{ "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": 173, "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": 238, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ASM_DDKLs_S7OC04184_675kls.ceo\n", "'asm-nodes copy.ipynb'\n", " asm-nodes.ipynb\n", " KLmodesGS36.mat\n", " KLmodesGS36p.mat\n", " M2_OrthoNormGS36_KarhunenLoeveModes.ceo\n", " M2_OrthoNormGS36p_KarhunenLoeveModes.ceo\n", " M2_segment_axial_d.nodes.bin\n", " M2_segment_axial_d.nodes.parquet\n", " main.rs\n", " MC_M2_VC_delta_D.nodes.bin\n", " MC_M2_VC_delta_D.nodes.parquet\n" ] } ], "source": [ "\n", "ls" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [], "source": [ "fqp = ceo_modes(\"ASM_DDKLs_S7OC04184_675kls.ceo\")\n", "rco = ceo_modes(\"M2_OrthoNormGS36p_KarhunenLoeveModes.ceo\")" ] }, { "cell_type": "code", "execution_count": 257, "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": 259, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 259, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(fqp_s1.std(1))\n", "plt.plot(rco_s1.std(1))" ] }, { "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": 209, "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[1,:].reshape(256,256))\n", "fig.colorbar(h,ax=ax)" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Q = rco_s1@rco_s1.T\n", "plt.matshow(Q)\n" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 182, "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": 183, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(675, 500)" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = loadmat(\"KLmodesGS36p.mat\")\n", "data[\"KL_1\"].shape" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.18578894315271252" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(data['KL_7'])" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 185, "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": 186, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 186, "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": 187, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((675, 3), (675,))" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nodes.shape,data['KL_1'][:,0].shape" ] }, { "cell_type": "code", "execution_count": 188, "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": 189, "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([500], dtype=int32)),\n", " ('s2b', array([0, 0, 0, 0, 0, 0, 1], dtype=int32)),\n", " ('M',\n", " array([ 0.03849002, 0.03849002, 0.03849002, ..., -0.02170376,\n", " -0.02170376, -0.02170376]))])" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rco" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[-0.525, 0.525, -0.525, 0.525]" ] }, "execution_count": 190, "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": 262, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDEAAAGsCAYAAADEyjy3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9edwvR1kmjF9V/X2Ws5+sJwkkISxCJCCQCAmZyKuQA8GPIq+juAUdAg4TlCX6jkR0CNGXjBLCASRs4mQYNOanqIyfiSZxYVEyPwdIHH+DOiDRZJITQpazn/M8z7erfn9U3dV3VVfv/ex1nU+fp7u6urp6/fZ91XXft9BaayQkJCQkJCQkJCQkJCQkJCSsccjV7kBCQkJCQkJCQkJCQkJCQkJCGyQSIyEhISEhISEhISEhISEhYV0gkRgJCQkJCQkJCQkJCQkJCQnrAonESEhISEhISEhISEhISEhIWBdIJEZCQkJCQkJCQkJCQkJCQsK6QCIxEhISEhISEhISEhISEhIS1gUSiZGQkJCQkJCQkJCQkJCQkLAuMFntDowNpRQeeugh7NixA0KI1e5OQkJCQkILaK1x+PBhnHXWWZByfH79xIkTWFxcHKWt2dlZzM/Pj9JWQkJCQkJCwubCmN8kwOb8LtlwJMZDDz2Es88+e7W7kZCQkJDQAw888ACe/OQnj9rmiRMncN652/HwI/ko7Z1xxhm47777Nt0HQ0JCQkJCQsIwjP1NAmzO75INR2Ls2LEDgPkQ3rlz5yr3JiEhISGhDQ4dOoSzzz7bvcPHxOLiIh5+JMe/fPkp2LljmMrj0GGFcy/8ZywuLm6qj4WEhISEhISE4RjzmwTYvN8lG47EIBeSnTt3JhIjISEhYZ1hOd0At+8Q2L5jWPsKyU0xISEhISEhYRjG+CYBNu93yYYjMRISEhISEmLItUKuh7eRkJCQkJCQkDAEY3yTUDubESk7SUJCQkJCQkJCQkJCQkJCwrpAUmIkJCQkJGwKKGgoDBv2GLp9QkJCQkJCQsIY3yTUzmZEIjESEhISEjYFFBSGii6Ht5CQkJCQkJCw2THGNwm1sxmR3EkSEhISEhISEhISEhISEhLWBZISIyEhISFhUyDXGrkeJrscun1CQkJCQkJCwhjfJNTOZkQiMRISEhISNgVSTIyE1YBSCg899BB27NixrCmEExISEhLGgdYahw8fxllnnQUpl8dxIcXEGIZEYiQkJCQkJCQkLBMeeughnH322avdjYSEhISEjnjggQfw5Cc/ebW7kRBBIjESEhISEjYFFDTypMRIWGHs2LEDgPkY3rlz5yr3JiEhISGhCYcOHcLZZ5/t3t/LgTG+SaidzYhEYiQkJCQkbAokd5KE1QC5kOzcuTORGAkJCQnrCMvpApjcSYYhZSdJSEhISEhISEhISEhISEhYF0hKjISEhISETYGUnSQhISEhISFhLSBlJxmGRGIkJCQkJGwKKDsNbSMhISEhISEhYQjG+CahdjYjkjtJQkJCQkJCQkJCQkJCQkLCukBSYiQkrFFMH356p/qTM76+TD1JSNgYyEeIBD5GJPGEhISEhISEzY0xvkmonc2IRGIkJKwAHnrwrGj5SXIOADAjssH7CEmPJZ0DAJ5QC5XbnPWkhwbvNyFhvSDXZhraRkJCQsJ6xSMPngUF40efCQEJIIOAFAIZTCYGCYlMFPMSRYaGTDSLuHNdCNxNBgZly808GV1KGyOO+nNYC+Ra4NnnPDjOwSYkrGGM8U1C7WxGJBIjIWEEfOYbzwMAPHXmUQDAKbKbh9qSzkchMnh7bRCSK/9j4XQ3/6qn3jtafxISEhISEhJWH4eVRiaAmdXuiAV9LeUA5sU4I9MJCQkbH4nESEjoCCIs6vCYkqtGZLQlMEI8pvzRldhxJmIjYT0jBfZMSEjYyPjTb3w7ZkWOGTFFBo0Zkdu/ChIas0K5YHg5gAzmnVb15SFXKXTe1x44E4taYgkSSgssQkJpiUVkUFrigNqK//tp96xK3xISxkIK7DkMicRISKjBzf/43XjSzBO9tl0NImMsAqMKIbHx4NJJuPqZf9lrnwkJKw0FgZzJovu2kZCQkLBa+OA/fA9mRI5ZMcWMJSwK4kIihzLuIMiRQyBbBWVDJqTnUtIVsfc0leUQmBdL+ONvPAdLeoJFnWFJT7CkMyzqCRbUDN5y/p/13ndCwkphjG8SamczIpEYCQkMP/uVH/eWz99mDHUAvciMlSQy+hAYbcmLGOi8hOfsgy/47d5tJiQkJCQkJFRDaWliTIhiGSJHriUyUXwH5BBMdSEgI2QGxcVoizbxMPog1+W+NRlmuTZ9UVoi18LOb05jLiFhMyKRGAmbHqERXoUHl05as0TGShIYRF5UIZEaCWsVSptpaBsJCQkJy4mf+cqPQQqNOUlqixzzcsnOmzq5lpBQyISdF83fGZVkBjQkBHJoF9xzJRCLf9Hla4mIDD6fQ+DGr74cJ9QMlnTmpgU1wfF8Bh+/6JNDu52QMArG+CahdjYjEomRsOnQlrSIYS0SGWuJwIiBn+9EaCSsJvIRpJtjSD8TEhISCN//hZ/BbDbFRChMZI45mWNGZpggN8oCRlrMCOMiUhWUs26dsq4ldTEwVhtNWRYUIyqi28NfT2oOpQWUFsiExlX/46ewoDJMVYaplljMJ/ivl/3GSEeQkNAeY3yTUDubEYnESNgUeO4f/wc3f95JxhA/Z2u/WBdrichY6wQG4f5jZttX/dXP4L4nTgYA/M/vu753ewkJCQkJCesRL77zFzCT5ZiVOTKpMJHGwFYVbh18HbmI5JCYQW7LinnAkB0ZNLIaZUauAblO7J4cwpEXgK++MOslVCQAKScwSuu0hII97xDY+9m3ItcSUyWxmGe4e++vjXwUCQkJYyORGAkbFpy4iOH+YyetayJjvREYIfj1SYRGwkogKTESEhJWGxqAtsazsAqBYpJQWiHXAtJm5oB1FyEiw8XAgETmBfCUyJgzRg6JTGvkQkddSEIorSEDIkXZIKGuTa1axcVoE9RTReJglOsU/ckDokJBeu/j3GYwocn0Q9py4WJnKO2rM5QW5nqwvwkJK4GkxBiGRGIkbCg0ERchhhIZQPeAn0QkdCEzQiJjvRMYIRKhkbASUCN8oKYP3ISEhC749j+6DlIqzGQ5MqmRycJ4loHxQcoAjhwS0iotlA3eSURGCHI5CUGuFBsFfiwMUVJnhHUIXIERA5Vf9Ce/iGlulBl5LvH3r75unI4nJDCM8U1C7WxGJBIjYUOgK3nBQYb2aqgyTurAKxCRsVIExhDyAmhPYIRIhEZCQkJCwnrFeb/9bohMQwqNbKIgpVFemMnMA4WbSKHA0F7GESU0ckhMoKCsoR4SFBTcc4bZMMqlWS0jZ2RGl9gYygb+7ArFFCCxDCR+3QK5jo9Q5xDuyEKSggy5HIJlLjHn17icFO05VxItHXHEVRl8AoBv+/3roXIJpSS0Au778V9sfxISEhKWBYnESFi3eOr7b3Lz6uSt2Ln72KD2VsO9pA4qEqN7oUaiKaOfLCtPYPQlLzgOHdgK+fisu8bfeMs1g9tMSEjuJAkJCcsNrQWgAC0BpQSEKMgLpbVzIZHcjYTFZ8itQiNn6zMBu85kIZEoygGbZhTay1CitERu62bQLjMJz1CSmw6X3EiA6vSrTS4lTa4kYUaSXGsX0UOh/I6l97aqVFbIUkBP0xab18X55OlYS+QFlWsU7iVKRkmohIShSO4kw5BIjIR1B05ecBw6sBUABpEZQ4mMp848Gl03XxFg64heBABsFcMfxZD0OKanOKA05ivebSciHwTA6hIYdA1DJDIjYQzk7GO3fxsJCQkJBk+5+UboTANSAxJApiEyABrOVDfGr4bSJgaGZutCkDoAHhkhkIsieCePiSGhkdlQnwCsSiHiZhKkVg1VGLRcqEGKWBgUF4OrMaqIDE5gkAqDf5vQPMXDaHKqbVJj+OUsJgb1k+KKuP0z9YX9qxlZBMBTYJB4xF0zbaZzb/k1IDdkFZRAdlTiG9f8XMPRJCT4GOObxLSzOZFIjIR1gyryIsShA8NUGX3dS7bJBXzlxDl48ZZ/7rzPY3o6CpHB22tCjFg5WR7Bg+hHRCwXgcHB74FEaCQkJCQkrDSe+t6boDMNnQHO/tCCWbwChsWgkXtbDBrF185oFtyIhgSZ9YWxXcS+oOCehmzwY2LklmbIYAkLGzuDg9xXsgoKJYdGFqogKtQYZl37uF4xV5KyIoP1NYhb4ZQWPBYGRK0BmOuCwODBPs1yTSYYq7ag6+W6TuSGFo7MoHk1p3HeB94LKEDkAt/4ufR9kpCw3EgkRsKaR1vygmMsVcb52x6KrtsmFyq3e3hq9n3GpNu+xyIy2hAYMVC/t8kFHFVznbZdCQIjRFJnJHTFGJHnk5Q4IWFzQ5ABq4wNK5QwagxWBiVMRWsEKyUhpTYD97p4F0nu0iAKRQC5lACWoLAKCRMDQ2PGBvdUUCbFKiM6KD6GUV+YDCUQypEXuc14IlkMjlhsDFWhxgBQGx9DeYqPahWG6YtxJaFaOQp3D1p2mUacCkRagqIgNlz2EetywwkMiofBXUpCFx5t15EKoxQbQ0lDZhApxSahhbne2lzymsy2CQkexsqGs1m/SxKJkbAm0Ye4iGGoKgOoJyzq8PB064oTGUMJDELsmGPExh3fenav/RH6kBchEpmR0BYpJkZCQkJfPOOGm6AljOEvwUbiyddAeMYttLYj99rFUtBCF0Yy/DSfvnFtXEq4oU3pVgHzHpoBzZvUoRmM+iLXEpnQyKB8JQcMMRJLt5prDQhSkJhDyRxpYNQYPqkRJzNiBEaudTHvYnHokiuJF9iTvauJyMht/Au/36IkyVcoMrxwNxGnbgnWeXVYbIwiBgZ3JRHBBEde8Gv/9P94E4QCvvaL6bskoRopJsYwJBIjYU3hO978PgDA7MnFA7l40rC0YH2IjPnMkAGPLO0EAJw3961e+15JImMsAqMKIbFxVM2580Q4kbfv9xgEBgDMPmHuFbp3/vYDbxul3YSEhISEzYln//v3Qc0AOjMBOnUGI1ewBj60gLDWrRuZtxwA2fHGGDaBPAHN4isUo/0CvmuDURdQfAujDpg44kI6A90E7TRKC0q/auowcsO6lBjyooCyZEsmOGERBxEXMSLDrI9/n3ECo+hbVd3ClSTXforZaDBPSOdKwkmNMPgnkRuGAPGDfMbiYdAywAkMS1awMn6NRYnIEEXvNfDM699nOCRlFBpqDvjH/5C+URISxsDwaCIJCSOBjNAQZKQOwaEDW2uN5vls6k0h7ls4DfctnNZr321JAo6uhEQfAuPh6dZefSPE1Bp155BjDAJj9gkRvTe+483vq7yXEjY3SGY8dOqDm2++Geeddx7m5+dx4YUX4gtf+EJt/c997nO48MILMT8/j6c+9an4yEc+Uqpz4MABvOlNb8KZZ56J+fl5nH/++bj99tt79S8hIYHB/rQIFZm071ICbVxK+Ei8dsvllJ3xuAuBi4NzfbBGOIsJUaQPlc4YV8xgJyPfM/atq0WVdD0HKSasSkJrRzqEhISy/2Lg63h915ZtV8HPSmL6EGQTYe40/Hjo2Hldd57YFJJDda4kdB14VhJOZPDrieDae64lqvjL1Rl0z0yORk9bwibFWN8kfb9L1juSEiNh1dHG4Jx9QgxWZADWeD7pcQBoNLRjuG/htF6qjOVUZPQlMIaiidSJqTT+9r4nD94v0I7YSsqMhBCqIqp9tza6v4duu+02vPWtb8XNN9+MSy+9FB/96EdxxRVX4Ktf/SrOOeecUv377rsPr3zlK/GGN7wBn/rUp/DXf/3XuPrqq3HaaafhB3/wBwEAi4uLuPzyy3H66afj93//9/HkJz8ZDzzwAHbs2DHo+BISNiue+9b3GdWFBGAThGjnNgLfdUQBEEaNQS4jQgkX09PUM1lJIAypoaUouZQIZlQLbmQLMsyVR2womHUm9gWpLKSNlaGQubgZfmBPrsbgbhq++4hBmKkkQ6HA4IE+q4gMwCcwCCGBQfvKdeFKoqy83rmQ8DgYLN6FKbPLjqwRTKkSS6MqvXMZqjB8V5JCheG7ktBf4VQYQgkbCyN0JwqXzfScn3sfoAC5BPztb6Tvk82MMb5JTDvD7aP1iERiJKwauo6Wk+E6lMz42/uejBc9/Z97b7+WiIzVIDD6KlIeObYdcmIDe037vbT7qHISmZGw2rjppptw1VVX4fWvfz0AYN++fbjjjjvw4Q9/GDfccEOp/kc+8hGcc8452LdvHwDg/PPPx5e+9CXceOONjsT4rd/6LTz++OP44he/iJkZIyA/99xzV+aAEhI2EJ73JhNXSWSGhOAj6BrleAdF7lRj7ApyKUFRztdRoy6+AnNPIChdBPJ0MRrIjUQbooKXkbHvu4lI5NAuFavLUgKNTCjrgqKdK0muhXEpschNp5AJ4TKVVBEZBJ65JMxAwuNgKF3+bgvTQuaMeCjqBFlFAleSWHaSQqlCsTQi8TGCcx+qZUJ3kpgrSYygEChUF1WTcz0R5t4TOXDPR1LsjISErtic+pOEVcVQuf8Q9xI5Uc6QHoK14FqyngiM+w/v9pb7XIehbkXJxSQhZ6N8QyYAOHTokDctLMQDAC8uLuLLX/4y9u7d65Xv3bsXX/ziF6Pb3H333aX6L3/5y/GlL30JS0tLAID/+l//Ky655BK86U1vwp49e3DBBRfg3e9+N/J8s2aMT0johotedxNe8AZjRJK6QgQuAmUCI3QnYKPzKqwXuCSU3ErgqwG4YsArk5a0sKoDlp2j7G5CioQiEGbutvWDZdJfLyYFfLcSAnct4eqKXGs3ETyXkqCN0I2EVBixfvl99CXzfowLdh5cJhPJspLwWCLs/CIMsBohNMBinmg/mGdZnRHcFwrBPRG5v+ypfMEbbsJFrxsnoH3C+sFY3yQpsGdCwjLjJa/8dSycPAFOHv6wdVVlhAbz/Yd345wdBwb1YTUVGeuFwAjJixD8utSpM8aIiwIAF/+E+Uj4759Kox6bEWP4jtLH+tlnn+2Vv/Od78R1111Xqv/oo48iz3Ps2bPHK9+zZw8efvjh6D4efvjhaP3pdIpHH30UZ555Jr7xjW/gL/7iL/DjP/7juP322/G1r30Nb3rTmzCdTvEf/sN/GHCECQmbBERS0M+QTYlaLKPIRKLgVBAQxs1ECBSGqgiNXXI7IRUGpVoVEFYFIbRAriSE0JhEyIyplphYhUYpnoN1KZFCQdr6OSQgbPwHKwvIoTADG0NCAJnWTo2hhHCuJLAEA4UVzdxp0YXywB4/qTLqwGNg0DInMAr3kSKtqkuD6lxJWJwLTswQOWPJCGfIBe4iPKVqeP6IPMqV9IkLkFqGrifFwxAeQUGuIy5GirK3C18OVRgUL4PWK120oZBSs25CjBXPIlRBbRYkEiNhRfCSV/66m9/yuMbxEYgMoD5WRtNI/1hEBtA9ewkRCrtnj7fehoiMjUJghIi5moxFXgDmviPQ/fi52//9aO0nbC488MAD2Llzp1uemyunIOYQwr+Xtdalsqb6vFwphdNPPx0f+9jHkGUZLrzwQjz00EN4z3vek0iMhIQKXPyj73UZR4Q0hIVzISnFwKiaKBaGbdQrBzQZ/swQphgZgPZG+uGMfUNqFAE+DXOitIQS2gvimQsJqXURNwPalMGkVc1h42PY7uU2XWsYE8OlR3XuJQCEJTJcNhJTgVxLpHU1IWRsBDjMPhISGCHCjCSxUWUeE4OWnRqFBzMltYojP4RXXqhbfBUGAE8V410b5kLiCKrgelfdH3X3j0dmBIqfF175XggFyBy4+3d/LnLWEhISCMmdJGFZ8ZJX/rpHYBC2PK49o3IIZg4J4HDBx3VxVehqaFehr5vFPyxu6VT/W/kijioVnaqwVgiMbz62s1wxArp+YxEYdfda7N5M2LhwkuKBEwDs3LnTm6pIjFNPPRVZlpVUF4888khJbUE444wzovUnkwlOOeUUAMCZZ56Jb/u2b0OWFckRzz//fDz88MNYXFzsfY4SEjYa/tWr34NL//WNePEP3+iNiFe5jETjFwAlw5NiIJDR6rcjELof+ORF4cJAxIUOjGsew4FABrpbdllHLMHhsnAwtxMU2Ux4GlI/9kThVmLUEUHwTWgX24LHt6ByrrygyW3j+lqoMEI3Et4f3k/ef1Jh+DEu/ICfToGBQpWRs/NYJi/8IJ/leBjhtRSl+8SlVS2Vm+MKlRmmjkZ4/wmtWR2NF//Qjbj0B2/Ev3r1e5CwMTHWNwlPS9wWXTKm/dRP/RSEEKXp2c9+tqtzyy23ROucOHGi17lpg0RiJCwLqsiLEEOIDJ2ZaeEU6115eNIr3sX9h3ePQmb0JTIeqnCj6EJUVNUfQmD0TSs79FyqJ2ahnpgd1Aahzf3V9l5NWP+gQHBDpq6RxGdnZ3HhhRfirrvu8srvuusuvPjFL45uc8kll5Tq33nnnbjoootcEM9LL70UX//616HYe+F//+//jTPPPBOzs+M8PwkJGwEiN9L9soRfM2k/GZvai40hrLtIibzgdTgxoliWClumFXNVUIVbiQaglESuJIvLULiSkGJgSWWYaoklZqQv6QxLOnMqgyLuhWTvOeFiYizpSSk2Bs/oUcTSKBMZFCMjRmaEEyc13DYUNwNlAiNUYSzpzOtnNF2s9072Y14UKgzuomLWT1VWnF8lXZ3QlUQpHs+EBfR019u/vqW0qnTPqOL+Ke6N8j3kuZMEhIfQGiKFOdqwGOObpM93CWVMe8c73oF77rkHl112Ga644grcf//90frvf//7sX//fjc98MADOPnkk/FDP/RDXr2dO3d69fbv34/5+fne56cJyZ0kYXR0NQjJ0GzrYqKz6nXqiVnIk/qNQo7hXvLUmUd6bffQVGKX7O4m0oSdcgGHVL3MPYbVIC8AeOTFidNzzD2W9foB70OOJReThOXCNddcgyuvvBIXXXQRLrnkEnzsYx/D/fffjze+8Y0AgGuvvRYPPvggPvnJTwIA3vjGN+I3fuM3cM011+ANb3gD7r77bnziE5/Arbfe6tr8d//u3+GDH/wg3vKWt+Bnf/Zn8bWvfQ3vfve78eY3v3lVjjEhYS3hu773112ICyH5qHqgmFAaWhRGqZAAbNpUQXEw7Dry/jCpV3ncCwBCQCjtl3M3Ekq5Cl+RoUwXjDsJ4KkCeIrV3C2bDCNSa5tKVUNCO7cS5bmTmNgYlG41DzKVQChkush4kkEjTLtqyn33EhM3o/o3lg+3kJqjicCg2Bamrh8LgwcypbSq3F0kZ5NTYbD6YawRrX3lRTmgJ3zywlNkFGWClRXkhCgIL1RkJrGEmq/+0aydgHDT2tzPSkMuafzln729w5OQkFBG14xpu3btwq5du9zyH/3RH+GJJ57Av/k3/8arJ4TAGWecsbydZ0gkRsJoGDqa3RQro4q8mHssK9QYKAzhPmTGGERGXxxUk1GJjIOq3+O9FggMDrrubcmMoW5KL3nlryciY4NizMCeXfCa17wGjz32GK6//nrs378fF1xwAW6//XaXEnX//v3eCMh5552H22+/HW9729vwoQ99CGeddRY+8IEPuPSqgAkseuedd+Jtb3sbnvvc5+JJT3oS3vKWt+AXfuEXBh1fQsJ6x/e89AZkUkBNBASMMWoICUskOGIBJVLDS6MZTILV8YgQ+OXajtab2BiMwLDpSr1sJUKX5hVMfAzn+sA+i2JlgE2nCpOKtUixyskMQz/kMGlSYcducxTBPaUOUq5GiAwAQE0sn2Lbgrww/eYZUAI3Fo/A8DOSAH5aVTourijxM4/4hEUREyNCZoCRFyiuCZFNJQIDhQqDuxqRK0lJrVNzH1WlXY0pfry2hbm//+LPr228BglrH2MH9jx06JBXPjc3V3J1pYxpb3+7T4bVZUwL8YlPfAIve9nLSmndjxw5gnPPPRd5nuN5z3sefuVXfgXPf/7zux5OayQSI2EUjCXHJwN0gZEZdcqLOvRVZZBB3obMmAks6wemxl/97MljnfcLjEdk9CUwPn/0WaVjWmq4AGO4j7QB70YVoTFWnJWkytiYUD1kl+U2+t1jV199Na6++uroultuuaVU9pKXvARf+cpXatu85JJL8N//+3/v1Z+EhA0LMgBzbX43tFFJkKzCBMe1y0b+AEAY1YZijdjAn0Q8eMaoVV9AaSNN8JQXKE1aA1ACQgBaSWiZe2QGZSmZKolMmowjUyUxEca1BMoE35TakBBLOoNkhGqmlVViaCwhQyYUoH01BoSCtGoM2Ewl7oB1ka0kh8AsK4c9De7N2YLI5eQFUCgwzHzhw8+zi8QykizpiafCWNITP2gnV2KAbx8hNjyViznnfjDPgmBy7iSBaxDsdQRPo+oIB7YMKou4KwUkha/MKNQXfJ1xc9J2eZzvnITVxxjfJKYdc0+0yZrWJ2Max/79+/Enf/In+J3f+R2v/FnPehZuueUWPOc5z8GhQ4fw/ve/H5deein+9m//Fs94xjN6HFUzEomRMAhXnH8t8t1bMQdg4aTubgtV2P11jSeeOTyw4xD3kv3HdmD/sR142s5Hce6Wx0vGfR0emJ6yakRGXwKDCJgQseNe0hn+5fjJ2H9sB2ayHEt5P6apb+yLmDpjLAIDAOaeWABg7u8/+fuytC4hISEhYe3g8hf/CrQU0FIUmX2EcMP/zmUkHCEvuYkwxQW5kygrPggzlzCCQ3hlRlXhDF7bBqTNaCLgGc4U4DNXEjLLzbKwagwtTbwJwVxKhPZVBUG6VQmJRT3BrJhaAsOQGdA2CwnMgebugA294LKVgKsldGGUd/gk4+QFLVOb5EJC+yECYxGZ+aszUApV51ISiYVRlVbVxQlhRMZUZ26dH4OEufAo6WKV6JC00MKRFDxlqgCLhcHLg/gXzl0pqOOpMxxhARfHxREbnOhQwMsu+38BrSGmCnf995SNKsGgS9a0rhnTCLfccgt2796NH/iBH/DKL774Ylx88cVu+dJLL8ULXvACfPCDH8QHPvCBlkfQDSmwZ0JvXHG+L2ebe2LBGX9DoKWZ5p4w01B0CRQ5k+Vu4viX4yd33m8VKdAGfYmIPts9MD2lc1/D81F13qowVvBOCu46FmL3cHifJ6xf5DaQ29ApISFh7WDvC99lFBGOTNBFjAFPrh/GIuB1dFnKz8qqXAOK2AjlSdC7gtWlvzzugulKoUyIZSvh6UFzPg/JDPlCnQCQVN3P8uFiTPDgmSxbSZHSlLt1wJaZv4pNHGF5jMDg70/aHwUmBSrcSSpiYVSlVc2D8xVTYXgxMOhWcNeocCsJXYZapVVF3EVEBCodft+hsR7V1UVnbfneF74LCesTY32T0HPVJmtan4xpBK01fuu3fgtXXnllYwBxKSW+8zu/E1/72tc6npX2SEqMhM5oMurmnljopcqocgubewJYOKlzcyVUqTLaGt5fP3Yanr71W532uZKKjL4ERld8/Vh9zIzwfIYqjbEyjxC6El1zj8fPaR0BR/d8UmWsb9Ao3rA2xlP8JCQk9MPLn/vLZhhOSiATNlaBUToICGgFCKmhYVw+hKTYGJbIIFlB4Cri3EkiLiThulCxITS5ImgIJaClr8bQWtt5Da0klFAQojCmcyUghTGwhVVjGPWAVWMwlYES2sS80NoZ8hLaqTFM3AzJ3EmM6sIE+TT9IrcSI2pnhAsTYdDxuoXw9cc43TxY58gMFsSTlkMCg7uRdFFhxNOqhuoMyc6dH9DTBfn0XEvsdWWkRlnFE6RVde4iPoHhqXZoPa8TLHMCDbpwIwnVHNCAyJUjNF7+gncCSkGcWMKf/sN/jD4zCWsPY3yTmHbaf5fwjGmvfvWrXfldd92FV73qVbXbfu5zn8PXv/51XHXVVY370Vrj3nvvxXOe85zWfeuKpMRI6IS2o9JdVRlNcW3GVmV0VQ4Qvn7stEYjPsRKKDLWCoERA53nJ5/+xLISGKTg6d5G+3s1qTISEtY/br75Zpx33nmYn5/HhRdeiC984Quttvvrv/5rTCYTPO95z1veDiY0QihlDUNth/8VRG7jBVjDzqRQpTSqhQrDGI1+Oc8G4Un/I5kkHKHB6wXGrBdHAbRsR/lVMfqvlDATUwrk2rg8uFSgZHy7LCWCqQ2Y8c7UGBQ7gtQYlGJVoXDXWNSZi0NBqU0XYVK55hBYgnT7XHRlwlNcLOli8sot0bDI3DpMjAvT/iLbJxEYXr94atiICmNJTdwxh2lVp1piSWUoXEnYeutKQvEwcm3OPxM32DgYooh9ARRpcxnxUHW9RUhY0P3mxc/w7zce+0Lk/n1VpAPWRWwMp+DQELkunoPJiNLUhA2La665Br/5m7+J3/qt38Lf//3f421ve1spY9prX/va0naf+MQn8KIXvQgXXHBBad273vUu3HHHHfjGN76Be++9F1dddRXuvfde1+ZyYEVIjPTBsDHQx4BrMg67Gp6DiIyJdtM3D+4Y0FB3Y345iYyVIDD6kDcc3zy4Y/A556gjtbrcU33cn644/9pEZqxTeDLkAVPC+sVtt92Gt771rXjHO96Be+65B5dddhmuuOIKLztMDAcPHsRrX/tavPSlL12hnibE8Ipn/gJeYd+/JK0XZMDpYtRacBJBw5YzksIb9Y5PdXWAorzOxUAE6/y0naFLQ0FkALF0q1xlIB0BUZAVXL0g3Civ75ZBGT64KqIIiEkoCJIi+4eTrqPFRAQBCgKDjou7sDgFhiVY3F+eIjWiwnBuJE1pVe1+QlcSrsLgWUnoWpbTq/L58HqLivui+h6KL+sSwVYQFsU9Ltx9zu575mryivOvxSuembJUrQeM9U3S9bvkNa95Dfbt24frr78ez3ve8/D5z3++NmMaYH4DP/3pT1eqMA4cOICf/umfxvnnn4+9e/fiwQcfxOc//3m88IUv7HdyWkBo3SNfXAfcdtttuPLKK3HzzTfj0ksvxUc/+lH85m/+Jr761a/inHPOqdzu4MGDeMELXoCnP/3p+OY3v4l777231f4OHTqEXbt24eDBg15wk4T+aDLY8t1bW7WzcNIcFk42Bneb5+34qfW+59zFhKdYLWFSvsXnTj0OANiz63BjP56289HKdaF7yXlz9e4mMdeSnbKdIR1zLWlDYBxSvmtPHYERS69aR17806FTG/fPyYuFR7eYmWm7uAJzj5VHFarIiy2Pxl9lRbR5u/3j09bkRXbgWO365F4yHpbz3U1tf/wrF2LrjmEjVccO53jDC76cfmPWKV70ohfhBS94AT784Q+7svPPPx8/8AM/gBtuqH6ef+RHfgTPeMYzkGUZ/uiP/qj1NwmQvkvGwBXnXQNkGXQmASEA+1dbdxIIAZ0JQEpjY04ktCzK3SSFIbqz4q/K4MrVRDginGIuuXqToFzYvxNASx3Up2UNnWkzZJhpINMQUkNMFKTUEFIhyzQmkxxSaEyyHDOZQiYVZqQySkaZYyIVZuUUszLHROaYEQpz2RQTkWNG5JiTU8xIM+9PU/c3ExozYopZYagN+psJhQxmXWZdUjIrITHL2i0DgGwhXeeuI4Afb4MUGGZ+4lxDlpCZv7ZsSU9MXW1UG7S8pDOcUDNQEFhSGRaUKZ/qDAv5BAtqgqmWmCqJRTXBYm7aWJhOnMplcZohV9JMuUSeC+PiowT0VBo1Rm4nBYhcmGlqVBku+GZO6+y8BsQUkFZNIXNYhVBRX+aF4oJUFq6eW2cnjWKeSI1cWZLOqI9gVUlCKYBcTJRyqqQ/+acbx3sQNxHWyzcJsHm/S5Z9SOmmm27CVVddhde//vU4//zzsW/fPpx99tneB0QM//bf/lv82I/9GC655JLl7mJCDdqMODcZeoS5JxZ6S/7j7dWsZKqLOgxVCPRRZPRVZYSExUopMIag8ty2uDYx9FHihPfbGMFnCUmRkZCwfrC4uIgvf/nL2Lt3r1e+d+9efPGLX6zc7j/9p/+Ef/qnf8I73/nOVvtZWFjAoUOHvClhIISNNUFGWm4MNmO4FYYclGJuIMUItTMMSakRupeowL0kNpIeZp2AnVdAmG4TLN0md0UAhTFQxei/cyuxsRlILTC187kyBvlUZdY4z4xbhjKGOxn2SypzRr8hATJLCEjnlkFuG0t64mcBsaTBIor2SPVALiChm0nVtORcQUz/aTvqE6lEPLIiIDCUJS5CAoPaIAKD+jp1x8/PX4apdRuZsvNKriRKMzcSiolhXUucXwy/fnSd2bWkZRosicXECN1PPGVG4EZSqDHY+jy4l5sIDOd2osyUkLBBsayBPemD4e1vf7tX3vaD4VOf+hR+9Vd/tXYfCwsLWFgojJL0sTAernjSz5qZndtXtyM1KAX97GEYA8bYbqPKiIEM/S5BP9sE/HxMlRUuj1X8Hp0im4mklSQwWhNDdL0alBlD46EQkRGqMgbj0BFc8aSfxZ88+MGRG05YDij40fH7tpGwPvHoo48iz/NSBPY9e/aUIrUTvva1r+Htb387vvCFL2AyaffJdMMNN+Bd70oZA8bAFWe/pVBeELiA2Bp2WgkIoaBhc6QqAMLI/F2qVA0vyKcLnCgKFwKKMwAlICS8NKqlmBjWnuWEh2vXLduNSy4JmmUo8dOtUoBPTalUKd0qxcYQ5E6ikGuTUlVpgVzYQJ92PSqCfJpOm7SrixqYpXPjUq7CHLiW5R9NOvU1r1HuNkJ/C/cR4bmQ5Oyvcyex7i2UdcRzI/HcZioykrAYIvSXu+zwtKqaYmKAXWOKiRG4knguRbFAnkHslHLcC9pe+224e0a7e8PEuYBbdvdQ6EaiCreq6KQ0rjjnrUaR8cD7qy9awqpgjG8SamczYlmVGEM+GH77t3+71QfDDTfcgF27drnp7LPPHqXvmx2v2PW6YuHQETONgPknugXSbIPZg8DMoaw3gUFYjTgZS8jwmNoanbqgqo1/WDwDX7PTCTXjprGPhaPXeaxRzowR0NW1dXDE+489E6/Y9Tr/mUlYk1DWP3zolLC+IYT/0ai1LpUBQJ7n+LEf+zG8613vwrd927e1bv/aa6/FwYMH3fTAAw8M7vNmxBVn/UwxkhwE7HREBhuh9v/6xp3QbBTbpafUpZHxeGwLZniG9cDrWUMX5TZFxCgmPiGWbjVMC1qO6cACeZaCWxYxJcpxM/xMIECRzpQIBUcieLE3/JgXpb6wqVy3msBw8S94HAzwfvopVXNOUlCdaEaS6vPmp1UNCYswVaqouTfq06qW74Fwe5/gKNfn9yy8+ze83yufD9j9KGWep4Q1hbG+STbrd8mKpFhdzg+Ga6+9Ftdcc41bPnToUCIyBqLSGDt0ZBRVBhEZJ04a7gfGXQVmHp9g6eT2KUljIAO8ryrjrie+HZef9NXK9SGB8K3pTpw2WR710Lem1X5xVUTGsrmPdIElMmYen2D2YHwwqA9GI9BqCL1X7Hod/vTgb42zn4SEhFFx6qmnIsuy0iDKI488UhpsAYDDhw/jS1/6Eu655x78zM8YA0ApBa01JpMJ7rzzTnzP93xPabu5uTnMzXVPM57gQ2ttCIE8B7LMDDdKWEMN0FAmxaojNEz6UpHbdcIlDoUWJs2py/4gBEuNqo1Bquy3qaB92HlSXQi45VCl4ZQZpPqQcG1C2L8SbqTfpF81LicaElrmRapPoZ0aY6okhNBFulUtMVWAzLRVYbBMJTBqjCVdfFtJoaz7BTdypoCQNu3qBAoKOVRJkaEgkQuFjFQZ9pClUE5lUQVOXJi/RfDBRdYf7tJi3EUKNxLjijLxUqpyFxOekcT9hTlnU53Zv9JlejExMIqUqopiYBCBRK4k2mYm0fZaW9cgoYRPTsTUGG4bthwSEwqeCkN4ZIYugnkqbVyliMyw7iNeNhJyrQrdSHi5XV7mEIgJCSuOZSUxVuKDIX0sjIeQvNBHjkJs3+ZXIgNuJDKjL5FRFVdj5nFzS49BZvQlMtooHTjGJjLqyIs63L94iskfH6CN1G3MzCNAcR0JQ9xBVoK84EhExtpFzkYfh7SRsD4xOzuLCy+8EHfddRde/epXu/K77roLr3rVq0r1d+7cib/7u7/zym6++Wb8xV/8BX7/938f55133rL3ebPhFaf8NGADckLIwrvBERUApYEQCtDCGmuZNG4l9BOmBITQZpDcxdMAdGYNUaXNfrS2o/HwjFBt+BDPjURYN5PQvUTY+o7coHVEutB6N3pfEBiwfVTK/M4K60IirNGdSYVcmXeOhMZUaEwAKK2M+kBoQ2zoDNK60WRSQQkTO8Isa+taIk1QTj0BMAUwAcQUdJIXNZAJUmKYgJ+0LgcMmQFUf4AxcPICQFl9ESgxijgZWcmNhFKqUiwMIi8oFgbFCKEYGJTJxVO0gNQuhuzwvC4AP60q3UMRNUVMacGVFD6h4Sstoi4kPBZG2DaPzRK6keRMhREqMLgygxMYSuMVp7/Rbp/jTx//zcbrmLC8GOObhNrZjFhWEiN9MKwfdJbCr5Iqo+1zOpYqoy+R0RVjERlDCIwqhMRGSGqMSWCE5EWIKjIjlplkVNelju5UichYm6DAc0PbSFi/uOaaa3DllVfioosuwiWXXIKPfexjuP/++10u+2uvvRYPPvggPvnJT0JKiQsuuMDb/vTTT8f8/HypPGEYXrH7KkMqAICyGUcAY4xlwhhj0v4AhFJ5UjoISzJIGycDNHJuSANtVRfaKSQAaGFVFLaO1oDdTmvfWPUJDVaOosyLgYGiDrmaaOdDQt2nPpJhzWM3WEIDgCzFxCjUB1yNAWGMf6k1pMhB6U2NskJDWaYlgwS0iYvhxcLQsD+w0lNlAGBxMJpHEzh5YZbrCQyKaxHGuijSr7K0qpQ6lmJhhO4kQSyM7mlV6XqGLkDl68mvc11a1bL7kY7UJ/Ih5goFN+/u/8CNBOE694hQPVVsA/PM6ekUdxz5z43XM2F5MMY3CbWzGbHs7iTpg2Hto7cv/wqqMvqQjGMQGTOyuyFMhMA5s/WBO0MMJTKWg8CIgZMafc5PFZoIDI4mZcYYBEZ24NigWDCJyEhIWHt4zWteg8ceewzXX3899u/fjwsuuAC33347zj33XADA/v37cf/9969yLzcXXr7jpwApre1sfTJI2gBr6AMFkUGuGTAj2VoUhhsF+YQwo9XIbDOSXFAEBLlyRA1XMCVGRKVBhAgfLbfqCyI9OPlhSApd7IuOkfYBmPSsulCFKCUhpHJqDJnlpbgOU1UoLyABqTWmOsMEOaZWwbEE8021pCaAnAI6gxQK0AqLmGBWTI36AtJTZHAig6sycp0hg3auIDLyA6zYx5pTY+jCZz9GYLjMKSgIDC8biZq4EeslnRWZRhj5UZwbWTpXGnAZSXKPxLCkhssyEsTH8LKEmHvQqSkiygufuGCxLHhAz5ISo1BseO4ldSoMykZSpcJwGXxyuig+gaGVIzKQZXj5jp/CHYdvafm0JiSsHSw7iZE+GNY2RglGeOgIskNHkJ9z+qBmYqqMoQqpMdxL7j9yEgDgnO1PdNtu8ZQVIzJWisDguO/wyb23DdGFwOAI42WspvoihkRkrC0kd5IEALj66qtx9dVXR9fdcssttdted911uO6668bv1GaGlb1rIjKAwoKTRjVRJM1QVnmBIj5GrqAzS25AQUhpiQRt/xZteAEZbaYSs50hPohMEEp4vy/FtnDGJxn8HhGiAGEzi4SuJm4dczMwxAapRATjaQQkuT9YUoOCc8LGxIhlKgEMubGkM8wgN+stEQA5dfExZjB1RIax4ik2hkAG6eJkZIzMkFDGrcSelFxXDzzRe7KOvOBBPBUkFi1xwQOJLqmJ6b9NpUrBPCml6tSqNaa6IDamyu5DWXUHERiURlUb9x2XVpVIKXuNYEkL5xLkzRf3T5hW1REaFPOCkR3c5YSUOn7mkiIjCSckeGyMUjDPXJkYGTECw7riVxEYLj4GkSEJq4LkTjIMKxLYM30wrE2MnU0hO3gc+a4tg9uZfyKHlsCx08e7PbuqMmQkNsT9R05ak0TGShMYIXlB54rSqnVBHXkx/2i7NujdPRaBkR08Dhxs70akjxytXU/PWSIzVh8kQx7aRkJCwjh4+dYri+CcRGQIq8YQ5D6iAFUTH0OIwoijgBWkxnB/AUq5WgRCIEJBONVFOasErS/Ko+qNYPLrFO2DERg8RgapAkiNYWxOYb1kCjWBFNqlTfWylLgsIMoL8mlinxoLWlmXEoqPAa3M+0ygON8aFe4lgJO/tLB5OXkBoJHAoECeiq13mVci6goezJMIDIqJEc3kQqedqzDArxNFbg2vG7u+dLuxsrgLifba4cE7ve3hl7tlBCoMgqfGCMpjZd4FiVw0VRAeL996Je449l8ar2vCuBjjm4Ta2YxYERIjYe1h7+yPAQDklvlR280OHgeAQWQGGaVzBzQWdo/n59WkyogRFyHWGpHRh8BYLvUFP39tCI2+6osQcwc05g7mg4J/Euj+HRvq+Alcnr0Gd+W3LUv7CQkJCesJe+d+HJDCEBY83gVXZEhDXpjvc0ZkhPExrExfC+1cTQoVBgX7FMU8ZR1hRqjWLPwDIy9i8RAomwl3H4nFQuAxEHxXE+aO4vZDJAoZ2doFpzQD7IUaQ9msJVIUGVukygAJG/RTImeuJpStREJbdxKJJXNKAG0MIKfICIiM3KoyuAojt24qWYTN4FlLuBrDS+caUWCQwsIF8rTKC561hKswihgYjOAIY2Iw1xEVqDAq06raaxASFAKkpGB14V/v0E2k1Ia73pE6TJVBREVtStWYG4kjMyIqDACeCiNQYGitsXfLTwBK486F3y5d14SEtYhEYmxCXJ69BiIzP0Lq+InRiQygnyojpoYam8gArPF8qplvQ1yEWCtExloiMELUERpjkReAuT9C9EnJupzkBUciMlYX9GE7tI2EhIQRQC4eCIiJBiLDKCtYfAwWE8ONVnsqjEimEjIYczsA7wzXgrwoXEZYulWYMvqd0SLuWiKUdSlxqVgpmKitSOUwriQ8U4rJVCIhhMlMIkTuqTEAo65QlgSgAKDGnURCWpcTipWhIFx8DChACYUZgBEZJkZGBlVyKZGMzMismgOAIzWil5WNCteRFzyIJ2Umce4kLAaGUVlIts6oLwp3koLM0LYudyXJlSU1VEFmKFJjKGFiqChGThBZoQK3EiIqyFWEExeq2DaaVjUkO5Rm7iS6KNOs3BIUpZSqUeKiIDAQEhihGwknMIjwAIp6CSuGMb5JqJ3NiM2pP9nEuDx7TalMHT9RMrbGQHbweCvjUMs4gUGYO6CjxuoQSKF7ERiE+4+c5GJltN6mB4FQRVSsZQIjBJ1rKfSyExiEpnuK0PYe7Yq6Zyr2DCasDChw3JBJpZ/NhIRB2Dv7o4WxZGXuzrhi8EaTTUFR7kaXa0al7Xou0XcGJRmd4MYoGw2PjqJTx8rrwxF5z4hFYPC6qaz0KAJOFoP2isV0cKlDA9XB1KYYzcmgh7CpRwsVA8/wQYSAIQ6YEsK5fRCxUATYXKT0p9qUK/s+5JMJ0mnqLFJgTruPKgJjicXCIAKD4mBQKlXKRhIL5jm1ZMZUmdgYBUnBMpLAP7dVKozodUTs2sWve6t7SPsqDO/eojgbTIXh3cfs3nb3Oz0HPJ3qAAJj7+yPImFlMMY3yWb+LtmcR71J0WQ8LSeZUYUusWiGEhlqot10/MDw2B0AVoXIWEkC477DJ48WwPP4gS3u/A9BF1Kr7v5aKfVFDInISEhI2Gy4fPIjuHzyI0VBQGSY+cJP3wPV4SPFim0fkheAy/LglQdBEwtiQjvj0hmQqCAlmLFaHx9BVBi+1mUBfpkLMBm4QCgtnJpAoxi9JYXC1Br73L2iSD1qlQkwygUiCPzYFMJTRHhEhhYFgcACboakBictaCq2KdqKKTC8fgQERpFulQgY4YJ5hkQOj4VB54kTGjytqlNh8OsCoCmtql83ct1RJqyKeV3cO+4Z0O7e9kiKEkHBnoMqFQZQEH8BtA7KQgKD11XaPKvZD5faSUhYS0juJJsEXYym5XAxIYNxDsDCqfO9s46Q8drFxaTKaD5+YAu27B5uyHZ1L+mTgnVI+tWxAnj2RYwwomsip90kcH2IrDBWxmqSFxzJtWTlQR/VQ9tISEjoARtzQZPRRulUhXSuJV6MjCq3Ep6txBln5rfEpVy1biaCqlgXEwEWy0LBpFs1wR5KsS1MW4WbidaiyDbCRtS15PEuaF9mvbbzZn3hykLlxo3E9gWmjyYziXbxG0SmnQFOsnFpg3y6QJ5EajB3EmXdWXgqVpOdRECCykxq1SWYUWHjRGLIg8xmJ1G6iHWRsbFP437igwcYzG1f/ZgYkpETlGK1cCGh/hHRQQQMZSPhwTynyqhPOMlBaVRznnkE5jwScaE8FQa5ktiMNyzTCLRgsTDKbiQlRYXSXjaSwj2pqMPvLc8lRemIK0rhSlIZC6NEduioCsMRfjxmBuApMDQnM5JbyYpgjG8SamczIpEYmwAxAkPnuYuLEQMZZNn2baP2JTt4HPr04QRJm1gZbUb8V5rIOJIXx/7V40/Cd277Rm39h6e7ovMcZ0wOVm7/P44+tVS2PWs2tpeTwOBoS2aM4U60XO/4IeqlRGSsLGiEcGgbCQkJ7VAazWVZRzSlOOVlWhsiwyyUiQxk8LKVKAVkWREbg2cq0XbZkhVaAyZDiWaEhd2X64t2sTR4thJHUHjzlHEElRORGlr482adzY5iCQZSYRiSQ0IL5RQZQirkSkAICciCuABsBhIb5HMiFaYqQ5YZ4zm37hYuBgf9DgrlUq8qoSAhAJGjyEqioJA5MqOIiWHiYQBwAT5jcNlJAvICAJb0xJb5BEbo7uIIDOcmI7Cky8QFpVQ1pEah3MiVVX+QokUxJQapMBjpQAE9efyLWtchFS+PKXS8+BjEDziigS1zwsKpL4p1xXMUzHNiwt7PpXSqNQSGB1Z2efbDbl93qd+rvN4J/TDGNwm1sxmRSIwNjqGy9fxbjyE7rX8sheVElSqjq7sCGdpDyQxyLTl3y+MeWVGH/3nsbJw+209hQagiN6pQ1TciN1aKwOCoIzPGIDBmDi65eT2RENNxRhn0CO5XichISEjYiOAGEAR7t/P0qbxMSUAaw94L9MmhNJAFvxNBfAwvUwknNijQJ/vgd6lPSbIRuAxQmWA2pJeRBGVDVoMvi6KQlt1+dLRM2y6awykylUjmEqGs2gDSEBBekE8hsKQyzMjcjPRadQeEdIE+AWnUGC4lC6CgLc/Bgph6qW7ppEUudgBOXpjL5qsvaOQ4jIHBg3kSgeHcZLy/fjBP5zICgLuOFHEwLHlBt4tzGwndR4i4Cskplm4VxV+P4EA5dkYxr139susJz0QC372jRExYFQat4/c+Xa/QdSRsh9riq2PuWsF2l8sfSkRGwppCIjE2MMbyuydDTYzgYqInEjMHl7C0a2ZwWwCgJgIzR4BjZww3dGOqjIcO7MJZu6uVDjH8/eEzcfbWJ1rXf2Rx52Aio6rdLvj7w2fi0RNbB+93SLwRTkDNHBmHWeYEBmEokcHJCyGFL8PsgURkrAySO0lCwvLDIy8IIZkRcy0BjHHl5ivcSrQAwkwlpCwl9QXbr9Aa2kuxqq0iA4VLiTVataZYGn48C17uVBW2LS19g9e5lFC6Vus6ooN1ZllAoyBYtBKuP1pJKKEghE0NqoXlZYzCQGoTW0MJa9QLo7qQwmYksQoMqY2CZYLcZSqR1op2riUWPAVrBu1cTIzriGk7Z+/AjDmUcFcScymFK1eO1BAekRG6kPBgnkRgUBaSJabA4ME8eUpVIndcDBEiOepUGChUGKUsIrqamOCuIx4JoQtywmvLuaNorx17IdwzUsTP0N7fylgYPDaMu++DYJ72efJiZoRuJDUEBuFy+UMAkipjLCR3kmHYnEe9CTAWgSGkgD52DIAx3GpHng8erm1LT4rbbebgUtS4bAs1EVCT4kNl7oDA3IHhRm9fA5z/gALAA8e6BfzsSjiM3R7199T5Y95xdMVYAVN3fb3Yf3it26LpHtMT6d2TbRF7BtwHeNU2eVUyugIp2OfyI0ch3+w/JSQk1CI2Ehxbx4wmzaXtXAIfQxjIkNoNR6gDhYbZlhuYNMERErEsJIgYqL4bQsS1ALyObyC7UX4VjPYrZmSrYgCf1ATKukbkSngpRCmlKBn0lKXDxY9QmSUCMpbGtFA+kApiSWdYUpNiPsguQllEwjaqlmPbxPYTupBQW0RguEClLBYGD+YZplSljCRFWtVCjaG9a8LcR5Q9/zYWBk+Z6i179wWPn+HHx/AJDyIttF/u7tegjrt3NPsbPA+BO0kpI0np2QgJihoCI3RdSVg2jPNNsnm/SxKJsQExJoERQx8JfZWx2IfIqDNoxyIy2hjjIXERYrWIjL4ERgh+fG1IjTEIjDoyqguZ0eW+aktkNJF4TURGG+yd/bHBbSQkJCSsFlplNKggMqLLLCVkidgIUq/yeSe5V4FRyOvbPyTn99tmo+ul/tN2KJEesdH70N0kTpT4Lg3aGdlkiPupQ71MHFoEagSWUpW5X+RsnSMKtCUKWGaQXEeCbgYZR5RNs8rTPJpUreVMJqV5vh9LVJSzkbA0qhDMrcSsc7EvUD4XtRlJIu4jsWsXlvHrXUq3isDNhN87YZvumheZSrx7j1xGKlxComlVY3D3PSMKq4iJkMBoAVJkJCSsJpI7yQbDWEZQ48hySxeTNgYiGZxNLiZtDdi5AwILu4ezyKF7SR91wgPHTlpR15KxCIwY+PFL9os8lvqiLQGlJgJyGr++TeTFzOPHouV17iVdSLsxXEsSlg/JnSQhYfkQdSOpAnf7iMXIgDG6XJBP51qiEY0nqZRtTxRtl0iLwrWEYmsIXfAJJtaFhol/YGNluHI+qu7HyPBjJ/iTvy07dA0W8NO6lNg6tF4r2Owo2heNaAFl+6dtvAulBaRVYchMg1KrUkDPGZm7AJ/mS0sVriU2e4mJoVG4muTaBPOEUMh1Zt1LrMuJRa7jwT25+wgth+QFAJP2ladRtSSFC+CJgmThxIUhZQoyozgvYLEx+CS88+tUMACECokNTlSEKho2IVIelJUJrOD5sPeB4OuC+zWqjAi/MzhpV5dZpCobSQ+kGBnDkdxJhiGRGBsIRGCILGslX69ClxFlffxEJZHRVapfFSujjysBGcRDyYzjh+bxT4fmsXXXcezZWe8uUwUiCtqSGX2JjOUkMELsP2j2dezgOOqLrqB7gpMZQ9yTgDiR0URgkKsVx1AiY+/sj+HOxd/pvX1CNXItPX/uvm0kJCSMgCB+hZetxAb5jG9H62FjUsCQHSSllygMP0FEhCUvXJwBFkRTUWDPwujUGkXMS0ZGlEgKiqnB2nAkBHg9AS11ESvDxsAQyhARLt2qjZ/BumpIDg2TpUTApZvN6fRIBWnPxwTKkRcT5IbUkNoL9GniXdjfUGhkWkHZLC7S+kcsWXJCQZiUrQCUJS9ki8iejsRwQUOFm3dtM0UIERlTnRUuMNbA89KpsmwkpLYgN5JcSeNuY91uzGRiizhVhhLMjadwE+GuPqXYFuRugiBmhtuWqS5Ye0VsC1untK5MXBQqEO326dynKtykdNCGmdWFiinMXMLRQ4WRMB7G+CahdjYjNudRb0CslAIjhpjMvk+sAcCPY9A3FgJHL/cSqYuJ4ZuHduCbh3b07ksX0qArIbGSBEbpHFScrzYY6v6jJgK7vn5iMIFBoDgZjfFfGjDUtSS5lSQkJKxLiJ7vvorRYz9tZM0Ic6WRpn2XEg4WQ8PJ+p3BaFYVBqoujE+U3Q7cX+0burEYCQK+IQtLVHByRLO/RYaNYpmCfIZunxQLgwgBXkYBMgtXDekRCMYlJCvcO5hqwsseony3kXBaUhMvYGcYe4PHzogRGF4mEn58QQDP8gTmRkLnkGckQURxIfxrE7lmQMU6ds1dOSJqC4R1tY2/EpAPLlBncP9G2xpGOIyiGO37rCckjISkxNgAWE0Cg0MfPwGxdQv0ltnBfclOKMwdUljYOZxna63KaGmEf/PQjkGqjLEVGV0IjFHJixj4OVT199MY8UvmDo2TKjWEmJ2BXhxGjHRVZIjMl+UmRcb40PZjfGgbCQkJBS6f/Ei9hL0DnBqDg1xJhE2/WvcMag3E1nMXEwVrlRYuBfG24Bmo2s1rzz2Bu4w4YxnBdiirM/x4GDpqZIP2pSS0UIWBLjQz1q07iRY29EcRx4qnXYUGci0ASEwALKFwLYGQTIkh7fWUyBFkMLFqDGXVFDyzSfhujakw/LgXsRgYRnnBA3nyOB9chUHBPL10qoC/7MXA4H+DuBgBaVHpQhIlLYL7BUEdXo6AAFOsPkdVnBdOynn1VfG36ruj7nukJylCMXDuyv8/vbbf7Bjjm4Ta2YxIJMY6xxACQ+e5M5zGCEooZs3PoTi+OIjIUHOFMTcWkQFUxMrooR4A1g6RsaYIjBB0bgMyY2zyQs1lkAvjxWYWxxfN31UgMkIkImNcJHeShIRlgjN84cejWC7YtKHuLwCXatXkIYVQGjor+hKmWhXW6KX4ExCh4aqd24dmbgY8xkVIbLjtWVpVcjPQ0sTiEDB2M8XeKNpksTGUNUyEcPIN4xngfEhsRgJDNgihASUhhcbUxrhQQruYGABc7AvIHICE1AKQxrVEWqKDu5e4NKxauDhYocHVisSwZAXNh+SFITmEHwODERg8nSoRNLliRAjL2EIuJMaNhMXGsMsxFUaR/lS4a0UuQM5tBAX54KkylGbtBe4m7N6g1KqlAJ+uXa74Ke7XUlwXjjBl6krG4+IqjEg8m4R2SO4kw7A5j3qDYKgCQ85MILJsVALDLR9fdMZgW6i5zCMw5h+bAjAG61gj7i77RU/3B44h7iVjuJasaQKDg7mbDCUwqu6F8N7pi/CeDe/r7g3KksKiK5JrSUJCwlrF3tkfLRa4MTOG1LxpRJn9rfb5D4zA4OeDS/pdCszApSQEdycoZaoIJ1QYtqjYLkjLyv96sR3IdmbBLHNu4POsHZTdg80XwTKL+dC9hIJmkpsJuaSQ4UUuIy4dKy9XLI1r0F6RGcUE8FxSWYnAINcRnpVEW2KDCIwwpaojLLgSw5EXPA6GiJxz4a5LTIVReY0j90AxryPbWdJBM5IiRlQsj8h0HEQIDO89kJCwQkhKjE0KOcMuPX149JSD1hl6bVUZbQzQMVQZagIsnqwgD06gdk0HtUXoq8p44NhJePq2R1rVDRUZK0FgDCYvGORBc78pe9vJHqe+DZHVV5VRR7j1UmSMPDKRFBnjoG264KY2EhI2O/bO/bib9xRnYyoyRhhgqQW5ngQBRv06cIYpZS4J1wFwo+ihrJtnP3FGNKktHEmh3V8K4kksheZ1WLBPl0oURlGQK4lMKpetZKokJlJB0DtPsPef7ULO5ovAn1mhynASFQNlM5nkGshqrGyuunDbRtQXprzIOMJTqkbjYLB5InDiKVUZB2XPsxeUFTwWRuR68nJ++3ISSgfKiqBeZ9SmAmZ/65QZQ9D2WY0QGDQQunf2RwEhcefCb4/btw2MMb5JqJ3NiERirFMMGZ31CAyOHmRGm5FqMhBjZEbX0XMyZLuSGSpyyGuByGjVtiUsvllBXOypcTdZSwQGRxcyo6sKh+6ptmRGG8VQJyJjmaSVicgYjhzSfWAPaSMhYdPDukYQaVHpOldnHNUYRL3BY19wkiJcp4TxQlEakMK5lAhJhELQbWbAajeKzuoxMqMUH0PAZTpxqVVl0R5lLPEMbUde2Pp0urRw2WSVEtZdREKI3BjmSkJIBan9FKsTqTBF5uJekGuJEhpSKMxAYUllJn2qAKCNwoG7lWRQzrVERfPcFiCjyncjoewkVEbKDOnmw8CkTg1S6U6CYl4J5koiAS8mhiirMJSwbiR2YtfZC+IJu76ktCimws1Eu/uAZywhlY9Xj7UZwimE7DMl+LO1GllEQpIvfF7pu2e5iccNhjG+SaidzYhEYqxDvOKk10Nu2wp1tJzesQmVBAYHH0mpq9ZRal8Yi1sBdCcwONqqMmLkBYdTCIxAZnQhMo5Nzbn7hyNn4KTZ7tfR22+NKoP2AwBbJ+2M8OUmMDiayIwhbkRNqoyu7k6NREYVeaEV5MwEamkcwiwhISFhNfHyrVdCCGHSj8aIjHBApMm1ZGzilwX3dHExlAYy4eJiePWK6uWuWcLDuZx7agkqY38ZgcGNXQ1ObBRxOYyUgmJl2HSrRGDYdLGcFFFaGF5CwVwDDaO+UJatkFZhYZUYlGJ1auNlUOpVAJhCYmIZFJN2VZvgoJbYyIR2ygwplCMuZMzqDuCrMArlBc+KUqgv2hEY3I3EEBkmlaqGr8pwGUmsa447zzyIpnd9WJBW7lpSQ1oA1a5EpMoJT5MhsMrlbt1ykxNEPAL+sxo+p7wfsWe3gcB4+dYrccex/zJ69xMSQiQSY53hiif9rJuX2ywZECEzRJZB574B14rAcA34HyH62DGIrVuL1QNjBYwRv6BOldFEXoQYS5XxzUM7cPqWo26ZkwhVeGJx62Aio6pdjqq+cHLjfz58JgCYIGED0ERehAjJjLFioMRUGV3JCw667z0yo+UH+FAiQ27biiue9LP4kwc/2LuNzY7kTpKQ0B8v3/FTxsCREi7daZ0io82ACHt/lowiGEN9xWGNTSGFszddRpKwOyFZETN4iSSJER8ou5wYkoQIFs2MbO0MdMpaou1fcitxribWrUQCmGpDViiY99cUmSMylMvQYkkQ6iekFako64qSMfKihWsny0wCFOQFbB84gcHJC54allxEvL/wCQs/pWrxN6rCcOQEIy1oYteklFEk9jkUXL/qddpvi9fh7iFefVu2UoqL8DmteubqnlW7LIQApMTLt/8kIATuOHzLMnR44yC5kwzD5tSfrFNwAoODyIxlgZAlI20tEBgcXqaKSXcCgyAPTjob3yG0FviXQyfhXw6d1IrAIISEw1B0ae/YdMZNhFKKsg4Ycg7p+k3nBKZz472U5VRDTsf7IHDPQMcRxE5EIt+OPeNV74GEZijIUaaEhM2GV+y+yqU5BQBIWRAMgUHjuYREviG8dVXgbfD9huv6wMsAUZRFg3kGBmhtTARWFnNJiBnJzoWhFNDTbqMKlxWtioCeYAa7UoVxn6uCDHAxJqzKQesyUTBVhkSYWpeOJZVhiRELFPgzJ7cPWJWEnZRzBZF+OUz9XIsicKftBw/m2URg8PWGWypUGBTMU5Eiw54/J2qw56xESITnOaK4CIO3+q4gZXIivB+8NKoNEE1kRVPQ2q6oek5bbONtV0Fg2AVASuzd8hP9+rhJMNY3yWb9LtmcR73OIbZuKZXJbVtryYy+xlOxUwkxO9NMYBw+0tjU5OgUk6PjSuu3PaiRHQNmDplpCLoY4XXG/reObe+037GIjL7t1PW3DaExBgkUYiiZEbvXhqT/5ehL5sWexaoMJlXPdSIyEhISVhRSFEaKEM5IEYLKmWEjJIQUcTKDT26VaKfC4MSJkN3JjAqjL2ZEcnk/j2dQrEPJMA4JjdAlwaXr5POMvPDjLvixG2AzbFC2DR4DwhAZhjAgIiO37hdFBo8is8eUJm2JBLdsJ0tcFKSFtPVseUBs0ESEBU1TTlRYUmMpKHP7VplzISHXEeovPw5Kp+qysbiMLZbMYOeoiCnClRfCkUYiQmaERAa/XnWkR/Q+AC0T4aEZ2RG5F7sKUNuolNhzCqAd4VjxrEafU/teiBEYQgjIubmOB5WQ0B6JxFgnaGu0xAyewQQGALlrnDgJesssskPHAYxDZlQZuctJZHRRKKw0kbEcBEYIfvxbdp4AMEx9wVFFQlURGZSGN0TTvTUGkaEXlyC2zPfatumZbCIlE/ohtx++Q6eEhM2EV5zy02ZGBsYK4OYdkRExkkqEBuCtYwVuP6uFkoEZGKQxpUZotEZRMnaLYxSIG8mhYkCXysOMHH6WDq5wcMEvEaxjqVWnrI5LgWrJCgXhCA2nmuBEBVNbuPgWKNxGTOpUv323P6rL+u9lJdH+urgbie8yEj9f5etAriRefIzo9WLXOrjG0eCcsbIA3nZjuY5Ycq/0nCJCCsbIiWiTLZ7TgMAoygVecdq/7XwYmwVjfZNs1u+SRGKsA3QddeUG0BgERl9DLUSV4diXyGgaoR+qyiBlwZadJ3q7VgArR2SsBIERw5gERh3aqjLa3k+jKTJGJjKqyItQgZXUGN0R+yjuMyUkbCpIUVZIBIoMV071gUrFRaVKg20rmNtKqxFnjrb1O4x8C16XuYy49RHlRcn4RTFfcjUBmKHNYjcA4KRFQVyA/WWDCyAywy9z7hlKOiLDJy18tw6fsCjIDO5WUjWRKiMkL6YBWRESGC77iFVoEPFCx8SPyyM0VHg+ynEwzDXyz2+M2Ihe19j9ELl+xXUtCsU44b3aoY78C4gFh5rns/VzGlFgOFJzmbK1bRSM9U2yWb9LUmDPNY4hhkq2cwf08eP1lUxOsd77aIsmg5EMz+m25luyq3vBzCFgqTqBRyXonXD88By27Fjo3gADEQWnbW12twG6B/tcDQLj+GEjExSi+oe+DboSTdM5gclCeYd9yDC6L4cE+wQMkaGPn+i8HQ/22Ud5kQJ9JiQkLDuEcKk8kQHQyqYMtd8OShVEhg34qflnhWrxjcGMJY/AcOtl3DDiI8/U1y5gGUq8AJtgyzpS5pZtwE/PEDZlpYCftD0zgF3mDHsoURUBBfhU5rukSPUqACWhoGzKVQCQgFSAkibTCYhg0n7GEqExQTEvhYaEcJlIpP1RN+V23n4USaERy6ZL8DKT2MCe3NCKqS/CGBgulaomFxnfjYTIC0dgWAKE3EfceY2QFS6lakg0eW4nEVcgt6xLipnQPYSnWw3bKyk06k5mG0gBVCVioyC8NiCvUMoEjaXnjWcTarMfiyjJyJ9RwD2bnZ/JhISWSBRZQi3GUGF0GfFuMkTrCIz5J6p/CLqoMoi85yCDfSi6kAZtiYnVJDAIfNCjC/oqZUJVxlC3JO8ebRHXZUxMTj8V2Skn9d4+KTLaQ7MgdH0nrfv9bN58880477zzMD8/jwsvvBBf+MIXaut/7nOfw4UXXoj5+Xk89alPxUc+8pHKur/7u78LIQR+4Ad+oFffEhJiuOKsn8ErznyTHYEtGydVhgyAYjQWKNxMwpHioNzfpkKezreNxMwYDYx0IHjBQKvcBXQwH1FrlFwcgCI7RrhO87YiagyYcoqNEbqVKF2oMDRQqB10EezTuZo4BUbgGqJ8JUURCNQnIVx54HoyZe272BdsexPzQnoExpTF+FBRBUahzuDBPGldqMLwziuK8+tcScJrVtqu5poH9Vq5F3VByQ2kuPe9GDFAQfLx55O3wZUSVD/2bBKqnlEpi+feznskIycwhMQrznwTrjjrZ0Y4GRsLY3yTDPkuWe/YnEe9TjDUOBHzc5An7YbYvq3f9gMJDL1ltpdkPxbPYKxsFVVGcxsj/PjhuVHIjDGJjD4ExreObR+VwAjRhswYIwAr0C2uCsViqcJQ95I+zwt/NsV8CoC1UXHbbbfhrW99K97xjnfgnnvuwWWXXYYrrrgC999/f7T+fffdh1e+8pW47LLLcM899+AXf/EX8eY3vxmf/vSnS3X/5V/+BT//8z+Pyy67bLkPI2ET4Yqz3wKEsnAe94IZSlH3khiZAVQaTX4dRmDE1reBra/7xNdoIieC8miKzTrDmLrIR+hd3UIV4lxKAlIjjPVQ5VYSxpDIlfTKOTHhgn8GLiaczKgiLWKkBicuiLyIqS9y5ZdR4FFDSkTiYFC5zUbiu4+gdK7CtKp+HIpi3s880u6aR69fW4zhZhKSdpFnpOTuwbarfTaDZ7REMMZcybhKihEYjlARwrxXEhJGQiIx1iiaCIxYhhJvfWAQdSUyxiAwhmJydIrt95+AmAIzR8egsw2yoxLZUXPr91EPrBUioy+B0RddSZyqczsGeQGYe+LoWePEayGMTmTo+JeK2L4t+kz2JTKSGqMdcohRpq646aabcNVVV+H1r389zj//fOzbtw9nn302PvzhD0frf+QjH8E555yDffv24fzzz8frX/96vO51r8ONN97oH0+e48d//Mfxrne9C0996lN7nZOEhCgYMSGEgMgkkGXMeCkMFC+QYIzMkBIiy5whFJt43XB7L2hoMMLLDaSi32w+PKahqPgUCQ1al24zYuj6rgXc4K5Zh6IObPaNMAYEd7FQlkQgN4ww9SqPOUGkBScyKFsJV2Z4mUzsFBIXvLzITpKxLCfFeiIwvGVLVOSurMi2oix5QS4kShXHrZUlcMglRPnn1biWCJ+A4Oe04jqU3Up0JWlRIkCayJAO0DX3tOfCAfjPCWqIjIDMqJyyrKhP7wD2bIpM+vvM6BkOns8+8W02OMb6JunzXbIRkGJirEHsfeH1kLtNEAdxYCSLDwWRoY8cra+3BggMoBwfY+aoxtK2/g+qCjJiZkclptv70eFjxcl40o6DjfUeO74Vjx2PExanbGkfN2M51Rd1ICJj+33jcKYhoTXdNhk3Ze/2bUDDM1KHuvgYIXEhZvqlaQ2hd+/EK579Dvzp//p/R2lvo4Kk1UPbAIBDh/x389zcHOYi6eQWFxfx5S9/GW9/+9u98r179+KLX/xidB9333039u7d65W9/OUvxyc+8QksLS1hxt43119/PU477TRcddVVje4pCQlt8Ipv+/cQ09wYIkobo8NYjBAAdJbZh0AVcTIAQCoXxFDzEWLFfmPr3D0qXEM6+djXlccUGbJmGw5ujAr4I/qkjAA8A1izejweBrRtTgfr2akO1wktTBwDCGOMS7sDrY3RLm1cDmWOyRAbpr4W2gUkz23MDC20iZEBuNgZysXFMBNdNaWFiYEB+1dn9tRpu758uhQzqPw4GFYd45Qe3O3Fj4FBBEYYsDR0I1EekYN2KozgHJcUGuG1j62PtcPXldrR3WNfCOE3RjeItNc6zGgiJEzgFF0sSwUoDSGEH8OG0MYFK6KS8txRGtQXPjEpcMV51wBC4E++8d62Z2LDYoxvEmpnMyIpMdY49O7uESmbRnOrRoGBagJDLy612/n2beUXaw9UBficOap7qTJCAoMwOdL/ERjiXnJiOsGJ6cQRFHVTHdpuu1oEBmFyROLEadXXoQ3qrn2bgLBtII5ZYqqnC5ZrJ/IctVVDxZ7fKuWV3r3TvSPUtuSOspI4++yzsWvXLjfdcMMN0XqPPvoo8jzHnj17vPI9e/bg4Ycfjm7z8MMPR+tPp1M8+uijAIC//uu/xic+8Ql8/OMfH+FoEhIMBBEXTm3hGyJN7iWeiwngjfi6tmITrxv67QMoBR+MGUre+hrDYDlGg8Ofpthyxeh8KeijFlGDu2irbLD7Rr5v8HOXDG8ZiBIJlL0kD5QWoStJLDOJn4LV397tv4LAoGOo7K8uH2PcjUSUCQf7V0TWl1xM+PWKXeeVNBjbkHb8WamIX2OqdXwmI8+ml3kkeO4rCYzwWPj+E1YNXeJ0ffazn42qdP7hH/7Bq/fpT38a3/7t3465uTl8+7d/O/7wD/9wWY8hKTHWGPa+8PpSme6gyugiRxfbt3mqjMFBPLmRpnXvD4U2BmlbVUYbo5mIjOVSZZyYVh/P0cVZbJsdlhmjru2ji7NYUmbkZH7STa0wVjDTkCiiayJb8mJAO3eiQYqMGPE2hiLj2LFeMWnE/Bz0iep7qorc3PvC63Hn3/yHzvvbLKAgWEPbAIAHHngAO3cW1yGmwuAIffq11rV+/rH6VH748GH8xE/8BD7+8Y/j1FNP7dT/hIQqvOKZv2AMEP5TaAd3zbwsFBmkwhAAdFmVAQACohgizDJ3D1eh9DxEDDFnKMUb8Iw+HTEA9UrI2Zlio87o5SoNN6Jvt9OeYa4LNYZVXlAdAZaJQ1K9ImGMsuoM2D9KmywkCgCURCYVcjsSLAHkWhSqDCspMe8q7UaMKXNJ3QgyX0fEBZUTKUHLeUBo8FSqPBMJ/6td3IyCzAhjhUCDZRwpyI6oKwlQ6ULSdB2LA41d4xaMh7R9k9pkGRHCZqHxVRhaoki7ay4Wu8i2HZdthJ5JXSgyAO/Z1i2JhFLcDKCsvqCyGgUGJ0a0FHjFM38Bf/qPv9aqDxsVY3yTUDtdQHG6br75Zlx66aX46Ec/iiuuuAJf/epXcc4551Ru94//+I/ed89pp53m5u+++2685jWvwa/8yq/g1a9+Nf7wD/8QP/zDP4y/+qu/wote9KLuB9UCicRYR2giM/r40zsDa6gWKWaoOUlb+4+GLiPqZNjGyIw68mL2ALC4u1w+OTKOe0kdaRHDchAZRxfLLj2xflURG2OpL+rQhszoqrqh+6c1mdH0gVFBZLRRJomd2yF2bm9036rcvoLIaFJnJSKjGjRaOLQNANi5c6f3Y16FU089FVmWlVQXjzzySEltQTjjjDOi9SeTCU455RT8r//1v/DP//zP+L7v+76iX/ZDdjKZ4B//8R/xtKc9rdNxJSRAGl8Eba1rochS1oUc3krahTI5Kg0xYV1MnD8JJy8Aig3kkRrR/VcoLyKGEoC4r334l+b5qDIiZEaf14IzdLUzkr1Uqrx5dio9NxSPqPDLKJWnIykEGDkijOeA1KxNQ05IS1wQkWGzs5r+KHIngSOeBCMljEuJT2YoiCLNKrQjPZrAiQv6S0SFWw7KuQsJERhahwSGsC451vh3KVWZMoNdH9hb01NhVBEVEVTFMykID3axXQabft/UWohiW3IfcX5GKM8DZXIRsISiKvT2AcEIdHweAZ+4oP2zspL6Qgbko5QFsRg8j5sVY3yTUDtdwON0AcC+fftwxx134MMf/nClqhQATj/9dOzevTu6bt++fbj88stx7bXXAgCuvfZafO5zn8O+fftw6623dupfWyQ9zxpCTIURQ8yIGZLZQGzfZgyubf1SdYYEhjgeGOSk/avBdNukt0sAN3TVzDCXhckR2dvFhNxLjh7rfi1ipENfdGmL3FpOTCd47NC20TKwdDmHVddrSDDXVvdS24+MPkoK9iz1zQ4UgruOJKwfzM7O4sILL8Rdd93lld9111148YtfHN3mkksuKdW/8847cdFFF2FmZgbPetaz8Hd/93e499573fT93//9+O7v/m7ce++9OPvss5fteBI2Hl7+3F/GKy54R3S01DM4KtxLSqkVudzcK5d+eTjxeoAvUwc8YqNytNesLP6W1B3V58HZ5m3sgZrfjzqj12yLsjuD13aoACClQFlVEKZc9bOVlOerXDU4oUBuIJ6LSYMbSZ1bicuMErQVEhhxF5L4sYDPI3ZOmGrB/S0rK4pArH55GAfDkRVjge7Dpnstdi/H7nfu7uW2DZ6Numes6XksuY0Ir6z0PBKBwdxHYu+TVzznl7D3O68b6aQmHDp0yJsWFsoDYRSnK4y7VReni/D85z8fZ555Jl760pfiL//yL711VbG8mtocgqTEWCMICQy1bQ7yaIOcfPdO4KFvNrYtZmagl+Ijx6VAg9u2Qh9tHyyyk4FX4WIyRjyDwuAdh9ntrsrw90tExrat7YN/jqHI6EuGFMQLP47uP9h9CaBQlTFGNppK95I+HyItXUt6E4FV7c3PQZ+8u/OVSGqMOHI7uje0ja645pprcOWVV+Kiiy7CJZdcgo997GO4//778cY3vhGAGbF48MEH8clPfhIA8MY3vhG/8Ru/gWuuuQZveMMbcPfdd+MTn/iEG82Yn5/HBRdc4O2DRkfC8oSERkhAQxojTWiKAAnAjOzWupcA8VFgAafA8ImDrHr0tzTyG5AXoQKD16F5TsAE7epwGyvbH9PFhCswhNbQ4TeJRvEzy0QungrDrRcRhQZ8NYbWnsJDw6wXWkBDM0PfbKitW4iEucyZNO+0TKrisjLXEVh1Rq5FSbFRhdCVhJdx8gIAIzcCogUICAw6B7SuOB++ooWd55LSwpIbYYd7fBLUpVWtXEfuHrRbEdQlXyIhCteSsKtSQOTa3yZwO3HPIrmSaFXU48+Favhe85RRATkSexYb3Ec8AsNmMNFCQCxFDnSTYIxvEmoHQGkA453vfCeuu+46r6xPnK4zzzwTH/vYx3DhhRdiYWEB/+W//Be89KUvxWc/+1l813d9F4DqWF5VbY6BRGKsY6htc5BP3gPx6IFR2yVDrJHM6DPCHBiQbQiMuYNTLOxqrjfdMt6HCFAY5Eu7qmo07+/osbkVITKGkxcxdCM0hgRJJcgRk4wAESJjyEhKA5HhERiZfy7C+DNtoU/dbWYa+LRYUM9EZJQxZkyMLnjNa16Dxx57DNdffz3279+PCy64ALfffjvOPfdcAMD+/ftx//33u/rnnXcebr/9drztbW/Dhz70IZx11ln4wAc+gB/8wR8c1PeEhCikhHENAaCEjRegYS3LevcSrU3aRXIxAeC5mQA+aaEVkLX4rQ7dSYBilDlUYLA6pdHqKjeTpse4z+dETGlRMcKvwYgLwCMsAHua7fZkvHuxMWCNUnvNIKytajOXUCgMd0mEgJQKyrqP0NXJFQw5Ycs5YUFdc6SFNZSoTh04kUGkhJsvuZcUBAZ3IVEsjSylU1VWhQENm05VBOlURaHC0HAxMcLgqbE0tnWqjMpr2xaeG4i/rRaGzRAaNtZFUS4AuGwkQHkwsIZURCbgu3tRG3aDIc9hSFzQMbZUc2kp4bIDbWK3krFjYnSJ1dUlTtczn/lMPPOZz3TLl1xyCR544AHceOONjsTo2uYYSCTGGkBbN5IqkKHTlcxokrnXqjIGSuSzg8ewcNZ40ngiMCbHgWk8kUMv6AyYPDyH6RlERHR/GJebyFgeAiNEPaExlMCYHPeXp1sEJscHEA68rW0TzD3UIihu6AYVQ4TIaKu+KAXSrUmv6sgLAGqLuU51yqyEtY+rr74aV199dXTdLbfcUip7yUtegq985Sut24+1kZDQhL0vfBeQCQgaDJXaV2VoTZYuNIo0qsbwsIEaiKTgRhQz2rxv9KbRXwIbBRYlAkL6hg83lIBChcGNJiEccVFSZLD5qCqjzc8+V1DwsjZgxrPmRrJTXKBejWEVFy7Ip9ZmnqppsxOlJKSk4BouI6udNwE/icDwbGMiNqhuFyVGUMZdRUw5oOw9EXchAXMfob/w5utUGNFlFOfUc/FBvcIiej3DdsPVgq5Ee2jnoqVdoE93QYSoV0cBXrBPx1ssxzNIy6FrSwv1BScwdCaw94Xvwp1/8852/UqoRJtYXX3idMVw8cUX41Of+pRbrorl1aXNrkgxMVYZfQmM2MirPnW3Z/zUoXW6x21by0baCD7+avs8hLIjOwMRKjBCg7gPdGYmh6MT9BuasZt3jJPRlphYGQIjhDDnw07Zcemfq46oul7TLWKwuobuscUzdkBtH5h9h2Dv/+iz0dSfFs9O22e4DYYSpBsNPLVf72kkl7WEhNXG5Rdf7xkS2qU4pdFh3/iAlNCZmXz/d+EvZ5mZzzJACAiWmlFkDXExgjStgveD+hcZ2Y0aToTYPFdwiEi9Luj6GROoAoDAeGYqDG8f1vAvxcYAAoO+EGnECAH3FwjiVcCpIryUqNzFw055xfsxZ/V4HZ6yle9LRdOwVve37EYimJpCFCoM8GV27sAOwp3P4DqGBMeYcF3jRj9KRByhHIC2XuHg6gQkg/c8tXj+Wj2Dseef3hGS1c1kmcCQElpK6Kxo+/KLN9/3yijfJB2/S/rE6YrhnnvuwZlnnumWq2J5dWmzK5ISYx0iRmBw6FN316oyeqV83LYVevd2uyAgjvUfFQ6NSSIyPB/WFqgzcMkw7qrKqDXGj9qV2/r573WNk9GkyFgdAgPFeQhA5060PD1tyaa+qowYQaa2z0MeOdG5rRKedDpw4EivTatcS5rIi6Y4OVVIbiUF9AiRwEs+7gkJ6xR6Is0Ifq6M4SdoRD9wL4m4kERdTICiDikxrKuJA6k02oCngIySD/7ob61hJ1Ga5x4R/rwolXWFi40REhbab9fFsnBGOJ3HomMmtgZTY9B6Yf8qYRsSzlNASG3cLSjtKsXEcJdCO9cSITRyJSFpni6fPQ/czYSWmxDGwuDKC83K/PgXBWHBXUlcOlXrGqKVYK4k7NyCzSv/vJfmweoDZSKDXZ8wwGdVvUrQdaJNBT1T7HoDRYwMieImkeyGCRQXUUVGkNY4fPYArMzzBxTkZ4X6olgHS4y269ZGwhjfJNROF3SN07Vv3z485SlPwbOf/WwsLi7iU5/6FD796U/j05/+tGvzLW95C77ru74Lv/Zrv4ZXvepV+MxnPoM/+7M/w1/91V8NPr4qJBJjFdE0StrXaAHQ28Wksj0iMGh5qzGEu5IZdaPhQunWREbbEfq27iWdlARHs95EBtDNvaSKyFgVAqOCvAjRhszoqpbpQmQ0qXuGEBl665z/UTACuigvhrwTEhISEji0FNbYlpZ8gDV4lUdeeGQGdyGJkhkCHqEBFEYVkRquAzXv0iolRcR4omOpUmhwVYnmRhbgL0uwkXL/b2u0+Xkgo1iwZfiGthaFaoDiY2ivLouNAc32K9g2piFyG9HQUErYUyE81xJQME/mKqJso+RmAlgCg52U0K0kFtTTlJfJC3cqGIGhlPQVGJbAKFLYWvIiVKNwFUagqGBnxjvXlalVY2UdoAXMYF9wf7tr6jpDZcL+1cX9zOp62zURGVSHnlFOlISkRhViz14Y5JM9g9ojC4ugn2adJUKygMyQ0pwnSWWi+7OW0Btd43QtLi7i53/+5/Hggw9iy5YtePazn43/9t/+G175yle6Oi9+8Yvxu7/7u/ilX/ol/PIv/zKe9rSn4bbbbsOLXvSiZTsOofXIX+SrjEOHDmHXrl04ePBgo1/QauK7vv89mH+42ZILDZaYCkMebzZqxKMHoJeWmlUYefg2LBMYodwtRmToLWUjOyQwpttrYgIEZAYP7FlHYCzsql7HyYzF3XY/LcmL6Y6IRV5BZMxsiWeCKW2+dQEzsh0ZwomMrgTGkspakxdLxyuuSQ2BMTlcfxI5mbF1f6tuYO5g9WspJDPmDhaBO6sIjMmR8jUJiYy6mBhE2oUfAKJKjREE9oxiYbEVgUExMQht3gkhTpyxBZ//r/9Pc59WEcv57qa2f/DPfhIz24alM146uohPv+w/r/nfmIS1g7X2XfI9L73BvCsV4IJJKm2MLkXLdtQ2txaxIzn4MpMGaEZmsGU3Twjf0VWfoCFxEZZ3ITBIecGCCWormadtzbJpS0saHab1dj4zpIeWsFPFfAazjQRURu0GU2b+Uj0tYetpf1nQPC/Xtk+W3RDaHlfxV9g6Qpp5Y1cby92cGg0ptVViwCkyYLrkVBmg7SKXIlynAyvUi+eqg4CeQXlMgcEDeRpCwxIZSrBgngLI7X4VTCBPZcqFsga+svOa6tAkimX7nULzQvkTFCBz7eb99bp6PrffJZqW7Xp6VvLI8+fKI8+eUj4pyJ+78HkLScTiYqASbZ47+9eLPdPw7LUiMETxDP7Fn19b3ccVwnr5JgE273dJUmKsIk6cYazqNmQG0M5YqYI+dTfE4Q6pU2m7kMCI1WmhyugajyCmyhgaH4GrMobEcHAYwb1k9/Z212RI+tXlch8BmgkMoDjX2/7PsG4QuCqDCIw+sVXaKjIcgRFbt3t7NZFRt+9Td0HNTZAd6h7ApYsag94xCQarlZ0kIWGt4P/a+x8hnPFhDDutUASAtCO3woZMq1VlcP+GQJkBCJ/QoL88I4JTEtQgNiockhdU1mBEhe2EbiOatgECxUdDv0KEhxUZ2fdSompeTwBgaVUFO83BKffVF7ay0qbv1DAZ/exQyLVEKTNw7gQ0Qjiig6sytC7SqxpXE85OxM8DJzTakBdhDIyQwPDiWIQqDNC5KcprXUnYtqGrSMktJHLtWkOg4t5hbQrj6iOCMlh3ILc5LUsmxQgUGe6ZI/WFc+mi+4N3oK7fDc8cLfN1fcgLS1w4AtGWaSnw0u9+N/78L3+xvp8bAGNnJ9lsSCTGKuC7vv893nJXMqMP8p1bMOlIYrQhMLz6FWRG34CKQmksbTMWsJodRmAQSPjQN2ZGFAPdS9rgyIk5HDnhG9Pb55sN2QNHugWe9NDSfaQJYwRaDUH3w3SLxMzR/ue+jsioIy+8eiGRUaPCUKfuMn/nzKs337mllsgIVRhdEBIY3/X971nzaoyEhITlhc7saLYzjq2BKmFHrA1RQX77VfExfBcTFNY1Iy506FaCgHBuKwTm7h9VqVSBdoaU9cEvZVNgr23PLg8/PWKGacfPExcvIyyjdogE0XzexsbwiA6KdYESoeGyldi0q5p1NCQyitNryuieEDwrie0ckRpub7VKDHbdWB1HVATLnMAIs49QDIxSNhIvvSrfEREUPtFRct2JYFBQT4+NoDK2TgLItTPYhdRwKXIFICSglU1LWUdkaHpmUZAVWtvnm5GInNDodAwGbZ83ALXPHIQNHlxHXliVE6TAdDLO92fCxkYiMdYQTpyxpZLIGKLCcG2cugvy0YOD22mC3joHcWwBesvsoIwQRGAQiIBQPd9tKqLYGo3M6ElkPHF4K2Zm+hnhIakRQz41X2bZpOwmVIuRCYyZw+b8y35iEoeY983StmxUIqMtecHRRpFBBMYYqFNjJPVFNSiS99A2EhLWKzSN0gsYyTqVOWNXWB97M48MLlZGNZnB7Hgyorhxxfzy/QFD0aiiK8XJisjaQ0KiyZjiI8ElwsIua7bOuZCEhmCLV4HQutiOlBRhM0yRwedh7b1QsOLaIKLCL3BGPo3wa23SfGrqsyUmtLsR+A6cHMDfoUX4/vMydwbr+JXl8TCIsAiXOYGh6bipLlvvkRKui4xYCZUX/tGUCAovWKfXaV6nI6sR4TJcs/a6luoImOdPsvIqIsMt27+RT7ziWWt+zopt+HWPPGtAKS5NI3khUKu+cC5bVG8TxccY45uE2tmMSCTGCiNUYYQIVRljBPLLdxZGDRlSTWRGVxVGafutc4OIl5DA4JB5NyIjRl6EaBsAtBZk+FfExCBCgUNmCktLWW8ioy3CfdeSGiMQGFXqC7oWfciMuvAhdL/0JTPU9nlkxxd7ERiEKiKjibxoUmNUIXw3tCEvNrsaQ40QCTylWE1Yj/hXr36P8c+XKIxBwI5mWyM2sGULl4aCmBAKAMUHjCgzABSuJkChznCGvK/E0FnL5ykmcY+MErcxqLgxZdoJCArPkGvXvc7gKgv488RJcMUGdykx9YkgYttSGXcvsYyINnSHIQPsDmJERuE6Qm4kQb8DBiCvMZ5Cl5JQfWHm4wSGH8gTPoHB//JzGZIcwbmOZSXp7SrCIdhfdjq1VVM4FY0lyYQUxi8Hpo6QhXIG5AIkaBnNRAbgB/yMkYclNy5Wt3Q8orwuRlzQfmPPGlDEneHkBf3NiLgo1BdunY0Vc9n3vwc6A/7qDzfuN8sY3yTUzmZEIjHWKDiZ0UQGqC1zlcE9OYHhbVNDZjQSGC2kadPdWyCXOo7+W9QRGIS2qow2BAZhFCKDIUZaVGE5iIylpeqTE+tbNlHLSmBwdFFltIx9CqC/KkPNSKizdmNyYDzfly7Ki75ExsHvOBk7vn60k/pisxMZCQmbEcZosIapDTqohSh+ziWM60FoEJOLCQVnkNoGIaT2YDawSg5yZaAyoCg3HWEGVNdYRiFpYedLBhUvj4wIlwwqLmenEWEyvOyhhAoNzdfxv23gjfAXbVWmUHXbRdKtkhqDExpsH8b9wBRoS25YOsN1W5PRLGAJjILM4J97pOow8/FrF7qUcOLC/+uTF7SuKCsIDD8Ohp1UQWAItk54fwVInOLOCdsfV2BECY4BIBLKwd0n5hrQPSaIYBKMarLZRrXS1URGiUhkO+TSnb7PGPXV/vWeMVrHnzGvDF7QTgDRuBdFPTg1hlsni/mEhCokEmMF0aTCICxtZwbmmVswv38cw0rNTSAXpn5Z6GLSJqtCA6a7jUGVz5vbKzsxravuoQ2BwVFFZnQhLzjGcC9ZOmJ2LufbHzcwLpFRR2DEoE5MYmrETuga+6KNKqMLgUHoSmTk8xOISFaePtC7t0McPjaq60gdZo4qHH56kXFo5sg4x7FRkdxJEjYrKPCfs4DtvDGKqRy+EazhjCxoDSFFWZnhngdl6pFRpbVxRaH2uUoDgAs46DpYY2yV3DisYVRnWFF5VNLuZ0MgAgNEcvDz5hEm1V306kTqxeJgFDtBcf7NTr0NQi6jtC39JfIpcC8pjfLDXkLal9tHeBOEB1L0IqrSQPkyxsgLWvbiX9BpCMkELw4GCjLDq0PzwjsfXtwLOpcxlUYNGmNj0Omi02uvvyMDyTBHET/GxL4Q7tkQ0C4mjYYN6ipEER+jisigMiIRXZ9EcSLpGRvr+bJ/G8kLAYTPmeZuXBknEeETHBknO2rP/rpHcicZhg1+e6wfLG2Xbgpx4swtOHFmd6u6SoURQp26azSjiwgMrx/zca6Mp71c2pZ1JjA4uLHbl8DgGCMYpTrRnSPsSj7Etu9DYAzFkPMVu14y70dgENrcS/n8pHRvxu7frlh4xp7a9RTUs9Sf4HmtC+rJ3wkzRwviou49wtGWUN1ooA+GoVNCwnrCxT/6XjvaSZMwhkLGRkidkWENDJ5uNBOATTfKU5PqTBbGiJTGWMlsAD8pbUrTohwSLrifW+/iVMjqierQdtyIytj2vLzOJx8oDCtmwHEVBhmjQGBIcd4lfBW0eTVUjf4H64WuqM+N85hBT3/5+pAwcCqOQpHB4074wTb5cjghMjXV5WoLFv+Cn1Dt96coLx8vV2G4y9BGfBBs47ZrK1zo8zPA7i/Av398skwUxBpPP8ruWc2eCVdOz5Z9Tvz1zc8XPZOa3D2C58utt++Dotw+85n03w+Svw9oKggMp7iIEBjuXSXM+2ujYqxvks36XZKUGCuEmNHQZGhw4wQwhktbVUZbAoNDnboLOctXPHn8aKft6wzAOlXGEPLC28esGIXAIIyhyiCCoIsqo68iow8BMpTAGCvzCFdlbHl8BC0nqhUZVaQaYbp7S9ytpEVgr8Uzdph9nzSPmSea07eW+tbCraQtocnfL0mhkZCweaEpK4eGCfBHI70KgDDpzEUOF4RSa1jVhbblduTd+veTm4nzQyCffnpHKm2DExYqDudaQlkVwNbb+VYIjT0EI8beaDFKI8PmfAhUSds5gcFJD3I1cfvldnWDe21r2NF7T0hhjX83uM5UGuaPWeFlKuFqCnda2Si/tv2n6yngdipg9yN4TAyrIAjUF6HrSOlwNJ8vYmJ47iN2OeZC4sXB8LKQ8PmiTR7Q03MlCVQZrUmOKtDptX81uYXQbWFdOzTNSw2hYN1GigCroRpDZ6JIeUzBdYUoriYLsOvOb6hw8rLFtDhOd0wdnyugXnXBiRhL3lBcDs91RBhC1YuPQfV5wM+EhAgSibHCaCIumkAGzFguJnWYnmxk6m3IjLYj2CGZ0ZbAmDmSY2l7dd2lLcv3lpscB6Y7hrWhTkyWlchYDfXF7OMZ1ASQ3bxmajEmCQWUiYwmAoNQSWTUbXPytuZKA1BHXswcVVjaVv1uiREamzE2RnInSdiM0NZ/XtiMIY7MEHAxMpzRSmSGNwIO41vPjUeypRU8YxtAYXE74iIwvAiqeJa6ZH/wg3CyfYYj3C2NLD7Qb9qCr8IQYEYX6wg36Pu+FsgYLh9ktbVtjXPNDGlTZokMQR1ibAh12BIUnAAwzQgUWU6KLmn4AT4NodJ8rfygnuyYwMgLWxaNgUH1PaKCr0PhysTWu2wkgWKjmBfe+pLipSMcp1R1uei+kYDIwQiQ4lqZIhYfw5KCEJbUsNlKyL2EygEELltwz4CLk9H6OCqeKfs3+kzxdTXkRTTuRUvywj1/GxTJnWQYEomxArjkx94LdCQvQhVGiDoyo48KAzCjx3KxvN/pyds6qzKakM9PsLhrnNuPExhkUKsR72w1AeQJc/3UfP8R7eUiMlaDwKDzARTnegwyQ07N9Zw5Po4aAzBEhph2b68LkREjMMZUY/RxJ6sCERpH92w+b8JEYiRsJlz0upus8WODc9oMBgLWUFCUYhUmlgW0MSzsqHc0XkYLMoPEF8bY0m4UGeCGp3YGGIBCkVH3Exu+spiRBUTIC6DVKDFt47VB2yIw8GydKjKD1+mCWEaSojG48+/UF9aK5WoMxjz480yZ4eJjOKWF2aFHZNgDEKxTbqBf+ARFHfz4FvUERnTbUHnBzwf89SKyr5AAGUpYNILzRnRr6fJ6ziVBChv3IiAy3CFQTAwiOGx5SGYA5eepzeeq5yolvHn+PAHseeHPWwvyIhr3ggXudMonR3agaMOWX/RvbgIE8KXfuqbFQa0fJBJjGDbfV+wGAxk35D/fRGBU+eMvnTRfu9305G2VI81VKoy6YIlEYKjJsAevSoExhkGtJmUyhBvvvdrsSCA0ERQrTWDIE7LyHAwhjuTUv2ZLW8Qo6hq6v/oSZk0Ko7rnAmh+rmI4fsY8jnzbSQC6xcNpIj45iMB47tve17l/CQkJax/Pu/omqAzOt1yRX3pmAmGbmBjClGdUXsxTvIxiuairJgJ6Uvi5q0ya5Yn0yrmfvJ7IIoZGZpdtXA3PP39iJ/K751Pgy+/2I2B9+O3+yNhi63uNFLNRYEdcBDE0ihFpXodvEyFHqhAY2bHAlF7dkkoBRYwI1wFaJ9xf7qbh0p1aJY1W5iAMX2VjVijpDk6rqlgYwaQE20ZCW2NN235RO64PljgrykXQb3YSK1QYpfMRwdAsJDq8HwBfuePKhKvDDfeCCAAz7ssuTC4mhUfA0f1Mz40fb6IU+yL2DNFEzxk9Sxl7niayeHbZc+rFtmDPu/K2te+H4N3itg3fPTKcL95ZXrk0760XvnbjxsdI6I6kxFhmPPdt7wOswbDtm+2MjC7GCFAQGXOPLj8n5VxMnjhmlkcIhEiGpuw4Wt5k5A5RZdRtI0/IwYoMoH2cjCpFxmoQGI376KHKqKs7RJUREmSLuyaYPTiO78tyuY4cP6MgPcZUXxA2o/qCQ2N4PvXlGsRLSBgbTq7tKSTs6K3Sxci/BgRJ17Uu5qVVY2g/LSsZi05Cz9QZJIc3o+OkwhBuhNjUs/OStjHwXUqan9No5pBwlBjwyAsALm2jMyCZEekpNIJ5L+CnM1rZiPWIKKVetd1wmVRFpK47kXaeKjp5B517intC9ViWDLcpnSNScLCsGOSSEfGfKKVY9RZsm4xsiLqQ0IZ1BAZrI3QNcX9d/VI3W6NwFzEzRQpiFDtht7ZAZL1AcX7ZvJaAUKK4tqEiw957TukUHI/nvuUVEGw5T7MaSVla9RxxQoaGvD0S0NaPqi7ouHm6VB4fgxE0MeVFMQ9vfrqMruOrgTG+SaidzYhEYqwgjrYgM7oSGIs7CkNWTYwBtOXhbhJ2PlqsZmXUpYRj4eRZLJw8i7nHFjrth1A1Kq4mohWR0XWEXk7bExlt643mXrKtJr8oQ0hkdCEwxnYfabXPFmRGbN0k4rVURWTMHIm72tSpe2JERlN61enuLVjcbYJ1bL3vQGcCg7uVVCmhOHlBUBOB6RaJ2cPtY6NUxcaoIy+e+7b34X++722t97GekdxJEjYNyDhAQVQAYMYfGYI26CAZtGQNM+NRKOtmYrfxYmZwo04xa46PjGdEdvjGtjMIYfrhDKOmz4DwEYypHWoML9/thC1zQ8tTbfhteyPwdf0aCiJ8OCnB1jmSyHVKW6OXBfkMt2XGtQubYLelwJMesUQbCs03NU1VvAtLl4+TF6xCSGCU79FIwyXlhQjKK+4hToSMDDLeOQlniAlh72u6DMIP8qkZkShggukyIgNA4V4ibduquLbFtUH985NFjrvpGeJBPRE8Q/x5qCIvnKLEbu+pTRCNe+E/eyjeYazeRvv5Te4kw5BIjGVElVT76B7ZWpURAycuYjh+xnxrIqOP3N31wxp2swfaGeJAs6y/SZXR18WgSZXR1xViqCqjC44fKVJuTubaKQpWQn1Ru/+K3Xd192mjyBjqmlQFus8B4OjTT8Lc4/H7Xc3WBNasiI8RIy9K+w+e9y6kBpDUFwkJmw3f8eb3OZWDR0gIGD95MpoUAG1HghWvJwr1hlVfOENLWaOKlBmwbWi4bAuO0PBG1WEMIj6SzH862eu97ch5ibQAfKML8BQTpVFjFMZUaEQVZbyNYB7xZV6P1ykfAFvHyaCQsAi3aWozXB+VaZh53yDWnvHsN1c0qJsuUKjGiJEXtGzvHbddjJyIuY5Qv3hXwvWR+sV+6w+hEXR/8D7QIyfYWWbzTg0l7bPH7h1B5EQm3PND8U6cKkPDkhmiIAQBxkYFxGANos8OUCItyvOoJC4AVCovSgqLRkIDVkFVnDNq7znXvA9/d9Pbmg8yYcMjkRirhJgqo06F0URcTI7725Jx1FWV0YSFk8vpIxZ3z7YiMrrEJYipMsaIkeBUGURqzwxucpAqY7rQM1ZDy+20ggsE1RVDCQyOhZOAuSeGxSqpIzK6EBht3Uo4eQHApQcbC20IjMlxhekW/zrwd0GM0CA1RhfyYrOoMZISI2EzgH7jhIIxOLQlHLT9PSAiwxpTxnXEEBWunibbiLmZsHrG1YTtRwOUcpWnaAXgyeFdik+gGF0maw/w1QUtEZPDl0kMFAEKuTtJBYGhRWhw+QZZKKl37XGEZAYiyyhG4qsP0A22u+3d9UFhINMYflyNUU1kmF3YAJK2sRKZ4REudl2kzyWPBs3X+eSFqx+SXTUEhqhYF81KElmOEhoxxE5XjLgAL+cuI/Z0CdJSwA+gK+EaE9oua/tsQZvnByiRgaTgIEIwPEY3G36ORj4Hmp6bktqCjqfhuQlJij5uI2E9j+TYQEhKjGFIJMYyoW3AvCoXkybSgiMkMDjqyIyuKowYgUFoUmVUERhyqisNUK7KOLpnYvNmD4dip1YujUNkAO1VGXz0SUwlMFleJYcOmm8iNcYkL1ybS+MEWw2JjL7qizoiIyQvQiycPFupxqjD0knzyI5NW5EXbVFFaBx4msTMkdF2s2GQSIyEzQAiGDRQGHxCWPJCOxWGM55VUU8Lm3KVFBVuPRmPumxs0s54VhMiJtz+qXPw3U6oDHa70DKuYzTCqlWkgkdacIMMtYZYaIQV+ym2d64mvE1ep6KvsTKPzKgYUee2tYfwHAM0hu+TDzw+RkByaGjPvcQ0RYSF9ncsIoQF7wtfLCkpWhAYrB6tD4OWlgKfclIj6NKQuBimAZSP394m0MWppW578/Y6OCUGeEwMRn7QLlzcmYDMcJevuM9Lzwz1scqE6PDMRIkLd+ztyYsSSRGkVA2JC69NGbS5wVxKEokxDInEWGUsbTd/j0iJbd9cvpuQu5iouQnyrctz6WNkxtBUqidONm9j59/b0+afzsXL5ZL5O4oqY7FMZIQkQrlj9sDGJjOmcTKijtRYLgIDMOd/0i+MigdS5OSzGWYPDXDLihAZTQQGoS+R0YfAiKkxYgiJT3q3AGhFaGwWNUZCwkbFc9/yPuTzKEZpA4JCAEUcAjAyIqgHwCMtnFHWkcwAGKHBjdXA2C6RGkC5bh1iBANQIi+KeTCjrcYYQ7Gdp8Kg7ar6UdXnjp94ZKSX7BM6L5ZsoNlQjVGq720LPhMnMhhxoVmDJUIjAi9eBq8buo/Q+hKBEfQ/9pf6E6vbVC+yHEVAXnDiwivjBIWVyLjTrou2itNfQWTY/Zl6lgSwZAYAm1q16H8pDkbf5yVMMVxF9tFx9CQvykQFSkSF5+JVodB49i+8D2oG+PtfTd8smxmJxFgGNKkwuHHBcXSPeUFs+2Z7yrhOhRGCDKjpvNnP1keWovViwT1jKgydCYg83ldyMRlKYCzuLBtvfciMKgKDY5Aqg3fzuFnQcx0N7DFVGRUERgxO5rswLoEhI7fXGESGkxPm5v4YSmTMPb7Ymrzoi2OnmxtrcmLocFA96B0Sgt45m12dkZQYCRsZ9JwLTkiIYt754muYkVZVkAwirEfEhyJ3EkC4oIQAtCjUHORqQm4GtC3LbFIYoIVVTsasM9DY0H6fkXPv0SwFKiz+tjHGALTy4fcUG0EfSoRIX/DrGJIRvA5V87iJOrcSV+gta0dICeYyUtTRzpKv6a+37F/vUIHjERgVBEeYUtWpMFj9MCsJ374XiFAgPocF79QCTjAhbN3YvAYsqSjs86QL/ohcSzJbURUbFmomdm4AG+vGMUvVUDqaiYSaK45xwHPi1hVtlBQWVcRFFclR61YCv63l/ZxaESQlxjCsiHfRzTffjPPOOw/z8/O48MIL8YUvfKGy7h/8wR/g8ssvx2mnnYadO3fikksuwR133LES3VxWLG0vphCTY/7y0T2i0hjpi4WdEgs7pSMwAGNYkXFVu22NG0kdFnfPDnIBiREYHG1949oQGAS5FDe+qzdA5VPUixToQD6M1YZYkEVfa46nC+rO4XSu2zUhUK7wEHX3SVO2m8UdWW8Cgz8XVUE9w2eMnsOFhns7RBuyss07o+49tBmgtRhlSljf2KjfJO4jXxq3SS0BnZkpXC7mhZ1snQzGkJBFHeW2EVCZiKyz5XydtCSANG3rSdGGqWf+QvL+iGKbHhMEW2ZGD9x5EYVRlVUTGNrVRam8UGKwuswo4+sqEaxr9UphRrmzH0P1Am+wZOTz+UgHSmqHCPHgDhZ+++EU1Nca7QgMROoQgeHtI+x/xXxfxK6HZ9yzsuj9UL6f+L3Cn1PvnrTPAt2TJUWCZPdm1UT7aP0s2f7YyX8+g+eW1afnld4Hir9Xgmc/XAf+7qDn3r6DwneU2zZ4j9EzvN4x1jfJZv0uWXYS47bbbsNb3/pWvOMd78A999yDyy67DFdccQXuv//+aP3Pf/7zuPzyy3H77bfjy1/+Mr77u78b3/d934d77rlnubs6CrgKY6jB0GSUNBk2ocGULcbf7m3JjD5Y2N3vLdNEYBCqDFug3ljOjte320hktDT2V5zI6EFgRMF+1LqgCwnUhchoIqza3i/eNjuy+g/NFqgj+GLPFH8G+fPZldTgiJGeITEaQ+z91DaWT0LCesVG/ibxDAVu+DgDpW4qGynhNs7oiBk0Ve1ksIYOM4yILGHEgjPYqvoqGiZ23DHiwqknuBHEDUjP4LTvU26z89HiCKnhICLzYTthvV4Xu325iBk4MWKggoggEiJKaFRNqNgGiO8XbLnt8et+ip1WzYfXC4hf27COXRcqFgqiS8Bzt4jdV+w+DskM8HWx5yJGaETeBR5pIePPJ5UpTjB0eP5VVt5v0zsnnLxtQkJn2S3YhLWOZXcnuemmm3DVVVfh9a9/PQBg3759uOOOO/DhD38YN9xwQ6n+vn37vOV3v/vd+MxnPoM//uM/xvOf//zl7u5gjD3C2dXFpMoYqiIwOI6dPlNyMemrwuBY3JF1SgsZM0izJY18pvrHLXyZ9RnpD1GKldHzhSkW5PK7lvQgPloTLFStoTudFCwWTe4lXX6k2rqWhLEjFnZnmDtQf392yUzSlxDkz+5c5DjC2BhjqrU2izJDQUANtB6Gbp+wutjI3yREDHhGImUiAcouI1G3E2NUkDuIV8fW0zDbas1cTXSQ1cQavwAqXU6cayhJ9GldRerVTiDjUfrLADMY4RMRRGBUKTA8aXzJOGXlVBeoNoLruq7jtnxdFhMer9OLjeF2LXy3Etc5XVz7YkXYupvrlDuGdzZUS1QpMrw6cRVGOeNIEOSTet3n3uGnjebpntfmugr7QGnBzoxwVdlfFveCrg89W/Z6CBSXwTsnLjKobV9VnMuux0ZNBM9FNCuJu59FpCz+XDgShvYRlMdIwJKbiAiWUa7H97OeMcY3CbWzGbGsJMbi4iK+/OUv4+1vf7tXvnfvXnzxi19s1YZSCocPH8bJJ58cXb+wsICFhcIKOnToUP8OrwLajJgCxmDhRAapMIaM4MZABtj2/7MwmMDgKgwyHJvIjD4j6iHGIDA45BIGa5aIMOhEZrQlMpaTwOCoIDP6kBccVURGnx+oOiKjS8afLlg4eRYzR6atyYtsUSOfrf/BiREaTzw9Q74V2P013YrAmBwDpltbdcnDeR98L+772Z/rvuE6QIqJsbmxEt8kwOp8lzzjhptMRgKyikrkhKnn7CMyzmg029Zzy0RoCJ+g4Aa/YPWrCI1i34KVaa8fJhgiXAdDcsN1vC2CR7QyA4NnsBXkhatTY6h5+wnKuaHG2yr6E+92tJxOdHSDwlj2jN5oOw1EBkEEZcHq1kwM9SU6z4x1HZSxcj8bSblOjLgotRvuMyjqRHSwc0EEhnt0wmUU14bOeli/eE4ZkeRVYMcRzaPaod8My/E8hIQEAF89UZdppILQoDZChYqpa8ihZ9xwE7527TUdT8jaQYqJMQzLSmI8+uijyPMce/bs8cr37NmDhx9+uFUb733ve3H06FH88A//cHT9DTfcgHe9612D+zoGzvvge4HTgflHxqcHl3YCB3YKZI70MAbZ1kea32ZtVBghHv/2LZBLGlse6xfUosqNpE6VMQaBkR0fn8QAAGkTUaiBwpTOqowmImMs95EusE0MJS84pnPwRuYmR+vrZ0vV93SMyGgiMNqoMepw6NxZTI63f87aEBmEhZ0Sx04v6h54RjE/M7JtdOL05U33m5CwmliJbxJgdb5LSD1hFrRv9BHRIFAE5uSvH8UMOo3qjCY8U4nw68VdE7TrjgjXA14dz1hFMertyipel9G0rG4lOz/CLy8Za6XyFgZbxd/aPlQtt7VBuEogKOf8gyM3QtKCt8OJjJAEcSxVsD/+M1dBllSWVSozygRGVZuVxEVNl2rBmAUi1pzCgpd7y4Uag7dTJjCqiQx/18IeprlwXvIXWq55FjjZ1+lZKJEY9YoL137dMxCqJQI3mcp6AXlRXUdHCZOEzYkVyU4igodKa10qi+HWW2/Fddddh8985jM4/fTTo3WuvfZaXHNNwcIdOnQIZ5999rAODwQZAk1kRpMKY2ln876OnS5aERltwEkEaY3E46fIWiKjLkOJA39ro6zKkFMNNRnvTVQnuewKFTwhcnENERmrQWBYyMXi3Mhpfd0mxEZCptuaiYw6EJHRRX3Rh8g4fsry6hk5eREDvSOqyIy2aoyQvNioaowxAmBt1gBaGwnL+U0CrOx3yVPfe5NxvxAw2RLo99Yb4RUFOcHXE3hZUMcjN7QwhAcAQakeGTnhu5PAqTOqCA1jNAo2b/vDlRqEis8M3WTFRI03ESzXzdcbbdFRbhG009CvJnBXEb55py8/x2UwNQZvM1Rk8JWxlKpNHSgREcIvryI2HIkl4oRGBLXEhsYwtQXb1nMfYWSHxwfBL4sRGZyooMfTLIji+9U+L973bAWZt2zPQEviIiQaoi4jAs1KDKDkTlLU0RGCxPx92o03QQvgGz+3/hQZYwXl3KzfJctKYpx66qnIsqw0wvHII4+URkJC3Hbbbbjqqqvwe7/3e3jZy15WWW9ubg5zc8sw9N4R533wvaWyE6erzqqMOuIiqyA9yNCJkRlNKoyY+kEGo9xkqLVVZbQN5snJjDFUGIAxfoHih2fIcx0SGIQxVBmOUNjSkswIiYxVJjA41KQfkdH0YTEGkTGmWoQjRl5MtwioGdE65WudGqOKvMiOAXmElODvja7qjM2kvkjuJJsbK/FNAqzsd4nOtPOzL6czhY19Yd07JCMWFNh2cAoNIVHE0XDbWGNK2fUaJkWrNR557AxDcDgbjKVbFc6gLNZpr14xbw0sbmuXjOKmwZOAqOKLIijjyzHDzdapNd44oVFFdoT1KtD6FeOIicIQ5twCGc9uBZVrAR1zP+HqC4+kCDoUIzWaDqKOvODliBAYlkDjah6PWIu0MRoY9yLYDMXGCMkKXtc7jXSR7PPikY2I/RVFWx6Z14bV6Xbvl0g7Xh7+pXVBrIrWxIVHdti+dCAuYG8NXqeRMFzDSO4kw7Csw4izs7O48MILcdddd3nld911F1784hdXbnfrrbfip37qp/A7v/M7+N7v/d7l7OKy48TpKmokcBXG0s5iGoKmUVvC4k7ppi44fopsHHnuk41krFgFRGBw9AnspCbVBAZHaMz3wvEO12AqgROZmaai1eSlTx0BVcfcdM7CbDCx6xIjQmLXtC2mWxqeh8jq2P0bBvVsegb489WHnGv7HFchfJ9UKb6q3k0JCRsVG/KbxIvkrx2p4YwECT+tqtRmClMeMmPBS2vI2i8tu22DDAaxVK3RqZzqsdUkwm1rUk2yY+PGU5GhJFjmmUzqyIqokSfKvyuh0RhZNwqajBhGAACMKEBR5tqJkgixOjVTuF++nxqCo5RJZTmIiSbw6xygjUqnuczPihMz7qP3bJv7nqUXbj+1ew5L7xKWeSj6rMfeH5QmVRRlYUpn944K9y38OuB1NkC61YTuWHZ3kmuuuQZXXnklLrroIlxyySX42Mc+hvvvvx9vfOMbARjZ5YMPPohPfvKTAMzHwmtf+1q8//3vx8UXX+xGTLZs2YJdu3Ytd3eXDTEXk6GkRQxclcFVGG2NqVCFEUOVi0nfdKpAYXB2iSvgbV9j7HZRZbQhLzjGcC/BggSyZfilzs0PS1NWkTZoS9g0qTL6kEp9FBl0Py3uFJg91G2nVW4lbVxH5JKGCrLo8GcvVGlwNcZQ8iIG/o4R7Lq0IS82oktJcidJ2EjfJE+5+UYTHksDQglj7ymw0XTh3v8lVxPnDiJKLiRe3AzBlkN3FKb6oGwlznUkGDV3oS+8UXR7IHxEnbpeESujNN8W3K4W5fL67AxsuyYCI1wX7DvsQ6fXCR/ub1nfXC7h//jWyQZ4B8OYGOF5j/Uldm1CAiS2ru766nj2kUZ0qK8FOw26XE7NeadKo7UiA3zenVph55kyg68PG+qC2P0eudfd+mC+SVkUjXUBtHIZcUqOUh1d2sYpL9w2OrodBHDux96Df/np/6fjiVpdJHeSYVh2EuM1r3kNHnvsMVx//fXYv38/LrjgAtx+++0499xzAQD79+/38rN/9KMfxXQ6xZve9Ca86U1vcuU/+ZM/iVtuuWW5u9sLMVeSKhx/+iJwPMP8N7sZ/FWuJFU4+HSB7ITAlke7bdcWXV1M6rC4s3j4pltEZyKj7Wh9XayMruQFxyhBP3MxLpGRj/dC66o4qYqVMSSfe1siI6a+GEpkjBn3oorQOPh00doNpMqlpAon9jBCZksOcWhFQiGtSegRpJub9WNho2AjfZPoTINGr7W0BqdEkY5R6WpXEyK4NUsBaY1FrRjRoIrfTc+1hMgOWrb7CTOVkHzedwGw/eckB4p5s87sVPC6FiImqY+94iseVS/4YUgmxEgMqldh6FUSGDVl5T7V99mvHNQNLGduLPs70MV2GhCwbiV1RAbgkxmEGKkR9s8rix20/7ecjSSynXcfCb9uOF8H23/iakrrUHFa7IIGnGtVVQYSiOAeF+V50ybbodtPy3uc9der2nCPu+Vwfug9LiN1EFnXh7jw2tZFfwWgh3xgriLG+CahdjYjVuRr9uqrr8bVV18dXRd+BHz2s59d/g6tMPTO8tD0iT15ZyKjDWjkNTth/h4/Fa2JjDYqjBDHT5FY2iowf6DfC4QTGIQuqoyu7gYxVcYQAoNjsCpjLCJjJAJjqLsMV2WoueKe7Is6IqPJdaQPkQEAB542wezhbtvF1BjxPkkcP7VYHhLXogoegWHB30ebmdBI2LzYMN8k0lhDmuQLGkaRwZUYzuAj61Y4coJUHIWqIrKdYHXCiQxBS2g4W5dnN7GkBldYcDUGJzCKOigZuLWj+eH6GEJbWJTX1Rl5VQqNMJ2qV69iP7H2Yn1sBXsdipF9XVpPlz3cphWRER4Ej6XR2LeKA9Ll+Ur3FqBEfpXW9QU/3ipCI0CpjuMfqjOQ0HbeteDXLTjvXjYSRBqLHUekn6U+VtzLtcQFqxMqLGibUkyLKqIjICFC4qO8nY6s06w97fV/2M2QsB6RvmAHok6FESMvOMjAaCIzmlQYTW4pZCgtlyoDAE7sbiAy+Fu9JUIyI1vSyJlxOCRegtAmVsDSDvYjUgO5IKDmmg9ALgIQAmrS82U6lMhYIwQGgQiibBHI54cTGTE0xr7ogRO7BU7sNp1f3FG035bQaCIyOHkRQ1PWkSY1Roy8MDvOgC3FOnpHVZEZG82lhGy5oW0kJKwJSBTEA4QbkRRKuJtd2xFrZ6dSGbmahIaUhlFw2O0AMDKC1WETbe/ICQHnxkIEB+ATGp7LCdsHbVNPYkTm2/4MVJEZFURG3ah1SGCUDMc6AqQnOmVfCwkJz5Iu1rlAn3VEhtcG60zd+jb9s/sPy6IqjAaM8iUg/MOPnRKvzCNBfCIDiFwCtp9YKlWAPYtdD4yfxgYSo+193VZZVEteWNKjVnkRISrC7WCXAUZggK0b/1Nw2THGNwm1sxmRSIyR0URc4HiZsOijyqjNYlJhKNaRGV1VGNywE9YmOrHblLVVZcRUGDHEXEyGEBiEpR3F/JhpWQFATleByBhAYMip+5qBXBjvRAgNL0PIUCKDqzG6khdt1Bh0D1e20YPQCBEjMLIT5tyE6KPOqCQwarBZ1BkKAmLgl45aj19KCRsTGSMC2OR+yzQsoWGJCwmWnUTXupoYQkI71xIvqwnth5EbIuyDZGXSr28UF2WXkzCjCR2D9xfw64Woey1HHt2oUiJi9PnzoqjHDTagnbEX7reib00IbV1vXfBNUxljwc57REZsRzH0ICzC+agCw1sfdMXdY/X7HmVQnp/gGnIDQNm1RASV3HkuGiiRFat5P4tYOZaXuKD9NMS6KCkvEK7Ty5ymYvkwxjcJtbMZsXG/VlcYjeRFA6pUGVmQxWQMdHEx4eAGHEFE7KVGVQbaExiE6RaBpW39UnmGiBmLQMCC9wBFRxZTAT3Rw4kMoD2ZMQaBYaGz+HXtiqqPiL5ERj5j/qpdwMzRfsfriIzI5jECQ+SojHodPg8hqRGqMZrUF00ICY1QjdGHvIghVGdsNDVGQsJ6x3m//W5DKmQAtKhUSHiGkiaDkSkxXD37TtTC3x5gRph1AxEivi+eYjXsQ4TkKO2HGbNEoBTzVKc4B54bSgxtjfGgrE6ZEZIXbn1g/JUMu7p91hiOpqzjNwRXWwDedfRcTsLra4kM04R2ZWEbnRF23xFQFY2x+8G77gNICS0AQQ9D5JjcobIq7j5mHIuINFGaFyjURsKSc0Bx/r3z7TdQOiV8PUfVdWDl0fvYzbODGEJc0DYyXo+7ezhyAqyO1OXtuItIE3HB5oX9+5RP3QAhNO778V+sOEkJGwmJxBiAp/znXwNGzjASIzO6kBdtjUOuyqhSYcRIi7aoU2V0JTAAYMkqL9TEvPCypfr6VagiMDi6khl1qZ2IIFhWVcaIBAbBETI97OI231xdiAwiLziWtgEzHTOWVKFJfVFHZHBUqTTakhdVaowY6J0gpz3Ii8ClpApDidm1iJSdJGEjQDA3Ek/dQCPUzlXDn9cuwKaxoLSCMxaNcWXrqkIlQcE8ocn2tXJ55SspIFBkwgqznfB6YRn8coDWMesyyFRSUhWgKC8Wms9jnRqibAT6hp+rU0VghO1yY60lKlUbY8KdY7i+lVQZfciMCvKC2i+Vt/huiKoyesKRETVtcMKCn6cKLsQjPorNjDIjrEvth4WD7uGm+5eWq4gLWEIiLI+QF65exC2kRF7E2pLaLwvJixrCguaFLF4IxTwrXwdI2UmGIZEYK4mIK0kVFp9xHPnx4vLMPRyx5EbA8VOBbfvZfjsQF20M3K4uJm2Rz1QTGXIaD9bZ1kAkNLmYdMlLvWzuJT0JjCryIkQXMqPrB0UbIiNGYBD6EhmLO4UjGZoIjL4YQgB2wfEnm4cg2zKFOjQ01+/Gh9KiegSwQxsJCasJKZX5+AUnCDQjLSrUGZa0oECgQhgrSjsXESIOtNsmmtVEwxghLosJIxwAj8Bopc5ATX2w9sHXsx8cn+Po9FtUT2QIvywgL8L5kkHIjLLoPkV1nT5o70IiimvMCYwYkUHbgm/foVMl4qGGwODXu2L71ruNkBR02JUISYrguN3pCYgMvi4Uwpj9Fs+HS6fqNWh30/DNGR5fqe98f7wsRlrQ+ipCI0JceGWRgJuDXEZkQFzQCWHbhaqLGHEhAIh1FOBzjG8SamczIpEYA3DyaYcBAI9/a0dDzfaQO+MRFRfOWFo2ImMlDK4TuwXmn9CDVBghyMBto8roSmAQYqqMLuQFx6hExjKoL+rQRGb0/c2oIjLqyIsx0JW8aKvGCLG0vfs2bbBwRvmm5++OsQgNese94PZfwlde+aujtJmQkDAMMrMkBv0+KWntIUtgKG0MKiV8QsMpOISXOhUS48TOkDCNhjEw2DbcPSRUkURJjWCbkqHLf3t0uSiajtU1EfkdEPH5Onl+a2VGuK7Un2KbaL+qfrZCkoHKIsZyobqpITJsW557Cd8P71OsH7HuVxETFdc1Ghcltg8dKQv7WLE+VFT4QTrZaWHnj4zy0OOGd42TGVTXbV9H0DREeGx7vzbdq02kBd+GvyPKdVeYuJDaEBQCBZEBS1pQHQByHSkxEoYhkRg98YLbf8nNDyUzqoiLEGS4VJEZXeIMLO0sHnI1a578ucfbb9/HzeDIWWY/s0fabxMjMEK2uonMqCIw5BKgWhrL7jd8YFbcQe4lRGSsMIHBEZIZYxDe+TwwY++JruTFmG4lY2PhZCCfL07QzKHmc9/kUhIjLwAgPz5BtqVw/6B3SiWZ0cKlhN5rGwlaN34ntmojIWG1cP4fXocsA5Qyem7DSSjnSqIBmzrVWE9OLQHtSA0XA8ORCwKaBQn1CA3KYkJkBVlolHGENVcoQkwdpxIhgy6cWHmzewlbF/uL4PfIDUB0+M0Lqsak+iUSoo6kqFrH26/oXtXA6qAB19DqDssriY+AzODbNaA0ytyWwCi1w7cb9h1TpSgJlRpVREZIcvAmESnzSLWwH97+Wh4X50H63qOR5UZyIyQvHFGBgrwIiAq/XkFMlNKjuuWAvJBEWtSTF8L7q/Htf3QdvvoD17U7n6uIMb5JqJ3NiERijIiTTztcTWREXEnqyAvuShKiicyoAycvSu2e3I3IaIPpNhR+shaLdnS6icyoUmBUIeZi0leBUWrbGqN9R+RD9FZlLMpemUuGkhcETl6pOQ0xFaMEW13aDsiFntt2JDIWuTrC+nVOWmzf9tovnFzMZyeEu3f4s9eG0Ci1W0Fg1KGPOmMjkheEFBMjYb0jsyoMYYkLUmRoS1QoZeTJbsRYELmAgmnQwhAazG3E/E4La3hoSywIQDHiwtbzyIwIIWHqaWf8CVWoQXh8DBd2QTBDsQWhAURIjbr5AI2y/Soyo8pgjBmPkbp8OTQ+R32tMGs8dqwlNYa3LetvYI1XkhkBGoN28vmmz5mRjbMqosLbV0AuePdnhMigTcOjLqkxeBlrmyPsWxQNJEblvVlHXATlpfkwhkVkvkReNCkvYvOycBcJyQsiKABAWFVGob4whkZYb60jxcQYhnWalGbt4uTTDtcaAXLnopuGghs1dSqMpZ3aTSGyE/6Nv3Cyb4TF0KTCmG4rpjosLoPUPp8pRvPHIjDC+BpjZO4AKoiFXNRPbes07acHwuMWTlUyrF2dmSnf0r+NNoTX4vbIPWcJtrb3bB3aPDuEqucRKD/LC2cs9SIwQpTeOwGx2vTuShiGm2++Geeddx7m5+dx4YUX4gtf+EJt/c997nO48MILMT8/j6c+9an4yEc+4q3/+Mc/jssuuwwnnXQSTjrpJLzsZS/D3/zN3yznISSsAUykwkyWI5MKk0xhMsntpJBlyvydKGSTHFmmIDP6qyEzDZFpiExBTGjSwEQB9DfTZpKAzjT0xEyYaLesJoCe2PV2UlnxLtcZrTeTmmioSbDtBKwdM1JLU6kt1p7K4utNf1lbWbldr/1IuZuEvwyaRLkuGWxuRJqXiWAeKJMbkeWirq42ZCsQU6N48wEZ5LnlhMQR4stCi9rJg65or9Q/EfQrcnBeHyLra+CMadcAGs59sV3pOvLrzFwpYvdG1X1TNSl+j4frI/e3d9/T81bxjJhnMdJ2FjyPbl4Xz25Ve5n/HuDbuvcGTfRuCSf7HhITZd5PEwU50ZAT896i95jMFGRm329ZMU3su26SmXcjTQkbH4nEWCZ4BsHxbDTiIkSVgVNHXLRqt8IYixnw3AAsGYGqXJ8jaliiuwqj1KetzXXaoMpAF/k4ZIbIBcRSNQHRC4zQEEvD22xzrGoSP1eyxvZ2P8IMTURGX3K9C2FWR2hUnYc68iIkCjnqntOu5EWdeosjRqS2IS+4C916BY16DJ264rbbbsNb3/pWvOMd78A999yDyy67DFdccQXuv//+aP377rsPr3zlK3HZZZfhnnvuwS/+4i/izW9+Mz796U+7Op/97Gfxoz/6o/jLv/xL3H333TjnnHOwd+9ePPjgg73PT8LaxyRTyKTGxBIZmdCQQkNK80EvZTFPy0JqCKkgpV0mQkNaQsOWFQQG+ystoSHJCAGQabvMjSlbFjO8LAmgqR1bD6wegvqcTPCMrszfro6AcEZkOImKKVLHtRkZffbKgLKhGxnpBvz13nIVlnuQlXeyTs0SkhG1bTZsX0dgBPvv/Lsfnq+QVwmuSeWyCLaJkRlA/H7gZeE91/VejJFoNcSIIzZC0o7f06XnEvXPaJT4M+8Hn9ig9wh7Z0h47xL3fiFSld5D/L1E7zVLXEipPeLCTVJBCo2JtPPSvB+zdRIXY6xvkqTESGiNth/ze7YfxvnnPYQnP/0RnHX6AZx1+oFW27U1RjiOPWUJx5+x2Im4qDOugPqR5TFGrjk4mTGUwCBDOGYkt0WVUR5iLFWGaCB7+rQ3Rptdj6+tKqPuuvRVZMTumyqSzEPNeWq6z7uoL5rACY0u8W26gt5FZ51+AOef9xDOP++h5dvZGoPSYpQJAA4dOuRNCwvV/lA33XQTrrrqKrz+9a/H+eefj3379uHss8/Ghz/84Wj9j3zkIzjnnHOwb98+nH/++Xj961+P173udbjxxhtdnd/+7d/G1Vdfjec973l41rOehY9//ONQSuHP//zPxz1pCWsCl9z5C7jkzl8wxAX7UJ/YD/mJJTQyj8zgH/6MzLBya2NAwBAYjuwIRkkDA4QMHITEBTNiPAOIG00eARHUy2LGFHyDsMJgqyU1uNFX006pTmCQhoRGzPCMjeI7VBAWsTpmvs4fpuVNEzZVpcYIO9LklqNbTLFtovORg1lO+zNUY3jrWBeqiAxWVncf1N07ne/Fhnu79hng+488X75iyaop+DPJCRAZ1Au2Lb0jpD3fNM/eK+5dI9l7iMgLqTzygt5jNC/tO4zed4bQ1Y7gpXfkJXf+Al585y8MvGGWF2N9k/TJTtJFHfoHf/AHuPzyy3Haaadh586duOSSS3DHHXd4dW655RYIIUrTiRPL90GbSIxlwJ7th7Fne3xksy2R0QWzOxchZsyLebpnuOw8BBlq+XxH4qKHET2UwIihK5nR1T1iNFXGSETGWORF32OqO39DiKU2oPunFXnREXTv5/NmOnKuxtIOM42NpZ0as8ug3Kp6/9S9sxLiOPvss7Fr1y433XDDDdF6i4uL+PKXv4y9e/d65Xv37sUXv/jF6DZ33313qf7LX/5yfOlLX8LSUvwdf+zYMSwtLeHkk0di1RLWFGazHDNSYcYSFjNZjtnJFJMsx+wkN64lmfmgnxCpIcuya+5uYoyF3BgGVsLtJN12ZNRzMWFT1NWEDBvraqImrIyPCsck69ReRP7OjaXQIHOjzFUy+6ix1mFi+/NGyUPjVKJkrAKIG7YoyngdgOpoNs/qLAMquZKYO0nXn7o6V5Kqfoz9cxolIXT99akqg08sxK5/pQtJCzKiNIX3bJXblKxxkapwAzHPqX3uuJsYuZaEzw5zCStcxazSos5lZKKdqxp/r3guI1I7tzfjBqdLriIZcxWZWOJixr73Zux7bybLMWsnelcmt5I4uqpDP//5z+Pyyy/H7bffji9/+cv47u/+bnzf930f7rnnHq/ezp07sX//fm+anx/Jtz+CFNhzRLQ1AsiQeOiR3b33VWfgEJEx+WZ14M8mFQaBDLTshMDiLmD2YIdOtkQeuH60CbJY2RYfxdfwf8Cydm4RfTFG0E+h7I/hgO2HYgxCRk1QCvjZ5dzkW4DseL999yIvFFpTuou7/KwjQPGczByOP1c8wGcT6Pmdgf+cL7YIzBlmKSFUkReHF+ewY7ZQEPB32DePlIMUr/dUq2NmJ3nggQewc+dOVz43Nxet/+ijjyLPc+zZs8cr37NnDx5++OHoNg8//HC0/nQ6xaOPPoozzzyztM3b3/52POlJT8LLXvayLoeTsE4wkQpKC2Qwo3fajr5lQpvloNz8hZMaU51CfgwIIcvZTbQwBpepDIpeqLlBqlFkNtECGhoQMPEQWFaTIoCkdtu5IJ8C5SCfdp8a1qjVwqsDBH2w9cw+4Bv6FUbxkHh/pcHOKkVFsL6SrKhpo1LFEdl3LcLzEin3An1SQdW24fmLnfOqfnjLxYbRaxKqRdzfhgOne8FWdduzct6FcL293Ytj16xe0IY7XXyZtecdVw8Squp+qy2vIcmIIOP1HPnCt2F1eZmbZ5lFNKVERVGfr69Kj+qCb9r1lBZVSuWtF0ChHBMa0q6TonA5oTqSgn6SK8o6CO45dnaSQ4cOeeVzc3PRbxOuDgWAffv24Y477sCHP/zh6IDMvn37vOV3v/vd+MxnPoM//uM/xvOf/3xXLoTAGWecMfBo2iORGB0RupI0EReHF+MftkCczGhyJekyOtuGzKgCH13mhMfiLtuPJjKjwZgOiQuO6RZg0mDAxiJut3FDCFOEcgwNUEnttk3bWtlGTyJjbJeUoVATExOjL7HTlciY8utvz192rN++Y6B7H6gmJfhzU0VoVCFUUS0dn8HMlqKMnv02ZAZHX/UXvdtiZMZ6BWVzGNoGYEYcOInRBBGkz9Nal8qa6sfKAeDXf/3Xceutt+Kzn/3sso56JKweMqEgrbWhhPAIDWlJCmOHapOdRNssJRpQuihTtg7PcKKULD6mtQaUtAabZS/oB1fBkR0QGrCpWKEBSGHuUW3JDGHJDBUQES4jiiilafWICUeiwJEZgE968GXPaOTfB6FdLoo6nRE8epWvkiqioqacqwS69KESnoVeQ/Y0ttNQv815XA1bMiAUosRGWDfchsDuJ8HK3Cy/x0IiarnusyaCrLQcyS4CGGUH2HwVeeERE5a8YERFoULRrixGXoDIBZYSVbJMIyF5YVxHTPcyqVzWkZC8IOKC1kn4ZWsVY3yTUDuAUYhyvPOd78R1113nlZE69O1vf7tXXqcODaGUwuHDh0vKzyNHjuDcc89Fnud43vOeh1/5lV/xSI6xkUiMnhhTen3W6QcaVRl15MXS8XqrebpnqRWR0UUWX0tmVBjTdcRFuC0ZpE1khmu7YxyF0LAeg8DwGxTmZd4TXYmMsQgMuTD8ZcrRmsCoOFVtiIxp7NpbZQW/5xoJjRo1Bicw2iIkNOrUGF3cwNqqM8ZyXduIZMZK4tRTT0WWZSXVxSOPPFJSWxDOOOOMaP3JZIJTTjnFK7/xxhvx7ne/G3/2Z3+G5z73ueN2PmFN4Pu/8DOYzQq/Z/KB1nbYWEF4ZW4e7dQZUprUrE6lIXMoZawYbesYI1gXxIZVbFQqM4hs4ASFFkV9rRlRUrQj4BMVGqaAuBSnzgDbN+CXwS/nxQ7j/tSVjddwH01GJ+A6W1uHYbB5xoxub2AotPT5jroSIKUyv4HKbCpdYO/DRn6G6glAoLiHPZWFYDxGpMEYx8EJkug+h6ILKVZDXLhyybrNSQ2hS3FoKtOjwq6TrI6AiXNBpAVLlyoACE9lURAWjsRAWXXBiYtM+EQFV1wQaUHruBJj72ffijv/r339z/86QhuFaB91aIj3vve9OHr0KH74h3/YlT3rWc/CLbfcguc85zk4dOgQ3v/+9+PSSy/F3/7t3+IZz3hGzyOqRyIxOmK5/MbJ4HjgX051ZWP6xHNVBldWNBEXTW4ndS4mrUiLBnQlM7pCzWDUUQLPaFf23PUkM4iYaCIzRlNgKNHK5aYL8lkgG+k2jhHqUQKjqi9dCA2LOvKii4sIPWdhtpahMWxi6oyu5EXoUlIFevdd8fm34E++6/2d9rFWMEYU767bz87O4sILL8Rdd92FV7/61a78rrvuwqte9aroNpdccgn++I//2Cu78847cdFFF2FmpiCk3/Oe9+BXf/VXcccdd+Ciiy7q1K+E9YPZbOoFb1NaQpEqQwcEBnyyI1eymGf3f66kR2jkVuFDqgwpbXvk/qEFtBC+YkMQ0QFjzFC5ImJCmBFcBd/VhAgNYiyiJAc7AfQbZ9unUccmUoOKYq4ldS4Mlah49L1XQsV8swEaITDaousrrcLaLxEZrF/etn3RlsDQkfUDdhmSFB6RAUDbkxGekihhwdqtdB2JNVKFGDkVu4fCeyl2H4l4rA+PxCit08U3ZqDE6OQyYpebXEa6EBdVaosm0kJCQwrllmdD3+Y1hLEyi1AbXRSiXdWhhFtvvRXXXXcdPvOZz+D000935RdffDEuvvhit3zppZfiBS94AT74wQ/iAx/4QKs+dUUiMTrgbff+CID4yFkMda4kIc7cehh/8/fnARiXvAgx3bOE7F9mRw1GyFUZ+RAlc12WiBoXk77ZLBzcj3b/JmoVB8uoyhiFwFDBi6zG5aY12DkdSmTE1BityIsaZUUloWG36aO8aIP8TEMWzG5dwsKR5vdD6FJSBf7OOHNrQbTuP5bUExyhbdS3ja645pprcOWVV+Kiiy7CJZdcgo997GO4//778cY3vhEAcO211+LBBx/EJz/5SQDAG9/4RvzGb/wGrrnmGrzhDW/A3XffjU984hO49dZbXZu//uu/jl/+5V/G7/zO7+ApT3mKG0HZvn07tm8fOaptwqpiIpRzIQGMe4ibhwzWMUJDCEihncsJuZ0UI81ldxNhY28YssJ81BZERlFPk3VIcTO4qwlZiVWuJkRGCBQxMjQgHMnhu6AIWTTpXEncsi4eSh24nQDOcPUMWeom4D/Q7KcwZpRW2hpheYy84OVtCYxSvYr9tUTMDTckNEp1QlVGX9QRGGMjRliE19lb1qhSZXiuJPxcBeet6nAqCZCmym0JMH7vsPVRBYa3ThfzpMwYyWWEkxdFrAvfZYQTE0IUKVEpZWoTeeGRFrZc2g/iGKmxVjHGNwm10xZ91KGE2267DVdddRV+7/d+rzH+lpQS3/md34mvfe1rHXrXDYnE6Ihn7fwm/uFQeyKjDtzYAIAXnn8fDizO45+/dUrFFmU0uZJwCGke8MXzTLob8Wh7kqUJ020K022AXBSYOTKcVYzuI6LKGEJg5LPwf4h6khmtXCZGUGWERMbYBEbYXm9VxjJc/nwLMDnWTXnRuu1AMbRwcnEiJkfHSeCkTy0rHea2m7I2ZEZbPOW0x7xleseMRWY8a+c3R2lns+E1r3kNHnvsMVx//fXYv38/LrjgAtx+++0499xzAQD79+/3ooKfd955uP322/G2t70NH/rQh3DWWWfhAx/4AH7wB3/Q1bn55puxuLiIf/2v/7W3r5gPbML6xkTmUNrEqVBWwVC4kOiiTBeEhtImJoaEITMAYKpkET9DKs/dxCgzDEnByQ6lJITQhQuKgiMzlBYFWSG0U2C4UWoNP26GLpMZWhTrCsWFZvOiaEujOn4GbRcSGqJYZWaK7cyMX07oNDga1O2mzAgIjJVCjUFersut+K77KTdcakZXzI+NgLzwyYkIkRGggu+qRavrWnX/REirVsQFLdO2MeIiUl5LXgxUXphlVZATNtZFLEjnxNoqQmhMpHIkBBEcgE9cxAgNN7/WgsWtAfRRhwJGgfG6170Ot956K773e7+3cT9aa9x77714znOeM0q/Y0gkRg/Qh3xfMiMkL0KQIdKFzKgDGUuLx3zCgwyrKjKjyZVkui3+cljarrsTGR3eM86QbbOLih+jvC42YsjS1zXfNWjlAFUGERljuo80oZMqo6a5MdxKehEYHbKOLG23P3yLAmrWzNM9XkVmtHEpiREYHPR8AsMIjZDA4BhKZmwU8mI13EkIV199Na6++uroultuuaVU9pKXvARf+cpXKtv753/+5179SFh/mJM5gNyQE/ZFm2thiA3AlSutom4nVJYJ5bmckKvJVElkToEhfFcToZFTe0pCSjg3E1JywBEj5sO1IC7IncQnIsBUFgWhYWXtRGhw9xTNynk7BNcOmPsIi6MBeNakXy9opwJO4dH0+IfrY8QFb5CXVxmtkXVu62UgP6KKDa8zrGIMNSeplsDoA/pes3/dJ19YXkVOeOssOcAqVR2JI+qaKrbpf2Q5dq+EJIVXJoJ7YgziIiAxXHwLR2CYZR6os4644KoLTlxQrIs6xUWMtPDdRwrCIguIjLWMsd1J2qKrOvTWW2/Fa1/7Wrz//e/HxRdf7FQcW7Zswa5duwAA73rXu3DxxRfjGc94Bg4dOoQPfOADuPfee/GhD31o8PFVIZEYA9CVzGgiL0I85bTHehMZ3DACygQGhz51obUqo4q4AIzxRyCDsBWZ0cEoV0E3ZQ/DuJbAIPARiggGpVIdSGQMRgvyIkSjKiP6weMv9iUyVHC9ZHP4hk6ge7UO/L5vq86oIy8Wj81gdmvZTSSmzmhyKQnJiwOL89g9eyJat4rMqIuLESMw3nbvj+B9z/vdyj6tWYTGT982EhJWCFd/+ScwI8vEhVFYaL9ccEKjUGlwlxOu0JCZWS+ERq5M7hNtjQkK/Jk7ssJ3NRFCe1lNpCpGfoUAtHUvIcNRB4oMFztDIO5qYus5pYVGyd3EkSG0T6a2cPt1ZWbGGehWvUJlsH2v/M3v8rMZ1G0kLyLbeOsj5EbTPjsjMPBbkTYdDadVsydDIqNiHeCTGaTMKMrZdhUDZJ37Rc1VkRa8Xkhc2DJ3SJKvH4G8sEE7BVsnhDbuXSIerJOnSI25jITkBVAoLGLkxcS5iKgIoVFNXITlb77nR/GB5xfumGsGY3yTUDsd0FUd+tGPfhTT6RRvetOb8KY3vcmV/+RP/qQbhDlw4AB++qd/Gg8//DB27dqF5z//+fj85z+PF77whYMPrwqJxBgBMRcTHg+jLXlxYLEcUKJOlRFzJQnJi7YIVRmhCqOOvKhDJzKjAiFx4a2zBm5bMqMVgcFhf+DEVEBP7A/LEAKDQERCtsK/6j0IDEJUldGxua5ERkhgABEiq+mWr1FjVBEYXI0RIiQ0QjVGk/KiDdqoM+qUF01oEzdjo6gvEhLWM4wriXnRShgpnoIo1BFaRgkNZd1IiMwAgKnKKt1NKHaG1gJTJUGpWgHpxc2AXWdG/pQdSTTGkFNnAEBmCQMiM0iuz8kM04SZGUJmoCArhP2vlHqVG6vWUPUMdWet2j8Df5pL9n3QYJTAiBm1MXJjWNf8hhp+wytVGR0RPZ9jqzJYM3QfuDZDIiOyDgiIjgiZ4YoHnJO6e6OWuKBlKguXh5AXQH2mkQ7khbAERV2wzglbDskL7kIykblTU0y8mBeqkbgw5WrNqzFWC13UoZ/97Gcb23vf+96H973vfSP0rD0SidESJqhnNUJVRlfVRRPqyIy+xEUMzgD7P/OdiAuuwoih0sUksos60qIKarafKqMV6AdiDPJitTCAvAihM3u9ezZZIjIivy8x8qIK/H5pq9Joo75oA3pGRG5OxhgERoi57QtQuc/CDCEwQtC76sjUnPQNTV6MId0c44s+IaEl5uTUC9oJADlkNFOJIzC0eS8R2WHKBCaycDdRWmCqs2h2E67EyIR2sTNyJZFJDaWNa4kSwnINxr2kc0YTbky6KUjRSq4m0RgZRb3SOoC4kcJ1hIiOgPgIF6KGe9vnvsJgKhuu8flKdQY3XGPr68CM7lpSosI4b6XKqECl/djwE+xtF6lbp6qgTVoRGV7l+O5EUOKRXm0QOQmdSKzw2ofkBPhysK6KuABbH8a7oL/MbaRtppGCrIBVX6hG4mJCSoyIuwhXXMRIiyrCIoMf5HPNYiR3ks36XZJIjJHxitP/FwDgrx5fnpy43MXk/Kc8hG88Ok7cDI65rUtY2NZVstCMOlVGH+Ki1EaDKqOzCoO3PRn5JbgC7xuhMSp5waFmdSNx1a/dgdtXERpWjTEWeRFCn7aAOevysVDjusVR5VISw9P3fAtf/+Zpo5IXIf7VKf+E7dkJ/POJU5srr1M4Y2pgGwkJK4UZkYPcRHJhXUm0dmUQuSM1QqUGV2nEFBqS3E2C2BkS2oubobQwtk6WG7cTLSCFQq6I+ABERu4l5YwmUNIakNZ65BlNOInBVRqhOkMQQVGlzgAA7QxMj6ggRYYolwHlkXlnD/Bn3TbYxh6qtCfqiIxwu6r5hnYH2zI1KoMuZEZnu3HIe5UTFU3rGZEBRFQVkeXY8YbERoiu90ClAoPX43W54oKt70ReeARGc6aRrsE6M7YudBkJlzl5wRUXM9JIf2NkBs9GEiMteNlaxRjfJNTOZkQiMUbCU+Yf9Zaft+sB3Hvw7GXZ18Xn/DMeXdgGAHjqqY81Ehl18TAIc6ExdfIi8Pj4RAZQGJLZwnIZ2OYvJzOGEBijIjjkISMctbuhF5rUxejUmFCG2JHTfh2PuZUMJTBCqDlguq04cDVTyH6y481xLepcShxOLjNm9Cy1JTPq8NRTC9Li6Xu+halqF4+jLi5GDM/b9YCbp3fZRiYzEhLWC2ZEDgWBTFjyAiiUF4zUUBDI7YufCA1OXtSRGWHsDADO1QTSzluCA1K5GBlAkdFE23XkXgIUH+gKqnAzEYBWAgImkKewhIKXPURHyAxlDStLfkDUkBl8nW2C70OIogzwDcUme6fTT2lLQ7a1SqNN210RIy1qiAyg+rulta3Y9XvEIyHqpCQoXVcRKY8RVoKvQ1A30u9W32yxOlWEU4y8YGUFWaEDMoOtZ+sgG8gLpsLwYl7wAJ6A5zZSlyY1kzpKXtB6chEJXUZiyouJJS4y4cfE4ORFHXHh5mnb0T+AE9YKEokxECF5AQBHchPbggyDNmRGLB5GiDO2xF1UyNDpo8ookRccLYmMLiPy+Rb7UlmSmE40JkeXh8gAjFE8BjkwigqjoR9Nv8uddhXrbmxkaQQMITKmW8udkUvj3Q+cwDBtS0dk0H3YhsyoRITA4BhCZnDygoO/Ax4+PjxtKicvQjSRGesxuOdqZidJSOiDGRaEiAiG3JIQM8jdPEThZmKWC4UGkRbc3SR0NZlqCUBZAiRzSgyhtJfRRCrpFBvc7URrAUHKDC0ghHCEhhBGoaG1iYmhJSgsRTkAqFNlwCczbHBTrRmZUaXMAOBiZ9j5WPwMgmC/j54KIzRwAVQZtVHUvCpqiYvIciWBUWkUD/yxbyAyeu8itk3PrnouJVUkBQIiIyyMEDIldUYXVGzX2k2oA3FRLHdQXghdCtgZZhsJyYu6gJ115EXG3ERC5QXFuoi5jHDiYiYI7EkkRUhahIRF1fJaw2plJ9koSCRGC8TiYcTIiyp0ITNCVBEXMXQhM2rJCw4y1AaqMshoBIwxSSBDc2wyQ834v4qiztCu+cEaTGB0OKyhREarD4plIDO6Ehm65pzy69aX0AjJizrw+zJGaETVGA3kRQj+rIWERsylpIrAAIBHF7bh1LmjAIp3Q18yo47A4NhQygwthj1k1EZCwgphXpr3Q25f3kpLzIiCvKB5gGJgFPEyChJDNBIaUtn4GCzIp9ICUvhxM7x1ltDQgHEzEURi2JgZdh1lDtG2fRcMVMkiAKglNJwygwxRjXo3E6c01AUBUkVouGVzfty+gnMu6L/QwI1WRNFWBI2viy7kRbi+isBo2keIqm+gIcZ81X6WEzVEBhVF6xEqFCZ8sxg6nfsa0sJri24o+skKyY0SUQGTzpi3ScsVMS9C5QVPlRoqL6rcRnjMi9BtJAtcREKXkbJ7SNldJCQuuPoiE8ojKUoEBgX6XMtKjDG+SaidTYhEYnREF/IiRBcXky7kRQjuYsJdSVoTFzFUkBl1KgxuIDZhum24KiMkLjjIcK4lM8L2hhAYPQ+lL5HReURkGcgMD5F268iLGLoSGl3Iixga1RkN5MXC8RkXF6MKdeqMOvKiDlVkRpVLSVvyIgR/920IQiMhYQ3j/X//MgDAjDAEhoQhMDKRm2WhWLpV406S0bwwZIZEbt1MpOdyEnM3gYxnNoGCl6IVitK7mndy1M1ESX+5pZuJWVkoM7Tyy6NuJpzMcIjExqBNnDQD0LaN8PfTkR2ixU95g+FbQlW9SHktgbFSGIvIWKZvDR25fg6crECFKgOsTnic4X3RlZAKyqJqmibyguqE5IVX3qC8ECi7jXASA7RMxEVIYvjZRmKpUmNuI2HATr48kXln8iJUXFQRF5y04ETG+//+ZcghcM35dzVcyIT1gkRitMQQ8oKjSZXRhrygeBh1IIPoH+4/ozN5sRBJ3erQwsWkjrzgKowQXVUZdaRFFfREtyIyVoPAcJt3JDIGqUZHIjOa1BhdCYxS+8G1DkmNtgQGdympQlSd0VF90QROZvQlL0I0KTPakBdH8nlsz5pjaYz1PlxppMCeCesFc3LJT60KQNkX9QysMkPkJt6F/VA3sS+0p9BQQjACo5rMkFo5ZcaSlo7MkJnGVBUxM8yyDe4pNaZaupgZLjWr0MhVkZoVSlrvEA2TstW4lggBKAXAxtVQEj5RYY1Qwzuw8iYygxQZIZnBFB7GZUCzMkZohKP4daRGYCh3QsVPZivyonb0f+SX1FAio647fbpa95EUXo8IkUHFXp1Yf7occxMJJcrzMeLClceUF1SnC3lB6gvnMkJ/UVJftA3amUnliIvQbSQkL6rcRmaiSgxTRi50fJ4IC/7X1ClIi1B5USwX33RzYz8bA5ECew5DIjFaYDk+2J+36wE8efZxAMC3pjvwt4fGDwJ66txRfNvZJl3ivzx28ngNR1QZXVQXTagjM/oQFyGaVBlDXUhEjsHpWNsSGaO9jwVMkLUBlzFGZAwlLyr3Ze+DsYOBhqD7erkGwL7t7G9CaYHT54+0IifbgMiM79j5AP6/TzwVQH/1RRNuv+8CvPK8/9+ytL0scMbNwDYSEpYZs2IKCBP/YgbmQ54CeSotLJEhHZHBSQ3uekJERu7cSGTgXlJ2NTGuJUXcjCJGhomZMRFFelYeM4PHyCC3E60FcgEoDTMP+xhqk8GkiJ2hrdsILYdkhoZLzaqokQoyAwgIjSJuBoCIqwkVRggN0P5d9WDG7bo3Kl8pLciLvsrN0nZNREWVWqGp/gqgpMYIB2ciJEXYvahCo82+Y4VhGyFpAfiKClrXhbjg++mivLDzMeVFXbrUYr5QXhB5wd1GjKtIzubLZIWvwiirLjhx4QgNIjAC0sKfL2cjobK1GhNjlG8SamcTIpEYLfCMuYfxtYUzWtWloJ51IPKC4zt2GiNjKJlB/vIA8MiJ7W7+3FMeH43ImLWS+cWTgPzQ8AwMVSAyoypl6lDEyIxaAsOm6axtk9Z3/cGPwMlgqwYcxnxp0b5GIjKWi7wg5PNF+7QvudguSGcbNQaH2Lnk7nkAWKxRKrVxKQHM8xiCnt0mMoPHxYiB3iUA8KKTvoHTJoW66/8sjkdmPmPu4dHaSkhI8GGUFKJQWVgqAbDkBYqgdcpoJOy8NllFaN66nZBCg9xN6tQZ3LWEMpRwN5Opkpggh4K064QhDPi8Mr3Q9odKOHcS5dKyQtJIpEnPKiWRDdpPy6o1tDJMgoAwvv91ygwLbetDwGU0McoOn6Rw8TecEiMgNBD8lIcGvx7Zhqj6bmhDYCz3SHNbsmO5ETAxUbeSmEomJDjiiz36U71cq7jgdUVQl5EXpn4H5YUlMgCMnnEkjHvRx22EiI6Yy0hUfWEJC662iBEXIWkhmQojW2MqjIThSCRGA26/7wIAxQd7WzIjhhh5EaIvmVFn1BDIcKojM6pcSWYrDDOx05TrFmRGnStJDGrWvHy0FMhOLNdYuDGCR4mrEzu8ph/8FghHTZaDvPCKRiAylvO3ghMYgCGh9ES7+wVoT2jUge7tEI7Eq3O7qkCMvAjRlsyIgRMYhG9Ndzgig7+D+hIa65m8SNlJEtYLMihk7FbL7cuaiI2Q1KgjNLqSGQC8mBlQKMXPoNSsZl2HeBksLSus+4kpL+JmKMW2AQAImy4cRSYTUlMoxkAACEcQtCUkhBSBqqNMZpS3Lko0K2n9Bmj7O9jUYNsdrpSRNtZuurQTIyTC5qqIjNi+YkqUtv1oUV5SXbA6rckLty5CXtD20p9fbvVFLO5FXdDOmNvIROaV8S4kAhKDkRc+ieGnWQ1JC05YcHcSucYUGSk7yTAkEqMj+pAZbciLEN+x84EokREaNm3IixBtyAxCFXkRoguZUQduiAKFSoIM17HJDBU8ASybXSdECQy3khrv1zZQJjJGQc2P9hAiQ2d+03Lar50QIXlRh6GERkhgxLKIdCUz2hAYHF3IjBh50QR6L3UhM9YzgeGQBmMS1gFcVhL74zIDE9Bzxv4OUFDPHNKpNhSMeiHX0rmaLOkMzs1ECOduUudqIrX23EwyRmBMdRE/Y6qlcxuZqgwyo3mjqlCw8+S2ooUXL0OI3GQxASAyo8bQWkMI42pCqgxBZAjgXElq07ICvkpDwI+ZQQYxkRlccUEESYU6A/Drm40q+IMWhncUNb/1ld8BVQRGpH5lGyMMuqwoInLVygGfJtKiNVFULiqdT77jtsQFrRO0LiijenXKi5C8CIJ2ts06QuRFVdwLrsSIuY7MyNwpL4p5321khpQYkVgXMeIiRlqEhEWhyihnJVmz7iRA+iYZgERi9EQbF5M25MW3ptXpEetUGX3IixB1LiZtyYsQYudSLyIjJC+qkM/rwURGSFxwUCyLLmRGLYHhVcRgImMUtGynksiouVSxWCD8fPclNLoQGKX923uLkxlVLiVV6os6hK4moUtJG/LikRPbcfr8kei6OjKjD3kRIiQzYsE9NwR5kZCwjjAjpibDiOdOYpDbLCWAGXk0WUsKtYaEQhb4PpJCo406AwqVyoxCbWFVGEx5EQv+GXMxoWwlwiowmrKYaA1IZUcbA1cSrWBcTKABWZR7Q/BEXHAyg9xMiADhiotGdQYvBaBFyZAV8Y16o3YQowOBsa5RRQpVjPJElRm8rZ5odOOpIi7sfB15YbarUV7UEBhF8E67DKu2CF1GWmQdyazKgpQYE8HmrRKDu46QGiMrzcfdRojc6EJehMRFFWnBCQvfnWQNExkJvZBIjAEIVRkUD6OP8qIOnMwYg7zg4KqMheMzrcmLxUiKSEJMlRFzJWlLXIToo8qoIy5isINXzfW6DvKP/GHTGR25gLaKjLaBTMPr0ERqtCUvRIs4HHXqjD7kRQyzHcmLLuBkxqML2/DS0/5h1PZjyoyNRl4kd5KE9YDbv3EBMsARFTlE4ToSITY4eaG0BIREBqPOmLVkSCYoFWuczFhSE/Oy19IYGJbAWEJmVCCiHC8jnCcXk6nKMJEKUyXhBZOSysS6gDXUlHRxMXIFZLa2AiAlXKwMQJsmbKwMLWxsDJjRZi8lK5ETShfzgSoDgCE9YMkMD9qREnWD93WEBvtT1O/Jwze+bsZ2IVkpNcbYo881RAav0get1C+sju9K4v+NBuy0843qC8CQeGxdm6wjdeqLutgXIYFRlXWkDYExkcpzG5kReSfyArDkrCNE4sRFQXIw8iK42f7ivmfie877x4qLurJI7iTDkEiMEUAf+rvlMQDA1xb7x82owmmTw3jOjgfxd4ef1Ko+D+rZhJ0zC3jOGfvxzePb8c2D1cqQriDDMJvNMT0xA/nETCfioikVah2Z0ZW0iKFJldGZwPA2xsoSGQM+GOqIjKFZWKpUGkOUF632O6uAbTlwJBuNwOAYm8DgIDLjtMnhWiVXHzxj9mE8Y/ZhbBNLeDDfNWrbawJu1HVgGwkJy4gZ4bO7M2BuJcIG1AT+/+z9e7guSVnfD3+r+lmHvfbsvebEnGRgAJGDcHnAcEr8SUxEUCRBvYBMHF+vNxnl8kUCSEQ0xtGoBK8ENRATf0YvTcDo740hQSMjoxzeGBgOchKEEWGAGZk9M8zs2WvP3nut9Txd9f5RdVffVV3VXX141l6H/u7r2asP1dX99Onp+vT3vgslvYm044UNISltyMiKsD2UCIlSCxSQLn9GCDMKqV2YyVwXfs4MG1qyUCx8RBcsrMSEmCxUYZYROggpsXXY8JNSmTAVIRVK+xAvhECphOuutZquXGiJ6aBEQStRmS28pJ5woSZJVwbsuH2rr2Ebf1qw2UGYCb3RZ06ALKDhJtWdGoPV1CI/BO2ZpIsi5cYAqgUSO3vQMYhtTBdwwevoAi8AP+/Fkt0XPHykzX1BMIPnvVhh+TFCeLEiyqTzwuXBgAoSe/rggkOLEFi4nkoa3Bch0LjoGuOZhOo5gpogxgj6quIMAOCcNs6Dx69ah8YIMIMS8t07Nw2Kp574GwDIhhlNOrmyU5t29ebZ0UBGseq3/tVltrF4bmDLl0kXGovjGqKsfkHa4Ef3ddh62dcZBDBcJTC/bnIP7j5NP/wZioGMoQAjFAENPdPQRbWx/Ng2KceNEWp2pQmbKHfbv0wsL0aoqzfN9XpyZQdb87VO29JFdB+g+8MYMIPuWyS6r7XBjAPXzeqkSftcKwE5Vyx8BGDwwv4QUUw4hxqFAx3ahZf4w3GYwcNMSi0xR+FgBiScQ8OAigJKVACD92Jihiv3Bk/8CQkHK5yzwib91Bo2Yai0KS60nW67byVjB+XKAKKuDAczOORwoMIPMYnCDPebycJMEOcDaaBhZ6aAQ26ruouFoKXKQ/HCtu15JtxfXb50BzgUBRdsuBe8oPIMWLTmvoi4Lzi0SOW+EKLKbyEAFz5CwKIp9wXvdaQ2nMh74SBG4LxYEQvXu8iqWDhwAVRAt3ChJxW4CKFFCDOAeCJPnuhz0sHWBDEGiB7yU3r86qneIIN3ixjTEJgRgxdc1BBLwYymUBKgDi8W20H54+VgkMEbubV5Mz06yDDrtC9oxgAYAHs5lHrlMFA1PytGARljwwtXfwJA9AEajTpet9bQOZsDM2Kia4Z074VLcPUxk+NiTJhB132oNpjBeygJFcKLULkw42AofFrsW8ekScvTqk3iSaKH86prVR9slFDG5QDY5J7m7WepTaJPCjnJhRnmx6560J+z8Tll5tDK5MKw61BCYwUKSmjMVYEZlOuOVWrT2KIQE2+edXZIoaGFtsEnAlpo+z1NMlD6AZMSBmTA5MGggBUhAK0oO4Yp63JleE6MwJURxI24bllrqsJMwGoJq3TzmemDV+Fp7N/9sW5Ny3aKjvG1Q3NNY9kBK4zsh17wgv66MtqfHpbPBRiJ5J0pgEE9j/DuVFM9j4QAo3Jj6EaAkeO+MIAjnvMidF744SQ+vKi5MLwwkn3uwgAwzjMJ1XP0NEGMBlH3qqHa4AVXV1dGG7wI1SXEpA1ehGqDGaFCeNEoakgmYEYMQqTARaxhSw3i0WCGBRfsxcwwhZs1NshIvXkYAWS4bR8JZsfghShF9HjTtN4wIwIwuPg5nAs0QoARiq67NpjRlNwzBS9CdXFmtMGLUIcCZkzhJJMOgKSggJFKSps8F6SSgQ2J6gG9hPIcGg5wiBjAiMMMAJ4rgxJ4Vt24mi5ZTQLQdK4Myo1htt/2nsITfVKqDJ3fFatSlC8DtjtWMmaIZNJPCA2tGF1QwndaREAGgAjM0GwocGYkYAat0i9cq26YMn8OD5oLI+uxqAvMyFFiH9V7IKkPN8IL+7ez+wKwISOaDVfuCw4whnSdSq6LotZVqnIAI5b7goePkPOCg4s290UbvAhBRW2cdblKandi7KMf8SmcZJAmiNFBXeBFqBjM4A2NrvCCK3RlhPkwcuDFvRfSOTSaQkw6gYuYWmAG0Oy6aNMgmBFzXCwDYLi6w1c4PdX2pDLWjz7fP327Y+0Y/uGWS7gzkiElLfAipjZ3Rhu8CMWvwy7ujFyAwdUEM3LgxTm9guMiHjpzKGDGpEn7WKuRG2oZ/C7Yfj5Q2K48Sve2UtaABuXRKK3bog1mUD1hvoy5mqEQBorMdYFCKsx1UQsvobCRojCuDJ70EwpQQrjwEg9q2N5LqKEnXE8lptcSZTbMAgztktlRV6yppJ/QgJAsvETa8BKw31yaR41HHXFleC8B2sNMqFjvnktyy2XooAEMUvb7nYR5JqtcYr2Ny3LoNSa84GUa3BcAGpN3cidFU/LOQirPfRFL3hl2ndrkvgh7HVmRCy/vRa7zgrsuag4M6+AAUg4MHR0myawTatJB0AQxMjQEXoQKYcYQeBGKGjt/uv0EAN2dF00KXRmD4UWoIMRkCLiIKTvEZKxQkZRyfkCHuDI6xX6iH8iIWU07Ao2+8CJaV5M7owVeLLZXMFtvznPBYcbu+RVcf+3wpJ057ow2eHHvfBNXrzTfm0KY0dV90aQDCTMmJ8akA6DYQ7aEdTwEKoQJPXEhJihRCuU5NEoIe95WoSbADLAhKdKNK3dvd64MXfVaArmoejEBWM8l0gGJhSqwIksDLzSwIkvn5FhAYiZLkz9D0PdUkHYeNfQohISHititZ5ef+QETgn7IRNX7iQ0/of9bw0vcJEYc6O06d2VoVL+b7q/2w0wi1bthGsx9XzESeDioAIPU+5Gox/fuBS+AYQAjXFcTwCDOVgsfQRJgOGeGqJwZ3H2RAhg8fITgBLk3Uj2P5AKMFbHw8l7E4AXNAyrXBYcXYQ8l4XDsPrqvXBjA5MQYqAliNGhMeBHqiav3LK3u77r6E3jvg09YSt3lQnYCGLV8GE2iBufD+XkJuoQVJF0ZueBiyE2i649p11/tvk8pfUFGk2o+6GqwC7xIhZSkVCvbw33RpNHBHeIwo4/zok2PmJ0dFWBwfePIXUovVVoMf6I/6C2CSfteK+ymqdiPR5XAk4V2aOFABQENEMyAafFUMMM4M0zejIV1W0gDKMTCuTIA2Aa4xAqonAZ0AciFCRmxmqMw8IP1pkogg0JKTGPD5MIgkEEhKAtFCEW5hJ/UDWsJ+3MiTResAOX3IPn5MhzI0AQwOoAMpzrIMFMDV4a3GO0z4f9089/XBpgBDDdgptT7dhV7WTGGBryf2fN9FAMM4TIN8MKU0/V5tByHGoEjIwkwLIhoAhgesBBVDyTkwJixcBLeA0mYwDMEGOTAiAEMKhOGj/DcF1WYSTf3BQ8ZicGLwm4nKeq+2K+t/DGeSaieI6gJYowk6pmkTVdI0xvCQ2rNgYzP7F7buAz1TNKmDTme8yKlzRMXcObssaWuQ6+bG5TYHs8WwZNximW7LUL1fojI/NUeevOKPFy1rxP534vyiUjtH4dlJYgeGV5wbZ64kF2WJ/dsE8GMZQCMZenqYnn7edKko6xVoVxiz+gDObvnK2tTqMJLhAs9kRBeuAmFmhDMoJwZ9RAThV0UjbkyzLBpfMx14fVeQiEi0ubAMCEkGqUNIYmFkyg2z31HGx4CJV0YSWvPJagSfrqIES0AZRqCWgNCmd/WWu8lqfASq3SujKqE+b+aL8LZolbcDCaq3AtT5kHRUOiTtU9ywAXfgCZ4QeMp9wUDFW3wIsx/MaQHEu7ACHsgCd0YsfwXKwx0rIjSz4GR4b6IwYtVm6Q4hBcxcFGFkDCIwd0YiZNj37kwJg3WBDEaRA/p95bDu2MgeBFTLsxIKQYvHnfJ/fjcw4/oVV9Ka8UC57DqGnJjwgxRVC1avTD7W6+rwSAj1pOIlto8xHSqKLNcCASGPki0+U7HfFLpAzMypBNdyNKxGQtmEPyS9lzS5bi0is77tWKBnXLcW+fjLrkfQHUtn1fj9WhC95dLbd0PqPXBdYYA49TfXIdrvurLg+tdtigZ4NA6Jk1ahr5w97UoDQNgSTTrMvChghylFhY0kPNCVw4NKqstTWDOjF27rkKYYdPgNyEnq0DUlUHhJe61jc25QaIQE9OLiS1nu14FpMmZQaYJoTFDiYXt8cR018p6MbF/Cxsm0rXnEgFYd4QGxaQIaPOzqYXp0aRjeImZxFwZqRATt+7AmUHL8HE+LdBhhBFjKLZf2G7vplj5YFrNecHLdHVf0PSeAEPaZyoOMHiYSFsPJDyEJEzg2QYwOLygRKC89xGevLMJYKzaMLaU84LCRujeQvCCgwuguk8WwXSu2JPg5+66Fg+qVfytR38xMnfvNMYzCdVzFDVBjAwNgRlN8CLUE1fv6QQy2pwX1DBqgxlNST0B02iLaQxXBocXMTW5MppCSdq6Qe0EMtpuDhk/gIMVujKW+WQTVp36/i1ujBi8oNBqv5w/3yufGVJC54m3bCbMaMuLEXNf8GtiCNCga5R09+7leOTqg6PAjFTIGt2T+sCMA+++0BgO6Y7ow8KkvVER3FMLAGX0nIs0pjQ8mOEVszdfHmZiQIVptK8KOFdGlQfDrxvCBJYQ6JCu1WbcGjxXRqGVtT0qFBAAFKQWXr4MapAQyJDCdrFq5ynAdcHaJ0cGBxnkwqjejActXrffGcgAQDkvwv2she05pQYwUFs22u1qeEyX9BLhKGkUeBFMj7oveJkuAIMvG4STOIDBygh22nEHBpVvCiGJ5cCIAQzz8QFGlfei6o0k7IHE9WSCKg8GhY5wB8aqWETDR9oABochQBUywuEFd1xU032F91OulaXZgTtojGcSqucIaoIYHdQFZnSBF1w5royuYSO5MCNUCl5wNbkymvJhpOCF2onv25wQkzZwAfiNZGpkd3ZlAONDihwRyNjrVzMZb4tCpdwX7cvZVWb+tsTgRahcmBEqFTry4IUNXH7svBun66QrzAgBRkx9YUZOzp0uMOPAw4tJkw6AUncoGdzyFQD6pSwduKgcGgW06bYUwvYiIFyYCSUBdW4IVK4MSvwJsPwYrpzpvcSs38IOoNYNK/8yUms2rQBsUk/KlwEFLGw9M5QutGShZGUPp2SdQC20pFT1HBlSqlpoiahmu99R16uI7anEvMkMHBlOEZCBILwkBBmuGt+VAZqU+l3t8Xu7NLW8qDiQygAXQAd4YYe98JHa/HEcGLFeSHgISVMvJNx1EYaQ8C5Vec8jQ0NIOMAIk3fWnBgZ8IK7LkJowWFF6j4ati4eO7WAD7ymQ5jQqb+5Ljnv6qJMgowcePFQRoMkBjOG5rzIDTHJgRehckNM2pwXbYqFmOTAi8Y6m2BGzPZ5MXWxvaXhA1bwkNMXXoRqgxk58CJUF5jRJfcFKRdm5MCLULkwo0/C4CaYcejgxZTYc9I+1qp9zVq2eIN5w12KCmpwoAFRhZoA1m6tKSeGAESJQuvAlWFyZYSNcQIYuxpYFQvs2p5MFEEPLaHsX7J/Ky1ACagkTNgIBxkQJnyEkn0CNp+GMOEkrj9VwIGMlCOjsOP2VQeaHBkUWiLsjzt109o5tIRBCy+8BP7iMUdHLd1VzJlB05GYN6mbmm7bfQEGd1/E5tPygs9rARhsuTaAEbosmrpRjSXxJNcF74WEd52aE0JCACN0YXiwwiX5XGS7L3LgRQxcxFpmhYgf/G1d4mR0zh5qSuw5SBPE6KnQldHXedGmJ67eg7NlN9v33buXJ+c1uTLa4MWDFzZa150KMRkKL7hcA/bC8FwlXr2xEJOjeV/IU/jDnwkwYiElKWmJ2hNfH4Dhrb8BZvSBF6FSMKMPvAgVwgzqZnWM3o5CmHHoAAbss+LABsHQ5SdNalPqodtTDHR4jV7WsCJTg3MFUHm6GduuVW2YiNIEJ+BNLyABrRzIaAotkUIDNqSEQksIUlBeDOq1hBopkrZHmG3VVF4Lt+0aLh8otDBJRisQYYaFaxAykMHbh4LtohBQ8P3YFWSEdXQFGfzYIHPepGZ1gBfAHgKMhm2iblTdJAIWIhz3Q0iACmjQMP9408DCSMDCSjjMEFVOi1QISeHqIRBRAQyqgxwYfQEGz3fBnRf8Ca5w0+M7d6/z+edqjGcSqucoaoIYA/XVK+bSuHtxsB74eYPqod3hif64qCH44HxcyFDTim3MzvNuTzkhCoNCTI6qhN4TCJwLL9ROAbnWfj1ysFbMFC45Nm7vPmvFAg/truNpl981ar2A78oau7tmghknpAkHO6vS+UImTZo0njo9aPOH9RBoCJ5Lg1nZtaryZTSCjIXrvYQn/FSweS4syABMaInJoVGC7hQUQqKEqHocsd2w8i5XC4skZjBhJaahZbZHCu0cGJTgk5J5Ur4MYUNleKJPCiepdo/5sq6jEevGaOx+1ct1wUAG4IGIRkdGGF6SABk0iR+7JKzgv7NHtNGSpZznka7uCz7cBWCE4wxoNIWRANyF4ee+cB9wmAHjvhAcQvh5MHivJF4eDMFDR6ouVcNuVJ37woaSxHJgcIARhpCkAIZZvgIVlKuCAEbovghdFxxc1HJiTG8iD7UmiNFT9IBPuroocG85PshYESWevfHXeN/5rx697gIKd29fNnq9gLn5rB4zjzS7F/K6n82VcG/87c1pRWWDjFxpqc3vyFITaOrl1k/rAJaznr1CvxZWCamhlwCX6Dxdhq7b2MI925t45PpplCO/C3js2n24ptgCAMz1uMDw6qKq71DBDAqBGlrHpElL0EpD/98qABUmpITergoWUhI0wIIQEzcuhJcrA7owST8FQQnjxFgVqEAGYBvlBmQUFmpUvZYYkMF7LpFCV72VaAUlBFYAzEEPoAagSOa2AJizw4IMAhcOaFjIUSqJQrKuV63FoQonMV+cwkUGgQynDEdGCDASIMNuTr4rIyzTVm6IDlL7rwe4IC0VYIhg3M7vlgeDAwwkeyJxzgxvXr0rVQIYM6mC5J0cYCgPYNB0clSssDAR3gtJbggJAY5c90UILwhc+G4M/wDLHEfbxdYYzyRUzxHUBDE6KoQXXPTgPwbM4F2WAabBAgCf37lqcN3UdREBjOs2TEPoy+eHR4fJyJW0emyeBTJSST1JoilcoaMrI1tjg4aL5fkK1zv0OwX1LY3HrPjuCzoHxoAZIbyoujQcXjddU1wF1Cggg+4FXCuiHAVkcHgR6lDAjCknxqQDqugDub0Nl8xmbVrrkYYYc2WU7Bw2YR9ASWEk4GEdZlrBQkuoNxMI68ywwxIKpS7MW1NBuTWM80PporKzQ0Np6hLRwAsKMeHPDzwpqGDzSnJiRK5DwX6IKLTEm8cBBVD/4bKgoZYfQ/vz6ytGHVTEpncBGU3ri62fb+d+Vu536lLfACVv5w0Ao3F6CEEi47E8GE2JPAF4AMNVx4bp+qoBDBGEl6CaTuKJPEOXBl+u8ObzUBLtnBpejyHM/lx3YHQHGKHzooIadjxyj9z3TowpJ8YgTRAjU03wItQQmBHCCwA4VVZwYQjMIHiR0hCYEYMXXENcGY3wItQyYMYQN0MTtNiTGIzYkxH8aV22YyQI05oXYyVyru5KYLVyZQD9YEab82IIzIjBCy66BvvAjBi84KJ7Rx+Y0QQvQh0KmDFp0j5UlwfuErp6aA9hhpted2W48JKgsV1ojVhoSUkZKCzIKNgwJQWFNvfLWKLPWH4ME14iTU8pFqJIUQENwI5TWIoW5r4sKJ8GNVo0tHVoSAiT2JQAR+DGqAENbV0YxGRgoUeMyAu737weStLkvpYfg+//PiADwfFKaUx3xn5uE3XdtjEcGN5yibJ8WlgHnTqp8uEk566ogwsCFQCcCwPetDS0qHen6ufBoOW4u4In8iQQQXXV8mAkulENQ0iaAEYsfIQDjCZ4se+hxaRRNUGMDLUBjLmOw4EuMCMGL5rUBWa0wYtQXWBGCl5sXYjn2egCMzrBi1BBiEnX7qCjbfVcmHGx3BZ9lQM09jh0JFddYUaX0JEmmBF2swq0AwyuJphx9+7leOTqg960NoDB1RVmdAEYXAcSZoxh3Txgl/ekgyPZAW4a1GDvl9Twh7BhJ2R1j7gyNBwQ4Oeysg0KCi0hkLEKeN2vKpbMkxJ9GoeGjCb6NHBDmOUtwDD3VuXCSig/BiX8hLANMJvYk0JJpK7ABYBkbyUSxrHBk3s29VbSGFbinCdwy0chRAAQamElXF1BRrhMjvoCjb1oAw75Ln3WFVESYKSWJS5IZUNQQfWE9fJyblnmwhBxF4ZXrYiHkdSSe7J5BCm4I4N3p+on8KxgxkyWHsBwZcmJwbpcjeXBCMNIVlBGk3g2AQze8wgBjCZ4wcFFl3vovtAYzyRUzxHUBDEa1MV90aSmfBld4UWox67dlwQZXeFFqOs2tpIgo8150aamEJNB8IJrL0NMujby99L6lXwqiigGNJYEMGpujI4Aw6srgBlhcs8heS/anBld4EWoNmdGF3gRKoQZD6k1XMoSgvaFF6HGuk/uiSaIMWkfK6tXElR5L6oHdrqPWHeG9l0ZpdZV14PCJPwsLMgomatBueHKkaHAwklgnRnWpUGJPpU29zJKGkphJcYhYUNBWE8k1FsJhZUoC1Yo4We4Hf62aRt6YqTp22sBKSiZKTM+COqxpAIaOuf3l37nabnAueJWnnJuxECGBy/48JJARri9+0lt32WMbc4BGDnLxABGrUwAC8MDyAFGatV2XsyFwXsg4ck8w9CRmBsDqJ5j/F5KqvCQItgu3htJNa0CEFSG8mAU5NpAtUzBDnCsFxK+bX4Yil0Gfv4LU2cFMFLwIvc+ui80QYxBmiBGQmM/mIeujKHwgit0ZQyFF1yhK2MovOBaPTb33qDPNaAXmcBhtwOYWFHQc9nZjdEooTuxgQMpoZfKMRzAGAAvQoUwY8yknSHMuHL9HFblONdxCDOuX30QK6K5y+NchTBjLHgxadKkiyP+kF5qbT0QCgVEI8gAbBy5a0DqZMOa7sqp/BgcvEqb74fCRkyzhrpQhcuL4cpTOUH5MhSULgKgQW6LqkFVwQrt5fWgOiv3hSnHu1ytd7HK3BhuGjzYEC5nFg7cF11/G1PLLBtk7Ects62ZCzBC+BAOd9nGlrKC1RlzYdS2J1wOrJvk5Dqqa8fvalXVgEbByppyFOqh3TMJT+ZJZYDqmaVg41KwsBJRzec9j0g2TtP4MN1VQoBhxkXNfZEDLw6cO2NStiaIkdCaWMGOHrMBZC6ua4sZNuQ27i/Hf3t5vbWg37N76eh1L5TEybVtPLyzNlqdsRAAMVP5ICNrJeyhwIbrjljlRaqg5zoHkIgcmBF7IRWta4m/J2Jmc2YAWFkbBwKEOrm2jWs2zgIAdpV5MB8KM65dfcgN03U81+b2PBbMuG62jU2xArWEJ+A1cUDcGJMTY9I+VteHbQVVPbjrypWRAhnQGiXaQYZJnpnOj1HCNE6aknxKCOvW8N0YJl+FdF2lUsiIsm4LyRwbNM4Tg2qb8NOFkUS6XFUWglBuDM3hBkQjmAgTgrr57nV8tZ+SYSUMhETDSmLOjLAeHBGQsQyNBTC8ZQMXhlc+4cIQ1biILRfKc1pUjgvepSrNT/VIQool8AQqICjZw3CV2NNfhufC4PCBJ/Ok5YEKSHi9kbAwkrY8GGEOjDCEJAUwKtBxAGHF5MQYpAliNIgezIfADJm4Yz2iMHWOATOosUOiBtEYMIMaaaRL1owdfQjMiMGL+Xb1HaghOghmpBJu2SqbYEaqoX5Ek/96GuLMSMKLEewedM7Uqrbn2lghSnT+h+oLMzi8SGkMmEH3G6C6J40BMw4MvCBNvZNMOgBKPTeE1yw9tBPMIFeG81HYxm4MZDTJvR0VpscRNz1wY4RJPsmdUdgwFMqNUbplpHVMgP1Vzo3heiqxq3dvjlt6KgldGVQup6cSAbiEnsICDiGC3BgeaAAsnfD2cW/1XX4CGXFdrNtzDZDEyvgOiVouDJrWtBrPOVEfDnskAeJAg/dIYpbzn6Eku86qaVWXqqYOP5mnWReHI2w4qIsARjXM5yEoK2rDEtJzXnCAkbp/7ktNvZMM0gHEVnuvNbHS+WFdQmRdSLxx0UchwLhr93I3nNNASmlXFTWAwZVqzDVJK9GpNwkxU8nGaXoleTcELfMdAWPdY1xlF0sjrrvLPsne1z12dO450vXcC3XJ2k7WOd90zXBdu/pQ5+szvNZz9IhinrzH5N6jUgrviYtTX927rkmTJrVfkzQ/LBO+kfTmBbHjgGkk+G89tWvUxBobqUZKqMK+ca0tL8JpviU91liqT4vZ7G3Dr6FMVbZ6c12blxxpUaps8Na9MZdCbVl/+45o22R0NbowUkodvyYXRq4yYAU5Mqg4P795qIgIppGiTgzoOrBwMMF3WNA8HhJCioWt81wYdJ+Q7J7AXRjVMny4apSSCyOWAyN0XND40GeaSQdPkxOjg3JCTPpcQH1cGbkNmj6ujNyGWK4rY0jjEejgzEj92i/S629yZkwPD+1qM1H0Ch1pqpR3s9oVcKHZmbF1YR0nj2170/rAujZXxhC4mOvK6AJHyX6dqwPnvmASepDhx9UxadLFVuiocnkxbPelsHNL10Cxr+5Zfoxk3ULXcmOYOoyLo6DQkKCnEqV5HcqFk5jt0y4MhcJDFPuRLYR2ISV8O8KQEupuNUy0zHNixLpbzUrmmRDl0ACFz0QLZcZTuvKIh6ZENIWVZCo3jKRpuTGf+8JQkrbiwv9bTQ/hRLoO3vNINU3VgEasW1UungfDTUOYW8PvkYSW4+X5NnjbyeehSuZp6giv7brjIgwhibW9CtH8AFomepbcS43xTEL1HEVNEKOjUiEmY9C/HJjR520skAczcuFFqBTMGAovQiXzZYxAG3i+jKXBi/1ARTrmxsjOcxGUGSXvRQJm9IEXtapbwkz6wItQHGbcvX0Z/tbJOwfXSUrdB/o6u3JCTA4yvHAaI/70iD4sTFq+2h66Sfzhm0NIAhmhpKCuV2k9JqwEAAs5sW9FbWhItawfUtIkiaq71TJynRDAqOomS3k13cCOOsjg4xRGothfoDmEhEtQSIgNKYEWZjfElk/9CLb9OAaAobHL1SGaQIbR2I9XoQujaT2hMyMjlISmiab5sWoibgwg7roAYi4nvycQM025efwvnx9CiBBwmHVVbi2e8JMn9vT+Ct/5RbkwaNhbHw8paQAYuffQrmWXpjGeSaieI6g9OYK/+qu/isc85jFYX1/H0572NPzv//2/G8u/973vxdOe9jSsr6/jsY99LP7jf/yPe7GZncRDTC6R4yW7BOIW8Lme9QYYXDEbe1voSK645b6QSyKcEtVZO2qcx0gN70njyx5nLQGsj3texcJMxgAYXLuqwNccv3fUOkl3LarwsaGhaUDcjtknnG5SXcv4Hfz93/99PPnJT8ba2hqe/OQn421ve9uyNv9Q6aA/k7Q9fPOH/DCUJLVkaBcP54Vx8Kau9vtxrAHU1sNC2GuCWVekgZZodA1WLGwgNj81Pnj9R7RFsle6WPs3cV5FQ5yE38Vqk1Lnf5/rohYOlggFC8dT3aoO2SaezBNoT9y5L6DEAdJheCZZ+hH/vd/7Pbzyla/ET/7kT+KjH/0ovvmbvxnPf/7z8aUvfSla/s4778R3fMd34Ju/+Zvx0Y9+FD/xEz+BV7ziFfj93//9ZW9qL9HD/YoosCLG7brwEcUcx8UC62KOE/LCKHWeKTdwptzARrGLrzl+L9bkAidm4zTathcr2F6sYFaYG9dsVmI2G6cLSq0ktGKn635wNRxUHbB9pwsNXVQ/fLVzYYDoHC2kQiEVZoXC9mI5DXa69sbWcbHAcbHA+RGdT8aOrSd4MZKW8Tv4/ve/Hy95yUtw00034eMf/zhuuukmvPjFL8YHPvCBvfpaB1KH5ZmEP7DnOEFjuTGSdbPeA5rKmO3w81tU87s1hnLUmPOiZdmmRqH/drutoobx2PaNdFs+YD/b+0aj7bcGd0V0fmvOi26r58k6vW5UM5cF8nLPuHmIJ/YEYtd6O5hoK9P0RJfjwpgARjcdlmcSoXVLcORAPeMZz8A3fuM34j/8h//gpj3pSU/CP/yH/xCvf/3ra+Vf+9rX4u1vfzs+/elPu2kve9nL8PGPfxzvf//7W9e3tbWFzc1NnDlzBidPnuy93V2T1M112TjOdSajtxPeIPmb8oQ376w6llyOJ/asrTfSgPrihSv8uhdxV8mp8yei00lhw+/M+fVamcUiDXl47yRcqcaq3pUQZeavQENODJL7LepwNXSG3PvlKaTjhvfa7C4mmVl6ezi8AACxWn/wFQnXz8p6c96IGGDb3PBzYqzP4tcqdbHaJgKEjz72QH1dxfnoMtTFamvdFmx+VVHflo1EmMxmJpQgINsVzM6u+etO5bnGunc31f3oN/wc5Hr93tRFansbX3ztv+i0ncv4HXzJS16Cra0tvOMd73Blnve85+Gyyy7Df/2v/7Xv1zv02utnEiD/3FanHt/hmxhRaAmFlFA4CeW9UCwvhtIaJUx3pKXtpcQM278QKLWAgkAJAaUFdiGhtHS9j8x1gVKbTlR3dQEFiVKb6TS+q2dQWmCuZyghMNcFlK6WNeNmOg0vdIFSCyxUAQWBuaLpEgtltkFBYKEkSmWGlRZmWNthLaBpWJlhzaabD6CUhNZw46B5oGGYDki0zYHBygGoLODhOOD/8AXPFYKXT5Spptd/QJM/3ZNxo1s+jFSISCQ3RlZST8Hn69o49UICgmgC9Z5JBO9WFZBSecloC1F1tVrIqgcSci1JoVFIm5jT5q2YSQMpZrI043b6iiztsMKK+2vK8L8rorR1qWocyk0PxyUUVkXpwklofgFth+Ndq66ICmKsRrpVjfVIIiF7h5FwyWs+m5x3UJ5JgO7PJYflmWSp6Gp3dxd//ud/juc+97ne9Oc+97l43/veF13m/e9/f638t3/7t+PDH/4w5vN6g2JnZwdbW1veZz9oiDOj7Y3qCXmhkzOjyxvgE7OdTs4Mcl/kqKsro+1te/iGvo/GSqozqa4h+7bLse3qzOjiEOpyfnPlXEd9XRk5139fV8YyHGWHVeHvzs5OovvdJf0Opsqk6py0N88kwP59LjmoGj1cZNKkSZMOoXKeSw7TM8lSIcZXvvIVlGWJq6++2pt+9dVX49SpU9FlTp06FS2/WCzwla98pVb+9a9/PTY3N93n+uuvH+8LjKCwUdDkwjivRKfGR1tjZoh9va0B1rdxl9OA7Noo7QMzJnixd+qyr4eAqbZzZkh4U+65HoMXMRcGqRNg7Agvu9xPjgy8oDw6Qz8Arr/+eu+3J/b2Alje72CqTKrOSXvzTALs/+eSsVWOFTMxadKkSUdJYz2TdHguOUzPJHvSO4kIgr+01rVpbeVj0wHgda97HV796le78a2trX35wLAiimSIydBY9hPyghdiMlbcPTXGeIjJWPkCqDHJQ0yG5jnQhc4KMZngxZKVOAS032P2zqGOGlePPYd4iMlYeVno3E+FmAzJLUPXbCrEZEhOHLq/xEJMjgS44Bqxd5K77rrLs22urTUneF7G72DXOicZLfOZBDg4zyVdpVj2awIXZceM2GHXqKn6eVkV+9EIRJe1sqEhAFxoSReNHmA9PW8cHJkOaw68XK86DTI9+1TjJSQkuj0rlVp4XaP2lekOmYY1wEJKmqSgR+kZ8qJq5N5JujyXHIZnkqVCjCuvvBJFUdQozH333VejNaRrrrkmWn42m+GKK66olV9bW2t9eNwvWhEFwJwYYybio0bOMhIHnpjt4AuLdK6NIZrNSpzfSuf46CpqDMdgxkWHF137kd8nGnuzQ5gxFsDg0kqOBi9CbS9W8IWty3HDSZO7YqzEuIC5fq9HlRNjrIS+gLnfbDJmceQAxsg6efJkVuzpsn4HU2VSdU7am2cSYO+eS3hXq/50Pz8G4OfDaK0XeY1/BQ41/GZHbVw3z89RaptyQQXlwahPTyVUyJjm5bfo+EO5zBxckwCM+PwSAxwcFoTzW4CIbatnS2nTsKeufxVMLz45p4XrihjCS9aptIQSOnolKpjcOPwpQWmJQiiUkF5yzzIoF5Mpk95ahXRoQAnt8mKUWqMQAgrKdimtbSJyNSX3RN5zyWF6JlnqEV9dXcXTnvY03Hbbbd702267Dc9+9rOjyzzrWc+qlX/nO9+Jb/qmb8LKysHOlH9G7WAFonPYSBdR8p2DJY3xcKSt0YYl6EIvJXRkeqAYLqEBFBpiISBykq9Gknqm1f0AhUk9Y6JeTAqpOuePyRWFjYwJMEgUNnJkAYYe6dNBy/odTJVJ1Tlp/z+TlFolwUSsLEk1nJTlgN9V57awST3NeqUHL+rblf9YSfAhdGCUEQdFzMERlknCiJZ5AFxSz2qkrXDD+FB1aXVPzyLddbFeJiWSuKbAWgq6hRoK97i6wkd+XzDj1TrD67rrNpXQUMwapVoQbO69c19prGeSDveBw/RMsnRs9epXvxr/6T/9J/zmb/4mPv3pT+NVr3oVvvSlL+FlL3sZAGO7/P7v/35X/mUvexm++MUv4tWvfjU+/elP4zd/8zfxG7/xG3jNa16z7E31tKPn2MnoRSRHZ9QOzqiqsbO5hL1+anEpPnz+sW58TJjxwO5x13AbW7u7oRloPJiR2zjuVOdBz6XRc+P34juPc7yq82d3dxY5v/orPP8f2D0+Wt2kFVHiw+cfi1OLS0evG6jfi8bSmPfLZYqu36GfrlrG7+A/+2f/DO985zvxhje8AZ/5zGfwhje8AX/yJ3+CV77ylUN306HWQXgmIZjR9CFxgOE5LwIXhl9/c88kXLGGSCgqQ3CDN1SUlvUwEW9+M6yozXfgoznUpBVaOGDRsnzSpdHyWxXcJ6I9k2TqQD9z7JWWFAYkwuPc5s6hHm1qZaoQJz5NN82PVcPm6+A6il0LseuprF1T/nVbv+bq13AMVrrr3/ZYBBjIwWGo91cLH3oALqAlbG1wGBs6zZQ3r36PTGk/QI+xnkm63iMOyzPJ0nNivOQlL8EDDzyAn/3Zn8U999yDpzzlKfijP/ojPPrRjwYA3HPPPV6/tI95zGPwR3/0R3jVq16Ff//v/z2uu+46/Lt/9+/wPd/zPcve1Kh29Bxrmd0ShlpGYyGmpgYPgYy57vfmNWyoUUOuHJi/AogBDC66Ivs1apcBL466mnJajLqehYBu6HY1rnR5Os9WV5u7XE2pCd7R9XHF6rledZNiwJGu62tmDw2qOya6N23KYZb3gwAu9oOW8Tv47Gc/G7/7u7+Lf/Ev/gV+6qd+Co973OPwe7/3e3jGM56x59/vIOmgP5OQQvcF71rVDbM3mbxr1da6beMiTNjpOTO0aajwBolfhwwaKNUytA6vbtYIqzeqgvEGV4bJg1FN06g3DGkX5Oa/cN2rNpUfEkrS9/liei7xpRF9ZGwNKeHLJepIL9uQf0IDgICGzgodoRCTMNREa2G6YbVSGslcFEoL04WrDSEx06S7D7hpMOdzSaEmQX6LUktIaEj2bFJCAFpCQaEQFlpohQISEAqFXa6wy5SoclsoNp3WT6Etyu4rWj+FjFTfSUMKuvZNGEkqrIRrP0CK/arD8kwitB49jdFF1Vj9+p6759G1aU0wgyftzIEXZzpcW39TnohOj8GLu3ebc1eEMOOLF+IxvSG8uPf8JdFyKZhx5ny63+MQXiy221haxGq3G19vCl5kQ43I1TAqwLjYOTFG+jKNX6OLE7YFVvD58XCS9PKz9Ti0SMGMMJykzXl09cbDtWkxmNHUO0nKLfXI1Qe98SaQ8VXF2eS8UDEXWBPISIWdpODF8Wu/mL0tofaiT/Ybfu7nB/fJrra38YV/8ZNL2c5Jh1O55/bOPY/1xqUHAdL3Og4wvHELMUrWWGhzYVA+DIIYc12ghHRQYq5nDmLQsNISu7qw4xJKV+XmusBczRzEmOsCc13YMgUWqrDzBBaqwNy+9V1o6d4uL1ThjZd2uFQSC2WaQjROEEPTOCzYUMJa9CubPsEJB1S0ALV7NEELVs4LB4iNg42zv1EXRnLY/wFt/Mk+VE/vI6kpD0U4j+9cPi8yrKmsiJXR/vTIuGDTCUgIaefBTrPlhPdXQ0rzV8A8lwihIQUf1ijor1R23PyVQmMmFGay9MZXZAkJjZksUQiNmTDzV9jfFVGaeqCxIhdmHBorYgEpNFbFAhIKq6KEFMrNK/gwNKRQWEVVxsxTDmKsiipArRDAihs2EITyYUghqmFID3RIFljQJdnnyrWfS847KM8kwNF9LtmT3kkOi+jBvQlm7IX7YojVfEWUja6MlEX+6o2HoyCjizMj5byYrS9aQEa7K2Ns5wUwuS+atJeuDCAGO/ofnN3dWaMrY0jY1AO7x7NcGV1DvfaLK6PJeTEEYOyZNIY/+E/3hUl7pBxwQUoBjKp8BTDaVDqYQQ4I6cCFWZfJi0FlSvh5Mko2r9o+aZIFNlnWI9Z3FYS4UI8jbbH1bfkxKjcGAxh8mvanVQu3jO+VpvtQXF2dFMtab2w7tACML8Mm6AQEhAEkmk1rAjHMlWHcE9UwOSoA25Bnrgs33U4rrWODHBJKS891obSAEvXEnhDG+SBRmvuBsKEeGqYelvQz5cqgcbOd2g5XCUZLwFuvl9jTDisowN5fuCPDfN8DdHGM8UxC9RxBTRCjh2IwY7/DC65YiMnQ+P4mmDFeXoI6zDhw8OKA9lCS0hCY0SVkRCwEsAqMdaeOhZiMlfOlLcRkSK6aiwUzprCRSZOWr7bEdaHKSNI757qIhJHwePM2F4YDF6zpQeDCrJvFvFt3BLkwKIae6lFsGSpjtlE4FwbF6ivmuFCxcfCwEeFcGOSyIBcGDyXxP2wH5v5wOagRjMfq6eLCqAGRTBfGEW2wZCs3rISHgrSElAhNsMHO88oH9RBAcMcpM6TE1qO1vwJ3ztp1mN5JTPgE9VRShYRU4ILOPclOpOoaYoDBAY3q+ipEFVICoRjAIOCoAGGABXW1Sr2UlLYsIFESbBBAobWdntrfOpjOiY6ZJ4XwQAaFlpj9E79/SrS/ZJ10MDUd2QHiyezOLyEq50uLTTe8jER/1JgaM0Fh2BAcM7FiJWvFGzvvhWIPDcsCDYcIYHA5p6VO/o4M1/n8vC6pUJJQYyf/5Hpg9zju36ncS2Mm2z21uLTzPSE3oTBP/nlfef5QAYyLldhz0qQxVGrtfUhtAIMrB2B45RMuDJrnl/WhB5UvA5cFlVNaOnDhb2OkdxILIWiY/yVoQcOpHBjeOEEN0DBMO4kBiuhjXQxYdFESTFxkgDHWG+E+64x9xqg7otp+TR3PFGjqsU43m9VJ55k7F2PbEy6H9t49wmuBliEYCIBBRf86Uwwyls7VEOayqeClqaMaV+5al979gufSqeBo/X5TQrj7FSX5rBxmlbvMD5FTXjhdLOePavh3sXWxEnseFk1OjBF0X3keQAUyNrp0/hwRhxdfWmzi1GLT0dUx9YXtK7xGlhxpHSZOD9jZWdLptVP4AGMELhBteNPNfYz9sl/gBX9jMLK88NLK6TeelniTHnjJ1sQfDP5m51IAwA3r6dwYfdWlO8OuOm1BxhllIMamPNhdXAOwb1AHHuz9ci1POnTKSbpJ4g/gPHN/LAeGKVMBDDPu91LA82BwFwYBDBc+giqhJ7kwzLwg9CTiwuBhEamgdQAA7mJJREFUIGGYiILf0KK6QqBBMCMWlqLY7tPwgUaXLivNAsL/682D78rg09nfmgsj1kiOaCkAI3dZ99Z/wLq6rCdnft9t4W/1eXW64TYeW8ZOq7kxvDIJN0Y4v+EZjEJFNC1vVyScOwPesII2CTxhrm3apMK6MiT/a8M5/LATCSW0BRMq6digMJPKjVHVZdwYJsEnhEmxCS0hhaol9jQbaOaHST5NOIq9V2nYxKFux7j8F86FYWJxzPel8BKztZ3uoxddYzyTUD1HUBPEGCB6uA81BGZwgMFVMpvYUH1hO57MM4yZ66PT5zbcML/pjqId9iZ+poFF8IDQ4xrOcg3wm0PX77IfbyxjwpmG+pxrcGg7m1dL58DaOI4G/kBL5+5lx8+3LhdL6gk0vyX5wvYVWSAjTOoZE2980D3jUbMzrcvliO5f68H961DBjEmT9qG6vBkMwQWfRrV0DSEJAYb3ZpW9kXXldAU1eDJPF05iP5TIs0r6WXgujIUbNtu0UNINE/jQwTgPF+HhJHVXRgRgtLkw3DT2jMHHSV0Ahrdcog4kfpbHdHx0WX5Zjy9dty0s32W7ckBGCizwZWMgI9wWbcGDCMapHAcZlBsDmlBFlRuDNpCqcfWYMkpXcEDba1oC1TxtHA1KCEgNLJTETCosUGCGEtSDCbTtnQQV0FiowlamUAoDJ5QQXvi5gsbcfSdlAKYdpp5KoGcAFqC8GxALgIEMSr5pQlnCEBMNpW2oAAstKQELMzgsCo7BPnBXTNo7TRCjh2LwYl0IbAf0rwvMSMELLmq49IUZKXgRqg/M4PCCtL4+x/b2yjgwYycjlKCB3OuZroWfNAKMFKrvAgD2I8DgGuLK6PDdesOMpk0bCDOa3sZ1gRmkNosnia7Bvq6MsBtDrqEwIzck7oyaH1yQwd+gDqlj0qQlqOxwcvGknR7QQN19AfQEGOS8CN0YLJkn5bmoOTHIReHWUbepm/LCLecn/pRRgOGcFYA/XzOggRBgVPdNN42NN0GFGsBIAQ2m7DwYYwOMo3Jv6urSSLzoqoEMN5GVj0AQBzIQn19bHxt3aR5C50Z42kXcGGa6WY7yX5jGfjiNOyWAAtyZUXW3SoBB2e/Mu1uFkJBau79SlNYxYVwWlBsDwiTnpO9QumELNOywpDwZQX4M2rZ6fgw7wsZNvg3agWzH2j+ULyNUkXWSXCSN8UxC9RxBTRCjo1LuiyY1wYwceHHN7AxOsXJ9YEYKYFx77AzuuRDfhlyYEQMYMfWCGTnwIroy+zdG4McAtU3ujP0OL7i6ujJS3y1jeR5ikkzq2VRNbJmdohPIyLYSIw9m5MKLUF1hRhO8CNUVZvTJ53NQXRljxI4e1djTSXsrlXFdhvACyAMYABzAqNZXBxi13khcws54Ms/SgQnpYumr+v1knS6JJ0GV8FODHPUQEh9O+PfI2LjnroA/XMuFwcarQogrBija5o8JMA7SPWnsbW141stRVq51akiHsCE2PYQTqI+7JJ8aSPZUAlQejSDZJwcaYU8lBPdiPZUQLGjqqcQADRNeolDVo4SwAELZ61a7hzpK8gkNSCgUdl+UFngAxntBQANaonRAI57osxBVryX1/U4QJg4zSJKFoOxXjZXP4qg+l0wQI1N94EUoDjNy4EWbcmBGrvuiSamGWi68CJUFM/rCi9rK7F/mWBtdnkXwgKoJZoz4vfjvlb+OAZVmuDKa4MX6evO1ffrcRg1k9IUXodpCTLrAi1BfWmw2gowxkhEfVJgxadJ+1Fzn/0jxkqXnyqjDCzO9mwODwMWuLhrzYJC7ogQPE6mSec5VEYSTSMwtDFkEMCPskWShZM2FsVCy5sIoVRVGUgGOyoVhhoHOYSRA5brgb0zD+eyvCOFHH4CRc2vei0ZLxCGwb8X3R2qbE2WSoSVBw5oDi9beSiishEBGEGZCwSRoCSvR4DkyzIZwN4bQ6Z5KKFeGEgJQEpAMKEBhoSQgqSFoQjzmqsCKLC1o0FWsioKbLu2OXAFAXa5STowCErsaNqxkAegZFBRKKKy6/WTCTUqhUGgBsF5SFDRWhLLbT/usCi8p+LENYIbZD5VKrfe3C2PSYE0Qo0VjwItQY/dkEoMZY8CLlPrCi1BRmNEFXvC8GC2SO/bW1gVXdgETShycH/smeT/gmV+oBwKWuwJqVY/7IEbnTimwOD/D7PLtTs6LJtE5X5YSJ45t4+75Jh55st3pcO2x9jIxV0YOvLgmw2kRc2Xk3H/CfBhNekBJPKBKPDV7iYso3hAZUsekSUtQLsIIE9fxvBdmfh1eAMDchXw0AwzKbcEdGG66BRi7eublweAAY65DcGH+LlThJfDkOTE4wKBxAhgOZujcLlVDgCG6Awy6V9SgRBxg9Akh6ey+mO49ecoFGhFDreEP7KUOexE2Cshwg80gg7paFaC2elU573K1VBKFVMYZ4YYr8bASAhnOVQHFXE8ScwArUA5kUFgJgQxpQ0B4fowVIJkfA5iB58IoqSLmyKDdoqCda8OErERAknVlmNwY1Xc0sMIOAy4JKGDqpf2wLzXGMwnVcwQ1QYyEPr8ocYVczqv7P9+5DpfK/Hj7HH3mwnVu+PRiHMgQ6hHHzuGvvvKI0evVWqBYK1GeXwFKe/MplnRF6siv1qD6guHDAjKW/V20YL/EI6n0N3hxbhUAUGwMB5FlWf8JvHsrD2Tk6gvbV+DcYg3XXnZ6tDoB4CG1gYd2N3BF8TBumG2NVu8Dat8+FqSlR7jsj+jDwqS9UW5mfe474/DCG2fuC6BykLU5MGIAI5bIkxwYPJFnKg8GNZZ4Ak/lwQu/NxOe2FN7Zfi477ILh3lSTy4vD0bovHDT4AOMmEOD/w3VFWBM8GI54hAiY16rK6MvyODj4fYE6yHm4RZjEEQIPg6vtxIwB4YLH0EF2FxoCEENmx/DQA2AkntCU8JPa8GweTEIdkAoLz8GXHhJsE+9RJ/S1CcSIAPN4SXVPovBjUoubwafJkQUEO+LJ5gxnklsPUdRE8RoED2kjwkzvrA4CcA0LAAMhhkcXpAum53H3duX4fhsZ1DdXHdvmTe6G6u7OHthHUUx3j4pz0es6LxBOhBoyLmIuyo4bU8pmeBz0Cbtb4UPX2PBjGA/yrl9WF3J2JmpHBpADV4AANZY94P2/OoDM2Lwgouui6Ew49xizQ3TNf3EY18eVCfdY7jo/jMUZhxIgDFp0j7XbgbACH95Y+DCTK/gRRg+AgBzXXjJOF3YSAAwqFzowCghK/eFW8Y4MvxcGeaz0AVKLZwbo3TTWTm7nQtVgZKc3khKbzwCMAIXhnNgMHl5MDoCDBGWDcvRekHlg4PYBkImDVcbzOgLMsBDQIL5tHzNGlJtTCw/Bi0Xy4+hFCBltTG8t5JSAYU1TjhXhhbOgbGAxMy6L2hT6HqTQmMG5fJjUC8l5unJQIs5ChdKYkI9FOZqBsgFoAubewPWLSGxKhaZoSVxkEHhJVJoFM6FQT01sh5M2HGl6Bcughqhz3tDTk3gg67pCCb01Ovvxl/c9UgA48AMajwAwBXFw3igvATAMJgRAxhc1DAaAjOokRaKGndtMIN6KInWEYMX0YL93BnUSG5VV3dG2xuTMRr9fdBsDLZ0riMxLVV1315a2HJyLvJARqgYvGgqfn4lG2Sk4MWJY9vR6X1hBocXoT5z4bpeICMGL0J9YXGyF8g48PCCv4EdUsekSUtQ7Ne0TJxvXk4MBi7MvApWhKEjVD6W/4KGeVepBCtKNlyFnfghJMotXxgQYUFGCDDmqvAABk2nrlW586JUVeiJdtPSAEMpGQcYzJHhJfFUovqNCgGGAxMBwODwArxc8DdY1vu5PAjg4jA4S0OFPCExvTW8hNehbQgILGzoCjK0idoAKN8FAEkBJnyJCmQIISClglLSuDFgXQjKpoiQAOw8AK7b1QUM5VDCwAGTE8P4uvg8E05iQkwor4SExgpKzC0OULB5KxSghKqFluxihlWxAIWWGIAhDNSAdUhoiRIKBazLy+bJ4OElIcww9zRtk38aUSJkCd+lxsNOwvvr5xfA1+Mia4xnEqrnCGqCGB3UB2ZweNGkLjCjDV6E6gMzUvAiVC7MqC2XAhhrCthJNJRiMCOSFyMJL3JyXDS5M3JvEmOBjL1WG5wB8r9XR6CS7croCC5qi7e4MtqcF23KDTFpghdcXVwZOfCCq4sr48DDC9IEMSbtc4XQIvXLWrKbcQpeULkwdASAAxNmuXoCzxjA4L2QxEJIHMzQwi+vq1ARAhiV66IAT+oZJvJscmD4480ODGdy4aCCK+bAQFCuJ8DIcl5M95XB6prOK/lcw57hajAjJ7wkBTLCXktYaAn1TuJACRk76HQMHBkOeLCVcBeC1tU4d2tQok9p5yvrsKI7DYWWmHuKZEk/TZk5CqygjIaWAFWODAWJFSywixkKi0+oB5Ow+9VUeEmpC1DSz/C4wG67ZPsQsDkx2MXkuTUCzfU+eK6ZIMYgTRCjh3JhRi7A4GqCGV3hRagUzAi7Wc0FGFy5MCPbfdFYSdqZke2+aFPMOtppeRwskDEWoMl5emhwbyRhxkB4EYrOw+OXm+tsKLzganJltMGLR66fjk5vghk58OKK4uHkvCaYkQsvnnr93VnlJk2alNYNj7wHAPDZu671IEUonviXh4wAlfOCpuW6L0KA4UMN6SXxVLqCG6EDw5QrHMCYa1kLIfF6IokADErkST2RlJ5DAzW4QeBCKREFGBxMUJJPM8zmhQAjBB0hwIi5KiLOjUb3Rcbvbt94+TGMmftZbVHAMSX3ScydEQAO9w4sdGU0gYxanc62UQcZFFpiQYZJ6pnusYQcHNXG+qElSpseSxQq4Ka0wIxCTAQMyNACC0hICMxQunkmnKQEgQyT9BNoCi3hOTLCXkugZ+AgYxcmzISHl4SuDFOXhRLCuji0dWPAdP9qnB06fgytCINwuPH46+/B4zDpoGuCGAOUghl94EWoEGb8n63H44qVc4PrBdIwIxdenDi2jbMX1qPzUjBjFHhRW5kwvY4oLC0RqFiYv7pPj68HDWTkih7klP1dWsLTEg8xkbsSaq2D06dD2XOnLsH6I8ZNsku6e2sTd29t4m9d/aVs50WbeIjJ/zn3NfjaY+PBAx5icmicF4HG6JP9qPbHPmnvtMveEKrIjwgHHNxxQX9DcGHK5cGLmPui6hq1iEMMBi54LyQUQkJdqoY5MBY27MR1n0oJQzuEkHBwwQGGsrCisReS0JURc2kwQCHCcrUyEedFJrgY+77S2ZVQq2C0TRlNy7p3e/sobAxHWIQpFtKOYF08vMSrz553bmPYuBBmW4R1YNhhmueAiq1XKWEmC8qlUYWWQEloYfNtwAwX0narChZOEoSWQJkEoHye6ZlEANIPLSm0AqS5B63I0gstkfY+sSJKiyrILVKFlPjDEhIqGWICXaCA6YWltGEmhaU4FGpCUpHcQhK6EQxfLI3xTEL1HEVNEGME/fnOlTirjuGa2UOj183fsj4wPw4Ao8GMTzxYOTt25uOeCuceOmYGtoPW/2pGA7MppMRKhvNz82ZkdptK8MKNK+eW66aDADJ63PwogbRYiH6AJ0PcVSN3OoKMNu1WB3P7rAEM6yfGS4Tr6p6vjAYwSP9n6/EAgGvWtvCpCyZvz1gw4/btRwEAnrr2N6PUN2nSpO6irlBDKfbb5YWTOBdGHrwAYLtLZaElLHlnyn1RQmCuZsnQEQ4w/LARH2DEcmAstHTwoksOjNpfArBdAEZX90Uf50Xkd3YvGh5deorfEwVgIHuxJe4rXncUaHBekXJmNMCMRleGNyPiyoDf/SpVEIaWGGdGtYE8tKSkEcqRYRN5esk+Qa6MAlJrzGTpQkuoy9WFKhzUmKEE736V4IdZt4DUMpnwk4eXlJqSfkr2VUylys4rdWHdGKb2apwlcLfHgVwaADywQfe9os/JN2nfaoIYA/SF+eVu+IS8gFOLSwFgdJhBDRVSDsx45Ppp3L19WXTe57auqE3bnq9gfWV4V5RA1SgEAKyXPsigxmMOzIioBi8AdwMFMLhXkxBeePP6goz9rAEAw40vrCMja+HMFZaiFshIx743zNhtPnhtMCOV1DNa19w4jzY3LuBzW1fgcScfyF42JbruAQMwuD514ZGDQAbdu0h0b7th5cHedU6aNKmfVKTVGb5FjIEL81f6MIPlvWhyX3CAQVBDeWXiAMP/W897MVeF774IcmB06YWkLQeGtuEnYwKM1twXbe6LvvAibN8O0L4DGR3VG2DElmvZD1EHC4cZbDiaL8PnCuYccuEgwTbw8BI+bgslQYYw57WEDzJ4jgx6SmrKkRH2WrJQEjOpqnASwPVaQiADmoCBgR3u+VsC0MqCDxNOUvVcIr2EnxReoqAgUU/6SSEmhbX7Sij3AO7CTBjMUECVBJTCS2C2M4QWMWfbpIOrCWL0EIcXMY0FM0J4EaqPMyMGMEjU8OoLMzx40aYeMCMKMJqUAhqJX/QkwGBFe4GM/ejGGNu6SmE3Q+4omXkvGmFGbFoTvFgva5O2z671dmXQNRRqCMjg8KJJfVwZIbwADJAlHTqYwd6sDqpj0qQlajfixFDBDw+HFnx+Cly48QZ40dV9EeuBRGlpXBURxwXN4wCD8l+Q+4JAhXFlwA07sKF8kKEUhY1U+S8cwGA9j5hh2pkt4SMp94UHJwJ40QAuko3w3HtJW7mMn86DCjKyAcbI+zJcb804UV+kMcREaGEjRxjoCMNLBNXGQIaG13OJkBrahpG4fBdCV6k6bGgJ9VCiqQyUDVGx520QdgIJFw7Cw0mkMGBiJlU1rgRmQrHhEqUyoSP0N+y5hMJLpFAotMaKWDhXRjrEhGCGgaQFtAk5gcnJUXihJdXJrdj+L8O3bthnbowxnkmoniOoCWJ0VBvA4GqCGbyb1VBt8CJUDsxogheAeWN85rwJAekKMzrBi1AZMCMLXnA3RkwN4SZN7ovRtB9BRg9Ffg/8+U0wI/Y0MiBhZ2uISYvzokldQ0xS8IKLrsFcmJELL0LlwIwYvGjSF+aXHwqQMeXEmHQQRPAgVMngBocaMXABwHNdULkmeBHLfZFK3tnmvoiFj5hh6SXwdEk74SfwpBASnvQzlcBTBaAiy30ROCk4rEiGjsTCRhLwInqfWNa9I3zDn9BBAxmdHStjKKwvAjUCw0QFvVwVDTCjKVeGAxyC5cKw57Uwk7UCmydMdk5talW2e1UhACnhumLlISSa586wISUAACVdqIjWusqFAZPwc6Gky43h58kw/YGQK4PnyQjDSxzMsN+dcmXkwAwADmhUwFa5HB3K3hulUCyRp+3hhImcG/tFU06MYZogRoOeev3d+Iu7TIOgC7wIlevM6AovQsVgRhu8aBJvmIVAg5J7DgIYXLzBuaqANQW5tYTTkzeaZT+AcSjDSjLUBjC8sm0hJm3wInP/Rl0ZA+BFqDaYkQMvQqVgxiPXT/cGFzHFQky6wguuQ+fKmDRpn2oX/oN30oXBwEU43U3LcF7EQkfaAAYtw6FFKoFnCDBoHu9lxOuhhGAFCy1pBBhdw0f6uC8ynRdZ3am6eR2IQk4rZayXJcsGHQ2uhmxlOy86fpmaBYPP84sMhRlxkMHLZ4SXKHJ4wAsvUcqADDopcnsuoZAS6rkEABYoHMig8JLSOktcLyZuGNZ9IbCCEnMUlSvDfVeTqNNsg+mKlfJjrIoFoBVKFAHM0G53lIAJNbH3IAnlprl8GfDBBskgl/2EMSYN0QQxWjQEXoRqghltAOOatS2c2snr9YQaQkMARqiYOyMbYIR5Mdq0KyG3ezRE29wYoQbcx44ayGgEGIkHEs+VIfTo3aRyFQ9L6KJyCY+t7bNrXk6MHHixuXGhcT4PMTlW7I4KMEh0X/ma9VOj1XngYcYRfWMx6eBoHsmWXLIfnBi08KYzJ0cfeEE9jxC8aAofCXsi4cCCIMfC9Tbi9z7SuwcSGgd8gOFCS5DvvgjhRc2BkYAXKXARdWCM8MMU1pHsagONEOKguTGiaruHD/mCqWV5Tgua1LJJUZjBjk9jiAnVqMltAcR6LxGy6oaVh5cgdGK09FziuTW0QGHDR3jPJVJrAwSkCeOSMAlAq3LKAQwJ7cBImyuDuk6VwpRdEaUtG3dmVPNsKImo7nUA3HQzz3djGCfGPnt4n55JemuCGBdBpxaX4lPnvwoAcP/uCQDAdesPjVb/Xz50zWh1hfIabwQmInkF+kqetzeXPbjHyF0BPet/9zjQIGOMNyG5q1oAYiGhVjNXmLlPRSTaSZ6XUBuZdKrjedvHddEmAo30A//kS9thQ5jU82KJQkyeev143bwuXbyRMqSOSZOWqHlgY/N6IgmABU0LoYWZXoELU29h62tO2snhRdgDSSz3RZjrIsyFwZN3dg0fUUpmJ+90OTBCt4WGT7jb4MUQcJFoBPe1eyfb49q1hCPzaKX91rkf1CuPSAu8GHQMonVXFUaBhgUTggCFthCCQwttQEMNZpC9Qmhz7tIzm9CAtOc+rZSHl5ArQ1nIYT8AXHes2oIJAyw0CqldeElhoYPSAkoa+DCzcGEmLXgoJWayhBSmm1dl82MUQrJh7XJlFFAezCiEwgrKGswgZwaFl/AwkzkKSG3qLaAw14VZDzTm2sCKOWAThRbWqQGXS4M0B7Aee3i8WBrjmYTqOYKaIEaLvrh7JQDg0atfaS17Ql7AWXWssQzBi1Bf3r4UwDCYEcILSRmIM8XzYjTp7OkN31kxAsxw8MKK32P0yG1HuXuAf9kvgrqEkUSXX5j9LXdFPshoqq/l94fOpWyY0SZ7fp89vYETl50fp06mrQvruNS6NugazoEZOaL7ylwV+NqN8btNfe+5r8FTR6910qSjre947CfxB59/atR9AfiuDAIRZrgOL6rEn81hIxxgzFXhoEVO7ou25J0hwOjqvshJ3tk1dMTrdSRwaaTgRRdwMVaMerL7Tz5xzID4vXo8GvtFysjwqKmOKuoj7sWoTQ1CTVJhJrV8GdyVweGG0m5Yq+6uDGl7RtUACpguWCkRqOuGFYj2XiKFtmEnBiLM7PwqP4a0DUsDE3hXrNyhQYlEY84Mghlhzgz66iUECuuMoZ5JKIykhEQhlLsnUqgJAAc2vvUxd8QP9KQDpwliZKoLzIgpBS8esXrWuTGA/jAj5b7YurDuhk926CIyprOnN6qRWIgIHw+BRkNISQgwAEAXgHWUdQMaDSElMXghFi1ujIvFO7SAlvm/vmJZcRQDRQCDRMcgCTMSLow2cBFxX3dzZcQUOV/pGhgDZtC1eWkk7GQozKD7CBfdg5pgBu+ZpEl0PzxomhJ7TjooIjdGCCxIKXBBy/CQESrfBi/GcF/EkneGvY+UbppxWri8GMx10St5p4LvvgjdGAQvPNcFDTP3RQpeNICLURN5NkU0dAEZ/G39YVDSndEDYAw4NvGeSxqARnDcyJkRDTMRqPJlcHDh1Su8YZchI5H0Ew2uDEgF4cI9FLQwoSTuCT7ovURrs14pDGwIezPhST+rYe0ARkHdsNrlKF9GF5hRsvASAF6ICQA2Xbv7Hwcb+0lTYs9hmiBGR/WBGSmA0aRcmNEldIQaTX1ghgcwcpThzojBizb1dWg0uS9aQcZFUBeAAaC6g3Vw3lxMtcIMtIOLrPWkXBmp8zKVuyUo3+bKaMqHwcFim/7yoWs6gYwYvAj1qfNf1duVcVDhhdMY1s39dauYdEi1raofON4rSWnv8fVwEt9xYYbzwUXKedGU96IrvMjtOtUMo3JfhKEjFtprDTMcOi/AxoE0vOgCLthva3byztx7RfizHS4XNoDrm9QJZCRhyMF4fKjUxQHTdiwG3NdFuI9d2IitV2gWUlKZKwgouFwXtiwIMMAso3n3q1QGNsREmmFtnRTkyuDrcnkxIl2xai0hrYNDlYUNJ5GQAtBSGecGJQW1uTNmFjwIoVnISWlABStLOS5ouBAaEtp120rwo4ByYSZSa6yIEnMY8EBdsvK/gOkFhcJwC61sOInJngFdoBAa9AhJ4SeAn+RzX2iMZxKq5whqghgtevkT34U3f+Zba9NzYEYfeBGKwwye3DMXXly6cQEPBSEiXWBGZ3gRKgEzcgAGd2PERI3cGsxgboxlh46IhXUBjLWaMV4TjwkyhvywL9q3Iwwx6QMuYi6M2nraQky6JJ616uLK6AIuQuW4MprgxSNWz9am5bgyuA48vJg06YCJknGSYuEkTeCCD+fCi5jzorHXkYzQEY0Rcl+ohPOCw4g254UHMLrDi8bknWOD0RTUaPtJHTu0JKWm7eiy+i4hJRnlOrlh+u6mzOV8X4bvpIgFk3juDAYzTHnrPuIwg2qgfBl2mACGBzMIdMBcDwrKuTIMLFFZXbHyBJ3SAglyVISJPyW0DTExjghyZpg8Fmb7uTODwkwkO4gpd4aZZxwaJmdGUTku7MM/uTJMOIl5viuE9pxtkw6+JogxUDGYMQa8CEWNFCnUaIk7YzCD58VoBRhdeh2x5fq4L9oUc2d0hRed3RhhWzjytqOzxgyiHQoy+KbQd206dMHDSA7AINGx0sXyH75qISY94EWoJpgxBF6Eouv+mqurxJ45zosmNcGMwwgupnCSSQdFLgmnF05SQQt/vA4u3HAHeBHLe7FX7ota7ovQfcEBRsx9weGF/esBjAZ4MQa4GPKLW7ulpKBF8JwR/alfNsho+6KxFvoyFHzxbICR2K6+x0/XBlB/HnJlfMdFzZ2BMNREV8dcsDATXrMDHsILJdGSdceqhF9GSefKkFJD2TwYlBeDYAcs7NDWFRL2bgJpujkFy5eRCjGhJJxtYSa8K1YF01OJ0oUHM0wPI3DhJgA8oCEZrCCoYcJJuh7d5WsKJxmmCWKMJHrg/8vz1+Hs3DRcHnVs3C4IP3XaNGIKOa4dKoQZZ+8+ARwfr8cRAJht2YetjmdcmxsjlJgDswv2AW+127qyQUZq9/cFGcu4+wwJL0ltDv1eLUHFLkA7b3FsD+7GXeBFZsJaHmJy911X4uSVD7cuE8uHkdLpcxVUHAovQvEQky7w4uVPfNeo27F08cbLkDomTVqydvUsCitIbdACQCdwkXJehEk7+bhmzgxNQAPIznsRho4oTRADHryI9jqS47xgUKIzuEgAjOgvat97gvD+1KuLwYxgWp+f+l6hJF0fJWLbvCS1hvdE1p/8Oh23VdQGqjq84xhAiiTQAFz+CgoZ0QQnANeTSTLMhOYTGBEWYEg4yKGFsPVoQJuLQQhhwkq0dkCDNsmEiABSwIaQKC9shEJKwhATCQ1lezGRQtpQkuYwEykM2IBdbymqnBZS25ATmL9gPZTQMAAULm+HCTHxw0n22Q/4GM8kVM8R1AQxRtJfnr+uNu1LFy4H0A4zwuSeoQhekE6f28Blx8fvJeHuu1jj5Rxr5A0EGgQwAEAuzF+xECjXx73qCF6Qit3uIKNROewo9QYlpWXfULu6Mto2J8OV0cWFEdPsgsgGGTmhJABQbFu3x0xDbkksTi4nLvLs3SeAY6bura9cAgBZMKNJHF4AwG33PBFfe9k4vZdwveMB08/IMzY/P3rdkyZN6qYdLydGBSmi4wlwAVSOjjZ4wRN2ErwgpwWV7eO86NLriJe0Uw0IG4m5LuxPig8zEuAiBS06vNlPKtW4F/XBVpiR+qkd240x2GWK9H5qmpdS0zNNC8DoBKG6bFfkeAjAO5gh1GgDGjRNWBhhvraulqcuVZtgBjkzTBVViImdbkwZZmNKDUiJKrSEwkkA574wfMEMq1i+DKmgS+GGlRIOUJguWv0wE2iJGeW+gKjcGYK5MzgwoVAUAhpauvwZBDKUo0gFAxlmWtl07kw6cJogxkDF4EWoXJgRUwgwAOOYoIZNDsyI5cUIRQ0uAKYRdoG1UgloxGBGQ0gJhxcxUcMSQCPQaHNjhPBiiDw3Bq+2a5u36QHDrWyP0GnOq5qum5KAGX0AhnFh+KJjOsSVwc8vAJ7Lhs7NUWDGuWaSsvWVSzqDjBBchPrU6WtGAxl0fwKAEyvb7p725I0vj1L/vtIYbz2O6BuPSXurf/akPwEA/Ju//PYatADi4MINMwdHjvMiDCGpcl6Y/Bh8PCfvRW6vI17eC11BjFreCzcdaXgBVL9LKedFDF40gYuMN/pumcS8erhHuGAwPYAZXvGG54qx02F5GzFWPUu4dzY+RjUBjB5AqvUYty3PNkKH20bggp0Q1TRehsEMNz0BM6h3EqnT+TJ4cVBXrOQEoWER7cVEuJASNObLaAszge2ilefMSIWa0L2N92wCwA2XNuzElKm6XlUAXvPkP24+QBdDYzyTUD1HUBPEyFAquWcOwODqAjNi8CKmLjAjJg9etCnTndEGLwDToOQN3lygUVtXC8Do48YodgTKNbsNQ9q4/KGEb+bFsrOlnnKGbA4LMRkLYHA1uTJSLowQXjTW3wYzmkJJWuAFV8yVEQslaYMXXHSPaIIZsaSeJA4vYvrL89cdOpAx5cSYdNDEeynpAi388Ti44OMLXeXbSOW84OCC3BfkxMhO2qkq50Vj0k7qLrUNXrD5jSEjNB9+GSABLTjU6PumvsEQUWv4JsajrgwRGW5SW7nUvLGhyJJAhlPq+GWWc+U7Hm+vfAJa6eCYRYvpCh7wHkuEgxOoQk1sQRdqEnNmKHbNiOqjbWiJEBamSLNiZUNMBAAhFbQWVWiJ3TYljJOCnBdURgptejYpCwcqeFhJIVmPJEiHmRTCODMAAyFWhMIChQs1oZ5MJDTmunDjzqFB08mZAV05NfahppwYwzRBjB7qCi9CNcGMXHgRqivM6AQvYkq4M3IARpuoEcphRujG6OK+6AIypF0Hb5APTjjJHyAu9p2Gg4yxNmXJvw05row2cNGW62SWG2LSBi6ONdeRcmXkwotYj0I5MIOrDV5wHWpXxqRJB0BzXXjAAogl9qzcFtV4O7gIXRdtOS+WEjbC4UUqYSeDE4IAB6r5PGSkEVykoEUKWPR4W18rG/tpCuCGCyVg82Mwow1keO8pdANByVHGI1b4TiRrdTGQ0RNuJI9VCmA0HNvWvBqpaU1luKuGH08ONuicDPYlQQM+0wCMONDwYAaESdBJK5X2GqIwE3vOaAHzEsqeK1oAwgIOrUw/IEJoCGm6YhV2/VqaUBIDMczfQvphJUUYZoKqW1buoiA4wYFGaR/EC+G7KsLcGQUUFpCVuwNwUIPC6CiHxjw39njSgdIEMTooF16cWNl2yT2bxBsTjzr2IN5z7+Ozt+Xkse1ozwe8MZQCGlkAIwwpSYk16mbnugGM0I0RKuXOGDN8hCSbunItRX+QsV/gBZcIno6GVlcKb/+p3DwVLS6MUBxm6KKb4yKr/iZXRgfXRZvo+rv0URc6OS/a1BZi0gVehIrBjAOX1BMYx7q5jy7lSYdfPKdF2DtJzHEBoBe8ICdGk/NCI91dqkbHsBGgnvciJ2yEza/BCwcl6q4MIIAXMXCR0ZDN+Sn3GvexRm0IKBJv68PhJMgYogRkaVLM0BlOb9xPXaGFBx/aNs5fTbwOVqbtmCe2M+s8aJkv2DEMj6uw+0jzaQBc/gyhq91IwIPDDMWcGYrARwAzGAxxzgz48zVMxAgBk1SYidYaUlZhJpqcGboeZqI1Hxeua1YeagLA9WICIBluAlRdtZplqhCTAsr0bLKfnr9DjfFMQvUcQU0QI1ND3RdN+syDV+HzsytGr5caSFv3XQJpgYS+ZNxeR1ZPV4077pQoR+5hotgWWDkHlGs9l29wYzQBDFIvkDE+axlXmQ8STTlJRFn/krJsBxldAQbX7ILo1MtNp65zUcEM0/Vrgd3Lxr1mSGMCDFLoyugCLk6s1F0eoQ58iMkEMSYdMM1tTgqgDi3MNB5aUoEKIA4zmvJdxBJ2OkCh0z2OhN2l8h5Hat2lOleGmZ8dNhLLd8HhhV2OzwPi4CIKLZoatmDb1Saho8tnuS10O8iIioMOnb+pUTUs26VezbYne719761ty0WOc6PjJhjvez5U74tYBQlgJYLj7fafBQzQcHk0OLAQojrRk86MpgSgWrhwEneOuh5NzHRF+S+sW0Nr05OJcWJI06sJAFUWKGTVLavSAoVUbt5MqioZqKqcGSbhZwUzvLCTkvViAhPKsgCqaUJDal2FnFjy47k09vOP9gQxBmmCGJn6m/OX4qs2Hhq1zs88eJUbfuDscVxx4tyo9W/dV3dciIer1uVQoMEBBuA3dgvq5rQFZrS5MQBgZaTdEoKMHHjBlQ0y9ju84ArfDHVZNAIwSLRvc10ZXVRsA4Vd9fz4yHXb85Y7D+k8b4UZLaEkXLoU2LrvEpy8Kj/hZyyUJKX/35cehxPHtvHEy+/LXiZXf3n+OvzN+Uvx8tFrnjRpUqgdNfOABVDBCZpGgAJAEloA8HJdhOCCj6e6SqUQkhi4iIWNRHNehG4LghiAm57tutD1cJEktGhtyFa/Z4Ne3Np6wjauoEajvwlBocCVEQEZvdwYrExj2zvDYdFVSZjRAi002xexsnGw4FcfTusNsYId0Pn8iO1APomfFxxesHKajBPhMxtzVICBCxsL4uAGdaPq8mJwN4YiaAFWXoC6X3UuDCkqB4hWrhcTpQBp4YXSNo8GgEIqlEpACjtsXRkCwEwqF1pSaumFmlAvJgAws7kzgILlyqjyZ1A5mgbAhZ2Y6Wp/OzEmDdIEMTL1P//Om/EP/sw8to8BMzjAID1w1rTIhsKMGLyIiYBGEmYkQkpCeNGkgoV+9HFnhACj2AbK9kidRnWFF1ytIOMgAQyujm9BQoChivh+jcGMIS6MImjH0/mRghm5Lgx+nqZCJ1dPD3NleACRumG112oXmNEkuoeQPvPgVaOCjL85f+lodV0MCY1hDRQMX37SpC4i8ABUgAJAFFzw6bFcF03wgvc04uXAYKCC57zokrCT3BcevNDwEw/2gRccVCAYDxuq4bXPnRtcY1zfwq+3eutezYi6LrS/fA1kVLPHefGa8bwyyNUR1NMKMkb6YqMBjCawNcbvCD8vwPaRMG4CfvwFO0e0BRFucfpuoUOjqzujhAMZEBraroR6M3F5OiSqnBnkvLA5MwzMsM4NZZwQWmgoLVFIMyyEdstTQlAeakIhKNyxETo0KLwEgOfSAHivJ3ChJ7MhD/5L1BjPJFTPUdQEMXqIP8ingEYqL0YMXgDAiWPbOGtzXPCGSBPQiOXFSAEMdUy5kJJQue6MHHjRFHrQBWhE3Rd2kSEgY7YNsGTvvRQFGWPDiw710Q/d4OTLIeFPFWtwYKREISZDAEaTVs51d2UUPXKrJF0ZDS4Mfn0B5loM1dWVESqEF1x0zxkCM0J48T//zpt713VRFb6R7VvHpEl7pF992lvwTz70AwC6gQszvRlehPkuchJ2xnJegNZJ88OuUlsSdo4FLxrBRaxB2qFhGoUS0YJBPazxbn6rK2tC0nXB1unNi5Txtn3Ic0iwbBa8SLWcEgtHQcZeKAQYbfNS8KIjyPCOb2q72LwKVIjAiaKrejjQAIcUcCFbg2AGuTIiCUBd16y0EmFghmRuDUBWPZoIAc26ZuVJQB3MQD3UxMEMGhfx3BnObaFFAC58oAGY++i+1BjPJFTPEdQEMQaKHu7b3BkpeNGmXHdGrvuiTSl3Rhf3RY5CoEEhJWOFjoSSc/NXF2a4CWTkhEBQQ14XGmMDDN0hPyr/caTlRoEZiRtiH4BBmlkXRZfvxxW6MEKFroyYC6MNXOQmsG4LMQnBRY66ujKawMWJSOhJE8yI5cM46K6LSZMOi3ZU4QELAJ2hBYBkrosYuIgl6wzzXXBwwR0Xjck6m8AF63VEpHJggC0DBjhoOR0sh2oe/zvkzXrUUcDqSTVa/WI+zNCx312RBhmu+FB4EVGy0Z1LIBqITw1kNDxvZCk8rqnpEcBV29yYOycx3OX8ad1tEYAk+HQbW+IYGIMaXtgJfXSwrJun2TDBCzPdDzUJ6rN1aoIgyvZYYtdfCmEBibZJRLV1ZRgnhXDj5k6klEkCKi1kMSElfqiJ2XQ/tMQ4NmzOMnJk8ISgKHy4wcDGpMOp4f1hTgJgHvhTD/19AQbXA2ePRxstW/ddMhrA4BIPF+ZTis4Ao0tPRqsPAcfu6Q4w2hq0JDmvAEY4fajUqu70XdukZX+AEdYzWPTDxScNABh8fwvVff/nHm/AnEf8XCouCPcZW+G1QdfNEMWuaZ4PI3UvyFXb/ajpXnbQRdbNoZ9Jk/ZSC1VgoSV22d/dssBCSTuvwK6aYaGlnSZRKonS9jqyUBLzskBJ87Rw0xZlgXkpUSoBZZdzy5cSSgmUpbQfAVVKk9RTSRNCogy80CWNC6BkHwUDMpQZFkpA2GGUAsJ9zG+DKM1vjVDBdGWvPcXGVTgu2Ad23fVlhEIFQqiM9j9heREpk/p494rYBy0N572QSAxHyw648UWWrT27dNmWIQq+QnWMRP049DmusWVyzqPgHKyVr53H/nnuXQclGw/rCq83+thrrVoHu0bp2i39jy4ldMmve3MfMPcFM60sq3uHu4/Y+8uiLLAoJRaltPcfe4/SAnN2D5qXhbvvzVVh7llUh5bYVTPzKWdYKIldVp7mL5aRnG0kjfVMssz7x+nTp3HTTTdhc3MTm5ubuOmmm/DQQw8ly8/nc7z2ta/FU5/6VBw/fhzXXXcdvv/7vx9f/rKfFP45z3mODT2qPi996Us7bdvkxOggnhcjpdCZMQbA4ApDTYqz5uIsT7THezWFlIRae6AqJ20IwGLkJIqrD1XDx+7rXn9bWElbQ7nNkZEtunkM+PHtCh7arJ5aYrgjAwAE9dIB9H1jkjoOg/Z/xtun1TMi2SNNtMoOv3MzBknkvABQYOeK9h0eCyVJKQwxGQIuQsVcGYcVXHhijYhBdUyatIdaaBl1XJjheKgIzStV5eCgsJAq5wUaQ0Y69zTiGmU0bG/SCmnnhdcojLgu7PKA33iMOi5ikADVtMY36cH8mFI/OTosxJ4JoiEjuprnQkxCR0a0nD+9q6LPDREXgD9/pBue+xLVepbW8AqOd45rItu1kxjucj7VnChBebeb2PHn4b4uIokcFVSPDeuApnmsLC2ugVq4ia1ToCHURNrrl0JN7ErceclzabhGqXbbxHs0cXk1gFqoidbUw4kNNaH5QkfDTQB4IScAXNgJzdvXGuOZhOpZkm688UbcfffduPXWWwEAP/iDP4ibbroJf/AHfxAtf/78eXzkIx/BT/3UT+Hrvu7rcPr0abzyla/EC1/4Qnz4wx/2yt5888342Z/9WTd+7NixTts2QYwliRoEp89u4LIT57OW4XkxstbxuUc4K00XmNEmDjAAQK0akMEbbm3AoSk3BocXXLNz44CSLm/5ezekYw8DPWHG2ACD1zsIZMRuih1BRg5IApqPQRcXBtfsnPloAexe2q+OsL4mrT0gs0BGm+haBoBzZzcBAPNHL+dNwmcevArb82rnP/byB1qXObD5MCZNOqDaLWc1OEEgAvBDS1LhIjFwkeoitVdPIyG4cG+VObwIIIWKTOPLBnBC8DrYdCAoi4bpQ9TUKI00Mr0ysSpyQEbudnV57ki5OD1HROrLdlhPWEUTyAjgj2tYDzxujedFzH0RlolM9+YF0zurDagAbp978CKYLuwMwctaGOE5a2vjohpX2sIIghemDmHzYzT2aKLsdFmBCyEJhMR7NDFAQ1dwAwY6lDYEhXo1oW5kC6EdlJCi6s2EwIZg86QwuTqggd1y/zox9rs+/elP49Zbb8Xtt9+OZzzjGQCAX//1X8eznvUs3HHHHXjCE55QW2ZzcxO33XabN+1Nb3oTnv70p+NLX/oSHvWoR7npGxsbuOaaa3pv3xROsiR9/sEr8PkHrwBgQMbpsxuj1r99X7y+4mzhPl219oCsAYyUqIHY1rDjWn0oDTBalfiR4A3cVOiIqyKxSzqHlrT9iHcgq8sCGLz+zuElbdvPfwAb1BUmxcoPARhcbede6txoO89V4PTocg1xNV236pjC9n0byWs+VCwfRii6J3GAAfj3rUMpPdJnSepq2wQArTVuueUWXHfddTh27Bie85zn4FOf+pSb/+CDD+JHfuRH8IQnPAEbGxt41KMehVe84hU4c+bM8r7IpFH19m9+M3ZLY6Wel4WxVStjm95VbHpZYK6ks2PzcJGF+xR+yEkpsVgUXshIuShcyIhSAroUUKGFPLCXeyEjpYBYWIt6ysIehpEEdnhRwtZlykoqr9h0FSkbzOMAxH0iFv+sT1CPJ11fl3e/iDWMa7Am0qgOl2PqYcZIVtAIMMKGb5f6Y84OVr+/3o71u0oyF88EGN4mBscxGk4Cf97g8yw41zj0S14j4bVgw0Iku854WBXYevh1lrpOseDXsahCTWphJuw+sZD2vmEgqSrNfUbRfcbdc6QfasLCTealxO6icPetOf+w+96uqu6LFHayaz/vfM4vdzyh9lBjPZPY83Bra8v77OzsDNq897///djc3HQAAwCe+cxnYnNzE+973/uy6zlz5gyEELj00ku96W9961tx5ZVX4mu/9mvxmte8BmfPnu20fZMTY2Q1NQAIZOQ6M2IKGzJNISIxd0aqfFvDi9wYMaUcGtyN0dSA5L+Xfd0YQ3NcZDkyuv7A6vQyffJWdAUY4fqyXBldGmjRV0tGfY/HaCE+Ca0+1O7K6ALmUqLriTszYqEkXWHj9n0bWL+q//0jF6Z+/sErslwZB019nsNjdSxLXW2bAPCLv/iLeOMb34jf+q3fwtd8zdfg537u5/Bt3/ZtuOOOO3DixAl8+ctfxpe//GX8m3/zb/DkJz8ZX/ziF/Gyl70MX/7yl/Hf/tt/W+K3mTSmShtSAvjuCjeOfNdFtItU27CrhYxoAydcyIh1T3B3hdkI+CEjKt7DiHNmANH5bp4StTLJcaD2OxSbPthZrv3fYX4v8H6fg0a1t1rPfWELaVRJG9vsBw3PFZ6COtz29QERXebHNr2jg3MU6fhwY9hHbJmW86xWZ5fzrelYsnPNc6uAnTs0TwTl7Q9dLezEOitMGEmwDTSuzIq0RL1nE23DR2SVCLQWaqKFdWOwUBMhnEMDQkAlQk0Av4tWDdNzCe+mlZKBer2bsJATAF7YyX7XGM8kVA8AXH/99d70n/7pn8Ytt9zSu95Tp07hqqvqaRGuuuoqnDp1KquO7e1t/PiP/zhuvPFGnDx50k3/x//4H+Mxj3kMrrnmGnzyk5/E6173Onz84x+vuTiaNEGMjmrKixEDGMfW57iw7bfKeEMiBBqpkJLct7Ax8YZSGG7S561xk0Kg0cd50QVkFBfMZzFCbtPGBvTANwTepD0GGHy9SZAx5F4fPKCMAZRmrIOOsluIXCuEoHOSYIYu+oGL0IURUyzEpAu4iIEPuhd0gRkxeHFsvflA0f3sMMKMMbS1teWNr62tYW1trXd9fWybWmv88i//Mn7yJ38S3/3d3w0A+O3f/m1cffXV+J3f+R380A/9EJ7ylKfg93//990yj3vc4/DzP//z+L7v+z4sFgvMZtNjwEFQrGcRoDu4aA0Z0ejXRaqqptPbXQB5ISPecKQb1bAM4P3m5E6LjueIgwve8OQNR5oUwowQWrAqw7ARHm3hRV6E9cBfLnfbU9MrwBGSoA71xebryHTXINdu5VFuwxrmvKEehqTUlIIImfDBnWvhtEgd4fTG9aXOu4bzUYRfMwaiwv1kp1UhJuG4qLpK5UCDwwoBoAQDHwBYbyQOZqRCTTgYsbkvHMxoDDUBtJammKjyZyg7XDhQIVxXrSX80BJhx/n0o6S77rrLAwWpZ5JbbrkFP/MzP9NY14c+9CEA9jgFMjlM2m9A8/kcL33pS6GUwq/+6q96826++WY3/JSnPAWPf/zj8U3f9E34yEc+gm/8xm9srRuYIMYoGmK/znFnDAEYoagBtXqme6u4yY0Rav1BYN4zFCBHxYX6eNfGbkxyHnSxOgYitaJ6u95TxwAY4TZIYllj3d/tNo7R6wsAz8VDxzrn+HYNbwKA1bNmfduXd9rEbK09IHHhkYteIV5NisEMHkoyVggbhxkHPh8Gf0AdUgfGf+PRZtuMQYw777wTp06dwnOf+1w3bW1tDd/yLd+C973vffihH/qh6LrOnDmDkydPTgDjAIniukNoAQCldS20gYtakk7Q8HLBBW/shSEeXo6LVALPBjgRCwfwpiOY31UMPsQAQvgmnEMO74053ww7XQRlHKiwAzak328Yjqzk80XYUO6jGNAIYA7fDg9WjKXouVPPq9IYwtPl/IvNi2xLJ7XBDMHOJZoeHD83n38gICQDZ0K7l2xCwAxTPcqHH17uDMXghwzWo+ivgJYEOrQZt+BDSA2hCwc0hDQLmVwZFdBQHG7AdNXq8mrYeUAdauxrjfFMQvUAOHnypAcxUnr5y1/e2hPIDTfcgE984hO49957a/Puv/9+XH311Y3Lz+dzvPjFL8add96Jd73rXa3b9Y3f+I1YWVnBZz/72Qli7IXGjB2PwYzFX5/A4uS4vY4AwLH7BCQLk5q3n++dtP6g+bt6Ftg90a+OJjdGCDD49DFAxmwbWIxQDwCgqN+dwoeGRufowDtwanlVMJCxz9R0fAF2jDMf6ppe3Kyy8Ds6b3NgRo4Lg2tsgMEVhpiMnX+HdBhyZQjdfL3l1gHkv/HIVR/bJk0PHyauvvpqfPGLX4wu88ADD+Bf/at/lQQck/an3v/cNwAAvukdP5F0XABViAiAIGEn6vAiTNRJoCIWMsLhBQELDipCoEHTAdfdY5PjIum+AOINx4zGZPJaT02P/E7woh6gaFicwEPSTcEKJ90VTWElHYFGLZREBNNpQ8IvEg43TautNLJMDGTEfqADkNEWYdNJfF0NkCEbYGSU86bVticxPQaAEOyL4Dh6CT/ZMN/VnuOC6nbQwRYmtwSfJ+H1bOJcMXaeCx9BEGrCwlicHYQBEuO+gAtBMVDE9DOitDaAwwKXCmpU4SbCfvnCgg8TamL+fuD5v5DYuftHYzyTUD1ddOWVV+LKK69sLfesZz0LZ86cwQc/+EE8/elPBwB84AMfwJkzZ/DsZz87uRwBjM9+9rN497vfjSuuaH9+/NSnPoX5fI5rr702+3tMEKOH/uffeTOe+vafzi4fCymJqbz3GL5yr2mhFRZKzLZM4ycHZrRux33xX54V5opuAxpNbgxqBI4lBzLsxZlq3PKkjKM5MhbmrxpyhUQARkwpqNEHYHRaptAmGdNA0b4aQ6ljHJaJHeOuISEcYIiyOo/WHxzXlbGyBRQ7Zj9fuCr/l6ZLd6yLvza08CvHDPkrrm7ekW2hJDE9vJXfc9JRUO4bj72wbYbzU8tsbW3hO7/zO/HkJz8ZP/3T+b9hk/aPFqV5NqCuUzUQdV1k5brg8CJ0XijWWid4EXFeVPAhcF4kh9PwIgUuct6SJ638XR7uPWLB6o20e2ttTGp4c1BBk1MgA8F46jLvCC06KxdgdNkGj+hEpkVARg1WBDAjWw1wglbH4UN47iQhROLci9URLZfavphiZUKAEZ6MDGoIGhfsHGTnKJWPh5NU4KEKIanq49DDHDNdTeOhJjIBMxwEsdslaaOrUBOCL6Jk+TO0cCEmPNxECO3AB+XGyIh0mJShJz3pSXje856Hm2++Gb/2a78GwOTqesELXuC5Q5/4xCfi9a9/PV70ohdhsVjge7/3e/GRj3wEf/iHf4iyLN0Ll8svvxyrq6v43Oc+h7e+9a34ju/4Dlx55ZX4y7/8S/zoj/4ovuEbvgF/+2//7eztmyBGT/EH+ktODoubKO9tb3UTzAC6A40YvFBr8NwYpC5Ag9QEL9rcGDn0MKdhG5YfA2QApoHeGWRkwouU3APPLL8eV3LR8c5N29oTZvQFGLEueLscZ+fKWI7poJMrIyZ+HSn2gp6uxS4wo0n8vlAy6EH3lDaYkSO61935fa8bXNdFF394HVJHBy3Ttkldk506dcp7e3HffffVljl79iye97zn4ZJLLsHb3vY2rKwsMYPupKWJcmPEoAWQznNRAxdB16fOfQG46YPAhQstyYMWAOp1oT6eCh/x5gXTuXiZxlCKWLnEW3D7AtrLcRG211093gS/LvcdXVkBAd3p5YTvrogMi6Cc0OmyiXHd8uAm+EbUaA/8xnQKZMQABpvW1Z1BAM1TeL5EAEYXmJYdWpJxbiKyuVVBv4wIpovaMWYfO18H08LpZlhUgENqv56gXBU+oqtp0ocktVATt0wVWmLK6SrUxP2twAUA69CoYIWUyn0HXm7fa4xnEqpnSXrrW9+KV7ziFS5s9YUvfCHe/GY/tPiOO+5wPZ7dfffdePvb3w4A+Pqv/3qv3Lvf/W485znPwerqKv70T/8Uv/Irv4KHH34Y119/Pb7zO78TP/3TP42iyHcuTxBjBNFDfh+YkQMwQsXcGamQkpT7IkcpoMHdGCmAwRuoQ8NK+jgSxgYZQCbMGAgwnDoAjNpyXUEG0NmVMab7YojW7we2HzHMhdFYfwRmpEJJ+PXSpmP3iUaQ0eTC4OCiTX1hxqF2Xezxs80ybZuU2fu2227DN3zDNwAAdnd38d73vhdveMMbXLmtrS18+7d/O9bW1vD2t78d6+uH+PgecpXWiaHIieFABqLwopbrgoeJcPcFUDXkGODwhmkZwIWPUAM+mesiABMuuTRv3AVwg08Ph7OcGGx6k2rLBDDB2fRZo7op8qGCD5H6gsa8KxsbHyr2xWJ11gCGt2xiGO3wIlauBjSaQEZMbfM7KvwK4XkHRNbXBDA6nKOx9Td9t+TuDndpAlAlw0tENY+DC03r5GVoWAc5MTiE4LkzBOvZhI6vnQbNQk1Y+AjA6rCOC5c7g08XokoGyhwa9YSgyEo6uW+0z3nL5Zdfjre85S2NZbSuvsQNN9zgjcd0/fXX473vfe/gbRu3a4ojpNhbyYe31pMP/6F9u7z3WCPAKDOs5LOtwn1q67tPtAIM1SGEe2Wr+gCmcTd2+Ehy3T27vOzq4GhTY8O90KMDDN23vr4AJPM7LANgDDlW6/cDq2eX+yuQOtfD6yJU0zWWc41ypa51oP1+we81TaEkTfewScsVt23efvvtuP3223HzzTdHbZtve9vbAJgHtVe+8pX4hV/4BbztbW/DJz/5SfzAD/wANjY2cOONNwIwDoznPve5OHfuHH7jN34DW1tbOHXqFE6dOoWy3KeJcSYl9ekX3YKylFBKoCxNzgtVSihlumBVSkCXAqo0f6GM60IrMwwF89fOI6ghSuE+VEbY8sJ+zDTzkkJYICFK+9LClTPLedNsGQc+FFve1e2P585zZTTsdsO5R4TSrZ/KjQLmOoFruLqY9WBa6BTxYAz88rwcV+hEqc3rMD1LqZ8bEZnPhrXQcYARvlGPqLZsbB0BVGkEL6xcbyX2e6MzKFhOxM6HxLTYeRQ933LP19p53nJtxKaXiXlhfWWsrL3G2TRyaAlNy4jqfuHWV92DvPuNRnVPKv37lC4ldGn/KpvHR7FcQMpMV/ZT2nvhX/7DW4adI5MOhCYnxhLUFGrSx3mRI2rcrJ1eSvWeurxxJvVxY1DDVBUCK+eAeWa3q1zkyNAj5VWMujLGghdADUDowhDn3vWM6MpYlvuiL8AI4RadL7sn6ttunaq2XL/1rT8InL+m3/nfpKYQky6uiza5e8+j6xCjDVwcilASsAfJgXUsS11tmwDwYz/2Y7hw4QJ++Id/GKdPn8YznvEMvPOd78SJE+aG++d//uf4wAc+AAD46q/+aq+uO++8EzfccMPyvtCkpUiVsj1cxP6tGkmiFjIiKO9FW8hI4LqoXBlULtY7id8oTIadBPPz33KzCzEGB3JVIwusWve6GjU3Bu2LmNEgMHTUU0GEBdmmuK0Jf8bCysJtDqcngQRbGZ8XARk1cNH2OBGbr/26BI9/YPu0+mt2Kt/HUQdHuM7UMW84F2rnYmReFEolzsvG0JKRzltK4VsDPd7xFt4056CgaWyYz6uHk7DyKphmk3kKAds7ia7yW1AdGtAUWyURDTWB0OY+JFGFlGhUFVB+DAEXdmLq0PDCTaR2X0+rJf5Ij6wxnkmonqOoCWIsWTzURH72OCSA+cm8hH3lMeUSfC5LqdwYTbrkHoWdzeVtV+qt+hCQsbgkv7zKCBWXC1tuiQCD1BtkUJ19QQbgYMZ+Bxhcq2d1FGSYeenleHLPlDY/Xx2j81eO53QCqhATdUyNCi+4VrYkdv7iUqw99aGj6bjgD51D6liSuto2AUAIgVtuuSXZvetznvOcVmvnpIMl1wNJDriIDKd6GKngRHOui2i4SEdwkQUtwoYfn09iw10f5JsSSXoJCzUDGvABRqxNHW1vc9hB8EOny/RRLeVDAmR0BhhNDebkxgRlGcxwISY1gEF/dbXx4Q7OVMzl0np+xOAETU8BjCZ4scTz1+3WyDH28qi4vwzIxaBGBGQ4GBFO49vtoEUFNBDJnyHoGqJpLhmomaa1hoBg0IIBjaAu7ZbT1V9+3R60UJIxfp6P6E/8BDEG6M7vex0e85bXt5YT96/h3P1rwIbG7LzAylYFAHKBRo6OsV74ZjvA7shdpwLAxlf6XymhGyN2ww4BhiqG34xECaycAUrbZuvauExqD/NfXBSQAQCFhrww7g8CQTPZ0kFGLPknkBde1OTK6Ku1Mwpqpapv4yu6FWR00eoWsLolsFgrcOGa/OXaQkn4/YZ0JAHGpEmHRMmuUXPhRQAqKgiR0T1qIlGnC+lAPrxofqut/XlAfZxNq++kyLTgdu3qYQ0z3nbm1Qho81aZ1UVtp3rZoHHJmIGObEdK1JbnbfrR1QQw+sCLsGx0HzeAjAaF0Klrck9v8zIajyFM6w0w+p7HTdtHu0/Xp3nD7q92+9gl7KT5bNhLxCnS08h1BQ3PLWGYgnHSaOoelebxblqJAAptcmhoghkAZEM3rcGwgyt0MtC8SUdCE8RYssT9zS3msYAGBxikVWZ7bwIaOW6MEF6snUm7MWINT7dNibCS3JwGXdwYqe2QOyOCjKHq0gPJRQIZajaeE4OfZznOh1Bd86NwmNE3jAQw5zsAyLmugQyg7srIPb9Wg9CUhV3u2Cl0AhkxxeAFACw2NMT9a9CPyLNgHZZQEgD7Ppxk0qQc3fmPfwIA8OjfekMaXAAOOlTTUYGKASEjTXAiF1zUbfpBYy/R8OPD0Wsxo+HnFeeNZ2oUu8ZeNa4B58zQboIPJng4iNc2D9cbkA9XRrP6wBbu9Ipe+9+TNVI1b+AFjVczX/vLxYa7Kkp4qnWJcOe4HWegkdCROrpuQnBNhOdS0j2EYJjNb3ZmaG97G8/nsO5Qfc5nmsWOLz8PXegHleEOiRBuWDDR6M7Q/rzKfVF1txotB7tuzcrYDXWhJmzbtJdA1P9oaSZ+8Qde27DD9p+mcJJhmiDGktQGL2KiRgeHGW0hJTF4AZjG0Iy1UXKBRqgQXsh5Nd4EMnLVJyEjBxmxRnATRCENARmdu1xNqUcCzosJMoD+MCMFybqAjL4JXgFg5eH+y+aoiysjBBcp0bXdBDNCF0YKXMRE96hcmHEoFD7A9q1j0qT9IEqKt0xwEYaJ5IIL9qaWhmsNvVRjsQViZDkxUgpv07xRpH2o4d4+88YXa3CRM4P2Xxhe4oEMPo2AB98W3ljPVNNXzw8tofnan5ezLbGWU8oyEptsYYbwbCDwdljUfVEtnNy0IS4Nb1vYcCOMc+f4RTqvAQcrgMTx5lCDgS3qjpScFBT24YWdyKp+zfJe8HLpPBrCuDCacme0dNMKUeXOAN8GVOsaBNsulsZ4JqF6jqAmiDFQYUhJG7xY2JCSJuW6M1IAo00xoBFzYwwJHUlp/XSJ9dNmWEuB3ZP97jopR0YOwCD1ARkXE2CQBoMMYE9dGW0uHzpmTTBjCMAAzHlH2r6sm/2DXBhtouvl4a+q79sccLFInIttMKMLuFhs1M+7IwkzJk06DOKJOl1STR9s1MI9ONAAXFkfVsSWa4EXLQ4N13izSfdSjgw+zw0DSDb2gnlJudad/SNYXQxg8Df/Oli8DidYiEkIJoLCBC+84R7qtFwN2OgopOgEMNrIQEgcUtvl7fdEeEkLqAjVgwNFK+nlJkIAMCLncnwZf9ybhvq8pPgJSuPhMPvLk3nW3Q3alhHO0eHObVqPrM5j06UqX776uFAUu4xzfbicGMHyACCFgyvabaN1Z9jlhBa2m1b6QrEdN+mwa4IYI6qP+6JN1EDhySZz4UXoxoiJGlfcndEFXnRxY/CGZLV+PQhk0HZ3gRdc1MBugxn7AV5wDQIZAOSAnhW7uDK6JI3NgRl9paVwD890HsZgRugMyQUYMeU6LnIVCzHpAjDaFAsxOUyhJACmcJJJh0sWWHi5LjS8XkeanBd1QFF3bDTlushxadRcFxFwkXxrjfq4mRa5CFPXZQgVYBtnAWQIQ0fYrGhVKZARQooa2GDDHGz4jfcOIuBCjc/I/BoH8BqzGQAjUW9Sbgc2AI0YyHCNUQTHi60u2JRBjovUudagKGC42Oc4EAFWoj6P/XXnHjt/CCQIN65dGZdHg4GMKgcGqytwaXjr1myaFBUwsYDDbQM9doWhJhaCOGeGy6thz2M5GGHtuaZwkmGaIMYIWv38OuYn8s+gHDcG17F7gXOP7O+8yNHqFrBxb4nFRvdGURvIiMGLMdUXYHA1uTKGAgy1oiHnYjSAQRoCMtSK2RY573/Tb3JldO3xhisECTkuDFUIyLLb/l0/XXZ2ZeTUuX4a2HpUt5Mm5cIIxV0Zx+8GLlzdcQNbRCB25ezBexjIEjWshtYxadI+kGDhJLngwjWiGkJGQnDhQkM43AhhRxu0CBtxrQ07nX473eca9N5M6/p03i1l7c00XKPNNfLA/1YgI5yXmhY2Ol1DMAdkiKBMMKzD+bSC4Lu1AozYfgq3I1Rs+6khCvgwow1k0MLBMtVsaklH1t12jjSBi+C8Dd1E/Pw3dSTO9+DcTw9rV6/7mgPPd8EqCPNkUE87fkgJK8s+1TLanVsuRIQAAnNlCMnLVOP85Be0DNXTFmpCGyLNjomGmgjrzDhoGuOZhOo5glpq/52nT5/GTTfdhM3NTWxubuKmm27CQw89lCw/n8/x2te+Fk996lNx/PhxXHfddfj+7/9+fPnLX17mZg7WHf/yVUt56D92r/kApsGyera5i8iYchtHG/eOAxo4UDANuni9mhHT1a1+V18x16MADFLY8FazcQAG/dWF/xlDufWk1q1WtNvGPortoyEAgyRK8xkaRgI0n19N52jKhcHzwoR1kTbuLUe7pmrrX5j7AeDfI9oUCyXhWjkr3GfSpEn7X1/44ddAlMLADGXvmwpumijZmz5V3VdFCUheJphHjS+a7tfNPqr6QAFCafuJzaP1Bsu6YQ1RmuVlWa9j0EezbdFsGgM2QmuvMcobpHl5QXR8HhBtYDh+0OXnt+utWVSNvGQ9bQAjBXVS25J6C++GE9uSgjJ2mSiYaVOH8rVjFkxPQbkcgJE+n8z57p2T4XkaTO/zkWU4rr3rzb8O69cpovXabY8s690fwnHaD2XsI0zvR/xexK/VEgbWKhHUbaZ98Qf/eccTZNJB11Ihxo033oiPfexjuPXWW3HrrbfiYx/7GG666aZk+fPnz+MjH/kIfuqnfgof+chH8N//+3/HX/3VX+GFL3zhMjdzNHVpALQ1KJoaJgQzhvS2QAobW02uiVTjDag3+Lq6L2INzVT3qsVco7Dbsv7QuPjRhZeMAC/a4EAIFkIgIdcXEKuq9YNjZad6U9s7RAQzylVkh4OUDb18zrbNRxdwx7qPcgFZE8zoo9mOWW8OyMgBjW3XfBeYESp137rjX76qX4X7WXqkz6QDqUP5YsWDBQxo8Ad/DxwI2xDgy/kNdVlbBvWGTgAvZKn9xk9Z1Rs2osKGUAx8tEMJ3fxhjUcvbEZFpqUalk0N2CaQwdUEK8a8l7TRkAAs0Jt1N4/XE3FtxMs0fML1etuQBhk6NW8vFYAKrizHUeu0ODDj49FzNue8p3OfX6OtECTvOvRAqIMdDGaEn9j9g+4R7LuhtoyFGeG6tV8GvMxyDd/L01jPJEf0uWRp4SSf/vSnceutt+L222/HM57xDADAr//6r+NZz3oW7rjjDjzhCU+oLbO5uYnbbrvNm/amN70JT3/60/GlL30Jj3rUo5a1uaOKNwi6hJkAzQ2RxTFgdsGfxhs1sa5LgXhujKbG1RCb/ZCGYE5+jFiDdrYNLBoaxF00P5HfCE9pCBAg4CBWDRQSUkGrDNZ4rITeHcYkXdhLOH1dQW431x3+gOii/4/KbNsfX6wLzLY1ypVuTzN9HD7rp0tcuLLonAuj6byna+381d1OrBiwWBxrXubYvfEQkxCaHlW3xRjxp0c19vQw6MYbb8Tdd9+NW2+9FQDwgz/4g7jpppvwB3/wB9Hy/MXK133d1+H06dN45StfiRe+8IX48Ic/vJebnpR5ewnTIADqDSYFJLtHtbe5xhCRyDgA11hqb9jTX3vhBA3E2jAA2LLDLPVUafWn6lZSePOcTV7zYWrIGyu7pjrYX8Sm2YFYWT69qXHuQkvaRHb+4Ht40zmsoM1IhYmkwktiN73W7QuXEdVkweaHCT3t9olIed6PiZsMHa1jNIXnOH2bDgAjBrlSbp1xrgG/IE+PUSX0FG5cANV5b09SP8REeOeWFube4cKrVAXFNEveKQRsmAjqoSWqGvfOd4l6ryYCJtSE59ugE4D3anIANcYzCdVzFLU0iPH+978fm5ubDmAAwDOf+Uxsbm7ife97XxRixHTmzBkIIXDppZdG5+/s7GBnp2qhb22NnE0vU3f8y1fhCT/7S7XpuUCj71tUrhygAaQBBr097qNjX5nj2Feq8Z3NfqdWCmS0vY0fA2QQvBiSYHKoowGoAIYbzwQZYlWNAjKA/FwZTaAi3J85CgEGF50DOTCjb4jS2pkF1s6YRB8XrlxpKW2UC+5iMCN0YYzhrqJ7SQgzuoCLQ+nCmHSkdVhfrHz+R18NAPjqN7yRQQtqJLXkuwihBp8fHdfRutrABcGSOMAIGmthY45NC0X1a5G4t3kNY1anDU8w0EKY9hABjHCYNZ4bQYaovo+XHyN1261a4a2KhVJ0/oVzDVAGNWruimB6CnY0TdORebRTvQydbKaXtIEmBSCjQa7aWDl+THPkgYqgKnat8PEuACMG8KLgIrUdtW2qf7Ho9VCDeeZ483NUUNJMVOABFmxUeS9EuktVAniChf9woKFZOQkGIlDlwaB7Ra0MO5DBMn/92lfXv++kI6GlQYxTp07hqquuqk2/6qqrcOpUXobK7e1t/PiP/zhuvPFGnDx5Mlrm9a9/PX7mZ35m0LbulagRQTCDEnx2ARgxN0ZMMaDRJUa/ixvj2Ffm2fV2VZdQgr4gIwUrwgSTTRoDXgB1gOGm7yHIANKuDLeeDmAiF2Y0AQyuYt7dlZEjghckOq9zYUauNu4tPZCRCy7aXBihOMw4qs6LmoKHw951TDpw2qsXK8DFeblC91fPeRFCiNB5wSBECC98J4ZuL9fQYOOAogYuQmjhNd7YSMN1V2vI8df1QNUbCX+570CF9mEGW7QCFi0gIzYDQUV2na58OJ4LNVJvnalByYd5gy9WjxuOwIrQlRFbLrV9JI/ysDqJOrjvHAcZXp3BoqnzoQMb8tfDzlMPIujYuK6vf8nXQ+61UCsLePvPjAf7mh9zwcrwc8fBBDqn2PwAYrjuV2VVnnfXyo89Jfl09VswoWGfwcPuV916E+fnQdMYzyRUzxFU59bOLbfcAiFE44dsliJCA7XW0emh5vM5XvrSl0IphV/91V9Nlnvd616HM2fOuM9dd93V9SuNpty3lxSDvvnX3QBGX13+2QUu+0z3bIttb5iN+yIOMMIGYRfRW/Q+uRBSDeFU/oU2SOFiexu0bIDh5su8EIe2enIV+145+yOlpn2dCzBIPC9KqJQLQzd0v9V0vsbOccoP0zd8auPeEpd9ZgeXf3aBS071v1ZydHwfhe9fbFEs8tDPpIOnvXqxApiXK5R3Y3NzE9dff33v7c7VZ3/i1X5Cz/DD81N4CT6bxuO5Lvh49VfHy7uYde3KeNuh6okG5cJ8RAmIhf1EEwEmPqy8gTX22uVx/5ptG5Wx87IboomGLk/yacbhNTJSroDo9CYLAYcVbFq6bARq8GlhY5Y3ct1Hd/iEy7I6ENYffAe+vYkyyWSfsemR/djZgh8ew0ZwgcbzxstFUTsX+flI10bHayC8Htg1IRfB9UaJdEuWvya4XsOEn6nrPX2fsHVl3XeCPDrR72XudZ993cF2YYz1THJUn0s6OzFe/vKX46UvfWljmRtuuAGf+MQncO+99Rb6/fffj6uvbu4XcD6f48UvfjHuvPNOvOtd72p8WFhbW8PaWmYXHPtEG2y3SNsGmp3X2D2RhxRz3RgAvAbS2ukFdi7rZ77hST1znRdrZxaDwkrml7Tvj8V6vQw1iJtcGV1DRWIhJmPBCwDZ4KGLIwPAeOEl29U+GKKYK6MrwOAikLHycP9jkQPc+rgyZjsai7W8a5qu04eviV8vXV0YALB61uyTxYZw95zzGV2yTqEkkw6SbrnlllY35oc+9CEA2JMXK4B5ufLqV1cP11tbW3sCMggKJBtVPL9FIszENPb9eaELo7WBZt8uu7aqF06iq2E2HYD/IB7e0ttu8QnHgInXF25cS7seejts3wBX5gDWzaesDATGTl93ZED7hgMaF9Cufk0zNerbGVEqBKUpTwZv0NdcGG0Ag7aPw4WEUyPjUqm2qWan8Oe66d7O9F0CfiYMNsWrmpXip5AYBiriLo3qgHvhJU0AgzmgzDWkveW98rS+3Gsj9/sJf5jqr7pbNRU554OdJ+xO9fJh2LCTKqxE+12vUr4MOq6iWmcsdwYvJxS83BeCTolIfUfVfTCpUucW5pVXXokrr7yytdyznvUsnDlzBh/84Afx9Kc/HQDwgQ98AGfOnMGzn/3s5HIEMD772c/i3e9+N6644oqum3hRlcqNQdpIOC8WG8I1OgBkA42UUm93u4KMMKyka+hIDGQ0vREn5QCMNsXCS4Ym7RySLyNaXw/XRHayT1v/GOElXQDGYgOYnW8uQ4k/hwAMEgcYs22zPxfry+l4icOMIUls107Hr882mNEmfg8BzH2FqwvMOJSiB86hdUzaN9pvL1aAi/dyRZSsYQXUc16kIEZLyIhrhDHQ0QovMhpnfLr3Fw2NT1ombE1TVYKNu/awtu1j41KhRpSDGQhDRarKBKrGsIMTqKBIDUzwcb4NmtXTAWgk1eC4CFXr8YM2KOa+QDANEXCRQwa0qBrDRILsdH8bIzswJ6upgxw9QEWGvNASUmK4tv7wGqEy9vrg4yHwANj1B386X2/0O8fexgu2o6iY4LOpQjaThiU/JwQDCHTu8Gn1eQT/KpCGIDSE6g/qAVsGbBl33bJyB11jPJNQPUdQS8uJ8aQnPQnPe97zcPPNN+PXfu3XAJhM4C94wQu82NMnPvGJeP3rX48XvehFWCwW+N7v/V585CMfwR/+4R+iLEtn87z88suxurq6rM1dulLwIqU2oJFyY/S1prcl9RyS96KLI4MaoYAcDWTsnjAPd2rE00eUQHFBojzWP3RjSNjHxQAZY2sMEJRyYMy2VRbI6Bv2dOwrc5Tr/b4ABxjF+RLlRr2eS04tHMhoc2GE4CJHG/fGQcZhd2GQy3loHZP2j6YXK5U4bGh3XMCHF5EknzXwQS4NhPMqcAHUG2bJRlnYIGONsNbrLJrQkC1nEwFyYOBBCw4zYg4Lu30V2Kj+ujfEVJa3M9m8ZEMraIQ5sNEk1rhzu4s3Gr2yDFAEjUI3P1Ye9TIiuUzDtgZkgZwUDmY05cRAUAaIujH88qh2yhhv6KOAoPor2HD9nA8Ahg7nsWXo+qN6G64TH6YwEBKTsjOkSIANPmyPDcE2DjW4K4aAhpcrQzM3hk0KaqEFJQMlmMXn0XXqpvOegIL8GJ4Tg41riYPbrSrTGM8kVM9R1NIgBgC89a1vxSte8Qo897nPBQC88IUvxJvf/GavzB133IEzZ84AAO6++268/e1vBwB8/dd/vVfu3e9+N57znOcsc3OXoi7wYrEhMDtfPxNzHRq5AKOLG2Pt3gtYuxdYbC4fIIVv0VcezgspSUkHbVi5Ow7IUGvD7xZj5K3YS5Axv7REcUFC7oyHv9dOD1u+LYSkzZUxJG/L7MwuZua2hZ2re8R6ZIiu54ceU79Wc8BF6MIIdeRdGZOOlI7Ci5WVh23+pwS08JN8Bo6JAHzEQkZ8IJJwXKQaY15jL2iEqUSjLPenlrW1qratBmTlpOCNNUGNdk0TUGukmW4ktW0IogotsdurZQU9oKt1cyAhtIZmbo7eCgFDOEzjgq3HjTOgYTYqABv1+TVwEaxLtLWYBKC9L8yAiBaV0yVpYbHjIchg8MMzdFg4QmEm2q2LVdnnsY2fs2DAgaZxKJEY5iEkbdeL50zyYImuXSt8u5LfT8W/tN/lqj020ocZ5jqojj+FZbkuWB2QIEihXZeqoHATBWjJQk1UdW3FQkaE0GZ5Kap1RrtVNfPUuDnXJx1ALRViXH755XjLW97SWEazm8INN9zgjR9UUUhJV/dFjkKgMbvQDi+K8/1w5dq9ldVj5fQ25pf178O0yY1RuS/q6gMyQnjBJXfN374wY78ADFfXHjsy1JoeBWTQcaBjJTruki45MGIwYwjAWDltYmC0NPWt3XshG2SkwkiS6zqzi8v+ymz/uWuX84tN96mP/vtXLaX+fSXWmBpUx6QDqcP+YuUTv2Ku4ae85pfqYMKNVw2nJrdGtFwmvIi+RebgIoQWkUYin55U0EB1OS7sPE3rsW+kTcNXOPDg3hhDuAaT58pwb4lFBSps3ULreleW1MgK2+M0LzadFwmrE/Vp3ve2AILKpJ0ZsWVZ2QyAUQMXTY8B2i9PXc4SbHDOjDiN8Pcj4O/TcB4qeOSVDYfDcpHx1Hfh4k4Kb5ot6zkrwrI51wwHJxF4EdbZpdcSs0BQzov5QXUsJBsmKEEXgSN2iDs0eLgJXT5hWVoXbQ+HFQRKYj2a2HKf/DeH5HlljGcSqucIaqkQ4yirL8BIuTFiesTHzmPe0yHR5Mbg8IJrbJDRBC+89XYAGU0Ag6sPzBgEMDZKyFn1fXU5XnhHF5Ahj5lGtF6x5c93D4mg/dAHZtB+D6VlPsjom8Rztq1QropRAEYoumZCmNEluWebjt8zzwYZbS4M0pCEqAdRUzjJ0dZRebHiGkYeqNDBm+EIvAjK+XV0gBdt4CKEFqlGGYn/NvCfOgYv3LKuvcy6VS0twCB7vW1IVW3dOMiowIVpeFcOCwIcVZuL4IaDI1SmSU1QIzE9eTaGoMK+Hfens4ZqG8CIwYtgm2JJPnX4nRjQcDDDwgvTxm0CGWwniuo4eM4LtghYXTr46r2SfHpfrD7un8vVrNowhxGZ1w2HF1FIwrap9ZoBquuGLy5EtSwDFmYm24ExoOHcTJkwI4BnQsPkx2PnoMuZwcoZcFGV02wTD4OmcJJhmiDGkvTRf/8qPP3/9UYA4ySpDHX8HpOjYuXM7qggIwYwhBrHOTB7eI7Zw3M8fP1GNsAgUWMrtS9z4UWonBCTofAiJlHEv39fuBGCjFT9NW2UvUAG0N2VkQIYpBxXxtBGd7GrsThWYHahuzspBTC4UjAD6OfCCEXX/RBXxlEDF5MmHTXJBapGUW7YSFguCTUsjFDVcLQBlmp88WF+r8/Nh8GWqdq3umrZ0M+gCP+ali3BDBOeAJdoPAYyTOhDBTJcok/6HrBujBS4oEZuOC342czJhxF2J8p7i6j+MoiTCiMJAQaFEwTLhwkfvYZjwwGikBFv211VDGbYBqpALLxE+8NeGAnvTYhBC1T7v9Ft4Q5gYtwtGBnm53lYNgoj4MO/0OFkry2AgIY9Fvz6GevaCZ6rnLMC8A6ukPYYCZaYVTG2IbS5fiycoNwXrrcTSdePuba8UBMd9GqitA0tqXo0obrMdcrK2d5MpjCSSVwTxNgD8UZDVrehDW4MasSMqdmOTrovQvV1Y8werrb72H07mJ/sdxeKuTL6AgxSkytjGQCjSQQfVtY6ugXsLplv97ikB4IMoNmV0QYvQqVcGWM1vle25pUTZUkKQ0yaAEYquWeTmlwZMRdG27774G8f7L7Ws0UPlkPrmDRpH+vj/+5V+Pr/zxsjoAIMTsA1iurhJD7QcOCirJZJgQsAfuOL2klaVw2pMCdG1zASwEEDM1wBCpTVJEoSSLH8Vc4E6wmQwuW3gDYNOA4yKidGtT5vmGYG47yc+z6xn0gRGRaJsmiYH9ZTm58GGKH7IgkvWOu49SlWhJ2rmiUqVMFgRuWnsDCjHWRw8BANJUn95V8gBS9yFQMadL3o+LArw3LTJOEfv25CeBFL7NkxrMR3M2g3odb5DzmTnMPCUilhl6OcMeTQsPcT09WqNj3RAfYaqxKBcneF0AxSaFR5MDQqF4iGc3v8xRsP0fPKGM8kVM8R1AQxlqgP/varnRuD1BVocKUAxhA3xvEvtfSFGVtfB5DB4QUAlGumsbayNR8MMuaZlvlcyV0AG2Z4cO6LHgCDtLK+6H1DWllf9AcZwOiujK4AgxS6MsYEGIA5LxeX5J9/OS6MUAQGF4/a6LxszIURqs2VMTku6prCSSYdGRHAiIILRBwWrDEV9khCYIDeHA9teOWGkbR8P5eTwjaqhG1MmdkaUGbYwQne8gWglbYhJgxAMEdGGLIQCydpc1kMEg8HiYAJz53R6MLgy1Xjzn1hpwtvmNUbW33iRkgJPTmKqOpgMEObOghkuPCSkGNQZSm+wRrgvh0D3vlVhSeM+9wI0O+Krk2rd6eqPXjo5tHf0H3BrycGAGvwj5cLFSb3lGxfUTVux/PjjgoKCmEcGrTfBStIQENW071wE37Qgp5NXBJdenHFl2HnKQ8zOWy/v1M4yTBNEOMiqglocDdGjvsiBTL6JvVsXV8LyAjhRbSOgSCDGrqL9eE/SuU6MD8xwl1gKLwYQb1BBjCaK0NLoOje7q9JS2C2PS7AIOWCjD4Ag2toGMns/AKLjfTx5DBDqO7w4si4MCZNOkL62K++Gt948xtrToxUbyN+zgztvTH2nBfMbSHKoKFFZRughdfQSvVKArYMVxgMzxcMelcQthFEDTFyZrg3xDZpoFbatZvC0BIONUDQBkFiUG0axmO3jXl9LnEnbadIlI2BC+6scHBDx8NHInDDVcP3dWM4iQ+KBCqw4XrCQD0fSXUiuZrseuhNfwUntGBdrtLk2F/7XWjxPqoggx8e5RTuFh2ZH15DXk6MOgiMXUseuAihRbJ3nwaowUNIoP1zShLRExVwUDy5p4EanjtDWZdFgQo+SJtzQ8BCKht6ImBDSyJhJtJ+X7oe7WYQNPzIr0/PK5MqTRBjyYq5MWKKAY0meDE7P7zBu3rqLMR8gfLS44Pr4soBGKQhIMOtb1sPAhlljMUQ9e4SdXCRAMZsVmJR+uDhYoEMqApelOvDQEYfeLFYl9F8KyHAcOuw52oKZgwFGMVD51A8dA471182qJ5JIyl8wOxbx6RJB0DShX/4YCIaNqLCxlXViEq5LnIaW8mGlgMbwQXVlM5J+mVdbgQhquSd1uJuwAM11oVzZnBXhuuFhBwZFFoCW48SztpO31mzN/8ubAR2f9i/5Cag/Ua9prTeOgIA4TstImXD+baBX3NnNACMmvuCwYtqXrXl2UkVhWahCYYsENCgxmuVc8Rsi9b0xl+w/azZl2QgA36Xq95+0OxvoGRPJvlfy/31oEa4q+y14FwawTXmoFjqmiq1V0/j9eSFkrDhxtRothy5XoHq4CoCGFQmDjXMlwuABoMOzvhCdUm441eFlgg2DDhHTggz+HE7TBrjmYTqOYKaIMY+1MrDGhv3ds990SWsZPXUWTdcPHSuF8gI3Rhd4IVXz0UCGVF4ESoXZlxEgNFU7yCQAeTDjMSPJe3jGMyYHwdWzsWXG8t9AaQBhre+FpgRk1DKdbPaJrredq85EZ1PeTFywkhSuvSzF3DmcXldvZKOogvjUD4ITZoU0Yd/01zfT//+f5sPMMrgrbHqAC9Cx0WsoZVoZGWFk9ifpaprU2oY2cYUhSso7cMMhi2aQAYKBhu4OUD73ak6oME2I4QMXSMXvG5SQ7EGukvgyZfj4IKXp2EGMzxQEXFfuFUFAIPDi1Qoifd9NEsMqeF2CAENDVofc7bwzRZ8X9gdHMIHBmtcbzS0zbzHE1qcGsL933k1KwQc4W5i0MNta+q6Cp1MOddU1+sJCK4pBjY0S6Dqdqe9pmxZZ5Sx4MLrJpXnzrDTNYTXq4nJl6EdLBR2f1CizyrUROND//lH877PAdT0TNJfy81uNwlAt4bCxr1zbH7uAlYeHie0INTqqbOuQSXm7eto65mE3lT3BRiunoyGJtfuyfqv0GxbZzd+swAGl0K8ob5R7kuAMUb9ANq/W2q/BOqyv8cEGF3Fz+MxXBihODwcU3S/6AM/J02adLglSuPKEMq84ZWlzXtRwg5riAUgF2YYtpxQ2vyl8kpXn1IDZTUOb56qllcaUAqg8vyjlPsg96PZctpuh4Kp383n4IWAjK4cKSpoMNJ+4j891CCNJWEMytSW7XRwUtMbKnQwg9WRdGFUAMOzDzCowQGGENo2NM1HCEBK7aabYbR+YstUdWpIAibOGcKgimd3CL9ntf2afxe+XxDAIG9Ye/O9UJweiphVfDFQ6MYBz6kRA4OVe4rOZ+2AB02H1va8t9cruzagdf41xa5DoZS7PumaNfP5/UBBLFTtunfXN78X0Lax+wnsvUQuzH1HKHtPsvcoye45soTLyTNpUqjJibFPNFbjg7sxeD6MtsZTXzeG3LqAta0LwKxAudntLXCola05Lly1NqgOoNmV0RlehGIN9vIRA8HNkgFGuJ5Rw0t69Lrb5MoAlgMvusIxYDiQA+IAg5RyZQxxYXDRveT81c2ukqPowgB7wzWojkmTDpAcgGANqlhXj7EY/SpXhq67Ltjb4dqbYfsbwd8qD3pjbOXH7ptXwFUXlDY3BX+TrGFahK5bSPM9NZgjw9rntQ1rIHeA0K4fE3i5L7R7Ne2FjAxWpGHtulCl+V4jHq6h7yXz9IaraSEsiLovqByNA7VxID4OwOW/oOU0s6u4cRtqIuyX5eEldF5pDQhF3a8Kc6xVYK1g+8y5MRz0sMfUugRccsjq0KExnKRpnvb/ekk6vWsDqCXzrPiQcVXw6aVuv76Wdm3xc1jbXklgdpoyf50DQ9J0c41VvY3YCyISakLGjFqYidR23ObMKKwrRNrrj+o+rBrjmYTqOYKanBh7pKYGQwpgpNwYbfkwwsZQ7tvfpoZXKLl1AXLL75a1OJPXTWuTjt23M7gOIN4gHgwweF0bCjhX9Kb3ewUwBq+THgiOlyjXVbbzokmx47DXAIN6yWlS7BwfU9wV1aamaz51n9i4dz45MyZNmoTb/+uPWiBRAQxh33A6ZwIDFDXnRcp1wRwX5IJA4LLg05NvjNveGlMZWk7Tm2mYevl8mk7JRT0oo7034c6RYVW9Ga+AD8DeoqOaRuU95fyMRVwDsfk1hwAHGiGsiNTtw4zKCZEDMMhBUTkrdO2TdmTUy8brqrbHcQcGaDygEjoz2PetuTGQ2K+J/czluVva1OeRhZ1fgH/+eMChBWC4859/+LVlr5Osa4uVSzqcbB3cqeFPZw6NVncGKqcHAZ5IOFt1rzL3r0mTYpqcGBdROQ2MlYcXmF/S/TCtnNnF7IHu3afmODKaGnbFmQuDHBlCaaycKzE/3jOxJBM1jLevGI/ilhuRFnxYfcOP29Dwjr4Ag6+/1ZHRsLvKDYXi/HD2SSDj2APLocd9HBhcHMjJrQtQJ/PP6S4wEKgg4+KK7l2xhordLzbunddcGUfShQHWSBlYx6RJB02h48LrLjXIexG6L6hHEgcCwoYVwBoi/jQg8cbY1pcnWy54Iyvsa3ZNb+ilrk+naRA2gad9y89yZBj3hXVd2NwYfB1VV65ob+TqeLnGhnXYeA4a5o17ibstvGWrBr/XEwkBDFqMla8gAy2ng79stYkboe++iG2976aovC5wFgl3ilhHhQDv/UXblQTfX9N3FG7/c/cFh0Peprccz1r5WgH/L4vEqc4FupZQlQldGGFi3CaAETqeRHhtdb7GWBlZHYAqJ0blwvBdTna61Gya/YLW+SRsfZr8TXS8pDAgJJYvg5w3zi5zeDXGMwnVcxQ1QYw9FPVU0gQvxsiFsXJqCwCgV8Y9vLlvpfuADBHcaMcCGeXakgFGTInf74sNMPh27D7MEsB23EVjgQy5BJPAyrkSs3PD9nPMUUTnfhvMSAEMMV80Xo9ivsDKqS3MrznZYUvz7xe5ISaHXvRQObSOSZMOmATFnLMwEs+l4L0N1Wlbu2INpRBcpKAF/30P3zhnfwHb6KFhwDW4/MYWvB4XYiCDWrYutaeuxkxIAwzg4L1f2IYwb5xSt49m3cj/LU24BqK9kXBIIXTEjYEgF4b/EZJa1fAdEEDEfUG7V3vgggOLnKSeVCZM7mnYkraQw4YPsNPH7Qphd4Zi3a/yBq1AFV5ivz+dA66rTvf9RFW3B3qEl+iT2t7V+lu/Zje580a7TQgTeToXELkZUgAjCTQi11bsGuPTwjAoxabxZLYULuJCS8yXEhL2ONC1Z4+F0vb6FLZ3Hjpe9vor7HFSsKEjdE4L59DQQgDFIf/BHeOZhOo5gpogxh6rV68jHdwYBDAAQJw9B32ie56L0I3Rx1IfAxkpC38IMEhDQAbBi51N01hWA9tu2QAjlP0NOHGpccXszPtdcmMBDNLqJbvYPZfXk01MtD/6wAwOL8o1gWJnnLvvyjmzjwTrJq+r2kKiQpjBeyjp6sDwtL0DrK91Ahl9gOfGvXO859bXdl5u0qRJB1t/9rZ/DgD4v77zFyu3hZcnowrFqBIHZrwRbmtQNb0lRvr3n0uzt8MuuJ6gho2fd/UhBBd1kEFvht1bfYWqm0jAd2N0gRNdxIEF/OFYckoOLWqhJLxxLsK/FcBwoSWIA4wUvPAgRvA1JJunQrtJADwqlwafTuPMlWHzZECwHmQEqvwYgv0l0OTtA+EfN7Y/a6BijGOr439dWIQHLuDBhrAbY+7oyLrenOspuP74XzRdZ/702rVGf+laAwApIuCQuzNgwAQlxeXODH6sqDcTst/Y5Qgw/e//9c8T2zxpktEEMfZY77n1tXjO894wer0cXuSorWeS4qFzUCePDcoJ0ObIyHl46QMyYu6LviCjEV5ckgcWVo9XOUrWVtL7PQU4xgYYpNXjw0AG0M2VkXJejAEyCGCQ6NzqAjO65HTpGmLSJHHWhx90LYcwY3Z+gcXGsFv2UQcYFGc7tI5Jkw6qvNCRsJeOCMAQZUPjKbSyh/CiqTHVwYXBrzkd+7mh+UkHhj9uoIV1X9AbYCDquDAN3+otspfAM6MR7JUXPpioykTmM4aSDE2xLgQzHECNMCzENiDbAEbUjcHWLWtgohoPD40HNWoxHO0gwzkkoO0oJV/lkEI76CHs+mpJPLV/qHjvq26cCiTBkusMNk8NRb1Qk2AZ141qLsBouN56XWscVkBXUIPDQ2U31j5fCQAokYAZLMykgIOHPLmucXcAENXxXwY33I8a45mE6jmKmiDGRVAfkEFujFiCvyjA2DYJMvu6MYB+DoxQMZCRAy+4qIHaBjPaQkeoEZ0LM3q7L5g4wGgTBxw7u+bSHAIwcoAJbd+yXRltoSN07PrAjBBgcOXCjCjAmBXAIl233LoAbJ2tHhA2u4WCAHWAwZWCGcA4YWdHUrEHxz51TJp0QGWS/xGsaIEXgE3+1+FNMJtWa0SFjamcxhU1nuxw1chijjveuMoAGULbsJJCVG+/lQDsIwY1ek3dCFq8iDY+u7S6GkEGbSz9ZQ6DMKGn3yOJP8+FjUgGMAhMMHAhaf+EMMOulqBFTkgJn661QMHCSgALNWz9WovAlVEHGWbM9hQjNbSy4/Q9eXgJ3192lhYEbBj04HAjZCn8WBDY6Kpo+AZ9KujgJad14STadz2lrjtln027XHNdQ7dokE5MCteRbJzPI3dG0pmhISDN0S0olEeb607CuTKE/SpycURa5WM8k1A9R1ATxDhAWnl44b2FyHVf9AYZW2eBkyfay7WIg4yuAIOryZXRJfdFG8zYa3gR09rqApes5/fUIoXG1oX+3a8sy5XRNe9FV1dGE8Dgagox6d2rzlbQs8gZez32gBlN6porIxV+dtRdGJMmTQLe884fx7f+vde7Xkm8vBjUiFK6uRHF3wIHTgzR4sSoJRpMNa54d49AlXCQvREW9o2wd29vABleggYbp2/i9VE1qrR56w5FgEDEGwi0LdFtj4wH0zS1AT1QAddy5vkx/PwXbJkAXBjbPo1XgENIP4SEwIXpYSQSSgLzTBELJwl/RkNwUc3Q7lATtKCngzrMALQ2w6Z9bkCGBO16wRwpmjbQnksVyHC5MYTf3aoDFmDDlC8jmAcRHCoORroq1UDl0+j6C6Y1AozwGtPsmqXp/G8qJ01MnOxEQks41KgBjTaYoZTtutUmwaAQE7DLyZ4kf/run2jezkmTMEGMi6aYGyP37WrX0JHOosaYEHkgY9Ye7lGcuQB1ZT9HCFcIMoYk7ozBjP0AME4e2wYQiS/NWG4/gIyVs8WgpJ05rowmeDE/sYKVs/UNiLkyRgMYXJkwo8mFEcpd89ecxMq9tjeTRwwHjEdNLiZ5YB2TJh1kvetPXwcA+Hv/18/XAUbPt8BZjag+TgwSDxkJ3RlK+2EmMZBRmO2vhlEl+aRWFI/hCH9+dWJ6g2o/4RGY4c2LlWNgozbsLa+r9jw1xmshJXy8mh9zX3CowcGFDzSC4ye099wi2UYq1kqXYM83QZIKwboTqZKrmrSrHE64w6VtHTw3BsEOsHWEPZqEioGKCHgSieXbfhd41I9T+LhJ11+oMOcMEL/2cq67tmuOw7kgtMQDiYBzRblrT2uA0JOFGQ5FFexahIKQsuotSAFCmuP9p+/+yebtO2Qa45mE6jmKmiDGAdPKnfcBx7o3VLPcGGcScGQkR8ZYWjlXYvfkbLSeRyhfxn4CGF20Pptjt5y55YeCDGBYeMn21SVWTxeYDchzCaRdGbnui5QIZiwFYHCd2fJABu+hpAvAcLqwjZU7t4EN42qa3X82G2RMLgyr8EGwbx2TJh0CuZCSUnmJBJvzYCTgBW9ANYWRqA6/szISohjE43NXRiPI0MGwe7Osq3EXm48qj4KOwIgm5ZQNYQZzAjiHBiw34Q4MtmwVSqLhNd4drKjmSwYwKvdFHWCE7ovqRbv2gEVTDyVeCAmDGhI0XpXTWjhXBn05KZXnyIBUgJJ+ok+3/0QFKAh8kBtDV/uNqneHXVf71Us0GR6fnrd6s7vrC3u7jUMNCiUxO64ajww3Xn8cXgy99gBz/XEnBgvlAvVWom0uEnJmKFWVLSSEHdclfFcGFHiXrBoyaWw61BrjmYTqOYIa3k/ipN7q0rCY3X8Ws/tt4+lC94Yu0NJwSgEMUm7DLaZF2ZhboI+O37MYrVcLwICM1dNFx6eVSqvHdy8awBijnlCDvovdh4vhxhuUawLlmsDuSfMZCjBIxbldqGN70N3oma3atZW8Drcbwof4NX++gi/efSGhCWBMmjQpJrFQkAtlQ0sUUFqAwYaFUnacPiWglAEfpZ3nzVe2sWXL2vJuWGtopVo/0Lq+PNVLjTlaV6pBFyRIrBp5gLPx077whnVtWleFyTpDQMHLhbkuaDmaFutW1SsnK2AhJMuDYcNIEAILBzSUARcACqkgpYIQGoWkj3IfM90MSws1isjHzWPL+nWYj8nHUa1fCh+seKEuUpmvx78XdR0rI/tDAJD+/qoNg5UPjlfy+LSUSyo4j0QIGDjQALw8Gf5wC8AIrwm6dvj1k3n9aX7N8k/serfTkvcEpSCUMvcWe3/xhpU296Gjkgdj0miaIMZFVlsDI6eR0kXi7Dm/Z5JIIyupPiCDwYvi3LBGPle5Zru1HAlkeA3u2JNGg4bCC2A8gDGkvlCdvlfiCW1xfBjMKHa0d4zLNemOfe86+XnYFbDFroGc1wddrrNQGdAyvEdMiT/jcqHiAz+TJh0G3Xb7v/TcFw5YcPdF2FBR2jRUQqDAx6mxwxtNWptPaWP6Wz6uvNdIU169Wc6QUDHLvQ7mdVXsbX5L+TAfRtiw1oBfJ0EORFwYgAMVzkki4PJg1ENH4LkvCDBIQS/YtRdSQmCCbzIHFvxTBOUkq4sACF+XZFAkBBmx7Q2/o5//Q8O5VMDH2b7jx8vtT7aP2fHp+U6rWW7TYudh/bytOTragB2VIdcFXYP8esq4/rKuwdj1TzBDsbIMbrpkphxs2Lpvu/1fLmGH72+N9UyyzOeS06dP46abbsLm5iY2Nzdx00034aGHHmpc5gd+4AcghPA+z3zmM70yOzs7+JEf+RFceeWVOH78OF74whfi7rvv7rRtE8TYx6rBC/YGtrFh0/RGl6tPoyoXZCQah0NBRqwRGzZ0u6ixkZ16dcK0HwHGkHpDtX6/zF/6PiCj6Zj2hRnJ8y8HZAxwI6lz56HOnQfuvqd3HW2KAc/JhRFIj/SZNOmQ6J0f/Ol6+AhvfKQAASUY5GVYA4eDC9cwKktAq7xPpDHlrcezyfsNQC+5qJ3nGk+INCDZcCwMoPc1n9sI5iAj5rRocmHYhrrrjcTBDN4TSeW84I4MH1QgAhoqeMGhxSwAD+FnFrg1QphRAyduOBbqAu97oDbN3w98nyXHUe3TWpe2TccsNq8FYEXPpxYJdi2ajdLeOd7oOOLXRwpc5F6DZVldg6W9njnA4ECR4GSTU4S5MrxeWUqNd37wpzvvp0OhsZ5JlvhccuONN+JjH/sYbr31Vtx666342Mc+hptuuql1uec973m455573OeP/uiPvPmvfOUr8ba3vQ2/+7u/iz/7sz/Dww8/jBe84AUoy/wXi1NOjH2g99z6Wnzb3/l5N57tvLiw3Ss/hvryKcjjG82Fmt4uN+XIyGgMUkOyPF7PuzA/kbb4tzVaix3dKU9Gp4Z1LQnV/gYYYf2j5Ml42HaV2/P1BO3vtlwZXYBUuSZR7ORZEFsBGp27sUS1AwEGl7bwUOT0YtIjdIzuH/NLLuu87KRJk46gYu6LNts6bzABrsFk6iNIwN4Ge+tL3ON5BkldVs8hyvz2a5bjwq23sPdrharLVJ74k5bg0yn/RVNO8j6NgrDRzIfZR/MGM3NSuIY14DeyQ5cBb7QL2HCSKoyE58GQ0g/NkDY0o3JHmC9KUAE0D1Xizlg3q7Wknkwq6F5Viio3hoD5DlSmVNLlyyiVOSTKlgEkqNcSwBxyaedDCNftqpkoqv3CcmNoqSGUcPsx1UsJz59RzQs+sWObe554wMyfZbpbhQ8uwGGGD+myr8W+1yFJCnMdAmaH2EEtpLtWBV1PgM2hYXeezZnh5ctgvZgIU5HrwWTSONra8l9Or62tYW1trXd9n/70p3Hrrbfi9ttvxzOe8QwAwK//+q/jWc96Fu644w484QlPSC67traGa665JjrvzJkz+I3f+A38l//yX/D3//7fBwC85S1vwfXXX48/+ZM/wbd/+7dnbd/kxNhHGjt0JJQ+s+UaUGHDqrNijboGgKFO1BvRua6MLm/dc1wZg0IcMtwZuVo2wBi6rpouWYzyvZv2fR9HTc750ckBxF1Es2JYPpgG8esxqp65b0iTC6Ou/W7bnDTpoijXfRFrNLE3vt6bXlX6y+S4MUJLu1uvP1+HDTpSuN3u+9lGeLiMbTz2eVueEv+J1LGXQRE3QCy8xG5wBxcG3LCwywoaD0IyOMAg94VzSATOCZ4Po5cTg9Udc3aE+TIEK1N3ZNjvhfp3bnJj1EBQ0zHJVNOjUHJeAA1E6g16ADO8Zdq6KI4BDH69dHFkMCeGf1+o5tXcGQl3SNKVoTX0SnsPh4dVYz2T0HPJ9ddf78I+Njc38frXv37Q9r3//e/H5uamAxgA8MxnPhObm5t43/ve17jse97zHlx11VX4mq/5Gtx8882477773Lw///M/x3w+x3Of+1w37brrrsNTnvKU1nq5JoixT3Tbn/XsViizoRNrLA0GGaQBiTubGpdD8h+kGsNjJJsEgPVrz3k/yl108tj2ngIMvt4uCh9MAAAnhm0DKQRJQ0KCSKlzpXcI0wjJaHOusUaQ0VPvuONfj17noZDW43yWpD6xp1pr3HLLLbjuuutw7NgxPOc5z8GnPvWpZNnnP//5EELgf/yP/zH+F5h0IPXHn/hXuPWTP9/e8KA4d9Zg8fJcuAZQCCMaQEWqHODDDKCaDlQgI2w4mZnV39rb5/R+cD/lOZd4g1vVBxkBqABqsCLWFasPLrQtp/3Guhuuh5H4iTyrYT9kww/xIHgxY2ChBiiEgoRu/cyEDzpSMEO2bFfqu3hhJYjtE/i5MaL7tdr3NVDEy7rjOPwljlNuDsvYuRw739n1WAMYQPs1lnNNxuBiCBa9cBM2zebTCe8nt/7Fz+GdH7pljD16MDXWM4k9znfddRfOnDnjPq973esGbd6pU6dw1VVX1aZfddVVOHXqVHK55z//+XjrW9+Kd73rXfi3//bf4kMf+hC+9Vu/FTs7O67e1dVVXHbZZd5yV199dWO9oSaIsY/Uu+HRADLa3vYOARn6Kw+aPB3ne3ZVaRVrZLbBi+3L209d3igemmDSU6QhH23wR9TXETEUYOSsP/c74MR8NJgxBrzg4uCrOLc7PJnsogRm/aLuYteWTsT6ueuU8tm0wcmB19yk/ak+sae/+Iu/iDe+8Y1485vfjA996EO45ppr8G3f9m04e7buIPrlX/5liCPZj92kLGX0MkA9HWilfHihSr8Hk6a4+sQn6djIbTgB9b80HACNesLEHvvLNXZFvBeLEFQwI2cNUkSmeeUkq4+WkX4yTwojEa73Dx8KFML0CEI9hBBcoHmzIB8Gjc+EQmE/vJeSpo8Q2i1DQGPG5rvxAKS4bbPzPLBB34f1ukLhNILCElJuDNdbia5BiqgLhp8aDVDKwQ23TmHL9bvPivC85X9jw20AI4QRPNdMy/VYS8RL1yRd0yU5ruw9oWS9mvB7B4MZtXvLpFF18uRJ75MKJbnllltqiTfDz4c//GEAiD4zaK0bnyVe8pKX4Du/8zvxlKc8Bd/1Xd+Fd7zjHfirv/or/K//9b8at7+t3lBTTozDoiA/Rpe3u+rc+fYcGYH07hxi41g14fwFgI93VHFuF+Xx1cE9T3DNLxHjgQugU8M9BgEuNsDg23H//BIAzXGtrToxB87266ZUjNvjbk1yPtKPo4UFetccA7Ga9337wkF9ZgtCJ/LNZGpyYaTFbZdD6liG+sSeaq3xy7/8y/jJn/xJfPd3fzcA4Ld/+7dx9dVX43d+53fwQz/0Q67sxz/+cbzxjW/Ehz70IVx77bXL+RKTDrRuveMNeP5X//Pa21LX2AgbS+GbXv52F+b8dMposGhZ/f4LIaoGmVSgvBjm1ZsCRORZQWvzhlsCEAJCaZNHgz0UC62h+8QPdJEIhpsax0GDW/PpoavANdTNPGq4hw173uCX0u/5g/c+UrD8GGEyT2mpDk0D/OeF1LMD5b6g+commhBawOXHEAJKmw8dRQH7HZW0h9DktaAcGZDmFJL2r6BzggEfAcH2nQZQ5cQIc1+Y7xaUDZwYLIVD43F0EqjBMC0ERBshc418WkhHIFuYWJeuO+XXA/gAg8Z7XpOgr0TXZmkbmZKudcleh5tjou1hcQdMa7MjC1l9F0i8469/MWv9h1ljPJNQPV308pe/HC996Usby9xwww34xCc+gXvvvbc27/7778fVV1+dvb5rr70Wj370o/HZz34WAHDNNddgd3cXp0+f9twY9913H5797Gdn1ztBjH2md9zxr/H8J/x4fUbum9ftnaXY00nUmItqIMiYX9KvQVyvp/qlOXY/sH05oIeG3A10Hpw8to1LVuO9xjy8Wyeljz35AP76zJW44eSDWfV/6exl0empdV5y5Q6++MDlWXU3ivZLJswI4QUdq5WHx2sZFtvmx1Wvmtub2O3Z3WjkmtO781aQMTRMS2+dhUglzm3RBDBapNHvjWtYB8ZPoNUWexqDGHfeeSdOnTrlxZWura3hW77lW/C+973PQYzz58/jH/2jf4Q3v/nNyURbkyYBgJYCYsEaQZo1lmIAo0tDqSkUSwivLAEN91ZOB+BCRxpMBfuh19qDF/6XbJjXV2F1YaM3bAgn3u7zRnkY3lDVpVE1vs08AXi5I3joRTJUA2mAEYMXHsRI3Eil0FCJ1j4dXamr70PMCTDAQwjtkne6fJEwt11zLmj7ptjuJ8DBCYBAhf1Lm8j2ubb7hM93oEL7ZaNfIwdmjCl+DYZiTg13zeVcl7nXJIlfm9IkWxXuYEYAYwpkKM0O9uTCADDOMwnV00FXXnklrrzyytZyz3rWs3DmzBl88IMfxNOf/nQAwAc+8AGcOXOmE2x44IEHcNddd7kXKE972tOwsrKC2267DS9+8YsBAPfccw8++clP4hd/MR9uTeEk+1B9GyLqS3e3AoyUnb2t4aV3580Ag9QjvESvzlyDs9hWrhHaRxxgcIlywNv/gQDjihPN3XFcsrrjfR578gEAwFMvz++O87EnH6jVkwIYfLvati1bLfuobf+njlsXpc4dfn5lq+Ecjl4L9mlrjDwzeiezi+RJF1VjJ9DqE3tK08M3ImFc6ate9So8+9nPxj/4B/9g0DZOOvy69a9+Ee/4/L+twkfK0trIbUPJhXnUbepVWAhb1nN1qPQnDPmwjZyaRT6nURebHuuJQTUswxWCBy+UALWGbxh+4OdVqMqFoQwa8XleLgzWAwkEbOgIKjdGmEcCcNNMqIYN6WBujEIqzKRyYSMcaPCQEpProsRMlJBCQQqFmSzdx02jMiw3xsyuwyUVtWEmsyBxaMGH+fdx36P6Pi58xoGJar/EXCxNeS/C8B/v2Mfmx+oJzxevHuH3vpOjiBsDQPoa4M4oGucAI3atNV2TDeW9ELBa2FdzeMk77nyjucdM2vd60pOehOc973m4+eabcfvtt+P222/HzTffjBe84AXei5UnPvGJeNvb3gYAePjhh/Ga17wG73//+/GFL3wB73nPe/Bd3/VduPLKK/GiF70IALC5uYl/8k/+CX70R38Uf/qnf4qPfvSj+L7v+z489alPdb2V5GhyYhwCadZ7gt7Zgej5NjAVVpIFL0JluDKaGpbFtkK5ns/YchvB1JDOcmYsGV7EdNX6w/4mzHZwdpF3PK9afxj3bV/SeZ1XnDiHB86OEHcTCS/pAo6GuDJywJdeneW5MjIhXOjKGBNg0DXdxZExuTDaNWY4yV133YWTJ0+66U2xpz/zMz/TWOeHPvQhU3eP2NPYcnyZt7/97XjXu96Fj370o411TJrkKRZrHwsfCRtJtCzgOytaYIHgb2bJuk4gQ8r6m9/YW1+33ai6W/UsDyM4MFLmDg41AJcnA8F0Xrbe6G6Yh6oMJAcWcA16Fz5ic0oIwEIK32kR5qEg90VhQwTCkBJpQQTNSymcp+wxN6EjshZKAhs+MpPKjNtjq7Qw22KPs6nGHmuhYbpeFZBSm9ASoQ0gsG/6tRYG9mhR7TsJd/w5kPB7NhFJoCTccTHbHTsNXDeufFkaHvq7EyatdSsNcmEAo1+bKEv/N4ZiemCuTS/ERFnfjBRIujImOV2scJIueutb34pXvOIVzvH5whe+EG9+85u9MnfccQfOnDkDACiKAn/xF3+B//yf/zMeeughXHvttfi7f/fv4vd+7/dw4kT1TPtLv/RLmM1mePGLX4wLFy7g7/29v4ff+q3fQlHkW+cniLFPlQwrCaQj3T8OBhmXmAZtL3jB1QAyct6MU8O0DWb0eYvfCjP2GGCE8MLblIMGMgCIB/rb6ueXiE4go4tzpzHEpEeyzK65MjrXnwkzJoCRKRU87PWtA1UCrTYtM/aUQkNOnTrl5bm477773DLvete78LnPfQ6XXnqpt+z3fM/34Ju/+Zvxnve8p/U7TDp6esddv4LnX/fy1vARz6Ke00Di1x97M+3BOm5Bp0SJHRO+0bJCaeii4zNC6o18omysd5HGUBLaxAjgCJN8xnokCZN51sNI/J4/YjkwXPJOS4d4F6qACReJwYu2kJJUKIkUpQEVtkUrhfbARQUbFKQWWChZCy2hZQysUVBKxsNKbI4LPqyFOX9c6AgdF3YsPGgR8C9PIlI+UTQp+mJDFIZkRGBEE8BovDbddgqvrKDQEg4aeYiJtGFfLnTEBxnvuOtXun/Pw6wxnkmoniXp8ssvx1ve8pbGMvxcOnbsGP74j/+4td719XW86U1vwpve9Kbe2zZBjH2sJpARgxfe/CEg4+zDvZetKQAZnW39SLsyxghBIJgx39RQlxG4GHYzGBNgkA4UyBhBOa6MIWFH5MpQJ9Yhz24P6u1D7+yYz3wxCGbwMJLw+o3mybDX1gQw9reWGXv6mMc8Btdccw1uu+02fMM3fAMAYHd3F+9973vxhje8AQDw4z/+4/in//Sfess99alPxS/90i/hu77ru4Z8tUmHXO/4snnb9ryrXtYZYPh5MRL38QBoRBtK1AhzjSYNk+1R+z120Lo7vMVrlHNUVJOox4nG3ixi8MItD6/hy3vSCN/8x10Y2n0cuICZLgNnBk/kyXNgUPgGAYxaN6oReMHBBk1LicooSuIJUQELVDBDaR9cCC0gIbCASew5s3CjhDVRCAMieH4M+r7G1MGghRDQoP1nbRV8vxKlEMKZddxh4sdAB+N8euy4O/AU1DdUsbASzVwWALykuuH1yeuwoSBObY3f1DXKcmTUHFO1pJ8Kt97zH9u/56RJHTVBjH2ud9zxr/H86/+ZG2+DF0Old+cQK7NBEKSm8xeAE+u9AAYpBBljAAxX12Z4E+d1dwMaywAYpL0CGQAGwQx5erX3sqFSrow2gLFz2RrWTrfklqAqBgIMbzwj8WdOPdEyPUJMJgXSGGzrHSUJV0Q89vTXfu3XAAA/+IM/GI09ff3rX48XvehFEELgla98JX7hF34Bj3/84/H4xz8ev/ALv4CNjQ3ceOONAIxbI5bM81GPehQe85jHLOfLTDpc4m6MlEU9hBe88aMzgLNLDigq10XwxldLaabzJJ88wacQ3UNGqGzEUeHGQxDhlRF+A5dNi+XN0EFj11gjzCfe/SoqoCF9F4bJg6H8nkgo34VUkAJVl6eA6+KUJ++csXGCF3VHRhVWAgBFi3e91MKZbJQ2x0lBQFHuKC2gtAEbCtKFmCyUxAwKSphhWq9265MmRMWGldCpoZmjQwthwm2UMD3TaATODFTTNdufEtDQDoa40JDgeJhxwXJw0LH0eyGh0BMBXauvBkIoFKavmpYNAGPv6xOorlHYfQgLM8JrNBr6NSmqMZ5JqJ4jqAliHCA1AYxYI6gLiIiFjowFMsrrHzG4DiA/vCRXdXgRUx7QGCP/RY72AmQAfVwZ/pMd7duVM8NhE3dlDHFfcIltFk6yYm+D83S+DLFxDDqAHSnw0BZiossSgr0t7JrIk8OMyYXRTe5F3MA6lqWusacA8GM/9mO4cOECfviHfxinT5/GM57xDLzzne/0Yk8nTRok3n0qGMBIuS+4Y4NJB40twRMdEphQOg4yuoaS5FypHR4lNC9rwxJiCTxriSL5OKphHU4HmPuCGr7aLeNcGIHjIhZGwrtSDUNLcgFGCC8KBjVad6uoeigpRIlSG0ogYR0Z3qFRLsRkJpWBF9o6MQCXI8OFxdjQELMO891NbgxhHSrmr7//BaDhQkqq/Bf0t34cBRuPnUkUlqKDsgZUVJRCS1SN+mWrDWbEyvHrOrG8u06pbHidBq4p17OQc2WM5I46hBrjmYTqOYqaIMYB0Dvu+hU8b/P/3WvZHBDRlPtiEMiwjcPi1GmU11zWr46Izl07/IaYBzBCxW8TewUwSPsHZLTfNuebehSQAQDl2jj1eACDa2XWCDK4spwTGfkyhvREMsWWHj51jT0FzAPzLbfcgltuuSV7Pa2J3CZNYrr1gf8bz7v8n1YWda9BFOlFBHANnlTDiM/zGkmsgXQxZMIW2Lo9yID6z14NRCQq5ssGLReNmPuCleNv8fnyLOdFrDtVDiVCB0YsfITAAQGMGLzwcmJEWufkvHDAwm4vhxkUpiGFxkLZ5BA8VwZMXk4ptAM5Zh9pLz9GLKyEgwnfRcGARQCUaFi441Iv54WKBMc4Ni16rgTyu3atwMcg8VCSIGdG7b6fcY3y+Y3XaUP4160P/tqw7zRpUkITxDgguvXMbw4GGWH3qrmJO3uBjJXq1FKXnnANR73e/5Sbn6jghbSbrnqkIOgHMHxJqXDVCQMi5qobVBkCMEhdQQaAkfJkdH+wbHJlbF8OrD/YvLxkpymdAytn+/WXmwQYpAxXRmfnRCLEZAjAuPXMb/Ze9kiLd+E4pI5Jk46aeMOoyZ6eahjFLOs2JMRrJLFQkVoyT7Krw5ZT0vRCkquEm0NHprueKGg+a/DWcmKEroqg0euFlkg2bsNIqJGtJS/PwhWktl2r2l5JpIUMUrNQEgMceFeqYZelM6G8BJ6mq1TWnaqg3klsSAoDF6lQEu7MUBAoWJdkpd0hSssqR4bQKG1ODKWF65mEwksgKdxEmJBPCRPioaTLnWF6J9Hm/b5U0NqEGUlp7u8U9aAJDrCeSlyCTxtSIgK44cACHTtpuAafHisbngfujBJg4SfCHlcLWUJoIQF0ebTJ+S0id0TOddoUViJk/DpVuh5awhwZene3wxc6ghrjmYTqOYKaIpUOkIY0XLykgbvzzj2PhA0ukeo+dWXmAYxQrY3IhDjA4JJzv5HbWMemHgVgbJz0wwpWZOl9mjQGwCCdmHVrBPdd9zWbW7hmcwsbJ7dr372Luu77pmM7P1Ekz4mYxPai27mXOIf7goc+19yk8UWO7KGfSZOOmm596Df6AQyt0o2jpkaT12Wk8h/Sh2biZ26LCjyIqjHrlYU3zYcSLKzETa+m1UJGIhBEw8AMzWCG58KQ2rkETLeqthruvpBVGEkhmfsiABQ8oScBjJlUdlxBCmWeY9y4xsw+1xRCY0UoSBj4QR9pl5O2TjcdpnwhNFZkiZks3bpX7HpmsmTrUTWwImx5N44q0Sh1GyuAqktZu88cf7L7LO6q4PuZHadwuHbMq2OPoIzrVhfs+GcoBtE8peb37S64K8AI5uswXCzMk0PXq1J454VmZ+FR11jPJEf1uWRyYhwBKXqrPF94sfhd1erIaIAXXGJ7UXNk7FwWrze3odrmzFgGvEgpBBnk1BgTYJC6ODJoG9ocGW0gZuPkBZzfSkCsFuWGl2SDqRNFqyujLzgLXRltAEOszKBbwlHUhW1vXGZeM1yTC2PSpEkXQ3989rcAAN++cVM1se+bXV6GOTJa3Rh7IdNarvdMwtwZXlmgBjNqH0SGE+t2Lgy3DLVUAL9L1XgYCc+DUVhI4YeXsPwXQehIKpSEh4409U5SiUJT4HoiiYWUAAozVL2ZAMAMJRYoqtASGAcH72KVvns9rEQAblrkmKDqbjWEFXRoow6LyHEi1cJJgvNG8OPJy9A5xQCdKS8Al3V0D1qn4XXKgSH/YiwnRu1aDXLZ/PHDv7387Z505DU5MQ6YujZgVNCoCkNKuirakGtxX8SU07Ds8qadFDZ+zz5mOe6LLrrh5IO44eSDuHTlQvQzVEMcGaGLpA1gkIY6MlLHpIuzxtXX4MroDTC4VmZQpx8aXE3s2lPzRe0adeUj19oEMAZKj/SZNOkI64/P/xc/B0YIMEL3BVmmw4+bP3LmQ9bw0hSzL8l5IerlGhiJptADbxriQCJ4ix91ZFgQ4fVMIrRp13PXgJ1W5WqAa7T7XaqSG0E5F0ZhnQ0cbsyksq6LyulQuRyUc1+Q88JzXVgXxYooO3/IzcHdGdKuh1wZLieH8ENdZi4kRrmeVWbU+wq5TmzPKxzgODcG338UuhM5TtyVoWU1nkrSGgVXtXpF7bzSFo7FzjcevrQ0McBYc1MA9esyOS1yvbP6//j8fxltkw+9xnomOaLPJZMT4wAqJz9GqmEEoNY7ApfIgRF0Q+vxFtlbVyJPRh94wUWN4J3NQdU4DWmwf9UlZ1rLpEDGI1bzu9P97LmrOtWvILCzGHb8aL/0dWUsjtvz6EHRGVzEFLoyRgEYALAoIVZNt7F94zvb4KGaL1pdGRPAGC6hNcTA2NGhy0+adCjUlgOD1HS98O5Q7Rtd94a3rxyYEP5w+JcatA5uwHZzKuqNU8CDEmHYSNiwrTV8gXouDA45JOINZXJg2DwYCACGJGhhu1PlCTwJXBAACMGAhIEL3H1BLzF4ss8CivVSUh3LAmnwVEI614S0SR4UBEo7bQVV/oy5KrAC5XJlQMF1uUo5Mfgwdb1asC5VaRgSLsRJQUErWXdjSADKggSpoV1MDwDluzdc7yPaHjM2P5Yfg9wVAtqvQ5oTQ3B4JQSE1MkegbUQ5rdGCpv3VECUujp/9/p3SLN1A/Xr1YGM6d14F43xTEL1HEVNEOOAioMM/sa2CV5wNYGMlKghZ0bGI8ZqpbrpDQUYgA8vxALQPc/yIfACyAMYY+nxx+/D/bvdulT8qkvO4G8eHk56uoaXiOAUnW8AayPtKp74szyxiuLswKRSCx8+9IEZue4nunZjMGMCGJMmTdpPeufOWwEAz139R+kQkqEP1svopSToKtX7G1PT2/XaW/l6PfU39dpfloWJVKEklTPACxuhTXDTKqdFYZ0X5mW/zTEBFkISGQ4BRggvgCoHBQBvWvMuLqG0QCEM0Kh2hkIhgDmqMBMTplKFlyih3bAUGlJrN6y1dj2WpMNKtA0tMfsrBBLV8WLdrfKD6h2X+vHWXl3CuT5q50VXSWHPd9poXcEK/tcLNRlRuddqA3h85+5/HXebJk1q0YTMDrDChk0uwCB1CS3xAAZpMSw0BQDKE6becl2iXJeQcw057//gE3NfiEX1ydXFBhjXrZ/ek2W+6pIzo8CWnP3VdAxyXTMXrsy7ZZXrplx5YtWdY53VcH5Hr4eI+oRvNYWYTBooNdJn0qRJAOA3XMYEGEAaYAQhIpCURyCiFlCh2XyX90KKegPWWwYBvEDEReGXqTk5kFiuluCz+isIVHhQQ9vN1SzMQvldqVrXBR8maMGHQ/eFC+eAcqEhJsmncXjEwkfcPBaCEta34kJa/CSfEtotR3Bl5ratSvRZ73kFDuBwwCNE1ZuLtz+9sB3a59odFwetUJVJHuPIOcDdFvXlhAsp0RWRqp+j+7l1FgkFmwBGT431THJEn0smJ8YB161nfhPfVrxkafW3NtaooTfr5qBoa1jKuYZaySfNuY1gakQ3uTP2C8C4fPYwHlx06xb1uvXT+PL2ZZ3XOYYrg/bb9ukqu2oXcETHcIgrIwXAOrsyMgBdmytjaP4ZNV+gWFubXBgjagonmTRpSRobYLRJSP8vYLp3BByEcPkwvK5SBftrN5fBg7AHCi0B3sVqDEhUDdJ0iIjLtRD0ROLXyVwaEq4Bzl0Y1K2qtDkiqDtVngeDN/QpzwU5MyiExPVGwnJSEGwIw0gKmx+DhrlqXaxG5ikhjKMCFFYiIbX2QkwkpA0dMX8ptGQBiZks/XASsHASwAwbbwd1CmuOq9YQJYEpk9tBU/+nonJjuOMPDaHNMTchJNqEnkhAlHWQYUJFbNgHO471kBTBunk1ZQUdZzr/yNVht0fY81V4gCO4rqSE0LaL09Ke98PfLeYpdGRM6qUpnGSYJohxxNWYHyPzbTMA0+jLBBm5b8apQdoGM/rkvojBjP0CL7gOGsgAgPVHb2Hncyd7L7+z2Q9ktDl46LxrhBk93EUxmDEUYJAmgDFp0qT9rtsWvwsA+LbixYPriubDkNI1mFp7KsnpjlKy8abqom/XK2ARzosl/Kx11RnU67staJh/rLPAc2FUXaqGYSX8r9cTCQshSQGMmTSNUQIYBC8IXHBgEcIMs5xRSZlQqYyWkKKEIjrDep+phhVWYEJNZnZtSmjMoLCACTuREGYbbd4MWJChIu4U7sjQdPxdiAjtb8H2OTum7NiFuS/C4y5Q/Q2Xr9XB5JYhABGehxxa2HASA0yEy5Ph9yIiAV2av1IBZeR5iEJWYuqZZ+O28v/pvMykSWNpPxuWJmXqtvL3Bi0fNrjE6mo3gEFqaQD2tfanQkx2Nocn7+waZpLSMsNHLp9175q1T2gJMF4ej7XHbQ1avsux7RqClDwHB4ZHOZgxEsAYel1PiijM5t33M2nSpLj6vhEU8cdRD1rIhkfWJnjhwk6CecypocmhEYSSUAJPcm5w94YHJehvBGqEoQaaL++m+yEOvEeSqlFejUsbRiI9YFHv4YNPW7E9grjuVAMHBoWNmN5JSgcwJLQbNqEiC7ts/LMiFy7cxPRIUrp6XFgK672kcoCw7WLhLdG8HtEPHMRxURoszKQOjPz9Hu9JJjjeAZiqwSywEKXauUgfYbvwrc4/dz7ypLN83sg5MAYlzyUd0bf/o2qsZ5IjeigmiHFINBbI6AUvuCINwUF5CZh4Q3WsnkdIYgGce3Cj17J7kf/iIIKMxWULLC4bRoiajvOQ/Cn8nFSXnmgFGOKS41n1yuP9zqFQE8BYklJdPXb9TJo0abiChplrWAnZnNCT5tvGoGe5dxBCePV7DUYHJFijMdaQDaZH38ZTjyYy0tAFL2cby1SnHddSV91/Ur4Gm8PB6zJUmBASSV2MunAS5XJDzIQNJ2Fdqbo8FCzvhelOtcpjMZN1eOHlupAL8+nRxWq4LMENypvhrV+UdrtsV6+UL8P2sEJdtVKvKy6pqf3+RbB/zCdwsbj9S/s7PL66Dp1Y96w6nC446EKt5xl+rtXnoQYyqvOGwQweFhXm0KiFnNCgqBxMUjbkjGHNwLGThU5q11jPJEf0uWSCGIdIYzsyeos1COfXXzFOnVZyrjHPa09ma0hjey8TeO41yBgTZgxRzJUxJPkrV3liFfIrD41SF6nIBB4pTQBj0qRJB1G3lf9PfkOIl+viwkgm+5R+447+Bo0+12iUQaMRVaPTCxkB/IariHTBmgAcoRuDXBj1RrD26nEuDGldF5K6VaUX+VUyT4HKjUEAo0qKacCGl8SThZBwRwSV8SGDcVwUzkFh50G7abXEnmweL08ODV6WEnnyXBw84SdP9kkgo0pO6ncfG9svoXvF278EMkCAKXRo0LHTzRArnAbUIIhfPjh/LdjyerepJZtl57A73xPjUiSvp3D+UDfGber/O2j5SZOGaoIYh0xDGkByZQYoZT5Dtb5mPkuSXJjPUA1pYF+MHkj2EmQA1Xe872y3vByhxnJlHL+nHA1gLEX22ol1k5qjCWAsV7Vw856fSZMmxZUVI98EMMLxpnwYLrknr8/CiVoPJqxckA9Dc7jh6mFv2GvbT8vVYYYOPvGGrL9MPcyhcmAgyO9QhUtoD174oRY8D0YFNXgISdVDiJ/7wv0N4AXBCR42UqD+8edXy3jDwfqcAyQaWlL/Hl6YCf7/7Z17lBXVne+/u+qcbm3sboQOr4iCCaKCoujwcJYTfAE+QuJ4rxJiJ9c4atbI5cI4KonL0JpZYczEiI7oeDMmOBGR6yOMrmADEzXiskF5aSYgGgVF5SGvpn3Qj6p9/6i9d+1dVedd5/Q5fX4fV9nn1NlVZ9eu6qb2t36/7y88FsFx8qNZoI1reNyN8xY4n/r5jkolMkxi9Wsn2F6dcy1CwxDrmCm2GdedMKs1Io9STOPUde9/Hmc0BgkY8RDXPUm13peQsWcfZI2zPKeKJZETLtdN+ccxY2j9cX5IPevh4InC1F6dzv5mn6SQ4eZ4JRc6oS6UQoSFUpp9Ap6QYQvDr93t+Rt2At64Jw7l/mdHnmd5/msPx+OGzXq4d71+9kXhOwuIf1YykVOpVBIwSkAcYZdVGrZJEFmTziQwhYDB9CfI6Uqmis9DwobufZEi7N7bVnvqrRaIJ+IshcBglsrUq5noURUhY89AuVQ9ZUFPKfG/X0y2Le5FYaiuc3F4Mo2Em2kkIpXCr0DiKh8Mr2qJrEjiGOJF0KtCFy/kT2+4PYHCe22eV1ur7ejAgqWVx3DlNrC0uiEMrti/y71KI93chjIBtQCLc3TDhsU9gaPbtWGDK6NPWIDrWLCYWCfuT+BacC0XnNvg4hi55X0v58wTMCzmXZpKvBDnX1QnAWee+aU0z7TgXcvyvXFd+NcCc+FXNZGXG5OvGbw0FaYiQjgT17yr94ODg4FBpLlw5lc1sZhp1hkw/mQAuDBIlWahjDFwWUXEssx7FOYZrDKLgbtcvff3Dfq3rhTElQpSpeeKRIw+SjZCRsanxWmEjEiOi/YDYD3iH5ECxIygeBEkSszoHBj9Sx2HgDHxqx+E1nVlqaQUImBI8hUyAGQlZtSkCHMZ2nikpEJGqmibzv5WwUKGvC4B+NduPmJGmsgl+TuWScwgAYMgiL6CjMa4xL7av7lOEUURCmnX3wdz+qXQwcRP5YuR4kly4Km274HBjAloMEUk6HERXG88tbc0ESRC1AgKHOH3YnyEoME0vwYmPR2kxwPzzStVlIIehSFSRixmllKVAoYuXgRFDJlG4g2b/9ootSpm8VGVSfTPAa9Cic18YcOFK157FUjALdhMFzyYX5JVqkAW0OPaSGolVrtdWx2nXMcd5gkWMrJElFzlnIvKJYBlcXDXq1TizfXFuQT3XrNAuVWO0HlVwoS4zKRo4acfcUO8gBAtlHgly+tyf73SIkSfwOV6FvoZEucs8UWWBTiOEDrk74FXpcQTV+TnFpjren3QhItIIUP+LgUmxxSBQZQTJGL0YdIJGVECBquNSP/IVsiIEDB6jjcjNvKNysgkYOhkisyIQ8AY2hhdeSNq4h8UNuIQMCS5CBmNtl8+trHfl9jfXQ8A2P754JSCRSrk8RciZsjzkErMyKZL+UZlGOJFkFyjMrJMvUonZpCAUTqY6z/wK2QfBEFkZo3z/6LLrkbl7GtmniwoTOhE5fEHJnihkHv5U08pEejeF0ZURmBdqFRq4H1kmoEQI0LvjZ/hdb73BZQnhvfeTJewpR9ERBqJHZVOonlP2MG0jlAUhh95YcM1hAsLWfwRlOMg/7nVJsguPAHDAYPlG1MAzFVlWC1w2NxVQobFXFicaT/lsTGVTuOy8DgxIU6olBIuz6f0xGAwS6zyiHVQkRTyI3kNMKZFXsBcD/0zqVZEXDv6d3t+HcwvhapHXAjRglsMzJH9E0KD+imiMYLlKoKCRKDcajZCBgkY8RPHPYncTzVCIkYfJyhk5JWrn07ISBF9kYpchIwo8eLLpuy2DU6CiylepEMKBH/VsDP0WbtzbKFdUkJGU7Ijr+1H99uLHV/mZ74aV1RG7YGksS5Xr5NUURlHm2pxzP5OY11aAUOSbVRGHt4xwRQTEjBKDKWTEERJ0T0yLrGvRiiFxHvhrwv6WwSjMGR7mXKiG34G00eMFBL/fSiVRGyvV5GQE9agt0XQ5DP4tD5VVEbwtTGRFut0zwajooYSLXzhQhcjZDUSaXKZ0Iw8VToJXFUFRC+bmrR6jPQRKWAExQtLRWH4f//sCDHDEVZ7Nhw4QnRwYQEcKjIjiR6vHbcA5niRGQAg0kv01BIZbeG6DC7jSMp0ElcIGVykk8ioDM7AXQtcjBfnHLBccG7BsjhcrkVjcBGN4frng0mxKzItJPr8plqvixz+awZY3DtE9V2aYKH26bWDAz+1REcXJeTvCefguuDhatEYejvXFeMi2vDAedSEjKw8boj8oXSSgiARowpY4yzHtGO+W9hOgkJGjuKFTjbpJblEX2SitwQMychjD0Su16MjovhqMruojeE1B2HBxa7u/MSIkcce6FUh4/Ovd6PfX5IFGbVmisrISrwIkk7MKMD8Nl/TT4IgiIomKoUkygcjVRpJsKxqUKwA/CgMPZVEi8IwzDZlKoltel6oiaiWKqJEDSvYRtufJlRw7Tv8z7nx3aqsKjNLf1paCkQwCkOmktiB6hxySWiVPWQaiRQwbJgihi5gJJkTEi904cKPzPD/7bMDT/u9yAr9c0us5/6+YIm0Eg5P3vDaSJ8MuH46icuZEjISzAEswOEMrsuQYML7Ab6gwblfchWWC1ekbTDOPAHDBZjFYbmAI0UCmcrBISIdxPzdghAFmHgtU0HkhQYjpcQ7pwyAFCj868bwwdCvLc79tBWLed8n9yuEDG4DjIuUEkBd7973soBXB/OFCemNIYQMkTuj7uVDQgYAJrxFIiMyCKIMobvpKmHV0aXxCRkFCBg6UVEZcYoXVhdDd1N5ChiZGJ484D29yHGb3hIygPzSS5jjnf84Ks0A0VEZeQkYOsEUkxiq96w6urTgfRB5wBGKss1rHwRB5MyanicBAFNrvuOt0AQMhSZgGEREbYSiMIKChp5CovsIyIlgRCqJjMIIVqQICRUpIjVMIYRHiiMQ/g3e9/rrpIGn/1pMyoWZpywlapYj9f0uElr5VD+dhPsChmV6YJjVR8ICRpR4IYWLKF8MG54XhkK2UaEP8CbGTFvHRaSGcMZ0xc8kc+DIz5nnl2FxTwxIMBcOY35aiThOV4wHZxyu+EwKP56PBTfTP0TKiDpHXEZj+NeDf3347f3rC4H9+et1Hw0/EoOJ6BtPQGEOfIHNlcafUKKG9++V396LypA71K5rC8r0kwmBQ/NX9dcb6SRBIcNMLVndtSx0fokiEMc9idxPFRLfjJEoe2KZOMVRflWjuz6J7novnaCrPr7LsfN4/zVzmFpyYWjjkV4TMHKh3vIjOnLdViff/kpyGavg+dDPV6F01VvqWpLXVsEcVwc25Ctg/erA6gsrN0sCRu/BOI9lIQgif1Z3LQsJGFE+GOE0Eq1tROoIjxIzmG7sqQkUMqICvhARTA8JVSQxJrRRokUK0cP4Dr09D20vJ9p6tosuZoRKqoIbAoYqoyrSSfQIC5lCIk089VKpqQQMP0qDo0ZEcSRZDyy4kUuS9Si/jRqxXZI53nqxX0t8j/zeJOsx+6NVTFEGpLJ8qyrTqok4loOESqtxlXDh/RTjB3Ns03uTBM4jos5d9HnP6hrSrqPQfqXWo8SVwHWsp0VFlVtlMkpJioHitZ5+pUU8+dFP/u8ZCRilI657kmq9LyERo8oodAJV6AROp+v4Gv+1mHQyx1sKId2EOFsxoxDxAshPEBiePFCQgKHvJ19GHnugIDEj3bhlEpM6jy9MzAheO/Ka0q+zguj43P+u+uPy+l0gAYMgCEIgJlbG5CpdGkmwIomWNmIsqg3UT27J9VATQpVKEkgbCVYVUT4Z2mKkkljhySi3uC+UyLQRC94TdX29JUqqqgk2F2kkriZcQEVhyFKqITNPEX1hpJNIkUCIGUnmIGn5goEucNSwHiUm1AjRQYoXunARFCmCi2wbaq+JGTWyL6wHNaxHCSiqj2I/vtjClZ+HXnUlKcQLfRyYjDzRStDKKBZ9XGXKDrPMVJ7g+eJyfcDXJFS9Rjun4cgdM41JVrXhxvUI/5qU62VKlB28ngO/L8Y1HxAv8hQyCKISoHSSKiSf1JJiiRcpv09MRrmd/X5zmQDrE2lumwpmJURfANEChr6/fFNLgHjSS/5y0Es7yjUCpvN4oDbHIi6ZhC95zdUc6sptx5m+t/448I7PsmpLAkYZQMaeBFEWrO70/h5Oq2s2IzAyCBghwSMYhRHwwog09NR8LUzhwX9tpBMEluCkNO2TeURNaj0fjHBVEuGPIT0xAiklyv8C3DDzNCf0fnSFnPir9BHNvFMKGL5Hhhl9IcULGTUB+Kkk6aqTyDOpVyCxhfeFq8w8XSOdpIZJo0+o1JJgDKXLGVzGAO4dt59O4iLBvM8ScOBaTJVc1cfPslww7l0/nj+GHH+m/fTOhVnaVJwz4Z3B3GDVEm8913wwGDO9Mph2/pn6Pm0oGDyfGK4JJq68xjj0MqtqH8KUg1vM88YATGGCc2FaKvwxIHwu9LKrrqv+PWOMYdUXv015XokiQcaeBUGSW5WSy4Sq1AKG8d1ZRmUU9gTfiw74+sg9fULAKGS/OoVEZDiuhdqGzpwFDEm2URm5Ru50HV8TX2SG7EMWURkkYJQJHN79XCFLdd4rEERRUBMnPQID8AUM7XXIzDOqIonaV/An08QFhmC4ftDjghttU6WDIMU2wTZcTUij/DHkxFePxvAjLbzoC6+reppEYIlIs5DpIaoaiVZGVaWQaAJGkvVEChhee65SRpQgkmZRbcW2wf1JoUVPL5ERFbbWV78ErHm8duCnvkSOj9QdNJFInX51HoLnh5vnE4FzDP9nUOTS10V5qPjbB9czf78Mpl9M8HrW10et04kqTaz5z5CA0UvEcU9SxfclJGJUMZkmVvmGzEdRyOQx3US10BQESc3xR+G4llpypdwEjEL2r5PLcUWNX83xRwv6/lTnttC0o7iFDMD8fWG1tWo9CRgEQRBpCKaQqNQPf3KmBIyINBJua+ssKxSFIcP3fQEEaoKoQvtt3c+AmakiRoSGtj5KsNBTEJi2rSU+C0yUVUqDmERbVjgKI6qkqumJ4Zt5JrQIC90HQ1YikWkcMoVEFzCk74VMB5GeFnpaiFzn78tc5GdB/4yofSuvDCFk1IgUFtkXW/Tb0r5LijMJ5hjRJyqtRESp2MxMKWHaT+8yCpaxhRmho6eRGK9hRFIA2rUgU0kiUo/MSB8hXOhpTFq6k36tqvQSOyK6yLa8612/tm1fmGCMgdkWUqWVhFJLCKLCIBGjykk1wSpl9MWXTdllNQUnrXGZQUZNtPUJeSZRo1wFjEK+R2fksQfwja/8JbQ+2zGqOf5oQWKGadJamHihk7OwVt8vq2b67w4JGOUFGWgRRPmxqmOJL2AA/qSLeROwtAJGwBPDqEiivAS0tpYZXREZVaH8D1j4My2VRPdAiK5ggvDTfOW34HsxyOgLy/JTH6SIIaMwQhVJlJmlg6RKJ/H9I6QhpvTBkKKD7oHhCQeaaBCMlhDihW7QaWmeFzbc0KL8MAKGoLqYEfwe+R0WwmafUsjQPTL0tJpg9IkVEbXBAF/I0MQhFfWihIlAmo/ue2Fx3+Az4IsSvI6C10nIW0W/TixfzDCiMfT9Rnq8mClVkUKGbZviRUDIAAA4DlZ1LCneLzeRFjL2LIyiihiHDh1Cc3MzGhsb0djYiObmZhw+fDjr7W+66SYwxrBo0aKi9ZEwJ1rlEn2RjjijL7KdXKearJe7gFHI9wXDQ0887lBB0SqFCBnd9d5SKbD640jAKEdkybqClt4+CILoe7QefhStB//dnGABYcPCqMVoB1/MQGBCCU2YUJM+Ocn000uCokSU4BFMC/AFDC3SAvo2EWVVARWBAcbVeyZ+SkPPVBVJjHQKaCkkWsoHADM9Q/peyFSOFOkjwdQPlf6hp4ikXaQgEeGxkSq9hMnSr7pZp+yPX1lF37dfSjYYneL9NCNZoAkY3Bx7eSkZ5zgqxUQ/n+Z5zlStxrwmWGh7M+1JEyiMa1O75gOCXiilSu46SsgQv3OrPnss+heSKA2x3JNU731JUUWMWbNmYcuWLWhtbUVrayu2bNmC5ubmrLZdsWIF1q9fj2HDhhWzi4Rg1dGlaG3/dWz7c/rXxbYvHbsLsHoK308hE2o5gf963afGjUK2lFrAyOZ7o3JaoxjZUFhUR67jbvWY57v96yx14zLihY8e6O0uEAQRgB6slD+tB/4vWj99BK37/s1PIwH8CVpUFIZ48myUoIyqSGJrT7xlKklEtEXUazmxjHzyHqhMEapuYqSjaGaeIk2BAaJyhplKIqMwpKmnbbmaeac+cTfNPINpJLqRp4yW0FNIpKBQwxwk4RjRF3K/NfBTRXxBJPUSJWbIqAw9vcT03fCNRnXBxGKuX1VFE3CSzBHmpo6qyOIdv1aKVovGUCapKgpD6VheVIx2TrxrLvV1keoa0K8P/doKppz4kRh+KlNIMEsXjWEHrvdgNEZA/JNCRuu+f/N+vw7+ezF+fQmipBStOsm2bdvQ2tqKdevWYeLEiQCAX/3qV5g8eTK2b9+O0aNHp9z2448/xuzZs7Fq1SpcfvnlxeoiEcELHz2AS0+Yk/f2hnjB4f9jUCCdx5s7khNbN48ruFCfhqiJfNSk3+G+Rnhq7Sehzz93a0ProohDwJBIIaO//QUAYEfnV3Lex8iGA9hxJP/KJ3L8uw4dk7JNOqFKXgu1h+KRnr8YeTxqD3XCPvxFwfsi8aLMoeokVc2sWbPw0UcfobW1FQBw4403orm5Gc8//3zGbenBSulRaSRGWLw2YbMsP3Rej8KwxWeijKVMI/EnjUx5FyhxQn4WFfov0weCYoU+YdX8EHxvBVlOVSurymCkkDDlzQCVSuIJGH65UDP6wvfEiDK31EuV6qVN/fU9qgqJTOVIFX0h2wCAFahQYqd59OuAqcokFgCXW7DhwGEuHFioAeDAhcMt1DCgS79XFK8teG2T6AF4Ai44XNEHFwxJ5qAbthoHl0nzUW/M4MKrVMK9c+9yBttyAVjg3Btn70+5Be5yMcn3yolweb5cIYZxDgbm+WRwpiI2uCX6K34yIUAwC6rQCHf99V4VE/E94jMpsDHls8G8qiZeV71hEVVOYAMMFjhcL61W9Ae2BTiu+L3w2sB1vfWuOE+uG9ftOBEnVJ2kIIomYrS1taGxsVEJGAAwadIkNDY24rXXXkspYriui+bmZtx6660YM2ZMxu/p7OxEZ2enen/kSP7VJQiPtEJGCl+AlJEX8veqgL+eQQFDJxcxo1DxAsgtEkEKGyNrP438vJ/VGbkeAIbYn+Hd7q/g1OS+rL7rnSwEEf37OtxjVd/yFTIAFCxmBIWMXKJsOo9nhQkZ2qadx9dCjmC+YgYJGBWAvGksdB9ExVHKByt0XxIPL3zyIC4d/n+8N1ERGBItCsMw8wyF5GsVSTShIlXkRSgKI+opPPR2wv8C4X2GUxP8KAwlaKj34Uob6SqSWFq1EWn+aRtREa62XiujytyMAkYq8cJiaf7tDX4kH/J4NT/F7N6CLLVqM6bECwfytQWbuwCTxVkZLDHgFveP3+ZaNApnoXQbFnjPZSqJNu5+SgnTfoouM73EqX9OmTqHeltNsBALM9oHF/l9/nAY+1EXCNfeR5Rclb8fIrfJK++qqUIiIuOFXfenPmdE7xDHPYncTxVStHSSPXv2YNCgQaH1gwYNwp49e1Jud8899yCRSGDOnOyiARYuXKhCQxsbGzF8+PC8+0z45DIhyyp1hCPnnK3O41laAUNHph2kmgSXWsAAPIEglYCRjiH2ZwCAcTV7s97ma8kD6Gd1pl3S9TNf4kgvqTn+aNpzl45crhGDNNdiPqlQJGAQRHmT6cFKKnJ9sALQfUmcvLDrfrzw4SIjbD64KCNEyzJLUGpPwP0oCNOY008rgWofisKIEjWs4DapUg7CZTvDZVXNSiQyCsPrboQXRqAiie51oZdT9dM/NB8MLbVDpnWkEzCCXhd+xEfqJVUbs7yr740R9Mvwy6+GfThM8UUry6rEndTeGL5AFKj+YvmihoyUCZdcNQ1ao66P6Co2LHRN+JE/gdQSX8VSqU+a2qKuXyOtxDLFupA3hsXwwoeLSMAg+iQ5ixgtLS2QpXlSLRs2bAAAP5dRg3MeuR4ANm7ciPvvvx9LlixJ2SbIj370I7S3t6tl165duR4SkYIXPnog7eTM6V+X+4QvSyEjr4mpIDghthu68t4X4E3U8xEw8kEKGJLadE87MmybC70pZABA54DCZOSsr5csxbRcrm0SMCoHcgGvXkr1YAWg+5KiwLmY3MnKC14qCbcsrwqJFDAsS0sN8UUOlUailbE0y6iGU0oQmJSmLJuZImXET2HRJsOq8IpvLOk9KBcTbsuPqJCpJNITI1VFEr8KSTiNRFYRUaVMmV+RJOhJkWQ9qEG4XGqSuWqxwZGEqzw3opakSlWRlUZcbV+OEjKkJ0eS9SAJx6iUonw8mJ8Go6qVCG8MebzSGyMpxsWo4CLScxLauMpKJZbujSHLrVpaudXg+VNVTBB6Hyy3akThBKqZGKKGvN50bwyjKop+3WrRRJalpU0JAU9LrVLpVlZRrQ+JAqHqJIWRczrJ7NmzMXPmzLRtRowYgbfeegt794afJH/66acYPHhw5HZr167Fvn37cOKJJ6p1juPglltuwaJFi7Bz587QNrW1taitzc5bgMiPqPSSgow706SYFCJeBHFP/gK2eO04/h9y285+wpzPBD0uAUNSyzg6eXbjMsT+DHuc/KrL5JtaAuTvk6Gfl84BLmoP5v8PbkavjDz+xjv961Kml5B4UYGQJ0afo6WlBXfddVfaNm+88QaA/B+sbNq0KesHKwDdlxSDF3b8EgAw/dT55tNmvRqJfMKtT+bEBNA03GSGcOHncZiL8eQ8KGgwc7JqTjy1p/a6P4a2GCkkRrqI916WAs2mIomRXhIy3jTTSPTIi3AEhhl9AUBFVFjaP6B2Ng9XQikl/jqHuWrWr15rqSUuvHUuXC+9hAEOzLQSW2xnHLtMMwmkliQsF9zxPDFcxzbG21URGQx+qoZeYcaMpJD+F+qYpDAl0gK4uJy8lA5o1xcPeGn4PhgQ32mmnHiiBhxfVOFg3mTVYsrHQ6aVKH8Mi4kUBYYX/vLzzOeJ6F3IE6MgchYxmpqa0NTUlLHd5MmT0d7ejtdffx0TJkwAAKxfvx7t7e0477zzIrdpbm7GxRdfbKybNm0ampubcd111+XaVSJGpJARa9WRgPFnnAJG5wBXCRhB5MQ5k5hRDgKGpFKEDCCzT4YuXASRERmFihmGkFHg33Z5zetiBgkYBFEelNuDFaK4tL79zwCA6WPvMH0wskgjySxWRKeGRLUB/PXpy3CanzHtM+ipJDDFDMBPefDLjUZXJNF9MGymp4C4Ko3E259ZdlX+9Pfj3xPJPugChq2ty4gcI26ucznztpf9kKYO3IIj9u0I3wwHDLbnhgkbLlwwcTSiT8xbZzHPG8NlTByjBVdLuwG3DE8RDmkhYaby+OeSad4W4kZV+8zwwlDn2Xsvm0f5YER5ZZjvNTGCeWai4vC9NhYHXKbMQ70D4eqClEPZum1h5vNDEH2Aohl7nnbaaZg+fTpuuOEGPPLIIwA8J/ArrrjCMNA69dRTsXDhQlx55ZUYOHAgBg40J0DJZBJDhgxJa7pFlIYXPnoAUyf/NN6dcuDYT3tw+JRkLLvLJS0hVXRGvukRxRIwJKUUMoD8KpcAqaMy0okXQeKIyjh2Py9YwNBx+tcB/euwuu3O+HZKlBaKxOhz0IOV6oTrYfQyjUQLu5ch9cHKI76fQSB9xDL9C/wKJOEoDCMtIORroE1OZRvI90K4sPxUBllaVRcsbJHyoFJKtGiMVBVJglEYSdZjRGGoNA1RSlX9ZLLsql5ClYfECxWZETgPtnZL4mh/Gr0aGt62yqxTvLfAYHMGBwwuOKTZZw28SiWyYokNC2A9ABIiKsOPxkhaPeh2E8rU1GVMjU+CuV5FEscTOBJMChxcRWPYlutVTWEc3OJwXU2XsLj3Z96Cp3Y4XnQNc5kWSSEiLbTKJDJKQ0VhSKGBQ0RJcD9iQ0ZjcL8qifelDAD3K5TI/UJEWIiKJd5nIhrDhl+tpKtKHR4rFYrEKIiiJkstXboUZ5xxBqZOnYqpU6fizDPPxG9/+1ujzfbt29He3l7MbhAxsrrtzlgncZ0DEjg8Kun/oS9oX/n/8e5/nFfGNN/oi3wNPHP1sSiVRwaQnyjT5SbQ5Sbw1eO832nHsdSSK50D3PzOqXYtdQ6IT6eN+9onegF5w1DoQlQc+oOVdevWYd26dbjhhhsiH6z87ne/AwAMHDgQY8eONRZ6sFIerHrrp1i15adYvbEFKo3ESClh6um4buYpvTKUcBEhTqQ184ww9FTeCVpUhumDoaWQSM8FaSipRQJIQ0+z+ogehZG5IkkqM09loqmlkegmnlEChi0FFXBlEWEzc5Hr031mi30lVb+17wmafeppLvpn6ji0/qoqLAExRzf31MdPWycNPn1zT1c7F9CiZkyDT/+68CI6jGuDha8PXRSLvIZSXYdMCiZMRRfpohkYjLSpVZvuwqotP1WRSkSFENc9SRHvSw4dOoTm5mZlVN3c3IzDhw+n3SaVZ+a//Mu/qDZTpkwJfZ4pqjJI0SIxAGDAgAF4/PHH07bhGQaewjXLk9Vtd6aNyug8Pn0+cMrJpZ5rmAOFCBgDGz8HAHz1uHZ0uQnU5FAmo9jRF1GUKiIDyJxe0pWmtq0Uhg60R5flzZasozJS/CmR11rtwTzKnwhIvCCIymfp0qWYM2cOpk6dCgCYMWMGHnzwQaMNPVipPFa/vgCXnPdTbeIo/n0MREaEvS2Y1sasUoLAuihRw08liP6My4cOWlv50/DEgPcaMFNIguVBs6lIIhcAKgrDEAf0iiCBMqpSWPC21dNJINZ5P1P9a6yvd0V7h8v1XkSGzThccf/ipYGI1BJRftUVBhMut+DI6AvmwoYVisawwGBxCzZz4XLmp5OAeekkzIXFLFO4CAgZ/vibooWf7sFkcIR2DjVRARHrAZVOYl4bug+Gvn8eaKu1g7neSEmCd+2tWb8gxRkhiMKZNWsWPvroI7S2tgLwsiqam5vx/PPPp9xm9+7dxvsXXngB119/Pa666ipj/Q033IC7775bvT/22GNz6ltRRQyibyMndrmmmGT1dDxLMSMO8SKIPjFPJ2j0hoAh6U0hI51wEcXAxs+LL2RkIUJ3DkjkJWSQgNGHiKMmO0XrViz0YKXvsuY1/+/0hRcu9M08tYok+uTRN+HU1lvm5yodRHtaHtw2VGbVio7CgFinixZBQ0/bckXgSEQUBjTxIsLQM+iFUcN6jCgMw8wzhZGnkUKipY8ExYtUfmORyL+3XP0PjvYPtitfCyFDGn06cCNNPoPeGC5zfUNPOS5cCjeWWpdgDnqYBc69lJIe1xM3uEgzcUU0BueWl6phwc/usLzUVC9NhGnrATjip6uJFtqtikwfUdeRniIiLg0laFhSLYFn6gkG5gpxxAK4SDOBBfzXH+/I5SwQ5Uoc9yRyP0Vg27ZtaG1txbp161R58l/96leYPHkytm/fnjIicciQIcb7//zP/8QFF1yAk08+2VhfV1cXapsLVHuHKJhsJ3mdAxK5h/enSTMphoARRKZHyKVQ4hAwJKVOLSlkDLId73REppfkmIaUyzVI6SN9DyplRhBVgAq391UDVcJSr0wS4Xuh+2MEhQpjsYBQWVXtKXtwkakknieGqxVY8SbPhgeGEDfka1lWNaFFViT10qrC28L3w5ClU/0oDCVyGIagZvqJFEpqmGukiFgAkvDECxteBZGMi2gb3I8FoEaUa5UCg98HrV9a2VfVZ+Ht4Ys7buD49O0jqrcYopEnZtiBNBJ5TpTpqlFeVZ57Hnn+uVZWV16Helleea2FU5T0CCHmRwFZ5vUKlQoVx6yXKAfiLrF65MgRY+ns7Cyof21tbWhsbFQCBgBMmjQJjY2NeO2117Lax969e/H73/8e119/feizpUuXoqmpCWPGjME//uM/oqOjI6f+kYhBxEKmCV/B3gTaZLW7MU+vBEEhE+pCBI04BQxJKYWMQhnY+HlBY2853gIgZ/EiSKbrkcQLgiCIyuTFP/wITo3nF2B4D6j3qSMzUokQ4dQUbYG53kwlCaSQyK+Xk2TRZ71CSbCsqk7UOgBGFIa/TovC0H6m8sEIlk6VwoOt3nsChe6DEbXobXUxQzcB1fttpLFoP1VVFa3f/nFpAgwiBAs9kiXFZ1FjrwQMQJ039RNQ1WaM6wDh6wMs9fWUqhJO1HUYig7i3vVNEFEMHz5ceVc0NjZi4cLCKtXs2bMHgwYNCq0fNGgQ9uzZk9U+HnvsMdTX1+Nv//ZvjfXf/e53sWzZMrz88su488478cwzz4TaZILSSYhYCXplxGmsCAAdJ4t/1Bx/nZtlbGMc0QAAcHLdfpx27Cc5bVNMAaGWcXxRgtSSk+v24/0vMlcByESu6SX6uQaAzkb/de3h/PsR5ZVB4kUfh6qTEERV8Mrvb1Ovz5/xL2nSSTRBQ6WMMDWBTJ12wo3twHh4vT4BVkIGj0wliY4W0I07/eiDqLKqfmSCX5FEj1IAoNoBCPlgWIZ4EC1gAHpKSfQ9h6N5aLhiO4dzPwVFTMS9XAr52ltvc1HRRFQrscHgcuGRodJJwt4YNpMpJhnKrQrxwtXGmGnjzwEVkaEqf6jzx7Sf4nwr7wqmKpIEy60GhQwmrzlwI9VE7kulrFhenglzvf2t/f2t6S53olKJuTrJrl270NDQoFbX1kb7E7a0tOCuu+5Ku8s33ngDAMBY+Hedcx65Popf//rX+O53v4tjjjnGWH/DDTeo12PHjsWoUaNw7rnnYtOmTRg/fnxW+6ZIDCJ2VrfdiT+uvC1WAaOzv7dEYTyhT0GcAkaufDVxCEnG1dKbJBnH8EQH/uqYXXltn8/xR5HpfMhzmum8promckGmmJCAUQW4PJ6lSOTjAs45R0tLC4YNG4Zjjz0WU6ZMwZ///OdQu7a2Nlx44YXo168f+vfvjylTpuDLL78s0pEQRPkQTCMxwvjVa03UsLQn4CK8IOoJufGU3PDPMFMQmOVHXcjqJJblvZepJAymkJHQvDCSIpUkqYkaKo0kUOEjWJFERjHIEqvBKAyjEkmEgBGMvrDBYIPBYtFLkll+G7mNFpVh7p+rtA/ZF7/Ua+ookmClEhVtoaqcaMKP9nnCcvzxtXyTVD0qRp4bU3CCcT5lNIZecUQXveSBq2sk4K0SvIb0JSSeiRKqRB8lrnsScV/S0NBgLKlEjNmzZ2Pbtm1pl7Fjx2LIkCHYu3dvaPtPP/0UgwcPznh4a9euxfbt2/F3f/d3GduOHz8eyWQS7777bsa2EorEIIrGusf/AZOu/WXB+8l2oionvMHIjN4WMIJkK2T0t7L79axlCXzk5J739tXEIXzcc3zO28UZkQGY1UsyiRZRyOsj36iMdY//Q34bEkTM5OMC/vOf/xy//OUvsWTJEpxyyin4p3/6J1xyySXYvn076uvrAXgCxvTp0/GjH/0I//qv/4qamhq8+eabsCx6jkH0fV79nf8Ue9J37g1UKNHC+QOh+0aKCMzP1LaAirQwn7pzbYF4Ch8dhRFVjQTwRQ0dOUlX7zWDzlRRGCotQ2sr9+/vN1rAAHzxwtvGfPqqR2RIw07VRu2eq6gM9dRZi8hw1L45HO5FUEiTT1sNsg2b+dEY3VwaoLpeBIeIxlDeHtz03HDlmGrjq/tjyNeuOj965EXQ64QZ55sxDg6mxA5/vTh6KWzohqDcr0DiVzJhykSUMYbXnroFBFEMmpqa0NSU+T5+8uTJaG9vx+uvv44JEyYAANavX4/29nacd955Gbd/9NFHcc4552DcuHEZ2/75z39Gd3c3hg4dmvkABCRiEEVFThDzETPyfcouJ8JxiRdA7gJGlHiRCwOynFzUsoTR/qCbm1dIIUIGgNjEjP17j8ncMAOd/XMTMki8qELKOJ0kHxdwzjkWLVqEO+64Q+WSPvbYYxg8eDCeeOIJ3HTTTQCAefPmYc6cOZg/f77adtSoUUU5DoIoZ9Yt8yeG5173S0O4SOeHYS6pyqryUFlVvZQqtMmz/jNVKon3WbB8anRZVRmZAPheGBIpdKj3EVEYXjvT0wKIFjBSpZIEBQ2LMbici/W+kOFw//tcLsq5iu7JaiWu2ieHI47B5ZYnSIjjB4cQLkTJ1YhyqxZzYXEGPzVHlmf1xtmBFDO8CAtdZNLLpKrKI9q5zarcappFFzvkd7z+GAkXVUXM6SRxc9ppp2H69Om44YYb8MgjjwDwHq5cccUVxj3JqaeeioULF+LKK69U644cOYKnnnoK9957b2i/7733HpYuXYrLLrsMTU1N2Lp1K2655RacffbZ+Ou//uus+0ePYYiSsO7xf8hp0hhHmkAcnFy3v+wFjHy21Smkv3Gll7j9u2PZT7q0I0mu1yLRl+D+TUO+i7jJLgcX8B07dmDPnj2YOnWqWldbW4tvfOMbapt9+/Zh/fr1GDRoEM477zwMHjwY3/jGN/Dqq68W1F+CqHhkZIVKJwmklxhpJhFh/zDbhL0woJVW1dJIGFQag0wl0aMC/LKgMqqCq5+pyqrKKAxLq+5haWJGsCKJXo1ERmH4fhceUsCQqSIyTcT7LPV/QDjtRKaXyP3rRqB6Wony6IioVKLKxMpjU6KONCYNm3hGjh98scjWqsHoKSVy8arJaBE1yv+Em6kflnY96Ov1JZB+ZKY2ic+JKiOGexLtvqQYLF26FGeccQamTp2KqVOn4swzz8Rvf/tbo8327dvR3t5urHvyySfBOcd3vvOd0D5ramrwhz/8AdOmTcPo0aMxZ84cTJ06Ff/1X/8F284+f4oiMYiSkk1kRlwCxr59Deg/0IvGqLFzz1OIK30kFwoRMPR9lCoiA8g/vaTLMf9QSSHDOpzMqx86nf2BYw+E15N4QcTF8OHDjfcLFixAS0tL3vvLxwVcrg/mpg4ePBgffPABAOD9998H4Bl5/eIXv8BZZ52F//iP/8BFF12E//7v/6aIDKJq2fBr79+Ds24W9yMBz4LoCA1doNDf84hyq3rpzihTz2jxQjf01D0dlA9EyMxTi8JQooQpZOheGECwCohfOUSmkegRGNBeWzDvUWTEhsThXLVx4aWDOOq7vIgMiLQSR36vllbiRVrIn6INOBy4sJkw+hTHKe2J/OgKz+Szm9uaPwj3ozEC48u5X6XEYp6BpkwpsSwXnFveUavrQJ5rFjjPzP8priNwDi+8A34aiRAsWPC9A2z6Fd2bEOXJgAED8Pjjj6dtwyMiQW688UbceOONke2HDx+OP/7xjwX3jUQMoleI8suIS7yIeqqvT5izETRKLWDkEkGRTsDQ91eOQkZQuIjC7d8di5ChQ+IFASDWdJJycgEPfq5v44q/AzfddBOuu+46AMDZZ5+NP/zhD/j1r39dcAk2gqh0tiz2/n04c+59/pNyLX0gqiQmhy9wKKFDoqUJqIku9Cf8ZjoJABUNIF+bvhf+xFu11wQJf50vZgDwoxNY0BODq/3q6D4YegpJUMAIChfGPsRnUsyQQgYY4PLw97nGthwuZ8obw2vjVSoBt30xQ1UoYbDhohvmfYWXUmIrwcIGQ48cV/hj7Io0FiMSQ50Hps4VhzyXzDzXUSkiPHq9vsj0Ecvl6tojqpQyTycpd0jEIHoNObE8dcF9se0zm7SETIJGpQsY+n7zETIAxOqTkY1wESSOqIzDX2N4+655eW9P9EHcGMIuAy7gmZg9ezZmzpyZts2IESPw1ltv5ewCPmTIEABeRIZuhrVv3z61jVx/+umnG9uedtpp+PDDDzP2nyCqhbcW+f9ejLn9vlBURmRZVW09V2kHfnSGemhvBVMWwukh4fduys9U2VT4Hhm+t4VfVlUS9MSQIohu5imRrzMJGMGoDMCLvpDtdCFD7s8vryo/F+PJAQdQIoMLDkcafELzxBDlVru57YkecL2SqrDgwiylKgUKi2sRGEIkCZqnepEYwZQSEU3Do0qtSh8LUQ7VZYDltU3pmSGWP91L9yWEII57ErWf6oNEDKLXkRPNQsWMfHwV9An2oNoOAMBnjv9E9Tg7c557OQoY+v5zFTKAwqMyPnNqcbCuDrs7Mk/y0hEVldE10EXNgfTjRuIFUS4U0wV85MiRGDJkCNasWYOzzz4bANDV1YU//vGPuOeeewB4AsmwYcOwfft2Y9t33nkHl156aSGHRhB9FzEniCqDaVQoUWUxuTFRZZYuZKSuSiIFDcbCYoYfgaGni/gChW72KaMwLC2FxChLGojCCBJMI0knYESJFxIjlUQTMgBXmX3qQgY4D5h4yggQ7lUdgReN4cKCAxeAhW5x7A63hAeId6wyncQFU5VK5Hn0vDUsL1VEG2cvak0XlvwoDdMXA+AuM4UJveJIIF2Ey88sgLn+9dJzXNqrjiCIHCARgygb8hUz4jCFHFp/JHK9LmgApqhRKv8LID8BQ/+eYgsZwXGSDK0/UhQhIxUkXhBp4a63FLqPIpCPCzhjDHPnzsXPfvYzjBo1CqNGjcLPfvYz1NXVYdasWQC8J4W33norFixYgHHjxuGss87CY489hrfffhtPP/10UY6FICqdP/88/G/JqIW/NJ6yB8utAuZrOTnW00nU+kAkhsTSIij0yiEAfI8HZXzJjfQRr42ehuKG1un7jYrCCJJJwLCMPBq/uohKJdGrkWj+GOY+INJN/EolvpjhwuF2oL2eUuJ/psrHctvwEHE1QcbbpxSHNFFDpY34qT6MMVWlxC+JaqaUcCbLscrIDFFuVRzTO3fSPQmRhjjuSeR+qhASMYiyIxcxo5gCRhRysl4pAob+fXEKGalEiyjk+BYiZmRKLyHxgsiKMi6xCngu4NKlGwBmzJiBBx980GgTdAG/7bbb8OWXX+Lv//7vcejQIUycOBGrV69GfX29ajN37lwcPXoU8+bNw8GDBzFu3DisWbMGX/va14p2LATR13j3R14K7Nd+YYoZQTNPPaWEaU/0g6kkDGY6QzCVBEAolURipoe4KmoDgDL0BExRRDf2DJIqCkN+5vXFv28Jihf6+ighA9z3x3Dhl111jG2h3vvGnp7JpyO8Lbxda8IF4yKdhMEV/bO0/SofDA7oJp/qM21xRKoJEykkxrlD0NxTLrqA4a//y3zyuiCygDwxCoJEDKJsSSdmlFq8CLLi8Hh8u/+mvLYttYChf2++QsZRnshJuIiiGFEZJF4QfYl8XMAZY2hpaclYGWX+/PmYP39+oV0kiKonVDLTEr+TIsWAiXQSWZqTMa/aRTCVRE6YlVARSiWREQy+qWc4nYQb/hd2SLTwU0n8NrIkqSxxGo0pWkiBICxe2MyCw/UIEq+N51GheWKI1xZjyuTTFiklAFQlEi8qg6ljgIiusGW1EuGL4YDBET4Zjti7zTlckVIi00n8KiXecavoC+6POxNj7mpRMjIywzufLhi3lVihR+BwkW4C6Z1BpVIJoiSQiEGUPUExo7cFDACY3vgWjvLoX59jWE/K7XpLwJDUM6AjjWCb6pgA4MTag/iwc0BB3x+XkPH2HJqMEXkQo7EnQRDVyfu3+E/ZRzz0C++FfEIvX8uX8gk9oKIwADMKwBc3zFQS6XkhsUWpVW/7YCUSX6iQVUmC6NU5orAjBYroiAvvMyv02kkR1q6nlejf5xriiv/nVYoOepUSF5Yy+OyGjNYIVyfx9+eJPF7FEzGWokRrKm8QKTJxIxpDnkCuCRjMMO+0jlrGdUEQWUHGngVBIgZRMehP3Uf8xz/nvZ9CBIwTaw9mbBMlBNSLfwO7uYski1+m784hH66eAW929c/re+ISMoD80kt2fo/EC6IAyjydhCCIymLn3/9jaN2IxxdCVBUF4D/NN0p5pthfUMyQ63TBwkwR8VNHABivdcK+GIh8L1NJMkVh2CnuY/SoDJlaEozGcOCoaAw9hSRVv52I0bLgRV+YbaWxKYMlxArpiQFDHPH8MGRbFXkhRBN5vgAYP/2UEuCD/3V7ml4TRJZQOklBkIhBVCRyMpuLmFFo9EU2AkY2ZCs4JK3cS5Nmy1fszwAAnzq5W2XHIWQA2UdlkHBBEARBVAqMcVVS1dJLq2rVL8wIDDOlRKaS2NrngDTklIaeYUPQYPSFpbUFEPrpvU4dbZF6ffoHMcH0ktDnAYNPmVLi1R4BEBAulD9GlMknc2FxYeAJL+VExurqUSdyPF3mj4dZflWkkoj1nDG1zrJccG75URkpojgIgigtJGIQFY0+wU0naPSmgCEFg1xosutybv+F24UveOpUlii+Yn9WtkIGiRdE7HDEEIkRS08Iguij7Pjuj433p69oCZVZBWCKF8w1xApLpI7ICIyg94XE88gwK5JYcEORF/7n2sQ+h2NKZeSZzXYyZSQqpcRsqxl7Mg6Xc7iB7/UiM7zCq3ZA1PA9MDxfjG5u+8IQd01Rwxh3y/AjCZ8rhnf+x0/yOn6CSEsc9yRyP1UIiRhEnyFVdEZvCRj5iBcAUFeAF0YdS5RUyAAQS3rJ4QP9AJBwQRQZSichCKLEbP12i/F+8urbjQmzTpRXQ1QqSTDlJBOpPCAqFemN4b32vDEcboXadEdGbvimn0HkOG249GfF6ThB6FA6SUGQiEH0OfSJ8KWv/J+C9lVJAoa+j1IJGUDhURkv/M39wN/kvTlBEARBVAyqzGqgfKoekWEHojOCpp6A6Ydhg4f8MKIqk6TDikgfsYK+E1l6emVKKZHfly4yw2sTNvf0++bChqXSRwxPDDCvoglz4XIGlzExFgxuKnNVrXIJQRDlD4kYRJ/mhb+5X73ORdAodfpIHOJFcH/lLGTo54UgSobrAimM73LbB0EQRH68NvUe4/2MtbPTVg7RP/N9LUxzTx07UNUkCju/7JBewQ74YQQjLGxZbjUguFia90VwaPWIDAscq6csKuoxEEQkcdyTqP1UHyRiEFVDtoJGpQsY+n7LScgg4YLodSidhCCIMuO58x8MrZu9aZZh6glAeWKki6xI95ma1Ofb0RKgl1mNwhJihueNEbG9KLkqDT4t0U6OpeMyPPpXS4rTeYLIFUonKQgSMYiqJDihlqJGXxEw9P3nI2QA8VQuIeGCIAiCIHLjwfFPpPzs/m0XAzBNPe2I6iRRpDT8BDN+lgpbM/6UZCq7amyvRWXI1zY4/uH0VfF2lCCIsoNEDIJAeLJ937apOW1fjgKG/j25ChlAflEZ805bnfP3EETJoEgMgiAqHN0rQ76PwiylmqpaSW6ihcPdrH0xciGqcokVKLUa3sYz9/S8Liy4PDp1hCDKForEKAgSMQgiguBkPJWo0ZsGnrl+X9xCBgkWRMXhchR8h5su1pkgCKLI/O9TX0z5Wev7p8PWSrNma+oZN5lMPTNhRwgYMoXEBsdhtxb/8+sbC/oOguh14rgnUfupPkjEIIgsCE7YN314Yt77KrWAoX9vvkIGQKIFQRAEQZQz00/emrHNe7uGAgCkNWa6uAqvHkjpXTRGDd9d8u8kCKKyIBGDIPJg/IkfpvwsncDRWwKG/v2ZhIx0x0YQlQznLniBTwgL3Z4gCKI3qbcYXCBjedNSYcGrz2AD+IIzVVKVIPo6cdyTyP1UIyRiEETMpBMBjnySfwRHXAz56icY0tudIIjegPPCwy7L5MafIAgiHwZ99ZOif0c5V0AhiLIhjnsSuZ8qhEQMgighDcOKF+XQULQ9EwRBEARBEARBlAckYhAEQRDVAY/BRKtKn3gQBEEQBBEjcdyTqP1UHyRiEARBENWB6wIpyhFmTZXmnhIEQRAEESNx3JMAVXtfQmlrBEEQBEEQBEEQBEFUBBSJQRAEQVQHlE5CEARBEEQ5QOkkBUEiBkEQBFEVcNcFLzB0s1pLmREEQRAEER9x3JMA1XtfQukkBEEQBEEQBEEQBEFUBBSJQRAEQVQHlE5C9AJcXDNHjhzp5Z4QBEEQ2SD/XvNi/ptP6SQFQSIGQRAEUR24HGAkYhClpaOjAwAwfPjwXu4JQRAEkQsdHR1obGwszs7juCcBqva+hEQMgiAIgiCIIjFs2DDs2rUL9fX1YIz1dncycuTIEQwfPhy7du1CQ0NDb3enLKAxiYbGJRoal2gqaVw45+jo6MCwYcN6uytECkjEIAiCIKoDzgEUaIBVpU88iPyxLAsnnHBCb3cjZxoaGsp+olFqaEyioXGJhsYlmkoZl6JFYEjiuCdR+6k+SMQgCIIgqgLucvACQzeLmh9LEARBEERVEMc9CVC99yVUnYQgCIIgCIIgCIIgiIqAIjEIgiCI6oC7KDydpDrrsRPVQ21tLRYsWIDa2tre7krZQGMSDY1LNDQu0dC4BIjjnkTtp/pgvI/FoBw5cgSNjY1ob2+viHwrgiAIorh/u+W+p7ArkWDJgvbVw7vxMv8d/RtDEARBEETOxHlPAlTvfQmlkxAEQRAEQRAEQRAEURH0uXQSGVhy5MiRXu4JQRAEkS3yb3YxgwN7eGfBYZc96I6pNwRBEARBVCtx3JMA1Xtf0udEjI6ODgDA8OHDe7knBEEQRK50dHTEXtaspqYGQ4YMwat7VsayvyFDhqCmpiaWfREEQRAEUT3EfU8CVOd9SZ/zxHBdF5988gnq6+vBGOvt7hTEkSNHMHz4cOzatauqcpyC0Dj40Fh40Dh49KVx4Jyjo6MDw4YNg2XFn+l49OhRdHV1xbKvmpoaHHPMMbHsiyAIgiCI6iLOexKgSu9LOFG2tLe3cwC8vb29t7vSq9A4+NBYeNA4eNA4EARRKAcPHuTXXnstb2ho4A0NDfzaa6/lhw4dynr7G2+8kQPg9913X9H62BvkOi5dXV38tttu42PHjuV1dXV86NChvLm5mX/88cel63QRWLx4MR8xYgSvra3l48eP56+88kra9i+//DIfP348r62t5SNHjuQPP/xwiXpaWnIZl2eeeYZffPHFvKmpidfX1/NJkybx1tbWEva2dOR6vUheffVVbts2HzduXHE7SPQZyNiTIAiCIAiiSpk1axa2bNmC1tZWtLa2YsuWLWhubs5q2xUrVmD9+vUYNmxYkXtZenIdly+++AKbNm3CnXfeiU2bNuHZZ5/FO++8gxkzZpSw1/GyfPlyzJ07F3fccQc2b96M888/H5deeik+/PDDyPY7duzAZZddhvPPPx+bN2/Gj3/8Y8yZMwfPPPNMiXteXHIdl1deeQWXXHIJVq5ciY0bN+KCCy7AN7/5TWzevLnEPS8uuY6LpL29Hd/73vdw0UUXlainRF+gz6WT9CWoXKwHjYMPjYUHjYMHjQNBEIWwbds2nH766Vi3bh0mTpwIAFi3bh0mT56Mt99+G6NHj0657ccff4yJEydi1apVuPzyyzF37lzMnTu3RD0vLoWMi84bb7yBCRMm4IMPPsCJJ55YzC4XhYkTJ2L8+PF4+OGH1brTTjsN3/72t7Fw4cJQ+9tvvx3PPfcctm3bptb98Ic/xJtvvom2traS9LkU5DouUYwZMwbXXHMNfvKTnxSrmyUn33GZOXMmRo0aBdu2sWLFCmzZsqUEvSUqHYrEKGNqa2uxYMEC1NbW9nZXehUaBx8aCw8aBw8aB4IgCqGtrQ2NjY1qog4AkyZNQmNjI1577bWU27mui+bmZtx6660YM2ZMKbpaUvIdlyDt7e1gjKF///5F6GVx6erqwsaNGzF16lRj/dSpU1OOQVtbW6j9tGnTsGHDBnR3940KCvmMSxDXddHR0YEBAwYUo4u9Qr7j8pvf/AbvvfceFixYUOwuEn2MPledpC9RW1uLlpaW3u5Gr0Pj4ENj4UHj4EHjQBBEIezZsweDBg0KrR80aBD27NmTcrt77rkHiUQCc+bMKWb3eo18x0Xn6NGjmD9/PmbNmlWRkXL79++H4zgYPHiwsX7w4MEpx2DPnj2R7Xt6erB//34MHTq0aP0tFfmMS5B7770Xn3/+Oa6++upidLFXyGdc3n33XcyfPx9r165FIkFTUiI3KBKDIAiCIAiiD9HS0gLGWNplw4YNABBZyY1znrLC28aNG3H//fdjyZIlFVcFrpjjotPd3Y2ZM2fCdV089NBDsR9HKQkeb6YxiGoftb7SyXVcJMuWLUNLSwuWL18eKZRVOtmOi+M4mDVrFu666y6ccsoppeoe0Ycg2YsgCIIgCKIPMXv2bMycOTNtmxEjRuCtt97C3r17Q599+umnoSeqkrVr12Lfvn2Gx4PjOLjllluwaNEi7Ny5s6C+F5Nijouku7sbV199NXbs2IEXX3yxIqMwAKCpqQm2bYeeou/bty/lGAwZMiSyfSKRwMCBA4vW11KSz7hIli9fjuuvvx5PPfUULr744mJ2s+TkOi4dHR3YsGEDNm/ejNmzZwPw0mw450gkEli9ejUuvPDCkvSdqExIxCAIgiAIguhDNDU1oampKWO7yZMno729Ha+//jomTJgAAFi/fj3a29tx3nnnRW7T3NwcmoBNmzYNzc3NuO666wrvfBEp5rgAvoDx7rvv4qWXXqroiXtNTQ3OOeccrFmzBldeeaVav2bNGnzrW9+K3Gby5Ml4/vnnjXWrV6/Gueeei2QyWdT+lop8xgXwIjB+8IMfYNmyZbj88stL0dWSkuu4NDQ04E9/+pOx7qGHHsKLL76Ip59+GiNHjix6n4kKp9eKuxIEQRAEQRC9yvTp0/mZZ57J29raeFtbGz/jjDP4FVdcYbQZPXo0f/bZZ1Pu46STTuL33XdfkXtaWnIdl+7ubj5jxgx+wgkn8C1btvDdu3erpbOzszcOoWCefPJJnkwm+aOPPsq3bt3K586dy/v168d37tzJOed8/vz5vLm5WbV///33eV1dHZ83bx7funUrf/TRR3kymeRPP/10bx1CUch1XJ544gmeSCT44sWLjevi8OHDvXUIRSHXcQmyYMECPm7cuBL1lqh0KBKDIAiCIAiiSlm6dCnmzJmjqgrMmDEDDz74oNFm+/btaG9v743u9Rq5jstHH32E5557DgBw1llnGe1eeuklTJkypeh9jptrrrkGBw4cwN13343du3dj7NixWLlyJU466SQAwO7du/Hhhx+q9iNHjsTKlSsxb948LF68GMOGDcMDDzyAq666qrcOoSjkOi6PPPIIenp6cPPNN+Pmm29W67///e9jyZIlpe5+0ch1XAiiIHpbRSFMDh48yK+99lre0NDAGxoa+LXXXssPHTqU9fY33ngjB1DxT0RyHYeuri5+22238bFjx/K6ujo+dOhQ3tzczD/++OPSdToGFi9ezEeMGMFra2v5+PHj+SuvvJK2/csvv8zHjx/Pa2tr+ciRI/nDDz9cop4Wn1zG4plnnuEXX3wxb2pq4vX19XzSpEm8tbW1hL0tHrleE5JXX32V27ZNTzUIgiAIgiCIPgVVJykzZs2ahS1btqC1tRWtra3YsmULmpubs9p2xYoVWL9+PYYNG1bkXhafXMfhiy++wKZNm3DnnXdi06ZNePbZZ/HOO+9gxowZJex1YSxfvhxz587FHXfcgc2bN+P888/HpZdemlK13rFjBy677DKcf/752Lx5M3784x9jzpw5eOaZZ0rc8/jJdSxeeeUVXHLJJVi5ciU2btyICy64AN/85jexefPmEvc8XnIdB0l7ezu+973v4aKLLipRTwmCIAiCIAiiNDDORe0jotfZtm0bTj/9dKxbtw4TJ04EAKxbtw6TJ0/G22+/jdGjR6fc9uOPP8bEiROxatUqXH755Zg7dy7mzp1bop7HSyHjoPPGG29gwoQJ+OCDDwwX9XJl4sSJGD9+PB5++GG17rTTTsO3v/1tLFy4MNT+9ttvx3PPPYdt27apdT/84Q/x5ptvoq2trSR9Lha5jkUUY8aMwTXXXIOf/OQnxepm0cl3HGbOnIlRo0bBtm2sWLECW7ZsKUFvCYIgCIIgCKL4UCRGGdHW1obGxkY1cQeASZMmobGxEa+99lrK7VzXRXNzM2699VaMGTOmFF0tKvmOQ5D29nYwxtC/f/8i9DJeurq6sHHjRpV7K5k6dWrKY25rawu1nzZtGjZs2IDu7u6i9bXY5DMWQVzXRUdHBwYMGFCMLpaEfMfhN7/5Dd577z0sWLCg2F0kCIIgCIIgiJJDxp5lxJ49ezBo0KDQ+kGDBoXqLuvcc889SCQSmDNnTjG7VzLyHQedo0ePYv78+Zg1a1ZF1Gjfv38/HMcJ1dIePHhwymPes2dPZPuenh7s378fQ4cOLVp/i0k+YxHk3nvvxeeff46rr766GF0sCfmMw7vvvov58+dj7dq1SCTozztBEARBEATR96BIjBLQ0tICxljaZcOGDQAAxlhoe8555HoA2LhxI+6//34sWbIkZZtyoZjjoNPd3Y2ZM2fCdV089NBDsR9HMQkeX6Zjjmoftb4SyXUsJMuWLUNLSwuWL18eKYZVGtmOg+M4mDVrFu666y6ccsoppeoeQRAEQRAEQZQUelRXAmbPno2ZM2embTNixAi89dZb2Lt3b+izTz/9NPQ0VrJ27Vrs27fP8HxwHAe33HILFi1ahJ07dxbU9zgp5jhIuru7cfXVV2PHjh148cUXKyIKAwCamppg23boCfu+fftSHvOQIUMi2ycSCQwcOLBofS02+YyFZPny5bj++uvx1FNP4eKLLy5mN4tOruPQ0dGBDRs2YPPmzZg9ezYAL62Gc45EIoHVq1fjwgsvLEnfCYIgCIIgCKJYkIhRApqamtDU1JSx3eTJk9He3o7XX38dEyZMAACsX78e7e3tOO+88yK3aW5uDk3Wpk2bhubmZlx33XWFdz5GijkOgC9gvPvuu3jppZcqaiJfU1ODc845B2vWrMGVV16p1q9Zswbf+ta3IreZPHkynn/+eWPd6tWrce655yKZTBa1v8Ukn7EAvAiMH/zgB1i2bBkuv/zyUnS1qOQ6Dg0NDfjTn/5krHvooYfw4osv4umnn8bIkSOL3meCIAiCIAiCKDq9VtyViGT69On8zDPP5G1tbbytrY2fccYZ/IorrjDajB49mj/77LMp93HSSSfx++67r8g9LS65jkN3dzefMWMGP+GEE/iWLVv47t271dLZ2dkbh5AzTz75JE8mk/zRRx/lW7du5XPnzuX9+vXjO3fu5JxzPn/+fN7c3Kzav//++7yuro7PmzePb926lT/66KM8mUzyp59+urcOITZyHYsnnniCJxIJvnjxYuPcHz58uLcOIRZyHYcgCxYs4OPGjStRbwmCIAiCIAii+FAkRpmxdOlSzJkzR1UkmDFjBh588EGjzfbt29He3t4b3SsZuY7DRx99hOeeew4AcNZZZxntXnrpJUyZMqXofS6Ua665BgcOHMDdd9+N3bt3Y+zYsVi5ciVOOukkAMDu3bvx4YcfqvYjR47EypUrMW/ePCxevBjDhg3DAw88gKuuuqq3DiE2ch2LRx55BD09Pbj55ptx8803q/Xf//73sWTJklJ3PzZyHQeCIAiCIAiC6OswzoUTIEEQBEEQBEEQBEEQRBlD1UkIgiAIgiAIgiAIgqgISMQgCIIgCIIgCIIgCKIiIBGDIAiCIAiCIAiCIIiKgEQMgiAIgiAIgiAIgiAqAhIxCIIgCIIgCIIgCIKoCEjEIAiCIAiCIAiCIAiiIiARgyAIgiAIgiAIgiCIioBEDIIgCIIgCIIgCIIgKgISMQiCIAiCIAiCIAiCqAhIxCAIgiAIgiAIgiAIoiIgEYMgCIIgCIIgCIIgiIrg/wM8r2LB+YnQKgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sid = 1\n", "i = 10\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", "if sid==7:\n", " m = rco_s7[i,:].reshape(256,256)\n", "else:\n", " m = rco_s1[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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", "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[\"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": "iVBORw0KGgoAAAANSUhEUgAAAbEAAAGdCAYAAACcvk38AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB1iklEQVR4nO29fXhU1bn3/51MhvAiCe8EKi/hxaBYK5ULTKvBoKIGTn1AwMK5gn2OfbGeHKrQU+H6tZfQnqfUpwelleKxPj1V7JGDBqy1Tx6F3yGKLwEa1J8+DaSBpFo0EQgkQcAwzOzfH5MZZpKZvde9Z9179p7cn+vqVR131r732nuve6+1vuu7fIZhGBAEQRAED5KT6QAEQRAEwS6SxARBEATPIklMEARB8CySxARBEATPIklMEARB8CySxARBEATPIklMEARB8CySxARBEATPkpvpAHQTDofxySefYPDgwfD5fJkORxAEQSBiGAbOnDmDsWPHIifHvK+VdUnsk08+wbhx4zIdhiAIgpAmf/vb33D55ZebHpN1SWzw4MEAIhefn5+f4Wj0EAwGsWvXLsybNw+BQCDT4WQMqYcIUg8RpB4iZGM9dHZ2Yty4cbH23IysS2LRIcT8/PysSmIDBw5Efn5+1jykdpB6iCD1EEHqIUI214PKlJAIOwRBEATPIklMEARB8CySxARBEATPIklMEARB8CySxARBEATPIklMEARB8CySxARBEATPIklMEARB8CySxATBQ4TCBvY3n8LBkz7sbz6FUNjIdEiCkFGyzrFDELxEKGzgQPMpHD/zOUYN7o9ZRcPgz0niUlCzAY0nzmHF0ZvQ0vE5AD+2NtZhTEF/bJ38GqaOHAiUrbVfviB4FEligqAR+0kpQqqk1HjiHKbW/xKLg5/gcSyK/b7ks+cwtb4KjVetxNQ0yifHLwguQZKYIOiAMSmFwgZWHL0Ji4OfYHWgCgDweGgR/sm/E6sCVXg0uBgvHL0Jb4aNWMJxKukJQqaROTFBMCEUNlB7tA0vvfcxao+2pZyDiiWNz55L+D2SNH6JxhPnEspccfQmbAwuxupAFf7JvxMAEpLSiqM3xc51oPkUWjo+x+OhRbG/achbgdWBKmwMLsYvQ4vQ0vE5DjSfslU+NX479SMIXEhPTBCSQeiZUHtKsaTU3UNaHahCZe7vkee7iI3BxXg8tAjoTkolk4fj+JlL5388tCh2bJeRGzm2m+hx1PLt9PSk5ya4BemJCUISKD0Tak+pZ1LqMnJNk9Kowf1jv/2Tf2fs2DzfxVgvK/44avnU+Kn1IwicSBIT+hQqw1/U4TjupDSraBjGFPTHSv/OWGIp7toai2+lfyfGFEREGHbKp8ZvZ7iSUv+CQEGGE4W+AWH4izocZ5U0oomgZ1Ja8tlzWNWdlKLDd6sDVfABeOGy5bGk5M/xRWKsjySIaHmPhxbBB2BVoAp/N3ks/Dk32yqfGj+1fqj1LwgUpCcm9Akow1/Ungm1pxRNStFeS3xSejS4GKsCVdg6+bUEafvUkQPReNVKvHDZ8oT4X7hseURpOHJg7Ddq+dT4qfVDrX9BoCA9MSHroQoXqD0Tak8JiEtKR28C4nomL1y2HH83eWxCUgIAlK3FVABvhg3UHjmOXW/sx7wbZ6NkyqiEcu2UT42fWj+2hCOCoIgkMcHzWC3QpQ5/UYfjgPSSUu/YeyelKP4cH2YXDUPbIQOzzRYiE8unxE+tH1vDj93I4mvBCkligndRnGehStTt9KzsJiUq8d6Jw5tPdffENDTqhPip9UOtfwBq9/aG76d/3YLnkSQmeBZVVwrq8Bdgo2fVjT/H16s3kRSq0IHqnWhTSKEaP6V+7NS/yr2daBml0BeQJCZ4Eso8i53hQbs9K9XhL6otFPfx1Pgp9UOtf9V7WyPyfAGSxASPQp1nIQ8PdsPRs6IKHbiPp8ZPrR/q8KPqva378LT1fRGyHkligitJ1iOIhzrPYnd4kKNnRU3A3MdT47dTP5T6V7+3XfDbiEXILiSJCe7CpEfwdNEeFLcfA1BOn2ehDg8y9qyoCZj7eEd6boT6V7+3eWgDkLP3ETS2dclC6j6KLHYWXIXZotjiw5vRcj7y7U1doBslOvx157VfQMnk4Sm/1Dm9E6m2UNzHO+mdqFL/qvd25oShAIAjJ87LQuo+jPTEBNeg0iPYenoh9oUNBAI2ZPBx5zEbduLuWVGFDtzHO9JzU6x7gDKHVoqwAdzTVIYlwVZZSN1HkSQmuAaluZwQUPfhadxwxWj6PJfiEBi3dyJV6MB9vBu9E1XubRDA0U4fWju7bC2kFrIDSWKCY1h9hVMm9AGQ57lUxQvcPSuALjThPJ6750ap+xgq9zYYRGfw0p8oL6SGiECyCUliAj+KX+GUCf14VGTelCEwJ7wTyUIToncipwOHk96JVvc2P3Dpn5UEPuKmn3VIEhPYUf0KV+kRbPUvjE3oU6AMgTnindiN8jq0uOOVvBOJ5bvVO9GKyfkGCvPzsPTsNqVY7C4lENyLJDGBFepXuFWPYEaBAX/Obb3OYTU0RBkCc9I7kTqsRfVO5HDgcMQ7UTH2HB/wzKQaFB+2jkXc9LMTSWICK9SvcLMewfyiQoxpP3apcMLQEHUITLwTzWH1TiTGPmXkADTmWMfC2SMUMockMYEV8le4SY8gHCpFdXU1Jnf/DWVoiDxEKN6JGfNOpMYeLn0IUwMBy1js9ggFdyNJTGDFjoM5kLxHEA5d+mfq0JCtIcIUcSRFvBNTQql7SuzUWOw+i4K7kSQmpI3Z17stB3kF7AwN2RkiFO9EZ70TKbHPHJ+fJKLU2HkWRYrvfiSJCfZR+Hr3l6211QPSbQAMgDZEKN6JGfFOpMWemMSsEg6pNy5SfM8gSUywjerXO6kHxGUAHIfKEBhnz4oaO/fxTvbcOIb8KAbAqs+iSPG9gyQxwRakr3dCD8is8Sg+XIWagrswGXzDlORrE+9Ey/qhQIk9HLoIIGIAXHx4s1rCUXgWRYrvLSSJCbaw8/Vu9RXuFgNg8U5k8E5UrHtK7OEQbBsAmz2LIsX3FpLEBFtwyJXdYgAs3on6vRMpc0yU2DkMgEWK7y0kiQm24JAru8UAWLwT9fbcKHVPjd2uAbAZIsX3FpLEhJTols5bDSW5xQDYzd6JVNzgnWh3jkkldrIBMKyfQ5HiewtJYkJvdEvnFYeS7BoAqzQg1HkO13knUm2nqOUz9tzszjGpxE4yAFZ8DkWK7y0cSWJbtmzBz3/+c7S0tGD69OnYtGkTbrzxRsu/e+uttzBnzhxcffXVeO+99/gDFQDol86rlkc2ACY0INR5Drs9K2WIjR9Z8s3cuFLqhzzHRIidYgBMqUOR4nsH9iS2fft2PPDAA9iyZQu++tWv4sknn8Qdd9yB+vp6jB8/PuXfdXR0YMWKFbj55pvx6aefcocpdKNbOk8dSqIYAFMaEPI8B7VnxZiU7AzHsSc9Qv1Q654au4oBMLkORYrvGdiT2KOPPop7770X3/zmNwEAmzZtwquvvoonnngCGzZsSPl33/nOd7B8+XL4/X78/ve/5w5T6Ea3dJ5cnqIBMLUBsbuuTHVOiTMpUevQkaRHqB9K3dvxTlQxAD5wtM3WkKZI8d0PaxK7cOECDh48iDVr1iT8Pm/ePLz99tsp/+63v/0tjh49it/97nf4l3/5F9NzdHV1oaurK/bvnZ2dAIBgMIhgMJjqzzxF9DqcuJ6W9rOxfzYb+mlpP4tg0Nq7Lp3yIt54kd/CoYsJ9fCOYgNSe+Q4ZncnpqeL9pgOO80vKkQ4VNrLaLjuw9M4fqYLowbnYeaEob2+qkNhAxVH5mCJacM7BzVdF+DP8WE/MXZqHVLLp8bf89qt6odS95TYv3z54NjzkOqZid5L3c81V5l2cLJ9cArKtbAmsZMnTyIUCmH06NEJv48ePRqtra1J/6axsRFr1qzBG2+8gdxc6/A2bNiA9evX9/p9165dGDgwzXkLl7F79272czR1+AD4AZgP/TT9+T1UH3sXQGTB6dFOHzqDEbXY5HwD0XbMTnlW7N69GwdPXirXrAHZ9cZ+tB2KfLUXtx9DTcFd2Hp6IRCXqLb6F2JGgYEx7cdQXV0dObZlJ1rO+/Hg6UVov3CpUR7Sz8BjQ3dizIAQGsZEztPY4UNrp9+i4e3C5u2vYGqBQY6dWofU8qnxU+uHUvek2EcYsefBCt3Ptd0yOXGifXCKc+fOKR/riLDD50v8MjMMo9dvABAKhbB8+XKsX78eV1xxhVLZa9euxapVq2L/3tnZiXHjxmHevHnIz+f7+nGSYDCI3bt349Zbb0UgELD+AwvMvp5DYQNVG/daqL2WofLuUgTe/J84cuI87mkqQ2vnpd5wYX4enplUgykjByB4+w+Uy4v/gk8WYzh0MVYPw4+dwdbGOgDmDci8G2fHemJAOSYD2Jf0+iNikeheZU07DqCsdTMqQr6E4bUVoRdR1rEDDWMqUV5eDgB4+f0WoP4DAOYN76Tp16L8mjEY3nyKFDvlnvhzfOTyqfFT64dS95TYv3z54NjzkOPPNe0R6n6uw6UPke+Laq+Viu72wQ1ER9RUYE1iI0aMgN/v79XrOn78eK/eGQCcOXMGdXV1ePfdd1FZWQkACIfDMAwDubm52LVrF+bOnZvwN3l5ecjLy+tVViAQyJobGiXta1KYvA+UrcWzU163lBf3z7sFjW1dKD68GUuCrQkN2dKz21B8uAqNOSsxNa+fcnlWMUYNgAOBcpRMGaU0zxJZDJzYUAQA3HBF7+cvSihs4BvNc7HYzMqoeS7e9OfCn+PDmCGDYn9r1vCOGTIIgUCAHHsAINUhtXxq/NT6odQ9JfZw6CKKW3bib384gG80zzUVpFDqUOm5DgTUy3z7T47I8LOpzaNcB2sS69evH6677jrs3r0bCxcujP2+e/du3Hnnnb2Oz8/PxwcffJDw25YtW7Bnzx5UVVWhqKiIM9ysR6d0njIBT5FjqxoA293kEtDvnUgVjdiJnVKH1PKp8bvJO7HlvB9lrZuxuEfCsSub16mmjZYpMnxe2IcTV61ahYqKCsycORMlJSX49a9/jY8++gj33XcfgMhw4Mcff4ytW7ciJycHV199dcLfjxo1Cv379+/1u0BDt3SepPZSlGOTDIBhYy0Xk3cid1ICQLad4kx6bvFODIUNPHh6ESpCPm2yebKK0aLMUNjAikf2iAyfEfYkdvfdd6OtrQ0//vGP0dLSgquvvhrV1dWYMGECAKClpQUfffQRdxh9Ht3SeTsNmZUcm2oA7BbvRCC9pERx+PDn+DC7aBjaDhmYbWZtRCyfEr9bvBPrPjyN9gs+rbJ5u+a/qcoUGT4/jgg77r//ftx///1J/9vTTz9t+rfr1q3DunXr9AfVx9DtzO0KA+Bu3OCdaDcpUQmFDexvPoWDJyMCjmRzfrYgxO8W78T450DHMw3of67FEZ8f8U7sI+h+Oe0uHjabE7FrAKwCu3diN8qGvlSHDKp3ok3bKZX4nfJOtCL+OaA807qNrc1jFEd8biSJ9RF0Jx3yPJBCozprzhpbBsBmcUZxyjtR1XCXOtnPfTw1flbvRMVYZk4YiiH9DKwIvaj2TOs2tlaIk3MHciGCJLE+AkfS0aU6jDWqVANgxThRttZV3onU4TXu46nxU+uHXPcEt/nHhu5EWccOpWdat7E1V1IUaEgSyzLMvgq1J52lP9GmOlSR4/c0AFaOE/a/iDm8E6nDa9zHU+On1g+17imxRJxBKvFC81xLJaNOdS4lTsp7J/uS0ZEkli0ofr3qTjrRocW0VYcKcvx4A2A7cdr5IlZpVKhxUIfXuI9Px41dpX4odU81AG4Yswjl5eV4059r+kzrVudqT4qyL5ltJIllCZSvV61JR6GXokuOH2/MaydO0jwXoVGhxkEdXuM+3tb9Jja6qnVPiSVi9hvBWsmoVyWoOynKgmj7SBLLAnTva+QFOb6tOAnzOJRGhRoHdXiN+3g795vc6CrWPS0WdW9UN0vnZV+y9JAklgXo7jnZeeE5FFo9y5zRvfVGOnEC1l/t1EaFGgd1aJP7eGr86TS6VnVv955aDWvaWdtmVp7OpCgLotNDklgWoLvnRHrhORRaKcoszM/DhgEvIWfvB8DNP2RZqwbweycCdAk/5/Fu8k6kxBI1AG7aYW0ArJzYXz+gNEyqUzovC6LTQ5JYFqD765XyJc+h0EpV5tKz21B2YQcaTlSiGDzLBpzyTiRL+IneiZTy3eSdmGkDYNXnmVpnehb5y4LoZEgSywLIX4Wa1oBxyJatytwYXIyq5jKSi3gUV3kndqPs8GET1fLd5J2YKQNgqlmvUpyaFvnLgujUSBLLAqhfhbrWgJEdv6FLGdml7CIexa3eicrrgqi2U9Ty3eSdmCEDYPIwqUKcjc//SMsif1kQnRpJYh4jVaNE+XrVtQaMYyxft4t4FK97J5LVgFngnei0AbDuZ49jz71k739fR5KYR1CZwJ669CeWX686lVAcSjK3yPHd5J1oRw2YDd6JVtgxAHby2dO1yN+fc3Pko+T5H5nueA6Uk+ovW5Ak5hFUJ7CdXPTJMRdnNT8AAFWXLSMrDr3snUj98PC8d6LiPSUZAGdgbkrnnnuqO573RSSJeQDyBLYJOteAsczFWZS5OlCFBUWF8OfcEvljxcbXy96J1MbQ696JHAbAugyoKQ72unp21B3P+xqSxDyA3QnsZOheA8YxF5e6zGWY0d9A6cgBsd+4JNHxWPUIuL0TqY2hl70TKfcUUDMA5pibcrJnR97xvI8hScwD6JzA1r4GTNHJXsf8wIzLB+PVV84iXFoOP+iNL3meS7FHwO2dSO3JeNk7kcMAmKSi1elgr0l1aHfH876CJDEPoHsCW/saMAUnex3zA8FgMKFMDkl0PKo9Am7vRGpPxsveiRwGwDrnpgDnVIdO7HieDUgS8wC6J7BVGhQ7a8DM4FAdcsnxAVpDxe2dCNDUgF72TuQwAPaq6lDHjud9AUliHkD7BHZcuU6tAdPhczh8YC66R5EA8Nr1UBoqJ7wTqbZTbvVOtMKu8KjuaJs2818rnFIdprXjeR9CkpgLSebernsCm0PFmCx2u0rGVD3KIf38uOrzdSgefZntiXMVMQKloXLEO7Ebf44Ps4uGoe2Qgdmp3DeI5TvinahY7zTh0f9AflMTbto4CK2dl+aD0vFjVInTSdUhdcfzvrgztCQxN2Hq3u5H6dQBeHPpXEeGADPlxxgl1RdqRehFFB+uQmOOjYlzghiB2lA55Z0YChvY33wKB0/6MLz5VHdPLHUj5QrvREK9UxJOw4nzKOvYgSVBn+Wogy6fQ50O9jp3PD/6m2+iacc6Szf/bESSmItQcm93aAgwU36MgPkX6mq7kmjVGLt/IzdU4p2Ysm6oIhBV4dE9TWVYEmzV5seo5HOI9JZrxKNrWJLq5p9tSBJzCVT39mToHgLMhB8joHniXLF+k8Vop6ES78TEurE1xK0oPGrt7NLmx8i1XMOpxdC6zBC8iCQxl0B2b08CyxCgw36MgH5JtN0Y7QwRindiYt2k82w4KTzSvlxDk+pQZVhSpxmCF5Ek5hJ0vJRczghO+jECLpLjU4YIxTsxad3wmf/qfUZ0L9dwdjG0Xjd/r5GT6QCECFYvZbLjQmEDtUfb8NJ7H6P2aBtC8XNEly1PKP+Fy5ZHXpweQ4Abg4uxOlAVO0d8Q7fi6E0IxWvamWOPEu1Rruz+It0YXIzirq2xWFf6d2JMQe9tKMzKtBNjlGhDdee1X0DJ5OHmPavPnkv4PdJo/RKNJ87FfoslpdCi2DU15K2IXesvQ4vQ0p2UgN4NbDRuS+9ExfKp8VPqxm69m91LIPKMFObnxXotKs8I1/PRE8q7RXlfU8duboZAid2LSE/MJVgNBQJx7u2mX83nMHXkQLy5OLWKEdA7BKjbj9FftjblF2o0VqrqkHP33L7snWgFp/nvM5NqUHxYoRfj8PPh9GLomV9ZrW6GkIVIEnMJVkOB8e7tqkMVuocAdawBUx3CTDXn8qx/IRZMK0QxVXXIaADcJ70TFeuG0/x3ysgBqGm5C8+fXwbErRPrOS/H8XyYXbfTi6EnEswQshFJYi5Cxb1d11czqaHTtAaMFHuSL9ThA3Nxon4fJs1fBwQim06wOJRHUewV9EXvRMocGpfKNVz6EDo/q8Zrt5fi3WNnko46aH8+FK571Phvx353YjF0TdhQMkPIViSJZYikX3IK7u11moYBKQ1d40E9a8DsLMaO/0INBoOoPpR4HRxy/CiqvYK+5p1IqRsALOa/KrJ5cpma1pLNmuPsYui6D0+jTcHNP1vdPCSJOY3inFAq93Zdai/Vhg6Yq20NGIdSjUOOD9C+4Puad6Ld0QCnVa52y0x7LRng+BYsfrPYba4Z9AqSxBzG7vqdKDp3ZlZp6Go1CkA4pPNcJsDUXkFf8k7kMgB2+/NBum6Ht2BpM4k73TbH7UgScxAd81nad2a2WMx8/L2PY3+X7tdxuk72Le1n0dThQyh8aRt2He74yYZWqF/wdr0TqVC9E1WhxM9lAGznXoYNYH/zKbSdu8juYE+6bgcXQ8+cMBSv9hhmj69zLuWpW5Ak5iA6vmA5lIBmwzw6e356nOz9qNq4F89Oed1Sjp+OCTD5uqk9K+oQD9U7kWnxcs97rdMAmPR81GxA06efYX19Cdr31Wkpk8O93pnF0KW9yo/CuW2OW5Ak5iC6xvw5dmZOhfaenwbD3qVntynJ8dMxAbb7Ba/qnUgd4uE+nhI/pwGw6r1sPHEOxYc3oyJkbXhrWebZg5a9Ip3u9boVk8EU5wH4HFPchCQxB7Hbq+k1fOTgzszae34anOxV5Pg6TIDtTM6rKMCocXAfT42f1QBY4V7qLtNp93rdislQ1wU0dvjw8vstGDNkEIvJsJuRJOYg6fVqeg8f9VQxxqPzC4yj58dh2Ku7TNI8F2H4jhoH9/HU+FWfCbv30epe6iyTy73eDG2Kye57VnFkDlo7/UD9BwCcc6pxC5LEHIRjPisVOueyVLfGyLSTvfYyCfNElPtFjYP7eGr8lLpxxX00Qbt7fTdObMESvWdLHDAZdjOSxBzGqfks3XNZ0Ulyp9aAaU3CaZQJWPfwqPeLGgf38ek8b1Z146b7mAzd7vVO+TSyOtV4DEliTuNQr8bJXh+gf+ydIwlzyfGpX/PUOLiP5/ROdNN9TIbu59apLVg4nWq8hiQxZszk5ty9GteqGC3qBuBbSsAhx6feL2oc3Mdzeidy38eNCtdn9pzpTIhO9o50O5F42Y5KkhgXaVi9aBuCcamKUbVuzAyR7SZhDjm+nftFbcQ4j+f2TuT4mJo6ciAaplXi2foSIISkZaa77Q91zki76pB7Xi1L7KgkiTGRzhAdx/5cblExkuqmx4ve0n4WTX9+D5V3l6J/3i0AbCRhBjm+ra956hAP0TuRUj67dyLHx1TZWkwKBvFw/2qMvOr6Ho4d6ma91HWGZuhWHXLPq2WLHZUkMQbSHaLLZhWjnbqJvujBYD6qj72blj1UfB3rlOPb/ZpXXRxtF5XynfJO5BhCz/EBs4uGIRAIJPzOsc4wWq5TqkPOebVssqOSJMaADquXbFUx6rbB4VrM6ZR3ovJ8BNV2ili+E96JZui+j9rXGbpYdfj8kTmmm4Lqqh+3IkmMAS0vucLwkRdVjLobQC7Fodu8E8l17ybvRIX61imwAPQ/Z25WHb7WdQGbt7+CSdOvjXPs0LXNi/qHSKaQJMaAbtPcVFtveFHFaPeLO5V7O5fi0E3eiXbq3jXeiRzmv3H14oTdkhdUh1MLDJRfMyZhWNWJoU83IEmMAe0v+Q3fT3oeL6oYyclBYRiNQ3HoJu9E6tCPm7wTOcx/nbZbykbVYTbZUUkSY0D3Sz4xxXncrmJM9bJSkkPGTIWpPnmM3onUuneLdyKHijH+mdBlt6R7bznAA6rDLLKjkiTGhM6XvCZsJD2Ha1WMVi/r2YPKu95m1FTYJd6J1K9zt3gn2u29m91HrUN7iluwZKvqMFvsqCSJcaHxJa/78HTK07hRxdh4UK33ZJUcdCuouOT43N6J1CFYt3gncogHdA7tqa4j0yE6cSq59EU7KkliGkk1LJH+S94Ff6pzzFmDqTk+13gxAnNJDaJZcnCDqbAK3N6J1CFYJ70Tna5vXUN7TuwtF4/O5BIKGzhwtC32+4zLB7PUj1esqCSJ6cCmfYv6S56HES070bTjAL7RPDflOUpSWMToms9S+UKs1dgg6pZyc8nxub0TAdo6Lke8ExXqRbefZs97nU5ipCZu1RGPVLFrSS4p2pnC/DxsGPAScvZ+gFETv5te/XjQisqRJLZlyxb8/Oc/R0tLC6ZPn45NmzbhxhtvTHrszp078cQTT+C9995DV1cXpk+fjnXr1uG2225zIlRb2J1vUn3JZ04YitrzfpS1bsbioPV27D3RN591DlNHDsSbi+em7PUdf+/j2N+k23viEK5wyPGd8E6k2k6xeidyyOYddrAnJxWz3tHrByKxP7InZeyjxn+bVsdJSNXOLD27DWUXdqDhRCVmlaVXP160omJPYtu3b8cDDzyALVu24Ktf/SqefPJJ3HHHHaivr8f48eN7Hb93717ceuut+OlPf4ohQ4bgt7/9Lf7u7/4O+/fvx4wZM7jDJZPufILaEN2NePD0IlSEfLbmtLTPZ5kMA+peI6dbuMIhx3fEO7Ebs3WDCTB6J3LI5jmWPnBI2ZMNvanEPmtOesnFqp3ZGFyMquYyvAnYHvr0qhUVexJ79NFHce+99+Kb3/wmAGDTpk149dVX8cQTT2DDhg29jt+0aVPCv//0pz/FSy+9hJdfftmVSSzd+QSVl/zND0+j/YLP9jm45rOSobv3pF24wmAAnM6cCdU7MdWi71To9k7kkM3bXfqQ0m5JQXWoa52Ucuywn1wA1XamK9IG2BSGeNWKijWJXbhwAQcPHsSaNWsSfp83bx7efvttpTLC4TDOnDmDYcOSP0xdXV3o6rr0IHd2dgIAgsEggsGgzcjVaWk/G/tns2GJlvazCAbzexdww/cxEUBN2EDdh6dx/EwXRg3Ow8wJQ+HPKUUQQMu7x9I7B4BJw/PQMK0SzzeV9Xjxl2F+USGmDM9D7ZHjSg9x7ZHjmG3ycj9dtAfFh1O/rPOLChEOleLIp5+h+PDmlF+wDdMqMemudbH62Xf0BPbUHsTckutw/eSRsfrZbzPumePzAUTqKxy6iHDclh77FV/oaJkq9ZvseQwlve+9k1LO3kdw5MR53NNUhtbOLkQXfRfm5+GZSTWYMnIAwqUP2S5fNX5qvcSTqr7JZXa/M7u7LuDJnf+FCdO+iDFDBsbemYYd61Bs0jNqmFaJSaGLys9p/HPRE0rsJTafEYDYzii0KUhynrTbMo1Q2m6fYRjJFyFp4JNPPsEXvvAFvPXWW/jKV74S+/2nP/0pnnnmGTQ0NFiW8fOf/xw/+9nPcOjQIYwaNarXf1+3bh3Wr1/f6/fnnnsOAwfyr3No7PBhc31EOxj9iosOS8Rv2Fd5VQhTCyJVHTaAo50+dAaB/AAwOd+AWe9c5znMzn3wpA9bG/2x8zbkrYg9xMVdW2O/r5gawnUjUj82xS070XLejwdPL0L7hUsXNqSfgceG7sSYASEcKlyE9e/4URF6EauTfAlvDC7Gs/6FePjLIdO60Rm3jjJV761KHTWMudRw5De9hLKOHQn3G7j0PNQU3IXOSXfaLl81fjfVdTLCBpSfqytb7dVRurHbeTfttAGp6of7HDo4d+4cli9fjo6ODuTnmydMR4QdPl/iW2wYRq/fkrFt2zasW7cOL730UtIEBgBr167FqlWrYv/e2dmJcePGYd68eZYXr4NQ2EDVxr1YenabybDEMlTeXYrAm/+zx9d0BKuv6c+7LuB3R2qwIvSinnPM730OABjefApbG+sAmM8TzLtxduwrO/mXfjkmA9iX9L9FBDonm0+hfV+d+RdsCBh51fWxcwWDQezevRu33nprgkecnbhTx+5Lq0xVmnYcQFnrZlSEfAm9hRWhF1HWsQMNYypRXl4ei/OmjYOwJNh7TnR1dMjq82Woub00Fj+lfApuqutkz8N+wnM1eb71czqZKfZ4eveyI8S/s8Hbf2DazgDAC4MibYBaT55+jvh2hntOLDqipgJrEhsxYgT8fj9aW1sTfj9+/DhGjx5t+rfbt2/HvffeixdeeAG33HJLyuPy8vKQl5fX6/dAINBrjyEOAgCenfK65Vh3/7xb0NjWheLDm7Gkh8Jw6dltKD5chcaclZiaIubHhu5EWccO1nOUTBmlNE9QMmUU/K//zHI+K1C2Fjdckfw+t527GPtns6GLtnMXe93HnveWFHeOT2kurkRxziTZnJSVTDwUNvCN5rlYHGxNPY/SPBdv+nPhz/Gh7mgbWju7LOdD3j12JuadSCmfErvb6rrn82DnuQoAyZ9TB2IHoPbO5vUzbWdWB6qwYFJhbLNYjnPEtzPcUNpu1iTWr18/XHfdddi9ezcWLlwY+3337t248847U/7dtm3b8A//8A/Ytm0b5s+fzxmiFpxwzYgMbVTihea5bOdwrY1VHGEj8rWduJMvgx+jHbGGokzcy96JbqjraKJtaT+Lpg4fQmED0SZP5wJr79hELcOM/gZKRw5gPId7rajYhxNXrVqFiooKzJw5EyUlJfj1r3+Njz76CPfddx+AyHDgxx9/jK1bI+PH27Ztw4oVK/CLX/wC119/fawXN2DAABQUFHCHaw8HXOAbxixCeXk53vTnsjpzuNHGCgBQswFNn36G9fUlaN9XFyuH04+R+kKrJnaveyeq1ov2uk6aaP2o2rg30oPIhOrQBTZRMy4fjFdfOYtwaTn8TOdwsxUVexK7++670dbWhh//+MdoaWnB1VdfjerqakyYMAEA0NLSgo8++ih2/JNPPomLFy/iH//xH/GP//iPsd/vuecePP3009zhKsNnMdXbNSPhizPA7FXn0LYsdr7oiw9vRkXIZLG3bj9G4rb1qo2e570TFetFd12n8jpcenabdnd2pxp+HU4ewWAw5QiFrnMA7rWickTYcf/99+P+++9P+t96JqbXXnuNP6B0YLeYSuWakfjFmfY5ujFbaMxt7MrxRc/hx6iy1orS6GWLd6KTde30kJju2Nn2D7MaodDhFuJyKyrxTiTCbTFl5pqR8MWZ5jnSeTCd3IwT0LsIk8sEmNLoZYt3ohU665qjZ5QNm1OqjFCk6xbidisqSWIEnLGYsu+a4ZQww8nNOAG9jSyXCTC10fO0d6JinejyOQQ096CzZHNKJ9xCvGBFJUmMgBMWU+m6wDshzHBSxQhkzo8RAJ8xLfcEOqN3IpeSkb1n1I13VIcabaKy2IpKkhiBtHsECg1L2i7wDgkznFIxApnxY4zCYUwbj7J3Yq/rithOWQ3/6vZOpNQJoNgjdKhnBHhLdWj1QUNqj5w4R4aQJEZAZ4/ACRf4bFAxAomN7EYdPb+lP2ExAbbT6Kkqvuz2aFXL5xLZqDwnSjss90HVYbS+dfZOe54jFDZQG7fBJtf+bZxIEiPghHDCiXN4TcUIRBrZhmmVeLa+BIgzZE2n52fVSyEPpVAaPcK9s9WjpT4bzCIbXtXhsqxUHbL2Th3ev40TSWIEnJgLcuIcnlMxdn/RTwoG8XD/aoy86voe62H09vyi2E3CKkN4lHtnJ3Gk8/w5JbIhX1uPRNvSfhZNf34PlXeXxqyQHNkZ2iHVIaV3ajVCYat82B8mdxJJYkScmAtS+eJ0QinpNhUjbvg+cnzA7KJhSb3VdDewXEMp1HtHvS5ORZnuOkmnZxQM5qP62LtQ9WjU1bNwjeqwu3dqNUKRTvl2h8mdRJIYFSfmghS+ONM9hxdVjBMtbo3Wnh/45PjUnhX1utJRlOmWzTvSM4JzPQvXqQ4VRijSKp86TJ4BJInZxIm5oKRfnLrO4UEVY03YfA8jjvVrHHJ86r2jJg5bz4Zu2fzrBxzrGTnZs3Cd6rAbsxEKHeUD9F3InUKSmCIU3zDdPQLuc3hFxVj34enU5wHPMCmHHJ9676i9BzvPhm7ZvJNzLnUfnnasZ+FW1WFPMlm+00gSs8KGsIFjLqgnfVPF2JXUpTse7cOkBAsj1TLt9D4oydTOkJ9O2XwobGDFI3scm3M5fubSJo86ehbZrjp0QtXoJJLELLAjbHBiLqhvqhjz0NZ9nJmKkWOYVLccn9z7INhOUXs3umXzHHMuye73pefn0qa4aYlNXKg6pPZOXVG+eS1rR5KYCekIG5yYC+IWZ7hNxThzwlD8dc9ONO04gG80z7Wcu3Fi/ZrdMu32Pvw5PswuGoa2QwZmmwzhUMrXXR9a51xMEsvTRXtQ3H4ME2+/Q8taJrepDu0snHdL+U4OLUoSMyEt3zAn5oIcEGe4S8VYipbzfpS1bsbiYGrXbg4vRivIZdqclwmFDexvPoWDJ30Y3nwq9bb3hPJ114dTPofFh6tQU3AXJmuYV3Oj6pD6fJDmBm2U71YfRUliJtj9olSd9NQ1F8Ta63CRivHzsIEHTy9CRcjnnBdjHBxyfDd4J9qJnaMueqKSWLaeXoh9afocAu5VHVIUgXbmBik2VG71UZQkZgL5i5I4L2RnLgjInFKSY9fq2DnmrMHUHJ9pw1D3l0/RfsGn1YtRl3SeLMe3qOuecHonkuqDsS56opRYQpEeyA0259XSaaDdojqMktbcoMJ9TXtzTSYkiZlA/aKkNjSUuaBXDwE5ex9BY1tXZpWSLLtWJ56jJIUAxK4KLRkc0nlSb8Bl3omqsbPURQooIxVRqPNqTu5+zKUK1DE3qHJf091ckwtJYiZQvlDtNDSUuSAAOHLiPIoPb86oUpJr12qVOS07X5rpqBijf69bjg+40DtRsSfDsTQh/Z7LpeciGU400JlUBaY7N+jE5pqcSBKzQPWL0u6kp0r5QQBhA7inqQxLgq0ZVUpmatdqAJg5YSiG9DOwIvSitl6ldid7WM9juNk70Sx2rXWhqeey1b8QMycMTb+u4czux1yqwHTmBkn31YU+ipLErFD8orQ96alSfjCIo50+tHZ2ZVwpmY6KMd1dq/05Pjw2dCfKOnY4sqN0z/ulazLbzd6JTtWFrp7LjAID/pzbUp7HiQaaWxSie26wJ6T76kIfRUliFvQc7lhwzdikvQRuq6nO4KV/ttuAZFrFmPau1QDGDAihYUwlXmiey76jNMBzX13pnagQty7pvK6ey/yiQoxpP2Z6LicaaH7VYXpzgxz3lVI+N5LEUkGcGOcWUOTH+XpyJEknVIzpnmP4wFycKFyEBfPL8aY/l1XyH4XjvrrOO9HhDRJ19VzCoVL88X9X42TzqR7u7foaaMCZ3Y9Z5ga576tLLKgkiaWAOhzFLaCYnG+gMD8PS89uY0mSTqgYdZxjSD8/rvp8HYpHX2aiYtQg+S+65Pmo+766zTuRw6yXXc5eswFHPv0M6+tL0L6vLvaz1sTrRHJnnBvkNmF2iwWVJLEk2B2O4hRQ5PiAZybVoPgwT5L0yq7VFaEXUXy4Co05ZipGvZJ/jvvqFu9E7duYnD2Ixud/xL7eqPHEORQf3oyKkLlzSzou+U448XPNDXJvT+MmCypJYkmwPTHOLKCYMnIAGnP4VIaZ3bVa7RyrFc6hXfK/9Cfa76tbvBN1m/U2Pv8jdjm7E/uHue0c1LlB7o0v3WRBJUksCemKHLgEFOHShzA1EOBTGWZg12qOc3BJ/rXeV5d4J+o063VqvRF3A+3Kc1jMDVZXV2NyXNlaTZiT4CYLKkliSeBUGtqdBA4bwH6TCewouuaDnNq1muscTkj+47F7XzPtnajTrNep9UbcDbSuc+hWqaYqv6X9LJo6fAiFDUT1X+neV6eUqjqQJJYETpEDeRK4ZgOaFCawo+ieD+rZMNp9eB1XSip4MeqQ/EdJZ3JfpW64vBN1KQ571pNlfSpsrHkghSJQp9SfxeeQSaVqXr4fVRv34tkpr6dnceWwUlUHksSSwClyoE4Cq05gR+G2gLKThDOtlEylYtSdkMlDZIp1w+mdSI1bd8OfTHXIvTEl9zk4Vapm5S89uy1tiysnxCy6kSSWAk6Rg+okMKcfo10LKDtJWKdSEogMUzm5GadyQj57kDREpho7t3ei0vPoRHJRjTvu+dhoowHl9DnkVqlyWlw5IWbhQJJYKjgFCIqTwJx+jOnMB3EmYatzPOtfiAXTClHs6GachIS89CdKk/uU2Nm9ExWeRxXVYToGt9S4p44ciIZplXi2vgQIXSrDqgHl9jmkvrPUc3BaXDkhZuFAkpgFnAIEq4lmTj/GtOaDmJNwqnMMH5iLE/X7MGn+OiAQcGwzToCeGKwEBJS6cco7MVXcTux6TI67bC0mBYN4uH81Rl51fQ/BU+oGlNvnkFulymlx5YRghgNJYilQmWznFjm4USVJEWjoUBnGvyDBYBDVh/SW70hCTrNuFlwz1hHvxFRwN/x26iRKjg+YXTQMgUAAKuhIAmY2VOmqVKPv1x/f/4RFFci5aWemPBQlifWEIETgFjm4TSXphJIxU36PbL3iFFBiZ/dOtEDn1z/3zses5+CcF3SBzyF37FxIEusBZUKcW+QQX77VBLYTKklWJaPKi3DD93nLN3nRdCdkamPE6Z1oFauW5NJXVIcuVQW6IXYuJInFYUcowC1yUJnAdqNKEtC/VGFij/vlhN9jFN0J01+2ltZgMHknulV1aEcY4hbVYeZUgcvSLt+LHoqSxOKwNe/BPaeiMIHtVpUkoHepQk3Y6HXPnPB7BHgSJqdEWbVsJ5KLE8IQV6kOHVYFtrSfRdOf30Pl3aXon3eLu2NnQJJYHOnMe3DPqZhNYLtWJQloXapQ9+Fp1vKtXjTtCZPSYFBtpxTKdqvq0I4wxHWqQzinCgwG81F97F2tAisveShKEouDU7GXTtlWhq9uVElSyld/EbrgNymb2++RK2GqNBjpbH+Tqmw3qw5VFIE6z8HpFcjtQxgKG2js8OHl91swZsggT8WuA0licXAq9tIvO/WXt6tUkjbKV38R8jCiZSeadhzAN5rnZszvkdu8uCdc8w6eUB2aPEtPF+1BcfsxAOWafQg1qQIdUhxWHJmD1k4/UP+Bd2LXiCSxODgVe14t24nyVV+EmROGova8H2Wtm7E4qOYlSSk/neUEUTiWFdidd3DkKzqDisDiw1WoKbgLk6Hfh1CHKtApxeESD8auE0liPeBU7Hm1bO7y1f0eb8SDpxehIuRznd9jFA7ZP7nH5OBXdKYVgVtPL8S+sIFAgNeHkOoV6Ladld0Uu24kifWEU7Hn1bIdKF/lRXjzw9Nov+Bzrd8jwKNipPaYnPqKdoUiMATUfXgaN1wxmteHkOgVyO1D6OXYdSNJLAWcij2vls1avorf48GP7MfuoL2UbhUjpcfk5Fe0exSBXaR7TC8/uSrQDG4fQi/HrhtJYj1wg2LPq2XbLV+97DzW2AHn/BipKkbVHlMtVR3pQtUhXRBy6bmIPwenD6ETikMvqiUz4Z8oSSyKixR7Xi2bXD6x7JkThmJIPwMrQi96wu9Rp4pRtcek+yva7T6EW/0LMXPCUHLZrlXteTX2DPonShLrxk2KPa+WTS3fTtmPDd2Jso4d3vF71KViVLSd0rZuxyM+hDMKDPhzbqOXDXeq9rwaeyb9EyWJwZ2KPa+WrVq+3bLHDAihYUwlXmie6wm/R227SsfFN7toGNoOGZidZKhG17qdTKsOVQQh84sKMab9mO2y3abas1v+80fmAJ1dGYs90/6JksTgUsWe4pe3V5WMdq2gGsYsQnl5Od7053rC71HXrtJRrBxcdKzbcYXqUEEQEg6Vorq6GpPtlu0y1Z7d8l/ruoDN21/BpOnXxjl2OBd7pv0TJYnBxYo9WH95e1XJ6OY6d8qPkZQACA4u6a7bcY/qMLUgBADCIfTCy6q9dMqfWmCg/JoxKTcHdWO96EKSGPjVOOkqAlvaz6Kpw4dQ2EDPR9SrSsZ067wuhaJNR/lR2O2lCAmANHSZ5rodTsNYQN/7NnxgLsI9NjbwsmovnfLDBrC/+VSPXS7cr2bUgSQx2JxHcFwR6EfVxr14dsrrWaFktFPnOXsfQX5TE27aOAitcXMAusoHMrOUwCoBpDO/R1Uc2r02Svk637ch/fy46vN1KB59medVe3bLb/r0M6yvL0H7vrqMxJ5p/0RJYuBX4+hSBC49uy1rlIx26vzIifMo69iBJUGf/vJdtJSgJ9rmHFwiD9f5vlWEXkTx4So05nhftWe3/OLDm1ERMvcSdVu96CSHpVQPEptHuGx5wu8vXLY8crOSqHE2BhdjdaAK/+TfCQAJX8Yrjt6EUNxYh2r5UnbqOr+nqYyt/NgL+9lzCcdGXthfovHEuYTfoy9u9NzxL+6jwcVYFajC1smvwZ/jI5fdk57De9FeEXXOQTUOyrXZKR/Q976tTnLvOd9lt7QTboudUrZuHOmJbdmyBT//+c/R0tKC6dOnY9OmTbjxxhtTHv/6669j1apV+POf/4yxY8fiBz/4Ae677z7eILnVOF71TXRB2dHyWzu7WMp341KCeHTMObhNHu4WVaCryga8G3sG/RPZk9j27dvxwAMPYMuWLfjqV7+KJ598EnfccQfq6+sxfvz4Xsc3NzejvLwc3/rWt/C73/0Ob731Fu6//36MHDkSd911F3e47Gocr/omZrJs7vLduJQgHh1zDq6ThyveG8CdyrpMP7NujT0T/onsw4mPPvoo7r33Xnzzm9/ElVdeiU2bNmHcuHF44oknkh7/b//2bxg/fjw2bdqEK6+8Et/85jfxD//wD/jXf/1X7lCVsfoyTnaclG2/bO7y0x2ui764d177BZRMHp7Qo0qn7Kiv4B/f/wSPjt5lOrz36OhX8cf3P0Ht0baE4al04zC7Nh3lq+DV59bL7wR37Dph7YlduHABBw8exJo1axJ+nzdvHt5+++2kf1NbW4t58+Yl/HbbbbfhN7/5DYLBYMp1ELpQUadxKt/S+epmUYW5oOxo+YX5eVhydhtWa65z18mPkwgkHsg9jncCdyOvH/BAsAqbLi7GA7lVCAQC+BXuRrDpBDb95T0AyQUjbpWHyzuR3jvhtnYo6wyAT548iVAohNGjRyf8Pnr0aLS2tib9m9bW1qTHX7x4ESdPnsSYMWMS/ltXVxe6ui7JrTs7OwEAwWAQwWBQOdacvY/gyInzuKepLEG+XZifh2cm1WDKyAEIlz4U+/3poj0oPpxajTO/qBDhUCnCId6yqbF7tWwA+G3RHlzZoL/OZ1w+GIX5eVh6dpvJC7sMMy4fHHumVMu3U3bTp5+h+PDmBFXYpouLsdKIzC+9OfFbWOELYaYxHDcce6q7zMWxGKLqsYZplZjUXSbnNdopX9c7AUSGLt363HK/E9HyN2a4HaKWbQWl7XZE2OHzJWZiwzB6/WZ1fLLfAWDDhg1Yv359r9937dqFgQPVFTH5TU3d8u0eUtWz2yLboLfchc7PqmO/F7cfQ03BXdh6eiEQ5xyw1b8QMwoMjGk/hurqavayqeV7tWwAKO74mK3ONwx4CWUXdvRqDIBIIzmjv4FXXzlrK3ZK2WEDWF9fgopQa1KBxMbgYjz70U340YwQKt+9CRWh06mPqy/Bw/2rEf0Q5rxGavm63oln/QvxZRc/t+zvRHf5z2a4HaKWbcW5c+aK3XhYk9iIESPg9/t79bqOHz/eq7cVpbCwMOnxubm5GD6894Th2rVrsWrVqti/d3Z2Yty4cZg3bx7y8/OV4gyFDdy0cRCWBHtvex+V8L7w+TLU3F4a1zUux2QA+8IG6j48jeNnujBqcB5mThiKqKv2ZE1lt7Sfw4eHP8B3Ft2M/nmXyrYXu1rc7isbCAZvRcPu3Xjj5jL8f598prXOc/Z+gIYTlXihqSzBTLXqsmVYUFSI0pEDEC4ttxU7pez9zafQvq/OcjfjN1p91rtch4CRV12P2d1DPpzXSClf1/s2bIAfp/9Sh9nzNiMQCLj0ueV9J4ByjA8G8fCu3Rh6xUycOh9ia4f0tnHmREfUVGBNYv369cN1112H3bt3Y+HChbHfd+/ejTvvvDPp35SUlODll19O+G3Xrl2YOXNm0vmwvLw85OXl9fo9EAgoz5/VHW1TkG934d1jZ3opbwIAbrgieULWVXYwGER1y/von9ev1zXZLd8qbreWDQD98/rpr/Obf4hiAG8lHdO/BQDgt1s+oey2cxdj12GmCmvr8qkdd+7ipWeG8xoJ5et634LBIKobe7/rbnxuud+JHB/w1amjUrZ5bm3jUkHRPrCrE1etWoX/9b/+F/793/8dhw4dwoMPPoiPPvootu5r7dq1WLFiRez4++67Dx9++CFWrVqFQ4cO4d///d/xm9/8Bt///vfZYuRUVnGW7eXY3Vq2ihovXaXfgmvGAkBSNaGqKmx4nqF0XE/bq6jaEQAWXDNW+zXGX2eqOpR3QsrWCfuc2N133422tjb8+Mc/RktLC66++mpUV1djwoQJAICWlhZ89NFHseOLiopQXV2NBx98EL/61a8wduxY/PKXv2RdI+Y6dVqPsr1mAOxEvZgZAHN7/9kuX9tGk8twY+FZ7DttJaSwb3vlxueqZ9kzLh+c5O55I3bdZTd2+PDy+y1xW7F4413WgSPCjvvvvx/3339/0v/29NNP9/ptzpw5eOedd5ijuoTrzDG9agDMXC+qBsDc3n92y9e10eT8okIczpmFZybVmKrH0tm801XPVYqyC/PzsGHAS8jZ+wFw8w89FbvOsiuOzEFrpx+o/0Bf2YTYxQDYBbjNHNOrBsDc9aJqAGzXkJQzdp0bTU4ZnofDnwFTRg5AYw6P7ZWbniuz96Hswg40nKhEcdx99ELsOste4sF3WSeSxLpxyzbldhod1fI5y3aiXu5pKsOSYHLpeaa2hlctX+dGk8FgEKiuRrj0IUwNBNhsr9zwXFmVvTG4GFXNZbZ8LTMdu1vLtlN+uhuxpoPPiC7CyhI6OztRUFCAjo4OZYl9PCpj17VH27DsqX0ALjlpR8eA49fIbPvW9QkNA2fZKuVzlu3WelF1EOAu/6X3Psb3/vO92L835K2IzR0Ud22N/f6Lr1+LO6/9Qq+/jycYDKK6uhrl5eWWKi4d583kc5VO2V6OPZvfZRUo7bj0xHqQaXPMvmjS60TZ0Zfrj+9/kvTl0hG72QucqclvO+dNdh26n6ue51hwzVgllSR1B+1sNcX28rusG0liScjkNuVuLduzsStOTqdVN9pUh/onv53YvJNUd8RzcKoBucv3atlOlK8TSWLxuGCbcteV7aLY7RgAq05Op6Ow0qU6jJ/8pjYGqY6nTLrbUTGCWHeNB2nnsCobiDiC2FEDUmOnlu/Vsp0oXyeSxOJwwzblbivbTbGrSsqjUCen7dSNTtXh1JED1RqDG+IW/iscz715p2rdAXPJ57Aqe3WgCguKCmOOINRE7Ea1YabLdqJ8nUgS68ZNisPUZS9zXEXkpnqZMnIAalruwvPnlyV482lRBE4ebkthpVN1CACNz//IsjGYGHd+pcZj6U/YN+9Uqbtamxtnmr0PM/obKB05AADvDt12y3ei7OePzDF9H9xYLzqRJNaNm7f6bmk/i6Y/v4fKu0vRP+8Wx+J2W72ESx9C52fVeO32Urx77Ixl7OTJaRtbrNuZAE81+a3aGNR021RRGw+zSfd0BRQqdXf8vY/tnSNF2TMuH4xXXzmLcGk5/ODdoRt2y3eg7Ne6LmDz9lcwafq1cY4daZbNHbtGJIl142ZlXTCYj+pj72pVb6mqiNxcLwCPIrBn7FHPQW7VoWpjUPfhaQCI7HCgqfHQpWI0u++6xAJRJWPPPaf6spJxaoGB8mvGJF1y4eZ60YEksW5cqayLKz+VN5qbFYdW5bteEeiw6lC9MeiCv/v/1Y63bjycUDHqFgtMGp4H4Iux392o2HNCDbi/+RQOnvRhePMplEwZ5Rkloy4kiXXjZlWgmTea7UbUBYrGdBIAhyIwE+eIR70xyENb9/+rHW/deDihYtQtFmiYVgkMuFS+qxR7jqsB/djaWOcNJaNmJIl142ZVoKk3mgsVh8rlu0URmASOc1h92ao2BjMnDMWrh4CZE4baajxSxcGtYgQ0iwWay/CDKy/tRO0mxZ6b1IBuqhcOJInF4SZvMc6G2suxA8S5IBtiDUCz6rBmAxqf/5Hll616Y1AKwEbjoSLHX/oTVhWjXrFAF452JiZKbkUdZ6L3qkqSUj4HksTicVBxqFUV6CLFIXfsgL25IKodjk7VIeXLVqUxiJczUBoPSu+bTcVoUVfU83QGe/wht6JOoXzbid6rKklC+RxIEkuCG7zFdDaiXow9mSIwiq65ICe8DslftiqNQbwqT7Hx0LWWh1PcYOc8+XFiPMp5OBV7blYDcisNxTvRRXjZh9CqfFfHbjLk9XTRHhS3H8PE2+/wjOrQ7pcttTGwOl7XWh4nVIzq51mGyflnkbP3ETS2dbHvXO0W30EvezJyIEmsJy5Q7blWFejATq9mQ17Fh6tQU3AXJntIdWj3y1aXd2K6cfTECRWj6nnmFxXisG8Wjpw4j+LDm/l2rnaZ76CXPRk5kCTWA1eo9rjLd2nsKkNeW08vxD4PqQ7JX7YM3onpuPQnuzYnVIyA9XzflOF5qD8D0mapUbyqNOQu30ueiVEkicXhJtVefPlW3mh2ynebohFQHPIKRdSJN3hEdUjt9ao0ChPjrofNpd80OZ7D1JED8ebiuXwqRsByvi8YDOLotv+D1s4utp2r3ag05C7fK56JUSSJxeEq1V5c+VbeaLbKd5miEaA5VkRJNhdk1jNyXHVI+LLl9k7U/oXNIG6gWlnFqxPJw6ReVRr2KL/2yHHsemM/5t04u9uxw+VKRs1IEovDjaq9aPlm3mjplK/qQ6irbvT4EOYhKQpDa6PGf1vxHPpUh6pfttzeiU5+YbMMoyaZW4lXJ6Yj0NCZjJ1WSc4uGoa2QwZmJzmPm5WMupAkFoerVXvd5delSABple9E469JcLLVvxAzJwxNegqV3sOsOXoscjh6vezeiQ5+YVOHL+3OrUzON1CYn4elZ7exqCVJ7xR3+XHEtzXDB+aiu3PeCzeqMHUjSSwOtyoOc/Y+gvymJty0cRBa4+bGdJXvROOva+htRoEBf85tvcpX7j0AGVMdWn3ZOuWd6MQXNmX4Mp2eX44Pypul2kmUlHeKums1tXwAKduaIf38uOrzdSgefZl7/R6ZkCQWh1sVh0dOnEdZxw4sCfq0l+9E469r6G1+USHGtB9Leu9IvQfFCX3OXnUynPJOtELX17vuYdRUPb8pIwegMYdHoKH6TtnZtZpSvtVcZUXoRRQfrkJjjnv9HrmQJNYDt6n2QmGDJCGmlq+78U+GrqG3cKgU1dXVmJzkHKTeg9mw2usHIl+jj+zR3qu2Sozs3olxmMWi7+vdWsVIvndJCJc+hKmBAJvnI+eu1arlR+9ZqrZmdZpKRi96JkaRJNYTl6n2DjSfokmIieVra/xNvrZ0Db0Fg3r3VUt2DpZeNWGYhtM7EYBSLP6ytXq/3rUNoyb2/JLto8ViBcW5a7Vi+YC3/R45kSSWAi/7EPYsX7cFFUVxaPccCXDuqxYHV6+aNEzD5J0YRTUWpxY0A+n2/FLvoxWPriFS7l2rs9XvkRNJYgpwG8V6dvdjB2yoAN591eLh6FWnMxej0zuRHAvn13uS2LmtrLg9H52wa3Kj0jCTnolRJImZ4YIkMGvOGhTm52HJ2W1YTSyf2yOQW9ACOLMBZhSOXrXdISDd3ol2Y3FiWxaAv+fHnSidsGtyldLQBZ6JUSSJmeCKJJDjU5YQx8Pd+DthQwXoX4/lxPYr8ZAbeibvRFuxWKD1692Bnh93ouReTG6WKKP14Va/R04kiaXATUlgysgBqGm5C8+fX6bkoQjwb0zphA0VoHE9loPbr8RDbei5vBPtxGIFx9e7v2wtX8+PO1E6sJg8VVvzrH8hFkwrRLGL/R65kCSWAjclgZmlD6Hzs2q8dnsp3j12RrMPofpi3HTLT3UOJ3pHXL1qq2E8SkPP7Z1od24y1TU6/fWuc06Ic4iUdTF5krZm+MBcnKjfh0nz1wGBgHv9HpmQJJYCTh9Cevn5vcqPniN9H8IMCE6iONQ7YulVKw7jURr6WsXGx653InluUuEanfx65xZnAM7sXK1bKRkMBlF96FL5bvd71I0ksRRw+hCms7+T6jmcEJykm1yc2pySo1dN6VWoNvTs3omEWJSvcelPHPt6zwYVI8s54udI4V6/Ry4kiaWA04eQur9TOHSRfg4HBCfpJBc7vSPVfdV6ontoldyrUEyMjngnKsZCvUanHM+9rmLkOMfEHuW7zu+RGUliKWD1IQzT9ncKh2DrHNyCk3Qk7XZ6R2b7qjmpOrTbq7Bq6J30TrSKRfe8h7ZhOoV9tNyuYtR9jugcaRS3+T1yI0nMBFYfQsL+TrbPwa06TMNyxm7vqNe+ahlQHXLNCTjpnej0NeoeQvOXrU25j5brVYyazxGdI43HLX6PTiBJzAxOH0Ib5ds6B/hVh6nK97Lq0AzOyX9270TFeHT3Xp0Ypksn9kyoGKP1kv45InOkCbjE79EJJIkpwOlDqFJ+PKI6TLwOjqFPnbJ58sQ5s3cit1WYWd3pHqZLRd9TMUbmSFOdI5N+j04gSUyVDCoCny7ag+L2YwDK05tUFdWheWPPIJt3k7MBwGgVplh3OofpZo7PT3qNfU3FOHPCUPx1z0407TiAbzTPdZXfoxNIElMkk4rA4sNVqCm4C5OR3jyIW1WHTnodmg3f6JbN25r8Z7Sd4rQKo9SdvmG65EkM6GsqxlK0nPejrHUzFgdbXeX36ASSxBRwgyJw6+mF2Bc2EIC9eRA3qw5VvQ6HD8xF/CiSznkbDtm8ncl/TtspLqswnTZEdofp6nou+s8CL0bVc3weNvDg6UWoCPlc5/foBJLEFHCFIjAUcWi44YrRtiZV3a46VPU6HNLPj6s+X4fi0ZdpVR1yyOapdcFtO8Xh0p9O3SWDNkz3P5Df1ISbNg5Ca9z6wazxYlQ8R91fPkX7BZ9r/R65kSSmgHsUgV0Jf0exocoW1WFF6EUUH65CY45e1SGHbJ5aF6oNhV3bKS6nBZ11RxniajhxHmUdO7Ak6MsqFSP9HHTnlp44tVidA0liCrhHEZiXtGyVeZFR47+d9jW4QXW42ubQJ4ekXKuKEfy2U+mIgnR/uOhQMd7TVIYlwdbs8WK0fQ66c4sTfo9OIUlMATcoArf6F2LmhKFJ41OZF5k1J32rGE+qDms2oPH5H+mVlDOoGAF+2ylboiDdHy4aVYytnV1Z5cVoxwIKiDi3DOlnYEXoxYwrJZ2ymopHkpgCblAEzigw4M+5rVf5yvMiQJ9UHXJIyjnMfwFnbKeo90b3h0tmVIypcYuK0a4FVPQcjw3dibKOHS5QSjq70BmQJKZMJhWB84sKMab9WNK4SL0Wl6oOuebVOCTlXOa/gEO2U4R4dH+4uEHFaObFmEkVYzoWUAAwZkAIDWMq8ULz3IwqJTOBJDFVMqgIDIdKUV1djclJzkH6IrW4hlDYwAFuYYiDXoccknK7DZqq0Mcp2ymVeHR/uKSt1ItjVtEwFObnYcnZbVitYQhNt4oxIWGO/zZmzRmGN7vrVLsFFICGMYtQXl6ON/25GVVKZgJJYkQy4UMYDBpo7PDh5fdb4tzb7fdaep3DKWEI0h+eAiIvn8rQBYek3G6ZyhPp3LZThHh0q3J1qxifmVSD4sMu82K0eJdKGGysWtrPoqnDh1DYQCCQWb/HTCBJLE1Yh8W6X4iKI3PQ2ukH6j8AkBmbKB3CEB3DU8/6F2LBtEIUK6gOORRV5DJtTqRTGwrl4wnx6K4/3V59U0YOQE3LXXj+/LKU+8w5vaO0XXFG+sIiP6o27sWzU17PqN9jJpAkZhcHhsWiyWWJG2yikJ4wBEh/eGr4wFycqN+HSfPXAW/+q6Xq0E7965bN2+0FUBsP1eMp8eg2Adbt1TdpeB46J92J124vxbvHzrANYTolzkhXHLP07LaM+z1mAkliNuGWm7vSJirDqsNgMIjqQ0z1zyCb97p3IocJ8NbJ57R59TVMqwQGuEfFmK44wy1KSTcaV5shScwGTiQYV9pEpSEMATKjOlStfw7ZvB2rHld5JxKuVTkWnV59zWX4wZVnez4eCTipYkxXnOGEjZXTKlInYE1ip0+fxsqVK/GHP/wBAPC1r30Njz/+OIYMGZL0+GAwiB/+8Ieorq5GU1MTCgoKcMstt+BnP/sZxo4dyxkqCScSjJttouwIQ9LZo6onJLslRbk/h2w+K7wTdZsAL56LqTk+TV59XTjaad6I6h5CM1MxutXGKgGHVaROwJrEli9fjmPHjuGVV14BAHz7299GRUUFXn755aTHnzt3Du+88w5+9KMf4Utf+hJOnz6NBx54AF/72tdQV1fHGSoJXQkmWzanZNujKgV2vOLMGgYO818gu7wTdZsA6/Lq6wwm++vEuJ0aQnOdjVU3mdq12inYktihQ4fwyiuvYN++fZg9ezYA4KmnnkJJSQkaGhpQXFzc628KCgqwe/fuhN8ef/xxzJo1Cx999BHGjx/PFS4JXapDVyQXB/cPo+xRZbbDtR2vODO4Xtps8k60Qncdqr5j+YFLf5OqsXZqCM1tNlZOJspMwpbEamtrUVBQEEtgAHD99dejoKAAb7/9dtIkloyOjg74fL6UQ5CZIN3GwG3JxTFhiMqCYhOvw+gO1xNvv0NrY6xb+h0lK7wTFa9Vd8On9o4tw+T8s8jZ+wga27pMG+upS3/iyBBaNogz3OyTmAy2JNba2opRo0b1+n3UqFFobW1VKuPzzz/HmjVrsHz5cuTnJ9/FtaurC11dl75IOzs7AUTm14JBi7GGNHi6aI/pQsv5RYUIh0oRDiX+XShsoOLIHCwxfYDnoKbrAiYNz0PDtEpsbyrrsQ5mGeYXFWLK8LyU17hfMbnUHjmO2Td8HxMB1IQN1H14GsfPdGHU4DzMnDAU/pzSiENEivO0tF+aWDf7Am9pP4tgMPEeRraXj/wWDl1EOAQ0ffoZig9vNt3henzoIqn+Q0mv61LjMOPywSjMz8PSs9tMG8wZlw9GMBhEzt5HcOTEedzTVJawj1Vhfh6emVSDKSMHIFz6EADE7uHzCvdQNY4vjb0Mew4BXxp7GSluajwAlK+VWoeA9X2xusd3TByNv/hm4y/Hz+HKhl+ZqhgndZ8z2TOX7nOcgMK7tP/IcfV3M0miSHUPnx+0DPMnRe7h510XlNuZZD1Lu+2bLihtt88wDMP6sEusW7cO69evNz3mT3/6E3bt2oVnnnkGDQ0NCf9t6tSpuPfee7FmzRrTMoLBIJYsWYKPPvoIr732Wsokliqe5557DgMH8nl5FbfsRMt5Px48vQjtFy49BEP6GXhs6M5uL7NFvf6uscOHzfV+AIi94NEv1o1xD0zlVSFMLYjcmrABHO30oTMYGT6ZnG/AShR08KQPWxv9sX9vyFsReymLu7bGfl8xNYTrRpg/Ambnt3M9ZudZ/44fFaEXk1oJbQwuxrP+hXj4yyFc2Wpd/wCU71F+00so69iREHP8NdUU3IXOSXeSj1Wpw3ioZduJhSse1WNV3x2V4w4VLlJ+ZszeGafeS0Dfu8n5Xtpt33Rx7tw5LF++HB0dHSnb/ijknlhlZSW+/vWvmx4zceJEvP/++/j00097/bcTJ05g9OjRpn8fDAaxdOlSNDc3Y8+ePaYXsXbtWqxatSr2752dnRg3bhzmzZtnefHpUY7JAPYl/eKKuM0n8zp8+f2WmPOG2RffpOnXovyaMQAi9bF7927ceuutCAQuTQKYfckObz6FrY0RMYzZ8M68G2cn/doD1L7Cg7f/AFUb91p+gVfeXWopx93ffArt++osd7geesVMTJ5vXf9NO9ahrHUzKkKJmyauCL2Iso4daBhTifLy8u5r/QANJyrxQo+v26rLlmFBUSFKRw5AuLQcobCBmzYOwpJg763gY3udfb4MNbdbX2/yOreOo6vk1tjzkFerFrcdqNeqWodNOw4o3hfzexwMBvHHqv/XelfjEDDyqutTPufRa1V9jgNv/k/lnngy7LybZu96svbBTjuTiL32TRfRETUVyElsxIgRGDFihOVxJSUl6OjowIEDBzBr1iwAwP79+9HR0YGvfOUrKf8umsAaGxtRU1OD4cPNJZx5eXnIy+u9WWQgEEho8LkIALjhisSkbDZ/MGbIoNhxZg/wmCGDesUfuyaFCdsSRWFIyZRRKRvbxrYuFB/ejCXB1l7OALHdlfP6RaxuLMbo++fdYlmXbecuxv7Z7MU7dT4Uq5tk9R+9B99onovFZpsmNs/Fm/7cyPXf/EMUA3gr6b2LxO4HUKe0j1UX3j12pteu20oOHApxBLqHWgKBAPyKcSerH6t4yNeqEAuo98XkHgOJ6kSzZ6bt3EXT9iAAKD/HSu+FyblKpoxSfzdf/5ny4vf4Ns9uO5PsuUhV95xQ2m62ObErr7wSt99+O771rW/hySefBBCR2C9YsCBB1DFt2jRs2LABCxcuxMWLF7F48WK88847+OMf/4hQKBSbPxs2bBj69evHFa4e+qjq0PndlVPscB0Hl2yerMLzsHcih4Gy3fuSinh1YrqSc6+qGCcmOYduiy832Uz1hHWd2H/8x39g5cqVmDdvHoDIYufNmzcnHNPQ0ICOjg4AwLFjx2ILo6+99tqE42pqanDTTTdxhps2Xk0uyXDr7spmO1zHwyWbp6rwvOydyCG11n1fJucbCoISdcm5F1WM0cXv8VCVqF6ymeoJaxIbNmwYfve735keE68rmThxIog6E9fgxeTiyP5h0LsYOrrDNYfkWyURUL5wve6dqNsA2O59SVUmAOT4oH1LFt0Lgbk344wufu+JVosvF9lM9US8EzXhSq/DbjK5f5jOxdDziwrxxb/tRtOOdfhG81x9FleERED5wq218dXuJu9EDgNg8nC6SZnRdYNTpk5FY44zfoA69xbTtxlnV9J5T1XLMN1DvE4jSUwTnF6HMy4fHPtvOoZ4nNo/DNC7GDocKsWbm1tQdngzFveYVE/H4oo6lKL6hZsN3onaDYA1DnNF1w1OLn0IUwMBR4YBndhbLAp18TtAt5gCvGcz1RNJYprg9DoszM/DhgEvIWfvB5hV9v+klVyc3D8M0CsOCAYNPHh6ESpCvSXfdi2ubH2hK37hZoV3om4DYKIQyKrMracXYl/YQCDFMxNF567G3HuLRVFNmDMnDMVf9+xE044DliMUyfCazVRPJIlpQodVi9lmd2UXdqDhRCWK0xSGcOwf5tTuynUfnrZeE0SxuEJ6X+hWX7jZ5J2o1QBY5zBXKPJcWMnAdc7FObG3WLTO1d71UrSc96Os1XqEIhles5nqiSQxTaTr0G711bkxuBhVzWVpC0N07h+mojrUsaTgUkx093qA7wtdvBMvXavO4XR6mV3J/jwBvZLzc5g6ciDeXDyXb2+xblTe9c/DtBGKnujaXSJTSBLTCL/qsCtt1aGW/cO6cWJJQTy63evt1gdFCEJ5JijDR68eAmZOGEr+QCA/o4rXyjEkpXPdIIvk3CQJO7kZZ91fPqWNUCQhnbYr00gS04kHVIe6ekZcSwrMvvhnThiKIf0MrAi9qBy7VQ/CzlAKSQhCeCYow0e04+POQ3xGVa+VQ45vd91gOouZo3/v1HyWjs047Y5QJJBG25VpJIkx4NQOyz1xsmekfQ5E5UW+4ft4bOhOlHXssI5dsQdBTQR2GzhVRw2VhjZIPD4ZKvFQr1W3HN9ftlZ53aBqmVaLmQE9knMnN+O0M0KRqi2iOsW4AUliTqChhwREjFTTVh2mOacWRfcciOr6qIh7diVeaJ5rGjulYaDUh90GTtmBQyXhx29TYfMLWiUe6rVql+Nb3Jv5RYUY036MXKZTknOnbKxIIxQetpdKhSQxB9DRQ1odqMKCosJLRqo94FCHOaU6pKyPahizCOXl5XjTn5sydnLDQEgETnknssHpncggxzebEwqHSlFdXY3J1DItXCecnM/SsX7Nn+NTHqHwsr1UKiSJMaOnh7QMM/obKB05IOV5tPaMHJxbA+jro0xjJ5RHNf8FHPBOZLSdosZj90NFqxy/u5xkZcZvyKjTdcLZ+Sw9vT6VEQqv20ulQpIYMzp6SDMuH4xXXzmL4A13aFUdpsJp1WHa9jq2y6M7EHB7J3LaTjnlnWgFx/3RWaaz81np9/pmXD5YaYRCl2uJ25AkxoyOHlLov/4F+U1NuGnjoIRN+LyiOtS5BUsbrNG5sLXnFymndyK37RS7d6JiXWZWjm8tbgCcm8/S0euLd/Tx3/xD9l6f25AkxoyOF/bIifMo69iBJUGft1SHGrdgiV8fBaQvzU5nLyUu70Ru2ylu70TVurT7wWXmKcph+OzUfFa6vb4ER5+kZ4ngdXupVEgSYybdIZlQ2MA9TWVYYrYTrktVhzq3YImujypusfaIU5Fmp7WXEpN3IrftFKd3YhSWoWjFHgjHEKATfow6en3xjj5aen0eQpIYM+lauhxoPqWwRbz7VIc6t2CJXx+l6hHnxMJW3d6J3LZTnN6J1LrUIcfv2QNxaggwivtUjF3aen1eQpKYAzjmddiNG1SHOrdgiUnnuy6oe8S5YC8laqPBbTvF3YhxLfNQ7oE4NAQYxYsqRi/bS6VCkpgTOOx1mAonVYc6t2CJQnaxtygvnThVFy9TGg0nbKfsNmIq18thAkzyFFW4531Zxaja6/MaksQcxK7XYWF+Hpac3YbVHlIdckwia/GI6wE5TuriZWKjwW47RW3ECNfLc8/1Kup0K1fdomIE4hx90uz1eQ1JYhlEtWf0zKQaFB/2lupQ52LoKDo94qJQ54nYHQ8csp1ShXK9HCbAuhMjh3LVyo/RCRVjvKNPNrpymCFJLENQvs6mjByAmpa78Pz5ZUDcOjFXqw5tDHVZJRwOjzjKkJCtL2qbtlNUI1bl4wnxUK+XwwTYrqeomcEth3I1syrGS44+2erKYYYksQxB6RnNLH0InZ9V47XbS/HusTMp/QL1LCjWpzpUHuoiJBwOjzjVOO2IQOx+FSsbBhOPp8Rj53q1mwBTPUVVek4ObskC8M9nRR19wqXlqGMUKrkVSWIZgvZ1lg8gxdeeYgLQtUaEQ4FGaVhZPOIU46R+UbP13Gx6J1LjsdWDYDABpniKKj1LS3/iqHKVW8UYjBtezlZXDjMkiWUIXT0j/QuKHdi8Mw5KYwaA1SPOakiOes+4em4T42Li7Fml84xqNQFW6IH4YW/404ktWdyuYvQ6ksQyBOXrLBy6mLQMjgXF0XKdmmgnDauOz4/9nVMy6niovVmunptd70RqPJwODzo+huJ7IID+NX86/RjdomL0qiuHGZLEMgTl6yx+y4l4tC8ozoDq0M6wqhVcBsDU3ixXz82udyI1Hi4D4HTukRm6P150DwO6QcXoVVcOMySJZZB0V8/rXlDMoTrkaMxCYQN1KRaHA7wGwJR7xtdzs+edaOcrncMAOJ052vjnafjAXHR3SgHod7LnGAZ0ixdjNiFJLJOoWC2FDexvPoWDJ30Y3nwKJVNGsQztaVcdcjRmNf/DcksaqmweICoICeuy+Hpu9rwTbX2lcxgA24klxfM0pJ8fV32+DsWjL6ONEqg62Tvox2g3CfdqH7LQlcMMSWIuQE116MfWxrqM766sqjpsfP5H2huzBpUtabp/45ZRq67L4ui52fVOpMYTj24DYMocLZA6OVaEXkTx4So05tBGCZQ/XBz0Y0xv+LJ3+5BNrhxmSBJzKe7dXdladcjRmFG2pKHI5u2KAZTXcbH03Ox7J9p1+FC5Xg7TZ6vnabWNUQI7Hy5ODAM6qWLMJiSJuRB3765sPTTJ0ZgdONqmviUNQTZPboCYHTjYvROJ8VCul8P0GdA/SqDTyR7wpooxm5Ak5kLcvLuyytAkR2PGJZunNkDsDhwOeSdyOHxwrVHSvTZRVIzZhSQxF+K4zyHoQ1NOO9jrVp5FoTRA4p1ofr0cBsCA/udJ9xIMr6oYswVJYi4kEz6HyhPtTBtrqrjNK29JQ2ioKQ1QrY0v4L7knchhAKxLjh9fJyxO9i5XMWYzksRcSEZ8DhXnppRUh5TGjGD+q7olDTVxqM4riXei9Re/dgNgmH9oAJHnmpoct04+p3cJhoIfY0ZUjH0ASWIuJJM+h9Hzp6s6VG3MKAlHZUsaW4lDcV5JvBMVvvgZDIDNRgme9S/EgmmFKKYmR6YlGG5TMfYFJIm5FK/7HKqoxKgNRFhhS5p0vnat5pXEO1H9i1+r4jDFKMHwgbk4Ub8Pk+avAwIBWp0snoupOT7HnOwB51WMfQVJYm4l7qWtPXIcu97Yj3k3zu527PCCz2EEs8bMbgPB9bUr3omJ8XB6J+oYJQgGg6g+lHheO/N4TjjZA3wqxqTtQx9CkpjL8ef4MLtoGNoOGZgd1xB4xefQDA6Vla0YxTvRce9EN8nxzdDZe+JSMSZrH/oSksQ8iCd8DhXgaMjsxCjeic57J3KJE3Q/U9p7T7KYWTuSxDyIF3wOATXZPLUhCxvA/uZTaDt3UcuQn3gnpo4nHg7vRDtDlWYu9pQ6VJXja+89Oahi7CtIEvMgbvc5pMjmKVL8pk8/w/r6ErTvq0tZJkBrqMU7MXPeiaSEquBib2cHg0z1nmQxsz4kiXkQt/scqvbsAPWE03jiHIoPb0ZFqFXrkJ94J1rA6Z1IuE9KLvY26sSNvSdZzExDkpgHcbPPIXl4jkGKbxVjPOKdmHnvRKv7RHGxp+xg4NbekyxmpiFJzIPoXOyY0bVkirJ5nWt1euJW70Q2XOidaAXHM5VOucnQ+R7JYmYaksQ8CmXIxOyrW3fDwzGeb7dMld6G67wTGW2nqPGweycq3ieuOSI39J5kMXP6SBLzKipDJgoNnL9sravXktkqk9iwu8k7kdN2ym3eiZleU5apNWCq1261JYsQQZKYxzEbMlFt4DK9lky3FJ/c+3GJdyK37ZSbvBMp94lri5dMrAGjXjt1S56+iCSxLIXUwGVqLZkNKf5GizLTWSiaae9EbtspN3kn6lpTFr1uO1u8ZGINmJ1rF8yRJJal2Jm0dnQtGWg9pqkjB6JhWiWerS8BQkhZZjqT9Zn2TuS2nXKTd6KuNWW2Xey7f3N6DZidaxfMkSSWpeictOZYS2ZHij8pGMTD/asx8qrrezh2XGpEbV23S7wTuW2n3OSdqGNNWVou9gQ5vm4HDVnMrBdJYlmKzslw3WvJAPtfozk+YHbRMAS6Gy0d1+0W70Ru2yk3eSfqWFOmw8U+Wbk9cYOpsJAaSWJZik7pPMdLZ7dhsPJOpF439/wEpSfjhO0Up3SbUpfpPJ/RocqW9rNo6vAhFDYQ/aRxzc4IJshiZr1IEstSdJr1cigO7cjmVbwTqddN/nKnLl4m9mTYbaeoDh+E66XWJblXmDQWP6o27sWzU17H1JEDMWr8t2OHUxIOx1pKbXJ8wRRJYlmMLuk8aS0ZkxSf4p1IadipX+52baeUpdIO2U6pxkO5XmpdUhNwqliWnt0Wi2XWHGLCYVhLqVuOL5jDmsROnz6NlStX4g9/+AMA4Gtf+xoef/xxDBkyROnvv/Od7+DXv/41HnvsMTzwwAN8gWYrGqXzuhWHlK9Rjsn6KJQeYTpDj8reid1Q1wdRj1eJh3q95N414T4pxwKQEo7WtZTd6JTjC9awJrHly5fj2LFjeOWVVwAA3/72t1FRUYGXX37Z8m9///vfY//+/Rg7dixniH0CLdJ5BsWhasPA5Z0H0IaKbMVh0zuRmvSUj2ccHrQ77KZyn0ixKD5Xup9/cpkKcnzBGrYkdujQIbzyyivYt28fZs+eDQB46qmnUFJSgoaGBhQXF6f8248//hiVlZV49dVXMX/+fK4Q+zw615LZKk+xYXCLd6KdOLzsnUi9Xs51ZaRYFJ8r3c+/3TKF9GBLYrW1tSgoKIglMAC4/vrrUVBQgLfffjtlEguHw6ioqMA///M/Y/r06VzhCdCv5OKQ4gPu8U6kxuF170Q7qjyudWV2YrF6rtxkVi3Yhy2Jtba2YtSoUb1+HzVqFFpbW1P+3SOPPILc3FysXLlS6TxdXV3o6rrkXNDZ2QkgsoYkGD8B7mGi16H7eoYPvHT7zRqG4QNzlc6tu7woMy4fjML8PCw9u81kmGoZZlw+GMFgEE2ffobiw5tTNuwN0yoxKf78N3wfEwHUhA3UfXgax890YdTgPMycMBT+nNKIGjAYJMexX/GrvPbIccwuimz1UnFkDpaYJpk52NV1AQDwedcFpeNrui7An+Mjx0O9XkpdRlG9V7ZisYDjeeV6B8zgah8yCeVayEls3bp1WL9+vekxf/rTnwAAPl/vMXnDMJL+DgAHDx7EL37xC7zzzjspj+nJhg0bksaza9cuDByYXQqf3bt3ay0vbES2d68IvYjVSRoGIGLrc6J+H6oPRY4/2ulDZxDIDwCT8w3Ej85Ry4v/O7NyAWDDgJdQdmFHL+9EINIYz+hv4NVXziJsAOvrS1ARak3asG8MLsaz9SV4uH91r3NE8QNoA/Dqod7/TTUOADh40tddmvlX+a439qPtkIHGDh9aO/0WSaYLT+78L0wtAJ7c+V9Kx2/e/gqmFhjkeKjXS61L6r2yE4vZs8XxvNotUwe624dMcu7cOeVjyUmssrISX//6102PmThxIt5//318+umnvf7biRMnMHr06KR/98Ybb+D48eMYP3587LdQKITVq1dj06ZN+Otf/9rrb9auXYtVq1bF/r2zsxPjxo3DvHnzkJ+fr3hV7iYYDGL37t249dZbUzpV2OWqz9eh+HDyOYzVgSosmFaIKYMH4MiJ87inqQytnZd6vYX5eXhmUg2mjByAcOlDyuVNmr8OAJCz9xHlcnP2foBDx/8Rzx76SoJ3YtVly7CgqBClIwcgXFqO/c2n0L6vzrxhDwEjr7oes3usa+vdc+id5XL2foCGE5V4oakMiIu5ZxwAMLz5FLY2Rta0mX2Vz7txNmYXDcPL77cA9R/E6ixVkpkw7YtAy/uR/6+vtzx+0vRrUX7NGHI81OuNR6U+qfcqVSwvDFqGBZMSY1F9tjieV0qZOuBsHzJFdERNBXISGzFiBEaMGGF5XElJCTo6OnDgwAHMmjULALB//350dHTgK1/5StK/qaiowC233JLw22233YaKigr89//+35P+TV5eHvLy8nr9HggEsuaGRuG4puLRl6ExJ/UcRvHIgbE1WkuCrb3W5xQfrkJjzkpM7Y5Lpbyoz11jW5dyubj5h5gSDOLh/53MOzHyzPgBtJ27GCvHrGFvO3cxUpdU9eDNP0QxgLeSigYuxQEAJVNGKan1SqaMgj/HhzFDBsVOY5ZkxgwZiLaWyP+rHT8IgUCAHA/1egGQ6pN8r3rE0tJ+Fk1/fg+Vd5eif15iLKrPFsfzSilTJ9nU5lGug21O7Morr8Ttt9+Ob33rW3jyyScBRCT2CxYsSBB1TJs2DRs2bMDChQsxfPhwDB+eOBEbCARQWFhoqmYU0sBCyRUKG1jxyB7ta7TsrrnS7Z3IuXg5K7wTCddLrc90/RODwXxUH3s3vfVtHM+rzQXogj1Y14n9x3/8B1auXIl58+YBiCx23rx5c8IxDQ0N6Ojo4AxDUCBVI8W1RotLikxZq+TE4uVs8U7kWBzN5SHoFum8rAFzBtYkNmzYMPzud78zPcYwDNP/nmweTHAOLskwlwEwpWGvtbPFhngnprxeakNvt2doZgAMiHS+ryHeiYIpXNtGcBkAA+oNuyOLl6k45J2oCufiaICYhBUMgO2uKbNCtk9xL5LEBFN0O3jbLZdiAKzasDuxeNmu7RQbhHicWBxNScIqBsBTwfPMyvYp7kWSmGAKechHsZFkNQCOi91sToLaMNmZF/Gy7ZRT3okq94r6DOh+ZslO9oJj5GQ6AMH9xIZ8Llue8PsLly2PNHrJHLw/ey7h2Egj+Us0nri0iFG13FhjGlqEjcHFWB2oQkPeithi0l+GFqGluzGlEG3soo1gfMP0aHAxVgWqsHXya7HE2HO4LNrLSDVcFm14ozH/k38nACQ0vCuO3oRQ+NK8MKX+qMdT46FeL7U+KVCfAY5nllKm4BzSExOs4ZLNu8AAmDInQx0uo/ZkVOuvpjvJUOubGo8j3omK94r8DIh0vs8gSUxQhks2n1EDYELDRB0uoza8qvVX9+FpAEDdh6dJ9U2Nx9bwIJP6Md01ZakQ6bz3keFEQRvU4Scg8iVce7QNL733MWqPtiUMrUWJNqYruxvPjcHFKO7aGhtWWunfiTEF/RNEIJQhOeBSw3TntV+Iyb+THUMZLrNqeKNEj1Ovv66E/1etb2o86QwPqtQnoH6vqM9AFKvny84zK7gL6YkJ2iB9LRN6S/ET9T3NX3WJQDgWL1N7Mur1l4e27v9Xrm8b8VCvNx6OxdEcAiORznsfSWKCNiiNZONBmmpv6siBaJhWiWfrSxIMgNPeBZpx8XJW2E65aHF06oS6rFdCVVVhinTe+0gSE7Sh2kgCc+m9pbK1mBQM4uH+yQyA7YtAOL0TgeyxneLwTkxXrJHMABhg7uEJrkOSmKAVlUayNg3fRJ0GwE54J3redopwvY4sjoa1AbC+Hp55YhfcgSQxQS8KjeTx9z6OHa7bh44yPGRLTWnTgUNZ0eaQ7ZRyPIzDg1xDeVxyfMGdSBITWDBrJO1+gYfCkd2PX36/BWOGDEraG6AMDznpnajcc1OoPx3Hq8bDOTzIZQDMJccX3IkkMcFxyF/g3b2BiiNz0Nrpj+1+nKr3ozo85GbvRGrSUz7eZd6JHAbAItboW0gSExyH+gUe7Q0sUe39KA4PiXeiC7wTGQyARazRt5AkJmQE1S/wdMQXVsND1MaOOlxmJ3aVJDMx7hooSYkaj1PDgyr3ihq7iDX6DpLEhMyg+AWezg7Q4p2YPd6J5OdAxBp9BkliQkax+gK3Zf4r3olZ551o1wRaxBrZj3gnCq6G6vcHiHdiNnon2nkOhL6BJDHB1VCNX+3s4RX9OysjYoC2pxQ1dvWGOi/h/62PT/ROpJjo2t1DS6U+KffKrgGwkP3IcKLgaqhiAfFOzF7vRFEcCsmQJCa4nmhv4Pkjc4DOS0NoycQC4p2Yvd6JFANgoe8gSUxwP929gde6LmDz9lcwafq1cY4diV/e4p3Y+/h04qFcL/viaEUDYKFvIUlM8Az+HB+mFhgov2ZMSgNg8U7Mfu9EKwNgoW8hwg4hq6Ao6uzs6mtH+QioC0ecQjUeyvVS6zMd9aMgRJGemJB1eNo7kdl2ytPeiYKQBEliQvbhYe9ETtsp6vFu804UhGRIEhOyFq95J3LbTnnZO1EQUiFJTOjTuMk7kdt2ys3eiYJgF0liQt/GRd6J6sd3wY/etlP6ynfQO1EQ0kSSmCBAbTiLOlxG7cmoH5+HNljbTtkvP9E7UYYHBTcjSUwQCFCGy6g9GW7bKTs9KxkeFNyOJDFBoMDonchtO+WId6IgOIwkMUGwAYd3ourx6dhOcXsnCoLTSBITBE6oPRlu2ynpWQlZhiQxQXAAak/GbccLglsR70RBEATBs0gSEwRBEDyLJDFBEATBs0gSEwRBEDyLJDFBEATBs0gSEwRBEDyLJDFBEATBs0gSEwRBEDyLJDFBEATBs2SdY4dhRHa97ezszHAk+ggGgzh37hw6OzsRCAQyHU7GkHqIIPUQQeohQjbWQ7T9jrbnZmRdEjtz5gwAYNy4cRmORBAEQUiHM2fOoKCgwPQYn6GS6jxEOBzGJ598gsGDB8Pn82U6HC10dnZi3Lhx+Nvf/ob8/PxMh5MxpB4iSD1EkHqIkI31YBgGzpw5g7FjxyInx3zWK+t6Yjk5Obj88sszHQYL+fn5WfOQpoPUQwSphwhSDxGyrR6semBRRNghCIIgeBZJYoIgCIJnkSTmAfLy8vDwww8jLy8v06FkFKmHCFIPEaQeIvT1esg6YYcgCILQd5CemCAIguBZJIkJgiAInkWSmCAIguBZJIkJgiAInkWSmEs5ffo0KioqUFBQgIKCAlRUVKC9vV3577/zne/A5/Nh06ZNbDE6AbUegsEgHnroIXzxi1/EoEGDMHbsWKxYsQKffPKJc0FrYMuWLSgqKkL//v1x3XXX4Y033jA9/vXXX8d1112H/v37Y9KkSfi3f/s3hyLlhVIPO3fuxK233oqRI0ciPz8fJSUlePXVVx2Mlg/q8xDlrbfeQm5uLq699lreADOJIbiS22+/3bj66quNt99+23j77beNq6++2liwYIHS37744ovGl770JWPs2LHGY489xhsoM9R6aG9vN2655RZj+/btxuHDh43a2lpj9uzZxnXXXedg1Onxn//5n0YgEDCeeuopo76+3vje975nDBo0yPjwww+THt/U1GQMHDjQ+N73vmfU19cbTz31lBEIBIyqqiqHI9cLtR6+973vGY888ohx4MAB4y9/+Yuxdu1aIxAIGO+8847DkeuFWg9R2tvbjUmTJhnz5s0zvvSlLzkTbAaQJOZC6uvrDQDGvn37Yr/V1tYaAIzDhw+b/u2xY8eML3zhC8b//b//15gwYYKnk1g69RDPgQMHDACWL71bmDVrlnHfffcl/DZt2jRjzZo1SY//wQ9+YEybNi3ht+985zvG9ddfzxajE1DrIRlXXXWVsX79et2hOYrderj77ruNH/7wh8bDDz+c1UlMhhNdSG1tLQoKCjB79uzYb9dffz0KCgrw9ttvp/y7cDiMiooK/PM//zOmT5/uRKis2K2HnnR0dMDn82HIkCEMUerlwoULOHjwIObNm5fw+7x581Jec21tba/jb7vtNtTV1SEYDLLFyomdeuhJOBzGmTNnMGzYMI4QHcFuPfz2t7/F0aNH8fDDD3OHmHGyzgA4G2htbcWoUaN6/T5q1Ci0tram/LtHHnkEubm5WLlyJWd4jmG3HuL5/PPPsWbNGixfvtwT5qgnT55EKBTC6NGjE34fPXp0ymtubW1NevzFixdx8uRJjBkzhi1eLuzUQ082btyIs2fPYunSpRwhOoKdemhsbMSaNWvwxhtvIDc3+5t46Yk5yLp16+Dz+Uz/V1dXBwBJt5ExDCPl9jIHDx7EL37xCzz99NOu34KGsx7iCQaD+PrXv45wOIwtW7Zovw5Oel6f1TUnOz7Z716DWg9Rtm3bhnXr1mH79u1JP4S8hmo9hEIhLF++HOvXr8cVV1zhVHgZJfvTtIuorKzE17/+ddNjJk6ciPfffx+ffvppr/924sSJXl9kUd544w0cP34c48ePj/0WCoWwevVqbNq0CX/961/Til0nnPUQJRgMYunSpWhubsaePXs80QsDgBEjRsDv9/f6yj5+/HjKay4sLEx6fG5uLoYPH84WKyd26iHK9u3bce+99+KFF17ALbfcwhkmO9R6OHPmDOrq6vDuu++isrISQGRY1TAM5ObmYteuXZg7d64jsTtGBufjhBREBQ379++P/bZv3z5TQcPJkyeNDz74IOF/Y8eONR566CGSCMJN2KkHwzCMCxcuGP/tv/03Y/r06cbx48edCFUrs2bNMr773e8m/HbllVeaCjuuvPLKhN/uu+++rBB2UOrBMAzjueeeM/r372+8+OKLzNE5B6UeQqFQr3bgu9/9rlFcXGx88MEHxmeffeZU2I4hScyl3H777cY111xj1NbWGrW1tcYXv/jFXtLy4uJiY+fOnSnL8Lo60TDo9RAMBo2vfe1rxuWXX2689957RktLS+x/XV1dmbgEMlFJ9W9+8xujvr7eeOCBB4xBgwYZf/3rXw3DMIw1a9YYFRUVseOjEvsHH3zQqK+vN37zm99klcRetR6ee+45Izc31/jVr36VcN/b29szdQlaoNZDT7JdnShJzKW0tbUZf//3f28MHjzYGDx4sPH3f//3xunTpxOOAWD89re/TVlGNiQxaj00NzcbAJL+r6amxvH47fKrX/3KmDBhgtGvXz/jy1/+svH666/H/ts999xjzJkzJ+H41157zZgxY4bRr18/Y+LEicYTTzzhcMQ8UOphzpw5Se/7Pffc43zgmqE+D/FkexKTrVgEQRAEzyLqREEQBMGzSBITBEEQPIskMUEQBMGzSBITBEEQPIskMUEQBMGzSBITBEEQPIskMUEQBMGzSBITBEEQPIskMUEQBMGzSBITBEEQPIskMUEQBMGzSBITBEEQPMv/D/85TvPS/sn/AAAAAElFTkSuQmCC", "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 }