nw74SMSehRIkIDcGxxUoBz7CbhgowQX5TJbxYSBEmoHAikSFWBBgx8bmsKWV2AGkRg2Zi7DSBDNlWF/27v8pHmnhGA4iQg898qv1jkwumx/VAk1s/59YEGAo86dEZIPLzK40INKr1ZCSwBEw0uAKMzg4SRuuw777B3UWO4LasvBBf0PwQtaFoMXtC2ezDOW96Kv+8ICDJ6wk57T8eIAI+C+oGkhBZ5z19344uvu6H6Qt4ESxBimBDE2SCEXRh24APTghGtBZK1BRp9qJLuzNXxl/QIb1981L0YdBKlzZQwFGKTFXetYOzXeR9p3ZbQBF74IEHSBGX1BxlgAg4u/5hDQmIn74pJxnBExkNHkvIiBjAMLTzVu83LT5qRcwkq22nJPS7UJK+EAo05tgUZSUtLOlsqUHjAIghZ6cFCWVVUWANCgwubLsKDAjAJFCQmcSiXmoWDGvS2qmPgwg27SV9bhD8AbDClnu+40awfT1nlO/wIJPbv+tFVARnV+BVyY5SF4oduI6HLbLrAd/tzZjwhQib2O6GVk0+Wl8x7Sm1rXXkAJ5XRbcWSgBBRAmRMqlhOjgiaYI4PaZgbQ8PASvkzC65P+N4STtFEohES/riqscP9nlVASmiZwwZd1cV748CJWdaRT3gtK4ElvIsELWbapwAvpzet8dJPmRQlibLCawEWT+roy+qgLzGjr4vBhRluAcd6es3j69K7ocilnd5qb7lbIV4f139WV0RVk9Akf6SofaJy7yLsg3ILyQUbb0JE+joym6iRDVQcvuBsjpBDQmEc3RnJiJM2lMkBRaIgZcCio0rXAYYaCDvYw53We/BOAhQZONQGnD9M0ksCTDBKOU8ODGdVlbns7kuV3edm+OaEkYOuJqksDYO3B1uFmiprfuODpIAQCGuCFXUbuC96msjywXmT9yj76AEN469dpyKmPwQzHaUGwg57yZW279oCHDzIsiDAgA6h4L5iFSC/lUITnzaD+KZknz33RVJkkFj7iL2sCF/SfQAT1VQkj6QkvCFpwiFEJHZEevPChBQcZHF7QfB9UsPY2pIvP36FKToxhShBjAzQ9/g2d1/FdGL7qYEYfFwag7x6HtJytD65W4uv8xTM4XYwT/uEAjN1mwHpmHHcHAEAAU8NPJmf7dzMrkLERAMPX+l72xL/4G6LdBaQUyLLxfrWuWnkKe/Lu1pYuICMEMMZ0Y7R1X7QRAY1CSYS/8TtXCWIkzZOuuv/tZrQmygGt9h0YyOCFk4DGcgxwyHJQSeVWlYCbU0OhWjoV5QRf5sMNHjZC+TIgAMiy8ggPM3EAB9sOlVnleTOcnyZqQyuxcqoWarB2XM5XPgA5om3ZaDwGHkJQItQ/hxnBfmIKAZXI8+i22mynTs6Hgqa9NwkljOD/HcpBUAEIVjIh4OC8XUpYkAGY0BILILwXZT8wXi4Mr3/bTyUXhnAqldj5gQ9LBWgEwAVf14cX5WsLuDEYmKD5lLBTJ+8s16e8FwAYtKi6L6QSDFZ4ACPkvgCqACPmvgiFk4BNK+Ab33o3hAQ+/3M7K6wkQYxhShBjm4tCTKhCSRPACCX3BOIAg1Tnyoi5MC5bfhqPnTsvuIwAxsrSOZxc7T+qjjowdhfDQUag6+murQUyNhpgTONmGPcipat2u2Ef9L4OhRkrS/pgny4WZwIymtwXfUAGBxhd4EWTG4OrMPBz9dg1WDrwpU77l5SUtPV11Xv/P5T1EKAYCykMDFDlwMK4H+zQzybVM4BDlIMSQQNuGld2qWLiLXNDDtxpAhIKsKEugg1o7EAKcO7agkCG7V+Vy5r+G+DguDJILGdGOATDnRl0PvD5AZChn4vgMuX3Ibz5AkHI4fQvqutX9qEFvKj9RbZvFGscOl6snR4MG7Bm45Sa82LoAXwZUsLBhgJzYxgYUi21qoEDn2/dFzaMRJdP5aEjvF8+cORwI6YYuNDTcWjB/8dCRpzniDsvANSWS+XwQskSycyi6gh9dwWDID68gCw/UkIK/I23vBN/8abbo8c4ab6UIMaMtXrsGjudtxyQNLkwfNFA59wMQypI/qBtjGSgNNDsCjMaQ0iGuDJquh4DZADtYUYMZGwpgEGydzI6dLw7noBziCuDPlekviAjpFmFjvQFGG1VbEAY2laWviYadp4chtWSkjZGIiMIgXKgATBYIFyYYYiDdj5E8mVwmOH0rZxBCrknKiEm5Q31SEgJm0e7xECL3x5gUMV/jT7QAJqhhj9tj1eLc0agSQhmhFwXMXhhn0cABLVTgb6orf8f/nNvX932ym4j/JrjZ0OhdJ4L2yn/wJinJbgoPx8C9DaVIU0ODWFuDABOuVXuuuAgAwjkyKDX5cEMP4yEfi841NDtTL9mJN72TriTCyMQThKCFrxtE7iwx8GDF3VhI4PzXgSmG5N2hvJeeHBDTwfW3UEa45qE+plHJYixgaIBRB3M6AoweDgJDYC6hpNwF8YF+Sk8WeytaQ08U+zGsyan8LW1fqVYY2EkbV0ZnfNfdHFltOx6rPCStuv7IKMLwBgjfKQVwOBqAzMC8GIxUJUkBjLO2xM+eD684AqBjMuWn67ZSQ3qlrJ1fG39Wbhi4a87AwzuxohVJgkl8/xruYYVMRnFjVEHL+bJjZHCSZLmRsIGV8CekE2YiD4vEykAlFK2jCqAajiJnuuEjwAlwxCACTVRJQTxKpzQIKWurKoNOyEIYjbihJn4MAPlOrZPPk19KDPAVwAZ7bmrpAJF7HG0hzOq4ClBRNr4wIHNawQYfn/CXcfCkAA8ifbB2wT20ZnnbAthsY9bVLyNMy3KzxOUhRmVht6bUQkZUaIyzcNQQqCCLjFoeUx+GAkHG3XyB6p1OTDK11QFGyF4wZeFnBcUNmL7le50NO8FBxiybOM4LrzEncIBHHAAhpDVeRZMsP/ldCRvxg5SCicZpgQxZijuwuAqlGztygipKannslCtQUZTGEmdlsxgbrVDvoymPBhNrozeCTybXBk9ux3qyuii9ZVyOm8ZobAh7os6xY5rjfsipDaOjDp4MURLDFqsqgUsIwwxLshPRfuIhZU0VSIBqt/3rg6NeXdfJCXNm65+/1shMnO32w5EAHtH3J+GMOCC3UH1k3wquCVZCU7QTXbnVMYgiGJ31z2wUIEZ8PqhZRmDDBFnBuBBEeEugzO/HHRpgKHKQXlkrNx2jFBpVwEHojI/CC9izwkgxAAGvOXsf9k2/NydXx4T5zW1gRf8+MObZmEjlJ9FGbBUfi4Ec2TozvwcGNyNARYy4oMKARdqlM4GTwykEJQoVLndEBix+9LhAjIEL9z9qgcXdl5gWch5AdDXJey+kCYsJAovCG4MzXthwEfIfVHCjQZ4YaavfeM78bl/fXvrY560c5UgxiYp5Mqoc2E0gYuTauo87+vKaNIzRbVE6lK23gpkdEnkGXJljFKBxLgyit3m+J8dbtkf4sooejKktuvJBaBv5MNggMGUn8n0Me8IL7jqQEYXgNE2rGTJO3AXTU623kYbtQEYJ9UUK8I9TfNzQQhokBujC7yYFzdGcmIkzYOyzPgvDGggqAAK8QCcwQYHGwrKxKELsxqHHjDLWL4MDiJosKpHjnrS5OFwgINk+8CXxaYJhjjQg8EMeP3Ta/chBtw25X9OFNiB5LkwOkiFwk9C0CI2PwIzYsCBOzCc5Rl7npXzbUSDN9/2kalK+AmEe2iaDwKYE4hehJmWBmQIDc+EFNp9kyk9WLaOofKDIGUGIRSEALIM4GElhdTggufHAFBxZ5AoTwa1oeXBpJ0e1ACa3Rq1h4VDjJpwEg4hOIyIgQtap1fYCGga+vgDVeeFgRC0zO6Q8t0XLZwX+sXHnRcUtqZYO7B2O0jJiTFMCWLMSDEXhq9YiEmXEqo+wOCqgxldXRghgEFqcmXEAMbFu07h8bPh8BXuyjizNmJ1lF1leEmxS44CMoD2rgznEClgpDQN7baHZqgxJrwgFbuGAQySDzL6ui/qQIYPL3w9U+zG/rxdqVauk3IJ52VrreBFW8WAxhm5hiWRTu++EsRImgcJutMtFETG7nRn5WBB8YEiDVAIWGRevgwDC5QU1uGhBym21kk5VDVd0l1Wcng47o2MlnnODAM1eAiKEnDCTDiscGAG3bpXbp/WicIBCwMlFr7Anae3xwZrrQ58fFGdQyMENXz3hZ0n3PZjAgxl4IADNDjACGzfeUkKUHSAQ23sm0Cdmc8pOTKkBzKk+YBkQPnmMbYUyI9hQQZ3ZwRyZAAuzOBgwk/aWXktKlyFpE6xcJKgG8NzUdC8mOuC1g3BC7uMhZAoKZz1gs4LOif4IIP2l4FOB2CwpL4+4KBzggM4gHDeC38aLsTcKUoQY5jSVe4ma9UACNmT+LcVDzE5L1vDo9OVhjX6KQQzhpZSneQFgAUsL5kKKas9gUbkEBe7RnRl7AEWn3bnNZlU6PCMDTNih70OaswMYAD8GmSQ6MdYfy76KwQymgAGqS/I6AMwQm6MkDjQyCDsuQVAK6AxL26MpKSdqr/xoTs1QMg0SRB0l5VogBnkB8NM7EgfKEfzgJKEKQBkXjgJmCtDeeEjlZwYZqjKIYhZZmECgxq8HS/LSnvnh6PADKCdEqsMXggGMDjg8MfVFahB22LqHGYSaBODGiH3hZ0v3OVRgFHz364bcGA0AozYQQiJBp7cjUGfQ35gpdLQDF5oCXdkWHuFfhOVdWigEWQApcuC1uI5MQAXZug+msUTfkbbBD4cIWjB5/uuC2rnTpfr+/CinO/CjN7uC5oOuS/0gbDf/d7uCw981MIL87juX7wTUMCf3nV79Pgn7XwliDEDNbkwVmucE11V58LwRQOoR6e7sCzWcU6FR9eh5J4hF8ZFk5P4egSGUIjJUIBxdlrdx14wo8XYcZArg622bg5d27wVdvuL44GMLoedoEbf0JboPuwKXAqMADLo/Qf052PXpH+lEPp8toUXfbUsZtt/k+icM+/ujOTESNrJyjLp3YFVkFLY6iNS6ZGpHiR6MINBAX0H1oz2zQDTGbyEwkmkCgyAUJ7z9ShLb5MPgAgceOtoQOLNU+6AxlkHNM23z6gHbwPm1uDLUDMNtl7kFDAK0AjBC/O8BBIlvKA2BCUIUIRcGNHwEQIY5jrG6QuobKuxaokDKjyQYV+M6Yc+Q7RvCiaxhds0k7pbbY4pQ0uEEMgyWQEZ2omkc1pkQjn5Lexzaq/cHBfwnheBN5bnyggegsj8aE4MuNAC8CFG2e8Y4AJmORSfJ1h8TbmMdtAFFyhBhQMnRBA6+NOOQ6MGXvgllCt9b3MlJ8YwjV/DL6B7770XV199NZaXl3Ho0CF88pOfjLb9D//hP+CFL3whLrroIuzbtw+HDx/GRz7ykY3YzZlqVU3tw5fcgG/iOSVwTgk8ym61L4v1VoOrujCSOi1l67hu5WivdYEwwODig9ladTi8xS4ZHnzHlCH6LeoDBQYyn159FEtsX2teT6c+645hzx+f5aX14Hte9zm5eFc82SYALGbT3gCDfy9iST397xh9DztXEBoJfNadh+ZB5QXesEfS9tZOvSbJMmUekuUPUBCZvurPhNKDL6EgMkDQMvOfpssH9H+h9KAygw4Pod+JTOn8CRnsg+bZ9nY9NoA2farMW8anUQ7O7YCbLa+swwfwdr5gD38f2OCfHmx9Jdz28PoPPXi76INeF3sA7nLwZQ5ocAGGv49830PHKnjc2HvIIUcohCQEMPzTYcWYYAedIli5wg6WpRlAS5NE0vxXElBSQMoMSmZm2q2qIWUGqXQFDh06kTnhFoVZzgGAhQBmNyWb7z8PPQqZ1T789lOZYcr2szDbp+nC7DOtq/sR9iFlBkn9M4BBoSLStmHHhyftVDQNc1z5MRbl8efvCUEOyaCDeY+ENA4KaUCDP0+Vy3g7YdqFl9FnxX3Ol/vrbHeNdU0yr9clM4cYH/zgB/Ha174Wb3zjG/Hwww/jhhtuwE033YRHHnkk2P6///f/jhe+8IV44IEH8NBDD+Hv//2/j+/5nu/Bww8/POtdHUXchTHrAUPTwMYfMH09UqqiLczooyfX+4WtNAEMUmxgC6B+sNyQn6ERZLQc7G80yOgDMILiF3Zd+usCgTqAjCZg1fbzwrWYTXHBYveQEK46wBf6TvHvIP9+jp2Atw0YDZ2f2ubySUrartrJ1ySZ0ACDw4xymkCFtDBDP4eBHNBwQ8AFGGyZ3kg58HXCENjAmECFHUzTALhuAM1hBR9MwxucVwb1DTDDPhcWADgAgwMFDiJ8ZwN7HUMfANtO4MHbcJhRGz7CHRYBYBM99oFjGgIYen+aHBh8WpTPnbvrHsgAXJBh/vuDbHIWSFXmdKCBO3cgFNTGAgtYmCHZMgBBmMHnj/HgwIKgBQchHKyUIMOtMqJYXzYfhgMsqB/Y/2Dr2WUGCDnuCwaPnGklLLywVUcIVviAQrnui6o7o4QXDuSwy9i6EbgRm5c035q5t/juu+/GzTffjFtuuQUAcM899+AjH/kI3vWud+Ftb3tbpf0999zjPH/rW9+K3/3d38WHP/xhfMd3fMesd3ewNvsOZ2wwFAMYXKEQk74uDK7FbIo12f6jFhqQ7tt1DifOxl8DDXLXTptR/AjmlkqujJ7Ir1iafWhJH/DRGrCUHs36/ro4WEgK8QsidHDboH1oyWLmfkefXF/BBQv1lUe6VCbpCwT5dzeUO6Ntbow+cvJnzGQLW0MSolM5vFgfSdtXO/maJDfhJHpcodjAhk/DDHLcnBllqVRlB5PWYk6xF3QnFgYGmPl6kMPCSQS1U07MvM7XQf2ChYSY/p3wFNhoECHZoJqPOFX1UQkTYW1tIlDw+cp7zg6odxquTQPR9pojcvpwLt0qICMOL3xgY2EM4MIhC3gC4ALsOe0Dc8M4L5ztp7PP7Le8zDVCb5jbRtBnRJnPkKAXyvdFZ8ngn01lpmUmIFQJ4pTKNKQTgDAhJAp6OwTsKFcGQB9NXo3EvOSOOavaWPj9O+TxnBjlcyeBJ2vLQUU5rwouAPoOsNARm9NCoFIulU/TygY88GUEDSp5L0wS3krIhwc4qstMf96yYNhIZN521xjXJNTPPGqmEGNtbQ0PPfQQXv/61zvzjxw5gk9/+tOt+pBS4uTJk3jWs54VXL66uorV1XKEeOLEif47vAnqG0pCLoyx7+DyAdhQgMFdGDRwbIIZfe6oVzTyia3YJZGv5sP6MCPDLjCjLciYKcDgisCMXvCCKwIyugAMUh3I8OHFWHqm2I0L8lOt4cXXi2VclNdXVQkBDT2vPcjgF21d9NjRy3DZ5Y91Xm87KOXEmG9txDUJsDnXJdf//s8izwQkwYmeMKOEFmbUSDBBEeUwo08OM5RJ/mn6o3wZNJitzZcRghlskFuBCwGIEcuP4cz3+rNJQmmf6GvNoQb7qldyYfjXGZHTgj8uDp4+fDBgx5slvKBldbkvgpVHLOBwnTF2u5zpOOCEvQBvn2tPgRZUcJBht+C+F9DQwQIxAfDyq9RWv0ahgYX5GIrMAAul3UVKmfwXWThXhlICygANB2agvLTheTOCL63FuT/0+1AFGdX5TvJONq8EFi7IKJfDwgsCFwBMzpvyzaXQEr0DiMKLUMhPXd6LEFwoYYdw2/DSqR1ARXiePld8x0/cjYffdUfNO7K1lXJiDNNMw0meeOIJFEWBSy65xJl/ySWX4Pjx4636+MVf/EWcPn0a3//93x9c/ra3vQ379++3j4MHDw7e77567OhlODXD0JGTaoqvywJfl0UnC3obF4av87IzWBoQYhILI6kbSI4BMPY96/TgPkIqlhWK5eF0pCs8aAIUg/Jf9JW5u9M5f0idFJAtFNb23AQw9u2KQ4DQ56gJYPQNeyIdXT+/U/su30n/u07ngrHyZHDN6vyVlLQVtBHXJMDmXJdkQiHPJDIBM5iTyDOJ3OTCaAwzYTkzhBncCqHcfBkCZY6MjE0LlCEmNr+Eqg6wQ+ELfuiDcNfl4RCOAwFsAM/aOAP7wLp+CEkldETosBOVMYDAgIHy+ql9wFvHhwfC3Zdy38rQF77fFYDhhIe4891HIGSH2rPj6Lo9yveW5LyGOjFQZMMLnAOBysO/6+/kZSBnUChfhhI2V4YfYsJzZcRCTHiYCcBBQTjnQFOejNB6tD2pgEJWl9ucHfTylRsiEgoZkfYYZA7AsGEjdJxZbgwQSPABBkEKD2CEwz/ceU7+Ch5eYvpylhHg4Oupcr12oSTKAgzu5kiaT21Iqnoh3LOeUqoyL6QPfOADePOb34zf/d3fxcUXXxxs84Y3vAF33FFSuBMnTmwqyADKgcDehjumTS6MWQxS6nRalqPb49P9AIAlsY7VSBUToL5CCemCxTN4cq10dfiujIt3ncLjZ/cG1+2jbLGAXBvmnLDyfrGLZYX83DDi2TW8JObIGC3/RQ8Vy+y2VEcLpq9ssZqfZG19gsWF/p9/cmR0cV+0CSvxNQT0jSE6R8TcGW3dGD682KlujDESYM1rAq2dpFlekwAbe13ydx/8aUglkGcw/6W26wN6ANTSmWFxtFKAzGBdGbwsq1nM59tpqQfdigYY+oltb8NJUJ0HsBvvNI/1zx0VlWmgHGgHqp2UjoDyp8q6M4By0Ob/nCkNE6ycNrqRcyoI/AzGPlGVU4gFHqJ8TvMCuUAqLgtUAYcFSwSKOKDgO8eBED8A/vyu4sdDeJcJSrgGDQNLBH2GuCuD9km5UEevJ/R3N4N+FAIikyb8JDOQrnxd3JVBISYA7G9kXyeGDKzit3VDR0TlEIVcF+V8uNO8Leg5zPe0hD/RcqmWXMHABR8sdaw6YtsFHBq8D5TTTjiJnyMjuB3lfIf58v/nVXdDKOCh39h+joyxknLO63XJTCHGhRdeiDzPK3c4Hn/88cqdEF8f/OAHcfPNN+O3f/u38d3f/d3RdktLS1ha2vwo7seOXlaZd0pNG0GGrzpw0Sd0pOmOLwcXJAIYJBqo1cEMrrZ3tTnMGCWMBHrwC5QD40EwI3K8yZExBGbY8JL6qIKyvQcyNh1gcCn/CqWdQvCCawyQMSuF4MUX1y7GpZNnsCdrR6jahJX4OqdENF8GqWvejHlyX6RwkvnWRlyTABt7XZJnEpn5XOdmoKYAe+dZEKRogBlCsJh7Ie0AiMqyguqbWoBBd3hVOcA3EEEPUmnQIar5MghSePkyrDfYGVCV7QCzDQ4wmEVdees35ceA6d6uw/970/y0WxkwBAAHaJdDP40+tGDzuNskCC9CThP2v3TFsD4ylLCnAVo4y/x9CylyvJx1QoCHHTMLNQhmgAMLpQkXhy7muNrjq8rnwiAJIZSBdOQu0q4jaUAF5cvQm9f/RSVmqOZl10AKkl9C1W/LoYU/PwQu7HM6ZhxcABb6BOEFUUo2Pwgv2PerAjRQtnXzY4gqnOB9AI4LIw4qQvNUfXt409tMKZxkmGYaTrK4uIhDhw7hwQcfdOY/+OCDeN7znhdd7wMf+AB+9Ed/FO9///vxD//hP5zlLs5cp9Q0OEjgLoxZ2sNDOi2X7KOLlsR6453nPrb8sXIVEMDgahooB0UXbQ0aJbykQ6RPsQis79UPudjuMUr4iLO/kdfcdMy8ajCh92Vxufo5CL2nbbWQ1b/3ocokoc+vn9Sz6TvAv19dv2NjyD+fxBxfsXNTUtJO1U68JplQ2IipOpIJBQEgN+El5UMhz9qFmZQhJapayYTukgteklU/L8MyTJvMDBAppMMPJ6F5fNANtpy1C5ZlNdsIhZkEK5r4OST44D/z5rP1nJAPDxhUQ0NEGQ6C+jaV+Wyf3NcO93XTIzfzcr7ML3lbPU7KhgSp4Our7HcfqYaH10YPcgULI6H5ZUnOckDuPpQUUEXGKpmUVUz88qM2jAOohplEwkFioSV+9RC/Kgm9jNA2pCxDRULz+TTYNpQStlqL47yg9fwqI7x0aghgUMURWQUYTjgJUAJE579XajUAJERgmVNSNRY2IlVwmbuPbFnS3Gnm4SR33HEHXvGKV+D666/H4cOH8e53vxuPPPIIbr31VgDadnn06FG8733vA6AvFl75ylfil37pl/Cd3/md9o7Jrl27sH///lnv7swUCjGZNbTgLoy2gynfhRFSLMRkSF4BGnCuy37OibrBbidXRkea2Se8xN4toj52AaIHa2ncjnm5/CX1PdG3BjZK1CLxPlCpjyNjIStw3tI5PL22G+d1LKMaCytpEzpyfLofl06ecebx757v0ujjxugifo7ZL8rvbBt4sRNDSlI4SdJOuiY58vHX6vvOQufEkEo7LzI2mMpM4Dq5MLgzA1L/GNHYgG5xZxkQSv4pAYhMwAkxocEUyvkw7gsooQfR9m6q7r8STmLuuCoEQkzYwKdLmIm9U8/u1tPdf57sk4eb2LAHwdaHt4zNIsXOCCq2RLj/fQATCx2pgh2UJWw9IOG7L7jTwW6n6QXMUpHLBAHAd2YAiCcANYNxlcG+z0ogWMUEyCyg41VM6C2H2TbQrlJJk9OiOu3Oizsxyv2oJOz04YUqQYcDiHhOEdpBDi8YqKg4J2LuCwYOxnRfuKElqmwDd1moD+7G+Nuv/EX8z/f9c2wnpXCSYZo5xHjZy16GJ598EnfeeSeOHTuG6667Dg888ACuuuoqAMCxY8ec+uy/9mu/hul0ile/+tV49atfbef/yI/8CN773vfOend7KRRKEtPXigI5FHZnLQeFRl1DSZ6WizinFlD4I+aR1DXEpE5Ps3wZC1nRGWS0vVtfmytjwAmgTXhJ09ug8nFBhoq9TLYfbYFGZ8cJHUvvIqCXK8aoLcgIuS+Ggowx817EgMbTchHnZe1q6sZCSmI6YyymZzBFAYHzOp57dpJ4BvghfSRtX+2ka5LFvHDu/mYQkMKElqC8AyyVMFEeLszIhIQ0AxsCH5oTlKEllCRRKSCjMBIaWJkBhlLQA0LKYWDDSsyD58sQNJBSUH44CcV/mMFVb5iBctv2uRmr+YOsaDgJa2MH/s5INTDtw46aU0UduHBABAEMoOKsUJmbPDXYhw8u/H3qcjob+NNR+7Nl4IM97gIAhPs6UMIM5zUzEqHoRgrPl2GqmChZJrHVIIOmhelb2f9F4DzP59i3PAAs+OekbnmlPXd5mOd2uQcuyvkcSnjT1JEPL2S4uogTTgJvuZ/3wiu3GoQL/rxIW4KYjet7393KettQY1yTUD/zqA1J7HnbbbfhtttuCy7zLwI+/vGPz36HNlhPy+qH64wUnUFGu23pZAknzWApF7I1yGjjwvC1JNZxarrcG2ZwgEHq4sroGm4QdGWM9OX3XRld+dFYICMGMCrtGoDG4HAZ7srIh3/W60BGU+hIH5ABAPvzs53XCbkxQjotl5ALiUenC1jJVu13F0BroNGkM4FzDz8fzTPQSJpf7ZRrkgw63IPAhXVimOEWzeeQIgQz/JwZ5dlUl6ksc2cAUprBnsx0OIIFEroEJpTQrgAz34UCZlAqDcwwtgjrzJB8IKtcQIGOMIM2K8r23J3BHRgV94Xy2sCd58vO8vqNqiW88J0X7n9VnQf+XJXrs20Ocl00va66VVusF3W6KGgoYd8bZWGYrogjgILtX8beA/N+OMk/KTxKwDoydA4NYT5jkQSfbF7MTRFaxpeHwAXNt10oAQ7XLLzgy/rACw4qTJuKq4K24yfbjIKP8vpR+M8r+TVCQKM9vHAhhgcvtjHISOqvDYEYO1l1LowQvOCiAUYTzGhyYfDBT0i5OaPMypUBNFcx8SuUtJEPM/btOocTZ8sQmSH5ErLFAlgsUJxZAKAgVuuPTbGkkK82//oXywpiKtB3DDoUZLQFGJX1/BCXEfJ96I7LYyaLDFk+fuBiE8DoI4Jz+/OzOCl32fkrWTuo0QQy8gYbDH2nYzCjyY0RghcAkEOhYFexdI6KwYydFlJCY56hfSQlbQVNssIk3tTVRCikxDozaHAO6Ct86Z7oJXTujEJm2sVhPt05EEz+KaWu+KCUAEwVFBo4A4B1ZSholwUt4FBDCp2fQemBOFWkgFRQmbADEZXpgYoyAyjTPd+UM61fn4Y0PGTE9mfmOzDD9OGDiwrQ4Nvy23rygUZlOYcJDGZUyqfSMt99YQCGhRWhsBFyaPAd34o3av3jw/bRed/MBJX+5eEmwtAbRR92yd4coT+fVPmGtqEAZAaYCfsgcKHKhnzXzHfB7o4HKLo6Lpz5KOdX4AU18OEFzZdum3K6/N60cl8A1eWxqiMzcF9UwApi23ChB9/v7QgxxrgmoX7mUQlijKwmcJEHPmp9XBl14OJkJP9FHczo6sLgAztS1xAT7sI4b+kcnl4NZ7kMhZgMARgkDTC01JJsBBldJBex4SCjL8AA9P7afibjnQ7VkoRYKl/MUJDB3Rhd4UUbN0ZT6EgfoOErBDBOyiWsBKqa9HFnxABGnebFnSEhIAZezcstORpImkdNMmmAhbKWZIms4szIzd3lLFcMcDDYYcJSyNpcSHJouJVMhJCQUo/iy6SDJl9GhhJUWBCgSUCwiokNFTCDEiGcKibcVVGGmZgBHIWrAKWtXdF+ugMv6+Iw7WyfrFuA9We3yYAG4AwuK44LUfbnAB3/VMGeR50WDoyA67xgIKO6rnLmVbZVo00Z/IW2GZjnhOawY6qBhrBhSEKJ8lgQ1cmUTnhp/lMSWcqXoSEIbFlWghm6f+X8j9n1Q46MigPDAxwcWtg25vX74MLpg4GHivMCKMulmmkLKWLwgkAFqstHyXshvecMRNS6NELgAuFltA/6PBR8i7a0xrgmoX7mUQlijKQmeNGkmCuDuzCaHBdt1SXEhCsELo6unl+Z1+TKAMJhJHVayAqcXlsaBV7IIvza1ZJJbdYTZtjfngWFbF0MBhlAe5gxFsAA4ESBDBEdz8r2eoKMhYk+GMsL097uCwIZocokIYBxdPV8XL70VLAv//vgQw3fjdHkvmiSDzR8N0YfeBHejjDb0H3vNDdGUtJ21w//j5shVYaJ0BevBC0AWKDBYYaeX4aaNIWZAFklxIRgBpViFUJV8mUomdk75QQtTBoMNhCzhMOFGaq8q+6EmDCYYZ0ZKAd3glwdwgymaBN+mAkrv+q4MRT7vaN5HGjQfw41GPzgZ13u3IiOKQRry3JdOM4L4f6POS/q4EUTuNhoDb6u4ANWBjRCMMMmOeXJPzOdOJasGbr0qumDlWWFUAxolFAhFF7SNjEn2/0guLDtVNnGgR918IL1Y5N0AvXOizpwYENBhNuGh5fAax+AF7qPKrxwnBdt4IX3/XTbKHdfFPD8f3IXoIBPfeh1lfcraecpQYwB+vNHL0f8l6qfQjCjC7yIuTB8cVdGzIURghZtVefK6AowAOD0mn5d+3afw9m1BaxP+43aYwCDqyvMqLtYoLdulq6MMQGG7ZPfWeqoGLxwttsBZBC84Dq9toQ9i1XnAum8pfYVP5rcF3Uggyvm0mgLL2JujJDonHBpvtoZXvghJfFtlG3apy7e2krVSZJ2ghaEhBSUfDBDBqVhBvteZ6IoYQabLwEnzETCjqXLaiYmDwblyyhkGXbCb43zfBlSCjfEBMbKD2VCQ6AHnuaOOBR0LgOqYmLcBnowIsxASBk4UQ4EBaidcFI06Pl6hsMgmIsjGFoCBh8EnIGa/R3k/cG96vN/IuvODvbUYWBDxVFB//2qI144CQ8bsf1m3jZ88R9z1qjTb/wQCOGLv3m12/ReELPPkINAETsz4SSCu3wyPvCHPYbE2uwb5nymzCdXcXhRPbCtE3Sy1xF1Xdj1WPsQsAg8D+a98EGF+Q6N4r6o5MvwYQXfLq2j6sNO6gCG/98cyHBISfn52A5K1UmGKUGMDVQolCSmR6e7sK7Kt2f3SIn+fPkDrC7gIuTC8DVmFROuhUkRBRmLy1Osnat+tNsADK6mEJMu54xZhZf0BRhtuVgXmNEGXjj70AJkhAAGqQlkxPT02m7rxBiz8ggXfY9Oru3CNy3NzsXwJVPWeEFMcUE2u1KtO0V093loH0lJm6lMKJ3UE8LCDM0DMuvMAOCEmoTCTNq4MrTrgi60ZSXEhPJlkHvDuiC6uDLswMMMPrkrA2ZQGXFlVMJGBG+j/2sQYsIx2CDNcWLQ3X3aDT7YZPBB+G28wbhzeqDlKNenNtYZYoGEBzGEKsuoMnDhuC/8PoB+dx7aKNRtx01V3BhNICN0rq0cYNiEsBVXhgEYFmZwYKZ02xJyUR/COjLsPlP70C5y6AB0Cxfx2zTAil7woma+P6+3+6Iu78WY8IKHjCh/31S5L9tIY1yTUD/zqAQxBujrxR4AwEX56dH6fFKG80KckYszAxlDHBdtRYPFIS4MXzTAbePK6AowSCFXRt9zxZggYxbui9rtN8CMrgDD7ksEZNTBizHUFV60dWP4mhXAOBN4E/m5YyygQee4T3zluXjBsz8/Sp9JSUnDtJRNISFQKFGGlSjB3Bku0PBhBgQwVZlTirVgzwuZRWFGLF8GAQ4CGUpIOzDTyUf1SNCMLy3UsANZM2giQqDycnBZqWLSEWboGbQdVc7z1uF3en27vwM+aOxLffqDcxKHC95zP5Fn6cRwq45YtwC5MoQ3TyD+w9yg2tVmxUJCICO2PXuQazozKxNQqsCMzJRQpa5YWJE9hgTUhDJJUYUp5aqssyhYrQQllBgNXNBy/zlr0wdehJejddWR2vCPYH6LhrwXTt/ld1KwZRV4wb6fDvCQ1XlJ86HZlavY4frEV55rp79e7LEX+330pFy2jzqdkYvBwQupbSgJADxZ7LWPRTHFogiXroypjQvD15npEhY75jIIAYxdi+4AdGFS1A56YwCDJ5xsEg3Sh8JOudgPIgAluNhogOHsg3dRppZkb4Bh96nIsLhsknU2vJe+YoBrK2hRTJ3vWRs1fYdj5wDu2gLQeD5p4wobck7bqrIDrIGPPrr33ntx9dVXY3l5GYcOHcInP/nJ2vaf+MQncOjQISwvL+Oaa67Bfffd5yz/9V//ddxwww04//zzcf755+O7v/u78T//5//st3NJ20Y/9fDLkQmJDAoLQmIhK/RzoTAREgtCIhcKmZCYZAUy6PmTjB66Pc3LhC7Tmpt5mVDIM4nctM/NckHtMv3IzLp6vKiQZfSQyDJlylYCYOuLrHyA/htXAQS0pT+DDZNwBu8mxIIqbzhVO0Q5H8zVYAetfOCfcTjA+mJAwZ8XyznhAoZynn2EKo7wfXceypZNVXwf2XK+bgVgePsXVewiRnmPGSq4C233v67D0IBZCg3HKOklDcZpvgECSgrvYeYZiEGJb/lDmmWK9oFBPOvucICD6dtsz8IKloQT0m3vtxGSvQYPQgjJgII0VUdCoR6S2obCTlg/cPssHRso+664MpR5BN4P1nfZj6r2y5aF+rLzC95elTBEAS948dt7fJA2XmNdk/S9LtnuShBjRNVd9IcGDXUDDX9QwtUEM+pUN6DqCjLa6FSxhL88fTH+8vTF5XayIggz/DwGXQeoocFvXweGr+xcBrmooBbGOVP0hQlFzzH7EHjCpRb0MZCLyiXmA3Xu9GJv90XXz8liVtjP5KliCadaHtS24I5DwWeK0nnUFWj46vOdbwtIuYZC2a0s/yK076OrPvjBD+K1r30t3vjGN+Lhhx/GDTfcgJtuugmPPPJIsP2Xv/xlvPjFL8YNN9yAhx9+GD/7sz+Ln/qpn8KHPvQh2+bjH/84Xv7yl+O//bf/hs985jO48sorceTIERw9erT38Una+sohsSAKBiOKWpih2ykLKDjMmIjCARx5JpELBjYMqMjpQW0yaUFGzkAHBxgl1NCjD0HAI1MQGQzAgAM1QINyAhp2GtrxkbnLnEE+gQwOM2g8GAAJ9jn1lZUOiAr4YCDDzjPyoYUPIfg6NjzE+2+3nUHfpHCWK/O6SihS9skARpO8OxCOsWATBkDOsfHFj3Fbl4kHMvggWw/8hXkuWNgEAY4SaCjpQ40SOFR+BwhcWDABB16UAKNsEwITFl5wwOK5LYTi+63b2OcOaCjn09fHARN+2VR/mXSPoQ9IXMjgr6si8711PdhRfSgbhuIDjyi88ODHdhnVj3VN0ue6ZCfcWEnhJCOrKcSky2CiSTzEpO4Obt2giQ+ygBJkrNVAlKbBXNtB4WJWYE0OsBUERAPhNUxGAxj+QF0tKIj1PrcLXIXCS2SLb2RTm8xjUSMVtakAHLVoQm0kytjcHqJwktW1CZYW+4G0NvkxQuDs+Ln9uHT5GeczuzfvnmcD6AYB6Tt5QX6qssxP8NkXWFa2ac49FGriJ/jcqeBiK+juu+/GzTffjFtuuQUAcM899+AjH/kI3vWud+Ftb3tbpf19992HK6+8Evfccw8A4Nprr8VnP/tZ3HXXXfje7/1eAMBv/dZvOev8+q//On7nd34H//W//le88pWvnO0LSto0TTJ9vsyUsgk7C6FDRXRYSeaEmmQQgJCQEMiUrA0zoXmZmUdlWacys2EmArAhJplpr5QOM6EQE5FT5RIqzQo7raTJGSCg50tYJ7/NVWAHeGaGgs5pQNu2g7l2ISYAW8a3AXjhJHQnV8CGjNhl5YBOCXd9K5r2IEfIzcFhi+PYAJjDRLnL/IF9D9fFKPAitl7byyJvfb6blVATxWY2DdTsclXujnm/hP7gWhAmIKAEfSCgwZX9DAoD3hiAAqIhJQD6h4zY+fxDAwsu3HVQfqZtm/r51XmifXlTGemnktgznveCOzrouxndnh82wtqH+nC+g7xSidweAGMzRTdW7r33Xjz/+c/Hr/3ar+Gmm27Cn//5n+PKK6+stKcbK6961avwm7/5m/jUpz6F2267DRdddJG9JqEbK8973vOwvLyMt7/97Thy5Aj+7M/+DJdffvlMXkeCGDMShxk51Kjwgis2wOl7t5e0KKZBkBECGHXQ4vi5/fXbMQNLH2YMDROYLBZYOzscYsScBjSgHwIzVKZA7ElMh0MREoccaqLKfBY9S3C2cZ/QcfJhRl3ITigXRhPI8EOJQgpVJukSxlQHNGK5MeoAxjPFbuzPqyVdAfd76gONrvBiXU2w0AKk8HPReQaWtAEYOyEvxpjVSU6cOOHMX1pawtJS9by1traGhx56CK9//eud+UeOHMGnP/3p4DY+85nP4MiRI868G2+8Effffz/W19exsFBNlHzmzBmsr6/jWc96VqfXk7S9tGCqjkBkyAy8gJLIBVAgA6CpciaUzZEhVWYHaLko7LwYzJiSSVcoQGaYZFJvJ5NO8s8CoC0iz8qSrIXMvMolgB2RZjCDFQM8shJUKGkGl1CmqoQZrEizroELThWTtjDDHD/LGahLuGNvZV63UIBCCTPKZe5AmwONyiCeOQqsa8SDE3Y+ax/KfVH22fB77A2ig6vFutiosV/lgLOnPtDgb1zlwEfEYQbBKOpTCrPYlAum0CUqx0ofDCHs8Rf8PQxt1jm2DF7Qcx9WNMAL2k9nXlt4gVAbRHNfWAcHGHRoAzRkBEgEwAcPA/G3E4MXup1y9tHJd8HWpT7B+t+wz/JAbVZ1kp1yYyVBjB7i+TDq9HixgseLFeQoB2uXTp5pXK8ulCSmHAqPrD8Ly1n7hIW+C8NXnSujrduirfggcyjAWF3T+0uD5D6OjLZhEl1dGfYH058/UaOCDDWpboe23QVmdA2faevKqKtK0teREXJjtIEX5MYIqcmhMWYIlg8eu1Qz6iJeUvmoGaxcnJ+cyba2msasTnLw4EFn/pve9Ca8+c1vrrR/4oknUBQFLrnkEmf+JZdcguPHjwe3cfz48WD76XSKJ554AgcOHKis8/rXvx6XX345vvu7v7vLy0naJnrTn7wEAJALgVzAuiVyARRCJ+LMUGgXhoUbWRVcGBBgi6v6o3hITAALN6hsKlUymcrMiUMmV0YhtetDQoedFDKDEEpvJYN1YhDQUFAWgGhwAYhMWVeGsuADtvylhRpmvoKpYlLujTNHeS0dIEHjVcGgB3Vt4YYya4vKMh9mVOQPfC2UcBN3htwXsRwcFfmD/PJNKXfD38em5xutBqBh919UlzvdhPgGI0w+a6JSv0IykEGtpPmOCA4zWMWcCExRofeAwQbnud/G/K8k7TTtOgMMBxJ47XwnBr3UQO6LynOgAjBi4GOo+8JZH/42WKUSyaZZ++/6Lj0Y/9jH3oCtqrGrk7S5ubKTbqwkiDEDPV6sRJcdn+5vBTK6bu+c1B+gc3KhE8hoIxqo/cnpKzqt1+TCCGkWiRq7woyueR7auDJi8MJpMxLICAGM2L7EgMaQ3B91IKOppOpQnV5bwnlL5zonkG0jAhp/ceZSAMClS+X3+KLJuBCAgMbYcIEDDC46Z80LzBhDjz76KPbt22efh1wYXEK43zWlVGVeU/vQfAB4+9vfjg984AP4+Mc/juXl2bj+kjZXC6Y8FYWQZFC2lKobWpKVz0WBAgQ4MseZQeVZAWBd5k5p1qmMl2UlgiENuCBXRpYXGlwY94UQhQ5HUTq0hVwZAJxkdJnSgIJXMOGDujKPgCoHg2xa2QESDf7irgwoGte6y2xoC39Oy+0Om217IIT205Fwpy284ECjDmCESqcCYWpSgRKi2nSrgYuY/FObKl+/dWVY3qCcg+MAD6eP0opBg3xjZNIgw0A4yruiy66y/aGStiidGRWC5Q9CfVDBPycx54UPL5RwBuZt4IXjqpCBdirQrgZCOK6KGJDwk27SPMBJ2tkbXnjr0D7HwIUzPdvLzS2pNjdXdtKNlQQxRlQdvOCigcQQmFG3LQIadTCjyYVB+vpUb+fJ9RUsZBLrcvxcsGemJcG7ZM9J/NXpdscxJHJhADqkZLpWhqlkuWwEGUMSVfqujDbgotLHQJDRBDAq7QPujDGSl4ZARheAMSQ/Rh+AUefG8LWQSVyw4A726XsSgxl1ISW++PeXf8/bAIZYSEkMXuSQxoKu1bS97R5SMkYWb1p/3759DsSI6cILL0Se55WLg8cff7xyUUC69NJLg+0nkwkuuOACZ/5dd92Ft771rfgv/+W/4Nu+7ds6vJKk7aSFbAqpTG4KlQFC2ulMFJBCl0kt3RiZG2pi3Bk+zJBKYCFznRoUPhLKlwEJkzMApUtDaYdGbp4rRWVYgUJCl3GFGSSizJWhQ01KV4YCzEBVj1YVG+A4MMP+XhFxQAeYoddznBm03MCMkNtC75Iqx84caAR+su1YVZQhnbyaSsWhYX6Ly/XaAIzwtYIz+HXaB5tvXTFoofxjreC9OdHDUYreYwUduiQAUEiJNIBYwHVmSAM2aH8MaIpujMMLeh6BF6LSplx3UOiIgpMENAgyQssquS7855HcF8EQkkBVkTHhhTlWTs4MDi/4OltYY1UWoT663FzZCTdWEsToKD+UpAlc5DUoMAQzmkJJ2oISoB3MiIkGZYAGGKQFk1SsCWY0uTA4uPC1kBdYL+oTfu5aXMfZNbcPDjBiqnNljFFpQy1oCNEHYNg+eoKMrgDDWXfA/sZEx7Ov+6IryFjINbz42qn9eNayBga7J+O5kuizD+jvhA8yAPd709WdQd9X/px/d/u6JWIAo0k70Z2hLxiGuZ26XnAsLi7i0KFDePDBB/HSl77Uzn/wwQfxkpe8JLjO4cOH8eEPf9iZ99GPfhTXX3+9Y9t8xzvegX/1r/4VPvKRj+D666/vtmNJ20o5lA4LgUAmdIJOCzDM7Xs7jYzBixJmQOgAjsz0CEhkQicDBTIbdjKVOSCATOiknpRnAwIWcOgBmO5Jgs1HNVdGIc1zJSq5MnSoiflembvHSqh4rgwIE16i20IqCxQAwhP8O+6FmAjz22TuzldCRWjMymCG05uZz0NNKhJVIFEJEXHmqUrbUH+OvPNYbdjIFh/I1YpBi7auDHd978VX3lCUbyqtIk3ST9oBDkxCISW2Lw9UOP3z5xy2ue04HLC73xJgdHFfBN0WoecxgBHJfVHnvqCcGCX4MIPggu+bsg4KB3qEnBeBdSrwYgxCMEONcU1C/QDtbq7spBsrqcRqT1G+izHUZpBRtz1/8NN1Oenr0xX7aNJCJp1BHVcMYJyZLthHTH99TjtEFvLCDkrbqA3A4Mpy6QyuxyoVSuqR1sRbv9uJdwjA4JLL457w2wKMyWL4vW7zvoY+K/Q5avOZI9WBt9hnvU7+96nO/dT2OwqU54Km88/x6f7eACO0vaT+uuOOO/Abv/EbeM973oPPfe5zuP322/HII4/g1ltvBQC84Q1vcBJf3XrrrfjqV7+KO+64A5/73Ofwnve8B/fffz9e97rX2TZvf/vb8XM/93N4z3veg2c/+9k4fvw4jh8/jlOnqhVvkra3fulz340FoUuoLogCORQWRIGFbIrczKs8TGnVsiRr2U6XXDWlWU151omQtjTrxDzP0FCS1awzYaVXJ6bkal05ViF4GVZpS7Hqcqu6rCuEsjCBSrDacqwWAih9FeuXYzWlVmHKlNrSqywXhTL/g2VZzfiSh37Y9nYbNE9VH6G2VDKVwQwLMFgFkkoOjBa3kiuhIyowvR3kHYPgMrjHEPw4hR4hVQbocMqwOqVYbaiFuxy2PXtQn7SOXyqV98thhZkXzEHBl0n2siTtdznNAUaobKo9TN6yavlVvrxaCtVfzy2NGpuvnP2yzwu+DVW+RltO1Tw4TLElWPUyFErDDluWVWm4adq98Hn/ssOHcOeL31jhevDBB/G85z0vuM7hw4cr7WM3Vv7lv/yX+IM/+IMNubGSnBgdNauLeRpsXMBKs465Le7K4IOpJmDBXRgh1YWYtBk4NokGp03OjN4SCqIYTkGt2G8mgYy+uR8JTDS5MsYCGGqC6l2KgZLTHNlknPwUocokXUAX/zy2dWjUwYuYGyMk+p75ISVd4EVIIbdEV3Dhh5Q0beu3v3gI3/echzptY6tozOokXfSyl70MTz75JO68804cO3YM1113HR544AFcddVVAIBjx47hkUcese2vvvpqPPDAA7j99tvxq7/6q7jsssvwy7/8yzYLOKBrvK+treGf/JN/4mwrlmA0afuKQsQy63zQ5ZEzMw3AujNymHwZEMG8GTxnRmEGeZLluihMyIgTcoJwFRNkZWK6jLWhPrXrnu6MGveFUoDMbHgJuTK0NTkrc2VIBhJYHgxlWEVtroyWISaO00J4y0R5d9NxalgnBsrfysDvZshZ4YIRxUAGa8vXpSd8MM4WVuBFaHq7yjVHuPOB8r1A4JKl5esX7P0sN+m5MsgBVH5Qym1E3pfKfjifQbasa94LwAENZfuA+4K3QzldcVEEQz4YZIi1c5wYZdumqiO2bUH7VcINfRw85wWtAzbth4vwxJ/UJ69UsoW1WdVJ7rjjDrziFa/A9ddfj8OHD+Pd73535cbK0aNH8b73vQ+AvrHyK7/yK7jjjjvwqle9Cp/5zGdw//334wMf+IDt8+1vfzt+/ud/Hu9///vtjRUA2Lt3L/buHVYxM6YEMTronZ87gis6VD2sCyXxdXx6Hr5l6SiA2YESoBw0tXFbtBUPMfnSqQt790N3z4PbqAkx6erC8KVyc7IbAjNqTpRq0h9k6PXj4SVjAIyKa4S6HHI46JhiOMgIhZW0gRd/fW63DSvxFQMalBujj/Oijf7PmSsBACv5ORxYeKqxfdtEvfyc8fVpaSW8dPJ0953cweLXkEP66KPbbrsNt912W3DZe9/73sq8F7zgBfjjP/7jaH9f+cpXeu5J0nZTZmP/yWdN4RmZDTEBnwbAw0soh4YfZkIVTiAyTFDosBIBICuc5J/rMkcGVZZeBeBXMZnKTKd1ENAEwtzckEo4uTIgM5tLo5AZG2UICB4n4JdiNQEcAtq5YCGEnx+DpjuGmJQDRZMvw+1NL+dRAXys6/9W+lCCpjmkIIDhrxNSYIDSFmBUoilGvEkxc8VAhrfM5zyVcJG6TTAYQp+BIMiw30HWf2NeDAYvaL4q1wuFfVC/TaEjIYARStBJ24km7/T/U5iHByrqAEZd7otKks+avBd1YSN+yIgPL8p8GB682OrhJBh+TUL9dNFOubGSIEZHfW3tAlyx+OQofR2fnuc8/7PVyyGVwCULz7Tuo8ud3M+fc7PH7g6UjOyrJ9c0gJhk0sTQjq+QK2MIwJDTHGJBQZlknL1hRouzxxiuDB9kjA0w6PWXM9ALZFT6GUGraxPsWlzv5LxoK98xdGJaJiG6YLFdMs7GbQRKEh9bPx8AWsGMtvqr9f3lgAflOWYsmPG1tQuaGyUlJY2qRTFFoTINH2CSdyqBXBgXVQBmkDODwwxyZhRKwwydIwOI5cugEqyU+HMCOK6MqQSiuTK8pJ+ZUCZHhjRODB1yogykkKgvxWpBgMmDQQNNYXJq2PwYxoURzZUhzMagnEolAPvJE3rgVEEfNCjkkML/uePggj3n4SMAgk6NtnLu3iMwzdtsdzWBDMAyKzvbBxqh9dn1jXm7bdsYyNDbaTiwFhywD0INoLD7y4EEUOaFYH0EAYaMLav+990S4ecRgOHlwIjmvggk/wwm7qzLe9ETXlTAxRxXKWmjnXBjJUGMHqIL+b4ww4cXvv5qfT8AdIIZdaLBki8aWMVgRlMoCYELX31ARp0LwxcNZJ9e29XY1q9QQpLTeHiKyjuEmHS8UBjiyiCQMWr4SGMj87/F4aiDF2OElfQBGHVuDF8T4754em03zjPwgj7jMZjRJqQkBDC4+PdzCNCg80ZIQ2HGToEXmxVOkpQ0RAuiQGauxHODGSgETIeOSDOdleElEJBQyMytUO2scMNMMhObIZXAusrtNPUFIbGuMseVwUNMdDhJuIJJXXiJMGEkukSrsrCjrhQruTIUAPCkn2ywpFDO520IbNjwkozfHQ9XMYHQAyQLSNjdftvGdO0o4K5w8ltwB0bkVNIKQGw1gDHGabHvfjuWGcTLrYa257s2YiCDPhMQbDt6Qvi/CQ60AELOC/c5Axsot18LLxhcqLRDjYtCob50qizXd+FES/dFKMyE2jqJPenYoR5eKA9O1IELD1oIH2ZsQW1WOMlOUUrsOUBfW7ug08X98el5jQCDq25Q0qRj6+fbBwCcLOIlbpoGWVxPru22D19Ps3mU+KuNugCMc9OJfWQ9K2rUAQySylW9o4D/4HTUkKSfY7kvOu9Dw2ZDx0p4pVrbHPeQKOnbkyf34Nx0fO7a5rNa97mP6UyxFP1uxb6P/DtLanJb/dX6fudcIWt+zGLnoLrQt9A57p2fO1K7T1tWaqRHUtIG6f1f+NvIYZJlCoVM4wLkwjxM4s4yiecUmZBl8k+TCDQz7TM2f0EUep5Qtg+anmSUSNQk/swKZDD7YNbhST4z03cmdDJQIZR9zpN+CujwGJvcU8BOCyCY9FPPA2CWQZQJPoUBA3aeTehJ82HLl8KYRJRQNidF+WDJPSkBKFtGy/02dY+yvYoDjK5jj8oAucOqQ8c5da93K4jtR+tQHWrCjymfx3NZeI9gks7KQzS4HzxnRhuA4Sfs9GCCCKwXTN5ZAQfuvjnJOesABk/+6ffJEneWfZpQE0ra6SQQNck6OcAwOS4omSco4addJs1/en2mHXvc+O0/3/wh2AyNdU0yp9clyYkxgkIhJnxQ0BZchAYfda6M0OAm5rpoku/K8F0YXQZvXDQ4HBJiEhq4nj6r95dAhpTtfkW7DqTJlaEWJcQaWW87dRHul8JLIukOVM3hGlJJZVDVFHrd/EKhY+hIV0eGD6pOn10CPAPO8qTe2lLnxojBC+7G8MW/Cxcsnqm4MbpAwZjauDOGQE5+Toq5M3aK+yIpaTtrgcqqwiTuFNqFkUOHeGRC6iAQBbtM570oQ00gdJjIOuCEmUDI8j/iISaoyZVBd6i1A1OP7afIo6VYM6GdG5lQQCZRSPOaJCrhJTB3wrMM1fASJXRlEUmpF+neeaQUq7VRCFB8SiVXhlA2x4Zzc9+ursw8t40vx3nBGjY5MBqlItOz1haEFNHXz80T3JEhatahJoq9R+YjpENN7ESzLAxp6b5AubwCL8xzqjwCoAIQfIARWtYUPuK7LzjQKNdR7jZYrotgu7a5LzjwCLkvrGND1TovKq6LmCsjaUcpQYyWarrz6IeYdHFctFEdzOgLLkLiA7Au4OLphraxEJOQC6PP3fYsU61BRlfZXBkzOAfWwYqu69TBjaElX93OALm7f2iIDzJC5VW7uGz456UJaNhtjpS404abGIgxBsDwdWz9fFy99LgzbwjA8EXnqosmJwDscHgxhnVzTm2bSZsj7baAyYmhz5UhoMHDTfxQkwyZSdqp16cwk1iISaiKiVRC98NCSpChEl5iNhANLwGATAkbXgIDLpDRDVcdNgKZOdVLAOfGKmzSzwyoVC8xgyMn6SeFkAilS1+SW8KvYGLAh5Mvg8avNCgWbhtH/oVCDGC0PY2Efgobfh79cIrOp6w+7pA+6rIdv20dlPBABkDvW8tt8X45yKgs9Ndj4IKaKv95Pbyw6zsDfy/Rpw8yEIYV9r/vvuDJO2vacRARcl8AAZdGUU73hhc2DMyDF/xE0AAuHGixlQHGSOEk83pdkiDGyPqjU9cAAJ69/MRM+v+r9f0WZPzJmYO4cOHU+NtY3Yf1PqPrBtW5MrqAC3Jh+GpyZfQNZwCg3RhjVDGxHQ7vwpf/ltna82NvJ1cQqxnU0vjZktrAi9Nnl7BnVziPSwxokBtjLHjh609PXo49+RoA4JKlE63WOVksYyU/16rtH526Bn9r75dGhRe+Hjp9NaQSOLBYBaU7RfzmzZA+kpI2Sgsmqad1XADgiTx9oAElHXcGhEkE6sCM0oHRBDPWkYMqmqybbevfFV2dhLsyJpCQENaVEUz6ycqyUgUTJTSQKGRmc3nkxqVBI766pJ8SgBCoujL8pJ8EHRyHBuw+ODBDAaC+RDlQo69/+dMaOSGEQhvGgAMtzz8zBxdjqHowm9tS+6bj4LVpnScjtF0CGSFoRZtT3joVIFF1ZgivfQheAAxOsGkHPvA2HoAIgwoVbRcMFfH76eK+YLkvRKGc5RY0FL7Doh5e6P6U+4Mey4PhVS3ZahrjmoT6mUcliDGSjq25g4tHVi/AlUvjVDHxRYMNAHhifW8jyKjLh0H6q9V9zvM1OcFiNqAuaI1oIPnIifM6rxsDGFwhmDEEYPjqlPjTl7cagYchISIhWaChYK2zg/vkoSMT5YCdrgqFlfTNcRLTuekEObuyOLVe1kc+b6kZHtSFlJDWZPUUSt+ltjCjTk+sl7W1/+jUNa3PKdau3VKPrJbuCzqX7WSYkZS0XZRz77b5SpeQwvsBMdBCT0t3ICcyO08P/JUGBjacBAiFmCygQCEySCWwgKICMqiCSSbK6RJcKExl7g7oFRu9UaUSc75SQpkeS5ChlED5S2HghKAX5oWXCD7XCy+xyTzNDtIBYyBDz6mWY4XtyZ0rvK7sLvJ2Y4SO1M0bqq1wA5cfx7bt26gN7ODd+vtA+8VARqv9agswWPuo+yK6vGFZBTzQc1Xbrh5WAKVbwlsnAjB6uS8KyY6XCyoEf+5DDXjtgRJezOsof4crQYyB8uEFUNZ0p4FBm4FHXTI+0tfWnhWcTwOdPq4MH15wtQUZTaEkTttVDVROry0hN7bUWSnLFM6dGm7vDwGLzq6Mhmb8OnKogiaaFk7IaH81oGIIyFBSYLJUWCtdUQjkebuDUOfGIOXeFcfptSXsWdTr0OewDcyIKQQwuIbADA4vuPg54IrFv+7cry8OL3w1wYx3fu4Ibr/2o4P3YSOVqpMkbTdlxn8hUYaTFGa0TpVHcmQ23MR1ZuhEoBIZckhTnlWHhujBGa0j3HwZ0EVWMyjrxCA4oqFGNbwEEk6oydS4RiaZLgc7hbmRQKVXIXSbTNrwElqmjEuDKq1QwVclFKTMkBm4oXP6lchCy7w2GcmTAaAclaIcPHV1ZaD8OY2FKkSTSzadQjYCYIx1GhtrvyIQaLACoSW91BZgwIcMogovwJ778CC0TggwREBC7XNWLaQKN/g6KjAPFjhUgEjhwQvW1gEYlJgTcN0XobwXBCNqnBe14GKbhJOk6iTDlCBGC4XyYYTgRUxdYIavGLgIqQvMqIMXXDRQG+rKoEEjoAeTJBpotoEZbVwYpKIwF1y71jFdzaFqEouKBQW1HrEINkCKRldGh/PKUJDRKgKoI8xoAyi6ggzBQjqmqzkmS+V9NnrfALQGGr58eFEn/rkMAY2QG6MJXvji3zUfaIRCSmIAA3AdFnRu6Asz6gAG145yZthyAQP7SEraIC2asJEcEoWiXBfst5MBDQ0rNLygUBOdI8OABgEXZoAn/yysK2MBOgcH/SDFcmU4rgyW9HMd+uJSmjwYU5lhggISJdyQACaQmJpsHnTm1459GtRoUFGYhKFSCWSZhJSlvTDL2BjGMaQICyiUgq4iIVjJVHvn13yfhfcchC3auTJqFbvD31ZjjsG2+ulrFjCjoyPDUdN75cMLmlfnvlCoLjPrBKEGhxFsvWC+iyjQUHFwEQEYvF01sacazX0RhBf2dTN44QMNgLUNzGPTYouGk4xyTUL9zKESxOioLvDCV5cQky7wwhcPMeGhJG3BRUgxmFHnwuADxCaN4crgA2DSdFXf/aGBcx3M8NXWZRF0ZfR8KX1BRucUJg0wo6+7wna/UF1fdMxH0QQ0fDdGF3gRUpM7owlenC4WbV6MmOrcGXXwok4xmBELKWkLL3zxc9+OABpJSVtYH//KNwLQURDBuEP71ebhIGaWv44e1QNKsuVsHrV3QklC89wKJhnMKMoLL8lpvg01KUdjE6ACMgh02LygSpgSrbpNnrkgQ1jrg/OCSzOFEsZNYZwTZpluGXFl8APLXRk+suCn1CGD45j8/uYJYHB1BT1NGhtkeH3NBGD4bdl0rSOj8jyQ14K3DYSauKDDAxgqAjCozVCAEXJZxJwXMjCPQQzBlt/0nNcBAH7/i3f573DSNlWCGC01BF5wNbky2sCLNqEnNCBayqad4cXpYjG6rE2ISR284C4MX3WujJALIwQtmiQy2Qpk9Ml5YWHGwCopXUHGoBysAZjRB2A0uTHqAIbvxgjJf699qNEWYPCQkphC7oyu7osmcZjRF174anJmtIEXVP6wSWOdDzdaKbFn0nbRIrQDA4Atl6oH8dU8GDzcxHdmlCVWZVm5hOXLyIVXxQTK5qTww0u0SpCxgMJWLylzX0hzYUkIIrOgQiqBqTQuDQMuJHSeTapgxtM5SdZLnunKJTwZaJnkEwCETu4JZUGGTuApDK9RxnLthZfwkJJIroyQIyNYZjV0boidTgPsZGbaTvCCizOqMTQUZMS6VdU2MYDhAAkdI1Vt3wAzmvNe0HMfPlT/VwCGdNevrlOtQOLkyvAAhoUIRRhe6OPAoUSD+6LOeeG7LmqcGVtFKbHnMCWI0UKzuGB/ZPUCHD17HgA9cDiwPP6dzUfPnq8vLACc35CgsItCrowurosm1cGMLuCCXBi+mlwZQ6uPyAWJbH1YdZe2IGO0IjJ0sTbAgRECGV3dF21Fn4Oh7osmPb26jKdXl3HZnuFJOkP6vycvBaDjxg/uemqUPglmHDu3H39n/5cA9HdfNOnlf/jj+MB3vnsmfc9E7IJwUB9JSTNWJqQDLXIDNXygkXvhJhRqQvMyZDZnhgszynwZ3JWRCwmoiWmrK5JQeMmCKJzqJesGbWQobNURypNRllXVlUto0E4JPyWrVCJNDgynionMbGgJr1zCk4FCKBZOogBkTglWKtOqoYV2ZEAYBmMGtIrDC6HK8quKTQtAyUAQiRLM/YHwINmHFf6yOg0912wEvJiFG8XXmDBj5P2tAIxQDowonGjIfQFvPgKgQiEYUlIN/yiX11Yg8fJflOswyGGmuVPDAgwnJEW57guW+0IUDDBwp0UdvKhxXUTBRSjJ51bSGNck1M8cKkGMFnr07PmtBxhtKgIQvOA6dk6DkqEw49Gz59tpAhgA8NTa7tFAxuNn9Z3js9MFLGT1d9CHiAaoT51snziUFAMYXCGYUQswJgqY1v+KCqnvgqlMlc97qqlyyZhVcPn+qgFVQghkdIUXbdwYznbMZ+PpU7uwtKhh2q7F9VbrtnFjcK3L3H7mAeDiXfGcM21CSgD9ffRF392mc01T5RE6lwDA/3jmGsdZcfmupxv3ra34uSYpKWlc5c6oxcie9FlYCJ/vhJX44SReOwYuuCujMH4MgiTSjoCAUMiJhECBDLkNM9HLebWShaxwQAYpU6p8buCEk1wT5fmOVy5RFGri1M30w0zMMhNaQiDDOW6+KwNw+qP16WkwR4Z/syUGMpztboA2elsbMYiqA0JdNKv9DbkY+wIM5fYRghp1ISV1Do2Ks4LDigaAUe1fA4k24SM2HIRcFDXui2o4iQcu2sILDi7m1a6wg5UgRoNe/oc/DqD9AKNOIXjhqy/MaDOgoIFTHcyIhZLwQRzXugElbWBGXShJSGfXFgDoAessM++KTALF8K9CCFioTI0eXjILeME1BsiYpYRw9211bYKlxan9vADtgUad1mUYhNF3oQ5mxBSCF76GnGs4wCDxEBF+DuoLNLYzvEjVSZK2i/LQKMv8EFgXBoWchGCGXV3/gOQ2XKQMMSnBBb/QByAIEGgXBlRuK6PE8mRIQRYHDTJyCPC8GAtZgUIJp+RqZvvRz6VQyGj7BlQA4RwZFFrCQYawX009SvVzZFgAkemBVqV6ia3awroJzQ/JXy/Uls9rOo0MGW9txikqEJo6E40FMmYpGtCbp0MAhvDmNQGLirMi8D+c24LW910ZLsBwK5eoSn8VgMFDRmKVRygmLOjIqIIL3m8IbAAIl1bdghAjVScZpgQxOqrPAKMNvPB17Nz+IMjw49X7DCjawAxSDF746gIz6sQHooAeoALlwLXNF7WNC4OkigxqPXNuWvVRHagYy5UxVgnWss/4CX0IyFAZoM5NIBb0DouWVUaa3Bg+vKjTUKDhA4yz0wXsmrj9dIUZbQAGV5dzTQheNInOS11gxnYGGFZb7zomKamiBSFNhRH9gZVKIIeyeTI40MiVqoSa2LaqzJlB4CITrGqJaQMBW8HEd2ksQFdBWUBZhjWDwrrKLcjQpVczG2YyIU+HF06CrLAgg4eWTJG74SQm1IRCSwC0Ci3hOTKyjKqR6PVonMbDSyzIoPAS+p2m0BK9ZQsyYvkxHBNIGzmgJLKsjzZ7LDP26wmp7ti1VVc3hmfAiTbzl3mggdy6beBF3D3B5nk5LMrt+Nvl08rtz8KEOMDwQ0hcKMHaFoqBEA41Isk7Y8+BqmPDhxccYIQcF7YfWV22lbQFd2m7KEGMnmoTYtIGXrSxhYdgxhiDiboQk7bwwte6zHuBDB9exDSGK0PV5NVoCuEI7pMPJyI/jkNdGdaB4e9+R7jRFk5EQcYkvn7IJcKPd1ugUdmXAbkv6LPFYUYspCTmvqiTH2rih5S0gRdTmWMS+d7UwYw+8MKXDzNCyT13BLxIStpGyvwfEe9OdwVohEJNlJvsE17yTxtiwsJLchR2OzmLzAhWL4EOJ8lg8mOwhJ86X0Y1tIRAhlRluVXACy0BdI6LHqElQmjXhh63lC+AJ/z082QofnCFWU8BlkzMcpDhD8i3M8CIaaPCTWah0DFt8XrIxEOXLuTAaAIYwVwYMYDhPW90aET6c1wVgUSfVRDjAQypguEjFYBBMEF2dF/UwQvADTVx5kv3Ocx5JWnHKEGMAfIHFwQk+jgv6sRhxtiDCe7KOF0stoYXZ6dx6BByZYRCSdqCC191royYCyMGLlQkAWdb50NXKNHLldEUPhJaHs2j0e0E3taREYQX65l1Y9h53vvgQw3fjdEWXlBISZ3q3Bl94EVI9P25eu9fd3ZeNImfb6QSg0omhxRyZuw0eJHCSZK2g/7vo5cB3IUBwXJk6H/kzLDieSvMWjosxJQ8NaBCwn1eARmAE6LiVjOJl2GVmk5YkJHXhJYQfMksNOgfWkIhJLz8qrJlWOmAtQAZVCXCuC0ceMFhDhAfwKqG5XUaOrba6qelWYSb8PdkK8sHFGz+EIDhwoUOISSVPpSzH3YfIiEklQokDAzUOjB4sk6U8yoAwwsRaXRfVEJJ6uHFiy65DX/wV/f679KmKIWTDFOCGCOILvRpAHPZ7vErGXzt9H587fT+1tb1aYdB2bEzKzh2ZgXTIseKKSk5hmhgeOLsMtbWJ9i3+1wncEGhJDHVwYw6t0VbNbkyhrkqIq6MsfJdeP0MynFRAzKG5ucIuTSmqzkWluuBxFCdXVvAiTPLOHDeM6MBDK6xAQYXP99csafq0hqix87sw2Nn9kEqgUt3nxy17y0h/0Ktbx9JSTNUDmUrjNBzqtaly6EKZzlU6cwonRYmZ0YlxERXMfFzZfDwkkXoPBmFElgUU7O+LsNKlUt8kJHZUY8BGRmioSULkMGqJVMJCzIycluo+vKrSuhysED5s6eEgpQZghRCmIGRCS+BAJQ00EMRrzE5MmyMyRYeIMx61/j5boxtjQ0zZgUymvpkH41gCAn9t4P/8rsqzAe4NtcF3OdBqOFBhijAqGvn5c+oq0ISCyGJOTAotKQ2fATQ0KGN+yLkvIi4LhzHhRNqMnJc9lCNcU1C/cyhEsQYQcfPrAAonRiPndF3SMeAGV87vd95PiSpoK9jZr+5Tq4ujwYyTpx1y66eOKOfL0zGq2gyXdMDUDllA9GWX+aYC6PSLgAzhibr1P0qcx0546sQoX9cGq/DapaHQEYbgBFyY0TbEtAQ5fsKAJPFdp+XNm4MX0+e3gMA2Ler+TMfyovh66QpNXx2uoADM4QAdB6g88MYMIPOWyQ6rzXBjG1XZjUpaYurPLWyc25dTH5gYMhhhh9iUrouIhVMItVLdKjI1CQIVYDNiaHVNbTEr1qS0ehOZRZcEMiwUANlWIl2YihdypWBDKn8SiWoTHNXhk70WUINwLg0uAOj5kfUGcRu5GBiFpcOdfs/JjDYrBCTpm2O9fpC2wlACqAGVPjrcChhl6lyPmtXXY/BCd5XBGD4/YRCSABUcmDEEnjW5r+IuS/aOC9i8CIGLlI4yY5SghgDdDwAAbgeO7OvN8jw4YWvITAjBC+4aCAWgxl1oSRAFV6srbsfs/VpPhhk8EFuRTP6cSSn61jQoXS7tiEMQzYwzmYIZIxZHcXdQHh2H6BRp/Vp9bNDn9k2MCMk+s6QpkVuv2djwoxYuFcTzAjluSD58MJXW5ixPSQw/Cp1C9+VTdoRygVQqBJmSJTVSgrjwgBQCzMKCkHx82UEwkfIldEGZEjkyCG1f8Mvt6pys/+lI4Pah0JLNIwooUaZI0xCqtw+1y3YtDmf+fkxJHRYSCYUOzQ+yKADx9J60u10CkfpkgeD3WHf9tro1zDWtVpbuNIXYPjze+yzD7rcXBkegPDb+W3g/g/BCxdUKGeb5Tqq0m80hMTZV3ruAozKcekCMPzknSGAEXJf9IEX0t/RzdQY1yTUz/wpQYwaUXlVX03wgqurK6MJXvh6/Oze1iCjCV74aoIZvnx4UScaSMZgRiiUJAYuZGBQ2mRZbOvCsN3RuXCioKbDQUbFfjg2yIjkkhiymTKfBz1vuV6TGyOwP3KaIwt8Nugz0BdmhAAGF/8MtwUaPsDw1RZm1CX3bJurposzowle+NoRMMO/SOzbR1LSDJUBNc4L9iT2O+cPDp2Ttgcy7PrtQEZh0MoCpvBDSzKVIRNFpWoJd2aUCTyluQAlp0jmJDNtm+iT58egRJ9KmfohlbwY/gHSICMDgQzTSpl1BWCSZFQ1xrmE7w712XWdMbSZ57RZ5Mrw1abvtgCD5ilUP1Z+MwsWGOgKQAh/WW0ICZ9XU0q1bn3rmnDmK4iinIbfrlDusoKDDcX6YLChC8AgMOLPi7kvYvBiW4ALprHOI1v05c1aCWJ0UBd44SsEM3hlkq7wgst3Zfj5MNrAi2kRH9zVhZh0ARchNcEMoMF10aTAD2RbgBHMhTHVHQ6pNBLhC+WCoTAjuoH+mwnlxODHp7c7o+dLjbkzYiElTfAipCZ3RhO88MW/h13cGX0qBdXBjDbwos65sSNgRlLSFpZ/tspEmas5h3ZpaNGox30KoMyZ4cMMBjJ06IUXXtIAMhbFVOfUEDqoxEn2mU0hVaaTfFpIwuCEyZVBJVYBiYzKuhqoQRVLJllhS68C8USfCmV+DEr0KYRySq/SQdJJP+3BAAcZ5TO9jor9OMWARmxZk0RgeiMHJF23RZ+NsTX0tYf2a4OOo/MxU5HDw5dzWEH/ldeH9Nrz/xTKEQEYFTjB5zv5K8o2oWnbzpZk5f/DVUg6h5D44SNAtQ3NawMvmhwZ/rKkba0EMVpoCLzw5cOMIfDCFw12nrV0FkB350WdfFfGUHjhyw8xGQQuQmppW+xSWrVPpZEGvlA26gsyWm2g/WaCCT2nolJmtQloVNwYI14E1bkzmuDF2voEiwv1eTQ4zDg7XagFfm3Vxp3Rt8wxlw8zurov6rQtYcYYdz3S9U/SBoifZQp4oSVeuAmHGYUSZfJPGlFFQEbhh4S0BBllaInw2pSODP5cwwS9t4VyK5FIoey2pCorlhBEpec80WcsPwaU0MBHoXRosBGmrlrCjhcHGfxQmQlrwrD5NdzD7YjNa32joO7u/0acZ4ZCl1ko6kBqIf9tnaVibgwB+1mKygcayl0WyodRCTfxAEjYfaGq8wEPdigLTfz2BDDckBQCEqgADDtvTIDR5L7w4QXNB7YHvBjjmoT6mUMliFGjMeGFr//z9QO4cM/pmfT9F09e1Du2v0l/dbLbMfHzYdSJBpxr59qvEwwliSnyq9IaXEzDHbSBGR3YQrlCF5DReQPNm+lb0cQ/ngQ11HoGsdieEsVCSmIimEFOjD7uizoRzNi9WJ/cs4tCMGMMeOFrTFjq608fPzCzvkeXEv0BIe8jKWmGykX5GSuUskCDwwz6PSOYYfNmsDvaHGQQFHDzZNQk/IyAjAI5MgtAFHj5VesWcQBGztq5pVf1Mp4TY9z8GOaVeI4M+4LttFIAROnGcHJjxAbEyrTzlvHng6JE6wbiY5yCtsOgpy/Q6PPaPE7VWS3ASfAyzYMMjSEkfh4LHzr4cKICRKrr20SefjsWrqL3X9lKJOVr8gCG89qaAYZtF8t/AVQBRpP7gsMLD1wofx83W2Nck1A/c6gEMUZS1nIQ+fVTeoAihMITpjLCWDCD+p6lzq0uYHlpvEFcSHKqL9OySQdbRIPUevkF7+K26LSNSIhJT77Q/gqo9wbc1W3YZht4EXBjRPvnLg3+PizM5sdkbHjBdW51oTXEmBY5Jnk7CEMwYymfbWnZMfXEBpxvkpLmUY6ZjQGNUGZ9G2piF9GIwy3NqsNHWJhYY8LPMMjQ5VczwObEKN0ZC9AAwZ4hVYYFQedAk+hTCAs0JigAqlyCzCQvrebHmKCwYSX6MJSwpi4/RluQoQ+xKatq3Bqdxjp2kFddFP0ZbzPmiA3iVWB5F/W+Jum53hjaCHfFYJDhvtk2UsprQv9r81lI1j4CMFrnwWDOiUqoCU/kWduuBBilQ8MDGDwnRhcHhuO44O1LSNEILyLgogIt5IwGAEmbogQxakQX6RfuHV7OtA4wDIUZob6fOr0b5+8506u/mJ46vQuAHsgBGBVmhNwXcpoNBhl80DxIERdGkwbyhSphGH0DputNuDih92YsmEHwiz5Li8vjAgH63D91ehfO33N21L6fOr0bAJBn+vN+0QjnHBKdX5T5DI3Rtw8wvvX33oQ/+UdvGdzvrMWvlYb0kZQ0Cz159HIAMBU8gALKCyOpAg3rznAcGAZggIVkQFcsySh8AzBOicy0RavQEv6LnHthJtLsbc5GYVLlJiSkmh9DgpbpV8jzY2RsBChNiAw5SoTJjyEhnLARJ8wEADkqgBJkOBiDrP8mxIQSgo79FR/kyLCdmP9jwoyu295sdXlzNimkpAIuYseOYAM18+FDZZ5y5gX/w23rzm+RB4O38/JguH14B5ZBC+eldwkhAeoBht0WAxg+1DDPa8GFWXbj3h8BAHzk1P8Xm6kxrkmon3lUghgtNARmdHFHPHF6TyeQ0dQ3DYyaYEZTjD/BC19juDKaQkfqXBl1oSSjwQugEWAEw0jG/gH1r4LGghehTXmvJ+rM6ODGsH0XAip316lzZ7QNKaHPCVdbmNGUF4PgBRf/TgwBGvQdJRUyQ55J+90eAhwIXvga0ve2d194F469+0hKmoEyISDZ1WgMZgAaaFCoCYEMypfhuDK8wW8cZJQ5MgpTKlWHjbi/s1lN6VUOQco+FCisRL8mCichuKLXcfZLuLkytNNVt+NJh2PT5b66bnLbxsmRoSzg7apKngESDWw3ShsFM7aCmq6thDfd9Xzd873zcsiWfYX2i8/mv0kBOBGCVhxYVPryp1XA9UHzWfJQpx25K2xfHqAguNGQB6Oi0Ei7LcAgt0UsdCQEMALwwtFWcGWMcU1C/cyhEsTooC4wo29oRxtXRte+28KM6npheMFV58qoy4cRgxehwSifX+fMaAMuRDHOr3xjMk86v/oO1kEbVaN0GLxeq/nh5q+1b56Mturqzoh9Xrj6OjNC8AIAlBQQ7DjQ96QrzPABRkh9gUMMYPTte9vDi6SkbaCccjAwSaUszNDiowuKqfBHM7ypdmTkHFxQGwYyeLJP10nRofSqkx+D9+G6Mai6Sgk0pHmNerl2Vbj5MTisaJPkMxRWosxyCrEhgFH+N4dEKH1sBfthbDsg9geYtLqK/PaOqbYD8NAgu6ntVlLsvYiF7Qy5bGk6ps73CNXvmED8zedQIgIwKq4K//MVal8BFsrbjhdGYvtgO8/7Mn2UoSbNACPqwgDCZVQ5wIjlvwiFj/jwog5ceNBiy+XHSOqsBDEi+tbfe1N02ROn9kZBRhvAIFoMQkMwY2jOi7YhJm3gha+2ISZdknaGFAoxGdV14cu4MPqWUwXK365RYMYsAIZdiMYLlgrQ6OHGaKMmmNEGXvjqAjNiAKNObWFGG3jhqy1waAMvuvS94+BFSuyZtMXFgUUBhYyFkHCgwd0ZaHRl0GhJT0q2jdwuY8k+DYgoIHQZ1Uh+jIKVorJAwoSVcFcGr1ZSwHVjENDI4IW/MBcFgQvuxgDqk3zWgQwBABxcGGah/0ecGf5PEWsTuzMe1SxPIW1BRpO2+mnOhwebKWdf9IeJpW2pNleBz0xLgOGHnYTDSdz5rmNIuZ9TNl1xYdA+sFwZLngpwYTVEIDBd8su6xA+whwc5f5scXCREnsOUoIYPeW7MmaVVPOJ03s6Wx0LGR/g1bkymuCFajGQj4WYDIUXXDSAnSm8MOoFLyLnyFFhRkfN4vxmj82agOpQdSQUUhKTWhco1ifId5XgoQ/A4KqDGX3gha8YzOgDL3zFgEMfeNHU944DGPAuHgf0kZQ0C2XIIJkPmwMLABZoEMwo2I9NzlwZHGTAm9bPS6jBQzCyAMjw82PICLiAgIUafliJU60EAjbJJ/JWbgwCE/q1e84MKAtlaL7/cyfYnXA+7ctWJGlSZBC47bTdxz1t97+rG8MHQW3AUFenDqrgweku5sDgfcTW4f17LgwAtS4Mx61BYSHOvjCYwLcbBBousAgCDKe9dltUQEMoJ0YTwGgDL7ZAydUxrkmon3lUghgD9ZVjFwIAVvaNm+hv1uIDqmkxbFDoiwaCVPJyVqLQkLYD4q6hJGJt3ONCGjXEpOX22jdGvwsbnjdkBs4MoD28aJsQloO1c88sY3Fltfe+hUQwY5KPH3fJoWkbZ1efvk+d1CVl967MplxzUlJSVRmrTUJAIwQz3DATM8CHgRkMZGi4QBVPlHkuHJBBk4V38uf5Mcr9CwAOkUGqqhtD77uqAhThlk31k3xKhcp0CSrcdQsGOGi64sZQwlRxUTakhHJjUDgJgOoNo8pzQBAM8QeWDRrlRsKYp/q+v/VJ0fRkrZN68iY+1OCfKw9gBHOwKHe9+lwaKuzIUDXJPFG2cfeTQIQ7HQUaXh/OPBZG0jaEpK37oprkc05H+ztUCWL0FF3g8+ezuNg/eUIPhGbR95mTS1BKYGnP2uh9r51eBMyd+mxp5LKRq+5FVZc7+63UsxIJgNYXGRvlytgUhxkdv5FghigE5KkFfUGw1K5kaRfJ1dmdBldPL2IVGjTsHhmS8HPQ2BCV972jYEbHgUe0j6SkGYjcFIW58PaBhpMbw0xyV0YZRiLci3qHdZQgA6BKIig/17H8GErvEQ8r4YCjhBvVJJ8Z7YAJJwFMsk4DL+h5GT5SJgIlNwYvuZopAhxlpRJKBmoToDaElXBnRufEnv7A05tXq76/yWP3P28AY6gbg2YHOJd/HacEdLqatttT7sNxSBiFQEUl+Sa8+cotlepsj/cbmAZgAQV3Z5SAgUEL57UQlGAwg1wYseUsD0bZTw+AYZ43ggs1/o2l3hrjmoT6mUMliNFRPrwILRvjYp/gxSz6PnNyCUB512H19CIAjAIz1kxfXHJ10gpkNN5pX407O7q6MoIaAi92kiI/3nUSUlSTfo4AMyruGfoMjAAzfHhBn93FEb4Hq4HvwZmTS6OAjNA56OSJXaOAjI06v22aUk6MpG0gH2YA4VATypkRAxklDHHDSTi4kN7JnpwTOleGtLCCyqnyaiUccPD5Onmmvz2T5BPCwg3XUcHDUNzqJL4bg2/HDYcpk3ZyUQiJLscqzLaULbnqMB8/3EQhft7oCjD6ak4HKFtGs3DRcHDRsF7dza6gO4NP22UGjMhy2lnPDPRLgKIYwGAwAey53ccGoMGn/edOc+UCC9pmB4DhaCvDC1LKiTFICWK0VN3Ffaxtn4t9H16M2TfBi5iGwIwQvOCiAWMvV0YNvPDVC2aMBS86XmhsREjJhmREb1IAZjS5Z4KhPxyuDIAZTc6LITAjBC+46DvYB2Y0nYPo3NEHZmzU+S0pKSmuCqiIODN4mEkdyNBtYN0PuQUXfJs0koGBEcI4IXjuizLppgsuWBvjrKDcGDkLO4kNHTjsyFG6MqrtSuBhc2WoDBLMbWGAjAi5MXgICVz3Ba9QIkTDjyUfdLb5/d7s396kURW7lnLCSEKfC1ox8tlpdS1o3RDuf2c54lAj3i9rVAtLCHKYGTx0xO9PuvNFJfcFe94mD0ZoHd4m5MDg7SPwQqXQkm2vBDFaqOkCPxaT3uVivwleDOm7CV746gIzovAikhCzE8zoAC98+YPk4KC4Bl50Tui5086FPdwYjWqRN6NzCdyOMKNL6EgdzPDLrALNAIOrDmYUMkOeuT+6XSBDV5jRpe/QetsKZoxh3dxp3/WkLaVgTgw2uC6UcmBGHcjgVUt0e9oGAC+sBKAQD/MkkuRTqjLERKIMGeFujL6VSjJyf6jMKbFaGFgB5bovQk4M6Y00Bc2HG1aiDOwIOjfQ8DXve2egz2pdzjcJmmyM/EQYcJ/2eRuqiT1brqhKwOBCDXJUoAQgspymZYMrkvi5MJx9iyTz5GEkXOS68MNIeBLPJoDRAC+2HLgY45qE+plDJYhRo74X96F+Yhf6XeFFl767wgtfq6cXoyCjyXnRpNoQkwHwgivoytgiISMbmdhzS7gxfE0FxFRALZU/Mp0BBpcHM/zknkPyXjQ5M7rAC19Nzowh5yAfZvix32Oe37aNEsRI2sJycjag6rwA/DCRrBZkVNsDlOiz7K8cpPiJPcP7WCbt9EVuDO7QCCUHLduXuS+6iMqtcncGX0bAAkAFapCsAwPVc2MntTgfbLnf36R2msXNnNA2/GkHKCDqwoiFj/S9vqyEg3DFKpKE2sWWheQn84xsL1xdpD3ACMKLrRBekiDGICWIEdHYF+b+Xcuh8KKu76Hwgst3ZQyFF1xydQKc8S5g2pbq7PCFFYWAWM3GTf5p9sEmV9+BFylCstc1g9cnCgFxJndAxmD5MGPEpJ0+zFj9q93A3nGS1vow48TRfcj2jZNw14cZ2wo6JCXNmSgJpg8z2oIMt6/6sBKwMBG7DssrwQFEU6USJ+eGkLbcqt52WaHEKbdKOTG8cqtSGSBiQEXuJP2sllclcBEtnUr/PfdFXbnVYD9KONcezmBxM2uoJ22eQp8h0Y5+hD4qtSAh2IfnlAj0zft0wkKcabY8VFaVy7tka12RJBQS4rT1EnwyF4azTtMx2i4AI2mwEsSISJ1cgFhZH60/eUIPgE6Y/2MNULhOHN0HABB7x9tv0upfmZKsu0esDuEDDABYy9qDjBYSq+WF1GhVTII/PGZRi+uhzbjG6XKtFtw/mlfTRzC5Z6jdEMdFk6gs7pq5qB7z80qb+DoDkKfMKXQgzFCndFni0+Y/UJ4zxjpXPPO1/aP2x6VOLjQ32gpKToykbSIfZlTyYTCQQcqhvexNbgz/F9Z3Y+TmSTkdrlTCz65ZQ7nVMo8Ff43KqVYiGTwpq5OwPBjIos4K6o+gRuGFnPg5MfwEn0JQaHDL36cQwKDpBDJmI35Yt9iNIxtG0uetj1xzRd0VvmMjIgdOSITXc9wL/j5w+AEXVNiQkMA6sYokgemoC4NBBseF0RRGwtfbDvAiOTEGKUGMGtGF+RCYQQOR2PwxBhT+NmhANArMOOV9RAg8DBkchuAFFw1EB8AMDi+c+S0Sf0bzYbQ4SWx3Z0bjtVcLmBHtOwIv6L0a5MhYC7/fo3xeQ/356gkz1Knmwf8Y5wp+jhjz3LNt4AUpVSdJ2sLKRYbCu8gOhZj4IMN3alBYiW7vll31z4Q8aWf3/Y2XWy0iISeZ59KIKWP7lXn7SBVNpEI0Lwa5LuqgB0/qWSb6nNvxwNbUmG9GY7KTmn2o+4rwu0Rtv0oVYNCiHYMZFcDB53d0c4RUXxHFW8jzXfRVCC7EnBt9AMZWgxekVJ1kkJp/SZKgTi50vliXJxajAMNvN0R167cZIEV1alIFGFxNICK2Tpf11rL44DQisZpFAYbTrhDtHQE9SGnsB2Azb9A0lenqtG8djknbY932vXPU9jPS9bPXd/267wyTOrXQ+fvZ51xRdx5qe46KyT8nPvu+u3r3lZSUFFfmh3w4VUHi59Y8MqLKoENKQmdOcmHkUHZaP+8/CMiEdPsS0lZFyYW0UCITqnE7GQc6pmxrJpTto0mxROzVdjA/jK2au/KrUSTNtyx56Na8s0Jujdi0CiTzBNxQElB4yRA4EXBR+NM184IujKZNtgUYI8CepM1VcmJ0UJsQk74DDaDbndG22+nlymg5EGt9l3vI4BFo7czoPABGgzNj4PltO7gyBkOVBmdGn9CRWmcGvyPSEXABqP/MSqHr9IXad1GDK2MIXGx7ruhyHpInFjude7ad+4KpM6yL9JGUNCvlplJHkyPDVyzJp15WdX2H+2A5Jlhoh64kImxejNwrwQq4eS/06yjDSyiRaG2ST1ZiNTM5MGJ5MWahTqEksT5Ux9/7vs6AeVHdsRn+dvVXn5ChVqHGynNUdN6zcJ+AAypiuTMqqrhFquEjtTk8eAgJDy0JlUQleaEkel43F4a7D6HryK3zpRvjmoT6mUclJ0ZHxVwZQ+9qtu2j73Za3fltcl/EFLtLPfTut6/IoLXXHXy/Dz7YHitGjfr27X+bqNY/Xh3aAKgcs05Ol9i2Y+9rD4dORU2fzTE+u+z7pJTo5b6IKXYe6Ht+aLNeH0falpMa6dFD9957L66++mosLy/j0KFD+OQnP1nb/hOf+AQOHTqE5eVlXHPNNbjvvvsqbT70oQ/hm7/5m7G0tIRv/uZvxn/8j/+x384lbTkRzODijoys5+Wbf1bLYFwXLU/25KjIAlhEOy7aOzZy0c3dkTW0J5cFd2V0cWlU5CXy7Lxundokzd4C1wzzptGu08xHp/Fj0LQ9VQUa5TVlw8qdHcQtgAR/Hvo6+vkwmhSCFjS/h1RNhRK7f1tJY12TbLGXtVHaEIgxi4u3zRa/oM+OjpvtPzSgGAOSABGY0Rde+GIDv/yvZ2PyyU/myE/qbYwBL/7/7P17uC1HXeePv6vXvpz7jklMTg4cTAaZJF5GYRxC8vsxZEYTgmIcL6NMvh5/OhLwYZiYRGSIDBpwJBN0IDJxvCAOOIDiDKI4DxwSB8HhmwsBElGfEG8BkpBDAjnZ+1z33qu7fn9Ufao/VV3VXX1Ze++1V73Ps87urq6q7tWrV6+qV38uXJMMOLkVAAbXpI5nCHhR6VN/ztmJEUbHB4RigB9WDAneAOD4HOaODJfVh8sX66Jvf5UYO9sBXmyy3v/+9+P666/H61//etx///144QtfiJe85CX40pe+5K3/8MMP47u/+7vxwhe+EPfffz9+7ud+Dtdddx0+8IEPmDp33303fuRHfgSHDh3CX/zFX+DQoUP44R/+Ydx7770b9bamVtM8JnFdS+xts/FcyoIUzuid1n3gojPMaKFW4D9py6jVE3HuHiKcspCGnmjW9LXVxptR6gIXJmmaNQPaDg9WJv6LN4nB21bR3LEMoy+r1IhzKyPMrQw7+SlWFpA9uhPZozsH63vuWKaO+/FFzB1ZUK/jw1wGoxOZej2pJjyj0wKj08NMaEerAqPVsq8h4QXXRDNnbBFN+gcuGBi1a39jATEu+3SvhT6ia3T01Jx6PTmP0YnJXFv03RtaQ98jAHXvkcfmMfry4sSOe5b01re+FT/5kz+Jl7/85bj44otx22234eDBg/j1X/91b/3f+I3fwLOe9SzcdtttuPjii/Hyl78c//bf/lv8yq+UcUduu+02XHHFFbjppptw0UUX4aabbsJ3fud34rbbbtugdzWdmqYxic8ag4ugRZe4GEPKtcqos+oYDTSTiwESPP5F6CwIIa0UrCSvy37DPju7jm7/YUd7beL8tHVMM/fzG8D6ou22Mr7FQCeurVXGBBQdD0NbXEydFcYmars8WJn4yHQSg7fNVt2gfiiY4eunb991E5G541kvmFE38esDM0ITVj6pHUJkQSAKET0Jn0raPUHxczcUDKr7nPvCjLprkoBcX/m+V0NBgUncI2r73gYgw8Tq6/PSfa2srFiv1dVV7z7X1tbwmc98BldeeaVVfuWVV+Kuu+7ytrn77rsr9V/84hfj05/+NNbX12vrhPpMUtqOY5JY1cGOTv1BtnYJ6aImYNHXwqKc//U/P626mGEz8EE00LmLvXwk/YAAXlAx6fhnwePcCtdQIZshQSdriy2aVWQgDTImkd7LsVbb5cHKREelkxq8ca2urlYGk5NSm8lHn8lEU7u2fbc67pYwo81kry3IaJqguk/ouyjk/tAGZsy6Queqj2tJm8+2LcxoA9W6woyY71FXKBDz/e9z76lrm6wySh08eBBLS0vmdcstt3jrffWrX0We5zj33HOt8nPPPRdHjhzxtjly5Ii3/ng8xle/+tXaOqE+kzZmTAJs7LjEJ5/1RfrW+tUILjybB3+AsRUmoUnbSukh22wq5uHKdnqwMtHftUkN3rhuueUWayB58ODB4d6AVp+Bexvg0BpOTHDC0TQB6zq5i5lAtp2UdoEZ0Wk/E8yoVcy5aQMz+oCppmuml0VQ5LXeFgJOEoxO9N4zrTCDcrL3fQF45JFHsLy8bF433XRT7a6F8xRcSlkpa6rvlrftc9a1EWMSYGPGJUkbICcqt2jzqD3NIievdKsLaitnxUtiGmpMoj/wmIcr2+nByoakWJ3E4I1000034cYbbzTrKysrgw4Yhhqoz62MMN7nT0Xa1/zb7XuwY9aTsfGe0pxrqHgBNJnMd5Q/9H3jHIixgJyL8JPtkvazEJBu+s0ZVi28CPls1qSzHco9iK6hfJFdV0PFZdHXfr7bb97Yxx2LvrPjvYG++7iR6ba++0/ve0/DcW85DWG+rdvv27cP+/bta6x+9tlnYzQaVX7In3jiicoPPmn//v3e+nNzczjrrLNq64T6TCo1yTEJMPlxCakIZALJPRf5lHxDvSoaZmRN211lQiIPtCGLdyF63CqiUn/RDrvuJGkoxWZMFRKQELRQgSiT5lbB4xTY/OsoE+omU+cyIkR7l5Is294uJUO5lOk+HnnkEWtcsri4GGyyHR6sTPRR2qQGb1yLi4tmMBk7qIzRJJ40Tsp/nfc1iaejc8ezwWIEuBqdFoMGaqx7kt83c8asWmVYaVkHOAfu5zB0fBNAW/MMGFjW6tv5LvSNJ8Plfn+HvkfUrffqe1otMzZACwsL+Kf/9J/izjvvtMrvvPNOXHbZZd42l156aaX+HXfcge/4ju/A/Px8bZ1Qn0kbMyYBJjcuAYDCM+LNIycGsfVilUMglxkKZygZAgTUZggRuChq+msT44Lqbrgh0+wNKeK0iecldNkELyf3a9UUGqLpvdVtbzq2oS7gun7cbRP60liT39rjyfQfUSlzOhzoyLau3N8dH8TYTg9WJjrqnNTgbVo1fwzY+dhoIplMyn0IzB+bri+qyRAx4ISTYIYYi8HTfoqifyyOadMkAE62KjA6lSFbF8jWI9xSWoy/O11LEf3PnxDmNSS84DJAcsB7xMKKek2i76mSHOjVUjfeeCN++7d/G7/zO7+DBx98EDfccAO+9KUv4ad+6qcAqCf3P/ZjP2bq/9RP/RS++MUv4sYbb8SDDz6I3/md38E73/lOvOY1rzF1fvqnfxp33HEHbr31Vnz+85/Hrbfeij/90z/F9ddf3/4AZ0TTNibJfRH22/bRcMFO4zPOOssLghptrTNq1bavZMs/dWIW+XGVAfv3ICa2ypCXRZ0x7DRefl0AQzaNb9TRUGOSFuOS7fRgZeLuJDfeeCMOHTqE7/iO78Cll16K3/qt36oM3h577DH87u/+LgA1eLv99ttx44034tprr8Xdd9+Nd77znfi93/u9SR+qJQIB63v7P7mYP1ZdX9/bu9vqPgRfH+74504I0/f67mGf5IxOCQul+dxMuoomxjKTkENd6XzER78U29n3ld5jgcGQpxj7y+nzKua7n08OL0an9LW0c5jPZ/6E/YM5d0JgPPD3wQBIOcw9YsGJJ0j3ouHvP9MxmKBI3n37aKsf+ZEfwde+9jW86U1vwuOPP45v+ZZvwYc//GF8wzd8AwDg8ccft1KbXXDBBfjwhz+MG264Ab/2a7+GAwcO4O1vfzt+8Ad/0NS57LLL8Pu///v4j//xP+INb3gDnv3sZ+P9738/Lrnkkn5vcJtrWsYkPoDBrTB8riQh9xKrX2+ZqLWecOuGVMjqj0QdTMg99evk65+LrCn4PmmZf237Ag4pBjYU2AruAEkABgQAssw80bS/2jqCea5Iu40UAqLWfQOtrispBETQH9hxBRECyGT1hiJo3A2IPGLnmQCKDJWUqJlQGU9aSmSiTLUqPP12cWmZoIYYk1A/bTSJ38Gf/umfxj//5/8ct956K77v+74Pf/zHf4w//dM/xSc/+cn+bzCgiUOMSQzeNlLzx0RnEODCCy6aXKwNYGVat5++MGPOmbjRRG4ImEGTTO+2njDDfbJPE+fOMMM3NqSJ/XaEGb5fcjoHHWFGCF64ytZFa5BRmy61J8xw4QUXfT/6wgwfBOgDHFx4MWTfdj/TAS+2gl71qlfhVa96lXfbu971rkrZi170Inz2s5+t7fOHfuiH8EM/9ENDHN7MaBrGJE0AwycCGGR5UbCBeqy1BbdiyM1yZi2r4/O4kOg6Oco6uVOnDkLwugQZcinYPrvfawoP3JgKzTrcqHv/m/lRdhnrRTQxEEEyUNbz8zegQ6h4HkJKC5zUQhT3/HvARS1IIWAg9MPKnJYzIM8hhDBxFYx8UIPHxdDLpi3BDh+wAMIgA9hSMGOjtV0erAhZuYKmWysrK1haWsLy8nIvP9SLf/5tlbJaEMB+HOugAsm9aXSBGd79NNzYY2GGCy9C/QZhRs1xVOBFw6TYBzJCY5GQW4IblDMIM3zN60aAoWOfVqBRBy+46j4z563XwYsmFxUOM3yntNZtJPC5BWGGU1wHL3z1gfYwIwgBnG7awIY6gOH7eGv7DlzHoeN+8E031HRWr6Hu3XV9n/+ffgnZjh29+ipOn8YX/uPrJ3KcSdtTsdd2ceQ5UQCDW1xQnAsfxDDLrG6u13PJyrUlRgEFLwhiqOVML2flsoYYfHlNjvT2DLkUWJdzug0tl32tF3NqXzLDuhzp/WUYF5lpM5YjAzFUH2r/Y71eSIFxMUIBgXGhyqR+D7RdSrYMWGXqL1AU6niLIkNRCIzHGaReluMMMhdAIQBySy0AFAKiAEQBbcrtuR+azCY8XgHf7tQP/XS0+UmZMkYTpaEhRtuhGfvsys/R04kUqlgCItexv2h5rK+XXL/0cqa/jPxaElJBDFHA9AdZLlf+FtIqEzq4Zrms+hQ569/0LSFy6fSltxdSTfJNe1q3l1XdQi+zcilZH7K6XbeRplzfjfi6tqiQVN9sL8pyoLTYYPdO6VpxBFzz7sz/IPjRT8uYBJjdccmGZCfZLoqxaogBGD61sczoug/Vtt6ypAIvSBLeH402lhlBy4sGV4UYq4yYmApcUZYZfZyFp8k6o8vTqQirjFjLizqFXEz6xE8ZnRK1VhmN8KJGsS4mbS0YYiwnmqwv+vRd1g0fdx+AsWGiQWHfPpKSJqC+AMPU8VhhEMAYUgZmOBYWrpWGfWztTfnc4J0EJmjZ3QbAwIrBxbqMzWqR1EP8I5Sesjbq+lk17Y9fZ7H7cPv0WJ1UrDHItUSya89xN1Ft+rtM1F3bFesLsmwga4su8llMcJeSltYYllsJ9Q8EYcamaYgxCfUzg0oQo4N8MKMPWOCqgxlD7cN3/EF4EdtnDcyocxtpIx/MaAsvXHlhRpt7XFOsiK0MM4YY4HlgRiy8aBMoNFtX6XMHS5fqcTHpAy+4mlxM+rhg+IBDV3gR03e5bTs+4ktK2rryuY/4AIZZd9xIeEDP3AM1yna2FQaVWdvJRcSxwrCOjVlhqLqZsbDgfdnvR7D2fDkzf0tYkTVCCV9QT26FYR8vLKuMGEkhIfjsEbBnjyRmhRHuDMldpK228M+Q6DMZ9V0HvIzBC2tbw/XDIYjMmOUQb5eJEjz43Ef0vcPAEegODbiQdlwMFqDTxMUQnna6rtD1rPgXjkuJ5XZCxxQJMgBMB8xI6qSUE6+HeCaQoSYSpIUVYPdjfF/D9q/6VMfeF2BYfTp9DQUwrD71RLYvwOASYyBbE8hWVaYMMfT9jUJftwqBPSG1OYZ4Z2oAKuPIpNLQtsoIE3nco1NiItcooL5XO4+UfQ+ZOWj+WPt7QuxHzvve/dj0ZTuqEwXR6vtKSpqUCshWAMMXzNN1I1Fl3CpDu5R4ZoUmHgWEZTXhDdqprTDcflzLjEpfGobQ/kpIUoIKHgMjd6AE74fKYkAE1WmTejWoypN0af+NUbqXTL9811I0FPOVhdsG64vqdntZVJalgAEKapltz8ptyo3G2bFzK1DHIODNMMLLeDaRzJcCNXMgR+Zv05TJxEmvKnxZTERWqbcZGmpMMqvjkmSJMYB2P2aDjL7BOvnkhEDGEAFAK/s5bgOMoTIWzJ8QGJ0C1vcM058rMbaPu1gYoE/PxJtARgfr15lUtlqeQ1GIShyS3v2vYWLYdceTAvnO4frj3+Fdj2srpQl8H3Y/NnymEdP3l9XfIYMQb7qGgIibDSGTtq2a4AXgBxi+YJ6++mrd3W5bYTQfYxkLo7ovUXElceEHb9c6OwmDFgWDIPb+7FgYlT5YmbSWA3BDOMt1pykwkyDz/6Qp00Z8Zo7FhWUpIcpVoFrGrTMq7iUdhl+1QTq5xQbVBapuK5koaWmMS0utNYZk1XxBQAPWGEDFPcVrlbEVNNSDzRm9wSSI0UMh64s+g/7Q09WFleEmEfPH6/fdZ1I0OlUuz+nl8UCTQ+6mIIoSLmRr6m8XmBFjNcCtMrxjrrbpR7cZMg1ZrdC57Qsz6PMFAu4/PTTHrle6dqNgRuAt1WYKOh4JMiJOF7/3DJ021fQt/OXbAmYkJW1hea0rnAF8CGDkkFYcDFVWBvMESisMN+NHTEBP+5gyVpe7jdiuJAWrR1YYBCSobvnKdHBOXc6W6Rj58brH74pcSXiMDHIloe2NElLPGsun0/S3dsJozUA960nTqZoJY9fhnRuDIjreioDJOmIDEdWBueQEcykhqwtdTvEjSggiIDKpEotQp9LjUkL7ySRk4YEaQpT7JGVgbsgszgVQupFABwql9UwF+RRCQFKbOrcSoHQtAbwwQxVvr7H4LCpBjA7ywgt+83DqDRWss+8kIgQvQsfSZlLE4QVJ5IAcDQMzYuIs8MmuCzR8lgF1AEPkAnJUvcHNlHVGjUtGG3ebrjCDf56VPnvCjDnP9UpqBTO0Yl076DvY1Sqjzm2tL8yIdYkbEqhuuCT6m3CncU/ShNQGXgD1cTDKOu4+3PUyI0lIJsWqk5HEPk5hBfnkcTRC4vt007FW6oJDiAyuKwmt+zKScHGXEh4E1CsRSR0847/BNMm+k1opZFHDs4gEG6J0+3AvqShgwcADN9hwrTisOBhR/YoSPNRca5T+1fSZIQguDKigeBqZULExSGTVQelWC/XtlW4/0mnjBvn0gAxQP65VBlCJg+F1M9loDTEmoX5mUAlitFSX2BdDB+vsAjNCAKPOzDF2UuQDGD51gRldM1zUWWcMEbOh0TpjmypodZHHWLSUICn0GdSCC18K8HE7kFEHL1zFwIyusWrawow29522MGPoe9pW1hC+o9vMkCppi6oOXgBhgOHLRsKtMFTdMpin3affCkP153Ef8VhhqGMqYYNVj1xAnJgYLpzICUSwZZ9iLDGAElhQWlXbjaQKMoJfcQEV3BMiZSaZJQ1hQeO2F+xVdx01WPuEoIUVf1YyCJGpjYJ2Su00WDD1IBQjUEvMMkJWAQO3xvBlLZESVhwL6ekD2mUkgxXU0wrymal4dZKBCxdkWOJWGUAQZmymhopnMav3ogQxIjVE4E4+8B8iUGfMRCLW+qJOZlLk7CcWXriKgRlDpOcEbJgxsYCTxfYGGUMGOe0CLxr7jLDKqIMXoiHv4OhUFWQMlimowcWkz31n/thkUrL6+pg2mJGUtBXVBC4Af/yLWIDhC+ZJVhgEMKgslJGkLq1qzoAGdyFRx5RZ8EL1zQOHcjcRamPHvigY3LBSqYJDCtsKwwUYpo000zgzl5IS1ac6Qk+4LFN99ld6luvUZUI8yb5nRW0neTXGOb5ENG6dVvvjQAPanQOyGvMCtJ1ZY5jtpUuJKRe6FwY6zP5c2OEsA9AWFRppGDcTMCuKGnDB3UaAaqYSn1sJ9RNyK4kBGQAEgxmWiwlgu5kkTb0SxGjQ0FlHJtGnbyIxBLwIqSu8cOWDGW3gRRt4QBNVOWrRf8ClxFu3pUXANCgWXsRYYYTUB15UjkNfO6PT6u94VzvLizrRNT93Esj0fmIsimLouM8qY5JpU6P6bvGRzh+XE73fDKrkTpK0xVUHLkydGusLVQ5THoqDwd1IOMBok5GEp1UlgOFLq+rLTMKhhAEfzvHxNu4x2RYc9jL95S4jJDcWRu+MJZGAoXdwz+RWsmUU+l2vwIuIz6sCEXhbgZJLhVxFeB1nuepqUlpgmGUGO0SmYABBlKh0qxm7sHlsDN8J8FhflFDDcSuJABkAVIwMoLTCcKwyLBcToAo0NlvJnaSXttm0azjt/rLE+p7JIO2FFYm1fcP2zScSa0uTOe75FaCYH75fmmhm60Chr8h8x/D7Aeyn7m2ARpTaBvjcypqwtZ3Imy0g2orgBYkm60Ncs3MnPWWnhgtaCyiYsbAisb572O/vwopkoHO4vuePT+Gv5hCmm1P4tpOmQyGXEbO9wfpClcMqd5fVuj8ORiiYZygjCQEMX0aSkBUGAQw3rapyNymDePJl1WcVVNB7KfdrAwoSdyPxxcIYNPXqZquNNUaDG8OWljXBHrhvn+tHk2J/F3xWEKJqBVGxrOD7MGYY9n7d7CIGNkhpAxAdbFO5jFDwT7ue1OYbIpNAoeGDa43B9+s7ETxTCRAI8snrR8THECXIMME+a6wygjCDjm+zNZA7yayOSxLEqBEN0oeEGQsr0vrbd1Lhm0gsLKubzZATFvNE+5QCDeNdg3WNbL1axiekfYGGkOopfeFc7THWGbHWGFPlTtL0SGhCAMOFFvzpQ2PbmmNy4QVQWksA5fXVBWb44IW1faAMPHQ/AIa77/A+3bJJ3HeSkpL6qw5cuNvbWGCoevFxMELBPHMHUJT9hDOSqH1nFeAQhBHOcjVzicd9pMGNhAAGoB9+GnCBbmK/o278gUa1AQ3WPiP6HwJg8O1bYJ5XUYVS6b+hY530z5VlfaGoQ91pkwKliwcHEsK+NHjWEelUNbsVrJxZZvBy7k7CrTHA96+Pq1emEsAO+KnXecpVyawofNvNYfH4GICqZBYjQAb1l7H7FAv+qTanccy0a5qmXhuqT//2jWZZWTn0u9jV01D/pMJXHqOmY+rTN2nulN8kf+5k8wQPqH/anq37AYar0Wn/RLVx35GEk6wCBrEMGAgASNH+NYhaHn9UQE/PueWQoSuFbntdxFxrpND1nQXcnULfkybVfUe73nNivvd97jlTDTDkQK+kpAkoh0Qh7ReV06sAzCuX0sS/yK1y1Z8PYJTQwp9OFSjjYOSuNYbHjYTKCWCUfZXBPAsIcDeSJisMABUrDPV+HGgBG2BQ3TqAwcEJt8CQEvpFP6pgP7Dwfu+9v7sisLwRirUYaHMP22r3u7rj8W3re/xN51QGlmmdrqOavglquH/VsoDUMVlMOey/bn3wfgAzqZe8z8yur7ax47S2CeVyoutIIYCsXEdW1vGvs2UhIJ11a3uWmWVB2zKhLDCM6wmtZ2a7MPWz8sX3AdjbsswCGpumocYkW+17ukFKlhgt1OUJaexkoc0T0raTiC5PX2MnZDTRa2uZEZpQZh6LCRJNWLllhi8uRmhSXNe3adshdkZF0+pWMmQAz5ZAKNYqowvM4mqyyogBc3WKdTGJvS+0uee0BROTvOdsWQ3xY79NTkXS1lOd1QVg36JD7iO5ZMuoxsBQ+7EBhqpbWlCU+/PExPAAjJD1hdmvE8zTCtLppEt1s5PwelSnPBbWTorKV9N1eac6llXGQE8ALHcAT5cT9VRp0zd78h6trpYjQ2uSVi6kjm2tcafvdyZw7NzNI2Rx4bqRhCx/+DVouarotqZfKs/0WE2w3QjHGoOUobzZCBi3EqktISrxMDJZze9cGxMD1UCf2k2lEiPD1JfwuZfAtGEuJW52FNrPZmsoADGj45IEMToodmLR5Wln3cRiCGsQX9+ud0GXJ8qxMKPN0/CQfDCDNFSaod6xM0IgY6vmQRoIYMTAi5A1AxCGGX3hReUY9HVIY+u+8IKrzsWk8Z4Q2Fx3z+lrbTXEPYdbriUlJXXTWc94DADwxGMHTJkPXAD2/MC1vlDb2WS/EWDQNn8cDG6FwdUUzNNNqVoXzNNOr2q7jVA9NyMJLZv36Vhh0HY3GwmJZyUhC4zWd9MuUKCPNgsmbDbI2IpDJ+n8hWeIFzpusp7g0IE1oXF5WaZcS6jMMAwfnHDdUCRggneC1YG0l3k9X5BP04cDIwyIsMGFFSvDl62kgN0Pj6HhAxlACS20xQcA270ECMMMwPT50WPvCnwwSdOkBDF6KDSx6Dup4H3QxGLPYzlWl4ahhqFJSyy8qLNoCMGMIeCFq9FpdXPOFzDRzCDZmkCx0OEznVaLjEiRX+PQAToBG6zNn2j3FKsOkrgaEl5U+tbfp3zHMPcEQN1z6H6z99Ecq/uGu8B4wOFtY3nhaIic7FuVQyZtH8WCC7XdWXfcR6iM4EW5nrH1cCBP141kTVP9dTlnAYxCZliXo4obybocOe4m5d+xHAWDefLXWI7sMohKHbKw8LmR8O0AmPuIYK/y3BqoAcRNnt0n5EzB364YKODb9xAgYaPBSx/1Oc62bfueW+fD9v1W0DVCrh0iYH0hM12Pl4GlXqX6rD0Cy1IDBNPagA9lQWGCfGZS8QFvPSiYUZSQQ3MSZY1BUHEEwKRdLcLxMei4ICByHpCT1RmNVJkO9omRjn3B42RQvxiVpldZuRM3nprcCtYXTEOMSaifWVSCGANoz2MqBdDa3uG/HHzys7isvo1DwYxdXym/3UP1SVp8Wv3NF+zymCCdUW4frkWanrg2wYyYvr37a5HO1dI0gIyAFUYlkjSTKRcxI7Fu4p9x7/R0jrhlx0ineXWv1SG0cFwiHzCNLKCAJmlxRd8TBoIZ1PfqGVv9ok1K2r7KK24lpVx4YZU57iNUxl0wfDEwYgFGaT1Runa4gUDVsZXZSOx65d/SPSRjYCLzQAo7pWpdMM8mgMGDeXJ4ISWUFYa2xiDVxv0jH4BJ+YmE9j3UT24XkLGR1hhdJ2Vdj69rO481RrCq8OyGsbIKyPCW2SCj4gpillk9Y6GhAAWE3b60inDqkbuI3oEUwslWInQwUAYyXAuNipsJ7DGn7sf85XW420eh5lkm4CdQWmAYACLKcsC2zgAsC42k7aEEMXpocdn+si4cU9/MoWHG4kph/U5GwYyaH5u5U9W77cJxibWBsrCM1uxlPjmscwWJkY828n0I9hR+aOuMziBjK6uDG0ldppAmxVpJiLF9HQFhV5NYNbmkNMGMNhYeC9qSQeRSx8no/92i7z1Q/R4srhS9QAbdu8p9qR2sLqUf/KSkzZBr4GZbZ9hl3PpClTdbYHQBGG4cDA4w+F/jPqL/huJg8NgX/NjdrCV1wTwJYJSBO1W7eIDBoAUIaDgn3/3RYQDAWF8wa4xohcZpTRPijYQJm6GhnipP0uKkBjI1fjSMTFgfJS9ztvvqGesf1q9ticFdRmzuVoEdGQBZZi4xUETHxyihCMtWItl+GuJjNFlkGNcSX4wMoAQZ9NatOBkoK5tyqegKoGAGYLmbJG0PJYjRQRa88GgomEFPWcPH0d4ywwcwSDTx6goz3Elnbd0OMKOtuVQIaLS1xpBz5Y59IKMRbGwxawwz6JpQKtWuErGAowZm+EBDHbzwXbMueGujhYAbxtwp2RlkcHhRW6+DVYYLLwCAB8DadjDDN0Hp0kdS0gRFmUbMusfqQtWrhxe0XIl54VhPtAEYa/rH1GQVYQBjXf+wcoDhxsHwxb6g5TGrPy5GjQCjYpHBXi7A4MDCdicBZJGpr7VUsz2p/0arz2SZz1I3WvyR/1ZQ3+Pw/UxtwLm1xqZkVBA6DgYpuGsJtzYVgHEnAVABGTIrO7HKLTjBXEFYPWSAIJcQOl544mMACMXHkBAQI20EUagjJJBhzvUIkDk7DxEgAxAQHDD4QAZQupeYdqjCjBG3ChnZ4KJP4P6hNcSYhPqZQSWI0VJNAIOrK8xoghfVY2qGGXXwAlBPjOVI3Rbawow28KLSNgJmxMCLpolnrLvJxFQoGLKZfmuVSb/7AxGhoa0wYsGF91gannr1CQba1sUkBC+46DsYCzNi4UWlXQTM8MKL2mOR2wJkpJgYSdMgHqiT1km220Y9vCjLWOpUJ/6Fat89lWqdBUYhVUwMy43EgRahOBiVuBfuOoMUrhtJCGBUrTEAE8yT1gE9sRAGaliqmxR3nTB3bTPULXmzYcak9xvz/pqsYoSnrOG4pdDPBHiUTos6OH91nxxG8EOvlFFGDiqvWGJUl0vA4Yl7MZIQeQkyJK83EmqeAI9Fhu5B9QEVf0OitUWGek9snCmI7sgOMAN251bx1vkRTzEx+mkLPR/eeuIR9xeXZSuAwbVwrIiaNCyuFK0BhtV+uahMfOZOyUaAEdLCcWlermhC2gdgcI1Oly/qf6gvN5cYa1eFHhPcThN5smoT9RPvSah2nxmi7wJ9AEalr3E9wIi9rnzXCL+O+mq0Vn8soe9HnYLfSVl+h7sCDC7fvST2XuTtr8c9MCkpKV7cXcSKd8EsLyhwJ2Ue8Vlf2O4jVYBRoL0LCZcFMlg2Eg471PGUcTA4tKA+hoyDQfIBDIp/YQEM/gPp9GHJ51JCE9Ttoo3m1EM9hQbijp0+s5CaIEeP47UuH37JCbbuHp9TLvl24a9D69JaFtY+yzai0q/MaLuw61nHSuuK0vC+rPerM4hQPf86W6b+qMycB089QMEMvS70C5ko3UZEBuNSYrXb6As9aVJKlhgNGnLQXmeZ0QQv2gQ2pAlQvjjcF9VnnRE70Wxrnj86DYx3tzm67vvpHJsjNj5GoI4xG5zg+KcVLGmwyqgDGHJOQozrd5Y1QIu+Gq0Bo9XJAaLRmv15x4ALkdfX4S4mi09PxreH7itDnpepdzHZRnOOpO0pX5rUnH2JueUFgCjrC1WvGv9C9R0HMJRlxVzFAiPXmUm4BUZZf2TAhBu8c70YeQFGAYFxkUXFwagP5FmFGQAgC2aVAZg4GMaNxEAOfcJjnrhTPdFcfzANaY1BcvuTNdu6arPvwebxvWebz/Ki6z48Vjy+a8VreaELKuWAGq9JsrwoA3iSVYXZF7Xj9UymElhtVL/KncNYQwi+T21vQZYfmU75OhLaekPvIYOCClKW77/OIkMIdUAhiwwK2knvGwhaZdBpp/ZGIeuMraLN/j5MsRLE2AQtHCuwsGKH7VrfO5yT1vwJghjDO37xyRuNqYYIWkiapocajSAjAnIMDTNiJ6sykxCFU9nzA1GXoaSN2gCMWDjmS9vbBva1tSJqa3ERI7LIoO/s+u7mi2arfEfIxYRbrG15DfHkb4uc/6TtK55lBCihBW0DSnBh6pvyqutI2WdmMovEWF8AwJqcq3UhWdcpV12AMS5K8OGmUl2XWcUCQ0GLDL44GOMiC8bBcAFGCTd81hgw1heWC4kXYJTrW1pDTbpDGrrfSdw/ux5jHXBqOq96u/f3mJMHAy5KWiEBHQizBBoGZBC8kOVufCBDgQSU6VFNTIuynxJO1NRzXFJA8TaohoSCFYXeJgDkVF+DkZFQYy8nRkbpWiIAISFzlIBDKFcUFIDIKJ8scxsRAlKXWTBDyjLeRSHLcp46tSiUVQbBD0rNqla2lDtJionRTwliNGj+uIIN63sigAD/0gTkwguzn2N6Pz1gBk2ESDueynH6zPj+eFyMOmXrEvlCWa+tr793385p4xPUYr5zt5ujDk5aQ8CMwcZaDszoCzHaZPWI6s8DL7j6ZjFxRdd3ti5RzA8/UuTuHW1gRozovgIAa/uGh5p7HpugeU1S0ozqooNfxl9+6ZlWWcjqgpY5rFB//QCjyfoCgCmn/YUABncfcS0wQi4kHMj4LDCaAnmSlUV9IM+BAAZgTzJiJxxdrDHqrANiNAmrjCE1qUlWn/ccc0xDnFfH4oIDEtM9bZdOOTsEX1lpLaEam3rCbldaXDj1oCpToE/LeoPDD5OWVVipVyU0lKDjEroOymCfJv1qpurJgkCGiI6TAbCxqGmr190xqmOdQalZSR/5yq8haXsoQYxItYIZHoXgRWU/HWGGCzDMftkEqW+2lGy9vFGN1myQAdjBQ12gUefq4U2bugrki7TfsrwJaLRxKZFzzZlKeGYS73Z+SgeYd/KJtxzFmxUMGa/CqEPgz0oXLee4IeuIJnAxWq2WtbHK8MkXt4K+A0PADPpu8u8VqS/M4PDC7E/fg2phRmQOdbofTptSYM+kaRGHFIDfZaTcllnwgpf5gnea9Qj3kTqA0cWFJJfVzCNtAnn64mAMAjBIFsBoeZ/vAy/69EHaqiBj2u+Z7nmNeD8GJIhyLFKxxnC7Z2OWoPWFU0ZwghpV4QZ3Kakuk6UGpGORwVKvxriWUIfctaQCMrJMW01ISGQl/PCBDCDOxYTq+8aqLszYgkqBPfspQYyW6gIzYgGGtZ9ImBGCF97j6JH61TfRqlOMdUaXL90kLDTaplz1dzLIoRjJkT45sTPxvk9xQtrE0L9N4CJGIauMECwJBcEdrdnlTVYZdfEw2gTWnD9RtAIZPnhR2f9K3tkqY1rhhdEQppszOlhI2liFLC7K7f6YF6bMgRdAvfUFuYX4AAZtW5cjO/sIAxhuFhLXhcQHMFwXEuM2gqoLSc4tLjTAKChuBjTMKIQFMIpCVOAFgAgXEs8y1LKwytU2M5Zpc2+o+1nfLiBjkvfKvu+x7bFF1jfWFCQBBwBIc83QdeguG5ihrwN6SCUFWUawIR+PcUEwgSb41HcBE0fDkA9dj/dnuZZkAAoWR0O3qbiWSNhZS5hriTp2CSk49NBHrsEFhIAoCpWSVep9ktsIwQkGLaR2JbFgBs9iQiedu5qM9HinwVJ+UzTEmIT6mUEliNGgj3/ktbj8JW+plMfAjC7worIfBjP4fDYWXvgmW21gRlt44SoEM6LSpjJrDJ9okuvCjLYBPvtI5Bg2bavvh7mNSUGfwY9PPfrq4kbSBVz4rDBcNbmYdMng08Yqo2tGECDOKiMGXljHE2OVwfufdniRlDRlCllc2Nuq8AIoYQWVcXhBZT7rC+pTAYkSbnDrCx/AiHEhqQvi2daFJC98LiQ2wKCsIxXrC0BNnoAqwKAyUqjcp5ifkDYT72kEGRs1kdoqkMYVT6UKPb+GVaQ/mtJWoSxzlvmYhQJ5su5DIEM1FfGuJZkNMizXErLQkLpXj2uJm6aVp19FoQJ9CqmtKGj/FDtjpE5S0CojlGKVjg2OFXJTENCkbacEMXrKBzOGgBeV/RwrJx1trC/q5IMZPC5GE8DwuZSEpNJKAmv7hv/1GcI6o601RmUyPMSgofbJzAaDDNbemDfW9OlmKOkCMOZPtG/TVu5p7Jp+mKsOZvSBF67oez/eVX5f28ILV3UwYzuCi+ROkjQtcgN18rI6eAHUW19Qu5D7SLm9hCghgFG6jdgAoykLybig42SWFkWG7i4ktuuI9RdgoEKfSPPXFwPDBhxGASsMr9x7xGYBhY3a77TBi428h7PLKRpkCDY5d8ZiLpAwp0SE18vYFj53Eht4+FxLTBuPa4mAgBzplUKW1hscZBDeoLEkWYWQAtlL2OkLuox4YQbXFk9MktxJ+ilBjIFEA/75lTUIHfl2fe+w5gBzx9cxd3wd60vD9uvCjMWn88ECC5K6fsGarDFcZesKZHSxxogFGUGW0HXQENumLcigY2qrQJuKmWSbLudQm6FktFYCqCHcSOrUNm2y60oSErd62vnVMfLFYS2d5o+pEzPetdgbXrjiLiZt4MXHP/LaQY9j4hrCdHNGBwtJGysOEoA4cEHlvrgXZZ9h6wu+X18GEuNOYkELykZC8TFUm7HHGsN1IXHTqHIXklzaFhkxLiRqGX4LG2GOIAAAtfRJREFUDGOdwcs4sEAJMzzbQgBD8HuK795Q+3CCLYfa9rnfUNtJwoyNuB8OefwDH68ZF5kZvwMnJEyoqSqo0DYPzODAWFyQ9QUdsijLed3SlQQV1xDlygGTSc/yuKB9FdBuKNLpzwYZJmsJizwqpMowIghUZNoyg31XBCGbXG1XlhdCZy6R2p0EOk6GKN1J9MEalxNWZtxF6OTqVK+0TXBXEidLyZZzKRliTEL9zKASxBhI8ytVJ/v5Y6qsL8yYO27P6uaPrWN97/ApO3Z+Vc0y88XMsvboCzT4xJcmkOs7BYoJu3wM7VYSxQ/aDhra/ji3jVbZdhDUUDfGKmPobCR1inElAYBMfz3nteVFm1PYRotP5xitqu8O/Y2BGXUieEHa+fhpjPcM//3f/dgpAMDaGS2oYVJS0kS0htI6ygUXQNjqwpQFXEf49pjgnXXuI24AzxDAGMsSeND2NmlUcw4q2LZqEE+EAYZxIQnEvwCC61FxMEK/iaGHG25ZnwcPTdoImDEJDX28fc6tz/qWFl2QQWW03QEZHEhASrXcZJUhyz6tS8qxuKjCCVRcRng/bvpVA094e+3OYSw3RlIH8ORtRAldWOYS4wozQhknw7AIBScUG9GAIeBOYpVRvAyCGU6gz9J4zQEa1D5p2yhBjJ7ywYtKnR4wwwUYAIBCmolNDMyISQ1JEy5a5hOvOp/8OpeSpqf2GTt1dUCjjTVGrDtJKI4Ft8bgmUlaT3pDAxeurvfSLiCDjimklj/uIZjRBWCEgmz2Veb0O89cR4ZMw9rk3uV+n6L6PFZvjjJ3fH0wkEH3J0ANWuietr5vgwLLbKSGeOoxo088kjZWl5//twCAjz18YQVSAGHLC6oXY33RB2C4cS04tPBZYIQABq0PkUa13gJDnY9gAE+wdbPsARhcTQCji9wHD32tMbhixiVbRVsZYPAyDi3M+VVjtBDI4ECCumh0L3Ha+YCEdUhW/+rgTD0OPoAy6KdxBQGDG1BHZeJgEJyQFvyw9psJOwUr/O4lMOWoBv2EsOJ8eF1M6NiBoKsIdzf5yN/9sr/SZipZYvRSghgRCgb3jAAYVv0WMMMLL7x9xsMMnzi8aNxXpHVGjMvB/CmJdRbsMxZotFUXawyRA5KCGff5IWVPP2TGTsoQP85d8oeGBkM9bn7mhxsbDzBCVhguvKhTE8yocyVpE5vGZ5XhTa3aAC+46B7RFWZweOHdvrK27UBGiomRNG1aIzcP5tzNwQVtcy0v1HIJLwB/5hFqw91JeKYSN+uIL/4FzzrCrTE47Biz+BkhgMFdSPIiM/EvOMAoiswCGBUXEoIVBcEL2oYqvAD86/pvowsJPdz13BOs3xQXHrS2wESv32lLW90qYxLHNTTA8G1nQzLBdup1LdGfpwseBJT7RyV7ScaWWTsJe5sV3NMN9sldRlBaQ9guKKiADOoXrL2x0qCDyRnIYOlWVVtZfu8KKJAB7V6iSYssULp6FFWrDNedxHY7cSwzgNLVBIDlbrIFlWJi9FOCGB3UFl5U2tfAjFh4Ue2zHcxoAy+8+wtYZwzxRaJJKIcZbWNjcLUBGWYcM0L5Q5L1fFPuU5Wh1BdkDHTTG8Kaoa+awMV8QwDP2FMZY3XRtN1nlRENL4rq+2gLM5rghVV3O1tlJCVNgULuInzdtbpQ28KWFwD8MTAirC8oc4lrfbEuM6/1BU+p6gbwzAtmlQGYdR7AU8oyvWqZOpWDDFgAo3P6VMCUea0v9HjAhhyw2wLmN74CyKsz1rB80GJIkEHHQP1uBXW2TEX9eeHPjxrOX+0YIAZm0Geu19X+AnEvaKyp21nbuFWGnuS7lw7towIuqI/Csw7bZcQaCzrXOgEIwfoVBQXnlPb3CBIohH4fsvy+FdK2ysjK71XpXsJiZQgFLJAXGlyUJ80CF1KylKwoIQegt4kSYnjcTZK2jxLEaKFYeEEBdRr7Y5OJ9b0L7QBGIRUZrfRZ9hECGjEAI9YEfv5EYbJKrJ4Rl67RtHWsMVxNyjrDp7ofL1GIziBDjqT1VxRNv4Qt1QFkmGPJhzkWUQhka+VhxIKskBVGMd8c3HO02s7iIkZ1VhlDZQQCyu+fzEQry4smNbmYtIEXlbYemDF1QT0Be6DWp4+kpA1SyF2EtgE8Zobf8kLV8buOUHtufcEBBlliAAgCDDcbiRvAs2sGkrzI1Fe2AWAUUjBYEQAYJttDwBpD/21tfeHeDzwwoxPo3wiQAVSOd8PVB140qQXAoDrWZyXsv7XjRBdM6b4EWynXYbuXwMe4mFUGsQJhW05AwophwfupBvokHqADflIfwtk/N6SoBPcsKwq3jRNbA9SeUReRl0DHa5Whj0SOVMpVy8UEqFpmAGWaVp+rCR0zsCUzkwAYZkxC/cygEsSIVF/rizplx09jbgLBZmiClK2OUSyqj3q8e3If+Wi1/Bbli8O+n2xNvdb3dmtfZ40RM8DoAjIIFlhlrI/BgEbEKMl37HIko0BGXWYR33sgeF7XT984GG0ARpMVhis69sWnJ5tidEiAQXKtMtqAC+mBoq6m3sUkQYykKdO6DuBUBy7Udl3eEPeC2raxvvC5j4QCeAKoAAwTtBPVAJ5kZdEEMMosJC0ARuGxvgDUU2MSPRlusr4IwQv3t9fQcFpnP9HuRLdJPUAG/w2Ogii8z77HGNOmjyYAMIL7cAFGoDMCDqaJPi/lRF/qdWZhQdceZ2muxQakejBK17ebLpWuLUp/Cg+4KMqPSR1m1WWE6qFizaEO1M18oiwcwFxN1HukgJ8KuBAs0XsbaSgiEbbK0EeqAojqk1Sw086ghXUZUDmEHUuDrDC2qDtJghj9lCBGpEYn1pDvHnbwnh0/XfZ//DTyPTuG7X+1OvOcO1GWDQ005k4VGO9UgxgCGk0wo8kao42agnoSyKCgnm2fjsSCDB+88NabBNAI9B+s08Mqo+6Y21pltFFsRpJufasDnjvVHtu3cdFaeEp99wkuRinCuou0eOQYICWKge8pgAIZoxOTg7pJSUml3CCdQBy4KJfL9pYLSQ94QRYX68WoYn0BoBL/gvrmLiQSMOuu+4gvAwmHGDyAJ4GKRvcRbokBmG2tLC8ccOH9fZPCnvDSk2sXZDDIUSvn6b4pq/k5cI+rdSBrHziJ1ZBDGW6a4FNEudflx7cPX5nwwIu690eggoCGAyTUeuluYcEMaJih24ui3GalYnXTpcryMrOABLt+BXzrdN3LYD1zzujCtbaxD0d66umTZbmX8Gufx8rg3xGWwQSAJ16GPlFClh4ibnwMcjUBqu4mSdtKCWJE6vADb8JV3/7zADAIzOAAgzTSZX1hhg9e+ERAIwQzumRVqPZR3jiGsM7oExuD1Mm0U6sJZMQCjEq7vnE3evYTa5VBcgFGseC3jvDBjEkE8wwp1gqDX6ddAEaMOEAk0Xe1Fcyo0ci5r2THTw8KMqYdXqTAnknTJuPm4QEXaj0ML9RyNeuIah8PMNaNhcUo4EpSdR/h1hduytQQwPC5j/gARpT7iITx0wdg//DrW3xj6lS6X4TgRWBSXBpj2LNw87CeJnNwlpvkwo+NuhfF7mejHnbXHU8bgOE25cdvLTOAEQOdZLlDxyGCfdzMXYS20WQeKN1EzHJpwSAKBjpYn4YtSHuba6VhW19UM5KA9WX6ZelWLZBScTkRum+pYsvlfquMxgwmmqiYeBnQWUwAvT9RQguWzaQMAloCDWOhsQWVAnv2U4IYHcQH8iGgEYqL4YMXqoE0NmV8IlILNDxxMUIAg7uUuBrSOoNbY7jqCzQoLkYfkCHbhe3wygcyusKLoObi+1MRpSUw7neTjrXK6GI1IvXAblLpVLuIX4/9+wqDDxde+L6jdd/PqP2H7iso7zl9YIYLLw4/8KbOfW2q+ISkTx9JSRuka57zKfyPv31BL3gBxFlfqHpl8E4AlYCdrvuIm2rVBzDcAJ48dSq3wOAAI+Q+UqZSRRVg+NxHzBNimHUDL1hZ0HWEtXcBR5NKTmEvVUBGG/ngR+Q9qXN8jo1W12McAmAIp0xIyzLD3l52LIIn1g7saQ7HrNupVQFrOuDhXaV7ifS4kBhLEOFcHo7biLkEBYcIrJ4TGBSmjWDpVQmyMKsOVk9AgQxySxFFCW5QSG1hgYBVhrTTsWomAYlamAHAGx/jo/dv0THLEGMS6mcGlSBGT9Hgvsk6IwgvmvqPtM6Itb5oUpN1xlByJ5BDuZSExLLRlTfngGKCiNJEXmZy8wGG224AmBECGb3cXiQw3gnMnerWfAgrjCZwMZQVhs/qokltrTLqwIUvEncdzPDFw5h2q4ukpO2idTmyoAWAWnDBl9taXgDKHcS1toixvvC5j0iCGijhhS99aqz7iIIVDrwg0FCgnI3yZQ4vzDZ9ch14YYOKqmUG4MyxAz8pkv6jyaowCMNMQK1H6O7kuUaCt4OzjPKhwVSqyxAjBC+cbdH7Fg7AYPBCcqjBd8MJhWDXGk3uCS6w662EGczFhK4V7U5iEmsQgGD98eu74l7CY1uwbca6gwMD6/tEB+a0Q9ne617iLdd9GrcqZqVB0Ur5tVznYuK+TwBW1pGCnXP9WXB3k6TtqQQxBlIdzOgKMKz+AzBjKHjhiiZhcyeA1TPbuc/UWWP4NFptHxcj1hojBCuaQEaM8l3c7m4AtYAXQM3xz8mJWGX0ARiCsYHxTvX5iRpe4GYo6RMHY0iLiyZ1gReuvDCDWXXVwouY/htcTLYzvEjuJEnTqDUdyImDC7XeDV5QH21iXwBwLC+6WV9wgDGx4J3OBM+yvmDbvSlTWduKZQbKutZfLpp8UQOaE0r1BNlkqZDSzPnaTtwNpKixynDmc9OruuOvgxdNbQEGJsrlEMCw4EXd50WfuZ64kxVBeR05lhmSfXyCwQwNIaKtMmTVKkOy4wm7k7jrdhpW086xyqi4l9CuuFWGbm+ABaguy2AC+F1MHMhhLDNEeaxACUO4dYZyKQEsl5ItquRO0k8JYrQQj4sRkgszhgAYVv+Oq4k4qfYndzWDhlYm6+xJ7ui0uovlO3rO+mvUJcAnBxm+oJ5NkGIIkKE6oh326GMogMH76wkyAAUzxFhAjtRytt6+zxCs4KaQbRWKwcG1vlNgx9PxO2hjhUHfCQCYO6FpS0SGoTbQ0f2+9oUXVt8eq4ztDC+M+KSlTx9JSRsoH7yoBvtkIMNxGzFlHusL6p+sL4D62BccYIwdi4sQwDDBPKVyHylYcE83/oX5WzjWFxxgFIHgnS7AaIp9YQCHPtF8G9h2sHU4bXg5GwtwQGEmofR0HXrSyQ61FmZ4Uo1Y1hYNVhlTJQ+QCdbTaus6ohrp6sIuqwUY7rl0Z46GHPEiBjN4O0mTeb0P61qzXUwMyNAWGhWQoetKB04IXUkKhN1JMs+6LNOwWu4lQLkfx73EfFdMPe2gYsX2EOa9m1gZNYE/qX9BsILDDDBYwWAGRjqYqH7wIyof2hbTEGMS6mcGlSDGhEQTAnFiFXJ3ZAAHN3F0g+a+egxyXn2EbWBG1HHw/ZxYx3j3vDVxawIaba0xgOEylbQBE11BRjHvuWN0hRlDAwzebx+Q4WlazLcDGU2Qgt5LXb2uVhjzpyTyRTGYJQa//r1q+f0Nib7LADCi5QmlB8uOn4Y4Ve5P7tnZ2GZq42EkJU2pTJrVBnABtLe8oDaUaUTtL6uFF03BO5vcRyitqg0vyBID2BDrC/2zIHzbdB80CQSc+rD7MOIT68qTfVjW70I/VRZCP/Xm0EOWb6Uu1YhlbeGDIdM6sWkLLzq+T8k+o2iAUZelxAp6YVcyMMOarDuZSuiYpD25t1xFMrZsygkiMKsMOPXocJxtKOw+y+vatqigtxd0L6G6oXK3jDopyviBUrDtDGa432tjxQKYbCbW6Zdg5HBavwRJMZrco/UZlzh+CuK4cv4XJ1YhTgybF1KcXveXn1wzr9aSMvoLPzpdmNdGKBSngk9wZVY/wQ+5n7S1BvACDKtDhJ+ouJoUwOD9t9xH0/EX87L5HKDdeQ19dn0ARhuFrDCarnNjhUFq8R3iqvveivUxxOn14He+ooj90z2JAwzAvm9tS7kDta6vCeno0aM4dOgQlpaWsLS0hEOHDuHpp5+ubSOlxM0334wDBw5g586duPzyy/HXf/3XZvtTTz2Ff//v/z0uvPBC7Nq1C8961rNw3XXXYXl5eXJvJGlQ/fTFf2qCba7LEXKo4JvrxRxyXVZ5aSiRQ20fF2U9srxY15lH1ouRsqqAwLrMMGbr4yLTrxHGUpVTWa6tMcZFhly/VLkw6+olUNAyAxiFLld/tfWFttKwAEahrS8KD8AooLOQiHJSVgjl/ljAbFdltF3PVfk29v02ngO0zutLtw9Rffnq0r5lCU4ETTwLVO4v5QS9eTAhBSoT8srytMs5Ny6MMich9OJiYAmCxh9SWRRkAPS6pHWCG2w7TH32oj6pTcYuJuH0y/YPXWZgFh125mzL2NvJ2LiJ/gpp2lW32f3ybdZ6ZbvQr3C78iVqyt1tyrJCjvh2wfrWZSP9Mp9VWVcKtQ0jRQhVme5bv2QmcOddbxjwQhxYQ41JZnRckiDGwKqbBAwBM9zJjFgPm6f7JkVBc/aGiU9lssYUmujFmufzTCVtJ5+kvm4hMRPu2Ml72WnNtg5wodd7jN1XiwFP3fno6iYyiHtPTw0C6Dwww/fdawsco0FGqH3kPWi7ggwx0GtSuuaaa/DAAw/g8OHDOHz4MB544AEcOnSots1b3vIWvPWtb8Xtt9+O++67D/v378cVV1yBY8eOAQC+/OUv48tf/jJ+5Vd+BX/5l3+Jd73rXTh8+DB+8id/coLvJGloEbgoZIb1Yk4t6zKyvDDLDrxwrS944E4CFrlU1hjkSlIG7qxaX+QaYLjWFzmzsiitMJzUqhxaGJDhcR8pwKCFJ3UqQYqW1hdmWfdbruvtcNadiQLBC5pN0oTaelHfhd2/25cFMnwTc5IPZHic4CswA2x5WmGGD14A9jlq4zPjVvVZX1iQwQEUlXX2yvhFALuNtT+UFh6ZXY8DCxu2SBu8WH3RcdOxS/82t8yBIZIdD69v4EFdOwNISmBR2ZcQzrESiFAwQ9UTzrFrMBGAGdRGjhQAMUCDtd/KGmpMMqvjkuRO0lJ1cTG8A3+dQ9mqxyYRFVeTgEl6n8kLnyRV3E0GNrVq43ISUhu3EilUbISuKVe56lxLWsELq1NPWVvLCAw0ua9zL+lxB3RdTLoCDJLMgPljell4x2q16mKF0QVY1IE9I8/3uRW08EBKuhfIHZ5AMKF+fODCk5HEaqPvZzEuJkn99eCDD+Lw4cO45557cMkllwAA3vGOd+DSSy/FQw89hAsvvLDSRkqJ2267Da9//evxAz/wAwCAd7/73Tj33HPxvve9D6985SvxLd/yLfjABz5g2jz72c/GL/3SL+FHf/RHMR6PMTeXhgHToPVCB/fUN2tfvAvAdhux1/1BO1Xfo0bXEZ55BEBU7Auf+0h08E4fvKBlk62gLI+GF6huAxi8YBPm6roolwHWn/Nh8d8tMymTKvaAmfDqphI6LoFqJGg3eh5q5ue+H0Pfj6MUZVXTtjwu7/FuVfG5fwO88IQNqTYWbLuZfJcwwes6kjnthdOnu0NBx+icdPLpkGySTm4Wwrl+wWJiCDC3EI+LCWDclEwQTrqYpeOKIst6BoLwdix4p3FBYfBOBe2U5XGaclTLhO68Au7ofcpqGe1UW1tV3i+klZZVfT9YXRPkU5/UwnMtJLXSVh+XbIHnntOvPibYMU9G+z59tfo6uYbR0ZPoYvYeNWljahsTo41cC8FsoFPkTsBbW1+ENCchFwvIxfaT5SGtEyrHMBDCpXPUF2CQcpY8w2cNGlJXS56JSkpkq+Publ4BeV1M2HfauIz0tf5i97epj4dRGVB1fAFYWVmxXqur/c7z3XffjaWlJTNQAIAXvOAFWFpawl133eVt8/DDD+PIkSO48sorTdni4iJe9KIXBdsAwPLyMvbt25cAxhQp5DKyXthl3G1ktZjHWjFXuo5oS4sxcyNZzeeUSwhzE/G6jpD7SJFhPR9hPR9Z1hfr+ci4juSFwFivj4vMsr7gL2ncSTJtdQFjfWGsMIxbiLCtL/RylOsIczmxttGcVdp1q24njptIUa1vvXJPP/y4qB+9/9JKQ1jbaDJZ61ri/obryhWrDGsC7mm3VeSBR20ARkUMQChLAZQAQ7uHyBFzHSHXkJF+UflIQowkRCYhRoX6m0nFqPSyOVif24lg69xaw1g+8GMAcyNhriTGncPvYkIWDaXLhr+96Ue3K8gSwudeQi/aPnJcQzztCnMMPjeSum3kQgLLzQQZvTfmSjJiL6u/ap0traHGJDM6LkkQo4eG9B/3TTbE0WNRAKPOpcRbX0pkp9fNa1Jqk+3BVd1kNDShHQJkyDkgGw8HL+RCAblgnwc5ktartn3Pb2hoX3KxGHwAk++SkAPMiUKfowszQnFSKse1GH6jXa/RtkBvSHhR6dv5Dk8iBg+AbeFi4jX97vACgIMHDxof0aWlJdxyyy29ju3IkSM455xzKuXnnHMOjhw5EmwDAOeee65Vfu655wbbfO1rX8Mv/uIv4pWvfGWv403aWL3xW/8Yb/zWP1YxMDS4cF1GSpAxsiwvXHgRk3XEuKE4sS+k5FYZZewLbn1BqVONVQaLfdFofcFcSMzgnIOMLtYX0o5TYcW8YLAClbbC7pO3d+NYuC+3LgMVFsign2IGO+xjV5+/d6IunGWPlUDlIUDFSsFpuxly3ivJes81QyUzia+8V2nem+UaQQBDwwPbVQQszoVaJljhdSVhUMJADWPhIT31YO8PsMqkcGCGrlc5fl8568uGEE49to1bp9TGzqB1QesiWM8tL2NYsLqmjuOmIlTfFZjB3UzcPpmrCXdT+djHbsLHPnZT+MLZAhpqTDKr45L0GKaDDj/wJrzkG382voHHpcSrU6cgTumJApGoUzqt4s4d/jYtJAKWFxxkFA0m6pSpZCNEbiU0WQ3BC/7UPlv3p1ttkjv5phtCH1M0F14E6zkgQ+Rqp10ARhMUseouFBBr/TmmO7iicynasTUAcSDKZ1UL9Avmme/IJhakNju9br57soV/Zhs4KY5q/5uxbrOzwQWkwZXEq9PDg5Fp1iOPPIJ9+/aZ9cVFv0/bzTffjDe+8Y21fd13330AAOG5PqSU3nIud3uozcrKCr7ne74H3/RN34Rf+IVfqO0zaWtqXY4AwOsyosqrbiMAvK4kTa4jlHlkXKjfCeMuAgYoZDj2Bc88EkydWsDOPELwgCwuGIgAoCf/7eAFtTOWDy4cYHUqbiOVbaw/OL9FtCzKdZqYCYC5kwgAamJJmSF5MgUBJ3OJ1WfgBxCsntQHxgYwtOh1M+FtYxTaPe+7S3s6jDp4ETMo87mPmAmwvghc9xEDJ6RxISlhhO4udN6FvobZAVO+EVk5Kbo//oHQNUfHIlU7QRdOoep5s5WEXExgfxwyK/dTSZcqy8OoTcVK17/JaKIvXpMOFZVMJ0K7dJA7ipCyup+Mvs+ybCcBk16VvgPMzcScaWG7mqjjloi+lreZZm1ckiBGV/EB/Y6eARlORTzhJJgBtAYaPniRnVpHsbM6228DNGLUlGq17ik5qS1IaAsy6qwHnHFAXH+R8CLYXoMI0SZ2Bh1ji/SnQHmsXWFG3VhKzoVBRr5YzTzSxpKmD1zaCPHvUXaKBeLtADNqxe8LY3ay6Z7SBDNipO91H3n07f372mzxSUifPgDs27fPGiyE9OpXvxove9nLauucf/75+NznPoevfOUrlW1PPvlk5YkGaf/+/QDUk4/zzjvPlD/xxBOVNseOHcNVV12FPXv24IMf/CDm5zcGRicNKwMUPGlSc76uAQQvG/NtNfDCirHhxL3g8CI3lhXldjvuhYIShYlvweCFBMs0ouEFW6/AC/2zagOMBnjhwgo49fg6nHaVbU5fdfcRts20F85LCgUwBIhcmMm1mrTCwA56Sk3xNKRLIUI/J/wHWp/HKJjRpLp2He6vwXGEBTN6wgsLVDCYwa0v9LqKqaDqCQ0x6n6yVegraVED6blWDKCjFXbdWesaXkhGJEqro3iYYcCEtgIy6VgJokh3G8prT7K/VE59Cndd6P1Ju1zXpTYKnujvWFECC+u7zmEGoO4JoOPR5ayMv++yXviz2nIaYkxC/WD2xiUJYgwhAhpdYEYMwKi0qVpniPUx5Hz14wxZX8QoBDRirDF4UM8mkFGn+VMyCnS4igEZsa4Pbawy+gIMs8952enGJuYlZEuQAaC1VUYdvLD67WGVEXcgAORwKVWj2gZcSdq4ZpkgVKHtdVYYHFw0qSvM2M5WF0MMGFro7LPPxtlnn91Y79JLL8Xy8jI+9alP4fnPfz4A4N5778Xy8jIuu+wyb5sLLrgA+/fvx5133onnPve5AIC1tTV84hOfwK233mrqrays4MUvfjEWFxfxoQ99CDt29LfsS9ocuYE6AdTCC26JEWt54WYdceEFuY4UzDLDtbhwXUf4dug6KAKBO52JipqssDp6m2CTMPUmbcuLihWGbz1gdeErE852U8cpKzeWizQHM0ACDEyoWWo54ctgAIeQQq9rmJGxfkAN7H155QxkLIMOmqxuoGLHEACaB1+8MwIWHF6QNUXI+kL/pbgWNsQo+3ePwpw+82EyeKG3SnZytV1BeaBmkwMWDH0o9yh1HUHfC22ZIYpyvyommb6OClF2zawjSgsLbevhbnN3T9YYTvBOcwJ4W6nfUKW8bFNafDjAIgQzaL+e82MCiMpyrsNBztRoE451u4xLUkyMjvI+lTy9Gh78u+bbp07VA4xxxKzv1Ony5UhI2Qgw+BPiJm1EDI2QRh3DCdQ92e8Su6HW6sAT+6KrBAXJHHXrT3SM5RH7Hrr8OMi5+nPeK54JDVQ2QU3fi7rvWMx31FLguw6g+X7B7zV1riR197Ckieriiy/GVVddhWuvvRb33HMP7rnnHlx77bV46UtfakUAv+iii/DBD34QACCEwPXXX483v/nN+OAHP4i/+qu/wo//+I9j165duOaaawCoJx1XXnklTpw4gXe+851YWVnBkSNHcOTIEeR5vinvNam73v7c36vEuyBYwQN2crcRN2inG/eCrC/GksXB0PVdgEGBO12AUQbs9Me+MICDBeysAAwe+wIoJ0Ju4E6asPFYFqF0pm6qVCv2hB0rgyZGbpnVnk3GXCuQysvTL/ixW68y8Kd58bZkSl+4x2Sfq8YJUY1LhPWaoBotL6yJcouD8QEMFl/CxJpoAhhCTfxVjAuFITKhl9kr09sEvSnBY2IA3JKDW3kItj9jfUOwxI3R4dSx3oNel2YZZbwJJ/CnfU6orifWBg/siXK5kjLViatRlvtTrPLjc4N5Uj37+MN9WQFAM1bG4mZ84sOvjb9ukoLa6uOSZIkxCdW5mnSxvIjRqdMQpwDs3T2Z/pmy0+tAy7gYXawx+G/XaA3IIwM5cpFFBqVg7Rt40meVMRS8AKoAQowKyLw9a6R+hrTKGIJs+1xMugIMF25ZZrKO8kWB0ara0NcKY2iQV+ti0sbqokl079m9q7qtAVxsC1cSsIlHzz4mpfe+97247rrrTFTvq6++GrfffrtV56GHHsLy8rJZf+1rX4tTp07hVa96FY4ePYpLLrkEd9xxB/bu3QsA+MxnPoN7770XAPCN3/iNVl8PP/wwzj///Mm9oaSJaJXSrTKrC7Vup07tYnkRch3xxb2wXUZ4DAxAagBSxrmA3/rCcQ8BUIIL+q7p+BgxriMCnjpAmTlLtnAZAasHVt5Qx0jCdkOgh+9OGQqwianzNJ5NWBG0yhBlny1uUJY1hquQ2UFPVfbXtB7TmQ9ekJuIgLK+0HEuXCuMCrzQ4MHEv9BgIij9+y3IwkW/uHWGMc+g7wBZEojy/XpdTdx17mYi0crFpGrtoA+DLDr0d67WKoOO1w1qC0+/Usd1YW4jllUGe0nBv8OlRZLXMsPanypX3wNZ3k+mSEOMSaifSWkrj0sSxJi0mKuJfFp9wGIxcjY+HpcBPiekUGyMOg0RK6NOIfDeB2SMW7CdfEfz3YBu7JMEGKa8I8igPruCDAAGZgx5gzQgaXU4gGH1XzMwqwMYMcE9s9VxOSod0NIJgHExEevjYeEFk1xdA1bXIM48YzYtLvigq08fE9KZZ56J97znPfW7d647IQRuvvlm3Hzzzd76l19+eaVN0nTLF+/CDdZpygaCFwBM1hEXXgDQ1hdA0HWEtrnQggJ4AignO6KcKAFWHIxW8IJPEGQgTgafFLllYGWhOqG6qG43oJ3msWzirWaMbJmb2+un6cLEy9ATRB3fQOrJt3Ex8ak3va2+n7ZuKI0AI9Qo9ISCLhvrSb2swgvATnVK8EJbWtC6YkjSAhcEM3wgQ8XCKMEExcYQ+vqHkK2BhqTrQIoKvBgCZhh3EsG302FJq605XGkO05xzC0jQdSBhAQ7VRt1TYmCGF1j4tsHZDrbNHOiUyHO/6dzPhLSVxyUJYvTQRx59O17yzOsa68mTp4CTpQWGXC1nYNFAI0ZFASzrLAWLi8COAfsm9QhI6Fpj+GJduABjvLM/VS3mgbkTwJjCAgzkRDW0+0htnU0AGQBQ7Cgwtzbq1DbcqfrTBDDyHcDIM5ePcS+qs8roqkosDDMKGEin19T4YHUVyFp81g2uJPx+U+5rBgFGUtI20brMvPDCrDvwgpfHAAw3ZaqbdQSA5TLSyfoCqACM2Kwjgrmb+K0t+LaA5YW7Dlam5YUXrH+rDHZdnwSb8BkoIaEghd4uM5TZIwQAil5Ac7SMTZ4z1RlnCYY1VCwp/GOAWmuMSarNPkPwImB9UUmbSpYXPOuIkzo1s9xB1P74cNefmcQlO2SNwVASWWhQn6YOrGCgFE+CgIfJauLCC9/+CITweBmFsGrzIzNxMGDzMxX3ouzLylxCqYAlTLm7zVyfFBy0KK9xlYGEgYzCPrbq3zKCCDEdfm8wW0sOpOsx0JG07ZUgxoQlT9a7jwwGNArPhPo0m7zUAI0oawwHXtQF9+RBPV2F3EpC1heu2lhjBAN7kulmT5HPoOjBMtrEr9hIkMHTu+aLEqPV/jAJgAEYgPp82lpitI2PwmHGEME8i8U5ZY1BClhlRFthnHbe0KqGC0XRDmR45IUXtO3kKYhdccE+t4srCYAt706SlBSj91zyTgDAD9/9SsvCAoDX8gJAK+uLUNYRin0BwBv3ogIv9LbW1hcBeGHKKVMJ2HKlvqcPtj+rDZPXXQSsng9ooKa+1Tkr5zBDgwzjWkL1aIwhBUuRiXKCrkmH5WJClgb8UAb6+e6jXvdNdvzmvXjghXKxkWV9bn2RcZcRqSbXHnjBIQYQghflNilFaY3BP1xqp1N0cKBgAJUki4oSaJB1Br8OSwBI1wBN1Es8oaxwpHFrATbIKsPZZtiLZIdo+qX7AL0xWMdWfVXrV7abcrXDu/7gNcHPaytqGtxJtrISxJiQmuCFt42edFgwo8mlxAcvADUZ4vmBI4FGRQ68KBbLY4nJUtKkLj+uHGTknmC2UelVe4CMfNG+W3SFGV0CcE4SZMiabuk9d4YZgXPTBmR0DfAKAItPTziAYRurDBdchETf7TqY4Vhh1IELV3SPioUZ20KeSUunPpKStoDKwJyZNw5GCFwAlNFEL9dYXtTFvTCuI4ABFTRRkTpwZmVC4gvaCdTGveDxMfxwQ29zspN46zj3gFpri7ryQFkQatBmmnMy2GDmv0L/lHCgoQMoohDlU24zMdevXHdIcIMCNgLlfHoLgAxLfM5P6x5Z0IL9DcILU8bgBYMYPOYFZSHJMsmsL+ivc7jOhyn1gQntRsLbmDm3tIcG3N0E/O0b7qDtC/Q1Kvm1Zyb7vEOUYysJINPWCQYkqLpSf++8MEMIA84qLiLGBUSUnxftk8MMbrHhwAxzfFbq1dIdqozHwaAHWWmw+uX3WJb9W9/1KbXAGGJMQv3MoBLE6CnXpaQLvHAVbZ0RAhhN8gANrzVGD9eROtETcZllyBe67SNkkREFMExltAYZLsDgagMzumYQAfqDDAAWzKiDF646WWU0nA/6zOpgRh+A0VehlKoV6e9LdtLnvhHxBlYDLh4NMKMNuPC2n0WYkZS0DTQulKtfKOYFgCjLCxdg5LK0xJCsXIEMsrigFI5l1hGaTHizjlCZOmAAcNxHhMm8UbG8oIkX2HIFZgSsN+BZhw0gGsGFr6wJXAR+4l2XEmM1oSeSNF80QIKsU5jribHMANsGNmmGKC0zvAfhP7YNVxO44HUEKydAYcELlACDAQ3BLTAo7kVWVCwvaBmoAotQGQBjieE/0zbo8MXPICsNNbHXAIXiSJB1BjlY0HXDv0uZZCdGsgsI0M4jpp7XMqOQkJmwQkkIAWWhYdKvSgVBaC+ZAyy49RCDGaJgdZ0UrQpasKSzBEJQ1mVsTwcJRekuYuKBwHY1SZopJYgxoIYAGJU+KRAfzygQCy9cawyfaHLFrTNawIu+1hijNdkPZGhLjFbwgotOZcNEvg5euOJQwAUafeCF1U8PkAEAFOW8i1pZZbTgbDEwo6vWd2eYP9F8MG5wz2iA4VOsxUWsPC4mfQGG1ZfHxWQ7uZIASO4kSdtKdQE7AbSGF4NYXwA2tCCIAbBJDpUjCB+sYJ6obq+FF776WhV3kRC4qAEZ7nJtG5/4XJOWzUQc5cyNpZsUuf4LaqsqSnqCnrGhGw/+SRN+Bk2s99Fm+NXj3kfHWbfdEh0rbaPG7DxVso7UxL1QlhdheNHkQlI5TU6d0qUEoBNF7iZ8ex3Q4AFB2QdtJuwmbgbKdlU3E6IRqq03+GcFSDDAUWgAYQCGvr5Q7oPcUEBggUAFHPDgBRfltoqLifM9rriZZLxzB2b4rqEpUHIn6acEMQZQcfRpiCZY0EdkMt7V8iJGp9eQnV5Dceae1k2HcCvpo84Aw+oEQZDRBmC4khkgFnPg1GgwgEHqZZGxqNwr5Gr3oJ21Vhk9LlXXxSTGCmO8U2Du1ObfxY0VRluAEbLCcMWsMuTyyuDZiwjEytjjmTYN8bRm8y+zpCQAwFo+irK6oG25DspJ8MIE6WTtXMuLDY17UURaXmgoEnItCYELF3CYbQive7c522NAhyWa0DMrA3eZnoZDB/qk2AkmhkEGINMuJjTR5SCEhgbazcQCGmATPn4cE1btJFPYfw24cM6LFPx9euCFE/eCwwtyG3HBhRB2TpcsckZYaCgBoLScAIcZsLxMKRsDbeduJvSX3EmEARwEMriribRcLCowA2DZfTwwQ0gGCMrvpMqQRn2pPow7DNEJKQ0kIysIAh8cOEj6ePg24dSRvA4BUAYzwNqjrG+BDXYuBT/Z06IhxiTUzwxqoDwNfh09ehSHDh3C0tISlpaWcOjQITz99NPB+uvr6/gP/+E/4Fu/9Vuxe/duHDhwAD/2Yz+GL3/5y5M8zN766Infncygfzw2AEMur0CurrbfzwZPRuqCenKt7y7rjda6ffvyhYEABsmZeOeLshfAAEpYgJ05sjn7NYTEKI4WhPYtFvPyGDvIe44GYG3FvHoN4UbS9foKWWHwuDBcXjeSCUgeO64ABmDdI3r3q+8v2xZgJCVtM91x+W3G8mJcZMj1i2JlSJTwguJe5IV6FboOxcagFKkUvJNeshCQuq6CFdBlQmUdMctQFhe0zFxHRCEUeNB11Dpt05N0XmagBt9Oy8JMfPzbYUEH4ZbTuizL3HXwcncbAyLCO6nidaT3ValXOMfivB9r3WkjcvU3ywVELsy6dR7NZFEYKxnBtrvvbUMmRML/kgLKRYTAhH7JTOpy2OAik8BIW1yM1Cujv1mBbFQgy6R+2ctCqMCeI/03ExIjXR7zytjL4ke8Dusv01YhBFPMMVTKCcYoAEP9GQsTgdJNhqxN+Dlzz4+BPc551OBHmnNMcKyso7/25bKpJ/WLt2PLwq7Pt5mYL6JaJjOhX057Ue3TvPS2T/3uz0z+uk3aUpooxLjmmmvwwAMP4PDhwzh8+DAeeOABHDp0KFj/5MmT+OxnP4s3vOEN+OxnP4s//MM/xN/8zd/g6quvnuRhDqZBJwA1E5NJTjbqJmKhyRvQ0+we/olmKL1qvlDGw5g/1mu3VekJ+BDwogkOuGDBBRuLu9Yxt5g3vuZ3rbfqN3S8fUQwY+2MHPnOuHM3rgnBIHL1Wj0jPhuNT10BRm+1CZ4b8T1u/M73gBmhfj964nc79belVTPhaPVKmkptxwcrHF5w64ucwQv1KuFFXmQMXmQm0whf5tYXUhKsQNX6gkMLZmVhgAGVE6hwJu8W1NBzLf/E3gM/OHDgT28dAGHBAmfZCy48cIJDC++k3wMugPo6Xpgh7fdTARm5DTDA/5rz5LRxzpOgoKvcZYdDGfe4uygAKXxWJxV4YZU78ELQZL2ctLuTeQIMwgCLEmAYCAEYeOEDDk0vANb6SMMGA0MY2PDtowlo8GUwaEIBSQ3MYNYoQsCGGRbYYDCDW7QwaMHhAwTKskxfBsy9CQYuSGfd6aMBRLggo+yLwQxnm32MbNs0aqgxyYyOSybmTvLggw/i8OHDuOeee3DJJZcAAN7xjnfg0ksvxUMPPYQLL7yw0mZpaQl33nmnVfZf/+t/xfOf/3x86UtfwrOe9axJHe6g4hOC1m4mdRORtXVgwTY9iNpXTGwMpuzkGopdPWaOHRUTH8M3oRU5ILt7RVhaOzNHX8e6PkCAgMOc7mM0KpBHuIws7F7DuIdrCKCO2+deIhcLiNWGY3DML/OdEqNT3c6jcE7fWIeDaWuV0QdgtIVyk7DC8AKLtYbjaspmVNf3DMgapPfoI2k6dc011+DRRx/F4cOHAQCveMUrcOjQIfzJn/yJtz5/sPJt3/ZtOHr0KK6//npcffXV+PSnP72Rhx5U7lhd8AwkMTEv3NSpymUhU2Ni13Wk8ATtNMBC3+/N5NuuwyflbpmBFy508NXzLWtRDKpKHVSXOfCw+uB1uKw6npuApyh0r5BmOx2EKqSghVbmEv2kWSgvACuTifUYksq0O4CKVSBN39bkEijjZ+gFM+wR0nJ1MfuLUd1PvrPNGmaxyXXFZaSy3Z60W/ACsOJeEMDg4AIooYJ6+1KXscMJfHDcTYR/uAV9jKxMSoGRs27qm3Ngby/dJspYGuo7CgC6TOrYGQAoxqWgOqLGzUSwZV0uIUvQqG4MVXcSnsWEfaeispiYPvTqiH3f9H1AAgbeuS4pgu47Euy46YR5XlOoIcYk1M8samIQ4+6778bS0pIBGADwghe8AEtLS7jrrru8EMOn5eVlCCFwxhlneLevrq5ilQ3IV1ZWeh13V330xO/ixbt/rFIeDTQGMAnvBU+Adk+PXQmBuZNjQKhLKl/shkVDIKPpafwQIMNYENDdoAPM6GvRAJQAgxQLMuYW80FABoD4WBk1d046n21ghgswrP70NRADM7oCjMWndOctUqb2AhgOTBgELtC9xIEZbfrellYYSTOt7fpg5ZNXvAUA8PzDN1nBOoE4eGGWyQIDqMILmvS4cS8k2gftrIt7YVlVxMEL73KoTqgNyvVaWOGsNk4cAtvdX0SqJvRkU4JmpzDxMMq4FnpyRxkcpD1U4dkghBT6KXr55N6CAyh/5sx2KXR/0n+ssT/nTdCC16NLiFthAKVVBrXRwyBjeaGBhkmRWgEXQJYVZjcuvCBw4UKLYEwMIQ0g5BrR8ddADh4vY8SW1XYd8JOVu0CDBwU1GUMAoMhKsMMgBY8fURsANBP+4J8SECjvAzz4p8kuRMMkAy6k9b037IRDCfowhFPG6zhwogIzYG+//zdu9H9eSdteE4MYR44cwTnnnFMpP+ecc3DkyJGoPk6fPo3Xve51uOaaa7Bv3z5vnVtuuQVvfOMbex3rRokmERXA0AZgeKwx6vbl3V+EWlljTCgVK9DOlaAryAi6P7ijg7p9DwAvgCrAIG0kyAAQtMooK8RDgliYUQcwrP4WJpNydbRaYLx7DnMn9PfRTfo+IUXDhSYrDFcMZsyq5UVFbPLSq4+kqdNGPVgBNufhSmy2kVDQTgtgWIH2HOsLk4EE5e+jhGN5AQtCBK0vgoBClJm9eHv44USt5UUMvPCBiyZgEXkfcNv5LBv4L6OaE+rJrN4iyg12KvcMJtAnoMFFwTo0HSvyIQVUIFDWn+9nTrB9w5Cm8v00Dou4FQdv6HvDPuuLmmU36wi5Whg3EgdgELwAwGJZwKwDfmjhgg36PtQG/ayBHOb7JKRluUFQg1tQ0XuS2mdCLZfr0FBKSgFkBShwhRSUuQRAoRKskmWNLPTJJssJ/vnqcimlCZoLaKhEQKKgFiwlK72PshcN16S5J1iwTV+bBC5MO5YJJRZmUGrWyc0+NkhDjEmonxlU68flN998M4QQtS8ysxSeya2U0lvuan19HS972ctQFAX+23/7b8F6N910E5aXl83rkUceafuWBlPs00vyQS+OnxgsKF/T/roE+Gx8wizYL6Cj0Wr36I70FL1LLITQRDgUf6ExfkOErdekAQZpFBnEs6mfWHnfVw/bt7pzHQswTF8L4esjZIXBg8lW2tRdr55rnOLD9LXC2Ai4UBw/MfF9TItCgfbavpKmTxv1YAVQD1co7sbS0hIOHjzY+bhj9emXvLk25kVRuMt20E4r7gUF7cyduBf0NxcMaoAF7UQZ48KK1yAqsRq8QSvderm/frh9oFz6t6nt+ntd0MvfBm4f0nmFjsEzEfO15dYo5f7UMdnxLNh7y4GMnSNahoQdJyNn5za3z6s5Dxz6WOsOnELDMMAFGOZN6m0Z+xsRsBMjCthZmL/ZiMe5KIN3jqy/BUaiDNSZZQVGmQIYbgwLN96FG9+CAn76Xr62/OW2V3WkORazzNsJFmyU3qM3OGkZBJQHABVClgFOubvNqNBWLHSe2bL+jORImpcVL2OkAIUcsTL6DAV9lnCCeDpBQ0flshsbwxf8s75Mxcy4/9en2wpjqDHJrI5LWltivPrVr8bLXvay2jrnn38+Pve5z+ErX/lKZduTTz6Jc889t7b9+vo6fviHfxgPP/wwPvaxj9UOFhYXF7E4yfSmE5BcL8FFcVpbZ4xGEPORH0ekNUZFLWNjcFlBPQPgYrzbPv7RatHLrSSGsVK8BC6aENdZZcQGnyw7pacz5TENBS+AePDQxiIDwGDuJVjNOsMLLp9VRluAYfWnQUY2BtZ3C+w42h6eRQG3LlYZOxbap1oNqa0VBuz7DC3H3GOSK0nSNOnmm29utMa87777AGzMgxVAPVy58cZycL2ysrIhICPXsSxaW15IMFcRT9wLtg0Am3DzCe4AcS+829Quw1Yb9vZmawxptlntwNYBq05wvYt4H673ATu9tK6W9QRTiIpbiBTsPegyIfVkjz6HjG3P9NN4ssyA0xct01NzoLTK4I/QabVi9eECDLbdAA5ZKTN1mUuJYJNrbnmRaTBSBscs42BQ7AsrmCazvOBWGUDACqNSEtbI055LOtsFG0Ny9xPBXEgKvUB1VRrlsq/yOy3L7zRgrVPcDONmoj87KfV7p3bMyqmSllW3UcF5WbwMgfh4GeSaUgjPNhhoxtfDVhjVsqTZVmuIcfbZZ+Pss89urHfppZdieXkZn/rUp/D85z8fAHDvvfdieXkZl112WbAdAYy//du/xZ/92Z/hrLPOanuIm6pQbAwSn1hY5bk9k4sGGm3VN8hnS9cRH8ioeyJOOvn1/UMN+9xLWsOLSqdVmNFHXawmYkEG9T+Ee0mbX4t8Z4HRqfrjo8CffQAGKWNfKYqnMrGsJAxmDBkLYyi59xf3vtIGZmxLOROWzn0kbRlttQcrwOY9XDEWFS3gBfR2C2BwaMEghdqJntRYEwqWXcSADDaxQVk3Ou4FY8smawecbTFQw9STdhs4ddm6uzz0ZMkMH1ygweb25HZiG/1LAxQsE35AB/LU62T6r590i6IEFDTnVLN+9eZk9RCssFDl8ZSTYe9Mn5fVAQwXfBhwIU0mDeM2QhCDQwrXZYRtG4lw3IvMKi9Pvu+t1LqNdBC5iph4GFDvk8oztm7cT0TpepLxfkTpbqK+31VXk6IoT7ukd0lQoSA0JYzLiIJdtCxLmAGoqy6j77Nqz11AhHZdqVw/RXlu1X5gvvP2tvKyag0zpl1DvY/tcC46aGIj2YsvvhhXXXUVrr32Wvzmb/4mABUJ/KUvfanle3rRRRfhlltuwfd///djPB7jh37oh/DZz34W//t//2/keW7MPM8880wsLGx8xoyhFIIXMfW9E46u1hghNQX17BH3oo1FBk1CszFQDHB1ihw4fTb7JR5KQiqT2lH3O0cft4+NBBnZqEB7+4Zm5Tsl5o/3+1CywNcqXxBRIKOz21OfODBOvJpGl5IGK4y29xZq47uvbHcrjFoz6BZ9JG0dpQcrpcr0qPQEV5XRrLkg3/kQvOBxL1x44YETtdYXFPzPCyj0RLzwbPOACN/2GMuLaHARAhae73rd9z/q2Yao9mHFyfDAC1ZcARkEFKx4GE6sDG65Qeul1QWDGQQ6KO6GAzLU7myQYVlj+M6BoP154AWVuQBDQw0r7gVQyTzii31RF/fCWnYO04UWTRAjlMHEnAfnRFB/PGZGIVmQTwMwJAMYBDRs6wwTP8NAGVgwQ0qBLCuDgNogTGhYAX/wz0I3KBgmEyjjZeiLjuqbS0E6ZRI26DD7kPr6Fp5tVZhB13QQZky5hhiTUD+zqIk+jnvve9+L6667DldeeSUA4Oqrr8btt99u1XnooYewvLwMAHj00UfxoQ99CADw7d/+7Va9P/uzP8Pll18+ycOdiNpMMGSeQ4w8KS6bgEZbtbDGkEJAnFoHdgwITAIigLG+exiQUXE10ffj3tpVwoeMxakoIqECMEzcikmCjMyJv5GdsYZibQScHCiXLYC5E5MBGKQmq4xecVuOnlTp8MAGyhuomPuKa4UR6mNmrTKSZkqz8GClKLJulhdSlIE6XXgRsryQcNw/ymCcFcBg6vmyldhtJgUufNDCZ4HRBWKweIx+8Z86OjxWJtjYxO3CnoCWE0ZyL6EH7GSSb+a2GWtAy2xeamAHhxmZNFYdHHTwY6Jn+PUWGRxOMIDRBC8EbOsLSpvqWF/YEEPVMbEvGLzwuY7QIXBI4QKL2GwlTaDDF+STu5NkHqBBcEKyuiptKgOTUioPIQY0JMEPcAsNj9sJuycQCDBWEQUBNfb50qsQKk4GcQ0NOZTbUXl/EAXLYsLb6/7NPoU09wQe88WFGTwtq88yI2m2NdHR65lnnon3vOc9tXUkmwCcf/751vq0ilxKujwhbZIFNIAoa4xO6VYBM0kDgGx1bMfFaKk6awxfSlWz3w4gwxcnw4gur67z513hiWEs0Bgq8CYwLMhwwYVXu/JhQIb+HOizmjvZrnkTwODywYw+ACNbHUPuWoDQ7iRSiHiQ0daNZG19IvcRLur/jrX3TXQ/W0JDDHym/ydqZrXdH6w89IM/DwD4xvf/p3h4wSYpAEqAYSYOwoCGSnpUDT6sMqB73AsONJgLCc9OEoIaqp2s9inttm5ZI8hwtvlk1feNLaQNLdxq3BKDQwu3vgEZ9JQaNe4ljDHQ03jJKlbK9YFQ1gerT3oS7h503SR+AwGG5RrCgIW77gIMXzu33LcOAFnEDwFvV+i9WxYZbJksMDINMkyZPmdkgcGXC+hzYNb5daNxk+63KNjnSMCS6BlZZlDoM4IF3BqD3EHIMgNqv5qmlPcTAAQTKRYGhAYlrmVGAXMMFYDhwAzXzeSv/vMNjed/KjQUjJnRcUl6BDchdZ14hKwxBleNNYYMmMoPDTLq4IW13xYgoxZgcHWBGTUAw5ULNHbsXsP8XNl+dX24r95oVHiJv0+796hJ9PpYXWOnTyzEwQsuOg9dYEbgRjveFQ8y2gAMrnxBYP5EM8Cw0qy6+14NxLQJWWUMGdyzhZqsMNrW2y4awnRzVs02t4Nm5cGK+T2QQqdW1ACD0qUC3eJeVCAEcydxwUSM9UWdy0l0mX5DIXjhgRUuuAhZX3SyspP+MVQIWnD3EsnmjELa6wY80CpZHMgAyKBJI2DFy4BeJghl4mjoetwiw/Qp2QTY2b/11glMhIYjLsDQf+1UqXoZsNxHeNwLALUBPF3XETpmn/WFD15UIIYzcGlyJfFppPvgqVo52CCoQfAik2XKVQM09HaKn1ELM0TpWgJIZBnMMoGH8iICKBaGLAiUwEBQEyODlgsFLyRBQ5OW1U6/qq4vtR8DMIAyXoa+Dn3xMsx3gMfOQPjam1YNMSahfmZRCWJMSHesvQ9XjH4EACYLJfrExvCADN+Pr9zVbDLrZibxqQvAINHENQQzouGFK7or1qkFvHC1sMM/6V2c95d3hRvmR7Chf1c7dq9h7XTH20Bbq4yGm2yMVUZXgEE6/XUjACPsPtI+20cIYHDVuph0sMKYhGYNXCQlzZoo00it5UVg2YUXVoBOH9AAr6v271poWClEPaDBrRcEF3xfdVYX7rpvGXyd3a8tiNHipFNz4bn/M2ihLPdgzcz4XJIfgs8qw7W4UGUMZEjYAT45yBB64kjuIrxcoIyFUdggw5wn0fgzbh2oZYXBl1kgT9cCwwAMC1zAWGAA1RgYo8yGFpYriT6cTMhaiw0LcKAKOCp1Os4a+TjNci3RR1oIBi70X3I74S4nUreXrB65mnCYQa4p/oxFEkWhXVV0vwZWmYtMXaDqniLti4/uLYK+i0JlMaF7iqmn2/EMJTQdINjB6wlWz9oXeyUlIUGMDRGfNMQAjQ2zxiDtWAhaX7jqao3BAYaM837w799jldEZYJDcEQPXBABGnQg+LERCCBIFhzq11h5oLewY9wMZQD3MaPmDE7LK6Aswyn4m/wtYcTGpARhRwT3b7NsDKZrAxZ35+wfb/5bWEAOgNIBK2uJ6+Jqfw/n/45Y4eAFUYEWM5YXPMqKEGA744H2g2o6WudtIcNmBF7zfINSgZVOnCi1C1hiVbR7xJ8OmrmV6wUGFZGXCquqFF65VBhyQYaw0NMig+rRdMuDhWHRULDwke+vkWsL3D7ZjV8KzLDzLojzh3AIDGqQQwDCWGR4LDMC2wCDVAQxzaAF44QMXQcuMBksNn3zuJK5riQIXdDwCBYT1gIrgBJWpz19a2yhVK8EMQEGLXL+30rWEYmjABAClTLzcMgOSXUPSLjeBQMnFROocJRpIVAJ9olqm36z57lowQ/rdTD7/phsaz/fUaIgxCfUzg0oQY4K6M3+/scYgtQUaUephjSF3to+X0QZkuHEw1vaq9WwsUcx1swkjkHG6OSB9O/GbQA94AXQDGKSdC+vIO9rL7VxY7wwyAAxvldHxxupaZQwNMPLFrFVcjBgrDFfuALWVBrDCSBYXVQ1hujmrZptJUyYfwCC4ALs82vqCLCXA6/J6EdYXgZgYzWWyug2BfQSXS4BgtrF1qwzVbSFZlhWsnQU33O6YxYYFHxihMFDBAxJqQYa7Qypyj8nZnxdQ8G0ol81+KyfDU1ZXx1qWDGDATqvKl93uNLioAxg+FxMOMOrghc9Ko6wbN44oU6Rmpk/XnYQDiwLKBcVAC9jxMjLWzrQFTGyNEmao/ZK1BoTtWpJlJcQggCAkoTZt8QFpx8tg7iPIGNSAMK4h5p7C068aWKHTtJa9WBYgZB1EritN/GyaNcSYhPqZRSWIsYmqAxqtrTECIKNrUM8mNYGMmJSqfUEG/Xb0sewg5bsLG1x0vCH0hRdDqCvIAIazysh3FRid6P/BjHepz3msT83cqe59uRYYsSCjC8Cw1NONRMzPRcfYKdbax9+YGSuMpKQZ0hd+7HX4hv9+qx2w0wre6cCLYNrTALyQCMe9cPsAgw/OtiC8MPEyPPDCgSK8f2tfDdAiCmIAaMzl6PhZlPEqYMEEsmogEGBZZ0goCz7nkDz8wJ7JOUCBYmQErTGkvy/Bjk/SumvWUTkvInDCYCwETOeC/dWnrLTKgLHCoG0lvKgCDF8cDC4OMHjsizp4EQIXHFpwYNE2JSvBiUzklTIAKDTm4O4k/C9ZVWQQVh3huJtQppI6y4y8yFjMDFjZSzjMQJGVJ1N/b1V8FB07IxQvQ1tlQAJC0wnJXMwkXWDMcsuKl0GgTAISsrxmC4HP//w2ssJI6q0EMSYsnzWGT20tNAZJi5hlEOtjyIFTLMYADHMIHUHGeGe5TMGpuirf7ZnIVh6bNGuzAMaOuTHWc/ua2TSQIWDOXb67H8jwPeCgzz0EM9Z3C8yfqH5oIRcSulZDMKMvwBDrY2D3LuBEy/QrSZMRm+j06iMpaRqUi3KCAfjhhQsqeBmBCt62Q9wL3zbh9Gf1AUAUspzjNmUngR9cNEGLct3+Ugfno7zcAgnlBmtez+CGD2DQegkp/DDDhhQO1OCWEfy4pL2dGvD2FesP3jE7F65FSfAW6J640NCO1SNIwd1MVHloJ2W7TMCywuDyAYwmeOGCC4IWoVgYsVlLyIrCKpN2WaGvodISIww1XKDBQQcFBFWfvTQWGHmhzCCUBYZ6X1IK5LIM/lkUwoYZojDWXKo5gxZEx3zxMgqYi8+CGYXjTsLJmuNiYmXEkVRlG/74DjEmoX5mUAlibEHJPEfWJf98G7eSrJxcdgUZrjVGG3hh9dMSZHCAQeoCMrzwotKx/ttwg9hMgFHXbx+QAbRwLwl8fHSOfTBjvEti7qS/YZOF5nhnvFVGTAwMF2bUZSgh8TSrzQeh33/hf2MmLkYPN5Iu7iOzaIWxHcdBSUk+ffHlrwUAfMNv/bKGBGzG7EuPasBCCTkE1QWqriNNgTg92+qAhoEQNe1dOGGDDFnZrsqdZcACD9Y9wXN/8Ftn6D/OT5htfSGZtYWwuveZyLsQogITPNtdyOA9TsfawurTZ8lAk8mIulES7K9ZlnDHDW7cizorDJ8yVof3GXIHscCFkEF4EeNW4m63ymEDCqpbeAZOpWtJbtxGCpl53U8KqBipfBu5lBDMMLAkK0ywz1HmuJlAXSala0kZOwPaSakSL6Mg1yXJUqeqcuViApQXKSALCUHlrjtJpr67BnAUDqgD8Hc33eg9t9tBaUzSXQlibIBirTFIYjSaXHBPBi+wc0dj9abMJAQyugIM008EyODwYn1vdXsb95IogGF1rv86N5s+8AKYHMDg/XcFGUCEVUbkoKaNVUaki2mjVUYXcReTQawwXGVZEGT0UYp/kZSUFJQnZWqrrCOmDasTABIA6uNeFAgAikh4UYEYstyvCysC4MKFHFYZqtvqVFpd2G1LeFHuWwo/zHCXKSKBiSVQ2Q5vOlYCHSogp/CDDul2VPbXBoi0lgUWeLlTrUP/PqjhxsggSMEtMFzrCw4v6sCFbY3RIrYWe2+FzCy4YYJ8stgXXqCBrBIfA1Df75CrCbfMCLmZVFOzquMMxstgsTAk+25KMKsMghpSwErJqi/eSpBP/X0mdyhAX3Jdr7mkba8EMbabmDWGFQ8jq59AdrXGIEsMMZaQHeNbkLKxxOqS54m9x/KiTnVWGa3hRaXzcnHH3n4ZJSYNMNz9DOpe0uGjrrPKAOLhhas6q4wumUj6AjkgADBIIauMCaVUDWkWrTDK0VjPPpKSpkgi1zfswm950SruRUNgTr9lR12dEl5UXEsQ2kcVXFSsMwAbWviAhenD+U53+Yqz30STRpWVl+4jsixnoIHcSsiSQwGPMigiHZbDH8q+XMDgAgx2PFaZ+1vOyoJQowlmuBYXTRL+YJ1ul24sDBdSUB0OMFwXkhC8qHcrob/lb/aIHV9MdhJXhfP+KJh7YfLcUiBOBTZKd5ISfBTIrO1WWlbmasJhxkhI5MwlJS8y/TWRyAsbZghRupcUup4FMwhoOPEyTFBh41aiXzxehiCwGoiXYe4dotPXcWo0xJiE+plBDRASMSlGXSYMoaerjfEw3MlQA8Aw/UYGDwQUvHADe4oBUlcuLtsTu7YAwxyLZ0LcG2AwLexeQ1GI1qlQSRsFMPruc2F+jIX5MfbsPY2FPWv24KSjfJ9DV4BBGu+sXit1AIOy5NTJd40PqiyL/27WfOeTFUZSUlKdvvDvXlMFGAVUWVEFGKKg7QQXhLVu9eGDDIX9qgCNAirmRSEr9cDbFO5LVqAHt/qgOpB23259VVf1peqz95T79tv8svqgvmXZt/ACHn2snjo+YBPUJOcvZMEztEQVVBDwaPvkPSZOhQswMkgLYPi30atAJgqMhMRISMyLoqwDWW0f8Zpz+pjX/c9nOeazHJkoMJfl5njmRKFemTreuYy2F5gTubWNIM6ItRnpV6bfw0jXo3IhJEaZREZ1GTASAsiyAlkmzQu0DYDIlEuJyPRNRLdRvi76L60LqqNAiSpX22SmsqBAqAeR6iXx96/Zvq4kSf2ULDG2uDq7laytAzvbE4AYi4y6iV1fi4z1XRnyHQH631I0MR4aXlTKHJCxth4+P30zkHQFGHz/TRYZdWBmYfca1k50iNfiiD6T+ePDukyNdwLzJ7pZYHBxIFcszrVyLWkDAwFEg4yofWtXtCbNpBUG2CShZx9JSdOmSWQd6Wx9oR3ym9KtGqMFAg2obuNAoGphweuwL67pF5Uy65zVPN2Uzkxb5LAAf/lAXZr+fQE71bKyt5CwCi33Eu5aUrHGsFxJ6sdPQesK6801bO+jhhtoxQJD+GNguAE9yQqDb+MuJK4FBoAKwABgoARt91lcNLmTjGreY85OPrmXmLSrKFOs0nUwEjlyKUoLDVnGwLBdSpQJciakscCglKrK6iIz9evcTFRGEom8YPEyhJ3JpCgyZJm0rTLYMRurDAllZQGhAIa+p3izmBAsKyRkxtxJtvmj9iHGJNTPLCpBjA1UTGyMQeJgzE3mY419Kt0FZKzvsu9UUT+0ERrvHu6b7QMY3noMAnCgsdkAgx/H+ri8ztpakwwFMiYhIYcFGCS69ptgRhBg7NwBnDodbCdPnFTf23G7zyJZYbQUTZj69pGUNGUylhd0/fqyjhgg0C3rSDBoZ1FaFNSCj8pfTxvwOrJaBtaW3h+9f7au3kMVbFTkKxcewMFcNqQQMJk0yZ0k00CDwww9ztERArQriSifVLNuY0AGP2aqb8W9YMdJsCM41uKUZWixGRexID+ocNf9aVVDbiRBCwwGL0BtA/DCLSc1uZP44AYF6KyUszIOOUq4IQBRmOCdHGoUVhyMwsAL19Ukk7LWzcTADA0syJVEGTYJKy2r0FlLJMXSKFDCjEyVR2UxMfcAJ4uJCfIJFbtnO2uIMQn1M4NKEGMK1MoagwOMouj0lNe1xuhiUu8DGSETfhdgmD56gAyCF+M9w1hhxAKMSjsNCM7afQIAcGJtsa56UEMBDNLZ+45j5VRzYNeQ6Hz0hRnj3RJzJ4b5kaJxwPquDPMnu33uTS5RLszgGUpaW2Dw/e7cAXnqdCuQ0RVgzKoVRlLSLOsfbvgZAMCzf/mtDTChmnXESn1agRP2OuCzsChhRG261Tp4Ye3fAy/MdhkEFy7YqCwD8MwxqzKwwikzsSRkCS/0Ag887sIMzgu4VUYVWNggowou/OWNMKINsJgA3Ijpzp38+wJ30t9YgOFaXxC8CMXC4GCDl4eOsfoe7N9ssrrIzHoJOQoIY4WRiTIQqAn4qesR0CjLyQqDoIUOBsqsM0QMzNDgIoNAAeV2wuNlFEUGIaSZZpjQDnRKiJJR8M8C1Swmrl2StswgcPGFf/ea2vOZlJQgxgarbaaSaLW1vmjITCLWxyiWdvWKCdBkkRGCF1YfHUDGRllf7FiMs6zYt7N8Ar97IRwMNAQ4hgYYpH07T/cCGcAwVhlDgAx37EDXVhuY0SamS1sXk/rOnGOk77IDM8T8HGQPUAIkgGH813v2kZQ0rfJZQNATT3td13cARr21hb2u2ssqjHABiem7hAx+wCE9QIOWpdVfDLiozDlbBsczlhN2t3YdXcphBnc18WcgCYMMPuMX0r+NygeFDROAF7Fyd+tabVTcSBiEqAMYdr0qwGiCFy60GKHdj8NIADkLTUhZSNS+7NSqIaAB4bicSFRdSrSrCYTaNi4ylWoVEgahCKlcScCypWhwQZlM8kKdi7zIkOltZcI1fRVmMFYZKq6nvo61+4nQQAMsu4mVxUQAklxPZkBDjEmon1lUghiboC4gg6wxvAH+PABDEKToaI0BdLPAqByHB2TEwAurD99TD4+GhBdAd+sLLg4wmsQBx8qq+vz6AIw6YLJeKMseOr7Ntsqgz64LzKh7+BELM3wAY23fPBZWwqCqWJwDConRSB9zF2+hunSrAZgBdLfCmHmxSU+vPpKSplVOIMxK3AsHSABVi4zguimXYWuPorxnl+3t+rSttLbwgBD4wUUFWviABYMVld+Pwi0IiHwadF8m+wgAyjrCM4CQdYaEMPEzZMasNrQbSQkl/CAD0u9W4nMb4ekqTV2q45qAIGI9RnX1KzTCWWWuJfzFyzJWh2ck4VYZlTSqAYARAy9C4IIDC5+VSIyUpURurdNwIkdmLDdKsKEhg2OFobYJFEJaWU7I1YQsM0xfWbk/cjORUiAbKcAxAiClwFi7kJi0rIL+5ig0CKnLYpJJCVlk5QXHXUkKZpUh2YVLQGSbe5EYDTEmoX5mUAliTJFkntsQI9b6oivIKKSd2LqjOMhoCzCsfmhQ4NFmxL6oUxt44W2/eBp75uOPY2GU46nTHVO5YHqtMiLHCrUuJp2z6jiDXblDpzY+PXCq1JaxMkLBPWfdCiMpKQn4u9fdiOf80lu15YMIWGWouhVriQaIQRDBX162KSGGH3ZYVhdwt0kLdITABQcg5r2Q2L279jfEQAnPtryEF6YKAxsGanCgAQdmOC4mVThRBRkKVFTrojwtGmDYcKPyHpwyGl9FW792ARxMxprC+QAqcTDA3TpguYi4AKMa2yIeYLjxMDi8cMGF68LCt/nE6xXs5I6c95oLZpXBQJuJhSFKEGGsNBygkem6BDQ4zKC2BC58biYccNBf7mJClhlAYdZ58E+gYEFAAYrk4cIMifI7bcEM5VOCL778tcHzmZREShBjk+SzxugU92ICoskYgCiQsbavPtsFoCaKfQCG6cf5gZ126wufztxxCgCwlrcL8nrmjlNbA2Sc7H4MQJxVRq31xV5g/pin3GOVMRTA4IqGGXVWGK70d14NBgqIUQbpplJOapSQ9ddObB9JSdOsv329Sll44RvftrHWFx4YUQsw3Pqwj0EdJ5u918GLwllH2cZVJWgn7dqT+9MyXOBwRI+bpG5sso+YdjrwJmBcTJpABocTAtI+HgYV+DhJSFXPlLnwQTLLjAZFA45KQ2efoc75qoDlNhJatjKFQFpWGOpvHMBwrS+45UUIXtRZY5BGjp0/Bxe5m3pDFlY97mpibRdZ6XpS+iYBKIy7CX3O3NWE3E9KlW4mvExSvaww8TLGBbm2aM6h41sUUgIF9S1ZfAyexUQAWQGQZQeEyVYipYKpGmvgiz85W/BiiDEJ9TOLShBj2tQVYERYY1jwwmrbDDI2UvRl3c4Ao432zK9irZgz7fuCDKCne8nXn8LaqXngeL/bS8gqo+/NmmDG4tGOLhmR5sZyx7wNMniGkjYAg2tuDljTgUQX5qNBRrLC0DLRx3r2kZS0DWTFt3CtLyIhRivriw7wQh2ntI7XsrxwwEUQWrCvbQhSNJ4v3o5+mmQJNwQDBAQ0OMygBKvSdCH1uogCGWRtYVtllBYXrvVFBU7wxnVWF9a5ovcYd46iVHEjkeavL6Uq325cRlAN5smXbWDRDDDsbCS29QXv2wcuXFDhy1biEw/0qeJelNtymRlXk9ISQ7uOkGsIhGWdkSGz4mfYAT+rlhk8AGhT8E/aR2+rDMnSsXqsMmZOQ4xJqJ8ZVIIYm6g2sTHEQrO1Q6NqQEYQYJi23UHGePcAaWMdLawA493D9rl2ah47dq+h6JDSqS+8ALoDDF8/fUAG0M8qI8v0zXTPeBCQof6q9V2PDzOSEoXEifPmsPvxyQRNJXmtMgIAw2QoaZBYWIBkIANALcxIACMpKckrr4UELDhQn0ZV1teDAx5awAsr3kULcOFCC19gzwrE0OciSjSEom6FKPvTgIAsHyAA5NKkUUUGvcxcTAQDFw0gA9J1IWFohAMODjc4DKJ6HGA4YKM8RwODC+pXNC+rdemAirKcgwkezNN1K5nL8miAweEFt7wIuZIQuCBg0RVkkAqH7PD25ArC4QWgoEYt0NDr3NWkK8zg8TLyIrNgBpAZqwwOM8CsMlQsDbLQEDbMAIxVRlJSG/W370/qpaYJhliYHwZgkIrCykwid8w3AwzTtv0dhgMM0aF9SOt7ButKaU85mc0yWU7EI7SVAEaf/ly1eV90zirnbc/YOrd9tb6n/2fPr8Px7lE7yOa5hvM9zbCn1fesg9x7RLRr2oyJTDf7vpKStoM+/4s3+MFCUb5869z6oq6eD2DwOqKQ+uWUSQmRV9vDsvbQbXOp4EXOMpeY45P2un6hQPnKpXrJyFdut1f7leUxsn1ZUEeihCzc1aUO2jifjR802fvh0IL20Wh5Imu2DSl+8xTsj7G00PDCghuldQa3wqBtIYDB3UHaAAwS9TVCYawxMiExEgVGolBtUF13y2Nf8yIPtqeyeZGrdXZs80KBmrlMLdOxzmU55nSfI1G+vzn9nuezXNcp1Cujl2o3x/eTFRoKFWZ9LtPnTq+rl/1ZZUIiywozNqTPNsvUxUqgSmQSIgO+8KM3Tea628Iaakwyq+OSZImxhVWZmCzEBU0UDelTSZ0mVZEWGaGJoSgkZA/XlEnCC1d8Qh6yztiKAIP3O2mLjGjYM4BVBhddB/PH27ULgbTx7hHmTjS4lwwB4ebngdXmz66LfFYZyQrDkTPA79xHUtI20YO/dAO++XVvq7W+MH+LKpDw1iNYMYT1Ba8D1o67i+htrtWFWS/KtlydB/46cKeRHh8ISPX0GWwdfB2QhYTIdAwAUWYOofo+i4zyabU/PobXNUTCdieRAJztlbLK+2zYHqOO7Tm08JX5/vriYJC6WGBwVxKf5QW3luCWGBlbbiNqV0hl8QBotxKRl5YabH0kSrcTFZNCxa2gwJ08dgZZZuRSYA5g8TF0lIvKZ12oeuROQvExIDBGVsbGAGqtMvIiM180FS+DXE3011HX+7uXvb7TOZt6DTEmoX5mUAlibAHdmb8fVy5cY9YHtbzwKAZe1D5drgEZMU+1aSLpgxnre8PtNhJguKLJOocZWxlguP0PESfj9Kq6btpYqVii8z0wzIgFGU2WQHTtemHGgFZEWFxUfycNM06lNKxJSUkRct1KvOseIOHUK11IwvDCWEeAgQ7o7fqWVbUu8LiMSKcuLfP5oxvcs2MsDEtkQWDIg7ChRo7SkiBD6W4iFMwQgLLmELQdVtBPH8hAIcr61Itk807tVkLggrYZNxGp+5VlHcneh8mkwpYrp6Yv0DDmEyzmBVuuC+KZiRJWkItJvRVG+VIWBXEAg8ML6P1wWOEuk0xQUHbWuoKMQmYYsVgZHGwAwLzITUDQAsIcTyGE41pSdTVxYQb1W0iVQySXAuNiBAjVZlyEXEykOYZxkSGjcgDIChMrQ0pAiBxSwwyKlWG+8rJ8JSV1UYIYW0iThhdm8jSEPCCjDmCs7qv++sVaZWwmvHDVeQLv0aQBhruvvlYZZ+49iadP9OsDwKZYZbRxZeIwY23fPBae7h/w1asJw4xkhVHVEGaXs2q2mbR95bOq8Ma+4BlMnHWfNUVvywsOIQppt4Oz7FhbVMAF+956Y2IAVVjtG59IOFlK2P50OWUkQSEg9JiBbChCVhlBkDFyduWzrNDLBj7QNhc8SGax4SxXAAXvo688N01fPAzuSiKACuDwBe/k5WrZdiPhigUY3PqCXDsA2MsOuHChxchz4nxgo3AylBDAyPUHksEGGzn/oLhVhj4+stDIpFo2GU5koSw3OMyAQMUSI8tNdpO5rPDGyxgXGShoJ9WhLCYmA4mOjYEiQwHlcsIDfyqLDQU1usY53w4ayhVkVsclCWJsEd2x9j68eM//b3I7GBJgOOoTuLMOZAwOL4DB4jMcPPOotX5qHA+gusar6Aow+H7bgIydc3awyGP5CGfsPjUcyACA43EuUjEKWWV0jcUS5WIyhBYXBwcZHz3+7kH72zZK2UmSkir6q1++AQDwrTe8zQswQplHqi4kPlABG2Aw6wuRw2tFYbWJsbxoCy6c34TgBCCX3uCWgs07pUsJALK3UDCDXE0yG1WYtKcNIMNYUVgBPAPWGIwMENAwFhagimhvVWFMNVpIoH0bampBibKMB/rkdX1WGIAfWpgsJDUAw4UWliVGAF7EWGGMUC2nfVXTqbJ13p8GGjkEMlEY15NcZoAorGVAu5poywyVkrXQF3Ch9ziClZoVmcluQlYZpZR5UAk3FKSgOoU+5yYjCoCRdkPJ9VtQUEboz1jgwe//Be+5mhml7CS9lAJ7biFNZOKxuDgxgDHeNYdT5y72Dtjpa98EMNb3ttzngAEmz9hdhRA759atV0ibBTBi9h/7Hs7Yfcp7DraCeOBPChrXR+PdI5w6r3u6WVcy5Kalv6ex8Wxi4+MkTZeOHj2KQ4cOYWlpCUtLSzh06BCefvrp2jZSStx88804cOAAdu7cicsvvxx//dd/Haz7kpe8BEII/NEf/dHwbyBpqmWCcvKgm7lbrl+sXBQSWe4G6Cz7yJy6IgfEmO+D9iOdMmn1425DLg04EYVUcMKqV7AX79N+1QXyrOxbotw/7YOChppAopKBG90Xc8kh4GMgDwv4aYMiDpBYW9MvBzflNg59wJZtAASnP6cNUGUQVL/hOpIBeGEYixPUkywweHrVzFnOnPKK6wizrODr3I2Elud0MMwQwLCCaIIF7xQFRpAY6b5VIM1yXZWNTTDQeZFbLyvdq/Ny686LMXu529x+C8xnYxMctFInK5cpACi9FrIxFrMx5kWB+Uytz4kC86IwgT8Xstwb+HMuKzA/UueJr89lBeZ14E8K+jk/UoE/M70+lxXIshk2wZgibeVxSYIY21UThBcAMN4zj/W9w2UeofZDZJ8gjfcWg8OL2Mm7DwhsNsAg8eOIgRYh9QEZKhr15MjxUOl36boc75nHeM+E3b2AQb6zyQojLCGHeU1K11xzDR544AEcPnwYhw8fxgMPPIBDhw7VtnnLW96Ct771rbj99ttx3333Yf/+/bjiiitw7NixSt3bbrsNws1lmJSk9blfvYEBDLKagA0vWDnPLmK5hThZR6wybX1RdTuxAUEFXkgHXBCA4OBCKqjAs5VYoKIo1MvNNlL3csEGa8+hhjkOB2YIBih4NhPrHNSADH5eARtQWAADNuiwttcsu3L7jFKbWwqLjRHTnW2VwaAGpLOtdAMhaMGXq+4eYYDhZh/hwMJd5uCCgwrKFEKvBTFufPH6HHzQsiofW8dQBRZjAzQIxIRgBn/vc1mZyYQylxDYyAhSsCwmqqzMjDLKCPQocCGoXMMjYYCGNFlM/urqN7W4cLanhhqTzOq4JLmTbDF99Pi7vW4lrTKTTBheBPfdM/PIyf2dm1oa72U/VifmIPauQwayi8Sqr+XBgd0rWMj8MGVlveqeccHur+GhlXPwj/Z8Nar/R099nbd837z/uPctncKjJ86I6rtOdF5iXUxccEGf1dyxAXmq3sX6XvWZzx/rdnf3gbnxnnnMHW8PfFrt94wlyKeXO7VNAKNB/Gljnz4moAcffBCHDx/GPffcg0suuQQA8I53vAOXXnopHnroIVx44YXVQ5ESt912G17/+tfjB37gBwAA7373u3Huuefife97H175yleaun/xF3+Bt771rbjvvvtw3nnnTeZNJE29Ki4hvuCd7gTcAyMqbibGVaScaFv1ab9w+5dVlxFvTAy2HbwO+8I6D36DsTG4cjgxMAB4ALxxIdHxwoRkmUVMVhGpzBEKKCt+CTsDCbmW8HgRzE3EXkYZ20KfC7sd/LEvJMBjXQinXUVD3e8aZlncGoPWXVcSWuZyY19wd5ORs1yx1mBQhLuNuO4j3HXEXi6sfXJ3kZEDTTKPK4mrTBTGycOIv11RxrdQ61RHl1M0WFoGbPcS5mZSxsjIymwmGbSbiHYR0fExMgis63dB1w+5lMwhxxjcpbxABmFiZ/B3k0O7kwAYpUfoSkOMSaifCWirj0sSxNiCCoGMJokzz2jMohA0Z29Q7FPouswjIdFkUzWkjqKbW7IABj8uCq7VAWb0BRjn7KxPn+GChrMWTgIA/snSYziexwGpC3Z/DV9b29XpuJ441d/0pSlWRpPVxXhv0R9kBHbRBWbUWRbRd4HDjHzPDoyO989WAyAqhXHS5mtlZcVaX1xcxGIPgHz33XdjaWnJDBQA4AUveAGWlpZw1113eQcLDz/8MI4cOYIrr7zSOo4XvehFuOuuu8xg4eTJk/g3/+bf4Pbbb8f+/QPR4qRtqQf+240AgOe94q0OnOB/pXdbNStJWY8DCZpbGksKeNrwTCOWa4ZuK6UfXHigRQVWtPQfV9lF2H2Zgw3nt01AmFgagqVbVUsaZIDgQRnzgkiCpPfLUqnSOZQZDLSw6rFYF9RXJWAnX4ZTxj7DENDwbRPlx0Fv3tMwUA4OLuxyO1BndZm7lPBttotJUbHCcFOpmr9OAE8evJMsLmLgRRlLw7H6aPGYfAQdwFOfbJOdBBlGKJDLDCO69KDgw0gUyJFpQCBVvAy2rPotA39mkCiEUHBDx8ig1KzrGIHSslK8DCDDPAqT1aSQKiioSb9awMpgojKWIBj081NX3hp9PpLaadbGJQlibAOJXWzyqKLzDNp/FzP6GKsMC1648v3g1igELyrH1QJmTBpe+EQAg7RntBoNMs5aONkaZADqOCcFMtq4jPSyyojYzfpeEQUyYl2jJmKVob8z9J2WJ+OvwWSF0awhzC6p/cGDB63yX/iFX8DNN9/cud8jR47gnHPOqZSfc845OHLkSLANAJx77rlW+bnnnosvfvGLZv2GG27AZZddhu/7vu/rfHxJsyXuIlIFDO42ct1w6vniOXCLC4+FBre8sOGEbXXhBRcutOCwwgUXse749HNE7ZlVBIRgQEOqurqcYAaEBDKhYYYJzwmZ60wcBDr4OeGBPmVprSEKAKK03HAtLASq66DTI8rPSup0mI23Qtau1lojVsbKwrOJtrF1NyYGj4XBy13rChMLgy/Ddh2xLDHguJJ4rC9ceBECF5b1h3ORxaZdLRioAFTQT4IbtB8DNfQFyoEG2T8UkMoqgsCGDgTqwgyeitUcg8mOklnwQllZ2DBDWXCUGUzIokNIYawyCpPSNT2k4RrKFWRWxyUJYmxRxVpjWACD1BNk5Npao28MgNrMI3UAg0RvoaFqLMDgaoIZGw0wXHjBNW0gAwC+cqr7tdPaKqPFpV5nldElrovPKmNIxcKMBDAixZ789uoDwCOPPIJ9+/aZ4tDTjptvvhlvfOMba7u87777AMDrFyqlbPQXdbfzNh/60IfwsY99DPfff39tH0lJXJ/57RvxHf/2rY3WF1EAw3U1cdOlcngBVi8EL1xIYYGQALjo4koCzxjB60rC6hLIABTMkNAZSMgqw4Yh5FpCriJlfW21oSd9AtJYbtgAQ5aZSlzrC+v9Biwp3PotHyAFT0aHaq6rSKgMgAUg3IwlBC34MkEIHgdDbS8zkZj2AYDhs7xw4QUHFzFpV32i7CNGvJmgnCIqgwi3tBkJaIsMbUkhAMpmkoHcRPQxsfSsBDWUxUVuwMg8cpOSlVtllNcIZUDhB1hgDjDuJAX0V0YAhZD45Hf9ctQ5mBkNMSahfjB745IEMbaw6kCGF15w9QAZQwYwdEFGFLxwFfhR7QIvXBHM2LP3NJZ2qYniOO+eMhYYFmCQpglkDKEoq4we932yyljdJ7C4IvtnMdHfmV4uJRz47VgETpcBXcWunRWQIRYWINfWEsDYJO3bt88aLIT06le/Gi972ctq65x//vn43Oc+h6985SuVbU8++WTliQaJTDCPHDli+ZM+8cQTps3HPvYx/P3f/z3OOOMMq+0P/uAP4oUvfCE+/vGPN76HpNnUp39HuZY8/9B/8biUIOw+kjvWF7EAo8ZtJGR5UbG6cMCG6YOrhTuJ60piQY2KKwnbTtt8IIMgBKTeXiZYNfExzP5huYvQMRnrjQCAqIuD4bajz8OaK3ugh6UY2FFjccHXfWVACSoEW65zNSFYUZYV3rq07nMj4a4nIYDBrS9ceOFLuUp9t5GJZQEbamQodCpUACIzMMPE06DdCop7oa01NMAgNxOyykAgXoYVf0NkmNN4hKwwyvSrGlqwOBi+VKx3vuhXW73/pG6atXFJghhbXB89/m5cdea1Zr0RXvRU3jFmRp3UBFF0Axgk5wdzCIBB2rPXnnjOjfJyPy2BxiQABmmjQAbQL07GidXh0n8GrTIaxqBre4GFahBkS+t71AW14+nhrqXOsTEi4mB0cTFJckQD+r59tNDZZ5+Ns88+u7HepZdeiuXlZXzqU5/C85//fADAvffei+XlZVx22WXeNhdccAH279+PO++8E8997nMBAGtra/jEJz6BW29Vfseve93r8PKXv9xq963f+q1429vehu/93u9t92aSZlKtrS8suNEeXlTiXdSBi5ArCW33LQPND3n4PdmyrCiXfa4kQgd5UDBDKpih3UsIZEDqOSPFyCgERFaCDEgRtMZAIVRsDAEGH3Qd7jIiHMjBQUbIl8QDJqy4Fz3und6Hth4rixJW2Ot8mcfDsLKSONYZdVYYbiYS7kYyL3LTt8lc4oEXIXDBgYUvoGcT0CB4YcfDKLeNhO1aMtKWEzmkVWa5msDvZlLnYlJAlIE/IYxVRmZcRqruJWVw0NK9pEgZscIaYkxC/bTQdhmXJIgxRaoFGDs8k9sW1hiTgBekYwf7WTYYGcI8THcuvPApFmgMEf8iRhsBMoD2Vhn8PAHluT1+rP91ZVllDHGzB6x+VvepH/bFlfDAYn3vCPPH8uB2LvouhWCG3LMDgm9rGciTw4xkhdFOAt5xc+s+JqGLL74YV111Fa699lr85m/+JgDgFa94BV760pdawbMuuugi3HLLLfj+7/9+CCFw/fXX481vfjOe85zn4DnPeQ7e/OY3Y9euXbjmmmsAqKcivqBZz3rWs3DBBRdM6N0kbSf1tb4QOUEHmFSoAFS6VGMdYAOMituI6zLSFAfDciVxvvRRWUlkdebt4ekhVxK7nMqEyV6ifoOkF2RAklWHBEaiBAncG8UDKkw9mhgJ2BDCFatnvaeSm1Tfb11/sfK6jVStNEgUDwPgKVOdrCTMfUS1sYN5Uj8GZgQAhm2JUTjQo3Qd4QDDhRccXLjAIsalxHUnoYCetD+TwcTJRMJdSiAL2zpDVN1MuAWGscxAGQR0HSNQFhNaVhSuwDzQyiojya8hxiTUzyS01cclCWJMgQ4/9Q685JnXdWscATImBTBocriwLLG2NNxX7NSBuMlknWIAhit3ok7aKIBB2iogI3Q+uPbsPT0IyAAUzJhfGQCIBb4Oq/uyWpDRVk0wA0CvTCSHn3pH57ZJW1Pvfe97cd1115mo3ldffTVuv/12q85DDz2E5eVls/7a174Wp06dwqte9SocPXoUl1xyCe644w7s3bt3Q489afvqnvf9DC592X/xAgz9ULgCMIyLnmnDIQUq1hcAIPJC90XlJaiw4l24UIPK+F8+7umZncSIfh4yAQrgaQJ5Sul1JTHtHJDBY2RYGUbA3EWEAxQITBSAHLF1fd69MS+E85f6Dzwd9+1vMPH3yGZuIXcSXzpVV3aqVDtriC/1KrmR2H3YWUhCFhhAPcAoIQer7xlwxKRbrRAzfsyyPO6CXEV4HQ0t1HJhW96IzJQZ1xIWL2MeLCUrYLKYlOlncwU0CE7oWBeZ7oenYp3LCoyLDH/0/7V/w5KmS1t5XJIgxpToI4++vTfIcNOrTtL6ggAGAKztE+wG2r3P9X0D4Ep0Axiuzlg4ja/TIOJE3s59og/AILUFGQAGiZMRAy5c1VlliL3rkMfiY7DQNTC/0vFCariEYqwy2iroYtIDYHzk0bf3OKIZlhv4r2sfE9KZZ56J97znPQ27dwf8AjfffHOrCORuH0lJTTIAwwAFxAfvDFlf8HJufWH6Y2Ci0Z3EgRh1y7Fy4mEYGSsNaQENip9hrC+khMjUb4rPIsMK9ilhW2MQdCikWtagw42H4UIHof/CBRVufX46pLNeOQ8oKUhbCWmP+1zQUlm3AQZtdl1JePwLHtzTuI+IMmsJBxJUh1thNAEMn/vICLJieWFia5gJv2OF0SIuBg8QqiCCUoHSnSSHUMcKsqDIjLsJxc5QlhlVNxPKZuIG/1zX78+1ylD7Fsh18E/uXoKMUsLaqVjHxQhz2XBjqW2pIcYk1M+EtJXHJQliTJF6gwytIeDF+l7/E3EOL7zqSPaHABhDwAsAOG+XHWxh92jNWq+DGkMADFIbkEH77gIyLtjzFADg6IJq+/jJbiR1SKuM1jCj5eWzKVYZSROXkAO4k6T5f9IM6q4/eA3+Pz/4K3aWEg02vO4jBDcY5AjFvnDhBeC4jfiyj4TghcedJBi42R00e60TWHByH9Qw1hmsG8DrXhIEGRT8U7uVmGwlbhBQlo3CpFsllxLfsUn28sTBqFhw8PFZx7FaG/HDFUIyYEF/pf3XZ9XAbsiUVpXX5UE5uRUGdyNR9eoBRrm/EmA0wYtGi4wA1Cgc9wvuXmK5lqCEGrkGW2SdMYKCFzmEeg8UI0NbYVB6VoqXUQb/zGutMig+Bncv4UE/14tRee1kOd5zyTu97zFJaYgxCfUzi0oQYwYk9ygf+nz3QuvJXBs1AgxzQKj8OK4F5sVbyfrChRchhaDGkACDNAmQ4R6/q/N2HdsSIANQ10cjyOh4CbW1yhjvmW9MtZrv1TBDP50Tx9sH6UxWGElJSZuh//cDrwEAvPD7ftkPMHjsi44Ao2JlEWN54bG4EHXuJFx88u+rJ4TpS5LVhacOKNaF7seCFsztpLJPfb7A3Ep4thJIURqy6rdq0q1SWx4TIwY8TBpQDNi3z4XEt40DgZEDPwDADeZJbXgcDLcu70vBDdsCQ21nEKQBXoSghWV1gcxfj4MNj2sJwNOnUj3WThQwbiayYNtZmSdWhtm3k8HEWL8Uur12L5nPcqwXI/z3f/bfve81KWlIJYgxZWprjUEAw8hD4/sqGl5wRfyIDgEw9h6IAw9NigUYPj1n9xMAgMXMP8H92no/H7E9o1WsyniXDA4ymoBFSH1BBjBM0E+gwSpjgGt9dV+GPY/Vw4ko+Q5Pfz+9MMNJswokgNFb9FSybx9JSTOs//vHP4t//tK3aHcSf/aRMiYGWWzUwAuq51hfBOFFwOpCNLmUhMr4esWaoQQO1tzRN+zRGSpNV7BBhombQZlMHGsMsz9tjaHW1XsWmSjdQOivXrYsKmR1m4TjRuL+FrmnqGl81gWC8BgY7iZPrAxfSlTjSiJ4AM6qK4kqt7dbwMMFEa4VBs9C4nEh4bCCW19ULDKsfXiylHh+TEYoXUWsckqVCm2B4YmDUWeZAeZm4lplQKqAoDyLiZvBZL2YA0QBboNNriQ8e8m4GOGd/+xdlfeVFNAQYxLqZwaVIMYUKgZkVOAFVw3IGO9pngyv7RtByI7wgovTYqahrC+yfd0m6K76AIwDO55urHPWvL//pVH8U/p/OH1Oq/73jE7jy6fPiO7fJzovXWHG3n3q/a20iIlRp4pVxlA3daGueQBYWOkYVLbJWGTPzkarjAQw+ktI5oPfo4+kpFlXBWDwWBldrC9q3Uk8MCMELkIAIzJTm/nhcFOsOtYU/CG1Jce9pOpG4q7rjCU6xkYl9oUTGwOVjCS6Hj9OsG3kquKM+6x2KGFHBVBM6nYXCN5pVaG/NVlL1F/H5cNxJXFjYZg2oLgZhaduGVdD9SWZe4nf+sKFF9SXCytCFhlWHbZcxqdgbiWC3EGgY1/kJkYGxdAYCWnFzTBBQOl9IDPxMngWE69VRjZGIVXMjXmRW6lY1wltyMKbwScprCHGJNTPLCpBjCmVBTJYetVaeMHVwSKDJnIAsLo0XLpL7koyBMDg8EIICRllX1lVH3gBxAGMofSPdjyB5Tzys9c6sOPp3iADaG+VUYk4vm8NxUq74KghcauMtX3AwkrPDl23py4wIzZsR41VRgIYSUlJW0mf+PBrAQCXX/mftV93JMDg0CHG+sK1vGiCF3XgInagT+4hJDcbCa9aeECGcS/Rq6gHGcZKwxPkU1lYOLBB0PkUKksJULHKsGJdsO28DytexgYolIWEljMP2PBZZLiBPPk2nysJoCFDIJinaRsI5FkHMKx1B15QuerfdVmJuxZzCLutdbExtxC+zXIrcd1JnHoVcKHWVRYSIMa9RAUIzfBfvv0Pot5TUtJQSsxsiuVObKIBBqnFDxcHGF3ah/tVf9f3qhekQJxTp18+6wuhzRDriL+rzQYYXz/Xfv9d2hzY8fQgsCXmfNV9BrFWM+O9cfEpyENnbV95jbVWzWXo/T606CPfHYY2cs/O9t/lpDgVA72SkpIAAB+/43Us9WoAYOQFRM7Kcg0sigIoiirQKAogL0qAQWXaTUXwcvdVsFeoTttXqD/AHBMth+J28HNTASFNQxMJOwCgtLcF+5FO3YZ9udua1hvl+f0LZHb11HPgBaQXaPDtZXnpSsIDe7rbadl19RiZdkUFYIwgowCGqSdYPx1eC7DbUn92n4U5XqtcFJgXY211Ua7Pi7EDcgosiBzzIsdIFFgQY4xQYF7kun5u+qU6PMPLfJbjl7/tf8Z9sEm2hhqTzOi4JFliTLk+8ujbcdW3//zE+m+crPFI1q36bajQMp1X7CSYfhjrrDO2CsDYm53CsaLdZPbr547hyXF7944hrDLovC2fLI+5DTiiz7CXVUbgc21tlREx0Gq0yugJ+eSenRCnV5MVxoBK7iRJSROQhM5I0s19pNZ1hFte+KwuQgE8LYuMDiP8zPOMz6RWRZl5pMm9hB0Ht8Ao42MQ8IBJuWplKhEoA3nydKsMUKjzRzEzpH4YBHt8xuJjmDI6Lom2Q7hBZVtegC1L6y8tU+pUWqesJJmeVLvwgibbPncS0we3wqgBGK77CIcXVXeS8rjtAJ/tzrZJh8r6ySGMCwldciOp3UccVxOQu4zULiW0jsy4lFAMDQidLtUT9LPQ9eZRpmHNILEuIx/qJFWU3En6KUGMWVeNW0n00+aGfqr9RvZJE9KGG36X2Bc+mLFV4AXXtIEMALjo7Cfw0Ne+vnP7zu4lDRY8dN3VwowO4MELMwYyz00AIykpaavrYx+7CQDwXS/8pf4Aw3EdqVg50DIQTq8K2OCi7QBfCLs9AQ0eF4OykdS5l7hZS7gky2Aygol7ITK9Cx4bw4mDUdlfzVDNZDqR8KdSBSsLqe/8qMGNxF3OPGW+ByK+lKuVOgxkqPXCsmoYMSjhplNV+/AE5GwBMDgosfpoe1LZ51VI4W9vXXzM1cR1Hwm5mNS4l4Syl9z0zR9u9z6SkgZUcifZBjr8wJsa69SZr/v8/lsBjEA/rjqb9gdcTLJ9a72Dd7Z1Mwlpku4je7P2aTi7uJYA/d7HXJab1zd//ZHO/QAtP9uWLkjBa7AneDDfmYEARsz3Oqml5ECvpKSkqoYAGOwVdBsJuXeQewq5qDDwIaWMepXvg0GTQJ/BNK9uH+xYjVuJWzd0PgFmcWG7lAi+3XNv8g5tpL3sc0EZYEjEDiJQLOqr+awV/GVFGcjTyVrCA3qq7X6LHNedxE2lyq0weABPassBhusOwjOj8HI6rpiX25ZnXOH9+d1XHDcTDWu4i4llaaLBzkjw91sGPc2seunHsLeGGpPM6EeRIMY2Ue8Jj/4F6QQvPP1w9YpLwMUmqkNlHiEJIfHU6k7MZe2zT2xE/IutCjI4uKjsf89xfP2e452OgVT7OfeIn8KvybV9IgLAxd0qTx4YJm1sAhgTUsjnve0rKSmpIlGoSbrINYAoCiCn9SKwXlSAhIqhwaCBiZshVX1elue6n9zUl0VhwwnaR8SrAjV8kMQ9Jvf4fXE7XJDhQg1ZZnpRkxJa1+eW33esZeczkA7swDBQon08jOYGvvgYvqCebuwLN2WqqlOCCCuwpihYu0BGEieYZ8iNxM1AQnV9cS9cyDBywMS8zqgS85oXBeaZS8w8i5Mxr11r5vX+KYYGj2OxgNwAiHmRY8HEtajGyqDYGNXlsV5W67SPpJ4aakwyo+OSBDG2kYYCGb3F+jn+zIHDXksxOMBwJ9t1E3NXGxnAc6NBRui9tTk/AAYBGZXPvEfwV661fcDCsWFv/icP9AvKmQBGUlLSNOrOu95gYmO0sr5gVg5e6wsOL3xAwQUPLpyQRfwrADUA2Pvm60DVMsSVW+YG+WTLrn+7ZXFRUB0YgCEM6PB8KJL9bQIbMWVdfy47/mRzkBEK7MkzlXArBdeVhOTGwlB1SksDt67rUuICDKpn91u1uOBggreJeZljpBggDIjUgRMOM3gAUA5q5pG3tsqYF2P89MV/2ukzTUoaSglibDP1mQCt71tQaDw2fHSN1pYE1pY2KG9XDzVNsOsm7JuRgWQjQQZQvsdj48VW4KJyDANZZcytjAYDGBOR/u6s7+sWnDQBjMmKP6Xs80pKSvLrjnt/vh3AYJP4IMDgE33ACy9UuWQuHgxMUNuYp5huO92ftOrEgQzhvkd3XYtDC+4uYr3nAICgtsJTLwQcfC4kG6Kga4msXfeJu5Dwv+F6ZUwMwLbWcCGFm06VyqyJfQPAoH1zeMHrlnWaX752vE8fzKA29NfnYsJdZtq6l7zqoo/XfDpJsRpqTDKr45IEMbah2k6E1vctVCddNSCjybR+bd/kJpnjfcOYr3WZVHOg0XUyb/bfAyxsBsg4uPMoDu482rkPcxw9QcZ4Xz7YNUAa7Hp1vjNtQUYCGBugZLaZlDR5tYx/IfLC737Byxy3Ea/VhbGmyKvf2To3EsD/HXesMypWGW6sDK4QyNCyUq7qc2bBDjjbTDvY23ySMgwzPACkUqeurK8qwIIvM5jD6rjpU+uye5QpTgtwVxJVRqChWseK9+AADndCb++vagVh7dOBFy6gGInml9tmngGLBeaWwmGG62ZSdXspjFuIz72kCWQkDaShxiQzOi5J2Um2qQ4/8KbG1KuNkyyKxB2prQYv9uw97S3vO5EGgOfue6RSdrKIm7T2AQqkrllLAERlLtmV2e4bJ3P13g7uPIpHTn1dq/1WjmPPcTx5fE+vPsb7cmWVMZDo2l1Y6fBDUAP86Ds2v1LvApUARlJS0nbRHZ+5GQDw4m9/gwIY3GqhzlohZLFAoADMIoJbXFDfpMJzH5c1E6/C82DGKiqsejIDBM9Uwvdf6La+3wUCFzx7CZU7y25WEaHBhEm1OmIZSyR71QzDhMM21P78bWi/GyUfmHAtMtxsJGVKVdvKgvfFLTDctKplnWp9N4Anl2vZYJV74IU6dtbeOa+NT5N9n4P0rAjfNphrZASdSpVnMRFj5MhgZScBz1QCjACs6X4P/eNPNR1tUtKGKVlibGPVTYx8AGN9j2dSGOla4gMYa+2zfHo15JP3IQBGyCJhV7ZWeVX2PwDAILWxyFganTSvb1z8Cp6tX7HHzTWEVcYQ7iVbwioj8vvhs3aijEEJYGycRDHMKykpqVkffeAXmZtDA8AgxQIM4/bhwA+fO0kdwHDr8uOopHAtXUwqFhm0XPc+ed9g1hjOcis5E1Y3oCetx7qQ8FgbE5MIZ4VrinsRrNfhoMniQPVXQgtfME/XjSTkQqLa+wEGWVZQGXcXqZPXvcTTl3EXYW4mdBxuhhQ3EKobJ4MvU7trnpMAxtAaakwyq+OSZImxzeVaZHTy1a+xyNho64uuQT0nCS/qREDggsUnKtuW8129j4ksMr5+bqVT+2cvfgWPr3ezrBjKKuP4sX4ZPUJWGet7gfkOzCjaKqND7Jj1fQuWVUYCGBusIcwuZ9RsMympiw7/5X8yy1dd9LowwHAn/wwMNFpfuOUkn0VGkzLuu5GVfZB1hSxMuWWRURRA1jAlpeP1WXGwZSEFJFlb0PZClFYXooQNPmsJr8XFFMkFFG7GkpA7Cd+WcfcKNsMrYYQ9iTfbW5Ik14XEBzC45YVlkdFqT0q50wdZX+RSlRe0b59VhlvGLTJQ6OvLtsj43mf/RYejTIrWUK4gMzouSRBjBnT4gTfh8pe8pV8nDsiYJLwApsf6IkbnzfvbLo1O1rY7I6vfTtqPZYxEga/l3Vw0zps/uqkg44LzvoqHHz+7Vx90vWyYi0mP4Lddg34mJSUlTbVCLiRuXArX+sIHL3zgwoEWsuXAXpCrBomABsEMM3uMABncbQTOfFGVqHMBQLrLVENKdRqc3xsXUpSuJ1K5m1Adwbbzcg1CKu8/AEXaSLaIMEhwwrfLurgXpBHFoXDqunErVJltLQFQvAtmocACdcZYYdQBDG4xobbTcfDj73CyA9d0JghgENCQ6iyEYIbU7iVCu5hIjUA0yBiJHGuzOS9OmiIliDEj+vhHXjsYyNhqsS9CEkLinD3HUfT8VZ4EwGjSWaPjyGWMoaHdZrNABoBOMCNmoNJGQ8fKABTMsEDGANl7Pv6R1/buI6mDhjCVTgO7pKROOvzQrQCAlzz7Nd0ARsjygoEHL7goGp6ua/BAbQXd4wupZofM+kKtS3hBBhe5h4z4AyBWh1ta0OyTloW0fmdq4QJZZhSAbPvTR4YhW8RyI2v4aXXTn9Ztc60v7LpV6wxfO9o28ricWHUGABhNoz06Kt4ul9L0SRYadMmRZUb5IaMCMvjYODOUTYGMy8//24YjShpEQ4xJqJ8ZVIqJMUMaZOIkxKDBntb3SazvU9++IQHG3n1lvAg3Z3is+sZ+6AMw2mh3ttq5LVfX4yW1OVfu58E/r77isTLo2uqrtX0Cx585wuoZGVZ7pg5OAGPzJKQc5JWUlNRdH/n7X/HGjogGGIEUqBbAoMwhTQDDU7eStpWOga/zMrNuvwdTFlKNKXk1hoVz/wm5ykhn2V3vIN/QKepXkCwtIir7YmSQSwgt29v8n6sb1LMa2NOBHRTzgcV/KLfJ4LIbB6NSJwAwRkIYENE1Lka5j7KvkVPP3b+q738PPE7GCDIBjA3UUGOSWR2XJIgxY+o7gaIJ3BAgg08wJwUwXMXCjL6BK7sAgbNGx3sBDN5PV503f7QXzKg7b00wae++U4PDDGAYkCEFMH+87Gd1SXSCGQlgJCUlJSEIMKzUqTx4J0+jytKjlvUL+yVl+xdg9VFJ48pTrpp2hR3ok8T79LnRMAn3GCxg4zl3VGbqe7ZXjifwOTBrjEZNIF2JCy9CAT9JFthw/pYWE/V9lOCitJ6w9uGkXjUBP70uKcoKg6dP5WlRR/TSwKESoBOi9auaplX1PWL74+lb3aCfPBWrD2QkJU2LkjvJDKqLa4lvwiZF5A+fo6GejrtqMwHmP3Kuu8k0WF8AfoDB++vqWgIM417yxCm1/7YWMHv3ncKxlXbpY5tE19z8SvtBWN24bXVJYHE57v0lgLEFVPPks1UfSUlJvfSRL74NAPCSgz9tAQwADBg467QM5jbCLS3c72aMFQZQxrGg9sadRMW4kFJW3UXItYSty0xbKFixMZx61rFWyym+RTDwZ6W+/o0iq4tQOk6nfKNdSJrgRJ3qxhC+tKquOHgwgT8dqwseA6NuP9QHpVOtxONg55lbX6h98G2OO0mEuUohCaYwlxLmvkLXCHczUeVgH7YEBJBLUWZ00a4l/+wbvth4DEkDa4gxCfUzg0qWGDOqNhOquifOUrSD81sBYLgi64B/euYj2wJg9OmXq49FRiYknrl7uXPMi6GtMkjcfSlGMdd2jFVGAhhbRBLKabjPazbHCklJE9FHHvnVZoBBigUYsW4kofpuX7RPXzBRssaIEbfGAEqLDqAxvaqge1cby4kBtFH7sfbZo62xxtCQwU0l6spnecADesbtU1qTKdflg5eRNUW5fxEFMHhdXt/qy9kndzHh7iVuGtYRJJ73DV+KOoakgTXEmGSGxyUJYsywmiZWbUzmmyZ7bSePsRpqsntg10rn2BnA1gMYffrnavO+fOfvwK5uqV9JkwAZQDNMawvnAPv7sr6nfA6SAEZSUlJSWI0WGOTCQXU5dPC5gqCMaxHzMqrrFx6Q4calILcSHhvDuMa47h2yulxxM4HX153KvLEqmp7IksVGk4YarrHfUSHK1aZ5u28cZse7CG93g3MCbryK0lXEre+Li+HLSBKywuAxMHwAozzWKoyIfbntrXKULiZ0HEAzyEhKmkYliDHjCk2wuvj7hyZ9TRPG8d5uPnhDTXB9E20+IW+CGlsVYPTZD9d580fxrbseqZTHnqMDu1Z6wYxJggzftRm6jtf2xn0n+HcnAYytpRRAKylp6+nw47/W6EJixb4A7FgaTgwLG0zI8AvUldPOhRlUBgdkmOOMtMaoAxm8rO2QKHBLUhBkmL5azXMbfiq7JPiqm2g3WUz4rS1cAGHHvvAFAfWJrDBcN5IQwPDBB9uaIvwPrC8TH4NZZ7gwg8fKKMvYsgYZ3/ysxxrfZ9JklAJ79tNEIcbRo0dx6NAhLC0tYWlpCYcOHcLTTz8d3f6Vr3wlhBC47bbbJnaMSfZEq2vAQhJ/gj0N1hexk+vQZH2rA4w++9uRrVuvZy1+rZe1Sl+QMSmYwTVU3LLVJZEAxlaURLtAf97XZr+JpKTtp8Nf+W84/MRvqBVPDAy17IAFpkpgTQdUeOWp403RGpogVLKTOG4mPpcWcinhx+Dtm1tq+KuEFPp5jv7Z7nCP6/PbSeMJN25GJmQwawn/20bV7CTxfbgZSapBPkP7LAGGW1a2tUGFd/+eOm4/1v5oPQAynnPwcVx08Mu1+0yasAYZk8zuuGSiEOOaa67BAw88gMOHD+Pw4cN44IEHcOjQoai2f/RHf4R7770XBw4cmOQhJml9/COvxf/7P39msP7W9g3W1UTUZ0KdCYld2SouWHzCTPDbaKMBRsx+XWARek/PXHiq1zH0dS9ZeuZyr/YhdXEfqdOnf/vG4TpLSkoaROnBytbX4Sd/E4e/9ls4/NRvV11I1Ir662YQAbxWFqpNUX1xOe28MTfYesUawzouxxKEu5TUSPgsMDz9VJ64snVucODO7/1uKdRH7aFVNdCEqUuwTxdclBlGHDgh7ECdKsWqC0maLS24K4kps1wxbPmsMFQ/PtePqpUFwCwo2Ms6Jo9lBu2D74cfA4GMZz3zcZz/zMfx7IOPN773pKStrollJ3nwwQdx+PBh3HPPPbjkkksAAO94xztw6aWX4qGHHsKFF14YbPvYY4/h1a9+NT760Y/ie77neyZ1iEkeffq3b8R3vPytnduv7x3wYJiyfWuD9dV3Iu2byPsm/aeLebN8/vzXKtuPFYtR+xsCYJAIZIxG6gf4ibz9B/bMhafw6NqZnY+Bzv+XT3YjXXQtFCsLnY+B68QzJOaPCcwf699XghdbXNzPvU8fSVOpa665Bo8++igOHz4MAHjFK16BQ4cO4U/+5E8a26YHKxuvCkzwuXYAfmjR2LlTR9jZRExGEtp3lik/iErmkQIoMn8Gktr9y2D2EZOhhPYx8vTtgRSyi5+G2+fwWVQ3VDHWGRlsVxEeB2NkBQKNu9eXaUz5PqgPf+BOH7io34e9PZfS9FGgMNAih0QmBAopMYIw2UuKiH0kbYKGGJNQPzOoiUGMu+++G0tLSwZgAMALXvACLC0t4a677gpCjKIocOjQIfzsz/4svvmbv7lxP6urq1hdLSd5Kyv9JqhJ9SAjFBdgUvACGA5g9IUXQDtLBAIb54z8s+O9NXDijGwNX1hfwvnzcZYHj4znG+vw/Z0sFsyxdQUZAHrDjK4gA1DXxVAgY31vOXrrCjMSwJgCFeg/SO8Wwidpk7WRD1bSuGQYfXT5d/DivT+uVnoADOmxghAudJBFGGSYOrI+oIOU5v7iTctqTTSEv7+mfQCtYYNJw7qFVWeV0dZtpEugShXbgtK1+uNhUEDPcj9NfQrvumVFEQE4AAUqrL6EQC6lqU/bDbjwgIxznpFcR7achhiTUD8zqIm5kxw5cgTnnHNOpfycc87BkSNHgu1uvfVWzM3N4brrrovazy233GJMQ5eWlnDw4MHOx5xUqs2EbJLWF9MKMAAFCEIAo05nZOo9X7TwdHSbg3PHsDdbrX3VHWdXDeFe0su1Z8BrhNTlek4AIylpa6vpwUpIbR+sAGlcMqQ+euxd+Oixd6mVOoDhcRORhfQCjOA23t51LeHSbix2mSz7MMsRk+k+T1CbYn5EaKsFBIwFFj5QEdPWl7mksY2zrxGLjeEayYyECLqRAPUAoy4uRsjthG8vj9eOwXHOM76cAEbStlRriHHzzTdDCFH7+vSnPw0AVQqNAJ3W+sxnPoNf/dVfxbve9a5gHVc33XQTlpeXzeuRR6pZFJK66dO/fWPt5Gx973S4j+zf2c9P4JkLT3UCGF1EAIO0o8UTCLdtG20myACAs3ef6NV+EiAj9tpOAGN6lKKAz6426sEKkMYlE1EIYDjwguBECF64qtQNuaKEgoryIKShdjEm45V+y8VW95zYqtvoNtYEL+rcQpqgRhlTo8ZSBHYsDNWuuhwCGDFBPd26VJ/HzLDKPcFEk7aeUnaSfmrtTvLqV78aL3vZy2rrnH/++fjc5z6Hr3zlK5VtTz75JM4991xvu//7f/8vnnjiCTzrWc8yZXme42d+5mdw22234Qtf+EKlzeLiIhYX42ILJHWTz71kGuDFP/n6MnBRwWwp25gmdpmgDwUwSDuExOlIW9AzsjU8XXRzsejqWgJ0j5PBP5ezd5/AV0/s7rR/YPhYGYC6zkPuJQleTKFSTIxtp5tvvhlvfOMba+vcd999ALo/WPnsZz8b/WAFSOOSSeijJ/8HAODKnT8atEAIggsfZBCZU0WWLibkWhJyK6E2NddOk0QhIZ3H+FYsjDZ9bZXkBB1ORZvgnl2ykdSptKZoHwej134DFhRlmf9EFpVsKMyNxONe8nUHHh3qkJMmpRQTo5daQ4yzzz4bZ599dmO9Sy+9FMvLy/jUpz6F5z//+QCAe++9F8vLy7jsssu8bQ4dOoTv+q7vsspe/OIX49ChQ/iJn/iJtoeaNKAIZExD7Aug/sk+TZybfhC3AsAgTQvIAJrjZBQ174M+t74wY2iQAdgwIwGMpKStoa32YCVpsrrj1HsAAFcu/j8VC4yK6iwkaBuDGRbI8IkH9fRuDwThbFIweGfPSJtt2s/AHMgX56J1H2zc6PvIfK4kqry0nHDLyvX6z4q2F1ZcjirI2HPgi/VvIilpm2higT0vvvhiXHXVVbj22mvxm7/5mwBUJPCXvvSlVgCtiy66CLfccgu+//u/H2eddRbOOussq5/5+Xns37+/NuhW0sbo0799Iy7++bcN3u/csQzFM04P0lcbt4SQdUZX94hJAQzSRoIMoFvmEiBslVEHL1wNYZUxJMgAyMVE4ME33TBov0kbqGSJse2UHqzMqDSEqI1rEduP8ICJOmsMSvnqAxpSAlAZS2TmWP8UUs1yW1hvGCsLqZcL2GkwtqEyISsWGjHpUK36kDqtKgW8bNd+pNu7fZptpszX1u9WUn+88deECzOsLCXJfWS6lCwxemliEAMA3vve9+K6667DlVdeCQC4+uqrcfvtt1t1HnroISwvx2VgSNp80QRuKJgx3ltA7F03obO75A0n9YmrcN4OdQ1uJesLnzYKZADdrDIIBj1r8Wt4/PRSK3DhqqtVhmT7HO8tMHdsmPjFCV5sAyWIMbNKD1a2l+5Y+z2zfMWctsRpCzBIDGS0tcaQUkJAhGGId386A0lMJpK+8tyupiFbySQ1ElVAocq7AQ/V1gnS2egykrHlbh9GBmFAxuJ5/9Cpj6RNVoIYvTRRiHHmmWfiPe95T20db+RnpmSuuTX14JtuqAUZKmVlWOO9/h8J2RFm9AEYz9j5NAA18QbaWQxsJMAgbSWQUeeSQ2DosVNndN4/EG+VIQPnhK61PjAjAYykpOlXerCyPXXn+PdxxeiHwxX4OLMLNNDWGJ23t9oXFGWYENzYDgCDAAQHEX3jZWQ14KI5cGic2lpJjBwolnsgXQaB+fP+vlW/SUnbRROFGEnbW12tMkIAgysWZgwBL1zxH6w6oLEZAIO0mSCj7WDhGTufnjjICAEMrq5WGQlgbCMNkZN9RvOxbwelByvbV3fmf2CWrxj9cPjJJJW7E0qfNUYb64qQyPVkFJjqTsIaYzYfyk5EI+ZC0qTYK6XJCsOFF77ybP/fRu4taUtriDEJ9TODShAjqbearDJIMfDCVR3MmATAcOVO2Pu4RwDDAAzSRoOMJ8f7OrcfCmQAwLGVnaYsBl5wtbHKSPBi+2mIVGSzmsosKWlqFPMdHQIeNAX6HHp/SdteIYCRtD01VHrUWR2XpG9L0iB68E031E76ugAMLimFmbCeuevkhgAMnzIhzWtejDEvxtFthwQYpB0trCK67r/t+wzpGTuf7nXuCykMROLXQxc1XY8JYCQlJSVNp+4s/udmH0JSUmvFAoxkhZGUpJQsMZIGlWuV0RdeuPqG/dW4FbHuDX0m0Fz7557G/rnSZ9o3wV+X9ldrEgCDNJRFRhOo2D/3NI6Mz2h7eBW1tcpwrV9271k1y8eP7eh8HD6rjAQvtrlSYM+kpJkQBxlXZP/aX2m7WkfUvKVpj4cxTWrKTNIqI0kCF9tTKbBnLyWIkTS4aCJ4/m/8ymB97tkbTsFKk9w6mDEkwIgRBwJnZacti4lY4DAJ7RAS+0erwGgVj4x3NjdwtFEgI9ZtZ8/e071ABlDCjL/72df06idpClToPIV9+0hKSkqaBnl+SqcdZBQyA0SBQmYYiXyzDyeoHDI6xWrSjGqIMQn1M4NKECNpYvrCT71mEJBRBzC4QjBjowEG11lZ9dhjXUD2iriv57zI8FTR3tLjrOw0vla0BwBDggzAzl7SJeYIXR9dYcYXfirBi6SkpKTtqiirjElrO1p8TFCuu2ghM9RFLyyk6J2hZKspWV8kJdUrxcRImqi+8FOv6TxJ3LP3dDTA4KLYCX1jMHC1BRhnZae9ACNWbQAG1Y9tw9X1GJVLzdOd2rp6xs6nrXgXXdX2WulzbSZNqch0s+9rQjp69CgOHTqEpaUlLC0t4dChQ3j66acb3pLEzTffjAMHDmDnzp24/PLL8dd//deVenfffTf+5b/8l9i9ezfOOOMMXH755Th16tSE3klS0tbUncX/NK/eignq2QQv3O1ZRJtJaAsxlr5jgSGV6xOTT/gEUTyMbP/fmlfSDGioMcmMjksSxEjaELWdMHaBF5NQl8l6H3gBtAcYXdpy9TneoUDG/l3d0tW6igFfCV7MsoYYKExusHDNNdfggQcewOHDh3H48GE88MADOHToUG2bt7zlLXjrW9+K22+/Hffddx/279+PK664AseOld+pu+++G1dddRWuvPJKfOpTn8J9992HV7/61chiMyskJSV1V+h7FgErzHxe6OU2X9mNhiEdbo19AnTXqYDQ1htV5bK6rUCGPFA/FqrMaJbLpF4aCmDM5rgkuZMkbaho8ljnZjIUwPjiyTNxcOdRAPHBP7mGch9poz4Ag/dxTLbLJtLVtQTo7l7iDgwIZBw5ubfTcXDt2Xsax47NV8oTvEjaqnrwwQdx+PBh3HPPPbjkkksAAO94xztw6aWX4qGHHsKFF15YaSOlxG233YbXv/71+IEf+AEAwLvf/W6ce+65eN/73odXvvKVAIAbbrgB1113HV73uteZts95znM24F0lJW1dkTXGFaMf7tyHEALIWkzEhYiHC8kFxVIXlxGKm5Ejwzzi4mfkyDCKrKvqA6NWR1VVsrxI2ora6uOS9BgmaVPkm0x2dR9xtX/XscqTfXJXiCXqGw0w2riD1AEM3l9bbYRFRsznMJRVBleyvkgCMKjZ5srKivVaXV1t2Hm97r77biwtLZmBAgC84AUvwNLSEu666y5vm4cffhhHjhzBlVdeacoWFxfxohe9yLR54okncO+99+Kcc87BZZddhnPPPRcvetGL8MlPfrLX8SYlbRfdmf8B7sz/wKwLghL0W8shRdCqQpcLYZZFxVVkMlCikzGDoLbTD0pix3V5iymPz32kYK4lhSnT9R1z/oKtF7pWpQ4k5s/7e8yf9/fRx5W0zTSwO8msjUsSxEjaNNHEcih4AcRNgJsm0psBMGIVAzC69EvqE8sj5HrTFiABfhDVVnsPHEvwIslWIYd5ATh48KDxEV1aWsItt9zS69COHDmCc845p1J+zjnn4MiRI8E2AHDuueda5eeee67Z9g//8A8AgJtvvhnXXnstDh8+jOc973n4zu/8Tvzt36anf0lJpDvHv487x7+PO9Z+r1sHFuyo/72TnrohoNAKNEwpkyC3knjXjf5v1MS7YG4kHF743FFydnx5Rwv+xfP+wbySZlxDjUlmdFyS3EmSNl1/efUbAQDf+qFf6NVPl0kv/8H8+rkVADatH0V4OW5FgMH7b+taAvR3L8mRYbWYx+NrS536MH3tOlZxLzl7z3F89fie2nZ0TSUlTUqPPPII9u3bZ9YXFxe99W6++Wa88Y311+N9990HwPPkFso001fO5W7nbYpC3cNe+cpX4id+4icAAM997nPxf/7P/8Hv/M7v9B7kJCXNgqzvmBBxQT3b7cBer+ueqkZadkQ/P9iiAKSQIurYQvVyCHM6c5khE+W4zl3vK9VTmVo1pVlN2kjN2rgkQYykLaOuMGMI94PzFpa95a75IYcaGxX/AugGMPh+Jg0yQmaa5y0sTwRkhJTgRVKtZKFeffsAsG/fPmuwENKrX/1qvOxlL6utc/755+Nzn/scvvKVr1S2Pfnkk5UnGqT9+/cDUE8+zjvvPFP+xBNPmDZU/k3f9E1W24svvhhf+tKXGo8/KWkW5bPGePGu+mB2XmXMzWS7aIu/lQKid4wKUg6BESQKKTDqEFvt6w48OtCRJG1LDTEmoX4we+OSBDGStpzawIxJAgyfaLI+LQCD729IkNHGt5TObx+Y0RT0M8GLpCgNkYqsZfuzzz4bZ599dmO9Sy+9FMvLy/jUpz6F5z//+QCAe++9F8vLy7jsssu8bS644ALs378fd955J5773OcCANbW1vCJT3wCt956KwA1EDlw4AAeeughq+3f/M3f4CUveUmr95KUNMv66Mn/AQB48d4fB8CeNDb9RrtWHKadJ8inEHHuIyZrid8VxbW+8PXJM594+56wlAtJCQhiMpW41ha5FJgT9vZRQzcFMuSQyNhDKeVGknmtbwlkNCmXEiN9ns96xmON9ZOSBkuPOqPjkhQTI2nL6i+vfmNwcjpEzITzFpZbAQyuz62d11wpoI0GGF32y3VWdhpnZKvIkZlXF3U911zuZ153jSQlTZMuvvhiXHXVVbj22mtxzz334J577sG1116Ll770pVYE8Isuuggf/OAHAahJ1PXXX483v/nN+OAHP4i/+qu/wo//+I9j165duOaaa0ydn/3Zn8Xb3/52/K//9b/wd3/3d3jDG96Az3/+8/jJn/zJTXmvSUnbRuTSwYOBZkIBDg+gaFx265t+RSPgoBAOIRYQ5VYSqtPQ1jJSaJhPxc63Cim8YKPwxM9wxyW5VClTKcZFIbNgvI3CaVtIGuvY9VVAT4FcChZPQ7mQxOcySUqaHm31cUmyxEja8nItMzba+sKnb1444o1eDaCW2G8WwCAtiXksy/Xg9tB7AoBzRsfwRN4v/elQ7iV/9i//S68+kmZUxQD51IvJ5WN/73vfi+uuu85E9b766qtx++23W3UeeughLC+X96/Xvva1OHXqFF71qlfh6NGjuOSSS3DHHXdg797yu3r99dfj9OnTuOGGG/DUU0/h277t23DnnXfi2c9+9sTeS1LSdtVHj73LLF915svLDT1cRqQQ4ceKTd3WQItOmUti9hkrWV0VUCCjzemqC+RZyAyZaI8RKP0qV+4pCx+T/ZE945mPtz6GpBnXEGMS089ktJXHJULKIexYto5WVlawtLSE5eXlKL+gpOnUv7nnFVH1Du48WikLAYxnLnytsb9zRgqgfP3oRNT+Td+j0kOziLxhtYEYbuquJj2at//BfzLfDQDRIOPRtbNqt3OY8cipr4vq8/de8FtR9ZKmT5O8d1Pf33XglZjL/IGuYjUuVvGnX/7N9BuTFK00LpktXXXevystMei3f5SV7iNCQPL1UQaZZWpGLIRaHlE9oTKZCPVXjpQ7hcwEijkqh96m/2Yoy9zlkbbYEECh64PqjFDWH2kAIvSyXpcjCTnS5Zlez6iehBxJRSkyCehlMZIQo0ItZxJZViDLJLJMYjQqkAmJUVZglEnMjXKMhEQmJOZHOeZEgVFWYC4rMCdy/bfAXJZjvvJXv7IcGaReHmNEy2KMTEgsiDHmRY4RCmSiwILeNtIuJgsiRyYKjFCYtiOoY1J1JL75WcldZLtrWsYkwOyOS5IlRtJUiiazsTAD6G99QQCjr7LIRxyLYj66z5NyrdUx7M2U3+exor21xxAWGUC8VUYCF0lJSUlJUysnBobkLiJuhpE6iwwtKUR3C4uWGmo/UgqIyMCYXZ+sFlIgFxkyKWstM3KZIUNhxc7IZQYI5ViSa0Iz0llLyEI1G+KJeVJS0mBKECNpqsUnuHVAYzMBhgIG7WJl78l2oIhI70ralS0glwVWWwbv3JsVWxZkJHiRNLgkBgjsOciRJCUlbVMdfvzXrPWXfMMN1Uq+mBie4JwUA0OquJMVNw8rOCffZvVf3X0nONEhO0dbSSkq+wnFslDbFHxwA3oWOn4FuYyoNKsZMha9IoeCGTzNasGCe+bIMNL1/9k3fHGot5iUVGqIMQn1M4NKECNp2yhknbFZAIOsHdpqUcfNUD+v7fpYFHMbCjKAePeSkM5bWDbuJAlcJE1Um5CdJCkpabb1kS++zVq/6h+/tlrJ/QmOCfwZkq96Q8DOOqjh2zbUXdAHLerEs5MUEFHWEQpglO0t2BGIgfEvL3ioUpaUNLg2KTvJdlGCGEnbTnwi/LYHr+zV12YBDNJWBxlAf6uMGy6+o3PbpKSkpKSkqRJBiayawUT6sppU2jv9CM82Wg5t2whpQCFl864p3SpXIQUKodKbuvDCqqchRY4Mc6haZbhSFhallYXqIwMklNWG7DYWSkpK2lgliJG0rcUnyG2ARn/3kXZy4QXXdgQZCVwkbYqKAmj5XfL3kZSUlNRNhx+61Vp/8T95g1pw4UUmLGAheYpVN5ZGFzlWGEPEvxBSQLZ0O6Hahax3vOVZSEIWFBxgqNgXEpkoVIpVSBPngiuHwL9+9v2tjjkpaRANMSYx/cyeEsRImhnFAo2tBDBI2wFkJHCRtOlK7iRJSUlbTB/93C9Wyq54wZvMci1cIAAR+bMtXeuMTZTP+oJUSBEVSYziZbhpVvOatKs/deEn2h5qUtJklNxJeilBjKSZlDuhJqixFQEGaSNBBjBM5pIELpKSkpKSktrpznt+PrjtX1zxn631MvhnGQSUgw85REyNDZSypignZZK9GR7kM5cCmZDmL9eb/8kfTv5Ak5KSNlUJYiQloTrZ/sQX/nGr9pMGGKSNAhlAN6uMF53/N633k5S0YUqWGElJSVMughTegJuB7CWVugFQsSGpW6VQcTI8bicuwCg8gILHx/CV5005apOStoqSJUYvJYiRlOSROxkPQY2hAni20VYBGQlYJE2dConecfWL2RwsJCUlbQ19/I7XBbdd9q9/xSyHgIalzYQZDeKZSyjIJ88y8r4XvHPzDi4paQgNMSYx/cyeEsRISoqQO2F/5LHzOvfVB2CQNhpkAMA3HUzQIikpKSkpaavqrv/5msY6z3vlW6uFbdKy9pGTUpUeIBdSWPYTd11pBz9NSkpKcpUgRlJSBx18xuPBbXWAYwiAQZoUyKh7b0lJ0ywpC0jZL4p33/ZJSUlJm6nSxcSTonWiO67fV12gz6Sk7aghxiTUzywqQYykpIFVBwFWH/9Hg+6rC8jYd+BL2DfoUSQlTYmk7G92OaO+p0lJSdtD9//GjZt9CElJScAwYxLqZwaVIEZS0gZq8bx/GLxPMsFMX+akpKSkpKSkpKSkpO2uNO9JSkpKSpoNyQGCaM3oE4+kpKSkpKSkATXEmMT0M3tKECMpKSkpaTZUFIDo6Ts6o76nSUlJSUlJSQNqiDEJMLPjkpRMOSkpKSkpKSkpKSkpKSkpaSqULDGSkpKSkmZDyZ0kKSkpKSkpaSsouZP0UoIYSUlJSUkzIVkUkD1NN2c1lVlSUlJSUlLScBpiTALM7rgkuZMkJSUlJSUlJSUlJSUlJSVNhZIlRlJSUlLSbCi5kyRtgqS+ZlZWVjb5SJKSkpKSYkT3aznJ3/zkTtJLCWIkJSUlJc2GCgmIBDGSNlbHjh0DABw8eHCTjyQpKSkpqY2OHTuGpaWlyXQ+xJgEmNlxSYIYSUlJSUlJSUkT0oEDB/DII49g7969EEJs9uE0amVlBQcPHsQjjzyCffv2bfbhbAmlc+JXOi9+pfPi1zSdFykljh07hgMHDmz2oSQFlCBGUlJSUtJsSEoAPQNgzegTj6TuyrIMz3zmMzf7MFpr3759W36isdFK58SvdF78SufFr2k5LxOzwCANMSYx/cyeEsRISkpKSpoJyUJC9jTdnKh/bFJSUlJSUtJMaIgxCTC745KUnSQpKSkpKSkpKSkpKSkpKWkqlCwxkpKSkpJmQ7JAf3eS2czHnjQ7WlxcxC/8wi9gcXFxsw9lyyidE7/SefErnRe/0nlxNMSYxPQzexJym9mgrKysYGlpCcvLy1Phb5WUlJSUNNl7N/V9ufh+zIn5Xn2N5To+Lj+YfmOSkpKSkpKSWmvIMQkwu+OS5E6SlJSUlJSUlJSUlJSUlJQ0Fdp27iRkWLKysrLJR5KUlJSUFCu6Z0/SOHAsV3ubXY6xPtDRJCUlJSUlJc2qhhiTALM7Ltl2EOPYsWMAgIMHD27ykSQlJSUltdWxY8cGT2u2sLCA/fv345NHPjxIf/v378fCwsIgfSUlJSUlJSXNjoYekwCzOS7ZdjExiqLAl7/8ZezduxdCiM0+nF5aWVnBwYMH8cgjj8yUj5OrdB5KpXOhlM6D0nY6D1JKHDt2DAcOHECWDe/pePr0aaytrQ3S18LCAnbs2DFIX0lJSUlJSUmzpSHHJMCMjktk0pbV8vKyBCCXl5c3+1A2Vek8lErnQimdB6V0HpKSkvrqqaeekj/6oz8q9+3bJ/ft2yd/9Ed/VB49ejS6/Ste8QoJQL7tbW+b2DFuhtqel7W1Nfna175Wfsu3fIvctWuXPO+88+ShQ4fkY489tnEHPQH92q/9mjz//PPl4uKifN7znif//M//vLb+xz/+cfm85z1PLi4uygsuuED++q//+gYd6caqzXn5wAc+IL/ru75Lnn322XLv3r3yBS94gTx8+PAGHu3Gqe31QvrkJz8pR6OR/LZv+7bJHmDStlEK7JmUlJSUlJSUNKO65ppr8MADD+Dw4cM4fPgwHnjgARw6dCiq7R/90R/h3nvvxYEDByZ8lBuvtufl5MmT+OxnP4s3vOEN+OxnP4s//MM/xN/8zd/g6quv3sCjHlbvf//7cf311+P1r3897r//frzwhS/ES17yEnzpS1/y1n/44Yfx3d/93XjhC1+I+++/Hz/3cz+H6667Dh/4wAc2+Mgnq7bn5c///M9xxRVX4MMf/jA+85nP4F/8i3+B7/3e78X999+/wUc+WbU9L6Tl5WX82I/9GL7zO79zg440aTto27mTbCeldLFK6TyUSudCKZ0HpXQekpKS+ujBBx/EN33TN+Gee+7BJZdcAgC45557cOmll+Lzn/88LrzwwmDbxx57DJdccgk++tGP4nu+53tw/fXX4/rrr9+gI5+s+pwXrvvuuw/Pf/7z8cUvfhHPetazJnnIE9Ell1yC5z3vefj1X/91U3bxxRfjX/2rf4VbbrmlUv8//If/gA996EN48MEH///t3W9I0/kDB/D3cEswTqOGpgS6ByV32h8s1AVB13nanZ1dBDpG34sKjkAZk+hu3HFpPTl6EP2hGT2QfFImmYiBeAp65NGy29oqsOuk9KKYmd01pKOc2+f3wHM1t1Wbfr9r/t4v2JOPn6+8P+8k2Of73T6Bsf379+PWrVuw2WyKZFZCtL2Ek5eXh6qqKhw6dEiumIqLtReDwYCVK1ciKSkJ7e3tcLlcCqSlRMcnMT5gycnJqKurQ3JycryjxBV7eI1dTGMP09gDEc2FzWZDWlpa4I06ABQXFyMtLQ3Xrl2LeJ3f74ckSTh48CDy8vKUiKqoWHuZzePxQKVSYcmSJTKklNfk5CQcDgdKS0uDxktLSyN2YLPZQuaXlZXBbrfD610YJyjE0stsfr8fExMTWLp0qRwR4yLWXs6dO4f79++jrq5O7oi0wCy400kWkuTkZNTX18c7Rtyxh9fYxTT2MI09ENFcjI6OIj09PWQ8PT0do6OjEa87evQo1Go1TCaTnPHiJtZe3vTy5UtYLBYYjcaEfFJufHwcPp8PGRkZQeMZGRkROxgdHQ07f2pqCuPj48jMzJQtr1Ji6WW2Y8eO4cWLF6isrJQjYlzE0svQ0BAsFgv6+/uhVvMtKUWHT2IQERERLSD19fVQqVRvfdntdgAIe5KbECLiCW8OhwMnT55EU1NTwp0CJ2cvb/J6vTAYDPD7/WhoaJj3dShp9nrf1UG4+eHGE120vcxobm5GfX09Wlpawm6UJbr37cXn88FoNOLw4cNYtWqVUvFoAeG2FxEREdECUlNTA4PB8NY5OTk5uH37Np48eRLys6dPn4bcUZ3R39+PsbGxoO948Pl8OHDgAE6cOIGRkZE5ZZeTnL3M8Hq9qKysxPDwMHp7exPyKQwA0Gq1SEpKCrmLPjY2FrGD5cuXh52vVquxbNky2bIqKZZeZrS0tGDfvn24dOkSSkpK5IypuGh7mZiYgN1uh9PpRE1NDYDpj9kIIaBWq9Hd3Y0tW7Yokp0SEzcxiIiIiBYQrVYLrVb7znl6vR4ejwc3btxAYWEhAGBgYAAejwcbN24Me40kSSFvwMrKyiBJEvbs2TP38DKSsxfg9QbG0NAQ+vr6EvqN+6JFi7B+/Xr09PRgx44dgfGenh5s37497DV6vR5XrlwJGuvu7saGDRug0WhkzauUWHoBpp/A2Lt3L5qbm1FeXq5EVEVF20tqairu3LkTNNbQ0IDe3l60trZCp9PJnpkSXNwOdyUiIiKiuNq6datYs2aNsNlswmazidWrV4tt27YFzcnNzRVtbW0Rf0d2drY4fvy4zEmVFW0vXq9XVFRUiBUrVgiXyyXcbnfg9erVq3gsYc4uXrwoNBqNaGxsFIODg8JsNovFixeLkZERIYQQFotFSJIUmP/gwQORkpIiamtrxeDgoGhsbBQajUa0trbGawmyiLaXCxcuCLVaLaxWa9DfxfPnz+O1BFlE28tsdXV1Yu3atQqlpUTHJzGIiIiI/k+dP38eJpMpcKpARUUFTp8+HTTn3r178Hg88YgXN9H28ujRI3R0dAAA1q1bFzSvr68Pmzdvlj3zfKuqqsKzZ89w5MgRuN1u5Ofno7OzE9nZ2QAAt9uNhw8fBubrdDp0dnaitrYWVqsVWVlZOHXqFHbu3BmvJcgi2l7Onj2LqakpVFdXo7q6OjC+e/duNDU1KR1fNtH2QjQn8d5FoWB///232LVrl0hNTRWpqali165d4p9//nnv67/99lsBIOHviETbw+TkpPjuu+9Efn6+SElJEZmZmUKSJPH48WPlQs8Dq9UqcnJyRHJysigoKBBXr1596/xff/1VFBQUiOTkZKHT6cSZM2cUSiq/aLq4fPmyKCkpEVqtVnz00UeiuLhYdHV1KZhWPtH+Tcz47bffRFJSEu9qEBEREdGCwtNJPjBGoxEulwtdXV3o6uqCy+WCJEnvdW17ezsGBgaQlZUlc0r5RdvDv//+i5s3b+Knn37CzZs30dbWhj///BMVFRUKpp6blpYWmM1m/Pjjj3A6ndi0aRO++OKLiLvWw8PD+PLLL7Fp0yY4nU788MMPMJlMuHz5ssLJ51+0XVy9ehWff/45Ojs74XA48Omnn+Krr76C0+lUOPn8iraHGR6PB9988w0+++wzhZISERERESlDJcR/Zx9R3N29exeffPIJrl+/jqKiIgDA9evXodfr8ccffyA3NzfitY8fP0ZRURF++eUXlJeXw2w2w2w2K5R8fs2lhzf9/vvvKCwsxF9//RX0LeofqqKiIhQUFODMmTOBsY8//hhff/01fv7555D533//PTo6OnD37t3A2P79+3Hr1i3YbDZFMssl2i7CycvLQ1VVFQ4dOiRXTNnF2oPBYMDKlSuRlJSE9vZ2uFwuBdISEREREcmPT2J8QGw2G9LS0gJv3AGguLgYaWlpuHbtWsTr/H4/JEnCwYMHkZeXp0RUWcXaw2wejwcqlQpLliyRIeX8mpychMPhCHz2dkZpaWnENdtstpD5ZWVlsNvt8Hq9smWVWyxdzOb3+zExMYGlS5fKEVERsfZw7tw53L9/H3V1dXJHJCIiIiJSHL/Y8wMyOjqK9PT0kPH09PSQc5ffdPToUajVaphMJjnjKSbWHt708uVLWCwWGI3GhDijfXx8HD6fL+Qs7YyMjIhrHh0dDTt/amoK4+PjyMzMlC2vnGLpYrZjx47hxYsXqKyslCOiImLpYWhoCBaLBf39/VCr+d87ERERES08fBJDAfX19VCpVG992e12AIBKpQq5XggRdhwAHA4HTp48iaampohzPhRy9vAmr9cLg8EAv9+PhoaGeV+HnGav711rDjc/3HgiiraLGc3Nzaivr0dLS0vYzbBE8749+Hw+GI1GHD58GKtWrVIqHhERERGRonirTgE1NTUwGAxvnZOTk4Pbt2/jyZMnIT97+vRpyN3YGf39/RgbGwv6zgefz4cDBw7gxIkTGBkZmVP2+SRnDzO8Xi8qKysxPDyM3t7ehHgKAwC0Wi2SkpJC7rCPjY1FXPPy5cvDzler1Vi2bJlsWeUWSxczWlpasG/fPly6dAklJSVyxpRdtD1MTEzAbrfD6XSipqYGwPTHaoQQUKvV6O7uxpYtWxTJTkREREQkF25iKECr1UKr1b5znl6vh8fjwY0bN1BYWAgAGBgYgMfjwcaNG8NeI0lSyJu1srIySJKEPXv2zD38PJKzB+D1BsbQ0BD6+voS6o38okWLsH79evT09GDHjh2B8Z6eHmzfvj3sNXq9HleuXAka6+7uxoYNG6DRaGTNK6dYugCmn8DYu3cvmpubUV5erkRUWUXbQ2pqKu7cuRM01tDQgN7eXrS2tkKn08memYiIiIhIdnE73JXC2rp1q1izZo2w2WzCZrOJ1atXi23btgXNyc3NFW1tbRF/R3Z2tjh+/LjMSeUVbQ9er1dUVFSIFStWCJfLJdxud+D16tWreCwhahcvXhQajUY0NjaKwcFBYTabxeLFi8XIyIgQQgiLxSIkSQrMf/DggUhJSRG1tbVicHBQNDY2Co1GI1pbW+O1hHkTbRcXLlwQarVaWK3WoH/758+fx2sJ8yLaHmarq6sTa9euVSgtEREREZH8+CTGB+b8+fMwmUyBEwkqKipw+vTpoDn37t2Dx+OJRzzFRNvDo0eP0NHRAQBYt25d0Ly+vj5s3rxZ9sxzVVVVhWfPnuHIkSNwu93Iz89HZ2cnsrOzAQButxsPHz4MzNfpdOjs7ERtbS2sViuysrJw6tQp7Ny5M15LmDfRdnH27FlMTU2huroa1dXVgfHdu3ejqalJ6fjzJtoeiIiIiIgWOpUQ/30TIBERERERERHRB4ynkxARERERERFRQuAmBhERERERERElBG5iEBEREREREVFC4CYGERERERERESUEbmIQERERERERUULgJgYRERERERERJQRuYhARERERERFRQuAmBhERERERERElBG5iEBEREREREVFC4CYGERERERERESUEbmIQERERERERUUL4H6kCSW9Et/hJAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sid = 5\n", "i = 7\n", "nodes = np.vstack(df[f\"S{sid}\"])\n", "r = np.hypot(nodes[:,0],nodes[:,1])\n", "r_max = r.max()\n", "triang = tri.Triangulation(nodes[:,0],nodes[:,1])\n", "\n", "fig,axs = plt.subplots(ncols=2,figsize=(13,5))\n", "ax = axs[0]\n", "mm = data[f'KL_{sid}'][:,i]\n", "h = ax.tripcolor(triang,mm,vmin=mm.min(),vmax=mm.max())\n", "#h = ax.set_aspect('equal')\n", "fig.colorbar(h,ax=ax)\n", "ax = axs[1]\n", "m = rco_s7[i,:].reshape(256,256)\n", "m[~p] = np.nan\n", "h = ax.imshow(m,extent=e)\n", "fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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ex2dnZ+Ojjz6K+W3Lli148803UVFRgYKCAspw058USedllGw6vBNV2F9FT9hTG/pSeyfKxk+57ks29pNnr6C4dReWGL6kIhDVikPh+/L2EZbhE0I+nLhq1SqUlZVh5syZKCoqwq9//Wt88skneOSRRwB0Dgd++umn2Lp1KzIyMnDjjTfG/P2oUaPQv3//Xr8z8qRMOi+oZPOqdyJ1UoLgPQlDnfQovRNlYg+GTDxUX4wlRvy5vF7JlEBxKHJfWIZPC3kSe+CBB9Dc3Iyf/vSnaGxsxI033ojKykpMmDABANDY2IhPPvmEOow+T6ql80Dyr3CveidSJyUApN6JsvFTeyeKxn6k4Tya2jqkk6lS898k70owZGLFM2+yDJ8QLcKORx99FI8++mjc//bSSy9Z/u26deuwbt069UH1MVS7zlOYpHrVOxFwlpRS7Z0oGz+5d6Kwb2Iqn8HYMhO9K+yITw97J/YRVL/wFCapXvZOtJuUZJH1ThRGIn5d3onJfRNT+QyKlcmO+PRwEusjqH457QornJoKx/NOFIHcO7ELYUNfWYcMWe9Em7ZTIvHr8k5MxqyC4cjLzsKS9u1YrfEZlNlslR3x6eEk1kdQnXSk54EUKSNjvBMF4gyjyztRVEYtO9lPfbxs/KTeiYKx+DN8+P2kAyis0fsM9vyA0ZkUmd5wEusjUCQdVdJ5UWVkT+9E0Tjltnmh906UHV6jPl42ftn6ka57iVimjByAA43349Ury2IWUVM9gzFlEiVFRg5OYmmG1Veh8qSz9Gll0nkRZWQoOBeVlZWYHHW9Krd5ifdFLDo8KNPzkR1eoz5eNn7Z+pGte5lYQnOfQNulSrx1z1x8cPoi+TMYXSbFOknel0weTmLpguDXq/Kk0zW06Fg6L6CM7Gksq3qbl3hfxCKNimwcssNr1Mc7WbwsUj+ya78oRCCq1bnKkyLvS2YbTmJpgszXK8ULbwWVQks2Tql5LolGRTYO2eE16uNt3W/JRldm7ReFCET1M6g6KfKCaPtwEksDVO9r5BY5fs+v/BljhziLU2IeR6ZRkY1DdniN+ng791u60SVe+xUMmTh6qjlhj9DN0nnel8wZnMTSANVfr3ZeeKUKrQRf+XnZWdgw4HVkHPwIuONJ2w1Tqr0TZYc2qY93k3eibCxhA+DbN1obANtZ22Y1TKoyKfKCaGdwEksDVPecpF54AoVWoq/8pe3bUXx1F2rPlqNQNs4oUu2dCMhL+CmPd5N3IpUBsGqzXpXSeV4Q7QxOYmmAquE6O2vAVCu0kn3lbzQWo6Kh2J5Yw0XeidISfknvRJny3eSdSGkArNKsV7bOrJI3L4h2BiexNEDVcJ3sGjAK2bLYV36HLbGGq7wTuxB2+LCJaPlu8k4kMwBWbNYrFKfAuzZr3hpeEO0ATmJpgOxXoao1YBRO9lRiDbd6JwqvC5K1nZIt303eicQiEGVmvQJx1r36k+Tvms3lH0wnnMQ8RqJGSdVwncwaMIqxfCqxhte9E6XVgGngnajbAFh1UpR512TeX14MHQsnMY+QcfAZ1DV3WA8BLn1a0XCdmBJK9VwckPwrHwAqBi+TFmt42TvRjhqwL3gn2jEA1jk3JfWuJevVHdiAuld/Yv1RcuuPhOJKNziJeYSTZ6+gsGaz0ISz0uE6Cyjm4pIpGVcHKnBvQR78GXcKl+l170TZD4++4p0oZQCcgrkpO+9aovdX5KNkolBU6UdGqgNgkhMygYfqi7HRWIzVgQr8g383AMQ0SitO3Y5gyExaVrIGJd5xwZCJqlPNeP34p6g61Rw5T3hYKRxDdCPyrLEYqwIV2Dr5rd69g0uvxMTU+SL+CnVnLwOI+sofvDzmuJ2Dl+FAzv2YMnJA5DfRMsMJd2VXg7TRWIzCjq2ROl3p3438nP4JvRPvu/lLKJqcm3DoRjQOIOoLPbgocv7arBWRuH4VXITGrqQE9G4Mw/crUWMoW75s/LL1I1v3MrFMGTkAB3Lux6uDlsUcu3Pw8s4Pu64eoUiZss8zkPjdAOy9a/EIf5SoeP/TEe6JeYBTbT5b27DHQ/UaMJK5uARf+TPGDsHePe0IzS2FX7ZMD3snyvZk+pJ3oogBMMXclM6enWhP/OjHFyzLSVc4iXmANqP7n50OASpfAyboZK/Ca84woirCRple9U6UHbbti96JVsPoSuemuhB6NxSpDsU/SjrgtywpPeEk5gGyA93/rMIGSvkaMAEnewolY1/xTpTtRfZF70QrVM5NAfpVh+IfJVloFq6V9IGTmAeYnG0iLzsLS9u3KxkCFGlQ7KwBs4LClaCveCcCcmrAvuSdKILXVYeiw5IzJwzD3hPC1ZI2cBLzABk+CKuwVG3JklI/xiiiv1BzB2Yieu6aaut3N3onytpOudU7MRl26jJkAocbzqP58jUlfozJ0K06FB+WnCsUf7rBScyFxGu4p4wcgLoMtUOAVqh2slflczi0nx83fLEOhaMH2976XfWaMi3eiV34M3yYXTAczSdMzLZa6Oo270SBepeO5cAG1H9+Ceuri9By6GikDCd+jCJxqurZqR6WNJA8oacjnMTchFXDfcMVFI4ejHcXz9cyBKhaxYjitUp8DsuCr6GwpgJ1GfJbv5OtKZONwwHBkInDDedx7JwPuQ3nu3pizhspUu9EIhFI3dnLKKzZjLJgkxo/RsE4VfXsVA9L1u9alzShpyOcxFyEUMNNMASY6MtTtZO9Cp/D1YJyfCdiDS3eibKLi2W9EwkXL8vWD4UIhMKPUcjnEPJLBhL16lQPS4om9HSDk5hLkGq4E3x5K/9Cbj+mXMUIqPc5FClTx5oykTjCyDbs1MfLxE+57ks0FtVSfNk4k/bs2o8lFWyMGv+9yO+6hiXTcWiRk5hLUDFZTvKFnMSPUbWKEaCRWZOuKYuCYnE09fGy8QP0676SofoZUe1gL9KrmzUvBcOSabgzNCcxl6DipaT8Qna7k71qsQbl8KBso0N9vGz8MvVDJQJxs4O98LsFaF4MLf4OeglOYi5BVcOt+ws5FU72dkQlVGvKwlAujqY+XjZ+mfqhEoHYmbfU5WAv9W5pXQwtvrbOS3AScwnqGu7LmDpyoKWKEVD39abbyR7obBRkRSVOFGXJegXUi6Opj6ccfqQSgUSPOmxM1ovR7GAv9W5pXAydrjtDcxJzCVZDgYCNhpvAGcGpihEQb6QS9Si3+Rfi3ml5KLQhKpEeuhHsFVAvjqY+nnL4kXKIe+rIgaidVo5t1UVAsPu2xZPiq/Y5VN0zUrUYOmlCT0M4ibkIioY7EUqH7ARUjIBzJ/vcgZk4W30IkxasAwIBaVGJrFhDNOFSL46mPp56+JFsiLt4LSYZBp7qX4mRN8zpscCXyMFeY69ONnaRhJ6OcBJLEXG/5Aga7kRQuNlTO9kbhoHKKG84SrGGTAOiY3E05fHkw4/EIpAMHzC7YDgCgQB6otrBXmgtmSL3etnYRRK6iPLUa3AS043gnJCyhtsCCjd7nU72lGINmQZEy+JoSe9EysXLFNulADQCBZULikn2JVMce9yELqs89RicxDRjVwUWRqn8XLObvdPYVRoAq5Tk61gcbRfVi5cBOtm8XcVhXasPb3zYiPyhg0il+BT7kulQHTptc9wOJzGNqJjPopCf61oHpiJ2xwbARJJ8ysXR8eNOYjslWb4bvBNlzX/rzl5G2cl5aGrzA9UfxS1TpYO90n3JNM2t9QU3D05iGlGxNovE09AClT0/FbE7MgAGoX8isXei9L30qHeijPnv1OpfYYlCn0NA33osXTtD9wU3D05iGlHVq6GYy0qE6p6f09idGADr8E+kWBxt51561juRwPzX66pDJ3NrfcHNg5OYRuz2anqN+Wucy6JQMVLErlqsYdc/kcI7UTbudPBOVGr+63HVoUhSP9JwHo0t7ahv7fTODMs6+oKbBycxjdjp1ViN+UerGHvidhWjbj9GW+XKDBESeifKxp0O3olWqPQ5BLyhOowbe9x75kfFxoPYNuXtPuPmwUlMI3Z6NcnG/BPR11SMIlBK8im9E2Xj9rR3ogCqy0w31eHS9u3Ke49uhpOYZnTNZ/UZFWMUFBJuEai9E2Xj1umdmAzVRr12y7Qi3VWHunYdTxWcxHSjqVeTrirGcH3EfD1SSLijSNaoUnsnysata/GySN3Ykc2rvo86t3VxpepQVjnrMTiJEWPVUFP3atJRxRjtIxmGQsINQLhRpfZOlI1by+JliTk0Wdm8zH189eQ8oK0jfpmE27rEw+2qQ6s5QS/bUXESo8KB1YuyXk2aqRh7+kiGr5vCxw8Qb1R1eCfK2k6RLl6WqJuesauSzYfLfKvjKjbv2INJ02+OcuyQUBzC3kdFPKhUh2TzamliR8VJjAgnQ3SqezWqVYyJXi5qFWNPH0mAzsdPJk4t3olRcc8uGI7mEyZmW30xEy5ettt7Vyqbjypzao6J0pvyY/wCSdaSwTqx0KoO1c+rpYsdFScxApwO0emcz5L6ohMZBkziZq9SxQjQyfFlG1Vd3onBkInDDedx7JwPuQ3nu3piiYd+KLwTKVwgVN9H5WvJBDanHDX+e5Hfyb0OHfYe08mOipMYASpecpExf90qxrpj4rvu6loDZndYRaUBMNC3vBMpDIBVy+ZVryUTSSyz5jmfW1Mzr7Ys6bxaOtlRcRIjQElDLTDmr1PFCMxX8uXmJOnE64FID+URGQD3Je9ECgNgO8NjVr1SlUlROLEAKVUdNra0o/7Px1H+wFz0z7rT8prSyY6KkxgBquXm8cb8Ab0qxipFX27Ok07vHsjWyZeFGw4yA+Au+oJ3IokBsCMpfu9nQqVThVRiSaHq0DCyUXn6g8gzoLPnm0o4iRGgUpgxKTcLwJfjnkenivHM8U8jZThJmLLzL0INoMSkPLUBcF/wTqQyAFYqxVfoVCGVWFygOsw4+Azqmju0mBm7AU5iBKgUZtROKwcGxD+PThWjyt6l8qSzeD6mZviSDoWRGgD3Me9EEgNgxVJ8mfunOrGkUnV48uwVFNZs1pbkUw0nMSKUyc0bivHj69vjnkOnilH5YuYkKkZAvjFONhRGaQDc57wTCQ2AlUnxRWLUuAWLjh5kyAQeqi/GEqOpz9hRcRKjQtlC4w6caksslNDlykGRMJUnnSRQGQD3Ze9E3QbAqpOirqFJXW4ep9p8aGrr6FN2VJzEFJJoSMKp3LzNsDjHvDVJh9JUrc3SaWMFqG8AqYyF2TtRn1lvSlSHCnotKnuQwZCJI6ea49Z5dFvhJMl7yYpKSxLbsmULfvGLX6CxsRHTp0/Hpk2bcNttt8U9dvfu3XjhhRdw/PhxdHR0YPr06Vi3bh3uvvtuHaHaw6Z9i+gLmR0Qm6wtSmARo8yVQ/OWLKod0KXFGuydmLjHmyKzXpVJUadNlJIepIAILDtwU+R3W0neg1ZU5Elsx44deOyxx7BlyxZ8/etfx4svvohvfOMbqK6uxvjx43sdf/DgQdx111342c9+hqFDh+J3v/sd/uZv/gaHDx/GjBkzqMO1hd35JrEXchkmZ7eLTdYmiE+1K4euzTgpHNBlkgF7J6rxThSKhXgngnjotIlS4eYhIgKbnG0iLzsLS9u320ryXrSiIk9izz77LB5++GF85zvfAQBs2rQJe/fuxQsvvIANGzb0On7Tpk0x//6zn/0Mr7/+Ot544w1XJjGn8wnJXsgFBXmoxizhydp4XX4KV45EqFQxAgQO6BKbGrrRO1EYN3knCsQiatYLiD8TurZg0eHmISMC+/2kAyiskU/yXrWiIk1iV69exbFjx7BmzZqY30tKSvDee+8JlREKhXDx4kUMH+7O9QpO7VuSvZBTcrPwxqcSk7VxzqHTlUO1ilGkB2Ln5UsmSNDlnSiMTdspEXR5J1ptBWI3KcZ9JgR8DlVtwaLLzUOszjtFYN/80gDUZcjP33nVioo0iZ07dw7BYBCjR4+O+X306NFoamoSKmPjxo1ob2/H0qVL4/73jo4OdHR0ewu2tbUB6HQ8Nwwj7t+opLGlW/5uNSTR2NIOw8juXcCtP8JEAAdCJo5+fAFnLnZg1JAszJwwDP6MuegwDLRt/3+cnQPApNws1E4rx6v1xT28GJdhQUEepuRmoerkGaGHuOrkGcy2eLFfKnjT8ktwQUEeQsG5OPn5Jcsh0tpp5ZgUdQ+/OnYImkeY+OrYIQgFryEU7Pz9sODLlyzuaGTvq0j9Rj+PGQefwcmzV/BQfTGaoo7Py87C7ycdwJSRAxCa+0Tk93rJupItXyZ+x898D5zcv3jPhExdiT6r4WfNSexFks9INKJ13mYAHUWrMDEQSNimGAAQ5zyq76sTZNpuLcIOny/2q900zV6/xWP79u1Yt24dXn/9dYwaNSruMRs2bMD69et7/b5v3z4MHEi/zqG+1QfAD8B6SKL+z8dRefoDAJ1rOU61+dBmdIo2JmebCHds/ACaAeyN2nIkO9BdV/bP8WVkDACeuKG9x+/tqPHNQs0l4Ng7hyPXYvUQ73vnMJpPmAnrpLDlNA7k3I+tFxYCUS//Vv9CzMgxkd9yGv/+vyuxvroIZcH4Q6QbjcXYVl2Ep/pXomenb//+/TH/fuxc9z1wEnc08vf1y0CS+kVlZaT87Pp6FLfuwhKjKbahbd+OwpoKHGi8H22XOo8PmZCuK5nyOxGP384zb4WK+xd+JmTrSuRZraysjHdK+dhHWNdx9UXg1Pb/iNsuiNZ5dqD3+xHdpli1ParvqxMuX74sfCxpEhsxYgT8fn+vXteZM2d69c56smPHDjz88MPYuXMn7rwzsZnl2rVrsWrVqsi/t7W1Ydy4cSgpKUF2Nu3XAtA5nFCx8WCSidRlKH9gLgLv/g+pr2Og84sktG8/Rmdn4QFV51gQe44wuQ3nsbXuKADrh7jkttmRL+Jg3K+9UkwGcCjuf+tUmZ5rOI+WQ0etv2CDwMgb5kTOZRgG9u/fj7vuuivGR9JO3Ilj7/adE72vsvMDwZCJ2zcOwhLD16uhXR0egvpiGQ7c01n2Ycm6ki1fFjt1Y1XXdu8f0PuZkK0rIPmzOpEo9jAivWbjnh8nrfNXB3WKwHq+HyrPYfeZlyU8oiYCaRLr168fbrnlFuzfvx8LFy6M/L5//37cd999Cf9u+/bt+Pa3v43t27djwYIFlufIyspCVlZWr98DgUCvG0lBAMC2KW8nHevun3Un6po7UFizudfX8dKur+O6jJWYGifmDB+wVWCy1sk5AKBoyiihOYKiKaPgf/vnSeezAsVrcet18T9Wmi9fi/yz1Rds8+Vrve5jz3srFXeGT2guLlC8Vvi+RiOyvuboqWaBOc4OfHD6Ioom50rXlWz5svHLPPMidV0k6IhhtXda+Jmw+1wFgN7PqqbYhd7ZrH5J63zBpDzU+GbFbftUnSPeM0+BTNtNPpy4atUqlJWVYebMmSgqKsKvf/1rfPLJJ3jkkUcAdPakPv30U2zduhVAZwJbsWIFfvnLX2LOnDmRXtyAAQOQk5NDHa4tdCwCnjIy+WRt2m7G2UUwZKKu1Yc3PmyM2pbGR2MqLHhfI0isr3Gj7RSVdyKFI0Z0os0dmIlQ1AijysXQbtucUkQEVnOJ9hxutKIiT2IPPPAAmpub8dOf/hSNjY248cYbUVlZiQkTJgAAGhsb8cknn0SOf/HFF3Ht2jX84Ac/wA9+8IPI7w899BBeeukl6nDtoWERcGjuE5gaCJAvNNblymFHxVh2ch6a2vxA9UcAengxUjjZE3knus12SjZ+AMJu7UobzwSJdmg/P274Yh0KRw9W5nOoq+FXueDaMIyYeVeKc7gRLcKORx99FI8++mjc/9YzMb311lv0ASmAymKqp2tGvE3/SBcaa3LlsNPrW2LVwC59WujlsyMjVu2d6DbbKSrvRNWNZ6K1ZGXB17qHxBQthtbV8KtacG21QajKc7jRioq9E2UhtpiK75ohtiZI9Wac1K4cFL0+3abCgD23fTfZTlGtD1Jp1mv1HKxW2DOiip1s/zCBtsKxW4jLrag4iUlCazHlzDWDYqFxPHRuxqnSi9Fu7Anjd/Cl6ybbKbuJXZcjBkDTMyLf+VjDNi863ELcbkXFSUwCaospp64ZuoQZOjfjVN1zknZpoPLFszkE5c/wYXbBcDSfMDHbajhHonzpBlvwA0ilWa/SLVg07SFGLQzR4RbiBSsqTmISUFtMTR05EFUazpHuKkbAephUtZLRyZdusuHPnljNfcRDpHzZZCOzX5wqB/u+rDpUYhOl4xwpsqLiJCaB416BwNfxmeOfkp8jbVWMgNiu0qqVjHD2pSs0WW5znlSkfJlkI3tPVTnY92XVYSKk2iMd50gRnMQkUCmcSJQcdJwjXVWMgOBXNoWSUbbBk5yTlO7REq37kv4yV+Vgb/EchONIV9Whyt5pz3MEQyaqEmywafccuuEkJoEO4YSOc3hVxfjqyXk9jFMdrAFTrWSUbPBkkpKdHi3Fui/pOolChYN9okS7zb8Q907LQ2Faqw47UdY7TcG8JhWcxCTQMRek4xxeVTG+1XEVm3fswaTpN0c5djhbA2aFii/deMgmJdnrolr3ZbdOrHDaM8odmImz1YcwacE6oMuqqK+oDp3M21HNa6YCTmKS6JgLoj6HZ1WMt/4IU3NMlN6UH9dbLeVKxi6SzUPJJiXZ63KSzJPFrvrL3GnPyDAMVIZ3fOhrqkOb83Yk85ophJOYLDrmggTWBDk9hxdVjBOT3BrVu0pLf4UK9lq97J1o58ucVYe30ykCJdcPSpcvOK+ZSjiJ2UTHXJDVmiAdSkm3qRgPhKz3AiPZVVqiIRLttXrdO1G4Tlh1qE0RKLx+0Gb54XO4aUfnMJzEBJHxDVPdI6A+h2q/x5hzzFuDqRk+Jcny6McXEtYHQDRMKuH+INqIet47UbBOdPSMwhz9+IKy5BIMmTiSQLHnVtVhT1JZvm44iSXDhrBBZY9gUm4WgC/3Cst1KkaRvZcSCEDEG4aOrn1nE79EVMOkyb5CZYdo0sE70apOKHpG8e55mDMXu1WrtpMLlTtLNMS908LG3ajfdQTfapifUlWjTjiJJcGOsEFlj6B2WjkwoHdcblMx2vV7BGSSZRZGCLykU5c+rdWPEZD/Qk8H70QrlA67HdiAuld/ErfhfKngTRS2nMa56+dEfrfbu3CND6GD3mnjFT+KmzZjcY/NL3WrGnXCScwCJ8IGZT2ChmL8+Pr2uPG5RcXoxO8REE+WMycMQ5XISwo9c5bRSA/RUE+WU3onCqByPZZVw1lYU4EDOfejaMIwR8nFbT6EdlWHj19YhLKgzxWqRl1wErPA0bojZcKJDpxqs2/yqkPF6NTvUTxZ3ib8kuqaTwxjV3ouPFlu03aKwjtRpD5UJUaRhnPrhYU4BPvJBXChD6GNj5yjH19Ay1UfWflu9VHkJGYB1RYVsuW3GdZxkvY6dPg9QixZvivzklq8RBTziXYXhYo+K3aHcVR7J+p2ehBqOIOdDfitDlSHbvUhlFEEqpgXtLKhcquPIicxC6i2qJAtP7vHut5UKSVJ/R4FVIxnjn0S+XsnLxHVfKLUEI3Es2JrGIfIO1G304OM6CdZcrFSHapyZ0mt6jDLfvk6RC1EcBKzgGqLCrnyl2FydtecWIqVkrr8HhOpGO28pFpVjBJf6DLPip1hHArvRCqnBzUNf/ezYUd16Hi9mgu8Dmd+bTWG9jOxIviadPk6RC1UcBKzgHKLCtHyFxTkocY3C0DqlZKp9HsEgJkThom/pCJbshCpGJMNAck+K7LDOFTeicqdHixUhzIN/1b/QsycMCxhfetYr+YGr8OJGT48N2w3ilt3SQ9pU4taKOEklgSyLSoEy5+Sm4WaSy5RSlqIJnTZWIm+pDLDXjpVjID8syI7DEU1Aa/a6UFVwz8jx4Q/4+64Metw8nCL1+GBkIn8AUHU5pdjZ8N84fJ1iFoo4SSWDOItKpKVbxgGUFkp50hAppQU83ukXJ8l8pKqkgJT7aUk+6zIDmtTJV+V9aGq4V9QkIf8ltMJz6PDJor6HKLlH/34AprzF6G0tBTv+jOFy9chaqGEk1gSeo7X33vTmLgNH7XVlB3lUbzydfg9Up6jVuAlVbWYmcrFXvZZkRVJ2E02Oh3sVTX8oeBcVFZWYnKC81ArAlWdQ40qsNvRRqZ8p6KWVFtQcRJLhKTIgVpAISVqsFU+bRJWcY7cgZkIewDrMmCmcLG3kwxkhqGkyydeRhAPVcklFARCJnC44TyaL18jUQQChKpDparALDTbKN+24MQlFlScxBIgK0CgFjfMlHAksGMB5RUV49B+ftzwxToUjh5Mvxmn5F5KpPJzCdsp2fKplhHo2Jyy/vNLWF9dhJZDRyM/e0l1qFIVOHPCMOw9IV++XcGJWyyoOInFwe6cCqW4gdoCyisqxrLgayisqUBdhr7NOJOpGO08M3ZFBKJbbsjI25UvI9C4OWVhzWaUBWl8AsPnoEoC6lWBc+2Vb0Nw4iYLKk5icbCt7iIWN1BbQHlBxbhaUMWoOiGrdrG3O0EeDJk43HAex875kNtwvqsnFqeRECyfwsE+XTanpD6HalVgT2MfSsGJmyyoOInFwemcCtl8DbUFVBqpGHUk5GhUy897QeSdqFrJmE6bU1KfQ7kq0DDsl9+F6PPoJgsqTmJxoBQ5OFGOHU2gLqKI3esqRl3JMgyVHD8M1fyD6rh1JBfAG6pDCpNkq/JnjB0SE7+Te6vL4FkFnMTiQClykFWOZRx8Btn19bh94yA0tXWoLT9NVYzR59C1mJlKjh8+xm6PUads3m6dJrpHqd6d2PY5qE2SE5Sfl52FDQNeR8bBj4A7nrRXvmaDZxVwEosDpchBVjl28uwVFLfuwhLD5wqVpFdUjCIyX9XJkkKOD9icfyCSzWv5QneBD6GThpraJDlR+Uvbt6P46i7Uni1Hoc3ydRs8q4CTWAIo51RklGMP1RdjidHkOZUklYoR6GzEVXgxKlcxEsjxAXu9G+WyeY1f6LLCkI2SjShlQ02tUk1W/kZjMSoaim2Vr0thqxpOYomgnFORUI41tXV4UiVJpWLc5l+Ie6floVCRF6PShLz0aaH7Khu3bO+GQjZf9+pPtHyhywpDaqeVY1t1ERDsLkPl7sSyDTW1SlWs/A5b5etS2KqGk1gSKOdUqJVjqVRJUqgYcwdm4mz1IUxasA4IBFyrYlQtx5ft3aiWzev8QpcVhkwyDDzVvxIjb5jTw7HDmQ+h3YaaWqVKWT65wpYITmIJEJlwp/Koc1K+DpWkSPl2Xohkm3EahoHKE87O0QvNKkY7ccv2blTLn3V+oduJPcMHzC4YjkCgc/dYit2JRVWHTucEqeccUxk7FZzEeiIx4U7lURdmVsFw5GVnYUn7dqxOsUqSatdqu16P0ufoItUqRrtxy/RuVMufVX+he8OH0F751D6Eyd5bAKgYvMxW+V71UOQk1gOZCXFKj7pw+b+fdACFNalXSdLsWm3f61H2HG5RMUrHHUbCO9FO+eQ+h4CnfAjtlk/tQ5jsvV0dqMC9BXnwZ9zputip4CQWhR2hAJlHXRdTRg7Agcb78eqVZUDUOjHdKkmKXatlvR57okMpCahPlv7itbbFDyLeiVIfKJp8DgGv+RDaLF+DD2Hi8pdhRn8Tc0cOcG3sFHASi8LWhDixR11o7hNou1SJt+6Ziw9OX0yZSpJi12pZr8eZ47N73TNdO0qrTpZO/PxEvBNFy9fhcxiOm9KOSmrTWGqfQ2ofwgTlzxg7BHv3tCM0tzSyr5jrYieAk1gUTuY+PKs0pIxduddj7yTmWS9GWfGDrHeiQPm6fA4BHT6EEpvGUvscdqFbcWgYPS2A3Ru7SjiJReFWNWBdqw9vfNiI/KGDWCVpUb4XvRhFGwsnC8cTla/L5xCg2/04jNSmsXHKTwdVYGNLO+pbfQiGTASi/nu6eyhyEovCTZ6J4fLLTs5DU5sfqP4oYfk6VJJuqJdQ8BoKG3ejftcRfKthfkr8HnWqGKNjoZh3UP2FngrV4UsFb6Kw5TQm3vONlKoCnZSvVhXoR8XGg9g25W1nsXvIQ5GTWBRu8kwMl7/EJSpJN9RLKAg0XvGjuGkzFhsWGyH2uK9uVjECyb92ncw7pLvqsLCmAgdy7sfkFKsCHZVP4KHoNHYveShyEuuBWzwT3aaSdEu9PH5hEcqCPtf5PQJ0PWJbPbw+pDrcemEhDqVUFei8fDfF7jUPRU5iPXGJZ6LbVJJuqJejH19Ay1WfrR6J21SMgPjXrp0eU7qoDoWe12Dns3FrilSBSsp3Uexe81DkJJYAT6oBictOVj59vUgo0HriIhUjINf4y/bw0kt1KPpMdT8bbvAhtFu+G2L3mociJ7EeUHomUpefzmV3/p28Ao1axdir/HlrMDXDp7xHLNNjUplYgiETRyx2FHfaUKtTv3U/G9F41ecwXcumgJNYGErPROry+0DZADBzwjAM7WdiRfA1EoGGar/HIgu/ONnGX6bHpKQHIFh/ths8heq3rf6FmDlhmHT5qfY51K4KdEHZFGSQlOpBInMIl16J+b1zDuFXqDt7OfJbeO4jPDQT/WX8rLEYqwIV2Dr5rZgvEMry+0LZ4fKfG7ZbqHzZsoHuJLyy62XdaCxGYcdWbDQWY3WgAiv9u5Gf0/l1aaf8aJI1/r2OK16LqUufxrtPzMfL356JFVODePnbM/HuE/MxdenTUubL8Y7riej1ydSZnfJFnqnnhu3u9bUvUr6d91h17HbbCa+WTQH3xECrBnRa/qsn5yX0TKSO3W1lA0D+gCBq88uxs2F+ynatlvF7TDSUQrm+xmnZsvWXyt2PFxTkIb/ltO3401MVuEyr4jDV/omcxECrBnRa/lsdV7F5xx5Mmn5zlGOHi5WMxCrJ2vxFKC0txbv+TBKBhmq/x0Tzb9KNv4TtlNO1O7L3JpW7H4eCc1FZWYnJdstPI1VgY0s76v98HOUPzEX/rDvdG7diOImBVg2oovypOSZKb8qPbPqnK3a3lp2sfEdlK/d7TIxM4y+7fs2J6lC6/lK4+3EoqCD+BGXHw82qQMPIRuXpD+L2dtwYtyo4icHdasNkjuVeVRvaLTtkAocbzvfYit79XpJxyxdUMtoarnGgOrR7feEGL3yd//7hZ+Tqtxljhyi7P3HvkYdUgVZthVvjVgEnMXhBbZh46MirakM7Zdd/fgnrq4vQcuhoyuKmKt9KyehkuMaO6tBLqr287CxsGPA6Mg5+BNzxpL37k6LYacqO31a4Lm6FsDoRrDb0StmFNZtRFnwtpXHrKL8nPYdrwl+5doZr0k21t7R9O4pbd+Hk2SuR37yq3OtLZauEe2Jd6FIbek0RyGXr98HsiarhmnRV7W00FqOioVibepjLdpd/os80zd77vitmy5Yt+MUvfoHGxkZMnz4dmzZtwm233Zbw+LfffhurVq3Cn//8Z4wZMwY//vGP8cgjjwidq62tDTk5OWhtbUV2dpxNFJMgMi9SdaoZy35zCAAiXeZwo7Ix6ktk+3fnSLmKc9neKltH+eFz3PrMmwmHa541FmPn4OV494n5ll+7dmIRnSe0e52pft/cGns6ly2CTDtO3hPbsWMHHnvsMWzZsgVf//rX8eKLL+Ib3/gGqqurMX78+F7HNzQ0oLS0FN/97nfx8ssv409/+hMeffRRjBw5Evfffz91uFrUhl5UBHLZ8ipJFeWHz6Fiu4u+ptqjLp/Ldod/Ivmc2LPPPouHH34Y3/nOd3D99ddj06ZNGDduHF544YW4x//zP/8zxo8fj02bNuH666/Hd77zHXz729/G//yf/5M6VGFUOCJw2elftsryI8M1g5fH/L5z8PJOeb3AcI1X69Er94jLTg2kPbGrV6/i2LFjWLNmTczvJSUleO+99+L+TVVVFUpKSmJ+u/vuu/Hb3/4WhmH0WivV0dGBjo5uR4u2tjYAgGEYMAxDOuZgyMTRjy/gzMUOjBqShZkThvXqDs8YOwR52VlY2r7dQo2zDDPGDomJgcvuXbZI+V4tW2n5X/o2Zn5tGA4AOHTqLN6sOob5RbdgzuSR8GfMxRchE0f/8nmfvEcAsHOQ/nvEZdsrWwSZtps0iZ07dw7BYBCjR4+O+X306NFoamqK+zdNTU1xj7927RrOnTuH/Pz8mP+2YcMGrF+/vlc5+/btw8CB4pOJhY270XjFj8cvLELL1e5KH9rPxHPDdnfZHXV3ozcMeB3FV3fFjA+H/391oAIz+pvYu6edy05Qtmz5Xi2bqvxb8hehte4o/now9bG44R59dYC+e8RlOy87GZcvi3stalEn+nyxmdg0zV6/JTs+3u8AsHbtWqxatSry721tbRg3bhxKSkqkhB31u46guGkzyoK+GEeEFcHXUNy6C7X55SgtLY38nnHwI9SeLcfO+uIYb8OKwctwb0Ee5o4cgNDcUi47Qdmy5Wcc/AgnzvwA2058DYhyaVBVNlXcFOWfyPsBAOCuu+7Cf/3RXfdId9k7By3DVweYuHX6RKBYzz3isp2XnYzwiJoIpElsxIgR8Pv9vXpdZ86c6dXbCpOXlxf3+MzMTOTm9p4wzMrKQlZW772EAoFAXJumeARDJr7VMB+LjabEctKG+XjXn9ndNb7jSRQC+FNcNU6nb5lfQdlVJ89g3zuHUXLb7K5V+OrKpozbqmxbdX7Hk5hiGHjqf1di5A1zejh2OC+bLG6KevnrfPz4+nZk+DNTH4uuekxQ9oyxQzp7A8Wlkffdq+9Fn2orkiDadgPESaxfv3645ZZbsH//fixcuDDy+/79+3HffffF/ZuioiK88cYbMb/t27cPM2fOlLowGZQ6Iigue3bBcDSfMDE7jlTVzXEnUyjZLT/DB8wuGG75LNgtmzJuteV34FSbD0c/vuCCWPTWY8+y482dePW96ItthQrI1YmrVq3C//pf/wv/8i//ghMnTuDxxx/HJ598Eln3tXbtWqxYsSJy/COPPIKPP/4Yq1atwokTJ/Av//Iv+O1vf4sf/ehHZDGqdETgslNfvlfLlim/zQDOXOwQOpbvEZft1bJFIE9iDzzwADZt2oSf/vSnuPnmm3Hw4EFUVlZiwoQJAIDGxkZ88sknkeMLCgpQWVmJt956CzfffDOefvpp/OpXvyJdI+ZEThoMmag61YzXj3+KqlPNCIZi1447LTts6nm44bzysinjtirby7GrkB5bnUO0/OwAMGpIltCx0WWK3Bsn1ypavt16pHy2vFp2uHwvthUq0CLsePTRR/Hoo4/G/W8vvfRSr9/mzZuH999/nziqblxnjulVU09KA2AAGQefQXZ9PW7fOAhNURPNrq8XiXOIme8uw+TsdsycMEw8Fhvbx0tda4pMlJUYAHvVFDtu+R5pKxTC3omw54ggur8Tlx1/zys75Z88ewXFrbuwxPB5ql6kziFQ/oKCPNT4ZknFIrsfmew9ki1fth4Tlb+0fTuKr+5C7dlyFCouW8VzS/1OuOF9VuUoYxdOYl24xRyzr5Rtp84fqi/GEisFlAvrxc45kpU/JTcLNZcgXIdOTIgpy1dlouzEANht5tJueW7ZADiFuNkAmMvueyatTs6RqHzDMFBZWYnS0lhZeaJYVJkQU5XvVQPoVJbtpPxUly2CqwyAvUaqzTH7Wtlejr1n2eEJ8HgvMKX5brJj7Zw7XmOksnzR2J2Wn65lOyk/1WWrhpNYHLy8RTnlNuJW5VOW7fbYRSbAR43/nrNzOEDq+mwIQOzWn+hXO2X5Xi3b67GrhJNYNC5Q7rmubMHydWxpn5edhSXt27HaLbF3ITIBPmueXN3LNgZWx8vc97pj8gIQSsWeSPlApxWS59WGKVJ4piJ2lXASi8KrSh9qFZEqVZ3tsrti//2kAyiscU/sgMQEOCB2jrePJG8Mbo1a+C/QePiL1wqdG5hvS6BBqdgTKX91oAL3FuRFrJC8qjZMlcIzFbGrhJNYF15V+lCriFSq6pxuaT9l5AAcaLwfr15ZFmsCm4LYw0hZ7gicQ6QxmBh1ftHGQ+T6qhzYB1Eq9qzLX4YZ/U3MHTnAdvluUBumWuGZithVwerELtyq9Olt6qlXReSmLe3Dqry77/kGPjh9MaWxh3n9+Kf44b8dj/x7bdaKyPxBYcfWyO+/fPBm3HfzlyzPEQyZuPWZN7H40itxh0yfNRZj5+DlOLDqNuzd8x+4+55voPjZd5Ie/+4T8yPXYHV9dq6lJ5SKvXjldxoA/0dEqelVtaGKerFqK9wcezxYnWgDtyp9rEw9qeO2Wz5l2amIXbUoJFH8or26ox9fAABbBsBWdWfnWmRUjD3rWoWSsacBsFfVhirqxaqtcHPsTuEk1oVbVYHBkIm6Vh/e+LAR+UMHaVXtUZfvWBVIXb4GUUg04o1BB/zobQDstPGgtJkKoypRJuodU5bvdjVg7sBMJLLCdGO9qIKTWBeuUwV2lV12ch6a2vxA9UfqyqaOXbB8RwnAJapDJ6KQnog3BlloRnIDYNnGg9rGCiBIlLf+iLZ8j6kBh/bz44Yv1qFw9GD7sVPXi2I4iXXhNlVguOwlqVQcUpfvIAG4RnUoIQpJ9mUr2hjMnDAMe09AzgA4zvXFi4Xaxkp1opzY47ooE7EX1IBlwddQWFOBugz7sVPXi2o4iUXhFlWgmxSHblM06igfkFQdFq/FVADvxk0Md3R+2b76k6RftuKNwVwANhsPga/sqUufTnwtAI6cana0CaLKRHkgzviZF/weqdSAqx3GTl0vFHASiyZZYxSF9G6mLinbdeVLlg1IChpslA+oFbTIfNmKNAbRUgbZxkOmB05lMyXyPIkmyrDIhar8XolY8HmytdsxZdkuqRcKOInFIdXeYm5U7VGXH112smE3O4IGHarDeEh/2Yo0BtGKPInGQ9V6HpUiAeeJslPkkugc7PcoFzt1vVDASSwBXlbtpTJ2R+UnGeqalJsF4MvOBQ0aVYd2v5plGwOR421/wffAXSrGLIxo3I36XUfwrYb5pH6PrJJ0l2diGE5iPfGyas8FsTspP9lQV+20cmCAM0GDyHlUqg7tftmq9E50GktP3KRinDlhGKqu+FHctBmLjSYav8c03RXb656JYTiJ9cDLqj1XxG6zfKGhroZi/Pj6dkdqKB2ikGikv2xlZeUSjYjK9TxuUTECt+HxC4tQFvSR+T16aVdsoLOHnWqVpA7PxDCcxKJwo2rv1ZPzlPsEulHRKDbU1YFTbXJKrp6oFp2oks2Hv2ypvBPtxGJ5fZQigS5E7vG7H19Ay1Ufmd+j13bF3uZfiHun5aGwD3gmhuEkFoUbVXtvdVzF5h17MGn6zVGOHS5XHNooX3Soqy2saUi16lCwByTzZSsrK5dtRKS+siWuL5UqxjPHPrF/DupErFkNmDswE2erD2HSgnVA147frlRJKoaTWBRuVe1NzTFRelN+ZCt6r8Tes3wVYpbsHlWQKtWhatk8oMc7UTQWFcNEOlSMdkQ+OlWMgD41oGEYqDyhrny3eyaG4SQWhWtVewLlu9qHUJmYZRkmZ7cnjF+X6pBENg9N3omCQ6Qqhol0qBhnThiGof1MrAi+RnIOarWeyvLj4UaVpGo4iUXhVtVeoYCE2M0+hKrELAsK8lDjm5Xw/ulSHVLJ5nV6J1rFomqYSIeK0Z/hw3PDdqO4dRfJOajVeirLf6ngTRS2nAZQaq98j3kmhuEkFoUbVXsA0CgiIXapD6FKNeCU3CzUXIp/73SqDqmGUXR6J+q6PmrxBADkDwiiNr8cOxvmKz8HtVpPZfmFNRU4kHM/Jtss32ueiWE4ifXAbaq9YMgUlhC70YdQpRrQMAygsjLufdOpOqQaRtHinSiA0iE0DSrG2vxFKC0txbv+TJJzeGl35q0XFuJQyET01HG6eiaG4STWE5ep9o7KSIhtKPaofQ5VehBa7a2mU3VoZ2hVdJ6B2jtRJB6KITR/8Vql4oZw/I0t7ahv7dwVOxAgElC4wNNQuPxgZ5tx63Wjpcr3omdiGE5iCXCPD6Fzn8BgyETVqea4DZaKxt+qfCW9FoG91UaN/57z84BgaFVWTEDonRhdl8kSjs4Fr1LPSNz4/ajYeBDbprxNvhmnarWejDOLjPAnHunmmRiGk5gAqVUFOvAJFGiwHDX+mtSAInurzZrnfJKZYmjViWBBtXeiTDw6F7zK9PzqjsWPf2n7dr2bcTpNlKRKye42ww1+jNRwErPCBbsTz/zaanEJcQ9EGiwnjb8ONaBwIwnoVR0SS9UpvBOl4tG44FXcYmq+azbjdJooEyVjp0rJrf6FmDlhmKv8GKnhJGaBG3YnnighIY6GuvHXpQaUaiRToDpULlUn9E60E4+uBa8iz0iVw4TpHr9He8lYpPwZOSb8GXe7atdqajiJJcAtuxMfCJlCEuKeUDf+1IKQMFKNpMtUh3YaeErvRIqlAcoW04pYTB3/1Fn8LvF7dJKMrcpfUJCH/JbTrlBJ6vBMDMNJLAHUjbSMxVCzgIS4J6obf0fld2GlOlSZWHSqDq2QjZ3aO5FiaYDquSYrFaMOGystfo9OkrFF+aHgXFRWVuKcDTsy0dgB93gmhuEklgCnjXTy3YnFlUZ+G+WraPx1qQ51JBaKoWHVDvbU3ol2HRasrlPHXJOt+tQhzkhSP9TJuGf5oWDn/9tRNNOoJOUW+9uFk1gCbDfSgi+PrMWQbPmOLGE0qw6pbaKUDw0TONgD9N6J0oujBa9ThyuHbPw6xBl2EyX1OaQUzRr9JKngJJYAu0lA9OWRtRiSLd+Jm4OrVIch+b3VeqJ6aLju1Z8od7AH9HgnysQjnAg0zDUlj3+ZVnGGU79HynPI2JFRqSR1eCaG4SSWALLdiaNeHhmLITvlu9GGKoydxGK1t5rVcIjq+TsKB3tAk3eiYDx2EoHquSYRAUhjSzvq/3wc5Q/MRf+sOwHoEWc47VlSnsMNKkkdnolhOIlZQLM7cffLI2sxRG1xJX0OXarDLuLurUa9oNtJ/Ug42IeP0eWdmCwe1ZP3qhcChwUghpGNytMf2JxvTp2KkfocqVRJ6vJMDMNJzAqi3Ykjx0laDFFbXNk9hy7VYTyoF3SrqJ9kdRGNG7wTnVxnIqgXAkfjCRVjF2TnSKFKUlcPLAwnMQFU707cs2G2Kn/G2CGR41Q1/OTJxW2bU0JuQbfS+vGgd6Kc8Cj2OUhUdzpcOcK4VcVoVT/xsHOOkAkcbjiP5svXkvo9etlqKhpOYqKkyIIqLzsLGwa8joyDH2FW8f/lrOFPM9Wh8gXdBPXjVe9EChsiHa4c4bpwlYpRsH56JkvZZFz/+SWsry5Cy6Gj6su3eQ064CQmSKosqJa2b0fx1V2oPVuOQocNv1tVh1psolSpDiXqx9PeiRQ2REufpnfl6MItFlNObJpkk3FhzWaUBS02znVQvt1r0AEnMQFSbUG10ViMioZiRw2/m1WHiRq1YMjEkajF1tFDq4BCNw+i+vG6dyKVDZHqhcDxhtB0bMapw6aJOhl71WoqGk5iArjDgqrDkSLQ7arDmEZCYGgVdzypdL0KRf143jsxBTZEqofQVG/GGYOO+qFOxh61moqGk5gAqt3NdZev+hzUwhChoVWoXa9CcQ/SxTtRl5N9+FyUQ2jR6FAxqqofaqWkznusGk5iAqhomHXIzdNBdSgztCqzoJvCazIZ6eKdmAzVKjddNlY6VIx264daxSg75+o2q6loOIkJkGofQgCoGLysT6gOpYZWRRZ0H9iAuld/QuI1mawh8Lx3YhRW10qiZFz6NLmNlS7zYupk6Tq/R81wEhMg1T6EqwMVuLcgD/6MO+PGl06qQ9ULukm8JiUaAi97JwIQds+gULnpWGyso9dHnSyjy99IlIzdZjUVDScxQVLnQ7gMM/qbmDtyQNy40kF1SDG0Kls3MkOTUg2BR70Tw4heq26Vm7IhNE3mxTpUhrXTyrGtuggIQnn5oteQCjiJiZIiH8IZY4dg7552hOaWRvYVU32OVKsOlQ6t2q0bQa9JJ6asXvJOlL5WzSo31UNopCpGQIvKcJJh4Kn+lRh5w5zY5QYa/R5TAScxSXSrDg3DiL8OhsihPRWqQ5VDq9FQeE3abYS95p1o91p1qdx0DKGFUSmcoHT6zx3Y2ZzPLhjebZDtsPx4yCqjqeEk5hDShl9gHYwSh3YXqA7tDq3qUH1GI90QeNQ70da1CqAyIegYQgNcqmJMcJ6h/fy44Yt1KBw9WMlmlm7zSYwHJzG7aGj4RdbBqHBod4/qUGJoVZMisyeyDYFXvRPtXKsIqhPCpPvX0Q6hwZ0qxkRO/2XB11BYU4G6DIebWbrUJzEenMRsQt3wUzm02z5PClSH8YZWqes/2ZenTEPgde9Eu7Jqq1hUJ4SJADJ89ENoblIxWjn9r04yL6sjGeuGk5gNdDT8yh3aE5DuqkPh+hf88pRpCKrs9AJc5J0oLRwRjEVlQgi7lyQiHVWM1JtZutknMR6cxGygQxGo0qHdKrm4RXUoM7Qn5VQhWP8yX56iidHz3okS1yoVi8KEEHYvSYTbVYy9Eua8NZia4UvpZpYqkrFOSJPYhQsXsHLlSvzxj38EAHzzm9/E888/j6FDh8Y93jAMPPnkk6isrER9fT1ycnJw55134uc//znGjBlDGaoUqhSBqkUJdpKLCmGIrv3Dwsg6VcStmyikvzwFE2NaeCcKXqudr3c1Sr2OuEtPwugcQlMhzIh+N4uIbayoF5LrgjSJLV++HKdPn8aePXsAAN/73vdQVlaGN954I+7xly9fxvvvv4+f/OQn+MpXvoILFy7gsccewze/+U0cPXo07t+kAhWqQ7fYRDkVhlAM7SX3OZR3qrDCrmw+mZginbwTk12rapdzWfcSwFtejImEGW6wsXKzT2I8yJLYiRMnsGfPHhw6dAizZ88GAPzmN79BUVERamtrUVhY2OtvcnJysH///pjfnn/+ecyaNQuffPIJxo8fTxWuFE59xGR7LsnWwcRDlzBE6dBqEp/DSblZAL5sz6nCArtfnuyd6Ot1Dtk6TISMe8lf39yN+l1H8K2G+Z7wYrQSZjgVgIRjd9K7dLNPYjzIklhVVRVycnIiCQwA5syZg5ycHLz33ntxk1g8Wltb4fP5Eg5BdnR0oKOj+2Vua2sD0Dk0Ga1mU81LBW+isCbxw7qgIA+h4FyEgrF/FwyZKDs5D0ssH+B5ONBxFZNys3Ci8AfYduJrPdbBLMOCgjxMyc1KeI2HBZNL1ckzKMrNQu20crxaXwy0dUidp7GlPfLPVo1XY0s7DCM78u8zx2cD6Pz3UPAaQkGg/vNLKKzZnPCFO1H4A2Bg5/Ey9R8MmTj68QWcudiBUUOyMHPCsJjGIbxIFLD+8swdmAnDMJBx8BmcPHsFD9UXoymqvvKys/D7SQcwZeQAhOY+AQCYJFG3onEMH+BHa9f/y8QtGw8A4WuVrcMwVvdG7B4XofGKH8VNm7HYiL8UpXZaOSZ1nTPecwfYf457IlK/VSfPCL+bsxMkikTn2eZfiNLC0bguNwtfdFwVbmt6Jku77ZsqZNpun2ma1vIem/zsZz/DSy+9hL/85S8xv1933XX4u7/7O6xdm3yNwRdffIFbb70V06ZNw8svvxz3mHXr1mH9+vW9fn/llVcwcCCdl1dh4240XvHj8QuL0HK1+wEY2s/Ec8N2I39AELX5i3r9XV2rD5urOxuf8JdN+GWP7nGV3xDE1JzOWxMygVNtPrQZQHYAmJxtIpko6Ng5H7bWdTdytVkrIi9lYcfWyO8rpgZxywjr81id3871xCNkAuvf96Ms+BpWx/n622gsxjb/Qjz11SAyfGL1D0DoHsmeO7v+dRS37oq5vujrP5BzP9om3dfr+pLdQ9k4ZI+XjQcQv9ZU3b8TeYts10E0qt9Lq/9m591MBNW7abd9U8Xly5exfPlytLa2Ijs78UcDYKMnlihpRPOf//mfAACfr/dTY5pm3N97YhgGHnzwQYRCIWzZsiXhcWvXrsWqVasi/97W1oZx48ahpKQk6cU7oxSTARyK+yV5NwBgcpy/euPDRqD6IwDWX3yTpt+M0pvyYRgG9u/fj0cX39lrHYzVV2xuw3lsreucR7T6Mi65bXbCrz2Rr3Djnh+jYuNBLG3fbjH0sAzlD8y1lOMebjiPlkNHrb9Og50vbGddJK//+l3rUNy0GWVBX8wX+orgayhu3YXa/HKUlpYCQKfLQYIvz9WBCtw7LQ+TFqxDMGTi9o2DsMTwJV6j88UyHLjH+noTIRLHuJL/C/v378fdJXfhhi/+b6G47SB7raJ1CAD1u44kvTeT7l+X9B431Z1By6HjSZ+bkTfMSfich69V9DkOvPs/hHvi8bDzbiYbTQAQaSvuuusuBAIB6bYmFnvtmyrCI2oiSCex8vJyPPjgg5bHTJw4ER9++CE+//zzXv/t7NmzGD16tOXfG4aBpUuXoqGhAW+++aZlMsrKykJWVlav3wOBQNzFj6oJALj1utjrsZo/yB86KHKc1QOcP3RQTPwx1yOibBIUhhRNGZWwsa1r7kBhzWYs6TFMs7R9e7crQFY/bJvydtJ5gP5Z1l6HzZevRf7Z6oVrM2LrIl79h+/BtxrmY7HRlHgopWE+3vVnwp/hQ+HowajLSDz5XzhyIBAI4OipZjS1dSTd7+yD0xdteSeKxGGErz0QEI47Xv0ki0f2WkVjkb03ie4xAJy/0j2eZfXcNF++ZtkeBADh51jovbA4V9GUUeLv5ts/lxZmhN8PO21NvOciUd1TItN2SyexESNGYMSIEUmPKyoqQmtrK44cOYJZs2YBAA4fPozW1lZ87WtfS/h34QRWV1eHAwcOIDc39esQhHGR6tCN+4epWFKQLfhsUzjYA+ydaHmtmp3sAftK1XjPoi4VoxttrLxkM9UTMmHH9ddfj3vuuQff/e538eKLLwLolNjfe++9MaKOadOmYcOGDVi4cCGuXbuGxYsX4/3338e///u/IxgMoqmpCQAwfPhw9OvXjypcJXg1ucRDp+pQPLkvw+Ts9rjx9oTCwR7Q551IhQ7vRF1O9kDnnmpD+5lYEXxNwa7SlzF15EC8u3g++UJgN9lYec1mqiek68T+9V//FStXrkRJSQmAzsXOmzdvjjmmtrYWra2tAIDTp09HFkbffPPNMccdOHAAt99+O2W4jvBkcrFA5RYvqpL7goI81PhmWcYdhmqtC7l3IqHtlC7vxGSovDf+DB+eG7Ybxa271O0qrXi7lLi4yMbKazZTPSFNYsOHD0+oKgwTLY6cOHEiiMSS5HgxuejYxkRlcp+Sm4WaS8ljB+ytdRGZJ6L2TqS0nSL3ThSsR9X3plMpV46dDfPJd5VWvZ2J6v3FepGGNlM9Ye9ERVAll9yBmYj2OFWSXDR6HapM7oZhoPC330m6sFXWqFd2PoDKO5HadoraO5HCRDlZmZNys1CbvwilpaV4159JPhenc57JzrseSrCBLnmyTCGcxBRBmVyiN7rzijAkjMrkDiDpwlY7Rr3S8wFE3onUtlOU3omy9ajq3tROKwe69kjVMRenc55JNmEm20BXyWacLoSTmCJUzB8keuhjNrpzoTBE1+7KwZCJxy8sQlmw97olu0a9ToaYVHsnUttOUXonUpgoC5XZUIwfXy8m9lE1FOhWFWOyDXSVqBhdCCcxRTjxpQOsX9jVNpNLPNypOhTfgqXlqk96OMiqAVZtXBuN7DMha3orKy93+oxaQWGiLFZmB061iYkN1A0F9l0VoxvhJKYQtyQX8v3DuvDCFizJy6Qx/w0j80zImN7uPQFbRsh2n1HdBsAyZbYJ2uwpHwpUPM/k9s043QonMZWkWnWoaf8wgG5JgfXQpNotWHoeK1QmxeLlLsQb2bmSx0edh2hxNMW8it0F8FbPkK6hQNV7i6nejLMXDtquVMNJjIBUSdp17B8WRvmSAoEXeebXVsstbE1S54D8fIDdyfpkc0phRBpZQ/L4eIjGI3q9dudVrO6PWJlRC+AFE66Ono2uvcUAtbJ/0efCTXAS04EGSbuu/cPCqFYdCq2PklnYSiD3dvKFLjr8SG47JRGP7PVKPVeCvQ+ZBfAyHxjUknNde4sBfcdeKhGcxDTgdO4IiN3oLh5SPSMXqg5F10eJLmylkHvbEi/YbDRkv4iFj5eIR/Z6ZXqFovdHdAG8StcJnSrGKgXCouiEmWwDXS/bSyWCkxgxKuaOtvkX4t5peZ0u4AmQ+np0mepQZn1Us8DCVgq5t3Qdd2G30RDuuUkeLxMPlQGw1P0RWACPykrpNXNW6FQxnjn+qVwdJ2DqyIGonVaObdVFPTbQTR97qURwEiPG6dxR7sBMnK0+1LmXlT8zoerQzteje1SHcuujrGKXrnNBuTcgX8de906kMgC2c3+SL2RWp1zVqWJUNp9VvBaTDANP9a/EyBvm9HDsSA97qURwEiPG6dyRYRg49ebupFZLqnpGuhdDA/LroyjqXCROWfGCncbaTd6JThbBWtUlhRzfjnLVDSpGlfNZk3KzkOH7MmYXDI+7H5fX7aUSwUmMGBVzR0JWS4p6RroXQ6N4rfT6qGDIxNEEPVJbdU7h+QfveyfakvATLvOIl3TCSK2Zc5GKUWWvL9qCKx5et5dKBCcxYpxaushYLalYsKh9MTTEX+TAu1XIrq/H7RsHxWwLbzcp2pHNy9RxOngnyj5TJMs8LJLOSwVvorDlNPwZpSSehjqMc5X1+pJYcHndXioRnMSIcWrpImW1JDGx7qYtWPwZPqEXufbzSyhu3YUlhk9JUrQlm5eQtKeFd6LE9VIt87BKOoU1FTiQcz8mQ//eWSrns9T0+qwtuLxuL5UITmIacNJDsjNhnfDr0a1bsEzOTdpYBkMmHvr5/4slRpOypGgrzmR1HEU6eSeKXC/VMo9kSWfrhYU4FDIR0Lx3lur1WSpcOZJZcHnZXioRnMR04MDrUKXVktu3YAESN5ZHGs6jqa1DWVJ0Gid7J/a+XqXLPLoQSozBzhGLW68bDUDPEGD4PLq2ZbFjwWW31+c1OIlpxI7XoR2rpXh4eQsWQH1SDMPeiWq8E23VJVTuAdYR7897Yfe5TPSsu0vF2GnBlXHwGdQ1d9ju9XkNTmIpRLnVkgVe3oIFoFNWsXeiNTLXSyEckBliFUE6RoEkPnXp065QMYYtuE6evYLCms1p5cphBSexFEFhtWSFF7ZgSWYGm5edhSXt27FaooFMNgzG3onqvBPtzrk5NQHe6l+ImROGCZUpG6OMwjbVKsYpuVmovgg8VF8sPHecDnASSxEUVktqFhSrUx0K9xIEJ71/P+kACmvUGcyGh8Hc6J1IBqF3IiDZM1RkAjwjx4Q/427hMmWGy1UoGXWpGA3DwKnt/yE3d5wGcBJLEcqslgQbJVVDPcq3YIH41+6UkQNwoPF+vHplGRC1TsyJwSwAd3knEtpOycZjqwch0TNUYQK8oCAP+S2n5cpc+rQ6UYlAQtCpYoxWJzoVrngFTmIpQpXVkuoFxbq3YJH52g3NfQJtlyrx1j1z8cHpi2oMZnsMLabaO5HSdkqXd6JIXaoyAQ4F56KyshKTbVyfOlGJdULQqWKMViemkyuHFZzEUoSsnDoeFAuKw+XqUh3KfO3OHJ8NgMZgVgRq70Rq2ymd3onJUGUCHAo6K9MKlZtN6lIxTs42kZedhaXt29PKlcMKTmIpQlZOHQ/VC4pToTqU+9rNJiizG5UiEDtxUNtOafFOFKxLCjNa1WWqHgbUoWLM8EFu7jgN4CSWQmTl1D1RvXaKQnWoS3ASDeXaL0rvRGrbKR3eiaJ16Yr73oUKJaObVIxTRg5AXUZ6uXJYwUkslQhMggc7rqKu1Yc3PmxE/tBBKd9dWVh1SCA4CQWvRWK1crEnXftF6J1IbTtF7Z0oU5d2hyp7JpwZY4fYrm9VSka3qBhzB2YiZAKhuU9gaiCQVq4cVnAScwFWqsOyk/PQ1OYHqj8CkPrdlUVVh3Wv/kS94OTAM0Iu9jrWflF4J1LbTlF7J8rWpVQsCRJOXnYWNgx4HRkHP4L/jifVrwETUDKq8mNUMXw5tJ8fN3yxDoWjB6eVK4cVnMRcSvgFW+K63ZWTqw6pBCcnz14RcrEHiNd+gcY7UYftFKV3omxdysSSKOEsbd+O4qu7UHu2HIUS16dSyegmFWNZ8DUU1lSgLiO9XDms4CTmQty9u3LyoUnlgpOu+KWcCKjWfhF6JwIabKcIvROl61Ji6yCr92GjsRgVDcVJ5fgUa8AAd6kYV6epK4cVnMRciJt3VxYZmqQw65V2sRcoE5BvgKi9E3XZTlF4J9r9EFKzZKIjqRw/GpVKRi+qGNMJTmIuRLvPIeSHpnSuJbNbJyJDYDINkBbvxC6Ek57N4ym8E1WJNXTI8VX2nryqYkwXOIm5kFT4HArPTRFtrKl0uFNiCEymAaqy8wVs0ztRNukJH0/onahKrKFKju/UWFiq9+RyFWM6w0nMhaTE51BwbkpIdSilOBSX4ou62NcdkxvyE51XYu/E5NerQqwhK8cHgIrBy6Sk8yLGwlK9J7eqGPsAnMRcSCp9DsPnd6o6FG3MZIZXRJwIgPnyX7uC80rsnSjwxa9IrCEjx18dqMC9BXnwZ9wpVScUvadUqxjRVR/p5sphBScxlxJ+wV49Oc/Ssd2tPocia8lkGwgRF/sqB6qzZPNK7J0o/sWv2t8yccJZhhn9TcwdOUC+TgSeUZUiCh0qxm3+hbh3Wh4K08yVwwpOYm6l6wV7q+MqNu/Yg0nTb45y7PCCz2EnyRSHMg2EiIv9meOfSscYhr0TY+NxlXdigoQzY+wQ7N3TjtDcUvgl6lBUyeglFWPuwEycrT6ESQvWAYFAojDSDk5iLsef4cPUHBOlN+UjEPVgpoPPIYUU31aM7J3oGe/EnvfeMGLdRVUr91SLSihVjIZhoDLBjhfpDCcxD+IFn0MRKFRWdmJk70TveCcmQ/UzpdyPsf2YNhVjX4GTmAfxhM8hkvfs7DRkIRM43HAezZevKRnyY+9Ej3gnRp0jkQGwTB2KrlWTjVNUyciLmdXBScyDuN7nULBnJ2f+uwH1n1/C+uoitBw6mrBMQG4IjL0TE8cTTaq9E0UMgHHHkyRr1aj8GHkxsxo4iXkQt/scivbsAPFGte7sZRTWbEZZsEnpkB97J7rfOxEQNwCWrRNVa8AAdX6MvJhZDk5iHsTNPofSw3MEUvxkMUajyztRGE3eiaK4wTtRygBYwvxZ5RowQF0Pihczy8FJzIOoWgwNpHgtmaBRr0rH8Z6QeyfatJ0iQyIeXd6JybBjAAyoX6uWDFXvksr3uy/AScyjyAyZKPOQE4BiPN9umSLzONTeiV62nSL3ThS8V1RzRKrLtfMuOdmShemEk5hXERkyUewhB+hfS2arTMmGnco70eu2U9TeiaL3atT470V+VzlHpNJBA5Ddpdz5lixMJ5zEPI7VkIlKDznKtWSqpfjSvR8i70Sv205ReieGEblXs+ZJGgBTPFeCzz+FZyjL6K3hJJamqPaQI1lLZkOKvzFJmU4Wiqr2TvS67RSldyIg8YwCUgbAFEs8hD+MCIVKTHw4iaUpKj3kSNaSQa7HNHXkQNROK8e26iIgiIRlUq77kp3z8brtFKV3ovS9EjQABuSfKwoHjVQJlfoinMTSFJWT1hRryexI8ScZBp7qX4mRN8zp4djR3YhSr/uSmfNJB9spKu9E6XslaABMscRDtYMGL2ZWCyexNEWlwILCqNfu12iGD5hdMDzGDNnJdVPNn4Wv3/O2U0TeiXbuVfgarAyAKZZ4uMVUmIkPJ7E0RaV0nuKls9swJPNOJF/31YXohHu62E5ReCeq8DnMHZiJLp0LAJpeTspNhRlLOImlKSrNeikUh3Zk8yLeidTrvkSvL4LXbackrpd8XVmCocqh/fy44Yt1KBw92LYcn2ItpSpTYcYaTmJpjCrpvNRaMiIpvox3ItW6LwC2HTiEpdKabKeE46H0ToQan8Oy4GsorKlAXUZyOb701ik21lKqNBVmksNJLJ1RKJ2nWP8i2jBQTNYD9oaJ7HonCvfcupBdHyR7vGg85N6JCnwOV0vI8W1tnYLUmQozyeEk1gdQIp0nUByKNgwUk/WA/DCRTu9E2aQnfLxLvROV+hxSbJ2SIlNhJjmkSezChQtYuXIl/vjHPwIAvvnNb+L555/H0KFDhf7++9//Pn7961/jueeew2OPPUYXaB9F5VoyW+UJNgxU3omycxN26ou9E9WsK1Mhx1exdYpuU2EmOaRJbPny5Th9+jT27NkDAPje976HsrIyvPHGG0n/9g9/+AMOHz6MMWPGUIbYp1Gt5KKQ4gO03okyw0TsnZga70QUr1Uix++Jm8yqGfuQJbETJ05gz549OHToEGbPng0A+M1vfoOioiLU1taisLAw4d9++umnKC8vx969e7FgwQKqEPs8qqXDVOtfSL0TJYQR7J2YGu/EqTaeARFcYVbNOIYsiVVVVSEnJyeSwABgzpw5yMnJwXvvvZcwiYVCIZSVleEf//EfMX369KTn6ejoQEdHt/1OW1sbgM5FkD0XQnqR8DVQXMuMsUOQl52Fpe3bLRqGZZgxdggMw0AwZOLoxxdw5mIHRg3JwswJw2KGfGTLC5OsXAB4qeBNFNYk9k5cUJCHUHAuDMNE2cl5WGLZsM/DgY6rvc4xc3w2gGwAQCh4DaFgzH+Wvr7GlvbI31p9lTe2tMMwsnFYMMkcOnUWAHDo1Fmh46tOnsHsguHS8di9n6L1GQzJ3avwM9BzqDJ87eFnIPo8Vs8WxfPqtM6cQNlW6EbmGsiSWFNTE0aNGtXr91GjRqGpqSnh3z3zzDPIzMzEypUrhc6zYcMGrF+/vtfv+/btw8CB6SNT3b9/P0m5Gwa8juKru3olB6CzYZjR38Rff7cNjVf8ePzCIrRc7W74h/Yz8dyw3cgfEERt/iLh8vbu6WxMCxt3C5db2HIaB3Lux7YLC2O8E7f6F2JGjon8ltOorKxEXasPTW3+pBsobt6xB1NzulfJhkzgVJsPbQaQHQAmZ5uIp4uQub76Vh8APwDrr/L6Px9H5ekPcOxc9/FWSebNqmO4ZUTn/4scv++dw2g+YUrHI3u90YjUp+y9Cj8DW3s8A9v8C/HVqGcAEH+2KJ5Xu3WmCqq2QieXL18WPlY6ia1bty5u0ojmP//zPwEAPl/vVsA0zbi/A8CxY8fwy1/+Eu+//37CY3qydu1arFq1KvLvbW1tGDduHEpKSpCdnS1UhpsxDAP79+/HXXfdldBqyQkZBz9C7dly7KwvBtq6e7QVg5fh3oI8zB05ACfPXkFx02aUBX0xQz4rgq+huHUXavPLUVpaKlxeaG7nsfW7jgiXC5RivGHgqX37Mey6mTh/JRj1FXw3AGAygDc+bASqPwJg3bBPmn4zSm/KR8bBZ3Dy7BU8VF+Mpqh487Kz8PtJBzBl5ACE5j4hVV/h6wuGTFRsPJj0q7z8gbnwZ/iQ23AeW+s6F3JbJZn5Rbegte4o5hfdgq11x5MeX3LbbMzuciiRiUf2ejuPF69P2XsFlGIygENRPaHhA/y48JejmF2yGYFAAJO7/kb02aJ4XmXrTBXUbYVOwiNqIkgnsfLycjz44IOWx0ycOBEffvghPv/8817/7ezZsxg9enTcv3vnnXdw5swZjB8/PvJbMBjE6tWrsWnTJvz1r3/t9TdZWVnIysrq9XsgEPD8jYyG7HrueBKFAP4Udw7jTgRDJr71zJtYbDQlHvJpmI93/ZmdDV+S8gBEjFq/1TBfvNwuMnzA16eOSlgX+UMHRf7ZqmHPHzoIgUAAdc0dKKzZjCVG7CLqpe3bIwtop0afS/D6ACAAYNuUt5Oq9fpndf5d0ZRRQvM+cyaPxN46YM7kkULHF00ZBX+GTzoe2esFIFWfsvcqTADArdd1tiGGYaCyLvb9kHq2KJ5XyTpTTTq0fTLxSyexESNGYMSIEUmPKyoqQmtrK44cOYJZs2YBAA4fPozW1lZ87Wtfi/s3ZWVluPPOO2N+u/vuu1FWVoa/+7u/kw2VkSCRkotqjRaVFFmXd6Io6eKdKILOdWVWuEU6z2vA9EA2J3b99dfjnnvuwXe/+128+OKLADol9vfee2+MqGPatGnYsGEDFi5ciNzcXOTmxt70QCCAvLw8SzUjQweVZJjKAJjcO1F28bLXvRMlrlfXujIrA2CApfN9DdJ1Yv/6r/+KlStXoqSkBEDnYufNmzfHHFNbW4vW1lbKMBgHUEmGqQyAAVrvRLu2U8Jo8k4UReZ6ydeVCRgA211TlgyWzrsX0iQ2fPhwvPzyy5bHmKZp+d/jzYMx+lDt4G23XBkDYCrvRJ22U2QQ2k5RrysTMQB2sqaMwsmeoYe9ExlLVG2X4WTLFLtzV6q9E9l2yvp6Kb0ThQ2Au54B1c+stJM9o42MVAfAuJ/IkM/g5TG/7xy8vLPRi+fgfemVmGM7G8lfoe5s9/oP0XIjjWlwETYai7E6UIHarBVY3dVQ/iq4CI1djakM4cYunAijG6ZnjcVYFajA1slvRRJjz+GycC8jme1UOOZ/8O8GgJjku+LU7QhGTerI1J/s8bLxyF6vbH3KIPsMUDyzMmUy+uCeGJMcIgfvVBsAA3JzMmw7lXx40K76UakBMEDzzBLPPzL24CTGCEMlm0+lAbDMnIzscJlswytaf0c/vgAAOPrxBan6lo3H1vAgkfrRrrCCpfPpDw8nMsqQHX4COr+Eq0414/Xjn6LqVHPM0FqYcGO6sqvx3GgsRmHH1siw0kr/buTn9O9tACw4JAd0N0z33fyliPw73jEyw2XJGt4w4ePE668j5v9F61s2HifDgyL1CYjfK9lnIEyy58vOM8u4C+6JMcqQ+lqW6C1FT9QnMgB2KgIR3VRSZrhMticjXn9ZaO76f+H6thGP7PVGI1KfsvcqkbAC6OxB2REYsXTe+3ASY5Qh00jWHZNT7U0dORC108qxrbooxvzV8S7QhIuXZVVyovU3c8Iw7D0BzJwwTCop2Vpc7KLF0YkS6jb/Qtw7LQ+F8cQaKdjihdELJzFGGaKNJDBfvrdUvBaTDANP9a/EyBvm9HDssC8Csbt4WXReJF1sp0Svl3RxdJyEmjswE2erD2HSgnVAlHeiih4eS+e9AScxRikijWSVA9/EDB8wu2B4QoNQmeEhJ96JosOPnredkrheLYujEZtQDcNA5YnYWFX18FT4STL0cBJj1CLQSJ45/mnkcNU+dDLDQ7bUlDYdOIQVbZpsp4TjIRwepBrKo5LjM+6EkxhDglUjafcLPBgyUdfqwxsfNiJ/6KC4vQGZ4SGd3onCPTeB+lNxvGg8lMODVAbAVHJ8xp1wEmO0I/0F3tUbKDs5D01t/shGiol6P6LDQ272TpRNesLHu8w7kcIAmMUafQtOYox2ZL/Aw72BJaK9H8HhIfZOdIF3IoEBMIs1+hacxJiUIPoF7kR8kWx4SLaxkx0usxO7SJKZGHUNMklJNh5dw4Mi90rWAJjFGn0HTmJMahD8AneyAzR7J6aPd6L0c8BijT4DJzEmpST7Ardl/sveiWnnnWjXBJrFGukPeycyrkbW7w9g78R09E608xwwfQNOYoyrkTV+tbOHV/jvkhkRA3J7SsnGLt5QZ8X8f/LjY70TZUx07e6hJVKfMvfKrgEwk/7wcCLjamTFAuydmL7eiVIGwEyfgZMY43rCvYFXT84D2rqH0OKJBdg7MX29E2UMgJm+Aycxxv109Qbe6riKzTv2YNL0m6McO2K/vNk7sffxTuKRuV7yxdGCBsBM34KTGOMZ/Bk+TM0xUXpTfkIDYPZOTH/vxGQGwEzfgoUdTFoho6izs6uvHeUjIC4c0YVoPDLXK1ufTtSPDBOGe2JM2uFp70Ri2ylPeycyTBw4iTHph4e9Eyltp2SPd5t3IsPEg5MYk7Z4zTuR2nbKy96JDJMITmJMn8ZN3onUtlNu9k5kGLtwEmP6Ni7yThQ/vgN+9LadUle+Ru9EhnEIJzGGgdhwluxwmWxPRvz4LDQjue2U/fJjvRN5eJBxM5zEGEYCmeEy2Z4Mte2UnZ4VDw8yboeTGMPIQOidSG07pcU7kWE0w0mMYWxA4Z0oerwT2ylq70SG0Q0nMYahRLYnQ207xT0rJs3gJMYwGpDtybjteIZxK+ydyDAMw3gWTmIMwzCMZ+EkxjAMw3gWTmIMwzCMZ+EkxjAMw3gWTmIMwzCMZ+EkxjAMw3gWTmIMwzCMZ+EkxjAMw3iWtHPsMM3OXW/b2tpSHIkaDMPA5cuX0dbWhkAgkOpwUgrXRSdcD91wXXSTTnURbr/D7bkVaZfELl68CAAYN25ciiNhGIZhnHDx4kXk5ORYHuMzRVKdhwiFQvjss88wZMgQ+Hy+VIfjmLa2NowbNw7/9V//hezs7FSHk1K4LjrheuiG66KbdKoL0zRx8eJFjBkzBhkZ1rNeadcTy8jIwNixY1MdhnKys7M9/2CqguuiE66HbrguukmXukjWAwvDwg6GYRjGs3ASYxiGYTwLJzGXk5WVhaeeegpZWVmpDiXlcF10wvXQDddFN321LtJO2MEwDMP0HbgnxjAMw3gWTmIMwzCMZ+EkxjAMw3gWTmIMwzCMZ+Ek5jIuXLiAsrIy5OTkICcnB2VlZWhpaRH+++9///vw+XzYtGkTWYy6kK0LwzDwxBNP4Mtf/jIGDRqEMWPGYMWKFfjss8/0Ba2ILVu2oKCgAP3798ctt9yCd955x/L4t99+G7fccgv69++PSZMm4Z//+Z81RUqPTF3s3r0bd911F0aOHIns7GwUFRVh7969GqOlRfa5CPOnP/0JmZmZuPnmm2kDTAUm4yruuece88YbbzTfe+8987333jNvvPFG89577xX629dee838yle+Yo4ZM8Z87rnnaAPVgGxdtLS0mHfeeae5Y8cOs6amxqyqqjJnz55t3nLLLRqjds6//du/mYFAwPzNb35jVldXmz/84Q/NQYMGmR9//HHc4+vr682BAweaP/zhD83q6mrzN7/5jRkIBMyKigrNkatHti5++MMfms8884x55MgR8y9/+Yu5du1aMxAImO+//77myNUjWxdhWlpazEmTJpklJSXmV77yFT3BaoSTmIuorq42AZiHDh2K/FZVVWUCMGtqaiz/9vTp0+aXvvQl8//8n/9jTpgwwfNJzEldRHPkyBETQNIX3U3MmjXLfOSRR2J+mzZtmrlmzZq4x//4xz82p02bFvPb97//fXPOnDlkMepCti7iccMNN5jr169XHZp27NbFAw88YD755JPmU089lZZJjIcTXURVVRVycnIwe/bsyG9z5sxBTk4O3nvvvYR/FwqFUFZWhn/8x3/E9OnTdYRKjt266Elrayt8Ph+GDh1KEKV6rl69imPHjqGkpCTm95KSkoTXXVVV1ev4u+++G0ePHoVhGGSxUmOnLnoSCoVw8eJFDB8+nCJEbditi9/97nc4deoUnnrqKeoQU0baGQB7maamJowaNarX76NGjUJTU1PCv3vmmWeQmZmJlStXUoanFbt1Ec0XX3yBNWvWYPny5Z4xRD137hyCwSBGjx4d8/vo0aMTXndTU1Pc469du4Zz584hPz+fLF5K7NRFTzZu3Ij29nYsXbqUIkRt2KmLuro6rFmzBu+88w4yM9O3qeeemAbWrVsHn89n+b+jR48CQNztY0zTTLitzLFjx/DLX/4SL730kie2nqGsi2gMw8CDDz6IUCiELVu2KL8OanpeY7Lrjnd8vN+9iGxdhNm+fTvWrVuHHTt2xP0g8iKidREMBrF8+XKsX78e1113na7wUkL6pmcXUV5ejgcffNDymIkTJ+LDDz/E559/3uu/nT17ttcXWJh33nkHZ86cwfjx4yO/BYNBrF69Gps2bcJf//pXR7GrhrIuwhiGgaVLl6KhoQFvvvmmZ3phADBixAj4/f5eX9dnzpxJeN15eXlxj8/MzERubi5ZrNTYqYswO3bswMMPP4ydO3fizjvvpAxTC7J1cfHiRRw9ehQffPABysvLAXQOrZqmiczMTOzbtw/z58/XEjs5KZyPY3oQFjMcPnw48tuhQ4csxQznzp0zP/roo5j/jRkzxnziiSekBBBuw05dmKZpXr161fxv/+2/mdOnTzfPnDmjI1TlzJo1y/z7v//7mN+uv/56S2HH9ddfH/PbI488kjbCDpm6ME3TfOWVV8z+/fubr732GnF0epGpi2Aw2Ktd+Pu//3uzsLDQ/Oijj8xLly7pCpscTmIu45577jFvuukms6qqyqyqqjK//OUv95KVFxYWmrt3705YRjqoE01Tvi4MwzC/+c1vmmPHjjWPHz9uNjY2Rv7X0dGRikuwRVhK/dvf/tasrq42H3vsMXPQoEHmX//6V9M0TXPNmjVmWVlZ5PiwxP7xxx83q6urzd/+9rdpJ7EXrYtXXnnFzMzMNP/pn/4p5v63tLSk6hKUIVsXPUlXdSInMZfR3Nxs/u3f/q05ZMgQc8iQIebf/u3fmhcuXIg5BoD5u9/9LmEZ6ZLEZOuioaHBBBD3fwcOHNAevxP+6Z/+yZwwYYLZr18/86tf/ar59ttvR/7bQw89ZM6bNy/m+LfeesucMWOG2a9fP3PixInmCy+8oDliOmTqYt68eXHv/0MPPaQ/cAJkn4to0jWJ8VYsDMMwjGdhdSLDMAzjWTiJMQzDMJ6FkxjDMAzjWTiJMQzDMJ6FkxjDMAzjWTiJMQzDMJ6FkxjDMAzjWTiJMQzDMJ6FkxjDMAzjWTiJMQzDMJ6FkxjDMAzjWTiJMQzDMJ7l/wdr9gq0NGJt2AAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "df = pd.read_parquet(\"M2_segment_axial_d.nodes.parquet\")\n", "nodes = np.vstack(df[\"S1\"])\n", "ax.plot(*nodes[:,:2].T,'o')\n", "df = pd.read_parquet(\"MC_M2_VC_delta_D.nodes.parquet\")\n", "nodes = np.vstack(df[\"S1\"])\n", "ax.plot(*nodes[:,:2].T,'x')\n", "ax.set_aspect('equal')\n", "ax.grid()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "df = pd.read_parquet(\"M2_segment_axial_d.nodes.parquet\")\n", "nodes = np.vstack(df[\"S7\"])\n", "ax.plot(*nodes[:,:2].T,'o')\n", "df = pd.read_parquet(\"MC_M2_VC_delta_D.nodes.parquet\")\n", "nodes = np.vstack(df[\"S7\"])\n", "ax.plot(*nodes[:,:2].T,'x')\n", "ax.set_aspect('equal')\n", "ax.grid()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = pd.read_parquet(\"M2_segment_axial_d.nodes.parquet\")\n", "nodes = np.vstack(df[\"S1\"])\n", "clough = CloughTocher2DInterpolator(nodes,s1[:500,:])" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }