s470623-wko/wko-08.ipynb

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{"cells":[{"cell_type":"markdown","id":"909d3c02","metadata":{"id":"909d3c02"},"source":["![Logo 1](img/aitech-logotyp-1.jpg)\n","<div class=\"alert alert-block alert-info\">\n","<h1> Widzenie komputerowe </h1>\n","<h2> 08. <i>Rozpoznawanie twarzy</i> [laboratoria]</h2> \n","<h3>Andrzej Wójtowicz (2021)</h3>\n","</div>\n","\n","![Logo 2](img/aitech-logotyp-2.jpg)"]},{"cell_type":"markdown","id":"7a9fde6b","metadata":{"id":"7a9fde6b"},"source":["W poniższych materiałach zaprezentujemy klasyczne metody rozpoznawania twarzy. Opisywane zagadnienia można odnaleźć w *5.2.3 Principal component analysis* R. Szeliski (2022) *Computer Vision: Algorithms and Applications* oraz [dokumentacji](https://docs.opencv.org/4.5.3/da/d60/tutorial_face_main.html).\n","\n","Na początku załadujmy niezbędne biblioteki."]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')\n","%cd /content/drive/My Drive/aitech-wko-pub"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"79pcSRy9c_Wf","executionInfo":{"status":"ok","timestamp":1673870478085,"user_tz":-60,"elapsed":22067,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"e527a916-3b2a-4040-fd9d-6be6ec6f18f9"},"id":"79pcSRy9c_Wf","execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n","/content/drive/My Drive/aitech-wko-pub\n"]}]},{"cell_type":"code","execution_count":2,"id":"1d86977a","metadata":{"id":"1d86977a","executionInfo":{"status":"ok","timestamp":1673870479792,"user_tz":-60,"elapsed":1735,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["import cv2 as cv\n","import numpy as np\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","import sklearn.metrics\n","import ipywidgets\n","import os\n","import random"]},{"cell_type":"markdown","id":"c5a62135","metadata":{"id":"c5a62135"},"source":["Rozpakujmy zbiór danych, na którym będziemy pracować:"]},{"cell_type":"code","execution_count":3,"id":"0e0f1723","metadata":{"id":"0e0f1723","executionInfo":{"status":"ok","timestamp":1673870497428,"user_tz":-60,"elapsed":17655,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["!cd datasets && unzip -qo yaleextb.zip"]},{"cell_type":"markdown","id":"e6a0efb1","metadata":{"id":"e6a0efb1"},"source":["Nasz zbiór zawiera po kilkadziesiąt zdjęć kilkudziesięciu osób, które zostały sfotografowane w różnych warunkach oświetlenia. Wczytane zdjęcia podzielimy na zbiór treningowy i testowy w stosunku 3/1 oraz wyświetlimy kilka przykładowych zdjęć:"]},{"cell_type":"code","execution_count":4,"id":"7b775bbf","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":323},"id":"7b775bbf","executionInfo":{"status":"ok","timestamp":1673870501160,"user_tz":-60,"elapsed":3735,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"bf105f0f-031c-487f-b27e-9bfe7609d53d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x360 with 8 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjQAAAEyCAYAAADtOkqDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9yY9kSXbu912fwmePKTMjh8rOqmaT3Q1wAKl+3AigSEGCwM3bPUjacCGAK+3FtVbvXyAXAgQCgqQNIS0eNECAwOaKBFekBFL9yB6qq3OIyAifZ/erReTP/LuW1z0iq7PKo8AwIBAR7newa3bsnO9859i5SZqmum/37b7dt/t23+7bffsmt8K+O3Df7tt9u2/37b7dt/v2y7Z7QHPf7tt9u2/37b7dt298uwc09+2+3bf7dt/u2337xrd7QHPf7tt9u2/37b7dt298uwc09+2+3bf7dt/u2337xrd7QHPf7tt9u2/37b7dt298+8oATZIk/1mSJP+YJMm/T5LkT76q+9y3b3a7l5P7dtt2Lyv37TbtXk7+5bbkq6hDkyRJUdL/J+k/kfRzSX8j6b9I0/T//eg3u2/f2HYvJ/fttu1eVu7bbdq9nPzLbl8VQ/OvJP37NE3/OU3TuaT/UdK//orudd++ue1eTu7bbdu9rNy327R7OfkX3Epf0XWfSvrc/v+5pN/1A5Ik+WNJfyxJxWLxd5rNpgqFggqFgh+T+Z/PaIVCIfM/DdaJc5MkUZIkStM0nOOf8Xd8LN/xN9+naarVapW5n1+D//P6uVwu3+tzsVhUoVB47x78H/+dd4+8Y/279Xqt9Xqd6eO23/6zXq/f+2w2m2mxWLw/8B/ebpQT6X1Z6XQ678mKj3He71hWGOP1ep35Lr5OnmzEMrRerzP9YMz4zscy7ofPYyyXq9UqHM/fpVIpc17efPF9LAd5c58nZ97/bXIhKchU3rn8TCYTzefzr0VWXE4KhcLvtFqtsLYY12KxmBnrd8eGZ+B5mGc/Hpnjb/SJX1+6Xs+c96ENGaFtm0P/js/ic/Ma56xWq8yz5h0XyxO/Y13C/+v1WqvVSqvVKsgvcsR4uYy4/IzH473pFEm/UyqVMmvPn/nd8fH5mTn3zzmvWCy+Z8NiG8G4MB/xPW/S0/G1aHnzlvccLs/xfHpf3KbGMhjrhW3j5deJW969th3zrm+5svJVAZobW5qmfybpzyTp8PAw/b3f+z3VajWVy2VJ18JQq9VUqVTCIDJxpVJJlUpFlUpF5XI5Ay5YaJVKRbVaTbPZTJPJRPV6XdVqNVwTY1OpVFQsFpWmqUqlkkqlUhAMFMR8PtdqtdJsNlOpVNJisdBisVChUNBqtdJyueSZwv29j6VSKfR9NBpptVqFPtbr9WCk+Iy+TSYTSdcgiGdcLpehT9yrWCxmFMpiscgYWcag2+1qsVioXq+Ha83nc02n06CcJYVrL5dLjcdjTSYTQIwWi4X+/u///iuTi7zmsnJ8fJz+4R/+YZhHSZlx9MVZLBZVKpVUq9V0cHAQxhVFwzhh+KbTqVarldrttg4ODlStVnVwcBDGuVqtqlwuBzmp1WoqlUqaz+cByBQKBc1mM0kKc8jYLpfLsPCRmXK5HOadv8vlsorForrdbljE5XJZzWZTlUol3Ofg4ECFQkGLxUL9fl/L5VKTySTIJDKAssT4Iifz+VyLxSIAJsDqYDBQv99XuVxWpVLRarXSdDrVdDrVeDyWtAFu0+k0rI/JZIJh0mKx0HQ61V//9V/vRU7a7Xb6B3/wB2q1WqpWqyoUCmo0Gmo2myqVSgHoFAoF1Wo11et1FYtFjUYjTadTrddrNRoN1Wo1zedzNZtNnZychDFC/prNZpCLNE1Vq9XUaDSC/kGf7WqsbUDQer3WYrEIwMiBsANgB8mxE7etLRaLoA8wWsgium82m2Xm1h24xWIRdEmSJDo4OAjXHAwG6na7QRbn87mGw6HW67Wq1Wo4fz6fB70znU61WCz0wx/+8EOn+5dqLivFYjFtt9uqVqsqFothLfDjwJbxRgdICnLkdqNUKoVnRv7W67XK5XKwG+gXxoK14w4F+mU+n6tUKgUdgv5K0zT89j5xnRhcovvQjcx5oVBQpVIJfUbv+7wvl0sVi8Vg0+gPP/RDypIRjJ+Dt3dzEPrFuMXAKA8Eo4Py2lcFaL6Q9In9/+zdZ1sboALlGyNm/mYC3GOSNgOIoJTL5fdQZr1eV61WC/9XKpVg6Hq9npbLpdrtdjBgsTICPLmBoOV5UggbxgUDgUBhHMvlcjCc0kYY+Wy1WgUhQtkBchgDvsNguyAjfBhtjuHcYrEYQAzHotRQqihslN9Hah8sJz628/k8yMRqtcp4xe4lxwvGgQ3GB8U9n8+DHCBDksJcLZdL9ft9dTodVavV0IdisRjGBgU2Ho8zXjvKERABKC6Xy1osFmE+V6uV6vV6MLIoKxROuVwOoAnD4bKIMQW0AKJdMXNN+hEbTkCRg0NkxmUAgJ8Hrm8yrh/YPkhWkG2eDWMFeGSN0HBums1m+L9arWbGjbXX7XY1mUz06NGjDDDmnpPJRK9evVKz2dSTJ08ynnqe3nCmhB/WG85GtVoN+sSBu+u/2zTmlufnfOaU55xMJhlHyuV3vV4HEEsfANysr/F4HOQF2eZ5OYZxqdVqX5rRymkfrFOcmWB8trGmziz5mDkoZI4x9MiWdD3O2DDG5R2LGdYcNsYdXT8+j4lhTtApzrLwXM5E+vWdYUP2sD04sjELxzGcH9uFGLg4Q+dj66DG2W3Ou4n5idtXBWj+RtJ3kiT5VNfC9J9L+i93ncCCkTa0VjwArhhAujGzgqGSFBBlu90ObAnXZ7GBVDudzntMC8wKHjNC5xMU91fK0tV8zjUwjCgVPmcR4N2ieGkIKoAoVmz0wwWTxQkg6nQ6GcXkXgALYjabZRY44M0Zn22U4JdoHywnNMaPMXYjGhsGvgfUOXhGsWP4YEE8zFMul4O8MVeMz3K5VLlcDh5KtVpVpVLRdDoNyktSAEr1el3lcjmwby4DztwlSaJGoxHG35UssjCdToMHfHBwkCtvhDj9GXweAdpcF6+70WhoOp2GYxmHRqOh2Wym2WyWkX/WqocypNsb2lu0L6VTmHPGIwZZrgv4v9FohDFjXtfrtYbDoRaLhQ4ODgKQc6atUqloPB6HazI/rGPYDOYBuZzNZgHU4uAwduggacP4SQoMAN9jGDEyAPTxeKxqtRpkaTqdajQaBZkCePNcyAyG2I2hG0k32IBsSWo2m5n15wAJ3eLGz/X+R2pfSqfENscZ61i/OwjFAXHm1fUnxwMgHJTO5/NwHPqBH7+PA1dYEHc6XD/nsRvOMvkcxkyfdK1Xa7VaRo8608MxDkr93g7Y/XgfSwdZDhalbGjKwYz3ZVf7SgBNmqbLJEn+a0n/u6SipP8uTdP/Z9c5GBcACg/OQqNh1J2ZgL3wgXEPncWP8PG5KxAPC7Ho0zRVs9lUs9kMCmOxWAQa3gcdo0g/pGslV6/XM2gVitpZApQFTAHPyRggYI6ga7VaEEyMyHK5DIgapekUJagbZYfnCmvDopKyOQbe/4/ZvoycuGAzxxhyB3eMYWzEHAw7SEAhw9oxn3jKq9VKjUZDBwcHgTmRFEIrzWZTx8fHgd2CEWDsUeZQzFwPBXBychKUPcAWEL5YLCQpI1sYO67BecwnoMdBnaRgoGHgXAHhAQJc4nFHeaGMkRXWoYMc+vSxjNWHygrz7Owk/XJHyel3lCXjDshEIWOw+G69Xqvf76tQuA7/jcfjwI450zkejzUej3V4eKh2ux1kbzqdajKZBLAJ+JU2YUKuMZ/PVa/X1Ww2tVgswjXJPUQ3cI3ZbKaXL19qOp3q4cOHqtfrmk6n6vf7urq6CqE2QkDoR8KuMH/O5OHwlMtldTodjUaj9wwN153NZhlA78yOMwcY6H3JiZ0X5IP/3ejHn/nz8p07Or4mCeP5WPCbv5EzWBZJIbyDDmLskGXO9/wbByseAotBD7oGHcVaBbzQVwCWgxD6CzPs9/UxpHEvZImW1y9nDOPxjucjr31lOTRpmv47Sf/utse7d+1ghcUOWImVkP+8u2+GfUHxOGUsKXjScSwUUNJut0NIglCDdC1k5KCw+N24LZfL4J2naRpyHhAcfuPVuKJEMRaLxbAAUKqlUimTj+HhJwCWMxU8F6CQcQPU4HUyjvSJBQLy9/joRw4hMF8fJCeSAuPkYTPGJPYOpA1jhtFwRkFSkDP3fFD09XpdBwcHGWqURUU4gOsTFvBxf/DggcrlcjB8zWZT0+k05GCcn58HmWw2m2G8+/1+WOiNRiOEP5gLjCwLHXlwRij2wFwZlMvl0H9nAdwh8FCYtPFUcRB4RmmT9+GsRTwPv2z7EFkByLEOAKoYCJgI5AXlzFi4Z+xzDMvC8zIehLJZr9yPMcAhApAACAG6GD1AAIYegApYWq/X6vV6Go1Goa/olVKppH6/H3JXuP7FxUXG8cI44vBIm5ATbAqyAbjjWowFIQd3/jyk1mg0lKZpyNXxMSes4mBoX3JCc93J/+4k+Vi5I8v3btT5PGYicLxoyBs6B33rziMgJmZBPVnd7x0b/phdp/98559xPqAGW+W60q9Nn3eBDJ9XbIoDrfiaPvZ+DWfPdrW9JQXnNfe4PXnJJ4//Dw4OAtBx442ix+ARKkJR4CWQ8Md1fJE1m82g8D2/AMUByCJPwcNGg8FAb9++DYrl4OAgMCy1Wi3Ei2FpDg4OdHBwEKhK7oMiwbhKyiB4xsL/Rql4uETaKFQ3THmhAQeATrNynnsH+2osOge09B0QKyljiACufO+KBtCI/CArUPFJch3jh3FhLlhw9Xo9zFO/3w+MCoqc/hCmQCniHY/HY/X7/fAsjP2TJ08CQ0TfKpWK0jQNjNpsNgtJzMg1igh5xmAy3xh0+uHhNuQPMB7n9vj4u3PhnhXXBER8xJDTBzfWF+Eg5tnlAGcCR8LlnrnmWh6uxJBL12NycnKier2emQdADM6TJF1eXmbkiDDl5eVlGOsYeMxms/Ac8/lc3W43gCUSx31zA3oL56pcLoewEswLssDx6DRJAaANh0NNp9MMsOMHJjlN05CkeXBwEEAZ/fdwhQNi1gaM5T7lRFJGd8TOkIMdByiuV2OWwkOKrnelza5WB0lxaCcGFd43v0+cYOv98yhCXrjGnV3+dyDkdjeefz8+dhA5x+/j58R2x8ec/rue5rvbyMidATRMsA8QACPOFZGUWSQgXY/HOsjxTG4GCyPl145zDOr1elA89Xpdq9VKV1dXarfbGUPm14GO7/f7ury8VJqm+uSTT3R6eqpGo6Gjo6NMjg+eGAplsVjo+Pg4MEXT6TQoQAwiz8XfeFAeQiGk4JQhC8g9AJQoRtxjoowZyvg2iPzraB5GYCxZ/IwNnjLjJG0SYVGoGF6/BnOId8zcevwZGWL+WXTD4TAkjmPszs/PdXR0pEqloslkEmh6Ser1eur3++p2u+r1eur1ejo7Owv5XHjBACQPkyGngDXADT/0ibkHeLuHDECez+fBWCILNPcKMda+E4N8MAf7znDss8GSOMPr4CsOKUkbJQ3AA+Bi7GFmCMdICsCF+yCL7EzhPAfLsMHz+Vy9Xk+1Wi1Q88jmdDoNbEySJOp0OhlAis6azWYaDofv5QI5M0veE9cHiKBDkAnAD98hP+12W2maajQaZUKNbjRJJB4Oh5mxcZ2DI1coFDJjuO/ma4q+5hllN8zODvvai8GDsx/SJhqRB378Pr7uYhY1Dm/F5+X128PVfBezITy/nxOfx31pOOPxOXzGubsYlvg+jgO4n19vW7szgAbj68l7HkLweGOsKN3LdCMXC417jU7/ucHyPALPvZEUFEe5XFar1dLh4WEwJCi8Vqul5XKpbrer4XCYCUccHR2FfJxGoxE89Ldv32q1WoWEOrbj8ixQ+Z6UDC0NNSxt4p0sDvfUHNjxnOyUIUbvuUmALHJ1YiC0zxYvDBQ7zT1tZ6tYhLGX7kDQ6WHkBTbEwS+eM+FBl7XFYqGLi4tMnkmlUtFgMAjzx5bYyWSit2/fBmNAWIQQRr/fzxiqXq+XUSwHBweZJE+2TmPwMCiTySSEUDGczCfA2nfASdchNXKyGGe2c9ZqtQx7B5jhurE3+HU3DxU4kxeH4Zgz5pD5RhdxPA4F44x8SRt5gvlw50RS2PFDv2Bfu92u3rx5k8mtcTmdzWYhz+b169dK01RnZ2c6PT1Vs9lUrVYL8+FGkbVAP9lFAzB2XYkzxGd5eR7D4TDjHACUADjIE2PQ7XYlKeQEOohz/RyzHvtscb9oceiGvsY2KAY7eSwPayVmyz30wr1iIOBOqQMG5DEGNt7PeGzjfvIsDsT8Gfz7eHzyQJSzRHlAJmaCYt0bP6cf7/3Ia3cG0Hiiqtdv8YUgbag1jA6fYfTjTH0WN9fGiGHoWcAABwBLkmxqxqA8Dg4O9PDhw+AVkVyHsgSkVKtVPXv2LNS8wLshPg1YQCEAPNI0DaEJDCQAixwWdgsQEgOMYLim06mSJAnGCeUMiJE2tSRgEQBljJd7qShnp5L33TyUwnjFC4d+YoicFkUh1+v1DGvFggYg4dn6rjNYPMY+3kbdarUySaOA1VarJUnvgQbqm1xdXYXrvHnzRs1mM4AllBly4mE2D5WQO0EOxGAwCPk/GFvuz2+YAGd1fIv6aDQK9SgwXB7CAtQR1gEY3QXvG+MbG2kMLOPqydsxG8V5jK8zHBgM5BGdwljAgiA76CUSy7nW5eVlGEff2QjAICwNcwKAHQwGIbeFfkibEgPIBf8vFgsNBoOQC1MoFDL5gKVSSePxOABt+rRYLAKwZmwYS46H7QRcMc7syoL5xJFk/H0899WSZJNv5UwAOtvDSg46+I3MxECB/z1y4Ndx4JHHALmMuWF3cOwhrVgHOiiixeDAj4tByTbgk3ePGJT6vfNATR4zFDNQDori/m1rdwLQoKzTdJNEGw+AKx9p41GxkFEgXA8hQHlxXZSUD6bvs0d5uJLCcKRpGozgYDDQZDJRpVLRgwcPAlhBARFaAoisVitdXFyE8/nuzZs3oUjVaDRSu93OoG+o4pjmJiY+GAwyuULj8ThjnH0rIFntgBcYIt9SjAJ0oOC5B/s2VGmaZrY8A0rjxU1zhY8c+I6WOCwFQEVJuZdPAjbKmHtiaFAW5AUwXq9fv9bbt2+DwaIfMRM2Ho/V7XbVaDQCo8IcEprw0Ch5PZ7/QrEyGLnxeBzkiNCStGHlpOyuDC8PAJBG1vwa1GtxZYtcMx+A9H00QBxryZMvY+PEPHnIEn0C++psl6T38o6YB/RGHMbk3OVyqUajEQCmh/6YW8APfUDGi8WihsOhSqVSYH/RcdJmkwI5O+Tu8VxxyHC5XGbkY7VaZUA+IMfHk+PIDSSXCDZpNptlSmRIm9o2yANjBWi+C4AmztnIAy7ITRxOgWVxUJJ3rTzj7sAlZjFoDhZiu5j3mV8rvv+2z/Lu73bIx8LHYdt94meO+xvfw68fP0vMYu2SlTsBaNbr68z9o6OjDO1Kx/FS47yFOL/DqXSqMLpC8HhunExLgT33Qnwr73g81nA4VK1WC1uv8XJhclD2rVYreOS9Xi+TeEVdCDeky+VSV1dXob8oUpSD1yjAm5Cyniax68FgkCm0xncoE5TaeDwOu7FQUqPRKIA3qu+iyD2ksM+2Wq3U7XaDgsbYSwp5IMgGydYABxYFCp3xdQNMmAljxfkkR5LrwGKkVgvjQsiHXSnlcjlQ9tVqVZ1OJwAPZB2AgBGB7fGkWuaRcBJyiLwCLJCbmHXhuhwPkJU2SsI9Zt+2OZlMNBgMQviDsaYQnRtBwB9Owb4a6wGjCRB35cxaou/uAHCcgyJfdzyrpMB8Er5x0BwreVib8Xgc5iPOYWm325KUKW6Hs8VzuSGSNjkzk8kk1L6h5hHH0V9fN8gxTB15P76lHN3moJnEYaoG+64t+oPOQB5gjAC/7JTbt05xufBwUAxQ8piCPMCTx2TQYuDgzHHecXkgIw/QxOEirrGtcbw7//Gz5d03BkW7xmbb/WPAEwOc+Nhd4xS3OwFoXKgdvbNIHaiwyPFAG41GMLoYHA+xeDjCayBgpKHJ+dxj7XiusCC+5ZP3CUEnoySGw2GgZ+kDBa9IUoRlgHXh3tDTg8EgKEeuMR6PA1hBCLmXs1HuKTGuABZXXIToaPRfUkj8gxpHGZGLsM+GQmX+PJbtiXk+/gBaytgD+ACLhI2QE+bd86mQS0AfXjlzx/g5UOGHisJeTylN00wFX2QdmfXET/diXY49nOKN0vbISZqmGgwGGo/HIayF8eJaMXXN9bkWzA3HsbPl8vIyFOLzcYTl26VUv8q2Wq00HA7D9mHfeRRvd0ZGHOAgZ4A+QEfMPHmYytcTOsVBHdf1xHBy9FxxI0tJkgR9x3c4IYBu+uCADL3CLrnYC0YvIB9cdzweB/1HOX4ACsYGNsv1D2AXg85YlMvlUEqfv3n9BM5jXH9nHw19LGXrn0j5hpTxxOlxvcH13DgzbnzmbBDf8ztmq2Jjnwd88sDPbZ45DhFtY3NiMBOfEz9z3rXz7sV4x8/AunTd7izwLp1yJwCNtKkLw64EjAUeL8rfE/UAI04ru9fDZ9ImDMW1YVnm87murq4yBYxc8AACHoaBmYE1AoBwbRSkV90loZj7EiLq9XoZD5vKrzw7igIgAr2L0og9CxQiitALNWFQ6SfeF8YqTcOLJ4PR6na7mffToET32TD4XmdE2rx/hHHxuQcoooSKxWLwNGFqyuVyGHtpoyw8kRzQ64mvcXjBdye59+ls4Xp9XVrfASeeP3kIbPFnjtxLhjFEZt2IkccCsGNsAMMcE4ckMV5u1HgGX2fSRvG7Ia5Wq2q1WqHw4D5lxUEMSlPaGI04ZMgzAwQZDz7nmrANUhYcSJtXoxDiRJbcE3b2F3aZ9UdzZ4ukfJ+/9XodnCZCUcgNip/5whnhPshSDGo8BInj40wmzK6HeCUF3YwMoT9h6lhv6E5Yyk6nI0mBEd5ng8F0JteNJ6BPUkY3YKP8M/72DSgwxjgJXMfnPAYE2/rpf9NfWh67EYOr+HoxkPDjYsAVX9P7HTd3jhywxPfzY6TsRp743Ph589qdADRJkoSt0AgXxqnX6wUjJW22qbJISab0nSvSRtl4shdGBGPu7+tZLpfhO4wJ4QU8GFfqGDo8XJJ/yY3wrdXcg6RjDCj0MCE1abOrBTYGVsq9ag8/4THRBzdYCFW1WtXh4WF4/xBhOwAPicmDwSCcR2IgORnk2NyF2iKNRiPjSTNO/X5fvV4vABXmAnmId7l5eBPZgQl0oOR5De6pcg33JjxE6MnEeLSSQskAQICkTF4QuQoOqlkDeMBejwhjh1ftLBzXlLKJ0nj0gCmuC6iVFIx3tVpVs9nMMF4YZ+QFAMGzU8F2X7KSJEnm/U3uWLCeJIU8E1fmHnbmXM8tIkeJNYlH6RsQ6IOHIVxpA0C9oJ+zw16kERlDTzHW6Ddp804vrg+w8mRw5ssZ6TgfwtlGdIkDGs6hcB/NGUSex2uB4fzRp+l0mkmg36dOof/OvMDA+q5bjxTEDA46BFkgx8j1QNzygEH8mR+bByxu2+JjY+YnviZgJm4xYxUDGs/34Zrb+uH39e8BgTiI6NvbyMidADTkO6DMu92uut1u5i3QeDOABAwRXpQnb/qAYIxgHki0KxaLuri4CFukYXN4azPepisWH1BYHhYrP7VaTYPBQGmahrCUpGCkpGuDMhqN1O/3A3DDIyaERMjp6upKo9EoKEA3VAA7wkswB2zBrlSu39/08OFDPXr0KGy1ZRwZ78lkEsAVBmsymajf7+vt27cBcPX7/WCA99UAm4DUfr8fgAzj4PlPnlsibTwnZwGZOxp5MYAmDLvvlqFGDXMFaKEIGgYAwEnog/vwnXt0rlQ9z4Y58oROdh5hWAE8MejF2/ctxxglZyq8Cmyn09Hh4WHIj2GNkKDu4U/AE6DX87JardZeAQ0sHmwcwB0Q5wnV9JMcEubTz2edMiceenJQIikzr66b4mP5HjaGfqDbHHA74+iMiYNJ7gvAwQAhG+7sYDAA6jwvRmq5XAbdw5y6DPIs/MSOgodK3cF0MMz75fYNaFxveEgyZrIc0LihdUDH2MPWk/cmZUM5DhrymItdTM2uUJPL87bz/e8YLO26v+cM7bom4+J9ybuHgyg/lvHxa3xjAE2apkFJ+ts9QbqNRiMkykkbI+U0PELn5egBCb1eT9KGyuUaLC4MEjkWbImez+fB00SZuIEYDAYhBOY5ECxktlcCevCgyKvBEBEKwYglyXWy6eXlZdia6buuAHQoGGhgvILDw0OdnJzo4cOHgYXC0/ZEUV+QPCPPzfGVSkX9fl+j0SgkEm9D719HQ6j7/b5evXqVCbMASlGYGGoPx2HopPfrIXiSrAMgromyYzy9Ci0AB+PiBfk8P0zavGDO83080d3DFp4XRdiV0AiyQniQzzyXwnM44mRW9zQrlYoODw/16NEjPX78OBhXZx4Y5/l8rqOjo3A/totTWXa5XAZQ/yFe5MdsrH/yPDD4OBbuSaIzeE5ADHPkSbueMBzLCMrZjTqgyZk8BziALpKovZ4SzC7X5N6e48X6h6XzkIavdZ87B0KAiTwjiQPlickO4IrF6wKlnU4nlLVAl3BPkp9Zh9J1jh4gebVaZRytfTV3cqRNmX7AiofTYiAivV87BhbLz4kBkJTdEp0HauL7uM7y43wO4+O2tdsAJ//bwcc29siBTNz3vOfZ9lneM8Zhurx2JwDNanVdgRdaEiPBgq/X6zo8PAxKFu+J3TosHmpm+BZavkMopQ26rFarIcyFQGLUHZz4iwbxyulXkiShX9DSXtbeBRnghrdHmAEv1xMAeVMvRhZFzPdsG8WYUs+EIl28yC6OzUubxEMPnXAt2CzPH8Cgr9fXCdL7BDTr9Tqwd8gLXhEKqVqthvnGUMAieGyX+faxAWz4LhXkEIBC3g2MHowN4+3XcHYRkEh/nY4nyRZwg0LESDEnTv97TgRbqz3fBiUcszK0JLnObTg8PNTZ2ZkePXqkeq9+0GIAACAASURBVL0e3jMlbbwt36FCP9npxxZzjhuNRpn8sH00nBlyYnh+QBjgzsshYMyYZw8X+VZ+frO2eG6UcFxvhTXEb0ALoNhrSXkFcvqELMIcShvQzfjDPPHKDSlbIwW94Wyy539wPPf13B/Gk/si0/V6XcfHxzo+Plar1Qqy7EYcnew6D+A7nU5VqVTUarX2qlNYv75z0hksaZOjmMcsSO+HXlzu3eC7LXBwEIMRv4eDprzwUB4DQssDBnkt7/7bni0+3sNB20Jru8BVXigtvl8cytrW7gSgYbHCMrRaLTWbzRCGqlararfbarVaGbDj4QIWtxef6na7GW8YT8vzRKTNDgaMIsf7i+P47TQ0AMYNkxdV8y27hCHiHVxuMLgmysk9dibY84XK5XJgr46OjtRut4OSRKl6aAOh4Pnc+3BF5KDRvTOn6PfVVqvrej6AFQyEh4bq9XqmRgtjjVJFyXouBc8vZXfduZKHCQPsAqpJ7l2v1xnZpHQA14gNSaPRyMTnAbixspvNZuEFgA5wPAzA/7HB4hmclSOkAgh++PChms1m6Dvrw8Md/O3XZU3ESbIwjITF9tFWq5V6vV5mDAif+HyyBhnnOBHSQb+HFmh4o868AHT4Lt6kwA/z4psPnD1LkiRTtypN0yAHOFuANpgQ30QQy7OHo5xxib1gzolZG/pfq9XUbrcDM8N803x8nHGSFMJ3LrNeQ2wfjWd0ION5ig5kOX7bNaT312/MbMQyto31+VCQEYOs+HNnhuLrbgM8257ZZTzv+23zuS3sdFubcpOc3AlAI212OVFfo16vB5aB3R4Y8Ji6zaNhZ7NZeA9K/G4SwApGLFbS7iFRlRcFz998zw/Jpp5EJm22j/I/9ydU5l6AT7DHoQlL1Gq1zO4exscBIPfhuVB+CLQrcxZurPw4hxwOdp85jb6vxjx7ThO1f5Ahwj+e1O1KC+A7HA7V6/U0GAxC/lAcTnCGD+CLMZIUmBCUMiFL+uqy4qCHcYSmRyYA3sxHLKv0ByBDbo2DmHhOfZzq9bra7XYAwS439J/GmPn6ovm6AxgAbPC6KQS4jwYbypgy/owjz9ZoNCRtck7cqNGcfWVM3SvlmFjW8kARegxZhOmDVWRN+gstWYNxKJE+4wB5CDrWac68uIGOfxg7fwYHZjAzeVW2aZ77wDGehwIT7MBsn43x8B+ei+/j42kxiMhjULbdM/5/F3hxYLmL8fA1G7MoDq5cNvz6Dmj9efKeMe73rmdl7reNSQz84rV123vdCUCTJEkGxLRarYzxJr7p1SdZGEwCbArGt9Pp6OjoKNTfwIj5Dir31mBUOB/lwo4kaUM7xgqeheuvDcAwHBwchB0BviMBI8nrB6RNWMkXkocsuIezEF48C0Xi2zvTNA0G0oXZvRB/JhoGHKNbLpczO3H22WJvlxoXhEsAlU7vez4LBuTw8FAPHz4M4b2rq6uQqO0hRxYkbAV5KJ6vA9AlYRlD7uPqLJfTzp7f48cTPgKkA8rJwSI0ynFuiN1AAX7xqo+Pj0OyL+MC0HL5QH7yWB832ITP3OjNZrPgfOyjeWjSxwFZYS2R++G7nxwoethpG3tBAzhI2XfP8T8eP/IDy0jNIQeinrcHkOEzQIvrKAc1nozrBjbPEXPGKTZarC/YISqgHx4eBoCFnPhWcMaJMUDX8FyASN+lty8mj+Zg1pmrXW0bOxGDhG0AZRtIyDt223c39W3b+XmfbQMVeSxT/Kx598ljbW5z/Zv6uKvdCUBTKpX04MGDUHiJAl3+IymjEOJ8ABaTx/sJO2DAqtVqeF1BsVgMOStcB8NPsiXggDoztVrtPYDjXjOLHk8XgEExMxcIT1DFcMZegu/AQAHj3eDBMekoMzcgKCwWqH+HApWyL0gjjOIJWBgqT5rbV0uSJMPmEft2BolxRon61nxJGTDCbrbDw0MdHx/r6uoqJKj3er2Qx+IhO+aOOfKwoCcEJ0kSWAvuCfjwxEnCXm7YPBQIW0buh3vlAJkYZLMOvO7H8fGx2u12CIX5zi1pk/QLQ0lfCcV4yMmTZpEPxmKf+RC01WoVgKmUZT0ZF+QI1qHT6YRdXMPhMPMeK2l3KIHPuJcDipiJZfw8xwmdFFcLJ1cO3eflCtwx8hBOnP/Cbw+f8nmsQ5lLZ3qlawb99PRUR0dHYas7oVzkg/Xl93Ddyhy4vAKmbzJUX2XDId7Wj9iYx0B2mzHPM9wuQ7sMfnz927QYaOxicXaxTHnPvA1sxGAmZmFu+yy3YV92nU+7M4Dm5OQkA2R8dwWL2T1XFgMNg+bsA4Pt9CEeJOGIGJn7AmSx0Qd2LeHdepjBDX6aXicPk5xMP/H4UEDEu90784Rdp6oBMyghjC7KAwPNOdJGYQGYyJFw5scLbzHGDgxQrPSJ8N++WrFYDB6iM3huTN2TBuR5wic5JNImFuxM4Gw2C8nVl5eXAdg46EQ2mDMP77m80heSk2MjB+BeLBYB0HiOF7KBweKzPDDD81UqFTUajbADBUaG2krIL0rL1wsJxgBb8h1c2SAbDvA4l3GHFbqNkvoqGmuMsY53IsUhEcaOsHatVgthM2pFbfPat4GavB+OYZ0hQ5ICkOR8dAkNRsNrayFvDoJjhsEZwjiksI0lQD6ZS4Cv765Dl7hzhB5yFsnXR9594vDd190cmHtz9mHbHN/UbgsW8hiVPGCwjfW5iS3y7/LukQfO85552zP5OPFdHKKN+7qr+bh8iGzcCUAD+wCgocUAxmtpOGChFotT7ygLjBr0vHs1nIvXwz09ziwp1HWJi5ABejyvhpAGypFkPfpDP0hORSHAAvh9GRtpY5y9wB5hMjxOfx8V47haZeuEIGCl0vVrIxqNxns1VhBExtEVmnQ7gfyqGqCKGD6fIQsYHgcQvqU7ViQOHj2UQ8iQre4wei4Dfg3GDBn1vsHM8JMkmzd3A6zW63XYoQILiWz4Di2n931MmCNCb15EUVKQF57Rw2WeV+YG1hMjaXkJ5hzjCc7uke+rMSbMiyfke16H9L7nxzjEidLb2A/p/cRQf/68ZGEHGGwIYOzpO0DU9ZiHRRz4otcc0PjfbiS2PS99QZaOjo70ySef6PHjx2EHG8wVtYhgxl2PxNvMeSYfG37vu1gn7UPZg7zxzJOLbTK26355ICSvP3mAZdt52+4b68Rt/Y37tuu+Uv5OL2dytvXVQVve2G8bN+kOARqv6spD+HZrNxooZpRzjK7ZQutbJyVlQA3XAJh4oTSPnafpJnwEQ0I9kNVqFfIS6LekDEDiN+eglAA6cRKiL34MDkrLy5NDlVcqlUCtU7PHd4Lh+fP8eK4UzmPHQqPRCEbIw3xSVjCdjt5H87i8e7luYDHSviMLmXKKG9mApULWPN+KXAppU6XaWbs8ip/dZZ6DQFgj3mrPllWAJ3KBDDrYjUOSAAdPNiWJnnyu0WgU3vSNjHc6nUz+jCsP3yLO+mNtulHGI3dZl5Qx0PsGNO79w9ChPwCt3j/PS0nTTR4LoJ9wlIOKmPFwVjWPkeEYjkNucIqYR0DpgwcPQs4JOzf9BZDMjevJGMTEfeRv1grHsxYAxU+fPtWv/uqv6jd/8zf1/PlzjUYjnZ+f6/z8PBQ/pahlr9cLL2QlzOr3Q3ZgfiRlWNN9A5ptAMJ/35aZ2AZC4s/82Pj/m47bZejz2JZtLa//2851ObqJOXHm1q/lehp52AXQ4vG/6b53AtDw8AAM9/xQsixYdizFXjQJxZxLqIGtzCTlcg7JtU7bskMlDtlIGwXuChDDRXVYvA0SQz227NuDfdeKe9sOZvBmMGx4Ql4vAU9+Pp+H96nUajVJCmClUChoNBqF4n0ewloul2GHT7PZ1PHxcQgpxWE+zuG++2ouK7GClDYLlGRQlDXAEQNF/g3J4/V6Xev1deXhi4sL9fv9wPgBNKjBg3IGHDq97jLjSb0etkPpN5tNNRoNLRYLNRqNDKBxcOYgkvMJRwCOfG7X63WQhzRNAxPHTjB/dQTnUriPF1hyrfF4rH6/H4yugyf3uGluuPbZuH/s7Ph8xSEF5rBcLqvT6ej09DSMGedeXFzo5cuX6vf7QSegbAFDcX4I/eFv5tJBTxxqwtFARpD7+XyudrsdroHDwnUckG3LCaF/DtycMST59+zsTEdHRxoOh/rZz372ngNJDaNGo6FOp6Ner6fz8/PwlnN0ld/TQb5763dBXm7LTsSMxjaGInbQt4GhuA/xMXl99e8cDOSFleLrxc+67T67+rkNWMShr/i4PIAUM+3+d3y9uC9xuzOARtJ7TAWe6XK5KcVPAT7CUx4bh3aFEl0ulyHJ2Euyo9QlBc8ZbxiFAtjAi3Bv2WPxzvQQOluvr3dY4LV48h/X8PCYsyHudXvoDKDknrTT5xcXF3r16pV+8YtfqN1uh23ISZKE7dfHx8dBwXAu1x+NRpmkX5gE93JvQsdfR8MwMJ4AGg8j4oH7W6KZZ5JhUbaAZClbmVVSyAnh+MPDw7AbBsOFDMbbnfmNzHmhuzTdvOTQ63J4iI97O1jzEArHerE+xgHmAWbB+4gSYct/s9nM5D1wT8YMxo7aTvP5XK1WS61WK5NP5KUUkJN91yxypeislusZD19XKhW1222dnJyEUghJkgQ5IpzJ5oKYZYm9UsYxzjmKjYOUreKMswUIdccLAIuMew5cDKjylD/9cGPiski4CXD/+eef66c//WkAaDBJrtMARoeHhyqXyzo/P9fV1ZXW63UAX96PWC4ckO2r5TEB/B8b4bz5i422Xyfv+Lz7ertNmMWBScz++fc+/ttAjAPuuMXAKa9/254/Zmjjazi77sA2BmTeh28EQ8NvXyAY7vF4rIuLC11eXgYPFS9yubx+3xEKx1+hgFcpbZRLtVrVkydPgvHmntDx5L6kaZrZKgvIQWmQMIlXQ/EzjIu/UJNnA5j5KwygjDHIvvsCVof3Onk9mTRNdX5+ruVyGertDIdDvX37Vo1GI4QNAEgkKZdKpWDI8M4RquFwqCRJwusS8hJtfb723VgIDnAWi+sXgMKm8KyE0QhXkZcSl4FnLpIkCTuWPHEYdodzAIy8okLaUOmuZKT3Qxr0OU3TALQANnFZAeQSOSK/A3of4MbrL/xZ/f07yHapVApvbqdvDrwARpxXLBYDA8rYUtWW5/QwoLTJmdhnc6PiRfT4H9aOnW44Ss5eDofDzDZ5abOTxxk0By4Orl05u6GLk8sxPlyPBG8ADOd4fp5vl3dGwJlCmj87/cVxwZgUCoWQ3/fmzZtwT4Atx7pTyDyjY8/OzlQsFoN+arVa4RhPH5AUtn/v8rq/rraLnfGEflqeEc+7Rp7x959dYCYPTGzrxzbGJGY+nDXc1u9d/Y+feVvjXvHz5jExjG8cqt02Btva/jXOu8b2ZQANCnq1WmkwGKjf70vaeKmr1fXblWEiJGXyU8hv+eyzz9Tv9/XjH/84VCEejUZBAXgiG2wOXgVK7fLyMrA1nlCIwuFVB6vV5i20gBentjEaxODdGwJ8Qd9Wq9VMRVuezxXls2fPMmOTpqlqtZqeP3+uX/ziF8GLxAPDKx8Oh+p2u5m3g9NnD804Y4Xi2WdOhLSh5J3Jcy+c8JqkUP3Wt1Z3u93A+g0GgwzA9HAS3ijvw5I2r5tgHAHWq9X1FuHLy8vMawDonydceoPtw/tGnkgO9jAnSdAwl/SDvC7Pn/Awpys/ABw5Nc5CxhWo44q6MImwNoBCz2nyMgN53tnX2eL7u4w4q0oRQN78nKaper1ecDg8SZwxljYsA0o9Zll96/s2yp45cODDWvNXbVCJej6fBzlYLBahBpWHi5irXcYG+XZmjXlmPXjYFKPkDA6bOAj3O3u4XC5Vr9d1cnKiy8tLDYdDdTqdoGeZG6/XtO+Wx2TRYjDjhtVB47bxdpbEHdJdfdkFnLzlGfk8diMPRMQt75ht58VAaNezcC7znhdi5No4Tx8CYrz9UoAmSZKfSBpIWklapmn6HyRJcizpf5L0QtJPJP2bNE2vbroWiwylAT3OAsOIpel1fszl5WV4XcLp6akKhYIuLi4yi7nZbOr3f//39fOf/1w/+clPVCgU1Gw2dXZ2pt/93d/VbDbT559/rjdv3qjf7wfPvN1u6/DwUIVCQa1WS7PZTP1+Pyxoz4mhdgSMCovUvQ4oWpQN3j2hKxQGYY0HDx5kzmVnAUm9x8fH+sEPfqCnT5/qL//yL/X5558HQ3ZycqI/+qM/0l/8xV/ohz/8YRjfarWqZ8+e6Vd+5Vf0+vVr/ehHP9KbN28CK8WCm0wmmZoujpZ/mYTgjykrHpf3RGnAohdgpO942uQvwbD57i/GHCPSbDZDLg1KqVS6ftdXo9HQ6elpoNnTNNXR0ZF+/vOfZ3YGAV691hAeictITHE7MPBt5rAszWYzbF+XlCkg2e/3MzlEhCdI4uTerDVAn9c4AkR5zpa/jsNBIp65P8uX3dr/seQkDzDwOc9PuA55d5lwpirereP3cDbKmRbAaJ636QZO0nshO5wPHLDT01NNp9OwmzNN08DOMV+1Wi0TbvIETvrhtL4bEPqA08J5/jwO3gCEsOKAK3IVe71eGNejo6MwnnG5BMbuLugUbz5X7jBtYw5u0c/M37F9yDvOv4sBSnzMNmYm7/htQCa+565znQm8bYtlLgaHDvj8Ptv047b2MRia30/T9ML+/xNJ/1eapv82SZI/eff/f7PrAihtp6fW63Wg8X2R+evsm82mnjx5oidPngRFBLOzWCz08uVL/emf/mlY4Cym4+Nj/fZv/7YeP36sn/3sZ/qrv/or/dM//ZNms5kuLi5UrVZ1dnYWPKB6vR5YnWKxqEajEbxb9+5JKiYHAhBD4rBXdgWJOttA3sPx8XHob6/XC28Lrtfrevz4sX7rt35LL168CAmC0sZjfPPmjf78z/9cX3zxRcYgEnZqNBp6+vSpCoWC/vEf/1G9Xi88E3Sze4eAro/kcX80WcFoYKCojlyv18NOJYAKYBBWzRekl17356MOyfPnz/Wtb31Lw+FQr169Uq/XCyGm2WymWq2mzz77LFS45jsWryeHAwo9j8kXNH2KczIAGm4AAL6NRiPIF7kLvD+MRv4QoSJCqawrygo4O3BwcKDpdBoKDybvQnDIJWAG2fBE4o+wxf+jyAlAM2aaJGXeA3ZwcBCSv/1FlQ5kvfm6YI4JC3k42Q1hXh4DfSTMxfihAx48eBB+AAS82JEdd5Qw6HQ6mfINvV4v81ZxD4exblhHgNd2ux0SnwGqXlSS/jE+5Gc5aIdBAlwDttw5gk3ynXq/hG75pWXFG3PjOUjbDL6DnG35J36ey4OnMOQB5dv0MwZK8U9en+OWx9b4uTEDFYeNdl0/Znew8Xkg0Y9H1uL73aZ9FSGnfy3pP3r3938v6f/WLZSPb+VzmrXX64WXr2GUiN8/ffpUv/Zrv6aTk5OQZzMej9VsNsPC5T1KJNnV63V9+umnevz4cUi6Oz09DSxMt9vVq1ev1Ol09OmnnwZ6n0XJZGCofHeL07c8hysE99SlTU0P944BQc1mUz/5yU/0+eefa7Va6ejoSM+ePdPz58/16aef6vj4WLPZTJ999pn+9m//NjBZ4/FYf/d3fxcEEYPUbDb16NEjHR8fazAYBIOI8SfRldwKlFXMzHxkmvhLyQphEYyV5wJ5jR4YPsI5zH+apiG5nMqsXDtJNnVuqtWqnj59qrOzs5CA+fLlyxAKfPPmjdI01cOHD/XkyROVSqUAZjw0xCJ1A0qROwwZgMEXL7+9ECT5C8fHx3r06JHK5bJ+8pOf6J//+Z/1+eefh3wvQGmr1dLx8XHYqTOZTALg90J4yDQe/8nJSVg/5BJxrBs3DDLy5rsEP2Ky55eSEwe3/ozsSIQV5Z1PrEVy2AaDQcaIAw5Yq+SpIS84LLGh477OGBEyZBdVnOTNuj06OlKn0wng59WrV0EfIs/NZlOSdHR0pCRJ1O129fr167A7TVIAsaxxGBXuRQkBafMCScYRp8DBdrlc1oMHD1QulzOvbwEg8UMiMwyStAHyyKiD9Y/QPlhWvO+xkd4FZvz3tpYXWonBQB44iMOlDmA43sFyXgjPiYA8MJ33f5wP5/3OY1H8+/gzv7af69+7UxQzVHnA7Kbx/mUBTSrp/0iSJJX0p2ma/pmkR2mavnz3/StJj/JOTJLkjyX9saTgXfjWRV45QAwWRYEHwrufAA7Hx8d6/vx58EIlhbAQygFP5uTkRD/60Y/U7/f1+vVrvXr1Kixgcke++OKLoDAwQEmy2UklbXZleayc7eEAKryhGMm7x4ZAolzK5bLevHmjn//855IUEnSHw2EwWmdnZ8GTI5fm8PBQSZKE5MdKpRKSYh8/fqynT5+GSrgYaOhstgszbt1uNwgVytiN775khfpCGIVqtRr6E1d0pf/+wkpYN9/JQ44S7ATHnZ6eqlQqBdZjPB6rVqupUqno8PAwbAH+6U9/qkePHoXXJ5BsS26Shy2QAebJw2cANR/nON+hXC6r3W7rwYMHajab6na7evnypYbDYdh+TlIreS+AOwfv7XY7hE59Czxrpd1uh/XIc8ZsjLOUfi8fyy8hKx9FTjwnyMMbjDXHIB8kV3tOSL1eD6FoD1EB7larlQ4ODgJLenFxEWTQqzyjuwBCrKnj4+OwZpEXwki+45AwI8wGAMrfd0eSf7lcDi8dJUSNHuV8wpU4LfSHDQ3NZjM4kA8fPlS5XNYXX3yRCXs76CKHjGf1vCzPsXJ95+D+lwhlfxRZkW4Ot2z7zMMnOffI/Zx1lQdqbuoL38dgxscSoBDXJdrWpxgg7WJQ/P5Sfrgwvoezzw7KYtCfd+5tgQztlwU0/2Gapl8kSfJQ0v+ZJMk/RJ1J3wnbe+2d8P2ZJD19+jQFSKRpGl4WyCKRNhQxZd2J175+/VqTySTDQqAcKpWKHj16pGazGRIha7Wa/uEf/kE//vGPQ4E5vAp2mpALMxwOg4KDHSoWNxU9+WFCUOz0mXCTvw/Gk3o9DAbV3Gq1gpFAqTqg6ff7evXqVQBbeHrUi2g2m2GXDOdRY2YwGOjt27ehEB/fkUPgiwq2g4VSLpeDAt2nrDx8+DAFkAAgMcqSMs+BgUa5Agra7bbq9XqmMmuz2dTp6akkBS+eMIQnxGLsMB6wFzCD1LehL3lhC4Ax8g248aqrHO+7WLwSNOxDoVDQixcv1Gq1QriERHrAHR7x4eGhjo6OwvPhXfMSR2rXQA37riYHijAZzjq8myelaRoM/5fctv1R5KTZbKaVSiWTQI0SZR3zN/MFQEbWj4+Pw1qUrhmQ73znO3r8+LEuLy9DzR4cgk6no8FgoDRNg2PFWiRk1Ol0QvmFTqcT6hDxWhUP+RUKBc1mMw0Gg8wLc73QIyHx1WoVWD9JIQl3PB7r7du3evToUZBz36aPzopZxVarpYcPHwa9+uzZM7169UqvX7/WYDDIMKRxvhQsJzrY87AwvtQNQw6/JKD5KLJSKBTSd5/tZDNyrpF55ngM4paXe+K6iu+Yi3hM8tgVgLJXT8fGwE5jV/06eUDKv4vzJ+Nn2/W8eX9v+x0/m5RNuP/Q9ksBmjRNv3j3+02SJH8h6V9Jep0kyeM0TV8mSfJY0pubrsPDrVarsP3Zk269QJNnyhPSuby8DDt9ms2mvvOd7wRDgwKhdLe/uwnDxH0w2AASlANsAIYHxYLQseODhcl2aaf2vWgg58UTD6tTLBbV6XT02WefBfCBlwxgYvcFwvvJJ58EkAIo5PharRaO51ljYfWKo7ACSbKp8RInzu5LVmCyeG5nxGBdOI6/nWVClur1engb9Gq10snJScZbXSwWwZDH7+pCCbfb7UyhMK/YjLIhmZN+YJAwJPQZmfSaRs6MYYSYN7bslkrX70ErFDYFFAElrngcLAGAJ5OJnj59qmq1GsC71y6SFBgAZ/5iDxuwRx8ZE88R+rrlBKPs1DnjjOfqL/tEnzAvzpQQgnry5IkqlYrevn0bwO75+XmYY5KrAYy+IxMHBmZZ2ugXD+c4wwbQQY4B7e4dA2IAZswDLyGdTqc6PT3NOIjInScuc390B+Uy+v1+mFO2czNukoJMedVl1hDJzaw5HFL0Kc/6ZeTkY8rKu2u899lNfYqdlFifbwMNMSCJGRL+dqDj1+FzACNj7C9bTd+FCT1dw8uI0OL8nTzQdNOYxH3MAzt5xzhjF98rjw26jYx8aUCTJElDUiFN08G7v/9TSf+tpP9V0h9J+rfvfv8vN13LAYLvR8fLQ6mj8H2L4Gw2CwYN7xlFdHZ2JknBE3LmBy8HgMSCJjEXatiBg08+ND2TgXfDZx6/9FogzoBgeCSFfAXi4aenp6rVahoOh7q8vFS3280IBsicnV6SQiiCvr18+TK8INOpUc8FILfDy9tzfU9+9K3q+5QVafMiUtgijGyabt52zZimaRoWOsZJ2sTxAQHkQyVJkqk47bldGGw3COQfAGTxWOnbwcFBSCjHS8WIOtXqhQG99otvhabN5/PMThJ2nXiCOjlF0gbc8cwYqvV6rTdv3oQxlBTYAwwxhSiZe7bkUo8nZmM8xPOhRupjykmpVNLTp0/DPPl4U/HWjTHMK6CD9SwpbKMfDoeSlGH7uB5AG6eGUCiyBCNB7RZndV2mPFfJS1gwx870ei6eg0vY5ji8iv7DsfKt6P48XNOTqBnTRqMRPkcv0H9CY5JCkUJC3s6IweD4K0c+lKH52DoluvYHARz//DZsRh7Q2WbAdwEKksJrtZqazWZ4DQ8sfa/XC6+o4NoOimNmKO//GFTl9SWP5XHQnfdsfLeLKfJzbupLGJOd3+5ujyT9xbsblCT9D2ma/m9JkvyNpP85SZL/StJPJf2bmy7EguQ33gULx40BSsYHCu8Iw4VXQUjg6uoqJAbCzOAtSxvPGY8fLwcg4swInpOzAV6dlfNQctJGI06zsAAAIABJREFU+XiYSlL4jONITEYxEPZgIn3nhTNWgLAkSXRxcaEk2STc1ev1APp8q22SJMEYoZQACrBE3JfvAUJfgqX5aLKCZweDwBhgdDz/BKNF/hO5EsiLyw+N+fGdXjwvcpimaWAt4nnBqHMtQAUgHHlhB4iHy5DvmNVD6WN4uLa/KBMZdJmWNuuEvhMqiME3MuXe8nw+D0wDjOlqtcp4hdRsKhY3r8tgfL8EqPloclIqlXR4eJhJ2gcUeOI2z4kzxfjymQNbZG69XgdWxMdYUmD9WG/UtsLgwHgR4kPWYiYOgLperwNjnSRJyH+DJYn1AzoIXYgugFkkBB575sge+ohn8t1aPL8zi1zH9RghJZ4d4M0c8Kzomy8DaD6mrMSMyE0sBd/lHRt/to3RiK+Zd4+4P34+84lsPXr0SM+fP9fJyUnYsfrmzRv99Kc/zZQHicNP8fOgT7bp+Dy2JHa0d31203V8fHyMd82Fty8NaNI0/WdJv5nz+VtJ//EHXiswBShKFhgAhgfD82FROFWLwsYbQbFyDbwj30rtk4dC4Hv6Jm08KsI9hHfw7liYeDp4XghSnBTnW7qhqiWFmjtpmgbv20GcU9sYKTxDxhCFRJ6Rs1rcw3OT2IlQqVSCsU2SzRuT+c4N9wfO70eTFfojbd7H5a/BgN2DfcFIuew4y8QYu3IlydK3GQKEuZYDwHhMkFWfO2mz0wR5AYjMZrNAE3tO1rsxyiT3OTBFQWEQYNwcoGBweG6vAwJI4Xu8azcyPtbO6nkYzQ2n9+9D28eUk0LhuoaUhyDn83l4ueNisQihEHZyMXaMaZzU7HORpmmmAJ7T/Q5QYGZqtVpgtZBP8mroH58RKoBRQc/AkLF2fW4BGbA0fn90BjLRarWCHgM0Oaj2d4nlsdMAH2TAd9d4CNaNsesfEuvdyH4om/exdQq/81iAPKPr/29jGd71571j8z770ObhpmfPnum73/2uvvvd7+rZs2ch3PfFF1+E0CmAHMeevsXyHUcXbgNGtn0Xfx4DvTygEl9zF4uT1+5EpWAWjCtlaRO/dxrdwYdn0rOIYEiceqUKKJ4u3oTT8g5MUPZuSGBriEn6eVzLwyAsaBSEe94eImExY4ihwwEaGCKUB312UEeyqBtXABfKFkHFw8b4wzZ4Mbp40fq4SB9WUOmraChoz0WC5ncAikGKvRKAmocLkiSbQOzhA4CBLz5klS23gEYHKcy7e/ic40nMAC3OQcaQDV/UnrvF+fxNiIHnJzfEwwYwORhkN1Q8o69F+ocBA/Sy5T3elcVnkrZ6g19HI/mb52EseK40TcNLZC8uLjQYDDIlFXA2eC6fe3QPGwZ8+7VvRaYfR0dHajQaWq/XoTSDs7bck/u6voBddaaI17uwo8rnV9rMPU5ep9MJa/7i4iLDNBN+R/54Zx7v7aKvAKbYqXE5Wa/X4d1TgCdYUa/740npyPw+W14440MA1m3OywMyfJ53TnysG3PsDHXJfv3Xf10/+MEP9J3vfCfsZJWuUxDOz881GAxCPTNCjr7uY3BxG1YpBkJ5YxADlvicm5gsH4ddffN2JwCNtAE1Tv97oi7KlsXv7AEDguJ3b8S3Djr9jqKGBUK5obAGg0HwRFAuKBJCNtKGXaKoHp9xP2d08ug8R+0oNzwykgZ5fkI/TjEDRpJksw3Y2QNnCNyr8r4AalBcfO9gjvH/Mp73x26MPQDXwQv/k+shbXK03FjFW3rjxEXkwQGCj72kAJIJYcBuAVzZIeXNw0qSwvUxKLw3iPlxtobjAE3+QkFnCnhOdnIBipEHZ64A3B664Fie2RPxfRs48oAs+rgUCoWwHX4fzde5h5QKhULY2QfjQeItc0dumrTJsSPUiU46OTkJrygBLHgoE4b18PAwk5zscsHYM86MNf2CRXbdRuFG33lGc4PnuUHkWNAvr0lTq9WC3kUOAN/z+TxUnWZsnCECiOMIrFarsAljsViE3aguo8gpLA05PvtsN4U2bhvu2BY22nbsLuMcf+eGHX11dnam73//+/r+97+vb3/723r+/HkogkmRQ+qN8bJkCi7m3SOvD3njsA1c3AYExsDJQ0v+nPHft73+nQA0MRUH04DC9dwFBybeADgodSYN7wBEGjM00ob1wLBj8JxixgjhqfhEcC2Ajis196Y9ls//kjJMEMeTSErffTcAuUEoE97p46BH2tTJ8DCEtEkOiwWG587LxeDvXWj662rO0u3aIeGLx+tjuAGSNsbPt5jC9PHjYSpnzabTqWq1WjASvo3ccywcdCTJpoieh009lOAelINPGCVCAWzVxFhIm9wsSWEbOcAe4My4YKw8PyRm4lzZeGK0V192AOH32jcApj9ek4o8uXK5rOFwqFarFTYNFAqFzJZjGOJyuayTkxOtVivV63U9ePAgFGlEtgDDjEmn0wlFDRmvy8vLTD6e6wgvuEiYAMeGMefavosN3YNu8x2i/hyHh4eq1+uaTCaBqYGFot8xGGL7OY7ZZDIJydHMse+CKxavd2jybAAWZN1LSaDHj4+PM47sPto24LHNqG8ztts+dxsX27vbNuab+mHf//739Ru/8Rt68eJF2KbP/Qgtnpyc6Pz8XA8ePNBoNNLFxUUoEZDnKMWMcMzk7Pp712exLtk1ZvFnH6JD7gSgkTZGRVJQDO41+jF4Mu6pYyzc8wbckDuDofG8HPfypfe9HMCMe7GSwiL1ZEvYEgwYoTIWsycEcy/ftYAwoVio6opB8iqkMDC+XY+G8UUBEhLx/jv1jTIksTMWZpSpC/q+GoDR2QTf5sox3ldYBWftfKuxh+EwJiRj+vZlrs19MWJ43lD2vguE5vlPhAmZQ0kZMOxsnoPhOFcH+aRPAFu8a9/JRyydBntFPRxk1fOrMNbcy2WAe7Me/VnjhPV9NA/lMccYasI4kjIMMLuMGo1GyOcD4FcqFR0fHwcG9fj4OCTZAmS5H3NBYizjA0Dp9Xqh5o/3F2YQEAqzgl50p4dXU/hWXNZAvE6p3VUulzO1asbjcSZ8zjP7uLRaraB7CEONRqPwnOgQQPpsNgtMFvqLsBPrjucjNUD6sBDPV9Hy7r8NzMR/5xnrvPP9s9uyPnEj0fzTTz/V9773PT179kynp6c6Pj4O88p9kiRRs9nUycmJut2uHjx4oJOTk1DaYdv9vW+30fkct4ux2Ta/2wBf3tjdpt0ZQBMzMCwS4rE+uCh+jIT/eCgKr8cre/o2Q+hcjBOG0Hc38eO1WOJES4+bu/JhwQNaPP7MD33GKAJofFeX7xbA8EjKJABiODzMxnOs15tkYQcwUjYBlP8Bas46cc19N1gp9ybICXEgxzzgjTPOHhqIE6s9dIXnenBwEObPvVffDdftdoOMIC/Iissr7A/Gyp8JMMR9YoXp+RxeP4S8HAAbHvJoNMrkc/HsyIF7y1RLJkzCGlkuN+/E4n6sQe7lOUYeUvA52EcrFAqhmrOHqUulUgAZjB1AHuDnrwWA3SkWizo8PAwgDxDt7CmAmJ0njDvOSb/fD+FnWDF3jMjdQpcAQmjr9TrkvLj845ThuCCz1LcplUqhyjU7SAuFQigFQekH1yMwSJXK9dvImW9CuYyVM0OEqAjrAYK8wnKn0wnnoyNj8L+Pts1w7+pXHDLJM8To1/jaeSGnPJDk36GPHj9+rO9+97s6OzvLVI2Or+e1p9iReHZ2lkmM3/VseX2JmRd/3viZYnDiQCnv73h84n7cpt0JQOOGHUPgTIGHnqQNkPDwB4AHxeDhJBa7x4hJuHRjiKJGAL12Rbz9U9p43R6C8D7xvRdR83BCPNHSxgtzxgGPEq8ppp7dUEsKSg3jxLN6jhDGkecBTEF1x4uSe9wU+/06GkAiZvCkDRigzw5cHPDyPc/MvPHsGEHYFOQhSZJQzVnabGEl7wUQyhwx3vzEoEDaMIXFYjHQwTF4RC48n4p7AHZ8pwvVY2EmvL4J4Jw8B/IoPAzm+Vkc61vjXR74AQCwXj1/6+tuzBMJttVqNeQ6AXxJ0sUw+xoDwLNW+O1sBPqA+WN7Mo4Y+oxwzWg0CvML+HB2JN6+DXj1pHzA63g8fu95kS/WNHPguXHr9To4SFwTmaKhSz00xlpi3RA24t7cC53D9dnWz/PBFDrDeRccJWl33ooz99tYGzfgfn7e9eL77mIjuGaxeF0s8sWLFzo7Owuyhm2KG+twtVqp0WhoMpno9PRUZ2dnGo1G6vf7QS62hZ/iZ477znrY1vy6u0LQNwGY29qcOwFo6KwvPGdjQPNStsotx3nSIsejfFg4nhiKwkHhwnRg2OOcBQwUSogFjsL3+hFx891OtBjQ+LZFlCSKBqXo20zxMt1DYxychWJcMMYOgjCggAL3InwXlDNMcW7HPporVPrnXix/Y8ideXLwKW0y7VEI8a4fwBCAZjKZZI6hAqcDC9/+y7hhIFHocT6Oh0il7Evl3ODxXHwHcEWe6aszlP48MfsHA+Peve9m8nGkOaj3pGtXXP7s+2qMJ7sFyQmhnIK0KZAHoHVnyJPBWV+sKw9hkjcSvx+J/JrlcqlutxtCTCQhOyAG9KJPkNM4148xRhZ8XlzWnc0DbMMaAZRIGEc/DodD9Xo9SdmcMteJ3JvvCZn6jkpywtBFaZoG0CgphEMBTM5i3qUWG/W8/u0KGzlrse36fg93cLYdf3BwoGfPnunb3/522LnGGo/1stuYYvF6x99sNtPx8bFevHgRwocUXo1bHmMVg5MYvDkw8+dzIHMb5iUP4N00F7Q7A2h8+6yUpd1R0J5kyW+ndd07hD5nYeH1QvlTFhyan8XviXFx7gl5EtImz8dDThgKN0jck/OdBZI2W1udYXHv3sEHxpPtuShZFyyUOIrKv3f2wscD79QTU1GsxMU9YXXXwvuqGx4JRoDPmDNXprHScPaBH89RYXwAwrAOvMjRjQR94J6Mk7NxUPZewdXv7Wyke8uSMmEexpu5pN8ukxhe95iQz+Vy89Z5ZzL53xPAPWyKnGJsfaw854v7EbbivHgXztfZPKzGrhsvVLlarUJFYJ6BuXenCUYUAO1hR2SMonm+LtM0DfIAkAFA+k445JWcGw+JOqjC+KN3arVaeN8bgIP+84OMUcSP/BkA0cnJSXjVDHLoFbOdifa5Rq78f0kZfeWy7sbIgQ5r+S602BjvCoVsY1huAj23YSfi9eLszOnpqb73ve/pyZMnwaGVFNiwuB0cHKjRaISXjTabzTC3/X4/UyHd+5r3DN43/70LZOwCL3ks1zbm60PanQA0GEkm3ZWJ0/9uuP08vnMv3D0pp+UbjUZQNkmShOQ0V+zQp7AT7oEvl8ugGFisnOMenOev8Bzk6UgbdiB+BowSnpEXoUJRwihgaABssA9eBI/Cgm7EUFZcj+fgb/fCAWyeZLpPQBPfO84fcSPB8b7o/NkZb0CxtKFQkyQJ84x8kDfB3Pr2bP5HDnxXjRdTczCJ8fN4thfYcyXl8snzcZ9yuazxeBx2PBUKhRBTd6OC8nI5cOCOoZKyScAoQa7tsuj5HIwVY7RvNo8x9zlmXaFrPBRMY/5ZZ+5sSAqORaFw/V6s4+NjdTqdsKMQEEE9l/F4rNFopOFwmEnYRl9geAgL4uB5Mvd8Pg81RFjjMCN5egh55fNyuax+vx9eOTCfz8P2dXfIut1ueDZny5EbB+YuK56Azg8MgrPe5Kg5qNl3yMnlWcqvq7KLaYnl/MuAofj/+P7ValWffvqpXrx4oWazmalzxC64+F5UIz86OtJ0Og012QDBV1dXurq6ykQIYtCS9+zosF2MjX+eN2bbwFt8bz/eP9vW7gSgQekwKFD8gAgPFfiAQ3/GjIakDFVKUt90Os1k4QOU3HOieB7JkO5tMvGEDvylmRgpgASGMWYH3CNBmcbei4dTfGeSsz0oNgwVlK57ceREpGkacmO4L9fwcfOx9aJaXusmT2i/7uay4vS8s2cOzNyzRgFRN8gZEgyJb+vmPOp2UCuGaq4YKR9T7huHJT2fi+syxh5qBKw4ZRvHyZEzBzaz2Szkw/AcjAOfY2wkZfrgMuAhI8aL9UdzwOi7+TyPg/DXvpqvP9amV/DGQMOeeO4SoJX58HAcBhzPGAA3HA7D+M3n86BTBoOBut1uSOh1hkva7HCCWQVMIUuwfh5CdOePdYxMwHZ7jg9hN5KDkX0SpEn8RXY8jOT3RI4JZQFafOcg7BXJ0+5IOHh0h+wutW1MS55xzjPqkjL6f9v5MXjIuzdy+ujRI33rW9/K6BJJIfmb+YsbsoqMAzyPjo70rW99Sy9fvsxsYtj2fHn92ra2857zJqDjYGYXUxSnnMTtTgAaadNZdpt4YSuUii9Qp0ClLOPhOSRM1Gq1CiW/3Qg68yAps7PJvXG/plcE5X8WKQpB2lC13tcY0fsODFgXF3TAVrwtG9CBovO8EvfSYgo9png9l4ZndI+W5wd4eax+n42xp3/eN5g5D/+5oWK8fC5QvvH2f5Q3wJGwCgod8IsC97GKAQ15Lg5EnD2LvVX6h6H1MJeHmJjvyWQSEjWXy2VgDJAX2ElYFcaL8eBvwlgOhlGgXmMnloUYCGHM9tV4dndukA+ejWdhTAA4ADxfUzwXDgOAzcEd4T1khGKcnm/lY4SsYaRI5vdjqDmEnMSAxa/J/8wvjptXHianJkk2myJqtZparVa4vtcqQWcCcnzOOZ93WMFCM7bOHPE3+tSN/z5ZX9o2hiD+7EP6GjMt8fW2gRw/vlar6ZNPPgkhI+wTQPXt27c6ODjQyclJmH90h69Xfvj+4cOHevLkSQg/xf3exdbEY5U3Tts+j9mcXeyXf3cb23NnAA2NxStt4uDOpniIgZYkSUjCI8mxVLp+YSGMD5SiT1IMCqQNIEFo8I5QKLyvBc/EaXqEyBkEjKvT/G4k6QtsDP30sA8ek1Phzka5l+ghDYw2Cpz7+g4e7k2tCa/lgsFEUXkS6j4bC5LcEUkZ4xyDRAebGA3PE3FjQtXTQqEQmBiMnL8Owz0emD/mAHYEgCS9XysJGfHfzIEvXAeizp7EyfMYEN7DRSjBqWkPwWDsuQZrxcG3gz9PXkVRIl++djBW+97mz7pxTzkGKc64Onvg4VxJGeNL7g3PzmcwPyRbEtbBmJCvx/+wPYSV6LN/xri7ziNEDnMtbcB67GU7C+Sy6bl16DAPU00mk/d2WmEYAUHkRxFSXa/XIR8RNhc5da8bg4tBdkZvX83twi52IP77NuxFzDjEY3GTUS+VSjo+PtbZ2VlwOmDaWGPUTnKnKE1TdTqdsLOP+zB/gNMXL17o7du3oRaVP8+XBXQxyeDX2/bM8Tj5Oe6sfmMYGtA8StgH0Cl6HjCmkz2PwpUy4SW2bwI6UDKeU0Bzr9e9bi/GhiJwkCIpYwAkBTDG7hK8MQ8hYIzog+e0eD6NhyXikJnnzfhYOAPjIIr+4mEx9jEr4LF692T31dI0DQW73GDTJ57fAaSUrZoKkCUZE1YChnAymWSqJXtI0vuBx5tnKKgpgmFCRt2jp1/ef57BDaZ75M5AukF1oOM/LkMcS9/IkyCsWCqVguH1CrWMgSsoxpG+OYjHuO3TUKVpGpQ+SbbuONAv35XDGCNTvt54TQrrihAuOTCEO50RdjDjDAngx/NNYjaIYpkeFgOEeu4U8jOZTILuc3BGfz0HUNJ78+Tygs5A5wKeGCtYo+l0Gir+IvfL5fUuLmroAPbcoXKd5mHvfbfY8NK2GfMPMe5558RGPD4uSa7z0p4+fZqprMz8wrbFzAUy4a+kcEek1+sFmW+323r69KnevHmTmYdtz5YHUuJx8mPyWJ34Wp6/FI+bgzHpZpbmzgAaaZP74MJP0Se8JWLQvq0UJe3Ky71PfrNw0zQN3r2DER9UPkMpsaDdc/GkPNAySgQlVCwW38tHQbG6l4WicbYlpqc51kNKKKvFYqFmsxkSC1F69AVUPxwOwy4vT+BcrVbBAPtuLsYdBcz477PFi8XHgPnwWL0zCCTKwbLxNwDHnw9ljgzwmYNDBwrIlNe+YbESAkI+fcHG7IeHgcrlcmAd3dv2cQCwu5H1UIvXGcHYAppIPiUsBViKWUKutVwuQ9E4zz3xUA0Kd5+GCrZ2vV6HEA4gg7EG0LliZXx5JpwWXjHC54A6dA7rFtDjLC/gmDFk3tzBWa/X4U3s7HaqVCrBIeOasBuj0Sgcww/6Bp3jMlosFjUcDlUqldRsNjWZTEJxR5gVB1eAci+sKG0MDMYSVo7x9VAketbfV4VRZWcV8rhvnbKtbQMdHyLX28DBLqaBdX16eqonT55kogwOTJvNpnq9niqVih49ehT0NaAT5sVzsjyHqVAo6MmTJ3r58mXYfReDFu9r/BzbAB5riev4NbddPw8wStnSCTeFse8MoAGAePjHk8VigfdFlqZpiD3HD+uKDKqU80Gp7rU48JnNZuH9LnihTqV7LB0Pj/4AeLz/oGv6i8FEwTrQQbFwHIbQj3PDg0L1t/MSJ+d4lDDHUiiN/jEOAAPGjXEk32PfzUN2MaUuZRWFe9mcAzBFmaZpGoAgry7wPC6fo9hAMUZ44YBy3+WB8XKGD6Ph84NBAJxxjVqtFgwassl8OoiD+qev0mbrtcs2a4Hv4pCHh9041vPCJAXQizyiZAnBYez2CWgwni7jDihoyD7zxtgybzhZ7lgxVr5lXroOt/DyT38VRiwjXu+GMfKKuoCZVqsVdMxoNNLV1VUIjxKOOjg4CPkVGCyYVf+MXZOwiQAyl1FPDPe5RL8BkNEhgGJCnciis9uMHzlnsKxxOsG+2m2Mdfz3LnblNte8zbqoVqt6+vRpeNcVa99B9Xg81uXlZdhVh2zAUL5+/Vqj0Sg4t4VCIQBZ1ujh4aFevHih8/NzXV1dbWVLbgIkeX/v+ozP80BMPEbI1k2h7DsDaLwOjSenStmHdkPA8R6CQXl5aAflTdjJWSApm5TGYoZ6X61WYesku5owio1GI5Qod9CDQuRVBdyPH1ecs9ksJAy6R43CwVPyUBrnE4ZyVoLn8RCLpBBm4DqcK23q+WCY3DulVoF79bsW8lfdoMk9nuo5TBzjylXaeCOe1M2YEZrAq2de/J0/3IPvATPIFQbRwwTS5gWhlMQnxOVbdKVNWIt5j8OLsJXIsgMg7yeKbrnclKhHZjFISZIEUOYy7VuF6RtgmS3ZfOa5Mnj/nlzvgHofjXlxhlbarHXWKGuJ+UVhOssmZZ0rxk9SGE9AMjoJ52mxWIR3JqELcIBidtbZFvTLyclJ0GWEvfr9fiZpnflyVojnQ0a4l5cIAPh6kjQGE7kqFArhrdnIp+9cYg34LkucH/5nraBTHey7nt9X2wYubmJW8kIoef+7M35bgF8qlfTo0SN98sknQddzPnYAsHx5eZkJv1M0cTweZ2pjxY4MOiFJEp2dnemTTz4JOWAeJmIcdoGS+Nl2MVvcMy8U5YBJyr6KhzWwc9xuNbpfQ8OYo7xdGcY0MQ/oDxrnpQBK8BRiutl3uRCSQal7VjhGync24T3V6/UQ5nED6+EDtjbyP8LoORUoAYSWcXBq0OP6hUIhME3OHEgKMX1yBghX0DwZ0cvjI+C+TRNDzZi7Ittn83wCvE7kBqPrxogx9h1HeJTMHUDOAYuHf6RNbgsKAZbCw39eEE3avCSRFxUSQuC+GCa8+kajEYyQL16ngj3khCOAAcNQejjIwwAeigTMuNIDaDu7yG4pWAeUFcDJQ3JJkgQPcF/sjHS9TniJojsIksJai0EXoB6WBIYCkIF8+DyQ7wIoGo1GgQ3EsDvD5aCbfrCuYGgw9q7Y0VUOIj086uFjNybksXAvd944lj76TkpkhrknTERfYKdgcJw5dgbZGUfWE0aN+3hO076bj90uNmUbmPmyujE28K1WS48fP1a5XFav1wshZZxk/sc5ZUwJyyCbzAXOPGVJWL/IbrFY1PPnz3V5ealf/OIX78mRP2demMntAsc4o8OxN4GfvLF2J/6mCMGdADQYdP728IfH/DDQUKoeV3SvgFwFz12RNgmATLIbaBJ5MQbD4TDkPfAWYw8DAQjwXhAkQBeABWXKxPq2X4xWHO7x3BkpW7afMQGAOWPiFDAlrV3huOIi4dPj17GiRkGiwO5CuMnDBpLC8/oYMP4wbOVyWc1mM7NweC5XCvGz+nhzjocVPRlY0ntj5MAKZgjjWK/XQ3XZ9Xqty8vLcH1yKbhnPA8OOjFIAKE4Hwfg1mg0wjkoMgARys4BGzkObPWmD86Ewn5iqLg2v+nLPhpyEnt/rEvper54/kKhEBgt9AHJvjA2bpgxGp4w78wdhh358LH1e3ItB5XIMNV9m82mhsNhKBEA0MJQse3Ww2kOXJBvdBAhomq1GhwjaVMPR9rIN6BmOp1mkoKTJAl94DlclzB27OySNmFh+sZ8uK7bV9vGrkjbwyD+/S42Z1uYxq/n5/KKg8PDQ11cXKjf74daY81mMxRH9FdPeHPmHdlC91NCYLm83kjSbrfVarXCTqnHjx/r/Pw8Mye7GKz4/xjY+TPH45TnHOcd7yTATe3OABoWhOeJxMyBpPcMDw/r9LiHDpgYNwIMmCdP0qCLUVRUiyVxjwUOqAHhIjyVSkWdTiewAMXi9QsHycdwpQi75OELV4KwEJIyrJUnfrrXyfkYGzfEHr7wMIkvKJ6dzxljQKXPw74a40P/GD8+g/WCTZA2hitmWqRNmQB/Zk+uRQ7dC63VaiGR0nNLnPVjWzP3o180wE2n01GSJIHJA/Aul0sNBoPwDqB4cSO35DUhm4AaGDrkFXaR9cAaou948vQToM3Ysu6QIWeyuJ7Lrycn7qPBjnpoxneLMY48mzMZHopmfGAA3QECoMSA2FlNacO4+nHoGA9DkbBPH6rVqnq9nur1egAQvV4v/O71ejo/P9fFxUVmu74zk/QbHSNl5RGZddZE2tS6Qn40WeL0AAAgAElEQVQKhUJYK/Tv6OgokxDM/HMfZ+3QHx6m9VD5vhmaGGzkAZRdTE3esbtkPwYy/C6Xy3r06JEePnyo+Xyui4sLvX37Nshos9lUs9nMhJhiexg7WABgioH6ZpF+v6+joyMdHh6q2Wzq+Pg4vPcpZgj9964x2MW25DFZMWB00BzPw015eXcC0Ejvx6hRpgg7jEq5XM6gU/6HteEc//FB9MQij3m7YcOowGRAoTt7gqfsIS9eANdqtdRoNDQYDLRcLkOV2cViERLjHAD5QvffDjhQwIQ1UD7+xlUXZveQGU9YJd+l4yDIw3mxt4nyc/C3r+bGmP89VwDA4vPiCgCvGIXtrBSegAMmvBlAkoc1naFgnBlf6Tqe7SwcRpXQhSf34TlTjK3b7QZ62HfcxErFvWM8cQe7UrbKpssZc4pMI2/+GgM33LFMMv4wRXznDNI+GnPKXAIymSPWhzOw5DqRVEnukLNiDgbQNw54MNaMAdeBScS4jMfjUGna8wc9x4awJPNPuGAymajb7eri4kKvXr0KHnWlUgll8d35cIbWc2jQSYA+ngm2iXFkTcQyxPHIbawvfO5h81wXAX73XQoibrdla/IMd57B38VaxN/X63U9ePBAhUJBV1dXev36tfr9fpDlwWAQQqJxQjfrkwZ4d70SRywYf9dXDx480Nu3b98jAPLGJu95vLH+8sYh/iwPVPJsztDceUBDB/MS8PJYFd8uSSjIgY9f0xWQMxRcx+uslErXxfhGo5EqlYparVZ4l5IbJGhf7olSbDQaOj4+DnkIriig/6nxASBjwjCchAL8HoAmwiNMLiwL94lr0TB+TnmmaZpB7nzvCByl5IqWMd23N4XSZM69QBf9gx1APvBaS6VS2OXhrKB7rnGegaTM2HMe2+CdtXBw5EmzhJi4BgDm4OBA4/FYvV5Pw+EwvPNnNBqp1+tlqGbYF6fq6VvMoDhryXnO8sTeuYN/xtgdiBgwAmqcwXE5ikHTPhpzxBjE7KIzE6w/vvdxYdzirdewOxhnQAOfk5BJ2NMNCzqGMgrOHKVpGt7rNB6PQ+gLoDSdTjUcDnV1daXz83Odn5+r2+1KUkg4dyDnbA33J7wFS4KsAMS8ojXsIToI3ZTHZqFz0KnoDXeCfO2hY+5KDs1NwIRjtrEUMbsQX+8moATrxcsk3759G3SAs39eyoT5Q79xXd/0ISkwgm5PXQeS61epVHRycqJarabhcLiTZYq/8zHIe8abmtsgbJyvrTjdIK/dGUBDbkfMfkjZNyFLm+I6KGcWl7MIeYmd/HjyJl4sOTOEElqtVuYNuuyOQqCIDbvHw3fNZjPELd0b8ji7GxWUIMLgiXQIJ3Qy4+XGDQHwpEDP9/ACgjyzAx5ncVwxodRoMeO1jwYwBPhJm9wop7YxSMgC4+OGyY0aY4dh8XCfG0UfAxJ5AdUYDe6JwcCjQmbTNA2eNjVwMIJ47f1+P2yrh83z+UaR8SxcAyPOWsETZgxYVy6zPON6vQ7P5LLmijCWB3ccOJ61uE/Pe7W63r0WU+UAX/cMWRv8EL5xnQJw9AKLLn/SxnkAeKCbfBs7//PjoBy5a7fbIbzsIR8Ywn6/H9iZi4uLjEPGcchkzMIC2j3/BfZouVxmEuyRvclkkqlPxa5M2CRkGv2KrDgrw5y4bCA/sfHdR2Ntxb+l3UXmvPlx/nub4Y8/851s6ADAjDsQ7nC68XfHzp0y/vbPYvABUAbYt9vt8AqPPCZq2xhuA22x05x3Ls/gDpmDQ0992NbuBKCRNu/38FLtTKRTTW5U3EDQMDwwHp7zgsLyl7M5CMCYsGWy1WqFpE0P0UBfA06gglnA3W43KD08boyVe/T0t1gshsQsmIc43s3/vEWZnUzShlVBMbnnyLkYKkIgPqYOfnzHDteNFdy+G+EaQjAYC5Q6zxTn/0gKFLsbXt8lhpfCcY1GQ9KmFg3jy0spUercKy6mNhqN1O/3Q9zbaWE8cK47mUzU6/V0dXUVlJm0Kebn23d5FvfGMY4Y6FqtlgkXIS8xuGN+YRQGg4Hq9XpgJx3EOMhGJhz4Ossj7TfkNB6PM0wWyh4AAjMC0Kff7IgiP4u5J1xEK5VKmWRqxgQnh7lnWz2y4y81hfGQNgz1dDoNbIuDbua31+vp9evXof6IJ+YuFotQpdedQjdc1CXhGWDiMJDuCLqeQ+/1ej11u11Vq9VQIyUOewLqPCcPwOdOE9e8ywyNMy8fcp34vJi5iMETMgQzw8aO+NoOUNzou/GPwYMDi/j+yDiveeHt7z5X2663DdTtAnTxsXmfsy6d5YvTMPLanQE0oHYmBSPrdL4bWd+l5GEmZxeIMTorg9FzxMjxfl286kajkVFkgI3xeKx+vx/i3QAIvCSUGgbi/2fvXUJk3bL8vv+X78zI13ncc++tut1dVVK1QNbAGCF5KDAGSQjajUB0eyC5LVweSHjigdv2QAYj0MAPbGQEZSxaPbBkzdQYgbEERhMLS3jgh0BSy25Lt27VPeeec/L9jIjPg8zfjt+3zxeRee7jRN4+sSHJzIjvsR9rr/Vf/7X23igRU4eANTwwr3zwfhIAMbfLK7noKxsfFGByo7R2dnbKgXM8k+dZGQHyku6BjgjRQwA0STrbqVs2qB+/PSGN8gGyNbNHYUycb2Eg7XwVexT0n0/gPjw87CR0A4R4Ds8lN+L4+LiEBtwuxp3QFaFN53/BKvG3ZdIhUsIYSVd5E4a1Z2/Aa+/QYcmaBbivV/dNFfqajexgpLyy0XF5J4Uj/07qhv0y++Al8mawcG6SlPASLC/j6tyFpaWbc8PIhWEXXyce0+8AklevXhWWGPBB/8MKOp+iBqC0kxwtM3eEOQGBtX5AZyU3oByAzVg75EqxbNAe5ki9tcS8y13gpW/eUGqDPs1o189KbnTVyclJkhTn9z739rEgyZu6uu96xuLy8rKEmLAjfWGzaXWfdm0fO+W6+vsamDmf0TmdXwnQNE3zV5P8iSTP27b9A7efPU7yPyT5XpLfSfKn2rZ93dzU7r9K8seTnCX5t9q2/d/veoeNL8oDhU+xoarpNLMejmnzbIdazGx4oycmYZKSPIsRIsxxcHCQly9fpm3bPHr0qJOo6TwN2gE1CztzdnaWL774IpeXlxkMBnn27FnJv0GB4Y3DEvhZ3nSLpE+8R/rHFDBKBeXD7qK0qUbSXoLscIYBAMZuXrLiQmiOfsNT9T4wfTSol9oiHy7OzaLvXr9+/ca5Tc59cF7N4eFhXr16lcvLy5Kzw3UYC+rMOJHTcHx8nKOjoxwcHBTltr6+nkePHhU2yPlXdaIc9YBtYZknoQIMJG1jzgDkk8neJc7DQBYsK3YkUDgwnZbJvvIuZAWj7XOP0DXeTM5MLW10uIw5Y0aMOQTD0TRNWUXi8PJwOMzR0VHatpsDg15glZoB4vn5eWFZzDIyrugTwE29IhMQTv83TVNAFjoKpscMDbLN3De7DePUNE3JLWRxA8Vh25otBqjRl8i7r5mXnPSVPpajNtp9rEff/2rLVEYimeh56+YaCCbdg3ingau6DtbhSTpgmfkMi+9kci8ymQXkZoGMPhBj0FIzWa4716A7v46Q028k+ctJflOf/XqSv9u27V9qmubXb///D5L8sSQ/vP35w0n+yu3vmYVBo4NNR9JAT84asDhui8FnonA9iZn20DBWDDTXAxyWlm5Wo7x69SovX77M69evCyA5PDxM00w2Jrq+npxEjfDgkWGgPv3003z22WcZDm92cWVJbjJhXsyOANLcVpRuvYMtytuCjkDSB2a7TFV7YpjOpE/43Ct85ikrjDmT03kRngS+3isv3G4UOeHOvkQ0+huPH68SMOU9Hp4/f57PPvssr1+/LkstyeVANlihkHS9fwDNq1ev8pOf/KRsQ87y3Y8++qjIxubmZscTdvIoxpHQBQbLgNuKygqT3aTJJWPcMUR9zJdXuSBLyN0M5fONykqtyM2+wOw52R+2sx53CnMchsNzif7kO48rni/jixOFs4MMm9Fw4qfBJACJ/BtOg6dtp6enZRUjOg0GBhlmLxOeDdNo/YtBYQyRewqrPtfW1opO8Nwwo4nc037ay5g4lD8POaHQR5Zxy1If4zCN8fAz6+f0Feso3oUONoNbP6eP5XBd+RtZdLjGeo3iEPQ0hqVuRx94q1mX+u8+UGNb3/c8SIi78vLuBDRt2/69pmm+V338S0n+yO3ffy3J/5IbgfqlJL/Z3rzx7zdNs980zcdt2/70jnd0GuqcACtQvK2lpcnW8T6HBiNuT8HsB4rMBg6jDyVLh/Le09PTnJyclDNVVlZW8vz581xdXeXzzz8vRgSvxXUfDof54osv8uLFi7x8+TKHh4dJUpaGDofDskKhbdvs7+8XQ4PxgY2B7kYR4z1tbW0VY2JjTftYMkyfoXgsILyf/uM5dTKo8wnmKSsoX8aKsIKNifdaoNAvsBFLS0sdVm5zc7McY8GzkLlaoQAmqMvV1VUBM4eHh0WeRqNRnj9/XpTUxcVF2YzRnhke84sXL/LZZ5/l6OioGBSvjkHp7OzslLajiNmFuA6jtW1bvGwrySQlAdZgGrAP68IRGGZtDNCog1nBu2Ld37SsMEbeqwOmhrbSPvQEzIv3IYLVRO6dCOtwFuCE+eIwKGEnZAlmxt6mFySQII4XXbeJhHJ7rMjJyclJByQDnldXV7O7u1t2m2V8eL7DoMyTpAsI+Y45gxNG3/SFG6kzzzAbZgZ4njqFuhpITAvXcE0NJCh9gMcOoz/333bk/e6+vuFabOUs0FGHC/1c8uGwMR6fJG+MZR9LM23c6vsoyFAfW9PXTjNKbCnQ117Kl82h+VBC8rMkH97+/d0k/0LXfXr72RsC1TTNj5L8KEnZ5TSZnKXiBLLkZsKfnJyULZ9RRjb89q68bTwUMx3GxCUBl+cQN8abwKjt7e3l8ePHhYXBQ+ek0/aWTuZsJxQCIabT09NyRMLh4WGGw2EePXqUDz/8MJubmyWR2EgUYTU1buNhrwvjaa/fkymZhCKYXPUkoy9A9J5UFs67DFVP+dplxau+8ChqOp09F7a2tsrEcKIkxoYJR/jODB3KHhqf5auAGe/oiwfE/iEYPOT69evXGY1GefbsWVniz9hiwL744ouySZpZOSb8+fl5nj9/Xhg2GAYnm9I2M1nIB3OjHkvqyJhb9pMUJUJ/mT10fpJ/7uF5f+2yYjnZ3Nws/cicTrrnnNXndTls5tCxQ2tJSkIsuWnIErKFkbCOcd5R7cC5j7w6yqEFj5kPxLQB4hrCB0nKFhHssXN8fJyf/OQn2d7ezmAw6DDCNhbUnXd5A0vmCvJthodkY/Sq21gDnbeUDZevVadQp9vPp/7vsaoNdc/z32Bw+p7v4rnE/zWQqq/nO/dx3dfMVYMmP8M5Y3ZgmcN1O+t39JW6rjUjQ336rjFIc04YCyNmla+cFNy2bds0zVtLZtu2P07y4yR58uRJS2fz41wZlAIrQHZ3dzvLSjFUKBHHuTH8eGu1J5pMcibYBvrzzz8vq502Nzfz6NGjsqPrcDjMy5cvMxgMChAjBIU3ixHBa9vY2MjOzk5WVlby6NGjHB8fZ39/Px9//HE2NjbK6hZimAAq1x9Pi2x0WCcrIVgLAxd7mjXl6JCLwwUoSQs/XvxdSVnvQlbqPCv6jDZcXV3l9evXOT4+zrNnzzoGC4PvUJsViXfmxWtJ0lHosHI+E2Vpaamsiru4uMgXX3yR169fdxKwj4+P0zRNdnd3S+4WMsUyTcJUbMOPIfY+KScnJ1leXi4r8NiWHrlHMWGMYOmQH4CXnQJkAPllHno1jL1tszpmr2wQ37WsWE729vZaQj5WppYb9vpYXl7Oxx9/3MmlszPlZc18zhhYHtq2LUB4OByWU9L7DFTNdAGKcCicPMv1PMPOBrJVh0sANhgPbyZqlhcwDLh2+BHGz+H72kAmKauZADXWHQ7dOffILOEdYey7xvwr65S++6eBg9vr+57Xy0rcV/7ttPYBlPpaj7NlomY8bOMsW76WZ5iB9RhOY1tmgRp/bh1pu0yp7Uytm4fDYcnfmgWiki8PaD5vbqm8pmk+TvL89vOfJPk5XffJ7Wd3FoMXTwC8GzMpLK01e4HCRzkkkw7f2toqHpJPVsbLgHbf3NzM7u5uXr58WXZk3NvbK6EkEvlYzkqnoyScc4JAkMDJZlk7OzvZ3t5O09yEg9jlmLNPjo+Py7ktT58+LYat3usExsF7ymDwUFQobiaE0S2Jmwi6k/f6UDz3AyTfonytsoKRZdydxEafw445wZk+gcZnYjunin5mQp+enhYWgs9IjPbhhU3TlGX+nBkFI+eVLfaeATooGQzGxsZGNjc38/jx48IKouQwLA6D8dnTp08zGAxKEjAgjsRkwKgV3srKSskFSiZ5BIw38gOoqsO/dYiBe3n2lzBUX5uswJoabFBvxuz09DQHBwdZX18vBpl5A4Ajr8aGA6ONMwMgwMmw8WeFI/dyP3XkN32IQqfOtWGs70GGkNGa1aEAdp88eZLHjx93Ng3lHegS5g4hMBwzQm3sj5RMDru1nBqwOFQOWHQ+jsN5b1G+dvtDmQZGDEwxyjXzUl/P536uGdJp99GPfF+Dk7t+u071uwyE6uv43I7INDbG9a7bOq0e7rv6ej/DehE5Qn7v0ilfFtD8VpI/k+Qv3f7+W/r8zzdN8zdyk4x12N4jfplM9oSwsJitYeURh/p5RVMyoWPxHvBOm6YpCXaPHj0q6+ud4wDYwRA9evQoP/3pTzsZ+CsrKzk4OChLcNn5NZkkU5lmhX5m5QH7mXiTrYODg+Jl8xwU4NbWVp49e5ZHjx51VmchlKwwIOkzmZwTRT4IBrSOVds7pO/ov1q58D9JxQ9BVmBGlpaWOsdAUAj7bG9vZ2trK8nEs7XnaCNH+7iu7m8mGAqalUpQ+7yXlUODwSA///M/n+SGUXn+/HlJ4HTyXzJZube6enNWy0cffZQPPvig5HIwjgDyw8PDsvkW8rS3t5f9/f3s7u4WQwWwJ2eKdiVdWYGRcKwdsOfwr+ell9qiqN0uwMFblq9NVqgjANVK0/OBHDv62Pk1OCkOQSMTNsrMQeY8+S2cUM1+It5GogYd7luXWul7HvsaACQGATCKrqM9T58+zUcffdQ5IdwbjCbphM3JyQHEJRMd5n507l+SkhANW5zkjfo71+0uz7sqX7tO6WMf3P/3ub/+u4/lqd9RA7ka0FD8nJr96ANPfQCR++2Y+J6aMbN+8jv62lSzLHUd6+dNY32QX7+zjwGeVu6zbPuv5yYB62nTNJ8m+Qu5EaS/2TTNn03y/yX5U7eX/+3cLJn77dwsm/u1u55PQdC97wIGG5bj8ePHb+yNwCQjtptMVglcXFwUMAEbggKvY/wrKyslB4GQwMuXL/PP//k/z+HhYVZXV4unsrOzk9XV1ezv75fVJuRseOVD294kY+7u7paQGUYJRVmfmstS2ydPnhT2wBvuYWgdk19fX8/GxkaJvzshFuXL9cmbeUqs8DAdaQ8Mj9Ofz1NWag8XEGKj/fTp086eKiRwJpMQI3IGW4WsWdHzHtgsn5T9wQcf5MWLF3n9+nVn91dyaAgdPXr0qFz78uXLsnw1mbAeGxsbefr0aX7hF34hjx49Stu2ZSUMbAiJnrA8LMV99uxZOVQOsE/bkRVyxAg/seQX75l5h4xgkE1FOwxMv1suzBzCYEzzvL9pWcHI18DdoTvOXUNunFzO3zZOJycnxUFhR11vBwHzy7EpyWSXbkCRZbfuU/+Y7arBJO3jNz8OOxh4ojdIht/f3y87bQPka32AbuU5/M+zLy4u3nAKPVd4jpk6gKLrbyA8DzmxvFD66lIb0vqamrG46/q+d/KMaUCnLjWLMu0ds77zc2ZdM6t/ZrV71v8Gb8iuQ1ImOJgjXxnQtG37q1O++td6rm2T/Lm7ntlzX1HweMuAGxq0snKza6uXdpuadV4FnQGIITxF2KGmPJnYXtq6s7OT6+vrvHr1Ki9evCiKiOsIKezt7RWP3TkITFKM5OHhYTm7xQmlsEkoB8JePtMJQIN3jxJFUaKEUaT1qii8K3ucLlyD90nf2mOnPbO87nchK7UiNJBBHlZWVrK/v99ZfovBon2EEpAV+oqlrWYyPPHJXXn69Gm+//3v59WrV/n0008LPT8cDotsUKdHjx5lZ2cnP/jBD/Kzn/0sP/3pT3N0dFTqtbGxkSdPnuSTTz7JRx99lOvr63I4HLtQwzQeHR2V09tJev7kk0/y6NGjMlfsndsbInRC2NbMpPvW4Sza7aT98Xhcktn53MCXPp8Ffr9pWXEuEYbU+gRGjMUDtIP5RHgF5hiQa4cFPaB6FqCCrkomRoU5bmbGjDT3Jt2Tvp1PULeRvBjPUfrejBlhR/SEc3Zg52rw5IUSyADvIbfKjlDbtiU8bzCD4+U6OVRmD7xn7L9xnTKt3GWc73NfDTpmPdvAw8CQ//ve3/f8Pqamfncfi8R3fSDmrrb33dNX72lMjkEMMow+Rj6dtD+tPJidgmk4k4V8EdOzKBQUDQACBYQXMhqNCg3MvhoslYYuRcGYGqWzAQwk/WI8+PEW8skNyNnd3e0gSkI1juF7ApM0bPAG/Q2AcT29NwCGhj0nSDDFuFMnNt8yxWthcHKfPVp7Uh4f6j5LoN5VgYmCuUJZ2/ggPzBWliN73xxLAKNB/1Nou8/t2trayu/5Pb8nS0tLefr0aY6PjwuwZVJivLxF/KNHj/LJJ5+UQwmZtDs7OyW8eHBw0AFsjA9Lb7e3t4scPn36NN/73veyv7+fpLsiKZkwFcvLy529YghLAowJk0zz1sye8lyAe62kuP4u5fNNFupRx97pG4ePqCNyNBrdbHA2GAxKCAV2yxtbGjCazWP+sLLIeotrkq43ai/VfWYggxwwpuwps7Ozk9FoVA449fk/jDXOF8vTARVmiGgrAIP3kTc2Ho/L1gH0G8/3XkXWEYSVYCV5h0GT83jmWWrdmNxtoH0NbZrWlhrU1M/vAxe1LEwL19w1z/pATl87+gDNfcFM3+d8ZwfL39OmGsjZJrlfvzJD8y6KJzhGlh97RQACexQYJ7xZJ6ZhTAA99VIxdtx0nkkyUcb2YhzyAaQQMuL5ACyvIAC8sOrhyZMnefnyZSeHAW/RDJGXFuPl0G48ZMBL7UEjJHiXxMC9zBZPybFxwhnuSzzAJDPZmXdZDEyQF8YAJs4Tg3FxqM0gJ5kwb7XHTv/5TJu2vQkr7O3tlRDRyclJWenGZmrU0wntg8GghKGSyaQmbIEB3tvbK/Xg/K6tra3OJN/a2sr+/n7JDXPyqkM+yG1yIx+sGLAhQ57tQDhkST8jIxgwQlP0ITKapGPE51EIKwIynVtCm81s0GbnHjF3DIQNPFjF6P1YePZgMMje3l5ZcmoWpGZWvOdTXWrvGjD69OnTfPLJJ8XxIpn39evXJQyapOQPfve738329nan/V7x4l3GWbnE+9ER9KFBVu0sjcfjwiJ6DyXabZ1oOZtnmWbk+awGFtNYmLe57677+xidPial/n8aaJrVx9PATd9193FS+u43mPL/lnuvvLS9NsiZ1Y4HAWjwmExVmu2w0iGcghFgMnB/vRTVRgslvLS0VA6O866a3s3TCW8GBRhLJiqJmygGcl8wEHi+ZnhQenhvNgBWtBTHmDHKhDgwcu47Vh3g+XOSuFcEYdB5NnlAKEGHL8xeGWHPq9BPGB+MM8DPuQD1SifailzZa/SEcU4XG5mZ0je4IVzHc6DqTaH6zBvetbOzUwADRsCgnPBXvcs1Y8N5YzayZtFYWZKknOydTJSSc13IramBG+CW55Ofdnx83FnNQzFjQ3/Moxg0UHeH0ZjXgEVCTTbw9KGZpqurqzIuzCX3uZ2AwWCQTz75JL/zO7+TJEVn4WTB/nolnHP7auOFTO/s7OQ73/lOfvCDH+TRo0cFeHz3u9/N5uZm0W0vX74soe3vfe97+eEPf9jZaBOQRgFgAJbtlKEvmHfelqJt27LyiXy94+Pj0i6nBzjnhr/nzfr2gYO+UjMofd/Puq5mX+7zzFn3TPtsGgvjnLdpLJP/nsW8uL31d7Pu91ibmbHzA/Dn+CH28OKeWeVBAJokHVQGW1EnZzJxoT8BMYRayBOpmQ2ew5LB8XhcDgAEePCDkuYHNsbABhCEgYOqdrKuFeLGxkYBTxgSvFp7SnU+AqtTalaKgWf5KfkBJKOalkRpGQ3zbJghe1THx8fF2Fphe7LOu1Bvg19PHsCpjxhw/ghg1/cxbtDrAFp2dsVQe3mvk2UBNQ7bWGE77Afo9Eoi52qcnZ2V+w3syQNyeA35JXwFWPPEJ6SUpGwkZ8bTcg8YBxjCxiQ3nv7JyUmOj49zdnZW9kPybt1mhmpg/i6LnRGPMfJCDtXS0lLJE0kmxsCsgfULc4eQj4GeFwXAyP7iL/5i2rbN8+fPi9w2TVPmGmFhAAKH2CJflKZpSo7cz//8z+fnfu7n8uTJkw4YZ+k420M8e/as6IXd3d2yl5bBup1BdKABrwEH39fAH+CCvF5eXubVq1cl4Z5cI+TfZzih62blW72LMg1UTJPjPralZm2mMTJvU4c+hmfae2cBLe6rWZ8aEFnmZ7E+094xq01m8GpmBt2MPNqRQqdw76zyIAANg+8kICZLMkFyeEIYaFPBTAy8IHaRBdDgDeEFHx4eFkPj1UYk2trAJZNTqa3kuQZPe3l5uVCrgBZyHWzwkslGZRg1GxSDDisYCoKDYBjIOLzBNTZSgDH6yozTeDxZ6loX2j5vb4o61AyevU48QFgqf+fvCUl6bPmccIP3muE+Jzja2zSIYGyRJ+oNo9a2bVmen6QTZkThA+apC57/+fl58bQdDuMaJ/rybJ9ODlD1dfVKE+oP2GGOshQZw+slv9SHeTdPWUvuuuQAACAASURBVGFeOyRNH+EkWO8kXe+PeefFAPRf8uYcpK0Ou62srOTDDz/M6upqAYH8cPAogIN6Doc3x6G8fv26LCDgusePH+cHP/hBfu/v/b0l+dbOCT+DwSBt25YcG0COKXzGKpkYE4cgzfgBtpln9Jv3REIGYY9ZhXd5eZnd3d0CIGH4zFibAZ5X6WNB/H/NYEwDP7OYjr7vfU1t+O8CONPYGX82rU51qa+powXOQUsmwGIWsJvWR/7butsOSNM0ZZ5Y5u4CiA8C0CRvMjQgs+vr605sF7bCy2tJeETBem8WG2wm38HBQQEWNkq1BzIeTzaZgjFysiPAxrksV1dX2dnZKXkUzvNwyAOBsOFyDg+Gyjk2FBSok/vw4FgFhYKCMbBCd76Q99pp27bE2PuUV5K5A5qkPzmO3XLpC8fnuZacCm/nTqgIcOO2cwAg8kC/0Wem05ErxnNjY6Oc2VN7GMg6Exd2DLaDfVFg9ZCH6+vrsvoNmU9uFAj7EmGw+Tvp7uNAYjyA20nhvo53Mi9sPKkTRtKrxzBSDyGU4LmaTJgqdAztghE2gEHeWUk2Ho9LuIjrPa+SlBBeHYIi/DQajfLy5cscHR0lSVkhhSOzv7+fwWCQq6urvHr1Kqenp4XZ2dzczM7OTp48eVI2X2yayfEaMC6simTVpesC8KDN6BbmuPUSDhL95I0qrYcNktFLyWRvJcAa+tasjJnMh1JmyasdwNqw3sVQzAIyNTj239Oc2fq9fUDB7592b99zmQfIvXUQ9zC+dRv63uN6oif6WBsKkQhfx6rMerFKXR4EoJlFldXCjyJp27bkNaAYaloK7xejcn5+npOTk4L6MPh4olD9ABPeZ8oVw8cGaigxgBBMEPVF2TOR2T2W3A0UiYGFWRpABsqHk5udeEx/wEBcXV11VldgZA288CSTFCUHsAIQoABrhTNvQNO3AqlmUJz4COAgvJBMwg+AY3IGMFDX19fl7DCHGkejUQHEPB+AZCVE+MGJyoQ9AVgYoqWlm12o/TngxaEoWDxkxZvAWeYZc+rOOHNKsgGMQyVezu/lkgYr5Ac5yR6QYzDj8ZlHwSAb/Cfds2scRjZrxjlbAEbkCbDpxGHmCc93LsnBwUEH4HiHa67HUQFce0PIpmny5MmTkutjthk5go2u99Cxo+YcQvQNB1WyBxPPpb+YJxghQBc6ynOLwvfD4bDs/UU/I4+sKEX/1aGNeZS7QEwfe0Kpw0x8NoupqcPIdj5txPvA0CzgVNfhrjb5HfV97IuF3UTOkWd0bs2c9LFK9IdzZur3uvjZFNu5WeP1YAANyhMlbxbEGfFMIOhLaFqULXQyAsO9xKw544dOhtkBhCBcgBTn1CTpeP2ORfM/K1Wc1Z9MGCgGC0E2CKs9nOXl5QKyaDNCgXKsPWGoaAwcYS6UunfWpX0oTLw+loIT+kA5foljD772gkCj0L16CzAJcKxXZTnxzGPGc5G98/PzHBwcFIOEjBF+sqEjT8BnBgGISOYFgDkMCLPH2OBRo/jJ0WD8HTZBsXh/Itcf+aoZCowZ40+7HJ5FqRrw2kiurNzs0cTzUTT0C/Jk5mdeBbDrZG17nPQBcxyg4zmCYrVesjd5fn5exgiZQ9cQTmaVD/1Ts57sPA7zA5hs2zYffPBBJ8nf9+JccVgksoDO9F5UySSnC+DK2FBn5yBaJpeXl7O9vV30BflTyDvyTZ1hsXgX/cq8gK1xGHiepQ84uNRG25/Peqavs8G33rLTCeB8GyfAtqnv3j5AdFcbyPt88uRJ0YfYUJg65hAApwZtdV2wm8w1gxvPpzoSw//kBn4rQk5N0xTP0kKOYnT2PSuR2DvEwujl08PhsDAxLKl99epVDg4OSoIkXgmAhg4zo9M0Tdlkz+cpWTnA1tAWAyS8W/aKOD4+zvr6elkuTmiNyZ5MhBDDCUDDIHujK/bVsSe4s7PzhnI+OzvrrIax51UvrwUY4sHZk503O0P9am/IeTBJSt/AVtFGJhoJnRjyJJ34/8HBQWevmGRy4jvGYzwel1wBzghbX18v7Eqdh8C5Sow7cgBAITmVnCgSKn0IJmFR5Ob4+LgTanLYMskbXjUyz4aP9BtjfnR01KHWa6VkUE3/w1T6zKJZHti7LIyf5Rw5cdJrMmGl0D3ebyaZJOvTxqurq3LuWpIyLsgQ7zg/P8/R0VFZbQh9nqRzvAbAAAYItmhzczOHh4eFCVpeXi4MiJPMCc8PhzcrFj0XADqnp6fFqCR5A+zY8YHhTibzDLmnX90n6F36GhaG58MmkadH+HTegCaZvpqI/6njrPBP3319P1704mT0u+p13zKrjn3XuBjoY5MJPR0fH3ecMGwxIJ255X5w6NW5UgZA6KC6vjUDxDjMAjUPAtDQuSgPJrc3yiOpjAmC8qBTmeRJ98Czy8vLfPHFFzk8PMzh4WGOjo5ycXFR9u0w1cffKA28a+qRdE+phnpnUsNg8G6vwKk9vT4as1a2hEowuHh4rLyyAgKE4Wnt7u4WZQF9naSEURzywjuFGSDmTXjBq0MAWfMq1NeJnChgQCHAzmE5km1hRjwxnMjKqdecqXV9fZ3BYJC1tbXiadesDOE8Qp/sQeP8BP6v9zZB3vHQ6XPqijIgP8yUL/lSrMo6Pz/P7u5uxuNx2ZyPfnGfIEfkdpjBAHDxPId7Ucb0MYwAoBpAsLm52WGG5lHqdxukmM2jj5hjXmUGY+kkWeaY2bqzs7MSjmJhAMATsEP/sIfM4eFhB5iTlG0Fv7a2VuqAzOI9A5gJGeFkOTnczpLDmSsrNztpcxQLOszgnncAauo+Qka9xQX9nKTkj1lnA5xZjgtD+BD2oUlmh4/6ZHlaeKdmEszIoyt8XAaMeA1E6vBMX7kr3FNfc1f7TSaMx+NytqFD3z7Og8+Y77VT6We7z6wbDWYsR2YcreMffMiJQiOd/IMhggnxMlGDjN3d3TI5kpScmFevXuXzzz8vO7nWuS42MBQ6MkkHLCQpSyO3t7ezvb1dwAXKkvonE0MJ0rUB2traKoqA+uD5ogCSlNUsnPJdAyHewRJQEpItED7SgMKkQ1E5fktdYQboB3vm8yrU2+EX538AArwFOxPCIUKAId4mxwqwIZnzlQhxMZGRMYw3jAyTPZl4OpYVZMyJv4AZxh9ZgUUiB8v5Nt59Gpnj2aenp0Vpwugg985jwPu/vr7O3t5eGVeebQPLb8In1Mk5NNQfhulLHjr4tRecG692SrqrmLwKENaGBPJkwgjC9rLKC0eAA0o3NjbK93WI3Ll4SXdFFd7w9vZ2Ac+EbrzZIu3Z2trK3t5e0TM8sy+pm+fQhpWVlRJSJacKB8v7xiDHgA/CjJZD2gGQYqy9wMIbVSLvBmQAoodS+kAKetFj1qcHzcIk3VwZ9D46l1ypZAJm63f3sZxmi+q5NY0RdZ0MLPrAGnZja2ursIDID0wNNpm+ITfQtqy2UQYw9+l3dOvS0lIODg46odBZ5cEAGhgDAxl+oyiTCe2dTBKFMA54sXjSJycn+dnPfpajo6MCkhAu5xd4ySLeCoYhmewim6SsMPCGXShJLzHDiHriJ+lMaue/ACjoC4d4RqNRBoNBUVLsRZJMaHKf78M7OHjPVDteglfI2OPH8GOwrJjX1tbKidHzLBZqlCIeD7JhY+RYL0oc6h8w46WyTmwlPyGZTF76GCaCFUbkZqHEUAbeAA9FguzioWEwCWvyfOchWM5IZHV7mTvchxzgAGAcj46OcnR0VMKggCdkkPo4d6ZOYEcZ2tgm3U0ya6/zXRbmIH1mxhFZdqgVI01bPQ+QMUJMsA+8I8kbW0EkE0PFvLFj5IRYmJDBYJD9/f0O+wUQ413sTeWzuGoHzw4K89s5gk3TFKfH4U+YuaZpis48PT0t+TNefWp96rY6P8v94D62lw4YnifwnQUEprEwvsZ/12DG0QaveMW2eNWg6zPrHX3f9bWhBjFcNwuYGeQTokQex+Nx2ejTKSEAeOQNHdkHQOwk+Z19/Y+NQvfw8+BDTihBrxjCUOPxecAcF09S0GHTNAXMvHjxouRBsFSTie+cCcASiU/OY/HmbKZ6OXwQpIonj/LAY+F6hJWlvAgCSopVAXg1vN8oGsOBEsGLNBpGcRFWOjk5ybNnz0pfEsriWWaFzDDZ24aRMCiaZ0H4AaVO2oX5YMI6rwn5IGTAGNBPhCQJnwCOADcYFsCjmRN7s97wb2Njoxx1QII3O/ai0AAshDcxOowFoU3YKHKCUCCeE8nEkBvgcJ3Dnr7+5OSknPPDs2om0O/ySeUYXcILvM/U8zwKY+7QXx1OccjVbcK5cpsJLTnMwtgkE+cKcMBYcz1hqCRlawRWIm5tbWVnZyfr6+tFZxHCROZoC6uTki6wZ+8Z8rEwSmbaqCd6Mpns7Oyl+dZL6BtAO3tuAa4Mzu0QJZOFGzXYsXwYND6UUoeMku6utlyT9O8ZY/2DnkEnAHDM+tXzi+f21aOuY98cuw8z2sfUUGfAFw4Jc9zhZ+SRNqLPPP7Ykb5+cl/ZCayBjXWQnf5p5UEAGjMwGAkn32EQUPgk1oIGUUbLy8tlB2DTwtvb2x2v0xPeqxwc6mGA8IZQgMQ/nWDLIKJgrGhA5yhIL2U00KE+7PsA/W0kbBal9sw9Idq2LXkSSbK7u1tyJagbiBvWhj4kg92eJmOCYZ+nN+VQGl6y+9aJ21dXVzk9Pe0cOcA9NjovX74szBMhFwATRxY4GZw68DdGzUt62Q9pb2+vGHyMoEOayDiGzbvu0rZkIo9bW1sdI0R+DUbO7KVXs3i5LwqU2D2bvT158qSENQ0CUeYoNu7F6NmA0ce0dV6GinrbaPI5jhJKFOPOmJuVI4n17Oysc9yDjRXMKAAF1s8MKzKBY0RfAsJHo1Fev35dgCHJwM7LQ6ZgWF68eJHT09OMRqOySALgjSMGCHYYOpksX8eBxAHrO2SS/mHO7e/vF/3r/EMDZ4einPeVTPJxzGI/BEcp6TqS92EEfG/y5g67NWvjBQbuO197F6tJnXxfH9iq3+/vuMffYQfYtoB6cg3jif7A2fMeaX4HcuR0Ba88pX9rMMO1sDzeub1v01eXBwFoksmOthhOQj7LyzdLBhkYvCkblyQlsz9Jjo+P8/nnn5dQBGiYpcl0IsrZeTVmKriGM6OsGOvQDoBmNBqVeninzrZty5I3lBvCDJDhO6PaOlEaAOKYeJJO7gbnt3jzL8fJk5QYKM/m/RSAjyl5sxHzLMhFMtksjRAen9H2ZFJ30/x4H6x+G41GHeqeBE8vowUAoOgB2TboPl/MbA6TE0MF24bnSw5F0zR5+fJl2esGIwZoI44NsHWeEywa4KVOZrVSoc4YlbZty6oqDA5KF7lwUqPBEvPA4QgvT55HQa7JoaJehJzow/rYBuYCfQcYOD09LSFlvkfB1sAfhpS2M199SK5BMSFA2MG9vb0C0GHjCF0xTs+fP89nn31Wko4Hg0EePXpUQFB9IGfSPUoD4INcOsQFGKFfAM5mtSw/Xu0CWHT6gBOxzZbRXzU78a6LdRz/9wGZPrBhgFCHk9zXyItDmwAC9EkfCOp7V1/4Zdr1tiXT2sP7CMU6twonltwq8tHQGXYQuMdspeWljib01Rn9TJ0B/Q6HzgKYDwbQ1PSZ0SsdhmdkoSKRLUknzo0gGQDBrqyurpbzefCwAVMoKSs2CsoegYSmJf5NG/C4uNa5CXjJS0tLJemqDpEwKZwrgxI0M5V0KTvCB1DBPsuIUAfC5dAWSh0E7vAME4fJd1eW+TddAJ5O8gSckGRHX5j1Q3knEyV8dXVVDAlGzuEmZAWvlX6hHz2RXR/6DO8ZbxQZRmkgXxiP09PTnJ2d5fDwsJOngVdsQIbBtEdoT8nsnsE6dDJGGiVGGDWZhCHsidF2DCyK2HIBkOFvG/V3XVCGGBPmq5lJrqsNGjspAxhJuh8Oh4UJsULGGcAh4Tm8G+ACg4IuGI/HZTm2VwvZeOzu7hZgRbjUxyhwHXkM+/v72dzc7KzwA4Tytw0MetI5Q/QPLCYOkg/VBAghkxgr731jBo82OwRl+ZmnTknePCMI4DHNeDqEQrGzy7xi/NE/Bi+eW9xfv68O1djY+xo7/H33+Lm0ze9ERxJGtT00s4I+s93BHtIORxq4xuEihx8NzGpWDCfSK6zuAr8PAtAwEWyI8I6J5SUpq1JshEH5GALT9MlNuIVEYYedbPChZVFiDKwnKx6Kk5NtUDGyRuiwJRSEAc8b79zXU1eMKQaP62BWrCitQLe3t0t/kdSH4tjc3CzLuZlYXopZh7JgZBCwlZWVAtzmVUxFwkIQqmFimcEBmAIaiMXibZstY7fgendkxta5CwaYfl+dxFuD74ODg7I9vcN8SToKjsnN0nB77MgvdYQBRB4d5rGicrLz1tZWh/LFMaDuu7u7nXmEQXLeiX+c/4USYxuFeRR7scwVZIN+9jJ4OwUYfJZl17lYDnsiQ7AU3o07mcxTViyNRpN9r3zCNs83A3N4eFiMAwAEQGCGEkD++vXrnJ+fZ29vr+TfAJyQA3vW1JMVpMz5ZHIgJywj7yIkhi71ETRJOowezzeA9HEhyJKN4TxKzV747z7gMqugGwCUDsE5b7JmrGrgUbOb9ZyzjpjF5kwr3O9nWPadI2XHEMDOXE9uZGV3d7cAEPQIeoixZd44r8tERs364FQ7fOkx6SsPBtA4pru0NDleAFDgsMjp6WkHBcJKMNGh+ekgOpaJT74C3o9ju1zL8/HuvCrIlCv1ZTms0bbzXxg4BgPlYcFAOaIUrTRRwPbWqCdsDoYV4+J9ZTDqCKmBnQXJHiYChSEAuc8rLyKZABr6EaCxublZjMP29nZJ+CU3AOXOgWfn5+dlWTQAkr4YjyenscOosLSZ8SLXBLkkxEXuFsDck88sHSuiUHLIisMkKD7vC8P5YLwTwMNmfBgaZALw7MTuZJKwCRPEHOM5ZgfpA/62DPMbsE67MXTzKm375vlegMiLi4vC3uIkAIwBiufn54X5MyObTFaLobwBRuTaJTeMqEMN1Gk4HJa9jrwtgFkTnKSzs7NCszvnJ5nkVBk4k3hM3hjMMYVnANa8UgpDnEy2qqBe1Il2kCsEQDYD6nzGWqfUxhe9Zh04r9IXjnGZBhzqa5xHxjyEfUO2sAWwWTVbYp0xi5HpA0FvWwyMqNOLFy+KXYGRY3zNyHA/Bceqrit2zcCtry01U2NHwysrZ5UHAWgoToY1peukIYwUTIWT3pj4xNxM+7dt29myHSOXTCaolb1XoWAoWRpt74higEOdHUOtc1Jqqt6GEQFHcJgYSUo4BG/Lk4L+wzBxP32Kd4QxTlKUuNuCF2GKGpTcd7bTuy6EO2iLmRPqySZ5ySSh8uzsrABTDK6BokNPAECMOZ49O2WOx5PjAQDdDmEl6QWyThwHKFpWLOvIFO01WGHPEi9VdxIqyghDnkwUHiwhgM0eGQmrp6enJbxpxoVnWLHV+9IgT4eHh3P1vDH2zK1kYkTpR8AL+SE4JyhQAJ6TenkuTASA2AsF0FXJTV+RV3N5eZnDw8MSIqoVOHXkOQYMPJ+5a+8+6TpbbGPA6jUYGMI+pvJ5FqwnAMOHq1Iw1JubmyXnyqw1c9HOJA4h/WFGejwedxzBeZX7ApZpn3EvsoK8WG8yrmZpkMc+J7EP4PR9P60us+rN526360l6BsCXcXQemB3eJCVU7rwt3oOudJJxDdysW8AAgG3Xd1Z5EIDGRt7LDtnUCcGwMmdSYtDxhvGsyGGBWUgmDIwNVNJd555MVi0BlpKJkXdoCfoVzwvDg5eN8jGlZrBiGnk0GhXDY0/J15qeRcG17U2yMcqDTdoc6gLUYWj39/c7+RJ4UBgnHyBHn8NOeEv1eRTCPLByAEa8byeWO3mTXW9rpWIK/Pr6upNvlUyMi3NWAEIoIsAT8uHQjid2MgEdjKcTeT2pHd7gbxtoDA37QvjZDkk4pEaYg/Z7F+EkhaVZWro5KmNra6uzmSOyjSIGZFEXnsvnPqT1XRf61CFTgEcySXbFE8XgY3hhSgF/MBieR8zDuh8Ib8PGICNsfsmqKLMeZor9Od8hd865cqlBQnKj787OzsrWAYRUk8nhrBgrbzLpsaWYUab+MFiDwaCT32BW23oFZxDDZpmcZzFA9P/Jm8u162KGof4foF9/79ySmv3qe5fBUv15DcQMFmaFpPqur3ObnBOG3sG2MU/29vYK8GHvoiRFTp1/WLcBfVr3j21snWN0l+15MIBmc3Oz7NeAMry4uOgwCG6Q6XB7G6ZVm6bpnPpKR7HfhjurNt5soJVMmBImulcZ2YiZnXGeAzQ8wgEYQWlwL0oW79rLhWFl7IWZxh2Nbjbfw/gm6WzClaSs0rm6usqTJ0+yvb1dlDf718ACEAdNJsiY3JN5GSn69vHjx2UDPGSFPV/c52YNULT1JlZecbK1tdXZ2wcP3UqICWcQS/iAfkEx4PUmE+oVsJVMvDmH/ZAP5204kZR5wFzhpHDLip8F8KYNtANQ7yTNnZ2dMvYkg7L03MwDTBeGyueSOfzhPnnXBUMCgENH7OzsdPSBr3c+jcMwDsEkk3yzOuHbuwcnk/lGaO/4+LgoeACg57BlqwY0yAr1ttebTJhbM1BNc7NBHkvDabtDx16o4OM9khSWB4dgPB4XZhMAx/XscEx7kHMcDx+FYM/eeVcPpVhmHZKZBSDMlgAEHBY0W+XQSv2+mnHz9zUTV3/O37MYkGkAh+9sWyAKzGITSr28vCzkgZ/H+OIQ9+VHYcfrOrm+XoXLOJidnFYeBKDBWNbLSU03gfjwwJlgXtVEDJuJgqHCMIEw7YnU9DF/c44Pn9m4o1yMsJnAfGejZ2+b305O5JkYHPIf2rYtlHcy2Wa8aZrCxLD6YDgcZmdnpxgYrscLImk2SWFhSDIlVEdYCmB4eHhYvH1W6MwTzCQ3yuH58+dJJkYIxeoxhqEDdGKkGEevNKpDPyRsA4boT8bJsnp+fl72JzFoqQ2SFb29GIc2kQ1YIn5gHwFQTGwMxdnZWXZ3d8vyboNegDNt49mDwaBzVhT9w/giN9DPbPzH/96VmvlIe6wU51WoE/1G3gzgw/1Pu7zZnBk+5ojZTFgdTmRHFpKJ58k2DT5DzgBympExoKmNXzIxssgBhhJ5tSw1TVMMD0ejAD6Y17zHIS3q6FwJLzYwW4U+8yoZDF3NLpPTlUyOg7hrb5FvuhgcTPvev+vPDfZnhQGdoI2DZUA7DcBMq1sfEKjBjhkmgxau9T2uqxlEr4LDLuNAeTEACxaQe+vCPobGBbvZF3b1fX2hOZcHAWiSyQog001JyhlGXkY2Ht/kLDApnX9g74cQBLQ8A1YvHyTMhZHwpnRMwtqzN1qsDRlejBPD7A3WCszgCGWCEJHHYlSbpCT8JhPqO5kkyQJyTLEDjsxEWUnzOW11TkSS0pfzBDUwMFa4KPTT09NieEejUeeQRxSwGTJPEiY+7Bv9A1hJurQ7MujJC7jCCDg2XstKzQAhH8iNDRKGgefwLMAL76edGBbawr3MKW9HgPF1GBX5wUOzwoPl4m8npTqBlSTteXveNeWPDAB+kQccIDsbrjsy5bAyemI0GuXg4KAws2Zm2rbNwcFBZ/8iM3Q2NnVd0TcGqW6Xn2MAZIPFD04M2zewqzXsDU7b+vp6ySdKUnQj7Ap5VdYngFx0EH3iPkTn4iDU4fWHVPoYmGksiPPeXNx+swzMFf43yOhj7Ga9u+/zPhmq5YN6U/ocD2TVYMwpDqzAcz4pO1zXqx37QHvN0qDvHFLtY3bW19fLqru+ciegaZrmryb5E0met237B24/+0+S/DtJXtxe9h+1bfu3b7/7D5P82SSjJP9e27b/013vSCaTwMbFS5yh8Uh8dW4M9wKKmltKHZBhQ4wR5LskJefE3r4ZFhssh5YcN67j2l5RYsqYQcKo1oYVgdzc3CxttWCggKH4WcVgD5vciKR7ii9JpIAY7jk+Pu5ci5HmWbUifQiyQl3pNzMNNlK0tT4uANmiTRhvx4vNFvKbUKgTHS0XDh/yLudO1cYKr9cyUANnhzAdosL48ky8ZYcZyQWxN+4wlBkc1827hfJO51YhOxhut5Fi5f2u5aQ2CDhKdXHiJn1nMA+LBWtDX5yenpbdd8knQRkTuiUUx72MMcau9pidT9BngOxR850Brw1aXagndT4+Pu7sV0O42iBqa2urs3OwwWwyCXORy8WydNhtDm6tc0kMYqjTjHF8JzrFpQYNs/6ujbVBQG3Q/Xz/ptSgtO+evvv8+bTvPB8AwzXAcJucD2d9aN1k8oFn1btu82zbvvqdvJc69bUVHX3X3lb3YWh+I8lfTvKb1ef/Zdu2/1lVwd+f5FeS/EtJvpPk7zRN84tt285cFgNYsMJBQdaJqOPxZJUOIMeo0JtXYaRIGIUeI0yA18GGZlCo9ZbUKGqSnIyma4BSx9sdZjKzgBcOi0S9aSODx7vxCJNJ+I12secEQMy5RChe2Ao8sHp1Dd4blCLGznT2PQTqncgK44qh529yFQAvyIMVNdfV4UFkqU7+9NlYSTpJnT6t3UyHcwnMNlq2yV8BLDk/CuWAjFjpIyMGNDZUMCQk+CKXbDpI3RhrDBFtox0wXGY6kQ3eRz/SRuoOs+h58K7lBGW8vLzcu30BCeBJitNk/cO9BjP8Tc4Z43V8fFxCT1yLM2LjZOVtJhCHi/dZp+BkOS/DRgRmhTFBx9SgxgwwoAI2rmluco040sDnzZE/AfAB7CXpyLh1CWFczxsDR/5njPqSnN+lrEwrNVNSg0WDGPoWIGCnw2xNbaz7/p9lsL9qqYFX/R0/ZpccMuRe7JKJCL5DNpEDdK6BHu+rneU+9sn1dVi8r9wJaNq2/XtN03zvrutuyy8l+Rtt214m+X+bpvntJH8oyf866yYoLZI6ojwFWwAAIABJREFU62V8w+Gw7NvBkmwMR9tOzhqBmfE2+FbEJDMeHx8XL4Llq3QU/yeTnT7x+Dk6ASVfG0pQqU8o9WQ3O4RhqEETShG63p6X2Zy2bbO/v99JnKa9rCbwuVGAsaurq5IgiGIC7CC8VlxWbOQrTSvvSlaGw2FhsJhstLFpJpsx+YRr2oRcGGw43Mj3JDEeHx+XPWkcFgWMAMR3dnaKfBCmQSbqvXswYvQnBo7xxVtBPpBPrxqy7CI/vMPsH2U4HObx48dlF2vucViJdgNW6EPCDIQckFH6z0uik3Rkra+8CzmpvWAAhJN9vaePd8u2o4LBRXYAF2Ze6K+jo6OiR2wIUPhsbLm/v1+ORCHvj1CplT266+DgIKenp2VOe4NP6gHwZp8l6gQoB/TwfOYRugKg/vTp0wJyOJHdOV2ALOTSYQLnO66srJRnAqyRN+5Hfs22zkNW7ioGNDVjwN9miWtmsI+N43tfex8gcwdD3gHNsxiYPnaprkcNcHw9diLpJuzS5ouLiyLfsHp97asBTF33aZ9PK18lh+bPN03zp5P8wyT/ftu2r5N8N8nf1zWf3n7W15AfJflR0t0BGM8Oj8XKEsVrVMhE3t3dLYqIMJMBRtu2hZlhgpMD4WWWGHKYHeKE9oyYxEn36AEUkJMPvcV9Mtl/BAVjBZhMwhsoIhAvihcgh7CglHgXdRqNRoVShhLnHQ7NIYwYTPrA7AxKGxD4JTyIr01WzH7g/dXn1mCwCBWikM/OznJ6elqMOl4injr9ZPCLUmYPIvoHg/Po0aNsb2+XFSTexM45B0n3rKXl5eUC0pMbIEpIkHFhnPC8vdKqbW/2ijk8PMzBwUGOjo7KWJqZoQ7IO4AfUI6Rc0iWuWXgZkWH7PI+VoYhv/Tzl9gw7WuTE+YgdfbcBTDWih2DRL4LssSz0BEGkwAH7nHuAc/f2dnJ06dP8/HHH2d/f78kcLPXBxvgcT3AhuRrDqFMkr29vTx+/Lhznh0MM3X0cumLi4u8fv06X3zxRT799NPCJNnJMtA/ODjI9vZ2WXTgECxOHO/yHjS3/d9ZPEHeTtu2JaRlMARLzvXzkpWe79743QcUaoDja8y01cBl2mez6nLf/+t6+/s67E2ZVje3t49NMaBLukf3jMfjsnGkGZ9Z9a7B1ZcpXxbQ/JUk/2mS9vb3f57k336bB7Rt++MkP06S7e3tFuWdpBOL3dnZSTI5RA9Wxkm9JLihaKDI2UcCA8bkYdLjzeB9sy8DoMEAwmyLKXa8YHv8FB/m5sQ+qH6Hd4x2z87OyrsxohgjJ0Kj/FBuLLtFkKgXiac+iI/nJpPVBqwcM50Nm5TcCKFXXc1DVra2tlrGkvoDgs0+MA5eKUeYgXGAZYDJcpvpR0Ccw0urq6vZ29vLzs5O2bSM5/jEb1g9T3iHaLiHMcJgeOUTIVKDUMpgMMj+/n6ePn2a169f5/DwsCyTdSjLspykMC8wR4AoQPx4PO4AHO/fApAkDOztE8xgAYrfonytcrKxsdEy7gCOZJLYXoe4AbKAM4w9/YSj4gR+lmp7DyLkB9bu6dOnefr0aXZ3d7O9vV0OrDWjx8qj1dXVossuLi4yGAxycXFRtikYDAbZ3d0t4GBpaamsXjo6Osr5+XlhxmxUOVX+xYsX+eyzz/LTn/40L1++LHLlsWL+Wz6YDzwTBxQdm6QzHwFi5CWaFfLiCifNv2X5WmWlaZpWn+f2s87/1b3lGjuJvmfafX1MzbRiIFGDrPpvg49p19d1rutW138Ws8Rvp2NgAxlfHMZ6cYCdir5n9rE0BkazypcCNG3bfs7fTdP8t0n+x9t/f5Lk53TpJ7ef3fW8JOkoUnt3/p4J4mQ00B+KCO+cDl5bW+tsRY4X6dVNeEz29lHwrJLy9uOeiFzLAOAhWUn4WvJ5UJ6Or3qjQK9WwphSN77jlGaDlWQCUuhHlCDvY/UPz3ff8hwzBHjub4ugv25ZsccwGAwKmEEJO1RgjwSPkkkBOHBSLawX3jDPwEDA9rBJGSCBH8aDDen8nZNuARTn5+flgEiHpbwCiVwWmAGHLrkPWXj06FF5JlT/zs5OMZ67u7udelkxQxNjoBxawvCZLTXDh2yyGrAO28xLTmgLeTTMXe+cbONqLxIvkzkAoAGkbm1tdcIpOEX03f7+fj744IOS32YZYE7xLPoUh4KwNvL6ne98p+wJ5JVrTkB3Xg0Mj52l9fX1fPjhh9nb28v3v//9wtq8fv263I/cmin0vHeumUOrzq2D9UO3IgccV1MfEUMfvo1e+bplpZYbZONt2JA+loPvayBzF5iZ9t4+MHIX0OmrY9+1rjefWX+63jVb42chK00z2Ttu2nNc+tgv6oCsOJw3rXwpQNM0zcdt2/709t9fTvJ/3f79W0n++6Zp/ovcJGX9MMn/dp9nguYc8gEQoISYxE68qreih8Gxp8RBfBcXF9nZ2elcDxAwfeqEPYyFDxPkO9Pu/J+keN3JZEm1wwEAFhQC3q6FitUn5HLweXMbHqA+g8GgHOkAxYvBIUyFocHrIpRCPznUZm+M5wC0hsPhWzM034SsJOkkTANwPXZ4Bi7eH4PxcIgK0No0TXZ3d/PRRx+VfCufD0Y/YiwYfyd382z3OXJNaGJ5ebmcO8X4IjPIYr1rLWDZyd9sHol8Y4QwPP7xc9w/zjFCXskz8Rb3NQuBDMEKESZ1Ts885YT+SrrHkiAnOBD0F3Vmd20AghnR7e3tMm8++eSTIkNmja0vzD47FARTenJyUuQAlqZt2xweHhb2b21tLa9evSryyxg5OZ3QJGyTQ2Cw24Srnz17lt/3+35fB4gZFJ2dneXo6KgkdlsfGODT9uPj4wLGDHIBQN76gvrW4zJPWeljZGpQ0/d/fe99mJdp7zZQuC8j0wdSfP196uNrzPLwXQ3SKDUQrdkV27ykm2PHNejqae/oe+escp9l2389yR9J8rRpmk+T/IUkf6Rpmn85N5Tf7yT5d29f/n83TfM3k/yjJMMkf669R4Y53oT3SSG0guDjMTi7GqaD2DbKAHCB0fFp3Xi5KBx7ukaD5N/geRMGIyehXs0C6LLSBAQ4LEX9nQ/kFVhN0xQPDcWL8XbSp5OF8d7H45u9Ia6urvLFF18kuYm51wDHS+jwmFB81JN+R2mSS0Pb5iUrbXuTO2LvljaZwcDwetIRKiFB0ztGAyA3Njayu7tbPie5jT5ziMYevePJAFEzenxvxsxLY70qqQ6bOYwJ64YsAq5J8qYNyCUytL6+XvI02MGXUMqrV69KeJS9JJiDGCeYBW9Tb4PEdgfUbVbI6V3IyXg87uwN49w3r1jySjMcEVguHAZYY8Z7PB4XVnRnZ6cwEDyraSaHSVoOvT8HgNvJxZbV8Xhc3s2zCI9bFzRN05mrOG6ElGk3OgqnMEkJl9IPS0tLZU4AbKmX82Zg7GC1mRsAfsuMcwePj487rNLt+M5MCn4XsjLlveVvA5k+5qVmUDzfa7Bgg+9nvY2TWN9T9139LL9z1rv66lTnvvQ9sw+M8LftSjJxnJgT9ffTnnPfcp9VTr/a8/F/N+P6v5jkL75VLTJZjutQDNSlDTgTxOERroVqdewcz8VZ9vXGX2Z2mPRMZu/pkUxOwLbnBphgtRHfnZ6edsAUYbLbfnojwRYAVufr4PUYXHgFjwEHIbPHjx93qF/HuweDQYm389zam0M5uo53KZ93ISuMOUwDnicK3EmvyWRXU2/FzXjzPW1jTxW8ZS87dt8kkw2r8GgBEoBT5NX7lTB+Do+xBBjDZhbH4NjfMwdgKM0EmDX0knLCJm4LqwG5dmVlpbOUN0lnNZlzvihORMXzcvLnlHH/xuUEWaUvmZcwU9vb251+Zr6TrAog47Okm2vGURuAXrY9QNfUS/eRG+SVvksmwJnvmYs+vTuZrLgyo2jjAOjC0NYhTPQU4aGTk5OOw+RDehlHdBbAzM4OcsC9BtueH4BogJDzLnjPPHXK7X3l77tYmbtYgpo9cbmLeanBQx/70wdm6nrOel9dVz+zvm5aIjHXzRo77rNjWUci+koNkvpYsWnlQewUbHAAlXp1ddXZ/wB6nDivvSzYHRQyhgKjVC8zhQGp81fs0Xotvc8vwTuy8rBR5Fmmq/GG8Ya4B8U3HA7LJlR1HkudT+GcEa9CQfDwpGAAUOq0xyAJRcpnSToeq2lDL5efZ2luQ26MXzJhPZIJM+ZVanjCjDEy5mXQ3MuYAhL4zKvRfLSEc18w4ABygwnezbhb7jD+3qUXlhGwxJg4X4sf0/kGEgAlVmBZ5mA2l5aWsru7W1Zz2aAlKXPQITfqxft4DvJFmMEhnHddPPdoi0G/vU/vRO7z27jGeoJnE4YDWF9fXxdmx/kyDkfSb15BiFwY/DGGsHzWNWaQvXrSeom6Mz9oB6s9rWPQAU7m5DnWp8gP+gQ9ZJ0NO0Q/m51xDpbBN/3xtgzFuyg1MzMNNNQAZhaw+LKfmd3pu/6+/efr+9glt6l+bg366ndPA131vbOeO62P71seDKBpmkn4xWwNBqOOASfpJP6yrwdn+hDnpph6xYOHHnbuCEbK8WQr5hq02POyAnHCMc8ndOY8IJ6JYXBM3woxSTHA/p77qKOXg9MvnIZLP6BIudYeNc8FSJoO/6rC9nUVe7DJ5BBOFLBBqXeTdo6IQ3TIkxNDLXMGTFbE9FHS9azt9TtUx/sJZ9KnvgalUIcGk3SYmaaZnLdTMzNLS0sl7ECYgNCFPfqTk5OMRqPCSDG/nC+CEUOeAWj0BWEKZNchFORvHoUxZM7BmDIPjo6Oyjxnc0EMezLZWwOnwivTksnydOfG2MFwKNrHAiQT1tCrK51HQp/bsaqZl3q8HKI2i+3x9lxGtgBhDmtubm4W3WR9AWMFcw0w8+IBn4flpGT3Ifl7FL973mVaGCeZGWqfek+tM2dd2/dM/uY59f2z2B3f67rfde9dLJFDo7Pqgy71NX3Arw8E1YDL18zquwcBaKD7l5eXO1v5Y3RRCuRJQPnCtGDQmaz+8cY+9eQkNwbPgs9hALyfiBUkRsQxdec+JBOlZC/Kg8O9eJGmb2kPu5HCFrRt29mwzF4DHhmCy8m/sFdQv/QhXj0eO9Q6z6PNGHQU2bwLzApeHf1GEiRGClCZpLByScqyWRgH8rYALw7b2YP0mUsGGfUEQ4k7eRKQyL3sTAvAQCbxxnkuMtTnxfK3AZS9ZbMLhF0Bd3WeF0npgETLK7ldBnq0D0NlA4kR9ZycR0FOmL/13ExS5gSyg74gBLO7u1vyVugXAxsDTuYNTIzHn/qghwh1w+wYrDi5mDoiC8mEFURPma0D5NgBc/2QQ6+IpA7D4c3WEGa13C+AWgAS70SeeQ4ArdaH1L2PFeeZD6X0MQbTjPy0z2ogMY2hsJE3E+NnTHMk36Ze1KWPZZkGEGYBm2nf25ZNa3f9zll9eRfwq8uDATQ0FCNkhcjEwdNkzxF2uGW59fHxcWfHz2SCEnmPaVU8fJSFvUqUArkO9qwxUp6wo9Gocwii2Rrez7JYL/E284HyhW2izqarMaxWXggIypH62ciTT2TDg6cFK7aystI5u4XrSCJleerbCtnXWZgwgGDyibyM2EZ+NBplb2+vyIr3nCGHxMyg87CQC/c7ORLuA8eIvecCipo+dQH4YGRgjRyeMIiplT/y4jwEe2Fmp0z980xv2miQ7BAHRs3bEDgUS18bXHGvgcI8Cn27vLxcEna9MhHZ9tEjOEjoGlYD1mFW503V4SgDAmSE6xjful/QHT5WhLHy6qUkhRkBfHsBRB0W9w9tNlvM+OPUcR0y7J2zCU0BnD0/kKG+3aGRk2Sy7Ba5MWs0T53iMqse08DNtHLXddOMes1U+PNpIZ36mQZB1kez6m/AY+elfmcNsKYxU3WdqQPFDrif3fe8Wd+5PAhAQ7Hnh6JwYhsnw5JgSyIe17JyBRYHT4GCwWOw8NC4jvdBk5uRwQB55QkeTpLOJKUtSZepQUnYi0KR2EiieFi+aQ8Ow0oeDEwOdfeKKow4fQoAsFIkrEdxWAIvk757KNSwwSLsWjI5pwlw4S3iUbZmQ7y6jM9gNJLuRHX4AZDLe+oVcqbakbXasAN+PElhz5Bty5M3sKNuzq9y+Mt5T03TlH2U8MQdhqiZQVgNr2ayjDm3yPlFdgr4jiNA5lUclnVBrpkrJOkS5ma+e6sD2CzP81rBGkgnE3DolZWAFAATuV4AJPTA9fXNhqAsH6evmbtsOAoo9zYGBg7IiJka69hksuEjbajD3g7HAxS9smp7e7tj6Or+5h0kTzO/YHHqRPNvQ6kNvY18DVRqgOvv3vadfexG/dwa1NSMSl3XWUzLLDam7oe+66bd7/fUNrOP5ekDeH3lQQCa8Xico6OjN8JAGG4S0uz94plwUjSeVvLmeSz1bxd7toAMDCOhGZQ9cW3ePxqNSqiM98F4UDAEGFgMqmlhjCKrSzBqDm/Z8HA91+CBkiyNJ20PDu+KTdcATNTROUUosfPz885Kn4dACwNgDFRt0FmVQz4VCpbQCoYFQ+D8E55VTzQK1xh8mokgXEVuhEM3DsfU9U7yhsFkjNkugM8A317ZxLOQQTsDAHf6gU0DvQ2Cf9jnBLDlvZmQI+YmBs6bpZGz47ygeRTq6GXOjA86xKEhCg4KjAf9zDyABbEHa3BjIIDXWa88oy44Y8giDhb9hsOWTBhlwkzoPZK+GVu2rgC01HlcdfibOprFY5dfmO+aFXQI2mCLdtMPdi7qUJr7/yHolbvKNMBCcX9aN/Rd42fW378Nq+P/p4GcaUxJHxjrA0J9gKe+pmZ+7gOyagbIn9flbYDfgwE0UPkoRXuQXnJa3wc9nEw8Y+cn2BgDFHimY8lMvJqSpW5MWJSZT9s1VYvn5wEEbPHc09PTkqhoYwMtbiFy/gVLgDEayWTLcRRGHfKqlUjTNOWASQNAnkX7McoO3bmf5lXMiiUTgAedj7dq1gODZA+Y8GDNuPEOh+6SdJivOlzgzcdIFjWDYq+b+rBkFnmyYiFH7OTkpBgwg21WxtFeKx+vkKEdGCWAHsXMpI0Q7by8vMzx8fEbuWMG3Rhm3wcwM7B/14W+AIR4PHBYYDCor8N+yLi3dnA4kvt4nseB+WjHCsYNkHR5eZmTk5PC0MCgMY+RAzslhH9hXtfX1/Pq1avCWtMuZA39wti6b5JJqMthWNpHO2x8vJjBLO7Lly+TTDYNtK7wogMzPtSjnk/zKtNYhmlMwazn9LEJs8BNHxCY9Z6+8EtfPfvqexdA4e/6umngBvnou/Zt613fW7NI97E7DwLQJBPPwXS/jReJeEwaZ8ozIQ4PD7O8vJzd3d03JnjSRcCO7SYTUMO7DVScvOcwFtc5dwWvsA7PoFgoKA488Vrp0C6ezY6iKEnAh1d61cskrVjJuWHjPc5ZMbVOvVCcvMtsw7y9KRteM13UG0W+tbWVpaWlsvKCUKJDJHi8tA1ZsyJ2GIn3w7jUCsjJkXVyN/fCEBgYAJAB4jYYBrbIHiDWW/ubafL5T4SvkFMn8tI+7zMDKOZ7L1c3+EIuvTLP9bZTMK8CG+I61Lll29vbBYQxTt7CAEDIvckE1Hou1CDXTgryyjiQi8a1FxcXWV9fL8dgAAYB3WZ4DJIAkl5VRrsBYUk6+UHeHZo6XV9fF1bH88oLFpyHk0zCWnxuGXd+TDKRT7O9AKZ5M3lvU2aFj/psTF36wMp9QVJ9n+vjv/uYmj7wNOs90z6fBTbuesa0586qf13n+zz7wQCa2oh4AlNQokwmJi3Gignq80HMMgAqam8tSXkWyaH2SpIJ4KkBjQETISWYHkAEz3UIgFwY6lkngJqKNd1rxgmPx3tSoCBrZob7aAPvZ/M/e5iE2gwgUdCAqnkVxoW+cTgHY4Ei9p4iGAYAhRMtAXPOkzL7lnQBb9M0JSnTAKcvfIHxpP9tULz6jqXDhMySlPbQBo+hc3oYdzNo1N05QYAVgBDfOWRmWSNBHVk6Pz9/Awh5FZSVfb379DyKQRaMCoCX/oStZO7RZ4BfH8JJ3gtzxcCP9yWTXCgYUO6hz3imQ0wnJycdkMy5TtTNx04Y5BpQUBd0Au9OUmSLMYTdMysOS2mvu2maAqC5DmDmeUhBJ7qgy7gP3es5OG9HyWWazJpZotwVyuHvae+ow9p3MTN9z5gFRLinDgv11bfvXQYafdfWIM/jOI0dmtVf05igaWCnLg8G0HhZIsWKglyClZWVnJ2ddY4uqMNHTLr67BkYFhSU31UPGjQv4MPLNT1oDi/hXRtMkLibTM4ZwlDYcPI3baBO1Jt6sDkWpWmaTl4ACtKgDoNbKz1oa+c/4On7ME/Hv+cd88abNrizcoCVwFCx7w+hQPoxmYSWAGw8B+WeTIBuDbTtuQJunAQKEPHnvMPLWulLQCZ5QNTPYJX3kWNmcGfjDeCCVWL8vaKFurFXDf3Ie+ojDqgrTgfgDw+/TxHXOUPvstQK0ICLvkDe0R2A9j6Q4v9thB2mcojcjhDjwTN8HhfvZCxrw9FnhOygcR/XOx8QnYkjAoBAL6KLmNf1TuVmaH3YpOcdIBG9g56wg5qkA+wdvrwPQ/GuyjRD6jG4L0CvjbaffZ9n1ODhvvf2XddXfwORPganTwansVB9AGdam/oAlmW+D6T5s7tk5UEAGowpChsPAgPM3hAoDytzOgX0j0eRdFeCMDHNLsCeGEyYlq9zXPx3ksKqmMI2q+KQmZN5YY4wVk4uhBb2O7xqAmrY4SbvwImBof4wF45hswrMrAMgoWlucmx4J2DHORLzLChC6o5S9soVAK9Xb7CyDOWcpOQlYZh4vhU3YJqx5jqvMOJaDon00lZksDY6rJTC+wWYcg3X0UavvOMzj2uSMj9gYZBF5B4jxRjWzArG3nlIrHxynlW9tB2AYJaHuj6EApvifDQbChKhPU6EqwBvR0dHnT16bKy9my7PxdFhrHEE6nHxHHS4Ebmuk99hZfih3jhazGFk1vvUcC/v5j70SF+eohOn7QiatSOMR92RA95pZh19aaA7b51S16EGE9MYmZrF8P19Rt6f18/pM+T3ATPTmItZ9amfP+0+/2/APQ201HXpa4v1Tf38af1MqdM2+sqDADRJOgY86VL8gAk8odpjxNDYk2UCkiMBm0PuQT2YBgBWbqb0UepmV2wgUCg+WBNFAXWPUiBRGM/NYS5ABAqsriPvBfC5LmwYB/By7o9DURcXFxkMBh3lurq6+sYW+E46rlmteRX6xaGTmglgaSzjiMzAXJhBYUUHBglgAchLJqE6+tpJoU5+rcEjILYOk3lFGx494292iHAqBmpaqal7mCMMiQ8LxPB4dZLvTSbHJtjj5hrmI2cXeZ4CBLh2nsbK7IiT/TG2BnHuF+sig0Dyrvjcuy9bMXsncmST+eREcTOizlnB0WE1nnWeAY3rbEeQ589idtBFbP9gRskMHv1BX9bnkpmNwnmqn+H7zTpTphnld1lmMQ4u01gcX1uDF76bZuz72n8f1urLsEWWe9d32vtqBsX1rUFJzS7672lMrZ8/DRD1sUTTyoMCNHVSG0DFSW4GEShQFDZnstgrxmDAxkANJ5PQAsrCSsHHH5jWx6A5URiFiefPewBhyWSPC/aXePz4camH832cSOd4OeDClLeXlBoBW1H6UExi9cmNsLBSi+KYthkFK6g62fldF1goe4mMVTLxlh024D4b3JqVSCbygJGq5cX32cO1keI9GC+upQ+dx4XRwlDZgzbzsbm5WQxb0k36pg2AbrNyGI8kBdB7dZ7BKqCb/vDKJQANAIs6ACydC2JPfN45NLwbeaGvbGABBg5XAnjtABksjMfj7OzspGmanJ2ddTbkI5xpXcV7YTE4WoA+tqytrKxkf3+/rFwCyNrBq40DuYMshLAz5FBPDVAM5OxU4fjYaDnXCjCOvkA+bJDMTlI4RLaWi/sY73dZZjEiLmYrZhnb2si7vdZD9y0GFH3gyW2o33vffp8F3Kb9P62OvKtmbmcxNX3tuo8ueTCAxmwLrIgRfTJZacKkY2UISsMnvTLpUEpsLoZHApXO+/CK8IaZ6Cg9fjs500us8XSpO0rKlKtXJh0dHWV5ebmsxrFRMEPkPAQMkI2XlZfbb0qYdptJcn8lKWEuFJkTSbneocF5FurjvCvq576yoXC+gndb5hr2+1hZWSlLdQER3kYAOcDI1bs+O8xV54MBYghr1vsm2aPHOFoevAzXTAhg38mY5MC4PnVeBDID0KmTXJ1LZHnwkm0UD32DfDrcOo9SG1f60YrSStaKt1667XmP48V+PgZEyYT9AAg5nI0uYwydIE7S7vb2dra2top8weQCdgFCPodtc3MzX3zxRbmeuQ4IMRixbnCY1qxLkjeAEHmJ/o6+dXjWLBh/AxbpL7NKycNICO4zrv5u2vfTmAtkqw809LEY/N9nwPvYnWngYhYIQXfVbEgfwJjGvsxqT/27/rtuSz3/7mrXtwbQ4BECJJaWljqJn/Y86QCMEufxDIfDsnEaIQCUKxOKjaeYtHgia2tr2draKt5V8uYKJry3JJ2VHaykQUFwvIFXQ8EMtG1bdqf1kQ2wSla89uSdL4EiaNvuhm58fn19XcJOAJ6Li4sSgrH37r0xvMW6+90binmn3XkVj0vTNCWsQmKqwZfr6rAJxh6jYZYOpsK7BmMAAMZm7xxyqMOUFK71DqkOPwJszs/PO8aKMCEAfXNzs7O6inc5T2p5eTlnZ2dvUMqWD8YfIwXwcO6ZPXPaTgEA0W4YEDNMyfxDTrWBoZjNNPvqvCf60oAVoMB8YmECY8Hcw5nyMSfuF/6HoUNnbW1tFZ3hw2GbpinfsZ3CaDTK8fFxOVhyNBrl8ePHGQwGZZEA9UTPJZMTx8mjszFLulsAIDcwQHYo7ezxXPrPIUxkfDgclvPl7BzOm8W7T5kGdPxpvu22AAAgAElEQVR5H6CojTelz/DPKgZ80xiL+zA8fczHNJZnFuvTB2AY12mgpA9o9QEfgyz33zQwVZcHAWiSyeZ6VqS1Z0qiIvS58wOSlH1FSGrc3NzsUL0YHJJeYXg2Nzc7HpnDX9QLhbe8vFwUxcnJSUkoxMM6OzvrtCOZ5HzwziQZDAYdD6XOpbCnh5JggzSUMPVIJquduMY5MigjhIL8m/Pz86JsaIe9KZ91BVB4CCEnJrjDf2YJkkk8HwWNAWHJLG2jPd6PBoPm0B3jYLaP+wEZNYMDUEpS5AIAs7a29sZOsQBfgPHJyUlJKnXelpnLppkciOjcCu9ATK4MG/7RVxhnWKtkAmCYY9TLYRsbLSd/IpuW2XkW+seK2PLNZ84t4Rp2RGY3bca1ZnTsaBjQtW1bcmAYI4OA5eWb1XaDwaDkWC0tLRUwynxfXl4uWyWsrq6W3YOdI4auA/RappMJw8Q8R59RJ7cL4IOceBVTDZBhpmEw+zx8gJX7hu+cZzbvMouh6Sv3YQxmfc/7asB91z2+z8UsdV9dKTVr1Af46/r3sTZ9YKaufw1waoDSV0e3wXLpd80qDwLQeKLbQDNxDAhMZzqundwopO3t7cI2wFDAMhBqwmu5urrK3t5emWhMdBs36mN6nR2Bj4+Pi0G6vLzM9vZ2YWCglvHmqSsTG8Di5a+8k6RcWKf6cEAPsmlhQAkGkzAS9QFoAXjMOtGOwWCQg4ODwtxsbW0VY+z8nXkVTxwYFGSE3KckZcxR5F6BRl4Cxj6ZMH4odMAgoU2Hl3g3Hjhy5twdADLPODg4KG0Yj8fZ2trqeLUGZPQ7YMEyzhiYmYE9Y0M9ZJ1iYAYApC9rhgfw4tCBGSO/kxCTQZbnqQHmPItBiHNnDMqY216dRPGGcAb5Bn7IzdbWVukP+pd5lUxWXqIbtre3O3P9/Pw8m5ubGY/HOTg46LCNsNYAWO823rZtATgAZIoZJufVwAKZxWQ+AFINAJHZo6OjTp85B8xhDUqf0asN1bxZGtf5LuaFMg3U1AZ8FpMyjdGZ9szkzRDdrPtmMUZ2bsxaTmOT+pgXf1cDlj4Gpq5rX51q1nDavX3lQQCapLtSxawMSpVONjCgoGRRpizFxXM2ZUpGv6lXQA4eM+8BJJiWTiZUOuwO7wGUMPGdu4CywfvGQMKWuB+gZtnI6/z8vBgh5+jUyJnEQJINvTW7wZ0VHEaJdnm7dRQfLIdzdOZVas/AzEjSDS2Z2rZsOaxAvoQ/Y3wZV/oMQANdn+SNFXNODDbrB3vGmNv7N1jFi3ZSag3U3Bes0Eomhy66f+gDKwPnHlEwZEtLS53zo+r8EzOjyWRzN4fo+G7ehqqP5q4/r40tuoQEW8bKS6qtg7zkGUdqe3u77MjNcxhDwDWAmu9Q5BywSy6XGSTCYCTXohP4nnPkqCcyA0MHe8OPmRZYRT+Xtm5vb+fo6KjsgYU8WRapA/WtjVytqzweD6FMM9b3vb7v81kggL/dP7OuNcjqY3Z8/Sy2p35O37v6QM00YOfnTGNfuM8yUb931nc1MJw1Ng8G0JgeJg/Fk9MFr8UrUFAuBwcH5R68HSfu0RnO1+F5JGtiKK2soNxRPsvLy4Uu5jNoYS+LTCYHy+E9YdxqQ3x5eZnT09McHx9nY2Mj29vbnZBXMjlbxh61FQ3vhZp2nZOb0IdzPABi/A2Yof8wfvbsHooiMs1d09gO/wBGnPhIu+lX5I1+cTIn4MJK++rqqoAZxoLPASEwK01zkwOBrLhe1AewCzigjwEYzk9wDgVMGxsI1kaONvO+eo8j6n5xcVHYB+7BGaC4/QbYgDwnAffN23ddamVbM0kU+oZxsQzA4jGvVlZWOqdz1yFYxsBgNeluR+E8JrNFTdPNCbPOYhzQLdYzrOJETng2TDKnXNeGBxCKbANqfDK9V3oir7SfcZ+mEwwAbZRmGc95lWnhkPvWrb6nL9xZsyX+fBYT1Pf8PuZlFlj0PfXvPiZlWl2mjbPfQftnPacudR+4D2e9uy4PAtCgPOu9EwAIKPh6ya09TBSPvRk6AGoVoILiwGNxLguT1MxF3ZGuJ/QwxsgCCh0NkPFSTpbj8h6Mzfn5eY6Pj984YoCwAp/DoKA0oL85TRul5L1a6msxjCgZG0EKdDue20MAM1YW1Nt9n0wQP3krdVgI1oX7vJGaPVgbMJ7jH8aC55sZgz0B+Hi1lZWK2wPgtfwBhpAzhycODw/LUl+uZyUVIUhk2uFXVnY5RETf0HdmcupkcMuKwbU99HmXuzxHyxDgBODYNE1np13mrp+BQwUryByvl1wzlhsbG9nZ2emwnegaM0EOvRu0u8+3traKPADErV8cZsRJury8zGAwKDrJoKdehFDnJ5qlZrdpHxPDPTgTfG6G3f1nFu8hlGksSTKdXfC9ff/3gYy7jPu0a/rAx12AxNdNq/c0Nuc+zEsfI1SD1pod9rNngaO+a781gCbpbvqUTM7/oEEYC5SDFS+KxAfMAXCgXa0QmICmfXmWD6jDSDmEZa88mVCsvIuQBh4TYSgLFYqTsAVAwfFwEpa9Tb+XD4/H4xwfHyeZ7HgMtYzRYgWFc3PoU6NfL3Fumqaj4DCgZjYeghIyiqdNSTrtBejAfrEqBcYF41WvQEIeoO0JAbD5nil3lDq/kR/608ocj/rs7Kzj+fI34S9khqROxgFZA4jxLPIqCEdgiLyhI6dmM+bkBvEu+oV8MO/mSn861MQccPK+83Huq4DeRenzvmtl7TYCPpMUwOAwJjluyNH19XVJFEdeyKczS7eyslIOofTKMOfgAHzY4NIOneckDpDZZy8SQL6RU8AtcmwGmn4YDoclEd2ss3NuyE0cDAY5PT3thCPdfzyzZmYM5O9iJd51mSavd8nyNOPsZ04DRX0Mor+jP+9j/Os6zaqHi0FHPb+nlbpPZo1zDeqmASM70n3z1WB5arsfgtJpmuZFktMkX8y7LnMsT/Ptaf8vtG37wTxe3DTNcZJ/PI93P5DybZKTZE6ystApSb5dsrLQKfMr3yY5SWbIyoMANEnSNM0/bNv2D867HvMq73v771ve935639v/NuV976v3vf33Le97P/1uav/8D+ZZlEVZlEVZlEVZlEX5imUBaBZlURZlURZlURblW18eEqD58bwrMOfyvrf/vuV976f3vf1vU973vnrf23/f8r730++a9j+YHJpFWZRFWZRFWZRFWZQvWx4SQ7Moi7Ioi7Ioi7Ioi/KlytwBTdM0f7Rpmn/cNM1vN03z6/OuzzdVmqb5q03TPG+a5v/SZ4+bpvmfm6b5p7e/H91+3jRN81/f9sn/0TTNvzK/mj+c8j7IykJOvnp5H+QkWcjK11HeB1l5n+RkroCmaZrlJP9Nkj+W5Pcn+dWmaX7/POv0DZbfSPJHq89+Pcnfbdv2h0n+7u3/yU1//PD250dJ/so7quODLe+RrPxGFnLypct7JCfJQla+UnmPZOU38p7IybwZmj+U5Lfbtv1/2ra9SvI3kvzSnOv0jZS2bf9eklfVx7+U5K/d/v3Xkvwb+vw325vy95PsN03z8bup6YMt74WsLOTkK5f3Qk6Shax8DeW9kJX3SU7mDWi+m+Rf6P9Pbz97X8qHbdv+9PbvnyX58Pbv971f+sr73CcLObl/ed/7ZCEr9y/vc5/8rpSTeQOaRbkt7c1ys8WSs0WZWRZysij3LQtZWZT7lN9NcjJvQPOTJD+n/z+5/ex9KZ9D593+fn77+fveL33lfe6ThZzcv7zvfbKQlfuX97lPflfKybwBzT9I8sOmab7fNM1akl9J8ltzrtO7LL+V5M/c/v1nkvwtff6nbzPO/9Ukh6IH39fyPsvKQk7uX95nOUkWsvI25X2Wld+dcuIjv+fxk+SPJ/knSf5Zkv943vX5Btv515P8NMl1buKSfzbJk9xkmP/TJH8nyePba5vcZN//syT/Z5I/OO/6P4Sf90FWFnKykJOFrCxkZSEnX+5nsVPwoizKoizKoizKonzry7xDTouyKIuyKIuyKIuyKF+5LADNoizKoizKoizKonzrywLQLMqiLMqiLMqiLMq3viwAzaIsyqIsyqIsyqJ868sC0CzKoizKoizKoizKt758Y4DmfTjFdFG+elnIyaLctyxkZVHuUxZy8v6Wb2TZ9u0ppv8kyb+em3Xv/yDJr7Zt+4++9pctyre2LORkUe5bFrKyKPcpCzl5v8s3xdC8F6eYLspXLgs5WZT7loWsLMp9ykJO3uOy8g09t+/Ezj887eLNzc12d3e381nTNOW3/55Wpn1X3+/rlpeXs7S0lKWlG1zHboPj8ThJMhwOkyRLS0vTdmBM0zQZj8c3uxRW7/I1fM51vqd+putS/19fO+2zvmf4Wf5df9f3fF9/W/fpg3H/8lZykiQbGxvt9vZ2Zxzrca1lYZbczHqG/7ec+Jn0z2g0Stu2b8gSpe7PWTJdfzbrWcgPMuvrp8nDtO/8uy59sjRNRvz3vGRla2ur3dvbmzqm9fjy2X3GppYL37e0tFT0SpI3xm00GpVnMGbqpzfGk2v7dIjr3NkttXo21/KOnvGZNsffqH/93D65maW3+j7T/JmLTtnc3Gx3dnaSzLY7d+kYt3vac+pnICf1GNP/4/G4I2Pj8fgNOeiTl7pedRvqseV9vqdPp0z7u0+Optkfvvfv+rNZ9m44HGY8HvfKyjcFaO4sTdP8KMmPkmR7ezt/8k/+yayurmZ1dbUMIJ2/tLSUjY2NNE2T0WiUpaWlrKys+FkFdPjvtm3LM5eXl7O1tVUM0/n5eTY3N7O5uZnV1dWsra2VgTw7O8vS0lIuLy/LoF5eXubq6irn5+e5uLgoxos6DYfD8gzqzHdra2tp2zbX19dZXl7O8vJyuWc8Hpff/L20tJThcJirq6vy3fX1dS4uLjIcDjtK5/r6OtfX1+Vavvfv0WhUrk9S/uc3z6NOvNP/85zxeJzz8/NvVDbqYlkZDAb55V/+5SwtLWV1dbXIyfLychn/lZWV8n9yA1yTmzGxQr59dpJkZWWl86ytra3y93A4zPr6ejY2NrKyslLkb2VlJVdXV2VCA4AZu8vLy86YrK6ulv8tv9SP8VhZWclwOMzy8nLW1tbKOI9GowKcRqNRrq6uyjP4fjgc5vr6uvymjaPRqMgKcsQYI3tXV1elf/oAtz+nDtPkheeenp5+3eIwtVhOdnd382u/9mtlnDy29PH6+nqWlpYyGo2yvLzcuY6ftm3LmGNM1tbWkiTr6+tZX1/P6upqVlZWcnh4mM3Nzezs7GRnZ6foIuQkSRn70WiU09PTXF9f5+TkJOfn5xmPx1ldXS19fXV1VWTcztdwOMxgMMhwOMzZ2VnW19fTNE0uLy+zvLz8ht6gDcjFxcVF0RlnZ2dFpnin5ZdnJCkydHFxkWQyn5AJxjyZgB/uQbas1yyzr1+/fkdSclNq+/Mrv/IrZWxXV1dL+7Al2BHmKPOS72lzMnGULW9LS0sZDAYdWVpbW8v6+npWVlaytraWlZWVrK6udsAF47e8vFz6Hr1CPZjfyKcBDeNC3Wkfn19fX5dx8vuSdGRgOBzm8vLyDZ1yeXmZy8vLUi/GlHv436DKusT/Y694l20PsjsajfL5559PHddvCtDceWJn27Y/TvLjJHn27FmLEWJADFpsfIxgESgGu23bbGxsvHE9g4d3lCSbm5tZX18vnffs2bMCYtbW1oqSa5qmowAsxMPh8A2kbi+e/6+vrztI2YaJdoxGo9Le8XhcgA+CwT0oxFpo6S/amkwMJNdYcdVsg9G476lR+zTE/SXLvU52tax88MEHrT0byjSPyn3MffQDiiu5MTQAX/oDcI3iSW4m+c7OTtbX18szkAkAA8oMxQGYvbq66nhbjDf1BejawwcMuf+Rj83NzaJgPDbcy5gyt1BegEGeTf9Q+J/PkMO6z2tQOG9ZsZx8/PHHbdJl1mi3ZYG5bMNk4JCkGAMMXtM0xTBvbm6WNm9tbWV1dTWXl5c5OzvL/v5+GSOeh445Pz/P+fl5Me7IHc6C6wnYoo/bti1gaDweZ2Njo4wPso0hwJkycLWjY4DNu9BzAC8DEz43cLUzSal1NTJU65mHoFOePXvWGjRSGBPrbepM+7E/Bhh8z1wHsFDQ1QYXa2trxWn3s7BPzGFkAWCKvQL0MGZ23qgjY2BbwLto//r6ei4uLjrjbxDD9fSN+8r6tLbBdty5HptnPU3d+vT7fco3BWjKKaa5EaZfSfJvzrrBRojJaaaGRjNQdA6DhOB4suJR4+nyvOTG0wcEra2t5eTkpKBnlIm9YZCmhRyQkaQYP5C3J//l5eUbzNFgMMjV1VVOTk7KhLHBNfiwYNqz7ys1/YfS8iSsjSlsBj9W7u77+wrVW5S3lhP3lYEBY+/rknQmiQ0v16NkGXsbLSbw+vp6ZwzwtrkHwMKzebe9bY+p5RD5vb6+LkDaRoJ3InfIUjJhJj1f+Bzl5j7hepSJjY77q2YN/T48U3vjfNcHKr9GY/VWsmKvz/1I3+A5U1d7xb4eZoP2rq+vF8U/GAw6cw0wAOsL62Lmx97s1dVVYW3rel9fXxfmh3oAdpaWljosCYzb/v5+Li4ucnR0VMZ/Y2Oj44whg32ylaQzrgYzBu3IKACesrKy0nHG3J5p5SHoFM8LM73MQT5jLpghtT5mbvC9jTzzlL5EZwF8GE8AMn1JvzMm2CZ/bp3Cs6kvf9Mm2Lzl5eVsbGxkbW2tMCu+BifczjYMj/UTINB9Zv1Ge7GHBsFN0+T/p+5dYiTN0vO8NzKzsiIj8l5Z9+7pnhs53TRmwGnTXmgWJiwYsmTIWgnc2QABbei9CGjnlZYyQMCwFoJsgIbkhQb2grA9EmAuBF1G8HDB0ZjDGbL6WlmVt7hk5D0jvMh+Tjz/qaiu7p7uztQBEhmZEfH/5/Jd3u/9vnP+8/PztNvt8ln8Kddh7gFSySfL1JcCaCaTyUWr1frvkvxfSeaT/KPJZPLTT/oOwmRqN5mi+9pZ8WMkDFIGVGBIWDgMCYJmZgJncHJyUoRpMpnk5OSkIFYLjQ2ggQoChIAm03QG43HEjbNEoHivXkgzOQiSqbw6nVKDGSg83js7OyuGDKW0QFXr+VlF4FO1zyMnydTRsBbMJc0MgdE+jJrnHyaFOcCBGPwlKYaAzxFpO2KaNU+8l6Qhx2YHUHYcJqAWWbLTwQiYMXFKEbmwvBj018weMvKy9JFlrHa8swAk818DnF+1fVZZccTtta4BVz2Pdt6stSNx5MUpiMPDw5yfn5c00OHhYRYXF7O0tFQAMLpJmufs7Kz0EeBsup/+4JSOjo4yGo0a4Jv1BmCfn5/n9PS0BHIwRbY5yBwOmfvOsiGa+wK+6vQRAIc5tcPkM76eGQ2vxRdlYz6vTUG3zZLWrKRtDTbY7AUsDoAX/YX5HY/HOT09TZJ0Op3CjBkcoNvOEtivsf6kI7l3MrUvpILof6fTKf2HKTJAsl9DZ5zqwh46lWSghI0yeAGwIzf03enQZGofGa/lxbYDuZmVSXD70mpoJpPJHyX5o0/7eaMxFsVOi0kzfUz9ggWRKJIom1QBSBDjQASUTEFMTX2xIHbyLAb3dRpqPJ7Wl9A3mCKcgY0KhpJrQT07b2ljpLltREo4HXKedV1NTTUjFKaPrbjMAe3LcFC612eSExsU2iz07nlGyZAPp/YAvswF12DNxuNxqbGq6VJH32ZucHquibl161bDcdho4NxOTk6ytLSUxcXFRuoL4+FIkn5YFpJmmpH1csqA90mZnJ2dNWpqDGJmMaHIKtf0vWb9/iLbZ5EV7AWv/dtBCetnY4wT4v+sJ9dDTk5PT9PpdLK8vFx0FvnEpjgdMR6Pi+3h/nzHUTfgGDkbDAaFzU2uwDWRPIxdq9UqaShABTLGdQxakafaPph5mUwmOT4+Lg7q9PS0XMP2BFtHugKb6xQNusOc0r4MefmsNiVp1jyiUwa1s9gSs6nYFfsjbIflcGlpqWQMWKckL7Aqt2/fbth2ru+sAfbt7OysXMv+ClALU1czUA7OXIODfJihS9JgfbETda3V8fFxSakCeF37adCSTG23ZdT+qbbnr/JB11YU7GZ6yq9dFIezB7WSQ+SzOAzQaJIGcADkuAALAwNyxgiaGjT6BGQ5+sXBgHwpgqQ/puySK6CDc3QEnqSB0B1BIgyO6mtHzWt+6ojb7A7XTVIM5yzam8+9ChV/1Y31oM+Msc67JtM5PTo6KopMrhp2rGa2zPhBh3o9uafnM2mmWRzt0Gfuj/wdHR3l9PS0US/BOkEFwybyf/QBZ8X3mJOXzZUdGjrhwmHLvPPm9fobCHjO/MN9Z63HV908PwB3nIxr04geT09PCzjtdDrFUbMm6JlrEpaXlxspXBw/TIyLvs3EcG9veACgAGoJkqi/4h5m5aj/MigBZNAfQLPlwCDD1zKbC+DFphDA8du6c3R0lHa7XViImu0xYLCsfFkM8Gdttf+xQ63tPcXc2B3WEOYFYOu0EDKDr3Bgwtqen5+/sKmBgliDJbPMc3NXBceUThweHhbbBgM0NzdX6rkuLy9LQTt64FQWAB7ZqeeI5qCIv/kfegJgcYGv2UV8rwEW8+3frMurbMqNADQoDpFRMjVELBpsA7Uwh4eHGY1GJWe9vr6eTqdTDAhGm4k6OTkpxVNG28m01oHJc64YocPAO6WEUXBhKPfqdDpFqC4uLnJ8fFyidr5n1O0ojs8ZUBm4OAokHVbvdPJP8iKL4ajQlDxK7XmifRlR92dt9KuOKJwmBJzSX4CDWTpqHHBWHhtAAmdCdGOGB+PSbreLYwR8ALQdzcAGeU4XFxdLHp7r41CcJsKZGYBh7GblmGuqFkdJtI3RmSUrvj4/lotZTslAzPe/bnlxjZx122wqIJFUEXrd7XZLWunk5KTooGuq2CEESFlaWnoh6sVBuRYneXELt5uNPm0ymZRg7fLyssiYx3V8fFzGZ6YBeQKQOGXke9Q7rvgsTI3tiUEV85dcsd0UKdM/xukgy+2mAF/bEew563RyclJ0dTweF1kZj8elZiq5CmhhqLDdpF0AO+fn51ldXS21Kug2ARTF5Th9/Bbre+vWrWITAN3Jlb1ZXV1tFIujozWTlkx3XuHb6JvTYNg77JB91tnZWXq9XmGFvNMJParT2LYbyAEg2EGUg1UA36eRkxsBaJLm9jJHGkQ6o9Eot27dyu3bt3N6eprhcFiEh0XZ398v7I0jLF6DBM/Pz8tOFdA2BgRBxhhRRZ6kEaHZgbE4UHJORXl8OCnTshgdK7nBTB014LDJxbOF/OTkJEdHR+UaXI85TF5M1xjEJdMC1bofNrjX7aSSqaw4+mENAbo4o9FoVFi4TqdTQATGAePB2TZELycnJyWSr1MNyZR+XVpaKspLyogUlYG6azCcxjHo5W+DTeTMgAfFr3PbzIkNCI57NBplOByW/+OgDF64Ftc23e0omvnntZ2Va1aus5l14Df9Zj4IMubn50sxLWu4vLxcPofNIGDBTuGgGDv2iZ1OXgMzYrC02AT+T8CWpDCtXM8MLONz0AGD5OLLJMUJud6lBrGtVquMtd/vF7DETiya01XJFBy6MHhublrgimybTZrF9l63TWEeGZt1CZvS6/WKTTk6OiqMb7fbLT5pNBplfn6+2JlOp1MCnsXFxQyHw7Tb7bTb7TInS0tL5b7Iz9bWVnHwABiaU1TILruhYGQ6nU5Z61u3bhWWmbEC8umHgzRqsmrA7ODl/Pw8g8Ege3t7OTg4KLI1GAwagTk/MDj2sR5LfVyEba6LlR3IvazdGECTNFNEdP7i4iK9Xq8YDl4n01zyyclJhsNhod329/eLYYD+ZeGXl5cL5Z+kRF+m0kejUaFdMerOO9eGvo6WTVOaCTo5OWmkJZLp2Q4GFwgBBhjEy8/x8XGJEHjvZdS/WRjmtK6H8RhpXgczODfBUVkhiA5Yw+FwWP53eHhY3kOBj4+Pi6zMzc1lOBwW57K3t5fkKmK4fft2VldXi5NA+ZkrnB61DfyfNXGk57nG4buo1OATpwnAIfVlcOuCRbMnGGLLy2g0ymAwKOkPn5vjeazX2313w0HPMi71/65TVtABIj36DCjY398vIMQggK20g8EgBwcH6XQ6mZ+fz2g0SqfTycbGRra3t4ujmZ+fL3KSpAQzMDL0g/QEa2Tm1GDV6WkiY6eRZwUYDqiQQ5wEn/VOFlhAgqCzs7MMh8OGnCALlomkmXKgIbOAdgCiU2u2RwB8M/DX3dwXdAiwCQuRTP2Jd88eHh6WTAFjhwF+/vx55ufni2/ifCLsA+uETi8tLZX5gpmoZQOZsgxyDdgxUkUGOvzm/tRrwrCxxrZL2NXT09MSLPZ6vezs7KTf7zfOLaLfZlIss7Ybnu96txwpYubf13wV+L0xgIZFgRXBUA8Gg7JrwJOBkxqPx6X6fzgcJklByM+fPy80MIt4fHyc5eXlXFxcZDQaNXZDJSmOwAbE4CqZghDypvSVz2GQMJQ1GHB05Z1dKBNGj5w+kRJ0MGAGYUCY7KBmLbyFKmnWOaAkBjB16uGmNJw685NcjWUwGGQ0GpV1sdIvLS0VpZyfny8Flu12O7du3cr29nZhXYiuTk5Osr6+niQNpoT1wZAxN46eAT/8kCp1vZQNiyPhOpLlsyg5smgmBqNApD0YDDIYDIrsWL5sJGpHxb1qB8Qc2znZudWg9ybIjGuLzFT0+/0cHh4WSt6MFwAW/drb2ytR9+3bt/PBBx8UJwITNxqNsra2Vq4Dy8Z8GEjO2vLPOp6fnzfOK7FOOuiqg6JZUa/fw+n4EDTbEljM0WjUcE62aQ7WzDYyJtI13iVoJ5Xkheu9jLH5qpvtJeUB2Gb8D0XYzEu73U63283h4WGGw2Hm5+dzcHBQ5iBJkQ/kpd1uZ2NjowQuvV6v/B9ZIMC+detWVlZWMiY+gccAACAASURBVBwO02pNN7r48DoKi/mNPsLqMQ70HNtDndh4PC4HhrIW1GsZ8Pb7/QyHw+zu7mZ/fz+9Xq9xYCY+KEkDcGGbfGxB0twwkzTl12DH13dx9ie1GwNoGCQTCW3b6/UaC0EOGyRL2mV/f784jP39/RIBu4GQNzY2sry8nNu3b2dlZaV8zikln8KaNE+ZdbU4C+DoyHRl7RD4G0ds6t67qthy2e/3c3BwUIAWqSa+4907Luyy8akZAu5bF68leeH7bhbC62qMmajh6OiosRuEtTRl3+12C5ihjiSZ1spgnFutVgE4yRXYWVtby9bWVpaXl7O+vl4AaLfbLUaZfPYsZTOLkjTPKzJbwv1xDM5hu2jOaSfkgbHt7+8XB0VKxcWhrK13bfnUaxeH2/m4tqYeow0R4zDwuU5Q45oRGAxSb+gKu45ID5A6OD4+zmAwKNcB1ACkWVd2OW1ubmZ1dTVzc3NZW1sr80hK2qwH68gaJ005MSsHEPM8zmKIa4aNRnBGSvTw8DAHBweFjbFdMYvl4Aumhtd1f8wCEdXXa89r9zV5kdW7jmZmlTmiFGE4HJYT5tE7UkOj0Si7u7sl5Qyz6oL5W7duFTZ4fn4+vV4vu7u7efToUTY3N3P//v0CHDY3NwtoGQ6HZeMA90M+AU2sy+rqagnWCdKdDWCuXUx8cXF1yjSyOD8/n6OjoxweHha7urOzk+3t7Tx//jyDwSC9Xi/D4bD4Zx9XAYkAIIS1q1lmABb6wHsG96TaLDMmBz4J1NwYQAOIwOFAl7sqnMFCw5JeoKYEZSJ6pZKbHOJwOCyUIXU1TBSOr0aORBMIuAs4k2lE64XC4HjiTR26uZgVpSJa6vf75bdPFa1pW2/TtDMhz8rcuUbik1JnHjvtplDDyfS8DWRlMrkqmMPwoBhEUzh6b2vHsbiAl50lSYosMi9Et3NzcyUv7rWnOSXkmhvmnYJlPuMiS7Mw9CGZRi02BBhBUpBETtSBWFf4rqNH+uf6IOq6uD7OFEq6TnOhawbPrzI4X1XDCDJPzD8MnoEGwA4Qc3Z2ltFoVGQDJ7O3t1d0jWMhDg4Osra2Vr6ztLRUAA/MIOsMkHXUivEmSgZIetdhnT5yAxi7saaw0LanBwcHGQ6H6fV6BcwYDHm3VjI9ARYZ9Om2Bor01wGdARr/t92ZBXyuozGW09PTsv78jxo7GC7SlHbu1Eu5eBydY2zUyqD/zCFMPzJJ2tNrAZOIDaeImGsdHh42GDzsHmtn8Iztw091u93yqJ/BYJDd3d1cXFxkMBjk/fffz/Pnz7O/v5/j4+MC/l1UDKBPruSNsTBG79AE7MAu1XWmLr2oswMOOj+p3QhAw0SzawmDWhfdMmCcEg6NyRqPx6VWIpkWTRJpgWJBp1B9oGgO4MPAEI05ircBR0GXlpZKJE3BHwDIVL8Vun4N83J5eVny2f1+vxFFYQScswZgJWmAP8afTLfX0Q/PpyPpOlXg12YMrrNhaJAVomzvAAJk8GgL0jmdTiedTieHh4dF+ezELy8vi+FnBxMRy97eXrrdbnn+1/7+folK2DmFsfHhVawNsoOxApCh9GZBvBsGI9hut3NyclLSS2ab+v1+AW1E44zPOwQMTtAtg3P6DPBxeorX9JPPUoNSrxFjvs4GmDk6Oio2BWNrpiuZMnp8hwDLrCz6avs0Pz+ffr9fbIrPF1leXm4804ldStzXNuX4+LjBlmLDvJPGqW0XsCbN2g6uQ8Q+Ho9LTRDbehmnGReYO2xgkgYI5m+AdbvdbtgVs4A4VDOXdqg4teRm7HKijghHz4aTuuyAk5fZLIIzx0YDYl0jw+cBImdnZzk4OEiv18vKykphZg4ODrKxsZGVlZWSQWCNXYxtNv7iYrojj+wGgSzrmzTJgCRFLrxeMDFzc3PZ29vLs2fPGnZ2MplkY2OjUS9FXwDmNXOdTLedJymHT6JfTpsn051hDkgZM7L0SXblxgAaDuRJrpgU18iQhwahjcdXW9Lu3r1bCjox8AgVNNxwOMxwOCzOGAUlf9xut0thMbQy9RM1y+G6BxfuITQADC9QkhcUvd5WB6ABbBEtAkS4d83IkH9FiagB4X70AYUyzcu1ETwUz2kDR1Y2StfZYLKQB6hZmCnWFiA8Pz+fra2tki5IUowW0UK32y1Ah51ABo1OQbZarcYOKY6bx0AvLy+/8PBSQKfPm0FukzScQdI8EwZH5c96vaDIAVPJ9GGu3JfzJpBlP2ST+9lou4DU9TnIDXQ2RsfRuZm965SVyWRSClzH43Gpc6Ah/wQel5dXu9vW19eLwXX9EeCEAMkngWOner1eATI4lMFgUNJZyAWgx8yb66v8PDoHdMwvc25wQ7RODUPNeB8dHRWWF/1Jpjv3/PBVbCL99FEayCjX4f4EAzgonFXSfJwCNpQ5p7/X2fA/gIFer/cCkDs7O2s89oLndLmWyPqxtLSUzc3NUhhsxgTGj9QSwA7W59GjR0W3ebwGwRkBOEEcwJe0T9JM/bkkATuC7QC4Iuveck2fXaqwurpagiROwSYdhn11bZTT3VzfAbyPAvBjPShUNuD3OXGf1G4MoGEbHIVpy8vLJQLAqFAD0+l0GorUbrdz//79sq+f4uBut5vNzc3s7u6WXCT0GxQhqNXnhwBwuDbRqgtDJ5NJEXAUkujakQnOEefgI6kx/jiLJCV/iXHACENxLywslJ1apNQcESTTdJLz3gsLC0XQuT/9ciEkxtyV5y+rD7mOBngl5zuZTIrxhblJrpwCoNapvpWVlaytrRUjDSvWbrezublZ6FWO4gZEE+0SmSErq6urRY6oyk9SIhYiOHLOsDbMr4Ej48M4YgBwAMgKcn9+fp5er1cAlsETAGZlZaWkCQAzNSvjSChJmdsalCfTp0VbVjA2lmu+c10sDcAXebm8vCxy4oPmCH4w7EmKw8KgMlaKxc/Pz7Ozs1PqKZgnavowzjhHInMXftvBmBXxWTbJlDmsgY2vgU1JUuwZazMej0tNlYE5ASO/sbfs3lteXi7jZz6dSq+dIDqEg3Lakp1ftnNmsA00r6MBeMfjcdksgN7ApKJLGxsbDf2ZTCZZXV0tLAlF4szH4uJiNjY20u/3G+AjuVqrvb29Apa4P7YBZhZfd3R0lFarldXV1RLMcsQEvpLvA5Ksl0kaxzU4BU+a9OzsLDs7OyXTcHFxkU6nU+RgYWEhDx48KPYMnbCdpb8O2lhjA2/AWnL1xHNKQpytISil///BpJwwQOfn51lbWytnyOA4yNXh2JMrw7O8vNw4+4NoCkMwNzeXe/fulYdA4lTOz8+zvLxcBMBAhaiOfCkKioHGwMCGuECYZ3gYjDiHCGJ1zpW+2nHZ+dGI/tgCaISMQ+NesAE+B4W+1OCkTot4PI66Pw1C/rIbCgLg3NzcLGcMjcfjIifsSjBVvLKyUs6NYP4M8i4vL/PgwYPG1msML1E3jpDdca6lsRMh5UMefhZNixzTR75X1zvhSHAcOCXWFkfilAVsI4aWBrvn3DZyVANuF4ciExgXjDqgjO+ZybvOyJux4VxWV1dfsCmkC5kfZHtpaSndbrcETwRJMA2wFgBr18dhmNFznIJTvMy/D7yDIQIQAjRsbwwIkANAmMGNa5uYC8Bu/RgWDmMz8F1aWiqBnFPmDroIMJ22M9vEeSjUejC3Zjptk66zARRxtvfv38/y8nLZfLG6upqNjY1SD4W/AIiurq5mbW2t2BafSn55eZlOp5Otra1Sf8IOJJgIUtysOXLCwZ8wssfHx1laWspoNMrq6uoLaewkjcemsL5JCohHFvA/ZtfMxnS73UbtDczLxsZGAfuWU77HmL3Tl+DI4Bg5Qb6wKQAasis14/uqsocbAWjG4+lug9XV1ayurpYJb7fbJWKARUCQkhQltqFNpvUzCBH5UCYSY4AAci2QpnN1LDZO0E7exXMsMP9DcEDczse6jzhUp7i4lqvEQcPeAuzngZjCRkltYFwvQp/pE0KDYuGkzCRcNzWcTPPwSbK1tdV4ajo7kVZXV0tUWs8ZAARAAggF/MGAcQ9H9J1OJ/1+v8yZ62aQF8AHAJt0KQyJ0zOABEc2gIQ6d59MC8uTaR7dRX2AOIwMxpNxmt6nv8htMpULR1Z1rYbBluWPerNPuxvhy26TySSDwSDn5+dZX1/PyspKWWMiW84Wgmnx/GCAkRPALc6FOgezbDBCpJfoB+xoMnXkjj4tB0kacoLuJtPdlWZQ+Z7TkqyRr8+1YHTRcVLsOGOibsAG8+AidlInvF87Psbn9JifJWSbwhxdZ8NW3rp1K3fu3MnKykqR47W1tWxububOnTultpHTfLvdbsNeM1cEMElKaiiZ7qpk1+XJyUlWV1ezs7NTACrBCWyeD0vkXnNzc4VFJlthoOK0D2NDZ83yEsQY6CwuLhbmpNVqZXNzM0lTduwH+W35NeNMf5iDZBoc4eMAk8gRBAW+2YHVq2zKjQA0SUqeGUEgwl1bW8va2lr5X3IlgBTxWmEo8oUONXtiBcTIUFBF2gCkbKQK0nVBHvd0FG8GxwbHKRwEiwZgMfJ0/hwjgCDPqoFwOsspoho8YWgwlmYAnBrz53Fsvs51R1NJCtNi4NbpdHL//v0SraytreXOnTsl8iX6TaYHMsK+4aQMDr2zA7YDuaO2wkwFIIK1wPmNx9PDsoiYHO26SBIgw2sbepyF6w+gsJE9jxEn7K2TToM69YCR8/38HUCbZbd2cMiq6wmuK92UpLB1ZiSIZu/evdvoL3Oxvr5e1p00TLfbTTKNcH0eFo9ascMZj8cF0PAdp4Oxb9TvkMKrWRgCMPe9TgfbptAnQIOBqK8FEObHhe44Km8JNpiuG/bEwBA593WQBdtTy9pNsCkbGxsl9QhLv7a2lgcPHhQdX19fz+PHj8vW6W6327AXMF3oEzYFnwIYgQExa0wNKPaeFCmnUQNACF6wRzyaBd02mCVtxdrwOpkyerDVSQqwX15eLv6AOiEDKmyKWXtqtczQzpIJb/fG7iXTXZbYP/oBgzWLRJjVbgSgmZuby/r6eoO58O4RWBmKnhyZEAl7UTHurjR3/pfFgvYnksWYJVM0Da2HsQEccX8bKwQKVsbI2NRazeDwPkYAxI9wY2gAGd52WiNj98NUHc7IDo/3aPTdgmanfRPa3NxVcRqvk2Rtba0oHo6C+iYrn0Gd66KIzA00DGBZgySFkvf2bxz+ZDIpNLJTU2b1HDnVOWcbAI+Xxv1wwAAy9KI+e8mskO+PHPI3QJjmeWD9GaN3udQgGMAGwLKsf9Vtbu7qPBjrHAYS/XLhqwviSbl4Gz9/s1YwDDWTAXBAV1krM4A05BWZxJH6SHq+i6y4vqJme63vfI/1YmzeheOCTvTHaXf66Pu72RnxNzJhO2O7wnqgc9fN5CVXY9zY2ChygiPnBGjWDcbV7CtsFcDA9t6644JZ/Al+DuBC+hufA/DjYD9AEkysWWSCWNfDOVizHLovFG9z1hW6QZbEqUf8Lf/zZgGzNbZRyDB2zelO2x3mHrvJ/ZgjkwH/QQAaBMPpACJOgATMinPBTiUwEVYSlJv3fD/T7RhjFsKFsq5rQXCdA05m16bQDwOO2kjx2hSs8/rMi8dto2jEWqewUKyasuM9jCaAB2F3vzFOCPqrEPKX3RBw+gXAc/0Bn0uu5mdpaakRKbmQ1Ua1XhMbZ8Cvo2BX8ROpI2e3bt0qQMP0Kv0zwOSegGDLEe+zfvXZDdQpeBcgQLxOzVr+kqZOWF4MqGpwa8fkPDmyA+NQX+erbgZf6C0MaDKtQUlSGDhvw3dNlO2KHTHXqXessYaABnZQMl9+jIl3h2CDTOP7x0GZAxGztF4j3qOOg3EhF4C51dXVRjDnGgjfk8AQ4E0/ZgUDSRpOCH3EbtYg+zptigMg1p+TgOkz65NcjYv6TcaSpLFTxyCSeXF2YG5urtyD+3K8AI4fOQJIA3yw54AbQJIfTmoGj3VztsFrQzrUATRMNDLh7EBdg2Vwb9l06tx+o2agmSPspgMmB/pJXikrNwbQEDVggJlc79pgQkGDrlvxeRhWTITISujIsaZBUTw7MtArjiNJ2XaJMfGicA87stq4c08WqE4hofgspo0QymVHV+eha4diQ+h0E41Iyo7KjnMWYLuORg6aOTMLA5ME6DCIYa6ZT8tFkheMM4ro8x6QR2SFOWU9vDUXZpF+AL5Yb0e+dpAGvMmLjxdAF+rUjuls5oL+8l1Av9m5GujWqSkbIztJ2CHWxLUUrhO6LkflNBg6Q7/Rx5qx4LPJ9Nh6y4fnwHJie8S8j8fjxiFqlplk6thh8wBK9DOZ2iYcm3XewRfrZUfjHwdAOCZsCSCOOeP7XNfsdj1u/g/wM/iyfa4BFtehzUpnfZUNNi9JY24MQlkD6mbswJm3ZMqO1yy8AxWzVHyfnURsduDezA22i8NmAads506maWKuwf25p4MX3gNY8beDW2pskGEHdlyT79nO1ixckgYj7u85ZWe9dLoSO0bA/kntRgCaVqtVIhWiAzskt5pO5bWNcTLd7ohB9mSaImOBMCQULxFpnZ6elkOtHG3UgMs1KxYYC7YdkB1NHTkzNoMqKxn3N1Cqize55qwCUxuTV7FKXMsRynU3lDmZGn0AQ9KkJFmzWhGtVIyZOXQBXTKNrCimTFLqcpALHJN3QmCsoG5dk2Q2hNe1vLiA2QzlrCI51gdGj/FyPYwujpbXXLc2Zv5/7YwdhdWMgdMNNcj+Khs2JZnOEUwNhtZpkRpQ1uOpnXPNAtesWpLCNDtF4KCBSLquo6vn0LLhOi1HvIAz9NbHDiC/DpwAcsgFDsX3QzZdD2TW2o7abIvlpw6KzDAypusGNAAD5sBrYDYYmWFukqmjruXFaTaAj8sAkiudZEv43NxcVlZWsrKyUthD5tiH92FTLi8vy2N7zPwiY8mLz/jCpuDnWCfX+xlIGFyTmaD/Tp/xHdsL21X7E+uT/2d/Y5YTm+bg4sYzNLXgowzkFB0VW7ktRN56yf9RcKdzjFItpKZ6ub4jqyRFGMh7ogSTyaRRUIpDrIGEnSsNR2SnYUNr8ISi8doGB7ry6OioYXxMrZuNckOAasdu4GcHdt3ApgZkKAT1CMylwYG3ltJYu5rls1MzKE5S8siWFxs+18QsLFxtXYXS5/qONszIWAdcaGo5twOg37yXTCNws5BmKDnniG2gPuzKdRIYHs+h5+5lzKAZGn//q261rUimYI4IuAZtNsroOoEV13K9Dc6sDiZsR5w6cKE198Y2sXOGx3d47Ym6a8YMm2L7YBvk+3B/gjDbNn+PbbYUqfJ0emwxcoRtqeWE+7k41Q6KVrNI193sX9Cly8vLUgBsG+jgwPViBj58rt4Nxn2w28gIj1iwjUBfsfXME8DHvgN2kJ27nATsuhPWbRYAMeNkQI0OYN+8hgA5DoJFVjjA0cE01yLNafaxDrJrH2Ob4nmY1W4EoGGRvT0YpqaORpxv9mKBAmcZYQsaE2hFcrGfab4kRbB4D5qWbY5zc3PlxFkMHHTwLCbETAd9q50oqJkf7oPxgjniQXsYO5y6jQ90sMGVawpME/OZWUJmxbnO5qjUSoHCel1tbGc5A+pOkuYp0HVE5ejG4NMpL+YLip6cPFs468JJ6sVgdmq2xg7Q0aDrdvx/s1REP6yVn6Y867ROn7vk38wf9RfWC/poObeDBDBcZzM4Y/1gz1wsTR0M3wGk8j56zzqakUC/uI8jWwdDng8bcgw89RH0gzWhZs76aadSA2unXW3/kG1siouQW61WOUBuf3+/bHdHN8wWmPGmoJR5NlCyPNsG1TbF9vw6m8Gh9d+ghn5OJs2NIbafyEtdLsG6uJ4FW+4zYGzv6RdzR20LDDX6DVChHsf2ynVgjC9pbsfHf5BGxnY4mOY8IQARj+bp9/vlAMXLy8tia0h7efOEfU+32y0+FBm1/6kzBPbLNx7QIAyeZJSidv5Gko4YrOj+nCfC0RT34btWRO5n9saGgB8jzSQl9cCJjggjyl0rM99xY5zOxzt65Nk0nGhLOiqZOhloYYTCERJO6PDwsFG5Xyul6T1T4dfN0JjpcoTtink7IlOxnP3gWiuYOJqpZzsgGyMMGrQr1+L7lhsbtVZrui2fCBoZp3ivBpJJ85lcfN6Rtw0PcjMejwtzd3Bw0DgHhd0SHFXAoxM8x15jZMVHIwCwk9l1PhjF62RoXPRbBzvMf3I1vxyG5p0hpsTReeZ4VgoTZ1HvaqEPvPZ3MerUB/rgQ4MrjDp6bVDD9WsW2hF1ze4xN7C6h4eH2dnZyenpaTkoDhkiCvcOvDryvri4KNtrkUfPtdO4tunM33U3233GVssvQS0ygp2FlbAPIkUDQPFZWMmUsfFWatt7ZOzi4uqwRteWMF8E295hZb08Ozsrz3MicHZtDrYAeTUTDdgGpJLtOD09zcHBQba3t9Pr9YrcY08AOgTaDqwYY6vVyt7eXhYWFhrPsrI8WFaw5zUmmNVuBKBJpkd24/zNCDgqB8CYlcB5ORfHJPK5ZPpEZRuNZJrDc6GjD16jH0Sr1LPUkTpGdGFhoVCFvHbayeh7FpNjyg8AgqDy+Pnz8/NCO/LMGJSLtALCZvRv+g4hdDG2Iw6Mk/tSG9LraDU4pH9m7nD+RA8GdDSUGVkAJOOMSAP4mVt2HMgpDsmKl0xrNojmiMhcB5G8WCDqviJDdX/tIGcZgpOTk/T7/ezt7TWA9mAwyGAwKBTxLFqY34Ay8tc8fBEnPKvRr+tmaAB7ZmVZO0eDUP/MBXbHYJ91JzImVYeuAvTYnWgAUjMlnh/m1+lrg3E+4xQEbDIOlTm2TfHYkqkjTppBT3JlH/f397O3t5fxeFyeV/XRRx+l3+8XFphgIGkevlmDvMlk+iywWi7rlJNfXzdDY6DG+mEXnA24vLwsD/c0c4XNgR2fn58vxeasJ0zcyspKVldXy+MlHMAijz6DzClNzzW6fnp6Wh6Cir9zHSp9tW81I0nAa/YZ/4e8Yi/29/fz9OnTcho2ARPPoTKQYS5dL+p5mEwm2dvby8HBQTn80oDNeuLA7ZPajQI0NYMxNzc9Uh3na4MOILHjMv3lcwGc1ydlRMW6a1Jc31AbFs6tqM/3oO9+4jOAJpk6YBs2hMuMkRmBej7G46uH3+3s7BSnuLe3VyhiTlQ0XVenU3jtAuNk+rBG1xXUOdYaXF5nMyuHwjilgBx4OyKyBMWL4nEd54h9yu6tW7caR59j4JAVThJOmoWVnETL33amfBbDY3bJQAbDapDpqLdmoZib8Xicg4ODPHv2rBiXXq+X/f398owUXzNp7njgngblzMXFxUWZO+bd7aYwNEkaLAtjSqa1D2ydJsr1kQiXl5fp9/vFkPs4B8ZkII2crK+vl3QjsmJWmTbLpvjZcPQJh8JuFhgTsz0GaegAcuCI2wW82Ird3d08e/YsyRVQee+999Lr9UotHvLDPQ34bIf9OBEzYXVapmacbkKjr2ZusSv0//z8vKRTAIgEpDzomKeuM8/ozGQyKQ/Axa6sra3l4cOHuXPnTnlECjJitjeZFuEzzw6GsC8E0pQ90ACvgGL+RyrK6VOuh8xxphfX39nZyZMnT9Lv93N6epq9vb189NFH6fV6jUfI1L6Oc8KwyzwXj/Oe5ufnc3BwUDZVMLfIGzJWB3Cz2o2QKBbQOTSMBfS4mRcGhCBBm1MjYIFCmUCF7XY7h4eHWVy8egbH5uZm48h4fuNsWBTvZkqmJ7HynXa7XR6hYKRrdA0KZzvnrBSY016Ak/F4nMFgkI8++qhEClB+JycnBUj5bBWao02YLZ+L4WdPeYw1Sjb7cBNADfPrp4gzn543opaLi4vs7++XnK/BjA014IPC75WVlXLk+b1797K2ttYAGTB7NGTFNQqAXxoGw3KO4XEUlUyf18R6QBvb8DAfGK7BYJDt7e3yBOGDg4Ps7+8XZ2jw7AZA3NjYKCmE0WhUHLqBMOPGSNZ1Z6+KpL6KxpzameKc+P+tW7fKqdMXFxelsJE1h7lxaprGWUMc2HdwcJB+v5+7d++W4+OdfnHk73oTagcBMDAD7Xa7FHfOSvWYKSEidmqUNTCYS6bp193d3Tx9+rTYS9IF4/E4b731Vtrtdn784x+/wLY4OAL48pgRp1ktB+gZ369Z1eu2KWb7YRacunHKzencnZ2dYofN0BB427Zyxs3W1la2trZyeHiYw8PDPHz4sAQmzkIgn84QADTMntt2cHYMckVKiz65P/gldNl2HtuEPO3u7uYv/uIvCth9+vRpPvzwwyKftimALAfGjx49yng8zt7eXnZ3dzMajYrvIuthdgrbQv8+rZzcCEDjnCqTn7yoBAiMlQhhYvFcZwBadR4bI7SyspKTk5McHh5ma2urHHtumitp7jRCsOqTewE+1CLgOJLmFm+E1Si+TpHNqofp9Xp5+vRpOTgJ6u/4+Djdbjd/82/+zRwfH+eHP/xhIyLzvEJrO+LEULtex0a3rs2or3tdzWNMprUlLjxkbKenpzk8PMxwOMxoNGoU6PngqHpMyEav18v6+nqJxO7du5cHDx6UY+/rrZ7e7Qa1a0Dix3MAQt1vgHTSfAq2ozJTyrzHNQaDQT788MPCoFB3AYu0vLycO3fu5Pnz543nDdHfyWRSjinAoCHP6B735jRtOzFvnZ/F4HyVzfJhZ4WjwHDDblIDMBwOGyeo8p25ubk8ePAg/X4/+/v7SZL9/f1iU3iEynA4zN27d7O1tVXq7Mwk1gAXoGibwtH2g8Ggwe64MJnf1HTgCH0omYvcsTej0SjPnz/Phx9+WJgn0pHINE/e5r4OZki/8QBHUnAOivicbYqBHQ7LQO+6GyDGqWnAjFm9s7OzkmbBAa+traXf7+fg4KBRVM/8Yj8AjYPBIA8fPszR0VH6/X6+8Y1v5N69e0Uml5eXZxbcHjVCnQAAIABJREFUw5qi89gfgAp28PT0tLEBwMwfAZMD7WT6eBXsDyzO7u5unjx5kv39/SKblDXga7Fzrm9kTgkEeLTE5eVlqevDBtflADVjZH/0pTE0rVbrSZJhksskF5PJ5D9utVqbSf5pkjeTPEnytyeTycEnXcfRZ1286ogb4QId8xRXaCrSU8nVE3N/+7d/Oz/5yU/y0Ucflcl2BGNj1mq1sr6+XoweuWr6Z1DkxeJZG1TCwwDVwoJQgbzNRuEkYFqSKS14eHiYDz74IP1+P91uN1tbWyWSZHv2T37yk0ZRpx2qQZijVFONNYuE4GCILUifF9B8UbLCXDq9hoxQzOmiV5i7+fn5rK+vZ2trK0ny85//vJHGcbTMmhsckTvnng8fPmycBAyzxjo4XcRaIFOOvlhrAxeMoSMoRzusjdkWGJUPP/www+EwDx48yL179zIYDLKzs1PW7LXXXstf/at/NT/84Q/zwQcfvMDWIDM+SRYnipGs2R0DMRvEWSzQq9qXISeuc3C6Ev0hteJ0Anrt4OT27dv53d/93fzxH/9xfvSjHxX58YP1sCkUid69e7dRBIz9MDOIY+d1u90ua722tlYehYCc+wwRxolcWRd8FhHyfHp6ml6vl/fff79hU7CLzNe//tf/uqyh2TePA+BrsERfzHa7Dw6SDMqv26Yk00cFoE+AXOwKRfS9Xi+j0Si3b9/Oa6+9ltdeey2tVis/+clPXqjvM1jgh+sBeLa3t8t37t+/n7m5ucbOJ+aX9AwyjA0gnc7c1sG9Wafa/rv8ARBNf8/OztLr9fLee+9ld3c3W1tbefz4cUajUd5///0i74uLi3nnnXeysLCQf/kv/2XDF/l6t2/fzsrKSg4PDzM3N1ceK7G7u1sYYPwNdpcAib6+yqZ8EQzNb08mk139/ftJ/sVkMvn7rVbr9z/+++++6iJmLIgKiV7r3BvgYXV1NXfv3s3S0lKhiTHy7XY7v/M7v5Pnz5/ngw8+KIJg9oHood/vl/tQcW1Hn7y4k8MUNcLBSbEUYiFcHpdpYde7TCbT7X60s7OzPHv2LDs7O+l2u/n2t7+d1157rTAOZ2dnGY1G+elPf/qCYzKl6+dx4LyTZHV1Naenp2XeUGSnvkwR2zh9zvYry4qdPEa+BjHIyXA4zOXlZbrdbh48eJA33ngj6+vr6fV6+cUvftEApj/4wQ/y2muv5Z/8k39S1oxxUo3P+Q7Pnj3LeDzO48ePS57bTtyFxaZ/mT87CYMexuUoB1lxfzBOBjbUQ2B4vvOd72Rrayv7+/t59uxZScv+5V/+Zf7wD/8ww+Gw3IM1RTYc0QOg1tfXkyS7u7sNOt0MVS0bv4KsfCFy4tcGLt7xxk4QCqfX1taytbWVxcXF7O/vp9frlfGenp7mH/yDf1CYUkeUThOR3mTdADWeU8+P07rIMQafp4TjGL3NP0nDYZH2wG7ZcXHPk5OTPH36NPv7++l2u/n1X//1vPnmmyUdyzx5bB4jv5H3drvdYAJgH82M+9wmwDK7M60Hn7N9Yf7HAQz2GZtCgXSv18vl5dWDKl9//fV861vfyoMHDzIYDPKTn/ykMVftdjuvv/569vb20u/3yzqwlisrKyW92+v18md/9mdJkq2trbRarUbhPczarDQzwNWHwhrEM5akecZbDahr/3NycpKdnZ3s7u5mY2Mj3//+93P//v0Mh8Nsb2/n+fPnOTg4KGAFv2mbQl1evYmA/8Nqoot8zmDOYPBVNuXLSDn910n+s49f/89J/p+8QqCYTEe4dSU3hodBr62t5e7du3n06FFu376dfr+f9957r+zu6fV6+Xt/7+9lZ2engWRxBOS+Keo8Pj7O9vZ2FhYWsrm5ORMJwuSw6Cjq0tJSg+2xQ0AhcG4GaYytNmo4PaLrr3/96/lrf+2v5eTkpCjAcDgslKcX3QuOkHMWCnlRTgmFtfEj6JMmaHBNRy3wX0D7XLLCGjJmHxKGUUfR19fXc/fu3dy9ezePHz/O8vJyAZ8GgZ1OJ3fv3n2hsI2dAjysjrqGg4ODLC4u5sGDByWKoH8ADIMX1piUFNFfMo3ASI9hYIi4YY28rsgKxvHw8DC7u7t55513ShHz3bt38+DBg5ycnBRDTN9rp4qssNOAKJv5Rs4s//R9VsTtqP4LaJ9ZTjCYjDFpRovebNBqtUrKaGtrqwQ1MKek6wCNtY4lKawOD07FFnzwwQe5detWtra2GoYZwIG9YL5wCjh85GhpaSlHR0dZWFjI4eFh2XFGtG822yy30zmXl5cF4CbJgwcP8vbbb+fx48clDTIcDl9IGzBOfthUwWf8mIDxeFzqI5Lm+VuwT2b9cNBfYMrpM8sK47O80z/0DxZ+fn4+W1tbefjwYdGvjY2NjMdXJ/rapqyvr+f3fu/38od/+If5N//m3zQYBp7jdO/evSwsLOTg4KDUqQCMzcwaMPI7me7QxY/5O+fn5+WID296qDeOmFUCSCcpKXcXMD9+/LgwiDs7O/nzP//zHBwc5I//+I+TpCFzyO29e/fK3NDvi4uLDAaD8h1sOHOcpAGC6e+r7Mqv6p0mSf7vVqs1SfI/TSaTf5jk/mQyefrx+9tJ7s/6YqvV+jtJ/k5yhVR59IGLsVgsqCfqQJaXl7O8vJyNjY1sbm5meXk5S0tL2dzczGAwKEL43nvvXXVSizU/f/UsoPv37xfjzbkxFC3xSPekeTIhQuJIy+eOJNOCzzryMDiYtY0Y+pHisfF4XPK0v/7rv5533nknP//5zzM/P5979+7l+9//fvr9fv70T/80g8GgwT5x38XFxWxubmZtba28j5Fnd42FqTYqOM4vqH2hsgIwpH9OLQCGOayMfD+GeHNzMw8ePMjOzk4BCz/60Y/yz//5P28wUjip+/fv5/79+wXMsFb9fr9sN7SMGQz6ekkaMu71d0RMSgp58y4orsGuBa5NXcf29nbm5uaytbVVHOn3v//9bG9vl1079IkGyGWc1N3wlHv662DDRXp1+uNXBL1fiJywLZaxUJB5fHzckHXWmQPL0H2e7fPhhx++wFiY8WDu1tfXS23VeDwuYOT4+Dg7OztZX18vRp05xFD7yArXCBCALC0tlX67vs/MHqyM01lcA5tycXGRnZ2djEajPHjwIL/2a7+W1dXVohfvvPNOhsNhfvazn5UzZdxIsT948KBsuz0/Py9FnARalACgA/SFx4VQV8RYfgUw84XICmk9p9gnk0kp2vWOSvwUgRQB7fr6et588808efIkh4eHSZK9vb38wR/8QZ4+fdoYa7fbzde//vX82q/9Wra2thqnQPd6vTx79iybm5vFjhgEOFOQTA8zNFDms84w4FvwjXVmYH5+vrBzyOD+/n6ePHlSUl29Xi+vv/567ty5k7/yV/5KdnZ2CrOXTIMbZOX27dt588038/bbb6fb7TbYUKcp0UEfKnl5OT2clOwKIPOT0k6/KqD5wWQy+bDVat1L8qNWq/X/+c3JZDL5WNheaB8L3z9MkocPH0589DOFVDSADUieFAp53I2Njayuruatt97KYDDI/v7+C5QpDv727dt5+PBh3nzzzXKMeZLGtrmjo6NsbGw0itqSqZCwdfP8/LyknKDcSH/haNhqZ+bAis5rFg5jCM15eXmZZ8+e5Z/9s3+WXq+X1dXV3L9/P/Pz8/nOd76T27dv59//+3+f3d3dRjTU6XSysbGRjY2NtFqtUguA4BJ1fJJhqR3Xx+v2uQQlX5Cs3L9/fwJ9T5RLn3xGh9kLnPN4PC7Pr/nOd75TaFMzg8nUSS0tLeXRo0f59re/XdgbACnX7ff72dzcbOx+gaHBCDoKBfwCukajUYOpM9A0SPPccw0iuVarVc4hevLkSXq9XmH3Hj58mOXl5Xz729/OcDjMz3/+8xwcHDQKXYmiHj16lFu3bpW0DKkzxo0OOf1ocOR59PvXISePHz+ebGxsNBjR4+PjAmzYzYOOo7+dTqewet1uNwcHByVdV4+FNFO3282bb76Zb3/725mfny81AqQ7YePMqjnyZN1hok9OTopDWF5eLhsDsHntdrusTzLd3We7ArAxI0BR6q1bt7K5uZmFhYX84he/KEFcq9XKW2+9lSR5//33i5wkV45zeXk5d+/eLbbRZQKwA8gHh8FZfpkzHJiDr88Jar4QWXn06FH5DHpHaYNLE/AD4/G47IIDKNy/fz/f+9738sEHH+RnP/tZsfPvvvtu0TPOcHrjjTfygx/8IG+99VYmk0k+/PDD4hvOz8+zvb2dN954ozzXCfbW5/t4NxLBDbaa2jC+ayavBjpcA/uFT11YWEiv1ysBEjv+3n///XzrW9/Ko0eP8s1vfjO/9Vu/lfF4nO3t7VIkDGnwta99Ld/73veyubmZo6Oj7O3t5dmzZ40AzemuuuCXtUimx1zMSoW6/Wqh1GTy4ce/n7darR8m+U+SPGu1Wg8nk8nTVqv1MMnzT3OtekeEmYvxeFyeceJdFlBqyRXK/u53v5uzs7P8yZ/8STnFkIXDyT98+DBvv/127ty5U1JTKCY7Q0hb+XRQU342GOTTjSaT6aPT+cHw11GUHalBW3IFoKhd+NnPfpb5+fns7e0VGnttbS337t0rJwbz+PrFxcXCSCR5gY7GSNX1D55vMzN1VPl52hcpK/TT/YPuZp1ReNiF/f39PH/+vDwH5a233srp6Wn+1b/6V9nb22swDCj148eP85u/+Zt54403SoRyfn6efr+fw8PDIgfn5+eF7Wu1mqf+uniXNff5EhSe1ukCyw7frVNPPhOFyIrdR++//362t7fzp3/6p+l0OllaWkq32803v/nNPH36tBifdrud9fX1dLvdUvjMwWHeEeHto7UDcorVjM3nkZUvSk7m5ubKAYAGCTgo+ss8AGqIAkkzfv/730+S/PSnP81oNCrrlqSAmTfeeCO/8Ru/kfX19bJ2yXTLvR8UWW99/3isjflCBmE+mFc7IvrhWpWk+XDCZFqUatvpWrK5ubnCUGPv3njjjXS73Wxvb5cxk07jqdD0F1n3HDq9b12AuXN/vcnis7Yv0qbUaUCamVrvJDo9Pc2zZ8/K0Q5f//rX8xu/8Rvle7/4xS9KkMy8dzqdfP3rX8/f+Bt/I++8804WFxdLjeS7776bvb29nJ9fPcJgd3e3sMLUBXpXkVl1p9+duubIAQJY7AkAyMwewBNfR2rz7Oys9OHJkyf56KOP8u/+3b/L8vJyOcLinXfeybNnz/LkyZOcn59naWkp9+/fz9bWVo6OjrK7u1u2twN82enn4Chppv6wJc6SsFYva58b0LRarW6SuclkMvz49X+R5L9P8n8k+W+S/P2Pf//vn+JajSjWu3IwMLAWFAuT197e3s7Z2Vnu3buXbreb7373u1leXs4vf/nLgiqp4L5//36pudnZ2WlsoYOtAOScnJxkbW2tHITkLauOQvkOEw8TYtDiVBPgBuXBKFiYWMjbt2+XwmdoPxsRUk0XFxflyav0zUY8aR7t/bLdBfVnkxeFxyDxOmSFZlnx80CIuOv6gslkkidPnmQ0GuXx48e5c+dO3n777XQ6nfzZn/1Z9vf3c3l5dRru7du38+DBg3zzm9/M+vp6nj17lv39/ezu7mZvb6/x7C4K+u7cuVPWjXtaKV0wx2fsDIjOvEsFA8R4kRkKL53+TK5APQd1+SRQimAxaqQdkXly5V5b5tfbiV8GUCwPNj6fNV35ZdgUs1kwlOj04uJiecYVc8Q5NAsLC1lbW8v6+np+67d+K6urq3nvvfcyGo3KnHa73bz++ut5/fXXs7i4mIODg1LL1Ov1kkzrALAxBBowOdZ72F/m0YW+jIn5dkqSuSa9ZJbSDEuS3LlzJ48ePcqDBw9KnUZdCHxxcZF2u5179+6VmhrqqGxTkmnNBNdHTgC5MGIGvK4lqVMo1yErttWABRpzik3xDqKjo6O89957OTk5yd7eXh4/fpw333wzf+tv/a38yZ/8SX7xi180Tld+44038pu/+Zt58OBB/vzP/zxPnjzJu+++m48++qhRu3R4eJgPP/ww3/rWt4pMAmqYP1gV5JqAHLaMtfKZWw6QvCXcAA7wjSysr69nY2OjpO5h+ElfwlZfXFyk2+2W8XLejNN1SQrzjZx8kl1xLVdd1Pyy9qswNPeT/PDjziwk+V8nk8n/2Wq1fpzkf2u1Wr+b5N0kf/vTXMw5aRsi586oqPduhcFgkMPDw2xvb5eizU6nk+9973vpdrt58uRJBoNBIy/IGRzslgJ9M+lOZ3lr7suADFtZETRqIHBAjrjtMDxu04cYsZWVlWIAqR/iGhhAKEinK2wkTJU6auKeRFr+DhGY2aLk8xuffMGyQj8cmRBdw1LgHByhwKxsb29nY2MjKysrWVxczLe+9a1sbGzkG9/4Rv7oj/6onC3x9OnT/PKXv2wYBOhUHAcNw83aEZ0RSTGXPiTSa+kfQI7rcJxKsFGCmYGNWF1dTbfbLVtqmSfAGgfl+bh/nCryYadkWbDMGHjbYNkxWN6vQ05ojL9+Ng0F89SoQNXv7e3l8PCwpGIWFxfzxhtv5MGDB/na176W8Xicf/tv/21Z38PDwxwcHJT6gLm5udy9e7eRXkJGqdHxSeJOTSZXhpy0FcxZbU+c1vQc2+BjO7EV7FZjTD7xHMabYnq20dJX7p2k8fBEZGVWOgBQY7tT97W2g5+hfeE2xUHSZDIp6UK2wDsgQPdGo1HefffdbG9vl1TlyspKSfVOJlcbEJ49e5Zbt27lZz/7WX784x/n8PCwcZK5D+z0fNgvYLddb+JgmbnEt5mZ8a6nl409STlfZm7uqqj+zp07pU4VXfH3mAdYXX4jhw7EmVuz1h4nclqPn9fI+ye1zw1oJpPJXyT53oz/7yX5zz/jtRro3XUdybTAyBQ/yJXIM0ljfz9IkiPNnfZxbQsKjeOhLmFra6txvs3Lijy9EPwP51qPD4Eyc+Nr+jMcRIQxZlxcL5nm8BE2HK9Bk3dN2WHWxsXRXzKNtGuK+/PQw1+krNAPmpWE16w3n8V5uxibHR1cg8MLmUMYliQFTJOiw/EgN3fu3CmRTb2DDeNIn+3wDZD9nuUFuasNkZm6paWlrK2tlfQn8mQdSlIKX9EZ2IaP16KMyXNcHzvgz7ovfo0R+qyy8kXblGQK4tkxiWOHfep2u6HWBjlBBjDMXKPdbmd/fz8XFxe5e/dukpSUDHJBLaBTSzAy9+/fT7fbLcxQvabW78lkUgIunAHyVzfGZVtiuQOoUPScTJ0eKS3WlnHwbCoATdLc0cV9k+lp7knz+TvYEPrsVBWfrYOpz7C+X6is1EES/3d6x7qC4zcbS40J1wF47Ozs5PJyuu261WqVVK8fcIzOzc3N5eHDh6XGk8NQnVZ2cOPAE7thu19vZDFr4jXBfnH0yObmZtmQw1i83d5pIs5x4kGdthfeMZZMt5V73fFLTrvOAsqv8kE34qTgZLpzw4bVHZ9FTUHPu1AKxgVg8uzZs5J+4HM2uF6YW7dulRqL9fX1UvnuQqo6HeO/KeyjAMxnk9RODWG08jjyIppjYRGCWWkhDAhGKGmibiusnayNC0qCcqDAL4u+rrMR+ZmZ8ljMtiXT4jIMP2kbnBpnGbElN0mhTpM0ZMV9wCFSUAndi3OZlQM2o2GDaceFDBjMGCBwXQANxay8R6pilgzirHzCdTIFLsgBMk96i2tzLYNkpzpscD4vAP4iGnNZgy3GPJlMXqjbYyzYCtYQQEuAAxA+OTlJt9stuuI1YE0XFxeztrZWio05p4Y1rdlTM2J8jvt3Op1SnDyL6a3r9egL4AL7ZobZdseyScof0M78+H5c1/NtlhRwXMtDbY+uS0bcsCm8Zh0Ygw9HpNn/eDzsmoON293dLSm7OpixXYAB7nQ6uXfvXvkO2+BdokA/uafTfNi1i4uLUthcF40jX6wb8uD0NDLrOhtvyDCLy3Z80out1vTYCV+bOYNB8tjpJylTZxNsS248oGFRHWXXrIIL+jAWVhQUljoSFs+H97jokvvZSfBZiiShouutrjhIFN2CXxt9XtdsSK3YfN/IlgI7+lrPVe0wmBM7bAuxx2oGyf1hfhxl0dy3624uAmaczuMjL077JNNCXGSp1WoVRg0qnvy4GTXmH6Pic0fYHsyBfma37Ci4P/1xeqc2lnyW5kiMHwM0mDozndzbzssRGU8R92esG/SPa/p913vVfb0pANhMBeMxm+G0CUxt7WiRETtn0t6+puUJZ+7ziwiSlpaWynEBfM7F5Ogwukpw40dqMDbrM9eqU8eO/HlEQ9K0J6yxd2A6+k+awMlOkebx29E5SKsBTjJNu15nc1BHs86gX14v25RaL8zQUWs1Ho/Lg2FdlpCk1C+RAqVuhSwDxbn01fbOZRKedwNNWg0k6+LxhYWFkkIiZU9QbfCN3XVjDnyAnh/WXIMnbKiZaDNEpPhcvPylppy+6IbQ1Ia3LjiDvkJ5PclGgSgn6aKkqfj+21EYQAYDYgdPH+xUTNclKbuduD6LZ6dlY1A7BBd7mnkw2PM1auCEYJgdcBRoofL3EcgaBLmfL0s5fNXNTAzjwXEZ8CEndjQGGp5L0+rMPQ7GDfljh8vKykrZOu2HP9Lq+cNQur6B78xiFWogzP9YG+h++sDY+bzHa8NbR/i8NoBm7HZMSRoyVrMFtWxdZ7PesN4Yxzod4rqhpHlKM3aF336wqVkfgBGpJpgzR+vIAd+zXtesNHpYB0uzZIX5dv/NvACMzLwYFNWOzkxCLTPMF/YJp/MyW2f76795/ybJiuWh1hFsu9lNM1gOAmjz8/OF7TXoNEtuNg9A0+l0cnl5Wc7BobmOJskLOun/W65qxroGBrAwrVarbCghRc3YXCDta/G+5clAGNnAv9OwE/TbbA51WwAhrvUqObkxgMYnZNJqAIAS2UHzOZ+tkkzzdAZFphVZaAvl0tJSObQPqh1hwgjgJInM7Bzn5uYaT7w2NYgyY0ztOOz0+B4RXKvV3GmCkYMWdu4c4+L5s5Hh2jhWGxPe4/M1k0WEdRMYGsZjQMP/k+m219phYHCM+JMpa8Nc1OyfjVSr1Sr1V91uN8vLy5mfny8UqoEhym9ZsYLXO+LM2CRTp+pIvAYQZiP5PmO10UL+vKa1ozI45PrO19dF8ZZb+uzarJvgpCaTSXHi2AsiZzthfwf5T5qHmXmHS5IXjmmH6WPtzc50Op0ChrwDDibHTCO2B2eHDTKby9hwZI6iGWdtC4mgkXGug94jN7ZRtW4kL+rEy1gWA3fbrmS6jdyO9jobtpJi2xrgMmbWGLmBuXFwmzSDDv72mjPXBkYLCwtlO/TCwkJ5FAVOH1k2QOG63IdUjW0H8ugCYTfbINJBTlnjH82WJFO/gK9iHt0nr3cyPWoCP+UavZokoJ/Ip+3oy9qNATQWDht1U3/JNK1SMwtMuqNJv8f1QMYWKowKJw5jqMin24HWUX7yIn1HwZ2jJL+ux+3cJ5Q4RoTxmhZHqBwdcX9HehYork9ajn6b7uN/dk4183ETGmvGerDGNQ1qMFfXYNXpOTN+dnKsgeWHXDFF5UlyfHzccOaW49rB25AjYzgR1sGR7CyWBlk5PT1tPK0ZJ+hiT4Ms7s81GLfl0PNptqVOySR5QZbs6G4CoKmZJvpnoGLQZr1hrQmUMMbMiR3LeDwuNTbYim63W85u4TA8rzFRa50SRGdxFmwrp5DYAKOu30DeWQv66h1MZqVrvcapu2bPemU75nQH88s4DF6YY9dUODC6bjlhLMi8wYbHblatDh4sB9Ynj9OPs0imdow552BW6lAAFsylAyRkpg4+DciRNb9Gjw02rbvc9/j4uNg3xk2K2js1bUMYk5vtbJICyOybsYHIlW0X73Ptmlmq240BNMm0mJOF8sPLzITUQMHNlC7fwxDZaHjHysLCQslfrqysZH5+vjzN24wGoIL7J1PnxP28E8ECZWNDP83SmHUiEmQ+EBgfhGfEbfRqBTLFWbMYnlP330YVGnBWn6+7MTbWgQiCxlzXzqKmww2QTaeaSfFBaFDOS0tLZQujc+OOkmtaGFCBUfC9DGQ/SYFNhdNv5MXMIdEVa1vvKnAExTWJuNzqlI0ZSztPs3ue4+tsRNTMIw4lmdZg1QDe4I81YS0dRND4PDbEuydh8JaWlgp763NlHPkaXNOYV6eezZjMciaOyD0+QA0ynKShH1yL18iw58QAaVaNhp26Ay/rknWWz14362vbXW/sqG2zAaiZ3yQNp41ech2YMeaBtDWygLywQ3MwGJRdVNhvbB7y53qn2j+SsQBE8tnazvMds4MGNdQKeryMmfFZ9w1kDf7tZyxDthXWAcsv8vMqMJPcIEBjRUuaEW7dPCmeTE+60w7JFDSYnsf42EFR3GlhSpoHuSXT6Kmm9b2VvKaDTQM6kvf3TW9zXDr9N5hweqIu7mI+k2YFvIXYAA8DxLjoix0u17oJrV5XthMyJta6BsO0mu0DLNYA0lECEQq5bs4HGY1GJXKu18eGh4jXDGJdq2RAaiX3uK0PyAvgaG5urpz7YOeIrNdgzs7T4NbNNLAjWQy2HWjNVF5nq52wo2uPozaS6Dk6Y5YHe1F/B9A/Pz9fTmTudDpFThYWrnZGAXzrezki5XwanOLFxUVGo1EDlNhJcR0HeTX9z3UoZAaU1WlZHIxBiIMuz6sZ9KR5Hg1OzkDRdUOMw4HhddoW1s5z4fSh7UnNallfZmUXaiDtlAlHCQC8O51OLi4u0u/3MxwOG4XDyGRdvI6+YU+wKfgn77pMXgSQDkCcanZQ7XQT42KspEQpJq6v4/mln1zDgZ5BDN9z9qG26S9rNwbQwKKYPbHguKDIjti0ninyWbQ3Ck6U6TMj2KJ9dHTUeJYNBgL6GWbEyNiPZ0+m5zL4c3Xuz8jTgMyCibNKmkIEOrZDrMFKnUqo0bIdq4WngcrKAAAgAElEQVSrBpC1AbvuxthmRVV2royZvttw2vCYpamj1CQl5ejTiKHkOYkauhS5wyHhMG3AYWC4Ry0rKHBNExuEWVaQFwyYQRnUddIs/jXbUKcTDGQ9bwZaNvI16zjr93U0gzvWD2PIuAziWXufoAoQrFPZvobBxPz81ZZbgiRACcGRWTKDZPpo2t3RNxsbjo6Oyvdn1RLQj5o1xiHU9Q4+3I/vmiG0TTOg4e8aFBr8Ymvq63tcSVMur7Phc8zqJXlB72pbWgMY21KDIGRpYWGhFAkvLS2VQAe/wuGf1ORhS+iX2R/7qBrg4jvM/jIe/9T9roOr8XhcAqbT09NSjoEPZZ7w317P+pRgMzPMo4Evjfl1kGhA80l25UYAGjspIgcPBCdu58viOc/Jd8xOOAqwshHVc23eS5qV97xvxI7i+z4sHMJmdsd9Y1G5PpRy7VgQdJwvwIZ+19E910Z4SZ/Uhjh5kRVizL5/LfQ3rWEokBvG4Zw2csXY/FmvNX8bPKCEMDKAgCRljWsKnns7/UV+mGubkjUYmUUfG7DYMBjU2GDxU8+Hr+so2nJhUJdMdciGHUNk/bMRuynOiVYDr6S5HdvPSTLTCWBlzQgg7PR9XT7jgzqZNxdZ2sADOF0caZDCWvA/rgHgqlkzp5UtK3a+lhE7XtsffuOwnOJnvE6rO/qeZUf92kwBY3xVxP1VNeyJa1QYG0yEnaoDIK+3bQxBJXNgH0caimcR+lEo6LPnnM/Pz88XOXhZwOyAyIDb/8NusM4GcQYyPCeQmlA+a7mASQH4s2MU8IVM1NkUp8GwUwaI9pkOpD6p3QhAU4OXJI3OOypyXUiS4vSdj6spUSYOA4ZA2QERLZvWTabnCvi0SIyKnZOBhY29QYGFyZ9jjDZIjAshZIx14amvb7oXUMPn6nkxIKyZK/edvtVg8TqbAbAdio0s8oOjdrTDXNcMBHOXTOeW9We9eY3BwRFhqPhh7ZAVvlMDxRo0zopka1mjf45kamdl+UXOXZvDezhqGxLLoYGQ55yCcbOkjpyuGwx7HpNmKsmgJJkWNifTOfFnDXRZQx82OB6PC+jFtjjFkKQ4IO5hNpkAyLLhIMX3tU10RG1wXDOPswBNna6uZdCyYHkCsNHsoOjzrM0LvnYN4m8KEK51wGCN/wFuYNQIjieTSaPgms+75pIsgP0NRb+TyaTxLCb0CvuMjAIyAD71Drg64OY1Ps1AHR1gHN5xZdbX9Xn0ra4j42+ucXFx8cLJ1tggBwrUFjnLUQeljO/T2JMbAWhoVg4UyU7b9SEIElFMHZ28zNBibDBAk8mkGB92JyXTSbVzxPgY4RokOFrGSKHQLIgNixkWRwazrkU/6IsBBgaK/9vR2Hn53h4bzjeZGsraqbm+47pZGxsNwB4/yYtgmHRh0iz2rVkP3kPpaiCL0hO9sO26pp091zYqlgHfC3rZ7xvIWIb4nlNaGCcA1CwK2cyKAwcHB5YvDJ0LUG3gaydG+zS08FfV6Lf1pS7qtMF1bZbHbaYBm+Lvc4AejzXgOhcXFyWa5vo1s2FnU88na5Ck8ZDCWQxIzdhiPzz+GtDQJ+uDgU7NPPAb52p7bMbStiVpBqx8nv9bL66z1fYXv8Dz85IXC+R99hO/CSQdfPsBtAAaAxeDG9KAgCMzinyHtfYxJTWwxabYjziNNEtevKvJLBH38jw5dclrB4vMl3WN6zo4A/C9DEz6TLZPA35vBKDxYBEI7/e3QpjuderFTpdBW0lMi7rAj+ZiWAs2/zMY8MLUDAnGCYqYvs2KfusfojunMWrnx3sI+Pn51bM+AGmOpBmrI3P+7zF4nDQriOfwuos+zRDgmL0V3U4KIMB6e71wFAbLVj7PC8rKXBJNO51lR8W6MH+AWwMV/u+DIM0omMHx/5x+Yvw104esOChAt05OTop+4Xjr4IFxMHZkrqaJ7bTcZ+bkukENcgI4ZbdRzTCYYSPyroMP64qNLzrr2hmcHg7BzIoDNjuaZAqibHuQJT85mb7VoGEWmHExuKN11hU9gDUCrFMQ6pQ7LAS6xFxcXk5PreUe9A+bUTOTlvWbICc4aebMz+JKpkCYsflxJcmLz7PClhi08cBRzlzDNtmm1Gk7yxL3vry8LAGVGUT6h/+ZlcacFSRZ77EJjBt5QA54ThPHGTgtRU2qSx3sc2xrkZtZZyzVJAQyhI5+UrsRgCaZKjOKYQWzocEgMVEgN9PvRoSm0pIXkXhyNZlEUn5Egukz7m2Fr+to+Js+OIK2M6M5IjPyZNEM0oiYnP9G+Q4PDxtPSDXgs8GrgUBtBJMXd9fYaN6EdBPznDSpexQIgMODSc3e1M4iaVb5W9Ze5pwxIAauGAUaURYPruPHYNDrivyazTGgTV4s0LQjMoDDQBLd1CkKnGNyVZRoQMa4kRV+Gzz7WvzYWde6dZ2NKJVHB1hO6CNG3zpnEOg6G6dwkilbUdfOoGfc308191phpA16DVboDzKRXK33LDbPTFINjGZFyHZ02DfmoN1up9/v5/z8vNT5GOA6AkcuZgG5WfbR9pl23exM0iwM93oC4vAzS0tLJcCx88X30LBFjJ/zZ8zMmF3DFmArAFfYeh6/g4+yTHlOzdz4Pe6NvPN+0rT12IzaDhqcuRQCcDUYDHJ+fp61tbUG22dA6+Z6mzpg82dr1u9VsnIjAA0K7cIrBlZHU0Tb1EQ4CgI5AzaYAKhDAADXsbEwQEGYkmlKB6eF0NXpA0evdfSE0PuzpgI9DzSUwbQj10GwmAs7QztgjBpUIH8jaO7HLAqSPtUg7LqbGTvPjw2466TMnNmQ2sCzXnZMGBO+y5xgMAxGaHY+Zl5q8GqD4/lGuf2e19/3cbrMYIQ1RYaYm9u3bzcoaxtj65tBjdNHfM5O1I7U83rdoAbjX29Ldr+sE4zD6QVAIfbGLC4pJiJaZIVolqcxG/i6ls3soVNOzC/rYBlAlr0ujrhrXXbNhGW6TlNYzn1AY50usKPjkDXXV/B5+mNHZhmpA7ybYFOSqd0gDYL81CkkShTwGQb0tvkctsl3XTuDn3GgabBBYx3xOQAaPxrAWQPLwCzAxJr4c15n/KpBnNfUKfck5YwaxgIgQs4J7myzbbddG2QbPmtt6jme1W4EoEmalfYoPMLE36bOnW5Ipo8fN6Xl/FuSEk1ZqREWFNYFgk53ofxOH5hKBfQgvEbJSWYqNs3XqefEAInvn56eNmhfKxytdvRcG+Njupdr89rO11FGHVldRzMLYAYtSTE0ABdHiNC8rImfr5KkKCgRuRkuFNiOoy6Kw9lgSDBYBjVOB3h+Z7F4NQh6WXqznhsDHetNkoZO1SkQru/1t2Fys3Ghb/6bZjB0Ha0GEMy7H8rp6Bp7wjoRwJj5Y4stTg/gbCYX0Mh8+rNJGqeIE42fnJw00l+WFdaM69ZBHK/R8xowY1vpN3JptsXBYK1fyLeZKb5j51eDWn4bXCXNs1usC9fVsJ1OaTA/6Cd/TyaTslacW4ZNHgwGmUwm6XQ6pXbm/Py8pDrNZLHOBjJOcSVTJpb3zfaaaXMwyrrVwanBI+tQB7GeD37T1yQNmUWeDICwv9jHOtPhYKhmnP26BvZmnF/VbgygmWVMAS42wHbitZFgodfW1gork6QUdoFkrcSeWITJfaHugIUwzWcUDM3m79fj456z/m+H5e/WIA7BMEXuM3pQypqpsTOsUweOwF9GBX9ayu/Lbp5vmqNrG2nG6eeEGUBcXFyUmgBkxZG214Z713OCEicphyra4GCw6h1klkH+5+aUqterBjY1G8I8APiRGz5jR1UzSx4rv60fNbtVj2dWdHVd8mI5Yd7m5uYaQNZpbUeOBDVHR0fp9/uZm5vL+vp6sSMOtMzq+G+DAOuN05WOlJHHmhGh1Wwd16LVMmV7x3w46LGjwXY5WFheXi5rz7zY8XNP7DSbKRzR1wDHYL1mbK7brqBrAMOXpVFtC8xO8VkH1K1Wq3FuS82i1ePGn7FWOHXOMXI6yjJUM6m1D6nXt5ZZB05mYf1dbKvBPmNHH5Lmaf/c08wO4NbybRvID37P/vLTsL43AtBYyO2wUT4baPL5oD8/G8OnvbIIOLNkCmBIwdSGxKkYGx4Ln6Mf+muh8nuzIlQXkhrkOPVR05goFILk7+JUuZcBjJXUKLyO/Mnp+nsIdp3KuinNgJO8Nkbk8vKy5MEBoRcXF4UeTabnLjCvnluaa1DqiBjqmb8xNICZmhWom+/rtUqmwMW5aprZQIzvLENcMyyO3kwx26g6Zcdvv07SGFMNGsw03gSZqR0+a878mq3ymJCZy8vLEnkiS8xz0iyydG0ec+EIn/7UNRKORmunYvDhGhwiYz6L3fF4nbpw4GJm0Q6Q3zipdrvdYK0MzGaBb7PRln1+fL+aGXC/r6NZjtE574TFJvt8KWSEYum5ubmsrKw0yhbwD057AvxmBTVOdzMv3iGFfXGWwLJo2cOG4x/tuzzmZBpMY9dgYJLmzr9ZdoK+8xgYl3qYvXPzuAkeDc4AP7Zxn5btvTGAxsyMUT4AAwEAjJCbs9Csra0VgWLB66ptC1vtCFBMrnt6evpCtbgV1QJldAkgccoC1OmoqV5Y7omQIAiO8Cy4njuftJxMgRNg0Pep72lhd2RVpyNuQnOfaS+LGJyKY2wGgNDvnP/AIzB8Gif3AixNJpNGsXUyLarkOnzPdVnub11Y6cjOTsv591mA1OCTsZrNtKz4/nV6oI68DNqZ31lrUMtKTR1fZ2P9DHzrWiPml9N6SelQWM+zmGh8njQTQMZAtg4snCI6OzsrJ5EbUHr7LfYOGeEzZthwAvxdN6+/2QDAPte3LXC9BN/H/pidgS3ETtf1HgZPBmv8v5YdQMR1tllMSTIt+nYRMDvZHLggB4yHTRrj8bjsrnMRcdKUJT5nx+/aK29CYadb8uLDd11jBduT5AW2mc+42achH6ytazXxk76OQZiBEPLGuPGjyLBl17Jq38pY+PtVsnIjAE3SFKrx+KrGgQp7JpjXNaI2HbiwcHW09OHhYS4uLrK+vp5Op1MMD2i3dgIYFVOoFF95i69TBxYoBARg4We2ODeN0NlheeGMVM0u8TkbBITD/aCfdkzMm5G4HRbfSZr1PPVn/LnrbIyXdfc2VNP8NCs581A7mePj46ytraXT6TSYGYyBt8SjcJ5XAM2ssx+SNNaZ3wBt12nY8JuNs7NkTHZU9Vba+rP8+AyRWSyLDY7Bbt0sa7XjuinN7AnOoNPpNAIKdJW1wGm12+1G8X+/38/BwUEx7GxRrXc7JilpTIpCsSc+7dcsrAspaf67fg4Q8oiNQaYMiJGBum+zgIvBF+/VYMbshWUauWKctU2xnFonbK+um6GxU8bPMDb8RDLVGWqgsNdzc3ON3YPsbDs+Ps7q6mq63W6Zl/n5+QJKCKwcbBOQnJ9fPWUdcESwRPmD7b777ENAaQavNVvi9bJdTK7kGLDvIM7Bj4F3XbLBZx3E16ycfRfyWoMvPofcfFK7EYDGzhplcpTDe+x3d0TL57y9kmuykBgmimlpx8fHSfLCpPncB5/IaFaE5pMz6SvUth8054PdUPR6Gyjv4xTZ2w+bYJbADr0GVR4TAszc2Ana0bkBZrw+s15fR/O4a2YKZQCg1inLWQAUg8J1KPhztJE0644AI8nVvB4dHeXw8LCx5d+f5z58z3NIZIaMISc1E+SaCOQU2fa4eRiiDZudo3XNoMRzYj1ykOHIySxqXaRar9N1NQMz5ph55u+zs7N0Op0kaTgY+n58fNyIKAEER0dHheEzY+rdHqyLI2v+j3NKpiCDhizyfxih8/PzHB0dFZviAmaawQIyj00hbTKL2WO+aMi/gS5yYbYIJ8S8Mcd2TNga1+QkUzB83XKCr7AvcZ2Ud67ZL/nsK+sJ8wnTx5k+truWGdtxbNdoNMpgMMhoNCqyw9Ztrn9xcVEYI9s3fhO8m+lPUoJrrmEGvw7OkmR1dbUAeOysmf8azKBz/v+s4l6z2bZJ6E+diq193Kx2IwBN8qIBhKJjQUztWRiM4pjAW7euHsWepFCALLwr/JMXz9QgmhqNRhmNRiUFxAIaVNQFYbPyjhgSH+IHDedaHkdfUNij0Si3b9/O8vJyw8DZMdaRHUbFO7fqfDx9d60H79WpDc+RjdR1No8f445hRYkxyMxZTdXzPt9H3jh4jqh+loOgDxg7jA9P3TaY5PNmTWYBUW8Lr1kRwIoZoTqFOhwOi5H1IYvc27Qw1yTixClT9Eog4DQI96pBTN2c6rzOZpYLmeXohmR66J6dLo6LtBOAObnantput4s8EKUTJFiH6rQ0NQKHh4eNRyAw1/Xa1IyB0x6AqYWFqwdbJlNHxLUAQOiyWdnj4+MC4GynCJoMcAAbZhzn5ubKPPC9l4GaOhrnPevATWD2DOgN1lqtVgG0lnVqipxy9BrMzc0V/5NcgWKvn0EE82dnfnx8nP39/ezu7mYwGDR2Ojn4mnUAYJJi02z3zLQRuPmAPzNpZEi8A/gb3/hGNjY2GrLqYmDrmwNnamuQtbpeFX9r9s7ZBMZjOfokUHMjAI2NNK99YJkLjZI0HNjJyUkpzMLRdbvdRrRsB2HBxJFYkE9PT3N4eJh+v18WlX646Lg2AHaCjMEpI+59eTk9rMu0vheP75+cnKTX66XdbmdpaakUv9Z0XzJ1WlzPzpz7EJExJgMz58ZngUXeq+tBvupm8An9a7DptfZOOOpcHK2glEkatUsYcoCvaWCzQicnJ+n3+9nf389gMCi0cKvVahxwOKumxwbIDJJp1Rpsew7qdn5+XraNJs0jCrgf82Oam3mygaUPTsXW96qdkOV4lq591c1RIn1xhG3HioNhTb0DKbmyNysrKyW9BDDg+46cHXUyHycnJxkOh0U+YH2dRscu8LOwsJCVlZW02+0CxCgotfF3bQLXoBnQOFgjhcGjGrhm0qyXcbCE3MNscW3sII7acmFQy3Uced8EdiaZlhLY1yATDmwYb5ICeNkFx7o5WObp6A58k5R5JE0MgEaW+v1+tre3s7OzU0onuCf3WVxcTLvdbjyJ24y/A18H5G7136wJNvHi4iK9Xq8wzm+//XbW1tYaLJabgR79oC+eT8ZsZtABXZJSOuISiNoOzmo3BtBYEJiUpKkUKLInzgdBwXhwqi/NOVHXGvD9y8vpIUikD0aj0QtphjpqQrBgf5aWlkqkd3Z21hBGp7PcB65vQ4BC0Z/d3d0iwBZiHJRTXjUa933qqB+hMypG+Phe7bhuAkPj1Atrb6OOY0mu6FIUJpmyIqaTTYF75wvryfrUT7s9PDxMr9fL/v5+jo+PG6xQnZP3rgnkJ5k6HcsJ6/myrd51Cok+XlxcZDgc5sMPP0ySPHz4MMvLy420KM3r6FSKm1N0yTTCdgRlFs9M401ogAfmnf+5f8j6nTt3Gmlr5MhHPlg/neq0Y0qumKDj4+PC2GFPSHHX9gT5w6YsLS1lY2Mj9+7dy+PHj8vumadPn+aXv/xl+v1+40Ay+sQ64TRu375d9Jf3YZ+pxRiPx8WG1TLB/ODIHRn7tZldy4NBTp2yd7r7OoEvDbDHeiDr2OGkaV+TlDl0/Qp1VQ5SHNBgv7nu8vJySUudnp5mOBzm+fPn2d7ezmAwKNfhtGt2b7bb7SwvL5e/sTE05tqnEtdB2vHxccPeYVMJ8pMU9vfdd9/NrVu38vbbb2d9fb1xkjLN62/bXDP+JiecwrPvqX0V13yVfXkloGm1Wv8oyX+V5PlkMvmPPv7fZpJ/muTNJE+S/O3JZHLQupqF/yHJX09ylOS/nUwm/++nuEcmk6udS9BndBpD64Ldo6OjspAMFCcHTcaiOeVg+pR7IrwUAA8Gg/R6vYLYMTqAl7m5uQJeYE42NjaysbGRbrebubm59Pv9DAaDPH/+PCcnJ2XBqOGhL0R5jiQdHQCO+v1+GcP9+/eLk+YzLtZjzDawfLY+7I+58O86leBUzqsMz1clKwARFNmpEdPaOBrArmlursN3OfwKA0K0g8PA6Hse+/1+9vb2GgXf1DZw6BbfA/S22+2SvuB+l5eXOTo6KtdirtvtdgFJXB+jUzsqmpma8Xicr33ta40ny3vcBlZmLJxGsYOv2c6X5bg/iRL+qmTF42Q9kRF0jH4Ph8O0Wq2sr683HJqNLeCSeTMYcboKYMucub7K7JwdHQAJuVhZWcnm5ma2trbS6XSyvLyc58+fZzKZPtHZaUenn9FXA89kupOJsQ8Gg6ytrZWNF4D3ZApwXZvF38wn9pno3fepU5MU1tsmzWL0rkNOkJUkpYbNdqFmL7Hffn6e59y6iT9gnPgidrmx5gQ5p6enefbsWd57772iwwsLC6VIvdvtFp+DXDjQxYb5ngcHB6Xswbbj7Owsw+Gw+Ny6lsq6fHx8nOFwmL/8y79Mu93Od7/73dJvvoNsECzii+v0uJk9/kf7pEyKmcJPap+GofnHSf4gyf+i//1+kn8xmUz+fqvV+v2P//67Sf7LJN/++Oc/TfI/fvz7UzUcAFQ3imDFZ0EYqAUPR1ML6Cw0mEyryq1sFOrhcLinH5bZ6XSKUK2urubRo0dly7gVHqeKgfNZFkmzgAylcD9p0JDvv/9+YZlWVlYajpdm4GaHaSV9GYCpQRCf9e9XCNQ/zpcsKwg9wAGa1ydWMv8APRfwJmmcluprmhquC72dX+Y7w+GwcfonBs+RVLfbLQYJZ3Xnzp2sr69neXm5pK12dnb+//beJUSzLbvz+5+IzIz3IyMf9+aturqlgvJAtsCYpvFQ4EnbGGRPTGvSwhaWB9144knbHrTBNHjgBxibBhk3JQ0s0bMWpsG4G4wmVtlCAlsuqtW3u0p1X3kzbz4i4ouIvDcj4ngQ+dvf76w4kZn3lfFl5bcgiIjvO4999l57rf/6r7X3aRt11RSP2UanUPw/fzOmk8kkn3zySTOEZhR8LmlKAD6O20bH+uLnR9c9J922F8gP8y3qCvMMnVhcXGwr2gCX6L7TKJ6HnMM1kjSGFV2gj7yba937yuDbdXYUWXZdN3BW1Ns9ePAg9+7dS5LmmA4PD9u9masOYhhPgxfsG2MFyNrb28v29naSDNIede7bwdE/9F1d1Ufb/F4qpxe4F5/boV2GnqArMFr4IGzK8fFx80n4IqeuzdoQlNMP+CJShs4m4PixT+jaZ599lslkMthagre5oxsbGxvZ2NhoL0RdWVnJ1tZWrl+/3kDqwsJC9vb28v777+fg4GDwbjtAStd1OTg4aLri8agBNgDogw8+yLvvvpubN2+2a2FzsCc17ck1AeRJzu22z72sc+jhywRIyAsBTd/3f9R13ffKx7+e5Nee/f27Sf6PnCnUryf5vf6shX/cdd1213V3+r7/5AX3aA2vkSMpJowIk4ti4fX19ZZ/QwHtFLwyiijpypUrbbUAETGRBs6SyZtMC5pYdYRzYgXS3t5ejo6O2hI7lnqDxO1gMf6ugWGfAhQtOb89+NHRUR49epS+75sSs8U2BsJUKNewQlUniEHGoTkNc1He8nmA5lXoivvGaUr6wavBPHZJGriFeTETdnp62nTFzA66ZKYK2p5iPwwSRotrrK2tNUe1urqa1dXV7Ozs5Pvf/34WFhby6NGj9r4f2sdYGESUPh7UcgGC2LeCFOrx8XEODg7y8ccf58aNG9nY2BhQu1zL9LKjZgPbOuZ85iie62Gsud5F8m3ritM6tilmL7y3Rtd1OTw8bGOGQ6LuBsBAdM5cpi4GZ2bdoh+dcnAAgu7gqNBTdAvmh72wmJs4A4MmdBXg4dVyDmy67qy+6+joKPfv38/Ozk62traysrIy6A/aX1NbyXDX4iRND2ivmUPAwdiqFcTXetV6Yn2hLZXhTYY7CTt97HIGluXTh64VIrAB3GJ7qRUhM/Do0aMsLJzt1IzPISDi/WGbm5tZX1/P5uZmC5LefffdvPfee0nO0kyweo8fP26sshehmF0hQMeuQg7gZwGmsL9sX7CysjLYRZ9+sq4k0xpB2wrrEcFUkrYdgYMFX/tF8lVraN6SktxN8tazv7+T5AMd9+Gzz84pVNd1v53kt5OzOgdHhyxzM8NBZOTUAagSg0RkhEGhPsJob2lpKQcHB+18rv306dNW0W5KF+e0uLiY5eXllj8kCnaU6s3VGMCxZd8GGYCSZOqUzbCw6gantbe3lw8++CCrq6t57733mqEiCqgK43ohFJMJR1RgpRpja5DnGZ7nyDeqKxsbG60tTFQXMvLcTjkS6RBFOco2SHHtS3LG5DB+GG2Kxh8/ftwAFMeinxihra2tliMHUD948KBdc39/v+mP39GSTOltpxJ5dhsn5gj6S3TOHJhMJrl//37efvvtBpgoaOT5q27UlBJ9a10xBYyhGqOGv6S+fC1dsZ5sbW21uU0b7LDN1lF7YBocqj85CxDYfh4bxYZ7BCZ7e3vt+bkf9gAdZP6Y7b127VrW19cHdXyup+Ke9DvfmwUATHl347qdBLYlmc6PyWSSu3fv5vr161lfX2/HUwNCRF9ZXJ6P+xFcAnLZVI5jHEgxF5CvYE+Sb9imbG1tDWrI6rv9KsDzqjOem8DbwJYAqQZVzCNW3U4mkzx48CAff/xxDg8Pmw1ZXFxsARHB9Pb2dm7cuNH8Bnr05MmTfPTRR00PAK08C3q6urra7IzfQv/kyZM2P6gDIsAGBMH0YLcInrBHjDEA1v7E9aj4uOXl5RwcHDR9xEZy3hiQeRGo+dpFwX3f913XfWmt7Pv+d5L8TpLcuXOnr6jWtKkdq1fvOFeYTA2wI3Suxc/e3l67FsacjZCg/+zwrVDkLJ88edIG121zZIbz9LbOGAbnW8mBeiUKg2w6D6f19OnTPHz4MB988EG2t7fbO2bIwbpfHOXXXKaNJuCFz2rU7Wf8iqCGa31tXXn77bd7xtYMRl1JUPPZZnnWk48AACAASURBVKKclnR9Cv1GfxMlc87Jydnqu6Ojo4GjStJSkdDAGxsbjc6n4I+UplcO4ASYzERGNYpljDGM7INCfcbR0VEbQ6dTnj59mkePHmUymWRtbW2QOqHuoxod5h7i3Dj94DoJwEw1Qi+ZerpozL+0rlhP3nnnnd6gjflvB2Xw4ZU66AtzzowqS9yph3MgRn/gSBgTHAX65xoqxuPw8LClMN0260ktRuXeZm7QZacXrl69OthXBB07Pj7ORx99lM3NzcbSwBrguK2T2BQAFTYF0MMqLANDbIf3d7LD4hku06Z897vf7QlKncZjHtQaGdfq+TnMvidpIBHbzPUN+rEnbBPi+jsyEKx229jYyO3bt7O5udmCZQAM/gtbT8qb1ZfOWhjcEKj3fd+YmkePHmVvb2+wksnpRXRpYWH6gk583eHhYetj7E+tY+R/dLqmLHm2uoqqAp0x+aqA5lOovK7r7iS59+zzj5K8q+O+++yzFwqUbjJdEucJk6QpxuHhYdvxk0nj6BqHBD3sqNL5PHc0SNQTenl5udF6XJ/VCxgrgxXawjVQAowOA1eXqPH8m5ubbdBBqrUIEQP34MGD3L9/v0UXybCAF6UwI1PzmVYsR158b4Tt9n9J+cZ1xXUfLmp19Ef/e98NxspOzblljDJ9heF2qtB9R22Vi/L4YXUR6QPAaHWyXA/dxJm5ToFJ7CW93n/CK3jM6GBMMHpEatyPcaVvAMN2PAaPPLep4uqkrFNfQb5RXWGM6SPbFOaoWRDv6GpQz5xdXV1tARDPzjU9f+hDs1ascKHujnQGqcGDg4PGAjmwMEvGMzjNxTGuX4GJg/0BMOOEib6TZG9vLz/96U/z1ltvZX19vaXRuWcyrM1yGt32t+pH1V10zUFITYFelp4kaYwnc4Df9AHgs3tWpmBQYme9vLycw8PD5jPQF+wUjv/Klenb09Gxzz//fFBOgK6srq5mbW0tOzs7uX79ek5PT/Pw4cNB+pFr0K/oufewsa7QfgJ12s4GerBErpnydgN8Z93AT2PnqCdy7VhtV50/ZpOS6U7DnovPk68KaP4wyW8m+a+e/f6H+vxvdV33BzkrxtrtXyJ/mQw3pgOQOCfsNBNUH5MO6otJ76jTO/RCBSZpCBPaD8XESZKnZGnc8fHZktj9/f22j4OXChupe6KaHuZ/M1EGQK4NSaaG1HlZPn/y5Enu3r2bO3futM2LkmkKwBEFSux+cXRnVoyoxKkIG6Sv4Ki+cV1JMlgq63xw1RU7e84z6PFEY1KTO+Z8+sWRWd9Pa5nW1taysbHR3v3Di/1wVKQe3KemTomcHdGO9TVtIKWVDN+Gzf912wLETsggCp0ws8e846eCYfSMvic6R3zdLyHfqK7UOVNXe/Es2IFkuBcHBb7Q8g6cvAiB6+Co1tfXc3BwMGBXr127lrW1teYwcGjsBju2kacdT5IBoKlG3kGJU6x2EN2z2hpvFvfFF1/k/v37+fDDD3Pnzp0GaBzM4GwJpgCBZoNpZ3VS/LgehX7x78vUE3QFBs6OtTK5HMsz0qfYGe/ay/zwe5xgNdAnrsmYw8RQ4AvT67e97+/vNwbQwACQYRljVBHrDClWyjawfaT1YYG6rhsUrtNP9RVBsKFeHYetsL4wf3h+dIVrWg9rDc6YvMyy7d/PWQHWza7rPkzyd3KmSP+g67rfSvKXSf69Z4f/o5wtmXs/Z8vm/v0XXZ+HweHSYGoamMQoDUpkWpzzn7W3OWo6kuWvZlAwYjZ6SdrOvKSamMQHBwfZ3d09B2ZMNyJGwxg9Ax2jXdNstMebXVH0WXOHACyME/3gPD/OGuNFrptjcVZcrzpHU/KOvi+SV6ErVnCey32E0ze960i5OnGMMn0N82cWBgdowEoxJ8V5m5ubTUePjo6ao2KiO6JmXNwWdNO0MGPmaDdJKyK/du1ai/YZV+o9PIZeEmxGxgYDKh2HiXOuzs06bL2w8KzPc1Tftq54rPhxLQpBhClvBxpcAzZmjIGtusSYkKqyPvJ513UN7FCL5cUEDo7GghgHHvQ/NgqbhI0ihcC40q7qRA8ODvLhhx/mBz/4QXZ2dpoTQkfYTwe9dFDotIE3FCQtV2sHrRfMi8vUE/eha51ss60ntvUuCK5BoRlfgmI22uMe9lEA37W1tVy/fj07OzvZ2dnJ5uZmW9FKQE2WwPpSA38vlaf/zcq63OL09LStjrp69Wpu3ryZlZWVPHjwIF3XNfC0u7ubK1euZGdnp5EKgFvsr0ENtpPCZ+qDXCpiIOnggOfCLuFzXwR+X2aV029c8NW/MXJsn+RvvuiaF9xnQNlW2tpK5gnEBGUg6RwbBihCpw4w7v7caSsUkvzmw4cPc+/evbaJmiN0nIXzqmOULTlGv3SMQSO9devWreakTPu5j3CuNsRuP8fVKAmHaqoaZ1Tv4cnJ/3x3Eah5lbqSDN9bw+ducwWazvs7BecUCrl+QAeOwMAjmRYBLy0tZXV1tTF9rAK4e/duHj161CJu9i7iB6DONR0JAoTZ/+Hx48dt9Rv3ZPk3BZ3Mj8lkMnhmcuXsiQHwgWVAf6pu0F/JMKI2sLZTtV7UFMwFY/it6oqBmu2DQbpZFf5HR5IMVlq62J/VcjWNR2E+wZJ1iPnIi3P39vby8OHD3L17Nw8ePGisS93jCltX9cQOEXaHfUV47qWlpWxububmzZstNe0xtY148OBB7t69m+9973sNBBM0Ol1iAGXGDvuGDjkK5z7o0Mvak2fnvhKb4oDN4J62+n/r0xh7ax1L0oAdgBabUtNyBB6kmq5fv54rV65kMpnk4cOH+eijj/Lpp5+2jRG7rsvGxkYLqgDYAHDrJnp9eHiYhw8f5sGDBy3b0Pdnq7Bu3LiRO3fu5N133207Ap+enrYVtouLi1lZWWmLE7CjXoxDutOgqdoU1yTxv2uYnGpNXsxcW2Zip+BkajyNhJmYfD6WfvJqlWSKTF3QVycU16i0WTLtMKKSx48f56OPPsr777+fjz76qEVXTPrNzc289dZbuXHjRtvwzgade0Mvf/zxxy3/aabhypUruX79eptMGxsbzXnZ+Rlt11wmBcbOsRvpmo2hjaaITUmizCjfiwzPq5TKLiXD9tbvEBgwT45kukzRKT+e2WCRSASB2u/7voHUjz/+OD/+8Y/z85//fLBajxqK7e3tvPXWW7l58+Ygb4+gp48fP85Pf/rTfPLJJ42BcspkfX29AeJbt25lbW2tGRT0BaB869atlkrjWerydM8PjCD65gChAhXGwkDbcpk6A+Dwe23G9LuyIeiIi2EZaz53VE5/kTIw+8vxOLXPP/88Dx48yAcffJD3338/9+7da/V4SRr1v7GxkZs3b+bWrVst7em+B1Ts7e21XWXrPKUd9+7dyy/90i/lrbfeGoyrAQbLuPf29nLr1q0GeElnYw9hf5MMnLydP7rE9SvrlQzracb05lULbWW+0ib7pVpTY+bcYMdZBJgX69PKykpbGeSaJK7J6y5OTk4ymUzy05/+ND/60Y/yk5/8pBX4eouRmzdv5nvf+16+//3vtx2vzTLT148ePcqf/dmf5Sc/+Ulj9mGMqQV85513sru7m1/91V/N1tZW0zHYmxs3brSaU2pZsYErKysNAKHP9rm2dwbF7ju+u8iGv0hmBtAQOfN3MtwDw5MFlgYxwjOTU8EOjiuZLtc0XYwywvxMJpN88MEH+fGPf5xPPvmkKR+TnQjIS7ldYGpAdXh4mE8++SSffvrpwCjgYLa2tnLnzp32AjCub8q/UosUo/Ls7GliZGtniQGvxrGmDBw1mHFiHC5b0BUrvCMjfoiKeGY7XUAGzwMbZhrcKQrG5PT0dLAkFv168uRJPv744/zpn/5pfvazn7UdOBkrJiwpqYcPH+b27dtNR70R2eHhYX7+85/nZz/7WQNapExoKysU0ElWNZjdvHbtWtvAz/UP9Be6bDaT75Ip22kQzTP7f8R6ddkAGN11mjrJOSdU0wWsdjJTy7GOzLEvNsBsa4+jWV9fz6effjrYDG9vby9/+Zd/mb/4i7/IvXv3zvWvHdDe3l6uXbvWAh3bFJzd3bt38/Dhw3PBTpJmI9jVlWuQCsGhMCdYveftLkiP26Y4UONefF7ZY6cfzQg5+JgFm2Jwy7N68cHYM9dnMLh1CikZplFs/9l3BXuPvVhcXGw+40c/+lH+5E/+pKV8sCvJdPED6aGrV6/mrbfeaukf7juZTPKTn/wkf/7nf95eZIsv8dLyvu/z4MGDHBwctNVVAKTV1dXcunWrrQBlbqyurg6AivvU+gJg9Eo+2KRqmyvwfVmZCUBjQ4rCGClXg25AQ10IOVCK7UyHg5ZROF+X6/DmWi+ve/z4ce7evdveeo2Ckx6CnXn77bebo6qUMIPM6xAc6YHGt7e3c+fOndy5cyfb29stEmf7a9fhYGhWVlZy+/btFkE58kSZK3WX5By4Q9lQMIxYHZvKJFyWeHJ4klT2zk7ZK8QAm4y9HQGMikGOHTMOjAlOJMpGe/fv38/R0VFbHs19SEnu7Ow0EGMHaubs+Pi4UcJEaqRMWdK5vb2dW7du5ebNm9nc3GyREXMEh7S9vZ3vfOc7WVtbGxQL+5ltaM3QAXSSqa7wv53XmLyoLuJViR3rGNObTCNIvjNTxVynHsRMriNgIlzmNmweQIL9qliyDytDmtpR8sbGRr7zne/knXfeGdyXZ6DdT58+bfUUrhnr+74xK7du3cov//Iv586dO+3ZeK0LK2SwKUkGz45NcEEx+lkd0hiYsb11asryZRzVtyk8q9NI9DXPDlB1QGMmE/bF22skaSucsDd8b90BbOKnOI+C7YODg2xtbSVJY2XZ/Rt9AVRQPwc4Yi4+evQon3zySQPabOBHITBLwr/73e/m7bffbv7QGYetra22EtCsMUIfJNMFLQY62DrAm+s20Tn6uwL9CpYukpkANMnU0ZppQWxIkinwcRThyMbLvviNgzfAMdVFZ1K4ZeW4efPmwACynfzW1la2t7ezsbHRct+np9P1+jgRoh7vLkz6YmtrKzs7Ow0YbW5uJkkmk0lb4eS9IDBWpqMpxLJTAgAhTNrKuhhBcw1fy39fdtSNYGhtBGATMCrJtGjYDoqfp0+ftglJf2AEACmOxmvfwaocHBw0CnZhYSFvv/12G7eDg4MWuW9sbLSN9nB+1N5YX9izBvYNoN73fcutv/XWW3nnnXdy+/bttpSY/SZg6TiOTdtcBGing47SX855j4HYmj4Y0x1/d1lSQXpNISQZ2AEzLegNhhsHZsCysLAwWH1ooE0/EKHv7u5md3c3X3xx9kLTvu8bdc+9qJm5fft2bt++nZ2dnXRd14qG9/b2BrqLPaOOj+dj+4e333477733XttQ8eDgoG3q6IUNtJ9VWLTHO6jjXL3MGF3x/LrI9iDWmzE7c5licOXMAP2N464F0DVVD3NHnRVM6sLCQquDc6rNfd33fSvCJuhdWFjIe++9l+3t7Tx69CifffZZC+LZaI86Ogp6/W6mo6OjFnAtLi5me3u7gSKei8Dn+9//ft57773cvn07S0tLbQdjagHZTBLfRRAPmOWa+FBnBHhu9ON5wVBl9S6yMWMyM4AG5+EaCFN8DJABDw/qZbsoI0j45GS4iy5Iudal0PkLCws5ODhozAhL6IjUQNmsaHBRqO/pfDxLOdfX15vxwbDy1tTt7e2srq7m+Pi4bbL18OHD9m6Pvu8bkLpx40aLvJOcYw28MsZRE7/NWNFGo3muyW8b6lkwPqaCvbopmUYGYzlvxoXvFhYWBscCJCgSZYVLMmVPTI964zSiJhfo+hUUfokc+WrOq+OxtLSUnZ2dpkPe2XNtbS3b29vZ3NxsbOTh4WHu37/fitavXr2anZ2dtv8OQAadr6yQIyuPcWVkaKvrqmo9kiP+WRAYPFJ7AFHXQPjZMbZE1ehC13WNLUvSnD9g1FsAOG3JWPN6lOPj41bIyQttWc6Nnjg4on1exQRQIv3A37RhZWUlm5ubTQcoGN7d3W2bpmHjiJZv3LjRmGZSdZUR8pLmmj6i/5IMbJ+jcKSCv1mwKcxFntnP7hSSV4kyn9AXgmKCIUABoGZpaamlfdE10nzMp8PDw9y7dy+np6dtbN97770WrLBAgCAO/0Gws7GxMVhYAPjt+z47Ozvt/52dnWYTtra28vbbb+edd97JjRs3WvnCZ599lp/97GetHhD/xMIJ94frUU9PTxvYd/poLLVtFsYlGpXp8+fPk5kBNKbA62eOqM2qJNO9GRxdMaA4KiYfyud6CAY+SSvWghUhisaRkEqw8eAHo0mETREoGxdtb2+3thu9ekfOe/fuNQe1v7+fTz/9tL2LY2trq+3oyWZ/gK7k/K65pqGZPDj0MUNSaWNHUVa6i5D1qxQDUH9mQJecX3Zel/m7jgrA6DqDZGqc2YcDoMhYs7snQBfdQC/pf3TEBbkG5py/traWruta3Qs6mkxXVnVdl729vbaq5cmTJ7l//34+++yzJGm5bxwuegbAIkgAbDMXGHfu63qrGhlZd6xPjj4v21G5HdgPsxw4IoNjxgId6fvp6iXXMzGfiJaZc/QXKQyACyDCK0W2trbaSjXGHYfgNIWB1tLSUra3t9s9Oc6BHwHeZDLJo0ePsru7m8ePH2d3dzefffZZ9vf323MtLy/n+vXreffdd7O5udmckRnvJAM9qUFTMt3/qNZDoEcOCKpOzYJNSYasIvPA6TYH2+iK9Yc+WVlZaf3gN247GD85ORksv3bK6+HDhy3Fg41aX19P3/e5fv16Y++T6Q7ipI6czuY+BDgwKl4ijU1hMcndu3ebD7x//35+/vOfNxY6SWORYbf9POgkBc3YBI87fcH8cX/TRzBVFRPg159nV2YC0NgQWugsGxAiB+cj+R7lI/KgvoQJXBkeU2B2Kt463oDFr2zHeIB+GUzaSIGgn88brLk9X3zxRfb29toeMoeHh23XUK7D0lvoxGS4IRttd9/5nVamR22oyOHTTudAK7CZFcMDMDP97b6vqQVSPNYlMyPUJC0uLmZ/f7+NrdMursq380jS0k04PnTFy72T83voJFMwAOhgHNm3Ar13HdDBwUFb1cJrD9ijBLbQRhgDZfDkmgD64eTk5NxmVnY+DigsXAOpjuGyBD1wrRwCqMHg87vrupZmwqYY8KInsHdOQdGfzDkACClinJiBKWPB3HYN1JUrZ+/vYjyI8A2IOZ7olvayPNxLuieTSZKzd+cR3cNA37hxoxWZww7U9D8BAyko5hFApzJKZu8cQNX/Xyby/rbFIL8Gy8mUbUIYH+Ym/Q8Df/Xq1TYXWRnLMxOEwORhawFMrp2BfYH9hZnFLiDYDe7BijqOATC7rdgcxvTu3bvNpqAzh4eHDcwmw/dc4W/REdLb2GeAjJ8TG+J6LwN2C+Mxxh5fJDMBaJJpY52/ZICSYdGrDW4ypfRBniii83sYHYOn6qxBl7yCgE5mQN22JA2ceKUKaQizJIAGG347ChwJ7V9YWGg0NO3DSRmQYHyS6eSrmw/5HkbM1WHRj1VpqgJdtuGpoID2O2WZTN8/hLP2xFheXh68hwvH4Annz73aic8xaNCwfE+bALpO7WD8uS6RmaMT136hNxg5nt+6Ql+Y/uUagHUXymM0eS4baQMvAznaYMdTjc8sOCWLQa1BSS3qrcDGS95htQhomHPokoMf1/FxfwdC1DsRXDgy7vu+zWX0kqJMnqPuYQLFz/ufkuHme7wjCFZpY2Oj7R+SnE+DojvoJG0AMNmmWGdpn4/BedPPfFaDKX932eI2mX1JhvuiGaQxv7uuawzHkydP2tYJ3ruIezAnKxC1//H1YVU5p9b3HB9PN2TFplQSwLpom+Kgldo7tytJIwWcZsTu4F+TtFc+uF6x9q/7kDbwDMmUgfEc4t7IawNobFwYVKcR+r5vBZw4BJSATmRA2ME1SYtoUCaua+oKQw+zAojBwNGhDKoLK00lQsdV1oZ7+sfInGvDFHgCVMeIEoCUjeyRqlC+R2Vd/H1lysYowZdByd+mGCDUXDdGGSeO4+C5cGw4DfrDrztg6bb7xxQuY+GljkTy6IrBgHXYz1B1xekF08WmZ53GwSGZUcOxoj8cawcEoPL31fhYTw0Eq86ORd3uMz/zZQlj4Roa+rTrpqtXkrQVRQBIzj06Omq0v1N1vo4Ns9lAHAIgxDYFu5MM9+twEOWXDqJ3sADegdpBC8f6XV+OsNElbB6OhDQ7n3tVKY7XoDgZvoTU9sE2xE7Oz1jTWpctnnd10QE6BPBN0oqyARvYHUBGkvZ+ptqHHisHJZVN9M66XiqdDGtSsA1+CWkytOnYGwC89c++DCaS56rBAEEVcx+bgs316tlqQ5Ip82JWk+vWwKjqxovA78wAGiZZMi1yTabFQl655Ac2jUbHLiwsNKTs5Ws4jGT64jo6vEbmoGxTYnYwppz5H0BVc4ykf+rkZuLbgNnYOXq2MzMrg4PmejbcBnGcZ0fJd/7/olRTBTuXJWYzDFQQCvJMF/Ms1g8X//HmbG9SiH54ctqpJNN3KxnUJhmkphgfDJVfKIeukJrAwKBL1aBYd/0MZodcJ2Q9Qs/9PK4fsiGyjvB9TR9Yh58HkC9TsCnoCOOP8wYYJNMoHGfEca7Twg7hoNCpMcbTTp+UJzaF7QD8NncCJfSLtAS6RBqMcaf49ORkujwWHcAO0Iaqr9gV2ue5jZ2146tO1DUR9Jn1xA7bDsoAuOrZZQpgwzVQZjspBPf2EH6O6n9gPHjnEUES87HaB4+RAY33lSLFx1wGtHhLBXSR1ZXYlCSDlXH2A94TxwyRswwmApyG5Afwz0Z7BkqVSDCAsS2yLzIYtrxMMD0zgAbxBEB5nMtmsO3ITdN7wqN4HrRkmpbwahkGyXlI2uPIgsFzJEx7UDjAlMEWxV8Vgdqg8rw4Sf/N/zacp6enLQqrIGksMrrIGVVkfJES0obLFsYch2Wmgn0fDDZwMBgm+tkMFz9jBtZjYSeQDFd01MmJ4alRtAEiKQ2/wI5ICsNgZ1GjY9+f7+yIDTbcZ35W5+MrWH5e9FyZAT6zY7tMZ1XbwmdJBs/rOhHOMTObDNObDjRqcSNSi0nNBNEmj19NFXMvgAWpB28WyssJrR/oM21IpsylWW3uwW+3zcGex5h7uZ1mTK0vFdTWSN2fXzag8TjgyA1aqHvC3nqOkXZxDZzrQVznhC9yfRFjQz/gw5AazOD3WDpNn7vu0y+KZR7bptimV7uOftDuyjonwxfiXkQS1ACePvL8GbOX1jcH19bv58nMABo33HluitfoVFebJxlEn3Q+x2AEvHqhdtTYBOPeXNtRR/3bQARl4ztQfzIenYwZ/NoO09e1r/w5ClONptuMVFBSUyK+x5hizYL42U1h2uCgP46afTzGh8nL33UC1Z8xCtX9XB06v20c0C/GhQiujo11jf95drOKtIP7VIBKNMTzVYc9BkAMHJNh0fiY7taI/LLFgRDPQBTKvCTN6BSQa4Zwbsxlakxc04adSKbzBvBgnXFBJk7HumCdpa3cm3YSMHVdN3g5oR2er4vYSZq14ljbNes4x6LHzJMxkMi1Ob+yNPXHNmlWxP1Ev3jHdgIfMzKMW112TD2LU931GO6TDPdF4nrJlEEnE2AQbfbN6XLulwxXvXLsWLrPDC6fWw9ci4YucIxre7gXbfUz0se23/bLFdxUH/SiIGlmAI0pdBuXZApIHHVXlOiIk9/ssWDque6lkEwVyT/uxOqobOy4hovnaLdTH0tLS4NljfW+yXTQQe3JeH2Dn70OrosHq9ToqooRsI2xFWlWnBUsnNmpJAMjneRcNI0BoB89cSnENDVsEIAYjOC8rB/J0LlDB1uXrONMbECGKWrux6Sv96ird9xGA+fT0+neOMwJH4eMgTlLdUQ+pkZ9ly3oCH3MmBs0JMNtAHg20/30FalJaH6u4aCqAkKPNfO/ggSzP9YTsyJE2tWmYNOsj5V5gT3gWU3vYzcrA5Cc31WZ85NhGnoM0HAtixmui4pHL1vs+OlLUoT2TQ5iHKhgC/jMKyydQq51j7axdu51fmGP7IeSaU1hkrb6lr8hBdAVg9nq9yrY8Hgj1hUY5SSD134kU59e7Zbniu/Ds3neOFB8GV2ZCUBjp8kkqtHtGEthQ2Cj5Xy4O9WTHjEqtNEzerUTMpvhye/rg1hRYuozvPqEwTRq5vnGBh6p4AcldZ+xIsPnGClf5Kz43k7JP7MqjFUdn3oMBscpKhsWR+hEV1zX0at/av2E71UnadVNF+9xbZZfeh4k0yjIuu57+TmtU5xv58xqCepKfI+qHzYiBli+t51zTXNeltToN5nW1NRgiOPcD7XQO5nWRjE+XqVWg7HqaKrtqcDCUTXz/unTp22lEgy0QdC1a9eaM6k2hTZxLwNk9wkO1uc7IIShcPSeDJlD20o7KYPqyliO/X1ZMuZY7fRtg+2TmKMGNfQ/QIK5ju2pAYP7EWGO1sChshoO4pzacj2QmdwKolyaYRkLojnefeQ5z/3MYPE/vrHOj5ppMavn+9jGvkhPZgLQILVjGXQmqCeO37MD9QWzQURipfEy3ToBrUxWQDqe/82c0PHVeWAsifB9TjKM5nhmK+bzAEd1LvxPJMfnZhjq+f5xOqE+R51sswRqrCc1cqjO3gbeANHHeqkuxt86wITk/IvAoSMLgyt/7r2CDKTRUYMhT2SDZAxYBQ4eQ9rHubTVbXKhfQVlFRBURtOOjWepQG4WpAZHdYmoI0VvMJgM9yFJpjaHa7iIuqaMDJD43jUGFK97FZ7TYsnUoFMvYVbIqYa6rUC1aUiNwuuxZmUd1OH4bBt43rGUQrWn1Z44ZTUrepJMV+skQ3bNgSZj4EDZOoSfcGF513Vt9ZH7zwyxr2Mw4/ntlWqc72J3p4QACK6nsT1H8bb8EgAAIABJREFUB2AbnT6rc3tMr5ya4zv03D7QtgCbUwFiMnwRrm1pZfPG9Howhl9ivL9VQXk8+RkkxDk7OwozEi6yw4A4AkGqwzBYcO0MUh1njS4crZH2cXqJtnlQcKiO7pCxgasKNRYBGyzRD3bOY5Ez13V7fayd1CwZIIwAQMQr4+gn08GAFhtSMzVerWZQYkdYa2xcb2GjZiNonea+9LVB7Bhg5b5mCmqkhXO+iBFxhIXeE0XhgJNxtoc+41nM9NgpVrD8Msbn2xbruttiPcdOJOcZKLaGp49IWZqNteOzo0qmK2AAHZ4/Bk84sWov2NeKiB99cBqj6jP3dbRcwflYP1ln+R+b+eTJkwa8Tk9Pm62rdrCme60n1okKfi/S21cpjJ1XKn3xxReNzbXttl3A/zhgqTZyMpm0lY6+XwV+fFZT3dVv0F8G1vzNHEUP0VkAuxl9s7TJkOmxPlSAboBjOwcood+YMwaGnpPWE+vKWK1PDSwvkpkCNMlwdYVrJJLp8jomOPSvjayNiA2IJw+TyjSsJ5UjNv5H7ERB0mxKRHvG6MtkWpxlp1Lvwb1RBjsUO00bIQMP7u3l256IVpiam2QimHX4MvnLVyU8q6NGR7sGZXXFgQvQvDFarcWpaQL6ttLDBqT0daV1+R5nYDrW7KMBDAYBXUmG+pO8eCWSjZDBE+c7901/uT/tGK0PY6BnDPxedgROf8KsYKj53+lFHBlOydFyDVDq/LbhRZdMpSfTuWaAbZ3j/ugcLxs9PT1tb+WuGyei897EraZJrI9jTsm2welMs7uw294SwE4PHaGPzIwb6LmfZkE/LLaByXS+1O/NZhkM+9nYw6UyfLYfBsLcj/lVAbZtRbVHfd/n4OBgYCOcnYDdc20QY0SNqVfVWg+fx8wzftU/c10HWbSZlWLoaQ2w+d4gqPrvF8nMABo6tBp4I//Kkvh3Mn0LKNdJpujSxW9ePl0BgQvhavRhEOSI3RMcoMO9eXNq3w832nM6zc/BoDkSqGi+Ol0rt6MJroMSWdEcLbivjYRtmKxYlymMm9Ml9A3RCP1gY8Fv57NtUBhjHJqr/Q1iTQ0brNAOj4VXoSTTPS1c6EnbHDHR9upYkyE7c1EUVfWF73lO2lpX/dU0gNkb/jfgQUesY76G5+urFp5hTM8NeJPpXHMqD6NKzRV6R+2KDSzFnu5z/+06pSQDMODUIWNix+PvzT4zFgY6tjs11TZmQ7indbaCEdpt1prIn/YYBPj5x4Ii35f2XLZNoQ3M52S4h5FLGRzAIPQRNoXdn2H4AJ7uM8bTGxj6HpW5pS289ZxrAQIcUHt1FfcC6PDCTFbO8bnbVAOfZPpyXrOY2CeDdfyfgySO5/lqusq+/PR0+i4x68jzGGjLzACaZJhvrY7dkwfQQ8d7vXwFCMkw2vaKFO7JMVzXzssO0BPwypUr7Y24pv5qxMLnPAf3oo3+nO94NkcDCwsLrU5mzIAYYLkAyyyPjbz7x2CK42vUPUtCHzsFkgyp9rr6h/5AV5iMnlw25v6pLF49z87AYJDj0RUXDtb9jBzRYNAWF4cveqsTGv33yhgiH7OVtNH66+fEoHou0O7aB+gWem9AVPvusvXGES9jZB03gGROmFFIhnPNzo7f/GBXzA77umYwTJs7cGK8WaUChe+2eTds9399Zke3tNVA2KkwnrM+HzaTz7E/rpHguSqARgcM9tzmWdCPKoy7bYPtsRmqZAo+DBj8mZkp+sLAwPWVri3BRqBXJycn516Twlu2l5aWMplMsrCwMHiBrq9nQMR7ATkOcO3aviQDcOLiZzM5ZosZX2wG+2vV4BkgZKbX4NGgyf3lMXqezBSgsZOyQtVIz5PWjA6dbCTs65JrdORhw2NAY4NjI+TO3tvbS3KmjOvr623nV9pD8ZapbehBGziL9xCpSLbuSupUAM9iQ+zv3Y+eMDVqclRX0wuzYoAwpAYYZjY80ZIpc+PUJOACfcMgY3hcRO4+diRfJzO/veEjaS3GcnV1tYFTGymugzHlRaYYG7OAVUxR8zevCbFxReyAGHP3p8GgAwSDKrfbkeQsiSM/dKPaEoPAysyaobKxtoNizM2kcB07QOskNgodY65xPV5vwIswzY6cnp6luHEavMXbIKbajpqyRng+z336hHZXe0lf8BxmCLEXBlr+2+CX+3ucLkuqDTWAqSwUAmhgnhFYOBNgQAMjws7gY/bL/od+w4fgVxYXz97WzkuLr1692t7KzYtqfezCwnSHaqeaeK+Yi5UBGwZafolqZRMRdB0/6Xo/6zzPx3Vgp6zbYwElY1L1d0xmAtDY6fK/DQ//V/q7TowaXaE4pnj9Y2BQqcBkarQNiLxxHoMKkLJj4dXwDBbtMuDAsVR60QyUkTHnVUNN/xlB12PqaiukKg/P7WjA96gO4TLEY5ScH7+qF3xuxstGhbH1NuKeOPQh97F+ID7ekR1Ghu892Q1e/CJV+tpvtnVbuLejJAywWRkzBVynFtU5gqr1H2OOp14Dp1eNziyAX7exptyqo2KMzUbZCFMsTv+aHTRQdgTryJi2wOKyJHsymeTw8HAAAEhrLS0tNTB89erVHB4e5uDgoAFhvyLD6U/Op50V7BNs2UZUUOFN3ehLbGENkGra1QCpgiOPS+3vyxY/R/U/NbBzEGBdsu2lENgve3ThtO28gbOvbZDMmHZd114+iq7xmyX22B4Xo9eA16/wSKZjzveuYUW/YJbNRtU219Qm/WnAhjjosj6aBbSvfZGuzASgsdBwOtMPgOJU5ahgBKPL9Wxo7GxMEduI8x1bjh8cHAxe9+7J7/SGc9dHR0fZ29sbHOtcugew7io6ls5AahTIMXyHgvmzipirw/J1DQjq71kxPDYKnjweWzMwnGM2D0CQDJe6G1QaQNsw24FxHmAXI2Knb8dX04ZEYUTdfOc0g8fETqGCY+uax8765FSmddFzxsXVToVxrNm7sUhqFsRgBp3AKViqvfCxHmOPeTJdAUXfGTAmw3FyQMNY7+/vZzKZtDorz39STXt7ewPHcXR0lP39/daG2nYHO2wCCBgyoKspKj4zQ+UACwBmMO1+tG4Y9FhXHBzOEuhFbDucsq/AzSy5axKxNbVOEduAnvB9BbrWt2Ral1XnG/PZYMjMi/WXBQgERq7Zq+NkxramTWkfNtF+lO+dwbAdqsEn/QjRQFs41ixhzV68jMwUoKmgg88QO5oafSfDdzPhwDwRx6JIK5Bzlk+ePMlkMmkUno0I1ByTGhBhxeI9K7TVLIwdhJ0uz2CgVncN5seFW1Uh3c6xSMN9i+KadRoDN7R1VoQ+MIOBkUkyMC7JeZaBice5GCoDAEe4ydD4k9cmEgL08pmZHHaXTdIoaddy8W4WAxk7DwNYR0N2Zl6l43SYl6FieJH6mQ1lBbM+hzZUI1ZBzSw4LJ6x2gzPHUe5/q6CQYByNcAGiHZufIZtODg4yMHBQY6OjtoKpmTqLNATfhYXpy8zTdL0y0wh4+UAzsKeKIAvwI2ZJ4O5Md2rrFbtX871/043VcdZbfAs2BWPdw1+vPjAjt2MvG2Jnwvb7+NPT892062ABV3B/+zv7w8CaVJcydRPUONCf6+urjbw69S3AQr6aIbFq4frVgbe0JH72p/ZzzgYSKY2xYCa61hX7X89JnWMxj63vBDQdF3395P820nu9X3/rzz77L9I8h8muf/ssP+s7/t/9Oy7/zTJbyU5SfIf933/v73oHsl4GsEdRod6X4gaQY05dU9OTz5Toigg0RORdjU6/n16On2Lsh2CIzKjcdqC8amAgzbA1iTD17K7zXZYNjj+H6VzHrhSfe6banhqFPUyzulV6YqjH/dxBak2PvQNwsRzXUqNMOrxTPzkjFXjhaMYncqYcA0X6rkwGJ0zOEOvaRt6S6TOc3FuMgXyponN0lWWb6wva9vcn+6HsSI9/7xMBP4qbUql+N1mM7f0vVNwnrMGRQaiNZio9S7YEX6czmVM64ZuTpHbuXpLCK9MwTY4EOLZuG8yXdJrm+Kt+hnfClJrXd5FqZkaEHkXYuuF9elF8qp0xW1zCYHH0kwr6Zqx9HStiwMkABSsX2ZisCVHR0cN9BpU2qbYzgFq+v5sZeVkMmnfMd6AWfSh7/uWnmIc8Wk8K0AYUGy/ZJvqoNv2AX0zADI45L62czW7wrOOpbPG5GUYmh8m+R+S/F75/L/r+/6/9gdd1/1Kkr+e5F9O8k6Sf9x13b/U9/0Ld9iqjhpkaMfLw1op6GQDgWSYjiCapkMwXAweSoVCAWRs6JIpwKiKzjH8ph4Dp+JIHdaGZXy8/8JRP8+KIUKpGNSK+NX/o/1qg2nw4r5yzpLP/H1F3hfID/MKdMXRgsGkFd4Owo6Jc6tRtgMGKGAEiJiIIKBxzd5VdgQWD/1w25xGcLEo6QHrqPPYfIcBBFwZYDjCRzi3PqeBNZ8bIGKcKvVbwfRF4OU5uvLDvEKb8uw6Awaspm3MePp8nqPOBxiXZOpQYFOYY59//vk5wOtA4+TkpO0DwlYBTj/jDLARDtAALTzf8vJyc5zU22Db0FHPFzsl+se6hhig1eDINqU6cmwqfWXnRB/y+wUMzQ/zCnRlLAi2065BZF2aXFlf7IyZVQJW9qk5ODhoZQ0sEkBf6FPahFO3L3Iwhh7jM3gmwMjp6dlycqfauR5ZCc7HZ5Cqcj2X901jtajbQH8gHOeCevTB5+AXOWdMrD8XyQsBTd/3f9R13fdedNwz+fUkf9D3/edJftp13ftJ/mqS//NFJ3rQnt13gMwMIpLzSoZU9IoDMGihYzFAVii+Q0FqntzKbuRpg8l9GTwrvqNqgxkrNt/TByyBMzvl9/3QXzWlYIPuSVZ/rGCOqCwvQwu/Cl3xeF/EIiRT8Mvftd7K4Izzcd70C6vSiMa9isC7czqqczvNInXd9OWXyTSaNQj64osv2ioD2mO98rOjK5USTqZpBqcxeHYMbO0T90t17jbyjkjNDtZg4gVj+EpsCm2kTQ6WPDfMShgI2tmazaMWBsfDb0AMtoRiUEeVjAdj732tGC+nztk7BGcHC2TWGid27dq1rKystHvCIvK9gb31ih90xvpgW8r/CNezDUGPSZM48KuOroKbMXlVNmUMzNofJcPXzXCeGU36BNvDNXg7ejLd/fn4+LjZElKRflO2GTquy9g7mMMPwM6gG/imJ0+eNCDiDRIdeHE8zFCtkWIvtdXV1Vy9erXppP2k/TfXr+UTBGnVXsPcWF+qToydNyZfp4bmb3Vd9zeS/EmS/6Tv+0dJvpPkj3XMh88+Oydd1/12kt9O0tbFe5kjja85fn77WDsFDzwKiNGpNTFMvMPDw3O1CES0nG92CMPHFuR2gtzfmx850kXBADc4RhAyzI2dK8YLpWCpYHK+eJq2mcVxZEqf0bdenlxz5mMTfVZ0xZGB20k/eTzdP/7boJNr0SdPnz5tdTGMEcYHA+X+pV/RD/clRoAx4Dt07PDwsOkw98JRLS8vt/PMHNX9SKwrgOMrV660yL06L/qi6gjtGKO4DV5eVGv1FXXmG9OTlZWVARtnx0zbXA9Tjbx1BfAJUICxOzw8bKuUmO9meWFkmLcAWiL1ZMrucP+VlZVz94Tt3d/fb69CAFQDWrApAB/r9NLSUmu75zuCTSElUnWCz2p9TzLUDQdntt/8HtOJlwmULpBvTFfW19cHQMAghefxJnL0T2W7HGCZvWdeUxezv7/fQC+fTSaTASsHWOH6XJMavZOTkwZUYFb6vm9LuvFp+DAv9Ydxcc0KTAppKNupZArEWPK9vLzcns01WgsLC80vOui370YfalBXAU1l1tGp59mWrwpo/l6S/zJJ/+z3f5PkP/gyF+j7/neS/E6S7Ozs9G64ldwI2RG3jTSKaBrLK4ocURGxQAGzfJKBQOhsrmdHj4Pyhn7u5OPj4xweHrZzncemsA8DUel8nsWUrfuFfUwq1e9cpaNwR+JGt4A+swwVvIwZm6/gqL5RXblx40ZPOxxx1zbbgNog0b8Ym1qfxIQiakJf0KHJZNLo22Rap2Hmrk7KpaWlLC8vD1hDgx6WbBNFoSt+rxRGjfO4F8dhvKohpY2+DmmOMSBjw+xAASfpvreBqX9z3JeQb1RPrl+/3jPu5ZgkQ7YCQ1yXwXtc3RfMHYIh6wigxhvWcU3XYJlhSc5ABzbF4NftJsW1sLCQyWQy0MvDw8NBCqGejw64GJ2+oD7CAJU2mLmxzXV6wKDFu2OPAd4xG/8VQM03qiu3b9/ux9pDQEpfML5+XUoNCpIhS+P+YXXb7u5ue4v6wcFBHj58mOPj42YjuJ7nbTLdoHVhYSHLy8sDIoD5D/Al28DOwSzxpsYmmfoMj4/BrX0gz7K8vDx4FQhtQX9hmB00VX1mLnk+aFzOZQ8cHL7IpnwlQNP3/aca/P8pyf/67N+PkryrQ7/77LMXipUBA1DpbBsBonTTa3zHen0mfDJ15tQ1MAh93+fx48eDF2phfOqk5BqAkrF6BQYeJN113WD1i51NZUT8fN7siH5ZWlrK+vp61tfXR/c2wGFVY1aLGR1JXcTIVKdkevLLOKpvQ1doD6AwGb4qorbT9LGjMFOl1MXwP/3GhMVoAFAx8jAqGAbXZSFHR0ctB22GyJOWsXbRngGtgUYyXNpdl4nD4NgZjeXWq6GxcbYuGuxVXfHfF/285Hh+o3ri+9JXgMzK+Brc22Eb3DgSdh8sLi62DfC6rsv6+nq6rmuAIzmrb9nY2MijR4/aZ45+6WvYQOtoMtUTF5A7SKIdti8G9JWJdLC3tLSUjY2N7OzstAURZh+dvqxO38DdzsfppzE98d8OWF9WvmldMfhPzm9EaP/jueG5WAu2SRN6bnoe4+ivXr3aAiVkrEaOHwewy8vLWVtbaywuQT19D/sHC+RsBc9l32VfBptjUsBBE89qG1GDatppQFhZLNppJquyfrSH3984Q9N13Z2+7z959u+/m+TPn/39h0n+l67r/tucFWX9IMn/9bLXNe1ngJOcXwqHYlnZqtGvRXAMfnv4ZxHZ0tJSW055cnLSHBgDQWSTDDeOos1WWCsAkR9Usp8HqVFM30/f8sr9eDaoPhskAyQzMXxP9GUDY3r4omI9//01Ugjfiq7YkRNRGLDQdoMWnsPX8PNZz0gPYJiYcBgAR8dQr4AVqF6vgnBthcffjtFRNe3kGhzDd2ZDvCKGY71Ul3O9LL3en/6wUaxRvIFNBTc1wvZ3LyvftJ7QHwYIrnFyWz0mF/VPMg22SDmyA6vTv0So29vbOTg4yN7eXvue3X+Xl5cH7JsBQZ2XfF51m92EzZrwnal7nsOpCrOTGxsb2djYaPpC8Tt9WMsASIX4Wv5dC4CfB2asN1/GvnwbNsXgsfoZ15TVlJSDSY8B/UR/wK7zPf3cdV0rMJ5MJo2hg0VF31xzyQ9Ls820ui/RL5gQ9LnWiSEwvdWfMdZenMJ1DKDG+o85UY/jWNpknSH4MMPs478WoOm67veT/FqSm13XfZjk7yT5ta7r/tWcUX4/S/IfPeuc/6/run+Q5MdJjpP8zf4lKsyrYte6GVdI8/A8sCc53/laXINtoulsF76ur6+3CU1KwVE+SmumoyJK03O+N5H7GAWLAYBqZsCZQDg5I18iNT8bv6sjqcWdBjOOEP35RVE1/VFTZOWYV6IrBrL0oyMfT+znTYA6zoh38CU6Z2zW1taaPmCUrJ8YMoyGKdUKKp3u8uZn6IXHwjrv6K3qfwVxnktmpsZq03wd35e2WH/rs3BO1bcLxvBb1xP3jWsF3D8e+5oOggnhfOf+6TNeQojYCAOK+75vYDaZ1kPgKP3eIKJu5r7Pc9qbGjqnNAwwzCQSJJJ6g1lGR2kPx3npPmKHYl23k6L/Khh7kT2ZBZuCWH8JRmlrBcM1EKyg3qkcfA6gZHNzswGZ4+PjbG9vtwD24OCg3RvbgP+i75m7nnu2+9grn2OGrvop2url37XOykES9+aZ+Iy2VbKhAlyDatowBo5rQOFnuEheZpXTb4x8/D8/5/i/m+Tvvui65ZxzqB2DYtTG50kG78TwACfna15cmMc1MAjJFAThrDygYzm+lZWVbG1tZW1trSkMBYJsfAXQAUTB8mBcXbBlQ+SBB8TUwlaeq7JYGBMrGZOiRnyOsqvjp138zY/79IJxfGW64uem/W6rU0RmuSzoz1jEhdE/OZm+T6Xvp0sQu65rBeZul4EVunLt2rVG27v+wpti2YAyRnYWtNPgIZm+F8jOyEWbHlO+q5FOBUDVqNjIV1BeQQz3quC6jOEr1RP+N0ipQIR2M3Y1yKr95ZUcHMPcT6bbI9Qgijop5iBBy+rqau7cuZOVlZWsra1ldXU1p6enefz4cfb391ukfnR01BwirDI1NNQ5EfQAiizeh8aAzX3A86N/7Irs2g6fR8HrGPCtejE2TrNkU5i3ydRPeKGIWS+fZ1tipz9WK0kfOiBiDi4vL7fPzegChgiAPR48g1mYKjXo9tjRbs6vQRI2j1pA+og+MYvnINwLF9xXbosDo1rmUV/PAdP9tQDNqxKDGcSOGyWwAQVs2Ghwns81wzJ2H45hokMpM9lwPMlwB8yrV69mc3MzGxsbuXLlSu7evZu7d+82J3N8fNxSTRgj8pJ87+WNKIkVyv/b8SRDx+HnNV0KOKurYRxFj02CylzU+8yCmC3z//xtsEAk6KjHz0hfm9a13jkq8dJF6g7QibE2Xrt2LTdv3szGxkYDRY8fP86jR4+STJdguzAU8IsumgmsOuwVBnZWpoeT82m22k73hQ2Lz0/OL52v1+H8sf54leJIdwyUO50Aw+B5w/n0twMkr/LgXr4n/U8626nByowxzg8ePGi1F1evXs36+nqS6aKGhYWFrK+vZ2dnp+lhjdJZjWJ6v6YkkDp2FeSZDfDxDoyoPasgpv5dWVCP0WXrSRVAhpmDGuzZL2BnDGqSqU+jrKGuUuQFkejJ6upqVldXW1Evq3ArmE7OdHBraysbGxs5PT1j7dix3GCB+3MNPvfLcZEK2Ck4ZrXktWvXWireLCfj6yCo+gn7Idsx+uMi+8m59HcF6FVmAtBchN6sLJ4MGA2zJ6BiGzBHUe5gkHOtc3HuEgYI4+JVC0myt7eX4+OzzZEmk0nbLAljxzI8op2rV6+2vQYMLhC318/JPU3r8dmY44FurKDGxXr+GYum7NheBHwuQ2gT+WZAAgxIMnSsVVeSoTPjeE9kHwOgsNFCV1ZWVhpNbLAKQFpYWGgrC7rubC+anZ2dpmPJ1MCtrKy0vDsr8mr0Qlvr6h2MioGMV+3YoY8xVjbCOCrrDPcwk2p9rONz2bpSjSWf2cDzvc8hAqQ+xkDgZeaoaX2iauY+RbzYGOtK3/d59OhRW+kymUya7rF8n4gaZ3twcJDd3d0BU+PXtHRdN1jRxthaajTuPuNYR+A+BuA9ZlvG7MnYGM0KmLFNWVhYaLbcwMZ20UEGcx1xYNH3fZurftbFxcXBHkTMaRg6xnMymQxWMRJwIaenZ1mAO3fuJEnu378/eIHpwsJC04G+P6vd2d3dHQRotM2FzQRyToUCzMaAG89WwQ5trH6vzs8KhCszA+h/kb7MBKBJpqjYD8Ig0zljNDKOqkaoNQqyMFjcz1Qdg8/GQVeuXGlI3MYLlEuEziRgYqNQu7u7zdnB0HgviGowHTVVY2kxJWyjjZPiui7SI9IztVfTCo7iq5GbBePDmLswEfHeQRzLb5yVgR+As7JeZiKsgzb0GBeiluPj4xYZs1rFhofIiYJQJrVBBeNDuoClnYzXWMrMKQ/+dyrSzEsFrqbZDdrQGRuaunplLBpPzr/f6DIFG0Jb0O+xokgbX0ANhd41ReM54hQl42laH4dD4S2ghP1inDrAmSYZzFP6mAgfvfceOF5Nw/M5/cl5BqMVqNBXVU8QAL73znLBKdd3/UMFM/5/VvQE28CCEcYfHTCTNsZk4vSrXpgdpr8ZH5dBAAxhQ1ZXV5v/2NjYyNHRUXsju3XEexB99tlnDTixx4yDOXyO90iyriCk2hGezX64MpP8bwaTH9uvsYwEz2T9GbNTgPUxYDxo/9fShG9I7JhgGFzvkkyNiB/af1O0xDk4dIyYESkDAApP0ihh2sBxy8vLTSHqG5HZoIgBwyBQrU50xaD6PRlmjuyAavTn480QOHI3VWh62PUaLtqrzofjK2D0Z7NgeJJh0Tj9YHZmDJD4mQCiybC/kpybmHxHdIOe4fyTafRKdHVycpLDw8MWYVnvMC6TyaTdx7tTo2euSajMEW12vYzHrQJ4p2pr1OwIqzqpixi9alA8J8d08rKEZ3KkPKYPdkq2Kck0+qWvvcKF75Pz20okafUWXJ9ovxbksoQ2SbMnXNupAqceDg4Ocnx8tt+IQY/1pDoexOnJ+vye6/z48ySjNmUswkZqH/G3g7DLFp7ZtULoCqCrFsNamMcnJycNANl/eW4wf506rtsnmOHY3t5u+8iwMax9Je3n/gZG1HTRPhgOpyAB4aSSXEjMtWmj04/J+doYp6CSKSh3mgtAA0D3AhfrkPvWwd2LZGYAjRkGK4CjK36PGVUrJNdBGER3VJ2onGejTRQOQiVN4GIloqxk+D4pHGytjzGipe3Oi1YK2NS+qT5H0n4mP7Mdk5mai6KoanRsxC47hYCgKwY0fiZP1GQYVXG+a6+cphqLGP3cRF04DjsSR/7kwwE1Ntzsg2SGjo2sXCjueziVRORjR31R3rrqwxgr6Oe28Rn7uzI7dU6aHr5swWCypJ++TYbvvrKe+H/bHnQNXXLUzfdjDJpTDZyTDF86S7GvgyKuia4y3jgsdAWpETOf8dtAnfNq+oTzDGxtb+zcxwKki3RwDACMBU+XKfSLA0zrPn3gPraN8bx1XxscVlBIcJRMfYDT2taR1dXVbG5uZmdnp7Fy3u/KgVcyDchhB3SmAAAXvElEQVQNkBy8Y0sgAPwSSr/0FPDh52fs6jNVJpBnhCiwD6r1nJzDfflN38FmvozMBKCh8xhUR1SedHaytQOSi1dXoFx0uGtnuBYDYiDl/UcWFhZajQOg5vj4eJCztpGpk5zr+TNy7DUfaVTvCQLgQZGN8qsxrQwWaLr20VjEapkldiaZIvbK5DmatGNIhumEZAhMbKgM+Dwe1eg7Wuc8DAbGiPfqsPMvUQa7vfoePBPjZEOFUXNU5fuaXeD7qtuVxTMoNjVuPa26Uw2Pv/fPLEXd2BTGCwPptJANtIMes3E8p+l+xKsYHcHipGqk7usuLCy0mgQ23wQEV9CEeKxsf3gG66WZSxek1mAKVgc9pV8437a2OiSuUQNB61u1KbOkJ8lZe9hJt/qaCkI8vmZaAEO289gMgIHPdfDFd3XFkPuQGrv19fWmJ7yKhTobru0AugIH2yj2NGOc0as6b6o+OWXO+BIc+vloB4yzQV4Fw2P+D2aJ90u9jMwMoGHrbjMsjiaYiNU5YZi83LpGJ44w7JyqA7ORc1Tm+1KnQW1N102XT5qCc6TKvVAA73BcEa+dg4v5fKzz647ik6kDw0g5mvO1X8R41XbNipyentUjwWxU0FcZGYR+Saa0u/WrikHfGHgeizztUEwle0t7v+DSE9fFpH3fN2aQKL6Or2l+np8+MGWMA+K5/dtRO79rEXB95vq3gfMsMXl2Uvzfdd0gSPF4VUbXfe4oOBkyXGbpPIc9h5DKEHEMzsoMcK2L4V6evxVEuAAYqWDUIIvjADMAKdcLYXdhKmqaYYyVsb2tnxu8z4qgK8wL2s+4Ly4uNuDq4MeAxrY5yWAO2jdho7ivQUtl12wb7DPW1tZajefW1lZ7TQtpGVJL1T6sr6+31Uq8b8kAAzDDeQZXNXjj+gZICDbKAM86ax32j30y53mX/ZeRmQA0KEKllTywdRIiY3QYSsA5KAIdVaNXBsZOysdYYT2ZbYwWFhZabrtG+EbfNpR2KAZPjiDdD0kGRs4o2it2OK4qz8uAGd/Lk29WpO/7ZnwcUVkv0JdaJ1BZLLM5laLF8PJ/TR1aB+h//ufa/OZvqF2ADfUTFYQAgqwrSRr9ahDPParD7bqugSYD8po/57roisEvAGfseWycPOdmSbwvjCNIIlAXP3r+OK3naBo5OZnumjqWYhtjfJzitr0xIMBx1reyu1jbqSkCQP9wL1+3Fn7aptEfOB2DNesXx9X0o6/H37YxY/0yazaFgBodIZh2sbyZNcS2xwCP2hCv0HUQRT+P2d9kuIrRdt7Hoj9Xr17N1tZWVldXB7vdO4hOpq/OYed4gzbP/+pLavsdIHNsDSBtKwmqGXsze9y3Ajz6ieDvy4DfmQA0dAbLVKFh+Y4HpaPtmGyUaiRNR9X8sn+POR4GiNQXx1qpjCi5x+rqaqOlK3jgGqb7PVDcz87KgMTUMRPJTtRG15GcI/mLjE01SFxv1gwPAqhBN0wRJ9PJ7joTg16Ec83CebxrncnYxKpgysdXAOxo2UskrQ9jzJInejLNkRtQJMNaJ9prvbChGtP7MTag6saYHmHoXjaKehXCePLiT7eV4MIpO59XgSTiuQ7IQMz6jo3ZWPBRQbGBDfUNLgZ37Z7FepQM9xOxraztwj4wdqQUHI3TF9aNsUDJz1KF+TeLoDeZ1tUdHByMzuVkuHTdS/ddBoDQH+4zB18ufYDpGbPBNSDz5x4/p714XYrZQMbUemLgwBxgSbjH1z6OFKf9mG2mATyABabR/tJ2y8FRLSBm/yZLBXbnxumlRvxblq47K76l3qBOCqIlD0h1QJVarixIjb5RFk9eK11F4jbkpvgxRI6OfLwpSv+PIaEtVpJai8PxTpGMMRLch/PsQI3Wa2Tgv+mDWUofWAB+x8dny6SJZqtuMGFqeqAabDs6O7mxVXa+rvuwRrK1P82+WT9ru+p1Ks1bQVl1MGZZ0HnPg4vGnKgS3eF+F4H4+mM9mxXpurMXRe7v7w9STx432wA7AY4BDNt+1HQA41GDk2QIMG1X6viafTaTDPBi3tddh6vYOVT75+8ZM471s9s2VgAMW1T1wX140VjQH7MEehEHk9aV5Hx6luNtC5Jpv5mdcG0KjA/fcU/OqcE1/VnnbdUzgyGYHfczG7vWQJb0of+vc93X8cuQ7R+ZGy4VAcxVG2Kg5H6qduX4+LhtR1Dtyov0ZyYATZK2S+rR0VGjmarht4yBkmQ6EJUKs4GqTo5rQDVCKVtRkgwAB+1yfjQ5n2+38azX8j0q8KpSQZrvUQ2qFWQsuq5K5D7kWWaVnUmG+2FAsZr6RXdqisli42/qNDm/Kq6CRz4jSnck5d++T0312FD5XpwzFv0gjrCqvoxFyBXE13McGfE9bbTjqxG5I8RZk67rWl3K7u5ue0cb3zEWlZWoDtqgseqBgS/j5fMINByp21mNAUzaxTb3FVRybLUnfO+IuwJw/10Lo+2k+axG29a5MVbB9/A4JBmkKmZR0IWTk5O2PQdpyTpXre/8DfC0/bGw4o5+tS1w/4/VmNTj/DcAuALRJIPxs03k2r4XxxmE+7nHwD7/G/hzXwANNUV8bjDjlFMFM94i5cvIzACaJG03Qt6JZCNh5zQW3VaDgdRJW6m/6vw45iJD4ujXSs+xIGQrids1Fsn4ntU5ONduo+u0iqVGTxdFUH4Gf49SzbLA6LHXArUSMHk25j4nGUYqVSccgWDgzIo58rUD4PNqyGq0Q1Q2Bi7sfLiOARqsCWJdGYvGuW8FvhfpdDWkXLuCYxslfmYx6k7SdnNOkkePHrVico8v/eo6KI9JBQw23DVSrakkxrkCT3+fDAu30RHGDiDlYlycCOdUtoDPuEe1KdXZ1v85t+pTBbXoqW3JRUzVrNsU9KHrulaM6sCXeeu+BBQ6XejgxXO51k9yLLpYfVoNPn3tamcAvxznNI3HyoEX89Y6ZNDJeT4HcG4ioQYD9ENduFB/c03/7boZz4cvY19mBtAAKtidc3d3N0dHR+17lGQsUnJkaaNkFqUqmYGMlbSyH3xW8+UGQbTJe5PYGFXn5dRAHSxPDt+LzyrwMlVoJ1SdTc3t81NZrFl2UIij2MXFxcbqWS/8t1eIVUaKvvVqF2+u5bGw4+BYpxxqVOyIyxEY9zUgcp/XpZtjTsnPYIBm1tB6PGZMuX4t/vV8qlGV/59VdgahyPb69evpui6PHz9uryRJpoWSTv1iD3BsLgTlc8a9MoBj8902yZ9XG8M4ANZZjeWUR00RsPMwc7m+nmUMvOKYLLTHTrUyODzfmA2pz2Gbgp7Msk3xvKFo//DwMPv7++0YF10nQ9DnOeP/GXv00AF09Sf8BmRbP1xbaQBpXXPJBP87W1BX1PodXLYjlYmpDJLHdWzRAjrilbjJkJ0xG2NbwsIgb7ZXbdyLZCYAjScSRmZjYyP7+/vt/Sd85wGvjAPCsmW+H5vARtRjUazFysBvflA0p6u4Lso9FvnZmSDeKK1GX/U8i/93AZaVv0bclaWwss26mIWheBJQk2QASgwGk5wz0jgnO6tkGIkjBjNcw9dB6ooz07Onp6dtyaUdAwaC69YofgxkE6XXY6phcvsdTRGF+l5jEVQFNqaJZ1XMWi0sLGRjYyPJGVPDXkAYaBjWWsSZnK+HMtNmu+U+rDYlOV8nw7WwDy7o5B7ehRydRmo0b3tWo2gcqVPlZpTqNR2wnZycDJbyVp2o0XftuzF7NauCLiDsgQILT8Ba9+cxm1EZYtg05l5lJQwmK9BFP92uMdvDsm7+NrBA7xhLgyDaUAkBFxrX5/Sz+lyeje1Xqk6wWMYBGj/Uk3q13VeVmQA0yZAZWVxcbMVMBwcHOTw8bBMRB5ZMV3tAGdNhfF6RpYEBg2oqdyxVwXd1h9dkWkhKpMTeNFyjRlVWOiJAFIHPKtrnt41PRcs8m42qlZq/7ayNvF83w+NltUmaTvBCRz6vb0ROpn1fjVJyvo7IETLnWldshMzS2HgY6GAwPJGT8SjPqQp05SKmxs6M803ZVpaJMXdbKgvj2rAxUDPrusIYJdPId21tLaenp3n48GF7WSjf85t54W0fLlr1ZLH98Qoog2oDVc/pCkANFmDPnBqrjLLZWxZXJEM7wGc8k1ModVl3/d7Xqktu7aTqc8xisfhFQoBQmdrPP/984H/YoqOy4VwjOb8ilj7xxowEr2YpaIPnFnNteXl5EKD7GL+w0uNZ6zup4fH53g8LcZBlxs6AmHvVeYHeAKCxQ5AMAPmq195mZKwtLyszA2gcOWDQWb7NOywsRn81pYNBZrLZiHAvsy0XGehat8MrEBgMF4x5Dx0zOlDanuxOg7l9Znhq5IfTdLR/kRGsrIyp7wpm+H7WHZSlthVD3nVdAzV8jtjg+rmT8/UGjE81HGb2xgS9xRjiyHglh1OSjmz8Uk0cBvrBfOD+ODSzCWaY3BaDVYNZR2COurhHXZFRgfLroC/0MUEEfQ+ocfqp66ZvMfZL+MyYci2zrTgg/48zczrRgMG1bzW1iU5w388//3xQ22NH4pSGHRasAsAKHbDdMDNgVtDg/CIw67YeHx+3zS1p3+sYINnGOlhBF9gzqgJb6iX527bBegLD5Zed0tdXrlwZFM7aRjE+lU3u+77tc8PKN4AJ57EDfV1thL4R7FmHABUeTwd9DrRMItguWDcMZtj7yXpuMONg0X1cmVIDxTGZGUCTDDvMA7q2tjaYqEwWBrtGGJ68yVk6Akp3LOpiEKFqMVzuONrm6JbrGLl65RKotEbMHA9r4uORGj3yXHZIruFByVzbYNTu43zdmmKYdXG/VEaNz3ibcTJdtkif19oYjyuTGobQxh7anj4k2nIKgWM9KTEuvtfYMlycA8bFDAPHGJSYvh5Lc5h9cbTlZ7DhcVTmKCoZ5r9t8F7EWlym2PAx5oCalZWVnJ6eZm9vL/v7+83A83lNPQBQzYRxbddW+DzqWRxMmCkc02POtU1BLzj36dOnLRXFy08r8HIQVdMYdtg4JQMV/rd+2LZYd8wiJlOmcSzKnmUx4804GJgm0xRtcj6NWx21MwRsLzFWg7O4uNjszcnJSQNNBM7WYd/TDLN1iowB+o7uODXtoN4MDM/r8bSddLrKNsXH2Z7AKNMHXMN/o1eVYX4RQ/M8uzMTgAZj7WjEkwRjgLOiAxl4hMlqo5yc0WpE8LA+jlpRNAOKixggOy/u5cG207Ly1HaObRiEIeMYi/OSfGeFqgVW1fH4eTjHxmfWjY7F4NFGlQmLoSAyOjk5aRMbHfHYeNKaTTGIMHPjSMIGpfa39YTvTS1br8ZSiNav+vxj9xz7n89sLGhHXa7tcw2Ka17+ddAVxqaO0+npaVv5lCSTyaTt8M13dZdWrse4sl0AeyBhUxzkeK7ZYXJdPkewcdgtMzAAKgNMAjSu4/cFGbhbPyt4p53Y1SQDh8MccnqgspQGTOhVZTFfFFXPgpgBxx+g7/QlKyoZH96F5CA8Ob8v1ZMnT3LlypXB8fZPBrXWs2pHfA/OqalEgiSv3DNwxTeNAU7szhg7x/3r/8wxMzz1lR1jzOLz0pHugzEwM/MMDQ033eZBN1BI0t5VcfXq1aytrbVzQbo1YjdNb4U1s7KwsNBADwjdqD0ZbiFuA5QMB80DhYFA4eryRepunucgub4Vid+OrupSOY6piPYiWvh1cFZjbTQ1iqHmf9eesC2AU4IYckfc1hUDGo8R4+S305oqdr4YsVHhfDtds0joBWNtsDtmCAyWAEIIz+r6h+fpSgUxtVh21nUEsR4k5/d+Ss6e5/Hjx23fi+Pj46yurrZ5jIOgn5jzp6enbbsAbEeSwduxOZ7xdCDC+Jv5Q2/MkiTDOg33f10Nx/eOon2PemxlWGgbn6EjFdBWm0KbPEdq8DTLUoO9ZFjTSX90XdfejD6ZTHJ8fJzl5eXGmJmNd98DPJlvZnWSKbDlOO8i7gCf9y959ZJrVngWn+cSBt4pZ+Bi5pHzao0n59d7VPBtMGPwhK5bn3zPCrp9j7GxmnmG5iIZQ7Iolt/9BCULdezcZjKljLkWRqNO+mS81oK22LC44KpGgzgPtn12vhJlx3GZvvPnZlDqLsQYLCPmangsVQmqAbwoyp91oa9MlWK8cTBEVLw3ibE/Pj4evNsEMd1rXfCEdtpqjJWxQe/7fuDsuI5p7adPn7boBsqZMTVIWlxcHGx/byDnlGYdb7fVYMbg2wxONVKVxXsdQA3traA0mfYbDuLk5KTV6WFsWTpN+pHaOQPOMUBR7+O+YqzQ2UrxO3VRN2qrVL4XKWCD/JxjgZ1tgx2mx9fjj166tm8smOCe1iHE0fYsi8fIQTBjyJgvLCy0lyWyvBjnPZlMcu3ataytrbVrYr+xMwYjyVR30An62nM+OZ9Chu3BppBeMtOPj+y6Lqurq81O2KbQFqe5a12VU+P0j1/Bc3p6OlihVG1KDbbpZwO7sTY9b5wukpkBNEbBnpjVyfo9T1Sg8yZjJuDm5mY7x+yKUaSdT6W3qiGo6LQi3LoK4XmUWq258bNbkT1RqthAVDBjJ2zWi/PGjnkdxROsPh99xgSHOj88PMyVK1dajQG64kkEKDJ7g1M06MXAe4JWR4Wh4hgv3/QyRlO0ju453oWflS3AUVUQTHtqjnos4q4pMacv7agszzM6syY20FVX+r7P+vp6FhYWsre31yLw5eXlrK6utn5YX18/xz7AqBCFVofgseIYOyp/78DNQYrb6nHzMl6nFSrDwjG053njxrUrmKmscnU6FRhXfXkdbIztSDLt1yQDdg2bA2Bgp3LXNfl9SrYPyfk9o+xfmLfuX9tpA2X0xnsRAYQXFs5elAzooDbv6dOnDagDxp2WR5/RAc8b7BGgq2YMADOu7+RZAeJO2/N3ZamsP89jaS6SbhaUreu6+0kOknx22W25RLmZ1+f53+v7/tZl3Ljruv0k//Qy7j0j8jrpSXJJujK3KUleL12Z25TLk9dJT5Ln6MpMAJok6bruT/q+/yuX3Y7Lkjf9+V9W3vR+etOf/8vIm95Xb/rzv6y86f30i/T84+9Kn8tc5jKXucxlLnN5jWQOaOYyl7nMZS5zmctrL7MEaH7nshtwyfKmP//LypveT2/6838ZedP76k1//peVN72ffmGef2ZqaOYyl7nMZS5zmctcvqrMEkMzl7nMZS5zmctc5vKVZA5o5jKXucxlLnOZy2svlw5ouq77a13X/dOu697vuu5vX3Z7vi3puu7vd113r+u6P9dnO13X/e9d1/2zZ7+vP/u867ruv3/WJ/9P13X/2uW1fHbkTdCVuZ58fXkT9CSZ68o3IW+CrrxJenKpgKbrusUk/2OSfzPJryT5ja7rfuUy2/Qtyg+T/LXy2d9O8k/6vv9Bkn/y7P/krD9+8Oznt5P8vVfUxpmVN0hXfpi5nnxleYP0JJnryteSN0hXfpg3RE8um6H5q0ne7/v+X/R9/0WSP0jy65fcpm9F+r7/oyQPy8e/nuR3n/39u0n+HX3+e/2Z/HGS7a7r7ryals6svBG6MteTry1vhJ4kc135BuSN0JU3SU8uG9B8J8kH+v/DZ5+9KfJW3/efPPv7bpK3nv39pvfLmLzJfTLXk5eXN71P5rry8vIm98kvpJ5cNqCZyzPpz9bPz9fQz+W5MteTubyszHVlLi8jv0h6ctmA5qMk7+r/7z777E2RT6Hznv2+9+zzN71fxuRN7pO5nry8vOl9MteVl5c3uU9+IfXksgHN/53kB13X/XLXddeS/PUkf3jJbXqV8odJfvPZ37+Z5B/q87/xrOL8X0+yK3rwTZU3WVfmevLy8ibrSTLXlS8jb7Ku/GLqSd/3l/qT5N9K8hdJ/nmS//yy2/MtPufvJ/kkydOc5SV/K8mNnFWY/7Mk/zjJzrNju5xV3//zJP9vkr9y2e2fhZ83QVfmejLXk7muzHVlridf7Wf+6oO5zGUuc5nLXOby2stlp5zmMpe5zGUuc5nLXL62zAHNXOYyl7nMZS5zee1lDmjmMpe5zGUuc5nLay9zQDOXucxlLnOZy1xee5kDmrnMZS5zmctc5vLayxzQzGUuc5nLXOYyl9de5oBmLnOZy1zmMpe5vPby/wMLQBvO0BVkkQAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}],"source":["dataset_dir = \"datasets/yaleextb\"\n","\n","img_data = []\n","img_labels = []\n","\n","images = os.listdir(dataset_dir)\n","\n","n_examples = 15\n","\n","for i in range(1, 40):\n"," i_str = str(i).zfill(2)\n"," images_p = [img for img in images if img.startswith(f\"yaleB{i_str}\")]\n"," \n"," for img in images_p[:n_examples]:\n"," img_data.append(cv.imread(f\"{dataset_dir}/{img}\", cv.IMREAD_GRAYSCALE))\n"," img_labels.append(i)\n","\n","random.seed(1337)\n","selector = random.choices([False, True], k=len(images), weights=[3, 1])\n","train_data = [x for x, y in zip(img_data, selector) if not y]\n","train_labels = [x for x, y in zip(img_labels, selector) if not y]\n","test_data = [x for x, y in zip(img_data, selector) if y]\n","test_labels = [x for x, y in zip(img_labels, selector) if y]\n","\n","plt.figure(figsize=(12,5))\n","for i in range(4):\n"," plt.subplot(251 + i)\n"," plt.imshow(train_data[i], cmap='gray');\n","for i in range(4):\n"," plt.subplot(256 + i)\n"," plt.imshow(train_data[-i-20], cmap='gray');"]},{"cell_type":"markdown","id":"6e315630","metadata":{"id":"6e315630"},"source":["Pierwszym modelem jest *Eigenfaces* zaimplementowany w [`EigenFaceRecognizer`](https://docs.opencv.org/4.5.3/dd/d7c/classcv_1_1face_1_1EigenFaceRecognizer.html). Główny pomysł polega na użyciu PCA do redukcji wymiarów. W naszym przykładzie zachowamy 60 wektorów własnych."]},{"cell_type":"code","execution_count":5,"id":"0473c8ae","metadata":{"id":"0473c8ae","executionInfo":{"status":"ok","timestamp":1673870504062,"user_tz":-60,"elapsed":2909,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.EigenFaceRecognizer_create(60)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"markdown","id":"7a753f2d","metadata":{"id":"7a753f2d"},"source":["Zachowane wektory własne możemy zwizualizować:"]},{"cell_type":"code","execution_count":6,"id":"f797fe86","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":183},"id":"f797fe86","executionInfo":{"status":"ok","timestamp":1673870504940,"user_tz":-60,"elapsed":887,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"7d734e6a-3df6-434a-acf6-75ecbe7afb8d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x360 with 5 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\n"},"metadata":{"needs_background":"light"}}],"source":["img_shape = train_data[0].shape\n","plt.figure(figsize=(12,5))\n","for i in range(5):\n"," e_v = model.getEigenVectors()[:,i]\n"," e_v = np.reshape(e_v, img_shape)\n","\n"," plt.subplot(151+i)\n"," plt.imshow(e_v, cmap='gray');"]},{"cell_type":"markdown","id":"19545151","metadata":{"id":"19545151"},"source":["Możemy zobaczyć jakie potencjalne twarze znajdują się w naszej przestrzeni. Do *uśrednionej* twarzy dodajemy kolejne wektory własne z odpowiednimi wagami. Poniżej mamy przykład wykorzystujący 6 wektorów:"]},{"cell_type":"code","execution_count":7,"id":"5265f337","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":515,"referenced_widgets":["c1ec214517c14d75b23d8747a3168fe5","54ccb9273b5e468d865e8ffa922bbccb","a3f15973aece4df08f8dff0c82d2ec3a","fb9b176445224776acbc6cdf6f08aa66","7e18d45b4d7e4c14b4ad0fb4bc10a20b","393571a97bae4461a7bd4415999dea70","43c1c6999a2245d8a9b98785e570f5c1","0a5cea7e820a464eb7376f8e64efee73","4f4343a008df439593729a89e88cd1c5","530e864c8c4b4352a02e880a304ffd49","b119858051664eebb09e8acabde6e0b6","e6c8bde1f1034d7d9a9b9351b4398032","9abb0b0592c54678b1d11eefb9724c51","7e429f13a58c4afa8e95e4e08fdb503c","04e49d3a9bbe4cbbbb72d15b80191f3b","e74292dc81284e50855442adccba7de1","bbd9d8ec7fed48dbb2ed4075e11c6e91","762785cd42cd494eb7987c90291e1ff6","f69a105ea74e46d3869613b7d82dfe74","4216bca0fb134e9999d591188196f70f","e7c6d83c379b406daf20757fa67d2237","fc4105c3c54c44ca8b58a60405881d06"]},"id":"5265f337","executionInfo":{"status":"ok","timestamp":1673870505486,"user_tz":-60,"elapsed":563,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"5c8cd69f-ad90-4750-e02b-1a5943f92134"},"outputs":[{"output_type":"display_data","data":{"text/plain":["interactive(children=(IntSlider(value=0, description='w_0', max=128, min=-128), IntSlider(value=0, description…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"c1ec214517c14d75b23d8747a3168fe5"}},"metadata":{}}],"source":["mean = model.getMean()\n","W = model.getEigenVectors()\n","\n","def generate_face(**args):\n"," img = mean.copy()\n"," for i, k in enumerate(args.keys()):\n"," img = np.add(img, W[:,i]*(10*args[k]))\n"," \n"," img = np.reshape(img, img_shape)\n"," plt.figure(figsize=(5,5))\n"," plt.imshow(img, cmap='gray')\n"," plt.show()\n"," \n","ipywidgets.interactive(generate_face, \n"," w_0=ipywidgets.IntSlider(min=-128, max=128),\n"," w_1=ipywidgets.IntSlider(min=-128, max=128),\n"," w_2=ipywidgets.IntSlider(min=-128, max=128),\n"," w_3=ipywidgets.IntSlider(min=-128, max=128),\n"," w_4=ipywidgets.IntSlider(min=-128, max=128),\n"," w_5=ipywidgets.IntSlider(min=-128, max=128))"]},{"cell_type":"markdown","id":"fd4bdce6","metadata":{"id":"fd4bdce6"},"source":["Możemy teraz spróbować zrobić rekonstrukcję np. pierwszej twarzy ze zbioru treningowego. Pobieramy dla niej projekcje (wagi) z naszego modelu i podobnie jak wyżej wykorzystujemy uśrednioną twarz i wektory własne. Możemy zobaczyć, że użycie większej liczby wektorów powoduje zwiększenie precyzji rekonstrukcji:"]},{"cell_type":"code","execution_count":8,"id":"2619c6f9","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"2619c6f9","executionInfo":{"status":"ok","timestamp":1673870506038,"user_tz":-60,"elapsed":558,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"11dc6796-36b5-4d00-aaac-d9b3a1e39522"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x432 with 7 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["pro = model.getProjections()[0]\n","\n","def reconstruct_face(k):\n"," img = mean.copy()\n","\n"," for i in range(k):\n"," img = np.add(img, W[:,i]*pro[0,i])\n"," \n"," return img\n","\n","plt.figure(figsize=(12,6))\n","for i in range(6):\n"," k = (i+1)*10\n"," r_face = np.reshape(reconstruct_face(k), img_shape)\n"," j = 0 if i <= 4 else 10\n"," plt.subplot(151+i+100)\n"," plt.imshow(r_face, cmap='gray')\n"," plt.title(f\"k = {k}\")\n"," \n","plt.subplot(257)\n","plt.imshow(train_data[0], cmap='gray');\n","plt.title(\"original\");"]},{"cell_type":"markdown","id":"ae87277a","metadata":{"id":"ae87277a"},"source":["Spróbujmy teraz odnaleźć osobny znajdujące się na dwóch przykładowych obrazach ze zbioru testowego. Dla nieznanej twarzy obliczamy projekcje i szukamy metodą najbliższego sąsiada projekcji ze zbioru treningowego. Poniżej mamy przykład z poprawnym rozpoznaniem osoby oraz z niepoprawnym rozpoznaniem:"]},{"cell_type":"code","execution_count":9,"id":"828f3134","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":622},"id":"828f3134","executionInfo":{"status":"ok","timestamp":1673870506800,"user_tz":-60,"elapsed":776,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"2fd19508-8d31-4045-8caa-bd6956cdc153"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 576x792 with 4 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeYAAAJdCAYAAADndtTkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eZCkaV7f932yso486uiqPqu7p3uu3Z09We2ySCFAIoxDa4QDSQ7LIEC2IbTICixhE1iIcARrgRVy2JICB8GxCmCRViBAYIwxhxEEAgXLahe8MLvsMcPszM7V3dPTdWRVVlZWZb3+I/P71Of91ZvVPbPdM9Xe/EVkZFW+13P8ju/veJ43FUWhCU1oQhOa0IQmdDKo9no3YEITmtCEJjShCR3SxDBPaEITmtCEJnSCaGKYJzShCU1oQhM6QTQxzBOa0IQmNKEJnSCaGOYJTWhCE5rQhE4QTQzzhCY0oQlNaEIniCaGeUJ3jVJKT6eUvvoOzy1SSo+8yue86msnNKGTTCml96eUPnSSn5tS+mBK6ftf5XNe9bVfTPRFa5hHRmQnpbSFz+pr9OzvSyk9nlLaTym9/7V45oSOp5TSt6eUPpZS2k0pfTAc+7Mppd9IKd1KKb2UUvq5lNKF16mpE7oDmsh3qT1XR2C2/nq35V5QSumtKaVfTyndTCkV4dhsSunHUkrPpJQ6KaWPp5T+k9errXdKX7SGeUT/aVEUbXxeeI2e+6Sk/0HS//0aPe8V0/9fhfgYekHS90v68YpjpyR9QNJVSVckdST9xGvWsgm9WprI9xcH7Un6WUnfWnGsLulZSX9B0qKk/1HSz6aUrr5WjXs19MVumEuUUjqVUvrlkVe0Nvr7Eo4vp5R+IqX0wuj4L+LY147Q2HpK6fdSSm8f95yiKH6yKIpf1VDBv9I2NkbhoLWU0p+klL4rpfQcjpfCvDF0dFw7R17G308p/bGk7dG9fz48/39PKf3AHbTzPSmlD4+e82JK6QdTSjPhtK9JKT01Qrr/a0qphuu/JaX0qVE/fz2ldOWVjdQro6IofqEoil+U9HLFsV8tiuLniqLYLIqiK+kHJf35e9meCd19uh/ke0RzKaWfGXl4f5hSegfasZpS+vlRHz6XUvq7OPaeUdRnM6V0PaX0T0eHfmf0vT6KHPy52zVgFBW6llLaSCn9TkrpLeGU06MoUiel9O8onymlNyHC9JmU0l9/leNwR1QUxWeKovgxSZ+sOLZdFMX7i6J4uiiKg6IoflnS5yS961626QuliWEuU01DT+iKpAck7WiohE3/UlJT0lsknZX0zyQppfRODT2tb5O0IulHJf1SSmn2lTYgpfTASPgfGHPK90p6ePT5S5L+y1dw7ztp5zdI+suSliR9SNJ7U0pLo+vrkr5e0r+4g8cNJP13kk5L+nOS/iNJfyec81clvVvSn5H0dZK+ZfScr5P0PZL+mqQzkn5X0k/fYR9/aDR+VZ8/vpN73AF9pSqUwIROPN0P8i0NZeHnJC1L+ilJv5hSmh4B1/9L0h9JuqihTH1HSukvja77AUk/UBTFgob64WdHv3/l6HtpFDn48B009VclParhOPyhpH8Vjn+jpO/TUL4/7uMppZak3xi1+6yG+uKHUkpvvt0DU0pffozsrqeUvvwO2n27Z5yT9AaddPktiuKL8iPpaUlbktZHn1+sOOdLJK2N/r4g6UDSqYrzfljS94XfPiPpL9ymDR+S9P5X2O6nJL0X/79P0nP4v5D0CP7/oKTvv5N2jsbkW8LxX5X0t0Z/f62kP7nNmH71mGPfIen/CO1kP/6OpN/EM78Vx2qSupKuVPXxLvPF90v64DHH3y7plqSveL15ePI5dh7vV/l+v6Tfx/81SS9K+gpJXybp8+H8fyDpJ0Z//46k/0nS6XDO1ZHM1G/z3A+NObY0un5x9P8HJf1rHG9rCMQvS/ovJP1uuP5HJX0vrv3+ezTnj0gqjjk+LenfSvrR15s/b/f5YveY/0pRFEujz19JKTVTSj+ahoUCmxoy+lJKaUpDprtVFMVaxX2uSPpOorvR+fei2GRVw5yJ6ZlXcO2dtPPZcM1PSvqm0d/fpKFXcVtKKb1hFCq8NhrLf6QhuibFfrgdVyT9ANp4S1LS0Et43SgNUwS/KunvFUXxu69nWyZ0R3Q/yrcEuSiK4kDSc6NnXZG0GtrxPZLOjU7/Vg29wU+nlD6aUvraV/PwlNJUSukfp5T+dDROT48OUX7Zxi0NZdRt/LLQxm+UdP7VtOVu0Sja8C8l9SV9++vZljuhL3bDHOk7Jb1R0pcVw3CQQ0BJQ0Zcdlg30LOS/mcogaWiKJpFUdxR+PUV0osaKgVTDIl1NQzHmSgQd9LO+LqxX5T09pTSWzX0mGNIaxz9sKRPS3p0NJbfo+E4kmI/XJzzrKRvC+1sFEXxe7d7aErpR1K5EpefVx2+GuXQ/q2GntMdgZMJnTi6H+RbglyMDMolDWXjWUmfC+2YL4riaySpKIoniqL4Bg1DyP+LpH8zCi2/0lcI/g0Nw+lfrWHB1FU3Z0wb2xqG3d3Gfxfa2C6K4r+53UNTSl9xjOxupZS+4hX2w/dNkn5MQwDznxVFsfdq7vNa0sQwl2lew7zTekppWcN8riSpKIoXNfSWfigNi0imU0oW7H8u6W+nlL4sDamVUvrLKaX5qoeMrp3TcPzrKaW5EWq/E/pZSf9g1IZLkv7bcPzjkv7GCPW+V8NqRNMraueo3z1J/0bDnNF/KIri83fYznlJm5K2UkpvklQlmN816sdlSX9P0s+Mfv+RUR/fIkkppcWU0n9+Jw8tiuJvF+VKXH5iAUumlFJ9NCdTkqZGc1IfHbso6bck/WBRFD9yZ92f0Amk+0G+JeldKaW/NuK/75C0K+n3Jf0HSZ00LNBsjGT8rSmlLx0995tSSmdGXvb66F4Hkl4afT90h8+fHz3zZQ1B/j+qOOdr0jAnPKNhrvn3i6J4VtIvS3pDSumbR+MwnVL60pTSY7d7aFEUv3uM7LbHRalGczInaWb0/1wq5/9/WNJjGlbp79zhGLy+9HrH0l+vjyryoRqGYn5bw9zUZzUs9si5GQ1R4U9Kui5pTdIv4Nr3SvqohgLxoobFG/Njnv3B0X35+a9Gxx4YPf+BMdc2NSy+Wpf0J5K+S+Uc87s1LGzoaBi6+Wkhp3NcO6vGZPT7l4/a+F/f6Zhq6I18etSX35X0DyX9e5xbSPq7GubMX5b0TyRN4fg3S3pcQ+P+rKQfD9fe1Ryzhjm2OCfvHx373tH/W/y83jw8+dwZL+K3+0G+368hEP6ZkQz/v5L+TOjDT0u6Nmrj70PmPiTpxuj+n9QwlO/r/qGGBnpd0p8d89wPjf5uS/o/R89/RtLfpMyN+vcjGhZ5bWmYEngQ93qjhkvFXhrJ9m9J+hJce1dzzDrMofPz9OjYldH/vSC/3/h68+hxnzRq/ITuU0op/UUNBerS7c79Ap7xgIZG9nxRFJv36jkTmtCEJjShSSh7QrehUY7rv9ewCnNilCc0oQlN6B7TF9vuThN6BTQqHLmuYTjrva9zcyY0oQlN6IuC7pnHnFJ6bxru+vJkSum779VzvtipKIrfvldh7GK4a067KIq3FMPCjgl9EdJElic0odeW7kmOeVSB+FlJ/7GGa/A+KukbiqL4k7v+sAlNaEL3jCayPKEJvfZ0rzzm90h6siiKp4qi6Ev61xqui5vQhCZ0f9FElic0odeY7lWO+aLKuzo9p+F2cplSSu/TcDtJpZTeNTtb3nY2paThuvDy//F3H6vVavn3eDzeb9x9qp4z7p6ONPicWq2mWq1WOsbrUkq5FN5tZZt5v6IoNBgMdHBwUOpfrVZTvV6v7D//LopCBwcH2t/fz8/D0oJSm9yGqampfN5gMDjy/Krxivf0/Q4ODlQVieH1XBrg86uOx3nh7/zmfaqeH8+tusc4im25XZSp6hlHlkNU8F5VW+J1+/v7N4uiOHNsA+4u3VaWpaPy3Gg0jtxonAxW8fM42Yu/+dt8XMUzt3su58r3icer2krej7JcxZvkc8uz5SU+K47XwcGB9vb2xuottz3qQcsz+S7qKeqMKM9R5sbNJ/tJGic7vHc8dtwyouPOjb/H+1ddy+/j6DiZPu6acX/7MxgMKuX5dSv+KoriAxq+Sk+NRqN46KHh2ndP2NTUlOr1ejYYU1NTmp6e1szMjKampkpMVq/XNTMzo3p92J1obGq1mqanpzU1NZU/MzMzmUFN9Xo9PyulpHq9runp6dyO6elptz0bvXq9rtnZWc3MzGhubi7fw0QG3Nvby9dMT09rdnY2C6Z/q9Vq2t/f1/b2tnq9nmZnZ9VoNDQ3N6eUkhqNhs6cOaPp6WkdHBxoMBjkaw4ODtRqtTQ1NaV+v69r166p1+tpbm4uC437YUbx/WdnZ7W/v6/d3V31+311Oh11Oh0VRaGpqSk1m03Nz8+r1WppZmZG+/v7unnzprrdbjbiKSUtLCxIUh6fwWCg/f199fv9PLbgAe3t7WkwGOQx99ju7++r1+uVlNDU1FS+H++9t7eXx6Lb7arf7+d79Pv9kkL0M7e2tkpKhEqFysgKlcpzMBhod3f3iBLifQxuBoOB9vb2tLu7q729Pe3v72swGOTzPf/xHnt7w82JDLD29va0t7enF1544ZVswfqaEeW52WwWb3rTm0rHa7WaZmdns3zU6/XM8+QJ84jl3GQ5spxTnqenp7PskFJKJfn1c83z1hecE8ul70kj5zZPTU2VgG+9Xtfc3FyWC/MbAbLleWpqKusLP5+8bz4dDAZZp6SUtLOzoxs3bqhWq2l+fr4kF257s9lUo9HIctLv99XtdtXr9bSzs6P9/X1NT09rbm4u69KZmRmllNTtdrW+vq5+v5/HbW5uTnNzc9rb28tyZJ7e2dnJ40FD7+tp7N0+6z/OJw0ddYWfY31k+aHsmHq9nra3t7MT4jEhIPEz/H1wcFByRKwz3KY4vp5ryqJ/93PcryqDvb+/L0l5PKwLbt68WSnP98owP6/ydouXRr8dS+OQLY1l9PYscKQqhWnBsnBG9CqVUZ8VJlGk7+uJcJssfGTK2J/YR4MHK2D2yfdutVpZ2AwKDDIcYYjM3Ov1VK/XVRRFNsi8dm5uTs1mMxsLesq7u7va3t7OhtYG3EaJSiulpGazqYODA+3u7mbBj149ldNgMDiiKDlWVsTjPGgzN5mfc2YDbyXt+/g6ein1ej2DBQpj9GjZRvKZ20qDTv7wGEYPzmNj3rIi57Mi2jefV/H1a0CvSpZNBNpRZhllkg776Q8jPRwT86PPk5R5L+qHOGYEWtGIel4sk5YdG9Coj3w/8jOfx74eHBxkQ0fj2el0NDMzU5I1G4F+v18y1DbSNuoxSmCDLykbG4PWqOdmZmbUbDYzwO/3+yXQ7XHwHHAOqQ8JZuM359c61eQx9/0Z7aLepVNGYED7YJBBo+1jNrYE1uPaWRW9oHzT+Ppc84HlPRpp8wH/Zr/G0b0yzB+V9GhK6UENhfjrNdx/9Y4oIuWqMC4HMwo4mdnnkoji6FnbIEb0Y4Xva+LAGz0RsUkqefBUvlRARFJkCqPRZrNZ8u79u5FuRJEURjKODXqj0ciGmc81iut2uyWhIbNRsA8ODuRwpT32fr+vnZ0dzc7OlpQmFYg9fI5zVL5VIS730ddRoVKgPZ/jUHLkKxKVCOfY4xiNpc+teg7bR15wG6382O4qw+vn3E6Q7yG9Klm2IqYhiwY5KizKRlSO8b6ce6ZsqC9obP2/70FQ5uf7XHqHpnhv/yaVlTxBv6N+kjJYtDGUpN3dXfV6vRyxkoa6pNfrZb4gSLD+48fjSsNJ4GEvlQbQMuiog/m72WyqKArt7Oyo1+vlZ3MsGbnwfakXaHj4u5/p454zH3e7ooGOhpPn08GhfvZc2GbQEyZF0Bz1gXllXGqu6nwDh8hTJDoh4+ieGOaiKPZTSt8u6dc13Hv4x4uiOPYFAkaeVQIgqcR4FHAagIhWarWaBoOB6vV6RpD2Jjl4NPxui4/5nvR2yBAUHjM4vekqlMa+EQnaSNvwEgH7mEPVfp6Zxqg9hn0seD7H7TDKtBF36Hd3d7dkHB3GsiHxePT7fTWbTc3NzZUMs/tB5UVBHvFHKYc9zsjFOWCfKci+Joabq4Q/Gszo4UTjHMFD9G4NXvxsKrMIBKanp0uCG+fQ50XjH6MuryW9GlmORIXu/yPQiAbcskX5G7Un85ukktcb9YINIOWKCpzpMsuGecrK3PJhOXT7fJ7PdV/m5uayYXeEycbaz6HOmJ+fV7vd1tzcnA4ODrSzs5PPtUySz6XDfDNTeuwreczHzY9+LtNP/m40GpnnDNTtnfJejiI4523yOLj91FOef/ef9wWvlfoZwbFUNnaUoyifjDxFp8ptocdPik5efAbl033gnPlc95F65U5l+Z7lmIui+BVJv3Kn53sS2XAjXaLoaJDd4apYvxnBKI3hIjOm72PBjG2xQbNBj22mt12r1dTv9yUdekhWHP62sPf7/RySMkp3ex1udtiYCmBjYyOHxSRlxdFut7OgRmCwsbGR0bP7yvy5x3pnZ6fEyM5RjeazZHRt9GdmZtTv9zPC7vf7WSlWFZRZMGzIq+Y+CkwMF0XDSo/fc0aFzTCTiYYiGsr4LAtxRNgEeASO9Ijp2XgcY/QkhtAYNfE1/H6t6ZXKMsdidH3mF6aTfDzWkxCoUtFaPqampkrAM8q988Mmp15o/B2F4u+U8eixW7YckWLUZpxHR4DqdkuHoDGlpPn5+QyoLT8pJbVaLaWUMtjlmOzs7GQP1OFt9tNjTL1CvnY/dnZ28jhRv1q3ODxMeSNoZ/ogOjDSof4mIKkyhj6Hes76x/2gDqm6B+XZ4IPyaJ0VQXCUvSqDah6LkQrPMz3zKsePDhnbe5w8n4idv+iNmmiUx4W8pMPQgQ2UVFZgRrp+jpmb6I4oysTwjY0MjT8FP3pGzs0w/7W7u5u99+np6dwGt4kFbL6HC4x8jkNf29vb+T7OT21vb+fz3H6Py/b2tra2tiRJ29vb6na7OXdtwXZ7arVa9m7dJnrXDBlauI3yo8dDRrQhtvJ1PtxzFBUh++H59PgTfdp78tjQ2FpwzBv0HghirAx8TyJjKhPyFRF4BAu+D41xVaEI+dnXR6Pm63m/k05UztKhPMYIif8mMLbBjUDKZF6JXiUVpImetNvl6I1rDBxVmZ2dVavVKrWRoJ3GiNEY858NiWXJxWvuh2WJ97VMWA9Y9uxlG7iaf6enp9Xv97WxsaFer5flsl6vq9VqZYPqwkmmwqwL3DfKG+tGer1eNs71el3dbrfkwFjHdLvdrEM9HyzwpPGzrqIcOhpH3W/jbWNpmYw8RAPtcfNc+HqfE6OLMYrm7ypPmsVqkaJuiPxPHqRjFz33cXQiDLMpIhkaZXoTVL5muKqKPeYfiOpYvEU0zRAFEZInaXd3NysBGnxf4/ZJyoIRQyput7/NTGZmMs7Ozk42zj7mikpWQ9qz9TM4ZgsLC7nP3W5Xm5ub2tvbyxXWrgwvimFByPz8fMkjttDG+RgMBtrY2CiFwiPA8Rj6uJWJUws2/lZSDJ3R+7AQOPdG0ONx8fP94TiSv2JoijxlQSePRIQevSLei6HX+FwaZZ4T+dvnR6F9vbzlV0vHKZ1o/KTDCAUr6iMxfcCoiOWDRY6WMSpkemYGlHwOVytYmVqh7u7uZuVf1b8YJmau2edb0duw93q9LHesKnc6yvxkr3lmZkbtdjun5MyvjrAxUjM1NaX5+fmcanIV8NzcXF6BYUAwMzOTC9K80sI6NUbfTJYvGmaCVBpGGyfPDeeb9SsxCiaV5WocL0WDVwWUo0H3ufE+Jso+wTrP5z3j/QgSPF7RYz6OToRhrvI2aAgiwiNS4VIUhr2i4o4DTA88DpLP8/12dnYywjMjmTEtUPTAonDH9pOicvck05s2xWpn9s0VnHyWhbPZbKrVamUQw1yyl1C4rc51efyI9CIS9BIFtoeCQc/ZCoZ5MS4R8z25BMXtoEfvaARzglZckZei8fQzGLqKyjMa5arKXeaVeV/2PXreVSid/MY8GNs3TiGdZBonz5aFKHMEVxEAM3RoQOfjHm8aXN/P15Jn7OE5FOz7uD0GiX6mj9kTZjjefaShZnuYJnIbODbkOalcH0Mw4WsPDg40Ozur+fn5zF/2Zp2C8jNdSGYv22PBCJg9YMspU1zmRS4fJX9Lh6DK8ktPk+Fv60y3g/di5MFtMSCg5xt5ixSNcNRHPC8a8SoDHa/l31UGvwpMVPFEfM7tgPaJMMxSGUXHHHI0ypxU5jc98VwfaKNFj5vMRg+NiIp5EYdcqdTNcA75uK3Mi1EQGK50O+hNR5RoomJym/1shkGrjEmtVtPy8rKmpqY0NzenXq9XYkqfa+L9PCYOu/s3ttnInWPDaAQjGltbWzmvTuTo8TZgYPEKEacVqeeSnpaBGYGMx5oebww9xbFje/jhnFZRlbEdh9w5rwzXu69+TuzH7RD2SSPzJwEw5ZnG04bZssyVBTYWknJumUsMafDjeFu2DVo9n04r0fj7XEeQuIzIht1eq68hf7ot+/v7+R6SSjJBzzDKSIwURY/M/9sztg7Y29vLqSQf8zg7gsBcLdeNG2DQ0/b6ZT/Dc0AHyGDYffYcOM9aVVcTPWMDDqbQ/Lvnh+MnHa3eppPktkQw7Hb6XnQeCDY4jzzXf5soixGkU7f7d+qWVyLDJ8YwU/EzvEfPhuc6v9nr9XKI0x6Y0SENlaQSA3kS6XkzLGE0aJRuYttsKGiYuYzA4W4qCnuDRJoMtUcPkUbZ9yBwYN6RXru9yO3tbTUajTx+HEeGWXZ3d3N+y0zG3A3X3/pZRuf0xPf29nLfnN9eX1/X2tpaDsN7PKlkLWCeA86P53F7ezuH1wgSmCu0ImB4PHq9VEIUHo47hdbtIv9J5cpPCms0yhRU/s17eW78e4yWVEV2TjqRT+mN+hg/3gSD6ZtarVYycuYDK1t6iXym5ca8Yd6Om5mYPEe7u7s5dcPzrVs8r4zWMPLDaJD3CCAPeTxM9sYJ5CnTzI9axgwenIe2/Fg2DWymp6dzKNuARlLWTyxg83VOcdEDLophDjqlpO3tbW1sbKjT6Whvb0/tdjvnuOko+UPPN4IMh/JjnjpGwAjQPYZuOw21gQ7l1s+JXi+NO+9hopxVpZhiOsOgk3okygHn/E7k+MQYZhINQwx9HRwcaHNzU1tbW+r1ejn3w5yrVK6MJLozk3myybRRSUvKBtffzHPx25We/JgRidDNQK4c9bkWWt7PQurzKVDxOAWezHfz5k1JyiCiKIYbj7hdFgqiWI/f1NRwk5NWq5WLN3Z3d3MIcH9/uKORDaOVR61Wy4U03W5XnU6ntAzLgMXCy6IQ5h25W5Y9g5jri+EvK2V7C7x35At61RZMKhRTzEtVIejIJ56HKIgxdxpDddHrp8G/3yh6x+Ypjs/Ozo62trbU7XZL8zs9PZ09QCpOK2amM+wF8xkMifO5BNxUsIzKOaXjfKxldG9vLxsigl8DVOdqzVNcXmmg6Ha7PeZxA3nykvWL+7C7u6sXX3wxF4Du7u5KOjTgTrkxIkhdIilHrAzGLbeOLKyvr2cZd/8sTwZJOzs7eSy8A5jngMDZ42u9aUfKz2XFuYlRNoIwRkVMlmkDHEYmCBQYYTG/GPwTHEaPlx+PpcmGmBFGUoyOehzj2IyjE2OYzcik6DHv7++r2+1qY2MjbwVpxGphMRP7m14oGcVhF0+IJ5GIWCovI6DiJRo241poLajc5Yptcmi53W7n3bOikWeVNrcCZYgwhk7p9Vu5Wdn5OuZ0d3d3S/kwMzc9G4fxB4NBRuPux9bWVl7iQWF2u3xsb28ve+I+xyjdxovbkXq7TCthF7f5XlYmRMUWNhs+FqxVbccaoyT01m3oifgZsYihaXpNfrb5xHNm4MXQWyQW9HA5EOXgfqH9/f1STUQM01rpbmxsaHNzs7R0joaTEQ7LKgurGFGypxYBuVSOchDQ0kAzQkWv2VtjWh65uY9rNFqtlhYWFjQYDDQ7O6tut1sCAt5RK+ZaaTSoZySV9gUwP62treWKaI8FQScjT7du3crtYWTBY2V5pgPR6/XU7XYzUCqKQp1OR9JwRcfm5qa2t7c1MzNTAgaDwXCbTnvrTCMSYHuOrAecXosRKhfGMYLpsaQOZqqD4+X7WI7tSFj2fA2jWkwtMbpKYOM2jfOq49+MepCi/o50YgxzRBBRgXmyOp1OnjQqLE8UEbaVqENARotEY6zojqFkK4MIGDhxVvzcTICGhhPlCTWy7vV6pcpJMp9/IwI0WTlwrJwDs1C6jZ58MrOZxfeOniM9jMFgWM3tbTdjnsbPZNjYY2pkbA/ERpvGz88jcvU87O/v5/CmhZ5zRcNMtMz+WpA9Zq5gbTQaWRFFHiDSppdjopAxpB69fhpmGqgI9OiFRw+5Co2fdBqncDjXBlv20GIUynzKkLRBkkE8javnjIVj0iHYMV96fqiQbawl5XSOPWDLtJcjmtwuR6Da7bZ6vV5ethRlud1u5zlnbrQoitISMBthj5H77fsZPMRUH+XYY21jaWKB1c7OTsnAs08xBWSj7f2+PYbceMjyznw+jaRBd6fTKTkLnjPmjRm5o2Gu1+t5j3Om0rybmseDOomOl/sUw9PmgxhV43gy+hGjXFLZ2fNYxu/jDHGkE2OYY9jPTMoQKdfMcnAZYiayjoJHZMwcB71rEz0d6ejA2vOypzQ3N5eNED1OTq7bOjMzUypyaTabR8LbVlBWLBwj52ldmMVKSvadxqmKmdxGRhl4jN4oc380RPSKydgWVOaMeT4Nn7/jODlU7mdzjetxH7ffY0qP1hGKZrN5ZBxIMT9YFYIir3KsnAesymcSRXtMosfDMbgfDXQM40nlrQotew5tWtGbaHQoh/6OKx3Ma06rRODE682LUhlg2Tui/iDQYh88x57L2dnZHDHyMkTzm6MzfCmG5cAhbLeF42YHghEotyVGDAgS2G/3eW9vLxt1G32mpHg+wa9/53w51cCoDoG4ZTsa/Hq9rl6vl9dgW18wZE7+GAlxpDYAACAASURBVCfP3sOBq0isQ30eecPP9vXW+bFWhY4MQ+G2PwZbdAR9fhU/3YmMHCfPJ8Ywk6jo6I0xJEtFyfBPnFCjKobVzGjck1Yq5xKjgTdRcCxwPofFJdELpIdtpmL41230GkMzl4XZbbJQmnHsCXpM3H7moI3SqZxYKGbl5cgCjYGvJTpm/9wHewExr2jFEhEyi0QoyMwd22M2iIneOv/2vHK8yRcedwvy8vJyKQwYiQrQwmml5jlmP+nt+xg3oYlKk3lAHovKKCLv+42s5KjsqMQjIJcOx4dGOYauCUYHg0HeOIeyw+eaYigzttVtopctqaSozQOWd4d/mUN16NsVzg4n+3728GNkSzpU+gS85jXmjgkgpPLWl/7fxtggwDLD8C6v59JT3idGkiyTUZarDD5z4K4NoswSTPF3Ohq8F3Xo7Oyser2elpaWSim/cREq8mMV77kNjOyZf7iiJI415ZkhcerLV0InxjBHw0qjzPwfkTXzN7EwwPesytESMfk8T5LJkxkZg0aBiJGeMhUBUbeLJ/wxchwMBnmzDyJHIzUWPozzfG1AyURWHG4jjRa9NhtB5of8fCJvGnYbUoeYrTTYJt+Xy9koyFTQbrcVh+ec53vOq6IRPt/k36nQHT2wclhaWsqeBJE/w2825jSYHhsqTB+n0nFej5GcKjKqj8qJdD95zFLZU7Y80xvzeJAPuWIiAmSfE5cfMncpHc0dWmdEuWRKh+Nto2PAa++WqRIbCEfMDBRckNXv93P9CCNX1hN8da2XELrdDN37w0iN+8QwcfQKKbO+3jLFtpjnCbqdtqJhJgD2SgtfY0NMrzkWXHr+7QxZX1TpLT4nynP0nq3HOp2Otra2tLi4WEoL+D7U37QVjEa4DYzS0PZ4/Fg8R17nM6rANNt0J3J8YgyzVN5X2sYzehTS4TKMKPwRWUmHnhfRdxxwfqTyvrY0SlQQPub7mOk9AW6H2+B2Mi9G5tnZ2VGz2czCzLCSmcHCy+pQv9rRHrf76cIMvjfYDBS38/PYE+m53TQ+9HiN/G102W+ewzCjFSlzuhZues4EAFTknFcSFXAEeLEPPnbt2jVtbW3littYzBd5wMLI4/bQoiH1/85RxpwmiWFSzxGfJamyzyeZGJli2sjyJh0aYv5miuPJCIXBj3+n0bGcEzwzOmFlznMJUk2e+6grKEfmT9eWSGUQ4m1v2+12Nl7cCpdLCtfX13PdiZc2OvRNI+FXsrJN0lAfuILcbaNcMrdsGTk4OCgtN7U8G2ibz30vFl/u7e3ld7XH8WGkgfLtZ1CGPCdRVn2vcVHQ6IR5B7ednZ1SJb2kIzxgMkgy77lQNqZCDNx9Lz4/etsxsloFLJimoSMY6UQYZiPEOMkxX+BzqWA92VK5gtoUDbAHhWsROWg2mvSEiE4jMqoy7G4Pc99mcj/Dhte/GfV7HNrtdolBjN75Wwx/cWN+9y2CEJ/nd6/GcXUo0OPrPpvxWa3sMB53UJIOvQ5GBJznsoC4z54/C36MkkSlHZc+cF4ZGaGnwrHynBmwsIKe0Qwaco8lw3k+z8YlRkl8f6cbKMx8BiMh5CG3maDoOEE+SWTwF+fRcsfxNd9wrqL8kKc9pgY7DG36WoIcG80Y8vWz6WX6eipsFiZVGfoYwWH4OcpBu93Oc+w1/W4Dwfju7m5eokgdaPngVqJMqcXoFpd1xbBqv9/Pnq/Hi2F5LoH039ZP/o2pOc+TZZrbetowx/C25zIa5ii75Bue675Ih8sivRad+38zEhNtiXnUFPPFvp5OI40822nv3/JaZRtoa46jE2OYzWz0EtxpGsCqEIsNjlR++USVkqPhjoouejR8JpWnr43nRs+dbSNooGfHEJOFjsxnxo/hUAuHDbbbaQPj9kpHXxLi55u5LHRut8OCVBbOodnT8NzQ4+dys4iA7V34uRxLRkiY++KccTzj3BdFUaqIdB/jch0TlbB0dG2s54oKx2MeQ9dui+/j3+i9Rf6iUSfFcB7vy4jESaeiKEoVvwZNzLlLh7uDEbxGzyjKSwSmjGD4N/NclJsoP26b5zV63wyFxnZShuj52cNsNBrZmG5tbeXr4hIfFlN5jAxmHcmJxj+mopyiscds+Y26yIbLFdkGHdQPNqRO91guPI4GHIPBoLT1pwGG9RKLWx0xYHureJ1zy3lx/wxkqiKkBLB8YVD8+PkuzuScj4t8Uf9bj5HPqNtpq9jH+B11Q6QTY5gZQiDD08BSUccwMSeWRi8ONg03hZ4TwwGjIPI4PTWi+Rg2rkJMvC/baUZ0O82MXIMY8x0+19e7elA63HLP3m30QKIRiZ6JFVO32835M6JrehYWCLfLHrENrolG2Z50DF8zYhKNckTWngMKanwO5zAaao9Bv3+4jzeBHSMoPs7rqPCrPGe2wf0wf0cg6OM2WFVG/X4gy7P5mWtPPU8R5Mb+SmVAUgWsKG/Rc/Z88ZnkEc511B1sow0OIxw0BOPuST414G40Gjm9YZBCL8ztrtVq2WvlJkQcR55L3eBxHKefDLK3trZK0YVYTGd59iZEjgz5mqiHpcPqeK62iAVsVfIcQS7lOTpPUY6pT6OceWxJ1qsRYMXrYrs4n/7fz2UakzLAb/ItnzOOToxhHhe+it7JuPBkFNyq3ygwRE80UCSiNQp5DFNUeWXjlK7bQC+ak25mMpNz0xKOlcFErXZYvcnQKa+hZ0IvkrlhAgK2td/vZ284FkK4HxxfhrktyBYwMimLQZgmGCeQZOSINql4OO7MqVFhV81L9JyiV0+Uz+sIJOI8euyN3tkneymc10hV7bwfiAqRgNC/U27oDbu/jCTESJOpyiNhaJWAKF7HIs0YDbPe4dyT36JhoLcYi/1I9iJtZN3H+Gz/b9nmXvUE2myLZcsbBtGoVNXKcKkivWCmguJcMn/OMWRxKcP2MS9/OwPI8eWYew4j3zBf7N99f/IMV6bE8Y6et1R+61WMONCBYjTX7Ys8SoqyeztZPjGG2QNLRqMX64FmNaWvpbKlIo5eLnPFDClVGQ5OLMMkzItGQ2ADFwc9KhYbL+lwh6oo+A6JEYk5L0UDaCbhzllmToZqjdRjHpqC7P5Jh6HyWDzmsfQ1HGOHwrrdbuk5fMON59V5pyjIblP0iqIAEQzxQ4FmPigiZHvxFHQakehlsC3kJ4IPtsfnu19cXuPxcxEe5zhGZ9iW+4U8/pYv8yKjIB7r+FKTuA+AZdCrK8zjLCCUDgvtTJSxWCxlA8R6Bhp6j7/bRWXt49Yfvo+fFYsGybNRnh2upie6v7+fPTpHxGz4Dg4OlzPFddGUX3qrBIXMT0dAwk+shfHbq9w377fN1RsGHtzgxbJFoMX2EvAQnEXHypE7OxLcNMjHY72Aa0f4W6xtITBjxItOQmwTo3xVy2PNA1UOQLzXcXRiDDORKL0mhrQZ/uNvVnpcukCmoQFhsp8MMzs7m5fFEChQkHw9i5Tcfnq6ZEwyXjSC/tsvOLdQcIkX1/+22+3cRt/TDGJjTpTqe5GxjdYdfmG/WMRFQY+Aw4zFvnosnCPj0isLMo0yc8kMXcciD/JIRNVErPT8aaQjn/m+NraeY1/rvnDuqcB9DdtBY8t8o1TOn1MYOeYEk/TsPYf8/34h94WRCBtiz/E4A2yl6pUGcT0+DYh5h8BHKoMo7i5lHqNMEECZzKsuhoqREfNLrCpOKeXNLtgGvnRia2sry1az2Szlsdl3P9P39Xn0prlWmvy7v7+fn0NHhvqBMsUxYWTMvE7wydUgXlFBeeb6dEYnIgCgU8WP5YEAgTJGwMNcu3nCv/lePtfza7mLFdhRv0UjSsBswx7H3bo6gnymSPgZKz93IGP3nIig2Rn/bkNFwY0FEVTqLMhg2IGD4/N5LyrLmBukMaVxjkoi7kFLpG0FwnCZJ9HkMJzbR++Ygu7JjrsJRY+R7XO4yTuVMddiY+WwN8fD732l4rLXSePta22cfZxCFYWRuUECL98rhsIj0KFHSXBHBFsVQiMA9DOp9GyQCehIBweHFd0EZmwbz+X40MiaB8iP3M/cbSYvnnTiPEQ55n7TNCxcPhijYAwrm3eZpvHvviejXEyZEABSkdqgMDokHVbXey/vuA67KIpc0+H5sjzHZXLSoSNgo1llZOyJcrc+9tF98n1sEB2hkMprgV3zQcBCzzZ69O4bU1Kzs7MZyPLZBKjUu0zbcA495vS2PR80YB43RgKtwyjf9PwZ5TC/cR5NMTJC3RGJDhrJOtrnkO8ZWXV/6CjyvsfRiTDM0tFiKKkcMvKkz8zMqNlslphN0hGEwvtwUwI/Kyp4GnqiRiuFGO6g50c02O/3NTc3V0KSMd9lxqUBJXPa8MdQjfvifjBUTPRGhEgmJDDx8zlWPpehGKNKeoy+H5cERaXKe3rcuHSKSsFj4r76myCE3zTKMSxfFVqKhoLpkBjq9rMpjEwLsP/k2yiU0et3ezxP5Hse87hwx7f7kdwv8gPl2Z+ZmRnNz8+XXu/oc6vk2R5pfOexr6Gu8Bxw7bxTGDTM/pub5fh5+/vD9yvHNb80EjE6ED1rPsvG14CXS6Iol5F3DNDNYxFQp3QY+qbzQFBk/eRjjMb4/lURBI+rZSCeFzcJiqsNmFIjf0SPkrrYwJd6gTIrlesPfF6MpEad6PvyPj6HOomORNVcRBsTAT6N72AwKEVz/Mzj6EQYZipF/2+0xOInexP+nUiVxVwMY9dqtZJ3SGGmseQkVhlmCpvvzT2cTTbKMzMzJZTNxf4swKryyt0Gr/1l+NUhYgomr2O4xYzGaALRpnR03R6NVjQqZDaPT/QgosdBpUIjz/xgZFgaL/eTisvzzugDETvb7D7SKBNR8zdfFyMDHiPzE8NjPsfInwogjgfDg1EwfT5BHvnbbbsfKEYwLLfe/IErDZh+Io/GCJppamoqVzc73cN0FZV8VPDcEtPX0UOs1+tZXqVDHvJSJFcp+2MvlasmyFuMVtEw+9nS4WZB9PqiTBP0W56jR8g8N8EI9ypgOyLwjcCZIW+Sj8fKaxt8qWyY6XyQJ/h3dMDMP9Ewk7+s05hTJv/4GTSsdB64osTPq6o3qDLKlMN4jP2u0gG0dccZ51dtmFNKlyX9C0nnJBWSPlAUxQ+klN4v6W9Jeml06vcURfErd3jPUuiaLy2ngMewAJU30bLPbzQapWtIVNq+H8OdDrFR+KXyS9LpMRrZ2RswOuXyET43EsNQvV7vyFpB5j9NPhZDLm4X0WMMU1swosdtYxq94QhWLKgRIfK4w2fMkVGRUNEwRMR55XfMO3quIxKOfOXzDOo8xz7utjHK4bEmmrYiI1pmmJRgh+F58hHBBueR4+i5j+DpXtDdlmePm+V4bm5OjUYjg2TLdFWUg2FJk+fP94n7FhPgRhkjbzM0GmWW8sxok/vhF9UwXVUFHAj2aJxdtBUjWgRhMcRL3cRtaWl4LKsmGnH/73ZzH2uOuT/mfRpmhvu5aQjzyh6zCBrIz4z08bcI1NxHOjCSSsdqtfL2rCyipNPC9lmGqwym/2eaktuZRuAcf6eMk+L80Jk4jr4Qj3lf0ncWRfGHKaV5SX+QUvqN0bF/VhTF//ZKbkbl6peUc3u16BFHVB2ZVSq/yMEIyQxnZqBB4HUOD3MSGdaWVMojMVRmZnHFpYWSW05W9Z9G3891e6TDCmGGzvx8P4eCTGZiuJzI3F4Hr+E+uA7huf9sWzRi9Ma5JefBwcGRak0KPhUb78E5pQH15gAEYuQP8xJ5hF4Z+YFAzIqL7eGrPK3kmfdmJINREUZKzK8x7RERuOeSipX7MUfAcZfprsqzAZBTT61WK+8HH1NL3HWNY00DK5VfXRpDhuOiJeQDRpDMYzTAntO4kYWvtWfrugDyNIFEjMJI5ZdWeD7NSx6DuF9BvA9lXSq/kc+AgvqQvDQYDFd5+G1tMTpDL51yyVA8X5HqD+/jZ3oMPKaScoErf3NqkvrdY8F5q6otYq1CFbm/fo51tcEZw/WcPzpSNORxf/80Cn0zakkHhuNA4+yoye3k+VUb5qIoXpT04ujvTkrpU5Iuvpp7pZRy3tgfI2N6yQyR0JuKHpUnNHrJFBSiyar2UEkyRBnPsfFlW2L4ezAY5H7xd4aeqtpAgYwo322zYojAxZMeQzNE574f85lum9cvb21tqdvt5mvpncS2uK8uLrFCiCEiXsd55PPjG8GouL2Bia+jYmctgq+PxYO+1u3zM+v1uprNZsnA+xkswHO7fS2vMQjxdoesdLfyjAqBkRQaGxtnPy/m7u4m3U15npqa0uLiYvYy5+bm1Gq18h7RVLTxugisYnh61D5Jh0tvuDSKxjHKC8eYRsnXcWMcGiV6o77eXj/v4WNROft3enNRF1GG3PaYUmGonWkV6xwaZgJty3O3283vQ2YIlrJkfjRZnrmXAdtk4OIx55yxDzS2JqYmOc8+17oqpi/jxkvUWQxV12o1tVqtEpBjCoHjb8dpampKc3NzJV7b2dnJ8tzvD98E2O12c7EcnaJ4b9oSOlu385rviqSnlK5Keqekj0j685K+PaX0NyV9TEMUvnbc9bVa7UiYiyiKYQZTNC5kjtjpGLb1BHldYQyJ+e8YrvS3/2Z1np9HJOy/zWzOO9MLN3PHCkm2nQiZyNXKzev1vO0dDRC3QeRzGHZxn2zY7OEz5EyvmEoyhoyMKFmVHp8DvjminKm0mDcynzDE5fMI3Nw2RkSIUBkmpQJg/yPvsA9uRwSD5CnyhO/P4plIBHORz2Ka4LWguyHPLujy6w+5d7EBZbxm9Ox8TjTKLLDieR57AjypPHd+Hg1g/HY7YprDv5MPzJtVRriKZ9hOqbx/gWWFIVpGhcjXlGm2z7JnfjP480sx6OVGLzFGpjxePr/qtatVcmzA4v56nAjGYjSE0aCYL6bHbLDNzZ7MCwbVbrv1lLdFdXsYEaA+kw69agK6vb29XEfEVCbHLKYxPR4cI0Y2CAqrHDLTF2yYU0ptST8v6TuKothMKf2wpO/TME/1fZL+iaRvqbjufZLeJ5XDODGPTAYic8bQc0QfFizpaHFINMC8Jn5IHNRRH8Yq7ljQREUTQ0g2HESqsT2+h70oKw8aSz/DfWaFqs/x/xExmsG8/MfPpzGjUFLR8G1SNNDHjWUcH5IFJBru6BUzOmKhZ5/NS/RS2HYqI/IWPS2CkCrDauXMfkvl8KzHiSDAz40ggB4yeWycUb/bdDfkmUuh4k5X9Aod+o/jXhXii55mBMQeIypihqrHyXMEQjEKRD7hdZJKhpm/Vxkv6g23V1L2QqP3aL5xWJ2FbJQdn8vCShoMptLsJLAuJvbd6SuuOKEss5+cG+moHqYHTWDMOaLMRh1FWaanHKMNkYf4bOmw1sa6olarZT1XZSA9ZvaQDax5zPPF+zINwGhYHA+3O+p70hdkmFNK0xoK8b8qiuIXRg+8juP/XNIvV11bFMUHJH1AkprNZsHwFhtvIhqhMFJo+LukIwqV943M5YEyc1ehmSrGjEIYv6MHENtpwaYwxvvQMFeNh3Ng7LOFl94mDRmZyPfhGNCrlFTKM7u/NkZmYC+fcsSA/Ytj4m8KKg0kvSUS0XWVR0XvOBr8qnn3ePga9p9CZ+MSPSzOo49RCUmHxTMsXmHhD3N1UZhNxwnx3aK7Jc8LCwtFrA3h3JMfqkB1/N/nWglHIydVv9zCQMlRoiqZr3rGcZ4Mz5PKhXnj2u3zeG//brn13FfJM0F7lfEheGb/LaP+lsrpAvK7+ZDvTK5KuZgMFPg/dQyNdZVRNkX5Y3/i7+PkOdoA39O84vnx+DoqwX6xb/E360A7NDxO54yV96wfoAPFuT+OvpCq7CTpxyR9qiiKf4rfLxTDfJUk/VVJn7jdvYxgKKTuSJwMTm6caHZeKi+Gj8a0Ci2SQSNVhaXGDXA0KFQqZhq3n4qeXoPv4ePMEUf0TwNHEJJSymEYCjjBghmJmxfQMHNZmvMwDItRgKVDI1TVTgKpKiNM7zcyMY13lWGntxXnluDE1/GYxycKqpFyRLqxT5xfhijp9Xh8uPzDz7FXdHBwkL3IaHxuh7C/ULqb8pxSypuAWHFJ5Wpij2ncXyDKM/+m50iDQhkmH9rbq5Ln4+Q3toX8GY23j8WCNKlsrGNhGkEuw6oOR/t5lGfyuO9p/mJBGYmpkFqtlncOdIGi02LmPRaoUjcRkBMcUH6p16KBjXMb5Zkgw2MXZS2uH+ecMEXH4zFqF4uuolPFPnoeOO6+J3WHx4ZRM39blmOq6nb0hXjMf17SN0t6PKX08dFv3yPpG1JKX6Jh6OtpSd92uxt5IGKekPlFKugqZBY9RunQmEZGG+c5+ZlRGXNQqwx5FRO5LdGI8HcaX/8dESBBRQw/0Zi5UpDjE8fQ1/keXI/ofHkUEioN9pth61jQxf7TULIdFlZ+01Bzztlf/22FZkVUqw03PGFYjGMdFYiVmo/t7e0dUQqee98retLkMc+xn+2QItG2x4qFcAw5sg6C+X0qjntId02eJR2ZU4M/zm2V4qaitVKLoCjWPhC08jvyi+fquNqHaDwos9Ep8LU8LxrGCArJOzyXfXP41GNDQxGBzDjZ9rOkMiAaByrJ2xxDj3F0gqp0jZ8VQTf7SiAdx7vKELMIkPPAD2sCItiPDkIERowcsk+MCHiMCDy4uyELcA0erVPr9XppDwe25bjIzBdSlf3vJVWVld3RmmVSZLDbHY9GkwYrepmsvPVxGywWB7GClAwl6YgS8H2Ze/Hv0ViRmDcho1PhklF9DY0S8yUUZhoDCkxV7tXXOufp/wkO3C7mp8ycZtRonCPyNFUJNceYx4nO49hEorJhqC8Wk5BnooEmuPE1bBM9gTg38fkUPCpTj7/HkkvxPIZ+dr1ez/m9WDV+Lw3z3ZbnGKKObacc+n+pPJcRKNloOWVCPmNe0vd14RnDjDE0S5m1RyWVjWaU48gvUa4IMsZ51iYDQn+KosjrZykX7pd1FXWg2+y13Yx4cUw9DnEDJfaRPBlzphFAeV5pzKJnHJ2WaPg5XtS51gHRAPP+/ib45VhHMBXbT883PjeCNc6fo4z+RP7hs6enp7PT5HGt4qlIJ2bnLw4ilXScaBOZLeYRorFI6fAl5Cy7jyidTGTG9uAylCEdhiRj6Gp///BlEGR+KwALIpfyRANNRCkdNWwR9ZpRaJgZnvY9YwEFlaINu/vA8WA/qdRixTaRJ58blUyVoJhiVCL+zbB5HB8rZv8W78l5pidGPqCSieCGhptzFsN8sU9UkFwGwrAr20vkbaKSP+lEA0SZdn85tu47ZTmmRVghTC+QRaMxREkPym3yN3+nZ8pzPE/kbYY0HR4nECCf2MgSUFctAXMbTOR395/yEo0Cq8N9nE5JjGhFI03j6x3N6AWSqoxodATIA+yP54RjyTxs5HUDDPbRx3g/SXlddlWbqmS4KqpWpdcIyiNfsT802Obp6EHHcbqdPJ8IwyxVF3yQyLwMTUcv1cdoVKkoGEqIRAQ1DgyQsao8KBoGKxx62cx72/uMBqrKW6yKKNBjtnAyX+rnMiTmMWHI3ufXarWM1uPH/eeYU6jHhbOrjFWVQWZ/CA5i2JHXU2g9PoyCcB7pofv+fqafwZcY0DjTU6kqRokRAiougsuoiD33XErlY3xGVPL3E0VPqAq4cM4JYGO+M447Uy++D+dhZ2dHko7wEWWSvGV5NUU+joDY97Xi5yfm031NlCuHTKs8S4aQzQPkXeq4GM2yQY/tpl7i/RyN8N+eiypDQpmqmk+OHcc8bkbke0TDxToMgpAqvXxwcPimOD+TPMN71GqHrxmNQMpzGT1myiCNMtvOtvhZBKGeC+qEyF+RToRhJkqMKMbMFs/jZDOkKh0qboerTR4QTyTvKQ0ZrtvtHkF+VWENT270DDmR9OSsWHq9XkkBDQaDvCvNOEDAtnhcoodKRRGrh/2smK+igXQ/GDaNIMUCzw+VCkPQbDO/o2fDuSHaj7tkeRyr9k73xhDRS4oC77FzP/ls7lAWPfKiKEpghoAmKl8/l/wWx4L8QuEmqByn8O4HomfJ+YvnmDz+Bq9eBx/3hvY3lb5l379zzLlrHZVt3AuaxqEKtMe2Uw7Js/v7+zm6RhAXFTKVucdIKi+pIuigF0bepLGIQNHywIr0GNGibqCnHNMnVSkh/s3xibqa9/M+Cx5vyrB/MwB22ynP9GCps6JX6+fGIizrX+tuRls8P5FXq3QygRJ53b/5/jHFSoB9O9k+EYZZOvQgJZUGnAIllXemYnWwQwdEQp6gKiJqjigzIumYN5iamirt400vLXq90mGxgHez8jpBTlxU+NEbI+quQvZUPuwbc68ppdJuRVYcvj5umhDDXzGsGMP1viaGiShQVYoqhpDihvgca26R6Xt79zUq94jEOVb+3+jZ8+djcZN+hiHj2soYviRAMB2nwMxfnEeCiePCXSeZosfG1E8EPjQOOzs72tnZydeTl2ysxnmy9IZttOv1egmI+zzenzxm8Ec+jWDTsuMNg+I2ldznP3rPUXY91zRolFtTSqnEp9SR3PeBjkQ0ctEYW2YYwo5Oju9JHqehrNJ3fp6/LZfuA9e2U29SntiW6BSxn+5H3GKZ8lyVViSoj3U/0Umih+t7EhTRIJPXfS3HLd5rHJ0Iw0yFFIkhPjNVFaKOWzjGcEEM2dgwMj8dq2AtfN683tdYQTcajbxjGd+aEzcJ4IT6PG956XWDNopWClVhKBKVfCzgoCcWhciIsSgKtVqtI2g6Gk5GJbhEipsP0HPm86PnWkUx/84Kx3a7nZUboxSMhNiQe/tQRyQM9MahUhcGRcPtOTDinZmZyVuSUsnEc91O790bIwXkRSshPpvAxnM3DlSedKLMRUBCI+qPl+3w5fWsF+C4sHiGhiXuTmWesty5sHNmZkabm5vqdDolpTk1NXVk61AaV4M/XGH4HAAAIABJREFU6iGpDNpZ3COpZACiRx4jVeOIoWuPY6wdOTg4yLusue/ceY8ha4+1l0nRKFuuaQwptxGARtmKY0+nqdFoqNVqlbbf9LhF8LK3t6eNjQ1tbW3l9nkMLPceS7eVjk8EEdGQ+pp+v6/t7e2sz73zpNtDb5q8zfmnLJsX6OhFQ3y7+TadCMNssqB4ABl2ZHiCE2WPp4rJGXq1Iac3FpmIQsVch++zs7OTJ6RWq2Wmabfb2t8fvreVxV2RQahg/IYcX2NmcSg1onaPT5xwU3zTDUPW/n1/fz8brqmpqbwXue/N8DEFmttsxj2j6Vl7XEjR62DYncqVYdxGo6F2u31kxyi304rFgmnF4t+p4M0fVggegzhHBEZUpNPT02q320e8Mb6BplarZS9gd3e3tBUgFTC9C45fXBNOwMhQ9zhwcxKpShYZ9o2GgikEplk47x4zGhTzs8+jLFN5mj8csep2uyXvZ2rqcPOIoijUaDRyu/f3y3tQOzVlIlhkW6LhML+RD+jJUo78etcIcN0Wjql1jtvMsY3jYf73uNEY05M2VfFclVfIPviZPm96eloLCwv5bWkx4mFZjpHQ3d1dbW1t5QjjwcFBfiGKlyFtbGxoZ2cnRwdi9TrBs+XZUUH31XrXL7CxXvbbAWMUMUYzGamMOsnPYNSQfDmOToRhrsqPRHTKMCq9qmi4/E0jFj0dL4misWVRAhGmkRWFxu30RMzMzOjUqVNaWFjQ9PS0tra2tL29ne/H4gO3z38bxbOPNoZEl1Vj5nZIh56npJLwsr30jAlEyHBEssxvmcEYUYj3HEcxFM9n+l6sFDf6pwLy+Xxfrts5NzenZrOplFIGbdxYhaDA4VKHnvih5+t2WEBjSN6KyfPV7XbzOmoLc0TSMYJCxUwQVcUr91NYu4pfmSNljYIVovsWw/q8jobI8szQs71AypHJvMPQJvmdhsXyfOrUKc3Ozmpra0udTieHxAmWfI3v46hdBBWM4ETFTn3F9jJ3LqlUKe6ogvnSwE463OYzyitlkKkfgoIYPYv8Go0q54rz5QiE037ch5pRIkc6OK5+E9Xm5mbeez5GUpj68Fuk6B1b/uJ2z45uUsaoN/1tYGT9XBV945hQr9GpM0/bBkW9Oo5OhGE2RUUchZgCR29HqjbGZgLnIVkUJg0nnoNaNfAsEvE50TClNHw71tmzZ7W0tKROp6Pr16+r2+1m5Og3l8SQlpnRjEMQEb0OX+dvAgm3leNIL6+q/VWMQeGj0fIxjjXBCo/ZK2Z7+exozI1qmbuNc8rIhqT89jG/StDeU+y3PSwTX+fmNtHoWiCNyHd3d/Pbo2LuPOb7GPmIe0RXgQzyD+9F5XK/hrPHyRI9CUa/Ip9RSRJUW56bzWYpyuH7xmgO+ZIpH84/58Rtabfbunjxok6fPq3NzU298MIL2tjYKBVvuq3+rkoh+XlVz6UcR4NHAyYdyr538vL/NkCMSBAosI2cl+jlRQPN51bpO3qObLd0KM/0YKWja4Stp31+u91Wu91Wq9XS+vp6rqpnuxyhklRa689xNVBxFISV8nxmDFMzPG4wYPk3yOA1UZd5TKzP3Uc6O1V6sYpOlGGWjqJIDxS95ejVeQCovI2mm82mms1mKf8gKeeY4qTSmBNxWSiqClfsmS0uLurKlSva29tTu93W2tqaNjc3tb29rU6nk5U2w2IWLntrbnev1ysherfPYyQd3aGKHiKNmQ0KlZY9B+lw4xP3MZ4XPbgqFF01hhxLGrTInM4PxUKf6C0VxTAk2Gw2tbCwoOXlZZ06dUr1el3PPvtsbh/nlF5p/Jv8Rq+J3prbYN6J1eyxQHEwGKjb7ZaENebQ4pgZBHBuPVYEKceFvk4qUZaZd7RStRdLIsC24ebcz8/PZ2Vp7+ratWuVQNpt8HdU4FXeq4uJTp06pYcfflgHBwdaWlrSiy++qFu3bmljY0Pb29tZ3uJzJJWUeFTejKBEoM8xiEDbxsK/MdxvY2RyrQPHMjogEZBEDzsaadM4feR2uS7H0YNx95dUkuWVlRWdOnVK09PTevzxx0tevdvKdAPBd5yDcXqq1+upKA4LX6sMtKTcXuupg4ODIzYkAivqS4evY1SOei86XqQTY5jp8VGYiQI9WA6L8FzmkD3wjUZD58+f18rKSil83el0tLGxUUJbMZQ+PT2tVqul06dP68yZM9ra2tLzzz+vra2tEjgYDAa5knQwGGhxcVErKys6e/as1tbW9NJLL+nGjRv6/Oc/r42NjZzHYFWvnxnzIdwViO1zPxjyl8qCRCMjHV3ORVQ5MzOjRqORw8TMP1WhbyraCGxIZMxYAe77OhTtUDbv7fmRhqHuRqOh5eVlnTlzRmfOnNHp06c1Pz+vTqejp556Stvb27ntsT1VXlJsa1Xbi6LIfMWQt4EE+yEdVhi7spjeA6tG3SZ/R4MSQ9dVyuOkEnmFytjGIfJPNFQHB4dvObIhmp2dVbvd1uXLl3X+/Pmcs0wpaX19XdeuXTviPdEQM4ToYyTqGMtzURRaWVnRhQsXdPHiRT333HN67rnn9Mwzz+iFF17Q1tZWyZO3IeKyHwI+n8e2WNdYpiNAoGHzuWwzQWWsCLfHaAPHNBD7zDRB1IdStacf9ZKNTb0+fKc5ASWf7/NmZ2e1uLioCxcu6MqVK7pw4YKWl5c1Nzenl19+WR/72McyAIpFfbHKPgIFji3zzZ4PR26ksndfFQFgWsDjy9U/VeMTHRuOE3XFcUD7xBhmKikaGHowNrhR8Pf29rJSloZhzqWlJT3wwAN67LHHtLS0lNHS+vq6tra2Khe7E/GcOXNGb3jDG/Sud71Lb3zjG/X000/rN3/zN/XpT39aL7/8cullBb1eT5ubm1pbW9P+/r4uXLigS5cuqdPp6ObNm3r++edVr9f11FNPaWNjo+TRe0JZ4OOcGT0vHyPDMUdM4j0JArg0JC4XsHBzTGKRC+fKAsKUQVWOxx5xVQiIfXWIzkrIaQBXZ6+srOjq1at65JFHdObMmYzId3d3df36db344os5/EVl6eKtdrstSVpbW1On0yn1J0YlnBdrNptZoFkww2UxMaXCyIMN8/7+vubm5ioFMXpL9KqjMWHe6n4gK3oCuBgFi2NvZeiinlpt+LL7s2fP6k1vepPe+c536sKFCznKsLa2lqvx7U1JZaM8NTWldrut5eVlLS8vq9/v6/Of/3z2egnCBoOBtre3tba2pps3b6rX62llZUXnz5/X6uqqLl68qJWVFbXbbT399NNaX1/PzoDnezAYlAC3pJKMkexdmWjE+Rv5I35o4GPdjcfV8u/+OmJ2XOEXo0TRsJAXaaQslwZh1s8GMTTIjz32mN72trfp0qVLmp+flyTdunVLTzzxhJ5//nmtr69nPRC90irQ5fbR+DlnPT8/n2uA9vb2tLm5mYGfQbcBTRw/A769vb0cDXBomykt9zfWjUjlNdI03uPoxEg6jQJRrzvKmLwVnwfM+cWiGC4BOnXqlC5duqSHH35YFy5cyCHilFLOW1CIOdGe1NOnT+vtb3+73vve9+rNb36zPvKRj+jxxx/XE088kT1NtpvvMbVnt7i4qEajoampqdzGWq2m7e3tXJwUC5n8txkqoi/p0IjbcFYVJvgeLP2PSI+C7fGxwSZCJeqvykURRdMgM0TPcLnbzlwR0xAWlpmZGZ0+fVqXL1/Www8/rEcffVRXr15Vo9HIxvv69eu6fv261tbWcqEIQ8SXLl3Su9/9bl2+fFm9Xk8f+9jH9NGPfjTzUxRyG8TZ2VnNz89raWlJCwsL2Visra1lo9Hv9zPIoRKLER9HJ6z8q5aPeQyjsHpOohdzksnem+eChpnhSIIQVv53u91slOfn53Xp0iU9+uijete73qW3ve1tWlhY0P7+fgmIRZAoHY7p4uKiHnvsMX3Jl3yJ3vKWt6jT6eiXfumX9Ad/8AdZJq1cU0rq9/va2trS2tqa1tbW1O/3tbCwUEpjGFzUajVtbm5mXeTfYvQqpXRkL2u3k8+XDp0UyifliLUqDBfTaNk7Nj9HD5chYQIlz0vMldP7jPUTJp9Lg+8q8L29Pc3Nzen8+fN66KGH9OY3v1nveMc79OCDD2a5cKTiqaee0ksvvVQC2dIwamaZ3N/fz86QdaDHmmPutjebzRxlm5qa0tramm7dulWSZ4PtWOzp/hA0cR6qojBRnvk/Q+Hj6MQYZip8KkrpUIkz/BULw5wDaDabWlpa0tLSktrtdq7C8/0ZKpbK3pJ0aPRv3bqlZ555Rp/73Oe0tLSkJ554Qp/73OfU6XSOLHugt+m8hItT+v2+Wq2WFhYWdObMGRVFkRmh2+2WBNohG1YQGuXaiDNsYiUvqeRBm+LE01j6ekYjokLwOVXht+hR8xoTFQrXDXucbVy5rtICPTs7q3Pnzuny5ct64IEHdPnyZV26dEnnz5/X3Nycdnd39dJLL6nf7+f8PftsRfjYY4/p67/+67W6uqrr16+rVqvpox/9aDaYkdg3o/vl5WXV6/UMtFJKunnzZp4vbjQTETv5O+Yko0CzPW6Dr71fjLLJvMU8vXTYF+bbGOq0QbGXe/r06RyBWl1d1fnz59VoNDLfRFAdxzCllEH2V37lV+otb3mL1tbW9Kd/+qd6/PHHs5cb00UE2wbPNkrNZjNHcQaDgRqNRl6JwfCz+00g7dUDdCzIMyxQ83eVAifwNpCmwY8AmnIeUzrUpRw3zmN8Hr1GzytBFTdQcsTo4sWLevDBB/XII4/oypUrWllZybrI4725ualbt27lJVQEBAsLC/rSL/1SvfOd79Tm5qY++clP6vd+7/e0vr4u6eibBWMed3p6Ouexz507p5s3b+rGjRt6/vnndePGjRyhdI0BV0nQG/Yn1gBQVzItG8PqbOM4OhGGORoIozzpUFnRGBuFswrWIdpms5k3/WAVtkOqMfwYQ2luz61bt/TJT35SkvT444/rM5/5jF544YUcXuVgVylY5zXIyMvLyzk01+l0tL6+rs3NzdK6bE+Wc0WtVivn0O1pM0THseNYxpAZ20Xl5WutTKquYTg8Kr5xhsbHXLDjAjwzLdehxnWsc3NzWllZyYp4ZWVFi4uLarVaarVauYLbdQMMXVMYDVxcXNLv99VsNo/khPhN72JmZkatVqsE8OxRdbvdnJaw0FqgidaJjjlPkXeqiPc4TohPIlUZgdhX5u7sLTu8PTc3VyrwcxjSRIAYf+P/RVFoe3s75yolaWNjI8tyBJvk6Ri9432np6e1tLSkWm1Ywe26FYLEKqVMwO41uuRbRnE8Rj5GsGMFH2XZskBAFFODVXogUnyen+VQrmXCHqWjVb1eL9dXSMpOytmzZ/Xggw/qypUrOn/+vJaWlnKBWnwuwb7bOTs7qwcffFBf9VVfpXe/+93qdDpaWFjQk08+qVu3bpUAlu8TKaWkRqOhlZUVLS0tZZ3kcXaxoQGT7QV5ic6hxzLyovUH23Ccd1xFJ8Iwk8jIZEgyWqzWs6B4zakVt1TO3cW8KqtrpcPQ8MHBgba3t/Xkk0/q6aefzq+Oiy94YLinKlxkQbNAnj17Vs1mU1tbW9rY2MiGan19/cimKZLyEoJarZYRJBlCKm/KYop5SyqIyDw8Hq83MXQWhXkcmrdRdtHO/Px8ZnJHC2yUXWjjQoyFhQWtrq5qdXVVKysrWlhYyLsxEWR5rtkn99Hz9dxzz+kjH/mIrl+/rk6no6effro0fhGYxVw8K4CdErFRZrEZPX2GJX1PRgoIgmLuPY4r23q/UYx6eSzsJVIZGphZ+bv62uPvnPL29rYklda1mi+qwoeDwUAvvfSSPvGJT6jZbKrT6eizn/2sPvzhD2tnZ+dIeDimYVj5TOfB4LHZbOZd51qtll5++WV1Op3SvtAEtqxY5hI/t5tyGutuYnSLhpfFVvF4FV9FnqKuYEidHrvHxBFA779gh8ny7KWhBuVLS0u6evWqrl69qvPnz2t5eTmn+Eged6bE6FytrKzo0Ucf1cMPP6xut6tr166p3W6XgEwV0Ir3bzQapYjN7u6utre3c+icbwf02HJMyAtR1k1VgN80LgpCOlGGOXqwDHXZS7bCpVG2wY3bstFoUuBbrVZem0pGjQl5PoueD42ymdXerVEkkebc3JzOnj2r5eXl7CXbs7dC2draykUk7rO9Nn/M+GwPnxPDzVVeYcxvjfP6eV28B+9NZMhxseG0YDpa0Ol01Ol01Ov1sjAUxXCnpfn5eS0uLubwpb2lxcXFjNCjIa0SSvfj4OBAf/zHf6zPfvazGZ33er0jxjACK3vj5hWDip2dnTzP8/PzufAnvjc57thE/qbB5d/MS0fBvRPv+iQRPc04Dswz00Nh1bGLN5eXl9VqtXKUwruESYdrYl3c50iKc4Hkg/39fT3++OP61Kc+lescHAanITBg94YYjvSwcMve/IULF3Lo1UDTPHrz5s0c1nZ/Y10BazGoc6rmmONJHrH3ZnmTqg0z7xsjAvFTRQQ/lov5+XnVarW8baajEizYtCyvrq7qgQce0Llz53KakUA99pN5ZfdpZ2dHf/RHf6Tf+q3f0pkzZ3Tt2jV9+MMf1ic+8Ymsg2MfWZzFvfaZ/nMVufef4AZFBNvUrYzcxvYTUEU7VmWkx9GJMcwMr9AbtGB5dyDG9olCvY0jw6ZSORziCeS5MW9bFXKrCkGy/D6GXmdnZ7P36zzl1NSUOp1Obq8VjnOZLmRhnm17e1vtdjszmPM6zAcxD1MVcvMYjOtTDFkxn2QAcNz4VD2zVqtlT9kKdmlpKaNp7qRkIT59+rROnTqVzz916pRWVlZyJa0NtEEP17Qb4Lgi1u1y3os77rjfBFgkKulGo5HzieYh1gwsLi5mMMXqVtcJEE3H6m1/VxU8sk3RqN0vRDBhHnL9hlMX3IbUytNhUitwg12nLFygw3FttVo5NOlUD6NgnpO4253b5vl2qqLVauncuXO6cuWKLl++rHa7XeIbA0SGwq3gXY/ASl571AcHwx3irNQZkrbxjgo8erD+vSo657C3//eHhorLpUz0yKv0Hz19f2q18tJTh/BbrZaWl5ezPFsvnjt3Lst3s9ksRTXNL1NTwyWui4uLWZ6ZM3/55Zf1Uz/1U/q1X/u1XPznayPf+ROLX30v6XBDIIPphYWFXFHvmgHzk+tjPKberpN9iBHeKk+a/x8HtE+EYSZyjYzFqmwLGD0be8tEc/SafW8jGRuMU6dOaX5+viQoVr4MAUUhJxKThopheXk5o8KzZ8/mfbAZHnKJvlR+21Sz2dRgMNDc3FwpPL+9vZ3ROCshrXzcn+j1RwPE53HPaOmop8ZKdd+P4b3j8lJkNirY+fn5LMh7e3s5hC1J8/Pz+ZxTp06V/nYI2y8VYH6aSm1+fl7nz5/X4uKiOp1ONsJWyAw7RU+7SsG5/dxVzHNoXmLfdnZ28jh6/mLKwzzMSE4VuBkHCj2H0ZM4qeQxjGFZFjq60M8gxh6NoxEuFnR6ygVOLFDyPC0uLurMmTNaWlrK8kzwRS/GRJ6mEXAtiOX59OnTOdzN6IyknNtkDtZG3srbtRFOq3gczJfWXTTWVdEr8gHTLS6e4koRG4gY/SP/xOik28+/o9fpefDzer1ezpNLyoDKgNrg1XLuOXWfI8/Mzc3p1KlTunjxohYXF7W+vp7Hxe33ckeOVVX0jxEO602vcul2u1kfceMVetAeb/Oqw9bWpd1uN9sVvkCJhj9GEpl2dG5+HJ0ow0zywNtoxHBtNDZ8Ewy9Ea4ntXc6Pz+fmcchJ6NfLoeIniKFwue12+28AcG5c+fUarVKit6TyS0nCT5sMGKO3BuZWADcH7aFn3EUw9vSIUKmgWABE0NgRNE0KszRUGlQiImuWfAlKRu+drudw9gGNPZW4562kYxyV1dX84YuNo6eyxhWiuPHsaGyd0TFngHrDzyvBlbcSz2mIqwkrcCr1iITKEUapzhPMkV55pjEfZw9RlaeLtxk0Y3lkZtUcOXC4uKizp07p7Nnz2bDzE0ofH2MOERZrtfrWlpa0uXLl/Xggw/q4sWLWlhYKPE8ly353tKhruGyLUfnvNxuamoqG2VfE2sIqoxxzGvGXDSJwJxVxAS0NERVUaMY1o76xvzsCmwXSi0sLOSXz1gXW27uBNjX63XNz8/rypUrWl1d1csvv3wE+JgP3M4qXUi5dkTO4KBWq+W54Ppt6w3bFa++SCnlaIfHzdd4b3y3JebMq2Q3Ogfj6EQYZqlceWohpgDzPDO9PTO/9CAaZSJzTxYLEs6cOZM9HhtCP4Ooy7/F8MjMzExe0nPp0iUtLy+XPKyIct1m98Ftc451cXExF1U8+eSTqtfr2t7ePlJgZmZ36DaGSAkgqpCxvU33jx8a6KjMaJz9f1Uom2FJA5LBYJCF2PtcLy0t5aVsLPaIY0Yl5LHzM1qtls6fP69Lly7pxo0bpdd5cqzcNvYjGmYCNwMGKvX4ggTzQlV6weNIFF1lHOK4mXieFXGVUT+JRFDEXGjVCyY8hqwTiZs80MhUyXO73dbZs2e1urqaK4LX19dLqRnzDYlyZQV+8eJFPfTQQ7py5Uou1mRbqiIt5g2+S3p2djanX/xim5RSScfwnvT2CNyrFHkcG1ME/FVgO8oz70sgEB2TmMd1EeRgMMigyrqL0U0DlqoQeqRabfiGLC+revHFF/Myyti/GCaukmd7vy4ipDw7cuEaB64KsZdt2a7VaqWaAdonO31MKbo9dn6sB+Jv0ZCTToSk02hwOZQHIE4ClagRNlF2ROjxBRLO+547d67EMNvb26VQWRQQVmzOzs5qeXlZV69e1YMPPqjV1dW8BMCKyArFRMNjT9gbHCwsLOjChQs6depUft2Zmdu5WHvU9HIZImU7bbjGeegRWTP8wjQCoxYce1fJxnmkZ8F2ebmXpAyKzpw5o93dXd28ebOkrNmeiDopiPZIzp49q6tXr+ratWtZkDnu0fv39YxsGCm32+2M/LntZlEUpaVd7jvzkxY6P599oKGi53yct1zFh/cLRR618ouGWSobZ4Jr6TB3yupfFxiZz715hPep972d2vB9ohGjUXaB5qOPPqo3vOENeuCBB7SysnJE3swL7oPls9vtamtrKxtgFz4tLi5qa2tLt27dOlLYRG/L36789/Po1butNKSMOlieo1El6OZxj0PUB1VjFaMLroGx7lpaWtLc3FzONbuArt/vl9Y1s03RYzTQOn/+vB555BF9/vOfzzt/sZiQ7Wcbq6JfCwsLOW3pGgLLoOWZ73DnuDB07/OZHough+CPcmtAxjEmSKuiL9gwp5SeltSRNJC0XxTFu1NKy5J+RtJVSU9L+utFUazd5j757xhyYYGEcylWiMwr+zwKshWCJ8oM3m63de7cuTwB9Xpd165dy2GLGFKKQry0tKQ3vvGNeutb36qHH35Y586dK1UauujI396swC+02NjYyG+rcYhlY2NDN2/e1M2bN3N+hZtYeMkQvV2HdswUUdAoxP5wMwxWeEdjFfOzMVxEY8PnuX0O90jKVZv1ej2vaTx37pyuX7+umzdv5vM8tzs7O6XiPCo1z4/nbmlpSQ8//HDO+bnNrryt8lSjkbdRPn36tJaXl9Vut7PnxncvU5Al5dyoleju7m7eqCBGICz85lNGHjx/MR8e5+Ne0t2SZenonuo0mIxiSEe9HSo9hhttBD2vnp/p6eELJ65evZrlc3Z2Vs8++6w2NjZKBV9MzViH2LC//e1v13ve8x49+uijOnv2rObn57Px5Nzv7Oxoc3NTm5ubWl9fzzuE+YU17oN3r7NhXl9fzzJg4Fer1TJ4oJEd56VLKsksl3VRxhl2pjEkXzKiFyOEMdpHebFsbW9v68yZMxnE7O7u6tatW6UXk/j5rJyn/vA5Pn9qairr1hs3buS5u379euUWqpxPOgZeZ3727FmtrKxk3WxvlRvaWC6ropxMyUWjbP0W63AoAyb21fJ9nDzfLY/5q4qiuIn/v1vSbxZF8Y9TSt89+v/vH3cDKqLYIXrONMpEnBEd2iNlKJW7T3m9rMMdCwsLmp+f10svvZTD2kRQDs06P/3AAw/oHe94hx566CEtLS2p0WioKIbbynU6nWyAbZC63a42Nze1tbWlzc3NfMy7jN24cSN7ZX6+J99FCx4nesHRM4vhqTi+8RgVgP9nqCVWHsaxjkrE10eg5Ersubk5ra2tqSgKPfvss9re3s5gyMtOXPDm8fQa0YWFhbwcjeHOWq2ms2fP6rHHHssGttls6tq1axnB02vmOFj4DNRWV1d1+vTpvEOTBYken/mS1cHmy1qtVpq7mCqIlbMxhB09gXGe9D2kL1iWpaN73EvldarkQ0ZW6BW7SIcRMgPKg4ODXJOQ0rBw6PTp01muvSXuc889l5f0MAVhg3zq1CmdP39ejz76qN7znvfooYce0vz8fF5e1+121e12swE2oN7Y2MhLH10AxZdu3Lx5sxQtkpQBdKvVknQYSne/yW8EuFIZ6PB/yyfTJjTO5FFeQ+PoeYnbdEYj5Xnq9/taX1/X+vp6dhi8Jnt9fb2kx27duqXl5eVsDL0xCNens3hKGuraK1euqNfrqdFo6NSpU/r0pz+tZ599Vp1O50hxLnPYLM68ePFiTjG2Wq0MYBheJ1iM4MORMW/37DHz8w3Woxcfo2DjDHDU0aR7Fcr+Okl/cfT3T0r6bd2BMJPMLGYiG2FPAj3F6MG5kMu5ASIpM6sRt5Gr84pnzpzR5uZm3i7TS3K8FGJ1dTVvD+iXKThc4wnf3t7OSwhcdm+DE5Ga+2Nj7AlnOCaGVJh7t2GOYezoLVPgXIBCzzmGrk0uWCGijejQ97YHzlCyQZINsEEIC2h4v+np6azsFhcXs/fjAjHn7Yy+U0ra3d3V9PS0Ll68mNMUi4uL+uxnP5vfCGYhpPD4vn7BwbkURgovAAAgAElEQVRz57K3zI1C3AcKMsN7zjEZzHijfI6Nx4cecCwGY8TD/5NeByMt3SVZdu7Y/OvxM9BhyJn9NF/GDYWqUiZOL3Fb3tXVVd26dSsbZ4+5l1idOXNGq6ureuihh/Tggw9qdnY278Zn79hvibMh9lp8h1lZYBWJRlI6XL8sHc5nVPR8CxR5IfKF//dS0pgD5rhRT0RdMT09XSqAcj+8NI0hV7fTKZ2nn35aL7zwQmkfcMuEHSiP240bN/IqC4//2bNndfr06dLbwmq14W5hDz30kBqNRo5iffzjH9czzzyTdTND9jbIrVYrpxG8mYkBAA0mdTDHw3337452+v/oyBhs08h6jqkzOX7Wk8fR3TDMhaT/J6VUSPrRoig+IOlcURQvjo5fk3Tudjehd2Umq8oj0OOwkDuHzIGPaIUFDd51xoaPG5M0m83MdKwAXVpa0vnz53M+eXp6Or+BxkuAfI1D1t4ZytXIvh9zErHQxb9bYU9NTWXPwGEvvuLSAkVEF0PS0UibKeiN0MjHMGzMR9Frj+NM489qcr5fmue5z76/DaC9FIMHeziLi4t5PaTXL1u5zM7O5uVq9pobjUbe8IEFWixYWVpaygafhYRuuxUlC5jIT/SI3Q9eH3k4ImUW4zFyxLHxPN5juiuyLJWLNKXDXbhif8gP9OQMBs2DNIDmrZ2dHS0sLGTFy0ia5WphYUGbm5u59qAoirzdJzfLaDQaeQ/79fX1HNFy7nhjYyN7xjbafLGBlXtcvx7DxeYve+SOxNgAmP+rUkxV6Sn/zQIpesaMNpJHCW4IMOPyJOubXq93ZA12vV4vnRtTEdQfXi7KDZMcfXS42QWXNtzNZlNXr17NRbHT09M5qhlf8Wov2frh9OnTWlpaKu03QVCxs7NTqhlh+tNybdmn8WaKIIJo6hfOW4xSGrwcR3fDMH95URTPp5TOSvqNlNKnebAoimIk6CVKKb1P0vsk5co3G0FJR1CIdIg26Ekwh+X/OcAecDO8DZonzEzpMLmFlOFPV/6urq7q8uXLeZeYJ554Im/1yIIgSaWihxhqZiGF2xFDSJ5Qh9BjrisiPulokcZxldkeJ+ZqojBF5UJhjgZdOnxBwWAwyLsBUSl4vP3NuSZDM3Lg86anp9XpdHJez0LsIhOvf52fn9e5c+fyu5oHg4Ha7XZ+NaDb6miJ11l6U4MIFqw4WShikGWDzc1FmAOLnlEMEVbIRB5bKmXTcTmpu0SvSpalsjzzfbwmKjfzDvmOIURGdQiI/LfTRZ5vgjBHUQxwvXzHRnRmZqa04Y0V9PXr17W/v5/D1HyVJAs1qzx3gqn4GlWMT2nvgtnZWRVFkXmLYJve8nFGmd+SSsAnFm3yfBp09iECetbp9Hq9HPHwceslesgppSPGyWkqF6r6fKcHbty4keXQ++GfO3dODzzwQK5qPzg40P9H3duF2Lau+V3PqFWrZs2qtfZeZ/fuPuf0h7SR1gsDNgh6p4FGSSQqgjT2hSZtsA2YO8EYFQO5il+IIASOGNqAth0JbYIEMQQk3jTYiRctSMCTTrd9OPa2z977rFXfq6qGF2v9xvyN/3zGrHX2Xmcz64XJrBpzjPfj+fw/z/sxvv/979c4jvXixYtpfQ7TBIBxsmVMR7B3nvEwNeZMJvWkHi8tQE6aWd4M2Bm/AQvP2Nd15Us75nEcv/P2+5NhGH6tqv6Jqvq9YRi+OY7jd4dh+GZVfdI8962q+lZV1YsXL0aYmqtpjbrTaLp4kZAV2YuvLi4u6tWrV9MqWm/nwQjYoKBMp6en0yriYRjq008/rU8//bR+67d+a1rSTz/Zm4sweUyOtKpq5pg9Xs+Z2Ckzh0VKHDCAg3VKf8kxW0DSMdtxpBPAQWTEbF695euESkHU9IPtCswreYW6T2yyUfP/KPj19XV9/vnnsxXRbL/6qZ/6qfqJn/iJ+sY3vlFHR0f1ne98p54+fTqd4kM/WdHtc7Ad6WN8mCtzBsQO2Ydm2CDZ8TAGFB5+QJ/OMHaR9Q/bMX9RXX77zKTPP/IjPzJ2EQH6kFvguJfxM7/ndQ4G1WdnZ1M2BYfsl404+0a7VTVtlWSlLm8V4i1lgEkf+Uv2w0AS2ece63Puc67arAuhv6RskSdSs3YMqWcduM6UdtpFg0Df08lRl2mDhtZnxoltIvpzoOOpLGQ5I07qZkrg93//9yd9fvr0af3kT/5kjeNY3/jGN+rw8HACBj/2Yz9Wq9Vqyl4QwHH2gV9gRL99ZO75+Xl9/vnnk05bnz29mNN6pqNtX6en0Nm21bwz8F4qX8oxD8NwWlUH4zi+evv3P1tVf66q/lpV/bGq+vNvv//qA/VsKSeGzI7NDoV7qzbCkxEPaJwIzkLuyM2Gv3NsrJQ+Pj6ucRwnA+HotqqmVPjHH388Sy11KVsKyKlDxESDOCQvQHJqz2lsO+NO0aibb8BIRmb5gU+uM+nJfWyNYuxePeuDIUjPg8ppAwcJbYg0cpEIhvD6+ro++eST6R2rv/M7v1MffvhhvX79ur73ve/NFNgG0wfu038iGM/RMRXh83OdVvX8nf/ueN1tkUjkbONlZf5hlvely2/r2gJyVZu5ZsCJHVzncKCVnSB6en19XQcHb14AQ72AbOucCzrPCl32HrMjgPQycor8rVarad0KcsTzGTlbzrEtOHefPgW47lYH393dzXaQGFxngSbd3OeSzGS0l1NgWXBw6A50ZlW518EANrsVzDzr09ywB/CVBWK/+Zu/Wd/+9renace7uzf7prG/zipix7A5liuyIqYzawNsx2nba1HsQ6zPtLEEoJMPyDcZRurZtWbky0bMX6+qX3vbscOq+u/Gcfyfh2H436vqLw/D8Ceq6rer6ucfqsgOsosgvPLQA/QkO0w2oVm8wH0W9lzVTSrKp9ewmGi9Xtf9/f3EVM6DZXUmx9INwzA5Uc+V+yQi7rMQ4bygAWk3p19AeEsLTkw3lMjO1SusjZozQva8keecfF9G4e43zzHHzFgwNqYti8twjDhD0Cb8IHXtVaCgdcDFzc3N9I5V+sRCPs/d41AxrB6PU/mWIyI4X7fymnbwAp4yFkfLXdSSEZH5+RWU96bLVTUzXB4zc8fWudwPnw4Dvjh6sSNhRTHO2rLqbZXe10r2BtDGnDNp8ouLi8lhe44SEA1gdHRLf3A+3EumgJ0b19fX08JQz28yxqUI2MV6jyw5uKEeBx12MCm7thueonLE7KkZxudIlcOVct2Fs0mknLGxZLuc/bu/v5/Szd/73vemuWRsA2c/wIMEx6aLpx6sz56D95yyaZ5Zu6RT7rl3XQamvuehuWXKl3LM4zj+var6x5rr36uqn3vXeizUpD6NslAK7vP8b1XNlMWCqP5MgkwEZwJ5TtWpcyNjHAFp65cvX86iKhjCaTjsW7bSUbdTXkSNaXxAfCA7IjY75KW0lB2oaQFtOqFKhfVKTt9DmxbUDjES1Wf2oeM9JZUloyiABdGL56yH4c3ReRg+L55h/KQSOe2N9qAnbaQyuw4reC6iY0EMBdDVzSV1SDvBmsu7KvQXLe9Ll6vm6T4bqQQ00c70bFXN5NN8sJO38/HcLnyFHzgA3hbGSyg8lwiIRJ68fchzytTteWACAkeMCZo5C5/Ijl0aPqI05+FNm6Qb9qGLctMx0p8Ek+msaRf7S1voCMDHcpoZNa5ZXyzPTnl70S12ET5eXFzUJ598Mu3/5rW3jJt+O9vlcTFeO22PKVPUFMtsl8WxU/a8OnWa59Aks6HO+C2VvTj5q6qm/XZ8OgcLU2y0EQYYXTVHmggFdSZhqcPzIom8mHd0KpI5yaqareyjP47IbKjok9u3QHlMdvAsUqH9jlYdwsuUNoYkFYhioUbwLcxdO1261ZGzF3G5XerLtI7/JmNwe3s7KTWpNEdC7kcaMkfCVmBkgd88x2cF99g6IJQ8y7lIO5kODOX/aZiJPnelzPatkClydiAdg8drWXa6sGp+oAaLu+AfqWavdHZGxAYUx1lVW3tUvbvDC/7I3nR9zukj26y0W+iUs1+ZhbHxT1mw/to5IneWT2euElzvyr7kmFJnDLbt6LxQytNy9Ae+MUYyETxPZpNFwOi4j1vmfgAVdVRt1nMgY55WSsDHPR5zZhzS99hP8L9pb5pm0Mhz5pEzGUtlLxyzkRYfUEsKfFVNqNRObykiS6OGcpJONZqs6iMZlNbzuV5I5MUbjMeRped9Pa+CAjqNguOs2hzb6T3Qpk+mbaxYjrxyritXjToa8NxQOt6ObwYAmaVwRMpiDPOZxT1G36nUACYiGhtZFv2wl9ypMKNq2sozca0sXqxCX8zHpbF73H7WdOfbCt1F45kS9bXH5Jg9Zjtd5M8ynDSsmu+V5znqNQhDn0ilegsSxTsAqMfrBsi+eI+6I1q2cCVv3A+neO0Irc/IJosI0ed0zJb9bo450/z+PQ8IyfTu0vM5HeZ77Xhpg+kg1vV4vcXSinTrGWs7CDhwvtCDuX9nxujj0dHRLP0PnZAbR605hYkN8pol9/P+fnOOddX8vGvz2hFvXqMeA7akAbTdVfbGMROBmtggsC616VSEhcwC7Qg5I2VQWdU8fWEEZAeIA+c6joB0iVdHExkyNoyCF5tZgRyZWVmIlnObRqZleCYXnDi9n+NPlJ788Fy0Bd8LdWysDKZ4DsdrBXbb8NuRtGnOGL1SknZXq9V0KhNbT0yXXCBHNIRB9ZhA4RgC8x7ZyKwGsultffxuR2BnbGfNePg7AZwV97E4ZIrpy/i6lD465S1/NoBLkSN0ylX5AG3PtaLrdgzDMMzkYxiGCfgBhn3KW4JbR/NV890i1imDW4CAVwI7vdw5MvrOB1kyeLWsZGBjZ29w47F0gA/bS912zoCM3CZlPXPfsu4MhM7Pz6fI2AvDPMWU894J2tJmwzd4bbogIx6T7Qrf2BPqZbwGYc6UZECRICjpbBDWlb1yzCZoOltSHnYEKcxV2y+ZtxJnWssMJdpljsMMMHO55oUmNqydATLCwgF1C14c0d7c3EwLRFhIZiUxYw8ODqZVy36hR76X2ulUDGbV9oIlgyQvuLOS5FxKRru+jqNMgAAdUXhHQfTTEQV8ImPBnlYcLs+hbN7KZIPlYwrtSHmPbmYkHLlTXyoZ9Eg5s5PqDLrlygqcdHwXlL1PBR0wkIO31lt4l+lFfkvDhsOCX3bOtgv8b32v2uynNjDketWGJzbCnkd0362PnrZKMHxwcDCBSGfXDCRtP548mb+gp9Nj150ZLmcZPB3gb7d1d3c3e/kOY4AedojOIEAD9AegY1tG8GMZN+2Y3+ebtk1/nrU9yrU65ql5lfy20801K9zjqSgDFAMjF0fMmc3lQ9vc52Cs1Z/FX77CYmFzWs/RFYLURS+URJOJsm0w+R8hZgVtnhyUCM9oiOedivaY3D7Mpq5MJxnJ4pRfvXo1zW07ss46MlXN2EwH34PDch+NKv1hzEtO1/wzQscAIPTJE54BHdtBVs2P+bTjy7QR/TBQyGwCvLRTpF7+xikbHFqRuY/CfcgASvzkyZPZth0/Y14t9T2fMw92KfI+FdOsanvuPMefukVxVsMRuIGYQTa/I0MG2QbhRMuZJoeHAEX3O0EUDiwzOTbe9InpKB/zmzpmW5Bz4nbaFDsgp88TdPteZyMAuHbO0NoZRPhigM1z3nVB2+jzLlvhrJDtEn31YlqPj/8BLpYN22XTibHRJ9shF+yi78k+dyAx6zBPfK/1NwOlruyFY66a7w8z4uC3dGbvqviOmJfSYxhT0JKj6RQI9yENULaZSs+47IgzDcP8CtuyHLk6WqbeTJd0dHU/bUQsgDaQpjvjsVMw3YhEKO6f21xyzl0aiuecZjZos3NzytuFuh3lZ3s4UsbqOelMR1o+kZN02Hznqv/kRdLChsX0SUeVWYp9Lcg4MpX0Mf1toDq5M/jkHuQuV8XyNzoMnwx2iG49dWWeeLqIsXTjo//uZ+ojesupYT64xOlviuUsHbxp4OjX+tyBagPUBIEu7jvPEhgZyDsFXFXTSxzoM/YAXXa/rJMZjBjcJ106kJ1ZF4No69fBwcFsHUGO13rqBYvpQ/x/+iX+9veSLnfy1JW9ccxWjmQYEUk6bL4RFhPFzMYwd3MCRqpWVv/u1FZnXBIh57yWjZPr9viqNotSUokpTq/mGN0fo81UVD+bv6fQdE7Ev+W9fLuPdvpO+1EvqzEZm1GkZYF0W0bv/O8FN1yH3vCrMwSp4Al8PG1gJQYMJDBKA52GKemfRsAybCOaTnqfS9KhahMZd/IEDzPbVTWPJLnuiCv1284FvbVuUDJbRf8c/XXGPvUkox/Xx3RKp8tLNEv7Q6E+60fW5zF0GUX3L+tO3bY9NAjlfj7o85MnT6bTuUgtpwzbNlh3Ojvc2bB0egbNzkLwu9f0sCDQviJtKb8nPywf71LSrpieaQ+Xyt445oyQU7GrthXL13OrlI1wKrGVyekyox8b7lROCwZt2aCA6EGY3QEnCSq8arh7qXjHzM4BWKgTrFBXGq8lXiz97pL0xkla0YlMMXTeVnZ9fT0dpJLGKMGajZNp7vlBo1jzMsGY6epn89CIqu20FPUuTUl0kbT7tCTrnSwx5ndF2vtUPBaDmg5YddkE1+F68l7zwKuvO4c6DJspMjv8bmWyI9TUed+bQQR6CND2ec3ur+1NfiiW+ZRt9yedZRb3y2PJ7JbHZZra9tjBGIA4M0mdqYvpPBOwdiAqf+t0Jftk/fI4kR3o4IDA/8N/21XrdtdH0zHl2ON6F13eG8dcNZ+r6Ay1hcolV11yH4RNptlBWxHMAEdYpGWM+K08+TfGwffTnlNv9MtOOU+kMm0yYqZYyHHyVmbuSQS4S0Boz4eZ8G1lzijDvPI8cdYN0sZo2Tg7Sk1nB10xAB1N6Jf7w7OObNyXqu2jMakT5WZMtLvkmA2qTPvOOTOWJXnKZx5Tsc454jEg5n87WU85eV7OWwyrNoAp1w5YbgxqAF6sIu6yKwal1EfE2Mml24Sf3g/vU686R8L1zjlbjt12Gn3qyHG4jYxArZ++lpG5baX56ukl7AQ2jGM0fT/f7rvtVS7GzflYZCFpZjpY1pgLt75Ch6QR93BfrmfJsyP421kF153gyn+b/7vK3jjmRJJJ9Kq5kHQOumozxwmx/WxGI1XzNElG2FUbBSKNmunsdNJVmwVBXunNQhQLj52do9xE+o6qO8f8EE3520bMaDbrstLa0KST6Byi68iUkZ9DedjPuF6vp3vTUKcRtEJzvxeNGZgknwy0LBvuLxkO99dGy8YIWcl5qIxaLCdJj0zxpgFOGj6W0gG3LuLNeV7Lvo1qyjL1OVLLe5Ku8NlAyTLF3LQ/dvI8A8DORVfoiV+KwP127ukY3eequQ7anuXahU53Uw/t1JBb67Lb8hy7aempxI7P2LvLy8s6PHzzMh/zMrdyUu/h4eEUmHgbVjp2+JDAiD4mGOEe84ex5XnYufjS62YS4NsxY3tMFwP2DJ4crHXZD5e9c8xVG8PkNzSZEanIPOO6+LYS2Dh7pa4NdxKUexOxuaA0iXapE8ece2sRSLYK4Mi96In67ZTN+F0IzNFHjqszNnY8NiD+O43tLn52Am1jSt+8SjYX9tgp25A6M+DrmenI/liRiWi47pXzPAufHFWbBh0dQP8ZFTlKTqPr/ln5ebYDgPtaOroQrfI39IZXVbVluFPOc/ETgIxV8F7oxccZH+u+F4HZRrhNb5ux/FrHU1/QZR9k40xMLuR0SbtlGhqIJA0o6VwT1PvvJT4t8TFtbT6HDRzHNyd7oSd57GbKuaNS+g7NqdfZKAN3082OMjOV1kXsjIE4spkZhaqawILlw7Lg+w2CzDPGYDv1UGC1N445jajTWSaymWQms/o2I14IZSXJhSJZlx1/1faeP6eFPA+BQuBQ6BN7KvMwCury4SH0kaiNPX5OiTnq5P806BkdpCO3AFfV5KDoF6ja43qo2Pk46rGg+17TzaeaYXCTL/CUfd4p3OnYsk8pb0uRgNE65xtjXDN6TuNqQ5KpUtrJCM7IO41fgrLHWOCnU8XmqXXaf/NsOkOMOM4zMyoGcjbOrq9qvj899dmRV/bLGRbbF2fAPG7aQl7y9KnMLOHk6EeWXcDT9VIy49bJ0kOOgvE7WDC49PM+6hSa4tzsnPkN+5o8oF33zzbL4+sCIuhgflGwzaaX6WTgkDQ2gOjol/bOfDTQ2VX2xjGnAqQx5h4rllGkn7Gywkij83S8XfsZlVtx/L8dcxclOCr1HG1+dxFRGuZ0ptyzVDJiWxKGLtuQUeGutIvLUjuuK0EF6TWeN5qleFEJSm70nMDDNPX4PBb/ZjpZWZGZpSg3i1NbdvpG1SnT2feHaLnvJaNcg+o0WAmEu+dytbX1IFOk6ZizP0s0teOmpF6kfKWM2UF5vAYAuU4jA42upC4uyTr99LdBS6d/DxVnL7LsypwB9J88eTIFFR3QNm+dOTLd3ed0uv72uKs2719A7+jLwcHm+FKnwJ0ZzLosu/Qz/8fRJ7jsnPFD9N8bx1w1F6LOGfo7DbIV2IsIMvJONE5BAFJg+M3MMppdYoLrJLpz+jWjJfrvCNVKbNCQm+WTyR3gsFI44s/nvAAiDcJDCp08omTE6Hq5bsfH336ntcGSed+BLBdHLNSdDjl5hkKDnFG4jHLMY/qQyp3Axga541NXHKk8ptKBpoyAvPAtDbenPBy5ZGrZkbhpaEOf9DbfczrLfcGpOppNnfD9HjftcHIf01jovNecOOBY0h87GN+XANJOJDMRBge2AZ3dWtLnpHGCTerDjjBVxbOergJcVc1PJcuCXlkWOvpn8IRO2tbmIULQgSja+m0/sItm2JQEWUv28iFbuheOGeZkZzMq6aJorluZ07HmPrwlR23mWeE7xIbw26nirEFlVRuB8oKwPL3L8ym5uKjrJwKaiulxWIDor9OJ/iSI4ZPz4RnxZ/Tj9uiX01OONDPr4TrGcfOKR/ptOtmA+8OzfEN3+JKgYFcWwDTNVJlBWhcFWo6dQsv20iC7fzY0S9H5vhY7vO561Tz71QGUDqRndsrOGaPqyLpzKAmIvec2Zcpgump7ayDO1g6oav6mPC8yzIVijqjz2M+0cVmSdoBI6ES5v7+fRY62Lwm8O31OULgU9dk+2jbxW6bTq2oLYHRAI+v2O5/tPP1s6lmCJs85J8CzHJmG3VjtjK2jXZYu7dJDGci9cMxV28YcBjLYjJbSiftvLwRxnWmQ84QmC4CFJcGAnXHVHPXzDPXxLCgs57S4HwVgNadfQ1k1X21Om2mI/LESEgVaETzX5WgOOlmRsr+p0GlwKd0zTvtlNsBGBjq7L15A4kg4+W9+WW6SPl2UkCjW84EdT+GraZRpR56zIWZ8GXFz3an8XPDzGAp8ShCXEVymDROYG2jbMad8UkxHr651NEU9dhIZ2dMXHASOzw6Ut1N5cZmLnTbt4qzv7u6mQy9ymx7js13pslyWMeo1kE5w42fSSS45XIPEBKLmrYOdBNTQgGexcz4pzHaYe/0MtHc2y30wn51RsU67/wkAHTCkTaRPHdCzX3FgZHtiGbfu73LOe+GYlxBEZ7Sq5gsCrAzpnJKYJoyvZTtGoymUFuYEEwYRVdvHynUCkn0gUvbiK4/HSC0NvGlAvbSN8gzDMFtIZtDge4wsWYxG/Z2yd/8nv2wsPM4OZPD7MAyzl5ewmt7RLGNckpPkVS62yejKPH/69OlkQFPZUm6dFVg6DzlTY0kvO2fLVgKJfS+Wry6CqdpecZvAu7tW1c+VpnOzg8hn0E+vyu7AG/20gzEvuuNjGZNlgLG67IqaErxmetR2L+1R6ibXATboMs9gZxL0pawZACRPDZ6dAXCKOgEQdGUbKbba9E0aZZYSOuVuGTtGt2k7C9DPxWxuy3zrMoVpQ9JeW34zKHhIn/fCMVMyasiUYaaZ8pt7GXgyIxUwnRl1e/GYn6GkQ+2QlIneLSpIJ5Qppl1Ms+N3VJmCYSHIlaDuvzMLS/wwneCP70/F6AyRDVc6RSub+U193krGKvcEQKSh3A/LDO0lwvV4GRvfNvA5XuhqUGZwlg43QSR9XAKM5t9jc8wungOu2pYry2E66qpN2jJpyDOd/LjejDot86Ztlz5O52AQm3W57Xfll59xG3wnAMm6vdbBtDYwdDGoyBXi3ZjTvvh61/fb29s6Pj7e0ju374WeCcq533utu0AmbUi3c6FzzO47f0PHLpBKQG/ZcgZyCYCZN+m89z5izpLoMJEzDE3FSyeS1yjJFNeTyp11delIM88b+as2+xZhrNs1Gub/zqklTVzsFHyN/tCnpAVj7RyJQUrXpunhsdr5JpLM+aLuYxrnNAR9fP369ezVgQlSdoEl09HAiDYSWRvUJQC00mbE0YHGzjEvKabb8L27FHnfS6fH1rV8aYP553HnFIZBXLbhtvNvO3VkNnlcVTMHZyduB5Xy0gHkrizpF+Mz/33d2StHkK43j9FMmkDX7F8C1yVHstTvrDNBltsgne8zrTuaJlBe0s2OZgmY3f+lDEOOgXv9go4M2Bwk2a4s2c+HdHkvHLOJ7P9RWIoj2ry+q96qHj2l0UyHtkTcLqVSVVtK66gqhdV1LQl5jsOgoFP27rr74DZzJWsKk1d4ppO0I/N1p5bSKKQzdIrIaNUZi6QZ4/dbYjyW5HnSwSAk6bP0bIIw8yTRtqMXFJkxu40EK10mw/8/9tIBwtTlzjGnU7COZjpxyWhXbU8H2BHTPwNC88XRWDradBgeb9qSDiyk0+psTec0c0w+kth0Nh28VSjH7ZKRo+mQPO1s18HBfI6WNjKDBN84YzuP5EzgxjXLgmm2ZIM7enZBG7IIvzOL4PayfvN1aX67K7t+2wvH3KGxTF14QYEFkcFxcoudDb8vLbU3UqcP+f5g6kR47EuhtpYAACAASURBVAiSWRZIorsURj+zq1gIE33yu+/tnFHSwLSkJLpfAklV26dgpYBTV7cdY6mvOPJdQuxx0AfkAJr6JSb+MI/tBYHmQ2YcMgo2P+mDx/XkyZPpZfAYZKc4Ga/n35Ady5CBU9Jiib/7XOy07OiSB2ybSV1K+bbeectROhnqNiDOum9vb6e3IPEsxQ6cRUoGqhQ7jQSoSyV1OZ2u/6Z9g/HcomcnTbGc0Wbe02038j1dGt5679R9jqXTe+ubaXFw8Gbr0uXl5ZQJy/dQm66k3qnP9eYKb4+d7AHPd+tlTBs+aX+pq6pmmdGM6vndNE6b91D5wo55GIZ/pKp+VZf+QFX9h1X1oqr+jar6/95e//fGcfzr71BfVW0vkHFx9JEIl5WTMDwRFPeCirrojZKCcHd3N539WrVBkBwF6JWQ9MXpYy/Pp376mgu93Id0jruiwkTzRtRGoY4O/Jxp4Gc7BO17DHzSKS4JYBoertEvR04pH13GwNMa0B/kfnl5ubWQzlGEnYYXp3WpsRybt8XQ53QY5nca42EYZs4hU5RVuw94eJ/lfetz1F1V2w7BHzIIXRTWGVvWGqxWqxkPXMwfeMCeWm+htAGvqtk2Qa7bKWZKk7+tM9SbfEtg3QEuZ58yRepMS9XyASKpf9kXrzTvSupuFxy4bmcwsWt2svkeZeuYA5jUIa/G5yU/nAvhYAm9dkocWjmtn4DP9svTjtbnpKV55/6aBuhz2vHuuytf2DGP4/h3q+pn3zbwpKq+U1W/VlW/WFX/+TiO/+kPUl+mRjonBKEzdeGPnbVTSpm2dp12BB2yhIHX19dT3zzPyT2048jOaMnKYadnA+G0WToTt8U1gwU7E+oySMgtJ67Pzt/OJ+mawk3JsaUw+r4EGkkP7rGCJMCBxvDD99iQYYDoi3lq0IKCQ0sbiiXQ4kVhXerMKe7kFyUj7m6rRkfH913epz53ALBLNaccZNYMfuWxm1XzVdB2Xo5iXFdVzaIwR1GANPrpdPowDFtbHFNO7JBZwf+WpluAOemUtPH/1EHdyJrTrEkXg/BMx9r2dfJkfnXPZzGYzuud7FpPrYs5pqr5wVCMK4EWz3ZtekW4HXm25+xf2lnaNS1sp6gzx+prCdaQO7fdlfeVyv65qvr2OI6//UUNSEYqXOsMmgWBe9laY8XKtIIdmlMVFKMloxoLloXbiul+DsMmRe7IOw2PC8JiI9AZ9S6a2AVUSOOmAoGWE6wkTVKZu/ZzHHk9601hNhDo+G2FyVOCuujLAMQo2uN3BJJKnWAqjYABQGZIEmXDU1J1OfZu/q6j61dc3os+px6lHNkJWP6q5ovruMeZkOSPU80dv7IfrhN+Y0P8nO0F9wIKDcY8JvcjZdt968CDS+qhQXuCh4xEDTofyra4b9SbUyvw1Lawc2RZX9Kn44Vpgs2ibqJYIm/XZ4BkOiWosd3OQChtDjw2mIe+2GXrszN+XR862nTAO8v7csz/SlX9iv7/U8Mw/GtV9RtV9W+P4/jZroc7BJXoyopZVVtEHt9GsU6FOk1oQ04kaeamQ8l5lES0PGPldDQGMrICOz2SS++TYR0SNC2WFNz9chs2XJmmXRKkrt1sw7zgXhuGDtiYzq4rU0Yduvcq7K6vS8ZgKeXXjSUNc4IVy1im3Q2o8tuRcQIBimVsaQHKV1C+tD47LW1d7iJnpx/TSVCfaWzdt16nTPnv1PUE4FXbMkXf8+z9TL363szqpB7buXa6kH1OXc7MjO1B5xy6aaaU+6Xpqo6vSa8lB5RtJS/52xFk0sr9No07WqX9tu7YEScdzAdkjOwEcuY+dLqafel+dxCw63nKl9b0YRiOqupfqKr/4e2lv1BV/1C9SYt9t6r+s4XnfmkYht8YhuE3eIdnOgBHvl4wkqtqrWiOYjzfaPTouQTXU7U5Ncz12Kh0KwWZ6/BpRzbavs/9oU6cQUYZKYQWpMwaWNC6VDRjSwPpZ00bPxd82zICeV/ybWkhhZ1YnkLGIiEvFko+OTJOWiwZG9MO4OTXcZqGaVw9NjtiO6Jx7N9YhHx086gZQTjlal7uUuT3Vd6HPl9cXMwWdWUWK/Ug+Wse+xWgqY/cn85SfdoCZ13klXR1H2mb9SS+133KvnXAz04520uHl/JnvcyStFsCh129u6I20zFtIO11hf6mY86Ff64v6ZeRqt8J7/GgF3bI6HOCmF3yYR5YZsdxnF7Ni64/ffq0jo6OdmYSXb/LuwCgqvcTMf+Rqvo74zj+XlUV32879l9V1f/UPTSO47eq6ltVVV//+tfHpajKSmSniQCmE+ce0oZOSVTNnYGZylxfZyA6tAeBrej0B6Fwn7uUKELHEZww36mcROBJI9PBJ+AsCb37ueTQUwFMt6VINWljZ1W1WVCT517TXu679PGbjlgNTBxtpZHhbxxv8nAcN0cYkkFx3+wcEjnb4VJQZDt36H5/f7+Vgs9+mnaJ8FNufsjlS+vzj//4j48++x7QCQ1s+Dzl4/sxfjhE+NzRD8dM3RmF5/2WF/4mdbtaraY2q97ID2tLDML5n0jIr01FppA1fs9omW/0xZ+UsQ7MOYq38zddDLZziqyjTRfleqy+t7OROZeaAY+f5e+ldqyrqa9+Bn74d3xHBiAOFAxc6DNjwReQ+YNHDqJsG7Pf9If/fXrh0vSVy/twzL9QSnsNw/DNcRy/+/bff6mq/s+HKkDhOvSS0afvqaoZwRxhpUG3w01H5zo7x0xd2Wcj6qrNPLe3abifRl6ZWs/5aqM9C4H7YpSYikvdvg8Dxr250Cj7wHVvk0pAtCRgmamgYMDos1e+mldGrC5G7JlxsMATuTJe6GQnafBhsJepVStnl9ZKpE3/DEzgPc8ZFC4ha89pup0fcnkv+mwAlzrrzIBpZCfFUY2eR6Vktsg8R+8M/tyPqg1ts67Dw8Nar9ezhWVdfWy36s5RR8fsDA2yuc/jARjyW9V86sn8d/aAvqQMZVYwM1IJ4HkmQTdyz322q4zR9gnbd39/P1u5Dp29ut1tmzbJW993e3tbNzc3s/3Gfp4xvn79ejZP7syGF25Z3jqQQZ9pj2ccRdOG7XPS0jb9K4mYh2E4rap/pqr+TV3+j4dh+NmqGqvq78dvu+qaGXIbRzteC6CRtFOAKaBOm9iAp/NJA0td3XxF1WYlbxrrRIfUR3RsA+80qtMvRqS70JVRm9EldLMj5ze/gq0bl+/NqA2622DhYLnPKUva74BRVQ8qTE/33w7bpXNqAKGqqpOTkxltPBbqsrPO7ILbSUDI30bdPpi/A5A2mo50bESznw/Jwfso70uf00HiUCw3jmSqNnzwoSydkeZv1215T1BvW+Hfunvt8Cz3fgEMegYfr6+vZ3qSEWoCMINsxr0ENHDOdo52KNSdddoGdnJjoJq/pb57vOmEqcMggvo7fXak6cAmeei6PQamKwxisN127OYXOmV+e8z2C6mLro++dLbHK7bzkyn9bHepfCnHPI7jeVX9SFz7V79APVvpiartxT9J0Ix07QxcMuJxHfm7ozE+OXeURjaFEmEzOjs6Oqqbm5u6vr6eoVfeJvXQIRs5buhhMNFFX/TZgpURW9bfRap27k4BObpf6ntGCNDcztcGJ52y0bqNxC7aGDmn8rmvwzBsHTbhdrN+aFi1STN6i4wjZj8DWrdxg5ZdtqSj5bui7S9a3qc+p3wtgakEwwnI06B2YMXOK7NhOZdtoJjTIOhsglBSoksLOT0FRZZm1zoNlxxbguikE78lDXyvnUrem/SxE/G9GfGZxubNrt+zWH/Ngw6sOJKl7w6evG7FJw1Sf77UxPpm3c+xVG0f0tI5UPqedXVTLUt2cZds7MXJX1W9gPm3VAgTMw12RtVGsIliXZYcG6gJR+xTX7wowHOUVs5hePMe0dvb27q4uJieY/7KjtqMTGPUOZhOcTva2eHsovW7ll1pXUfv7je8SOfovtpZeXpjKfLxc24ro+sOGVsObLw7Y5WGCD7nWDAKS5F2Gk1/3Kb/TqP9WIrHnXrl8Zj21uHuWYNMp2U7mXDdGb07gkcm0UmiMiIv2xD4enR0NNteRZrV+rwEbil2Uh4Xv6WTRh68BTLpvSRPndO3rhlod+CV/xm/U8W75NLtpOwbHGUk6zEZTHW/pa5algBUS/O66UeqaitI6vqXIIQxpbPt7Gvyuit75ZjtQKq204hcs0DzrO9LYiPMCKHnov1cZ/SrahZRGXl5jgHHfXR0VPf395OCcm29XldV1fn5eV1dXU1psOvr6weZZMF0tMXY03DRP5SnGyd1dki1U+rklaO8LjLgN9ryogsLuR2W6+JQAC/kM+8dIWGgE6DZsFs2LDO0C71Wq1VdXl7OaON6KbnnNduhbzZCWWcaPBsP0/5dIq99LJ1zNL0YX5fpSkft+z2HO47j1jG9PO8zuHmeeo+OjmoYNutBcKxkWfgcHx/X/f19XV5eTpmRp0+f1vHxcVVVXV1dTc9dXl7WxcXF7HWS7ndVbekbvztt2wEYz6daDtFZ6wPf0CodcJ5l77ZykRo6bCDvNpdshJ09U3XX19dbuxMsE4zBdjVBW9pK5CMzePAPe8yYU4+zPBTo+LfOcXd9XAIdu8peOOYOQWDMfd1RM4rIfVls4JnXHYbNopL1ej0pJ4xDeH2wPlHwzc3NJOieC0bIWEV6eHhYV1dXdX5+PkXKCA+CgpNBoR11doLeRfKmHd88zypnHxJghXI9XRornWSHwH2f50eraosf5pMdqdcEoMA24o5qxnGclNoKNgzDBHCIdKAzSul0Nv1g+sDRkmlmAGPQBs1wDnx7rNwDfXJ7jkumYJcAzmOLmMl2UJC7jFzQm442ecwjazTQxWEY6vj4uFarVa3X69m6Dsup1zxwhCdTSDgNZ2gSDF5dXdXLly8nfV6tVpPDRh6vr68n5+0I6qGy5LQ7Pa3aXnORKdpOX+2YciEn9dDfdMruowGAgwR4g32lv14ljX4ZYJtO8If2ABTOlMHHtI0HBweTHaX/ACzq8Klh9N+66qlFZI9n/dIc9zllNp1610/TdFdAtheOuWr3Ioiq+WIwozcTl3sczV5fX9fFxcUUubIy8Obmpo6Pj2dnZ3cT/BjtjAyfPn06LSpC0IisqRvngvPIfbIoXxepdqnUpQiVMScdMtpwe6abt2f5Xgu6aWDHnE45+Wek7/5yj4EVz8CPTCGRluJeo2mv+HQd6/V6luKjHlKRGHnau7q62orIXUwvA0W+d0W23ZGC8CMX0HhO2jx5DMWghv/9W2YwzC9oiI5SkEFA7+HhYR0fH0+yf3193aZGvcAII2uAfXNzU3d3d7Ver2u9Xs+MLvVxtjZgj3oACTh4T70YtOZOjKr5VEa3lcrTJIzBcpPyZxpnNiv/twy6nxkgdGXpOtlBA1Hq9TRd2hB0Cd2A5t2qdK+Q9ji85Q46AAIA7A4MrO8ZkNgewculU9CQK9tj+m/api97F5C9F465Q8uJbGyou+cgspUAxUSBraCOiO1EjAqr5obYis5+R6M7FPP29rZWq9VWlHV2dja9SYWxZWq6qmbCnOPO+SDTxmAlFZjrS2kct09/uD+3+SxFdy5uM+u3QULA/ZvRNv1F2FEaG2CMpiMBG6PcP+kUFyg5adjJmBf0MD62zSwBJrfrtJsjIPevqmaGOqOWx1LMHxZ2emrBnwQrTvEmqHr69On0QhnrLjzlWu5pta55TcfTp09rvV7XyclJrVarSYboB4b65ORkli6/vLysly9f1vn5+Sy6W5KVjAAZn/tjx+zskwMHA+qctrFjSmAM3XFOpmuCBvePwjOp1+ZT2jHaB8Rgfx31dkEEvPS2LvMlV3KTsURXkDfAre1w9jvlDjrbgfuMhQTV0Mb2kuDIttf+JbMhXdkLx5wGx0LQLXIg3exiwcjIC5TrOauc4/Dfdmqu36dRYQQQHjtMR6aOAJzyoZ5OmFOhut9sPMxsC4QdVNIo0SLKlpE8RiLH2DkJ0y3BgftvBcrnbaiYH8eYwHf4ZCfodHGicmSK+x1FZfF81i7wkQCHe52KNw9y/Fb+7uNnH0ukvFQ8ni6Tkx8b/uSjD40w2PS8sHlhvhsQjuNmbvro6GjKnjnaTUdqI0sKvGp+uBH1LzmATuaWFl35b4M2A9TO4fB/Xst7M1Lu+MZ9ziSk7qeD83VH7QYqBqYGcfTTUwkZdXdZl6XFcF5Vn7Lk+5KGeV8GGaaN5SX5lXXn9aWyF465attoV81XYJsQXfqAOjpUY1TmxUj8zneHBHPBWL4z1Aa6c870iTmQTLe5D6ZBjs2/m05dhJz9B3h0NLczN32XoppUYk8BdDxKw2annoJspTUtHfVQj5830HK0ncVAL523gZwdc84LQXPLXNKDRXdJLwMrt88YO9rk57EVAxEf0ZkyZbnreGSjnY4Z3XQGjLb59lSPMzWr1Wq2IKmLOnmG30izW174eI1C0iB1oft222m8LUsOLFygBzbLwQC/P+QUTLulMewC5p0NTadsW5BjNcgh+sV25jhoM4MFR7zOsqWOUUzHjj5pB9Ne2UEnkFii7y593gvHbAPWGdtOGEgHGzkuDTSdcoewjX4xChD49va2Tk5OZkJtR+BFBsxb2jnf329WaVsgnVKzQ0Gg0uF28yIILuN0FEHBcDFeitPEpu8uBJ2Ax7zL7zSS6eCWnE/npKEt0QiK6i0tdq7Jf4OhrNdZDaYnTJfkk50I49wVsVhpqdc0MN/ddjdn+RhKB7age7eeAODqsZtGVfPI2eCJtOfJycmUxVqKdtGx169fT3y2PPt+/iYVa7313DTP4axZdORnEgC6dL8vRXDI9tHR0ST3to1e62D6Weattx6/Mz30ITNanjt2n5yd6MaYPKQv0IodLQYbdsY5zZQ8S7vDGKgfmQKM+TCkrKejQ4Jw08bjThtuhw1/7Lz33jFXbeYQ0ih2iDnnWrgOEW3EEHxWR3OvS6IXnvHcD0zN1Kqd0DBs3t3KquxdhjWRdqeQCUwyo2Cn2zmH1Wo1i/DtLO3UGDfzbD6729EI95l2zgQYBacDNu0tuEbF7nu2Qb9SWXMaAl5Zif0MdWHUQebjOM4WETmdBl9dH/22c7++vp69ECMBjOXWK/JtSL3S2+Papcj7Vswzg9dMnXpOD11nLteOIKNnQBmOKqc4EtgBsNEznJu3TbJS3/LEIjEWEeW4GBNjcT98qp9L6nd3zTaDjyN8A5MMZCh3d3fTYlSvPq+aLyhzu6mHHp9tHb85+0ib9NfjcgaMhZp2tJmaT9rY5vqa7avtk+nGivDcOgd97XBdN/zL+X5okcDMW7I8/eepRzvqXUB7bxxzIkozgYKy2pFgiL0wI9MO1GvUwj0Qn4iWe80wFoiwiOz+/n6GmN22QYOFDyHqkCoGOj9O2UET+ktxSt4pvadPn07bSKzISc8uHWYhx5AxRp9UZoXJ1NSSI7ETM/iCFl2qDYfmeWeu26lawdh3budp3h4cHNRqtZpoar7e3NzUwcGbRW9+VaOnQeys6Zejq0y7WyHNK29f4XkOvKevOJQuPb+vxQt3bLh9HTpk5ur29nbaJ2ywndki67B56K1QjtLQ/9VqVaenp9MCzaqabbeDdz6Rz4DC0Wn2J4FG2oDO6fp51wNd0Gm2ajlatlxRLO9Vm6DBdqk76S4DFztlR5SUdCzmXzp9OyKDJbILtJv2yKnoTp66Yjvr9Sr5wqGklcGb9ZI2LUcGHvilBJAeO22aX48iYu4E1IJhZ2pG5fycn62ap2kRGP53SsWOFoWAaRwo4O0uNugIkuehEgAYRdkwOYLLjEGiOyNeFxt6FrN4X7VTRM48GCy4n51C2dH5ZKu8N9F1x1PGl+Ap73Vh/I4QaM8o3ykxfrdRsnO0IUqDg6EyQHLfnP62MntKxMAhV94mT1Ohqedd5qv2rVgOKJ5/7RyJr6OTHYi1I3FUYiBpx2xjz4e9z14UhD7jnOFNOj6DWQMl5C7BNSVBsG1I57yxQThhdDmzY3b0FOsm9ot2cYbedmQZ97jsgMyDh3hv50x75i3tcW/VZtorQRS0S1Bh/bYdzjS967PtWArirG8GYwZB+btlA/ovOed8fqnsjWOu2l48YAZC0ETA3Md8ggXHxpdi1OZtThAqU9ZOT9HHFDDPGdtBuB/0PRU9hYHfMj2b6Rm34ZS2+256pCDm/JRBDffYWbsN+pd7hzNNwycVIQXWz7iuFHojWK/K91yx+90Zf8tPOtvklyMb86zrZ/bX7Ri1J8+71F8XUT0mx1y1HUlav9JwJkC7u7ubvWoxZZH6LXtEXQmC7u/vJ/1FfomU02FkutFAOHWB7FEn59bXBBX01xG1HTP3eYoqF81ZXpdkOHng++3ADErMI9eBnQOc87ujxK5tnKj7ZruXYJuCPtuJepy2QwnyHASl/CQdkm6dM7UP4p5O5zOS3lWyz13ZC8fsAdmgOoKkIPBGjL63iwyzHVChFSWV3/NPTpEZKXXIPecWjfQ8D9EZ3jTQ2W8bczumRNkZ4SUNOiORtHKxQUIZ7aDdX+gwDMNsvo5noXsqKEps2jjd5f77ObeXRtu09NiM4ik2rjl3ZdnqQEzHL9PWddggd1kFoq4En4+t5BRCJ9dLYM0rm63PmaKt2tB6KRp3OpgsEvxNQM3f9CfXmLg/qc+0nVHVkmPujLltVoLrtGspF/QtI9wEua4Lutzf30/ZwG6rF7x0xtFZgw5sd9GgZT9tUuo1fye/TQ//7qg/ZW4X3dw309FTkqbpUgDhttyvzPJ0Y+7KXjjmqs1cJkrj/5PgDMjO00baisTffp2cU1WeNxzHcUuRYZJfSuEobskxO22FMOaqbCt/Rk5L8yg28FUbBfHKYDPdYzPg4dksqQgdsEGZvc/YKWWE2ilvxoRBRJHgPalO70e+u9u8JpMXl3u+zLTHoWGgcbI5rwQPujl/6rED9kIupwRt6Gg7DaM/XM8pCytyl01J8PZYCnN6dnJd9gZ58eLEBFIJgp0dsp572oLn4aenduwgvDgro12v58j5YZ41Tzp+dc7FNMjgw/3PSC8NueXKgM7gsXNsKe/W5wT1jMM2C5tStVm85+wFgYPndglsPI5ckGVnyLdtJql9+uR+LTnAtEEGUtZnnmFc1mlKBzYMsGzzdoGVTh6y7IVjZnBeuYmyoLA2oqA7ilPRMKnba2zUW1Wz93vmgiLu4+/b29tpgYgdvecIvYrZzj9fKm5h4PelqNUGxsJPcaqrS8skwkuUWbWdLqSggJn25lmDmETaPA8t4JmRbef02W5mfsPbo6OjKQ3pcSEDjI0+cjob9cMDRyOd0c9pA8935qpbA4WMWjLdtRQlpUNYMviPZfFXF/34BRDITFVNNAR4UVjdDk1zmob7l+S5i67v7++nI1dJl8N/+JpZMfrM8zhk+sa7euG7X/tIXwAg6Wyz39iUpb7zSb3h93Tw9InxeqFolgQ8nIyXmTA7IMZlGcY+0ifsW0ayd3d30zy/AzEXZ64ODt4s2qMvDmjoE7rus9S7CNdt5e6NpE86bgdZXcRruvveTncf1RxzCnAiSBs4HGGmC52mhGE55+rFXhnd3t6+OZOXFM/x8XGdnZ3NkLWNrfto9JkH5RtRm2E21o7mOrTsSMvbnZyiIopzRJI0dV2MyXMpadwyGgf4ZKRC5JspbLdvg+sxQpMcU6aWM2rl2yAOGllRMEy0Qz8c/VqmMMJsoUrajeM4gTVHPnbuOX2xlG5kHKwEtlxTz2MrBi7OVuXBPFUbx4B8eKU11zuZNwhisZcPC4GGXmS0Xq/r7OxsFg2THTFApm2ehzcG2lXzNQP029vrkGHuNWChGMAmzRJw22FaZ6nfNs2RsXXbxfpMtGsdhj+2V46aE2TyN7LL+h+DCgNzZw8cGNEv2nAARL9tXwxemGrrFlHa7hvYYSdNJ0funkr0mOlfOm9nWvktn18qe+OYzWwrbbeIydHxMMxf4IAwWHDSCWAAU1BBwDbuwzDMjGWmp6s2ygHReZVjpr6XEJafdVqG0kVYjlatpN3cVLZnJ+f6oK3vW0oRVW2ELHnkttK5Mp6kp8eZaX3GZv5lqtNps27VqZWFfjlNxhhzu4QBFYoGHVig1PE3r5mfyVvz39miBHKd/OxrwRmkAfR6iKqNPkNXolYcJYY3o6Kq+Tzn1dXVbGrKcuctb1U1A8vIleluh+N0t99I5t+7LFvVxtEA1tOJ0pYdo/XX6fMlHWNcCUY7UJ+67w8OOQMVnvc8czol2s0sD9+Wby9k6xyg7ap12m/psz5CdwdqBu/obweQ0956e51trsfkwMjj9O+ZWbHu7vIFLnvhmB11OWKu2k6zco+JZuGvqhnRO0LDJDtF6kY4jXBN3BQiCnXyCkKeNSNSkfPZXakqp6Vs4JymT4VmLF4oljTl2VQy7rMAen6KCNTRbBqEdO7wJSONqvk+QStdJ/g4dkfAgDHXbyV3dmMXP9IAQ3OnTlFg+JwZl+RbGiH3JzM+KRsPIet9LQmOq7Z3BlTNz3r3HGRGSgbkBltVG57Z4FofKNA855VzvQHt+nwD84nfMzKmDfTZMmz7Y8eWeus1L/Q9V2dbhqBhRsHQ1TKfumnw4ja8zYx2MsuXDsr9Ma3NqwT9qe/uc9oZ6JY0zP6lY863iCFbTmGjz6xnSRqbfrZlVdvp6BwvgCTp8lDZC8dctRmghWdpAVTV8su0rfRWEC8+ccrbC5IsZPQHpYdh+QxC6hSWhcnj6RC2kV46LYqNvsdqRO1rTotx3QLRpco75bWAOjVNnXbgS/X5/0SLBiIWdgu2lRdeci/G34Cs4w9jJvKygTE/cLYYY1Kxx8fH04EXRGdkRQBA5nE65W5hToLGXVH3Y3POGDt40BkiR9TpLHl9qiNldMzTHdDt6uqq7u7uZgfpWCZwNFU16xPRNIvUrIs3Nzd1dXVVl5eX/cKFUQAAIABJREFUVbV9SIfl0UEAkZKnymxbOufoqM0OMx0n+mzwB32WbGXqJX2nXehoG5J97Rwz0a8dpcGHgyzLuvnveqnDv1mXoXfaegc11mX+vrm5md7oRwBHBI7cGYANwzDJEf1zm+Z9ynMGEw48UgeSJ1n2wjE7lYWQYOw8N5LPWCiNMK08RuIWfp+gw738ZmLaYYG0vFUIo8HvmQq347bgcM2/ZYRKu1Y8hNfGy4s2GBO/Q0MraIdAPQYrVzoTFyuIQU062iVnZOdrx+1n/H/VZi4yI1MDCCtzh/6dyrTBsFHFCBweHtbp6en0ekc7hxwjMuTFQk7/ZdRlcOE6kJssj2We2UDKkXO+rJ4yDMNsasNzxDZg6IoXE2H8VqtVHR8fzwxqlidPntRqtZoyHdabYZgvHuJ3MiU4GDvhLnpl/NwLj53VyU+uMIcmPprU01bO5nFvglpHjckbZxT9fE6BJeBG7q+urqbT8TzeJV2mjQQ27m9HR/MHefB0BXSwbbVzvLu7m0A0zzkt7nvdh442HgPP+OQ/08AAxrLrzBmyvFT2wjGbOFUbh2ChRlAgoIXZhtjCaOdIHQcHBzOEbGRqpEU7ZpI3y9OuU1YWcKdhDg8PZy99t+D7eZdUfI8nlSjn0pM2bo/nUwihPY65Q37pSE07FKUzBrTj1I5TPTZQnUIvpSS7YtpYdtwPv9jeCojM8fxqtaoPP/ywTk5OZmsSAEAZycFvO2tnbdIQwGcvquE5gIF/91Gs+1wMujymzN7YeeIUobtBVU7R3N3d1eXl5Qy0ZsSJvHC/5ZaFnZ0z6OZQc663qmZg/8mTJxPQw2nlcaDwMzM6tm1dStvzznbWLgYoCez528848Ejb1UXtrsdTdnbMlu8MAFw3JZ06/bXdS92nffPD190Hj/vg4GDa0fH8+fNJn22fvSYFgF612RWU9IZ/HQB0YGIdzgh/7x1zVb/AycUEz3RqGmqMvJlPHb6ewmgCmtlVNUP7tGVEjfGkbjsshM1RA/3x0n76BD3SORJhp6OiL4lKuZ77BTMzQBoQpfc80lL00Rm1LI6caIdvO2oDsFyR6sJ7tdOZJngxDdy/dJJ2HjYE0IHV/FYm0zQdEIpOn2x0ADxpsF2n/0+Q4pTfYyjWJWhRNU/vGRjnnmRPCeUUjSMcR0087y1tbhPev379epbVMp+8DRK+uX/wiGupS46U7CxtuwyG0WfLbGf/7DCRT/QZGc2Xp6QdS1mFfp5C60pmLUxP6MeYcqrJgMzj69LDLhlgQTciXwNXAwNnHx2UJGDvbLkXetr20RZtIJuOnk0f88vBUOrHLtv5To55GIa/WFV/tKo+GcfxD7699lFV/WpV/XRV/f2q+vlxHD8b3vTkv6iqf66qLqrqj4/j+HfepR2KjW2mj9IhWVBgBApsxFI1jxSXhN/KXNVHrtxLnTAbpUmmc39Grhbo7F9HE4QhEVmibEe4nAucQkrbdiTpDGxgMsqzoidNuCcjViNSj9vO2bxKYXbElXy0krs47UwfMmOAQmLwTCsAkVPf9CUj7mzPdDKidwo95Y027RwSfHyZ8lXpcpe9MlBlrNYjOxPGbGCZe8b5fZeBNO0MjCwP5oXro+3UW8uIx4mspNGlPYOVqs20jDNfuV+bunEO6/V6ll43MKBfjhQZM/2mn54i7OSQ+9PBJOg1/azvlvuqze4a191tm3MbmbJP+qWT5febm5tZtG4gA508LZXFoMK2qXPatJkgPWlF/112OebdJ5Jvyi9X1R+Oa/9uVf3NcRx/pqr+5tv/q6r+SFX9zNvPL1XVX3io8jQ6qaQ2cBa6qj4dYydVNU9FJYKxE01CmnCZIuoMJcJmVO90RzredHhdnRYG7nHka+NB2zZUpHCYg/OHAzj49qvwHGUnmOCT9LES+76cg0kDikFzqjcNgufYTCeDk6SfnarTi3YQng9yBGPD63213bRD58gdmTN+p7wT3HRKauCWjudLlF+uH6IuV20vcLJTTmPeGXxnERwtZ6YsP7YXHU3tOPk/+ZlRnacszMuqbX1Ow5xtW95wCM4YME6yV9ZF2kKXrbP5t99C1S0ENa27FHA6fX8MmNMpG2g72wg9bZedhaAut51A23YCfWaBnXnrj+XI/c6Fn+lIM9vpV2Yu6W53LW193t/JCeWdIuZxHP/WMAw/HZf/xar6Q2///m+q6n+tqj/99vpfGt9Q+teHYXgxDMM3x3H87gNtbBGnqj/vlN/TWHXKyv2JCC2YHTMongPtCGkU7mgs06YGDe57RstpnPy3HZbHyEk9+fL0qpqU1FkEH5HXRYFuu1O+pOESokZY05kmz4korMw25naU2X7yOus1cjcNHMHkql0bsHSMzhpYDi0v5teSATBvU6lTaR1xf9nyVeiy2qqq7W13LsivozBHTOZ9gkTud7RZNbcZCSpZaW/ZpA7qS+Bgx2WwlE7Kjtt6TTH/OoCBA0WX89TDJ0+e1MnJyeyUNOpgMZbbgA7QBXkkfd3pdQJi+GeeeDFW8hs6EKSkfYHfOdXogMkO3PYsI1TznHaxaeh30jej3RwD+mz/YACXANtjXwpaXI91eZc+f5k55q9LQf/fqvr6279/oqr+H933u2+vzZR5GIZfqjcovNbr9QxBMhCMaS6AqJqvWu0EBKZ4DiOFEQFDWdM5E2UdHx9PimjjvJS+GMdx5vS6CMCO3obJxU6Aun2ABnWhzEbJfJ49ezZ7mw4nmR0cHEx9zGMEu+Mz7bBQ8FRkG9ElZwyPOwCSSLIDWhZ62vd8b0ZhGKFMO7NQh4VAx8fHk5KnQfc4zX/zG/pgHDyejLIsPym3Ni42RF2k/h7Ll9Llqrk+n56eTvJhmSHF6OwCZVdGIAGhv+Et2198vwHW69ev6+rqql6/fj29W506DAx5vmpjpNlOE+Od5AV+Z4Yjx5AFfbTtoc9HR0fTq2at08+ePZstRsLRnZ6eTrsJ/HGEaptjJ2uZdlbD/fSKcIMN98O6R0r58PCwnfKhT9Zn120QYSdNfa4THSeKvr/fvKbWbRnYW7czYwKdlpyzo3SPKfmdem779pA+v5fFX+M4jsMw/EBWYxzHb1XVt6qqXrx4MaYT7ZQPgbVgEAHa2dkpe1If5viFFhQiSO5z+vP4+LhOTk5mCM8r69wH+pzOgedSIOz0OsNvOiTKzlQfWwGOj49rvV7XarWqk5OTKW3N9WfPnk0om31+Z2dn9erVq6qaZwmyfxmtZITg6MgOm//5ZuxWjESSGCef9mQH6WdtgIxajZLhwf39/eSUr66uqqomhffz6US7lF9GSgn+PM1i3ndpLf/vhTUGHT/s8kV0+e1zkz5//PHHo6dUvCvi/n6zcn0cx62XEgA+0XPLnp2LaYJz4Yx1G9dOtp48eVLPnz+f+uNtL1Vzm5LTGB1IzGjb+s/1dGY4ZYNsdAXwjN6iu0dHR7Ver2dA3s6MLB1A2/uwM4uVYyG6tfM1wKcOz/XjEG0jTIfb29u6vLysJ0+e1Onp6VSndSyn/cznqvl2U84U4AwBR+iekgJMIVt2sCGzM9tgnro+r7VJUG6b3QFH24ClKL0rX8Yx/x5prWEYvllVn7y9/p2q+ind95Nvry0WOu09pzDeBpVIx2kcE8YMd8rDhtEo0SUJ7n5VvTl+MRcvVG2vEGcMHLhOvx01mOnp9BxhZCRO+74/x5Vzyuv1uj744IP64IMPpq0C6/V6iiJev35dFxcX9dlnn019Qkk7RYGe7tu7pFpNO8ZjB50rPP2cjQU89j3pnG0wMfCJsFer1QREUEQiupzb6tKw9D0dMfzpHGnKVc5JJV1zrvpdFPoLlvemy1WbaMcACpqmbF9eXs7e8wv/0HP0AT1yhGtgauPqFDP96QAjv/kZZN7ytl6vq6pmC8fQH/hIVI0doi9V26fBAT6cCczMoLNgOOn1el2np6dToMCugapNhMoBOVdXV7N0M7JKW/liCdPKcuZ0MY7ZUWymkqEdgQt0cXrbZy5Qr+lgoGLQYb+QgY+DLeQtAa+BVwea056ZX5lRMK3yk0FA6nbe15Uv45j/WlX9sar682+//6qu/6lhGP77qvonq+r74zvML8M4hMeo2oJi5ananOTD3/72fTArUzo2phQEgiiKfXv5Mgw7FtrAKcNYr4i0kOEUadvGpENm7mM6S36z0iCsq9WqTk9P68WLF/Xhhx9O6THGThqwquqzzz6ry8vLSTlsHI24jTRTuAwsKCDjpLMRcxpNpyFNOyuIIykUPSPPpKkNMftlkR9HdTyzpDz5m6P15Bv9TmdsA9CBnQ5g/pDKe9Nlig2pDWIaQ2+pSieR/1fNDxZy1ijn8f08EbB5fXNzs5U5w2FaZgBx7j/94Pvy8rLOz8/r6upqiuATGGS/0ynn1JSdF4B7vV7X8+fP68WLF3V6elrr9XrSHzJ89OXly5dT1My4bRvs3NzPDkzaGXZpbO5LgES7ZKYyc0mb3O+AI8Fxl0Vywdb5vpSZzLB4vAbZHQBOh9xFwQbPCYg6p/ylHfMwDL9SbxaHfDwMw+9W1Z+tN0r8l4dh+BNV9dtV9fNvb//r9WZ7xf9db7ZY/OK7tAESpXTpoKrNEnmKFTuZ6e8sGUlTnNoxEdn7mIea4OS5D6fNm1qq5guC7u7evOTCR/bZyHCPS0bUdkgJKDwWUv/r9XqKlHMqAEVhfKm8GS3zvSRgNrJd1JL97KKZrMdRbDpX+mh+uE8AK3hg+hwdHU3RnYuV0EDAvznqtTx1hTasvGkU8v9O0TtH9YOWr0KXTR+cmaNcrsOvXGNhvTQv3va//TaY9f0J8uGXX5Bh2Us541myFgb11HNxcVFnZ2d1dXU1i7YpjJdxOWrMaSjAf/5OGveDDz6ojz76qE5PT6cTrJAv1k1wSt3Z2dnsDXDowlJWYUmGDarTMTtA6WSUvl1cXNTV1VWdnp5Oz0EbaJ/PArhMR/Mmiw/+6YKXTmfNS09HLdHCtMwgxf/nFJ/bexeQ/a6rsn9h4aefa+4dq+rfepd6l0oayqp5FIyApPM1UZbQd6Yd05FllOZVkSaolTijABTae5pp9+bmpi4uLuri4mJa3JZRaTqtqu1tBD4XeMlgk8r1SWedQHicOW/tqQPT2OPK4sUpBkuZggdVd9EmY3dar+rNlIKNnw2uAQsywJxbxyPoYxCWfcsUvcduRV66h/s8V9bxwWg664COu6YK3rV8VbpsGpqv+R7l1ONddDFgtj6TMnWGpKqPwnB8lplcJZyvJcUeZRo+o2UyQN22Pu63bjkIwCnnQrC85/nz5/X8+fNarVYze+HtjlVVZ2dnM1uBHqTN6ICNi0EvNEiblPemzbu7u6uzs7M6OzubptOc6cjAA1o5C5ZBDjzhftpMoOVInj4BylLnnJlKJ+6FX57LXnLAlhOu/SD6uzcnf1EsIKRf0imjnCg1g7YwmCHU51QLhtkI2AjZaefsF9e9+rZqE03lPDYGmWf8phOP2+3uShmlUtGfbhn/MLw5gvDly5d1e3s7Rc2m6fX19fS7hcxOzCjRKVZHzpSlCN91OlrKqNV12mhBJ+TCqVJHZPQ5X3pvR2B5sdN2BJAOw/Wa/76HOk0bT2tkJAwP7ODT0WNElmRiH0vS0YbKTtVG01NSGbUYcBmwUk8avZQ/g7KUB5yvQbvlFufmAo+Zz8XYI6fWZfPO9iUdqvcde8xE0ycnJ/X8+fMZ8M1Cf71FMgFD1XYmMVOw2FlvLzNfneUywKZuTwvd3d3V+fl5ff755/XixYv64IMPpv64XtqH7/TB/YXuS9GsZSHXtVgmna20faaeztFmlGzAnX3wc/x+cHAwAxTdGCh74ZgZzFKaypGM/7cy8TsIi3pzbsTOG6OA8FrgrXTc44+Nb9X8BCm23qTDvr6+rlevXtXFxcW079CpWEfnoNtcCJVpOc8XsxLR8+KffvppXVxcbM1pkQZ7/fp1XV5e1qtXr+r8/HxKszMH7tXpdhpereqtVkapVlw7zaVsBuOg/85qYMyOj49nygEfMHIUlMCrKjNlSb8xXPDR84ipaCyy8Qp+RxAZSfvbspclHXKmVPn7sRRomkDMzjqzWIDknA9NY23gC729FcsyhtxcX1/X5eXldMaz39GcwBO9QLa9yMpg/urqqr7//e/XxcXFTO9zGshRmsGVM1/WG+yAASqy9+rVq8mJJ1Abx3GaZ3716tX0XJ4Lz1jTofjbGUOcM8V9NZ3hJbaUPg/DUNfX1/X555/X559/PkX9AJKMKruppWHYLFa1M8+MIfQCFHhfc8ontECf4UnKqbcvGnA7I2BbRb22PfYPuxwyZS8cM8WIK/8mukJgHeEY4RJlYQSdGjI6t2G3c/Y8kpXV0SIEtqF0eiULv/EqOb+9xvNIabQS3WKw7GgsAJ5HcmTOlgWnxVA0+sXHjthKQN8Q9jycxKku+ubUsvmX48qUNMqS0fgwDNOecngCLW0EoKdPBjIv0mFgSKGb+52RgGWmM4xWQEfMHkvnYF0v/dp1/2MoNvaOVg1GM92NnEA3/11Vs8iVOmxkbYCxA9YLALF5RL98DX2oqgnEmh/M53rFce45zmgsnUjKvPvpswTo9/n5ed3f39fZ2dnWYjEClcvLy3r58mV99tlndXZ2NgPY1lf4YifjKLID2BkwZdBDX9ElA+D7+zdp/88//7y+9rWv1YsXLybnbH02yCfwwKZYn1P3kq7wi/44MOP+lDvGYD512Zi0A0uyDz+7TNdDDnqvHDMloyobd4Q5o6Cq/vVjuViMkmkG6jK6skGGySk4VXMBzeg8lQtFrtocLOJ5kSWGIzAoLopop4cCGq3jiD1f5T526fVMuaby+uO+ZjSQiDbnt+zgzG8cbqbKDWQMhBzBd4vWbGigsQ2PI1JkxXKDgbUsOoKwA7KsYRw6eUtwaADoPqXMPoayFOG7/9YXHCE85ndk3MAUR90BI8sE9TslbnBpPbJe8Sxtdgu5rMv0m/lQ5omd8bi/3xx4kTx0f+gDmTKeBdATebJzIgEOIJwzCS4vLyfQnjYl2+1AsO1nl4lwJgv+YJvtnB3x0j/m5In8Daw9LecAbEnWrOepz/7OMVCYLvD4rcuuHzpnxiHBu5259SDvWyp74Zg7J5m/VW1vkkeRc74RZnl+wszxNTMJdJeMMIO9GIrnHdFnuiqjOyLBTAclIreTMLM70FJVE0p3xGfEmajRQpb9SuOVUbQ/7i/FSuvUe/5P/zuhziyAgRZ8tUHw/HoXfSY/zCvLkz/QwnKHnDjSM/o2bxlfRstLTtmRX86DpiHY95LRMn8v6bO3FaYD8XyleQNtqccpRWSN3QZcc5t2zI6M8sCPtBnWGadAfSyuHQROugNn8NoLoSzP2Bum1GjTaWTTja1JFxcXW9NPdlidjiXQhmaMP0EKNDbPbB8z0gY4vHr1aormPa1gfc6AIO2FZco0gI4eb9p67kmH7yxV6tpSm0s83eV430WP98IxV9XMoVQtH0jBByWy8cw5zG7OzsJp4jmtBOLjug+ytwOy8SeK6hwBaNBbZjIqSkG00zPzjepNF8+xUVA6b/GiTmjtOVPGCB3oB8rOHB2LXdIReiy7Mh6JWN0e/MoXT3SOnDQeR7piJK3Ymb1wVObpi3Tk6TzSWHEtAZXHlN9G0Z1TNhDLvx+bU/ZY4bnBSAJN09wG31GOoyrrWoJDdNkRdNVmn3K27yku7vNCKQNxxsc37eZWQ0+DJEhLw26AQKTJcZad3UuAbrlDbzhCFGBtR++1I+iYF6e6TutrZt2St+hbF6lWbRaaensZ+sjY4YXBCc+iby7WW+bDTVPobhkw3ZLHllEDcdpPO2dQj7w52s+S9nWp7I1jvr/fbCWwMcw0DILrORuY6n19Tss67dgppVNqGGvuc2otI6KMrKu2I/JkjqMiOyLqTwfO7wYU1JsrFt3G3d3d7PQx6JYRh5Fz1eZF8VZUEDh7EUnh0XYKrGlhpWDbRqcEOUbaZE6ePjInxRhIHXqBi2loejh6o9hB0uduLtB9dnrVTjmjbvPf31ZOK7GdfJZE9/teWDCU86ieBujGbPqw6MpAOxc/mtYGoPTB2ZmqNzKIrPC7I8Kq7S1CXj28pPcZIaUDQG5yjtRgpNvlQaF+70ih2KahsxkR44gB2QBs9CvXdFh3MmXegWtsKRkt6zmFftA203qZ5Tw5OZn60zlp+kW7XVuU5CU8Qy7SSdr3OCgybVL3uZ9+dnXZ5r5L2SvHnNFt1XxewAsdqjbIlvkdM4E5HTt7IyDut2JmOtIMdP9w2E53OTVKqsuM4ncjMVCdlcErnbtFZh5LpqnS4HNPl8qjYDCI0B0pg3AvLy/r4uKiLi8vJ4XCkXs8tGHjizFm7FaSjBjp9zhuVpfilG9uburo6GgCBD6AISPjjEysVEbvNkgUR3b873E5yjYNdzngJeU27RLsZZT22AqybOecNLVjIzpk+xCAy5GraZERuaNVeMg9jmgzioUP6DEvfEl+dAsiu8iX8aJ/3lrHfLRpgK5Yb9EtFjBSPK7UY2SJ57tI2Wnus7OzSZ99X2Ye0oG5Lzlll7Kfsp6O+eLioq6vr6eAyjy6urraCkrclgOnzn5bLhLg0H8vLDRPE2R5HB2gTllLe+jgy2WXk94bx1w13++3FNk4zeyIF8Wo2j6/2mky6spvokf3w+nvVFQjPJTRqTUjWAvR4eHhdC3nVKxQXvzEWI1KUXq2R6Vi0KZP9OrGQD8zDWwluri4mA5RIFq2EiTfvDiLdpe2kdiAdNmCdKhp4OFbGgXPG+aUho2Y67NRT8dumXMUZuBEfzLysPI7tZqAz/WnDnRR9D6XjB6d2nVBNgzoDD4tQwbSCVipi2/rbEZcnWN2+87CVdUERNM52/5Yf6nXW67IPLkPtgcJstMpVm3sUndSWjoNO1s7/Jyaciq7k0UHH6SZ+Z9+dnK6pB+MwztAbm9vt94GBe1zKovn04FSp6NT2k8Hjy02nTtZsi1PoJFrWqrmYLEDot1vS2WvHHPVptM5x2wnYGRsh1i1nUIzwdNYoPxmAr/RJhGfnTTCTqTuvmZ6I50rRpdo2RGenXKu4EaJMQQsNOmYb2V0H9PgW9gyLZhKjCJ7ZTr3pVBnX8lQZGYBcGEFpT5HHRlRw38DKa9M7Yw2/Up0nYAtUbeftdzY2STf3V8rbxqUzsDwfMrsY4ycbSSdJq6a098p0iUZNZhbympA6+RP6iFgmut24sfHx62cUPw/q7C9+tlzotfX17M53/Pz82ktBzrhA0YMIB1QQAMfI9oBbNsmHJoBg19wYZDtqNrTNKYj7Zp2gCrbS4PQBKjmFfcbPJjubDvLrKH1zDbctiJp0j3naN/Zi+55g/jMAnRA279zPXWiA6kue+WYESzPUS4ZTitzljS6edgHThUjbyWwktMeb3mhfzYOuWDBqNfRp9EZfSR9PAzDzCnbIcJ4Ozfmann/cjoUFAynnI4ZOkDTjBAZQ85JGf2j/JnSYZy0h4N2epLfoRF1Z7TcHWpi9O7xoMhOS3msuWK+c3Q2KJYXL9SzjFgmDW4yAnK9jqgymnedKYOPraRjBZRZTnCMjpKzWD530SHT4858ANi8XsWZJjvatAF2VO7PMAzTiVye83YK2/pzfn4+rURGHnlrFM/56NnOKTvrlM6FMRiU01+ifc/tZsRKqjuzSOizt4PxOlbWrVinMvNF/50pcJTtZwzOaM/AyXYmwdcSgLIcmocpO84oWlet3/7ODyVlyvYkP4/CMaNAVRvhMir0b3kkXaItiEtxutsGwVEX9VTVzIDc399PBt+K4Ki1S7WATo1IUcanT59OSoDRsiIzv3pxcTFLz+NceK0ji6EwbnbIRuTeJ+3vjLLdf5TZAIGPwQNz6U4nG2XTD4yQXwyPsjkCt6OygtMnp8WtyIx1HMdZtOCxZhRiBe+yBvyeGZOMUHJ+zg7XGQanDK24FPfBfOH+DoTua+myTpmCreq3UBmge8wYSq77Xk/1mLY23vDB837wmLewWZ+RA+sB8g7Q4OM1JcMwzOZSz87O6vz8fIqsh2F+Sh32qFtbgjx7LY1BSNLTQJCS87rMK9MWTpvfPP6qmtkSTt7LffwGmunAkHl44Sxegg5nRxhzRtu280tTJNCC/vn+jIYNrDyt1o3H4Cvp7IwJxWA8gcUufd4bx5yIGWXLFJbTDYm6MPgonxW1i6K4z+ilc2D0xxErfxth0g/Svl4p7Ojdc+JLEZzTf4mCr6+vZ+9rPTk5qePj46qqCXCANjnpyJ9U6C6FY4X1yWBWcMbovmfkQl8cTfrkscwsWBkSCFiReRZgM47jtArd6Jp5pyWH4Gg3wYXplGMky9Gl6DK95+ili4Cd2u8MHH16jI65qt8+5fFi6D3N4yib+qwrWX9OMdipW+at8+M4TrJIBJjgjJfOkIbODEhmYTjy0/eRIqcNO9nDw8Mp5Y3DtxywbQrHldkF0yFBJzrldLojZv734k62WVGfo3PsHoFBtpc6ZaA6juPW2J3J8MFI0M1v6EOHAD0U2y1/W587J9jZ29TlnC4wCLfzzrppMwO2LLt+2yvH3A3QUU/V/M1Fvs8p36WFOnnNxiLf1pSKXtUfum+EiyMgwkx05bQYKVycO4UtIihA7jNEaHNBCnWj7LSZxi2/HTnbCVihHTGgyDhlnjOPUGintB21Qku+7ZQZp9OJ9MUr283zTJNhvAAp3bwZWYpE9ZZF7vMbbmzwEh1Di0zDGxgSCVDMe+iBwwC4pRw+lpKL6aq2X3iwFOkQGVfVzLgaKHdZH2dVkIMExrmgyWC5qma65sM6PG3jTMBqtZpOtUqAhwMCfAACTk5O6tmzZ3VwcFDn5+eTYyTy7rYjAhwyiEkbaR3OTBcf3orl3RbQznJ/fHxcz549qw8++KBOT0/r+Ph4yhQ6E7QrAwS/Dw/fnNFPHe6vgYh570whbaV4OHsTAAAgAElEQVSMIR8JCqCVp77gdwZrlpEsrtey3E2/OMhxvQYxaQu7sheOOaMTCoSt2t6GYqSSwkud+XvXDkQ0knaBmQkc7BzsfI1+c27B/TKqtrFAEI+Pj2dpFUevXqlIhM4YQLNOY3cOxOPraIVS2zGzvcGnhLkOO3oU+/DwcEqB0Z+koYELdHMK3v3x0YZ2zlWbSNXOG7onGs6ogjY815SK40h8Kfp1pGBZ6hy5Zdq0TODRRe37XLqIw7zGmCb//azp100ncI9BX9Um0+ZsWepfF3kmIOWDPmf2i3rRV2TVBwNV1cwxoAu8H/3DDz+cdH21WtV6vZ4WfNouYZvQqYzSLWf+2wCSsbD9kTlv0tqAQUfGx8fH9fz58/roo4/qo48+qpOTk1k2iOh7GN4ccJTRpUHKkydPpuzeycnJNDfP/YBjy4gBlHluB2edsiyhg3bIHQg0ndJZWxYNttxW0jwzGDhk7stMz1LZC8dctXtPlxluo4fA4iSSQF36squzah65ITDp5Lv67FRyfiJRFoxx2g6loL1cdV21Ob2HaNUROXRgKwbtew460/LuC+12qUccM4eLMEeG8UsnxscLRQAKx8fHW042HbKdFxkDG+MlBeJ39yHTaTbOvp6/md8JVrrnMxLvSufks86Uy11g6jEUg9wlw2UdThl1yejatFmirZ29gTltdRk6eIquOSOV+pypUk/ZeFFn1WaO1ounyIzhsKpq0lnrce4xTnpZjuws0AGe8Twyc95e7JXzyET1X/va1+pHf/RH68WLF1P62pkJ6OZx55TUMLxZKIdT5tWz8JKP078GPvDZ2YqMRD1W855nl/SzsxFLTh85zgDNf3f6TN/9f6f7LnvjmG3gKDlXRBThFJkVepcByGtZUEiEw454iakIgVcr87fbTUNBSodFI07P2HHjVGmDCPTp06dbKW7S205B4xi76MACZRqbzkTHXjCSmYcuTYQj5kM/oI0P9TBaxlkTWfiwhwRABgY2lsn3dOjwmu/OKadjTsX1/47ELSf+uwMM7kc+43RYRoOPqSzRlgLfu2cSaPv3LL7XzoK6HVmnPemiPBZsetVyRsvWd+yQtzwhb9Yr2ka/eB1rVU06Q3+9EDTf/tbRxOsYHEjYHuCUX758OaXdq+ZH256enk5p9mfPntWHH35YH330UT179myKXImOmf/24lqDCoNs3iX9/PnzWq/XU+bMC1ahEderNlOXCbQ7XVjKUGYGLKPdLnjqPpa3rKf7f5d8PlT2xjE7be3UFUx3VOzDMLoUc5fn75B6l+70XDb9oS2jHTuKdMwudjz0m3TW8fHxzOE5cu4ibKLR9Xo9SzOziMMHILBAbLVaTWnhTPOa1umIqIMFIR4/z+UWCtA2aTlS6tDR+7LNh1xI4XocMWM04UGXGneUxH2O0Pl00RLPdUY+kXoqN/ebnl2d6azsiAweqrbfhvPY5pgzK2Uwx29esVu1mTPk22tHUo+pM/WZNu0cALk2/OgTPLD+GChWbU8x4Divr6+ne0hLHxwczA4Issx4/QHgGXn3fLTtEIB8GIZZtswAwGP39BTZtExfO12MU37x4sX0Okb0jz5BD+sTY/HOA89pQ3fS9h999NE0T23+staGgpNPHXOm1Py+v38z9ZXgeVf2parfd70rQHSbSwGAy5Kjttwulb1xzBmxueAErGwoeEbKIFsUD+XrjGwaQvphwTByAyz4N+897hbydE778PBwShMdHh7Wy5cvp0UfKB6nejnahQ4ga/rAO1jPz89n58+i/N0hIxbABEB2+igc93oOeb1e17NnzyZlsyM1HfPQFK8KpQ2M8Wq1qufPn9fHH39cz549m71AJOchKd24uJ//oQXz8xjQBFpLhp867QS61JVBTqb6MspeQtyJ3HNsj6Uk4LUuOgvgNCj3etEe13jWCwqdbbHBNA2tz45kcda+7hS2QRz1IUPIrqdfyPQcHR3NgDIOyzzlfrZp0Qf0B8dZNT+w5+nTp9NaD9MOu+h5WRw5U1EsGEXPjo+PpwDh2bNn0+4OsmxVNQEQy7TtDlNrXt3NQk0A+ocfflgvXryYrTMhC0awQjDiFL/te+olz6Z97mTAvoB2LaN29kvFfFvS/ZT97j7r866yF455CVlYaTw3hNCmoHQpK1JFZqzRmlFm1TzNaQPcpSNwoKSFxnEzz5no0WMg6j06OqrT09M6PT2ts7OzSXHsKKywNko42nEcJ7S9Wq2mCNdOyPs3vciMcbstGzrPoTmDQf8/+OCDevbs2QxZ3929WQCX6SGQMUYN2pG6pv/Pnj2rFy9e1Ne+9rVZFOH6SGXzv1+1Z+fXTTFgCBJdQ2eAgKM939NFwd19D8k2ctXJXleWplP2tThzgb5mtiIzMI5oMZQ20uYPdVM/TrJLXRoEQGMf5FE1B9FEu9Z3T+0gt+47esEKfvSFaNNG2mCDuVp0pNvrbWCedsDjhcaMlYWhOCYcZU4xMf/NB+dlnbUdYCzOqKFj2Aa3w0IydNnOkXpZIwOP2S+djtNrUwAlVZvUt/XNNs/XPcWxK9pNh5op7M6GWKayJGDfVfbCMXfFSpwK7JLEMNF8MIgNOYzhO52U7+2I6JQUToZ7LRROuVRt5nKIfIdhmC208JuUPP/jsTmtiXJ6NeV6vd46C9dGEnpQhyNKC7ydBm04bX16ejrNFxnlO7VvYJOpQTt5H0Byeno6OXs7LBt4844yDMPMYXvhTB5gUlWze/l4UZ7nFJ2SzEUt0HUpEu4QshU5HW6ifsvuY4mYu76aRnYmnT6nrjv7gfMxHzLaQbaqNilr/54O29Gw9dlj8KKslGFns9iK43cM59Y5+gLIZO+z9ZP67IhdHKig+wAGZwWIfP1SEHTNIMBRrHWWabK0lXZKPpeA+r3tEz03vS3T6fSoh/YYU6bwPT3IeQ3OfnQyZGfO9XTKGZQtAeYEXbZPDmaciUs/tVQedMzDMPzFqvqjVfXJOI5/8O21/6Sq/vmquqmqb1fVL47j+PkwDD9dVf9XVf3dt4//+jiOf/KhNrIspQH4zd/R18V7jbyWnuN3BNQGNZmEUuH4UsDyfpTLfQLFoig+KcwGwMJmxa3aKOjJycnkMP3iCb8w3Ypg9OZsgLMO1E8068MFWGFJhIAiW4GMYm0k7OwZP3PhOP8EJJnOSuNuhcCZZvrYMvX69evZ+E2TzFj4DT+70LWfWeq3n31Ihs2HJdn9QctXqc+Wq6qNbHWZhvy7ag5KeB7eQo+MbPl2lOwVxAbdlgdPdXRTXHkNecERWwZT1gETdix2KrTNGNPh2w6hj8gV997c3Ezpf6fNeRbn6QWhtJd2xg4sHbP54qk2bwdzVsP3055LTm1AWwObBMTpNIne80UY1p+MkimpzymPGRm7ZB+ydKC7y9505V0i5l+uqv+yqv6Srv2Nqvoz4zjeDsPwH1XVn6mqP/32t2+P4/iz71DvYunSA1zHcWZKqHMoNtKeG7Wyp/FDia1wVfPTt2gvV2w6nbTEMDtolBYBZ1EXddtoMO9FpGdlpb8cSelU0nq9bt+3mnU4y+DfmY+iPqedE2VDw6rtQzocVViJfYY2pdtz2MmDx59AJoGdlQRaMAbo4LnqzHikk3Baz/RLw5GOyTSinvy/yw4tjf0LlF+ur0Cfk38GlY7+kn4ZVWXqz/cTQbt088/WcQqOEVn31JOj2i71mE4kI3D6geyTueObtnCkjKdzHglMuIbzo3/Q1Y4Ze0AffOgKWQSfiWBb44xT2gxPxzkiRqcT3MJb21nGYdDEtcPDzfvV06knOIKXziB4AaH7knw1Tbnm7KJ9TAI5iu1SykmWpcCxKw865nEc/9Zb5Oxr/4v+/fWq+pcfqucd2tkyUmYuZcloVdUW0blGvbmgIKNcBPXg4KCur68nYUNgnQK5vX2z3cHtJ2BINA/jET47AW81Yp7FaZK7u7s6OjqabdGwMntxGgbh6Oionj9/vvVqt10RHwbRqTkcs50nCuMIseqNQWJxWlXNji81uvaKUK+8pn1onkbJCmAe8neXprfhymkN8859gOZOW9uAORJPme3q6ZQ7HY8dfcef9xExf9X63F23ThIhWg9zrKaRdRBjbINvg8uaggTujjShtwE2+mX9zFXW7mv2MfvdOXbPm9t+OauQ0VyCGkfmjuDTtplO2R/LFrJqWiSd7dy9FZNIPkFQ6kO2DU+tq/A4++6oFefL1lHTERp6ii2zWRklp+1O3TRNeT7ptKt0turLRswPlX+9qn5V//+DwzD8H1X1sqr+g3Ec/7fuoWEYfqmqfqmqJmSn36pqvv2lqmZCyX0onRUeI2rlJ7rj24iIujwHTPusMKQNlNbC4PngqnlKiPq9AAyHZiCRK4v9vOuhn56n4jv7cnp6ujUnQ8nx+3quisSpWoEpIN5Ep1XzrR5GtDZM5kcaJWci6FsXBTHXw7gtE/xOn5x+TBoYvZsu1O9xu34DyO4wCqIS98MAEyfA/bSV8rRLkd9j+dL6zMKdpawH8l+1kV9P81ASkFsm4GNGq+Yp9yWgsa6hN2SVvOsjAbv56qjXoK3LzOUcM/2kWG8s7zipg4ODKbNEfR7j8Db1axlKkOo2HahY/rNP3Ot6vEAs0+22m1lfggX/jn75Huur1wzQJrpq22M5wHZnHw2O3RfsigG3j1dGDnzfUkm7kAfOvIs+fynHPAzDv19Vt1X137699N2q+gfGcfzeMAz/eFX9j8Mw/KPjOL5sOv+tqvpWVdWzZ88WIQdEgQEd6jAirtogpnSO06APNy9QqNreo5z3W0FzcZPrcSSbRtz9yzRZgggcuOdXMjKzQGY0Sap5GN6sdgSQeNWyx0t9dhKZ9sJhWPk9T2s62UkScbsdFzsgycb03Sl33uf0FfxOQ28wkDTrEK+jWEe8PGN+ZGTs++2APFdN4XfkILfdZVs/zPK+9PnFixdj11875jT4vicNpp+1bKnfLdjuwBf3V8312Udh2jg70kqZscwxjpRn67N52dkmO1A7ehaH3t+/2c5l2+dFWQBOylIgY7DgbBI2ChAOjRiDM16ZeQJsOTCy3C5lQFLX4b8Xky3x131P0GZQ243fegefOuDte7luP5N9cbEtoFiOuowS5Qs75mEY/ni9WUTyc2jhOI7XVXX99u+/PQzDt6vqH66q33iH+lrUC5MRDErnlLs0QaJl2qCuFJhdfcpD2zOSSyY6crPz5Z7u1JxU9HQyVqZkLIum7IT9ejULiIEOxoQ6QcaOaGnX4zGtTasudWjedBFyouys28XPwg+jb/O5AwQor41vbsPhGTvmVHIDG9PD/V/63fSCr+ZPymKO4X2X963PXf/TIGYWxQYrIzB4lafkIdtpYDte+X+AZqapqcMRbgcGrY+2U06fWr7cX6aueJ5iHRyGYUoVkyKu2mzzAlSkPKF7tOV2DUrTVnr1sO0N8m8Q5cAm7a2dX/6Wdj3lhfu8eM2gP/Ur+WkA5aDHbZi/XOuCBWcYMwPn+5b+74Bj2qBdYPsLOeZhGP5wVf07VfVPj+N4oes/WlWfjuN4NwzDH6iqn6mqv/cF6q+q2hIcmOU0EcJUtX2GqVMWNsQmWgpOLjxK4+B5BTPa0bIVhHrdJzunbD8XS9zf32+BCBs3C65XM1MnJ+I4RUff7fidgnPKCvTcjYd2O2QOP4xec6+h+5mOzOPslMf94XmQNuPqCtcNSqCJkb6VKQ2PP7lYJJ2E23U9NuCMp6On6bJLkb9M+WHpcwLbNG7dGoNOn60/lv10Jr4nbYX1xHz2nv3UQ18zf9KB83sH1jxl5f6g345U/UnacOKdz2VImTA4sM5Ql0/xSltjetlOeDwGUYxvl3OyvPt/gwj/xvOApKR5tpX6wJgSrHUO1e15ei2zXrTvepLu+bfHleNc6nuWd9ku9StV9Yeq6uNhGH63qv5svVm1uaqqv/G202yj+Keq6s8Nw/C6qu6r6k+O4/jpQ228S4FYFlancnBgKTR2ADAtjZ1RXKKabN8CwnN5gEA6howYLfB2DO5zAhKXdIRV8/dG82HrgiNhGy0rn+dpbBw6x2yUn+g5kbNBVBaj3KS367Ph8m/+m4xKOuzkX47dUTv/Gyk7/c+zzgR4HB1w8f9WUhsG03xXhqAb1w9avip9Tn3KMQBqvMVlF0juZMXrG7jmT/Kpaj59xKfT66BZ6wiXxu3+Wp+9roJMjx26AQl651O9fHZ8ghHTHGDNNc/TOlL3e9It80kf6zJ2wvJuG9albm0T/b+db/KvamPnuimPpHcGOpkVMH1Msy4rmbxf6t+Srcl6HHG/K8B+l1XZv9Bc/q8X7v0rVfVXHmx1+7nJaaYiuljguKdqvip6ae6JdAztdCnuzpBYkBP1ex8iCm4mGBkeHh7ODiKhTfqfQjWO4+w4yhxfolE7TcaG4qNM9CMjPfroaMD0sIIcHBxML1NnHpuoI1NQ9N0v9TCi9O8Wck9LmNeAr25OGuPSRdfmH/X7OUc+pl/WbyeefHO04xQjdWc0ZbmxU/bfObfZGaYftHxV+pxArXN2nZFKcJpguWq+JoQ9vaYVMuvFYTbK/O92ElhldJ//W17TbnRA1IDO/1NX9q1bMGYH6ec6QGxZtB3iGd5ohT53WQSPudPnju+dU86gZIkf0NnX6Pf9/f1WUOZMRMocupR/p/7yfNoU6JzrAHKM3fgJVpwpdH9TlrqyNyd/ZeRgB4eyZZq3M1Tp+NLBui0LCs+w0tIK4OfSiFsY/J2KYOGxI+yiQPqTaLpDjm7XZ05b2T0WA4ikX6axc84L5WDsXj2MY/T4uY+6E1R5taPHy7XsX7cKl7oMTBL4cA/jACSZ7lYaP5PRlDMw/J68TqDVOSr323tSHU2kXLwPx/xVFcuteZpGzfoGcDQvOqeVAK9zpAmEbIwtK5wPkFMSHahIGXWxzKc9cJ/sGJxCdT2WLcZp2edZ5OT29nbS17RJRNlMc0GDcRxn+6sNULugiOeq5ovcuoyI+ZNtepwPFfcJ+29Hv8vZegFbjqEDD8kv27wuu5K63clKN9YEnUtlrxxzdtSOjNIpd1XNjJoV1o6FdnJTu9uDGSiCn7Mz4v5OoTui44hsiLooiuLn7ZSr5tuy6JsNWx6akQ5xSdmr5lucujQ0hqQzgs5E0H/P+VqpEuTsupf6Erx4PFVzB58G2X21YtnhVm2vEE5jk227D+ngnUXIvnC/U5P+vcvqPKbCVpVcMU/JKNN8zsVHzlo5pepsWALBXLyT6V2ArBd+uY7UZ+pxoQ1PA1F/fluH+btbK4Iu8xu6SKYLJ2unYSeY+vPkyZOtt7Th0BI8OaNIG357lnnnbzunjDCh2y4n5LqSvpnlTD01GLZ8YeO5L4Gus1UuHZDmfq9FWIqa01abBgnSdpW9ccxVG4XpoiIPeMk5pxI5moN5SaBEMzisREBGS0v7gdN4m7n395vtMt34XJaMln/vCk7YB6OQ7oNumdZCoYdhvjcwad+ltTKlRn8NFPgYwHTok/Yt1BgZ2rMB7pwkv/uNNQmS6IuNiOUBg8R1HKvT9CkzntdPhXb/lnhtIJFlyQDse8nII+lsMOX9pjzTfVdteJoOmWLbgKPKlDb8dKrYtiEds22S7QFyZvl3ZJf60kXUXWTlqI9T8QxISN+7pF57TFmSH872eE0Jep/HcXbFUaUBSUbWrqeTefe9anOql23Drroy8nVQYuftfdNdn7voOMe3VJJGaUs7uc6yV465EyQLrxFtDjANASX/BykmI6vmL5nIaNkf+sX3UkRlxvqAkTwftnvW4++upbPhmo/eM5KmjWzfB9B37WYf7SiN0P3cksFZijodtZouGAxHHA+BFCtfRgUJILjHRtIG2ov6fBqUx2en7FS+x0od9MHK7nRcPpuR12MsD40nI52qjaNzGjRp1+mvI6FxHGe64GLDm/Jng9w9w9+cZcDBHvTbxfap0/V0/OnMu2M0rXO2l3x7q6TXdnCvQW4uhnS20fV12SrrQcpnBzqsy9yzBBqSTjc3NzWO4ywQ4DvtjO00MmQg4lQ91zx9wjW2xKZjdlvur8eZ97j4uV16vVeO2ajUxEy0a2Hivi6q6ojUpQepEyZaQB0RdYyx0a6ap+J4jpWVBwcH04Ip7u2cVZcqcj//f/bePNjSNK/r/D4n75pbZVYlXdVdvQDaoHSP0yMIOiPKOIw2iNGIMdotKAaEDaOMMqPGCDoBjqKzoYPB0NIM2CzDpoTIII4L4QihdrA4LTStLU13tZ29VHVWVmbezLvf+84f53zf/Lzf+7zn3qzK5WTl8404ce59l2f9Ld/f73ne91DBMq3MnZMeg4wcuf7CnZruzzwldJu5xsX2jf0qjMvOuaHCGEzHc54pzLWd6VQiX1fLnCRZo+LxXeg8xvbRiLp/tbcBjSkfnQHlKM9nWnAsWllE1KLEPJ/LTkZmRhjZ+V7q8zxHndGs76HOMotGWWD7aQf486Em87V0bc1R14gpzxvUY+oBx8z30/bQefN8RsdJlpzqZ5BzcHBwZO2a+px9dLlJjJ3uz37y2lyv5jywL0nOa7pI2XAwlHbc/cn1fRLs2r6THPOcQ15PWcwszHFYGMdMweY6EUGhGTNSvIaOrObcU6BJBsiQrIjpIMmyCCovjXqm4Yya8XX9+UMRJCtJZEq5/YsvTOGwzHSmXO9mmjeVgsbB/1vxmMHI9LbPuc/Jys3uPR41A8dxtTLRyR8eHvasOufRfayxd48dowmXRzlwuWyH5abrhpvefD+jEr6SbywVlgaUY5x/PwzgeHF+U/foBKShwyYx4ZyR0JKIZYSaBp6v3aRzcf21NUyX4fuo03wnfG5M8t/UAxPEtFFpf9xXrtHbDvi428iy+bio62FknPNC1Mi5j5t8cG9O2gjen7u2s2+087XggwQmyVH+XctKUJ9td+iMWTav99+UBWcYrec+Z1uXy3Eug2DfWO88B70wjnleY2uOlOkfH6NjoQAydet7eV0tgqKSkkFnm3ye7fD9/NABct2SxoapF272yPJdpzRcH3Jf/RONko6w24zSycRz/FMJvPbuuq34LD/L4DxQ4WiQSFh8LB0r28M6xhio54DluiyW7bFNI0EZ4GNYOf7+/V62fTKZ9ESBddfWtMdICPue9zxMqEUd1A/p9hhkJOd+05HVMihJdKXhC1w8tyTaJokuw6lLttGwzNMpm/xaz/L1tEk+M0VMXc/MENufO6prkRqX4Hw8MwDZF5LoJJV04rw3s1Rje33ssDLCpwOrEegaOM+UgbHgiESNzth6XAsQeE++bMbjlU4916pZJjduJuGuZStqWBjHTHCg/D+VVDpq0DhJyc7SQPLeTJWw/hQItiPTjCw3nR6ZL6+xgOYvxGRd0u1UU25WYR1Urv39/cH6GhVyXvSVO8YZGTN9TYOXc1Zzvun0kmjUmDwjz1okzfHiXFFRmMI2ceN4sM2cUyo35YTGM9NTnAv+6AfT6fyf/c52UX44Hg8j0tkajHq4O93n6CAmk8mRR6uk4RMKuUEv54qyS3lhVmuM5En1jXqUC8sbdcWEIOWdDid/D8By6vZy1zjtWdqpWnv97eu55JI6zrkyaudSF6nvnhPOQZbhbxJ79i8zJiRdlBMGXLT9Oa6e/7QP7KOkwVvgkjwYqZPuW2bUqMep6z720Dlmg0YyUz/SeJSdxrImbGN1ZRmsm23JqCfroZLWjLrPe30qDUmtTemIKKAUfmYTWB8NCLMGWQeFseYMkpXW2F8KXkbcOVa1/roc9qFm5Pz3GDvN9J9UZ/t0zDUnkmPEvuQ5jvW8eUzZzvLmKe/DgHkyIg1T10nespwEiW5GvDW5pe5aXmhEPac1Am/5rbWZ5Lv2rH0adx9L4p/7Rdxm/ppaOvbaEgzbWBsP95vEkunemtNIm0fd5Xzlmi37m/f7PFPktag8AyuPRTpE9j2db9oMOnKXk/rsec3MjtuQNiH9VY2MEg+FYzZDJFKgcyKIdH4ZydEwc+AyIsnBzGMWXiKNrwWHdUm3U+reOVl7i9VY392XjC64FpXpE65tZ6SRTiDHgc6NykflrWUOctxyfuiQ0gCyz0l0aoaWqUDWk8sZmQbM74y2x0hGGm+OSZKeMYWsZSvG2pXnHyYkwRlzyun8eA8dzxgJl4aG0OWkzKYTpPyORXOsi7Lm8/y1JWennNpOo539SmLNa3MncY5r6r0jRq7tcqdxrjNLt99G5Q83MFJ+a0Q6I1R+57U1Xaqlcxn5Jmnl+j3row1J/SXZSJ+Q7UmSzbpyCYLzRLvP8pMgPrSOOR2JdFRp00DXnlGVhptE8r5kyWP1pOPl8Zqi8JgNSW6mMDng7xNz7YmKY0GhkNJI1dYd0+DXBILOxP2horsd6Zj54+u5SaaGMedGY8e0OHdCZxnzlMrlphH22HFTWq2NNUdaI10eO9/n6/MnGt2e3KU91nZfn/PGPvkY27Lo4DhyHnOvAPuXGR+DmadMexqch3TiOZ+sk44oyV3qHdOarn8ymfTrv8zK+L55emDkL+bVggrbDspK7j3hj+uw/Jq+WrY8BrnhM51mOtAEI9kkrnl/LTNSWx7g3+xXTYaSRFFH85WkJEOMnn2txyDbPwbaELc3709ZSJtbw0I4Zmn8FYzslJWPb6XKSK+25sg66JBqLx5I4aYQjznlZMC+N9tfU95aGjvTNP7fgsnzvI9jQkHIdlsR+cgHxzDXWg8ODnoD5HnwZheOHdua6+ksP6N3MmTPQS1aclmplB5LItd8bDBq97CvaUypRCR2BwfTnwvMyJ9rY8dhTPHHxm6eg18kWEY4BzmGlj9vjCRJpfxS5ikbnDOXww1Q1J+ac6ztzM5IkaSA7TDcbhInvsyHkXg6rxrYdl7PMSWJ5Xjk63Btb+iY0zG4r/kztiS2YwTfbSNR4Py6TYxak+RyrokaIaXjo00eK8Pl1Oxg/gqf28m1fNfULZ8AACAASURBVMpZbgjLPrA+OnuDm+zYv3n6vDCOubYu4+Pu0N7e3iB6s/BlOVYivg+ZP8soDXe75uM0yXQ8aTmgY8aXyu00l6Qjm7dqzl4avloy10aTidHg8dV9Hi+SEaa2KIQZPWbZVoR8ScoY085UFdvLzWg+7ndXM+U8xihTGUmMfJz9YGTANGMyd17PD1k628Aojb+wVXvB/5jRqLFyjnsa01omZ1GRyyYeRxu97E+SsRo4X/nThawnkTpW07saKWO91EfXsbq6ekQHeE9mtrJvma1hPQwaKAd0yBml0THTUbo9JBwMQki4OTe1bAKvY7RfC2jyxS5pD3yM45H2nzLBdXCp/mri1F2e507qDLhI1Bj5+5yvrbW9Rl6ozxkk1MpKLIxjHouKmOaio6SCZCTESIvrvDUnWGPhPs4JpSFJR8D/U/AYzY49+pJKPMaoGA37f0660+QZMY9t8qBg1SJUGyK/ZGBvb69nwrVf+co2p0HJdBrHP/vDdbYcs2w3y8vIjHMyto+B5daMB1Ez4Gw3+5ntzrmrHc+xmecwFhVjc2C95XVGjr1JLc9ZNtNguqwk60wrEkkka/qcYDrbf1tnuWkryQHryjXJlA2W7TS5+8INUky5SsN0teu33cylPdsh3+f2cGmQjouRZZLXJMUs0+WmU0/nmXNH8kAZovzX7Iivz6iUtoLXk9SwXexP2ul55c+LfmvtPg4L45gNTrhZWaY0KNTz0gu1deg01ulQyRBZNiNO6eiz0UTtOOtLB5jMboxR1sryWOQjWTaC6Zx9f41I2Hhwo8tkMn1b2crKim7evDlYy2NKnY8CeeySsCSBImPl355rsnyObR7z/V7isBNIp+D+1RS+Zqw5N5SLMcOTSj5vDo9T5IyWH3ZQr8dkIHXM53NOpKOPs9Wco8usRY2UtYzUa1m4eVm1WjaL1xwXUSVJM1E3IabcGkxdc/kkAxmW6Y9fjOKMmo87C1aTt9RB1jEv+0S4X0nSU86TwPgcAzPLRC5psp+5VMGyc24sK7XsWIK+wmVy3GtIv8O+1bBwjtlIJeMkW5ioLBll0PnRWNLp19Y4k+WzTipysqtMA3M9ysJExp0C7fv8XXNSRG1S02HV0km8lte7zWbpXBJYWVnR6uqqNjY2BunsjNgp9LXIdHd3t9pfKgYVhmn5VPia4nJOOEc1Jm7U0oQuN8e9Fr2mQtac81gEXUOtvocR8+Qz+8iUrueLyzg02Pm8fu4OTrkbS/93XTdIXUpH10ldbhJpt3ks/V4je9SZsbGi3nFZyuWRMPtNZGOE1mPllDjLXVtbUylFt27dGpSdqWS2n7qec+bAIKNhnk/Cn0trhtuaBCfJMLMEtX07nKuMwGuywL/TQecY238QKXfEmN2ap9sL45g5YJ50rt0lPIAGU8U+Py8S5cCkoPmY4WeNmRrj5FHJ2b4snwLutrkPnFgrhTT8DWKWW4vUd3Z2BmPI3aJkucvLy0ccoZ14vmXI47Szs6PNzU1tbm4O5ob1pVKmwWVUnSybc5Rj4fbn6xSpxFRAjznHiddw3T/rZ2TNtF9GCQSPpXN3O21IUgYT6dR93cPmoFP3fCwdGEkZ546kLMutkeTMpGVddFwkZ5RVtpv3ZARIp0UZIVFg/6Tbm1u5QY2gvK2srGhlZaW3K753ZWVF6+vrvfzyd6RT1yyv/MlHt93ymLvZSUC44Y5jyzGpkV7qCa8jWaCu5+tsaXOyDmn4c6hJGkgqcj5qNtgRt6TBOxYycBuLcueR7Lz+JFk0YmEcc0YhtePS8H3TaXh9PZ2aNPyVp1raI9lfwu869qTVngvO+9gGp6RYN8sbS4HkbyuTjDAynEwm2tvb0/b29sAw+fWcVExuJqPzrjlLC/bm5qZ2dnZ048aNfp05Hajng+v/KZy5ZmjQ+WbUa9iojaXBOO4kGyRUSbySTHBcpeFL8JmCq0Wy7rvnx/97DPlWqpxLtp3jxLIftuiZzoz9pKGShksW6dTGnIbPszxex3lNJ0i5zvGkDli+acRNXvkjMOxv2o+0U9Q3XlOLlE2G7bgsE/4ZSNc3loWz06np3Pb2tjY3N7W9vd1vuuR42vmlDnMzLYlMLdOUssyIvJTSBzscO4NkI6Pp1FPLDX9rm9G0r7U8dV3Xkx7qKPueQRMd/JgO0r+wrTWfMnacWEjHXDuWrJYszR3lD03Qmfmb1x/njLMdtV2HKcw0+jVj4r+Z8sloiA7b7+K1Upjluo5EHktnYJBYcF3aY2jB9mNROzs72tnZGfz+bKad3XYf40v3GVmYjXLca88m+nvM8HIuxzYV0bhzHjkHNNJcuxqTo6wjCYXBXa3zFJFRuP9Otn6cfC4yOJf820j5p1FMEu6xSEeQ11CvOE8sgwSX5DTT5zWnl8i5rhFwR69OIx8e3t68Rtm1vNqWuR2p9/lrZs50MbuXO6z99+bmpra2tgaOnWVz7ngsCYXXpDPwcZtzLFMGUseok2PBCskxbZAJRhJz6h9tOGUjvzl+NYI51k6SOP+fMn9Sgr0wjtlIxjnPKKWgUDks+Mme8pssqcau02jQmdUMTSq4NNx4lWWPOXHeK00Fz86xFqXn5iumnrJMO/2VlRVJtzML+YtYJgL5Ig2yUhogC7vHnil0j03uCM2sBdueY1uLsrJfvGdMmRgJ5xymQWUqLiP5Wjo+nciYDKfhZ98yK5D9exiQDqoWWfl7bB49V3ycx/JIWRnLIrFe1p2E2g4tSaB0dO2VMsUAIefMDtLRL9d7s47cyUy9cp2ux/qfBt7tZyS5v7/fp7sp99vb233mK50y56MWBdJppTzSCbJ/7AevcdnpzAyOVZbPuaSe1eaDwQDlyXVz/FNOWW/Wl33zPNPG+VwifUti4RyzQUZC1KITachaqYj5Dl2XTSOdrHhMeFx/Ghvp6CNaFHimZMZScpwk1+vNUm6nX2iRKViuBXGXJduf48XfHHWfGS3z4/H0GNBJkxUz5WZkdMt5zEwCCUfNMLm+mnLUjACZfCozlWaekoz1K+shWZF0pPwknEz5U47m4SRMexGQcjcW/YxFLNLwsTNGR5m54fjyf5ZHY+378lOb34yQ03lx/tjPmi1w2xj5MopNWeZaqvuQ4+Y28rjP7e7u9mOVSyq13cq0g+lgs2zKax6vOVv2IfWBdTKFnmNPskBZsq3ITFjWy795Ta2vtB1JrnlfXs95z/Nj9mwMxzrmUsr3SPoSSc91XffG2bFvlvTHJX1ydtk3dl33U7Nz3yDpqyUdSPpTXdf9o+PqkMbXlWtOuGaE+c00EX8L16htCLCDczljKRxGa2SSCZaZQpzM1t/cIESlZOqGQu/+0qFlSmmM3NgxM3XGcXF9OQYkPhlx0iDbcPk8n8OssWOOB8csBdhGi8Sjdh2JCtvEMeXfuVRheMy5rpjKme8dzjZwnjJqZKaDmR3e77ruhmO+n/qcZNd9mpXLNg1kdF4EtLOz0xtjlplRMeuo6bM//j/HlkY25Yb9caRK21HTv0yLur1ZR0axXPapEW33w+Vbj73fhPbENrFm65J81tozRiIpxznmNf3M+9Om8jzHsaZfrCuzemmjU55qy1TplLmuXiN4HGMTvOP0lLZyDCeJmN8l6dslfV8c/xtd1/1vPFBK+SxJb5X0BkmvkvRPSymf0XXd3FcWsYHJrhlZ+NpUZEYpTCPk7+RSAWoGnwyW7XFKqsbUMp2eG3rohGvHJVUj1fwJOwpDbq7qum4QATM6d/lUNI8FN03wLWEUGl/HN665/7kxzd+nTp0a/Hwaz6dj5TiPyQHHMI1ZMlrOD8/lOuGYgidp8vGc+5oyW6HTcHLOJ5PJkfXBechU213Au3SP9dlIXbOc5p6C1G9/Z9TsJRWP41iGxfen7kjD3c/pRCwXSRLoNNIh8n+fpy66n6nPSarZPo+J+5t6QCchDZeirK+MlMfIs/tL/WA7/P/S0tKRtwhyrmgHfU/t/fcsO52b14fn6QfJTZK+XF6gHHgeOW6Wxdr8k8hwebBma7LM9B21a/PvGo51zF3X/Uwp5VOPu26Gt0j64a7rdiR9qJTyAUmfK+lfHXcjF++l2wYpo9NZmwYKxHNpQO1ADLI/fydDTcfm6+yckr2m4nPQa2Xx/N7enjY3N/s0tY/n88I1Zs220XAdN+leN7MCZzvHouIcexoMXuN1QLY1nb0dtB/RIpLlMgvA8csoKbMM/ObceJ5z/dBl14wf62G9JFO+Ph1PIjMNbGcqM2Xtbjjm+6XPnDPPM98olbKB9g0cRxrJ1Gdp+BrejAQ5NwbJIceX9XMOakTYx1m/dWp7e7vXZ44H9dntIMmgA+CjgdQz18+/Pa7WZeoGo3S2PyN8E+ok2nb0bEeSptpc2MFyzFNfKessm0i5T53i8lrNRnCM+a5xvoyo5rRTRj3fXPrjHI75IILX1YIJ4qWsMX9dKeWPSvoFSX+m67oXJD0t6d245vLs2Fwkk5OO33VsBeeg+ZtC4PIJXzP2+I6P2RB4c4ikwX0+X1M21kvW5bos6H50YXd39wgrJ5PL6CJZvTfGJEtOIuLrGTXTEbnfND5pvFxGRqJ0fCyHEV8uC/jRBUYgmd3gWLONua9gHtjHNNScc7eF5VoGyNCzX25jyjHrT8JBZJqb85ER+j3CXdfnzO6QuCQhnleWkfpPGeGmG7aBhEk6uj7KjZxpL8aIFW0A69vb29Pu7m7/KJLloBbZMxq17FPXuAmTJCdJZNd11ZcIsT8ZadpJJfnhxlK2k7aQ40q9cz9ru9pdb61c9qMWdRIZaXtM59knzpPJEdudRG6MdLAfNfnIzAfPs38121zDi3XM75D0lyV1s+9vlfRVd1JAKeXtkt4u3f7t0HQ4RjLGjFKN4+7lJCVLrTlm3+dB9U5Ln0uDmVGxv1O47Uj39/e1vb2tra2twTObBtNtqZS5cSjfBORvRtxsDwUtBYhpIZ9zmoz9o2HL8U7HVtsUZWLg6JXPe2fk4nFP4uGyUtHc/lo6yW1y/VlGjofbzYxOzajMA9tiA0ZnnAZ7XlRyD3BX9XllZaUno5S3WsRnkIjk3NbGxOMoDV+mkxF5lp3nLbuc19Q19PGIDbIMmWxvbW0NiDbJZpZjOXdGgcjd1AYJSUbDqe81fWEkWyuLBJRpYv7AhXR7qdD1u18k2a5jzHkyy5D6xPOeH85JzUaknhO0Q7XIl6SA9pMyQXBeucu7hhqJdx/G8KIcc9d1z6Lw75L0k7N/PyrpNbj01bNjtTLeKemdkrS2ttbheJVVUXD8fzJo309YWBnJUPDGHFZGbD6WwjGmxMmKKMQWau+cNLvONqTx8TcFzPDuczpm/32cUaQyJ5vMjXIug4SDfaYCsA10gLzfY7G8vKz9/f1BWpvzWxvrnK80eD6erLiWSaGDrK3NOQWW8kFHUSN3ecz31tZVeU/Kd00e7xbutj6fOXOmY0SW85a6TJ3wHNC4o22jxDOvpQyTcI3pb00/chmJtkMaPlvsjNX29na/G5rkNevx33xxDUkpd09TttL5pAOp6Ts3J9VkNYklCajnJV//maltzk8pt18gQltWk988zrZTR2p9d/u4l6VGzKijHBOm7k1YauOTxLDWXstFjTDVyPtx+vyiHHMp5ZVd13189u/vl/Te2d8/IekHSyl/XdPNIq+X9HPHlZfOZMzR1Vi2Db5TQlRWpoYYBfIHKCp968txGWSW6VhqKRq3zd/+WMD54bpwwn1he2hwKPhcX2J/j0MuCbDtZJMkAnRifLsa54QKybQzy7cTtEFbXl7W6upq7wSpNEm80uCurKxUWXQeSyWtMfJ0jJ4HkpN5BqdWThKrvMZlJSFIA3ovcC/0udbWWsRAR0Rnxre88WU4SRTp0BLHRatuk8FIauwef/hMNf9mCtrw33QEtDP+NpnxeORmTMosSYrLTbkniTcOD6fZNf/Nexi5+l5n4gzarprz8pzt7e0Nfu0ux5ryQHvAeWS/bCvYjyyLesV5p17lMhXnmoEJbRzb6vJyHjlmWec8fRjDSR6X+iFJXyDpUinlsqRvkvQFpZQ3aZr6ekbS18wq+pVSyo9Kep+kfUl/sjvhDs7cGOHOclPS2ARLw9/YTKTjseB03XDDg8+R0fsVeXlO0uiuZAo622AHxN2WWaYnkULF8TDGiAUZMq81ao4l2XKOEw0kSVQaBxsU1uN+83nysejGGYTV1VWtrq72Y19TQpIjRiQct/39/QFxSPLh81TOMbbsdlsO6SBS+dKAkCxybksp/eM/LMf/18jSS8X90me3OQ3vvPOUrxwTXu+x4bxxrqWh/aCzyZd8UNft/BnNpNPouq7f2LW9vT3QZzrT1Okx28XokNfaluXyVBK7WuRlG1DTs93d3cHubTpuBjJ0zCTl+dISjg3H0xGoxzV/X5r9Z6Rdy2Iwu+BvblylbHDuM3LNdnJux3xA2mLqcvaB19Tk905wkl3Zb6sc/u4513+LpG+504bQcDqdaUWRjkaiPpbKnI7RToPw4FroqZBGprFqKeXc6GBnQCdkJbFAk02nIU8B4DGmtTgeLoeRdd6fqRbfM6ZQHAsSCD7r7F2N7A83w+Vja2TYZPMJZhJWV1f7fuUnlTANlWXDbbCR41p+ri/6b+7Mz3lJB59zQsPO8agps8c1jXnO8TzWfae4n/pM2eOauqTBPKbzS+Pp7yTpHDNH2EnCfR/lw7JrWF5rJJspdn88X05ZWwesK6lbSSxYNokBQdnMF/oweLGDzSCADpZlM3vF8eMOcy+tuU8kCdRn7gtyf6lLfPtfprZTLjgX7ndtT1AGEi6LNrA2/4R1skbW6UtcVkbB3FdDkui5GouWx4KhGhbizV8puB6wjBqIMQfle8hE08Clk/U5ss9kWz7vCUsyQOfLR4U8WWbZZGpJMjjpdNoZRTCVwrbXHHNu5rBAmgXXxsaGy23KzR85J7n72uvF7n8alzEFc9k0AG6H28SlBfaJsjCWTSDBql1DR8n5SYdpxs7HWTx3npt0QJkB4lhkmt9ySDnJMVx05LpfDbWoNAlI6h8dgccldcFl0fimgeQcpRO1DDA1TaNtp8z5ZwbFfWYUTjvBSDWNtmG5J6HlBrfMDpEI0UEwm8T2k1Az3WzbRbleWVnpj7PtucGPemAZsMwyo8H203YxdZ0/eVmTHZLzvI4bbbO9KVd5DeeQNiDtFW15EqMamc5MzDznvBCOWTrKbGyME7XO5KTUWIrvzcGmk02Gm04lUyQZ9XCtic4qDThhRWOqh2km3sMxyiivdo101DHbqTCScxlWEv6qFQ2R6+BPpHGMaspRm4+MgPIaG9RaKozEwW9dGjNunEsybh5Pg5yELM+5bTRSYyQxxyPrHjM6Ppf9mXf9IiIJBaMyafwZfxKglJ3MbHEsa1k135eROIlDLdq0zppoZ5TJ49kGkgcil6+ow+zn4eHhEXvgqHNtba1fu2WUxpQ3xyodM//mmHEs7LTtyPg/nRnbnuQy56C2bOSncajLlIWxLKk/dt75QhKOY7a1RsaM3IBoW5llMIoe08l5uuvxmbcPaKEcszTcKHFcp8eEpFY2lTJZnjR8+UTey0iRzsrn6Zz9a0wZadZe/GHhSsOUTnmMWflcvrWL5dMBM1J1PZleobLTkfGFCdmuWhtr7WH6Mp1zputsbHLtz055dXV1cH1GZamUJCckJjVZqskV54fRBwlNps4dPWSGJeePyCjhYXPGUt3wZLqYOkQ5qhkwaXxzZRKrdMC+hkY/CUHXdUfWK0movTfEddhJcWnH5SXJZr+4lJLGPyNR/ybzyspK/4Mza2trOnfunM6cOdP/nOvBwYF2dna0u7s7+NjeMBomIWH0WFt2IuGoZfs49tlPjrHHxQ6U68TWQY9XpsLH9IDtlYa2w+2gHrMdNZ2mrfA9tDdpm7KesbItd2Nkf55uL4xjJmgUU3ml4UawGjzhvp/ssJa6tULnQHNtJaPLTHdamR0xp3NmO1i+dNtppHPIfnszmoXcabbNzc0j62+ZQrUCpMMhCfAYub+cC2YNTAZYj8+5zakYKaScA0YjZPZUZEb8+UKIdLKJdNr5E3qM4sccdO2VpJllSINRiwRTeV1G3pvEj+Ry0VFLDY85YcpFra81AzZPnzPqoi3IqJDymlG9ZXJ3d7d/BMpOk+nrlG8TRgYANYLNTNDy8vJgI9nu7m7/Rrzz58/r7NmzOnPmjM6fP6+LFy/qiSee0Llz57SysqLDw0PduHFD29vb2tjY0K1bt7S1tdUTCddDMuEXoJAMeF8Mo09G1n4um+PITbGcI6awpeE+ENpSf9bW1kY3v2UKPknwmJ+oBVhjwQTJOvtY24NCsO5adpDgWM4LtoyFdMxcc+CGCjtS6ehanXR7gGop8Cw/UxNj6z3puKTx9Qay63xzD9l8Gmw7oHw0y4puBV5ZWdH6+nq/5rOzs6OtrS3dvHlTm5ubR5TKZVr5mZpxG7hZjYpAQRszQq7D5TNNxrHlWFIBU6E9jlRAP0JCmfBb2Dzm/i1ajx1TiWNtqSkyncNYNMu2J4mrsfSsgyBJSzbtb5KXeamvRUMSCadiKWs+ToPlYx6TWgZtLJKyM6SupRO3vjFb1HVd/9YrGmPrmJ0mI1q3jRFgBgNuh3R0zdlZn7W1NUka1LO9va319XWdP39e586d09mzZ3Xu3DmdP39eTzzxhF7xilfo4sWLWl9flyRtbW1paWlJGxsb2tjY0I0bN3Tz5k0dHh5qbW2td+D7+9MXGl2/fr1/CYrrtR2Rbr/e0n1xdE15ZxSeBNz21+X48SzPI/WT45bjmY+1pl6lbanJIHXZ/ydRNzGx/XS97Hfek3aFskq7Myartf+JhXHMtcgq1/CMeQwmUwrceMG6MrVdWxOg0OU6Rq39npx0yHRs+TiGna4F2utH/jiN5ePLy8taXl7uDYRTWVtbW4NdohQUgtGn2+MPjRXHueu6geP1MRIGp9omk+muTq5LSbeVNNfCyKZp+NIIUJFrDjbft80UMgkHU4k592NOmezeCss2OhWXZfveGglJ51uTLRp23rPooNNi5JjLGzWn7Lni2B6n/ymzuU5JXfc8MHXNNhteX2YkS4fsPjAQIGGlc/GHumaCaSKwvr5+JG1eSukj262trd7xbmxs6NKlSzp37lzv2E163AfbibNnzw4eLzLZlYabyTw+lm/3xwSFKW5fS5LCeagRSvfHzi6XFry5jDrJa3OOk3TXQGfs9tWWG6j3njPr81j2peZkx6Jl6j/tyzx/sjCO2YMi3Y4iDU/qPNYiHY2EMzLNe2rp1do9tUFkBG8yUIsezfS9TkPFNJul011dXdXKyspAkVOx8wXs6+vrOnv27CBKT+fByJdGiUSiJlQpzNJwnWUymfSO2ef5W7Devcq1L46zmTzb53Zb+ZjWkm4/s27FpQNwm2kMOF81uaHy1lKOJk0pG2NyWSM3voepuaybTiqvHXPei4wkRDs7O/25dJ6Uh1oZtA+1MogkXHTMLpPfPEcSWKvDskA5Zkp6dXV1QK6t37YJ0u33elt2KecuJ+WQS2Sbm5u6du2a1tfXe+e+urrak3SvOa+urmpjY0PSbZ30K0O5Rk4y7xf1UN+pxyYP3HNCHWNAwlQ5sxYeA0aaLINkjDqWkeiYI+Tc1kg+o3bPvfWLS1JJ1tJJZ12JsQwa2z+GhXHMaXjIWGrRLL8JG3R+08EygqHBZ7Q9pvC19tbWct12bgJi2VbatbW1XpGt1Gtra9XHCnIcXB+fE3TKynXysS0a/Xz8IyNrMuCaU2akQ7LgNjnSsBLbSfsYHXDubM12MIXtfjNtnXNvcDmASj0mM9LwhzJchg3xWF3HLZvk9Rk1U3lrzndeRL3oILniMkaOpY+lXtNYp+wzwsl5pf7X7p8X4dF4+wdWGEG6frYlSbWdJQlrEpFa/xnBUjY8lna8Jvp8eoJttQO1XfG9ds75KKProB5Tx/joVu6u5k5zlpt2x3+7bL9AiHLBNvl6O23ODedxTC+oNyQQ+aHOp52tEbeUIZ7PDFC2bywlX8PCOGbp6LojIyBeUxsUX18T+hzg2qK+WZonK9OnrJuTTSF2Od4oxEjQ6SRfw/SvFfvMmTNaW1vrlStTxxRwRgN00rzGPybAsaGhSSdUG18659pc1YjD4eFhv2vUfdvf3x+k6+i0T5061b9NyOXQ8dnYud+nT58+8lOeNSWtyUOm0vO7htqaWo49xyWd75jD5ThmBJDR+cPmmD1X1iXOKTNMvlYaJy8Z+fL8vOUallkjtik3TktTpmmDnGmiUXdKmstOdpQm3W7HWFYgM1C2RSkjdILWIQYEhq/Z3d0dZNYyeuRSD+0TnXHaOcJ67Qiac2ZddtmuZ2lpSWfOnNH6+rqWlpa0vb3dp+Npm6gLnCc+35z9qWUHazYhXzCTcuIyanOVbctrkmTPI4HzsHCO2d9kjVTsNITJKq0wtShHGk9/saw0uI4KpbohMMwk19bWBsrEXcCOwJjqclrbOy1v3Lih/f393rl5TLL/jKgzfed+jBmZ7EsaDRqsNGqMeHnM9+Vzj+6zHbUJw/7+vs6cOTOIsPmRpLW1tcEGlqWlJT3xxBP9ututW7eOrI27zfl4DtcIjTElqrHzLCeNYT62kWWnstNopiHKMh42sC8eF8uBz9t4S3W58z10FD5m1GSe5dN+sAzLBqPGMd3y9Y423TfuDeFGJTvm9fV1TSYTbW5uqus6ra6u9nbMckSdpNwx4+Pxqel5kpUaUWY/chxcNqNdl+e54LsZqNOTyaR/o5ejZy4zMYK3zp0/f77f1GZbcenSpX7z2dbWVj82OQZ8MoKRbupHElwGOFw+YFSbkTrlMIki/cRY3fxwPvP+MSyMY6ZTlm6/OYjp5vyb99oZczNGjdVQsFlWLXLiozkpyPzbu6rNCM2gvfa5s7PTC640VEILymOPPabHg7q60gAAIABJREFUH39ch4eHunLliiTpzJkzPVO3QSBJyDJqUW9tbdTIXY+8hgrAa61MNadDg8PI1Nfw3dcmK7n5zONpBs71uPX1dV28eFEXL17UtWvXtLe3N4guqHweG+/sZ3/GHF3NaJGpu2yXT0Ze26mb45rtnKecY8z7YQF1xLLvb45lzpvvy58Zpf5zDpmy9nU1YkMjWkrpnaSvYXssL55np6OXl5f7ZZm0H+z3ysqKzp492+/7uHHjhk6fPq1XvvKVOjw81K1bt3Tr1q1extORMvPlMmvLNzWZSFI5FvmRFPrDTGI6LY6rHbRti3Vbum1v+EMZzoj53q2tLUnS6upqv+PcemMZoB6lc02CnRmSzArwPj/FwfJybLgEWbMFNQebcsf/a2Vk2YmFcMzplGuRgzTcai8NnwX2ZObzpjkotXQYhZLwBHH3ZC0qYgTF6ND/O53lR0UsUF4DdirHjzDs7u7q9OnTWl9f75XA5Zw5c2bAcOm4SDjcdxozOj6PH4UqHYWJgL9r48ZryWSdeuaastN7TKU7u2Dl5jlufPManiS98MIL2tzcHGQi6IzdH26C447geWlhO+cxh0jiYdnjjv3axpFk3K7nJE6ZTuhhcs5Jdh2hOIKubdjz2EvDn0nleWbSSOKZmvX1/uZcOPVcI6P+pnww7Wl55DIMQYO7urrak/LDw0OdP39ely5d6h9r9L2nT5/u782ls2ybx5VyUYveaBd9LJ29z3OpKzNJdNBew/YGTrd3ZWWlj5TpoG1n0iZmJvPg4ECf/OQntb29PXhWOpeP2Jfc3JoRb+2lIHTWniP6CV/HdtUiXTpmf5IAkAyy3Uly5unzQjhmI51DOlizKLINRkZjaeZkLqmUmcLKe5MJSbcnscZQvT5MIuFHnNIYWXk3NjZ08+bN/rnC9fV1bW1t9YqwtLSks2fP6vz58/1OS28w8UaKNDgWJqaW88UKyewyBewy6PRzwwaFOKNWRpa5OzPv4Vw75W2FdsrMG2C8Ju1xoBLTQI8tfaQs0JH4On88ZhzLWplW0ppTrilhLXqnkaUhcD0PA3LsM0Uo3XamBh85YgalRl5qc2ddSiNJQ2z5zgwSyVitfJfLJyNcn/tGWd/d3dWtW7fUdd3gByGuXr3av9xjMpnoscce0/r6ujY3NwdEtJaloxyRtNAJpQOrkT/KababzozOw+Nn2+AI2OVwf44dteHjuXznfuaO75yDJHhjepp9TFnh9flYI21SkmJmConasUyvp+NncJDtTCyMY+bgSEd3ZFKhycqY/qAzIWupDcAYs05DLh19z3IKR7J9G+Xam6u4ZuV2OL3F9eidnZ1eYRwtM3VktnrmzJn+5QNm397tzB9up4E3Y8/Hl6xk/tlFs+SbN28ecaJ+WcHm5uaR9J4zA+kwndK3UaOgMt1sBeeSAKNTp/Y5/pkt4NxZNtJZ1ggXzxPceMOxzEgry6kRzRoRSSWm0agp+aKD+lgjebUokDYgifa8/tO51Eh2lkt9pgPgfOTTB5w3E23KgmXQcGRsG7Czs6Nr164NHks6e/asVldXe0ftpzJcNu2J9YVkxX3h+wvonK3Pmc71y1Roi9JJcSMmnRR1ke1x+SbQJBDScBOny3E9fP46A5paBiGjexKytMuUH8qg20YywPO1ea/JW96XZfj6sYh7DAvjmI2aY+b/Rg6YJ4UDQKaV99LJzgPXQKWjL7yvRYgUSkdbPu90LO/jI0UWMm9qohHY3d3VxsbG4EfIz549q1e84hV63etep4sXL2p/f7/fFHXr1i1dv35dt27d6p2dGe2VK1d07dq1fnz8CIPXfC5cuNBv0Pjwhz/c94O7zjc3N/XCCy/oxo0bR8aGj2r5HNfJ7cAd+dqoWBHToFDYGaXk40ocVzP8MSUYO0554bobnTPL8Pkxx+t21SLeWkSYZc9r68OCjMAMRtcZ2fo8MxeZkmUZrCuXXkiOGZFbHtMx2AHZKbFswxsSa310FOxj29vb/XV81tntW15e1unTp3uCzSygibSzad4s6rcA3rhxQ9euXetfRuLxXF1d7Xc/ezy85u1sm+WSTnd3d3eQgbCukhC4LI5lvnvCfeNyFPWaZMPIHeoc83lZFBLB2rn0I7UUuI8T1ueMrOfVQfj6dMhj1xsL5ZjTkJHl1FIbZi1cQ7Az45pHLZ3BOsmckzVbUJiWy0FlNFkjCFZ+bjjx8VwrctvMopkydzl+zMqO9oknntAb3/hGPfbYY7p+/bpu3rzZR8rPPPOMJOnChQt66qmndOnSJb3wwgt6z3ve029AKaVobW1NTzzxhJ566im96lWv0ute9zo99dRT2t/f10//9E/3ztfKvrq6qq2tLV2+fHngtJIF+38rd6aFSxlubmNU4/lkpMsxqzFiO2saVs4Ro7Na6q+W5k8DknOfspTXuB8mQJzv3GzGsthObjR7WFAjvyQvTE1SdjxGNceYYBQ+Bs49iT/JNEEHTnBdU1L/RAXnyc6J75I/ODjQzZs3B7bq8PD2BsjJZKIzZ87ozJkzunjxop588kldvHhRBwcHunXrVq/Lm5ubunLlikopeuqpp/Tkk0/q/Pnzunz5st73vvcNyMvp06d14cIFXbx4UadPn+7fjHfz5k0988wzffRK+d7Z2emJvJ08++Mxcb/8mlI7TAYYSWZqL+6gjcyMnMeURMrykJkObhylvKTccR6pg76em4bTHifc7txEV9urxP6MOfbEwjhmDnYtOh5LLXjDUK5rEDT0NWRkVlNat6+W1s42k+3724Jb29TCzSVWFK/h8AUC29vbfcTtRzBKKbpx44auX7+u9fX13mnaGHzsYx8bsOfl5eX+tX7ebLa2tqbHH39cn/mZn6lXvepVeuyxx3T+/Pm+/2fPnu3fGmQh9qMgfkmKn0l0u22YmA7kmiqj5Jrw18aJsmB4vKwUmQZjipzlkMHmcdbLR7dqYCaAbU+GzbQ966053WTzD2O0TGfpv3MOPXfMJtjImmCn8RwzbOl4eZy75Gnca4SsVn7tvrFUprNKORZ+U5YdiZ95dkq767o+e/T000/rta99rVZWVrS5uamNjQ1du3ZNV65c6eXl8ccf15NPPqmzZ89qa2urd7ynTp3SuXPn9PTTT+vTP/3T9fjjjw+yAs6U+V0AzsgtLy/r5s2b+vCHP9zLKn+4o+ZADw8P+0yA529jY6Pvh8eNWad5uisNf8TFdpv2m/ND+UoCl/ae+s2om3NvJPHnvhLXn3alFqj5eI5hbW9JYiEcM403nRrZBweATjEdtUEGnmzM985TQqafXS9TMzQaPs8owHV4QnPjU7Y1/2eU5s0VLssvMSil6ObNm3r22Wf1zDPP9H2+deuWNjY2dP36dV27dk3Xrl3r01+lFF27dq3/JZrDw8N+LXljY0Mf+chHdPny5X6ty+vQdvgeo6tXr+r555/Xc889p62trX5evFua42VSYqLB1KHTaBzjFF7Ohc/nox1uF4lOMmNew/nObAmdJtftkrz5fDrarNPHM1qnQ2J7sq6HzSlb79xnGr7MMKSO2iFzPKXbmTJHhDUnXCPfmc1i3Slfro9EMqNER7xjkXw6moy+TOT8OTycPpngZ/lv3ryp5557Tq9+9av7VLPJ7s7OjtbX13X9+nXduHFDzz//fL+pzBtFnU07e/asSim6cuVKT6j396e/RHfp0qWexJ4+fVpnz57V0tKSLl++PNigxT4yC+YNbiTD7KOzepRtZtQyM1Ubwxpqjr2GHHvON+1KTddIoGlv0jYwo8P21AKHlPmTYCEcM41uKuSYETVqhosKz8cyak7YdbHs2oRRWGz8M4XCa+icqchjwpRGhf9zLPiWHbf5ypUr+tCHPqTNzc1+o4l/cWpvb08bGxu9Qm1sbOjy5cva2NjoX++3vb2tGzdu6BOf+ETvvG0UvKblH2l3+RsbG3r22Wd19epVbWxsHPnZOka8fi6ZJIokLHeWUplq45Vjw+tyzjh23OwyFgUzUuMn661Fv2w/j2W/aRhoBLL9+XlYUtnMlFi3ON41XSRy/Hwsy685+eOMY2azMuNFfXa9fBuYAwZmRbLvfFabZTPqdHu9mXFra0ulFG1sbOhjH/uYXvva10qaLmlduXJFzz33nDY2Nvoo9fr165pMpi8v+cQnPtEvS00m081gt27d0o0bNwaRODeXSupfYLS/v69bt271umwn7z0vfC9213WDndTM9jElbFuXMlyLUPN/2mvOHXXLOnqc3WSARqJRI3Gpz9S7lC9mDTjPmVnwcZZTi7ITC+OYl5aWqhuGOEGp0DVDlREsmap09BGIrIsONcv0/fOIBFNevp5KzzS4r6ciJ5tjG7jDk7h27ZouX77cb+qwMrnPVratrS09//zzunLlim7evDlwlteuXdPBwcHg9YKTyaRn2+vr6zp37lz/2Ne1a9f0/PPP9495WZGt/Fxn4qMQKcyMSsfSthZ0j0tNIXOs0qlSqTzuGfHU1vvnsXffk3XXjDXlruaoM3Jn+2sEYJHhyDKzCXx+mWvruS6XkY6RTj6NH+1DjUwZmSGhsxgjXHm/5XCMBNTIVl5vvbA+m/A/++yz+uAHP6jr169ra2ur17WdnR0tLS0N3newvLysK1eu9GvCflTr6tWrPangWO7u7urmzZt9KruU0m/ifO655/pNo4zqPY+2z9Rv7gdwHYyya7KRY8V5zzmhnU3dsa0dswW+pxad12xIjVDn3PKb1/l4OvGUk5Pq80I4ZqdZc4cejWimni0AGQ0nI+JkeBLHGDvZrI3HmKOoPaZVcwSGBS0nyUaJjy15TFwW67Ais/92blevXh2k+fy3U9Zm2fyJSI+LI2e+63dpaalX5LW1NZ0/f75nw/7dV/8oux0zfwWHUTNTRJlN4DuI2Z5MYScDp6Jwo57HhMTOssGxH0th5bWuI5WZijwWEfM7DYuvp7zkvFKZHxY4w8K3v9Fwu6+58a1myHmMu5gzZUxDSOcg1dcba86Ux3P8SShTl2vkzNe5/rF1RT92mG+ne+9736szZ87o4OCg3/zlFDH1uZQyeOkHn6G+detWv8HLL0na3d3V9evXdeHChX5Md3Z29Pzzzw+es7ZDtgMmefaa6+HhYU8WrGcZmXIOPGapS7VMIu1YkuSxaNXz5nq4XJbOMNtQy9KN6TIj45oj5z13GikbxzrmUsr3SPoSSc91XffG2bEfkfSZs0suSLrWdd2bSimfKunfSnr/7Ny7u6772mMbsbSk06dPD7b7u2NGRhbssCednfegM91shjg2CdLwZRlMhRu5Zubya86Zbed6BAWGk8v1rIT7YwX2q+XMkre3twe7ka3ETnelcDJl5/+t/DScZtnb29v9Y1c2AHbGjJb5nDGjZPbRSGadaUUqIhWOY28jmbs2KUNpRNPp2tikPDCC5sa8nLvMniQhyxQX57QWbeRcHceu7wT3Q5+9dsnUaY3U+FruVPZxRnp5D9ebXQaJLR2DI2zLs+/zvFDm/H8ab76Ux6DNScdrR1bK7RdrSEMbRvlyH6zLW1tbun79+sDhmSyvrKz0LyLyvV4K8v97e3v9zmouF00mk/7dBoeHh/0GUr+nmstRzH5l5Exdzv02STwzoKJ9yywj54BOO/WZj7olcbVt9Lxxv0muL2dWtOZox0A7k8S7Riju1DmfJGJ+l6Rvl/R9aNQf8t+llG+VdB3X/1rXdW86Qbk9Tp06pQsXLgw2DlFhOAHScLI9AXwsKoXHZXjCLFB2vL4njTIdAQ1GMmxfZ+eQ65e1VAvXVJMxjj2vlwLKZ6X9M3B0UozGM7VXG1cboBy/ruv63ZcULI89I2WvR2U0kYSjxqrHCFBel7tsfR3Xz06dOjUwiDYsNpo1Rj9GmFxfjlcqWy2i9zezMW4TjRGPcXzvQbT8Lt1jfV5aWtLFixcHew2YzcjxoIGj7s3aNiBu1l3Dcm/nzAxJ6g8dJzd2MTqjXFmnM5NHuXPGx3pPAma5o7GurYHyb7//nctJrtO7p/n0g9uePw6SY5pE1OvR1mHrrZfA+NvuSeg9FyTvOW/sI/vOMWBGgiQ7z3PMPX++r+a4j9MjtoXjxXVxykxG6m5byhaPJWlI4nkcjnXMXdf9zIw5H0GZtvIPSvpdJ6ptBKdOTX/E4dq1a/3Gg1n5tfYMIo9U5oxI+IIPH8uI2+UwLUZHwmgqU+G19FutzdL4ujUVxv9nG5KN0jG6bCsBP5IGOyhNLPJ52nQS6chzdzIVgww714tdBstNY0TUlhoyEs25YnsNGhC30065Npasq6ZEdCzZ9hw3Gw4a+uyL62F6lm3KqPlu4X7ocynTR+yuX7/eO5HUGfeby1HUa2auKKvSUQJXM3Z0AiTfSa7omEnOMguXhCr7a+fI9W/WYyea8+s+8+NNV5QH6TYBd6rZEbn3hbjc1D2PswkCd0invFOXmb0hOSGJSTtay3jWHG7OFefA40W4HveHRHsM7Hfa+nSi1Lcxe5Ukmvf6WsqaUbMnx+n0S11j/nxJz3Zd96s49mmllP9P0g1Jf7Hrup89rpBSii5cuNA75twExglORuPjHPQUOCNZkq+nMNQeEGeqzIM/NrBWloyqatcRFGy2KYXZxsPCRQOUzJypaNdBg0OByWiD7eq626/ZzHO52SuVIcFznJ9cImDEyfGyIWXUzPHL8ZQ0IAweyyQ8NJSJNBY0frVyauOUmYjsn4+RRKRTqBHVu4y7os+TyaT/dSU7ETrCmg4nCbLzTvlnRMpvynRGbZQTO3rrf83RMp3N+zl3CdYxlpUamz/POesv5fZjZIZ12Wls68ze3l7/eJKJMstKPeM1Kf92/pTBmkzTjmaQwD5kKrs2bs4QUM/GiLPr4a542tgkJjU/kmOfNpr13wkxdl9Jxua1Zx5eqmN+m6Qfwv8fl/TaruueL6V8tqQfL6W8oeu6G3ljKeXtkt4uqX+hxcWLF3Xr1i1tbm4Ooo64T1J993ItsiITSoXmGvLYG1skVRXZbWOkapCNEiyD/amxzbHHvDzp+Yo8RyDplK1srovjSoVi5ELkNbVzZNjux9huZTJwMtQacv4z9Ti2tpXsep7T9JiybTYkSY7GnCWPJUGkLNaMRDprjzX7dR9x1/TZr3b15kDLIKPl2X3HNorEUzpquKX6UxHzHDR/ycxljmVAGLHTfuTcuX7KGK+jHvpatt3XmbzkhlAHLCyH9oB66vFJx5Dyld9cV2abEmP6LA2XrTJqTkwmk0HKfl59tOfuS/49j2CPBR1ZZzp5t5MErWYDaraAWYfsyzy8aMdcSlmS9GWSPhsV7kjamf39i6WUX5P0GZJ+Ie/vuu6dkt4pSU8//XR37tw5Pf744/3zd/4FJXZmVu8Rh5trwWSsNIDJejmgBg06nRwfmPeAZ/olhZGTmhEi252C6Otc7tiGsIwyXXduWKNQU+Gs/P44Hce6uC7LsWJkx0ejcs2H40BBdb9NiGpjSOJBY8Z0t1Nz6QQNt5H1EmMOIiMg9z83jrmMJGz5Egw6fNbB8eKYplzc62j5buvzmTNndOHChf6lGdzfkfKeesB5TdmvybtUf8452jeQJ0mD9C+Xwniv6+eeEzr/3KyXDigDA5dJm+Cy3We/xSv7QjkxWaA+S8PnsLkhkvXzGn6bZFOf0zmlDeO9h4eHfeRL25Q6TnBfDKNv6g7tdKbY5yGXJdIm1kjAPKJd+036vI+2jeOSBC7/PjIuc3s2H18o6d91XXcZjfsUSVe7rjsopXy6pNdL+uBJCltbW+sV2S+syLVmOuI0cE7R8Brea3jSa4zK19fOMQXMtvierIdroOkQaizWZfIap7Jqm1poBBg9u51MDZHM2AiMRbc0QHa6NDquxykvRspk+UY6Y/bffaoprhWBfeI1mS6yEeI5jnOy6DHGXyNrNUNgY5JGKgmdy+MmOF5ba2PNIR9nhO4C7qo+r6+v68KFC/3jO1wXZb9z+cLGnXJGGaEsp274WG7i8XHfLw3fDsXvjGbZNt6Xy22+d2yeKHvUuSS81mfLCTNEhh24gwPuAifR81MZrj+XSDjm1nU/bZH9Zh98fdovI4m0dbkWYDAblceI1F9mNziuNYdbs+epg8zKpE4yEEj7QNlLO+K6WVZtXGs4yeNSPyTpCyRdKqVclvRNXdd9t6S3apj2kqTfIel/LKXsSTqU9LVd1109rg5pypzOnz/fd+7mzZt6/vnnjwhRjeUQqYw5QWm8K/0dGEMLP3/rmHXkxhKXUVPaFLga++TxmsM2co3VsDPLXY5MH5JJciwYEWQEwzadZCMVBdX3uCyOh41JbrzLnbJsb44Xx9Pnsr109Ez38dvjlnNBh8m+ZvTPuUmnzPXCjADTSNypEt8J7oc+e6zPnj3bj79/BtF9dL8dFdPw1vqbZCmvo5PiK2xJ6HLN1vJA2aTjz0CAxM3XU4eyTtfra6kv1A+SixrBT9JNR+1v7oFhfSQrOYZuL7NmtawS+0edcT3sK7ONbjv1gdfx/lp5NXt4eHg768e54DcJSC17mM6X5zLKte1ktOzzafvpczy2Y+N5HE6yK/ttI8f/WOXYj0n6sTtuxQzLy8s6e/asnnjiCV26dKl/2H1W9qDT/p+fmnJTufx/DhTZto0FH8lgXSyn0v+B8+ckkpHV0nG5e5BKkGVJw80V/D+VnIzV/7uM7CPHppaOo5OlArB+9iPTfIwiU6HdtmTWHud5ewByfYpjmBF8zcDU1tfTydcIIsfG88g+8lobKDrhGoHI6LzG0l8K7oc+e66tz375jV9sk/JPGc8+1pyxr6NxzPtJMDNDZudda3cNtUgt2+a5X15ePmL4KWs8V1tiqTmqdGjUbxLwWhuzH0kqSbIlzdWXtJ0kCGynsx58CqQmuzl+xBg5zva57TX7yXnJPuSY5zzlmKfvYXo8CXvNVt4pFuLNX9LtiVlZWdH58+f1yle+sn9NpDc2cADzPv+dEYhBo5qCnGzLjJtCLB19AUiyPk7gWB95nutKbEumm+hI0ohl3bUPmTavTyF3XWPHkrlSAZiaq6Vv6JDphBnR82UMrq+Wwq8ZCfeploHIsR1L6WW52Y90tm4T55fRAK+jbNQ+tTF7mGGn4V9PeuKJJ3T9+vUB8aCDzKiGRIbHkzgyCmYkbsftSDodXu35YtqGGtGnrLiPlM20Fyb5JNhuZzrlsX4aJOBjjnks2qyBekondZwt4tzWbAzbmOlfjpPL4LhwnD0XNTLMcaSzTnuZzjS/E7yPfa0FdZx3tp11UNbHyMmYri+MYzYmk4lOnz6tS5cu6fHHH9fW1taRdcyaAPoccZLJ9SDW2DUVlG//YcqGhpfl2bFbAKWj6ygU2poyZjtrhpz9rn3T8Iwpda0eqf4Qfa0d/DvXeVyPiUEtvVVbR8s5zbGqjU+2hde5bfnShNp1/s401HGEKw0ky671LQ1jtuVuRMgPCh6PpaWl/mdFr1y5Mvj5UKYZqXOOuIyUR+osswnWSaaTmaVwm5Js5cuJavPoNVxf47rcZn/XiF3KEY12LRrN6xNjmyE97hy3eY45dSmdHD+cU48P9XYsVZ02shYkJClhIMQxqbW1tjzAcaCj5Lhmn2oOtOaU2ZdsdzpkXl9z+POwUI6ZE7u2tqbHHntMV69eHTwLyQ4e1+k05jXDTqXPwSbsaL0mRkOSrJVrirXIPCeFwm6j5HZmhJxpuXRItTpqjiPXtGptYr9dV0YONacypryOjMecscuh8uajUWMR/RgLdmYgn32sjT/7zE0085huRippENIhcNyYfjvOOY8x7kUFX4c4mUy0vr6uxx57rP+9XpLtecsU7HM+tkjZzCUm6jNJcsqR5aNmoC2D/t/P/rKMMZuRslpzVD5eW75IPee988ib60kHxDJsoxK2NzVnzPoyy0UdHVum8DV+Z7fHOufJttM2tqbzfOVmpp5zbNynMRuVc1KzizWnT1lhX6nPNV9zUue8MI6ZUej+/r6Wl5e1vr7e7yykgvEdstLRtG4yq9pkWSCIMUOcm0S67vZPvxk+5o/7xLLtdNMIW8il20bKk2zjkDtaLbh04GNMLQ1B9vE4g5/ZAd6TzoeRuPvFX6zKR8zcVkc5JA6505qPKCQh4dj4vMG3BGVbaaRqTnJsbGoRso/XSBLby/LHUuspyw+TU2b06v+Xlpb63/TmnDJTlU5Yup2qTkJIWTGob3SE6YQozxlt8X/bntxA5PZMJpP+ZR+UY/e3Bj9BYZLv8rLvJBjuB+WboIPj/5b5lCVmGtgnjls6Jv/N32u2XjOtnY6UJHxMn2m3fC91Mp1bzSm7Hl5nu5llZ999jE6Z8zGmz2O2dyxIINJJJxbCMdeMkNen/PA5DSUVw/eNRRS8nmX4uWSuLRmMitMBS8OUNHdDkhHWdnry2UMKSm1j1vLy8sBw19LnVNqaY05Bqd1L1IRpbGzTuc1j0Fw/zh3L6Vxddhrd2tizLXnchs/PZNJ4uR3c9JKsPcmdy/R37SUKHLN5ERMNC6OlWoTE8o9T9kUEI1D/CEM6XWmYGrQ883nfMXJdcwR2EEm6vKadRtdzTqdUSunfgMWXkZBUmmTzxR8m33yKg/O7vLw8eO1lBgi1iLcmG3SutBGu8+DgYPCucs7D2ObEWvTNefF8cG9IZgs5X2nPc+zZrsTYfPuHjtJ+5no1SUKN8FKnSfJqbanpJyPmmj7XSEDNToxhIRzzGBNk9GnBl4aGio6XjmJsQnwsna80fxt/CoqNih1AOvkUat7LPrv+ZHyMpn0PU9y+xmVZKCkUFph01GORZe14sux0npmm5uv18kOjkIbA9WZaMxkz5cHGN8eYj98wJZ3MfmzHZDpc1kGDRGNXM/ZZtueppsRjTvlhh3WAskJDaz06jpRI9T0P0jC6orOwjNbuqTlztjc3cGX6Ncvf39/vf7Xp9OnTg5QtdZPPZdd2AHtsmB1iW2lf6IRtf1g5wBlqAAAgAElEQVQGfw6y1leXx7HOyJ3/py7XkAGG78v68mmOtE8srxYlsz0MeEgixp5w8N9sb9rqmu7WxpA2Zt5TFXeKhXDMiRx4MsM07mNMZ95gULlq61tpDDKV5baZKPC8U1X5s3WZZrKBNsPmYwVd1x3ZkUqH5HJY3rzUGUkKBajmlJOps/2Z6knHPJlM+vQfSQ4VucbKeZzGLvtqZbPi2+hlO3lPZlU8jscx9Vp7k1CMKS/LptLXlDjHeR5ejII/KGSkQAMoDdfgSbLobBiN1Yy1NNxlPWYEc85qDs+g/KezI/IZVj49Uus377N9mNeG2vjRoTHrxICALxY6derUYF285phS78fSuT5Xc7KZ9XIZzBrm2Oc4sv68j04wnT7HzKj1k+dcT5LqWiBXO14buzFdJvHKdszT54V0zEYKAg2aNFyLoSJJR6Od2oDxXjKzdHI1w1mL1ihc3MXNCaitRaSRSYc8NoE5HlQq/53vuDazrDHy2lu73P58XjLr8TXzohXfx3rnrXfRMLIdY46MZaWRyHuSNHms2O8kFLV5zD6mkXMZnKuxR8peTkjZqhkinvN3RlA23BmJpeFk9E3Hl/UmYTN8r+eVWZeaHmfd85worzWZzXEgSXE5JJO+p/bLe3y8k/ri+lwnx5LtzOzRnUR5aYOo90mocjmA9ROsm3PO+zi2teUtYoxss5/ziPoY6UiCXSMMJ2lXDQvjmFPpnBr1BgMKu9mxJ56MmwxlTLgouDmpjn6TENSYGg1BprrSuXOd+NSp6ZvEXDaFI9vJKC/XZmt9cB0un7scXV6+D5esP9m8/89HSsaUIaOLMVLDtvLYvMyH62W2gGPBceSu+FoWIOdzrF722f/XIrwxJfO1Xu/e2dmppuwStWWQhw1JfrhZyOdJiqkzllkiyV7OAQmvP4yMpNubgmoOOjMzvo9lUV4Zma6trfXlWvc8f0mc+bcJIeUr17Spf5ZbZqvycVK2z3t16NRqTzrUsmg1pzWWSWMWy/fWnFWSnFyTNXITLOdm7P0L9AUc/8RYpJyy4nMkPe7X2O/Ps2/zMBZJGwvjmAkrz/Ly8mDDiAeQO5S97srUUqZtpKPrSLWJZMrR93gAU/ANG90c6FpERcFlJMy/KaRm7hQKl2dDIKk3+m5f/sC6pCO/4MKojWsj3nHpc1ZkOmb3uSaQmdqqZRRqxIlGgsiNdpmy8vi5XzQuLI/RT0Y5eW1GFDZwY5mX2v+M3A8PD7Wzs9Mr8RgJ4PGXk1OWbj9WSLJNYk1iKA3XCMeWQhgB8nWf/KQekgywnUkQc/mKETT7JN22OSsrK+q6bkC6WVbaFUexuSnSBt/30j6sr69LGr4HO+Wezs5OnfXnHhDrcz7bTH3Oc0lySXRJmGlrTXJ8v8uljbS94Xm2nf1kgDAWAHCusx73L4+x39lef9d+szrrZZ3HEfjEwjjmNOYUam7Jp6H2Pflj89LRtQAfk26z1VrqIRmndPTd0nSQtbRV7e1VRhKBRKbv2V5HHaWUnqxQuJj2ouJ5HHl9vsbO/eQaLhWcZXvsyNTpDOno2e9kpC6HSuw5TjnIKLjGeDOCTmPLv9PJ1iLpNEKpcDSM88gId4fzmlp0MoaHzVGPZULslOkwatkp6xTP5bJEOumcz5yH1Gfp9o7eNKAk0ZS3k0RDaVcYpbIv/Jg4+9q1tbUjaejaJlXLFG0aHQY3nnEpxZE4I+/JZHLEJpCcpuNNW5tkhtmG1GXazHSYdIrzot7M+HHsfWzMD/A6zi3bnPW7ThMnkpVaO9Px1+R2DAvhmDlpbLzZ9crKypFUakY30tEt8Czf34yCa6mLsSi2BrKrsUGvpcryfyocnVaWZQVKlm22zrSXd4Uy4vaHgkXs7+9rZ2fnSD/tVFhf13Xa2dk58vIOtp3GOSMeOrW81sShJhM14pLjzfO5bmxkusrHKCP8e94aXDJrf9sY5qagF4Mx5X+Y4GzM6uqqVlZW+vfge77m6QpTuDyfDpWgHFLu6Mw8T5xTOgfanJz3mkxRbiQNnF7eR+eY+kxnvLy83BMaj6PL4Z4FH3NE53O89vDwsI/G+Zy29btmF7LfY9Gf/+cShB0diXo6ZRIuX5u6xvmnzRiTk7x/jIhzbjl+LGMs6JinjymPtbGad/9COGapLuR+nR+fZ+b1nmAyHd8rHY1Ix1hNXpsbnbh+MmYAamx9npM2kmEywmWqz/eTrNARr62t9QrMD5Xd7d/d3R08D+g2+8c7rKQu229ryh+Y8K5PKzp/ItJtZ7+TwOQYjQlqOnoqPg1oju/h4fBHDqRhtJTzNoZadEDSVmPWVOIxRc4xYHtqRO9hcszUK8/D0tJS75SZyh4jW6kbtSyXyz7OSNZIIjHPcDJ6p5PPaCsDgHSyPseUsvWZusplPJMZZsjomJ2N2d3d7dvM1PTOzs6AnBweHva/dc+Ax3JK2eajljVHVxs7ju1kUn8fv88lcSLZSp12O5Kg+Vy25ThdqZFsjl+WyeNJwhM1u3Kn+rxQjjlZmTcurK6uDlI9jGQshJxgDmQy4bG6iBrLrrF6tj3/rzG52r1uH19VmZEhFd2GjWx3eXlZq6urAxJjhk0jaOzt7WllZaVXPKa9HFHb6a+srGhra0td1x15NjPnhOvwYwQmN5h4bJjm4njVlJ6GOFl0zoHHNt/SVktv19rr68cUjenpZP01pzwvcvf/Y2z+YUEacjslyy2Jdm6MogG0sbbccE0566uRHJbrv3kPz9HY53z7HCNt11GzO5IGhJjEmKDTZUrdTtlvPuS7Abh5zo7ZpJkpYjtmzoFTzXbiq6urg42luUxI+1CzXy7P/aaM04l5/KznJEdsVwZDbAvnIeUg0+7ZlnnRcjrmtE/0JfP0eUxPT0r+EwvjmFNpPFHcyZmTxYEg26spZRrZMQaTaRCXkXWPGVq23ULIqC1TN0auC1sA2Sc6Zv6s2tramlZXV3sCQxa+vr5+5I07joz5ViwL5PLysnZ2dvrNDZubm9rZ2emNhfvv8/neY6+BJ0Fyn3LTGNvlsaopZRp6lpuwUfF4Sxo453mPV4xlP9jWVHwez7W8lJWa3BFj58cixkUHCZSkweYvInXXRpJp1tpjgS47dcyoyQg3P82Lktwuprwpo0xFZ1/TKbvNJN52zHTIy8vLA33m+VKme0vYJm6esuzZNthOWO739/f7n950hq2U6Wazra2twRvJbA9y4yd1wfdSnzhOvo7ZEZN+jxXnxv0i8Rgj4EkkWHdNf/M6EjPrVQZz7Mu8zFc6+hr5zuPH6XN5Md78bqOU8klJtyRdedBtuY+4pEerv9Kj1+d70d/XdV33KXe5zLuKUsqGpPc/6HbcZzTZfvnjvunzQjhmSSql/ELXdZ/zoNtxv/Co9Vd69Pr8qPXXeBT7/aj1+VHrr3R/+zy+vbWhoaGhoaHhvqM55oaGhoaGhgXCIjnmdz7oBtxnPGr9lR69Pj9q/TUexX4/an1+1Por3cc+L8wac0NDQ0NDQ8NiRcwNDQ0NDQ2PPB64Yy6lvLmU8v5SygdKKX/+QbfnXqGU8kwp5ZdLKe8ppfzC7NjjpZR/Ukr51dn3xQfdzheLUsr3lFKeK6W8F8eq/StT/M3ZnP9SKeU3P7iWv3iM9PmbSykfnc3ze0opX4xz3zDr8/tLKb/nwbT63uJR0OeXuy5Lj54+L5ouP1DHXEo5Jen/kPRFkj5L0ttKKZ/1INt0j/Gfd133Jmy5//OSfrrrutdL+unZ/w8r3iXpzXFsrH9fJOn1s8/bJb3jPrXxbuNdOtpnSfobs3l+U9d1PyVJM7l+q6Q3zO75jpn8v2zwiOnzy1mXpUdPn9+lBdLlBx0xf66kD3Rd98Gu63Yl/bCktzzgNt1PvEXS987+/l5JX/oA2/KS0HXdz0i6GofH+vcWSd/XTfFuSRdKKa+8Py29exjp8xjeIumHu67b6bruQ5I+oKn8v5zwKOvzy0aXpUdPnxdNlx+0Y35a0kfw/+XZsZcjOkn/uJTyi6WUt8+OPdl13cdnf39C0pMPpmn3DGP9e7nP+9fNUnrfg5Tmy73P0qPRR+nR1GXp0dTnB6LLD9oxP0r47V3X/WZN0z5/spTyO3iym26Pf9lukX+59w94h6RfJ+lNkj4u6VsfbHMa7gEeaV2WHo0+6gHq8oN2zB+V9Br8/+rZsZcduq776Oz7OUl/T9PUx7NO+cy+n3twLbwnGOvfy3beu657tuu6g67rDiV9l26nuF62fQYehT4+qrosPWL6/CB1+UE75p+X9PpSyqeVUlY0XVD/iQfcpruOUsqZUso5/y3pd0t6r6Z9/crZZV8p6e8/mBbeM4z17yck/dHZbs7fKuk6UmQPNWJt7fdrOs/StM9vLaWsllI+TdONMj93v9t3j/Gy1+dHWJelR0yfH6gu82ftHsRH0hdL+veSfk3SX3jQ7blHffx0Sf9m9vkV91PSE5rubvxVSf9U0uMPuq0voY8/pGm6Z0/TNZevHuufpKLp7t1fk/TLkj7nQbf/Lvb5+2d9+qWZAr8S1/+FWZ/fL+mLHnT779GYvKz1+VHQ5Vl/Hil9XjRdbm/+amhoaGhoWCA86FR2Q0NDQ0NDA9Acc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbmhoaGhoWCA0x9zQ0NDQ0LBAaI65oaGhoaFhgdAcc0NDQ0NDwwKhOeaGhoaGhoYFQnPMDQ0NDQ0NC4TmmBsaGhoaGhYIzTE3NDQ0NDQsEJpjbrhnKKU8U0r5whNe25VSfv2LrOdF39vQsMgopXxzKeUHFrneUsq7Sil/5UXW86LvfTmjOeYZZk5kq5RyE59X3Yd6X1FK+aFSysdKKddLKf+ilPJ597rehnGUUlZLKd9dSvlwKWWjlPKeUsoXPeh2Nbx4NP0etOlTZ2R26UG2416hlPKVpZRfLKXcKKVcLqX8Lw9bX5tjHuL3dV13Fp+P3Yc6z0r6eUmfLelxSd8r6R+UUs7eh7pPjIdNsF8iliR9RNLvlPSYpL8o6UdLKZ/6ANvU8NLR9PvRwGlJXy/pkqTPk/RfSPqzD7RFd4jmmOeglHKxlPKTpZRPllJemP39apx/vJTyt2ds+IVSyo/j3JfMIq1rpZR/WUr5TbU6uq77YNd1f73ruo93XXfQdd07Ja1I+swTtnF9lg56oZTyvlLKnyulXMb5QZo3U0fz2jmLMv77UsovSbo1K/vHov6/WUr5thO083NLKf9qVs/HSynfXkpZicu+uJTywVLKlVLK/1pKmeD+ryql/NtZP/9RKeV1JxmfF4Ou6251XffNXdc903XdYdd1PynpQ5oa14aXCR4G/Z5hrZTyI7Pszb8upfzHaMerSik/NuvDh0opfwrnPreU8guzyPHZUspfn536mdn3tVnm4LedYKz+TinlE7Oo/2dKKW+ISy6VUv7JrI3/nPpZSvkNs3NXSynvL6X8wTvo+x2j67p3dF33s13X7XZd91FJ/5ek/+xe1nm30RzzfEwk/W1Jr5P0Wklbkr4d579fU3b2BkmvkPQ3JKmU8p9I+h5JXyPpCUnfKeknSimrx1VYSnmTpor7gdn/r50p/2tHbvkmSb9u9vk9kr7ypJ07YTvfJun3Srog6QckvbmUcmF2/5Kkt0r6vhNUdyDpv9WUxf42TVnsn4hrfr+kz5H0myW9RdJXzep5i6RvlPRlkj5F0s9K+qET9vE7ZuNX+/zSCct4UtJnSPqVk1zf8NDgYdBvaaoLf0fTiPsHJf14KWV5Rlz/b0n/RtLTmurU15dSfs/svm+T9G1d153X1D786Oz475h9X5hlDv7Vce2W9A8lvV7TcfjXmjo74ssl/WVN9fs9Pl9KOSPpn8za/QpN7cV3lFI+67gKSym/fY7uXiul/PYTtFua9vfh0t2u69qn6yTpGUk3JV2bfX68cs2bJL0w+/uVkg4lXaxc9w5JfzmOvV/S7zymDecl/bKkb7iDdn9Q0pvx/9slXcb/naRfj//fJemvnKSdszH5qjj/DyX98dnfXyLpfceM6ReOnPt6SX8v2sl+/AlJP406vxrnJpI2Jb2u1se7LBfLkv6ppO980DLaPi9pHh9W/f5mSe/G/xNJH5f0+Zqmaf9DXP8Nkv727O+fkfSXJF2Kaz51pjNLx9T7AyPnLszuf2z2/7sk/TDOn9WUiL9G0h+S9LNx/3dK+ibc+1fu4bx/laTLOQaL/mkR8xBf2nXdhdnnS0spp0sp31mmm4BuaCroF0oppzQVuqtd171QKed1kv4M2d3s+tHNJqWUdU3Z77u7rvtrd9DmV2m6Hmp8+A7uPUk7PxL3fK+kr5j9/RWaRhXHopTyGbNU4SdmY/lXNWXXRPbD7XidpG9DG69KKppGCfcMs4jk+yXtSvq6e1lXw33Bw6jfEvSi67pDTR3Nq2bteFW04xslPTm7/Ks1zfT8u1LKz5dSvuQO63XbT5VS/qdSyq/NxumZ2SnqL9t4U1MddRs/L9r45ZKeejFtucN2f6mkvybpi7quu3Kv67ubaI55Pv6MpmtBn9dN00FOARVNBfFxp3UDH5H0LTACF7quO911XTX9OkuB/bimCvc1d9jGj2tqFIxMiW1qmo4zqBAnaWcX5f24pN9USnmjphFzprTG8A5J/07S62dj+Y2ajiOR/fDmnI9I+ppo53rXdf/yuEpLKX+rDHfi8jOa3iqlFEnframR+wNd1+2dsJ8NDw8eBv2WoBczsvhqTXXjI5I+FO0413XdF0tS13W/2nXd2zRNIf/Pkv7uLLWcOn0c/rCm6fQv1HQz5Ke6OSNtPKtp2t1t/OfRxrNd1/3Xx1VaSvn8Obp7s5Ty+XPufbOk79J0w98v32F/HziaY56Pc5quO10rpTyu6XquJKnruo9rmmL9jjLdRLJcSrFif5ekry2lfF6Z4kwp5feWUs5lBaWUZUl/d1bPV84Y8Z3gRyV9w6wNr5b038T590j6wzPW+2ZNdxobJ24n+r09a+8PSvq5ruv+wwnbeU7SDUk3Sym/QVJNMf/crB+vkfSnJf3I7PjfmvXxDZJUSnmslPJfnaTSruu+thvuxOUnN7AQ75D0GzVV7K0T9rHh4cLDoN+S9NmllC8r0z0dXy9pR9K7Jf2cpI0y3aC5PtPxN5ZSfsus7q8opXzKrM5rs7IOJX1y9v3pJ6z/3KzO5zUl+X+1cs0Xl+ma8Iqma83v7rruI5J+UtJnlFL+yGwMl0spv6WU8huPq7SbbuAa092zXdf9bO2+Usrv0jRg+ANd1/3cCfu4UGiOeT7+d0nrkq5oqgj/T5z/I5L2NI0En9NUadR13S9I+uOabiR5QdONHn9spI7/VNPI83fr9i7Jng2W6eaQm2V8c8hf0jTt+yFJ/1hHU8t/WtLv01Qxv1xT5q4X0U7ieyX9R5W65uHPasq8NzQ1bD9SuebvS/pFTcnEP9A0YlXXdX9PU8b/w7NU2nsl3bPnist0R+nXaLrm+AnMyZffqzobHggeBv2Wpnrxh2Z1/RFJX9Z13V7XdQezst+kqf5fkfR/ahrVStKbJf1KKeWmphvB3tp13VbXdZuSvkXSv5ill3/r/GHS92lqYz4q6X2ajlXiBzUlNlc1fXrhKySp67qNWd/fqmkE/QlNdfnYjXIvAf+DpmPwUxjvf3gP67vrKF13p1mNhkVGKeULNN208erjrn0JdbxWU2P1VNd1N+5VPQ0NDQ2PIlrE3HBHmK1x/Xea7sJsTrmhoaHhLuNReptTw0vEbOPIs5qmtd78gJvT0NDQ8LLEPYuYSylvLtO3vHyglPLn71U9DUN0Xff/3qs0djd9I9bZruveMNvY0fAIoOlyQ8P9xT1ZYy7T5wD/vaT/UtNHBH5e0tu6rnvfXa+soaHhnqHpckPD/ce9ipg/V9IHuul7Yncl/bCmz8E1NDQ8XGi63NBwn3Gv1pif1vAtTpc1fX1cFSsrK93a2pokiRF87W++tiyvmYfp+yLqx447589J7hurM9t5krpr9/mYjx/Xhnllsl9Zzli9Y2XX2pNzNNZW3l+777jjx5077rqxv3nspOXe6bkx5Fj5/729vStd133KHRf44nFHuixJS0tL3dLS0rHzety4J2o6yP/Hxqwm5/Nkf56cztO3k+j0cXp1En2+E7szD3cql3c6Rycp6071Nu3LmG6yXMph7R7a+LF2zZPltKfz5CpleGNjo6rPD2zzVynl7Zq+11mrq6v6nM/5HB0eHurg4ECHh4c6PJw+h++/9/f31XWd9vb2tLu7q/39/f5aaTpAk8mkn4j8JJaWlnTq1Cm2pz8+mUxUStGpU6e0vLys5eVlnTp1qi9raWlJS0tLfb2+/9SpU32ZXdfp1KlTmkymSYn9/f2+rZPJRJPJpK9Lkg4ODvrj2V4f67qu77f76fNGCp3HhGX4Xt/HdnIsDM/B4eHhoPzJZNKPS9d1Ojg46I/zWv/tuqgEqWice/eT5ezv76uUMmjTwcGB9vf3exlh31xWypKvdbk+z3liW2hY3Re2gX08znjUjnl+3PaUA4/1Rz/60Tt55ep9A/V5aWlJr3nNa/q5OTg4GIyfj3nM8lvSEXmc93Gd1r3UL5+j7vpj2ff5w8PDwXVpI1y228s58/W0QW7PGCGoydhkMunHjONW63vqY8Lt9TnKPOcg9cbXZjupT5PJRMvLy4N2LC8v93PMcl0G2+D6Sym9Dmfb2AeONXV5b29Pe3t7g/Jd//7+vqShrvoY++p5tg2jreW1OV60PZPJRCsrKwN549jbn/D/f/bP/llVn++VY/6ohq9XfPXsWI9u+vNn75Skc+fOdemUOXE0mHbKdFCz8o4IAiczwUk00lksLS0NjHQKeCocy661K4WL5y0Ax7XdxmaMZSdTHGPvNkg18pLl0ZnSyPpaCjgViuNJo+N6TUY4F26b/89xqRkP12NZ4Xk6YM5Nkhy3PclAzej52N7e3qDPlJ0a4eDxGjMfO+d2PyAcq8vSUJ/X1tY6jzudMGXe30n4ahFQznlGL9Jt4utr6aRd16lTp44YZyOJULbj8PBwIJc1fc75y+Nj+lazI3lN2rVETS/cxuPGkrKZpDZll+cYqHgOfK5WVwZOS0tLvQ56zqx/tKF00LYHPE7STvszj2jzfpeRzj2/08bz27JBuUqiyLZ6fMZwrxzzz0t6fSnl0zRV4rdq+tanUXhAOTGMbMhM/OHkSXUn6wFJZ5KTZFDgKNyMaB0Znzp1ahD1kqlRqF0WWRSNSzJJt7HmgMacbW0Mst9uj/tQi84TPm8hS5Zea2dtXJmF8N/plHltlkP2WWPeqZAef7JeKtnBwYH29vYGjpgONseTBsFIIpnjneOVjjuP5ZgTNYd1n3DHukyHS5JtUpeOOQm2pCNz72/Pf5Jo/p9kuObwaxEkoz+3i/Vn9MRzLKs2TzUnTaTTTnJLglgj0TVHXvt7nnOXNLBnzFTyfo8r7SBtZi3bkSSbNtDzP6Z/JFI5ttZxR80ZhfsY700Z9DHaCsN989gTYz4k7WPaUF43hnvimLuu2y+lfJ2kfyTplKTv6bpu7u9h2tFSkT3gnDiyotokciDG2DcFKJkMU0iMqJjuskNeXl6WpEFamxNiJziPJfFcRntsc/aP7R7rb01ZyT6TydeuSaRRTUZci4D9sRL7nslkMlCGef2ojZkVz1kUjvf+/r52dnYGhpfGQTrqWNNJ1PqcCk2GnE6C1/HvNKwnccwPCi9Gl6Wjyx9j+poRc4LjQ71Nh0RnZjnwt0mBM2COfvf397W0tKSDg4M+BW3n7OtIyFPWaxFUGv+MtK0HbHfXdfKavO+lEacs1fS+hrFzSXLSlrCfOaYsw6l7f2wf9/b2jpAQ6XbmiuSc7fEc7e3tDQiWnfLu7m5vm9PGZCaV47a9vT2wMVx6o13wHFD/bUt8T9qpRNri2rU1manhnq0xd133U5J+6oTXDhSZERCdMdNVvIflpMBn5yl8dLbSMA1LJ2MFljSIlC0IKysrVeXzekIa/VJKbwB4jG2pjc/BwUFfZk2JM42cQuzr5hEAl8uxZZRLopKEwdemA8xx4/wkmXHdu7u7R/pvOXDKyU55d3f3SIqK+xBo8ClnqSQZebtN6ZjHlK7mjDk+Y0rq6+lQnHblPNei9vuBO9Fl3DMY63TAOUZjRirHyPfWHEw6VGm43sx2+Pj+/n4vm3t7e/0aIUkr7cTS0pK6rtPKysrc+awRaI5NkgySV5JLlltK0crKymA5KfWI40gdz+PzUra0sdl215l7bjz2u7u7/Xg5cFnGnNUAACAASURBVNnd3e2Xfdw3B1y7u7va2dnpgzA6UdtX6/lkMtH29nbfDreBjjsj1e3tbe3u7h45noGI20QbvLe3p52dnX4eSVoYZKQtsf3j+DALMc8hGwv35i8qL52zUxVkXhQc/8+Bz0nwtTbA0u1NNXQ0XBPz/Xt7e4P1UbJFK7MH30Ygo8rc0OFJTWOfhotOnU7coPGgo+daG5W2tnHN9bDPHiM6hGTytWgnCYHvo8Gj0iW5clmZZt7Y2Bjcx+yJx83HqKQevzTKNTmjDLJNVGQyasohnUSNjNU2Erm+HFPKQrbhYUCSPDqPsY/v4zdRi0hq944RKTsCRnt0upYL6jM3iEnq7zs8PNTq6qpWVlaOtJNyxjZRnkl6c3Op22QSwP6trKwMbAvh6J7jlXPh63x8eXn5iLwnAbSu+J7J5PamLxNxE2f3eW9vT9vb/z917xKqWZbl961z3694ZFZlVqesRi1PWhpZjYwn8sBGtKFB2NJAwhpIxjJqTTQw9MCyBsZYE2Ekix4Jl/DABruRwRa2hDAtGjwwkqxuN0alpqsl2lRBdVV1ZkZERtz3jbj3eBDxO/d3/t86342qjGxubLh83z3fOfux9nr819pr73Mxi0JSt+UZo5vJgNb3lqGUfebJ9XaRMPMgY/BcJEhySV6Gztvb25NTlk6V5/3i4mIlYfgueb43hpmJtSG2kk1Cp3KsmoePLGiUNCCeSIibyiKJbc8RbxmP2p60kTpebiYXdWsO9N2K20jd40rgYeZBaBA8xpjFoR0ynjuPsPvuMBdzkn1njnLJoFPKng/m39GSq6urCQHbS2as9qptlG2Y1yFn7k8eYww5ftPK/U9wlZ4U31EGXfQiFbv7eN9L0mSdIc77u7rM9/lMJ6MuzAXzYoOIwfXf1tZWvXz5ss3c3tjYmH7DcOzu7s4iYxgLj9O/0Sd41lnh/rQuSMXP74wN3s9iwGpeRM9RbHjtrXa/p7dsWbHBsxw7SZJIFrJ8eXk5i47RN7xorw+jo5xfROjb0QXzinWu+5n8kvPj4vlwRNXz7b8E6PBdLgt0ck+5F4Y5CW5DnEa5MxpLQp4hmaXfM3Tp+1J5WoFjbOmbMwwtfBjwqpoxCUgZhnCY18Lnax0ar7r1vm24s74s9C8FL+m2hOxo0wjbXmB670uese/PNWP+R8ARZCeleB7SsC59Mi731/1JPnjb0iHurMO8lca6u2+dF3lfS5fIU9UnSKWiXPImkm4uBml82igljXOe3C90EbKxs7MzGU3kmU/AYBrUbCMNp732vI6h5TfrH3ufHi/6wAYBB+FtwqfQZXt7e4oqOETbOSqpP7nHcuwwNv9z7fz8vC4uLlZ0pm2B28rlTK4TFs9ws+voeCfnv9P9CT6yDujsa6adP60n0+5kuTeG2R5zelRcy4Ek09uILSnH7tNCbjS59JnIKyfAzIHRoO5cB6E+GJLCcxniyjBWGmjfa2a38bWx5O/m5ma2ZpL9NDBJerh+RxRsjA0oPKeeY8JURssWcP6MmDOKYWXsNtwHC5wRrftvei4Z547PfN39WCqdEerA5Lp+3LeCcu74oyvd+LtrfFo33GVw02PkWnqTll2DcXjYoW2uAz5evXpV29vb7dp0AuI0DK4no0y+B92x5GVZDkxrG+bOW0w9u7m5OQGR1LmWZy8pemyW2cvLy7q8vJwM6vn5+QSw8ZgvLi5WwLv5xzqSuk0fvPBxHGdh9XVgJPnQYDD1XMrvEvAzH3WRyW7euvso98IwV61mZVM6TzlDAxR7gJ1yXDLGHYG5XjVPqvI9hIrzoBCjYJgNoaaOLtyBcUYxZDHKSkXltnILgxk2jTI07uiXDJl0SrqbbqbBzc1NXV5ezox0HiaA8NoQE/LKa+YJt5VhrwQRyUN5T47b91FHFhty96kDjdn+2xgRyvtilCksi1CWQAy/dfOQStDymEaVknRKEIbcdkYn5yW9YHvLyNCrV69qd3d3JlvUD19bzgyo8fYYY0cXlsfoi/cKe/xdmN9ynp5j0gRDyLyxlo03SnQP+udSEnVgPB3ZevXqVR0fH9f5+fl0zZGwLppgmbMzksA6c0w60Ja80IE82s1k4M6RGobVtXkAFvOZ0ZBuuWGdTN8Lw+xJ9ZryErpMr4bfU1j56zL2lvqRoc6q1TCZ73US2TAM09qo+7W5uVlXV1fTelRVrTznTyds8QnSTG98yQgsGV7qZx3MTG+0Dy2tSFyX6WlmNhDyPG1vb0+G1gLm9WOHuUDbTvbg08KZnuRSSNo8Ytr6nlR0Fv58fsmzNr1M6wzBmYc8Vx3g8tjep2IeeRvAAX07+eZeK8+ORi6mtz9z+cLz4D6ha1C4mSzGPTbCGDSPqapmHi/A1LKxu7s76QcDdMtYLmVR4B/TOnNZUqcMw+0Oi1xX3t/fnx2uRPu7u7tVVXV+fl47OzvTViTrn5ubm5m3zLbF4+PjKT+E8SPrnSyin+wUdcZ3SacbYDt6gS5NnZV8l8DAcp/RBGTcYAueWIoULUU+KPfGMBPycHjIQmShrZobtM5rqZqvc3ZGrPO4O6/KxHU/7CV67bhD9LnW7FNvnGRiJvRaF4y2tbVVe3t7K+OhdAYeITT98pQeJ4GZntCJsWa4iTa9FYt1I5Jibm5u6vz8vC4vL2f7FJkvhJfQlkPaIHYjYytm6uAzUXB6W2lsPffpdVixJW2ZDyvApcLvHaAyv3Q8nH18HwpzyvduPgxiKJ2n7E+++/Q7G0XfYx1gkGTe9tzBVzxjwMqngTH15KFHjphZhtgjy3fWch0C39nZqf39/aqqybtMw+yxJi8mnXn/gM8t97IaYGHJiFEwMIzv4uKiTk5OZhEB/pBdZBljfHZ2VhcXF7NDQDIHJfVZhrNT3lMeOp5Knd/JYdqM5FnuN/+4Hvc1o4/ca2dtKVnP5V4Y5qrVkEXV8jYhK7ql0DW/25D4/+4kmVQA/vR6AIJrg2dlkGCg6nZNhmIAsrOzM23RwKM2ygWBOZRF+Mw0qFo9VzaLjXZ6Dsn4XbgvIxIACiNyAxnGmMqr6vaUIYQdISZUllui6H/nnae3lWEv/0G3JeOdNMi687uBgWlgD6yrGxpkPzy2JSV030tnLCjmIeahA9o5R6anjZMN9TrwneA+78mlEJ5xe5b3pZArMuw55H4ME+vSaRCralrjpX36aeMHWMag22jTDxsGdCntJgilD84Uz/m0vG1sbNTp6emKHvb6ssE4BhtgnmCo84L9myNlXb88v/6e811Vs10zrgcadPqF/jDn5hXPv39PXqR+fy6Ve2OYU0gZaBdaTi+6q4tiQqfgd0lEXdjS/3utBqVtg5WKyN6uw5kOfWWf6Tdo2tecfUw/0tikYslwCnXbMPN8gqM0bEnnJe/G3gfGlt+hCVEEG+Vuf3OHqFPp5zwnP6VRTWPaofFu/u19dQqjE8o0zBQrKF/LfryPxhlamY/4TEPQzVGGGl065WzD7HrNR12IOY3nXXPRATF4POcnFTuyDL/4fwNRDi/xFsDcd51AhjVg6xjrUY8/dVYHDtKgobO8dpzjvb6+rvPz82k9mSgYMm1ed//RP6nrPSfQopNX6wfPUxpn6/2q+Qt1GJ/rY/xs5+J+LwF0MmneTYfC19fJ870xzFWrRsQGiEH5DS5V6zPsXGdnrG2UQYodk6ZX7bpyu1GGQtIzcFgYxb6xcbu1KUt6wrRJvxJFGtAkTZPRXTe/5bpghmbMjKmkLMgIXG6bgWnxFB2+pt8ge88V7dEW/cUzyDU0h5zMAxm+WvKMUIDZtr0Ke1G+h2MJqT/RcYeyfb95rfu87yWVYuaMWFmypppGwN5ezlXKpQ1mAlCvzVpeOsPsuvI3X18yXshGKmbrhpQZ6w/nUKAnEoh3fE5Bf6UHm/yVepZ60Immkd+UlOdR8yYpnsVLPjs7m51DADhKTzxBUOpozwky183H28i/9xgzFzbW4zhO69+W/U7/ZFsuOU7bk6zzvTHMoEMUs0PCpPHv7e1NSt1hTojcCZoJmR4xRPLifaJ3G6uqmhEY5GvhYm3IAu5nci0rjWvuP6QePOw04hZiG6CquRIxkyST+VmvlyDsZjYjbYemci2WqAChvcvLy6q6XfNydibXq1YRaiJNnzDUZZFbkD3XJGnYCKdhdla8n7eydYF3THNnwac37T8bq25tLBXQ+2KYl4qXBTY3X+9oIF+iatWb9jU/a7mqmgMiZ/hX1XQyH/Odho5iL8n1w28GUZSUNXtizvwm2aiqJmMGr1kWSH7kjHf3i+94xglCkNFc3/Ze6OQlxruxsTEdlOTDPmiLT3JHdnd3ZwcpQXt7/gYSFxcXk/NBX/g99yC7bwkkGCd1OGPdTpV1rx2f3PJmPXB5eTn1L4/Q3NvbW9G36fzRFn/pDBqg+jCSpXIvDDNoJU9t8p7B9FIoGGyORkuP0QLu9WoIZE8OZgM5uR+d92LjaSbCEDHxeIHONFynZI3wYdBMfoIWGMQHDx7MMimtyCj8z1p2Kn7oYABDf66uriYjaHpkZqc9b4fwcrwvX76sk5OTOjk5mcZwfn5e5+fndXNz066z8ZwNshWlQ3j8oUx3dnampYFsw95ZgrBxHGdnoed4LeT8vr+/P91jpW5lisJPnofeOTZ7Wu9LSYAMvS3TTm70vDrMm4DSnp2L80Asj2nw08B3nm+CPMsKdZGtbdBqkOkMa3ZluH8YbcaDXtja2qoHDx7UxsbGdKzl1dXVTG4pNlCOysFvLFnhiXOPASh6zw4D236oA8PvI0gN3K+vr+vk5KROT0+n8cLfOFNewiKPxPSyV2w6e25whDgOdWtrazo/2/LM/NiAMv4HDx7MxsCWNxwq6ysb/TS8dpqwYX5xjnkrx9CBcZd7YZirqhW+FKLcF2YhzrVYe4xGUl0moL1ujtnz7yQw2BjY6DoE6757QgECOTZQPN5k1evELoQJNFl1GzJ1KJ/nX758WXt7e7P9dS9fvpytJWMAoVdmd1bNE80AGDaQMCJMbA+Ae/l/e3t76o8VsDM38TIYJ0ltRtxGpJ47z7sjHUa7m5ubtb+/P+ODo6OjmeLkXgMJlCGKxfzD+lryHR4Q9/o67ThEZyVE8XMZ3XlfPOb0ZD0vVlQ2yPm7FbCVnwEx1zLCsc47TsBEffCxo3Z+ljbSmLtvBtCMATAI/2c4FRnl+/n5+SSz5i9yMQCYFPSgnRL6A9+ht3Z3d2e6gz7c3NzU6enptOMjx8oc8jyOi8PlLEkxdnufpjvr5wkG0BUeB8aa5wHTBwcHMx549OhR7e/vT9EXAw+MNTs/Xr16VQ8ePJju8T7yw8PDFZBOGwbY0N2yn4Y2o6EGehRname5F4YZg5GhR76bSS1MGaKg2Cj7e9UtQgL9+frGxsYsDEbfvHXBa5B8WtiZQJiWurxmmmsNCLVPtUH42D/pYmXgUBSI3CFwKy3TrevP9fV1q9wYj+t2sTeP8Doc3r1ZhoSwbh0tQZjnFSWWB7vwmwWrqiZUTf1bW1t1cHAwKXwvm+DVMSYSXVDaXkM0eHPdzLU9FEdAMpszQ+Twgj2+dTS5r8UGKIGbvbzkT+cgpEGvmi8rWPmh2Gmv6hbYJHiG/5KX3TdHRhzhSj5NA00hGcxy4QhOgnxHuhhDLh9xP4bbUQeDP/oF8PQ8MB7LM8/yx/LU1tZWHR4eTnLsZzCaPsmL66a3HRIbU0eyqmpFnomC2gHa3Nysvb29yeGBrkQLkWfC48g6vGDg4+24tE37lt+q23A7fEk7Kc8GSAkMkf+lSMCK/Cz+8ntYYKKqeWet2IwebXBtzI0kl9A5RAMBOsSCYTbKAdHCeD6U3R6XJxMmwjt0n42aYVSMuTMqYRbXl1uTquYCbIZ1WxgnnqOv3j+N8rQ3baFIg5J0dsSDefG9ppPXldyWlRxzbeZmLFXzk3XGcazd3d3Z/m7ogiGHLggrB0EYfPC2GAz17u7uFMnAgNuYMD/Oi6A/VmQep4sNlr1MC3Eq1vehwL8GvYwJvoQ3MRL2nqvmSTz2wHyvlSOhzQ7opFHG83Rocin/wHzv6BR9s/G0Ea2ag3G8f0dl0vBCK3+appZpeNs0TpmhfmiQbdCu54WImXmYObIn7bbsjNh4O6pk/Us/AFPcZ11+dHQ0czSqatLXXkba39+vw8PDSZfay3UEETlF7q2rbZwdKfPSp89kcHTE9/G8ZZf7fH6DAdRSuTeGOd9vanRhw5yC5zrM+FU1M1gZtmQyvFaRiI7wBwp6HMfpRBvCKva6OqFiQhyGNhMaIcNUtGvjBvN6vdNbddymETOhL8ZYVXV2djZjRtM7vRTqdxTBwCAVJ+Am5whkj1E2I+NdGLDkGiNKAvBl2le9Dk87kcg85aQzvGoMrA0GzwPCUPgoK9ObOug/B/+zZuZ+mL7J41YknuvOE0tlfV+LvbUEZwmUU6atYDNaZkNIG9RvAJoRNBvmy8vL2t7eniUrZdIWBphiJcyaMOPxmOi/jbjpkeDVoNhGC3nLPA+353Fangz0iC7YwBCKdt3pzTI+rx9b5uk7a6rpTRok0M+UZ+sfxgPdtra26vHjx7P1bLxr5oyo1f7+/gwQMG6AUNVcT+7s7Ex9NihhLtjn7UgAcm59jJNGW47SeAnBAB06ei6Xyr0xzGZurjlBCaWcnhKel70jiM39RsNmuqqaMkP9+jaY6+rqqs7Pz6dkHtYoEBomLo2K0baVjgXTf1buVTWt9aRiNsDAKKHYEbY0tDCfBazbomLPsQvvuQ8WdubKCPr6+nrWT5SVQQ310ieE0Erb7dnLQnhQYITccg0fQTbK9/tTc/2KcTlJBwHFMDP3PO9oBmOzd8I4bbAzHEo9RttetqG8T4a5ah7tgEZWSktg24bXij2jYP6fdpFj3191qyvYW8uSCvMJPxtgU6eXqQB31GnAZUBgg191eyRnVa3MM3JrLw6gx9IQvOo3P1XdepFZZ9VtdCp3r6AX7NXB35Z3QK3lH91K5AHjtL29Pcm9ZRWZtH7EUQA4E7FgDlgv9nIGdZFYhiwfHBzMzvGmj+YLLwHt7OxMy5IG/dAF+Uf3GwgYdFn3m+cNNu1dE6HJCNlSuReGmWKFzXqCPTGHb9K7sPDaAIKsEvHZ4FMPKMve7IMHDyYBgxF5M4q3BSDoZAiCui4uLmYGPxWFQ8h7e3tTfRcXF7MkpVRWrgdFAVLzGhQCx3icUGbmtPDa6CIU3kbRhXGgNW05IYTQH2NDcLuEGIw0825QBvDa29ubrSMdHh5OAu4+I8jUwfyahihjtnmQd+AoAYoIpWJg5BwA085CTNbnzs7OzPNyCD8NDKCFkKCjA+9D8VynAbaCdsJP1a0cOppjY4xCttHtQv/cZ889DS+86ZwHGy4b8WEYJnlHT3mcDtFW1WyLlnkp8yAYq2UEXgOAehxE7pBZol/X17eHFRFxw0N2eBpDasAMjzEOL+3Bu6zPkm9DO54HdJiBruXbJxw6Skk7eNoHBwezOjz31Ee0c29vb/Ka6b+jjiR+Ar6sF5Jn4APrJcLlGb52aNv6w1EKeIV+O+H1LpB9Lwyz0ab/jLiq5in1PEfBkCPkuc5CYeJojwm2EqAQ3uTawcHB7Mg5H8DOBPlwifPz84mpYWAzEIrdAo+xw4s3coROR0dHM6MO00MzlJrbMOiBkR1G7RAf9fj1bQ7LV91mK3rtD3BiBYbSg8n5zQqFObZXYuG24QdA2Yg7g5f5Q3iYZxSjx40Xze/mEeaE7xQUqGnoULt5DcFljct1IKSddwO/JCp/H4qBsOXVY+K758Pzbdkzr1NsDOF3A1nrCtqH/pubr7cYwttEw+jXzc1N7e/vz9ZXLy4uJoNHP+wIeB6r5nknyPP+/v5sf/AwDHVwcDDtEe7mHrne2NiYgQV048HBwYrHTd8yIoFhAYj4/s3NzUnOTTeyrZFZ2gIwIAueC4w2YBj9lRENdAoy6Ix0zzX0IIpAsquBjsE99e/u7k76KZcU0U2+bkfGy2bM8/X19WxblIElcw8AInnUyxp2LNcB7XtjmAlr2Pt1+ANByzBW1S3Kc33JjInsIOje3t5E+EwU6sKpPIuByUPZ2Vb16tXrbTYOf9s4UozSmECHnHPNbMkTAY0yLibfXrEVfIZTO4VnZZgRB/eBOpbW5SwMFhAQrJWc6ZxzhXDkfUsGy5EVvDOvB1nBMvf2fkG5eMBeq4RfPF57IlbW/G9FC19282B62Nt7Xwyzw6mUBN7QwfJdNT/rHbqbBhlytcK2IUodQb+45mMvd3Z26vDwcAaSaMthyP39/Une+aTPVbfrp04GpE4bAvp2fX09vanJ/OR+ul7LgAGxATDF99jxoX7rBUfH8PT9VzVPoksdROQHHZORK58xYW+Za/Yqc7nDOgtngvlbymOgMF4Dv6pbWfeyHfeyNZL58RKEIx/8n/qL8VN3Z5ShmfVHlnthmKtut1fYMKdQmVHTcDJBFpYurG0UzXd+656HOWkjPXaEj35hmL2OQRgIT9LK2ZnATGQXkoXxq2oKteDl0S/TjHthglQi/u4wIv9bsPH4+Y37UWq05xB43sv9rN/m0X7mAwutDaqVvZV8CleOw6AulxDMW1aGFjJfY6wGLF7jMx+ZTgkIkg88rkTT77vHbENtpWueMv1TztPAUphXgzgr+KRbRtgchaI4YuG+28iylIU8u9g4+SQyeCN5qOq1R2qeT5AMEEhjzTiI6HiMKY+AGfSRi/mUUDShYACBi/Xu7u7uZCyZE8bmiKQNnQ/78XMZVaSttAN2VhyK971JR/oFPyXYBWwzLvOEbQs8R2TN82mb0TkjjtYlcM3yYxvmYRh+sqr+h6r6RlWNVfXNcRx/cRiG/7Kq/mJVffbm1r86juM/vKs+K9pUVimsNpbpGedEdusSNpwO2zhBwgYYBrPitxePsTGTmPlfvXpVp6en06k43Ev/9vb2Zt4TBpGJN9Le3NycCTII156DjbCzQblGYXy53gEjkvRAkkNnNECtToxyPQZNIHJ+Y77cZ8YEM1uQedYCZeGwYke5WODsxS55oPYUTBd7UPQ3FbgNThpnAwjXlYoWmllxG7B+VeVdynPKoOWI3w20PEeOWNgrTE/bSx54NQba1FE139ZYNeef9M4sL27LXtDLly/r9PR0Sniy94UXBf9hzL1dxgANeYbnHXq2XoKOaQiqbnNLLBPuv417VU1785Hb1Bfw7VJ96UBZpwBSHfbGecAged28AyOmEd87mekie+5v8oHrMZjnuh0YxuqIF8WOHPVb9zuyAE2d/2MQv1S+jKS/qqpfGMfx14dheFBV/88wDP/ozW9/axzHv/GjVmiFiiA6jFlVrSBU3RLYoS9PsL0rPE4IbKNCHRkSow4bZXtifHdiCm0zBtaoWXswc2CozBjeuG96sM4EcmONyR6ElQRevFF51fzAddoDfaMgWc8CAOAJODRLf6EldE5UayXhtTfm1Qi76jZUhNeMMmGe0tA61Mz8IyieW+p2FMI8ZF6wAXa7NhyMBWVlhZBRnQRgfhY6DsPrtTiHzTrA+o7LO5VnR0oyAc+glzGaVxIwQR94pPOgnZnLXFFv1dxD3tjYmPiUknyMLLnfVbdbXoZhmAA1eSIOWxusAhxYb7RO2t3drYuLizo/P19ZknJYF9rQB9MAz9zrrVWvz6a3gbdu3dnZme02yOiZw9TQxUDf8m4a+EAPL8exJu2xZb6HAYtlxDLque1ArY03Xm3aDHvYBtA+ipk62ILLlkuuMyZKLtslWDEtmaN1QPvHNszjOP6gqn7w5vvxMAy/WVX/2o9Tl4XCiNFhmKrb0C6Tb08xQzlm6Kr5+beZcOS6bJC8tuPQDAxHu0bveORJdAtHCvH5+flsfy/P87YWn8QDsr64uJgJHbQxKCGEdHBwMPPm3LaTHq6vX78XmUxG7ocpXTc0Qeki7BYmo3gUnd9QQ7QhPUO+kzCT62PMocNmfKZRtmBCIz5tVM0HBg7+jsAyHjxngw+HGPndyovi5JhUetAw+5SRjXdZ3qU8V9WUP5CRJ36zh2sw6+iUAfmbflXV/JS+cbw9GCZDtA6VkpTJvDnqZL3TedD0nXkGJHIvOSLM29nZ2Qxw+Exn3rxUVVOuCqCYduz5WZk74THp6Ugc4XbkjGRP6tva2pp+ZzwGjs4HwAClYUIHkkPjqIfljP55a1M6NnZIMmLldXJH1hwxsEG3DjUo9x+61Hw1DMPEQ0TyMkrmTOx0AOzwQAPGYf3hnTzrgPY7iY0Nw/BTVfUzVfV/V9Ufq6q/PAzDn6+qX6vXKPzZXXVYEXXrGvZMjZwtMPYqrOStVPnzGamJvv2MvTwYCab0HwJ4fX097UE26vak4dHSvpPEbKRAl2Rscg0jmGjWhoj76Z+LGb9qfnpPGlueZb2JQh8QXHsCFiLqdFTAhhMP3R4C9Pd2GvMBv1vYHD6if9zncZvPGHsKq+t0pmuG0xy2N10tfPQ5hZaxmq+sdDwGaOo6vsryZeXZ/TSfqf4ZUDTYQV4ytJn1A2yYO3t9rncpBOn2U57Nb/Cm+2BPGjlg7q+urmpvb2/lyE/mHMDNmvHm5uuz3A1QTQ+DwwxxV811m9fHrd8cccscD8aDU8EuEm+3qrp9IQSAO3kzd1HkGjK09Pxan9uIpmybFtzHd/fJzzNOPPI0zPTbNmGJb+wJM87z8/OZUeaPeXWbtgXJS0vlSxvmYRiOqup/qar/dBzHF8Mw/O2q+mv1ep3qr1XV36yqv9A89/NV9fNVt+cZW+kakfLpe6rmyT2epK7YuzIShWAu6R0x6WYo9q86LEOoin1uCCzMCDNnIsw4jlPoMkObGGe2MRAOchY3tLCBot9GbqabnzX6y3VnKwkjUtOd5x0JsADDwNRlz95Kwd6jQRCF7+lRWJjtsZofMoTv8XHd9OjAXBr/NNj+S6Pt/ptH0zi5r/BsBzK+qvIuNVH2SgAAIABJREFU5Dm9z6rVY3T53eFay2XUPZtLeCOXAKjb9DRdAYJpVDAO/DkKZl70Mw53m9cYEyFQh1HTEyX8TEm+MV/zu6+bNjYu5kcbRzsaFGhuIG45QZ95zLSLEWINmTF6vzK0MTi3Q0W9jngBbOmXx2gP2v23gR6GYXYimfnA8sv1lKt0WlLOsUWuz/oudYcjivCv57MrX8owD8OwXa+F+H8cx/F/fTOo39Xvf6eq/kH37DiO36yqb1ZVPXjwYPRRk1Xzd2JaCJY8oah7ZaJMLDN7htk6453FIUo8Ps7UtnBzYAUM6uziVMhcz9Aq96JUeCd1okB+93P21nOdxQbJTJtKMoXAdEnvNfdRvuGB2fNWTrTXramlwuP5NH4GKN2YOu82eccC72sU6nbIMHkljXbWn4g8+SmNTBoe0/urKu9Knvf390eHgPm0x2eg3XnE5kmu5Xcbe/MpJWltXeBn7CXlXPJMJjnRFvJJdKXqdqcF1+zF0mcMBx6UAa6BooGl+8lvjj5kpIHxJB1TH1TdLq14N4mfS2NkvUXfbm5uppA7YffU18h3jpncFf6WvFjLKfWaTuaJjM5ZDy05X0u8Zv1hYME9yU+W5Wzbn0vly2RlD1X131XVb47j+N/o+ifj6/Wqqqo/VVX/4q66NjY2psNBKA55eGAWCLU5+6xazbw1qvKk2yPJ+mwYOpSVBgKP0R4z4bF8+YL7RZspfIlwr69vD+u3cNE2pduzCxJlbY9xuJheVhI21FYc6Tkyl/7u+4ZhmEVC7GFkkl/Ov9u2EOe5vzkm+m7UjQLxM5xmlArZdE5F6aiD2zYf8t2Zs/7d4zVfGqDZEH1V5V3Lcxoye0jwetU8mcpG289aHsyfqRAdUUmDnR4W93GN/30gRHq7llsbIIB6VU07GQys/N28RQTMfTWfmddwXLjuHAjkR3M2kxkfeoTezB0UFINd2na9lv2MKiBXPvbWwCadJOhFaN8H7MAztFV1G373HEIPeAvDvQQIzDv0wf23/jCozjqW7qMu693k4YyAdOXLeMx/rKr+XFV9axiG//fNtb9aVX92GIY/Uq9DX9+pqr90V0UWHMfnva7Mb2mEPTg8xzTIPJtE43oivlTuFpb0KBEM1hJsmPGiSZf3xPml3mZ2M5pDmlZq7B2EidMT69Z4EAgQced92bN0KMmhJuqHBgYjzFl6/swHIT7mxbRnDB53eiwkoZDVTgLLEijIML4VH4bYglJ1e1oTxc9aWXVAz+PK501DC7r7ajCQbX6VRvlNeWfyXNUDtKrVwzMcGrWB6rwdG0WDG2QEQ+FQudulvVxS4Dcf82qwfX19PUWpXLfPe3ad9i5dF+2gEzBu6Qnbe6PP3Mc9eXwkCV4Jhiwf8JZ1juVtHMeV9ypzAJONJnUASpgDA6vkBdrOSBdjyMiXDbjBrROp0JW+x3ojZdv94TfrynTAkoetSxNEwZfME/rf5zU4d+cr85jHcfy/qqpbxb5zz3JT12zQTtDojDLfHb705FOM2joEZYVo1LwONZkBvOXJAmOkbQ+T8urV7dnJTjwxk5sJb25u32SVis0MlvRxeyR0nJ6e1suXL2tvb296/aFD8yR9JKBxeMcKwkxpBco9CTSyTs8B9O1CRPSJ82adDWqQYPTLvHT1JADJiEjygJcMDGysJKC1+ZHnCWUyRqIZfjaL1+KXllXeVXmX8lx1m8BpXkjerZof7lI1Dz9WzfMKHF1w2djYmL2EhjYyWcrz4b6YfzzvaSgo6T3b+Dnx0/X4rHn6QN9p3zom6/Dv1jVshUSXEHkEwCYwxTjYWKcXSxjezk9GMQyAbKg6pycjj/QJY49uQuchXykX3qpJ39MDTZuQ/Ea90MHP85xp0smm9R+0sN0w8GAsjqIs1etyL07+ylCHCWkFaySahtJCRrGx8if1pLE36qOYqXkeJmNN2Wddm1FhMpRyhp739vbq8PBwWoe24gB9cbgHCBmk7v6ZoVKgHfalfyA66EqfxnH+TtEM5zkqYMDh9hyycx0Ov/OMPeT0cqzQjU6tKDsDzj2dwquqmYHL31xXeqjmrfQIuN8Rgs5zzuf8v7NkPXa8cz7fl+IEx6pbWbRCMgD3dejiMKmjKl1imSNE5iWAr4sNNyW9OYMm+ue1T/ffBo2z7S2XALqqeaSILUged3rzlmcbN/6GYZhlkqMvMtJio46Xan7GwJvOfo62MZ77+/srETk7UZkAaHpQTxowG1zLO9etazudkzbBvzmiwtxxb9oG84TnwkDF/yfQdGSS+cnoIeNZKvfCMFetJgl1zJHfKWmUzcwZWslEss6YOZvQBOXTXipGFKZxmzYUmTREvWRzZ9/4jZCIPX7Tx8qNOtxGhnvSi4D20C37x/8IEMKIwGSItvNUHeKBhhauLnrhsUE/J9LYSCN83bKAS3oP8EyGAKFJgrK8x235nk4I7ZllvS6J8G2c38fiiMq60nmLBm7dd3vbTh506Bcgm/rBHrN59/r6epbEiSG1bPgtQhg42mCHgT1ILzfZ2zV/JK92hiOBMmNJucI4ML6MGtE+z1q2OmNjEJAGLo2UQ8Omr3WRdWIuhdnjTQ/YHnNGOxyN8zw7WmfvPb3pTi5zTjpA7vuoFzq4HbexTv4p98owd/9b0fk3K1YLaF7rUB3XHWozAxHetceWzOK+bGzcvhYwBbnqNoSEx0uxQsEDt/cM8/sAACd52Rh1nn/VqiHPLUn0j+eqauYxVM0VAuPL8I+ZM9Gv6WulUTXfOmNBS8VgIU7llGFSFEAeONHxWgpnJ3wO67mP5gOPaQlJmx86ns6wLfNC3QkM3qeStLWh6+jWGWJ7YelBk2jp58zzGT3LefdcJj/ayNNnv8LPJ1hhJBKEkaAFH8On1Jcen7/7f/pLP1MGEhR6bP7fXij6yXk91OE/6yTrC9ONcWYdXeTLxtl61jJucJO7PjyP5okuopLAPwG5+0c/OtmzPTLo6YCVbRTPpUO1VO6dYe6Uo4mRCrzzSjwRzgL2b6zxQlw82kxKInnDyI3iyXAYzYguvUiHkOjzOL5eb+EUILZQmNERdtaBuzVgC2EyGfUlbZdOmPLYzGDQKFFltuf5QNiqVo9GTACTXiho2qEvn5LEZ4bELMgpIEb3Hld6VPQdINLVw1y77/DAOjRu2qXBoE6DD4/3fSgJqDva8j+/ez5TmVqRWqbx0LzGTH2e51wHNK3hmTzBymuonRJ3Mg98yQEjPhOe5CxeZIOcJZ/YmPGZf+m9Gjz7k/E7mdGG1XqHsaVHl/kxlgmeS+NoXWWjmn/pJXv+nV+Txhv6Qy/mvzNy5psE/WkzhuH27H7PQVXNaLZUOn53O0nHThe73BvDTOmMspUp19KQp7dMuIXMSQt6h4AxgHhlNlJpIMxUlFS4rPWgFLw2nqEw7vUf5/CmIqmah8oJdXYCbCNl41xVMyGBoZyFmh6EsxbTcFixoTQ6r2QJJSa6hi4XFxcr21dMd9eNcjTa9tx0a9tcT4PX8RpteB7gM3srSzzRhaIzYuG5SgSe/9/3stRf80bVbdQoDSpKF37Nw3ycfJTg1TqAOqtW96RmWDX5iv45ZE17Ozs7UwSM3y8vL2tzc3M6LIc+Agqcc8K+4ar5udQYUXgzjWXKM321bLrfgAXaoX/oNC81pN6gLYeADfSXIhpeY2cszr5mN4XD2PSZ+7mP51yXQRW8YRALbU2DBGqZz8KzGQmAp1Iu3Q/rLRv5jE5kWQe074VhNtH4v2ruXeW9vo4Q2gsDSTnj2SEuipmZbThmTBjHe2bTqFmgu1AbhtrrLoTDUDxpVKmPutII+ndnh5No4NBvesC05z3AqQgoFsj0jr3ObiVnL8JgwMKAIJOYY0VDny2Y9mg8PwYEqVAMaiyMnSfSoVcrOUoCQF/L+hkXYwcEZHsGDW7T3tT7Wkwbyy7XM8xsg+w5szyTgQwPJR+ZB9IoG7yxzmvw7blzX7IdtkI62oYscg635X0YhlmEDt3hhDL3g75j5JAFZDajLZZfrntd32D0/Px8Fpmput1qmssznXdu75O6oY1fHGHAQ+jfh4jYY66qyWB7y5bnkuL15FzrTpDfAWIbcWTS9EI+XccSsM7rln+cJmidzsK6ci8Mc9Wqp7yUpe0kIhvmFOiNjY2Zp5xGPj3iqvn2CDOlmdDGFkamjkRb/E4/mHCAAkKY4TqO4ES4rdxR8DZKhHkcPmOcCEDVrZJ0iCiTLSyIHnsCEHs9VTWjFbS04Ke3nPNtw+xkJ9p1JMNeAkAqvcwMs9lwZiKS+WJpKcB9XxJ4lwSTCCkKMD0P09AKNsOJ71sx3X3N3mcaEBtCe8aWbXtoGZKmOITr+aR4Duxtpfd0fX09AWu8ZeSSNWbvZ+ZNUe67M6cT1GOcE/AnaM/7OwcjZcBGbGlN1UsDrtdz53rTSGcf+G7HoKM7+ouxeytkvus6Iyc+kChBHXSnXesL81+WBPzJG939qR/MU3Za/Ey3XJjl3hhmlwwzOPyY7n+iWn/PMHgSj2JBrFpd+/M1hAOPsKpWkow8WQiRFUvWzXi9pw8DXlUz5J3jMVKEiTJEbcWUhpYxdIINXWBSe3Y2KF2YJxWljdFS8b0GDWbkLmJCMZBLz8zgzWAh593LBAlY0sNO4+1+3DVm39MJv5XNXSDgvpWMJPh/e8q5H9hz5PC0vWp719TdRYPcD/OE6WzQC0BGobv/1OltkfQv6yQ0f3l5OXn2VfMXXxhwmI9swCzLjkaljBlsO1+k6lZuGdM6+c656vphGnaGzXWlvNBfL5V5zOg98md4xksddly6fdSmq/vgqF8CZvMm405D2xnQJYOdvNcBGEo6CC73zjCnMq2qmVEDrdmzY7JspNMoV60a5E6RZyiUScHbyQkzMqqaZ/DSHuEzmCb3ENNnGJf27E1DG/rZea94W37lm40n/ed5g40uZNRFF/xbhrGtGNw/2rTisbAakfO7T83xdUcerHj5LdcZM3TdrZ+n4HWIOhVMKkxKp/jMd12IOo2w6bGE7u97Md8aJFmWc225qlYMlz8TrJuull+KwWNVrRiLBKmWA4xdGisvq3Re7cbGxvRCGrw+eNyRoNQ9Lh4fcuWIEe05UtcZD3ukOTcuNroeC32xYXbfCSO7350XmRG69KIxyrmejFEGoDFnpr/n1Pq0A4PorI7WpmkaaYppn7rH93fymjrpLpm+N4bZRsfoyGtJDuX6nu4ggqp5FmLHnMmgVbchGNCxkxackOCQkhmJ/hjdM+Eki8BYhJ4zO5H+skbboS8E1+3RhpEn1214h2GYCQf1ZxiHa9CJvqNcMgRnAbaRdrjSbaQn7nFb8NKTyLVw+pjrlVW3gMRgBcCDwJvPquZhcP+WxsN1OXS/zkNGkbp/HQ+a3qnU34dinuETefTLXKrmOyFsjNdFO8yzHbim2Bh4vRP+Qs6Rbe8eyL5a7nxgjwE7gNoHfQDKSVKiL8ie5znBN3VxnnTVahIb10wXGytkjL56jZ5ij9uy5fv43cld1g+UbqkNXcEYnSjqc++dqOUz/3nGb/BDVziZ1rkAOX8sQ3TLIrYZXm5ydBRdgq7h2dSjCfqol+e66EWWe2OYE0FmyMKGjvszNOYwsb0nSnpN43h7rOY4jnV5eVnPnj2r58+f1+np6bS9wUkLDrFW3Qow2d8HBwd1cHBQe3t7tb+/P50E5Pa9b6+qZu9zRXEgmKDvra2tKdvToSnGbwFIwciwEYzmTFQjzlzrMujxOHx/bmewECaK9NhpB2HHiPJnRWbF6rV9tspQtra26vDwsB49elTf/e5367PPPqsXL17U6enp7Hxtj8FCsrW1NZ3KdnR0VA8ePKj9/f1pbTGBomnmpQv3ke+dJ+7PjMCYZutCX/exMP9OhLIH5DCvQa2BUfKcecqy3M3n+fl5PX/+fJr7s7OzWUJht2Vnc/P1nujd3d1Jhg8PD2effs2hwS/Gwq89vL6+rtPT0xrHcTou0/2smhs6A1v65e/22vmf3STm4Yw6Vs3fu55LfSkD2UeDiAzx+96NjY0ZfR26NjAmomD96vF4+Q6dAC2Pj4+nuWQveeep84nuPDo6qsePH9cHH3xQDx8+rL29vaktvvOee/qYy12edztO/Bkwdc6f56RzDCn3wjDbvc9wV66vVtUKU6VBT8ZhYvEk2UvIpEPMk5OT+sEPflDPnj2blLhD2ksT7zGgfPb39+uDDz6oR48eTUxgoGADbePK2EiEMBK04MIwGAIbZXuvaZhpr8vaTmPp8LXpnUKQRp7i0A6/Y8hgaup2iNCZp87KBoD5kH2ECpphFPf39+vjjz+u3/7t364nT57Us2fP6vz8fPYC+5xP9+f4+LiePHkyCevR0VEdHBzU/v7+9IcwO6oD0ncmv0sXak2jzBz4vnz2vhfAaMqyvRR70+nFQJtM8gFMe03y8vJy4gfz/8nJSX322Wf17NmzOjs7myl/SheuPDs7W5Hnw8PD+vDDD+vrX/96ffjhh7W/vz8DCa4XGT4/P59A+8XFxQyIeCvX6enpinzR1+5kLHv6Gda1vELPBMYkrDkhjWdsDNE1Bg54iPQTmplfLy4uZiF4g1JfR3dw/zC8zlw3+CEZDDk6PT2tJ0+e1Onp6RRFMHjoolXQ4osvvqjPPvusDg8P6/Hjx/XgwYPJkXr48OH07gA/Yx62529+YewZ2qeY9hk6Xyr3wjBXzbdVGEFneKdqOdPTHuerV69mL23IkMrDhw9nyRkY77Ozszo5Oanz8/OV9Rkr8m6NoPNUYcwPPvhg8p6taK+vr6ftFdSxs7MzCU8X9k2vwb/be3PGtq8b1SbosPfh39IomBaJ6r3Oy3eHfTswZYXjULX77mtVt57tMMxfjM7cvXjxon74wx9OERADrU6I+d/hUcZUVRNouLi4qJOTk8mr7rxCCylLGA55u6Rn48gDv29tba0k99z3knKcyTmW7ZR16OFozNXVVZ2fn08vPECeq6qOjo4mZW5gi6eM8s+wo0sCbRsTjNL29vYE0DIESn8vLi5qY+P1m5l4m9rV1dXUP8uXwVnyu716g9aq20M4zLPuO58GfQ6vZtiVOtCp9vyQK9OE3+k7cg5osj4wWHLdnFNQdWsIiTY8evSotre36/j4uI6PjyfdcHZ2VmdnZ3V+fj7TbesKY7aT4rljjOfn57W3tzejI+efw7/cm2CMcdlOLZUE5F25N4bZCDWNcgprF05h4vCIMbJ+zy6FySf5xMbHjGUkxqcFyn+MgbbGcZz1xZOYoY+bm5vpTTCEZGFSn5NtQ+Y1zvRwbaATaTOmPAavar6Nw+NeMsoWXAufBRyF5tCQ6eV1+E6Yu5A8oTjvUUeB0t+Li4t69uxZPX36dOIDh7yypLL22FGIHpPDVfZSUNxsnwGIMT7mnLpTSbh/mVR4l8Dfl2I5dfKWwUv3l+DEy0d4TQAw8ymn+OHtmG+cW9BFSdzndQbb+2vhY/bsWh9U3QIx0wHdhBGj3gTIjmR52SyNtMF38mDHJwbzyCOfvid1akZzDDC95sw96QS4Dv8GwPVraDGCu7u7K9GFzc3X29DOzs4mT9kgex0fWn9DXyItu7u7s4Tbzc3Nic9ubl5vJWMpy7lDBm0GQNDRvOPP7NtSuReG2Ua5S+ZyyMv3Vt2ir8vLyzo5OZm8IwQIr8qZoA8fPqyHDx/OvDV7RZk12Blm992fLvZ209ghyAgVIVaHRQwqYHJO7UFZpOKxUkIA3AePM0PPFihKCmgala7uqvl7iZlXh8f4s+FKMJHrgDbu29vbtbe3Nwmyn0PZnZ2d1fPnzyde8DiWSodkrRi9lm3Fz5uCNjc3p7Vp+M6JQ14+MR+kd+Nkr7v6fB9Lt/84D92AL9LDA6ienJxMoMrekXNOdnd3J3pjOCwPuZSTpVOcnUynHGBELHMUeJB5ZfsUQMsOAd5/1fzkvQ5wAxD5ntEy9xPjkXS1d+4IlnnPnwYeAGLLaZYEP/4fgJXrygBajjLltZOMlfkmmpk5IlkydNz10XrekVqS9/DMb25u6uTkZAp1E/X0VrvkrYyApZ59m3IvDHPV6pao9KBtyFD4hLnwjj7//PP64osvpgnd2tqaBJaEjoODgymszMEfICTqfBsFTrFApAedjJNhDhgSxe5Qs0P1iVztGVjxOOSVa86JZDuhtpfhsXUCbiSfIWZogRK2h+2jSu15ut8GGV4OSMP16NGj+sY3vlFbW1v12WefTX3n+ePj45UQ5tug6xQszxeJJLmMUlUTACB86kTAg4ODyaijlDtg5D52Ycf3pdgQ2/h67dPrePACPPL06dMpLwD5xdhQ997e3pTQg2Kvqskby0SrLqybZZ1nY77f2Niow8PDiW99amBVTQYXQ+zwL2uozh3hecstxsP5MXkyIfrCHvMwDCvRKX5Lmexo4bmy/uKtWz7xzM/h+Tpy6KgaS0CEoR39I1kOfvB36PHixYtpmcpz2slqF8bvwPHm5uYEopmrw8PDWX9PTk7q2bNn9eDBg+nv4cOHs2WYdWCAcWS+ybpyLwxzhkmW/qpuwwReQ3769Gl9+umn9ezZs9maBYaj6jYzj+xaPn3POiHmd4oZomOONK4OyVBYj8U7tlcHQw/DMK1T2cM4OTmZeZQWYnvS3gtMeJC23V4KUQquUWF65jbMVhB8ug1obe8fg+U1cfphbwk+cMYrgGp3d3f6TjsvXryYHVgAPe8KL3UK2/QhvAXN4S1HMr744os6OTmZeO3hw4d1eHi4spaaiB+a2yMyPd+Hgpfo9WRHwRKAV92Gi09OTurp06f15MmTevHiRVW9nluUaFVNURKS77a3t+vo6GgycoBy5nod2KJ0hil/s5dP+4SDafvk5GR67ubmps7OzmpjY2MKm2LUqQcDzi4QwrROHvR2qUz06nQVvGLj5+tkHns5Jo2Wx85vCQL4nT7xm0Pd1kvn5+ezBEwvR+3u7k6OE+v31MGcOlpgZ6Gbw5w3X3Pf4Kef+ImfmGgO36DjMM4nJyf15MmTOjo6qq997WuTQfdyWlegadJuHT/eC8NctfpSdCswMxYTdHJyUi9evKgXL17U8fFxPX/+fKb08SRB1oRHIIwzFs0giX5cEll2E891fjO6R5Crbg0jiSIU76F24hRCTVt4kggrwuuQeDKgveduPRrvzGPsPGNobCbnGvRl3Yk5BBDkermNfYauO2DhsOgwvN4DibfkUKYBwZIBtlJzCHtp/hkvhofsa89VVdX5+flUN/Py/PnzevToUR0eHs62vTl0SB8AbFZ2pt19L+mhpFdkYELE6uTkpE5PT+v58+fTFqfM3N3a2pqy4T1vVbdHNXoJpcsTcVlnjPMaBg5ewzAT2sUwY4BSubPcQp0vX76cGeZMUCWKZn2QoXlHvqCFDayNsaMHPu4yo5MZIYAHvRzjdW3Pby7LuL8ZDaMucn0AsESZoNH19eukLEA4eugukGVZpp8eF/qF+uBPHKSM6Jyenk666enTp/X8+fP6+te/Xo8ePaqDg4Npy2YC73QC3laW74VhzrB1GmQGxQQT/yd5gAnLEDThiOPj46kNsni9HxgGcXi7K/ZyUqi7UCgM60ljPGbgy8vLWXjT4CEZiudgLBA1guzkkC6BxEabOh1GZDyMpbvfys6ed3p/FmLGCqMzvxl+5hOhNG3N9Hn4gAGL9413ZR2gWhcFod98wkP0k7aJADBmturc3LxeU8Qr8KsKPQba6EDD+1LsFdtzNhixIUOmWYPM5Qd7vhh4wHaCnKqajDhhZErOvcFDVb8eCA8iyyyLoStQ5JxjkAbEBs7hWUf1ANWOeDnJySDccuy6+bOeyBwOxmODYRBh3lvyqK0HzZv21A3k7TwQMaBvfjEJXjN6we+n91y4zaXol+c7w9rd74BtO4DwFRGbqtdgDxBJ8t/Lly8nwO0kxNTfAICuH1nuhWGu6o9VrJojDRQ2e9vMqF09ILbT09OJEfb29qbs2DSgrAemAa26zZJGAXt7jksynjPAu3R7DCqTnOPMjfZMtoV1SWgzgSRDQwhOZ3QpXdjMCiH/lgpt5f5Wt2NDb085+cRz5jpsDH7ckiHv9JocljWfAkCq5i+eIBy/tJ8ZQ5MAxH3JkOV9L1bemQBmQApt8iAfg8kEvQBz5mF/f38lnItnCwB68eLFzFA6PIsxPTo6qnEcp3XtDJUCBol8YVBsoPhzFAm5BZQaANjAeR3ZS1Fd8iMgz4DZPJMAzyAE/WTQkODB9OYvIxyMwYbGkTPrJ4OMDOXTT4MrOyYpa+mJLvFfhvfX8Wl6x+h1yx/8Y/3EPnU7BfBf6mvGmU7PUrlXhrlbd0ripDGyAs/1W4hLqKzqNZLm0A8zLIv+Dx8+rN3d3dkrEUk0+uSTT2pra6tOT0/r+9///rQGtuRZ4YUT+iLshYBdXl5Oe/K8xxkFhNFOLxNBz/2CDhUZUTtEbANoGptRTHcLf67PeG0+GS3njv5ghAht+0UA1O1Tv2xs3W9Khs+ddOSzmJd4jr7mte4+eAGgZX6jL/Tfr63LsaGYUDrp9dOmBZy5eF8KxtFRjqr5Vjtn6RJChKerVrdFVt1mwp+dnU1zcXR0NO0nt2d7dHRUR0dH9ezZs5meMP2/9rWv1U/91E/VH/yDf7BOT0/rn/2zf7Yi+1U1AffDw8PpBDDAtAEZ8ozh5Td7zDbm8D7AxF5zynYC8HXLNDYG6ItOFiznBiwpGwBPPh39yvocBfDpXugyZzW/evVqFtUw3aGXw913ybOBn+nQlY2NjdmSBLrVtubi4qLOz8/r+Ph42kLlSICdJ/jE33O5gXHe5ch8acM8DMN3quq4qq6r6tU4jv/mMAwfVtXfraqfqqrvVNWfGcfx2V11pQDbu3O4x5ONAjRB+N/h0aurqzo+Pp4x6AcffFD7+/uTEnn48GF99NFH9fnnn0+IqOq18fijf/SP1p/+03+6jo5PhsXBAAAgAElEQVSO6jd/8zfrl37pl+rp06ez9Zw39Jgm3Fm5TDrrZaenp3VycjJlDpOY5oQS6qqqmUCgELzexDihHWtJNtgOk3femJEz91iR+pPia3k/zO2QVTKj23V4Pg09PIDnAgo3orZXwxYa9oK7LvgsIweeQ/H39Ok1RmfG2/MjgaeLJmCUNzc3p9cI2itIdJ9hsHWC/C7Ku5TlNMhV8/3u9qQuLy9ntON5K1oXlgTM8xsbG9MJe8Mw1N7eXj18+LA++OCDevr06QT0uHcYhjo4OKif+ZmfqT/5J/9k/Yk/8SfqW9/6Vn3ve9+rJ0+e1PX19Wz56eDgoB4/fjydGEVmPuNhe9eLFy8mILC5uTlbHgMMALasr6zPoA9z7uWdBN+au8lDo0682CWPMY3WEsB2XRkdcPuWZZ+ySETEUYKqmr1F7+rqaiVSaXkGZHH4ksdI+0SfcIAwnl0Ym7kBbHk+r66u6vT0dDopzDt90jBjj9BxjAPaeLnUNO9Alcu78pj/3XEcP9f/f6WqfmUcx78+DMNfefP/f7b0sL2DVOzOTnRoBASGoXVIwcxE+BQBAvk8f/68Pvroo3r8+PG0R213d7c++eSTevHixUzhjuNYv//3//76A3/gD9QHH3xQwzDUT//0T9dv/MZvtOuDu7u79eDBg+k0opubm3r+/PnsZDGvqWG82F99eHhY4zhO4fKrq6spJE6ykz3ITmkjRGmUbYQwdomou3Xk9LIpVh78OQTpsDPG+erqalpSAIjQpsEGCSt4ERcXF5PgsT7L2pT3yO7t7dUHH3xQ3/jGNyaQ5fWtvb29+vjjj2t7e7vOzs7qiy++qLOzs9n4Emxtbt7uT8ZbIqJxfHw8ZW3iLaUXDi+isDnJywCQMdAH12H+/orLl5Llqrk8UxySzSxjyzNg3GDLBYBLnexrvbi4qA8//HB2tOL+/n79xE/8RJ2dnVVVTQq26jV9z8/P6wc/+EF9+9vfrp/8yZ+sf/7P/3l997vfrVevXs1e9HB4eFgff/zxpC92dnYmL+rs7GxKPn3y5Ml0LvvNzc20nQodcXZ2NgFzh8Ix7D5jOpeNkAGHtRmHl0AMVKpqMlJZkLksncGwITSApG76ivx5Pr08we+vXr2ajLXD6yz9ZbTl4OCgHj16VB9//HF98cUXk5OWfPHRRx/Vz/3cz9XP/uzP1ubmZv3iL/5i/ZN/8k9mTg592N7ersePH0/Z1Ts7O9Mun88//7w+//zzaWeAE1cd3YOX2VWzt7c3bQetqtnJkg7fWy8ula8qlP0fVNW/8+b7f19V/2fdIcwM1uHn3Nvn1HuI5dBLhmG8LYAEDZT/s2fP6uTkZHpJAUZxc3OzPvzww0mInj9/XuM41q/+6q9OHvLTp0/rt37rt2bnqtIm52SzxclHCGZYJ7MCjaq3t7dnB2NQOq83ESHedLcmnEbWxdmWXXi7qlZQoxWuvUMbtfSePZ8GGtTr+gEoGD2UmZmbecWYs53p448/ngzz8fHx1NY3vvGN+oVf+IV6/Phxffvb365//I//cf3ar/1aPXv2bGYIGAfoGj4hG/v4+LiePXs27a8ESMETpplBj/dyG0E7mc0AqvOmfw/LjyzLVTUDOfCdjY+9P/ODDQ2ywPcMEVIuLy/rs88+q+Pj4ymsfXh4OIUoP/zww2lurGivr6/rO9/5Tv39v//365/+0386nant5L29vb0JvG9vb0/G/Obm9T7509PT2d/Jyclk/BkfYNAOBydOIQ/dQUH00SF+y5pLerP0P2V96RptdXrBBt/Z2d63PY7jpA+dyGawjiEiIde0rlrdJ+4o2IMHD+qjjz6atsQCcp1fsL+/X5988kn94T/8h+vBgwf1h/7QH6pvfetb9fz582kc8NSjR4/qo48+qkePHtXW1uvz9588eVLf//7367PPPqvnz59PW1INNB1VdJgfsLWxsTE5jIAR6AvwdnR3qbwLwzxW1S8PwzBW1X87juM3q+ob4zj+4M3vP6yqb6yt4A2RHbbN4yyNFL2fr+pWaI1IKKxhZEYyChJv6fnz55NQozhBtS9fvqxnz57Vd7/73drc3Kznz5/Xs2fPprZtKIwazeQoIPffIWDGfH5+PttOw7MOSTmRKBVZ1er7Tzuj3IWtaCsNspcT/H964mlQvdaTa2UALyvQbs3XoX8OmyCh74svvqhnz57VBx98MIUYXdfR0VF9/etfr9PT07q5uZmSAKE3qN1hzvQW4INHjx5Nh9XgETx9+rSOj4+nQw+qVl9+jhJLsOP1Kc8Zgus1qY6vv6LypWW5ajUkyngNtG2sbYgomTTmUKCXqmiPpLCXL1/vhfbSEKCcCIsjQixxoZxNd0A2J3d9/vnn9ezZs2k83nfspC0cDOaNbF14D1mqWpULyx+yan3XhbGXlLz5pQPZeQ+GP0PUfHo5CdDKWBnLMKyel818Eg4nC//k5GQyZOjgBw8e1KNHj+rDDz+sBw8ezI62ffTo0Yo8E6oehtcvvPiX//Jf1i//8i/X3t5efec735ktGTAnR0dH9ft+3++rDz/8sLa3tydQ9cMf/rA+/fTTOjk5WVlSyYRkRy28lMWyB+DB4Xue6fJTsrwLw/xvj+P4O8MwfFxV/2gYhm/7x3EcxzeCPivDMPx8Vf18VU0nrXjh3SfdMKD0BCn2NL225XAooUOvZTpcDnMcHBzUzc3rV8aB8kz4zc3N2VYeh7I9AaAm/9mAvaHBytoMQn50dDQxAn224RUdZ8o/vWSP+c18LBplfncdFGcluk/2kh0Gy3C3+53g6vr6egIjKQSZtbuxsTEpxZOTk/riiy/qiy++qMePH0+hZk7ZevXq1fT6R9a4MKq//uu/Xru7u/W9732vfvjDH9bLly9ncwFtyeTn0APnB7x48WIGwNKzxYOxEqOYz72EY6VN8Tr0V1x+LFmumsszmdIGhDbMzLvBngt0dKJQhmuRTRsp5A7Qc3p6OnmqbEkkGgWN0zt3aBXl6UiIlXIu4SADzJP5DTCRRsz1Wc/BL5Zj/+6CnnNkJuZtJuvmcZeU8TTKft6/Uz98nmvhzFtVTWvOAG2unZ2d1c7Ozmwfu5cYef7o6KgePXo0yZ311dnZWf3Gb/xGPXnypIZhqH/1r/7V5PChIwlhsyTppc3PPvts9n4F7yBJgJ20JMoLfyHPjjDA0/DCOnn+0oZ5HMffefP56TAMf6+q/q2q+t1hGD4Zx/EHwzB8UlWfNs99s6q+WVX19a9/fXQIx+Hq9C5znTPXd22cIQ4MzuK+7zeDvnz5sp4+fTrrh7c4eL3WRsR1wZhd6NGo3waSAohgvCihTFRCAKysHGJJz3idh5zFisPPpNH39RyH5nj2v5k6Pe6bm5tpHR1a3tzczEL/bhejdnp6Wi9evKjvf//7U4YuyxMHBwd1fX09ZdyjTE9PT+tXfuVXprVCDKw9fOaWU4mqagptOekwgUQKsBWw72F8bpc5z7VVaHUXyv6y5ceV5TfPTPL8+PHj0TIEEGNJJw3zm+erar4dDnlOw2x6JU2pC0XJK17hM7KBDdgxgix1YFyRZfRAJ8/u65Ic0Lb7XnV7Xj10sIfJc1zvdKD7sGRsDZQZp8Pd/n2pbkc+oBe8n3osAQXXiDwCqDkBjLY5QvX4+LiePn1av/M7v1MHBwfTEZiHh4dT4hdb3OyZoyu+973v1aefflrDMMzyRjDK+/v709Y4XnDjtwk66ukELvqZYWwKtEcvAZJMbztP8MNS+VKGeRiGw6raGMfx+M33f6+q/quq+t+r6j+qqr/+5vN/u6uuTohJHFgiRtVqGNtI1yjJ9SPEJBu4OAHDqJ0QKvU/fvx4xciZ+JQUjCypkBzC9lYiaOS1Syv4zpAa2Zt+GdayMVkqaZTtIXRMmgK/VJ+TJazkSBJB8BBuKyJAzDjeZkienp7Wp59+Os0HWy083yRoOVuU+hyBoF8XFxf1+eefr8xfrhc5AkKdw5vwnelL/dCB35lbjHDe19HxXZV3KctVNXk0BtdOXsrQdQIi5M5ygUEljA1t+c0GHHqbfzD0AK2sm3Ap8/Y2ywdLcgM/0WZ6s4zf6+yeY8Zmutk4U+yRmg+zj+6rZddgxsaUujG0dlAANfasTYfMi+EeIhkYrsynSHnGk/WcepuaX3jhyImXQNw/5pPjcj1X1vXd0pF1q/Un88q9Nzc3s/FRN/XmHC+VL+sxf6Oq/t6bBraq6n8ax/H/GIbhV6vqfx6G4T+pqu9W1Z9ZVwkTYuTokI0HYwRkApI4460nRiTsh3NBcK0oeGOMDZsVJcXhd1C/jQb1e4xVq+s+NgZVNQML9sLNFN2EIiw2uKbjkrdshnI/sz5ov+Qp+3sakex/zoHBgecNuhJO9ny7D6afv2N8T09PZ/2uqinpxOAFmnt5AqBkQ+l++GAElBUelr3cDGsnH2CcMT6e16UQ5Tsu70SWKY6I5NIFBov7OkMIjZHpzGbFwFoZZzTt1atX04st3B/ud3vw9t7e3sq6aFcMoPK6C4aZ75aDDIPb8MLjXdjfOrBq+RyFpf/tBdsY2+jb4Bj8Y2y4p2vX3niC1Y2NjdkhThTLJnLiuqpez+eLFy9msuxIxDAMs9f5MvcGen6RjP8w8uZD+sw6tueucyq68wgMztGpb1O+lGEex/H/q6p/o7n+pKr++I9SV3p9FkLVO0NBEMCeMt8hFMX3m8j5xh/64u0JqUiralqzJgRigifjpgeVJZnEiigVThr4znBneOltmaEzmhaYpGVX/5KHvFRQOGydQEiYO4wyHpINs+tIxUNfPKdWzN7f6DOcLeT24B3e6hJCaA9DAt84Kcwes418jicNl3njqyrvUpZTcVIcAfC1ztCYxo6i2BNye1W3YMtyhreK5z6O8+z3BKQ+RMJybyDoNW6Px/UlkHP2cdX8ndGOIlh+DGzSKNMn6zj6kECVexlnAm7zWmec/Tz9XSoG9I5iQi/v/6c/CdgT1KdX7+9L+qmqpj3K5qdcLsOp815z10f2PLzjBLkuSdO6wuAr9dM6Glbdk5O/YJYktAXVDJXMwj1dBqc9Mbfn//ndTJ/ZmxYMQire7pC/0z+jumSg9MrSU0saQYc0ipkEk0Y66Zm045ml//nOmonBUzePWZYMtcdAyM6JOWS0+gQdC+mSN5P8gbDhfVgATaM0tGmALcxdaIpifrWRsmFKBer+8t0e1le9vvyuSxdVMeBhXB2v21u2wsvrVatLQSnnLGM56uLlojSkeYCHDZKNqNt2Hwwe3Me7QFXyUHrTCboN1BKkp77Lwj2O4nTy7/VR6xjrH9Moac9vPl8A8JpLbLm04WJ5ZhnC9OgMaperATDIJQ9ySZxYmPoFY5pOj6OlyVvQAeCdc7LOON8Lw1y1GkqtmoeGrWRN1KpaEV4bZIiVTNOFqawgQHYQlSxrh7xhuExSc3jM4d9OgXehOn7rhCsRsK8lml5qM4sZzYrIiic9da53pfOmlwy/22Vd6fLycjqRbcljyeJISvebeSiN6jqlkGu9FHjL8+vfHOnw9TQkpoE9Z77T7ro+3rcCPdIDzFD+kvGw7OY6oWXFxevR9MERDOrIPBQUp4+FHMdxdgRm1ep+4gzFu4/eDpO/mxYpXwnksqQ8Z9Slo2nK7duABffToW7C2AlMuM/9SPne2Hh98BI6z7tt0nFJEOr6OkCVGc721A2S8ZizftuIjOA4KmEbZX6krNNBtltvI8v3wjDbW/aEpvey5Nl0Yb5OSMw4iWjtjRsMMBkHBweTIgY5IfQ+IIDfDCQQgs57SA8gSwoU/fVnh+CXBHvdupmN8rp6fH8qJXtCd3nKee36+vZoQ45IRZg9R5lcYoWUnqhRs9csuwQYh+nSoHSehaMVOV7zZBcapd9Zsv9dtON9KPBkF8o24OB61WoCWHo1ucSTv1nGoHd641W353gnkB+GYVqXZHnFr15kt4W9sZQP6oYGzH16lQaF6JlM4OwSN7uSfGTw48gLpeu3DZ9piMG1LoT2qXfSW0cmADfMH2u9PpHP3mgnzwZQNozQ2/qUP44AZhzoYYMy04yxmY9cB/1w9M78BU+7f+uiF+vm9F4Y5qrew7NipFhgHbpBML0WmCGwXKuywqe+9GCrXjOgGYlwF2vQFOrFc+6UeSpeJjHDX2Rp2vu6KxM6jQPC7tKtV2cI1X/29jOc1pUlDzn76vvdDxTiycnJlMgBuEKAvU+wq5t5hK6gXsJYeDw+ao+2oJkzZc1/qTirbtePjbRt8A36PP78tDHvPPT3pZg+Ce6WlFkqY0C1k+/8HTniOok78GgqbYMz5ttA8ubmZnprFHLO/by/mH4xLuuTznjS13EcV46QHMdx5Q1SXfi/M9o8n04M8oG+QJ9YBzgqQzHP22hzb5dnc1fEwP9bt/H/7u7utLXISW/2yK2/GSeAynra4Ib29/f368GDB5Ou8OuBvTRGsX41vTy36Av666hqAsmM+qStWWewq+6JYbZwpNfssEN6G544JsyKvKpmCtpM0oU/fJ+NPu0y4ezHs4eJINzc3Mza99jM9EaC/G8h7zwrG4MsXXtOdqIN6rPCNBq24bER7pYajGSXvOAs6R3l/YS0yaZ2iAmF2hWHxFhLQoARRgQZpeCkPZQQSR4bGxvTYTNWFr7XNLdSYzkDpVBVMxDQ0WfJ43d5X4wzBoLvLqncO4PMPDvCYcDtc5T59AsnzC95H21llMpJe4AyA28MP+Fs+H5Jtq2MmXsDFurxyxEsc/m/vWt7wG6fNgy+k49sUDNq4ZA/ddjgJ6C2LMP/rOd3EcylMDRJVB5TGmee5WUT3jqZ42P+j4+Pp2ucnV5Vs7EwT6kPvNsGWu3s7Ey6IdeWMxpkPnTUzqBonTzfC8NcNV8IT2W/pPjtaTpMYsPrbDsbWsIpaYi7UC/3ILD0l7CX10aZ5PSIjdotTOlFZQh8yUNOWjl0mMYkgQbP8dmhdP9Gyfs6L9396r7fVeg3J355LzceVM4Pc4lBxIPa2Hi9rmUlYo+6C9PniUXei+hib8jCCH9UzT0/g5glOtE/nk0hXoew71tJ72DdkkjVrYI0kHZSpMOTlnmeyVC3FW9Goxwhsfw7CpZy5GdtSCw/S/JFP1xv5p4sRa2cBOY2+DONTHvGYx1D3fndho+xWmembsI45bwaDGUWunUFhh7HywCHvlvOHSVhSdHyDB3Skaqqdp+zvfqMvBhkWLZTlg1cKBltSONP/zo9kOVeGOZOiednF0pJY2sCMllGy2Zke1BmwE7xcyQchhfv2NtiHKLZ2NiYFPzSOD0O/25DZ8XQhcqgCyXD0L4nmZb/6WOGdtZFMZbK23jNS2PIEB1KkhOBPIacd+rwcgbzmmvUHZiwQgV8oUSpv0vysgcD/c0L4zi2a5yUjFSk19wpvvelwFdWvC6p9A2K7bml/NqDGoZhttXN+0jNL+ldsQfaXnZVzbY+DsMwA4J+v7aNaYaYPaYu8pRryqZVguM8VMSGzMYY+nqMrmcJQFuG+N1en426jRR1dryb+sLjykiADSWflqHU35ubm1NmvUFft8xhgODkXJ4x+GYslj/4xGvTubU2nRvqSllOmr+NHN8Lw1y1ehiHB53engWvanWjfTdwmNlrUhkmhfgOQw3DMHtXZwo+fbQC4N4uwSj71CHsZORUAl1dMLxDiAla7mKKDkikYvlRS6cQ8veujOPt6T94xFZmIHzPQXpZnvMlgGflz1g5/jOz3JfWoHx4gOfNyzCdMFOvx5H8wLX3ySgvRUuSJ+1RVM2zpnO8acR979IedM+/DXAXeWFe7ck59Mqb3gxgO/DrZ/IP/vGWK9MmDXQaMreT+icNsktu4axa5SnXDy/byJlOGEY/Qx2mo+9LuXG/7aV7LdpLGFU17UGmOJLiJQ/POXo5z7R3JMIRkdTDBvWM1XrWvJNedOd0vW25F4Y5w0Vcq1ploDQ0HfMkknFYomMml0SKXPPZ3TA6DIxy9nYpG6RETUaIXuMwE+eeubuM45JX2yFf0zw9ZddnVLmuza5fS/TtvNXOqx7HcVqHsweLwcswr5UvNCTk2HlbtG1eYm4d/nLkw7xm0OV8hpubmyncRdsZxnTf7VFbOXts5uH3rTBWxg2NoBm070ByGiDzShqmriQI8PdM2qSfeNIYF7/z3W2lIXa/bYgcabGO4P+UL8tlJnsm//oZ09qFfnu91HKRz1u/Vt0epJSeboKpqtswuIEIfaZ9Gy0bZdq3UXUOB30ax3FmgL184WRRA2FkDH2Cd+y8BV52AQ34zREU9A5AnPrtiS/pS3vVpvlSuReGuWrVW+sMLQTNkEXVfFuMn4NJECQmgExLEoU4/YW+GL3mK91cN5OdCMwhGRtoG+XOg7VxJjEkPeVcb0o62RNJkOHnEx0mrfk/UWN68mmYU2E6+rAuepDeFUzPH3TrFBF0N28AnJgPhzo7HrICpn72XJqXrHCo3wrMngBGHN5jrDxDu9yzTum+T4bZocE0YqYxCrILV2ckjDrtAboelKrXoatudQvy4kQ8K1jOcva51QZS5qmqW1CVRtkJXcwtBtmnfHlslPSWLVs5ZtO6avUI0c7h4X4DCBuxzMA2EEij08mxQYmBhD1hPpEv737I/mcbmbDJp42yczpcL0Dbc0A/d3d3V94f7YROPn0NeQfoGLB0DlXauHXlXhhmE5DiEJ+VqcMbKfBZX9XqdgyIOgy3R7Ftbr5OueftQclM9IeJxUj7UH5veYB5lowv/aEY1aZRy7VNFJkNXdLMdRqUrKP9kkIw81PfOs+9UzRcd32JIPN5GySv85DU5fk12KEOh5uc2NHxGvTZ2dmZRQmccMTaM8Y/FRB7XI3Ok8aeE3jO82VjllGPdZGL+16s5KpuAY+TuewlUwxs4Z0OjFK/lWLysMGo+QC64h1bcTO/GFqWwJi7NHoO19rYcW8a5VT6SS/Lmfmik/1OvpCDlEnTMOXQwDKBkduE3tleJ//X19ezvca5HdXnCnRliQ9yrt2eQUGCccuyn4dPrMur5nu7zWP0zTaK+pKP89m75PleGGbKkhGBqBlmWfK+0mjYWHbeltebch+0URbhbBtl/yGYNqJLyoRipG1hXuchpWAuhaPtYSfaXmKMNNL+o+28h7Z8j/uQz68rWR80ze1Qydxun1BT8omVv5Wo+atq7pUbXFnZmebrxtQBMOiMN90l/+S4lryl+1ySz/0dpWkZSXlJjzvrtpxlmyhCAzf0ACFK0z0Np4/YzXZyPtKjdj+Sf7P/yUP2tG2EzIMJ4BIcuKSMuA76bH2Scu35Wlojdh8IA2eugOWJ695jnrshMiKVOs99RG8aaN3c3EwhbY8/84cYk6NbSTfbHfOMaZpzuk5/0491HvS9MMwd+svfrVirVhkyBdmlU+IWfiMs9p5amHg1oI/ky/Uf2qH+Dm12iCm9hKq7vVLqMAOsm+Qc/xKtrRw6g7wkuEsC0xXf27W91Hevz3lrRD5nsOI5AOGj1FDQDtkb9Xb99hx2HthS/9eVpEEq1s4AvA+lU2xV87BvKk0XK/ouagNA4v80HFbaBmy036355/8uGVqHF5gze120bxnNfA7LmAF9p9QTGFJ/F2X0/52RSeCQiU8JeDrdZHBrmniuPMe+Dq38nOWyA0H8OTLa6SPT0evoCXJcf2dUE5TQ9pJe7uxO9ou63rbcC8NcNV8ncVkytlzrvNLOMLsNkO04jjMFnQwEYztLNxM6sj8Z0qA9ewgp/J1AplB04S4b5c7YmjESvXbMR986NH+X0aZd17sObCUCTqb2b8yFw0+OaGRb/I/SScFNumPEzUOut0O/PNfRI0vyX7YDeu54fAlQ3eeyzlPAm+I+jznHn4qs460OdPJ/5gIkPxtcrdMlnedng2LDyz3wRvJHBx4sc/ncEn1tyFJvLclF6qWkc1633Lg//M/ykOtP4JUe5VL7OERJMxfGZl3KPJt2CaCsAzpHiHkx7d1m0p26c/mJflnvLNV1V7kXhtnCwf/rjGuisTSCS6gmhSvrrJpPMvVV1QrCdpZhokSPiXvsaXnyjRJdEo1nWRK8/G5vwONZMjhmZp5Lwcz5ovh6pxC60v3WGSgru6qa5RnYCHdKzcJpxUgCoOenC0VSOlpYKWcY1ArUQkubhP3SW6jqzz9/nwrLCYwrAbeLlbnnCrqsAz1ZaMvALRWqwbUVNvkLVXNwyO/uh/WCQ+A2sAmYEwzzfBrvH3WuU7bTODNufvN1g/Klejv9k8DIdHN7vh8ZZb6dPe0sb0C4aen2Olkex3G2dp1A3PPoZDavKWfWPO2mQ5D8bOOcWySJznW0XTfP984wL3lQ/OVaczIEREuh65BbIuWq1ZOfuJbrTxYGPAH65zYYi8M/rsPXPY5U6iDUpSM5UxDwFtJApUfcrZkYpGThuSWDyvUOCHWKgtIZUgsgJ4FdXFxMJ65ZmdvwGTm7Ds+Pi+fs4uKiDQ+abgCzPADC9EtlxlwacFnJOzK0tJb3vpQlzyQ9ZeiRW44MWiy7XTjZ/EobXrtGDsy3HXi2LNhYpY7pErc8p1m3k0OzD1baNuYJ/FJHQV8nYPk+SvJh50k7UpN6sovwWJ46Z6jjbWiUa/7QMtej2WdeVTM5o323y/z6NLaNjdfbWzc3N6f3a6eeoP00zCnn5un0gBNMmHap0/3s2wCve2GYXdID5Vp6KyZAGmoz8rptVInOs34zCkJEG/7uertQVQoLBsJtp0HONafsvz+736rmhnXJC6XcheBM73zWv91VRz63hLCXEHfnWXie00B3hi4jC/YMLMTdb3x3shAesnkovaUu2WPJiFetHu/3vhXLRRrXBMjOG0jlWdWvX3I9jZZplec726uxMQHM865fy2CCqSUPnt99ljYy5S0+3Et/2ONueizJdzoSSWMXG68l45z38ntnRJK+hPGz3TTqboM+dw5Lzm23pNnJP8/ZyAmr9KkAACAASURBVKOrEzDnGBy9dITDzspStDL1GDySOo0xdrJ/7z3mqtXkCj4tWA75uOQEpweyrq3OSFMsCKB3wixGqVYw9so6xOU+GGlxT0eL3IKT4VXXn8ja7WexYUg03SkFnlmqK+9PpZiMm8a1o316qV7vzzcHdfPfRUu4vgRMkr7uSwIn0yyvp4KFxqkYfM+SIvRv970kEE0+SJnu5i+fNdBeV1KZmvbZRgcQsr9pLN1vz7PntXuum08DuFT2XbspOxkCNs93Yeikdda/ZIiy2Dh31/kNgJXOi2XFuq6jvXXv0l53G0ae6z5NJ/R3zo/nY2l+lmTSNO14Ju9bV+6FYTbTdggsCWGGtDI16qZkKMhhlSUmXFIknZFPZuTaOI4zAXFfl/53HztvvCsO0y2VTql04+jG3SmbfC5/X8eQS3Xd1f/Mis86DQR8PF8qzBxfIu8l5WRhXfJolq4ZBBqMdf1apxjfF8NctezdpWfkaBcF+c5nO55JOhLe9ZxmJI3/Abz2mLJ/7rPb5bMDZ/7swLaNJrzdRcXeRqaJNmRY222lTnXpAPFd1/1sNzddBDN1WRo635shf/4yvJzz6vo7pyD7mWPqIqup03IO8x579V8m4nUvDHPVHC11YTz/zgQxcTkRJuTLly9np8506ygZ/u5CZTmxS8id0FR6WhnizhBKrtfkWognfyn8mULofnehpaU1D3u3SwYkyzqD3T3/oxgZ6OVDIKBJCrIPoemSfJb6k+DQ9KIN5svXzS8GAfYqcg4c2kov2v93+7Xfp2Kl3HnCb8NXXXTLv/FpgJVJRva2aJPz720kvUe+6vZ8AwOyLnve/LkOuC0ZCIqNef7etWkdxridrWzaG3h2/J31Lnmb+T2dIK6t0x1d5DOBUsoy8pznUbi9LF1/O6M5DMOUv+Osajs9WZf1CzxCcYa+n0mjvq7cG8OcJQ11Z5gtkGbIqtuJ4Pg9HyJixjCxXr16NWVmMmGdcXQbnmA/l2Guqjm6siCnMHv9Mg1tCk16y550M7rLXUbRTLmO6dPbzH5mm77XgtLVm2Ucx+mQl/Pz89rf359e6Vi1uiWNa34eWnXekOchET7P20D4+fTKvQUvPTfT1Pyb2drvqzGmdEDY8/OjeBE2FijPPHUqy6tXr6aXn/hFCBgAG+Cq29d7Guh7madb6nH7mRiaICI96U6fuB7u7RwI389vd4X4KetA8jp6uqSMWVdaD1bNdxckzaGX9aznwfVDNy8TJu2WxmR+o67c9eLxJF+gq1PuDdyoi0TV1J0/iiNSdY8M8zrlbmSSWxqcddl5MKxFUm5uXp9BXVWzcPY4jtN9KXR8mhnMnMkkS2E5e8gWKjNIerFLnnH+UcyQafTX1bvk0Sfjdki/Q9UdI76NAe/GYTDDG6cuLi6mN4Tt7OxMr3e0Akd4HAZDwTm6wDOpSA264BXmrwupg7aX1tSS5hsb8xOoTPu8766Q5H0rVqBednKSTr49qDN4jLvzQPi7urpa8cjdppU/sujkytQb5kmeQeGioLe2tlbON2COnXhk+euiVt12nU6eTR/TYKk4cS3r8fOm8TqdA12pO5fauv6knlvqD/JE2dnZmRn49HDpiwFbeumeU+vUYbh9W2C3TapbVsioTZYEXQYpLrYddxnqH9swD8Pw01X1d3XpX6+q/6KqHlfVX6yqz95c/6vjOP7DH6VuC7OJlCiZ38iCrJojng6Vug2I2L2XOZko6/Bk5bnI7qsZY2dnZ3ohAl6Vn0mh69YzOqPcea5G5Z3HzP1GtFZWiTizf/4/vWCX7tns5zojbtrQRwyz36nrJQsKtM8tOd3BCNmX3LqSnl7naeccdMKMgjKYNI9062k/Ktr+ccq7luc0sAZYltHOGCQfWfF1XqO9yzyH2TTOeaZfjrbwO0YTGUnvzgbU9XVyaR6yPFrmbCDsGSZNEnjbeFXNAXYHFClL/Jdz6LbNo+mIeH4ZUy4Jus7kaWjAffnWNet3xuVoBu10y5XZJ/Mhe6nZWpXjM53TLiU90m50dEx+XSo/tmEex/G3quqPvGlws6p+p6r+XlX9x1X1t8Zx/Bs/Sn0mZK4ZrenDCqJMBkthdH2dIBtp8d1hxkRiS+iSe6x4LMApoIy7ao528/klb9lMkuAlx27hzTq6fvp5e6VLxtYoNmny4xoZCz1nlXN2OS8W6LbGpeebY3DflwBI0oV5tQD6N4OAqvmecitEG4bOazfdvurw9ruU55RlK3Z7tV2U623q7YAg7fgzlbm3KC7QoKpWz5733NJnFL09rDTGHT1cp71lv9q0480l8Or2conGfNfRy/d66aUD4B4DBoq+mibDMMzOqrfRokAbr+davtltYdp1uoj6We/1WLqolWnW2QlH1yznOH4ZCe3mFmMPb7jtBDMZBXJ5V6HsP15Vvz2O43fXGdKl0iFkrlvAPckZIuMzmSi93g4lpyFepywTrTtUlf33/3lvp2A6xOWJTcFPr6rrm0syQvYpQUMKQ5Z1c30XoMp730YRIbh+kQhv+8qtU1W39OJVn1bQpk+uiSX4SqW1FFbLcVuhm96+j7leOjjmbej5FZQvJc8ultOqWpE5lw742Xh33sgSoKYt/1bVRy8s5/CY60bJ8rzD1ZaxDly439Rtg551WRY7XuroZqOcYLnrX4K8u/QGz1i38p1PEs86xyGNpPud8pZjzb6lroC2XEfOkx4JELMu06dzLKCldWEHlhMUpu5MXb5U3pVh/g+r6pf0/18ehuHPV9WvVdUvjOP4LB8YhuHnq+rnq2paH/RgzERv7p8J1xICTQG10Jm57NlUvSYUyt3higxp0pdEy1y34LpvZsJUTJ3nTNIBe6ZznK7fyt79MT19Pb1s7sk/e4quj7ayeN6S6Tvj+zalUxq8N3dvb28yzEueZnoU0NaKOHnLdflEoa7fFk4r4KrVV3auG1s+B3+k9/Z7VL6UPLNGSEkwbGOaitTK0wY2oxAuPJtLGd4W6QOBDLQ65dsBWid1AQ67SExX4AsfPII+sKfs8XWGI+np/6FZGiTf1xnjt5XFBLFJo5y/BPQdyLCedH+cH5IFHQ5/0B/4wzyWRtcGt3OW3Dfat57OQ0u6cXGt0+/c0/FYli9tmIdh2Kmqf7+q/vM3l/52Vf21qhrffP7NqvoL+dw4jt+sqm9WVT18+HDU9ekeC5rDlBkKzMV0lK9DT9RtRQkjW6hcdypv99H18hzPOKvaYzJKtpGxV2Zmc0JEtuPx5L7Y9Abz+c4gd8XAprs3hfrH8a6y/rvqQpgxzufn57W9vV1XV1ezdSCSi6pq9uJ7lGHX986TSEXkOU3BTkRtRJ/RCupLxeSTi0yfuwT5XZV3Ic+Hh4ctQ1lpJnD2ei4A2Yam8xTVdksn555Qh1/ryrWqW13QgdJxHKdMW/jPr4H1GrSzdz3O5BEbZSt7g/Mcn/vra50+6pKPkmb+NDAwcMn7uTfPgegMfadbOvlADzJuQNQ4jrMlKi8fWmdW1aIRT0CB82Dnxo6Tt2Ea1KXTUbW6jbWLTqSXns7OUnkXHvPPVdWvj+P4u28G+bv8MAzD36mqf/C2FRlpdCEJK7dERt4Xyv3JsEbuEN6JQeN4m8HJPU6J9x46G83O2+yMmdtfCjFRHN7KsJmFwAKaQMDXuJ4K/q6+086S59Yh4uzXXUyY9y895+sYZ78ru+o28sFYvQblObSXY8BnAGjhTT5MpZe068JZCfgypGZD7zUoewS/B+WdybONb25xelP3iuJEwaZB7XjCc8x93bJEJoO5Hj43Nzfr6upqJcOaktnX1jeuk74SaeFZvGLzLbzbAdK8Zj5JR8MlI4M5H6ZBV8yDXR12MjrjnHxqPW2DlMuS9Iu/ly9fzg6M8nNphKFpyrONug1vGs3sbzpQlk3PfwfgsDcd8Oea+7dU3oVh/rOlsNcwDJ+M4/iDN//+qar6F29TyZJwdUyUyBZk1RnxvDdRVGfwYZYkpr/jpYOY6TvtJ8Na+dqYbW9vT+iZ6xkGNwNQuo3wXVkyxq47aZnfOwOZqDcF2ff8qCWVJsUKsNs2ZZqYTgiylYABYI4DRcpatpVBjtsZolbYvjdBmBVR8l/yh9fDlzzGd1zeiTxntCs93qXxdEAPWVzKdl0CgWnQmX/vwGBumceOZztFva7g9WW4lDqcH2Gg6H53xcbZ/3cGuzMQCUruam+dx+16HGXMsXZ60HLmZQo7ICR0pnywxc7Fuj7pw+8AIV5uQYKWdZw9+Gw3PV3kGB3CPLI7xPPQyXPKQ5YvZZiHYTisqp+tqr+ky//1MAx/pF6Hvr4Tv62ra+UvS8d8iQKtDGxkqlYzQUFm2WYaHhPefe2ElfvXbdVKL40J6xh5HMcZw6aS7/bdufi3ZNi3UTJJ9+56ejHrypLBTk+qu8cChPF0OJG55L4lxrdXQbFQG13biHZK0f8vZfP6/xTwnLukj/9fN8/vorwrebbnkl6MC/PQKVPqoSSItPybJ6pqJQq2BO67Nxh1ytdz6zntDFyCQytndhR03vKSjOVvHW+kUe/uXaJpeuNL7ec9nSfNuAE68PqrV69myZnuY+pt6zQ7HrSxsbExRSvTXljPU6gHo+wI2JJOy/87QOax5VwuZVunE7VOV34pwzyO42lVfS2u/bkfp64U5qV7qlaTHPK6hTGFMr1qQjLpEXcGcN2k+d63mfBu3BSjd5TFXQa4MxT5eyLsri8/Cpp2nW9zb1fnXUohx+Cx5HYTZ2fiGSGw2UcrWVC7j9lzSNltuy82EOvo7vu7SESnlB3ductzeVflXcpzKuDOMOc1G9tU3p7XlNM0GGnAqZtPz6sjZPk2qqxjyeB1jkSX2+EojCNtrtttd9ezLMleruGve5b++bPTJevAg/uNvsKhyRwg93lJNqGXdT1ymks8jn4wBnvbBlwJBG0s0bcp20kDj5E59fp0Nx/WvYz7KzPM76pAnAwtrtvnxT2dUKT3YsbojALXU3E6TE6dRmXdZGAMco/eOs/az9Gv9AZhKjOI1zq8dkLpvLF1qNe/mVm739cJ+7r6TftEoW9T0rB6zc5HkGJo7TktGYkUxBTibN/h61xz8njy+xKwW1J2X7WH/FUWeC0PZqHkEkJ6fVnsPVlhOjJ2V14K1+BRR8uInmX/MAysGSdgT4XrMThPgHPeOes9I3BL414Cvja8Ce4zUpHGpZPDdUthS33snCnrotw+1cmiacVvzEWG43d3d2fAmbnnxEaum7dsC7zcmfSxLklaeAympfW6lyNTb1i/JOBcKvfCMFfNBYEJXFpTckKBCZBKwPfxvCfSaxXJQLTldYRUvia2vbOq1Xchm7HNMJ1CgkmMDDvBcJ874UojSrvZpg2GFV8a4nWG1vd4Xb8r2Z8s6Zl090AjhyC79++yh9n94bQwewc8X7UairLB95/nsvPQbOhtvFO5Z4Fn7wKm97mkzDGmVM4po6aHlb6VdxqDvb292bVOPl1neldO7PJvFNYjs/i+nCvX6R0EGOZcYkoHwSVpyLU0zlXz9Xwb6uRH0zJLgnH3wfQn2pj1pNG6C3zjVXtclKw/6ebweRpETvKyjtzc3JyO5LQxJnnU99OuAXg6bv5bR1PT870yzC5m8s7YpsCiJJ3k45L3j+M47WU1s/FcJoOld+T1D9e5NCEGFB2jw2AYYzxAe+NG3/Qxw9upkDpamCb+nkrMBjbrX1cSgLh04ZtcNlhXp/uIYBBZuLq6qp2dnRUEe3Oz+jpQH61ogfIRhmlI4TP3vwNqjLP765QbbTvhj/Y7L+19KJ28UVLeiGwkv1jZZrFOYA7ZJ5zGuyt4NjYejpLgIRuwwVPwQi4zWBfwDF7y2dlZnZyc1Onp6ZT5vUQve1Vp1LowP896S5H52fybepQ6+b+TTxuR5PWM8nn8ztpOQ0cfHZZ2xC9pzu/n5+fTufh2IKjbJ4Yxl/Zw+Y4RRodW1bSMlXyYGfXptDhyk3RkvjKxsHOistwLw5xIuuu0GZD/zWS5zuDnjJIhqNGeJ9cMxL0o8rzHQkDffV8qoRS0FBYb6NwTCbP7wHX6kOGVLEkTr8W6/gQ6pkWuvSx5uncZb9/TAZp1XrLvsWI1vSz4Nzc30/5Tb52oqvZM4m6rh5Vx58n4GEULayqkHB/1V91GiToP2V7P+2SgO2Dm35BlrxH6/m57VVUfYbACtwGhToys56Zb37URQkkbVOVWO9ZQl/JP8JTPzs7q/Px8BWwnnVIW3Sffa11ng+xltLzf8mJd6zZsVBJMpYyaF6Gxz6C3vvJ19zuPwOQ57uv0DAl0GxsbU+RrGIaZgU0v20AKnZDylFEt84vH20UnHYZ3u5lVDlB5GwfnXhjm/5+7dwu1dF3zu54xZ81jzapatdbax+zdvdqmc9Hpi4Cgd9qQG5WWRpBg32gOuA0keCOYtAotSiDiCaEhsCXNtkE7CQQ0SECjIO2FjSQKjdrITuveWNlr7XWoWlXzPGvO+XlR9fvm7/uP5xuz1l5rL8bMC4Mxxje+7z0873P4P8/7vO+gJIOYAS3IWZJxEsWm8YRYnYdZVe2EzSmaOSJ3Rq9TKr7OhDv5yIrBRqhj2vR6oeWqd4MM9zWNwJzh6MY9p5D5vfvs72/CuGmcoY35Az4yveyFpXLOHAJ4MAXO/JM8lIL3JmAl+0u7q4z6upfkAcuxvdIMP5o/V4X5baAo3Xxsbm62p/DBp/a+TV9HTlIGXVcuT3CvjfLJycnkn6lyPHPOREdT68IENw5jZx30FX62d+j+Z2Qued/FdfpPeZBBnJ+5E7Ogf2ecvYzHu/XjHFBOUOP+W4flPOYcJy/xPgcYrBtS9+f8uZ65slaGueqGmGmU7RUnEebqseDa+FmJptdqjzoVbbbvMOhcSaZPBu/QaL5gRhDo3MTTf79nn9MLSdBiwZxD850B+rwlhaDzopOZ0zut6s8DN706oJbtJc+kEKeC4Z5cWkjU7ZJ07byQ7v67WNJzSU/vTUouYWXYdm5eKOYVSi6T5TOdl5SyaRDN98vLyzo7O6vj4+M6OTmps7OzSTKTx2SdYF7s5j/HjZe6yjDb6Lkd6znuTWOYfeI9ATH34B0bHBs05/3QgHrTIXJUMGnUbS+dk7Nc3kjgmw6R+5mA2987QOXfXRx6z7F0ZW0MsxmHASaD2pvwZOXJPhbWOUSabVctG85Ejp3xyAnqkCp1O5TuyUkGMYMNwzTJCWSa0QU+5xiNSpNW3RxAM5+WRXsZ7ume7Wjc0cOlUxjdvUm3TkF4i0VmYXKvj+TkWa8RpZKwUHk+3d8Mg9FH5wLcFo7Ovpo+ueVk3UsnvwmKDIxvA63X19eTZE0/52tpSLzOWnXjxVUtg/VVnip12/vzYRee67Ozszo8PKyjo6M6OTmp8/PzFuB3Bqcr3As/Y/zSMDsCAc9QN/Qzjzo6Zv6cy22wTrGhymhC3gf/Y7hzTP5uoOC13dT5abgtY6ZN/n2kecLXUh93UUsn9GXkNvU6xX2mv28ix2thmO0hUyx0CETVzV62RLkWwFVK0ARNdGPDmSjT67quK0PDFj7e3Wf3nTF5L26ib0Jgc1ss3NacMWSNjeurjDNjuLq6qnv37k2AgJMlEJz0YF0QsFUeeicYvKcR7iIcaZitaGjPwpwekoFVhq47wNYh6LmxWuFbIeVY5miRuwPYTXDXio0F9HBIcXd3d0nxdvwJzRIEdvNuRW8Qx/wOw82xujzvLXadLG1s3Px/bze+6+tX65fPnj2rZ8+e1cnJySTRzDyS/JLjTZlhPGmU/T2jCJmchUz7nev2as2H3fJVJ7PWozZi29vbbVQkHTH0NfNACNxy5rn3+Q7IVrZjObaOcPic/nYgJHnAcjnHq50O9PzRf+ZsrqyFYe4Q8xyjenAd4ZJYqcwT4XXhlWw7vXQjIJ5NgXCfKDb8qdDph89+5rM3sLvOjuHz967vXQgw6yJUNMegVqyJlKnXZc4A55x0z2TbaZRt6FadtYwSMh247iP1Mlya/Ulv2vOdSJ7+sL6VXjXlNh68zdtet2Key8+U/J48YsBEMQCzLvDOiQTHVTcy6boy6xtjQK5CJ/Mdj15dXdX5+Xmdnp7W8+fP69NPPx2Ncho6h88TUKesmY4Zvu68Zp7PhDD6CX2cyW6vGbDNPRi9NFy04fngd57HO8aA3rt3r7a3tydAf2NjY9zqxlitH5EdAwg7GS4JmNCl5+fnrSNn4ObvnTwzvkxIzEinAYZp5c/+vkqe18IwV/WhqblQT3o0VVPjyW+d52SlaMPserL9nEwmjHvcrw4c+JpRGsUhErb5eBsQjOn+JEpMBoAWVmIW3ES7OQ5vHbKgcw1arpoTt7FKsXWhnQ7AdIAMWqZhNuDKOpyoYuFkLjpa2UiYpva4TfsueYX7HNLqjEjS4a6Vzhh3QCcVmYFXl+QJrQFXVVNv2UDZMgqQ7MBCevMZ5rRsWH8kGLi4uKjT09N68eLFaJQzubDjBYr7kfchgzbEnZGmHn7rDD1yARBFFjCg3rHBO3OUMu5IhOUzQ7/cbzDRAWfqZN4wto4WYpytwxzG9iudBnupjpZYp3iubWy7nTDU6fET2VoFuub0mMtaGebOa57rfIZCkqm5zr2d8u+uJ2r3ZxvXNMJcT+N/G0pCSHyC1cXFRZ2dndXZ2dkkoxRmNGOaAdyOGTeZxCH4pKULiJptSH5ZgEy3zkC7pEHP51d974yz+5Fe2Vz/rDwyCQmBNMCrqiVjwL0JKDN64D7Y2Lg+G6gO7FgJ3LXSAdUuegLNO/nv+K3zNrp5gXbZF8+XAaznco6HXbyFkb3K5+fnS0a5876zX3mPgeGqdeWtra2ltVveMyxvvucdHQP/ddt77LWat6Gd6eVIlr3Jk5OT2traGl8GPqY5RjO9YPeT8bktwAuv1A3ui8dgQNJttfI8Jii3LUgHZ66kHHRlLQxzZwQpcx6YPY0UaAroes67TQXhPauuL42CjYOZMw2E++1rVgo+VOTi4mI8kOD09HTcCO8QCkKZBsXvFvREahbY24oRdQcAPN5E1H7xXPf5Jymd0XbSF/1xGK+bN3/PMFWH4lO4/UfqNgDQJOvrwvXQAoU3t782DdO6lwTKVrwp00m7DnAbpLiepMmcLjAYzT7YELl92ksv38UJX8htrst2spi/WZ7zZdm3/POZf1dLmnvcvuaEREeIbOCSzl5Kgy4YP/O/6ZphbsLZHBKS80Y9ST/XY5DgfvNceuMZtWH8RASzf5Zn08H/EW7Q10VdmdekL8VjmCtrYZirasKYFsIMRTj0ZcblfhcMntHonEHqiPRZFaHBgsfkurs1H9ZCTk9PJ0bZCMyCaY85361EOiW1ig4wk8cDoqZu/iyCcbGOxvd82RhZcBPMJOO+iVed3hS/QwuffWxFY4NrFO5+5PGehLPSY898guTPrr/MSwID+mRjkEbrrpQEjlXLJ+rlZ8tp1Y2H5O+mjT2YLoJF6a6Z9jY21j3I3zAMSwmUvsene3GgTbadHrGvOZvaYWob5Y2NjdEAZ2gbj7kzwp0Hx/MYKJ7Jw3IYI8YF3cN9zGlG5HgOOvP5+Ph4rIO1Za+N07fd3d1xKcB6yuFx6kzwzXPX16/+OtLPWj/mQU1JH+TYxt//se17adt0oU/cY3lPWnVlbQyzO+9rVTdZ2zYqyVTOGOY5J9rAIHPonHbyc77nc3NoOkNSXnu4vr6eJHaBto+OjsbzdD1mmNmCmZ5zCqW94+xvIvhEoaa76YyCAuxYOLk/Q1hcNx3Te/a7FeYqRGnP1fNNXWQwW8DTE7Pxs9c6xxPmUStue2PpQScPWwGmF8K4vU5+14vHkMYYpeoEuU5hUUeCpwRwzCEF+pu//axL7tagj13kg74wh6enp3V4eFgnJyftEgXzbiOUzoJl2QDceg8dkIYZfs8jKemDTz6zIbXR3dzcHGXFOoJQPaHnXJPe3t6e5Md0XjttnZ+f19HR0WiY9/f3a29vbxwL9+U8MvbOM/U4rdMYWxpDgw/PJ8uIGY1M/iVK4P6hzx3a5n70UAdUOtBEWRvD3Hl2W1tbSwkEuRZQtSygnUJzOMQM7eet2OfQtxXynHH25KYX63pJ8MIwcxAB4zQ6tpBaaDc3N5eSDVIB2tj6PQ1zh/YQiK2trSUvknoIyZuGuQ7kBI30qul3hyY7o+7feM5/ZuH5BbSlAOcYrHDze9JkDqwZJKbR7yIIvp/6Mkkp274LxTRO45bh/M6z7rzZvI7RYL6sDwyOMBZ8z3C1lX1GnWz8/EzVTTj44uJicrqXwYPlvzPKBtWWcRvm9JAxwA5l2zBTOo+y6gYEITPw28uXL2t/f3+iA4mYIUs+QOTi4mK8lg5BN1/wdhrn3d3dEVDQ18vLy9rZ2ZmAV/ruKJ2L584AOsfTOQT8ls6AHbnUGcmDVf1SKVGfdNpyiSTLWhjmzpjAlKkw50IBEInSCXeiVJSiDWyGoTpD0Bl+10E/6bP7DqNhSFhXtlAnyu62SBhdG3GmUueeZBorDgQwaccYTCPq9Ge2l3grhtGjlZUVYRpatz9X/JufTfozv9xv9OwQJc+md8tvnceXwI1xMl8pdB0ImfPMu2uJxO9CMfDrgI7lKBWUgU/Od8ffc9GQuflN0OOSBjWNsfs4DMMIrH0OtvuZwNh9tp7L0HTKNzLMGq2NdlWN4WyPEyCSRgkgzfYlOxJeruE+6xYngnqOXTBG1peWQ4f+Hz16tMT7XrK0rGAErVeQtdRR1NPxlHnCc2LaWDcm8DB9kq/s5KXcdzplrqyVYfYkWIl7IJ2B9vdU+hZY3jt0576kcLrtfNYGmInsFA6fMcpshTo9PR2zr9MwW1g7Ac4MTdPDCBKP2v3rBIrxmPEYG/93nDThu//ow+Eoo0YX+tAZZ89nN0dzBj09FOpJfrIBdp23CYznJ/vgNlAiPJMCyv3ut0Fc9q1D7OtcOnmuWt7NYFnKRsn4vQAAIABJREFUEHAqNBRkGs05Pk5vZy6CtaokqMwxEp4lDOpISLaXwDGNbr4cSfA9JE75Dxyqain3hJJyD9CmAKhpq1tmYVw+uWtVSRAJDWifI0s5Ge3hw4eTOfac2tjhQNjIe5yOSGGsbXDzXs8z/ez0I2DbtHDpAEo6IabLm/DfWhjmquWtLih0hwIsJBDQjJjKdZXxcb2pON0XM0Z6v57EVNSZ0GFPEqNMCAzDbOXjV2eMQcgOcRvhdWg8Gc9RBdPGDG5DZgGm5JqMAQZCz7PdPLjYuPlaCg7PdoLSeWl87zJLPd70kDovlrGYF+fQ96qSfbexT7rfxZLKKo2c+WjuN/PhqmLATH0Ye3ufBrBZkvYeBwYh+Yq1RR8kYnlNR4P6UpbtAXcRML7bKHutGR1jnZE8ybjIDyEs3BkhnIcOMBtkZ0TMfGsQZpozL+g/El13dnYmZzNYL5mGDu1733rOpY1yVzyHCcgzspI0SnDCb+6zHSWuJU0720RZK8Oc3qlDIjaaDhNkDN/MYIJ1Zc6TMXOlojTTdSGNTqHQN4exWVdm32PWkQja+/94Zbg/ETressNc0JZxznmNjlaYFv69SzZJjzSVBHV4e1BHQ9+TbXQMnd5FhvCMuO3Req7mjL0Fzvf6NyugufC3x8A1j7Hjm8xKvSslwaLX+ijQzL+n/HorU6dokydMI4zyXDTESVE5r66zWyZyfoj/Y9mecBqWDmATmt7e3p7ki7htP4NRdiY2v11fXy8BddPl6urVEZkknhqMJr1T5yZYNN03NjbG3BhnUneeMzrl5cuXdXJyUi9evKi33nqr9vb2xv9Ztlxk7oB3iLhO6+UECp6D5J3OMHtJIo8UtfOTfG3jbKMOLW3QVxnlqjUxzImg7XHZA0uPiWsUK4IceCLyRDYdEw3DMK79gtZcDAyqaky+sEAyeTCb/wrOGdj0ZWNjo3Z2dibrTby8vuQMbWhl47KxsTEi7DRWppfHDmjgGgzqLGz/ybgNHm06uYTr9qoBJ6DvVejWSNkh8jT0NozpoaSCHIZhkmHqdauOr2wYfN1emQvK1Uk3nVFIwU3v3W0auNyFwpxbiafC76I1PFv1iv8wVp2sp6Jl/k0zeM0gjegUyUfmmYz2OByd4AlPOY1cZ5SRa4NkA+udnZ2J19wZ9K2trfE+3h0J2NnZGV+mO5E6doCg05znYvl2sly3Zm1vkvVnb0v0b07c6qKbL1++rBcvXtTx8XEdHBxMQvQUtwk97ClTL/V1ka8sGTXLcDP1M9/oXcYGb1kmmQtoYX3V8fdtZS0Mc1VvINMTSU+F0iGoOW84CWODgKGwIGKQaSPXCbjGhLkdMw8Tzp5lTvaiLoesMKQwRBpnCzftm5nplxE1z3Efgl01XffONaZcf6J0HnXV9M9EUAqmiRPFPBfdnKWxXeUxU6zEaDv3wzI39tg6/krEnV6IlQ73XF3d/EFA17f0IGmrAweOQrxJSHfdSieDlJz7BFPpmVXVxGgYzFL8HDRL4205gg+ox205LOw2kIk0yjwDWE5Q2nm7c9foqwFvhtLTcN6/f7/eeeedevjwYe3s7Ezavri4qKOjozo8PKzj4+Pa3t4e18YNNkyHVV6ewYY9WOtEdAnOlefSIODk5KSePXtWBwcHtbu7OwEctO/+GESYt7ooJ7o1DS/XPR7zDE6HddnFxUUbkeQ5y7OXYF2IakCLVRGwNzLMi8Xit6rqV6rqw2EYfun1tber6m9U1XtV9YOq+pPDMDxbvBrlf1ZV/1xVnVTVnxqG4X+7rY3ssBG1lfLrtpeImqjOg06DaWFdhdqNwLMPVTfryFbMbifHZINM+Jp2ECR7yXt7e6MxTeNsL9iKLb3vLmR2cHBQBwcHtVgsJkCB9R4bZpBvegzdX7F57BZS3u/duzcyrddbmAMbn5wXA6OuWFlBIwzgnHFIMJMomHrnvHWPz6VbS4Ju6UV2/bKy4f02QX7T8mXIctVyBrPDg6ahr3XG0IDFtDMYncu+db2OLll5iy61vb09oXGu23I/a6Rdboj1RQey8YwNrh2WzghBjiHXoYmwPXr0qN599916++2369GjR7W/vz+CU0LG/MHG6enp+EcbRI6gr+et4/NMFksdwLzgPTrEzXOWbeh4fHxc9+/fr93d3ck6ctLd/U2ZyGhJ8mEaUNPYBTAAjzhLm3nlWfOV9zK7WI79eVV5U4/5e1X1m1X127r2l6rqfxyG4a8sFou/9Pr7X6yqf7aqfuH165+sqr/6+n1lMSrqOt8pacpcmG+VZ2XvN+9PJUH//ByfjTC7cE3VjcLHKDsL25Ntgd3b2xv3+CGENs5G0bkO477yHCGzR48e1XvvvVdvv/12XV1d1YsXL+rp06f17Nmzqqpxv7JDXekpJ6NmCLEzYEawVir8llnd3XjmPDDT0ICFAnI3knbUw6XjCXvYOS6Ek2c74TffuB/pybu4n119n6N8r74EWTYoTY+so2GGjTtjm4bCcpoyxz28dyByri7aymsGpWxxxPD4Ob7Di4Ro8QjTY0aeeRkEJs0yukZI/uDgoB4+fFiPHz+ud955px49ejSeA3F6elqPHj2qx48f17Nnz+rp06eT7ZoZFZjj8xyfjafvnzN+CXKhJzrx9PR0dEa8LOi6Dcg6b9lRug74dpEYl1yKo37Lf0bRuJ/TGk0n1+UI221LU29kmIdh+N3FYvFeXP7Vqvrl15//i6r6n+qVMP9qVf328KqHv7dYLN5aLBbfGIbh/VVtQMRVSiiZomoeeeSgbSycMek2zfxzXnX3PL/lGi79szBjlK2UF4vFxHhub29PNt9n8oeFIWlIsSJiTDs7O/XOO+/UL/7iL9a7775b19fX9aMf/ag2Nzfr/Px8rAOjTKiOQ/kTKXeeDiAklRwFw29jSX/tnXdLGsxFzpfn3P3iRQiJvjmxpJvn9NDcdgpetrVYLJaQvemV/Mp4so0MbXeRnZ+kfBmyXHUTdvZ8JQCx3KRxteLEi7S8ea47ZZt8aV7pojxd3/ysjTK7Ks7Pz5eWv6i/M8oJtgGQXW7KKuPmdtAbeONuA9odHBzU/fv366233qqHDx/W9fV1ffLJJ63X24HEpAH3Y/i9BFdV41p2LmMtFjfJWwbbTobd29sbE65y3izP9u4tGxmVSkfKfJJAPwEK9Tm8bbpX3ThdvifpmJ4996/aevZ51pi/JgH9oKq+9vrzH6mq/0/3PXl9bSLMi8XiO1X1naqq/f39yaI5BE2UVrVMPKM21veqpijFyq5T1pRU1DDQXHgMQTUDei2I+n2QiLfamMGd3LWzszNmKXYHCpgpeHVeHn2mLZ7/8Y9/XFU1CuxXvvKVuri4qI8++mgMsQMgOhBAvwlN04YPK4BWpoejCxh+5o81KcBAjsvKIV+0475ZeTk0RfIa80Pf4BUn35gf0zB2POHxElVw9McZnmm4XB+Cm0Y8Q+9fYPlcslw1lWfOOu6iE+mZ5Rpmgo9MgOsS4gyWLIsORaf8G3QZ5Nujc2GdEe+ObY4py/Cbk7V2d3fHMK2TN7kXL8/JUp1h43rQvapqXJLy38Qa9NF/ElBzixd9rrrhTbc5pwOqbk4wTCC6sXETzva8J+h8+fJlHR8fj8lr6ELWyrlvGKa7KtKRs97lnXyPDhAn8E/+QTe5zza8qetIEHN7tj3OkfDcdeULSf4ahmFYLBafKTNlGIbvVtV3q6reeeedIVFU58lADN9bNQ1FdYybnhQGFUVqZZwoKgW/U8JW3El4JoRtFc7g5AXCxSBzjmyX+MW6kZF7ghn6lvS4vr45oxsEX1V1//792t/fr42NjTo6OhozOzG80NghaBjexwAmo1ngvR6P4X358mVtbW2Na+6MBxCTIW2UbSot3r1uh8DY6Fox0z/XYbRt4YI/rDxREqlwkvcM9tILsuFOnoYXVwnvT6P8JLL8+rlRnh89ejTkeOAdz1eC705p2cuxjPp5JyDlurD6N6kX3pjzqFOnENFBhizLqagd8UK2MMxdspeTQjFkHt9c/xgPEa+nT5+Oy1MPHz6sra2tOjk5qYODg7q+vq7Dw8N6+vRpffTRR3V2djaJPBnwm6bMY47RSW52Pu7duzeCemT67OxsopeImHl+uP/09HSk0zAM4/5mzwX6zobS/MZcAXi6sLEjMNDB2z87ecychjS26Jy0HwYi1L/KW676fIb5x4vXYa3FYvGNqvrw9fV/WFXf1n3fen1tZUHhpXJLg2DhrVoOX2UYzEKWypZnjLRcVzIm9WX/ur7Y8/Exd36GMBaJGhhLBNmGmc8wHSGkquXTzkwzGwX2Dj5//ryePHlS9+7dq4uLizo+Pq7Dw8OqqvFQeq9BJWCyp2+P0rSjD44E2DPBOz4/Px/vIdTvMSVPpAC4GJn6b+WYB/rDXGeIq6qW0L374nsxzOnBGSRlSZ5Knsk205j8FMsXKstV0xAgPFs1TYpKQ817ykkC3/TmAGWOnjiJaq5+vvuFEXAbGGP/8Uwa5aqbYzHv379fe3t7o1Em2dJrzBg317+1tVWnp6dLkQYAh3kn+Qbwv1gsRpm+f/9+DcNQz549GwGvvWXLsuUKgIrBMtjJtXEMD3/Gs729Xfv7+5PIgmlp2lpevC/89PR0khTnPnrsc8lhwzCMEVH/G56jV5Yp2xWvUdsByKS+TiYNFOypO8TdORVd+TyG+W9X1b9SVX/l9ft/o+t/YbFY/PV6lSjyfLhlTSqZLD2/LsHAocj8bsa24QUJOpOO0nk7CQJoxwrDY3AdGEKQdYZlNzZuzr31P62Asr2vz0w6DMMkbEQ5PT1dCtVZkL1ufHJyUp988klV3SBV9lVnONnoFLogoBi7BDYGBjbMGGf6g7JDGLt5SR7JUFUKvUNHVVOUCz/RtgGTl0DMAwl6XGcKVip5G4fOEOdno+nOYM8Z8S+gfGGy7NIB5ATaGQpOr7DzQKwczRdct2fFbzxr/uLe1C2dd4WcOOkLw0U9Dlsjw/fv368HDx6MhtkZ2PCXs5X5jtFC1sxzBm3IEjyNA8Jxv8MwjP96Rd2OtNF/y03SgwJ9CcWzD5w+cPY2njN0MXgF+NrBQDf6P+mhcR49agCV81M13VJnbzmXPXJcc0ay0/W+d84Z8/Pb29sTB6dqmsTWlTfdLvU79So55N3FYvGkqn6jXgnx31wsFn+2qn5YVX/y9e1/p15tr/gH9WqLxZ9+kzaY4BTMOXQCk8wViNQJH98duuzWcyhux8qDdhLh21M24/k+MzeeMgh7f3+/Hjx4MPGSqTuZl3eMTGZou4AgEdgMiR8dHU2OGMy1zkSV9vxzbSzDgRhpULbbPzk5mdzv34xy02P3nHiMgJAMaXZAq0sgYZ5s+JnDfD4Ffc6rQ3lZ8aXR6Yy/DUyCx5+kfBmy/Lqd1iPLOXGxjKaM2YjY2zYAzwiG6ek6HRq1vnHfk+4+UMSgzoaC5CvkF6OMYUaebTg4K9+vXK81fUwT846N7vX19SjP19fXY2InY3VeiHXWnG4DOBDqRldzjWd2d3fHLPA8gQx6pnwgV/Qf+mKYcaTsZKTTkeu/FOthvnuOeTdQyAig+2o+c79T//hZRyLyIJZVQPtNs7J/beanP9HcO1TVn3+Teik2sul1Wfis6FPx2bMx41kZpzBmeEJjmBikLimM4slORGQUmgieNeUMXxttE45F4I6Pj+vFixf16aef1uHh4ci8MIeTxUicSKa5vLys09PTEfFb2fhvJxO9M+7OMJomTsrICIETYkC8rFPnfGNcq2pM2ErecNsoOoQaIHB9fb20dua5R8hYGjDfmI+cOe2QXyqEjlfNm+nh5XNJ3w44fJ7y05Zlij2NlLv0zACqCYyqlveemk8yOmHlaZm2/DuEnPrEbfPuLYO8ugROEpf29vZGkI1RfvDgwbhcBag9Pz+v4+Pj+vjjj+vjjz+uo6OjUf4A2MgxL4OIpKWBOZ/9j1fJb06IZDz+O0X0KKAd2iHDeOcPHjwY14Ex2ET6fJIZfUwe9mE8tJlr1syro142yowvwRiyl14t+oViT7q7vwOLyac23syhHRd43DZhFdBeu5O/EmVXTRM3QKdcN1Pay0plmcY1UREFhZGoPNeTHEp1McE9yVyzp0z4+uHDhxODTNirqurs7KwODw/ro48+qidPntQPf/jDevr0aZ2cnIyChPDt7OzU22+/XV/72tfqG9/4Rj1+/Hg8aAPasIaboSR7+Dkvncfv0Ftmq4LauY8xHxwc1De/+c36yle+MjmhCMUDPUDhNowYZwsh35kXr42b1p4zlIuXAuCr6+vriYGgToxyJssgcKaPPQQfPmHh9j3Ul+ASnsmM7btUTPc5MJdKyyDWwKdqmkBmWlYtr0PDI3hcTlqyMk9DnyDaPJVKm3a8kwJv+eDgYDTKrDnDd8fHx/Xhhx/WD37wg/r+979fz549G7demZe2t7fHg0O+/vWv11tvvbWU15EgFhrMgeos3OfX6elpHR0d1YsXL+rFixdjKJy62Tv9+PHj+va3v11f//rX6/Hjx3X//v2JgwAQQe/s7OxM5HUYhtEwezzoovPz88kBSSmbVTeG3Vnm5gccAhtpJ6Bxr/WClykAGeaBjr8dqamqiQ6C/vyefNSVtTHMFlKHGdLzJSvZBHJolQnI02GMtKxMU8iZNJ7xumeGu9Ibqpoq0zmF5MxhGM6hbIwpx9V98MEH9cMf/rD+4A/+oH784x+PR3kmuNjc3Kznz5/XRx99VO+//379/M//fL333nuTzGnuRxHmYSIpyAmKMOgw8OnpaT19+rQ+/fTTevHiRR0eHk7O/4Zum5ubtb+/Xx9++GH97M/+bP3Mz/xMff3rXx8NNGFuvFGMvetBYBwSo3765TBYnrvL/NhgVk29fIM/Z/t6rcrC381vZrTaOHsevD0GReVwNwYrlxTuQnE0Ko2CAR7z7bVBy78NR1VN5sR1pyxYnxho2wjzO31inphje25dmLNqCrTtLQOwWZoiqfLw8LDef//9+v73v1+///u/X++///7kLyNdNjZe7ZJ49uxZffzxx/Xee+/Vt7/97YnXz3itO9F59twycuZ1bAzb2dlZffrpp/WjH/2oPvzww/r444/r+fPnk61v9OvevXt1cHBQT548qZ/7uZ+r9957r771rW/V22+/PYIQe7s2/NfXN4mYXPMaMUY2IxQsTyWAcr+oI+WI33P+cmkJ2fdyh6MYTnhzZrl5Ax7zuBzW57d0glzWxjBXTeP+lETdRsmJpnnOe0gdtso2UmnYgFuxUNfceoKRq5ki0Tf9tDCDPhFqtiqdn5+P2xt+/OMf15MnT+qDDz6o4+PjVoitnBBKDNC3vvWtevDgwSTa4HUPC0GuA1E34MfZk0dHR/XBBx/Uhx9+WIeHh2OI3GE+98/ZrHj4Dx48qN3d3Ul04uLiYlx7Z+9leo7ZP+hNWP78/HwJZdvwpWCAqrvDETKa00VKqB9F6HGibCyYXM+5NC8mz97VkpGmbp04wRagirmyB5KJP2nM/ZsBedU06SYja1yzwbJxcDKkn3OIl5dzR4janJycjNGv999/f9y2lH1gHIS8nay4ublZ3/zmN0da8u4EMQA3USYMgaMT3McyGQmhP/jBD+rJkyfjkZ0J1imA31wL9rYw6j8/P6+9vb0l/QC9nYSZetRLUwk8rA9cJyDfEdSkLfqv03U24OgI63PzldtPvZdRAMt/gvksa2OYE+2mN5TC1xkOP5NESsZPT6ojeLZlJZpM0YW6XC9IymPq9jQ6W5XQ8OHh4bgG5XBqNy4j5U8++aSePHkyhpAYN4yO4klAQemWFBjr6elpffLJJyOqJqPbiNQKh7qPjo7qo48+qt3d3XrnnXfqa1/72uRc38vLy8l+bhtKBCWNo9vAa+bl849TESdw8D2mp3miQ7nun+mXPOOSkZuu3CUPOUun9DqjXLUMlpENR8K4396M2+gUXRpmns97XY89ZYc0KRhse+0eE0Y6/4DGBvDw8LAODw8nB5SYDu6X5fnTTz+t999/fzR6FNPLEUPzFkY9lwGJeh0eHtYHH3xQP/rRj+rZs2fjUll6ynYAyDRGnt9+++366le/OkYIvE4OSPESEo6Bo0LQGPrfu3evzs/PJ96qy5yMmeeYIwN880UCo86g+jfqnTOuGXXMut+krI1hnkMUFkoXDxoUCJHTMGe4Itul+LfO+OeEuY7uOnVa8J3AYKTLy+EYPD8OHsh6U6Flubq6qk8//bQ+/PDDsR0ja5QFqNToENrhSRpdk7jy9OnTev78+QQwZB/pH98vLy/r6OhoPJ+bNW+OLyThA48D5eiQVxplvItE2RcXF6MwzyFie7ko3MzCJwLTGexE+t0cGVnPedpZHBWaA2HrXPBMLaP56sa1WNz8A5TnDRryr1Ad0DafGYhmtK1TqNSJ99dtc8ywaeoo5DlBNs9SLzKd8pF9SWfl8vKynj59Wru7uxN9cu/evcmhJI4cGYzaS8QoslXy+fPn9cEHH9Tz589Hg5t9gLa+jjx/8skn9cknn9SLFy/q0aNHE5oDVBJoE9H0QUYGR8gyzoQz2v2y8XRk03NF363bHAntQHACej/nLY3mcfQV7c/p5ttA91oYZqPPDj37PRNw8nkLJUrNgghhmSRn4lI6lITwWQFbINxujs0TkwAhGa2qxvAPBhkFkR5evqpqRKkg1I2NjTEkzto2ys0nbaGIjCAdPiKkB+r/9NNP6+nTp6OCMU2hWec5V9WYDHJ0dFQnJycjvd0/v/tELydteMz2eDHMZ2dnI7CwUJu37O0muLKXxRh43gKdc5Ch8gy98t4ZXStP+MU0vUulk+eUh5QNG7lOpmwYkkd9j+UrFShtdQXw6MhLhjF5Hi/M/c91bHvgNgBeY50r1OfdDNfX1/XixYtJ5jOy4nV4dIgNkQ80qaoxYROQ/ezZs1GfGZyaZzvvEnl+/vx5HR8fj3JHdMIOwdbW1ugJWxebFzxPph9hf/8XfTpTzgKnbxkFxI4QxUwDbdDj9rmflw22Zd+y3fG87dNcWQvDXLXsAa8aEALRCZnRGPWy3pDhRjMCRDdKom57R2Za72V0n3Ndhgn2hLg/9Jt1ICucjY2N8TSd3d3dds3HyJnM0IcPH47HbOL1vXjxYhzP7u7uhOnwnE13+gZyPT09HbdsIcQbGxtjqBzaWhF1SpHxOvEM+iN0FmZ/7jwl5wQYaZ+dnU3oiDCbz6gjjZ/Xoum/nwUAmH/hS+hqXjLoclspnEb35pXu3nUtSasuyYqXE2U6zyfX9a6vp9vfuJYAvGr6/9fcg94AlBsEeO4yR8ARJeTZuSwZeTPvAArh7729vTE5zKFq087yzMtnGvDXjVU3gIadHPC+PV/aJylyGIY6PT0dt18+ffq0FotFHRwcjP13MqXHT5sdaLL8Q9sExYyPgzecmQ3QMPhlDhwVsF62roKGGaWy4UwZM795qcxz6MgJehoe8Pgz6cx2I/u59slfOcEmrJUYiIvvDr3a+7FRraqW8dNbqrpR8igClLw94kTx6dnYi+c6jGgFm+HZXN+tugnv3r9/vx4+fFgnJydVVUt/L4ZxvH//fj169Ghy0lAyw+npaW1u3ux1pD94zDZgeOsbGxtj+Pro6KiOjo7q/Px8RPFWgA6Pe03H/XU4HVr4KEwn3qWRTsPaGXy3i4JxBqXnrvOaadchNuqB59JL83wDBDHc9ozzXt4TuHlubDTuQrEnUrUMgE1DRwSqbsbeZUHDl91WtzznuOpGnk1DrmdSoPmGvlmZU6/XaZ1BnPkNOV+bm5tj7sTjx4/rG9/4Rl1dvfrTlOPj46W1T8D4wcHB0j9GoZOurq7G6NVisRj/wvH6+no8fx55tvdHlOvk5GSMWg3DUI8ePZrQxTsv+K92e/7wdS53pQ6ec7o6T5m5QF6ha+fFO+LJZ88XNLWRpE9dBMO8kPzFHLuPjCdD3UQ2uCfpkhG1rqyFYa6aGsyqmz+dTuU7FwawIqM43OHrRtH2iIy6rdypv0PF/pwGyOPK3xmDMz89mc7WfvDgwZjRCFr2euj29vbk6D/vm6R/FnzWbfyblR1oF5p43Zb9lk42sWFm/2FmYHtseA0gdxQAfbMCTaOcQpZri26P9g18bCS7eUvjbdRuxZKGk/pyqcIHtnT8599syJyM5zbuUkngYxm3Ufa88DnlFlAOT3Tr+b7foA4FPyeDlDQ6Bs72egy2vS3T0ZrOgAG09/f36/Hjx2PW9OHh4UTf+ZwDImWZpe5+c/xm1c3eeydu0S/LiqNkVa/+aQ5QaQN3fn4+Jp6ip5AnbyPa398f5Rk9YS8d+jE3vKdjY97xvGaxk2RDTEGWcBz47vB+RtoyOoUHTz+dUZ6RL/fbDhrjcgTO+m2urIVhzvBkVb/g7jCXn0vvxetU3Ne1wW+e0Ln7qqbrW0ZbabznmMlI0UJrAw2Kdrhnd3e3Hjx4MCJHNvzbyHFyGILsgzWqboCOGcuKMOnp/tpIYHzY4mQ6V9VotBFgC48Rtj16jOcwDBPDTB9SmXs+bSxzDuAVDL/X//iNZxiXw9rQwvRxOwZdbhMlbOPs8BZ0MN845HXXi8fAuPFoEoB3oCOjQfkM9OXepGPVjYGai2wk/Q1QM5plI+A6DBqt0BNws6aKodrd3a2Dg4PRKO7u7k62Tfm/m22UoVc6DURnHAn0Uh/0MH09Hq9V4/1S78XFxfgHM156InHM26Q4qZA+cmKY/wHP89Dxuuevc8JSl2QdfsZgHs+683B5t15IsE0BZKRD57HRxzmHLMfalbUwzBQPyKFhBMDIt2qaCg9xuIYgIFhZjOZp28zsNrh/zktySSPWGT4LF5+9xSfbxyMGwdkw8+9UGGSSQtKTJHxjo2fjQlsZerJhrrpJLvOc2EsEWDhJCxpRB/uX+dtJe7f+83krwhTCLjTW8ZJpnKH65IdE9BZK188/9OVcAAAgAElEQVR1eJPCnJlv4QPG53bTOCQ/mT9T+Ne9eJyWafPLHOjhO/Rjzgxqzd/wlb3aqptohfk7+5Yg2UY5gVuGpx0toh+WZ9ZmMQoo9a2trbp///44zp2dndGTA2z7n6hSvohoOZJj/ra8dPxuOvn8a9rzvHHN5wkABNgiice8t7c30XEsuXX7wLNYj6esZXF0r2re87Qcoy/Nc1yHNk7S9DKp27AsrzKsDqOnLuPanTDMiaJhqC478DajnUoxFS7teM2E3x12MVLHs/OaaSrL9NRgYKMrxgHq9IEd9JnMRQvy3t7eGAo7ODiYhKYRdA4syUiCmdLXkza3eWsYZZRMHvbA2NKYZ2E8hCTJ4gRl5zpVlm4smeiT3o89Cl55dq3pYEFy3oGvs5bkEF96z24D+phOFtxsOyMRd8kwd7yURsLeRBrsXLrgGYP3js8ddqYfmVBpGWG+0ngkeKavtJGyjrwSxj05ORnbvb6+ngBqIkZ4qiR12uBwnKWNviMFvte04TvjnNMHTgKjHR/Iw7zYm7azwfOEyPHu0W0+3577Pd8JdgyymbfOSGMQqRf7kI6InzE/ZPs2zuy3ZjnOiWmmNW06Wua+mNZ+2amzzunK2hhmExYhYluPQxf8nkiSyff3qmWDn+8OcyC4FkzqSO/GLwtuMoXf03Pmj8Fpky0BTh6ywFxeXk72Arp+TgyzwsFjyDWnPHLOa7k8a4WV0YUuJEkBWFi5OmmLtllrq6pxL7ONqr2gzpu0t94JhGlgxQQd4S3oYwE2v8ytZZpObtsI3PQyTzq5DcVgxe/60gu8KyX5AuWeQK6LfPCCfx2G9Nw4nGnaeW3ZtE4Pl+vU5/BzB7LsLeXzVTUB2NZJHJABXWxM0HMGeK4/PcwEnFU18XIZJ1uokt6d55wg12MygPXcXF1d1f7+/jgHZJBX1XhiGDqmAzM2ygYHBlAGZ9ZJSXuD4E5XU28CA/PfMAxjcq3bQf+5X/a8TTsn2FmeU7euSvqirI1hrpoivkRuVmoQI5WYUQsT4u9mPFBsKlobnMzyo52qGw8mw2AuVgYInscKwubfWQhFoeABIPYSELoEBfSJ/q7y2OmrjRvrS9RjDy0TWdxmolHTwXsXOYbUSB76+08v8JrxQDpPhnmwUukiGO6TaQOyd2IHtIbu5h/zigFLelKdcU9ggRJjrLkObwTfPX9Xir1ay7OVM2PsDLPX5Q2QM/yNPkC5V03p5DVTe0iW7Uxq8udU4gaBTuyjXmdpkyVNP/LoWRQ2/2NMG04e81q3+a7zBA08Egglf6UBMV25n98NnrooGYXfrA8dPfNyXbdcwPhzDrluOtPG9vb2pL/W39C1qysjsaZLAoDMas96bNyt47204fagyaqyNobZTFY1nYiqZS/NyId7Hf5OY5FovKpGpJpGNZGVmSeN8dw9HocZ28Jh45Nberylo1NmGUozU6Uwc6+RH8yRSTTuK3VaUWVoL70Yb03zvHUouOpGuTFHpovX+zwe0xYwhhL3vJke9matNFKwOiHmPvOoQ6xWbB0yT5Ruhd8ZW4xUemzphd6VkvS1Ia6qJZmtujE0mZHvZx2y5X7Lp43vnDwDjs3j3A+feA4ycuH6bOTNs4R1M7HK7dkQ84y9YxS++5N0dF/oqyNdbtc0MJ9l1NC5EQZBOWeWi1xW8rKdE+J4dYDaY8h+un50ZsqngbSBWepCaIKM4yBZ96Wet00xvWnDvJLRWsvyqijY2hhmE5zSGYsONZsp7AW5DhfXZaPWEd/Gr7tnzlBn6foD04KsYfrLy8vxLxEzPGIgYUHGkHWG2X2gH4TR0nhZmbn+3PpEvaBBmNQhNs+RGdGI0fVU1WQsHRiwJ5bFdE/DZ5p3yssG1YLsNTDPI2CAdfJVfTE481zaYzRws1K766Wbp06e8z54MdearQ88JwkQDcLmwNEcCOyiIHNzkTxno5NAoeom7Gyl7z+CQB90YIGx8bx50SV1UY67MzZ+UZ9lsaom3jAld2VQp71y08SG2d7sbTo79bHvTx5IuntdPscIr9mgm46r8lBMa+qxg5CG28/PJaxR1sYwuxhBWfgyRMj1XE8yUuq8IU+6w+JGU763C1O4nc6wZ+mMNYjda6yszVxdXY3Zz/QPb9Qp+8nonYJJpuV32snxelxO2shQDwKLErLHUHVzQpvRt//e0eAIQ2ePoTPSnjM+Z/irU0z+nXcUP20zb/Tbc+56bMgzEuP5Mt+ZzzyOBImdUTbf/6NUDIpS3r3dr6MH130tAdAqcJZGtAO/vtefHV6vmvLj1dXVuM4MaCWhiC176QXaCHOfjTX96cDInAGjHtMiPfOMDNj7BDzTD4wU+SH+ns4Qn62LOv2EjH2WksbZc2BglsDX9El+Sx40TwFGmHf4xLrN/GGDCzg0/Ve157KWhrlqWfgsmKkkebdSvLq6mpzj7JBlF7bMMGhOckfEFIwOxXkcybwICnsYEZDNzc0xkcTKKcNZMHwifxvN9IxhNITQCNcKKdd4U7kZFLj4GsLiU8JQuPaIMsRH/8iM5EzfPMHN7342w0fUx/1Wkt5fyv0ApcViUXt7eyMdHJnxHCZgMI1srH2kIAqZ35NXci1rVdhrXUsayyyWQSstz0uCxKqbtUwnLSYY7jLp03O0N9hFnuyVdl5cVT/nRMCQ5evrmyxmR/ty+cnte9+wPTInEs0ZVdrrZIN8jnzZk86IEc9Ab5wJZ2xjbHINmj5m1rplag502aAZ/Ngr5Tt/cmGwy9iOj4/HaOru7u6SzHbP0BfrEss/c2cQb9th4IT+sc66Ux6zwxAORc3d54LhssEm8zbvTcVdVROUSDHTJsKzB5me8sbGxiSpp2o6yW7DYeezs7ORub1+1vXXnqSTtVKp01cLrQ2njZkZ1h55jtMKynTId8pisaizs7Nxj7UNm73WDA+hAMhs7UoaagtCVU3QvOeTk4mqbs4yxhCkEclsdRsJhJN2LZhuc3Nzc5JDQBvpQTuMeNeLDfLl5c1pculBOBxqY+OohAFchsAvLy/HvxSk7pR7lCnrvbnW6a2TyVNW1P6tC3MOw81/nHMkpg1qF7ZfLBZLiVH008WRGntd1knQoPPorS86WUb/8Xt61vB8VY1A2/JctfxvXvTL3ncujc0tTXkubIRtF9C12T78Y1l01DW9aAMZh+xpz8YWfeZ98nYC3Lds12NZVdbGMMPkRpHe6uBUdXuBXWjCyMbGjOfZJ+xrVpCUVPa88zm9TMqcEev6BWPBsBsbGxPPqgth4lHn2pgZgbqrbtCe+5lJHaa/jUaieyu9TqASHNgDx5PA0Lm/GeKjjgwXuR0rKehrhI2iSjSMIPN/uIT1vc3LXrvBkqMNDi9aOdMX94s27CWglMxP0MDLMln3XSiphDLsmFmq/t3r92lck+cy2sE1ey8ZdTIY7jKgDSwt9wmyO750FMUynv3mefrmfmC48D4dFczn6GOGm/m3KQy8edQ8RR+dPOVogaNqtEUfCdlbH3fGzzTJ5bD0HJNW1snc69/pH9E004b1fPQNc448W+/YOJvOlskck581jyXopO2UiVUGem0MsxF1IpQ0UDCgjU0yEAziPXhmINdVtZwVjhDDhGmUMxSUbfs+rvGe7XdehJ9Jj9nI2G2kkTLNfK8FCKVGnxxuy+Qr08gC6PU093OOxhi2RJJZVhmjTlhcHLp2scFORZuKywJHf5KXTHsML2N1+2xxS8VtIfW80AaKAeN+V0p6DfYc01j6Pr+66IWNFIDSBrzjGUc5MhEpo072GCkJ/l3mrvPcbcAqQWjVNFpi+nTblMx/qX8wfNZFaRhTb6Uzk6ApvWAMDvPR6YhuvIwpHYlOnulPhqtNHzsD5iEX68bOc3ayYdX0z49Sl5OfY1rBYwbaycPu1yp5vtUwLxaL36qqX6mqD4dh+KXX1/7Dqvrnq+qiqv6wqv70MAyfLhaL96rqD6rq/379+O8Nw/DnbmuDgafBSAKmofLnnCiumfheI+mQrjOg/eoMcGecM8TUofjOiLypV9QJoceexTTpAEIaxDQIXm/Ldjw3KACvqdmoZB+qpkLZRTa6sXXjnKNnVX9aFgrEPNEBLn5DGTJ/0IO+mzamHf2w55G8nGHH5OG5ef085cuS5y6cl7Ka9EjF6TLHq6kjEqBXTZeL7Ck7dOwkK16rAMIcX1Nuk+cOVPt+RwhNxwRy1OHlFEd1nHOShsR9MZ3nogGM2/JqmZgrGR3J9+SLpM9cfwC77kcH8r1UlHwDTTOKwzWDdeft8H8ArsNOlftkHkrAN1fexGP+XlX9ZlX9tq793ar69WEYLheLxX9QVb9eVX/x9W9/OAzDH3+DepeKDVtVtYJhVNUJixUuxcJqBu2QVwpchrdS6FOZ32ZcczK6UJnr5TO/uX6u+ehSKyo/k+HzbMMemcNpCS54Ntd1umSlNLi0aYOWnlOOcW6u/WzS00os1/pZP6I+K+IM1yOcVvzcR/vmCXsCGSVIeiSoMX1y3m3ov4DyvfqS5LlqOQGy6maLHV4ggCafMz39vOcX2vjoyW5OuA7gdLaxwXe3dOKolvuXbSVYc/+yGMin7uj2CNO+aZh98TjhI86rtkfeOTEd+E6eNi26tl2H6bHKa0wwlnQ1PatqopO4vztExfLNvY4oZtvQ2wmB1Nn1K4181bIedHTCc2mdM1duNczDMPzua+Tsa/+9vv5eVf2Lt9VzW0nmSuKb2DkZNipmagtYhklseM2AFgAUu1FnMllnVLmeoWQbYa4x1pyoRNSUTrkzZjOeDUtVTcLHVTeeYqcATedExDZS3uI0N6f0b87IL157jh5fKrkuvLXKYFvh5fYlEnI485sllPRQeMbeM3OCce/Cp8wZY2ZsnUKzd5Jha+4xnW8DfW9Svix5Tg/kdTuTcSfY9j3Qq5NbP0M7GfWwPDtsPbcVCT5PY57eIP3s8kusNzJqMjd3WbcTIW0wKOYPLx/lby5zPF1145l3uin1ksEk3ngCz6pl0N61x3iT13OszIV12TDcrAfTriMG/COW824SQFFPJov5munl0/rQG/ao6W/S0zJtWZ9bmqB8EWvMf6aq/oa+/9xisfjfq+pFVf07wzD8z91Di8XiO1X1naqq+/fvLx2PmAxaNd0mYYONArTX2DFJh4YRVjOAj4QEQaWAdQogr6fQdoZd9GgVvQ3xKiFFyXCP0ZuZgr64ftfRgSD3vzNC6Sm6PTOlUbsVSo6LuhO4ZFSgoyPF/UwjShIa9ZHg5TC3jcic8vD4/UrA13nTCTxQsn7ec/Qlls8tz/xBiQ1NLk0ZUFpRV9VoROe8aHubWQykmTsO7GDbHdvwuvXW9Bw7EM17F8LN7wm0KHOg20aX8eX2o4wCdDrBhmauoDtdb+ZeeOyWB/NxllUGpyud9+kEPPel67/5wHzhiIzbcnuex3TmcBoMCnjW/Mlz7gPXXadtzG3lcxnmxWLxb1fVZVX9l68vvV9VPzMMwyeLxeIfr6r/erFY/LFhGF7ks8MwfLeqvltV9e677w5Gzd4u1HlLRqRV86dyOazBMzYO1FV1wwiZrdnVy3OdN5mKmHs74Z8ryfTdu9vI8IkZtRsr7Weo2WvCc0JpGhhRdwrChsYe6W0CN1cS7c71K/tvhQ6AM2gBgSNoeWBCF/5yn1KZ41VD01SSbj+VcVfelG8+b/mi5Pnx48eDDbAVYUYmPDedMXFUx4bdfJOhfuSSnRdnZ2ejcbYO8KE1tNUpUMuvi3nffN4B3zQeVdPMe9fvsXK/vUUvoZiG8HHM6fhcOhYJwKFPPpsAiXE5apnj9bg8ptRbmTDmkgYswRLFOi8TAZH3lFt72e4H7Zh3r6+vl/5oxPPagTjzBu253BYB+4kN82Kx+FP1KonkTwyvWx+G4byqzl9//vuLxeIPq+qPVtXfu6Wu8bOzNm2sk1EpOWB7pfaK0lDy7lca5S4rmZJggPrmlGh6UXNesOnAfYn4OmNr4e+Mn9s140LjzpOdG5PH3IW6cq0lDdtnNTDMp71mj2MVuoZ+7g9bUUxjb1HxfNoY5BhyHOajLNSTvOH6/axDhozjp1m+SHlWnRPllREwexq+XrWcF+JI0FyEJYtD10TBHMZOOUrZrFrOAZnTATyDkegiLZ7f9J5dpyM3HssqEDsMN8syNs7JP3MGIcOy9NEykvdngqf7n33tdHd6mpazzlincUenXl1dTU4gY15y+Y46PN7U3wnK6TPz6l0+7iN6qaNJAnxo1PEs5ScyzIvF4p+pqn+zqv7pYRhOdP0rVfV0GIarxWLxj1XVL1TV//MZ615izAxzjJ0PIpr57HVn/Z48G93r6+uJ0DrMkcqWZ9PIO4GK6/6ea09VfajSxtUMkEbSz84JbjKAhcHGmro71Ot2UyGlsrEX243rTUp6xjmeFGoXAxTXYdDGMaIuzHvnlSUYnAM/GUHh3Xzn634+ebwDlT+N8tOS5znP0e/QY1XyF98TrLudBI3MRS5Lee9/KuXOAHdg2vdX9dsDkweTHnl/jt3jTGNn2XefaSPBq5+bM8yZ1U39Ha07h2HVeLrfM4JgHUQ7KQ8eB7wD+DJwgxaZe5B6qXOiPGbz0suXLyd7yvnd/eJZ+tBFGO2Fr1qiepPtUr9TVb9cVe8uFosnVfUb9Sprc6eq/u7rTrGN4p+qqn9vsVi8rKrrqvpzwzA8va0NDy4Hm98pRt/5G0fFpeeW9XTIy0Lr+/xetXxUp41yethzYzCDUaz0zVD8lutaeJFWdGYA7nGhr06OMFNnOCi9BtPHkQDGaIZMEJGh9tuEOGk254lDB9PTNLF3nXzj33wCUGb2W6DTu/NvrrPzsKg7w4buByWN2+ctX5Y8u//mDYOSOUPlexJgZ4QGBVg1PdkqX458ea9pesppnBKIUjpDkh6dDawBsOtw3R1fZmKkdUInO44GZeSR9tKjw7u0XoC+c6Fpvnfz7Tm0/mIMnQ6GHjn/1k8u6BGet7zlaYkGKIvFYtwLnXo6bU4CbS+B8LvrtV5wlMgRjDeNfL1JVvavNZf/2sy9f6uq/tYbtRwlUXQeQpFoyUzidbwMIe3t7Y1nvSYj2Sj7Pe8hOawzrOkBW7Bz0hOJOSqQAuDwnfuSwmFapLAaLOTzzhgmRMNJOWbk9CI8Nif4JJgxfR0qnxNyK7kEFAmSuN6F+1JQ5kLf6c3yOfnEwMNzyV7GRMTuf9Ld89XRCh5JL8i883nLlyHP0Afamg9svKpu5szz4/s7zyIV4mIx/btQH2tpryrPk3d9GGxfS0OVJQ22Aa77nYY+jbPHa37uPPHOGDq7HGO+s7Mz8eBSV1ZNvWQD8g74Y7yrbpK7umhA50V3dHAx7/O9C/tank2fxWKxdO586hD/VzSlsxceS8qz9Y0PxEKfmq/Qx+jW7ojdz+Uxf9klDZxRkX83UTOcC1F45dmnVctZlWmkuSdRXIegLcSdwnW/5hBTCnLn/SbTO1zm9js0nUYlhc/efqJUjzM9jVwTzfayrlyzMn1zHqkzjdmqcFKHrk0T0xhlw7plAqphGMY/3cCjMF91vOn2aMf8mP2lT05EMRAwP31RxvnLKMl/3m5mr497c279G/TIbWPMweXlzb+R5atbVzZdkXfPk/lzlTdnXbRq7IzL+sFzbpDO+HOXSRoJ84W3I3JfntOd/Og6UndZRjJqZEOP92m9iVG17GZ0JGlpXrejkrosnbQE+XbochzsOPHJhm7XR+7yjOfev0GrTLSjz4CAdIw+S1kbw9whoqp+bc+CkEqSukDJqdhMbIjvDM1cU8KQpWecYWuXLrPxNiFOw5b32Cg4tJf1z9WXyN6H2dtTdN1uv6NBNz8JPvJzgqlEsGnkko4dWKhaDnHbk+KalQXKhPnd3Nwcj9nziT729Dvl5j503kKnfFIxul7T0fXP8cY6lzRiyFYCzfQgk/8c4ejC2g5hO4ETr9l/mEB/mFsDBSvgnKvkPwxtjrEr5vsOmORe5I6nc+wd7zgChqfGvQmq0QHZL7dhg27wYB3otV36kfOYPO86OrDp7a92rAxkGLufz2QvRwDt5Jh+Hcj3XBiwcU8emWr6kohmPplzqFbJ9FoYZhucbhAmShrmFDYXiGjCWUDNrM7SnEM5nWeUv88ZFF+/LWSSpWMoRxNcRzfWTrE7lE3bMH9nYBJpd4ZwlTGxIjLds6THkr91nzNcb4CXaBeFurm5OY6fEB5H/DmzNr0OC2DHq2lU7TGk8p5TwI4WuO67ZJw7eeS6SxqGzjvMkmAvX8zh+fl5nZ+fj/M1l6yZQHNOZniui0h1Y8t+rtIXqdN4NiNMyQfweUZZVoH8DmRkH5L2nR7LMXjMnT5IWUh6dfLh+11/dz9gA/kBcHcyl6DDdfAyzbt7DfTNW452dM4d7dyJUHZnlKuW/2Un0bWf7SYboUxUk6GKNNq+nsLsMuexZkkG8zVKMkiiuqw/27LB5HMeIGBEm3XYWLldezjQ0kyWa+VzfTOzJy07gNHxQ5Y5I7bKC2UchOQQpNyfaKPcHVTgOeoQso2N+9slJf6jWLpxOzybBVplZCzluosEpfecGdj2ijtZr+qT+D7rOOdKpzvS4HYeNXwy1+f805T8bS761XmrXPe/v2V/Ge8qOqUsUhIQ5HW3k/PP9TlAxNw5uZM8EJ61l5+RF9r0NX/3NijrRXv/7lsXNTV9bluWWhvD3HnC3cT49/wtCQAhjYwz1EWYy2guBX3OMM8h58867m7M3Rir5hOjzFiJ+u1FJBN5TAYAZu7ciuC1Otqzt4gn7zCy+zwHKHz/nLJLpW1Pfq50KN6ClutPeNUYZf8dHPXx3Tzm9becG/eBd9pdJcS3Ab51Ll2UIOUcXjHPdQCoapr4abkny/r6+no84YsQNuuATvCkrlV0p+6uzzxP/7pnXOfGxjS7mvusoLvoSNKv8/BpB37NulwARdAkD96w4ffpXR3w7Ur2k3t5zTk1NnCps30AyfX19bhtaS7CQL251RAAntE9Rwtyd8vl5eV4dC88AIjv5JkEWv+XdtqQ1A1zZW0Mc1eYHCtjH9eXh73bsKzyuFh/5oD3RNOZEJJes4lro8e1rlixp8B3ezir5sPVuS4yh8AsiFZCXRQhPdV8eQuCFZXXY+eEMDOy55SBxz83d/SFejsj39EDgc/jAi1g7G1GQA0W2IaSBtq083KAwV621Y0n+Y16rBS7zM51LeZt6MWyknkJYMyaKPS3vFGfv1Pg5ZcvX9bp6Wmdn59P1purpkbZz6fHZLm38ZsDyF0Y2WPnvlUAvvP+MyHRkRdn+KZMmxf92XKMfBMhok4n1kGHXONlTJbnlGWALHxLGwkC0iDmeDIil/NF24Bp0zKjJJ5b6yjG42Uq78BxAhfAGw/c/aAO657Odliv3Aa018owQ2x7frxsnLe3t8cJXaXArSAhCMQD1WR4y4JAPdxngUuU5vWGBAVOq7ey929ZbIznwlem2dx39y/pwXgNBPxu5TIMwwRRGilaYNMopvebzzPWXCeeU3Jd6YzfqnCRAZKF5Pz8fAL4QOj2SKwkbJAtfNTt/tOfDsCtAlW5ln9XSsoyxTKWYM6eEvxGXTYsrguv+PT0dCnZ08BzzjvOaFjyPr8liDbPZtQm99F2bXUem5+nOGxKffyO4bCOmAMXOTfup8Goo10G63n8pufX8pmnjs2BLOv0VbrOnq6vuZ6kX9UrZ4TMdPclDeIcWK6qCXAxGEnjzHXuMd86ksj96XB1ZW0M85uEihzaYVJg1C4MS702inkUX1dSWCFwCr3voa+eaG+BsPBmFmYXdnE7HWJ3SYXNmB3eSuMFwxshW6jdH+9XnlO2c8UCmPemAfdvq7xmIiY81yVP2QtDwFbVnYlg6enZOHQ7B7pkOCtTr9/PRQjMs77vthDlOpaUFRuDBLeW3eSXVPw2OpbnlBkbJsugSwfo0iuz7OWfSVBQvhR7YK47gQW/pRxkZMp96sbhPkETb6FKA72xsTFuAwSE+q9js38JnNGFNjAe49bW1iQ6kQ5N9tmerHWkgY+92HRMUn6QR/6cpqpqe3t74tWmw5d9suwZJHLNyYSeV0fNqCf1P4DqThjm9DIpRlWeoBy0BdnENhIGXc8xeE5wXnebfE7PmWu5jYCS2YDZ3m0hcfrjd6/DWBnkdgmPw8a4++zx+T9z03vtPNMOlc4BBM9VKiRKKmqjYPNNInh7+elJp8LjnX+eAuwx3w71ZYQiS0ZdmCNncs/Nbxof9+8uecxdSfmao4GBdwJxeNI5IknX9MA6GX3TkuDIICKjXXMA2kA3FbgNsfnXgKKTj65fyK8Bd5dXcu/evdEwEzJPcLGK5zqP1WUOCPm3LqqW4Nm600ua0BKd7twQ/w4tfAa+PXDrTxvtLlqSYyC8n4DH95hGObbbytoY5rlib7UTKCMgZ8+mMk6j49/T0HV94H0uFNKFa5KpUfZzHoONcobH5oyVx2omStSefTISNn1ye5mN21zf06t3f7ooQ9J1Fe3n7uVlBdKBnE5JJiCwUHLuLmh7a2trIogZ0rYXbeVn3qIt35M8mMXAyP2+K6XzlhKczSk9l85TcwInRuhN+vKmBtkyPedlA9QSaMMf8IrbzgiWI2qW5cWi3z+fdOQzANyRMMt2er3b29vjIRhzYM8RQjslpkeOx/oF/k662mFJ/dUZZz+boJhnVgF/HzTje/LzKt0E6IFfMeT2fPktl0zmbNZtvLg2hrlT7PlbR9gsVmBMWiaDcD0RD7+lYTJ6Y8LMKBn2QihTKSfzup5cY+U3xp3M5HdKhnRzDx914L1hdGmn2/Pt7QWeA9O1U74OF7n9/HybUu1CTf7u/YIdaAId5/xZmKxwCIFxbX9/f0kAfX8CRwt5gpLbDEQidfPgXSppcOf4NWXYHos9RowKhsanefGcQbeL5TwjR9n2qiUu+mV5MCizR59JZtSfQDyNM9fSmGdJgEi3IcMAACAASURBVG89A68nSDTY4L8EHFHrojwYUl/PKBPtW0d2kaHF4iY3yPW737Tn57iP+eWoUY+9m1Oed1b+5eVl7e3t1cbGxqgX7Il30c0OnJnPbC88z6ln/PubAOy1MMxmWDqN8UAgHP6AiBZsBNf3EZokMYRrNoRmKiNMG3KfsWqDk6EoX7cg2ih3a2xzitf7CZPxPIbO8+KZ3FqAUJoOPNudFAQDd+Ok2KBnHxyafZOSBt6eutec+B3kiuBl/xPcvImAGHTw6jwDZ6t2gM4FRciZvqb7nBAnTe5SMb86suLfKd6SV7Xs4doLu7y8HDOvO2/Q0RSecVIYMuGMZwq85nlkTTMVLnVZtrP/rheDyPf0FjPCZIOVwNdRQYdhs+9exrHsbmxsjGuudl44W5z7uN551ik7CU46fqC/qUcyGdbG2aCLhF1knvFmHaZ71TSL3Ofbp/PkHALGY8BnGacuy/swDEsJedZDduI6PnFZC8NcNV3gr1pGgR5MCgLFiAxkfX5+vnSmadVyUpk/d8KRiNaC7gJaRvjNiJ3nl/XOTZq9aBCf73cYn753wu0QdzKQ5wFmstBbYLpTwzoFkwqoy1rutlP5OY9lldFyhAClakVD3aajx+A6UQRWJp0y7eY152yxWIzzlaHXDOOZ99Jj6ZJz1rXMGeE5A2d5Nk+ngfUf0sxFZZK/XdI40M8EzH4Wo9p5tymv5lfLgoGmx94lLmIk7BmbNv67W+umqn49254pJT1m3u2goMucGGkZ7Xiy42PTPPUSxp97cxyM1xGt3K41Fz3Nugy0GWfn1GSEMD1kX3Mmducdm9eR8y47PMvaGGYzTmdQOsPl7z44HKYiQSSFpFOk6cGAxkCoRqMWzqzTiM9M6JIgw8jWE8w9VkRG8m4jEzjcR7drxkpaUhJhu485Z9DF0QY8FCuJbr4pXci9EzoLUXrxtGchoG7/nlGOztjRFwuyozEeawqw++/65ryIBEidYr1rHvNcf9OQ+T7Pneefe6+uls+9Nth0fkbS2smRNkjul+cun9/Z2Zn0OQGEf0NfVE0PT0lFnNEc86ONb4J66xO37/scSs7+Wrd6/AbsaZS7fbcJShNM5S6H7hyErh/Q0sbQ9Ot2sKzSJb4Pm5B/dOHlsFVOYPKk+536szPQn6WshWHuJqhTbnlvXkNp5raoNEYWogy9ZF88cZTM9E0lQ4iD+tzXLB6LBbmq3wPp7TxWTMlQtJ1MkUoiaUw9ubacdLEXTZ14helB88o57bx306UDNJ33bzqabh1PuR4r0Aw90b85w4zyyzFRXxeN8O9pxC3cWd9nFep1KR5P8igFWnF/R0+Uahqzjq/ttdhTpdAP83rOhwv9MXDqvCzrldQXKc9uy/Kccu1nu/q6/s4Vy0vnYdqJuLq6Gp0cZCCBjxO/KI4Qpj6ci/ZYDj2+jIpw79zY+N2ylCFyruExO7IBj3Wer/VOlgSF9CPBUfLqbcZ6LQzznDfBb0ySjWRHNIibR0amwssQhtuHUbJPrsOT312Hua1wbLS6sfpeikMejH1zc3PMFJ5TYv5sBrUnP0drI98O6VOv78PTh0l5hwZWqjbQc4KUQMfFCiQ9AE5ys4JzYb4M5DyOuaQdZ3VubGwsnQKWoSkrvwR+8J2BogGZlSM8PWfg17l0BjiNKcXz4gJ9bJg995Zfz4Fp7nY70O0+rDJyXpO2XGRkaQ5cUEcam52dnYnBdH3dvCcPZ31zJaNpHc07mYHePnPahix5G6fEc53rxikrPrDDtMS7NV15hrpcEtB0QBd5dp5BFy11H3OJLKM7GYHMfmSf3kSW18IwW8E5iYAJSSScXqwn22t4ED7DIhbqnAQbZnuC/OZJTmZPo01Yl3+52di42dhfNS/MNhoeN4rJSsLKKQUlDZ33NCaKM81zDPTJpfPmoTn1ZdanFYjHZHTegaXOi0nPwp7QXHvubwp3GlMXZwRzrz2HTuGnIumE0XOc7VUtH8E55zGsa7FCrloOUSY46wwDEQt4cy5USXsJflNmzecdQHV/PX/wAH+OcXZ2Vvfu3audnZ3xudyehxxbT9Bny7wPzUje6/gmgd3c/cMwTNajudZlTXfAhb7Yo02ezpO+4H0MtNu23k26d1HK1MPkF3QHvTBHFG9vSoNox406cC4oXv5gTN4fblq430lTz0eeUb5KntfCMFf1oUsv9GciFYQ0o9k7Q1gwjomgIHa3T9IoyN6gFb89chQKwglTIsR4XIR0zABkGvI8DNkpNe/btEdg9JoTbk9wzsumJAr3cxQLVnp1XV18No39fJ5O5M8GCOkBpVHuxpaJVslPFiTXb0BBBIDD85kfrne09PzYS8rxJb0SHDjE/iZe0TqVpA19906CTLKhOJQKjwDcUrHmkoBLAueqabKXw5Y21gn6CE0if7zYDwyPEvZ123iRrtfy5d0E2ZZ1jwGc+b/jm7mwvMdvfdvxVl4ziDI4ApjYUKchNOD3XMPjHQ/YCYEnbCzhDXRQ7j6Zm/+MKPLy7hOP1fe5f96GZbvitine3eN5WHX2/doY5pxEX6u6CT/7IHwr2cXiJvN1DkWm8NqbtoFLpd8ZNRAa1zC6vBu5b2xs1O7u7iiktF1Vk9APv6P8ed7Cy33ue655U6hrDpml4M0ZBtpJEMPLkQnPVRdhsMK2IKeQGNV3IXgrJ3ueFiy2Rniblf80weNzyTC+++Y1Ko/ThjYNfsd73J8eZKfI3Je7Ujx/GXJNOthY2NvoDg/JZw3cvIUKPvM+VYMlg2mDfAMGh5hdz7179+r+/fuT0C3t+o84unoMZO0EeK47r51+01YHUDvdZ5BhQ9WBkfy9Az/Wb26D56zfkBf/iY77Af0t1yknjmJ42xpyaL1oQD3nFCQv2q64juTN7EtV/9eOzIF1huflTf+IZm0Ms0OmoKOqKWGtZHOPbxZ7vYnWVnktnTGxACUSQlBtlKumQuJ7HHK5vr6ura2tiQE1+rRBzJCyDaiLx4eQ5D5jG4N8znUbjNh4pKfquekiCTB/eiIIOoUx++/6qDuVkOfec+ItJgZ7XqNkbvLM3SzpUXk+2I+MYrbxNcpPY2SezAgONOAeZOEullTonWfLNQOqOc/X9yaA5D1lOvnYxcaZeulHRqzSCDIvHgftbm1tjYdgpBF0hCnlKfWO9QF929nZaWU3+8AzqffcjqNhXMu1XjsrVdM/5+jkJeXRhi9D3gYEed39p010JePkhD5HLMwP1jFp6D3fqR8cKaRPXl7N3KUEmh2vZZ+sL+bK2hjmFCoTxtes1BziSWRjhksj3ZVUqr5O6cLp9HF7e3uCJrOtOc/q3r17tbu7u0QLe3dWGu5rghYL8vX1de3u7k6MkdFmrochBKlwjPKzXZLQjOJttNPYzKHYNGaOAGT2Zxp3X7MHbyFwQlrOwdyRjnN8koY6DS/0QHl3IcJV7ZhXoU+niNe9mCdckmd9j2XWMm1lb37o5NnPVNUSzxnYpnG2J2ogbc/cHpANQtXNWQLb29tLdMj8jwTuafwNVmiT/wbueMqRINfvvlo2qMdLdDaYCRBT36ZO7QxhRg26CB0OlvtI/x05zEgKwBq9kZGx7EvyYfIMNPZcuT+OEpg2XTEN3cZnkeNbDfNisfitqvqVqvpwGIZfen3t362qf7WqPnp92781DMPfef3br1fVn62qq6r614dh+O/epCPpjVoxQVwrOgu+iZrPVFX7D0PZthnN62Cd8JhZuI7nCxq18jBCItwFOmWdivCtw0cWtk4ozMQWQP+fq++hP/SjQ6u+l3Gn0Jkpfc3CRPE8IZwdsLFRpf9O/PF97o+ve8xug7pMH/iCe5zEZcVlnjG4MT0dEkzls7GxsfSvUjzj+xiHhf+nUb4seV7Vf0eV5njNc5JelBV/RhSsTKmHNnJNOw2HZcsecxeGTYNMPawn5x9JdPky9I/2kr8pqWv8verm3886EJS6rHtPEGmZNm1Mz875Qa8Y4FTd6DgDWfqUzoaBElHI1HPuu+nKXNFH97/jN64loPE16wrTinu7wjisP75ww1xV36uq36yq347r/+kwDP9RdOgXq+pfqqo/VlXfrKr/YbFY/NFhGFbG4zyxDMpeSXpEVct7JJ0ABhIzavQzFgrXkSFGfkvPm3cyrB2Kpg4nE3QhXCvjFF6HVYzeGYOZLcPPjM8M6vuqaoJSzexOrrFySEVE3zqmTUGHtlY6FkaDD+aLkBVGPr0nv1MnIS0n2Dk6YMXAtirzTNLIhtZeBXVkxrlLeuYJRCidEV4FHucQ+mcs36ufsjzTX4djXbrojwGPFXxVTYCwvaLkCdPbfJKGFZ60UUae+c0hVPjFSxvU47Vnj89eWOqydELmjDHFYJrvaYQd0u14MuumvjQWjJf70D3QIHk1gSpzlGA7aZprralDmAcbZkfQkGeOEq2qOjs7G/V4twRkfvL8MBYXf7dzYIeGJULT2kuw8Es6JDhfqwz1rYZ5GIbfXSwW79123+vyq1X114dhOK+q/3exWPyDqvonqup/eZOH6XwmGfkzp/BYsMwcNlqZyJXE6BQiyt1CjifMd9re3d2dtGlvixdnU9NnG136SAZmel8dqOjCdz5lhzovLi7q4uJi4ml344SJuzBTesZmQoewjFATNXeepNE/xhkGZgx89v7JOaPlsKM/QwuPD6PKGrGVZHoeOUavlUMLR0egQSdwHr8VkwGXac2ygtH73Pg/S/ky5BmapcebxaHkuT9mSO+S6Mec8Une9YmA1Oc1ZBsNe2reZuQ+0Fc+pxF2KDSV/2v6j9ddp3nIfAUdnSORuoE6vBaKY2C9YTk0WEjw4JLbuNIzNujBWLLn39Ez05NwfwKq9JQNnLgvM/LhG6/9bmxsjFur/LzBP/SDzqZFx0emU9U0GzvnKx0JbMhtnrbL51lj/guLxeJfrqq/V1X/xjAMz6rqj1TV7+meJ6+v3Vrs3doIzgmrf3MY0kqZeskK9KTYAHKf26DQjhV+CgETDLNQhzPH3R8bYR955zo6NFtV41hcL4jOHq8PfE9PHTo45f/6+npEp2bIVDqMwQemeM4MUCx42Qeuuy73z15vzr2FhD4AnswfnkOPg98cqsp/vuk8VPMKc+DkLxvyBIGd0DL/HVpPGfiCvOVV5QuTZ3u+/p5RlU6WrWQTDFrOsgB6DWQtp1U3xot8EOsLK2DutZfKfVbyll/aNNB1f+iD5drvBtzIpT2s3D7l4vFZt3hstG2A6s8JdDLiYx61A8UzyJLnyPRjfJY/j8VygTxXTUG3aem+bm9vL+kQAH+3tOU6LYOO8nm+TOccg+fx6uqqzs7OJjkG8Il57E0A9k9qmP9qVf37VTW8fv+Pq+rPfJYKFovFd6rqO1VVBwcHS+GQDNXAHA55dIo0lUESNvowCZHlxPqFoe2AQiqWrv48d9mG2R5AJyQeEwYBVGrk6racAWoaJU2rpkk4jkLQrlGzBY0+JfpP5nbJebaSTeNjOrjvXsO2soI/Uhmbptyf9O08YCuNVeNJIOiSipFrWVfek95QV/cXWL5Qed7f3x/5Kf+dKGUqZcc04r0bd3e/jXMagKpptMsv83unW3g2HQevI1sOkWvLC2CzG8vcOql1U7bhflUt73t3hCBBdgcaGBeerdvPuaOkh21jbV1sIMy7P0N37uefr+wQwUspQ/Z4TV8SPt0HAzWPg3u7MqfLzA9dJKLTHcmzq8pPZJiHYfgxnxeLxX9eVf/t66//sKq+rVu/9fpaV8d3q+q7VVVf/epXBycpQAwTxZOXiIbJ8ETYo6LeNNZzQp/CaebJ69mnVAoWhouLi9kELz53CtmCa8G0F+hrcwbN48g++pUeaQIHnoHRXZ/RfwcEOuPbGSWvkVtxdEkynhuHKanbSJg+oLR4PrO/LYjpwXblTVBwZ7TTACVYcd0/LcP8Rcvz22+/PdjThN5dsWyrronHlpEHKzsbnU7xJQDIteX0xjpPqOpmWcyK/+rqainiZSNquaX99I4NpPmeBs/6wiDDOtEeqWUmx0Ofsw1oZZ1runVz5ecNbE0jGy578JYny3S253A48s1vpo/vH4ZhDKtTf7YLiLutzAFy/867eZZi++R7bys/kWFeLBbfGIbh/ddf/4Wq+j9ef/7bVfVfLRaL/6ReJYv8QlX9rz9JG2lwUxHbiCSD+Doo0N7onDFmIm0AaM8GWHRYQlr2vmmP0LL/si7Rqw2RFU/nYSaCtkC4XZ5hfE7ASMZk/ITMcgzZd/rXCTLXoVHnHXFPegf01xEB+msGT4FDAXSCjeG1MsykHSts82DHG1k6AJdGNqMh9lAySpLg7LMg7Z+kfNHy3MlYAmK1PX423/JbKrY08OZh87rr9Zqx+b8D+vZ03Kb5lX32vBI0ezeB59/veGk2zDbovt86JZ0CvEsbe8ZJ3fTd/TM/ulh2qm6Ssjx3KV+AX+hmOYO28Lm/d/NpZ6RL5HK+Ae0i++xusRxm/oDruE2mrCMNRgyu7CDaqbScZ1SHsgpov8l2qd+pql+uqncXi8WTqvqNqvrlxWLxx+tV6OsHVfWvvW7o/1wsFn+zqv6vqrqsqj8/vEEGpwdmRTQMw0SAkmlsmCBeKjejXI1p6R6+JwPSH9akbJhy0lxnCrC9ZQsnx/zNAQaP0Z4kwux1HYfLu3/XIhFme3u7dnd3JwxrI2aakmxDm27PzEnfSdpINEpCRx4AYqNspcN4TN/Nzc3xpDAUj5c2TC/utzI27Xd2dpYOyPd827AmKs5koPS27MWZL7okO3+GbgY2OTeft3xZ8twV5DmXo0wv0yzlu/OWeN4erRWmlXOGR+mTPfROpqkLgJ0nUBkUX11djbLeGb0E5hjPORlGh/i8cANQ1st3d3cnYdqNjY06PT1d8natO52v4rG7oDPMjwkKsnA9HSmDH8sHRnhj4yZXhPycjC4YkDMO1qPNA9Z3XVY/bfP7qlMSE6zRboKhxWIx7jVPWidovA0UvElW9q81l//aivv/clX95dvqjWcmnz2BDlFubW1NkmX8e4ecMZ4o/7lwWtUrgu3t7Y31muAwiw0kdWXfMWBnZ2cTw2w0TOFeBC8Fo/OkuB8FcXl5Wefn5xNjbFTM2BzK29raqr29vTHhyWNIJva2hlQeuU5lJMz9Nm7Mob0W/gggs2C97xhaWEFbmHZ2dsata53X5MgJ8+Z1er4z91acBje803f+GchhSj/f8WTOb6cMqSNR+Sr+fdPyZchzPD+GMTOEmV6IjQpKFn6gHgN4e7KLxU0yowEo383/Dl8bDCDX6WEin0S9UtbSO7LHzPziydF/xp31+nz9TpbTEJDMtr+/34I3A2FkoKom/22dY3HdjlalIdnZ2ZlsT0RPX11dTbY5GVhX3UTDLi4uxvt8euLLly9H2aLQH4eoNzY2JjtjfF4A8+F8FNPN37e3tyfteY5cH5+Tv6HZMNz8qQdgAbCRtLM+68panPyVxKpaXt/hmtFXxyzU53ejcyuKRKEwR6ckbJRhcCvw9GLPzs7q4uJi1igzHnvWKSRGZNAhETTPWMFYqPju8V9dvcoe9DF5SSuPq2oKEkyPLOx37ObR/aI/KBaEPFGu67VHgGHe2tqqi4uLScKIlYn/5YbrOQcWYpQyY8SLzXCeC/OEJ5C0SU+ZsSdfW2HDj+aTVaGvdSs2fAbSVX2om+vQn9+tLM2DGTZM/oV//G9uSV/TdA4AA4LTKDtU7TpsyP1ie55lMe/1mnTKsj3B9Oavr6/r/Px8okf5/PLlyyX6V9Xkzya8jOZ6HbHqIhqnp6dL68OcZEhEzpEKR5mgw8XFxUT3IteWdwNhxmuQZfo4ZJ59dyTKfMRnb800T3XLYOkVw1fmM78bwEGDVUB7LQyzSxrKDAdYcP0yyrEAVk3DOHMEsUL35GG8bFjNYISEHHbib+EcvuZ+h73ot1GyhZ9+JVNgxCldmCQ92USJZtI0/hbSDLul8Hbz5z7lM50Hak/aAmov2sJv47y9vT2G83jP8Jufx6uFB7xn3Wt+0McoPAGf6ZqGBoXQGRRHKewFutDnVaj6LpSOX+BjR53MF/aC89mqaYZtGjLudSjT+iAVZCZdMf8YYv6y9fz8fATZyB/Gy/23F+yIFgbSPMy95hGPNQE2Y7d8m2ar6G8g6OcSFCat0ymxfNt424Cen5/XycnJSPsE2w5H5/KCPVh74/5zDK7RJztTgDHzk5NqzVseZxdpm/OOU7caaHVzaFpbplcB7bUxzOkJm4mrpkkJVphZuvUAG6ckhhnKQpOJGImMzZj85zIeMgKdIert7e1JCIl6HZrGkDuUZwWWSoySoRfTo1P6HY24lgYn0WaiUO7rjHK21Rka1uXM5PnHHull886fBuTLwmmFkGCEUFPV9IQfhNn81PGmBdlrZRk18LhtfDIr2MV0vGslFdTcPRmZSTntnk/wme1ZpnM+DIRsbBwZuri4qLOzsxFcn5yc1NnZWVXVKKvX19djspFl2uDZES6AiPklwXWC6O6zx9MZE9PIxWFuDAR96IyN+5fr9zmHvENHHBP6ZcDNGOxFZ+4Ja+aWZdOVSBlhc+sJh7tNXwOIzniavoyn07OmbwdqoNucPs3n58raGOZU9EaQnbeUjJJZf3PENzK2B+WQSNU07FO1/E9BvIOsT05OJgKdYeeqV96ZQ9zuiwUk0VYavBTgLH4+E238jJk3owyJ7LKPBko8R3ShE+BVKNTtogTsgbhNG8U0zLu7u7W/v18HBweTOlnDdnsZ5t/d3R3nxUsD/J4enIGcx4KisJDbe+7myPNheie97oqBTlBHubq6atf8CPU5opD8Mgdu8JYSXKeuMN+Yxwyc8cCRaWT58PBwDLm+fPmyjo+P6/r6uvb29ur09LROTk5GLzplhb4aIHfOQb6qlg2ujRz1UHeXqwDfdbK/qp/wcfJgGqCU8zRIPrjDkUfqc+jaSw4kp1qWh2Go8/Pz2tzcrL29vbHvzGfnnROJtAyb3smDjmbR/wyVG1SfnZ1N1tINGLs5Zvx5rStrY5gTATOZ9qKMYsxsNgpm/vSwLNyp4L2+7EL9XieE8C9fvhwF8+TkpI6Ojur09LSOj49HxnCSVBfeTFRMf/iewpR9m/vNz3eAwwxoZrGx8Xi9zprrURa0nAPTK0te7+5JRjcyJ0x4fHw8rkHt7e3VwcFBHRwc1O7ubu3t7dVbb701UToXFxejQkjPgfs6QGAFlgagS9wzyMG76mhgRZzKjfF22a/rXNIj6ML1aRByDbSqJgmKGKT0/jBYzIvD18mbXHM42gl7FxcXdXx8XMfHx3VyclLHx8f14sWL8SQ9eO76+rqOj48n+5gZi72olO0OeKfz4M+W8Qz5co2oT3q+c59T9jsnBjpxQMycs+DrBrOpI1KvQPthGOrs7KxOTk7GuWD+dnd36+HDh2OiKmDo/Py89vb2RsCNvHJcc9XyUbyekwxXe85SpzrCYpqjD60/nRdkezZngFMeXNbKMPNupFe1/C9EHRGrpvudbeAgEkjZ6JrfTXSjsQx3Eeq6urqq8/Pz0TCfnp7W6enpuB7l9awuTOTx5BqJmcilMwCdN+bfMoxEMcjp5oD2bBg6QU+jmQDL91gp+Rp1MteJxDtQ5XeeIzsdL2dvb6/u379fl5eX9dZbb9X9+/dH5c78eLwIuA2v+5TjQQFhVNLDTrpinNNIOXzmcKj5pfOI1rmkF5tecNIgIw8ZjbDBNU2sG9IwO2Tq9olWub3z8/M6Ojqq4+PjUZYt2yQ1GqQ7scoykx6v+cJt5tg7Y2Eez7VaG5QE/EnT1DtVy2DJ4XzqJsk1+7fKC08ZN13s6FRNd0HwQm+yhMCYAd6A7/39/drb2xsTzUxTAy6+W091fcz5Sz3kYl2d85D0ZkxOZLytrI1hdsYt34167Ul0IZ5cS0KwExkuFjfbn+a2s+TkJMp19q0TsfKwiFxLTjSc3rGVEddTIWco8DaapkKjD05qoqSgmulsxDKsa0HOsRrUuM40zNxLHVn8DN+7ghBYkfLs5eXlJFs0lR99t3dFOM68lJ5e8mIqLPplJUQxL3dGuDP0d6E4tJjGK72qpFcnz/m8781DMNJoZYgyeTNzOlw3Y/C9/MZ7zh/XzBudPkkg7N/zuqN/nTwnOM9oiw1VzkcWOySmhQth3jRALgbTLtahXd2uy/qD3SSOHDhsbWOZsprym/q4o3u3zOf7Ol3sqEgCEfNo0irLWhjmnBgmLie+u5eSCLvzusycVg4mVhqcjoAmuo0fz7PmkwdyzD3v/qcgd5OfyqUrVkz+nvQC/TJeisP/ZirXmd5y1469PyPtpG8KTBow+tyh3hyvhZMIB1s7hmFY+iN7xpdb1By98Zx4G0eGxbjPz1qgfW9ncFPRd0b+LhTLY3qEnivPt+9Brqwc8540gLfRzQCdkt+db7K5uTn5K0jLdJfh3I1vrh8eh2k054AAQFbVm6A5AaSNYbbffc9dEdYHvicNOe8GxQmGPL5Od9Cmja95ysDDCbNe0lwspif+OSJmZyLBij9nKNzJwHOJxpb1TkdRVhnntTDMVTfemicjiZVGq+pmguYmzULqibJSmAvLUHy/mZLkI6Po6+vrcUO59zXzTkml1YGQFEwzsMfYZSEmGs5nvb6Wz9nwdGuDnjMb2bl1UOiehtkC3b3SaBn1um4LsV8eC160Q57U5Xu6vkO/Dtx0Ctm/5/iyXsBCGm8MQUaN7kqhv6Z31TQEyH35nAFves0U86Z5tKOxryHDXZ0G2cgw31mGcJZ1FwnzGDqP16UDXClr5jFH19xOAkKKZfxNZNr8xXizbW8vczSO51MPZXSNMRnk23haN+RBQovFYrIt0jofA+1tph6r+Sn7lEDNQK+zOZ0cWj8kQHH99OW2cwnWxjBbKOyteY2oajkk5GurfjfBqpaVfHrcrs+KPNdf/Pdk3jKBYc7jLO2dZ+ikKwlOB3EMnwAAIABJREFUAC0gRIOFTvlnSDAFJ4U5D/bI/pnZzPirQJO/m+H5zWHEVUZszjAZ0CXC9tYKeMtt2mO2INpAcH8CGE5zcuKSkTr9SoOfRivHxdgRYCvUu1LSuM7d47Glp5EyyzPpgXst0Qo/AUDOoYsdAp/aRAKnDTMnEHp/bNV0CSLHnKDNhhJwj2zak+yeoxjApi7h3Znw5rsOuCePJSigP+lFej7yeetZ60633+lvziiwcUbneitV5tCgazHiHoN1VHrD9Nf08XMYftsC6OYdBch7Z6jTcbkThrmqz5azcHvdOQ0MJVFbKtskhg1eepM8kygLBuF3ez32kJ0ZSEg1Q5v0mdJ5i2aS3d3dUdi89jX3bJ4eVbXspdGHYbg5UMU0Mc0pZlozbCL2uWUC15Nekemc3sBcHc6stzH2ASTuW2a+pwI0SGAOksagayvD5DX4ljbtHfC8ETSKZU5x3YXCXHWJV3zP0KRlzEkyKeeO8PAb0bU0jFbWc9Gk9N4cuoan8mQuh7Tx0NzXOaDlNmljZ2dnwkfJh1mSLxIYWFahibfwQXPGnUaWZ6uWQbr7hl6Z8/Cth9IYpy7IaCFgxcluyC/7mpFxnLk84c2gxwAYHU0xDQBdBiPuc441Pd/OibORNr3m9CFlbQxzIhQG+/Lly4nSNWNYwfl4yaobxWiUgkKwMeG6FTGENXLCcBkd+nkrC29+txHmD71TiI2++D6XhUs4lvYcTkoDn4bYHqLH7JAgis60Ni1SSVro6U8iUdMqM5BXGev8rUPaqWwyjO0oDO3y7v5lyShBhrs674A2khcNPNxnBDfDbLSX2z28Nr7uJeeGkkoK77Rqmk+RR146PEzdNu7eAWGjnPN2W1+d2GmlTRsJoPKcac9ZAnC3By189v8czbKk8U3ZymJ5mBu7ZTgNanq8CWzcly5C1I3HRtRGnnm1h8zzDmP7VDBo6bZSf5h/usiJdS+5BehNJ4CmfYK+nWdsOV4sFpOts4vFYsL7WdbCMBudpLeU3ozXAFxMAJ53/Z1XxHO80480Gh3yMyMa4Vu5uC76zSk2PuQ+PUuPg2KkNadg5tYr02jai06GdFjX9ON5KxUEx0yaITE+zykNj6trz9cSeXPdyNbZmhZc11s1TUzpFGcqyzl+crFyAOx0+98TeKSwz32+S6Hs9P5Smdl4diVlIuv2i/sNbJChTJ6ck49c4qB/yAWG2IYbo2JPzOucKV8JzizLyQ9Vy2HrOd3nZ7gX56MDv+a/jAoBIjueS73HNct8zgfF/eZzvldN/6CGew0sfEqYaeb597iYM/fLc2/aJRBxYZ4NAOe85Y4PTfu0K11ZC8NcNc1KNhHtTSTTuNjAUkzwDkV1gm/07e989nM20ghpGim3YabwOrHbyzB1jrULcXu8aTjTMKWB9Eb5pFt6vxhuj30VLV0yycxCkEq7Uzz2iF08t7zs8efLYaZUJq4zPbscn+ls5bdY9GvGnkvzluvJupMOd8kwzxmPNMjdmDuglArQQB7jmXR2sfy53aqpwfGrC4Xbk3aUCSPA+nN6zXPJPpnfwOc0wB5/9rdq6rV1sm9esy7MZag0YDkHbtu/Wba6yFpnlLvcDOeIeJ4zFJ+GsKMVc2QZTWcl+c+8kjTgtzmwRT/pT3cM6Cob5rI2htkliZ7rL4l4eCYHbe/EihrmybBLejaUVObJsF6v5HmK+2JmdSgsQ3YOl6UyzvBagg/32Z78/9/e+b1qt1V1fMx9POcVJLE6otJPDQu0i4NKdFFSEaUSWF2U3mQQiFB/gGFQdC9BVIKRHO1Cu5DKiy4qb+xGSsnUqJM/ClJMK0kj9N2H/a4u9vPd+/N89pjP3nrevffzvs8asHn2s9Zcc84x5vjxHWPNtR7KapZFeg3SD50MHwsjj0ar6cN/nUJ2GYyNLfN2EA0xGPN/rk3XZ+bPuXmtcq0feaPBG/DN5DrLmrvMhDK0zPeZZkG5c6xdJsjPy/TJbRkc8r9vKXmM7lh0LXbKOTI40jYCPg3kAra721MMTPk0MHBGS5kmuHWyckbeAdBUFBIIaZ/UQX7SB87sibYcn2FbTAAm3/b5tGmS9cixgORMnn6Rss3ckxlTpq5sZpz04cDMYwFtpl32vPeBuTNAKwzf5GMlqrr48pKqOSLMcRpKd/+E2RaVzk6d341gq2qrFGY05l3X7JO8UEkZ0I3oKYPwxGcVjXZZkjEvrCxYdm7bARWDLAcmo/fIz5v0uMasrtCxcc153+jevXtbJTMCIzqhOJZZZSF908jJOx0e12aMsfVjGyQ7Cuvvg0ZcDwJY2jN1uOrcbrtbO7m+Gyd/DsZV83cTpD+ucdYpumFnbR2l46Y/yKNXzrZzHXmNHHaByPDJ65zx279wTn7ZRc7FLhggOyBMf5L52reEmCC4BN0lXfTfroRZ7pRRfsM5MpqtJUE73+1PP8TATL9APY0cA9y69eIaM7nLmA9EKdsGawRl9EJUkvfEUqB2jqauJFN1/shDFojliHzy3lOOOTClD/LXoV0HcQbkbBbge3CJps2P+8n/liODvQ3i61//+tZjIEaJRpi8n8YAY0XfpYSdszGQmPGaOXYZV/63bLLhinPO79l6HMqHSJtAoOMnupjvBk0xat6z7EDLLh3eV+qyeztvtnPlhzZtkEznn+MMRp09hTgGZU0Ayj7TB6+3P8i8oku5p+nxc63vS+az0yXaOPtkJknKjvIQ9Ywy8Yaz9OfHOfNpv5Y+vKb2z/ThmZ8D6gyAdOdohw7KY4y6e/fu1qOSnH+uzz1q+nGe5/rP9CdgK2NTpsuynD3nTp9t3bwMaO9FYE7m0BlD19aLawNn0Km6uKHDSkGBUaBdcGKmnPYMJMw6Y7BZfN6jrTrP8oww028CJDPoKJeDDZ2TAzeDCx0bFTF95BeW/KiXFTR8uJ13EneGTTISZcDvkHGuCQ/kz+RrGBgdmAO07NgCzqxj3XzCA+Xve/LeRepnYTu5ONDvOzlrq9ouIc5kl+/UVdpiB1QY0GLL+ct3rnvm0gFGVr9oJ5kTy72eT65PdtzZWwcQY88es+o8w/Qmxu6pifjQ2Av1dpZs8L5t1fZOeNozg619qu0u13Y+mjupKR+DUvrNWVJFHbDvyzn+cT4OxLyePii8dH3mOO051Qn+Ol1HuX7208VVexKYqy4aaGdY2ULvDDrEgBvlCJLpytkJlER8+eRisVzkjJHz5bVWrg4ZzsbLWEZaQYbcHEFU5o0TkSvlkrnGARnM5JEubkqzA2J2kP8ZlP0jAQY2lpszCFKXGTgQ+loHBV7XZdd2rj5H4/RczFfWhHNgcKYuzWhm1Luu2TfqAIxtxGvWOfoZWKcj7c7nGIPMLMh7rPzve6IE3VXbP1HqNrbnZFWURcbgb49n3jmXYOunPRwUHOBd9SLffKNX1opAxe/4jy/g/Fhd4BxcJXA5t3vPN+cYov/0XLlW+TRQ8fPDodlzxR1w4hjmL/4zt6JyfXfbkZ/kaxftVWCeoeQoYZi3ETtIM9gYCaUdy0+8lsGa5XIL1M7XfFRtv12K/Xe8M9PifKhs4cGIOe38KEFVbcksxPvkLM+mbM5HPkJEgUTTDMr5P304OFs+CVAu79kBdkjdDjDtKA/TzOl38yMocvWjM3i36YKM59itMT+5hg8aOTBVXawezK4JWY52aDMZu9LQVWwsazrfqtqy/ZSnOx8VcgbpUi4zyVyf7JEBlbLh6yhzjLZtuw4wD3hnMCGvXeUl8zPIJvC27Nj3TK5p5yqCfVc+yV+3tjlOOXe6Rt9OcsWz6qLtsqK2iwiOfNxkvzfjLbQ3gXmGmE12il35IgqTMjM3OOWaLFCCkMsbLGHl/gvJpYwYGRc3/WRsKwSJhmznxDY2ZJ7LQ/GXBYQuQ6RhnpycnL3MIgp79+7ds/m4jM3nN9PPLGv24yFcg8g/Y9A55lzG5fdZudsGT6dnxG+5eKcrS9737m0/r84AvqvcTLBh2XeGy/YzJ7CvRJBpvkldJuzvBtpeR9qMs0MHZQeqTvb87DZKdXMzmHagiDysq8wi8xc/4qBcVVtvssr1BKq8v8rA5GBqf+ZyNwENA7XBIvWT8ve59BPivO0TUhK2b2eJfFeCFrLdRq7cEMe5MihnTrMATd1yQmheKR+23WXPlwbmMca7qupnqupLy7L84ObYn1TVD2yaPK+q/mdZlifGGN9bVf9UVU9tzn14WZa3XDZGJjpDSt6N62zVQTfkzI0LGOVkubaq/znE7hlElpO4SA7ofByCv0pD1EseaOAMJjQIbjzyvSde1/Uf3ojkyRsf4TKgsNzzusIYLV8RSpBCJ8n7tTRmPgNuY+R6RBZ2qt36G6HvCt6mLlPg2jMw0PidVXWB2nOxgec8s5ZdoO4boZuyZ8rVTpaBo2vfVXu4F4M6xvb5nXQCt05H0nf64nmCAAd362B+8nUGps0Ts1mWyR2YQ94PE7snKKQ9elNUxvMtON8Dte+x3rKqxYTD1S4CGNsNgbb56wDrLMHI+S4gd+3tAzofRJ/C30t3xY62aGBuoOFz9+7dO9PProJjukrG/GRV/V5VvScHlmX5RTD+9qr6Ctp/ZlmWJ67Q7xmRGTo9ohUqUgRGBWebtPOuOzrik5OTM0Exy2Y7GoXRGjPuGCiVy7ueQ+SpQ3qcr8dL2+5YnAkVyvfVPY8EQwcPG2jnQNOGzpHKnXlkIxmvj6zSlwMdjTt8dRkCQZAzEQIPOgBuwHMgzJjpN7x5F2vmkbnnuvRpJEw+7AwpS8qF+jDbaPNN0pN1zfZcdfElPHaQJh/rMiZXUCKrfHpX8a7xWJrOdzpWBzPe3uKcnUGaHwYxyyJkgGgAbXlaNt08aA98WRH9LDd7OfNn4sBKGoF4RwTtmV+SHfsB+gz6305+XCMD1G/ENngtxzs6On89LGXNtegSBbdLLEg/TnA6/9LRpYF5WZYPbZDzBRqns/mFqvqJy/q5CjkLqtpmjmXjfKejrtq+ue/df3beDOIJKEYyQbobfrcWYaacnfJEobvKgBWrC6ScZ4yEAS2Pl3QKzkDLNlQUAhZnC1Ekgw1n2zamyIFyZcD0+W59uO6zMZ1R+no6xC5L8DkCQD9a4TXuMnrKh+vXoWTrItvxJ+zuU1C+UXumHVjvuqDJtYhsDa5tVwbrObYsy9mPxngsBgT3w1fldiDKNpHznKeDvfn2fKvO3/jnSpyzLwfhOPhUFKiHs1dXcj1oiw5I5JlyNSCmrec7bY+b1GyTXrPIgsFsBoZMuwBO+o3PJFixv6BeeM9PN1/rVsbq1tw2MaNneo/5R6vqi8uyfArHXjzG+Puq+mpV/cayLH9z1c7sfGZlQCvNLMA5GNAgff+jahudOUN1vy69dGRExuyN5OtnSMqGGsdFRXfZnbspjeAcqNLeGSX/78qulotLNZ1i85oZMu2yHpaTOGaM2Duuu/Eo327tCABYZifP1gEbpp07r/O8Op2egatrpvtqz7totjZ0xA5AlBH1nrK2/mSszqG77BpwSGea6+kbGNDynYGKfVGX6IfIb/rwM9IMaNHtVH1oa6xQZU65zcTkxbYaf2K/4Gyc96Otix2g5NrxnNcv59knbcav1p2R16yrqkWvGHzJQ6dbJAdxHvc9cupK1bYPZj/XGZjfWFXvxfcvVNV3L8vy32OMV1bVn40xXr4sy1d94RjjzVX15qqq5z73udNgwcm7pEEGuShWlCgzDd2PDKQPOm0HfAas7tlWUnefoVMwK5OVnu1dLifvlgMdFI3WGR7lTifHe+EEMz7Px7Zyzvx15V4Hug5FWv5G23SszLAcJNkvjzk7zzHKn0CkAyNdnwZQu5wK+evk1u1vuEa6L/b8nOc8Z+ucMx6uJR1mB2Isc2aNBGssY1ddrGB0NsrbGg667MPUZe2dbnSBkKCDY2dcv0WKep6Mj3rPzMwJRsrVtnE+UsVbcXxHP/nnvO2nPXaA7wwE0Rfa/gn+wyvHtExJbuv44EBsEMM16xKxzieTh+ixbwHMdM/A3vRNB+YxxrOq6uer6pUY7G5V3d38/9Exxmeq6vur6iO+flmWd1bVO6uqXvjCFy5cZDvhME7hEE1xoS3QnCdCY7n7MvS04fUCAuPxLEI+u3uiLPN4bkZqNgz+z3lwflXnLyRgsGEZmoHdP2XG+R0fH5+h5PzEGoNyDNqy98YbAx3y4CyF/Gf+3jlKp5nvMWAastfN/3NdZkCJ99EISnJt5mvnYofFPjs5GO3vcny7DPmZ0v2058cff3whn03bLYfmJxvy/fj4eOs66yptgVWTbp04Np0419n60NkhA1vG69aGG1aZzXcBizwwq6OdkI/Zo4uZH+dtPcwjlenn6aef3vqZUo7LOfl3inM978fnL20IktPOsgtfnHNXafLacf1n4Ivzyffw48SK4+R/JiXOgilng5Yu4Ug7PsVyLYG5qn6yqv55WZbPYbLPr6ovL8tyMsZ4SVW9tKo+e1lHVIQIg5szKFhuXgg5oHcCCwUhOrhSUYzGuwV2O/Li+TlAZL7cZUnenT2wlLcs5486MHDwTVlGi/zdWBLlxrHd1s5njPOXnPAnJCPfzKXbOV51Dgo4fvpI35Q5jdsyzq/5+FWIBnfdOjk4sw+WDn09DSrrRgAYnryxkOVCyt/6mv8zB4Kra6T7Zs9V2xUjB8McS0AxqDXQDXXVsK5Kw3EJntOeYMBl267MzGCTa/jJOfJxpdhUfsDCGdvR0dHZCyoInDNeHo3KHBkQO9DqQGy9iY9zlSCPZSXZmdld7MEVBc/F4Dl9ewNd+Mrx+BPaEOUf+3KJn315TVg18HpTT6xX4ZM6SD8W2VIeXL/wznkZqM6Aa9XVHpd6b1X9WFU9Psb4XFX95rIsf1RVb6jtsldV1aur6rfHGE9X1b2qesuyLF++bIwEgygOkZmznDDsYMGAbgFVnaNMolcaLY3egSTHMrdHHnmknv3sZ28hVy6gF5QBzY8RZW7kLQrKzJQZ4dHRUR0fH18ou1qRY0h379496ycyMI8JqAYB/E7e/BeZuxQWB2SH5Uw+vHP+dABE4d4pnr47dGxQxDUlgu8ctEELj3Vzp7yI5HMuGWDWpdux3pGz6mdCN2HPVdubMJm5OiOkjUdvnn766S1ARzuKTKNvCVLsw1lpjnNdk70wOFZtV1JcAXJfaZ9PggXqw7Oe9ax67LHHzuYbWWQ+/pW5nE+/acvfcuc8uk2ZfiSIQZbfw2+CM3kN8P3a1762tT5sz9+oDuW6zIVyImDOexciF/olbpTNfHPbjH7BIKILupQNAzv9NX0WZUxw7vWPrtmeCaLsEzyvGV1lV/YbJ8d/uTn2/qp6/2V9XjJeVdWF4OHA4NdO8npnd0TnNEAuLMcwGOger4nwsxDMeNOWaDDXMWB3Sms+6Px5byjOhLwT0TLYeHe6lYJlK1cerJTmxWieG1N8LryyBBbZWQc61Ek+eR31oFP42Ro7iFt3XI7jPAKmrGsEjZQjS6wzCq9deZXzfSZ0E/ZM4El5WM5cW+om5dhVJ2jLnVwdmA3YquqCL2A5tWq7ZJ3xOucaHgyQbYuZf/qJD2MAZrLBihSd/7IsZ7+ixM1iXdbGuXTy6PTa2W6SAO+Z4ZMqXWWDfYT4oifOme8/sK7bN8YnumqR/znPRx999MLtkPRhvctxt7tKQKUPcMLnPQBsu4v26s1fdsBcKDvqrqSSa2isnVHQYeb6meOz82CfRuCcg428ahtdM3BV1RYa7BA/kXPVdjnYfXeKf+fOnS0UTd79aAgV0k40bThXBx5noQ7svJbr4jadETtgUb7dc5K76LJA54BPXcy8HdxD1i9nvJ2DJ/Fa87vvxKBGHbeMOvBI6mQQfU1Q7kDzLEiw38zFGXunX1572xCBBPnv/AZ9QdrkVlZ48712Au0EbQYnyoBzs7753GU2FrAy8025jpu9KBe243p0enx0dP4DIJYv++geH6MeESSwWmfbtH+YBUwnb7RrAsVO1gzWvOYqtBeBuTNQZm/dwu5yVA4oVRef3+sWIn3PFNf3ta0U+ctmihj+LOjwOMEGlTwG6sBMPtN2JluWqDLvKDjv6RnEcBzPndmANzN04KJzsmzXZVJ2Lv7fZdExth/tsOHtCmwzkEa06/5YbgsPnN+uQGR57JrPrM0+UwfM/FgJ2zmAzzITZiDeB2G5pr+u8sasiX3M9ITVMfZhnhl4HSzIa2fry3L+2kgHS/qgk5OTs9J4+CBQdNBhNm6QwA2jbEf+eBuKa2G5pC1v8bGd/RX9jX1//MpMD+z3rE+JHwY+HVGf7Hc6XewAg5NDXmuAfhXai8BcddHpetEciL04RnJUBAYOZnddVu2dwRzP8wrFwGg0x8fHZ8bWZZ5UQB7vykrp2xutZsrm8WisQdxV51l3gr/7MxKk8VAhKVu2ocJ3pR7Oyxmky2OUNYmluziaTibdenpN2bZbu+5enteQ4CSfrI7YkOlEaLiUV3ePap+JfBBMUjYzwBWKLVoPKI98Z98kVtQsO1a5uMZcK67dbO4kXpPvDDZHR0d1586dC8fTln6su5WR8TPX9PHII4+cPUnBhIaZbBeU/TOMHptyoHwcFMMzKwB+WZODvkGJ18lrRmBsP9nxx2pepwfm4+jovOxM+7auUC6OOx2oSx+Ux1VseW8Cc4gO0xkikXcEnqDVKU6UwRsrqrafO/N1zoytiAzudNhUnLSnU7KDtQKYsomCgdwbxZZl/kw1g4aBiA0+czs+Pt5STpbTCBA4786BchzLxZkP58I+YuBcC8s1c+/Wa7YWDqidQVG+DDSdM/E+Av5PXbTzuIz8WMyu32/dJ8qa+5fOrOeRT4Bz9IuBoOrixqHu3nK32aYrVVdtv5WJ/aYNQRbH7DJ760Uni5xnoKNMWGple7dl+dq6FbuM7OKT+D7vrAlL5X5P98nJyYX3QDtA5o/3ht2GvNC+6Vsc+A3ivZs9SYWBCv0i18e+1b6O8/R7xWdrS79oYMC4RZDH/uhTdj1lsTeB2SiEpQVnG1UXn4tzJhayk+ZidUiN6NbXu0SRvoymjArT5927d7ccuUFHd4yoN31yFydLNnb6dF4xRPJKBeKLDfhHo/VmFDqsXVkh55TrXH7rjDNj5voOwBi10qFmDjMUe5Ud0ZGjnWKOU08oa6PstLEDc5DIcb5z9yoIex+JAZLr1AWczmadJVFXZ9mUgzKJQYVzZDbnQOPASn/DoOfMmvpHv5M+QkdH5z+GQR/mt17ZXvx77FXnZWX+yluudTDmPXAG6MyJsgk/nb+MnPndNkF/Sf4IetJ+jHH2zmraqf1g5knASj/EeTphSDLDCmSqh34XRHhyEsX1Iq9dsE3/vJVznc8x3zeyUyNzfowhx2jUVEyXzrpsik6CguZ3B5VdzpFjOPB32V3mEMXYtSXf43eBk/eQHVBDdA50Iix95ZrZowJG8d6p2gUjGnn4MsKOY3NW38nxKkGqC7JdgOZ8uoync+Q8x34Jxkx02HQWDCIMDny07UEMyrYp6lBX3YrjpTyqtn8tLcf4qBBtwuOm3zh5ksEbdY9gk3ZlW0iQtf5nvgYOXT8GpWlj22Z7Bvfomt9Fn8/IhvMiuHbA5lp1gJFAgX6Zsux8Xdq5H8qGMqUPmD0Rw3WjDRIkdUHZPmZXRYB+j7qTfrpkwetAvlIZ6vo17UVgrjp36gy6PGdk4uzZCp223sTE4Mb+2MaGMnOQHbqmInIRvfN5tnOZ4/CTSjgL/AyazlA4l5nsHQAZ3Dv5MzDbOVlO5M0O2LJkfy7d2Wg6crZscETjpxHz+oxjBGzd68qp3TnPmePZ4ZMYuHcZ8r4Rswxmry4Pkj8DUGY1BJX+o9wJgDrb9ZpwDgZLsdPOCXd+KGT/w6AXXji+g1syWGbN1GU+ikU557sf8WMgyu0x+yACdPPIOc/I9sN+SZ67rydI7jLdzvY9/25cXs95ducIuOw7eLy7feLA7DG7wN3R3gRmC52GQIfO77w2QX3mNNPOJdsOVXXOsRuT97qo6L7GzyI7CHY8UQZ0Ft3C5ztLbWzDoEwZe8wotH8b2WuSfvhih24dO0Xtyj3dixzi0LxOXamwkxm/u3Jg3meIvwNIzhZyfTf+TAbu/zIjzRgO/PtMXRnUgTD80MFRZl1pmLZAfci1BncG9SS3Y2Cmc2bw47Uhgz7zS10m/+yD2TkzWfZtn9HJhn04Uamqs1dy2l/l1hjfDxF5Eog7AbLMfJ5ZfeQz0wuCZcqD53gd/888sm6dTdlXdmAtfdl2aXusqFiH7F+7pOwqtDeBeUbdgjC4RSgMEkSZVRfLh52hZSwjLxuRAYLPdfPOOZZloqB2QKGrlIDZNw0iYxFpc8dh+k1AdCBxtu/Ade/e9huMOieVOXQolPNmX+zDDm6GPMk/v9O5kz86L17D+z+WredrZ0HelmW5sIOe82PJutMbHrd+7Nossm9EG2JgoP10VQCvNeVmh0cdduWJAK97jMiAmfbGsZMxcw651pv+DIxNBpedH+oAuwFpZ+8cg/1U1QVd7KoMPMeMlnLJH98S1oEgBqjMz0Gsu5bHGLydEXs9XeUgH10Swv5IXFvK9M6dO9OXmlCXCCypn+Zjly8P7W1g7tBt1cUXaVTV1q5rG1HVeRDipiludqDzZJBngOgWrFv0HLcSZoH4HuiMSdQ5xvkGBGcFIRoOx2XmycBsypiRibNTU+dIsxfAAT/98H3ekSlL7HQGLvFl7nScVPjInPJnqdQonM7GmQkRLYNu+u1k4WCR/j1XgkbuXGdAIRl5kwd+7jvRMdpJ2lZog1UXgZ9tMG1jj2zX6TBBKY/5e5eBcywHlKzfnTt3znSR+kB/5ZIn/RZLu5lL/liRiwz9sgwDEbZ97LHHLgRv6hcDb65lQM38szuaNmxQafuc+RJv1KLftc53wSs2w8fNlmXZ2pFu+8k8nTSYultRrCCY9uPMAAAI4klEQVTQTzg5tK5wDgaZbDujvQrMXBSjE6O/kAUQR89AkXZcbCO0jEWl74IxDc0/JpFrjHo5thW3y9DYjvdxY9SsCDDwE8GTR/Yd+TiDZdbqQBAl7hB+h3j5yEuOkXy9MxnLgkRjNtmQeT3v9WU8Pn9tANXJjfwwc8nYlGne91x1sfpxGVr2eN4Q+SAQ19NZHsm8UUezfnyFa9W5rrvaw35ip9796oBMe+6A0vHx8dbakidXi7xRy33R5q13lg2Bm0Ee+SDgsz5nTFdbOL5vIXHtLC8nFZarQViOE2B0QMf3xB3oOAbn7QqFZWq/RN4vIwPL2XzMn8F9+srcslazpOlM1pfO8IZoZrjdPQMrEQNNl8U6uFb1mVUWzUGVSp6+Pb6DmMtHNBJmjl6oLLQDL41odp/0sh1/5CuZObM3OlErN7NOZgcdYuRYLMdafpQLP3N9FwgZmIlYGexsQJEvd8GGLMOOIiNeRzldJcvmOX9nu5lsHjQiuKZOu+RMZxXqglTW2FkNs11eY/v2mDmW/pm1Wt94vXU8/3c22QWIXGNQYR06OTk5A3eUG/kOn12Wmp3anbx868j2RD4IQjIeExLL3Hprv0ndN5BylbPTe/dBH+N2nfy7W0md/OknvZ6WMce2nswy//A4o70IzEZRDs6dIXfBkQqR0gvvEbG/qh4hd+jYTp5Ew/BxIy4GY99DYVDmHDMHZww2IBso+bH8+OefhHSwyzUZN8f8XCH7pFPugjcNI86W17ud+2eQ5FxpTFkDXnd0dPoo2KOPPtoacoeuzX83BkuYLltaJ2ZE3sw32zxINLNnEnWlaruSZLDKdajqK1z57MD7rvl11SXPyeetC11QZtuZ3c70nsGk69djMmDG/3FnN+WxixdWyPiZ/y0bkitH5o0gnLbLqpKv64BvB27tKzrdYMY9AyS27Znd2fc7oWNlx9T5B9JeBOaqHtV0WTCdMhevC6a5n2xkOyvxVl0sdXh8HssYISuwj3lHNvu08vENXyxTpQRLoiFzI8xs8fkDGAnKlE8XxE2zzVKWoa/lXDujslNyxuj/rQOcA9tkTvzswA+JAZfzJZBIH53cMo/OsVtO5qcDfA9iYKasHVxm+mmZEUjTofp8+ux0ztkz23uMfO/0imvUOfXZJ7N6Ho898xhL2C6jsvIQnYwP4m2vzNsB2f7IlYnZzn8nGbl+JnPrsu2BY4a66mTXp/0sS+wmVtgoU97r5mfaZK5dUrdLfzJm/DWBducfZrQ3gZlIo6q23v7C+wlsY/TEvmIAx8fH7UsGQnQeDvzp148Q8NqrlkbS1rshObYzSf+lb7ezITMQ+Vr27Q05ndJTzjkWXiyT8Oc3jPmeNu/JpP8g9TgagyyTHWnnMOiIuDa7StoO/Ja3AQ/5og5xnt4n0fHTBeWZo38QKHwYZHNjZdW2fMjnzDHPArn1ZVm2y7iusnRZY4hry++c0xhjawMp+6EO5DzL8eSRcuL1uTZ95dMlcOubA1t+I5hVg/TjxxG7vSe0aa6ZN1/Z/9mfGJzNAtyuDba2i/hO32bKOfpCz9G+gX8uqXu+PDZ7YY7na4CyK1uuqhr7YOxjjP+sqv+rqv+67bncID1eh8Vv1eHxfB38fs+yLM+/z33eVxpj/G9VPXXb87hhWnX74acbs+e9CMxVVWOMjyzL8qrbnsdN0aHxW3V4PB8av6FD5PvQeD40fqtulucH5x1/K6200korrXQAtAbmlVZaaaWVVtoj2qfA/M7bnsAN06HxW3V4PB8av6FD5PvQeD40fqtukOe9uce80korrbTSSivtV8a80korrbTSSgdPtx6YxxivGWM8Ncb49Bjjrbc9n+uiMca/jTE+Mcb42BjjI5tj3zbG+Ksxxqc2n9962/P8ZmmM8a4xxpfGGJ/EsZa/cUq/u1nzj48xXnF7M//macLzb40xPr9Z54+NMV6Hc7++4fmpMcZP386sr5cOwZ4fdluuOjx73jdbvtXAPMZ4pKp+v6peW1Uvq6o3jjFedptzumb68WVZnsCW+7dW1QeXZXlpVX1w8/1BpSer6jU6NuPvtVX10s3fm6vqHTc0x/tNT9ZFnquqfmezzk8sy/IXVVUbvX5DVb18c80fbPT/oaEDs+eH2ZarDs+en6w9suXbzph/qKo+vSzLZ5dlOa6q91XV6295TjdJr6+qd2/+f3dV/ewtzuUZ0bIsH6qqL+vwjL/XV9V7llP6cFU9b4zxopuZ6f2jCc8zen1VvW9ZlrvLsvxrVX26TvX/YaJDtueHxparDs+e982Wbzswf0dV/Tu+f25z7GGkpar+cozx0THGmzfHXrAsyxc2//9HVb3gdqZ2bTTj72Ff91/blPTehZLmw85z1WHwWHWYtlx1mPZ8K7Z824H5kOhHlmV5RZ2WfX51jPFqnlxOt8c/tFvkH3b+QO+oqu+rqieq6gtV9fbbnc5K10AHbctVh8Fj3aIt33Zg/nxVfRe+f+fm2ENHy7J8fvP5par60zotfXwxJZ/N55dub4bXQjP+Htp1X5bli8uynCzLcq+q/rDOS1wPLc+gQ+DxUG256sDs+TZt+bYD899V1UvHGC8eYzxWpzfUP3DLc7rvNMZ4zhjjW/J/Vf1UVX2yTnl906bZm6rqz29nhtdGM/4+UFW/tNnN+cNV9RWUyB5o0r21n6vTda465fkNY4w7Y4wX1+lGmb+96fldMz309nzAtlx1YPZ8q7bsn7y66b+qel1V/UtVfaaq3nbb87kmHl9SVf+w+fvH8FlV316nuxs/VVV/XVXfdttzfQY8vrdOyz1P1+k9l1+Z8VdVo053736mqj5RVa+67fnfR57/eMPTxzcG/CK0f9uG56eq6rW3Pf9rkslDbc+HYMsbfg7KnvfNltc3f6200korrbTSHtFtl7JXWmmllVZaaSXQGphXWmmllVZaaY9oDcwrrbTSSiuttEe0BuaVVlpppZVW2iNaA/NKK6200kor7RGtgXmllVZaaaWV9ojWwLzSSiuttNJKe0RrYF5ppZVWWmmlPaL/B2n6rvnfBqfFAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}}],"source":["def find_face(query_id):\n"," query_face = test_data[query_id]\n"," query_label = test_labels[query_id]\n","\n"," x = np.reshape(query_face, mean.shape)\n"," x_coeff = np.dot(x - mean, W)\n","\n"," best_face = None\n"," best_label = None\n"," best_dist = float('inf')\n","\n"," for i, p in enumerate(model.getProjections()):\n"," dist = np.linalg.norm(np.reshape(p, 60) - np.reshape(x_coeff, 60))\n","\n"," if dist < best_dist:\n"," best_face = train_data[i]\n"," best_label = train_labels[i]\n"," best_dist = dist\n"," \n"," return query_face, query_label, best_face, best_label\n","\n","qf_1, ql_1, bf_1, bl_1 = find_face(45)\n","qf_2, ql_2, bf_2, bl_2 = find_face(10)\n","\n","plt.figure(figsize=(8,11))\n","plt.subplot(221)\n","plt.imshow(qf_1, cmap='gray')\n","plt.title(f\"Face 1: query label = {ql_1}\")\n","plt.subplot(222)\n","plt.imshow(bf_1, cmap='gray');\n","plt.title(f\"Face 1: best label = {bl_1}\")\n","plt.subplot(223)\n","plt.imshow(qf_2, cmap='gray')\n","plt.title(f\"Face 2: query label = {ql_2}\")\n","plt.subplot(224)\n","plt.imshow(bf_2, cmap='gray');\n","plt.title(f\"Face 2: best label = {bl_2}\");"]},{"cell_type":"markdown","id":"43f9a8e5","metadata":{"id":"43f9a8e5"},"source":["Bardziej kompaktowe wykonanie predykcji możemy uzyskać poprzez metodę `predict()`:"]},{"cell_type":"code","execution_count":10,"id":"bf736bdd","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bf736bdd","executionInfo":{"status":"ok","timestamp":1673870506800,"user_tz":-60,"elapsed":8,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"dd65e16d-db27-46ac-8ab9-5fcfcdde8398"},"outputs":[{"output_type":"stream","name":"stdout","text":["12 12\n","2 2\n"]}],"source":["print(test_labels[45], model.predict(test_data[45])[0])\n","print(test_labels[10], model.predict(test_data[10])[0])"]},{"cell_type":"markdown","id":"eeaf62b5","metadata":{"id":"eeaf62b5"},"source":["Jak widać poniżej, metoda ta nie uzyskuje szczególnie zadowalających wyników (generalnie słabo sobie radzi w sytuacji zmian oświetlenia):"]},{"cell_type":"code","execution_count":11,"id":"12c65438","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"12c65438","executionInfo":{"status":"ok","timestamp":1673870507170,"user_tz":-60,"elapsed":375,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"c4df961a-4f5e-463a-b9a9-ec0e4492e1ae"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 81.94 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]},{"cell_type":"markdown","id":"ea5d879b","metadata":{"id":"ea5d879b"},"source":["Poniżej krótko zaprezentujemy jeszcze dwa rozwinięcia tego algorytmu. Pierwszym z nich jest *Fisherfaces* zaimplementowany w [`FisherFaceRecognizer`](https://docs.opencv.org/4.5.3/d2/de9/classcv_1_1face_1_1FisherFaceRecognizer.html). Tym razem przy pomocy LDA chcemy dodatkowo uwzględnić rozrzut pomiędzy klasami (por. [przykład](https://sthalles.github.io/fisher-linear-discriminant/)). Poniżej tworzymy model z 40 komponentami:"]},{"cell_type":"code","execution_count":12,"id":"4eb5b746","metadata":{"id":"4eb5b746","executionInfo":{"status":"ok","timestamp":1673870509765,"user_tz":-60,"elapsed":2599,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.FisherFaceRecognizer_create(100)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"markdown","id":"e9f334be","metadata":{"id":"e9f334be"},"source":["Zauważmy, że uzyskujemy tutaj ponad dwukrotnie lepszy wynik:"]},{"cell_type":"code","execution_count":13,"id":"96faa192","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"96faa192","executionInfo":{"status":"ok","timestamp":1673870510022,"user_tz":-60,"elapsed":262,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"26403d32-3c0f-4fd1-a4d9-2202444d0e7a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 92.36 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]},{"cell_type":"markdown","id":"02220e5f","metadata":{"id":"02220e5f"},"source":["Dalszym rozwinięciem jest model *Local Binary Patterns Histograms* (LBPH) zaimplementowany w [`LBPHFaceRecognizer`](https://docs.opencv.org/4.5.3/df/d25/classcv_1_1face_1_1LBPHFaceRecognizer.html). W tym wypadku chcemy np. uwzględnić możliwość innego oświetlenia osób niż taki, który występuje w naszym zbiorze treningowym. Podobnie jak wcześniej zależy nam na redukcji wymiarów, ale tym razem uzyskamy to poprzez wyliczanie cech (progowanie) dla poszczególnych pikseli w zadanych regionach."]},{"cell_type":"code","execution_count":14,"id":"61eeffdf","metadata":{"id":"61eeffdf","executionInfo":{"status":"ok","timestamp":1673870510690,"user_tz":-60,"elapsed":672,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.LBPHFaceRecognizer_create(radius=10, neighbors=8, grid_x=8, grid_y=8)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"markdown","id":"0d64cb5a","metadata":{"id":"0d64cb5a"},"source":["Uzyskany wynik jest o kilka punktów procentowy lepszy od poprzedniego modelu, jednak możemy zauważyć, że zmiana domyślnych parametrów na takie, które zwiększają precyzję, powoduje również zwiększenie czasu potrzebnego na wykonanie predykcji:"]},{"cell_type":"code","execution_count":15,"id":"ca2e319d","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ca2e319d","executionInfo":{"status":"ok","timestamp":1673870514971,"user_tz":-60,"elapsed":4286,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"c089c67a-e9b2-4e47-f857-dfeba56168ab"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 93.75 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]},{"cell_type":"markdown","id":"00196405","metadata":{"id":"00196405"},"source":["# Zadanie 1\n","\n","W katalogu `datasets` znajduje się zbiór zdjęć `att_faces`. Sprawdź jakiego typu są to zdjęcia oraz jak powyższe algorytmy działają na tym zbiorze."]},{"cell_type":"code","execution_count":34,"id":"51b8a256","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":375},"id":"51b8a256","executionInfo":{"status":"ok","timestamp":1673871435019,"user_tz":-60,"elapsed":2415,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"5da2723f-d573-49f8-e841-9ab6a9d8b344"},"outputs":[{"output_type":"stream","name":"stdout","text":["400\n","320\n","80\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 864x360 with 8 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["dataset_dir = \"datasets/att_faces\"\n","\n","img_data = []\n","img_labels = []\n","\n","images = os.listdir(dataset_dir)\n","print(len(images))\n","n_examples = 15\n","\n","for i in range(1, 41):\n"," i_str = str(i).zfill(2)\n"," images_p = [img for img in images if img.startswith(f\"s{i_str}\")]\n"," \n"," for img in images_p[:n_examples]:\n"," img_data.append(cv.imread(f\"{dataset_dir}/{img}\", cv.IMREAD_GRAYSCALE))\n"," img_labels.append(i)\n","\n","random.seed(1300)\n","selector = random.choices([False, True], k=len(images), weights=[3, 1])\n","new_selector = [False for _ in range(400)]\n","\n","for x in range(40):\n"," first_random, second_random = random.sample(range(10), 2)\n"," while first_random == second_random:\n"," second_random = random.sample(range(10), 1)\n"," \n"," new_selector[x*10 + first_random] = True\n"," new_selector[x*10 + second_random] = True\n","\n","selector = new_selector\n","\n","train_data = [x for x, y in zip(img_data, selector) if not y]\n","train_labels = [x for x, y in zip(img_labels, selector) if not y]\n","\n","test_data = [x for x, y in zip(img_data, selector) if y]\n","test_labels = [x for x, y in zip(img_labels, selector) if y]\n","\n","print(len(train_data))\n","print(len(test_data))\n","\n","plt.figure(figsize=(12,5))\n","for i in range(4):\n"," plt.subplot(251 + i)\n"," plt.imshow(train_data[i], cmap='gray');\n","for i in range(4):\n"," plt.subplot(256 + i)\n"," plt.imshow(train_data[-i], cmap='gray');"]},{"cell_type":"markdown","source":["60 wartości własnych"],"metadata":{"id":"0W0XY3isgLmH"},"id":"0W0XY3isgLmH"},{"cell_type":"code","execution_count":28,"id":"b59ec982","metadata":{"id":"b59ec982","executionInfo":{"status":"ok","timestamp":1673871288290,"user_tz":-60,"elapsed":1045,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.EigenFaceRecognizer_create(60)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"code","execution_count":29,"id":"e1fcf7e7","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e1fcf7e7","executionInfo":{"status":"ok","timestamp":1673871288291,"user_tz":-60,"elapsed":6,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"7c458b91-7e51-4cfd-ea6f-34208c6fe4c0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 100.00 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]},{"cell_type":"markdown","source":["100 komponentów"],"metadata":{"id":"njHKmdXCf6Vj"},"id":"njHKmdXCf6Vj"},{"cell_type":"code","execution_count":26,"id":"28dffd77","metadata":{"id":"28dffd77","executionInfo":{"status":"ok","timestamp":1673871165522,"user_tz":-60,"elapsed":1080,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.FisherFaceRecognizer_create(100)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"code","execution_count":27,"id":"09f4e2e5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"09f4e2e5","executionInfo":{"status":"ok","timestamp":1673871165524,"user_tz":-60,"elapsed":8,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"5690eae6-138f-4b56-a934-914aea70755a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 97.50 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]},{"cell_type":"markdown","source":["radius=10, neighbors=8, grid_x=8, grid_y=8"],"metadata":{"id":"cSB_khOQf_wX"},"id":"cSB_khOQf_wX"},{"cell_type":"code","execution_count":24,"id":"4ce5a64b","metadata":{"id":"4ce5a64b","executionInfo":{"status":"ok","timestamp":1673871123668,"user_tz":-60,"elapsed":257,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}}},"outputs":[],"source":["model = cv.face.LBPHFaceRecognizer_create(radius=10, neighbors=8, grid_x=8, grid_y=8)\n","model.train(np.array(train_data), np.array(train_labels))"]},{"cell_type":"code","execution_count":25,"id":"a1984b48","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a1984b48","executionInfo":{"status":"ok","timestamp":1673871126015,"user_tz":-60,"elapsed":1582,"user":{"displayName":"Cezary Gałązkiewicz","userId":"01409497901784152256"}},"outputId":"6a025d7d-9f44-4cc2-9845-190867b8d6cb"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 97.50 %\n"]}],"source":["predictions = []\n","for test_img in test_data:\n"," p_label, p_conf = model.predict(test_img)\n"," predictions.append(p_label)\n"," \n","print(f\"Accuracy: {sklearn.metrics.accuracy_score(test_labels, predictions) * 100:.2f} %\")"]}],"metadata":{"author":"Andrzej Wójtowicz","email":"andre@amu.edu.pl","kernelspec":{"display_name":"base","language":"python","name":"python3"},"lang":"pl","language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"subtitle":"08. Rozpoznawanie twarzy [laboratoria]","title":"Widzenie 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