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June 30, 2022 09:09
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from PIL import Image\n", | |
"import matplotlib.pyplot as plt\n", | |
"import requests\n", | |
"import numpy as np\n", | |
"from skimage.transform import radon, rescale\n", | |
"from skimage.color import rgba2rgb,rgb2gray\n", | |
"from skimage.transform import iradon\n", | |
"\n", | |
"current_emoji = \"🐱\"\n", | |
"emoji_code = \"-\".join(f\"{ord(c):x}\" for c in current_emoji).upper()\n", | |
"url = f\"https://raw.githubusercontent.com/hfg-gmuend/openmoji/master/color/618x618/{emoji_code}.png\"\n", | |
"emoji_data = Image.open(requests.get(url, stream=True).raw)\n", | |
"emoji_data = np.array(emoji_data.convert(\"RGBA\")) \n", | |
"\n", | |
"def radon_iradon(emoji_data):\n", | |
" image = emoji_data\n", | |
" theta = np.linspace(0., 180., max(image.shape), endpoint=False)\n", | |
" sinogram = radon(image, theta=theta)\n", | |
" reconstruction_fbp = iradon(sinogram, theta=theta, filter_name='shepp-logan')\n", | |
" return reconstruction_fbp" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/jan-hendrik/projects/pyscript-emoji-skimage/emoji_skimage_env/lib/python3.10/site-packages/skimage/transform/radon_transform.py:75: UserWarning: Radon transform: image must be zero outside the reconstruction circle\n", | |
" warn('Radon transform: image must be zero outside the '\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"(-0.5, 617.5, 617.5, -0.5)" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1080x504 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure(figsize=(15, 7))\n", | |
"\n", | |
"plt.subplot(2,4,1)\n", | |
"plt.imshow(emoji_data , \"gray\")\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.subplot(2,4,2)\n", | |
"gray_emoji_data = np.uint8(255*rgb2gray(rgba2rgb(emoji_data)))\n", | |
"plt.imshow(gray_emoji_data , \"gray\")\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"###### Filtered Backprojection here:\n", | |
"backprojection = radon_iradon(gray_emoji_data)\n", | |
"\n", | |
"plt.subplot(2,4,3)\n", | |
"plt.imshow(backprojection , \"gray\")\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.subplot(2,4,4)\n", | |
"\n", | |
"clipped = np.clip((backprojection)/0.9, 0,1)\n", | |
"clipped = np.uint8(clipped*255)\n", | |
"plt.imshow(clipped , \"gray\")\n", | |
"plt.axis(\"off\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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CwkKsX78eJ0+e7GtTGAyGC8Gcou7zxhtv4OGHH3Yp57i6uhpnz57F008/jaSkJEyePLmvTWIwrijEpKlun2JhD0VFRfjggw/Qv3//vjaFwWC4EGIpJnE2er0eo0aNwiOPPNLXplzCxo0bMXbsWJSWlmL16tWsWxCD4WRYkZ6bMWrUKIwaNaqvzWAwGC6GK4iwO9JWuOdqLF68+LJCQgaD4TzEpKlXhIPMYDAYf8ZVohQMBoMhBsSmqcxBZjAYVyxiEnMGg8Hoa8SkqcxBZjAYVyxiEnMGg8Hoa8SkqcxBZjAYVyxiEnMGg8Hoa8SkqW7hIEdGRrJq5IuIjIzsaxMYDFEgJjHvCkxTL4VpKoPhGMSkqW7hIOfl5fW1CQwGQ2SIraCkKzBNZTAYjkZsmuoWDjKDwWD0BmIScwaDwehrxKSpzEHuBSilbPuS4VaYLWYYTUbU1NagRd+CQP9AaD214LgrYpYQw8VhmspwN0wmE/R6PSorK9Hc3IyQkBD4+voyTXUjmIPsIGw2G3IKc/HLtl9wPjMb/eL7IyE+AfGx8fDW6qBWqtmFwXAZWgx6NDTV4+y5LBw7dgwH/jiAMxkZKMwvhNVqRXBIMB545EHccdtiKOXKvja31xBTtENs2Gw2ZGRkYNOmTSguLkZISAiSkpKQmJgIf39/eHp6Mk1luAxNTU2orq7GmTNncPToURw/fhynT59GaWkprFYrAgICcM8992D58uVQq9V9bW6vISZNZQ6yA6CUYtMvm3D/X+5HUWFRe7RDKpXC08sTcXFxSB6SjFFjRyNlyBCEh0ZA6+HFxJ3hNIxmE8ory3E64xT27NmDfXv24ezZs6iproHZbL4sd6yhoQGP3P8wTGYT7rv7Xkg4SR9a33uISczFBKUU3333HR599FEUFxdfoqkeHh6IjY3FwIEDkZqaitTUVERHR7PoHMOpGAwGFBUVIT09HXv27MGhQ4eQlZWFurq6dk29mIaGBvztb3+DyWTC448/DomEaaqrwxxkB3Dm3Bk8dO/9KCwobD85KKUwmUyorqrGvqp92L9vP1Z+sBIKhQLR0VFIGz0cEydMxIiRIxEZFgGVQsW2EBkOg1KKusY6ZGVnYdfu3dixdTtOHD2B6upq2Gy29mOE7m80GvHCP5/HiBEjMHLoCGeZ7lTEJOZi4tixY3jsscdQVFTUfhulFGazGbW1tTh48CAOHjyI1atXQ6FQICoqCsnJyZg4cSJGjhyJ2NhYaDQapqkMh0EpRVVVFU6fPo2dO3di9+7dyMjIuERTO8NoNOK1117DiBEjMGnSpF62uG8Qk6YyB7mHNLU04dGHHkVefmGnDgelFHq9HhkZZ3DmTCY+++gzaLVaxMb2x6RpkzF1+jSkDBoCb623aH9dMnoPi9WCiupKHD5yCFt+/hm7tu9ETm4+jEYjgK4LF6UU1dXVeOKRx7Fx40ZoPbW9YXafIbaKa7FQX1+Pv/71rygsLOz0WEopDAYDMjMzkZmZiW+++QZarRbR0dEYP348Jk+ejLS0NAQEBEAqZV93jK5hNptRUlKC/fv345dffsEff/yB/Pz/aWp3qK6uxj/+8Q9s2LABvr6+DrS27xGbpjLF6AGUUnyx9kvs2L6jW84HANTV1eHQocM4fPgI3vzPmwgND8X4ieMxY+ZMjBo5CsEBQZDL5L1hPkMEmC1mVFRXYs8fe7Du+3X4ffdelJeXw2KxOESoKKX4Y+8f+OyLT3Hf8vtFF5ETk5iLAUopPv74Y+zcubPbj1FfX4/jx4/j+PHj+OCDDxAcHIzRo0dj+vTpGDt2LMLCwqBUijevntEzTCYTSkpKsGPHDvz00084ePBgu6Y6iv3792PVqlV44oknmKa6MMxB7gGFJUV49f9edciF07alnZOdg9zzufjy0y/h7eON0WNHY/6CGzF+zDgE+gdCJpU5wHKGO2O1WlFRXYm9+/Zi3fc/YvfO3agor3CYU/xnbDYb3nj1DVx77XWIDI1w+OP3JWISczGQk5ODt956y2HOiMlkQn5+PvLz8/Htt9/C29sbI0eOxJw5czBp0iSEhYVBLmcBiCsdi8WCkpIS7Ny5E5s3b8aePXtQWVnpUKf4Ymw2G95//33MnTsX/fv375Xn6CvEpKnMQe4mVpsVH3zwPvJych1+QrTl2lWUV2D9D+uxaf0m+AcEYPyEcVh4y80YM2o0fHW+ovvlyRCmobkRx08ewzdff42fNv2C4qLiXnOKL4ZSivz8Anzwwft44bkXRFWwJyYxd3esVivef/995Ofn98rjWywWVFZWYuPGjdi8eTP8/f0xZswYzJs3DxMmTEBQUBDT1CuM2tpaHDhwAN988w127NiBkpKSXnOK/0xBQQHee+89vPrqq6JKqRSTpvaZg0wIWQZgGQBERLhfVOpczjl8tPIjpzgnFosFpSUl+GbNN/j+2+8RHRON6+Zeh7lz5yE5aRBUClWv2sDoOyxWK3LysrFu/Xqs/WotTp86DZPJ5PDzjiOAhCMwWzt+XEopPv34Uyy7axmiI6Id+tx9iZjE3N019dSpU/j888+d8plYrVaUlZXh+++/x7p16xAdHY1Zs2Zh3rx5GDp0KDw8PHrdBkbfYLFYkJGRgR9++AHr169HRkYGTCaTw5+HEAKO42C1Wjtcp5Ti66+/xrJly5CQkODw5+8rxKSpfeYgU0o/BPAhAKSmprrVO2q1WfHp6k9RVVnFezIoZBxGxnmhpNaIoiojTBYbrPYVuvLS5ixnn8vGay+/hvfeeg+pw1Nxy223YvZVsxHg5y+q6N6VCqUUzfoWHDh6AB+v/BhbN29BdXV1+1pPIQBkUoIArRwJYRoMjvZAWqwX6pstePijLLQYLz9RKaWoKK/AV19/jace/6so2mmJraDErTXVasWnn36KyspK3mNkMhkSExNRXV3dvv1tb/eAzp47Ozsbb7/9Nj766CMkJydj0aJFuPbaaxEaGiqq6N6VCqUUjY2N2L17Nz7//HP8+uuv7ZrqCAghkEgk0Ol0iIiIQExMDOLj49Hc3Iz333+ft6ivoqICX3/9NZ555hmmqS4IS7HoBpXVFfhu7TeC4jxrmC/eXZ4Ao9mGkhojjuc04tC5Bhw534D8CgNajNZuO8xtJ2BzczN279yN3/f8jvCIcMy/aR4WLFyIxLhEKBWsCMXdsNqsKK+qwIZNG/DpR6tx4tgJ6PV6hzy2TEKg00gxKMoDI+K0GJWgRXyoBr6eUihkHAgh0Jus2HKsGj/s69hJsVqt+PqLr7D87rvhqxNH9bWYxNydKSoqwo8//ij4eQwfPhz3338/zGYzqqurkZ2djbNnz+LcuXOoqKiAwWDoscPc0tKC/fv349ChQ3jttddw7bXXYuHChRg8eLCohzuIFavVisLCQvz444/46quvcOrUKRgMBoc8tlQqhUajQXR0NBISEjBgwACEh4fD09OzPa/dZDLh8OHD2Lt3b4ePYbPZsHbtWtxzzz0ICgpyiF19jZg0lTnIXYRSik0//4S8vALeY3QaKR64OhxadevbG6CVY3CUB26ZGIwmgwX5FQbsP1uPvRl1OHK+ERV1JhjM3Rd2i8WC3JxcvPrya1jx3oeYMHkilt+3HGNHjIWnhm0VujpWqxW5hbn47NPPsearr5Gbkwur1dpjoVErOIT5KTE2UYdxA3VI6++FAJ0cKjnXYa6lSi7BvbPDseNEDepbOt4WPJd1Djt378K8OXN7ZBuD0QalFOvWrRNs6+bh4YE5c+a0O6larRYxMTGYOnUq9Ho9ysvLcebMGZw6dQrnzp1DbW0tzGZzt22yWq3Iz8/H22+/jU8//RRjxozBkiVLMHXqVOh0um4/LsM5WCwWZGVl4bPPPsPatWtRWFjIm+rQFRQKBfz9/ZGUlISkpCTEx8dDp9NBoVB0eLxcLse1116LY8eOobm5ucNjcnJysG3bNtx66609to/hWJiD3EVMZhO++eJrwUT+WUN9MbSf5yW3EUIglQA6jQy6aBmSozxwx9QQ1DaZcSynEb+erMVvp2qRW65Hcwdb3PZAKUV9fT02rtuArT9vQWpaKu6+dzlmz7wK3lrvbj0mo/cwW8w4k3UGq1auwjdrvkFlRWWPI2AahQRxISpMHuyDiUneGBztCS+1FBIOdhUgpcR4YuIgH6w/0HEU2Ww24/vvvsd1V8+BVOL+8iGmaIe7YjAY8N133wk6MGlpaYiNjb3sdo7joNFoEBMTg5iYGMyYMQNNTU3Izs7GsWPHkJ6ejtLS0h71rW1oaMDPP/+MX3/9FSkpKbjzzjtxzTXXICAgoNuPyegdTCYTjh8/jo8++gjr1q1DZWVlj69xpVKJ0NBQpKSkYPDgwYiJiYFGo7E7JaJ///4YNGgQ9u/f3+G62WzGjz/+iAULFkAmc/8uVWLSVPf/hnMyZ7PP4tCho7zrGqUEt04OhoQTdkYIIZBLCQJ1CsxIkWN6ii8aW6zIKGzCtuM12Ha8BmeKmmEwdd1hamue//ve37F/334MGDAAy+69G/PnzkOALxP1vsZqtSI98xTeevMt/PjtD6ivrwfQfWFRyDjEh6oxbYgPZqT4IjnKA2qlBAT2OcUXI5MQ3DYpGFuOVne4q0Epxe4du1BSXoqIkPBu2etKiEnM3ZX09HSkp6fzriuVSkydOtWuXGCpVAqdTofU1FQMGzYMer0e+fn5OHLkCI4ePYqCgoJuF2QZjcb29Iv//ve/WLx4MW666SaEhYV16/EYjsNiseDw4cN46623sHnz5nZN7S4ymQyhoaEYNmwY0tLSEB0dDaVS2a0uJ1KpFNOnT8fRo0d5z719+/YhPz9fFC3fxKSpzEHuIj///LPgxZfW3wtpsV5dupAIISAAtBopRsZrMTJeiwevjcDpgiZsPlyF7SdqkFXcApOl68NILBYL0tPT8cA99+O9t97F/Q/fj/lz58NH68NaGjkZq9WKzPNn8fZbb+Hbr79FbW0tgO4JipQjCPdXYOpgX1w/yh/JkR7QalovZ3s/14uft+0+hJDW/OQwNU7kNnV4v4qKCuzZuweLbry5y3a7GmISc3elM02Ni4tDfHx8lx+XEAK1Wo3ExEQkJibihhtuQF5eHg4cOIBjx46hqKioWy29rFYrTp06hccffxyrVq3C3XffjYULFyIgIIBpqpOxWCw4efIk3nnnHaxbt65dU7uDRCKBv78/UlJSMHbsWERHRzusm8mAAQMQFhaGnJycDtcrKiqwe/du5iC7GMxB7gJGswlbftnCewJwBJgz0h9K2f+2XiilaDHaYLLYIJMSqBUScAIi2iawWrUUoxN0GBmvxcNzInEkuwHr9ldgx8lalNeZYOFpx9URbZWlGaczcP/y+/H+2+/j/ocfwA1zroe31puJei9jtVmRnZuN9997H19/8XW3t/0IAbw1UoxO1OGa4X6YNMgHgTp5p7sVF0MphclCkVHYhN/P1ENvtGJQpAfGDNDBQykBIQQeKglmDfPjdZCtViu279iOm+cvdOtzR2wV1+6IwWDA1q1bedc5jsOYMWMuGeZBKYXJZILZbIZUKoVCobDrPFSr1RgwYAASExMxb948ZGVl4ffff8fx48dRW1vb5RxVSikyMzPx2GOPYdWqVVi+fDluvPFG+Pv7u/V14Q60/UhZsWIFvvvuO8HuJ0IQQuDh4YEBAwZg1KhRGDx4MLy9vbvcUcJisSA/Px+nT5+G0WhEVFQUkpKSoFK1tmBVqVQYPnw4r4Nss9mwfft2LFmyxK3PHbFpKnOQu0BRaRFOnTjFu+6vlWNS0v8cTr3Rim//KMdXu8tQUGFAsI8C1430x9zRgQjylgs6ym1whMDXU4ZpQ3wwaZA3SmtN+PVkDb7ZW46j5xvRZOiaqFssFqSfTMdf7roH77/9Hh55/BFce/W18NR4dn5nRpeglKK0sgwfrfwQ77+3AuVl5d3KMZZJCKKDVLhuhD+uG+mPuBB1e+eJrthitlKczG3Eyq0l2HykCnVNFlAAKjmHWcN88eodsQjQykEATB/ig3d/KkSjvuPza99vf6CusQ7eXu6d2y4mMXdHcnJykJWVxbvu5eWFwYMHt//bZDJh9+7d2LlzJ8rLy+Hr64sxY8Zg7Nix8PGxb1eMEAJPT08MGzYMQ4YMQU1NDY4dO4Zdu3YhOzu7y10OrFYrTp8+jYcffhirVq3C/fffj7lz57Jivl6gdWhRPj788EOsXr0aZWVl3bqGJRJJ+wjy0aNHIzw8vFv5vxaLBTk5Ofjpp59w+PBhNDU1gVIKuVyO4cOHY9myZdDpdCCEYNiwYdiwYQNaWlo6fKzDhw+jsrLS7XPbxaSpzEHuAkeOHBHsnZgS44lw/9b2alYrxTubC/Hv7/LbczkLqow4nN2AT38txR1TQ3DjmED4ecnsFnWZlCDCX4nbJwfjxrGBOJLdgDV7yrHteDVKa0yw97Rsm9R37OgxLL19KcZPHI+nnv4bxgwfDbmMjV11BI3Njfj2h2/xyv+9guxz2d2qoNYoOAyP0+Lm8UGYMtgHvl4ycKTrecVWG8WZwmas2FKEdfsqUdt86bay3mTDuv2VCPNV4vlb+kHCESSEaRDhr8Tpgo4rr/Pz8pGdcx5pQ1K7/LpcCTGJuTty+PBhQU3t378//P39AbRG2davX4+1a9e253JWVlYiKysLW7duxYwZMzBhwgRotVq7n79tW3369OmYMGECsrKysGvXLhw9erTLfXItFgtOnDiBv/zlL/j888/xxBNPYMqUKbwdDhhdo66uDl988QXefPNN5OTkdCvYoFQqER8fj8mTJyMlJQVarbZbEVubzYaCggL89NNP+P3339HUdOlum8lkwu+//w4/Pz8sXrwYHMchIiIC/v7+vJMiCwsLkZWVxRxkF4I5yF1g7949vB8+IcDYRC3k0taL7XxZC1b8UnxZoZPVBmQWteCpT7Px5a4yLJ8ZiutGBsBTJbH7QiWkNVVj7AAdRifqkFeux4aDlfjqt3JkFTfb3V+ZUgqj0YjtW7fjj71/YP7CG/G3p/6K/tGxbr3N05dYLBbsO7Ifzz/9DHbt2tOtUdBajRTTBvvgjqkhGB7nBWUXo8XA/0SqsMqIVVuL8cWuUlTU87e9slFg0+EqPHJdBPy85FArJBgVr+V1kI1GI04cP84cZEaP+O233wQ0lSApKak9sldaWopNmzZdVuhks9lQWFiIjz/+GNu3b8c111yDMWPGdLlvsUKhwKBBgzBw4ECUlZVh37592LlzJ4qKirrkjLVFuQ8dOoQbbrgBTzzxBJKSkpimdhOz2YydO3fi//7v/7B3797uBRs0GqSkpGDGjBlITEy8JGWnq1RWVmLz5s3YsWMH6urqeI+jlOLAgQOYO3cutFotFAoFEhMTeR1ko9GIY8eOYezYsd22zRUQk6YyB9lO9AY9Du07xLuuVkgwKkEHAKC01QmurOevlrZR4GReEx5YmYWv95Tj4WsjMH6gNxQy0iVHWUKAmCAVHro2AosmBmPz4Sp8trMUx3Ma7S7qo5SiubkZn360Gtt+2YZHnngES26/AzovnV33Z1xIp6goweuvvYZVKz9BQ0NDl4SCAPDXynDtcH/cOikYyVEekErsPxf+bEtdswXf7C3H+z8X4Xyp3q7dhWaDFY16K/y8AAkHjIjTYvWvpbz57gcPHcKdi+/ssn2uhJjE3N1oamrC6dOnedcVCgUGDBjQ/u+CggLBYj6bzYa8vDy899572LlzJ+bOnYvk5OQub51zHIeQkBDMnTsXU6ZMwcGDB7Ft2zacP3++S0V9LS0t+OKLL/Drr7/i3nvvxbJly+Dn59clW65k2tIpXnnlFXz55ZdoaGjo8mPodDqMGjUKU6dORUxMTI+mIjY1NWH37t3YuHEjSkpK7LqPwWCAXq+HVqsFx3FITEzEtm3beJ38gwcPdts+V0FMmsocZDupbahFfn4+74cfoJWhf7AahBBQCki4NudG+GSxWCn2nK7DsfONmDnUFw9eG4FBka3Okb20OVEBWjlunxyM60b4Y9epWnyyoxR/nKmD3s5WcZRSFBcV4clHnsDGH37EMy88j7EjxkAqZaeJEAajAes3rce/nvkXMs9kdinaRAAE6OS4cUwAbp8Sgv7BKkgl3Rs5SimF0WzDrlO1ePWHfBw539ilYs4ArRy+nq3OBCEESVEeUMk53jzkE4ePo7mlGRq1plv29jXOLCghhIQD+AxAIFpF4UNK6ZuEEB8AawFEAcgDcCOltJa0XtRvArgKQAuAxZRS/v6SbkhlZSXy8vJ413U6HYKDg9v/zXH27aS0FXBlZ2cjNTUVc+fORXR0dLdG+ep0OkyfPh2jR4/GiRMnsGXLFmRkZHSpVVxJSQn++c9/4qeffsLTTz+NKVOmiKLfbW/S0tKCb7/9Fi+99BKysrK6fJ3qdDpMmDAB06dPR0hISI8cY5PJhJMnT+Kbb77BuXPnuhTB1mq18PLyav93dHQ05HI574TUzMxMNDQ0XHIfd0Jsmso8HzvJz89HZQV/pWxCmAYaZasAEwIkRWoQ6qNAfqV9BR9NBiu++6MCv52uxeIpIVg6LQQhPvZVZ18MIQQ6DxnmjPDH1ME+2HWqFu//XIQDZxvsntZnsViwe/deXDd7Du76yzI8+vCjCPIP7JIdVwKUUuQV5eO5Z57FN2u+gcFg6JI4+GtluGFUAJZMDUF8qLrbjjHwvzzj/24owMZDVWjuYvGmUsZh8ZRgeKj+90US6qNAkLccjR2IOaUURUVFaGhucFsHGXBqtMMC4FFK6VFCiCeAI4SQbQAWA9hBKX2ZEPJXAH8F8CSAWQBiL/yNAPD+hf+Khvz8fMHuA2FhYe1dAAAgKioKvr6+qKiosOvxDQYD9u7di1OnTmH69OmYNWsWfH27NyLdw8MDY8aMwbBhw3DixAls3LgRZ86csXtan9VqxR9//IGbbroJt912G5544gmEh7t/H3FHQylFVlYWnnvuOfz4449dLpjUarUYO3YsZs6cibCwsB45xm15xj/88AP279/fZVtkMhlmzJhxyTns6+sLHx8fFBcXd3ifoqIi1NTUuK2DDIhLU5mDbCfZOecFI4MDwjVQXNTeLdxPiUevj8A/vjiPBp6xvR1RUW/Gaz/m46fDVXhkTgSuGe7POxpYiNZ2XVLMTvXDhCRvbDtegw9+LsKh7AaY7Ui9oJSioaEBb7zyOnZu+xUvv/oyJo6dyKLJFzCZTdjw0wb8/a9/R/a57C5FjXUaKa4b4Y+7ZoRiQIQGUq57qRTA/9IpPtlegg9+KUJJTdeHIATp5Fg+Kwy3TgpGa0fuVtQKDrHBapwr6TjaUVVVharqagT7B3e47g44S8wppaUASi/8fyMh5AyAUABzAEy8cNinAHahVcznAPiMthq4nxCiI4QEX3gcUZCZKbzbEhUVdUmuaEBAAObPn49PPvmEtxNAR9TV1eHbb7/FgQMHcMMNN2D06NHdLpxTKpUYMWIEkpOTceTIEWzatAlZWVl2p140NDTgvffew969e/Gvf/0LM2fOZNHkCxiNRnz77bd47rnncP78+S5dmxqNBmPGjMFVV12FyMjIHjnGQGs6xZYtW7Bx40bU1NR0+f7e3t64+uqrMXXq1Eu0vW0qH5+DXF1djaqqKkRFRXXX9D5HTJrKvB07yTrHv83TVvV/8YVACHDbpGCE+ijw1qYi7Musszsn2EaB0wXN+Mv7mdh0qApPzI3EwAgPu9rC/RlCCDxVUlw/sjWivOlQFd7dXIj0vCbYOjGHUgqr1YqjR45i7py5ePDRB/DIQ4/2WW6yUDGPM6msqcRLLzyPFSs+gl6vt1sQFDKCKck+eHhOJFJjPXvsGFttwL7MOrzwTS72n623uzizDT8vGa4b6Y9lM0IRH6q50CHjf+tyGYfIABXv/a1WK3JzczAoIalbr0Fk+BFCDl/07w8ppR92dCAhJApACoADAAIvEugytG4XAq1CX3jR3You3CYaB1lo65zjuMsirIQQTJ06Fb6+vli3bh0yMjLsdkzb8lnfeecdHDx4EDfddBMiIyO7ff2pVCqMHTsWQ4cOxYEDB7B+/Xrk5ubapQU2mw3Hjx/HokWLsHz5cjzxxBN9lpvsKppaUlKC559/Hp9++ilv+kFHyGQypKSkYO7cuYiLi+uxY2yz2XD69Gl89dVXOHPmTJc7ZXh5ebU76uHh4Zel9UilUgQG8u/GWq3W9tQgBgA7dbW3NJU5yHZgsViQcSKDd13CtRbKXQwhBFIJwfQUX4xJ1GH7iRq893MRDmU1wGxnXqjRQvHj/krsP1uP+64Ox22TgqHTSLslXoQQeKmlWDg+ENOG+ODznaVYubUYRVXGTgu4KKVobGzE//3rJezZ/Tv++/Z/MSghqVs5fXxYbVZYrVY0tzSjqqYKNfU1qK6uQVlRKSqrKtHQ0AC9wQC9vgVmiwWEEHCEQCqTQa1SQafVQafTwd/fHyHhofDWesNH5w1vrTdkUpnd+YtC2Gw2HDh6EA8/+BAO7T9kt3hKOCA5yhOPzInAjKG+3doRuBhKKUprTXj3p0Ks3lGK+pauTQPTqqW4drgf7rkq7MIPr46/EAmAfkEqcAQd/piilCKvoOOKbHfBgdGOKkppp99qhBAPAN8DeIhS2nDx+04ppYQQ8VS4CGA2m5Gbm8u7znHcJfnHbUgkEqSmpiIpKQlHjx7Fhg0buhTBNZvN+P3333HmzBnMmTMH06ZN69G0NLVajUmTJmHo0KHYvn07Nm/ebPfQisbGRvznP//Bvn378Oqrr2L48OGO1VSrFRaLBY2NjSgtLUV5eTnq6upQVVWF8vJy1NfXQ6/XQ6/Xt+dUSyQSyGQyaDQa6HQ6+Pj4wMfHB/7+/ggICIC/vz98fX2hVCohkdjfeYkPm82GPXv24LHHHsORI0fsvh45jkN0dDTmzZuH1NRUh7TSq6mpwfr167F161Y0N3fcvYcPjUaDUaNG4ZprrkFkZCTv50gIQXBw8IVapctfK6UU2dnZ3bLfVXBwBLlTXe1NTWUOsh0YzUaUCzQk91BJEeTdcduYtlSHOSP8MXGQNzYerML7PxfhdEEzrJ2FcC9QWmvCM1/lYNuxGvzjxmikxnp1qYjvz/b4a+V46NoIXJXqh7c3FeKHfRW8hVhttEWTd+/chdnTr8JLr72MG2+YD4W868JktVlhNBlRUVmBnIJcnDx+EuknTiIr+xwKcwrQ3NyMlpYWGI3GLrf0IYRALpdDrVZDpVIhIDgACQkJiI+Px+BhgxHXPx7hIWFQKVWQSe3f2jSYjPj6m6/wt8f/hvLycrtFIFAnx13TQ3HH1ODWIRw9dIwtNopd6bV4fk0ujuc2droLcDFKGYdJyd546NoIpPb3glzKQcgcQgiiApXgOAJbBz/qKKUoyC/oxitxHZxZcU0IkaFVyL+klP5w4ebytm0+QkgwgLYE22IAF4dQwy7cJgr0ej3Kysp411UqFXx8fHjXlUolRo8ejcGDB2Pfvn3YsGEDCgoK7P7RWlNTg88++wxHjhzBokWLEB8f3yPnVKvV4oYbbsDw4cOxbt067N27165IqM1mw969ezF37lw8++yzuOWWWy7JWbUXq9WKlpYWlJaWIjMzExkZGTh9+jSysrJQXl6Opqamdk3tTv/gNk1Vq9XQ6XSIi4tDYmIi4uPjMWjQIERHR0Oj0XSpfZper8dHH32EF154AeXl5Xbfz9vbGzNnzsTMmTPh7d3zQUVWqxUnTpzAF1980eXUDrlcjuTkZMydOxfx8fF2pSAGBQWB47gOv9sopXZ3yHBVxKSpzEG2A7PZjBqBGe8BXjJoFMJbO4QQ6DQy3DIxCNNTfPDV7nJ8tK0Y+RUGu1pwWawUu07V4nRBE+67OhxLp4VAq+5eNBkAOI4gPlSN15fG4bqR/nj5uzwczm7odJu+7QJevvRuHDl4GE//82n46jovfGnRt6C4vATHThzD3l17cPDgQWSfzUZLS0uXi9s6s89oNMJoNKK2thYlJSU4fuR4a0RfKoVarUZYeBiSBydj/NQJGJU2EtGR0fBQe/B+QVbX1eDZZ57BRys/snv7TyHjMH2ID56cG4VBkR6QdPMHzcWvq7LBjPc2F2LV1hLUNdsfNZZyBCn9PPHA1eGYluIDjcL+yE+QtwJCk6yLcgthsVoh7eHWZl/g5IprAuAjAGcopa9ftLQBwO0AXr7w3/UX3X4fIWQNWgtJ6sWUf2w0GgVzO3U6nV1RQY1Gg6lTp2LYsGHYuXMnfv75Z1RUVNj1uVqtVpw8eRL5+fmYM2cOZs2aBY2m+wWnhBCEh4dj+fLlGDNmDNasWYOsrCy7HNKSkhI8+OCDOHbsGJ555hnBbfg2GhsbkZ+fj4MHD+LAgQM4fPgw8vLy2jXVkZhMJphMJtTV1aGkpAQZGRlYt25du6YGBwcjOTkZI0aMwLhx49C/f3/odDpeTS0vL8c///lPfPbZZ3bbKpPJMGzYMNx0003d7kryZ+rq6rBhwwb88ssvlw37EEIikaBfv364/vrrMWzYMCiVSrvv29nEx8rKSlgsFres9xGbprrfJ9AHGM1GVFdV8a57e8guKdATghCCQJ0CD14TjmtH+OG9n4rwze/lqG2yz+GpbDDj+bW52HO6Ds8ujEFylAc4IQ+mE1sUMoKpg30wNMYTH21rLfQSGigBtF4ELS0teOetd5B5NhPvvvcu+kX2u+y4+sZ6ZJw9g507tmPLL9uQfuIkGhubYLVand4rsW16YH19Perr65FxOgPfrPkGSqUScfFxmDRtEq6aNQtDBqfAR/s/ATuXm40H7n8A237Zanc0OzJAiSeuj8S8MYFQK3qe2mG1UezLrMNza3Jx4Gx9l6LG4X4K3D0zDLdODIKPp31TGy9Gp5ZCrZDA1MEWNqUU1TXVMFtMkEq6HvVyBZx4Ho4BcCuAdELI8Qu3/Q2tIv4NIWQpgHwAN15Y24zWdkTZaG1JdIezDHUGBoNBcFJdV6OR3t7euP766zFq1Chs2LABu3fvttvhqa+vx5dffolTp07h1ltvRUxMTI+uWZlMhqFDh6Jfv37YsmULNm3aJDhQog29Xo8VK1YgMzMTb731FpKSLs/tr66uRnp6OrZu3YrffvsNp06dQnNzc5f6MzsSi8WChoYGNDQ04OzZs/j++++hVCrRv39/jBo1CrNnz0ZaWhoCAwPb39OMjAw88MAD2Llzp93R7MDAQMyfPx/jx4/vkjPKh81mQ0ZGBr744gucOXOma92H/P0xe/ZsTJkypUtTG9vQaDRQKpW852d1dTUMBkOPUn/6EjFpKnOQ7aChvgFNjfxi6+0phdJOB7kNjiOICVTh34tjccOoALzyYz5+O1VrV36yxUqx/UQNThc04Ym5UbhlQhCUPchrJYTAx1OGx66PxMRB3vjX2lzsOV3baTTZarVi689bMXvmbKxY9SHGjRoLvVGP05kZ2LBhAzb8sAFZZ8+257e5UgPxtpSR5uZmHDt6DMePHcfbr7+NmJhozLxqGq6ffyMsZgvuW34vzmaetct2mYRgdpof/nFjNOJC1SDoWbELpRR6kw2rd5Tgle/zUdVoX0spANAoJLhupD8enhOBuBA1SDdGVAOAUs5Bp5HyRqwb6htg6cZkK1fBiRXXewHwfQBTOjieAri3V43qQ+rr6wU7UXh5eXV52llbfuddd92FsWPHYu3atUhPT7frh63VasXRo0eRl5eHm266CVOmTOnRtDWgNe1i/vz5SE5Oxpdffon09PROHUKbzdY+5OTtt9/G1KlT0dzcjOPHj2P9+vXYsmULsrKyutSH2ZnYbDa0tLTg5MmTOHnyJD766CNERUVhwoQJmDt3LqxWKx577DGcPXvWrseTSCQYMWIEFi1ahLCwMIcUDxqNRmzduhVr167t0vARpVKJUaNGYd68eT2yRS6XQ6PR8DrI9fX1ffaDxxGISVOZg2wHDY0NgsLmrZF1Kye4tZAPGJ2oxRfRA/H9HxV4fX0Bcsvsm3xWWmvCX1efw9Hzjfj7jVEI7Ubf5IttIQRIi/XC5w8PxKqtxXh7UyFqOolsU0qRdTYL86+fh4W33owDf+zHqfRT7V9+ruQUC9EWYT57NgtZWefwwXurIJPJ0NzcbNdrCNTJ8fj1kbh1UrBDosaUUhRVG/GvNTn4/o8KuzugcARIjvLAU/OjMG2IL2TdnMbXhkzKQaPkT59obm7u1uhXV8Fdzk+x0dAgrKkajabbHQk4jsPAgQPx1FNP4bfffsMPP/yA0lL7slNqamqwatUqnDt3DjfffHOPu0sQQpCQkIAnn3wSP//8M9atW4fGxsZO75eVlYVFixZh7ty5OHLkCDIyMrrU2s5VsFgsyM7ORnZ2Nj7//PN2TbUHb29vzJ8/H1OnTnVI1BhobU35+eefY8+ePXY7oYQQxMTEYOHChRg6dGiPUx84jhN8PX25I+AIxKSpzEG2g6bmJsEP3Uvds2retlZst00OxviB3vjPunx8/0cFmuwY9mC0UHyxqxQZhU148Zb+GJWghaSbKRdttnh7yPDwnEgMj9Pin1+ex7Ec4WIwSikqKyvx1utvdvt5XYmL85g7gyOtP3CeX9QPQ/t59ei9b8Nqo9ibUYe/f56NE3lNsFdvfD1luGNqCJbPDEWgrmcFgW3IJARqOb+j0tTcBKuNOciMrtHZKPae5AK3oVKpMH36dCQnJ+P777/Hnj177KohMJvN2LFjB/Ly8rB06VIkJib2ON/Vw8OjvRXZp59+alcxWFVVFVasWNGj53Ul2vKYO4PjOAwYMAC333474uLiHKJjbe3bPv74Y+Tk5Nh93Xt5eWHGjBm4+uqrHVIQCLSm4Ajl1zc1NTEH2UVgDrIdNLUIRxG9VI55GzlCEB2oxH+WxuGqYb546bs8nLSrXzFwJLsRt75xCk/Ni8KtE4Oh6qRosDOkEoLxA3X46rFBePm7XHy9pxwGO0dWOxoJB8gkHCRca2qKhGsd500pBUVryknbnzMvTZWcw62TgvHk3Mged6hoQ2+04rOdpXjpuzxUNdiXUiHhgLGJOvzjpmik9veCTOq4VlFSCYFKwf94er3ebSPIziwoYVxKY2Oj4HuvVqsd8jxtaRd333030tLSsGbNGrscpLZ2W//+979x0003Ydq0aT1OueA4DoMHD8bf//53fP3119i1a1efpUpwHAepVNre/rLtB0DbNWG1Wtv/nIlCocDkyZOxYMEChzmkJpMJ27Ztw5o1a1BfX2/Xfdqc9FtuuQXx8fE97q98MRKJRPBc0uv1busgi01TmYNsB511Wbh4PG9PIYRAKSO4KtUPKf288NbGAqzeUWpXNLmy3oynPjuPzKIWPDUvCn5eXS/K+rMtIT5yvLI4FoOiPPDyd3mdFvB1FwkH6DQy+HhIEaCTIypAhQh/JQK0cvh4SuGllkIh46CQcpDLuNaWZ1YKGwWaDVY0G6xoNFhQVmtCcbURhZUGFFQZUN1oRl2Txe4x2/YSoJXh6ZtisHB8IBQyx6RU1DZZ8PL3efh4W4nd9vp4SHH3zDAsnxUKH4+efd4dIeEIZFL+xzSbzLA7xO2CiEnM3YmWlhbB9747rc6EkMlkGDFiBGJjY/Hjjz9i69atdkWT6+rq8PHHH6OgoAA333xzt4qy/oyvry+WLVuG6OjoLjltXYXjOHh4eMDT0xM6nQ4BAQEIDAyETqeDl5cX1Go1ZDJZ+1+bY2yz2WAwGGAwGKDX61FTU4Pq6mqUl5ejqqoKDQ0NaGpqcrhzr9Vqccstt2DSpEk9/jHSRmNjI9asWYMtW7bYba+npydmz56Na665Bp6eng6x42LafpzwYTab3VqX3Nn2P8McZDswW4RPWJnEcRG7NgghCPaW4/lF/TBuoA7PfZ2LM4XNnUZIjWYbVm0tRm65Hv9ZEofoQGWPnWSVQoKl01qnrT328TmcKepaE/WOUMo4hPspkBCmwdB+nhgU5YFIfxWCfeTwUEovm+pmz2to+4woBSha34uyWhNKa43ILGrGgbMNyChsQm6FAQ3Nlm5HmxPC1PjPkjiMG6DrdgeRP9tdXG3EY5+cw89HquyaiMcRYFh/Lzy7MAZjB+gcktrREYQAUoHtZYvJDJMdqSiuipjE3J3ozAnorRZXPj4+WLx4MZKSkvD555+joKDzPt5msxm//PILysvLsXz5cgQFBfXYDrlcjquuugphYWFYuXKlXXZ0hkwmQ0BAAMLDwxEbG4uoqCgEBATAz88PKpWqXUO7833QFhk0m82ora1FdXU1CgoKkJmZiYKCApSVlXV5uMbFhIeHY9myZUhOTnbYj/y2FJVDh+wb6kQIQWxsLG699VYMGjTIoUNb/vw8Que3zWZz2wgyIC5NZQ6yHQidrAQQjLD1BEJao3dXDfPDoEhPvPJDHtb8Vt5pdNFGgW3Ha3DbG6fw5rJ4DI3x7LHoSLi2lIskPP7JOfx6sqZL7cYkHIGflwwpMZ6YkKTDyHgtIgNU8POUtTvCPbXxf18Arf9WKySICVIhOlCJ0QlaLJkagka9FUXVBhw614Bd6bU4kt2IwiqDXd1DOAJMSPLGf5bEIjZE7RAhp5TidEEzHlh5FoeyGuxy2lVyDrdPDsHjN0QiQOv4qPHFcIRA6PefjVKYLe6ZYgGIS8zdCbNZeCeqN3vAtnVGiImJwdq1a+1KdaCU4ujRo/j3v/+Nv/zlL4iNje2xHYQQDB48GE899RRWrFiBEydOdOl85DgOWq0W/fr1w+DBg5GYmIjAwEB4eXk5XBNai7gJFAoFgoKCEBQUhIEDB2LWrFnQ6/WoqKhAVlYWjh07huzsbFRVVdnl5BFCkJycjLvvvhthYWEOszcvLw/vvvuu3d0yFAoFpk2bhhtvvBE6nc5hdnQEx3GdOt/MQXYNmINsB5317e3uVDt7IYQgwl+JVxfHYlg/L7z0XS5KajrfLjqe24TF/z2NN5bGYXKyT4+jnYQQ9A9WYeV9ifjnV+exdk+5YHcFqYTAXyvDuAE6zBrqh+FxXgj0VkDRyQQ3R3Pxl4WXWooBag8khmmwaEIQKhvMOJrdiC3HqrArvRaF1UaYO3hNUgnB9SP98X+39UeQgwrgbJTiYFYDHvjwLDIK7Yu+hPkq8PRN0Zg7OgBKgeI5h+LEz4pxZdCZpvZW9O5i/P39sWzZMsTGxmLNmjWCfZnbOH/+PF599VUsX74cKSkpDtGB0NBQPProo/j000+xa9cuQedIIpFAq9UiKSkJw4cPR3x8PHx8fCCT2T8V1NGoVCpERkYiMjISkydPRn19Pc6dO4fDhw/jxIkTvM6yRCLBmDFjsGTJEsGpiV2BUorMzEy8++67dkfl/fz8sGjRIowfP75P38c2xORgujvMQbaDzmbO27oSSu0BKoUEt00ORlKkBn///Dz22zE0IrfcgOXvZ+Lft/fHnBEBPXbmCWmNBL+yOBZB3gq8+1MhWoyXRrS1GimGx3rh+lH+mJjkjSCdAjJpz9qNOZrWFnsEwd4KzE5TYMZQH1Q1mLH7VC1+2FeJ/WfrUdtkBqWAt0drh5HHrouEVtP96YUXY7NR7EyvwUMrs5Bb0fkkKe5CId4Lt/TDkGhPh6R22AOlFEK7k4QQSHohxchZsC+jvqGtOIwPZ30ucrkc06dPR3R0ND7++GO7hkaUlZXhrbfewtKlSzFmzBiHOPNarRZ33XUXvL29sWHDhss66Gg0GsTHx2Ps2LFITk6Gj4+PS05ak0gk8PHxwYgRI5CamoqGhgacPHkSe/fuxZkzZ9qLMz09PTF16lTMnz/fYQMxKKU4fvw43n//fcEx5m20FeItWbIE/fr1c9r3U6um8otqq6a632TSNsSkqa53hbkgnW6HOLG5g4QjSO3vhc8fGYiXv8vD5zvLOk25KKs14eGPzsFotuHGsUEOcZI9lFL8dW4UBoRpsGpbMYqqjfBSSTFlsDeuGxGApEiNQ4rXnIVUwiHIW4EbxwbiupEByC5twYm8JtisFEmRHhgYoXFYdwhKKX5Nr8F9H5xFUXXn+bsKGYfbJwc7pPCyq1AI/wDkOAKZC35R24PYKq7dic6cO3snrDkCQgji4uLw17/+FV9//TV27NjRacpFTU0NPvjgA5jNZkycONEhTrJKpcKCBQsQGRmJzZs3o7q6GiqVCikpKRgzZgyioqIcVrzmDCQSCby9vTFhwgSMHj0aJSUlyMnJgc1mQ1RUFKKiohzmCFJKcezYMbzzzjuoEph624ZMJsPUqVMdVnjZFezRHXd1kMWmqe75zeZkJBz/yUoBWO3IX3UkhBAEaOV46bb+SAjT4MVvcjsd6FHTaMaTn2aDAlgwLqjHRV2EtDpu88YE4NoR/qhrNkOjkECtlPR4glxf0jZ+e2CEBwaEay653RFQSvHryVrc+8FZFNvhHHt7SPHUvCjcMTUEyj74wWGzUVgEHGSpXAaJzH1lRExi7k505gD0RetAnU6HO++8ExEREfjqq686HejR2NiIVatWAYDDnGSZTIbx48dj1KhRaGpqgkqlgkLR/QFQroJMJmtPw+gNjh8/brdz7OHhgQULFmDmzJl98oOjrVsIHxKJxCkpRr2FmDTVfb/ZnIhcLpxz6ugWYvbQ6shxuHN6KKICVHhi9TmcLxNuW1TbZMFfP82GXMph7qgAh2zTtzmUgTr+xufuiqO/lCil2H+2Hvd/aJ9zHOarwKt3xOKqVL8LXT2c/yVpsbV2A+FDqVSCI0zMGV2jM6evr/oDy2QyXHXVVQgMDMTKlSs7ncDX1NSEVatWQSqVYty4cQ67RmUymcP6AIudjIwMvPvuu3Y5x35+frjrrrswYsSIPnNCrVarYJGqUql02wgyIC5NZQ6yHaiUKkHha7ajR3FvQAiBhADTU3wQ6D0QD63MwpFs4U4ItU0WPPHJOXgoJZgx1Becm0cm3AVKKU4VNOO+FWdRUNl5zvHACA3eWhaPtFivPv2MrFYqOCBGqVSyaAejy6jVwl1gDIbOr5HeghCCYcOGwcfHB++99x6ysrIEj29qasLKlSuhUqmQmprq9tFedyI3NxfvvvsuKioqOj02MjIS9957L+Lj4/v0M7JarYJTWpmD7Dq47zebE+lMzO0Z4tGbEEIwOMoDnzw4AFMG+6CzwHBlgxmPfnyuta2YiE5mV4VSiuIaIx79KAtni1sEjyUARsR54ZMHBmB4HzvHAGCx2QR3SFRKFTiBFCRXpy1nrqd/jK6h0Whc1kEGWjU1JiYGjz32GIYOHdqpQ1VfX48VK1bY3VaM0XPa+hwXFhZ2emxCQgIee+wxJCQk9PkPGIvFIhhBVqlUbu8gi0VXmYNsB51FkBtbLH3+YRJCEBWgxPt/ScC1I/w7dZILKg149OMs5Jbr+9x2sdOkt+IfF7qOCEEAjBuow8r7BiAxXNiBcBYmCxXcIdFoNG4r5mIScnejMwe5qanJidbwExQUhAceeACjRo3q9HqsqKjABx98YFcHBUbP0Ov17V1HOiMpKQmPPPJIr+U/dxWr1Sr4A1Cj0bhkhxJ7cKSmuoKuMgfZDrw8vAS3kev1Frumn/U2hBAE6eR4Y2kcbhgV0KmTfCK3CX//4jwa9cI9SRndx2qjWLm1GOsPVHbakm/sAB3eW57Q4+mHjsRktqFRz+8ge3p5QuqmDjLAIsh9hU6nE9RUvV7v1E4WQvj4+OCee+7BmDFjOr0uc3Jy8PHHH6OlRXiniNF9bDYbNm/ejH379nV67SUlJeHBBx90yPRDR2GxWATHnHt5ebmtgwyIK/DAHGQ78NJ6QalS8q436a0wObPXmwBtfYpfWxKL60b6Cw7koAB+PlKN938ucgkHX2xQSrH7VC3+u6Gg00l9w2O98O7yBEQGuI5zDLQWoDYb+R1krZcWUgkTc0bX8PT0FOwgoNfrO52250y0Wi3uvvtuu5zkQ4cOYePGjS7j4IuNkydP4ocffui000l8fDweeOABBAYGOsky+zCZTIIRZK1W61bt/P4Mc5CvMGQyGTy9vHjXG1osLuMgA21OshyvLI7FtME+goPQLFaKdzYV4rfTtS5xQoqJygYz/rUmp9MWfAMjNHjXxSLHbdQ0mnnbGBJC4KVlDjK7brqOXC6Hp6cn73pzc7PLjdttG+YxdOhQweOsVivWr1+PkydPOsmyK4e6ujp89tlnnbbgi4yMxH333edSkeM2GhsbBX88abVal5jo112Yg3yFIZNKofXibyZe22yB0dz3H+afCdQp8MZd8UiL43fugVb7X/wmF1UNrhOxcXcsVooPfi7C0fPCQh7qq8Abd8YhIUy4ELSvKK8zQUinouOjXdJuhmsjl8sFBzQ0Nze7VAS5DW9vb9xzzz2Ij48XPK6pqQlfffUV6uuF6w4Y9mOz2bBp0yacP39e8DhfX1/cc889LpNz/Gdqa2sFHeSAgACmqS4Cc5DtQCaVw8eHvydlXZMZRnPfdrLoCEKACD8F3lgah5hA/hQRADh0rgGrthbD6qSx2WLnZF4jPt5WIph37KGS4IVb+mFknNZlBbG8zgQbj4dMCEFQgOtFaLqCWCId7oZCoRDs89vY2NhnvZA7IyAgAPfcc0+n0cmzZ89i8+bNLNXCQeTk5OCXX34RvN5UKhXuuOMOJCYmOtGyrlFby79bSwhBcHCwky1yLCyCfIUhl8rg4+vL68Q0G62ob3E9BxloveAGRXnghVv6w0vNX0xlo8DH20uQVdziEiemO2Mw2/De5iJUNfJHwDgOWDotBHNG+DtkYEtvQCm94CB3vE4IQYB/gHONciBiEnJ3Q6FQwM/Pj3fdaDS6dKFbdHQ07rjjDqjVat5jKKXYsmWLXW3IGMKYzWZs2LABDQ0NvMdwHIeZM2di9OjRLhtwAMTtIDtSU11BV5mDbAdSqRRRcVG86zYbUFrT+WS0voIjBLOG+WL5zDBIBD7xsloTPtxaDIuTR2eLCUopjp5vwObDwlOdRsVr8fC1EZBJXFfIrTagROC8bo0gu1YBTFcRi5C7GzKZDP7+/rzrNpsN1dXVTrSoaxBCMHz4cFx99dWC3ThqamqwefPmPhmdLSbOnTuHgwcPCh6TmJiIG264waU7QHR2XhNCEBIS4kSLHA9zkK9AwsPDeddslKKoqm8b23eGTMrhnqvCMDyOP++PAli/v6LTkdUMfiw2ijW/laNBoDWaTiPF3+ZHw9dT5tKRDpPFJvjDT6VWISiEpVi4gpC7I0KaSim1a3RwXyKRSHDNNdcgLi5O8Lh9+/ahpKTESVaJD6vVil27dgnuKHh4eGDBggWCee2ugNlsFnSQVSqVy3Xd6CrMQb4CCQsJ5XVmrDagqNroEh+oEH6eMjw1LwqeKv5Ui6oGM37YVwEby0XuFgWVRvxyVDjyddPYQIxOdN284zZMFhvK6vjzQP18/aBRaZxokeMRi5C7I1FRUbzXgM1mQ2VlpZMt6jparRY333wzVCoV7zH19fXYu3cvO0+6SUVFBQ4dOiR4zIQJE5CUlOQki7qPxWJBbW0t77qvry88PDycaJHjYQ7yFUh4aLjgVlpRtdHlC9wIIRibqMO1wwW2Nimwbn8lGlpcq8WSO0ApxZ7TtSiv44+6BnvLsWxmKGRCuS4uQrPBivJafgfZ19cXKiW/Y+AOiEXI3ZGIiAhBTa2srHSL1ISkpCSMHDmSd51Sij/++APNzc1OtEo8pKenCzqVPj4+mD17tltM9DQYDJ06yELtD90B5iA7AELIMkLIYULIYXeIFAQFBULjwR8tK6oyuGSrtz8jl3FYNiMUOg1/nlZ+hR4n85pc4gR1J6w2YNvxGsGhK9cO90dsMH9hjytRXGNEi6ljB4UQgtDwUKiV7vFaOkJMQg64n6YGBARAo+HX1MrKSpds9fZnpFIprr76asHXUl5ejtzcXCdaJQ5sNhsOHz4s2Alk1KhRCA0NdaJV3aeqqgpGI38AJTAw0K0dZEdqqivoap85yJTSDymlqZTSVKFiDVfBQ+OJgAD+iv2CSgOMZvdo55Mc5YHxA3W8681GG3afrkXfn57uRU2TGSdy+fsee6okmDcmUHC6oatAKVBQYYDZwn8WJCYPEIwAugNiEXLA/TTV29tbUFPdxUEGgJiYGAwaNIh33WAw4OTJky5zrrgLjY2Ngj8sVCoVxo8f7/Lpam1UVFQI7or079+faaoL6ap7fxJOxEPtgaDAIN4LsbbJItjWy5WQSgiuHxUAqUAHhSPZDWDtO+2HUqCw0oAagXOgf7AagyI1biLmFDllesER2f2i+znRnt5BLELujmi1WkEHuampSbCtlyshkUgwbtw4wW3+s2fPsnOli1RUVAhOzQsNDUV0dLQTLeoZpaWlghMiY2NjnWhN78Ac5CsQhVyBhOQE3nWj2YbcMtft23kxhBAMj/WCvxf/OMvccgPLQ+4SFPmVBjQa+KMDabFeUClcP08OaJ0EeLaE/3zmOA4Jsf2daFHvIBYhd0dUKhUiIiJ4181mM0pLS51oUc+Ii4sT7KJQXl7O8pC7SEVFBfR6/q5K8fHxUCgUTrSo+1itVhQVFfGucxzXaUcUd4A5yFcoCQn803mMFhvOlehd4kO1hyBvBcL9+Kfr1TVbUCZQbMa4nOJqI/g+fkKAxHANXHQmyGWYrRTnBBxkb29vhITzOzfugliE3F0ZOHAg75rZbEZxcbETrekZPj4+gr2dm5ubUVNT40SL3J+qqire64sQgoiICDfZkWvtYCHkIHt7ewu2PnQXmIN8hTIgcQDvxUgpkFXSIlig5UpIOIKYYP4OBAaTDY0uOh3QVRGKuEslBP5ert33+GJqmywoqeb/geTv7w8/b18nWsQQI0lJSQKaSlFUVOQ2o5olEongkAeTySQYDWVcjlDEXSKRwMvLy4nW9IympibBHsj+/v5uPUVPjLjuyBkXJDomGp6enqivr+9w/WxxMyxWKpjb6yoQAnip+D9+q40K5p8yOoL//XL9M+JS8iv1aBJIF4kbGA8PtTj6dTL6jsjISHh6evLmGhcVFcFqtbpN4ZLQ6GmbzeYWbevcCXcJOACtKTYGA/9AsYiICJcfdNIZYtNU91AdF8HP2xd+fn686wWVBjQa3CNvl1JAz9PCCwA4Dm7h6LsSHgI/OMxWipoms1uIB6UUueV6tBj5z4+kgUlu47QIIZatQHclJCREUFMrKioEJ6i5GkItvAghorhmnInQABar1SpYwOdqlJWVCTrIAwcOFMX5wVIsrlC0njpExkTxrje0WFFY6dojp9uwUYrCSn4xV8g4aJTuUVDmKoT68BeLUAqcLmiGi8+SAdAaBz9TyG8rIQSJifwFq+6EWITcXfH19RVMS2hpaXGLiXpAa4S4oqKCd10ulws6fIzL8fXlT+OilCI/P98trj97bHWHSYD2wBzkKxQJx2HQYP5el00GC86VtrjEB9sZFfUmZJfyR2Y8VVL4efJ3uWBcTpifEhol/yX1+5k6NOpdf4fBaqM4lsMfmdFoNIgfwBxkVxJyd0UikWDAgAG863q93m0K9erq6lBSUsK7rlKp3Cpn1hUICAiAUslfTH7q1Cm32GGw2Ww4f/4877pGo0H//u7fFQhgDvIVCyEEgwfxF5VYbcCJ3CaXH7BBKcXvGXUoq+MfIxzio4CvQBs4xqUQQhAdqIK/l5z3mHMleuzNqHOJC1+I6gYz8sr5d0K8vb0RHuz+1dYAc5D7GkKI4ICNNsfCHd5je0YiMwe5awQFBQnm5RYXF+PUqVNOtKh7NDQ0oKysjHfd29sbMTExTrSo92AO8hXMoMHJgiNFj+c0wuri++gmC8VXv5XBIlCENzpBy3KQu4ivpwxDY/jHhBrNNqzb79rbxZRS5FUYUNXA/+MpfkA8fHTeTrSqdxCTkLszSUlJgpqanZ3t8p0szGYzdu7cKViEN3DgQMFBIozL8fLyEoysms1m/P777060qHuUl5fzFvcDQFRUlODQHHfBkZrqCrrKHOQuEh4aCW9vfucgv8KAqnrXnqhXWmNERgF/+xy1gsOEJG+367zQ10g44Oo0f8ik/O9cQaXB5XcYMoua0Wzs2CEhhGDwkCGQcOL4oheLkLsz/fv3F9TUiooKQefCFaipqUFBQQHvukKhQHJyslt1XXAFOI7DyJEjIZXyF0BXVFS4/DVYUFAgWMCZkpIi+BrdCeYgX8F4a3WIT+LPv6xsMCG/0uASHy4fNirUkAyID9VgWH9PJuZdhBCCiYO80T+IvxAnOlDl8j88jpznH+8rkUiQmjZMFNXWAHOQXQF/f39ERUXxrtfX1wsWv7kCnZ0DYWFhopiS1hcMHjxYsD9wYGCgy39XnTt3jndNIpFgyJAhTFNdUFfF8Yk4EalEiiHJg3kvyBajDRkFTU62qmsE+8iRENpxv04JR7BwfCC81OL4Nets/LxkWDI1FPIOosjeHlLcPD6oD6yynxajDel5/OevRqMRnH7mbohFyN0ZmUyGYcOG8a4bjUbk5uY60aKu4+Pjg7CwsA7XOI7D5MmTBXskM/jRarWYOXNmhxFWDw8PTJ48uQ+ssp/Ozl+NRiOaDhYAc5CvaDiOw/DRIwRzyfaf5Y/AuQJKGYdHr49EkO7SgjICYNIgb9w4NhCci/8id1U4juC2ycF44JpweHu0CjohQIS/Ei/e0g9jBuhcOtpRUmMULNALDPRDRCgr0HM1IXdnOI7DkCFDBDU1MzPTiRZ1Hblcjvnz53eYKpKcnIzx48e79HXvyhBCMG3aNFx33XXw9PRsvy0gIAB33HGHYJGnK1BVVSVYoOfj44N+/fo50aLew5Ga6gq6ysKE3WBAfCLUajXv9Kf0/CbUt1ig07hmFwhCCCYkeeOzhwfi/V+KcKawGSo5h8nJPlg+Mwy+rL1bj1ArOPzjxmjMHxOIM0XNkEs5JEd5IMJf6fLpFWeKmlHd1HEOPSEEg4YMgUopnkiYK4gwo7VQT61W8w5+yM3NRXNzs2AxX1+TnJyMJ598Ehs3bkRBQQEUCgUGDx6Ma665xu0npPU1SqUSixYtwoQJE1BQUACpVIqYmBgEBAS4/A+PgoICwYEmycnJ8PBw76mkFyMmTWUOcjeICItARFQETp3suL1MfoUexdVGl3WQAYAjBKMStEiN9UJDiwVSCYGXSgqOc22xcQcIIZBKCAZGeGBghPsIH6UU+zPrwadvhBCMHD0Kchl/KzsGozv069cPISEhOHv2bIfrFRUVqKqqcmkHmRCCAQMGIC4uDs3NzZBKpVCr1S7vwLkLEokEkZGRiIyM7GtTusSZM2d4nUZCCFJTU6FQ8A+ZYvQdLMWiG6iUKqQMGcIrfI16K07kunYeMtB6ccqlHPy85NBpZMw5vsJpMdpwVGBAiFwux4iRI5xoUe8jlq1Ad8fDwwMpKSm863q9Hjk5OU60qPtIpVJotVpoNBrmHF/hGAwGZGdn867L5XKMHDnSiRb1PmJKsWAOcjeQSqQYN2kcb9UpBbD/bD1sLvABMxj2UllvQlYxf/s//wB/xPWLdaJFvY9YhNzdkclkSEtL49dUSpGRkcHea4ZbUV9fj8LCQt51X19fJCYmOtGi3oc5yAwMTUmFXM6/1XwitxGNLa4/VpjBAFpF7WReE2oaOz5nCSFIGpQEnZfOuYb1MmIRcjEwcuRIQU09f/68W4wVZjDayMnJQVMT/25yUlISfH19nWhR78McZAaiIqMQFt5xWx8AyCpuQVE1f2NwBsOVoBTYe6YOFoEpkOMnT4BCLp5cOTEJuRhoy0Pmo7i4GFVVVU60iMHoPpRSnDp1SnC6YlpaGlQq/r757oYjNdUVdJU5yN3Ey8MTKSkp/P2QTVYczGpwiQ+ZweiMJoMVh87xtyeUSqUYM3qMEy1yDs4SckLIx4SQCkLIqYtue5YQUkwIOX7h76qL1p4ihGQTQs4SQmb00st3Kby9vTF48GDedaPR6PLt3hiMNvR6PbKysnjXpVIpJkyY4ESLnIMzHeTe1lXmIHcTmVSGKTOn8jrIVhuwL7MOFitzkBmuT3GNEVkl/NvXoWFhiI8V3yQwJ0Y6VgOY2cHtb1BKh1z42wwAhJABABYAGHjhPu8RQsQx21sAuVwu2C/YZrMhIyNDMCLHYLgK1dXVKCoq4l0PCwsTXf4x4PSdudXoRV1lDnIPGDNyJJRKJe/64exGNOiZmDNcG0opDp6tRzPPuUoIwZCUwfDRiStXDnCeg0wp/Q1AjZ1mzQGwhlJqpJTmAsgGMLz7r9J9GDNmjKCmZmVlsTxkhluQmZkJg4F/6FJSUhKCglx7smp3cKaD3Nu6yhzkHhAWGoF+/fkn4BRVG5BZ1MzSLBgujcVKsSdDOP942szpkApMOnNXHCjkfoSQwxf9LbPThPsIIScvbBW2jWELBXBx6XvRhdtET0xMjOBUsaqqKhQUFDjRIgaj61itVqSnpwvudkycOLHD8dnujoMd5D7VVeYg9wAvDy+MnTSOd0tQb7Rhb0YdmHvMcGXqmi04cLaed12tVmPsuLFOtMg5OFjIqyilqRf9fWiHCe8D6AdgCIBSAP/pvVfrHvj4+GDYsGG860ajEadOnWJBB4ZL09TUJJgvr1arMXYs01RX11XmIPcAQgimTJ7C6yBTAL+droXJbHOuYQyGnVBKcSK3EWV1Jt5j+vfvj5iIaCda5TyctRXI89zllFIrpdQGYCX+t91XDCD8okPDLtwmegghmD59uuCAjfT0dFgsrIUmw3U5f/48amr4d/5jYmKQkJDgRIuch4Md5O48v8N0lTnIPSQtNRUBAQG86xkFzSioZO3eGK4JBbD7dB30Jv4fcZNnTIFG5bojft0VQkjwRf+8HkBbJfYGAAsIIQpCSDSAWAAHnW1fX5GWliaoqfn5+aioqHCiRQyG/VBKkZ6eDpOJP+gwbtw4eHl5OdGqKwdH6qr4EmCcTEhACIakpuCXTT93uF7TZMb+s3WIDVGxsaMMl6PFaMXOdP5Ih1wux4xZM0R77jprq54Q8jWAiWjNqSsC8AyAiYSQIWj9nZIH4O4LNp0mhHwDIAOABcC9lNIrpto3KioKAwYMQHl5eYfrjY2NyMjIQGjoFZGWzXAzjEYjjh8/zrsuk8kwdSp/Byx3x5npT72tq8xB7iFSqRRTp07Flp9+6fDEsNqArcdrsGhiMCTivB4YbgqlFJmFLThfquc9JigoCIMHJjvRKufiLDGnlC7s4OaPBI5/EcCLvWeR69LmQOzcubPDdZvNhiNHjmDKlCm8o6kZjL6ioKAAJSUlvOtBQUFIS0tzokXOxZkOcm/rKlMXBzB5ymTB7ZIj2Q0oqTGywhKGy7EzvQaNAu3dRo8fDX8ffydb5Tz6MleOwc/EiRMFNfXcuXOCOZ4MRl9x4sQJ6PX8QYfU1FQEBwfzrrs7fZ2D7EiYg+wA4vrFIS6Bf4hCSY1RsEsAg9EXtBht2HKsmnddIpHgqtlXQSLC9m6AuIRcbAwaNAgxMTG869XV1Thz5owTLWIwOsdoNOLQoUO86xKJBDNnzhRlezeAjZpmdIBKoRTM07TagJ8OV0GgzSyD4XRyyvU4XdDMu+7j64OxY8Y50SLnIxYhFxsajQZTp07lXbfZbDhw4ABsNtYhiOE6lJaWIj8/n3fdx8dHlOOlL4Y5yIxL4DgOs2bPglqt5j3meG4jqhvNTrSKwRCmsMqAJoFJj0NShiA4UHyTni5GLEIuNjiOw/Tp0wU19fz582hoaHCiVQyGMBUVFYLpFQMHDkR4eDjvuhgQk4Mszjh/HxAWHAaFQoHm5o4jcgaTjfVDZrgUOo0UUgmB2dqxEFVVVQlOghIDriDCjI6JiYmBQqHgHS1tMplYP2SGS+Hh4QGJRMKrm1VVVaI/Z8WkqSyC7CAys8/yCjkAhPgo4O0pc6JFDIYw/YJUiPBX8q7nZOcgr5B/u1AMiCXSIUZOnDghqKm+vr7w9PR0okUMhjDBwcGCPbwLCwuRnZ3tRIucj5giyMxBdgA2mw17f9sLo5F/IMi4gTqo5eztZrgO/l5ypMTwOxhNTU04mX7CiRY5FzEJudiw2WzYv3+/oKYOGjQICoXCiVYxGMLodDr069ePd72pqQlHjhxxokXOxZGa6gq6yjw2B2CxWrB/337eD1QuJRg3wNvJVjEYwhACjB+o4123Wq34Y88foi6EEouQiw2z2YwDBw7wrkulUiQlJTnRIgajcwghGDRoEO+61WrF4cOHmaa6ia6yHGQHUF1bjYyTp3nXA3VyJISpRTs5h+G+JEd7wlMl6bAXMqUUBw8chMlihlIuzkidK4gw43LKy8sFt6K9vb1FX+zEcE/69esHlUrFW6x3+PBhGI1GqFQqJ1vmHMSkqSyC7AAKivJRW1vLu94vSIUAndyJFjEYnUMIQXSgCgFa/nOzML8QVdWVTrSKwQCysrIENTU4OBje3mxXjuF6BAcHQ6fT8a6XlpaitLTUeQYxug1zkB3A6fRTwpNz+ntBwrHoMcP10GmkiAvhb6VVX1+P4nL+sanujli2AsVGZmamoKbGxcWxMdMMl0Sj0SA0NJR3va6uDrm5uU60yLmIKcWCKUwPoZTi2ImTvB+mhAOSIj3A3GOGK0IIMCjKg3ddr9cjI50/fcjdEYuQiwlKKY4fP867znEcoqOjWcoawyUhhAhOgdTr9Th79qwTLXIuYnKQWQ5yD7HabEg/eZJ33VMlRb9gln/McE0IgMQwDaQcgaWDUY+UUpw5m+l8w5yAq4gw41KsVitOn+b/UaZSqRASEuJEixgM+yGEICIiAhzH8RbjiXVMutg0lTnIPaShqR7F+cW861q1FJECvWYZjL6EEIKoQCXUSg4NLR03tz+XlQVKqSh/5IlJzMVCTU0NKiv58941Go1gr1kGo68JCgqCUqnk7eOdxTTVLegzB5kQsgzAMgCIiIjoKzN6TE19rWAxSZifAmqFxIkWOQZKKWwUyK8woLjaALVCgv4hanipJKK8qLtCmwCU1piQV6EHxxHEBKrgr5W55XsT5quEWiHhdZCzz2SjWd8CD7XGyZb1PmISc7FoakVFhaCm+vv7Q6l0z6CDzWZDRUUFqqqqoFAoEBoaKjhO+0qjuroa5eXlIIR0Wuzmyvj5+QlOgSwuLkZjYyO8vLycbFnvIyZN7TMHmVL6IYAPASA1NdVt39Gq8jLU19fzrscEqiB1M/+YUorqRjNeX1+Ab/aUo7zeBIWMw+AoD/xtfjQmDfIGdwUXHepNNnyyvQQrfilGfqUehBD0D1bhwWsicOPYQChk7pXar9VIEaCVo6zW1OF6bW0t6hvrmYPs4ohFU8vKhDU1ODjYLQv06uvr8f3332P37t2oq6uDTCZDTEwMFi5ciCFDhrjlj2tHYTKZ8Msvv+Cnn35qd5BDQkJw/fXXY+LEiZBK3WuzW6PRQKvV8v7Qq6urQ3V1NXOQXRz3UxkXIye3gHfuOgBEBarcroNFXbMFj3yUhXc2FaKszgRKAYPJhgNZDVj6dgY2H6kS1UXQFQwmG179MR9Pf3keOeV6WG2AxUqRWdSCRz/Kwgc/F8Fsca8m8FKOCI6cbmxsRHNLkxMtch5iKSYRE4WFhYKaGhQUBInEvaIOTU1NWLFiBdavX4/a2lpQSmEymZCZmYnXX38d+/fv72sT+wyz2Yy1a9di9erVKC0thc1mg9VqRWFhIVasWIGNGzcKng+uiEQiQWBgIO96Q0OD4I9Ad0ZMRXrMQe4hJWX8LbCkHEGor8KtIgMWK8V7m4uw4UAVOqjZQlWDGX///DzOlXS8dSRmKKXYdKgS72wqhMly+ZvTYrLhtR/zsSejziUubnvhOIIgb/5eyM3NzaipqXGiRc5BTEIuJgoLC3nXJBIJfH19nWhNz7HZbNiwYQP27dvX4blSX1+P1atXo7iYv5ZFzOzfvx8bNmyAxWK5bM1oNOLbb79Fenp6H1jWfTiOg4+PD+8601T30FXmIPeQ4lIBB1lCBIcwuBqUAmeLm/HJ9pIOOxq0kVOmx4otxW4XKe0pVQ1mvLG+AHoT/+uubbbgjfUFaDa4T8RDwgFBOv5JeTabDUWFRU60yHmIRcjFRFER/7kmkUjcLi+1sLAQW7ZsEYyClpaWYtOmTW4XKe0pbWknRqOR95impiZ8//33MBgMTrSsZ3TmINtsNpSUiLO/PHOQGQBaT4TinDzedamEuNUEPUopvtlbjvK6jnNR248DsP5AJQqr+EVNbFBKseNEDTIKmzs99kBWPQ5kNbjEBW4vgTo5JAJqUF5R4TxjnIhYhFwsUEoFHQd3c5Appdi9e7dg0WEb+/btE+zeIUaOHj2K/Pz8To/LzMxEZqZ7tZvU6XSCufJinabHHGQGAMBsMaO8rJL3g5RJCfy9ZE62qvs0GazYeqwG9pyWVfVm/Ha61iVOYmdgtlL8crQaZmvnr7fFaMOWY9Udpqi4IoQQ+HhKBXPl6+rrnGcQ44rFZDIJ5mZKJBJotVonWtQzDAYDDh8+bNex9fX1OCnQU19sWCwWHDp0yK6oudFoxKFDh9zq+8bT01PQQbbnRxOjb2EOcg8wm81o5mnjAgBquQRKuXsUk1BKkVnUjLwK/vGuF2OxUfx2ug4WOxxGMVDXbMGBLPuLKn47XQuDQCqGq+Gpkgp2JmloaHCiNc5DLJEOsWA0GgVHTCsUCigU/OlArkZBQQEq7Nx9sVqtSE9Pv2LSLJqamro0US49PV0wFcPVUKvVgg5yXV2d84xxIiyCzAAAmK1mQTH3UEkgcZ/6PJwv06OpC7mzGQVNMHZQrCZG8iv0qGu+vIiEj4o6E0pq3EfMPVUSCDVbqW9kFdeuLORiwWg0ormZP41JpVK5VYu3kpISwe+IP5Ofnw+z2dyLFrkO5eXlaGqyvztOW2s0d0GlUgkW6DMH2fV11X2UxgUxm4UdZI1S4lb9grOKW9CVc7Ki3oSaRuF8ZbGQX2kQLM77Mw0tVrdykD2UwikWFSXlLiFYjkRMQi4WjEajYDGWUql0Kwe5qKioS+dHXV2daHdr/kxFRQVMJvu/P5qbm1FVVdWLFjmWziLIDQ3uVadiD47UVFd4b9xHaVwQi9UiuOXjoZS4VQ/kmsauRS5MForaJvujqu4KpRQNzZYupZMYzDbUNpld4iK3B5WCA1+wg1KKloYW2Kj7pIzYi1iEXCxYLMKaqlQq3aptZmNjY5eON5vNXYqqujNNTU1dSicxm82CuwuuhlwuFzxXTSYTbDamqa6sq+41nsbFsFEqeIHLJITX6XBFGg1dc3atNgqjWXwXeEc0G7ueF2hwo/eGIwRCp6qrCJajEeNrcmfahkTwIZVK3cpB7kp6BdB6Pl4pKRZdiR634U45yJ3tdDBNdX2Yg9wDOjvBOU7Y6XA1ujoimRC4VYS8J8ilXd9skbrRe9NqKr+9YhK9ixHr63JXOtdUzq0cZJms612M3CmFpCd0Z3y0O42cJoQInqvMQXZ93Odsc0UoFdwi4QiEfA6XQ6vu2ukgk3DwVLtHl46e4nGhiM3e1m1SjsBT5T6XV2e+vM1mg139/9wMMYm5GKCdaKo7OccAoNFounS8VCqFWq3uJWtci7YiNnuvQY7joFKpetkqx9HZuSrG9ApAXJrqPt/gLgiF8C9AdxPzSP+uiY+nSgJ/L/cZhNJdCCEI0imgkHF2F+p5qCQI1AnnoLkUndhJKQUVmYcs1giOO9PZZ+I219MFAgICunS8SqVyqz7PPcHHxwcymczuVAuVSgVvb+9etsq5iE1/xKapzEHuIUJybXOzEyU2RA2FjMBots/ufsFqqNykz3NPiQ5UQaOQ2O0g6zRShPm5T79Ws8Um6AC7W+6nvYhJzK8E3O3zCgsLg0wmszuvODg42K36PPeEoKAgKJVKux1kDw8P+Pn59bJVjsNqtQqerxKJRJTpNO52jQohvk/HiXCcBFKBHDOT2daltml9CSEECWFqBGjtiwgTAMNjvSCXis9p6oggbzniQu3f+hwc7QGdxn1+fxoFzlVCCFQeKkgl7vN67EUs1dZiQSKRCObtWiwWt3q/w8PDuzQaOyEhwa3ybHuCt7c3wsLC7D4+OjoaHh4evWiRYzGbhbsYyWQyUX7WYupiwRzkHiDhhMXcaKawucu8YQCB3nIMj7Nve0+tlGBysrdb9XnuCUo5h6mDfezqSiLhCKYP8XWrAsZmo1Uwv9on0H0iN11BLEIuFqRSqbCmGo1u9X57e3sjPj7ermOVSiWGDBkiyp2ajpDL5Rg6dKhdr5fjOKSmpkIicZ8dS4PBIHiuijXXnDnIDACATCoVLBpoMlhgdaM8fClHMH9MAFTyzk+L4bFeSIp0n1/zPYUjBLPT/ODn1XlVemSAElMG+7jVF11Di1Xwx5zuCsmLZPQtcrkcSqWSd91gMLhVcZNEIsGECRMgl3e+MxcfH4/o6GgnWOUaEEIwYsQIeHl5dXpsYGAghg4d6gSrHEdLS4vguSq2fGoxwhzkHiCTyQUd5Aa9FVY3iiATQjBxkDcmJAlfuBqFBPfMCoOH0n1+zTuCuBA1Fo4PEowiSzmCJVNDEOzjXnmE9S0WwXNV6yVOB1kskQ6xoFAoBCNrer2+S8MlXIHBgwcjOTlZ8BilUolrrrnGrbo0OIKwsDBMmjRJMJggkUgwY8YM+Pr6OtGyntPU1HRFOsgsgswAAChkcsE2Po16q9sN0tAoJHj6pmhEBnQcxZFwwB1Tg90uQuoIpBIO988OxwiBNJRpKT64fXKwW6VXUEpR3WAWdJB9fdzry8kexCTkYkGpVAo6yC0tLW43SEOpVOKWW25BYGBgh+scx2HGjBlISUlxsmV9j0QiwXXXXSeYhpKSkoLp06e73fdNQ0ODoIPs7+/vRGucgyM11RV0lTnIPUAuk8PX34/3wjVbbKju4vjmvoYQgkFRHnjv7gQkhKkviZaqFRzunB6Kv82PvmKK8y6GkNZivXeXx2PcQN0lg0BkEoLZqb54fWmcWxXntVFRbxJMBwri+XJ3d8Qi5GJBqVQKRtYsFgsaGhqcaJFjiI6Oxn333Yfw8PBLvi8UCgVmzZqFhQsXdmuoiBjw8fHBAw88gKSkpEu6OkgkEgwfPhz33HOPWxXntVFXVyfoIAcHBzvRGuchJgfZ/b7JXQhCCKL6R/GuW6wUFfVdH6fZ13CEYHySDj88NRjrDlTgVH4ztGoJZgz1w9hEHRQy4QlBYoYQgrgQNb54JAmbD1dhX2Y9JBKC8QN0mDHUF15dHLbiClhtQEkN/whXQgiCQ0KcaJHzcAURZvwPQghvpBVobZ1VV1fnPIMcBCEEgwcPxrPPPou9e/ciLy8PGo0GaWlpSEpKumKd4zbCwsLw1FNP4cCBA8jIyIBEIsGgQYOQmprqlsVsNpsN1dXVvOuEEFE7yGLB/b7NXQyhk9xsoSipNoLSTucwuByEEET4K3H/7HDYLtjPuduL6CUIIfD1lOGWiUG4eUIQCFrfH3f90WC1URRWGXjXPT094R8gvu1AQFxiLhaEWn9ZLBZBx8PV8ff3x/XXXw+bzdbpKOIrDU9PT0ydOhVTpkwB4L56CrT+kKusrORd9/T0dKuezl1BTJrKHOQeEhUexbtmsVEUVRvQOqPXPS92Qggk7ml6ryOW98ZssaGgkt9B1ul00Hp0XmnujohJzMVCv379eNdsNhsqKiqcaE3vIMYBEY7CnR3jNqxWq+B5qtPp4OPj40SLnIeYNJU5yD0kpn8MJBIJLBZLh+vny/Sw2ChkYvCkGKKkot6E6gb+XHk/Px9oPcXXxcJV8twYlxIREQGJRMLbraKsrAxWq9WteuIyrizq6uoEc+V9fHzcriuHPYhNU9nP2B7i7+cvOCnpXEkLLFbxnDAMcUEpRX6FAc1G/tZZCUmJUMjdq22dvYilmERMBAQECGpqcXGx27V6Y1xZlJeXw2Dg35WLiooSbUs/MRXpMQe5h/jqhH8JFlcbUdPYcXSZwXAFzha3QG/kr7ZOSBwgim3PjhCLkIuJkJAQQU2tqqpCY2OjEy1iMLpGYWEhjEb+wueBAwcyTXUDXWUOcg/x1HgiNp4/Z66+xYLs0haX+LAZjD9jo8Dx3EbwnZ0SiQSDhwx2qk3ORCxCLiZ0Oh0iIiJ415ubm1FSUuJEixgM+6GU4vz587zrHMdh0KBBTrTIuTAHmdEOx3FISU3lXW8x2nCmqNmJFjEY9mMw2XAyr4l3XavVIrZ/fyda5FzEIuRiguM4waEZRqMR+fn5TrSIwbAfk8kk6CBrtVrExcU50SLnwhxkxiWMSBsKqZS/3vHA2Xq40cRpxhVEXoUeRQIt3gKCAhAaFOpEixgMYOjQoYJFeJmZmS7xBcpg/JmysjLBVoS+vr6Ijo52okWM7sIcZAfQLzYBXl78bbBO5DahoYXlITNcC0op0vOaUNvMf26mDk+FWul+jfrtwZmRDkLIx4SQCkLIqYtu8yGEbCOEnLvwX+8LtxNCyFuEkGxCyElCyNBefBtckoQEYU3NyclBczPbmWO4Hjk5OWhq4t+VS0lJccvJgPbgSE11BV1lDrIDCA8JR0QUf85ccY0RWSUsD5nhWlAAO07WgO+05DgO4yaMF3U7LSduBa4GMPNPt/0VwA5KaSyAHRf+DQCzAMRe+FsG4H2HvFg3ol+/fggN5d+5qKqqQlFRkRMtYjA6h1KK48eP82oCIQSjR48W3HF2d5ycYrEavairzEF2AEqFAiNHj+KtSm02WLE3o865RjEYnVDVYMbhbP5enRqNBqnDhjnRIufjLCGnlP4GoOZPN88B8OmF//8UwHUX3f4ZbWU/AB0hRJxzaXlQq9UYMWIE77rBYMCpU6d41xmMvqChoQFZWVm86xqNBqkCNUtiwJkOcm/rKnOQHYCEk2Di5ImCvwp/PVkDk4VFkBmuw6m8JuRX8OcfR/eLQf9o8RboAX1epBdIKS298P9lAAIv/H8ogMKLjiu6cNsVg0QiwZgxYwQ19fjx4zCb+QfcMBjOJjc3F+Xl5bzrERERGDhwoBMtcj5OjiB3hMN0lTnIDmJE2gjovHW86+l5Tcgp0zvPIAZDAJuNYtPhKt4fbYQQTJo6CRq1xsmWORcHCrkfIeTwRX/LumgHBXi77V2RjB49Glot/wTH3Nxc1u6N4TJQSrFv3z7eqboAMH78eMHcejHgYAe5T3WVOcgOIiggECnDUnjTLGqaLNhxoqYnv4oYDIdR2WDCrvRa3nWZTIYZM6dDwrH8YzuFvIpSmnrR34d2mFDetsV34b8VF24vBhB+0XFhF267oggPD0dycjLvemNjI44fP+48gxgMAerr63Hy5EnedZlMhsmTJ7OaDjfSVeYgOwiFTIHpM2eA4/jf0s1HqgRH+jIYzoBSij/O1CO3nH9HIzw8DMOGiDv/GOjzFIsNAG6/8P+3A1h/0e23Xai6Hgmg/qItwysGlUqFqVOnCmrqgQMHBEf6MhjO4vTp0ygrK+NdDw0NxahRo5xoUd/gYAe5OzhMV5mD7CAIIZg5YyY8PT15jzmS3YhT+aw1EaNvMVoofthXAbOVP71ixowp8NXxj/sVC84SckLI1wD2AYgnhBQRQpYCeBnANELIOQBTL/wbADYDyAGQDWAlgL/0xmt3dQghmDVrlqCmZmdnIy8vz3lGMRgdYDabsXfvXlit/AGwCRMmICgoyIlW9Q3OdJB7W1fF22ukD4iOjMbw4anYtm1Hhx9us9GKH/dVILW/F6QScc5hZ7g+2SUt+O10He+6TCbDnHnzRL0V2IazUp4opQt5lqZ0cCwFcG/vWuQexMbGYujQodi5c2eH6waDAXv37kVcXJxgpJnB6E2Ki4uRnp7Ouy6TyXDdddeJur1bG87S1AvP1au6yhTFgaiVKsxfeCNvHjIAbDpchdJaI8tFZvQJVhvF2r3lqGnquPqfEIL4+HikDRvuZMv6hj7eCmR0goeHB6677jpBTT1w4IDg5DIGozex2WzYuXMnGhsbeY+Jj4/HmDFjnGhV3+ECKRYOgznIDmbGjFkIDuFvrVdUZcD6/ZWsXJ3hdCilKKk24od9FRDSngW3LoC3l85pdjEYQsyePRvBwfyaWllZiT/++MMlvlAZVx7V1dWdnn/XX389/P39nWgVwxEwB9nBhAQGY9bsq3gjHlYb8NVvZahpNAs6KWKFUgqrrW9+Hfblc7sCFMDaveUorOQvavL19cXcufOcZ1QfIqZIh5iJiorC1KlTeddtNht27NiBhgb+oTdipy/PwSv5/KeUYvfu3aisrOQ9plVT5zrRqr7DkZrqCueV+BNinIyEk2DpXUuw5suveeexZxQ2Y93+SiydFgLgyshFppSiuMaInw9X43xZCwK0ckxP8UViuAYSrnffAxulyCs34JejVSioNCDMT4mZQ30RE6gC18vP7SpQSlFcbcTnO0th49EdQghmX3s1+kX2c65xfYgriDBDGIlEgsWLF+P7779Hc3PHRc6FhYX4448/MGvWLCdb17dUVVXh4MGDKCkpgbe3N4YNG4aIiIhez8emlKK8vByHDh1CeXk5/P39kZaWhuDgYMF0GLFRVVWFbdu2wWaz8R4zffp00Q8HuRgxaSpzkHuBlOShmDhlEjat39jhusVK8dG2EswZ4Q8/L5noBYVSiiPnG3DfirM4U9gMqw0gBHhvcxHuuzocd0wJgVbTO6ei0WzD+gOVeGFtLvIq9LBRgCPABz8X4fWlcZg2xEf07z8AUAp8vrMUOQKt3Tw8PLBs+TJIr4DivDbEJOZiZtSoURg9ejS2bdvW4brVasXPP//c6XARMZGVlYV33nkHBQUFsNlsIIRgw4YNmDNnDmbMmAGNpneG/JjNZvzxxx/48ssvUV5eDkopCCHYtGkTli9fjmEiH0/fBqUU27dvF2zt5uHhgTvvvPOKKM5rQ0yaylIsegGFTI4771oKpVLJe0xGYRPW7OG/sMREg96Kp7/Iwan8VucYaHXYyupMeParHNzx1mmcyG2EzYHpD5RSVNSZ8I8vzuO+FZnIKde3R05tFMirMOCpz7JRWmtyyPO5MpRSZJW04JPtJbxpPYQQTJk+BcMGD3WucX2MWLYCxY5SqcTSpUshl8t5jykoKMCvv/7qRKv6jpaWFqxevRp5eXnt0UtKKWpra/HZZ5/htddeQ05OjsPPzbq6OqxevRrvvPMOysrK2h+/LaL80UcfXTEFk0VFRdiyZYvgezxu3LgrovfxxYgpxaLPHGRCyLK28YFC+TvuypRJU5E2PE0wF/mDX4oFhzWIhbNFzThyvuP8QIuNYuuxGsz790ms2FKMZqO1RxcGpRQ2G8Xh7Ebc+sYpfPBLEVqMHW9/ZZe24GBWfbefy10wWyje3lQo+GNAo9HgwUcegkKucKJlfY9YhBwQv6bOmjULqampvOs2mw0//fQTSkvFP1OlsLAQ586d63DNZrPhyJEj+Ne//oVNmzY5ZJAKpRRZWVn497//jU2bNsFoNHZ4XElJCc6ePdvj53N1LBYL1q9fj5qaGt5jNBoN7r//fqhUKida1vcwB9kBUEo/pBfGB4qxutNDrcGDjz4EhYLf4civMOC9zUUwWfjzl9wbAii0qJeEoLOXWFpjwt8/z8bd72biTFEzbHyJsp2gN9nw8fYS3PxaOn4/U88bMQUASglqrT6AVA2x5oJTSrHrVC2+31fBewwhBFNnTMPIYSOcaFnfIyYhB8SvqV5eXrj33nsFNbWiogIbN26ExWJxomXOgxAChUIBQohg3isA1NTU4JNPPsF///tf5Ofnd/s8NRqN+OWXX/B///d/OH36tODjUEphNpshlUpFnbp24sQJ7NmzR/CYiRMnYsKECU6yyDVwpKa6gq6yFIteZMaU6RgzZqSgUHz1Wxl+O13nEieD4yAgKn/I4m+CasLrSLjmBXhpfTq9l8lCsf5AJea/nI7Pd5ai2WB/NJlSiqIqAx79OAtPfmpf6oRcoUDSNX+DcsJrkCXeDKKNBjiZXc/nLlTWm/HSd3lo0vNPePLy8sJjTzwKpYI/JUisiEXIrxRmz56NtLQ0wWN+/fVXwaEN7gghBCqVCv369cOoUaMwa9Ysu3KtLRYL/vjjDzz//PPYvn17l6PJVVVVWLFiBVatWiUYLW1DoVDgqquuwqhRoxAbGwsvLy/ROcp1dXX4+uuvodfz7/56eXnhoYceglqtdqJlrgFzkBl24aHxwFNP/03wImloseKlb3NR1dDx4Aa3Q+4FaewNrU5n0lJw2mhE90/AzTffbPdktvxKAx75OAv3rcjEuVJ9pxeKxdoaJV3wWjq+2FUGo7nziDwhBFdffTVSR4yFxCcBsoF3QDXxDSjSnoQkYBggcX9n0Wqj+Hh7MY7ypLcAre/DjQtvRFqKsNMhVsQi5FcKWq0Wjz/+uKCmtrS04Ouvv0Z9vTjSp+RyOaKiojBy5EgkJibC09MT/fv375KmVlRU4IMPPsA777yD4uLiTo+32Ww4ceIEXnzxRezYsQNmc+ffT22aOnz4cOh0OsTHx2P06NEYOnQo/P39RVGoZrPZ8PPPPyM7O1vwuLlz52LcuHFOssq1YA4yw27GjhqPOTfMEfwVfSS7Ed/+Xg6bC5wQ3YZw4AKGQjn6eciTl4N4hIFwreItl8vxzDPP4N5777W7stpopvju9wrMf/kk1u4th8F0eTSZUopmgxVv/1SIxf/NwPGcJsGUijZkMhnmz5+PN954o90eQjgQuRck4ZOgGPM8FKOeARcwFODcV9Rrm8z4+rfy9sLIP0MIQVBwEB5/8gnIZfzFT2JGLEJ+JTFt2jTMnj1b8JisrCzs3r3brT8bQgj8/PyQlpaGgQMHwsPDo31NLpfj2WefxX333We3pprNZvz22294/vnnsXPnTl6n12AwYN26dXj11Vdx/vx5u97DizX1YjtlMhlCQkIwfPhwDBs2DH5+fm4dUW5sbMSuXbsE01uCgoLw8MMPC6YCiRnmIDPsRiFX4K9P/RX+Afw5gRYbxZZjNTBb+v6E6BZSNWSJt0I56llwfkkgnOQSESSEwNvbG6+99hq++OILJCUl2SWSFMD5Mj3u/eAsHvgwC/kVhvaLhlKKnHI9lr93Bv/6OgfVjfZF4P39/fHSSy/ho48+Qmho6GV2EEJApEpIgoZDOfpfUKQ9AeIVCXfMUS6vM/GOlAYAjuPw6JOPoV9EjBOtci3EIuRXEiqVCk888YTgZDKbzYbDhw+7bS6yVCpFXFwc0tLS4OPTcSvKNk398ssv7dZUoLWQ7p133sE777yD8vLyS9ZKS0vx5ptv4vPPP7d78Iq/vz9efvllfPTRRwgLC+vwGI7jEBAQgOHDh2PIkCHw9PR0S0e5rq5OcKQ0x3G4//77r6i+x3+GOciMLjEwfiAef+pxwe2wli7k27oSRBMExfC/Qpa4CETuwSt6hBDIZDLMmTMHGzduxJ133ml3fpbRbMNXv5Vh7ssn8cO+SjTqLfj5SDUWvJKOH/dXwmzt/H3jOA6pqalYs2YNHnroIXh48NvaZi+RqSEJnwLl2JcgjZkNSNwryqrTSKGSd3zOEUIwYdIE3HnH0l4fKuCqiEnIrzSGDh2K+++/X/DcdUT3hr5ArVYjJSUFsbGxnaYlSKVSzJkzB5s2bcJdd91lt6aazWbs3LkTzz33HPbu3Qu9Xo+DBw/ihRdewO+//w6rlb9moY02TV27dm27pnaGRCJBWFgYRowYgYiICLtTRFwFjUYjGBkePXo07r77bqapItHVK/NTdDIcx+HOO+7E2LGjeZ2yITGekErc6+PgtNFQjHwakpAxIHamIhBCEBUVhTfffBOrVq1CYmKi3ZGEs8Ut+MsHmbjplXTc+U4GzhS12HU/lUqFpUuX4scff8SkSZO6JMqEEHDqQMiH3Av54HtBFDq779vXBGjlmDnUFx29vb6+vvjXi89D63llDFVgiAuO43DPPfcI9piNjY11OwfMy8sLw4YNQ1BQUJcirJGRke2ampCQYPd9i4qK8NZbb+H555/H66+/jsLCQrvup1KpcOedd7ZralcdQpVKhaSkJAwcONCtUhG8vb2Rmpra4fvr4+ODZ599Fr6+vn1gGaM3cC+PzI3Reenw8n9eQXDI5aM4+wWpsHhKMNzJPyZekZCnPQnO234xvhiVSoWbbroJGzduxC233CI4VOVimg1W/Ha6Dg0tnUc4ACAsLAxvvvkm3nzzTYSFhXVvW48QEIkC0pirIE99HETl1/XH6AOkEoLHb4jEzKG+kEtbXzchBCEhwXjznf9gZOqV1datI8QS6bgS8fPzw/PPP4+goKDL1oKDgzF9+nS3iuR5enpiyJAh0Ol03bq/UqnEggUL8NNPP3VJUw0GA06dOoWWFvsCDmFhYXjrrbfaNbW7cByHyMhIDB482G16BUskEtx0000YNmzYJdH9oKAgvPjii5g4cWLfGeciiCmC7L4VSG7I8JThWPP9Wrz4rxeQfjwdxNyIwZEKPHF9JBLDNW6Tk0WUvlAMfRicLrZHNnMch5iYGHzwwQeYMmUK/vXcc8jJzXWIjRxHMH78BLzyyisYNmyYQ95bQiSQBI+EfNijMB58GTC5dpU8IQRhvgp8dP8A7Dldi4zCFviHhGPC0tcxIGGIWzkPvYUriDCj+0yYMAGffvopXn75ZWRmZsJisSAyMhILFixAREREX5tnN0qlEsnJyT0ek00IQUxMDFasWIGpU6fiueeeQ05OjkNs5DgO48ePx6uvvuowTQWAwMBAEEJw7NgxmEyuP9nUz88Pjz32GNLT05Gfnw8/Pz/ceuutGDKEaSogLk1lDrIT4TgO40aMxfof16OqtgoNJekIyn4HMtrsNs4xOBlkSUtai/Ec4nS29ve87bbbkJaWhmeeeQYbNmzokVBqNBosW7YMf/3rX+Hv7+/Q95YQAklQGuSDlsJ0/B3Aap+dlFJYbYDBZIXVBlBQSCUEMgl3YeeAgBC0/l30XI6w10stxVWpfrgqTYLa+L8gLDHFfc63XkZMYn4lwnEcpk+fjnHjxqGkpAR1dXUoKSnpa7O6hEQiQUJCAnx8Ou8Vby8Xa+o///lPh2nqU089JVgc2V0CAgKQkJCA06dP25X/3IbNZoPRaGzvKiGRSNqHlLRp3MX/7yjUajVGjBiBkSNHYuDAgYiOjnbo47szYtJU5iD3AQq5AqGBoQjyD0IBGhCQ8wlg63h0Z3dpdcgozFYKq5WiUW9FdaMZDS0WNOqtaDFaYbTYYLVSgABeKikGRXog3F8JCccvJpKwcZBGTAEhjvul3CZeAwYMwCeffIIvvvgCL774IoqKirr8WDExMXjhhRdwww039FpuGyEcpJHTYas8CUvB9k6PN1ts2H6iBh9vL0F2qb59SiDHATIJB0+VBN4eMvh5yRDsrUCwjxzB3gqE+ykR6quARimBXEog4bov9IQQ1KkS4NN/KnOOL+Aq23iMntM2RINSCp1Oh7Nnz3bJ0bIXq9UKq9UKm82GlpYWNDQ0oKWlBS0tLTAajTCZTLDZbO0//GNiYhAQECB4zQUHByM0NNThtgJAYmKiQzT1xRdfxA033AC5vPcKlcPDw1FTU2OXjVarFUePHsXPP/+M0tLSdgeZ4zhIJBKo1Wp4eHhAq9XCx8cHvr6+8Pb2RkBAAPz8/KBUKiGVSnuco+7j49OjNBOxITZNZQ5yHyLhJAgdeC2aTKVQFG4EaPdGTlNKYTTb0GSwoqjKiHOlLcgr1yO3XI/ccgPK6oxoaLHCZLbBbKWwWCksNgobpWg7l2USgkCdHA/PicDiySGQyzpwgBXekMUv6NVpcx4eHli2bBmGDx+O5557Dr/88otdkQ+pVIqZM2fi5ZdfRmJiYu9vdXEyyBIWwFpxFNTAP2HKRinW7i3Hk59mo77Z/pZTcimBSi6BRilBmK8CieEaDIr0QFKkB/oFq6BVS6GSc/Y7uzIvkOS7oFF72W3DlYCYxJzxvyLglpaWHo1XBgCTyQS9Xo+qqioUFxejrKys/a+2thYtLS0wm83tTrPVar3EQZBIJPD29sbcuXMxffr0DjtSKBQK9OvXr1f1ysPDA3fffTdGjBiBZ599tsua+u9//7tLxdTdheM49O/fH1VVVYIdSCil2LVrF1atWoXm5ma7H18qlUKhUECpVMLPzw+RkZGIiopCdHQ0goODO+1Q8Wfkcjni4+Mhk4lr+mpPEZOmMge5j5HLlVAOugMt+kqoKvehtfuvMJRS6E02lNeZcLqgCYezG5FR0ITMohaU15tgMttgsVI7Hul/mCwUhVVGPPNVDkJ8lJid6nuZIEpDRoPzinaKUKakpOCzzz7DqlWr8Nxzzwn2ntRqtXjooYfw4IMPQqfTOSVCSggBPCMgCRkNS84m3uMq6014Y31Bl5xjoPXzMFksqG+xoKTGiIPnGsARQCHjoPOQIinCA2n9vTB2oA4JoRr4esn4I/+EQ2P4tQgKS+qSDVcCYhJzRittKQtGoxFlZWV2f8ZGoxF1dXXIy8tDVlYWcnNzUVRUhLq6Olgsli73VLZYLKisrMSnn34KX19fjBhxeVFsUFAQPD09u/S43YEQgpSUFHz++edYuXKlXZr68MMPt2uqs/Dw8EBgYCDy8/N5j6mrq8P333/fJecYQPtn2NzcjOrqapw9e7a9/aiHhweioqIQHx+PpKQkhIeHw8vLi/eHCyEEkZGRDk2LEQti0lTmILsAarUXDMn3ovGPani2ZAHk8olxAFDfYkFmUQt2pddiT0YtMgqaUdtkgcXmuBOyUW/FV7tLMX2ID+SyixwuqRLSiMmAA1MrhCCEQKvVYunSpVi7di0OHTrEe+yNN96Iv//97+25Z06DSCANHQdL3lbA1nFE5lyJHgWVjunHaqOA3mSDvsaE0poabD9eA9k6gkh/JUbEaXFVqh9SY70Q5C0Hwf9SV5o8BsEjYR44zr1aXjkDMYk543/IZDIMHDgQBoMBtbW1vMc1NzejoKAAJ0+ebC+6amxsFJyU1lX0ej127NhxWecDqVTa4bCi3sTLywt33nknvvnmGxw8eJD3uIs11ZkQQhAcHIyioiLeFJmSkhJUVFQ45PkopTCZTKipqUFNTQ2OHj0KqVSKwMBAxMXFYeTIkYiLi7tsWIuvry/69evH0tU6QEyayhxkF8HHJxhVqY+AHn0epLkY9EK6RYvRiuO5Tdh8uAo702uRVdICg8lx4t0ReRUGWGwUF2ebEVVAj7tWdAdCSKd5Yl5eXn2yzUUIAdHGgCh1oC2OEeyuQNEaaT5Xqse5Uj2+2lOGSD8lJgzyxvUj/ZEWq4NKFwg6eDk8NCy1oiPEJOaMS1GpVBg0aBCOHDlySbTRYDAgJycHBw4cwLFjx1BSUtLr3RPKyspgtVovcThVKlWPu1Z0B0JIpykdWq3W6c5xG15eXpDL5dDr9X3y/BaLBcXFxSguLsbu3bsREBCA5ORkjBkzBgkJCfD29kZiYiJLreBBTJrKHGQXwi8oFhWDHoH00AsoKirCT0eq8OO+SpwpbEaTwfEFJ3yE+Cgu267nvOMAqX19Na8kiEwFognidZBjQ9SIDFAi086hJj3BZgNyKwzI3VGKNXvKMSBcg+VL5uOqERpYbVZIWAT5EsRWUMK4HK1Wi+TkZBw+fBgFBQXYv38/fv/9dxQUFDh10p6fn99lTqlWq3W7QSbOQCqVQq1W8zrIoaGhCAwMtHuoSU+w2Wzteee7du1CREQE5s6di/79+8PT05N9fn9CbJrKHGQXwmg2objWilUb9fhx/TGU15ngwOwJu1DJOdw4NrB9sEQbnEcoQJgYXAaRgcj5o0D+Whkeuz4Sj39yDrVNXcth7AkGkw1Hzzfinn9+iohVO7Ho9kW49bbb0C8ihon6RYhJzBmXYzAYkJmZidWrV2Pbtm2ora11+meuUCgwYcKEyyKOGo379L53JhzHCXbL0Gq1mDdvHlauXImmpian2WUymZCdnY1XX30Va9aswfz583HbbbchMTGxz6LtroiYNJV9qi6A0WTEgcMH8Pabb2Pblm3/z955hzdVvn/4Phltmu69KFD2LqMFRGQPEVSWDAciTlzgQlH4CrhlqTgZCigOQAEFRAFZyt57r1JW907aJOf3Rzn5pW3Spm3SlvTc19Wrbc56c3LynM953meQkZFRJRdZkLeaZ/rV4t72QUUMt4Dg7isbc2sIApTQZlshCAzpFEKQj5qFG65xMiEbowlAxGSCfKNIvsGEPt9Ebp4JXb4JR370RqORCxcu8P6095n/zXweGf0ITzz5JPXr1JM9yriWMZf5f3Jzc9m2bRtfffUV//zzDxkZGVUyDh8fH+69995iLbEFQXBqybTbnZJCQARBoEuXLvj5+fHXX38RHx9vjhk3mUwYjUYMBgP5+fnk5eWRl5fn0O+5yWTi0qVLzJw5k8WLFzNs2DCeeuopmjVrJjsfcC2bKgvkKsRgNLBn/x5mfDyDv/78i5ycHIdeXAoBvD1UBHir8PFQEeijJszPHX9vFb5aFZ7uStzUAgajiI9WRZt63jSL8kRVtOe1IIAspqwjGsFQcqycWqmgZ6sAurUIwHhrSkAEDIYCQZytM5KZayQ1K5+kzHziE3WcuZrDmWu5XE/Vcz01r8IhNiaTiRvXbzDzo5l8v/B7nnluLE89+SThIeEV2q+MTHUiPz+f//77j9mzZ7Nhwwa72yfbiyAIaLVavL290Wq1+Pj44O/vj7e3N56enub6ugaDAS8vLxo0aEDt2rWtCie565p1RFEstWKIUqmkTZs2tGrVynzPFEURo9GIXq9Hp9ORm5tLZmYmGRkZ3Lx5k4SEBK5evUpKSgqpqakVjnEWRZGbN2/yxRdfsGzZMh577DHGjh17W3VwlCkZWSBXASaTiXOXz/PJ7Nn8sPAHMjMzKyyMlQqBAG8VdUM8aBKpJSbam4YRWsL83QjyUePjocLdTUFpPmCrXmJRBIMeURRlL3JRTPmIOttZ8hKCIKBSgkppcf7UCrw8IMgif87yOjCZICUrn6spek5eyWbfuUyOXMziVEIOyZl5tzzR9iPFh924foNp/5vKj4uX8ObbbzJ00AN4emjLtjMXwZW8HTUZk8nE8ePHmTVrFsuXLy+xhJm9KBQKvL29CQsLIyoqinr16hEZGUlAQAA+Pj54enqiVqvLbRPLWjaupiB1x7OHog8earUajUZjM/nRZDKRmZlJcnIy8fHxhcr5ZWRklKt6iSiK3Lhxg48++ojly5fzyiuv8NBDD1VK+b7qiCvZVFkgVzIZWRn88MNCPnhvOgkJCeW+mFQKAR9PJa3qeBHXyJc7m/hSP1xLkI8aL43SwUJWvCUCRShVYtcsxLxsTDk3HLY/y89NqYRgXzeCfd2IifZmWOdQdHkmrqflcehCJhsOpfDf8TQuJ+rQG+y/jiShfPr0aZ567Cl+Xfor73zwLi0aN69xYReuZMxrKikpKcyfP5/PPvuMhISEcu9H6sAWHR1NkyZNaNasGREREfj6+uLh4eHAEd9q7mSnCKxp5OfnO62ChUKhwNfXF19fX+rVq0fXrl3NZd7Onz/P/v37OXbsGDdv3iQ/P79M+xZFkbNnz/Liiy+yatUqpkyZQmxsbI0Lu3AlmyoL5ErCaDKy9+A+3nx9Itu2bCvzlw8KvMQhvmruaOJLr5gA7mzqR5i/O1r3MnRUKyemzEtgMkLR8IuajChiSjsL+WUrWF9eBEHAw11JdKgH0aEeDIgLJiUrnwPnMvn7cCYbT5m4HH+N/Px8u41UXl4eq39fzd49e5k0bTKPjhyFp9bTye+keuBqGdc1DaPRyH///cfkyZPZvn17uTyyCoUCPz8/mjVrRps2bWjevDkBAQFoNM6v2JOVlSXPylkhIyPD6WX3LHFzcyMsLIywsDA6duxIZmYmZ86cYd++fRw5coRr166V6X6dn5/PunXrOHjwIK+88gpPPvlklZTzqwpczabKArkSyMzO5Ju53/Dxhx+TlJhUpgtIapjRteudPNSzPs1UBwn3FXBTCZVqWE3pF8CQDUq/SjtmdUcUTRhv7AVT2R92HIFKKRDi60afdqG0uvc5pjS8l83btrJk8RK2btpid+iOKIpcu3qNl54dz8a/NvDRRx/RILpBJbyDqseVjHlNIi0tjS+//JLZs2eTlJRU5u19fX3p0KEDPXr0ICgoiICAgEqvRJCZmUl+fr6crGeBKIokJiZW2fdS8jDHxcXxwAMP4Ofnx4YNG/jxxx/ZuXNnmUJ3rl+/zptvvsmWLVv46KOPaNasmRNHXn1wJZsqC2QncyH+IhMmTGDl8hUYjUa7Lh5J+EZGRjJs5HAeefQRmjVqgslkIuvIQtwvrihIDitTM+mKIepSMKaeQRkaK3s8AEQRUZ+K8YbtDn+Vg5LUkLup1e4RNO4ejBg8nMH3DuLg0UPMnzuP35b9RkpKyq0hl3y95OXlsWL5Co4ePsrn33xBj7u6u3zIhSsZ85rC6dOnefXVV1m7dq3Nbmu2iIyMZPDgwTz44IO0bt0alUrFyZMnuXjxYqVfCzqdjvT0dIKDgyv1uNUZvV7vsC555UVqI920aVOUSiWjR49mxIgR7Nq1i2+//ZbVq1ebbWpp5Ofns3r1ak6ePMmMGTMYMGCAy4dcuJJNlefLnYTJZGLLji3ce88Afv1lOQaDwa4LR6FQUK9+PT6a/TH/7fqPGR9Np3XzGNzU7mjcPfBu9Ri5dQYiCiocGQ8sTY3YnCIx6jFe20FlivLqjAgYr+5AzLYdf1zqOa0wSgxRfQjp8Awa9/+PkXRTu9G+TRxfffEVm//bwtPPPYOvr31l+kRR5MzpMwwfNIyvvv4SfZ5rx0kW/YzK+yPjfEwmE3/++Sf3338/f/zxh93iWBAE6taty9tvv82mTZv49NNP6dixo7niRNOmTalbt26lP/gbjUZu3HBc/oIrcOPGDYdXHikLgiAQFRVlFscSGo2Grl278u233/LXX3/x2GOPlSls4uzZszz66KPMnj27UhvUVAWOsqnVwa7KHmQnYDAY+PGXJUx4+TVu3Ey0axuFQkF4RDgvvDiWh0c9RkRIuFWD7e6mgZgxZCrUeFz8FUwVi9USRRFdnolz13PZezaD9GwDDSO03NnUDx9t4WQ/47VdiI1HgEdwzfYiiyLkZWC4sPaWJ784RpPImas5/HcijSydkUYRWtrV9yHAW41SYaNaSFmGgJK8yO5oYp7B3d16BQqlQkmLxs2ZM/sznnzqST7+8CP+WPkHubm5JRofURRJTU1lwquvc/nKFSa9NQkfT9fMyK4ORlimdPLz81m4cCFvvvmm3SEVgiAQHh7OmDFjGDNmjE0RrFQqzYLowoULZfZKWyMvL4+rV69y+vRpsrOziYyMpHnz5nh6Fo7vv3HjBvXr13d4EuDtSH5+PpcvX7b5nTSZTCQkJHD06FF0Oh21atWiYcOG+Pj4OKRkniAIREZG0qxZM5vhNkqlktjYWL755hueeOIJZsyYwbp16+xKKkxPT2fy5MnEx8czZcoU/P39Kzzm6ogr2VRZIDuYXH0un875lPemvmdXlx9BEPD29ubBUQ8xfvx4GkTXL3Va291Ng6LVo2Qq3XA//wsYy/ZEKooiRhNcSdbx94Fkft+VxKGLmaRnGzCJoFEr6NrCj1mPN6J2sMZ8UxGzr2O8sgVVw6FlOp6rIQKG+E0FCXpWMBhFfth8jfeXXeRaqh5RBHe1gogAN3q2CuD+jsG0q++Dt0f5qo2IKMmL6I576+fRepQuXFUqFW1btmHhtwv5++G/mPa/dzh44GCpQiA3N5fZ02eRmJTIrBkz8fdxLYNeXbwUMiWTlZXFjBkzmDFjBtnZ9iXEent7M3ToUF566SW7GjgolUoaN26MQqHg3Llz5RLJRqORpKQk9u3bx/bt2zl//jzZ2dmIooharSYmJoann36a0NBQ8za5ublcu3aNevXqlfl4zqQqvhcJCQmkp6dbXWYymdiwYQM//fQTKSkp5nMaGBhImzZt6NSpE40aNSr3g4Ykjps3b16s46E11Go1nTp14ocffuCPP/7ggw8+4MiRI6WWidPpdHzxxRfcvHmTTz/9lJCQkHKNt7riajZVFsgOJDs3m/c+eI9ZH8+yKwtXqVQS2z6Oae9No1vnrrip7U/WUKvd8G4xklSTAs2Fn1Ca7BPJ+nwTRy5m8dPW66zZm8S1VH2xerq6fBN/H0hh6s/n+XpsU9zUkogTyT/3B8pa3RC0lRM3JwhCqd4BySNaWV5tMec6+Wd+s+o9FkWRvWczePvH8yRn/n/ynj7fxIUbOuavv8qPW6/Ttp43w+8K457YQEJ83eweu+Q5dm/9PJ5an9I3sEDjruG+fvfTIe4OPvlkNl/O+bLURD6DwcD33y4mNzeXOZ9+RnCAa8VLupIxd0UyMjJ4++23+fLLL+2yqQqFgrZt2/K///2PPn364O7ubvexFAoFDRs2RKFQcPbsWburYuTn53PhwgU2bdrErl27SElJKSaU8vPz2bt3L56enowbN87soRRFkUuXLhEREVEplTOgwKaW9sBQ2WEAOTk5XLhwweb38fTp0yxevLhQR8T8/HyuX7/On3/+yT///EODBg3o1q0bHTp0wM/Pz+5jC4JAREQEzZs3L3PCpFarZfjw4dx5553MmjWL+fPnl5rIZzQaWbp0Kbm5uXz++efUqlWrTMes7riSTZUFsoPIysnif1Pf5vPZc0qNN5a8xs+++CyvvfIaAX4B5TqmWuVGQMxILhndCYn/HoXRundFFEXyDSJ7zmawYP1V/tqfRHpOyR4SEdh4KJVLiToaRvz/FL6YlYDhwmrUTUchODmBSxRFMjMzSUwsOUxl27ZtJCQkEBkZ6XSRLBrzyT+1FDHritXlJhFW70ksJI6LkqM38e+JdHacyuCrP7U83C2MB+4MJcy/wDjbfg9KDLV6omn9nF2eY1uEBoXwztR36NajG6+9PIGjh4+UeL0ajUaW/biU/Nwcvpm3gCD/oHIfu7rhSsbc1UhPT2fixInMmzfPLrHq7e3NE088wRtvvFFuz5xCoaB+/fqoVCpOnTpVYnkvg8HAqVOnWLduHXv27LErdvbAgQPcuHGDyMhI82vZ2dlcunSJxo0bl2vMZcUem7plyxauXLlSKeJNFEXOnTtnc8ZVFEV27NhRYrtwvV7PsWPHOHHiBH/88Qc9e/aka9euBASUfG+VPMctWrSwy3Nsi1q1avHRRx/RpUsXJk6cyMmTJ0tc32Qy8fvvv5OXl8eCBQsID3edjqauZFPlJD0HkKvPZco7U5kz6zO7xHGTpk1YtmIZ7055t9ziWEKlVFG33RBSmo1DdCucNFAQSiFy6EIWz359kqEfHGbpvzdKFccSGTkGMnOL3pgKvMimtDNO/yIYjUbmz5/P+fPnS1zv2LFjTJ8+nby8PKeOSRRFjAlbMVxcZ3Mdk0nkRpp9ceFGk8jx+Gze+uEcA945yIL1V0nLtn79iIISY+1+aNq8UCFxLKFSqujboy+r165m0JBBpd4cTCYTK1esZtxL40nLTKvw8WVkSiIrK4uJEycyd+5cu8RxgwYN+P777/n4448rPG2tUCioW7cuLVq0sOpRNJlMnDt3js8++4xp06axZcsWuxPLsrOzi8WrSl7ktLS0Co3bHiSbeu7cuRLXO378uNmmOpuEhATi4+NtLjeZTHafG5PJxOXLl1m4cCGTJk3izz//tCm8BUGgdu3atGzZskLiWEKtVjNw4ED++OMP7rvvvlLLBoqiyLp163juuefKVapQxvnIArmC6PPz+Gj6x3aJY5VKxb339uePtX/Qp0cfh5V7USqURDXqQXqLVxE1wYCAKIpcSdbzvyXnGPT+IX7edoNMXdni6oJ93QjwtmI49GnkH/sO8kuPsS4voiiyYcMG5syZU2o8oMlkYsGCBSxcuNAhCTa2xiNmXCTv2HdgtF3ZQakUiA71oCyObFGEUwk5vPrdGR746Ahr9iajzzeZryVR4UaCf3/UMc+g0Ti2iUftiKiCm8mUN9FqtSV64E0mE7/88DNvTHyDnNyqyzR3JK6Sbe1K6HQ63n33XebPn1/q91mpVNKvXz9WrFjB/fff77BaxoIgUKtWLWJiYsyhD1KN3kWLFjFlyhQ2b95c5o5vfn5+VlsQ6/X6Uj3WjmDDhg189tlndtvU7777zmk2FQq82adPny7xGAqFgrCwsDLNDoqiyJUrV5g7dy7Tpk1j165dhc6tVNmkpIS88tKgQQMWLVrEyy+/XGpMtCiKrFq1itdee80h7dGrA65UxUIWyBXAYDTy9dyv+ei9D0t90nZ3d+f5l55n0fffU79OfYePRaFQEFGvE7ltJ5EqhLN8RyKDPzjEZ6vjScwou9FVCDCkUzC1Aq3HxRlv7Cf/7EpEU9m7V5WGKIrs2bOHcePGkZycbNc22dnZvPnmmyxatMjhNxlRFCEvnbzDXyNmXS1xXYUgMLBjCLWDyx5PaDCK7DyVzhNzjvPSglOcv67DqHAnsfZI6nR+Bg+N9WoVFcXb05s3XnuTTz7/BH9//xJvREajke/mfcf0WTPK1bmsuuEqhtxVMBgMzJkzh08++aTU77GbmxuPP/44ixcvpkWLFk4ZT1hYGO3atcPNzY1t27YxdepUVq5caTOZrCQEQaBz58426x4nJiY6tR7znj17ePHFF8tlU53xXc/Ly+P48eOlJl4KgkCnTp3KNTNgNBo5efIkM2fO5Ouvv+batWsIgkDDhg1p2rSp05rD+Pn5MXXqVD766KNSq1WYTCaWLFnCBx984PQHpMpAFsgyiKLI2r/+YMqkt9HrS64V6+npybsfvssH73yAn4+f08YkCALZojevL8/kua9PcSI+h7JeYwIQ5K3myT6RvDaoru3O0qKR/DPLMV7f49AL2Wg0snHjRh555BFOnz5dpm1TUlJ46aWXeOedd0hKKlvHwpIHpSfv6HcYb+yza/UmkVo+e7Ixbep5464qe0x0ls7I9/9cZ/AHh1l0JJKgZoPRuDs3gcdN7caYR8cwf+H8UhsX5OXlMf2Dj1n668+lZm1XZ1zJkLsCoiiybNky3nvvvVJtqlarZfLkycycOZOgIOfGxCcmJjJ//nzmzJlTYhmykvDx8eGee+5h2LBhNpOORVHk/PnzDm+UYTKZ2LhxIw8//HC5bOr48eOZNm2aQ8MAJOFaWiy0RO3atXn22WepX79+ucIhdDod69evZ8qUKRw8eJDIyEinN+zQaDQ8++yzfPnll6Xa1Pz8fD799FO+++472aZWI7sqVIdBxMbGinv37q3qYZSJ/Uf2M3DAQK7EX7H5QQqCgJeXFx9M/5CnHn8StaricU62MBqN/LlxHa+Oe4XTp06X+eLydFfQup43A+KC6dbSnyaRWlTK0ttZC16RaDpNRfCJLneCnDTWxMREFixYwKxZsypkjJVKBR06dOSll16id+/e+PgUVHuwNT7Lc1V0HdGUT/7Jn8g/saRMLaVFUSQ1y8Cu0+ms2ZvEpsOpXE7SlemBRRAENO7ujHpiNG9P/h/hIc5P5Ch48FvLE489wY0bN0q8toNDgvl97R90aNve6eOqCIIg7BNFMbbo615eXmJMTIxDjrF9+3arx6gqbkebun37doYNG0ZCQkKJ63l5eTF16lSef/55p7ZpNhgMrFixgjfffJOzZ62XdCwJjUZD/fr16dixI61ataJ27dp2iTIvLy9iY2OthmKUFUncV9ymKunYsSPjx4+nT58+ZptaHkRR5MyZM5w+Xfb7VGZmJidPnmTXrl0cOnSImzdvlnkfGo2G4cOHM3XqVOrUqVOmbcuDKIqsXLmSsWPHltoYJjg4mOXLl9OlSxenj6sixMbGsnfv3mI3VEfaVKh6uyoL5HKQlJLIoIGD+O/f7SUKCE9PT2Z8MpPHRz+OyolPq5nZmXz26Sw+/GCGue6mPQgUxBn3bRvAg13CaNfABw83hXn89qIIaol7x8kImkDzdiaTyfwkbFmqTRAE8/hEUcRgMHD58mX+/vtv5s+fz6FDhxz2BO3m5karVq3o168fnTp1IioqCn9/f3NMoU6nIy0tjRs3bpCYmIifnx9t2rQhKCioYJwmA4Zzv5N3ZF6JccclUfAkDFdT9Kw/mMIPm69x4HwmeQb7v3dS6aov5n1JXIzzW32Losgfa//g8dGPk5ycXOI13qFDB1auXkVoYPWt51mSQG7VqpVDjrFjxw5ZIFeAq1evMmTIEHbu3Fniep6enrz//vs8++yzTpseB0hLS+Pjjz/ms88+s7v2soSfnx+xsbH06NGDhg0blqnUnIS/vz+xsbGFSr+JomjVplpiaVP/+usv5s2bx+HDh51iU++8885iNjU3N5f09HSrNlUa38WLFzlx4kSFYptFUSQ5OZl9+/axcePGMpXlg4LzFxMTwyeffEKXLl0qxab++uuvPPPMM6WGuMTGxrJixYpqXf6tJIHsKJsKVW9XZYFcRvR5ebz+5ut8/ont5DFBENBoNLz30Xs8P/Z5p3qOr95I4KWXX+G3pb/abSAEIDzAjSGdQhnVPZyGEQXe4oqgjOiEe+yr4ObLtWvXWLx4MZs2bcJkMlG3bl3q1q1LcHAwGo0GURRJS0vj4sWLHDp0iJMnT3Lj+nVMdlyLgiAQEhJCUlJSmQysWq3Gz88PrVZrnqLLz88nJyeHjIwM9Ho9arWali1b8PHH0+ne7S6MF9eRd3guGByTkCaKIhm5RrYcTWXuugR2nEpHn2//jSssLIwZn8xg2JBhTr2m4FZC3q+/MPbJsWRkZNgUyQqFgmeee5pZM2bj7lZ2IVAZlCSQW7Zs6ZBj7Ny5UxbI5USn0/HSSy8xd+7cEoWcRqPh7bff5uWXX3aq5/jChQu8/PLLZWpnDRAQEECXLl3o2bMnUVFRFeruJggCoaGhxMTE4ObmxrVr11i0aFEhmxodHV3IpqamphayqdevX7fLWeJ8m9qS6dOn061bN+Lj4zl+/LhDY5pzcnI4dOgQa9eu5fjx42WK4w0NDeX999/n4Ycfduo1BQU2ddGiRYwfP77EknWCIDBmzBg+//zzSquNXVZKEsiOsqlQ9XZVFshl5LfVKxg14pESvQpqtZq33n6LNyZMxL0MzT/KytGTRxn75NNs377Tbg9BgJeKoZ1CeeruSBqEV1wY/z8KVNF3czN4EKNGP8HWrVutjsncla+c111cXByfffYZn3zyCcuXL3dKhnWjhg1Y9cXzRGWtd5g4tkQURTJzjfx9IJk5a+I5dCELg9G+G5mnpydvTZ3EuGdfxEPj3Pa0BoOBz7/5nDdeeaPEmFBPT09++OUHBvYf6NTxlJeSBLKjkrt27dolC+Ry8v333/PMM8+UWCpNpVLxyiuvMGXKFKeKhv379/Pss8+ye/duu22Ut7c3nTt3ZsCAAURGRjqk7TH8fxkyPz8/Ro8ezZYtW5xiU2NjY/n888/55JNPWLZsmVNsaoMGDfjmm2/Q6/VOS+7Nzc1l7969rFixokwtwz09PXn55ZeZMGECXl5eThmbRH5+PjNmzGDKlCklJvZrtVrmz5/PyJEjnTqe8lKSQHZkwmxV21W5UUgZuHw1nomvTixRHCsUCh4a/TCvvvyq08SxKIrs2r+bxx4ezalTp+wyjO7u7vTv15MX7/YjxvcaKoWjO8+ZyE86wddLr9gUx9LYy0vbtm2YO3cuMTExzJkzB29vbxYuXOhwg3v27Fl+//FLnu0X4ZSpN0EQ8NGqGNIphG4t/Vm+M42v/k7mfLztmF8oOHfZ2dlMefNtkq5d4+2338Hbq+JxirZQqVQ8/cTTXLx4ic9n254xycnJ4e03JxHXLo7IsEir61RHqksiSE3m7NmzTJs2rURxLAgCDzzwAG+++abTxLEoimzZsoWnn37a7kQ2Nzc3unfvzuDBgwkJCXF40pcURrBkyRKb4lhar7y0bduW+fPnm22ql5eXU2zquXPn+Omnn7jvvvscul9LPDw8uOuuu2jVqhXbtm1j9erVXL1actUhKKjW8dFHH5GUlMT7779fpi58ZUWtVvPCCy9w8eJF5s+fb/MzzcnJ4d1336Vjx45ER0c7bTyOxtVsqlzFwk7y8vN4d9o7nCnBeAqCQKc7O/HRBx/i6eHYerUSoijy767/GD5kmF3iWBAEoqOj+fq7b/j+x2W0Gj4LIrsiCEoKgi0ch86k5p9Ntg15eVEoFPTs2ZOff/6FmJiYggSx4GBmzZrFpEmTHG7QTCJcupmDycnfc0FQEBQUxMPj32PNxn94+NGH0Wg0JYpyURTR6/V89umXjBs/jsws59bO9HD34H9vTaZLN9txeqIocvToCabPnOHUmqnOwFWyrW9H9Ho97733XqkJcB06dGDGjBkVSgwrCVEsqLlelso5devWZfbs2SxbtoyHH36YqKgopzxMG41G/vnnH6fY1F69evHLLwU2FSAoKIjZs2c7xaaKolhi0q8jCQ4O5o033mDdunUMHz7crhjwvLw85s2bx7hx45zesMXLy4t33nmHTp06lbjeiRMn+Pjjj2+7cpquVMVCFsh2smX7FpZ8v6TEhKXw8HDmfDmHECclLBWI4395cNhI4i/Hl3oBqdVqhg4bysYtG3l0xCi0Hlr8/ULRxL1KYsRwRKUGh4pklSd5BscKJC8vL8aPH89PP/1EgwYNCt2EvLy8eOutt/jpp5/o0KGDwzw4ggARAe4onJu3Qb5nFMlNJxDc9F4aN2jKvG/msWDxt9SuU7vUm21+fj7fL/qeF158wekiOcAvgM++mFNiK2+TycTCed+xe/9up47F0VSmIRcE4aIgCEcEQTgoCMLeW68FCIKwXhCEM7d+l1w01YX4888/+eWXX0pcJzw8nFmzZhEREeGUMYiiyPr163nssce4csV6+3hLVCoVAwcO5M8//2Ts2LF4e3uj1WqJiYmhYcOGDk8cVKlUDhdIXl5ejBs3zmxTiy6bNGkSP//8s4NtqkBgYKBTHiIs8fLyok2bNkRHR9OyZUu+++47vvjiC6Kiokrd1mAwsGTJEl544QWni+SQkBBmz55dqOV4UURR5Mcff2Tbtm1OHYujqUyB7GybKgtkO0jLTOfdqe+V2DXJ3d2ddz58l1bNHJfBWZR9h/Yz+qHRJFxJKPHiEQQBf39/Ppz5Ad999x3RUYVLsGk0ntTq+Bg5rV7F6BHqsPFptN7Ete/gkH2p1Wq6du3Cjz/+yPvvv09wcHAx4yoIAiqVir59+7J69WpmzZrlkOLvUZFh3NO5iZOMuYCIEkNwe4ztp1K7USdzzKK7mzsjh45gzbo1dO/RvdSbk8FgYMn3S5g8yfmd7Zo3asa0D6aV6I3JyMjgnanv3FZd9qrA09FdFMXWFnF1bwAbRVFsCGy89b/Lk5yczEcffVSqTZ00aRIdOjjGpljjv//+4+mnny61tBwUVKd4++23Wbx4MU2aFLYPKpWKRo0aERMTg1bruIY+Wq3WYe+/wKZ25aeffuLDDz+0WT9aqVTSt29f1qxZw+zZs2nSpEmFbWpkZKRTS5dJiYaxsbGFGop4eHgwZswYVq5cSdeuXUuNDzcajfz0009MmDDB6Z3t2rVrx5tvvlmqTf3www9vqy57VeBBdppNlQVyKYiiyNLlS9lRSkm3QUMGMeKBEQ5L0CjKybOnGP3wo1y4cKFUcdygQT2W/LKEcc+OtxnqoVKqCK7fjex2U8kLaA1CxT0FKqXAs2OfoUmTJuXaXqCgoH7Xrl2ZP38+K1euYsCAAaVOkQmCQFBQEM8//zwbN25k3rx53HfffYSFhZWpxJJ0k/vss89o3Lh876E0RKU7GXWGoIybSGBQ8RqcgiDQvHFzlv26jGeeH1tqzKXBYOCrr+Yz49MZ5OWX3M2xIgiCwPChw7l34H0lhlpsXL+Rv/75y2njcEHuBxbd+nsRMLDqhlI5iKLIkiVLKC2JcMCAAYwaNcppNvXw4cM8+eSTXLx4sdR169Wrx3fffccbb7xhsz6xIAhEREQQGxtrLhVZUZRKJWPHji23TYX/t6kLFixg1aoCm2pPxYbAwECef/55Nm3axPz587n//vsrZFMr8h5KQqlUUq9ePdq0aWP1sxEEgbZt2/LLL78wZsyYUsdvNBpZuHAh7733HjqdziljlsY1atQo+vXrV+J6mzZtYtWqVU4bhwviMJsqV7EohdSMNLp0votjR49ZFaaCIFCnbh3+3vg3DaMbOmUMN5NvMnLESDZt3FSqOI7rGMf8BfNo0aSl3QY6OyedlCM/EZDwBxhte3RKQxnWHreOUzh09ATTp09nx44dZGRkkJ2dbbUKglKpxNPTE19fH+rXb0DXrl3p06cPrVq1wtPTs0KNR/R6PdeuXePgwYMcPXqU06dPc+XKFVJTU8nNzUWhEPDw0BIQEEBYWBj169enUaNGdOnShcjwUPL2fIDxypZyn4tiKNSYPKNIjRpGROPuqOwo06bT65jzxRzemfJOqR4ErVbLZ19+xuhHRqNUOK/m9okzJ+jdozcJV6x73ARB4IHhD/DD9z84vRSdvdiqYuHp6Sk66qa9f//+S4BlJ4a5oijOLTKOC0AqIALfiKI4VxCENFEU/W4tF4BU6f+KUJ1talJSEnfddRcnT560uU7t2rVZvXo1jiwZZcmVK1cYOXIk//77b6nrtm3blq+++oq4uDi7bVJeXh5nz57l0qVLFQqRkLyiR44c4eOPPy6DTfWlfv36dO3alb59+9KyZcsKV2iwtKlHjhzhzJkzXLlyhZSUFHJzcxEEAQ8PD4KCggrZ1LvuuouIiAgOHjxoV9KcvQiCgLe3N/Xr1yciIsKuB6mcnBxmzZrFRx99RFZWVonrenh48PHHHzN27Findt07cOAAAwYMKPHcDBo0iJ9//tnppejsxVYVC0faVCjdrjrbpspVLErh8pXLXL5ku72oUqlkwpuv06BuA6vLK0quLpcJEybYJY679+zOtwu/o05k7TIdw1Pri3vsEyT4tcT9yh94pR9GMOoo8Ona/wAl6lIQRAOtW7dm0aJFpKamkpCQwM2bN0lOTiYjI4Pc3FxUKhWeWi0BgYGEhoZSu3ZtgoKCUKvV5htQRbwvUh3q6Oho6taty/33329uXGI5dSMIgrngvkKhMP8vmvId4lEHARRqcrwbkxXWh+B6dxLl6Wv3e9O4a3jpxZcIDg7gpXGvkZ6WZvMayM3NZeJrE2nUpDF3dejsgLFbp1H9Royf8BJvvPS6zYS85KRkDEZDtRHItnBwIkiSNRFehM6iKCYIghACrBcEoZBCFEVRFASh6j0WTubcuXMlhjQolUrGjx+PI8tFWZKVlcWECRPsEsddunRh/vz5NGxYNueHm5sbTZs2JTAwkAsXLpCSklKuBFa9Xo8oirRu3ZrFixebbeqNGzdISUkhPT0dnU5nFsaBt2xqrVq1CAkJKWRTK4q7u7u5pn1ZbCoUfNccNQ6lUomPjw+1a9cmLCysTKJRq9Xy+uuv4+fnx6RJk0hPT7e5bm5uLlOnTqVhw4b07dvXEUO3SqtWrXjqqaeYNm2azWTM1NRU8vLyqo1AtoUTkutKs6tOtalVJpAFQXgKeAoKvAXVFbXKtoERBIE7OnfiweEjnZPBbDIyb+F8fvrhpxIvOoVCQa/evfhu8UIiytmOWKVUUafxneTVi+VmwlHcLq9Fm7wH8rOw962JuUmIxlwUbl6o1WpCQkLM8WAlhac4E0uDbTciYCpvuELBQ4VJ7Y0hsA26qP74h7cg2L18NYtVKhWPPDQaD29vnhnzNOlp6VbPpSiKJCUl8cIzL/DH2j+ICndOFyalQsmjD43ih+9+4PDBQ1bH0rhpY9ycWP/bkVTmDJooigm3ft8UBGEF0B64IQhCuCiK1wRBCAdulnf/t41NLUW0xcXF8eijjzqtKsSXX37J8uXLS1xPEAS6devGd999V+52xFKzj+DgYJKTk7l8+TKJiYllamSh0+kwGAyoVCpUKhXBwcEEBweXazyORBAElEplmTyrFa3EoVarCQoKonbt2gQGBpbbq6tWqxk7tiB87dVXXy1RJCclJfHqq6/SoEED6tevX96hl4hSqeTJJ59k+fLlHD161Oo69evXx8PDuXXvHYUr2dQqi0EWRXGuKIqxoijGVocvvC1q14qiVetWVo21Vqvlrf+9ha+3r1OOvWvvLqZNmlpiQXFBEOjavSvfLvqu3OLYEje1O7XqtiOg0xvk3jEdfZ37MKj9sedSEQ05iBmXbY7T2k/1RARDWVtLC4CAySOY1KghZLWfjvcdbxFeNw5NOcWxhFKhZOh9Q/ji689KnCYVRZEjhw/z1ltvodM7L3YuOCCYqdP+h6dn4fh2QRAIDQvliaeecGqYhyOpxGxrT0EQvKW/gT7AUeB34NFbqz0KlDvY8HaxqfXr16dp06ZWl2m1WiZMmEBAQIBTjr1lyxY++uijUkXqnXfeybfffltucWyJQqEgODiYtm3b0rFjR+rWrYu7u7td9s9gMJQaCnA7IIpiuTzoUthGdHQ0HTt2pG3btg6pOa1UKnnsscf48MMPSw09OXbsGG+99ZZTP4eIiAjefPPNYjYVCsJsxowZ49QwD0dSWUl6lWFT5SS9UvDSevHO++9Qq1atQtP/Hh4ePD/uebp37uaU4yalJvP6qxNISUmxuY4gCLRrH8v87xYQGerYMkgqlZrgsMb4xb6AvtMskqIfJl9bCwQFNkvDGfMxJh9DFB1bs7PSEY2YdEmlrwdIYRR6r3pcjRqDsfMnhLd/hvCIRnbFGduLUqFk2JAHmfbetBI9CSaTiaU//sIvv/7i1Cf5/nffy1ffzKFRo0Z4eXnh7e1Nu/btWPzz98Q0i3HacR1NJWZbhwL/CoJwCNgNrBFFcR3wIdBbEIQzQK9b/7s0vr6+TJkyhVq1Cs9yaDQann76ae655x6nHPf69eu89dZbJdpUgNatW/PNN99Qt25dhx5fEAT8/Pxo0aIFnTp1omHDhqXmWphMplLHezsgimKZEt4EQcDHx4emTZvSqVMnmjdvjp+fn0MTNpVKJU888QSTJ08uMRlaFEVWrFjB999/71SbOnToUGbMmEGDBg3w9PTEy8uL1q1bM3fuXDp27Oi04zqayhLIVIJNlZP07MBkMnH05FEWLlzIiRMnCAgIYMgDQ+nf5x7c3ezP6LUXo8nIlGlT+fC9D2wmeAiCQFRUFL/9voJ2MW0dPoaimEwmMrOSybq0De+EP1FmXwJT8bEpApuj6fIxgur2mA6yhinrKrn/PAd621NvIIDSnTzfZmTV6od/rVg8tT5O94rr8/RMensyn8yYXeK1UbtObdb/s4GG0c6JjYdbN++0FM5fvoBKqaRBdAO8Pb2r3cyArSQ9rVYrFq0DW16OHDkit5ouAyaTiX379rFo0SKOHj1KQEAAgwcPZsiQIU6ZSjYajbz11lvMmFFyM5uoqCh+/vnnUps4OAqdTsfVq1eJj48nMzPTqijw9/fnjjvuuG08iNbIycnh33//LbFlPRSElPn5+REVFUVISEilxNzqdDomTJjAl19+Weq1sXbtWqfFxkPB9+LGjRucPn0apVJJs2bN8Pf3r3Y21VaSniNtKlS9XZWT9OxAoVDQqlkrZnw4A5NoQkBwqrE6cuIo33z5dYnZz1qtlk+/+JS2rdo4bRyWKBQKfH2C8WkxiJx6PcmO3wEX1qDNOYNgEa9rSr+AKfU0iqD/D0uRjL7JZDJ7AKryCy+Np2jiiCAIiKKIKfU05FtrJ37r/bh5k+7fHlOtPoRGtcRf7fiHJFu4u7kz6c23OHXiJKt/X20zHvnypct8/PFHfP7ZF05rea5QKAgKCCIowHo91eqOExJKZOxEoVAQFxdHu3btMBqN5prmzmL37t0sWLCgRAGk1Wr56KOPuOOOO5w2jqJoNBrq1atHrVq1uHHjBvHx8aSkpBS6LjMzM0lLSyMwMLDY9pY2tTpgKxkvPT29xFBBNzc3goODqV27Nv7+/pX6MKDRaHj77bc5c+YM69ats7lefHw8H330EfPmzXNay3OFQkF4eDjh4RUPl6wKXM2mygK5DCgUChROjkrR5emZ+r+pJCXZnuJXKpW8NOFlBvQbUOlCUxAEPD198WxyN7roriReOYhH/B9oUg4WVL4w5JB/7nfcA5ohKlQYjUa2bN7MD0uWcOHCBerVq8eQIUPo3LmzuXVsZb0HKQ7u6NGj/Pzzz+zZvRtfPz8GDhzI4MGDb8V/iRhvHijiHRcKanl4hJET2gWhdm/CgutUWZytr7cvM2fN5MTxE5w7e86mQfr5h58ZPnwYvbr1ruQR3j64kjG/HZGqHTiT3NxcPvjggxJtqkKh4LnnnmPo0KFV8vDu5uZGVFQUERERJCUlcenSJZKTkzEYDBgMBi5dukRAQACCIGA0Gtm8eTNLlizh/Pnz1KtXj8GDB9OlSxenteMuCUubumvXLvz8/Bg0aBCDBg0yx/cmJSUV+65JoYoRERFERkbi7V11s0+BgYFMnz6d06dPc/78eZvrrVixgmHDhnHvvfdW4uhuL1zJpsoCuZqxacs//PXnuhKrPtzVtQuvjH8ZlbJqPz6NuwdR9e8gr3Zb0hKOoU74C8XNXXBtN8ab+xBC4liwYAET33iD1FutO7ds2cLPP/9ETExrHnroIQYMGEBkZCQqlcppxlG8VRd5//79LFiwgD/++IPExETz8jVr1rB9+3/MnDkLDzEd4/Vdt5YIIKjI944mLbQXvnXuItgvpFpMdzWIbsCHMz5i1MhHyMkp3rlOFEWys7P58P2PuKN9Jzy11hvG1HRcyZjLWGfdunWsX7++xHU6derEhAkTUKurtjShUqk0V75ITU0lPj6eGzducOPGDRITEwkKCmLBggW8/vrr5nbIBTb1Z2JiYnjooYe49957zTbVmUg2dd68eaxevbqYTf3vv/+YNWsWADdu3DAvEwQBX19fIiMjCQ8PrzbVGZo3b87UqVN56qmnbHZ4zM7OZubMmXTp0gVfX+ck59/uuJJNlWOQqxFZOVncO+BetmzeYvMiCw4O4o8/V9OhnfPar5YXgyGfxBsXyI/fgL/+Etf87qPXvSOJj4+3ur5SqSQiIoK+ffsydOhQYmNj8fPzc9j0mslkIjU1lc2bN7N48WK2bt1qvqkUxd3dnR++X8x9zXLJP/49JpUHef4tyIvsi09kOzy11rtnVSX6PD0vvvQi876aZ/N60Wg0/LjsRwYNGFTJo6s+2IpB9vDwEKOjox1yjBMnTsgxyNWQtLQ07r333hJrHgcGBvLrr7/StWvXShyZfYiiSEZGBvHx8eTk5ODh4UH//v1Ltal33313IZvqKC+9KIqkpKSwZcsWFi1aVLpN/eEHWrVqZY6pDQgIICoqiuDg4Cp/GLFGbm4uzzzzDIsXL7a5jru7O/Pnz+fhhx+uxJFVL2zFIDvSpkLV21XZg1yNWP/PBrb/Z7ultVKp5MmxTxPbutrchwuhUqkJj2yEMbw+qanXWL94fokNAYxGI/Hx8cyfP58lS5bQoEED7rnnHvr160ezZs0ICAgos1gWRZH09HROnTrF6tV/sHr1Gk6cOFFqcoher2ftsvn0ezyK7Mi7ya/Vh6CwRri7OSfWzBG4u7nz+uuvs37tX1y4eMnqOnq9ntkzZtOnRx/Zi2yF6uAgkHEea9euZdeuXTaXKxQKHnvsMe68885KHJX9SN5WHx8fsrOzWbJkiV02dd68efzwww/Ur1+f/v37c88995htannEsmRT//jjD1avXm23TV22bBnBwcFERUVRq1YthzpAnIGHhwcTJ05k8+bNXL5svWSpXq/niy++4L777quSkJbqjivZVFkgVxNydDl8NedLm/U5BUGgSZNGvPD8c9XawEBBSbKgwFoERzW2+8uSm5vLkSNHOHr0KJ9++ikNGjSgXbu2dO58FzExMYSFheHn51esLFJeXh4ZGRncvHmT06dPs2XLFrZv387x48fJyckp05c1HyU5bf5HYGCtan+OJerVrsdrb07gxWfHWU3qFEWRPbv2sOW/rdzTu18VjFBGpmrIyspi/vz5JdY8btiwIS+88ILTwxEqiiAIeHl5odFo7G64kZuby9GjRzl27JiFTW3HXXfdRatWrQgPD7fbpv7777+cOHGi7DY1P5+2bdvi5eVVLULT7KFJkya8+OKLvP667W6hBw4cYMOGDQwePLiSRydTmVRvq1CD2HdwH//9+1+J3uPxE14hNCiskkdWflrExODv71+mOp5SvcyjR49y9OhRFi1ajEajITQ0lICAAPz8/PDx8UGpVJKbm0N6ejopKalcv36d9HTrXebsQalU0uPeBwgOqXhjgMpmxPCRLJj7Lfv37bf6/vV6PV989gW9uvW8bTrcVQaulnEtU5j//vuPnTt32lyuVCp59tlniYqKqsRRVYwWLVrg7+9Pamqq3dsUt6mLzDY1MDDQ7KFWKBTodLpbNjWlwjZVoVDQo0cPvL2rX3haaYwaNYrvv/+eQ4cOWV2u1+uZO3cu/fv3x9298qoYVXdczabKArkaYDAa+P77H2wmBgiCQKuYGAbfP/i2eQoHaFSvEY8//TifzvyU/Pz8cn9xdDodly5d4tIl62EEFUWhUNC9Vw/uv2+gU/bvbPx9/Bn/2ks8/sgYq6WURFHk363bOHHmJDHNWlXBCKsvrmTMZf6f/Px8fvrpJ5s2FQrE5ogRI24rm9qqVSseffRRvvjiizK1rC6Ks22qIAjcddddDBs2zCn7dzbBwcE899xzPPfcczbP8/bt2zl48CAdOlS/fKCqxJVsavUpoFiDuXrjGmt/X2PzwlIoFIx9cSwBvv6VPLKKoVKq+N+kt5nx6UyaNG2Cm5tbtboZKRQKQkJCeO7F51i4aCEBvs5pb1sZ9L/7Hpq3bG5zeWZmJr8tX+ZSxssRVGInPZlK5PLlyyVWrlAoFIwZM4aQkJBKHFXFUavVTJ06lXfffZfGjRtXu0Q3QRAIDg7mqaee4rvvvrvtzq8lAwcOpHHjxjaXZ2Zmsnz5cvn7X4RK7KTndGSBXA3Y8M8Gbly/YXN5dHQ09/a/Pesuemk9ee6pZ9n23zZ++Hkxd/e/Gx8f53ecKwmFQkGtWpG8OP4FNm3bzKzpsxzeqruy8fP244lnniwxlvLXpb+Rkm7/1GxNwFUMuUxh/vzzz0KlxYoSHR1928aP+vj48Oqrr7JlyxbmzZtHz549qzyMQRAEIiIieOaZZ/j777+ZM2cOjqxmUBUEBQUxatSoEvNRVq9ezc2bNytxVNUfWSDLOIx8Qz6rVqyymQwgCAJDRzxAaODt+ySuUCgI9AvkgUHD+W35b2zYspE3Jk2kfoP6KJXKShHLgiCgVqtp2aol0z+dwX87tzNj+kyaNWpa7RN07EEQBPr360+wDY+NKIqcOXOWw0esx9TVVFzFkMv8P3l5eaxZs6bErnn33XcftWrVqsRRORaFQkFoaCiPPvoov//+O2vWrOGll16iXr16ldpZT6VS0bx5c6ZNm8bmzZuZM2cOrVu3rnae7fIgCAKDBg0iODjY5jrnzp1j//79lTiq6o8skGUcRsL1BHZv32XzYvDx8WHEyOGVPCrnoXHXENc6lvemvsv2nTtYtXYVw0YMIyIywuFiWRCEgjCK0BAeGP4Aq1b/xtZtW3n5+ZeoHVm7yjrhOYvIsAjuufcem+cwPz+f31f9YXcWvKvjSoZc5v+5cOECBw4csLncx8fnto2NtYZWq+Wuu+5i5syZ5qYhQ4YMITw83CliWQqjGDRoED/++CObN29m0qRJNGzY8Lap/mMvderUoVevXjaX5+fn88cfsk2VcKRNrQ529fZ3nd3mbN+xo1AHoqK0btuGJg2aVOKIKgdBEAgJDKZ/n/707dGXG0k32HdgH6tXr2Hnv9s5f+4Cer0eo9Fo9xdFEAQEQcDNzY2wiDDatYtlwMABdO/ajchQ53eWqmpUShVDhw1l8beLrCaWiKLIlk2bycrJwsdLrt8JrpVQIlPA9u3bS7SpLVu2JCYmphJHVDkIgkCtWrV44IEHGDhwIFeuXGHXrl38+eef7N69m8uXL5ttaln36+bmRkhICG3btqVPnz706tWL6Ohol/AUl4RarWbw4MH8/PPPVstoAmzbto20tDQCAm7fHBZH4ko21bUVQzVHFEW2bN5SYnjFfYPuw93NtcvIqFQqIsMiiewXSf8+/cnMyST+ymWOnDjGvp17OX3qNAlXE7iWcI38vHzz+VIoFCgUCgKCAggLC6NBgwa0jmtD61YxNGncFF8vnxpX1qxt67bUrlObc2fPWV1+5vQZLl+Jp0UT2wl9NQlXMuYyBZ/npk2bSvTo3XPPPdWmvbGzUKvVREdHEx0dzdChQ0lLS+P8+fMcOHCAo0ePcubMGa5cuUJiYiIGg6GQTVUqlXh5eREWFkbDhg1p2rQp7dq1o0WLFgQGBta4smZxcXHUqlWLixcvWl1+4cIFzp8/LwvkW7iSTZUFchWSlZPF9q3/2Vzu4+NDz549KnFEVY9SqcTP2w+/pn60bNqKEQOHYzAayDfko9PpyM7JRqfXIYoiapUaDw8PvLy8USlVuKnULjfFV1YC/QLo3rsH58+dt2qodDodew7skQXyLVzJmMsUdHwrKSbUx8eH7t27V+KIqh6VSkVQUBBBQUG0b98ek8mEXq8nPz+f3NxcsrKyzA1A3Nzc8PT0xNvbG5VKhUajcfmZt9IIDw/njjvusCmQdTodO3bsIDa2ena4rWxcyabW7Cu/iom/dsVmO0uAunVrU79u/UocUfVDoVDgpnDDTe2Gp4cngf6BVT2kao1SoaR7924s+Hq+1eVGo5Ft/2zlkWEPo1LKX39XMuYycP78+RJtakREBM2aNavEEVU/FAoFHh4eeHh44OPjQ2hoaFUPqVqjVCrp0aMHP/30k9XlRqORPXv2kJ+f7/IhJ/bgSjZVTtKrQk4cO05mZqbVZYIg0OHOO/Bwd+2pQBnH065drM2yT6IocvTIkQo1GZCRqa6cPHnSpk0F6NixI56enpU4IhlXIC4ursRSekeOHEGn01XiiGQqA1kgVyGHjx6xuUyhUNC52101PmRApuyEh4RRu3Ztm8svXbhEcmpyJY6oeuJK2dYyBZRUvUKhUBAXF1fjQwZkyk7t2rVLtKlSPHdNx9WqWMgCuYowmozs3bnH5nKNRkPjBo0qcUQyroK3pzctYmxPI2dlZXMx3jktZm83XMWQyxRMdR85YtvpoNFoaN5cjr2XKTt+fn40aNDA5vLs7GxOnz5diSOqvsgCWabCZOfmcDXhqs2LwNffj7q161buoGRcAkEQaNPOdsKIXq8n/tKFShxR9cVVDLkMZGRkcP36dZvLvb29qV+/Zud0yJQPQRBo06aNzeV6vb7E2PeahCsJZHmuqYrIzskucUomqnYtPLVyrJxM+WjcuBGCIFg1MiaTiVOnziKKYpW2/K4OVAcjLOMY0tPTS7SpkZGR+PjI9b9lykeTJrb7EZhMJi5evCjbVFzLpsoCuYrISE8lOcl2HGhkRCRqlZwRK1M+ourUxsPDg5ycnGLLRFHk0qXLmEQTSqFmx7i7kjGv6aSlpZGcbNum1qpVq8bV8JVxHBEREXh4eJCbm2t1+cWLFzGZTDU+b8iVbKoskKuIGzeTbFYSEASB6Ab1ZIEsU278ff3x9va2KpABbty84VKGrDxUl2k8GceQlGTbpkKBB9nNrWY1DpJxHMHBwXh7e9sUyNevX6/xAtnVbKoskKuI1LQUm8sEQaBW3Vo1fqpGpvx4e3qh1WptLk9OTnYpQ1Ze5HPgOpQUXiEIAqGhobJNlSk3fn5+pdrUkjo41hRcyabKArmKSE1LtXkhCYKAv69/JY9IxpXQarRoNBqby5NvJKHT62v8LIUrGfOaTkkPfYIgyK2AZSqEl5dXiTY1KysLnU5X48N4XMmmylUsqohsG1PfUFCv08/Pr/IGI+NyuLm5Exhqu+ugId9AXp6+EkdUPXGVbGuZglJbtlAoFAQFBVXiaGRcDY1Gg5eXl83lBoNBbhaCa1WxkAVyFRFVK8rmdJ+bmxv16tSt3AHJuBQKQaBZ8+ZWrzFBEAgLC8NTa9vY1xRcxZDLQHR0NAqF9Vuam5ubXOJNpkIoFIoS25QHBwfLVVKQBbKMA7iz4520adummIARBIF+/frSoF7DKhqZjCugUCh45KEH8fPzK3aNubm58eSzT+JewxOWXMmQy0DXrl1p3bq11WW9evUqUdzIyJSGQqHg4Ycftjq76+bmxqOPPlpiCEZNwJE2tTrYVVkgVxGBfgHM+3YenTp3wsPDA5VKhZeXF/3v7c+M2bPwcPeo6iHK3Obc0f5OPv3yU+rWqY2bmxtqtZrg4GD+985kHhz+oJywJONShIaG8sUXX9ChQwc0Gg1KpRJPT0/uvvtuZs6cWeL0uIyMPXTv3p0PP/yQqKgo1Go1KpWKoKAgXnnlFR577DHZproYcpJeFdK6RWvWrFnDoeOHSUxOIjIsnJZNW+HpYTtTVkbGXpRKJQ8Ne4juXbtx6PgRDAYDTRo0pn7d+qiU8lcfXCuhRAY6dOjAmjVr2LVrFzdu3KBOnTrExcXh7e1d1UOTcQFUKhVPPvkkPXv2ZO/eveTn5xMTE0PTpk1Rq2t2wrOEK9lU+S5Zxfh6+9Klw11VPQwZF0WhUFArPIpa4VFVPZRqiSsZc5kCAgMDueeee6p6GDIuikKhoEGDBjRo0KCqh1ItcSWbKgtkGRmZGosrGXMZGRmZqsaVbKoskGVkZGosrmTMZWRkZKoaV7KpskCWkZGpkVSXTGkZGRkZV8DVbKoskGVkZGosrmTMZWRkZKoaV7KpskCWkZGpsbiSMZeRkZGpalzJpsoCWUZGpsbiSsZcRkZGpqpxJZsqC2QZGZkaiysZcxkZGZmqxpVsqiyQZWRkaiSullAiIyMjU5W4mk2VBbKMjEyNxZWMuYyMjExV40o2VVHVA5CRkZGRkZGRkZGpTlSZB1kQhKeApwBq165dVcOQkZGpwbiSt0O2qTIyMlWNK9nUKvMgi6I4VxTFWFEUY4ODg6tqGDIyMjUYKWauoj/VAdmmysjIVDWOsqnVwa7KMcgyMjI1lupghGVkZGRcBVeyqbJAlpGRqZFUFy+FjIyMjCvgajZVFsgyMjI1Flcy5jIyMjJVjSvZVLmKhYyMTI2lMmPlBEG4WxCEU4IgnBUE4Q0nvzUZGRmZSqcyY5CdbVNlD7KMjEyNpbK8HYIgKIEvgN7AFWCPIAi/i6J4vFIGICMjI1MJuJJNlQWyjIxMjaUSpwPbA2dFUTwPIAjCz8D9gCyQZWRkXAZXsqnVQiDv27cvSxCEU1U9jnIQBCRV9SDKiDzmyuN2HLcrjrmOjdf/urWtI9AIgrDX4v+5oijOtfg/Eoi3+P8K0MFBxy7Gvn37kgRByMb1PsvqyO04Zrg9xy2PuXKoDjYVSrarTrep1UIgA6dEUYyt6kGUFUEQ9t5u45bHXHncjuOuSWMWRfFuZ4ynOiCKYnBN+iyrkttxzHB7jlsec+Ug29QC5CQ9GRkZGeeTAERZ/F/r1msyMjIyMmXH6TZVFsgyMjIyzmcP0FAQhGhBENyAEcDvVTwmGRkZmdsVp9vU6hJiMbf0Vaolt+O45TFXHrfjuOUxOwFRFA2CIDxPQYyeEvhWFMVjTj5stT8vVpDHXHncjuOWx1w5VPsxV4ZNFVypqLOMjIyMjIyMjIxMRZFDLGRkZGRkZGRkZGQskAWyjIyMjIyMjIyMjAWyQJaRkZGRkZGRkZGxQBbIMjIyMjIyMjIyMhbIAllGRkZGRkZGRkbGAlkgy8jIyMjIyMjIyFjgFIEsCMLdgiCcEgThrCAIbzjjGDIyMjIyMjIyMjLOwOF1kAVBUAKngd7AFQq6nYwURfG4Qw8kIyMjIyMjIyMj4wSc4UFuD5wVRfG8KIp5wM/A/U44joyMjIyMjIyMjIzDcUar6Ugg3uL/K0CHoisJgvAU8NStf9sJguCEochUJSqVCqVSiUKhwM3NDY1Gg1KpNP9In7koiuYfk8lU6H9phqO0mQ5pX4IgmH8UCkWh39J+TCYTRqMRk8lEfn4+OTk5mEwm8/9yd0nX4tZ1VMzA3H333WJSUpJDjrFv376/RFG82yE7KydFbWpVjkXGOWg0GhSKAr+Wj48PHh4eALi7u6PVaout76z7alEbaTQaycjIMC9LSkrCZDIBoNPpzH/LuA7OtqlQ9XbVGQLZLkRRnMutft8KhUJ0c3OrqqHIVABJfEZERBAZGUnt2rVp1qwZAQEB+Pj4oFAoyMvLIycnh/T0dLKyssjNzSUvLw+DwYDBYMBoNGI0Gq0KZEvDak24Fr0BSOORhLH0I4lylUqFSqVCo9Gg1Wrx9fXFx8cHd3d3lEolWVlZZGZmcvnyZY4ePUpSUhLnzp1Dr9cXEuwytw95eXlWX09KSmLPnj0OOYZCoQhyyI4qgKVNFQRBvlBvUyQbFhcXh6+vL507d+aOO+4AoF27dvj4+JjXq65Y2sr9+/ebbf+3336LXq9nz549pKWlyTbVxXCkTYWqt6vOEMgJQJTF/7VuvSZzmyMIAiqVCrVaTdOmTYmOjiYmJobQ0FA0Gg15eXlkZmaSlpbGhQsXzEI4Pz8fg8FQyHMrCWHL3xJFjaa9BtTSi2z521I0W3qUJdEsebjVajXu7u54eXlRq1YtmjdvjlarNXtHTpw4wblz5zh8+DDp6enk5+fLnpHbHPnmLFOVCIKAh4cHCoWC3r17ExYWxujRo3Fzc6NRo0ZWvcK3A5KtBYiNjTW/fv/9BdGWZ86cITs7mx07dph/rl69isFgsPlAK3N7UFk2VRCEKGAxEAqIwFxRFD8VBGEK8CSQeGvVN0VRXHtrm4nA44AReFEUxb9KPIYTkvRUFCTp9aRAGO8BHhRF8ZitbWQPcvVFpVLh5eVF3bp1iY2NpUWLFvj5+WEymUhPTyc5OZnMzExycnIKiWGDwWAWvpIwhsLhFEXDKGyJTXuuUVtTiZKXxVoIhjVPc1FvsxQa4uXlhb+/P35+fnh4eJCXl8f58+c5fPgwe/bsITs7m5ycnDKfXxnnk5eXh8lkKnaBxMbGirt27XLIMVQq1T5RFGNLX7NykD3I1Rc3Nzd8fX1p27Yt3bt354EHHkChUBAZGYlara7q4VUJN2/eJCcnh6NHj7Ju3TpWrFhBTk4OaWlpVT00GRtYC7FwpE2Fku2qIAjhQLgoivsFQfAG9gEDgWFAliiKM4qs3wz4iYI8uQhgA9BIFEWjzeM75F1YIIqiQRCE54G/ACXwbUniWKb6odVqiYiIoGPHjjRq1Ii6deuSl5dHSkoK169f5/Tp0+Tm5qLX6zEajWZPquWPveES1mKMSxPElsttCWPpdaPRaNOzDMW9y5Y/kndZEszx8fGFvMx+fn7079+fESNGkJmZyYkTJ9i/fz9nzpwhKSlJ9k5Wcyp7elcQBD9gPtCCAo/HGFEUd1TaAGSqjICAAOrVq8fw4cOpV68eXbt2RavVmmOIazohISEA1K1bl/79+zNt2jRu3LjBunXrOHLkCP/88w/x8fHyjF01pzJtqiiK14Brt/7OFAThBAU5cLa4H/hZFEU9cEEQhLMUiGWbNtgpMci33NlrnbFvGefg5+dHrVq16NatG82aNcPHx8csiHfu3GkWxJZxw5Jn2FqCnWTIrCXa2SuKy2MMrcXlWQrion9Lx7CcEpT2U1I8c2pqKtevX0etVps9zBEREbRr1w6lUsmFCxfYsmULZ86c4erVq2YPukz1opIfYj4F1omiOFQQBDfg9pw/l7GLBg0aEBAQwCOPPELnzp1p2rQp7u7uVT2sao8gCAQEBBAQEEDTpk3NIW4bNmzg119/5cyZMxw/fhydTlfVQ5WxgoNtapAgCHst/p97K9eiEIIg1AXaALuAO4HnBUEYBewFXhFFMZUC8bzTYrMrlCyoqy5JT6ZqEQQBLy8vWrRoQbdu3WjSpAmCIHDt2jXOnj1LZmYmOp2uUMiEtWQ6yWMMxcVwSYLYHvFbni+avaLaWuiF5W+TyVRINBetiGEplrOyskhLS+P69eucOXMGDw8PAgICGD58ON7e3ly/fp3t27ezZ88e2QtSzajEeDlfoAsw+tZx8wA52NLFqFOnDnFxcTz22GPExcURGBhYrZPpbgeUSiX+/v488MADDB06FJPJxO7du1m/fj1///03O3fulB0Q1QgH29Sk0kLXBEHwAn4FxouimCEIwlfAOxTM0r0DzATGlOfgDo9BLg+lxSALgiA/LcqUC29vb9q1K1zxqizxytJvyx9pXUuhbJn0JyUyurm5odVqCQgIIDIyEl9fX7Nnec+ePWRmZsqGvRKwFYPcrl07cfv27Q45hkajuQRY1jcq5OkQBKE1BRUmjgMxFMTLjRNFMdshAyhCaTHI7u7u6PV6ZxxaRsZlkb83/4+1GGRH2lQAjUZTYm6HIAhqYDXwlyiKs6wsrwusFkWxxa0EPURR/ODWsr+AKSWFud0WHmSdTifHc8qUCymMwlIUS9eSrXALiZIEc1EPs1KpxGAwFEv0y87OJi0tjYSEBLRaLUFBQQwZMoSHHnqIkydPsmbNGs6dOycn+FURDrQrpXk6VEBb4AVRFHcJgvAp8AYw2VEDKAtS2UIZGRn7kfs1lE4lzsoJwALghKU4FgQh/FZ8MsAg4Oitv38HfhQEYRYFSXoNgd0lHeO2EMgyMhVBEr5FpzpFUSzUQAQKG8CSBHNR77LlvqyJ5dzcXHMoRnx8PN7e3oSGhvLyyy+j0+lYv349//33H4mJiXIIhmtyBbgiiqKU4r2cAoEsIyMjI1N27gQeAY4IgnDw1mtvAiNvzdiJwEXgaQBRFI8JgrCUglk8A/BcSRUsQBbIMjUIa8KzpPhAS9Fry8NsLQyjqFg2Go3mhil5eXnk5uaSnZ1NSkoKly5dws/Pjx49ejBkyBAOHz7M77//zrlz5+R6oE6mkjOurwuCEC8IQmNRFE9RUAbzeKUcXEZGRqYSqGSb+i9gzaVvs0CEKIrvAe/ZewxZIMvUaGx5iYtSVCwX3bY0sSwtl8Ryfn4+er2enJwcMjMzSUxMxMvLi8jISCZNmkRiYiKrVq1ix44dcvy9E6nkMIMXgCW3KlicBx6rzIPLyMjIOBtXCt2SBbKMy2NP3WSJoqLX2pfdUixL+7QM45CWW4ZimEwmFAoFRqOxkFdZoVBgMBjMYjk9PZ1Lly4REhLCo48+ygMPPMAff/zBli1b5DhlJ1CZxlwUxYNAtWkmIiMjI+NoZIEsI3ObUvTLW5Jgtte7bLmvkrzKknC29CorFApMJhMGg8HsVc7NzSUzM5OrV68SGBjIfffdR//+/Vm7di1btmwhO9sphQ9qJK5kzGVkZGSqGleyqS5foHH58uU0btzYrnJao0ePLuT58/b2Ji4ujt9++80pY6tbty6vvvqqU/ZtLwsXLkQQBLKyshy636VLl7Jw4cJir3fr1o2hQ4c69FilYa2ttT3LimKt5nNprbMt60YX/TEajRgMBnOL7ry8PLNAzsjIIDk5mQsXLrBr1y7Onz/P3XffzYcffsg999yDt7e3c05WDaO0z9HeH1fn6NGjCILA5s2bAcjNzSUkJIRt27aVuu3mzZsL2VW1Wk29evWYMGGCUx72pkyZQlBQkMP3W1YEQeDzzz936D5Pnz7NlClTirVgdpYdL43NmzczYMAAgoKCcHNzo27dujz11FOcOnXKvE7R81AV9wB7ePXVV6lbt25VD+O2x1E2tTrYVZf3IA8ePJg333yT77//ntGjR5e6fpMmTfjuu+8AyMjIYOHChTzwwANs2bKFzp07O3m0lU///v3ZsWMHWq1jm3otXbqUpKSkYuf8yy+/RK1WO/RYZaWkkAt7wjHsCcOw3Ic1r3JJVTAsu/YpFAp0Oh3Z2dkkJSUREBDA3XffTd++fVmzZg3//vuvHHpRTqqLEb4d8fDw4IUXXmDy5Mlm0VwaS5YsoV69euTn57N//37eeust0tLSmDu3WGMsl2DHjh1ER0c7dJ+nT59m6tSpjB49Gj8/P/PrzrLjJfHZZ58xfvx4hgwZwjfffENwcDDnzp3j22+/ZcSIERw4cMDqdtXhHiDjHFzNprq8QFYoFIwaNYo5c+bYJZA9PT3p2LGj+f9evXqxadMmfv/999tGIIuiiF6vR6PRlLpucHAwwcHBlTCqApo1a1Zpx5KwVeYNHCeWLYWyJHgtKZrYJwlla8co2phE8jLrdDqysrJITk4mMDCQ+++/n379+rFixQp27twpV70oB65kzCub0aNH8/bbb3PkyBFatmxZ6vqtWrWiRYsWANx1110kJCSwcOHC20og5+bm4uHhYde6lvcRZ1PZdvzAgQO8/PLLTJo0iWnTpplf79KlC4899hirV6+2uW1V3ANkKg9XsqkuEWKxdetWunfvjpeXF76+vnTr1q3Q0+uQIUPYv38/x44dK/O+FQoFWq2W/Px882vXrl1jzJgx1KtXDw8PDxo1asSkSZOKCZTc3FwmTJhAnTp1cHd3Jzo6mokTJ9o8VkJCAk2aNKFXr17k5ORw8eJFBEHgxx9/5JFHHsHb25uQkBCmTp1aaDtpSvHff/8lLi4OjUbDsmXLgAJPbsuWLXF3dycqKoq33noLg8Fg3tba1JxOp2PChAlERUXh7u5OTEwMa9cWr5wyb948WrZsiUajITQ0lKFDh5Kens7o0aP59ddf2bJli1nkTZkyBbA+vfbPP//QoUMH836effbZQuORpmg3b97MAw88gJeXF/Xq1ePLL7+0eS6tYRneYI2SpnZKezK2N/zCcn2pdbf0I7X0tmzvLYljvV6PTqcjJyeHtLQ0Ll++zK5du4iPj+ehhx5iypQpNG3aVG5rW0ZcZSrQ0Xz55ZdERUXh6enJvffey7Vr14qtExUVRVxcHIsXLy7XMby9vQvZVYCZM2cSFxeHr68voaGh3HvvvZw9e7bYtitWrKB9+/Z4eHgQGBjIPffcw6VLl6weRxRFXnjhBfz9/dm1q6AMtWSH5s6dS926dfHw8KB///4kJCSYt5Ps75IlSxg1ahR+fn7ce++9AFy4cIGBAwfi4+ODt7e31XFaC7FYtWoVsbGxaDQawsLCmDBhQrFzcPjwYe699178/Pzw8vKiffv2rF+/ns2bN5uPHx0djSAI5pAAa3Y8KSmJRx99lMDAQLRaLd26dWPv3r2FjiWF+c2ePZtatWrh7+/PiBEjioVwFGXOnDkEBQUxebL1PjcDBgywuW3Re4B0//rvv/9o27YtGo2G1q1b8++//1od6zvvvENYWBheXl489NBDpKenF1ovJSWFp556itDQUDQaDZ06dTJ/7hJpaWk8+OCDeHl5ER4eznvv2V35S6YU5BCLasTmzZvp3bs33bt3Z9GiRXh6evLff/+RkJBAmzZtAGjatCn+/v5s2LCB5s2bl7pPSUBmZGTw7bffcvHiRe6//37zcmmqe9asWfj7+5vjwhITE/nmm2+Agovk/vvvZ8eOHUyePJl27dqRkJBgM2bv4sWL9OzZkyZNmvDrr78W8v6+9tprDBgwgOXLl7N161amTp1KUFAQzz33nHmdnJwcHn30USZMmECjRo2IiIjg77//Zvjw4YwaNYrp06dz+PBhJk+eTHJyMl9//bXN9z906FB2797N1KlTqV+/PkuXLuW+++5j7969tG7dGoB3332X//3vfzz77LNMnz6dnJwc1qxZQ1ZWFpMnT+by5cukpaWZRWytWrWsHuvYsWPcfffd9O7dm19//ZX4+HjeeOMNzp8/z7p16wqt++STT/Loo4/y1FNP8dNPP/Hcc88RGxtL+/btbb4XWxQNeyiKpTfYntdt7dcyMc9ye2tffksPstFoLNbWWqp8IYno/Px8cnJySElJITIyknHjxnHs2DGWL19uVdDIFKc6GOHqxqpVq3juued45plnGDhwIFu2bGHMmDFW1+3UqRMbNmywa7/SQ6AUYvHNN98waNCgQutcuXKF559/njp16pCRkcHXX39Np06dOHPmDL6+vgB8//33jBo1ihEjRjB58mREUeSff/4hMTGROnXqFNqfyWTi6aefZuXKlfzzzz/mewIUhECcOnWKWbNmodPpeP311xk4cCB79uwptI9XX32VwYMHs2zZMpRKJXq9np49e6JWq5k3bx4qlYq3336brl27cuTIEQICAqy+/6VLlzJy5Eiefvpp3n//fc6dO8fEiRMxmUzMmDEDgJMnT3LnnXfSuHFjvv76awIDA9m7dy/x8fEMHTqUGTNm8Oqrr/Lbb78RHh6Ou7u7zfM9cOBAzp49y4wZMwgKCmL69Ol0796dAwcO0KBBg0LjatWqFXPnzuXKlSu8/PLLvPnmmyU6ILZs2WI+B44gJyeHhx9+mIkTJxIeHs7MmTPp168fZ86cISwszLzeTz/9RIMGDZg3bx7Xrl1jwoQJPPHEE2aHkF6vp1evXqSlpTF9+nRCQkL46quv6NWrV6F9PfbYY2zevJnZs2cTFhbGjBkzOHfuHCrVbS+JqhxXsqm3/dUwceJEYmJi+Ouvv8yC4u677y62XqtWrdi9u8SuggDs27ev0JdeoVDw8ccf061bN/NrLVu2NBs0gDvvvBNPT0/GjBnDnDlzcHNz4++//2b9+vWsWrWK++67z7zuqFGjih3z7Nmz9OjRg7i4OH766Sfc3NwKLW/evLlZePft25ebN2/y/vvvM3bsWLO4y83NZdasWYWE/KOPPkq3bt1YtGhRofMyceJEJk2aZFW0bty4kTVr1rB582a6du0KQJ8+fTh9+jTvvfcey5YtIy0tjffff5/x48cza9b/tz8fPHiw+e+AgABMJlOp04zvvPMOderU4ffff0epVJq3HT58ODt27OCOO+4wrzty5EgmTZoEFHgh/vjjD3777bdyCWRLShLLtsIsShPK0n6Lxijb2yXPsmufJLKlEnGWCX5S5Yvs7Gxu3LhB3bp1mTRpEn/++SebNm2SK16UQHXxUlQ33nvvPe6++26++uoroMDmJCYmMn/+/GLrxsTEMGfOHHQ6XakhXdLDtUTnzp359NNPC702e/Zs899Go5HevXsTEhLCqlWrGDVqFCaTiTfeeINBgwbx008/mde1tLGW248ePZoNGzawefPmYs6RmzdvsmPHDmrXrg1AnTp16Ny5M+vWrSt0D+nYsSNffPGF+f+vv/6ay5cvc/r0aerVqwdAhw4dqFevHt98843VWUJRFHnttdcYNWpUIeHp7u7Oc889x8SJEwkMDGTq1Kn4+vqybds2cyhH7969zes3btwYgDZt2pSYULZu3Tr++++/Qna8R48e1K1bl+nTp5vvJwBqtZqVK1eaxeHx48f5+eefSxTICQkJ5vPmCHJzc3nvvfd48MEHAejevTu1a9fmk08+4cMPPyy03po1a/Dy8gIKQiIfeeQRTpw4QdOmTfnhhx84evQox44do2HDhkBBmGTjxo2ZOXMm06dP59ixY6xcuZKff/6Z4cOHFzqej4+Pw95TTcTVbOptPR+bnZ3Nrl27ePTRR0utbxsUFMT169dL3WfTpk3Zs2cPe/bsYcuWLUybNo233nqrUEUGURT55JNPaNasGR4eHqjVah566CH0ej2XL18GCsIGAgICrBpuS06dOkWXLl3o3Lkzv/zySzFxDBTzsgwePJirV69y5coV82uCINCvXz/z/0ajkf379/PAAw8U2nb48OGYTCZ27NhhdTwbNmwgLCyMO++8s9A0f8+ePc3Tczt27CA3N5fHHqt4n4Pdu3czaNAgsziGgpAYlUpVbIqtT58+5r/VajUNGzYsdA4cgT0hGKW9Zm1/lhUtLH9MJpPVaSXLbSx/W3qPLateZGZmcvPmTfPNoXfv3rz99ts0adJEDruQsRuDwcD+/fsLPWhD4YdfS4KCgjAajSQmJpa6759//pk9e/awa9cufvrpJ5KSkhg4cGCh79vOnTvp3bs3gYGBqFQqtFotWVlZnD59Giiwl1evXi3V9hiNRkaMGMHmzZvZsmWL1ZnDtm3bFhJ5d955JyEhIcUcKf379y/0/+7du2nbtq1ZHEPBDNmdd95ZzGZJnD59msuXLzNs2LBCdrVHjx7odDqOHj0KFNw3hg8fbnecsy12795NSEiIWRxDgZgcMGBAsTF27969kOe0WbNm3Lx5s1joR1FKu+eWFcv7nJeXF7179y72WfTu3dssjqVtRFE0e/03bNhAu3btiI6ONp9jgK5du5rvX9K6lte4dDx76NSpU6H7lYzrclt7kFNTUxFFkfDw8FLXdXd3t6sjmVarJTb2/2v5d+nShRs3bvDaa6+Zhfgnn3zCa6+9xuuvv07Xrl3x9/dnz549PPfcc+ZjJCcn2zWu7du3k5KSwhNPPGFzeickJMTq/9euXTMbeH9//0LiOikpifz8fEJDQwttK/2fkpJi9VhJSUlcv37d6tSZZBSSk5MB7Hp/pXHt2rViY1QqlQQGBhYbo2XWNoCbm5vTuszZk9hnj0fZWuyxLaRjFd2XtSoYkrguGsucn5+PTqcjIyODiIgIXnnlFTZt2sTq1avJyMiw/wTUEFzJ2+EIkpKSMBqNNm1OUaQpfnu+h82bNzcn6bVv355GjRrRrl071q5dy4ABA7h8+TJ9+vShffv2fPPNN0RERODm5kb//v0L2VUo3fbk5OTw559/MmTIEBo1amR1HWvvKSQkpFh4UlH7ZM1mSevZioNOSkoC4J577rG6PD4+HrD/vlEa165ds/r+QkND7bKrUqK3rRCKyMhIszPIEXh5eRV7KAgJCeHw4cPFXrNEq9Xi5eVl/sySkpLYuXOn1XHXr18fgOvXr+Pt7V1sxsPWNV6UjRs38u6777JgwQK7nG41DVeyqbe1QPb390ehUNgVb5mWlmYzNqw0mjZtSlJSEklJSQQHB7Ns2TKGDh1aKLD/+PHjhbYJDAy0a1yPPfYYGRkZDBw4kA0bNlgNF7h586bV/y0NaVFhFhQUhFqtLrbtjRs3AGyei4CAACIjI1m5cqXNMQcGBgIFRrii9UbDw8OLjdFoNJKcnFzuz8uRlCaUbcUoW3qCy3osSyzjmIuOp6hQthTLUtWLlJQUWrduTfv27VmyZAn79u0r05hcHVcy5o4gKCgIpVJp0+YURUrmKs93tWnTpgCcOHGCAQMGsG7dOnJycli1ahWenp5AgUfbUtBZ2p6S8Pb25pdffqF///6Eh4cXmqYv6T3dvHmzmEAt+h0PDw+3mvB948aNEu0qwNy5cwvFQUtI5eDsvW+UhjW7WtoYy0K3bt1Yu3YtBoPBIXG7WVlZxSqEWPssir6nnJwcsrKyzOsFBAQQGxtrDg+yRHqYCwsLIzMzs1hYkK1rvCgajYZ3332Xxx9/nKlTp/Ljjz+W6m2vSbiSTb2t5149PT3p0KEDixcvLvVDuXjxok1PQmkcPXrUnC0NBXFQRZMjlixZUuj/nj17kpKSUmK5G4mvv/6aAQMG0K9fP44cOVJs+YoVKwr9LyVo2Ep8gwIvbLt27czJCxJLly5FoVAUiu0tOu7r16/j5eVFbGxssR+AO+64Aw8PD3NsszXs9e526NCBFStWFGrk8ttvv2EwGKpVWT17wi6kv6VwCMttypu1WzQ8QwrJsIxDlv6WQi+kihdS2MWBAwe4fPkyY8aM4ZlnnpHj7CxwlWxrR6FSqWjTpg2rVq0q9LqtZkkXL14kMDDQbBvLghRWEBUVBRTYVYVCUUhwLV26tFDVncaNGxMZGVmi7ZHo2bMny5YtY+bMmVarFOzfv7+QF/S///7j5s2bpeY0dOjQgX379nHhwgXzawkJCWzfvt2mzZLGffHiRat2VTp/PXv2ZOnSpTZtpzRLWJpt7dChAzdv3mTr1q3m16REakfY1eeff57ExESb1R+sVT0qDcv7XFZWFuvXry/2Waxfv75QpY4VK1YgCIL53tSzZ0/Onj1L7dq1i51jqRRhXFwcQKFrXDpeWYiOjubLL79k2bJllVpir7ojV7GoRnz44Yf06tWLfv368dRTT+Hp6cmOHTuIjY01l5rJzs7m5MmTvPPOO6XuLzs7m507dwIFBnvbtm3MmzePZ5991uxF7N27N5999hkdOnSgfv36LFmypFiJn969e9O3b18efPBB/ve//9G2bVuuXbvG1q1bCyVIQIE3cPHixQwZMoQ+ffqwbdu2QlnGx44d4+mnn2bIkCFs3bqVBQsW8Omnn5YaWzp16lT69u3LY489xogRIzhy5AiTJ0/mySeftCmupXH37t2b119/nebNm5ORkcHBgwfR6XR88MEH+Pn5MXnyZN566y3y8vK455570Ov1rFmzhrfffpvIyEiaNGnCqlWrWLlyJbVq1SIiIoKIiIhix5s0aRJt2rRh4MCBjB07litXrvD666/Tt29fmyK+rFjz9JaH0rzJRQWxtXXKQ0mhFoD54UKpVJrfa9FufXq9nrS0NBo2bMiECRP45ZdfOHr0aLUwQlVJTX//1njzzTcZPHgwY8eOZdCgQWzZsqVYRRmJvXv30qlTJ7v2e/jwYbKysjCZTJw/f5533nmH2rVrm3MnevTogdFo5LHHHuPxxx/n2LFjzJgxo1AIgJQ0/dBDD/HQQw8xcuRIBEHgn3/+YeTIkYXC4wDuvfdevv/+ex566CF8fHx44YUXzMuCg4Pp378/U6dONVexaNu2rdUkb0tGjx7NRx99RL9+/Zg2bRpKpdJcWejpp5+2uo1CoWDmzJk88sgjZGRk0K9fP9zc3Dh//jwrV65k+fLlaLVa3n77beLi4ujSpQuvvPIKgYGBHDhwgMDAQMaMGWNO0vvmm28YMWIEWq3Wag3qvn370qlTJ4YPH86HH35IYGAgM2bMIDc3l9dee82uz6sk2rRpw6xZsxg/fjzHjx9nxIgRBAUFceHCBb799lvS09NthpNYw8PDg7feeousrCwiIiKYMWMGeXl5jBs3rth6/fv357XXXuPatWu89tprDBo0yFxbedSoUXz99dd069aNV199lXr16pGcnMzu3bsJCwvjpZdeonnz5tx3332MHTuWjIwMwsPDmT59ermarGi1Wu6//358fX35+OOP+fPPP8u8D1fDlWzqbS+Qu3Tpwvr165k8eTIPP/wwbm5uZsEl8ffff6PVaunbt2+p+zt58qRZmGk0GqKjo5k2bRovv/yyeZ3//e9/JCYmmisqDB48mM8++8xcoxIKRM2KFSuYPHkyn3zyCYmJiURERJizdIuiUqlYunQp9957Lz179iyUSPHxxx+zevVqhgwZgkajYfLkyTz//POlvpc+ffrw888/8+6777JkyRJCQkJ45ZVXitVRlsYr/f7tt994//33+eSTT7h8+TIBAQG0bt260M1l4sSJBAQE8Omnn/LNN9/g7+9Ply5dzC2Qn332WQ4cOMCYMWNITU3l7bffNtdCtqR58+b8+eef5puyj48PI0eO5OOPPy71/ZUFe6pO2ItUnUL6u+gxiv5tbXsouGla7qu07cB6wxHLKheWwrlonLLBYCA3N5fIyEjGjh3Ltm3bWLFihdPiuKs71cVLUd0YNGgQc+bM4cMPP2TRokV069aNBQsWFLOfBoOBjRs3MnPmTLv2+9BDDwEF13BERAR33XUX7777rrl8W8uWLVm4cCFTpkxhxYoVxMTEsGzZMnOlAYkHH3wQjUbDe++9x9ChQ83NnWx58UaMGEF2djZPPfUU3t7e5oZRnTp1olevXowfP57ExES6detmV9MSd3d3NmzYwMsvv8zjjz+OKIp069aNX3/9tVj4gqW9GT58OD4+Prz//vt8++23KJVK6tWrx4ABA8ye4caNG/Pvv//yxhtv8MQTTwAFSXPvv/8+UFBpY8aMGXz22WfMmTOHWrVqcfHiRavjXLlyJa+88grjx49Hp9PRvn17/vnnn0LOl4rw4osvmis6PfHEE2RmZhIREUHfvn3LLMK1Wi2LFy/mhRde4MSJEzRp0oS1a9cWC7EYMWIE3t7ePP7442RlZXHfffcVCqfQaDRs2rSJ//3vf7z99tvcuHGDkJAQ2rdvXyhhfuHChYwdO5bx48fj5eXFc889R1xcHMuXLy/XuejWrRutWrUyX7+ZmZnl2s/tjqvZVKE6vBmFQiFaq94godfrK3TSR44ciaenp9UyRdWZixcvEh0dzR9//FFi4fWKMGfOHF577TWXFUmCINChQwerrzsKW7WNHRHrW9RbbTluy78ty8IJgmAWygqFAqVSiVKpRKVS4ebmhkajISAggBYtWnD9+nUWLVrk0nWT8/LyMJlMxT7wmJgY8a+//nLIMcLDw/eJohhb+pqVgyAIpRrMitr+v/76i2HDhnH16lVzzPDtQrdu3QgKCiq3ICqNzMxMfHx8+PHHHxk5cqRTjuEqTJkyhc8//9ycyGiLunXrmmtBVxXWuqQW5ZdffuGdd94pV2Oy2wlRFJ1qU6Hq7eptHYNsD/Hx8axatYo33nijqodSrTAajWzatInvv/+edu3aVfVwKh1HPBgWLdNmmSznqES4ovu0FadVdLllwp7UjU9K3MvOzubmzZvs3r0blUrF5MmTad26dY0sB+cqsXJVwezZs3nppZduO3HsbE6ePMkHH3yAIAi0bdu2qocjU8kMHz6cDRs2FCufV1NwpRhkl78jXrlyha+//tph00quQmZmJn379sVoNBZrh1pTKO+X0FIYQ8m1kx1NSWJZWi4lCUrjlBL5LBuLSC2rT58+zYkTJ3jiiSd4+OGHS+zM5Yq4iiGvbHJzc7njjjsKhZ7JFDBx4kQWLVrE9OnTzTHDMjWLsLAwfvvtN2bNmlXhmta3G64kkGtEiIVMzcVWiIWtdUui6JfWXlFckWvXnlAQy/CKottIoRZSuIX0v0qlModceHh44O/vT7Nmzbh+/TpLlixxqZCLkkIsypNtb41atWrVuBALGZmahj0hFpYYjUZWrlzJ+++/z/79+504ssrHVoiFo2wqVL1ddXkPsoyMvZRk+KyFUZS2riOegu3Zl7XwCmseZVve5OzsbJKSkjh48CBeXl5MnDixRsy4uJKnQ0ZGpvqhVCoZMmQIy5cvrxGhjI60qdXBrsoCWcblKcsXrei6loLTXlFc2vKKGIiSllkKd2uhF9L7sIxNtgy5SElJ4cSJE1y8eJFx48bRo0cPl2+p6iqGXEZGpvoSHR3NypUreeutt2x2J3QVXEkg17wIcpkaifRlsydkQVrXUlyWtm5pr5WXovuy1t666OvW6jVLtZGLvl70AUAURXO76uHDhxMUFGRu3CIjIyMjUz5q1arFlClTcHd355133pG7790GyAJZpkYhivY1DbHlMS7JQ1xWpBrIRRuAlDYuCWti2ZZQlt63pVC2PBcGg6FQiMbVq1fJy8ujU6dOaDQafvnlF/R6fZnfY3WnOngpZGRkagYqlcpcUWvGjBlkZGRU8YgcjyvZ1NtCIGs0GofWrZWpOXh5eRV7rTSRXBZxbI8xKMkDXXRZSesWFc/WxHJpQllaZtmgRGpjXfRHalPdrFkzXnvtNb7++utSa5XebriSMS8L7u7usk2VkSkjderUqfA+1Go1EydOpH///jz44IOcOnXKASOrPriSTb0tBLIoitWu/JRKpWLo0KF0796dAwcOcPPmTXJycsjLyyM/P9+cGGUpPorGh9ojwmzFmjqT0ryY1m6s1l6z7Oom4YgvT9Huc+XBmpCsyGdSdHzOoOh+rXXgK00oW3qTS2udLf0cPnyYpk2bMmHCBGbPnu1SFS5cyZiXheo4G+Dm5sbUqVN57bXXXD72XaZmo1KpaNu2LcuXL2fo0KEuJZJdyabKSXrlQKVS8eCDD9K5c2f27NnD9evXyc7ORq/Xm8Wx9CMlRRWtW1tU7BQNSi/6v6MbUJSEvVUaSnvNspqCtE5FxmM5LluvlZWKfCa2xlhZWDumvdeRtQQ+KXFPSt7Ly8sjOzubtLQ0jh07RkZGBq+88gqRkZGV9h6diSslk9zuqNVqWRzL1DhatGjBsmXLaNSoUVUPxSE40qZWB7sqC+Qyolarefjhh2ndujX79u0jMTGRnJwcszg2GAyFymoZjUagdCFm+bc1QVMVlNYZzpZQLrqP8l7sZXnvRYVzeY4lYa8wrgpRbAt7hHLR9Ytek9Lf0vUrXc86nY6MjAzOnDlDYmIiL730ElFRUZX23pyJqxjy2xm1Ws2UKVN49dVXZXEsU+No2bIly5cvl0VyNbSrskAuA2q1mkceeYRmzZpx6NAhkpOTzWEVkjC2/G0tpMKWiKlOwtgW9grlir4XR7z3sgjrop+J5d8lCePqSFmvMWmWQ2pHnZubS05ODjqdziyQLUXy+fPnuX79OuPGjXMJkewqhvx2RRLHEyZMqJFteWVcF6PRiE6nIysri6ysLPLy8myu60oi2ZUEsmyR7EQSx40bN+bo0aOkpqai0+kKxRzn5OSQlZWFwWBAoVCgUqlQq9UolUqbCVa2BFh1xlbVBem92IqDLS122NHvu6QY26LHK80TXnT96k7R9275WVg2DZGEseV1LAgCarUaPz8//P39C20viiIXL17EaDQybtw45syZw6VLl6rgHTqG6mCEaypubm5MmTKF1157zaY4zszM5NixY9y8eRNPT08iIiIIDQ1Fq9Wi0WgqecQyMraRxHBCQgIXLlww/6SlpaFSqYiOjub++++nRYsWVu9Jkkh+4IEHbuuYZFeyqbJAtgO1Ws2jjz5K7/bs4wABAABJREFUgwYNOHr0KGlpaeTm5pKfn28WFWlpaSQlJaHT6YoJSLVajVqtxt3dHbVajZubm7ntr8TtJL4ssSZ6rQnl0kRyZb//krzGJa3rLCzPkfS35WvlxXIWQ4orLvpgV/TzEgTBHIdsMpkICgoq9kAXHx+PKIq88MILt7VIdiVjfjshieMJEybYDKu4ePEiCxcu5NChQ6Snp2M0GlEqlXh7e1O7dm0aNGhA/fr1ady4MSEhIXh7e1c4eVdGxl50Oh1JSUmcO3eOw4cPc+zYMc6fP09KSgo6nQ5RFFGpVLi5ueHm5sbly5c5d+4c48aNo02bNlb32bJlS5YtW3Zbi2RXsqmyQC4FyXNsKY6l6WdJQGRnZ5OYmGj+Ulj+SB46Ccmz7O7ujru7OxqNBpVKVa7pxaKiyh6cUdqpJI+yPSLZ2QLU0ptaHYSxrc/K2ngsxWtRIVvaMQwGA3q9Hr1ebxbFUnxx0f0U3acUg5yamopGo7FaLu/y5csAvPDCC3z66afEx8eXOq7qRHWZxqtpWIZV2BLH6enpfPfdd+zatYvc3Fzz9ZuXl0dCQgJHjx7FZDKhUqnw9PSkTp06NG/enLZt29KqVSsiIiLw9PSUS9nJOAyTyURKSgrnz59n9+7d7N27l2PHjhW690uzxSqVCqVSiVqtLpSrcunSJRYuXEhYWBjh4eFWjyOJ5MGDB3P27NlKfpcVw9VsaqmqTBCEb4EBwE1RFFvcei0A+AWoC1wEhomimCoUWKNPgXuAHGC0KIr7nTN051M0rMKaONbr9SQlJaHX623G0Fj+lqa2dTodgPlLpNFo8PDwwN3dHZVKVaInpDRhVxLW1nfkTaSo+LUl8KrCY15V4tgRBsPaeC3PKWCOfdfpdOYf6TotStHPw9Y+8/LySE5ONs96SA1FJC5fvowgCIwbN+62FckylYckjkuqVmEwGPj111/Zs2cP2dnZhcSxFBYkXes5OTmkpaURHx/Ptm3bUKvVBAUF0aBBA+Li4ujYsSPNmzcnKCjI5Vv8yjgWadbt2rVrHD58mH///Zddu3Zx/vx5MjIyzN1FpdlgpVJZqJRm0dwPyQ4fO3aMpUuXMnbsWNzc3Kweu2XLlvz6668MGTLkthTJroI9bsuFwOfAYovX3gA2iqL4oSAIb9z6/3WgH9Dw1k8H4Ktbv287VCoVDz30EE2aNLEpjg0GA2lpaWRlZRWrClD0ScpWzLG0v9zcXNLS0gqJZcm77OzMbssxOUIsW4v9teVNrgqcGf9dmcZBFEWzUJCS6/R6faEE0aJY+wwsQzqKIs2QpKen23xwi4+PN4vkTz75hCtXrjjwXcq4CvYm5B08eJC1a9eSmZlZTBxLttey1rxlsmleXh6ZmZlcuHCBjRs34uXlRZ06dWjfvj133XUXbdu2JTIyUm4+JWMTvV5PQkICO3fuZNOmTezZs4fLly+TnZ2NyWQydyS1Vee/qEPMsrSmxF9//UWHDh3o2LGjzXG0atWKX3/9lQceeIDTp087583KlEipAlkUxa2CINQt8vL9QLdbfy8CNlMgkO8HFosFV8JOQRD8BEEIF0XxtuosINU5btWqFYcOHSI1NbVQzLFkkHU6HWlpaVY7kUnY87f0vyiK6HQ69Ho9GRkZ5lAMT09PPDw8Kl0sQ8UEszVvclWLZFvi+HYRxpazEJYVJ2yJYluNWqx5jYv+lpBi7KXrUPKcWMYsx8fHo1QqGT9+PDNnzrxtmom4krejOiM1AXn11VdLFMeZmZksXbqUGzdumGdBJGFs6T2WfizFsbWmTElJSSQmJrJ//34WL15MREQEcXFx9OnTh44dO1KrVi052U/GLIp3797Nxo0b2b59O5cvXyYnJ6dQSJqlODYajWZvsclkQqlUWp05tkZycjK//PILTZs2xdfX1+Z6rVq1uu0S91zJppY3BjnUQvReB0Jv/R0JWM6xXrn1WrG7pSAITwFPlfP4TkOpVDJ06FDat2/Pvn37zNUqiopjyXus1+uLlXOz9gUpbUq/6HLJGyI1a1CpVGg0Gjw9PSvNs2w5rvKK2ZKqKVSmSC7p/JdXHFemKAbM4RPZ2dnk5OSQn59f6hhsfX62PMi2RLJeryctLQ03NzfzVKIklKWubJcuXUKtVvPyyy8zY8YMbty44ZgT4ERcyZhXV5tqb4c8URTZsmUL+/fvL+SQsKwvbymQi9Zpl4RKUZEsLc/IyCAjI4NTp06xYsUKIiMj6dSpE/369eOOO+4gLCxMLjVXgzCZTCQnJ7Nv3z7WrFnD5s2buXjxItnZ2Tbv0Za2UcppkUSz5TrS35a/ix77wIEDbN68mfvuu6/E+6BU3eJ26bjnSja1wtZAFEVREIQynxFRFOcCcwEUCkW1OKMKhYJ+/frRvXt39uzZQ0pKCrm5ueaMf0tvhVQX1rIKgCPEsTWkWOe8vDyysrJQq9VotVqzWFYqlTaFDTgmbKKiYRi2vMmVIZKd4TV2lBGw9llZvmYymdDpdOTk5JhDKIpO10nb2XOcoq21Lb3Alq8VvZZMJhOZmZn4+Pig1WrNDXAkkSzt49y5czRt2pQXX3yR6dOnk5aWVpbTUem4kjG3tKnlscnOwJ6YY4mkpCRWrlxJenq6OVSoqOdYmimx1qXUmji2ZW+zsrI4deoUp0+fZvny5TRs2JA+ffrQt29fYmJi8PX1lStiuCh6vZ4TJ07w559/sm7dOo4cOUJ6errd9wPL+7zkTS56nSmVSrMzQUrSt9zOZDKRnp7OihUruOuuuwgICCjxmFLHvdshcc+VbGp5BfINKXRCEIRw4Oat1xMAy+4BtW69dlvQuHFj7rnnHg4cOEBSUpJNcWw0GsnIyChUnaKoOJbKu0metqKhF9J6pVFUXEveEykMw93dHS8vL7RaLWq12qpRtyXCyitMy+tVtuZNdrZItiaOK9tjbOvBxda6kscrJyfH7C0umhxX2thKO59SUolUq1u6VjMzMwudH8txS/Gd7u7uZi8yYBbLEqdPn6ZFixYMHz6cBQsWFBLR1Qlr30kZx9KuXTuef/75UsWxKIps27aNEydOFKq4Ioljg8GAVqulYcOGpKenc/36dbKysmwKZGmfpSGKIpmZmezfv59Dhw4xf/582rZty8CBA+ndu7ccguEiSBUodu7cyfLly9m8eTNXr14lPz+/QvuU7KxarcbT05Pg4GDq1KlDvXr1aNiwIRkZGSxevJiMjAyrjrKTJ0+yfft2BgwYUOrxWrZsycsvv8y4ceMqNG5n4mo2tbwC+XfgUeDDW79XWbz+vCAIP1OQnJcu3ibxx/Xr1+eZZ57h5MmT3Lx50yyOi8a3WXbHsQypKGqUNRoNPj4+ZrEj1aCVkkukhgzl8ShL60g3jtzcXPMX1NKrXNK2lr8rIpQr6k2uqGe6JBwljivyhS/LzVq6TrKzs8nKykKv1xcTn2U5btEyblLFFKkWtxSmY/lZSN30rI1ZEtDe3t5WRYMgCOaZlRMnThATE8OwYcP45Zdfyv0+nE1lGnNBEC4CmYARMIiiGFtpB68CYmNjWbJkCd7e3qWum5mZyZ9//kl2drbZa2xpK0VRpGPHjjz++OMYjUauXbvGhQsXOHXqFGfOnOHq1aukp6eTl5dX7pu00WgkKSmJv//+m61bt1K/fn369evHvffeS0xMDD4+PnJi321Gfn4+Fy5cYN26daxYscJcU7uiOScKhQKNRkNAQAB169alSZMmNGnShDp16hAYGIiXlxdqtZqsrCxOnDjBxo0bC9lAyT5nZmaydu1aunXrZrWUZlGeeOIJkpOTmTZtWrUWya6CPWXefqIgIS9IEIQrwNsUCOOlgiA8DlwCht1afS0FJd7OUlDm7TEnjNnhhIeH8+KLL5KQkMDVq1etto+2FMmSeLEljpVKJVqttlAzEDc3N/PUtNFoLNa9rKQpwdKwDMHIyMjAw8MDb2/vYmOwhbVj2nsjcKQ3uTz7KW1cFRHHFfEYlwUpjEISxtJNviJIU3/SVJ/0I70mrVN0G61WWyiu3hJRFNHr9eTm5uLu7m7zfOp0OtLT0zl27Bh33nknWVlZrF69ulo2w6kCY95dFMWkyj5oZRMbG8vSpUuJjo62a/0DBw5w9OhR9Hp9sUpBRqORoKAg+vbtS3BwMADBwcE0b96cXr16kZaWxrVr1zh58iTHjh3j7Nmz3Lx5s1CCVVnR6XQcO3aMkydP8sMPP3DnnXcyYsQIunbtSlBQkCyUqzk6nY6TJ0+yfPlyVq1axdmzZ82lVcuLQqHA09OT8PBwmjZtSrNmzWjUqBGhoaFmQSzdbyXnl5eXF71792bfvn0kJycDxWdwDxw4wLFjx+jQofSCX2q1mjfeeAOg2orkGiWQRVEcaWNRTyvrisBzFR1UZeLu7s7jjz9Oamoqly5dIjs726Y4hoKYS6nci63pPKljXlEkL54kWiTBnZ+fbxa4UoxdeS4yyaucmZlJdna22Yut1WpLra1sbV9luQlURCg7WiRXtjgur0GQZiOkz6u0MAp7kMIm3N3dcXNzQ61W2yxJZA03Nzfc3d3JyckptkyqX52VlYW3tzcqlapYOIbBYEAQBHJzc0lJSeHw4cP079+fc+fOcezYsQq9N2fgSsa8uuDh4cHMmTPtFscGg4H169eTlpZWqDup9APQtm1bmjRpUswp4e7uTkhICIGBgTRr1oy77767UHezo0ePcvXqVXMpzrJiNBq5fv06v/32Gxs2bCA2NpaRI0fSt29fIiIi5DjlakZWVhYHDx7kl19+YfXq1Vy5cqVCIV6SKI6KiqJVq1Y0b96cBg0aEBAQgEajMX/+lhUsLEMvBEGgcePGtGzZkk2bNhWqnSwl96WkpLBlyxbi4uLsup5UKhWvv/46//zzD5s2bSr3e3MWrmRTa3TKrlqtZvTo0fj4+HDw4EEyMzPNHgxrXl3Jg2bZMa/ocqVSiYeHh1UxYi2QX/qt0WgwGo3mUAxpHGUx6paxrlIMa25urrkTmiRq7DXqZY1rtdymLCLXmSK5Ogpjk8lEbm4uGRkZZRbG1mK2i3ZntBTF9oy/aCiGRqMp1jLdcnxS+JFk5KUbgiRm8vPzzSI5MTGR48eP8/TTTzN9+vRq10jEgcY8SBCEvRb/zxULkuYKHQ74+1YC3TdWlt/2eHh4MHv2bO666y67t0lISGDv3r02q1X4+fnRpUsXNBpNoXhjazHwWq2WqKgoIiMj6dixI6mpqVy4cIFDhw5x6NAhcz3bsn7uoiiSnp5uLgHWqlUrhg0bxsCBA6lTp06lVBSSsU1ubi579uxh4cKF/PXXX1y/fr3csweCIODh4WEWxa1bt6Zhw4b4+vqabWvRpGap5FvRqhYKhQIPDw+6dOnC7t27zTke0nbSetu3byc5Odk8Q1IaarWaBQsWMHToUPbvr1692GSB7CL06tWL1q1bs2vXLjIzMwt5jouWEZK8yFlZWYWeSIteDFKMZ1FsXTSWr1t6lz09Pc2e5aLNH+xJ1rL8LbVqleJHyyqULfftrNCL0kRyeYRrWR8unLGuJVIoRUZGhvk6Ks+NWjKsRUVxaeE0tj6/oq+r1WpUKlWhUA/LG0J+fj45OTnmLG0oEClKpbLQTIsgCOTk5HD16lW8vLx49tlneeedd6x6p6sCByeUJNkRU9xZFMUEQRBCgPWCIJwURXGrowZQHRg3bhxPPvlkmR5w9+3bR3x8vNlBINlgyfY2btzY7D0uqWIFFP5M1Wo1wcHBBAcH06ZNG1JTUzl37pw5IS8hIcHs7CgLubm57Nq1i4MHD7JkyRIefvhhBg8eTFRUlOxRrmR0Oh0HDx7ku+++Y/Xq1Vy7dq3c32k3NzdCQ0Np1aoVcXFxNGzYkICAAFQqlc1qFZb22PI6lCpLSfe1pk2bEhUVxdGjR81iWrKRgHmGrVu3bnaPNzo6mu+//57OnTuTmpparvfsaBxsU6ucGiuQW7RoQf/+/Tl06FChLnmSELVliHNzc4tN88H/f1Esp12k1y09HPZMdVtO21iKZamJiKV32x6ksebm5qLX683lury8vMoVeiHhaI+yLZFcXcRxRYVxZmYmWVlZdtUvtoYUoiOFQUjVJIAyzQpIsZ1SFRaVSmUWu9Ix3N3dC1VpkbaVPo/c3Fx8fX0LfU6WIlm6aQiCQHZ2NufPn6dly5Y8/PDDfPfdd9Umdq4yjbkoigm3ft8UBGEF0B5wGYHcs2dPxo0bVyZ7YjAY2LZtm7mud9EGIGq1mtjYWLy8vMx22WAwkJ6ejk6nMycnS/WLLQWzpZNApVIRFBREYGAgbdq0ITk5mZMnT7J7926OHj1KUlJSma9JvV7P/v37OX78OD///DOPPPII9913H5GRkbJH2cnk5eVx8OBBfvjhB1atWsWVK1fK5TFWKBT4+PjQpEkTYmNjiYmJITQ0FHd392LXseQdLnoPNBqN5Obmcv78eU6ePEl+fj5169YlJiaGgIAABEHAx8eHNm3acPz48UIeZEkkZ2ZmsmPHDrp27Vqmh8vGjRszbdo0JkyYYE6urmpkgXyb4+Pjw+OPP8758+fNFSsswyosK1ZImEwmc2KdNXEMBV82y97qUmOH3Nxcs3hwd3c3N/qwB8krqFAocHd3N5d4k0ohlTVeWRL5lkJZusE426Nsr0iG4sl79h7Dch/2ru+o9YoiVaWQGhSUVxhLIRQajcZ87RQ9l0XrTJc0HqmesnR9S9OA3t7e5ilEd3d3c6w9FC9VJ3U4swzlsAz/kL5HUmULhULBqVOnaN++PZ07d642sXOVZcwFQfAEFKIoZt76uw8wrVIOXgkEBgby5ZdfEhYWVqbtbt68ydGjRwvVOhZv5VKIooi/vz8tWrQACq7ftLQ0Nm/ezJYtW7h+/ToBAQHExcVxxx13EB4ebrar1mbbpL9VKhWhoaGEhIQQGxvL9evXOXToEDt27ODcuXNlDsHQ6XTs3r2bI0eOsGTJEsaMGcP9999PcHCwnMznYIxGI2fPnmXRokX88ssvXLp0qVwVctRqNREREbRt25Y77riD6OhovLy8ioVPlIQoiuTk5HDq1Ck2bNhgbiwmigXJeZ06dWLMmDFERUWhUqlo1aoVq1atIi0tzXwcy/vigQMHzPkd9qJUKhk7dix79+5l0aJFZT4PzkAWyLcx7u7uPP3002RkZJCQkGCOp7QMrSgaX1xUFFhieTGo1Wqz50CKAbasKyuFTOTk5KDVau0WykWnbrRaLR4eHuTl5ZnbsVo2LLEHaXx6vZ6srCx8fX3x9PQss+ejLB7l8niTyxrSYY84rgxhbDAYyMrKMjc9KM++JG+xRqMp5C0u6bhQ3JssCePc3Fxyc3OLPVRJ14LkTZEqXViGTFgacynMQq/Xm+snS8e0dv4FQUCv15Oens6RI0cYOnSouepADSIUWHHrelYBP4qiuK5qh+QYfHx8+PLLL2nYsGGZtz1z5gzx8fGFwios68bXr1+fsLAwsxhZuXIlP/74o7mu7Pnz5zl8+DDr16+nZ8+edO7cmdDQ0ELfFWsiWUKr1VKvXj1q165N165dOXHiBNu3b+fw4cMkJSWVySuZm5vLzp07OXLkCL/++itjx46lR48eZRI8Mra5fv06y5YtY/78+Rw/frxcyXeenp40bNiQO+64g7Zt2xISEoKbm1uJoWeW9y3J1uXk5HD27Fn+/vtvdu/eTUpKSqFrS4pXDwgI4IknnkCr1VK7dm3Cw8NJSUkplrshCAKnTp3i6tWrNG7cuEzvSalU8uGHH3Lp0iU2b95c5nMiY5saJ5C7detG7dq12bNnD9nZ2YVCFiy9DkVDK0RRNCcuWYvzFQSh0BfNstpF0XWl8m65ublmoVw0qao0wyx5+dzd3fH09DR7qsvqpZTiqnU6HV5eXvj6+hYLE7EXewWwvevZK5LtFcfOFsZQcD6zs7NJT08vd5kpaaZBq9XaNN4lIZ03yYsrJWvauqFI71cq72ZZM9lWmIVUgcPT07PQjcPS8Eu/LZP2bt68ycWLF3n00UerRTxyZXk7RFE8D8RUysEqmQceeIBhw4aVvqIV9u3bR3Z2ttXW0SqViiZNmpiT8y5evMjatWtJT08vtI+8vDzOnj3LpUuX2LJlC71796ZTp04EBgYW8wbaEstKpRJ/f3/uuOMO2rRpw+XLl9m5cyc7duwocyWE7Oxs/vrrL/bs2cP999/Ps88+S0xMjNXcFJnSycnJ4Z9//uHzzz9n69at5Qol8PHxoVWrVnTr1o1mzZqZ83AkiopgSw+v5XKDwcDly5fZsGEDW7duJTEx0aYNycvLY8+ePQwaNAiNRoO3tzcNGjQwh1lIzgfJpqalpXHixIkyC2SAsLAwPvjgA/r06UNmZmaZt3cksgf5NqVly5YMGTKEvXv3mj17lu1LiyblWcazSaEN1gwtYO6cJ32pJI+ILURRNJd2k0Suu7t7ud6XSqXCy8sLDw+PQkK5LOJMiuvLycnB19cXHx+fcoVdQNmEckVFcnURx1IITlpaGpmZmeXybkhhFB4eHuZrqbxIDWSk2E57kK59yfvm5uZGTk6O+btQVGxI4UZFkymtxSMbDAYUCgU6nY74+Hj8/f15/PHH+frrr6s0HtmVjHlVcN999zFz5sxybavT6Thx4kSx8Dbpt4+PD40aNUKhUGA0Grl8+TI3btywub/8/HxOnjzJhQsX2LZtG/3796dNmzZ4e3tbFTtF/5bQaDQ0bNiQ6OhoevTowZ49e9i6dSsXLlxAr9fb/f5SUlJYtGgRW7duZcyYMYwaNYrIyEg57MJOjEYjZ86c4YsvvmDp0qXcvHmz9I0sEASBgIAA2rZtS5cuXWjcuLH5gR5KznMpavNMJhOJiYls3bqVDRs2EB8fb9f9VeqGKsXBN2zYELVabU4OtfQi6/V6jh49yv3331+ua6Rjx4588803PPHEE1XqeKjEsLUoYDEFs3MiBZWDPhUEIQD4BagLXASGiaKYKhSc1E8p6NWRA4wWRbHEEiA1RiD7+vry0EMPcebMGZKSksxJeUXjjm1VipA6OxVdZhl/rFKprH7RSkLyTOfl5aHRaMxew/KgVCrx9PTEw8PD3NDBVtMHW2PJy8sjOTmZnJwc/Pz8zAalvELZESJZWs8WjhDHFRHGJlNBh7m0tLRyhVOoVCo8PDzw8PCwGl9cFqQHL6med9E6xSVtV7QKhjSWojMl0t9Sp0nL8Iqi8cjS65JI1ul0KJVKTp8+TVxcHHFxcezYsaNKhKpl+JRM2QkJCeHNN9/E19e3XNunp6dz7ty5QrXmLZ0TAQEBhIeHm69hy/jQktDr9Rw8eJCzZ8/Srl07+vXrZ/ZEW1KarVapVERGRhIWFsYdd9zBwYMH2bJlCydPnrS76YTJZOLcuXNMmzaNDRs2MH78eHr16oVWq7Vr+5pKamoqv/32G59//rk5Rt1eJGHcvn17evToQd26dQvNihYNC7R2P7e0c5mZmezdu5c1a9Zw5syZYrNqJeHn54ePj4/ZYVC7dm08PDwKCVjpWHl5eZw8eZLs7Gy7uupZY8iQIaxYsYLly5fXBJtqAF4RRXG/IAjewD5BENYDo4GNoih+KAjCG8AbwOtAP6DhrZ8OwFe3ftukRghkhULBkCFDALhy5UohcWwZd2w55QGFEz2k9S2xvBCKeltVKhUqlarEkAfL16WpcL1ej1arRavVljsTWkq6cnd3N8c8FxVLJWEymczhJz4+Pvj5+ZmnB8uTyAeli7OS1ikpAa2k92TPw0l5kY6r0+lIS0sjKyurzMkilh7j8j4UWSK1qZZi0otS0nmWrhnL8yzFIRctoyVtL1V9sRT1ReORLWuDSkl9UjzyiRMnePDBBzl9+jRJSVXTXE4WyOVDoVDwxhtv2NX9yxbXr18nISGhkOfYcgYvMjISb29vs22uXbs2oaGhXLx40a79Z2VlsXXrVo4dO0bXrl3p3bs3kZGRVqfWi2IZf6pQKAgJCaFXr17Exsayf/9+Nm7cyKlTp+z2KOv1ejZt2sSxY8cYMWIEzz//PPXr15fLwhXBaDRy5MgRZs+ezcqVK8nIyLB7W0EQ8PPzIy4ujh49etCgQQOr1SgssSaIpc9dr9dz+vRp1q5dy969e8nOzi7Te/Hy8qJr167mB0ij0UhgYCCBgYFme2f58CeFEVVEILu5uTFr1ixzaFBVUIlha9eAa7f+zhQE4QQQCdxPQfdngEXAZgoE8v3AYrFggDsFQfATBCH81n6s4vICWRAEOnbsSGxsLHv37jW38rVMCoHCMWqWnmQJKWTB1odf1POnUqnw9PQkIyPDbuEkhWZkZmaa4zttNR2xB0uhLIVelMXDaTAYSE1NRafT4e/vj6enp81EsNKwVyiXRSSXVxxXxFtsuY/MzExSU1PL7DWWGsNotdoKh1JI45Km8uzxtBQ9z9K1qtVqi41Fesiztr1lp7Oi05GWyarSuoC51q0Uj+zn58dTTz3FrFmzKtwKtjzIArnsCILAY489xpNPPlmh/Vy6dMkcp2+ZHC191yMjI3F3dzd/RpGRkQwcOJDFixeTkpJi1zFEUSQpKYmVK1dy4MAB+vXrx5133omvr2+x0CBr20pI3/2AgAC6d+9OTEwMe/fu5Z9//uHs2bN2exVv3rzJV199xa5du3jttdfo16+f7E2+RUZGBr/++iuzZs0yx+nai4+PD+3ataNXr140atSo0GyB5X6kB3bpb4mizqrExETWr1/Pxo0bS4wztoYgCISFhXH33XfTu3fvQo4uT09PQkNDOXXqlNmrLCWmqlQqbty4QUpKCqGhoXYfryi1atVi7ty5PPLII+b21pWJg22qPQ2YEAShLtAG2AWEWoje6xSEYECBeLbsVHXl1ms1VyAHBAQwcuRITp8+bZ4Cl0oKWXorbIVWSEbbsmlC0fWkpCZLBEEwe+Qkz3BZQx0MBgN6vR5PT88KeRgVCoU5GVCn05GdnW13Mp8oimYPtK+vL35+foVaDDtaKJe0vOj5K88XsTzbFBXn+fn5pKamlunhBzCX6pM+z4oKY+k6ycrKKndohyTUpRkQS6ErVbOQjlV0vNLMiq1lUHgKU/IESlPlOTk5XLp0ifbt29O9e3f+/PPPcp2HiiAL5LJTu3Ztpk2bVm4vl8TFixcLlRu0DK9QqVSEh4ebPWtQ4B3r27cvfn5+rF69muPHj9sda2k0Gjl//jwLFixg3759DBw4kCZNmpSaOFfU5kgPfIGBgfTp04d27dqxc+dO1q9fb3fJsfz8fHbt2sXYsWMZPXo0L774Yo2OTRbFgmokM2fO5Mf/Y++9w+Mqzv3xz9kuadUlW7Yk9967AdNNJ8FAIJCbBMKF5N6QAjfJ/d6Ue5N7U35Pyk1CSSNcCIEkQAg9DgSI6S4YsA3Gxl0ukq2+0q60fc/vD2kOs6OZOXN2zxYJf55nn909ZWbOnJl3PvPOO+/7pz+N2IQpg9frxYIFC3DJJZdgwYIFppMN+n3SYxjtnWL79u144oknsGfPHsumHbW1tVi9ejUuvPBCzJw5Ez6fL23SR0Kj88zWiAvWY8eOYe7cucr58nDxxRfjn//5n/GTn/wkq3Qygc0y1TQAk6ZpfgCPArhV1/V+ZuKra0ORSzPCmCbIDocD1113HYLBIE6cOGG4aaNNKmSmFQS06yH6OvJb0zSuuzaiwfV4PIapAyEyKo2IaAZjsZih4ctmSY4QZa/Xi8HBQQwODioLgEQigZ6eHkQiEdTW1qKkpMQoI0nbCtjnJ+mQumZNX+gJDHsvsZEmH6fTadiEk+AXmZSRJ0wHBwfR3d1tBIwxe0ZCBj0ejzFJsWNZNZFIGO/QCkkndVVSUmJosNny0EJbZuZDCDLRGLPCXmRqQeyWiS/u3bt344orrsDOnTvzHor6JEG2BpfLhd/85jeYOHFiVunE43G0tLQYmlfWi5Db7U7zqUz6vc/nwxlnnIH58+fjzTffxN///nfs3r1b2dQhEolg8+bN2L9/Py688EKsXbsW9fX1ljwIEWiahrq6OlxyySVYtmwZXnzxRbz44ovo6OhQalednZ24/fbbsW3bNnzzm9/E6aefbpunCzJ5JuNOT08POjo6EAgEjA+R/2yAFkLk/H6/EXm1vr4e48aNMzZwk03lqnbhIsRiMbz44ov43ve+hy1btiiPR06nE1OnTsVFF12E1atXj1gRsAIyMSNeUl599VVLph3A0B6nVatW4cILL8Ts2bNHmKsBH8jV8ePHw+VyGZyCNrMgBNkOfPvb38arr76KzZs325KeKvIpUzVNc2OIHP9R1/XHhg+3E9MJTdMmACC7O1sBNFO3Nw0fE2JME+RFixZhzpw52LJli0E0rZhW0IRZ1nHZzU1sAyFL6h6PB5FIxCiLFVOH/v5+RKNR+P3+rLWPTqcT5eXl8Pl8GBgY4PrGJSAaQPJNtM/V1dWGz1xg5KAiI4FkMCTR3OLxuPEhmn3yPlhNPQ1R/RESSLsrIx+Px2PYh/PKKRocU6kU+vr60NvbyzU5oOuKLge9cVI1OIwMxDaOaI2twOFwGBpjVds8MsEg74LdAU76Bd1GRNp/1tSCbNrr6urCsWPH8IlPfAI//elPM3L8nwlUJ6on8QHOPvtsnHPOOVmnE41GceLEiRF2x+R3aWkpqqurAWCELCCbsM4991wsWrQIGzduxPPPP4+DBw8qE6yuri48/PDD2LFjB6644gosXrzYshch0tYdDgcmTpyIq6++GkuXLsUzzzxjuBE1QywWwz/+8Q8cPHgQX/3qV/HJT37S8qZH2jTvxIkTOHDgAPbv34+9e/fiwIEDaG9vN8Lbk/0JtDtHMgkmk112Yy+98lVeXo7q6mpMnz7d+MybNw+NjY2oqqoylSs0AoEA7rvvPvz85z/H0aNHlftiTU2NYVM+YcIEoc9rUn7RuEauD4fD2Lp1K5544gkcPHjQkmmHz+fDokWLcOmll2LBggVpPq9JmyUrc6Re6uvr4Xa7jfqmFTjxeBytra1Sc0NV+P1+fPWrX8W11147JmXqsFeKewDs1nX9Z9SppwBcD+CHw99PUse/qGnaQxjanNenS+yPgTFMkKuqqnD99ddjz549SqYVLGjizPosZK+h3ZCJGgch0YScEBdctGZaBl3Xjc2FRJucbThTt9uNyspKI2oa2cjHdkz2fywWQ1dXF2KxGKqrq7laD1prSP6TSIQkEiD7LmR58iCzG6QFAvGbSd4BCa1Mohq63W4peTUzqaAJJPmvaUNhx/1+vy12xuSZBgYGDK2xap0RDXZZWZnhc1sVMu0yvfrCngP4Xi3IN+lTsVgMg4ODaGlpwapVq3DWWWdhw4YNyuXLFicJsjomTpyIn//85xm7o6SRSCSMQBy8CXFFRQVKSkrSjrMfp9OJ+vp6w53byy+/jH/84x8G8VYpw86dO9Ha2orzzz8fF154ITf6nZlZGIHH48HcuXPR3NyM5cuXG14PzMgJMTH41re+hV27duFrX/saJk+eLM2PEOKDBw9ix44d2L59O7Zt24ajR48iEAgYPvhl9UDLQ5Km6J5IJJJm+rBlyxYjcmxFRQUaGxsxb948LFmyBKtXr8a0adNQV1cnNA1saWnBj370IyPoiwq8Xi8WLlyIdevWYc6cOYYGm7eySyDq30QGHT9+HOvXr8crr7xiSWvsdrsxffp0XHTRRVi1ahWqq6u5SjLeO6yqqjJW3GgQmdjd3Y1kMmmLQuWjH/0obrrpJtx1111Zp6WKPMrUNQA+DeBdTdO2Dx/7JoaI8Z81TbsRwGEAxEn73zDk4m0/hty83WCWwZgkyA6HA+vWrUMikTBMK8gyEitkAfHGPALaHEOUnxXS4XQ64ff70zS4KjM8Uo5gMIhYLIby8vKsvR8QW2ni85Y47ZdpZ4EhshYIBBCPx1FbWzvChRIAI9IfcTlH3IKpTgjo/Mgx0URE1WSFbBKLRCKGdsTtdqdpVmnCH4lE0N3dnRZ+VpYXMbchfqntMKdgtcYyjQgLt9ttRF7MZEJl1rbpZVm6vCJTC7q8xKtFLBZDMBjEnj17sG7dOuzcudOyz9NMcZIgq8Hj8eDLX/6yEfY5W4TDYXR2dqZNoOn+5ff7DSIuIzmkvzU3N+PjH/84VqxYgWeffRabNm1CIBBQKgtxKbZ371587GMfw7x584RyVUXu+P1+nHHGGZg1axaee+45bNiwAb29vablCAQC+O1vf4v9+/fje9/7HpYvXz5i70NnZyd27NiB119/HRs3bsSePXvQ09OT0R4EVvljJRorGYtIdM729nZs27YNDz/8sBEQY/ny5Vi7di2WLVuGiRMnwuv1IpVK4e2338Z//dd/4R//+IeyD/Tx48fjkksuwVlnnYXq6uo0+QKoKVTIdUSevv3223j88ceVJjH0/ePGjcO5556L8847D+PGjZO65mR5hqZpaTEP6FVqYm/f1dWFeDxuC0H2er249dZb8dJLL2HPnj1Zp6eCfMlUXddfAyB68Ws51+sAvmAljzFJkGfOnIkzzjgDW7ZsMUwCaJtW3sY8nmkFrY2UbRDLVDvocrmMyHXEPZeZACYdjmhg7bBNBj4g7R6PxyBivAkDq0EPhUJIJBKora1FWVlZmlaQdi9nRrhFYLWSmRBj0X3kvZOgGn19fUZo57KyMui6bthdq+RFTBhIPdoBYodO6lkEtj0SO+OysjKhXaOK/ThJS6QpppfI6U1+siVCMriSAYGYWnR2dmLChAm46qqrcNddd+VlWfAkQVbDqlWrcMstt9iWXigUQigU4ioqAIyY/POUGuw9brcbs2bNQnNzM1auXImnnnoK7733nhIJSyQS2L59O44dO4aLL74Y559/fpqpA71ZkD4m0hQ6HA5MmDAB1157LebNm4fHH38cu3fvNm3T8Xgczz33HFpbW/H9738fa9euxeDgILZt24YXXngBL730Evbt24dgMGjJFIAHUZ1mk148HkdPTw/eeOMNbN26Fffffz+mTJmC0047DRdddBGi0Sh++MMf4t1331XKz+12Y+nSpbjiiiswa9YsuN1u7jK+lXEgEAjg2Wef5UZllKG0tBQrV67ERz7yEcycOdMwdaSVNirjGTFX6ezsTDtOPn19fRkFmhJhzpw5+MY3voGbbrrJ1nRFGEsydcwRZI/Hg6uvvhoHDx5MM61gN+aJvFYQ0DM7M+8JZKnKrGGIBBrRWobD4TQPE7LORoRRf38/EokE/H5/1jNOTRsKX+1yuZTdhhGy3tHRgdLSUsTj8bSd6WZQmWiIBiGz+rbaUVOpFCKRCCKRCPr7+w2bWbN0iC2f3++3ZbJCEI/HEQqFDBtxFRBzCrJCoTJ547nQY9OU3WslffKbEA5ClMkO8v3792PVqlWYNm0a9u3bZ5r2SeQepaWl+MpXvsJdJcoUoVAozXUmbWZB8iTL0LwPMFI7R+Dz+bBy5UpMnz4dr7zyCp599lm0tbUpyQNim3zo0CFcffXVhqmD2fK9KG2Px4Ply5dj0qRJePbZZ/HCCy+YkjJd17Fz507cfPPNOO+887B//37s2rULfX19OSEfuSI0uj60Z+W9997Drl278Kc//QkOh0M5FHJNTQ0uvPBCXHDBBaipqUkrKztu8BQprNwi0RgfeeQRvPHGG8raa4fDgalTp+Kyyy7DqlWr4Pf7uUFHgA80wbquj7iGtvumzZToZ0qlhoJO2a0cuOKKK/CrX/0Kb7zxhq3pjnWMOYJ89tlnY+LEidiyZUua1wp2lzT5FmmPacg0oEDmGmQaDofDcP9Fb5wzQyqVMkh1eXm5YZeVDQjZc7vdhjmH7Pl1XTc222UDlUmBajrZlsPKkpvX6zU0Xna0BbIEqFL3dDmcTqcRZMaO5TmSLu+ZaE0xPQCwruJ4oJcTiZ06WXno7+9HS0sLbrzxRnznO9+xvBHRKsaStiNXuOmmm7Bu3Tpb06RXRFjiS8y+REoHVpvLI01OpxN1dXW47LLLMH/+fDz99NN44403lDfObdy4EcePH8fVV1+NZcuWGdpsK9pCurz19fX4+Mc/junTp+PRRx/FoUOHTOV7W1sb7r//fqU8ih2ELKvA4XBg1qxZuOqqq7Bo0SLDF7ZoZYo+Rrchuj1Eo1G89dZb+POf/4zDhw8r9/vKykqcddZZuOiii9DU1GRM5nn5s22DV2ZdH/LQwtrxEx7icDiMWA12oqKiAnfddRfOOOMMhEIhW9NmMZZk6pgiyOXl5fjoRz+KPXv2GOSC3nhgtjGPgDcrzIYgW1kKozfOkY6ioiklWlu7tJhkk5nL5UIoFDIc+puVg03DKngCkCVpPJMLdoC10kkz7dBk06Ud2nsCVZMKGvSGQLtIuipkfYM1xeBt2KO9WxCb9ba2NjQ2NmLNmjU53bDHW6o9iXTU1tbiC1/4gu0R3wYHB4W+2AlBBkb2b1ZrKzO5AIb66MyZM/HZz34WixcvxtNPP61ETlOpoRDRd911Fy699FLD5IKXv2xzLC2TfD4fVq9ejcbGRjz++OPYuHGj7UTIDGT1hrjDJF5q6MA+uq6nKZZUxky74PP5sGbNGlx++eVobGxMmyTxJkK0HAHSN0yT3319fXj++eexfv16Zbt0p9OJuXPnYt26dVi0aFFawC7WNE1masMjyU6nU2rjTkwT7cbChQvxsY99DL///e9tT5tgrMnUMUOQNU3D1VdfjWg0is7OTmNjHuslwYr2mN5AIrqG5G33s5SUlMDtdqd5LTADcQdnl8kFMGQnXVFRYRBlKzZMKuYT5BwR2rQvY/IhQp2kwWoL6HdJtJFEuNNC3s6OSzbi2WlSQTZgqkxG6HKUlpairKwsK68mMntkmU0x24cy0SKT71QqZZiV7Nu3D1dffTV27NiR02hQY0mY2w1N0/DTn/4UM2fOtD1tMqEn7YeVFaIlaFlZZefLy8tx9tlnY/r06Vi/fj1effVVJY1mb28vHnnkEbS2tuKqq67CxIkThf2ALgt7jPx2Op2YNGkSbrjhBjQ1NeGvf/2rMmmzCrfbDb/fj4qKijRfxlVVVSgvLzf8oBNXmMAH+21I5NVwOIze3l50dXWhu7sbgUAAfX19hgLKTuJcVVWFdevW4dxzz0VFRUXaOZnyQ2Tqkkql0N7ejr/85S947bXXlFejKioqcM455+CSSy7B+PHjuXLVTObztNrkN+05hHcP2cxuN5xOJ374wx9i69at2LVrl+3pE4wlmTpmCHJTUxNOP/10bN261XCfRjYAWdEeZ4JcaewIOSUb51S0ycTkIplMoqKiwhbH88T8w+Vyob+/XzkKHw12hk1IMHGxRgQ1IcR2gCbMxOcyHYSELpcVENdGdpizEMTjcQSDQaUAJMAHJILs9rfLzMcKVMqpokUm/ZL2MNLV1YWBgQFcdtll+N3vfmf9YWx8hg8rli1bhiuuuCIn8o0oL3igNZrscdFEl3ecTd/pdGLy5Mm4/vrrMWvWLDz55JM4cuSIaRuIRqN4+eWX0dnZiU9/+tOYMWMGd9LOkiKZZrmyshIf/ehHMWHCBDz44INZB4cgSpXq6mo0NTVh8uTJmDRpEhoaGlBXV2coTJxOp+F1gWeWQEBr7Im8JJuZe3p6DN/l+/btw7Fjx9DV1WVpYs+iqakJ1157LVauXDnCw4OIAMuQSqXQ0tKCBx54AO+8845SuRwOB6ZNm4Yrr7wSy5cvN/Zw8OqHt2+Dfucyu2hR+ybXkDEqF2hoaMAXv/hF3HzzzTlJHxhbMnVMEGRN03DVVVfh+PHj6O3tTSNCwMiOJtMek2/2XKYvPVtCTgSfy+UytMkqpg7EhpkQ7GwHObJESDZZ8DxuyO4lQoEE6yDE2KqLPCug/XySncNk0hSPxw27aTKJUnkOr9drTDzssjcmtreqGo5cmHYA4s16mT6nVS0yMERiSJTA/fv3Y82aNcau/lxgLAlzO6FpGm699dYRmjy7wFvdo0FWIXgfgC/T6W8ZysrKcPbZZ2PKlCl46qmnsHnzZsNTjQipVArvvfcefv3rX+NTn/oUFi9ezO17vKV+8p+Fx+PBKaecgpqaGjz44IPYuXOnpfGCeEFqbm7G3LlzMWvWLDQ2NqK6uhoej8eQf+zKG036ZGUkx0k6xHa2qqoK06ZNw4oVK4xVyxMnTmDv3r3YvXs3Wlpa0NXVpbTa6HA4MHfuXHzyk5/ErFmz0jZm0rKBfa/sMfp/MpnErl278MADD+DAgQNKbaKkpARr1qzBunXr0NjYaLoaJ1ImsHXJI8myMY9+hlzh2muvxR133IH3338/J+mPJZk6Jgjy9OnTsXDhQmzatCktAAW9Oc+OlyZKIx82n26327KpQzQaRSAQQEVFheUAESJ4PB5UVlYaXgfMlj3poBxES2y3PaMVEOf2JPQz0VpGo1HD44nIjKakpMR4B3ZA14dsx/v7+5VtzsiyqV0+lq2AR3h5dSXzi0zfw2qRAaRp+wOBANrb27Fu3Tr8+te/zongHUvC3E4sW7YMl19+ec7SNwuQxOtjLCkSkWIRyaSvczqdmDZtGm644QaDKPf09EjLrOtD4YjvvvtuXHvttTj11FONDWSkfPQ3W26RNnH27Nn47Gc/i4cffhibN2+Wynan04mqqirMnDkTixcvxuzZs1FfXw+/32+QOlbTCXww4SC/yTmaiPFsamV1qWka3G43amtrUVtbi9mzZ+PCCy9EZ2cn9u3bhx07dmDPnj1Csux0OrFixQp84hOfQHNzc1oZebKBzZ/3Px6PY9u2bfjDH/6grJWvra3FZZddhnPOOYdr2sHTtNP1Qtcb7z7ZMd55u/iKCNXV1fjyl7+ML37xizlZUR9LMnXUE2Sn04mPfexjOHLkiEE0RNpjq5vMVCG6z+7GR0wdiHcJFefw8XgcfX19SKWGwrfaQZKJ6YfD4TAiNtEgmxBIeG2ZI/VCghB4l8sFn8+HZDJpRPmj7etojW220QsJdF033MmpeP8g2ms7vWWogiUldN5Wy8GSZ1aLTLxaEN/Ihw8fxqpVqzBp0iQcPnw4+4ehkM3K0FiGy+XCrbfeCr/fn7M8eJuvaNAeh1Q0x2zaMtecNNGpqqrCpZdeiqamJjzyyCPYu3evaZtob2/H/fffj3A4jLPOOmvEhkJ6RYT+LyJ1ANDY2Ijrr78e5eXleOmll4zonwRlZWWYOnUqVq5ciQULFqChocGYJLPaSlazSspAg+fm1Or4yP4nfuCbm5vR2NiIU089FR0dHdi5cye2bt2KgwcPGgGX/H4/TjvtNFx++eVG9EJZWczeCbHd3bx5M/70pz8pBRoi3jI+/vGPY8GCBWnmiDxzGSuyjkf0yXGVjc25Vn584hOfwC9+8QvbbZHHmkwd9QR5xowZmDlzprFMRrTHtBkFKxxF5hUE+dqxmwkIUXI6ncreJcgyGADbSLLT6UR5eTncbrexiZCUjYRvLqSm2CposlxSUmKYYQAwbKTteh5CjlUdwufKpKJYQA/sZMWHaJH7+/vR2tqKyy+/HHfeeaftfXMsCXO7sGTJkpxqjwEY3hPMlAsybSxLPFTeJY/kud1uLFu2DOPHj8ejjz6KTZs2mZo79fb24sEHH0Q8Hsd5551nkGS6jHT5WfLK00rW1NTg2muvRXNzM1555RV0d3ejpKQEc+fOxcqVKzFjxgyuppglY7xz9DF20zqvPun6EWnueaDz9/l8mDRpkuGR5ujRo2hpaUEqlcKkSZMwY8YMlJaWStNV7Z+xWAybNm3CAw88YLoSAAzFHjjttNNw5ZVXYuLEiWk+i3ltji4Pb/yU3cOrUzMTilyPnVVVVfjiF7+IL33pS7abc4wlmTqqR1uXy4Urr7wSR44cQTAYTLMnZYlxNgOrzF6oUJpRq94lksmk7SSZRGvz+XxpGsBi1BZbAW2GYTeskmPik7qsrCwvEw6RHXKm6fAGX3azHvCBZoVo/2gtcmtrK1atWoXm5uacaJFP4gO43W7ccsstOdUeA5CuxOi6bphgmGmQyW8V7aNMA+pwONDU1ITPfOYzmDBhAtavX2/ISxGCwSAeeeQR6LqO888/nxtIRaS5FrU7v9+P888/H6eeeipCoRB8Ph83qiBru08fZ/MVEWlevfI2mZl5cRI9L51/eXk55s2bh7lz544ok0y7zpJ+XvrJZNISOS4vL8cll1yCiy66CJWVlabju+rEi2d3TMs1uj7NzGjsWqmUIVe2yGNJpo4eFR8HM2bMwPTp09HW1mbYj9LkWGU5TnZOFYVqEMTkorKyUslbBSHJZrbDVkBIMdkhPdrJcSZQrUtdH7I5JuSY1eKwIJtw6MhNhYDs+ex43+wAzGqRg8Eg2tracPnll9teDywJy/QzVrB48WLbg4LwYLbJVWXySNe9WTtUJXaVlZW47LLLDKJshlAohL/85S/YsGGDoXXmkWK6rfDMR2iFjsPhQEVFBSZOnIiampq08Mo8Ymv2ocdDun+xH/pa9pstoygf9t3w6kJWN7J7ROT4zTffxB/+8AclclxXV4dPfepTWLduXVoocYJM5JmIc/D2XZAyy9q3x+PJC0Gurq7Gl770paKVqcUgV0ctQXY6nbjiiitw7NgxwwUaz6Ubr+Na1SbztKJsxy2UWQZZyqqqqhoRnQcYKYQISVZ1J1YsDRWwZzJjNT+VgcjsPPnEYjEuOWafDxgSklVVVWkO6vMFKx5c7LKXE9VjMpk0tMgLFy7EpEmTss7rJPhwuVz48pe/jPLy8pzn5fP5DI8FLFKpFFc+sf9pu1ByTuY6jk5H1qZ9Ph9OP/10fPazn8W0adNMnyUUCuGRRx7B66+/bmy2ZWUDWw5R/qpkQUYoVcms6BhL+HgEW0SOrZZf9jxmZIl4FvnDH/6g5Cu9qakJN910E84++2yun21Zudiyy8CzXaafiTbf44EE6MoHPv7xjxta/ZMYiVFLkGfMmIFZs2bh+PHjaU7nWaFkB5ky23laaAKpaZrhXYK2hSMgHZX8JiSZ3eQnE2oqBDBXBFb0XjPNR5XUstdnA2IHruJD2uv1GtEUC6GR5/n3FEFl8wqvXbAaF3KeHKcDvRAf0Z2dnbj88sttrRPVdq3aVkYzlixZgssuuywveRGCzIOu62mySURY6N+8NsG+G56SQyRbXC4XFi5ciM997nOYP3++aZvr7+/Hww8/jO3bt4+w6aTT5ZFLtiy89pRJe6TzYzXF7DGRxphXXll+qsfN5LhZHaRSKRw+fBh/+tOfcPz4cem7AYBp06bhs5/9LJYtW2ZsGrcq41X7Oa+90qYriURCauNOArjkA3V1dbj55puLUqYWg1wdlQRZ0zRceeWVOHHiBILBINe0IlONLu8+s8ZTDJv6CEmuqKgwbIxFAkDX9RGEza7GaCYU2byyzTfTTpfPzpdKpZS8jpDVgMrKyrx7qhDBrG3YGdSFd4yQZKJFXrp0KZqammzJcywJ8myhaRpuueUW7rJzLkB8qotA/LiTshHI7EVl4L0ndnLHykyn04kZM2bgxhtvxNKlS03beldXFx566CEcOHCAOwGUlY19BitE0+rHjPjKtMtW+4PI7CLbftXd3Y2HH34YBw4cMK3fWbNm4bOf/Szmzp2rLK/YvDMdN3iTslgsJvW7nU+CDADXXHONbVpkO2VqMcjVUUmQp0yZgvnz56O1tTXNrRvdkQH50okV8GxrRfZFhQbxl2y2NE86ajAYzKlTcln+qoJ/NEPXdQwMDJiatBBybGcQkkxhxcRCtinT6sSR1x4IQSZhuLu7u/HRj37UUrpmeY4FQZ4tli1bljftMQDT0OgkGqqojnWdvyGNhkofYscIXhqTJk3CZz7zGSxbtsyUYB05cgQPP/wwurq6RuTDtm/6t6osFI1pqgTWTFvMO5dtv5D1Ed5x3jPSn0gkgmeffRbbt2837XuzZs3CDTfckBb9kKTLmj7Qv9mJk1lbotuFmWcVM4JcXl6eV29FtbW1+OIXv2hbenbJ1GKQq6OOIGuahssvvxwdHR2G9wbRpjxA7P+Rvs7sRfA6iCyPQsPpdKZpkkUgwsbOTXsnkY5oNMr1FU2DuMcrBnIMpAt7MliqXGsH6MGZ/iZa5CNHjuDUU09FQ0ODbfmNBUGeDTQtt1HzeCgrK+N6fSAgBJkne3n/WW8LLHhk2uw3+dY0DRMnTsSnP/1pLF261FSmvvfee/jb3/5mTIp5Y5NovGLTEpWL/q1i/yvTGvPGT14/zMWHV27eO6Cf9Y033sA//vEP042cU6ZMwfXXX4/p06cLTXAIeCsJovdj1ufpdsNDLBaTBoaqqKjIyyY9Gtdeey3mzJljS1onCXIBMX78eKxYsQJHjhxBJBIxbBV5lWpXBZNQmyIUy8sk0DTN8FNsFkEvlUohFAophzk+CXUkEgnDBEgGYhqTz2U1VZhN/sz6hhlUBhvaFrmvrw/BYBDnnntuxnny8h/tgjwbzJs3L+d+j1mQoDci2RSJRNK8QvBW7FhZryKjVSefvHFk4sSJ+OQnP2m6HJ1IJPDiiy/izTffTFud441PIpKoeh17jVn7FBFmci5bMiwqo6iviMZrEUFta2vD008/jVAoJH0HJPDKzJkzldoO77eonLw2RE9SRCDnZGOCpmkFIcjV1dX413/9V1vSOkmQC4jTTjsN/f39RtQ8enMeaaR2a3TNduqzPpeLAZqmGb6SzTZ7JZNJ5fDVhUSxdR4ZdF3H4OCgaQhpt9vN9XNaSND9h9e26f/ZuPazsrqj67rhF/nQoUM47bTTUFZWllG+NMaKIM8Ga9eutaUurYDY2ovqjngmIqSWJSgykkLApq1qciHyLaxpGpqamnDdddeZercYGBjAU089hRMnTkj7D3s8EwKq+uEpkujj9FjK3mNGnOm02GfiHZORYV596bqOcDiMZ5991tQXek1NDT7xiU9g7ty5Qs2xbEU4E/DCTfOg6zoCgYDQrNHhcKCurq4gbj3POOMMVFVVZZ3OSYJcIPj9flxwwQVoaWlJi5rHsztmO2A2MCPIvJdZKLML9vmJTbKZdjIajRatqYWosxRTR2IRi8VM65PW8rMo5DORtk76lghkpSJXYAdesvu7t7cXpaWlWLFiRdbpjxVBninq6+vx+c9/Pu9mPR6PB9XV1cJ8Q6EQIpGIpU15KqRCRL7MriHfDocDU6dOxSc+8QmMGzdOmteRI0fw3HPPIRKJCPNVaUM8MmmVQMu8VwBI++aRZVnevDKyE2tZmcyelZRr9+7d2Lhxo7SufD4fLrvsshGbKlXeu6gMPJi1S5I+z3Sjr69PSJBdLhcaGhoKQpAXLVqEK664Iqs07JSpxSBXRxVBnjFjBkpKStDT05Pm91gF2VS2w+GQEgEekSimMMsejyctRCkPuj6k8ZT5ZywEVN9bMXWqVCpl2FCKoGkaSktLuW75iglkoOQhE4Js9n5EAxnt0WJwcBCHDx/G6aefnjVBHyuCPFPMnTtXydev3fB4PKipqRGej8ViGBgYMOrWzO5XBhGJM0tXlJbD4cCCBQuwbt06af9NpVLYuHEjDhw4ICSTdLoiMkr+WyGdMuIs0rTTZJR8W3H1Zkao2XKbPTtdplAohBdeeEFqWuFwOHD66afjzDPPNBRCZmRXhQwDYjeCBGYeV2gbeJkG2eVyob6+XliOXMLlcuGcc87JeoPgSYJcALhcLqxbtw6HDx9GOBw23JPxhAaBXVpcFSJQLBv1RKExS0pKUFZWZmpqUUgtsl0dxExo5xpmu5SBIRtMs/cBFEaTzJpYsKDLTHyKmiHT5yBpk4E6Ho8jHo+js7MTs2fPRnNzc0bp0uUaC4I8E3i9Xtxyyy05CaluBqfTifr6emHbicfj6O3ttaVurZJrGaEmv51OJ9asWYMzzzxTqgzp6+vDhg0bMDg4yE1HRFhFcssq4dR13fACQytyWEIt2sdDwGqdrbhvUyknD+R4KpXCrl27sGvXLmE9A0O+ji+99FJL5kIiQkvylvnXps+xbUDkLSMejyMQCAif2e12o66uTrn8dmPdunVYtGhRVml8qAiypmnNmqa9qGnaLk3T3tM07Zbh4zWapj2vadq+4e/q4eOapml3aJq2X9O0dzRNW2ZHQaurqzFjxgx0dHQYtsf0Br1cQ0YEiBAqBojqgmgsedH26HsjkUjetMj57gyiQUY0EGaaRzgclrYHp9MJv99vOlMvlICghb2ZB4tcbyah3xXp6/F4HKFQCB0dHTj99NNtS380C/JMUFdXh7PPPrsgeTscDjQ2NgpNvxKJhFJ0tExMQ1hyw0tTRSaUlJTgoosuwtSpU6X5vfPOO2hpaRlBTtkyidqTiDDzCCdNhEUmUqJ76XNmhBngk2bePiAzwi8qEzkeiUSwadMmhMNhbjmAIa8ol156KRoaGkxjAPDqgz3Hej3hnRNB5rc7FotJ27Xf70dtba00/VyioqICF1xwQVZpfKgIMoAEgK/quj4PwCkAvqBp2jwAXwfwD13XZwL4x/B/ALgYwMzhz+cA/DrbQmqahvPOOw+9vb0IhUKIx+PcDQW5hBlBNrPXzDVUnt/lcpn6HyXutOwgiuS7WBs/MLKc9G+esDZDPB439QhSUlIinaiIyphvmE38rGzQozc6ZVIOuo8lk0lEo1G0tbXh9NNPR2lpqeU02bRHuyC3Ck3TcN1116G6urpg+Tc2NgoniYlEAj09PWkyleebVqXu2WtoN15mPmtlaWmahoaGBlx88cVSl3XBYBBbtmxJCzEvylMkN2nQfdKMDLN5sR+W1IrkoJV2zjPRYLXXvGfllRUAjh49ivfff1+a59KlS7F48WI4HA7jvcqIMZ03K5tE7coKSWbbFkE0GkUgEBDeV1dXZ8tGuWyQrVz4UBFkXdeP67r+9vDvIIDdABoBrAPw++HLfg/g8uHf6wDcrw9hM4AqTdMmZFNIt9uNM888E62trWmb83gbCXKx2YR4hJDNDAutQVYdLLxer1SY67puuM+zCvZdFEMDzxZWOquu68bqhggul8vUP3UhwWqPZYOu0+m03QaZBvFtyw7oxOVbIBCAy+XCkiVLLJXhJIY2M91www0FbYfjx48Xmnfouo7u7u40O34R4RF5tRCBHivM2qMoT/Lb4XBgyZIlWLBggTSNd999N01zKCNg9DmZhjZTQsyTaSLSKiLUvLRU+raqqQZBMpnEe++9h/7+fmGalZWVWLt2LUpKSrjPwasbmes3ERFm75E9L9226PsGBgakz1JXV5d3jzIs5syZg/PPP7+gZSgWWLJB1jRtCoClALYAGK/rOgmCfgLA+OHfjQCOUrcdGz7GpvU5TdPe1DTtTbOONXv2bJSWlqK3t9cgILLlqlzA6XRKbc0KTZBV68DhcKC0tFRKbBKJhJKZRbHN9vIB2bPqum4aTtrn82Xk77gQ9ZsLgpyNBlnXP7CnJC7fjh8/jrPOOivrdEe7pgNIl6lm165Zs8a2kN2Zoq6uThqcpKurK82WX6agkIG9lqfZ4x0TgRAscm1ZWRnOPfdc6Ya9rq4uHDx4cIQCgW0/qhphtjwsieWln03bNiPUvLKYQeYth6QRiUSwa9cuaV0sXLgQU6dONbUhlk2wMkEmphY9PT1SU5GGhoaCb9zWNA1XXXVVwWVqMchVZYKsaZofwKMAbtV1PW0KpA89iaWn0XX9t7qur9B1fYWZPdgpp5yC9vZ2w7aTN4Pl7SK1EzwyQOdFk/Z8g50Rm8HtdkuX+FOplOGDlJdXvhtvMXYg0eBGNF68sjkcDtPALcUEngcLuuy5DGxCExB26ZfUczweR3t7O6ZPn47KysqM8sm3INc0zalp2jZN0/6aUYHlz2LIVLNrzzzzzIIPxDU1NRg/frzwfHd3NwYHB6UaYivElr1WZjJndowlWLNmzcLMmTOFecdiMezevdtQPMjSUwGv7bGyyIzsZkKOVfwhWykjDZ79cm9vL1pbW4X14PP5sHLlyrTxzOp4yJZZ1i6yMRUDgM7OTqEJntPpxJQpU/IaZlqE5cuXS/umDB86gqxpmhtD5PiPuq4/Nny4nZhODH93DB9vBUBvLW8aPpYR/H4/TjvtNBw/fjxNe8wOmsAHL4bMTFVdrak09kxcveULquYVBA6HwzR4CPESQlCIBquSZzF0JpI/0W6KyuJ2uzMmlfkm1YSEip5F0zTTsNiZuDqUDU7spJhs1ksmkzjttNMs50Wnm0dBfguGzNQKhsmTJ+OGG24oZBEAAKWlpdJBOBgMSpejVcCTjWwbs/IOWQJF7istLcXSpUulY8SRI0dGrDBZ2VBnRnRJejy5nQkhViHMKnmw98jqm/Wg09HRYXgA4aG+vp7rplAlL/Za4IP2wpNDIm00HSREJg9TqRTa29uF7j9dLhemTp1aFC5ip02bhk9/+tMZ3fuhIsja0Bu/B8BuXdd/Rp16CsD1w7+vB/Akdfy6YW8WpwDo0z8wxbCMBQsWQNM0BINBY3MeT6PEKbf0v1U4HA7pzI4QJN59uUYmDcnj8XCFOU322E0VxY5Cdy7eJhwabrc74/ZQiOeRmQ2pEGQzqATf4Q3ExA6ZbNY7evQozjjjjIzqNp+CXNO0JgCXAvg/ywW1EStXriy4eQUwpP2bNGmS8L1FIhG0t7ePIDBm5IU+xuuPMsIsIkG8NFmSNGPGDKn9aHd3t0H4VRQqvPxl/cKM5NLHRffyrhflrdofZMdFIHXT3t4ujUba3NyM8vJy0/RU8pSB3RTKa29macdiMbS1tQmv83q9mDRpUkblywUuvfTSjM0BPzQEGcAaAJ8GcK6maduHP5cA+CGA8zVN2wfgvOH/APA3AAcB7AdwN4Cbsyng2WefjePHjxuBF2jtMaA2UzRbnlOBpmnweDxSDRc7MyyGmaAIrMkIW3/0Jsh8ws7Oke9OxnM5SP8vhqUzVfDaMw2n02n78zgcDmH/4i3tks163d3daG5uxoQJ1vcC2yjI64j97/Dnc5zsbgPw/wAU1Gl6MWiPgaH+MGvWLGE7ikajOH78uJCo0t/sb8DclIKXnoiUkm+RPNF1HfX19dLd/+FwGL29vcqb60THRCSCd56XhoyI0GnQpoyqHi5UysiOM6J6TaVSUp/BmqZhwoQJQq0977lE50VQefd0ecg3+wFg7JkQpVNXV5e1X3c7ceqpp2Lu3LmW7xtLBNl0hNN1/TUAIgmzlnO9DuALWZYLAFBVVYU5c+bg7bffRiKRSIucRyqQZ9xPkIl2y+FwCDXShCCLOhvRuhYzMSbQtA+Cn+g63y1OvhporvNh08+VuYJo4NP1IbMfGQEsNNh2TyZINOiy20WQzZYleSSH9DWn04lEIoHBwUEMDAxg2bJlUntFXto2tr0uXWL7q2naRwB06Lr+lqZpZ9uVqVXMmDEDK1euLFT2IzBjxgx4vV6uljCVSqGtrQ2xWCzN846M+LDtWBv2hEJ+82QdLx2W8NH3i8pAwmcfPnyY+6ykrbJQKZOMmIvkt+y3yvOz5gbkdyqV4q7QyiYybD9my8STAalUShpwyeFwoLy8HE6nk1vebGQtScfKaoUMmqahv78fvb29wmsaGhoKGiSEhcfjwZVXXol33nlH+Z5iIbZ2oaiZXFNTU5p5BU2KebNZAlog2klWXS6XND2Zxq0YkWmsertQqM40WjtxrstMtwezTadW7I9VByr6Op42nmdaRZtZLF682PKgmEdNxxoAl2ma1gLgIQytyP3BUmFtQE1NTUEDEbCYNGmSUOuq6zpaW1ulfsVZEsOSYxH5UoWZyQV7rcwnt67rI9zWseTWrH3JjtPn2d+ie0XHeN+ifHjPycuT95+9z4y4s5BNLGR1pJo+Lz8aogh6PHR0dAhDZWuahsmTJxvmIsWC6dOnW77HLplaDGN0URNkYl5B/PKySz0y7bEI2RBml8s1QmtGd4hCeLLIphHJ7jXT7GWTZ7E0frvLYaYJ5ZG+YgHbbmXmNWQ1xU4XbyLtumyAJQQ5Fouhp6cH06ZNQ01NjaUy5UuQ67r+DV3Xm3RdnwLgWgAbdF3/lKXC2oBPf/rTRbXCVV9fj3HjxgnP9/T0pJEKM8IrIiwqZFm1b4oIlq7rUntZVqaydq2860m6MlIrI8yq95ulK/OfrNo3VAk3/dvM21IwGBQGkxHVp9kxGqQc9LtTaSc8c58TJ04INeJOpxNz5szJqWegTHDBBRegsXGEl14pThLkPKC0tBRz5841dn0S8wpZJwNGDvSsXZAIKmSQt1GPzbtQG/WsQtfNw2PbSZCLpcHzYFeHNCOM2a4w5NI8gw0QIvNgAWTv4k1F88KbbLITZPIZHBxEMpnErFmzLJVjrAhyFdTU1GQdmttuVFZWorm5Wdi2g8EgOjs7jf8ieU7/5slb3rjBnqPTtEKGyHUkeI0ITqfTCGZh1pZEbUtE8lXbKPubVz88Aiz6LSPDMpLM5sk773A4pH6ydV1HW1tbmmtNUVpWwTPTMEtPttcpkUigtbVVOOa63W5Mmzat6EzwMpEZJwlyHjBx4kRUVlYiGAwag7Wsw8kqU0ZQeQ1SdL3T6RyxtEwLVdoPbr6QaYciwRZE9UZsZrNFsTR0VWRTVlnoZV03j7JnhnzWIxsohiUg2XqwIGmqDkCigZo2szh+/DhOOeUUS+UqhCDXdf0lXdc/YukmGzBt2rSMNt3kEh6PB7NnzxZOLgcGBtDW1gZArAFU3YQnIzAEovGE/s+SZ/Ld1dWVRuZZeDyeNH/dsrFMRjjNVlGtEFoVgitLS6XsovR497F1XV9fL4y2CACHDh1Ks+ul0xBt2swWKvbG5Jv8jkajaGlpEa4wV1ZWZmTOkGu4XC6sXbvW0mrhSYKcB5xyyino6elJCy0tEwzASI0TqWAzuyFVkKVlGeiNhMUKFbJmFjlQJQ+7G3i+Ok2m+ZhFlovH48IALMUE0UoIAc/USASVDTOydiYySyEygA493d3djblz50rtQNk0xoogV8E111wjXbIuBBwOB2bPni1ckUgkEjh8+LAxYctkFdBurRzvfSeTSezatUtoYwoMbToXuSSTEXPeORlhVfnNpmNGWEVpmBFnszzY52f/NzQ0SPtzZ2cn3n33Xa68YvPhbdIU5Uuu532zEK1k0AgEAmhvbxc+x7hx44rKgwWNyy67TDkQk50ytRjkalESZJfLhZkzZ+LEiROIxWIjyLFZh+SB2DiqCkvRoC2zvdR1uWusXCCTRqTrOsLhsPBeTcvcx63dDZv3jvPVkaymT1YYZOnJdmUXC9hJHtsO3G63lCCbTaxox/osVOqaZ2aRSCQQDAbhdrtRX19vmsaHDR6PhxtQoRgwe/ZsVFVVcc+lUim0tLQgGo0a8ltGWMgxURu0urpAvkX2wAQDAwN48803pRPLyZMnp0UvNCPFIgLJ/mY9O/HSsUpkzc7JiLIsLfKbnvjSsoa9p6amRuqzO5FI4J133kkLbCWSITQ5ZrW8NIlmy6oCWToAcOLECaEHC4fDgenTpxfV5lkaJSUlmDJlSqGLURAUJUH2+/2YOnUqAoGAERzEjKjINuyZNXQrbmFEBJncK9Ig58oOORMSa2ZeQTTlmXgEsBNW0iuG2aamafB6vcJ3TQazYigrDba8slUQ0jaybc8skTHrryItFPCBxjsWiyEQCGDZsmXK5Rgrmg4zVFZW4qyzzip0Mbhobm7G+PHjhfKms7NzhG0vey37P5ereLxydnZ24vhxcTwst9ttbMLitXVRO+IRW971PPIruk/1elmf45UPSCe+sjLQEw528kHD6/ViwYIF0pW53t5eJJNJaZuQ9VFSBhUewJqayWzh6ec6duyYUDnicDgwf/78olvdIaioqLAkO+ySqcUgV4uSIE+ZMgWxWAzhcDjNWTmptGwivJlpGMxgZn9ptjxtN3LRiNxut6kpCVsGO8uRaXq57lwqaXq9XqF2VdM0qZ2yGXKxgYPtB2Z29GYEmefeLdtyy/xLE3lACHJnZ6fUplWUxmgX5GZYtmyZsulJvlFbW4vp06cL21RPT0/a8rSKDajZvhMr3iyIZlBEEHn3sBg3bhxmzpxpmpeoXZkRX7YssrKy/+nNrmb5ysgz7z7Rb9F/tnyapmHhwoVS7WpNTY3hC5mXv6wOZDCbhMnuo2VfMpnEoUOHhLzA5/Nh/vz5RbmZn+CUU05RNqs7SZBzCE3TsGzZMnR3dyMajY4ILc0KJJowE/CEBiBf2qXzZ6+n4XQ6TV3PsBucig3EG4doibKkpESpsxZDAzaDXWVUTcfpdKK0tFTYduiAB7kqgxXwyCe9XMmz389G0yEzdRL1W/oYPaiTvk9+JxIJBAIBTJ8+Xbmex4ogl0HTNJxzzjlpy/vFBK/Xi4ULFwonj+FwGEeOHBlh9sOzEVWR7fT7ou8lhIxNV9QXaNTV1Qnd1TkcDixbtsxwQSgiqry2pELMZYRVdB1NimnQ/0WuHlWJugyiZ+WdGz9+vJCglZaWYvXq1ULTNrN3Z7XcBOzKF6/tkf8DAwM4fPiwMP3q6mrMnj1bOe9C4NRTT1V2oXmSIOcQLpcLCxcuRE9PDxKJRBpBtgr2HjqACAsrs0OR+QE5Fo/H82pmYRUOhwNlZWUjSLKmafD5fPD5fKb1wU5U7IDdnaIQZdS0oWABfr/fqF9i011eXp4VucyHBjmZTJpu0BMNRpkEB2EhqlvWTpG9lmiRw+EwHA4HV1vHy2usCHIZSkpKcPXVVxe6GEKQJWaR3EkkEti3bx93ZcMOTwXkHdI2pGbXs9/l5eU4//zzuW7Jpk2bhjVr1sDlco2Y4LFlYNMVHRMRVB5ZNSPFLOhreCHeeXUn+s0zueA9kwwulwvnnnsuzjjjDGMVRNM0VFVV4SMf+QiWLl2aVh4eWKIsI85sGjzyS6IJmmmZNU1DR0cHTpw4wS2Xpg2Fy7bqazjfaG5uxrnnnmt6nZ0ytRjkavaxYm2G2+1GdXW1IRDpTkZ+A9kvoZBlOFFYaVk6xA5ZJGjMfMjaCVWhzoIMRoODg4jH44b9bGlpqelSit3Plo+6kglEu0FCoPp8PiQSCWiaJiWWhQJvwkZP7njC3qptupnNniw0OyEtMtBygbh7CwQCaGpqwvbt203LVwxCONewy2VjLjFr1izU1NRgYGCAe/7w4cPo7++XhuJl2wst39kNVPR752mWVf6zWLVqFdxuNzZs2ICOjg64XC7MmjULa9euxfjx44VlluVFl5V3rdlvO9o33Ud5EwnRGMSzAWZtj3nfdJrk+qqqKlxzzTVYtWoVWltb4XK5MGXKFEyaNIkrV1WIq+gekU0xDXo1mpc2+aRSKRw5cgTBYFCYzvz585W9RBQSVkwsxgqKjiDPnTsXiUQC4XB4RGQ6XqeX2SfSEAUQYY+x9/FINNnFLyLCRPPNs4MUkfJMkUljJM/p9Xrh8XiM8oiimeUKhehIdhFls3QImRTZcquQPzvusQJiHiR7L16v13IEPRq88stIsug6MvjQ9qHEfrqnpwdLlizB+vXrTdvYWBLmIpx//vlFr6FqamrCpEmTcOzYMa4c7ujoQHt7u0GQZYRMpkVk05YpWXjEjc2Plp0ulwsrVqzAvHnzEAwG4XQ6UV5ebsgAlbZG93EzkisjzGbjH5sPS0hZ0M8p08ay6bBp8vKQ5U+OkdXNefPmYe7cuWkklC4jr3yi5+b955FkXdfT5BNPVvHKo+tDwbj27dsnjLDo8XiwdOlSS3t+CoXrrrsOf/zjHz9UMrXo1ApTp05Ff38/otGocOOACJm8mEw0K2Z2yLqu580OORPCxM7+if9elbTsaPzFsHxS6PzzORHhQdTuCUHmlc/hcAiXwc0251mZfJkRGPo4TY4JQSYaZBUiP1aWAmVoaGgoutULFuXl5Vi0aJGwXYZCIbS0tKQRJhpmmj72GrqNitISEVB6UkaupTXVZWVlGD9+POrq6kaQY7q9yLTHIuLOtjlZugSiPTqysojatMj0gk2bl49KmXnnyH/ZOwNGyjT2fvaZeOnQ+fPkmOxe9pymaRgYGMChQ4eEeVdUVGDx4sUFHw9U0NDQoLS3wy6ZWgxytagIssPhwKJFi9Lsj+nKYs0rMtUeE5BGqjK4s+X0er3CRk0IcrEHDLEKu8hxsaCQz1NM9UBA3P+J2rWVACE8yAYB2UZbM9DyIJlMYnBwED6fT8nx/lgR5CI4HA585jOfKXQxTOFyubB06VJDrrJtJR6Pp9kh09fIlstFqxOiSSAvDfY/fW+2/V9EFkVtTERA2TSAdFti0b283yrpsumrlpmXp9k5M9LOlotAZPrApsd7r6qEVWaOoWkauru7cezYMeG9EyZMKFr/5Czmz5+P1atXm153kiDnCJqmYfz48ejv7x9hf0wgqjTRcTOSmunMjbi6Et0v0yDbaQ+Yr0aUbT7F0uBZ2FWufDxbrrUMKv6PeQTZLu2xyoSSXVFiNwGlUinDRWRDQ4M0rbEkyEUg763YoWlD7ryqqqqEy9wHDx5EMBg0XRJn257Z5myzMSVTYswjemZjmSpx5JFYIN1lGw+yoBwikm5WNpnbVbP+YnaOvU70/DKw18g0v2bXinwfs+2QmN+0tLSgr69PmN/8+fOLNkAIC2JGJIOdMrUY5GpREeSJEyfC5/NhcHCQOztVQSaVmokW2ev1SpctiTZOBLtIslXSlEn9FENDLWZkWj+Fqlde2yPEUlYmn88nNVswW3LMFCqTYiIjSNjpQCCAuXPnKqU9FgS5CCtXrsSsWbMKXQwlTJ48GZMmTRK2l+PHj+P48eMGUWXtPnnEBRDbjAIjzc1kGkEReGRURO5o8wwVmJFY+ltUDl4abDlVyCjvHC8/9h7Zc8nO8wgre5/sHalOQGRtQJaHqJ2S44lEAu+//z6i0Sj3vMfjwfLly7Ny/ZlvfPKTnzS9Jp8EWdO0ezVN69A0bSd17L81TWvVNG378OcS6tw3NE3br2naHk3TLjRLv6gIcmNjI2KxGGKx2IjoearmFTRUTRzM7Il4cDqdhmaGd81o8IecL9hJIHJFRoqd6OQDovZKJpA8+2MZ+RCdl0G0JCwDLRMISe7p6cH06dMt5T0WUVlZWbQBQlhUVVUZdsgs+QWAYDCIAwcOGOQJkBMkVdtRMyKsMkGjj9Hl4xE83vVmBIEnn6yMhTxSzf6WkVGzvsgqtGR5qBJ+lbytTjZoiCZWIojiKPAma8CQ3fz+/fu5hF7TNJSXl2P58uWjwv6YYMKECYUuAov7AFzEOf5zXdeXDH/+BgCaps0DcC2A+cP3/ErTNOlGlaIiyM3NzQgGg0Z4aXY51UxQ0eczsf818+PK7mQtKSkRCmpd1xGLxUa9HXK2pHG0EdqxTpRFhDWRSEhXPHjRFVVNK+wYANi+LdJyETvkUCiE6upq0+AY+dJ0FAqnn356oYugDI/Hg1NOOcWYiLEEJh6PY8+ePVyPACJNspW2p/Iezd43T0MsGr+sjG1mZeDZ8IvIuewZRGU3exa2HGbkXgRVQk6nS79j2XjLyiIRYaZ/qyjORBOu9vZ2tLa2ctPUNA1TpkwZNas7BNOnTzclyXbJVMU28AqAHsXirwPwkK7rUV3XDwHYD2CV7IaiIsjz5s1DT0+PEagg0wAhmYI1taCP82Dm8srMZVax+ybNBtkSB5mGQzbQFBLFUg4RZO1NtKmUtH2R/bEMVuw1aVjRIut6up90XdcNf8g+n0/qN5fcP5YJ8qmnnlroIljCkiVLUFNTI7RDPnDgAPr6+kZo7XgaPAKZXM/EpIKURXScbfc85QkvT5nMY4/RE0I2bRE5zeYc75lFbV/mfUpEvkVpmfUznhkGuU90ThUiTTHvP9sGdV3Hvn370N/fn1Ymci1xSKAana5YMG3aNKFPbwKbCXKdpmlvUp/PKRb1i5qmvTNsglE9fKwRwFHqmmPDx4QoKoZWU1ODYDA4YrMQ25Hs1sqKBJaZFtnj8aTZIbPXm9khs+nlGlaFRabCxU7CoEKQcpF3voiPah65XIYzsz/WtJHhx63a7OerLsngHIvFkEgk4Pf7Te8ZywR5tGHSpElGFESWcABDWrkjR46kEVGWCLFkWUSaM4XoXhmRFF1jRiJF1/A8VFghv+x1ZuWRkXcZURY9B4+Ai/LjQaXP0W2Ed18m5jaqiEaj2L17d5rZGr2i5vV6sXr16lGxgdYqbCbIXbqur6A+v1Uowq8BTAewBMBxAD/N9FmKhiBXV1ejvLwc4XBYyccie4w+Z4VA89JUHfxdLpfU3RsZqEcjCkWOs7nfrK2cBB+6zvfbTdq10+kUbiQRTSJ5x628E7MAQex/Iitof8ihUAgzZswQ5mGzIC86zJkzB8uXLy90MSyhoqICy5cvTwvTTmNgYAC7du1CMpnkkmAZ4RHZkIqO0WDbGrnebKyREUIZWRaRatEYyDMdEPUbWVpm5eCRYzOYEXTeb9ExUVqyZzGDCklmI+eZfXp7e7Fv374R+ZPzNTU1o65vAkP18IlPfEJ43k6ZmgUHadd1PanregrA3fjAjKIVAO37s2n4mPh5MypBDlBbWwuHw2Es9dK2TLkytRClKVqS40EUOIGA2CHLrhkrphZ2vaNCkmw70itGwmRmXkHMmnhg7Y9lZkhmLt3sqhuRrSP5JgFDzHyMjmWCXFZWhoqKikIXwxIcDgdOO+00lJWVpRFg0uaSySR2796NwcFB4x6exlhkbkFDdl60lG6WnhXiKIIZYWYnj7x86W/2vIiss8fNyCuv3Ox1vM17vGdTmQTIjonskNmJg5V3mY02+cCBA+jo6BhRDpLunDlzRo3/YxbFZIPMg6ZpdAGvAEA8XDwF4FpN07yapk0FMBPAG7K0iibUdElJCeLxuEGQM60gVe2xStrEhyYRMLSgIed8Ph9cLpehKWaX+2Rhp+1CtrZWdsCO/HNFbLMRdIWu13yAt5mUFuglJSVG+zVbXVEB6UtmUA1BTV9LJtSpVArBYBCVlZWmZTmJ4sKiRYvQ1NSE3bt3Q9f1EXL4yJEjOHHiRNq7pckPjziJZCRrL8yDFcLGy0dGNEUkWAQzcmwlb1756XTZe+i8ZPXJ699sGGjeM/DIrOi3qgyhr+OlR5dbBHazsWjyRGRVPB7Hrl27jEkcS47dbjdOPfXUUTd5VUU+ZaqmaQ8COBtDtsrHAHwHwNmapi0BoANoAfAvw+V6T9O0PwPYBSAB4Au6ros1Qygigtzc3IyBgQHD/lhEklWWXu0AT9DySLLH44HX603bkEdfk0wmEYvF4Ha7C0pkreRrtYzFTjJUheloz1MEEcnUNM1on+xx+l7aW4tKPrl4dtnAyCMKyWQS4XAYjY2NUpJd7G03G1xwwQWjcnWqoaEBixYtwt69ewEgbQVO13X09PTg/fffx8yZMw3SJWsbBGRlkCbbquBdazYWycivmaaUR2xl/patpCXSOJPjojoV/WbzNCOwrOKCLRNLzlXyJFAhvqJyqWqWybeIMAeDQcMMiICQbIfDgfLycpx22mlFMz5YBTGBEiGfMlXXdZ69xz2S638A4Aeq6ReN9Jw5cyb6+voM/8csslG589IyO0+TYBYqBILu1Cru3nI9kBVrZ8x2OcVKPoW8v1hh5t6N2NkDcu2x1U15dtSnLDACsf8vLy83Jch2fIoRCxcuLHQRMoLX68WaNWvg9Xq5tp/xeBzvvvsuotGolKjwvs3ALq2zWk36uKhdqWhyZed514lCsfNIOHuMd573zUubVyZZHrL7VcPJyyYJZuUTpZUpWJknGufp7yNHjuDo0aMj7iG/p0yZohTEqFgxZcqUvMjUYpCrRUOQq6urEQqF0giy1Qqy4jDdynnZ5g4SQMHM3Zss3GkxwWqdZ9OI890Bsu10uSpvLutBpj3WdR3RaFRos6dpGnw+34iIkWbkmMAOkqy6CYr8pj/xeFxqSziWBPlYw+rVqzFu3DgA6UvcmjYUwnfv3r2GjSchq/Q1NNg2LesTLMi7lbUjM+i62OWYClmWkWM2Dd7YaWaGwUtXlp6I7Jvdp/Is9PFMzV9UIdIu8yZJoskX+0kkEnj33XfR39+fJh/pz6pVq9DQ0JBxuYsZdsrUYpCrRUGQNU1DWVkZwuHwiMoRbdDLlETLIEuLJcl0h/F4PPB4PELBTMLfssdFeeQCxdDYaBRbeVRhpdyq1xZq0pRKpRCNRoXl1DTNWB0Rtf9icFPIG4SJJ4tEIvGh1CA7HI5RuwkIGPK3Om/ePC751TQNnZ2deP/996Vp8LR3svNWoEp2ZffJiDE9/sny5d1jRmpV75MRXysQkWSr5Ft0TyYQrRKo3stuRiZtKRQKYfv27YZ5Bdu+ysrKcOaZZ1r2KV9McLvd0gBMJwmyzXA4HPD7/YYpQi7Irx3piUiCy+UyiARPCOu6LiUioxWj9XnyWW6VvMyuyZRAm2nKWD/dbD4ulws+n086OTSDFcJgR5q07EgmkxgcHJT6Gh0rgpyF2+3G4sWLC12MjFFWVoYzzjjDcKPJkuRoNIq33357hJkFT5Ns1l5V27OI6ImukxE/0bX0OVn6MvLLHqcJqeok0wqBFpVBRHbpMsnKIDpvlhdJXyU9Mj7LVh/YDznOngeAtrY2HD582DhHtMbkd3NzM5YuXSotV7HD7XZL/cufJMg2w+FwwOVyGRv0RJUjW27NNniIyssQLUUTMwsrrrQKoUW2E5k23mJp+NmUw+p92T6vnfVFtzvanIk3MJCVEdH9qsi2/KqmUywRSKVSGBgYGNXamg8riLs34v6TJSm6ruPw4cPo7e0FwF8G52mQzUwweP+B9CV/u0ETv1ySWFme7G9RHir/2TRl4F0vK4NVyN6ZaAJltjomIscA0NnZicHBwRGrbg6HA06nE3PnzjV1k3YSxYOiGDlo+x3RDCKXJCPTtGkbKY/HA4fDYTiwV+nkIru0QsBKOYqlzIVELgdMFpnkoxIy3WyAEE0Iaai6YpPVl511SQ+0qVQK4XBYuj/gZFsuXowbNw5+vz/NPRj9TaIl0p4pgJHuyOj7CMg95BytSeS5PDQjrjx5LyKhvHtUtKtsOdn7VLS4sjKY3Uv3UV66bB/maWhpsLKDlwcvT7NraHJqh2wRaZB5x8vLy+F2uxGNRgGMXNEIBoNSn/NjAWNJphaNupLYDLIhNAHzWXA2UE1DpMUiHYP1VMF2SqfTqdxRR4sW2QqKRXPMQ67LlS8ibRVut1uqXU0kEmku4IrxOXhLqbQGORKJSMutssyn8jkJ+3Hs2DEEg0GDXLDL1XV1daiqqlLWEvPaAUt6eISKJnh2KFpEpFZlnGPJLUveVbTAKunKymFG/nnPYtZX2Ht5ZB4YueGQfn6zSYYViMzKZOYWDocDTU1NaGhoGEGMyf/Dhw+jra0tq7IVO+ySqcUgV4uCiTkcDiVXaARWKy4fFU1sjEVC2OPxcDVZ+SAdxdDQihXZ1E0mA2IxweFwCD1UAB/48BaRCwLepJYHu8mF2XXE1ZuZO66xIMhZ0MFdRiN0XTeCLdDEmJANj8eD+fPnw+/3j1jONiMzKsvu7DEr71hE9uhzZqRWlqYsL7N8VUm+lbKx91uZAFjZhEj+syQZyGwcNZtEyUgyez1po7W1tZg1axacTmea5wrSRnt7e3HgwAHLZS02lJaWco/bKVOLQa4WBUF2uVwIh8MZb9DLdLaokofK4E8GYgJeRyJeLopRC2cFmUxOiqGhm2E0lFEVKuYV5BjtfYW+hl4ZUYUdbhZV0xYNpOzA/mH1YuH3+0dMfkYTkskkdu4cihDrdDrTCIemaSgtLcX8+fPT5CrPZzL5Tx8nv2UTJ/pa3pgk20AnMuvgtRP2GBt8hNe+MiXWsuvJOR6BNiO8skmAShlkoajNymP2XDKo3GNmUsGe9/l8mDdvnmFySdoZacOJRAK7du0qSplhBbIogGOJIBeFDbLT6TT8sbJCqJCVpEq8U6mU4caNXqYj306nUzpY8YQAbSOnAqtaDhqq9xVDgx2toAfOTM6rQtU8h+TldrtHtDW6HLFYDMlk0raNbvlcMVElyCdRfOjv78eRI0fgcrm4Eevq6+sxZcoUOJ3OEQSLtkfmRc5jCSzvv6xdyMigLB3RbxE0TUsru+x+lTLxyDudNs/WWwR2jKOP8c6z8o39z9vLoPK+7JAnIpMc+hzvQ8pLzCfJWD9jxgyUl5cjEAgYx5xOJ1wuF5xOJ/bu3YtEIjGqJ7AyjCWZWhQaZIfDgUgkIvVgkSlkM2a7QEgETxMHwOgYBCJtHgsrtsjF2CiLsUwyZKqFKPbnFAl/4APtHHuOCHyzSHssrAT2yCXIyg/dL0XlGQuajrGGtrY2dHR0wOl0wuv1GjKUEI3m5mbU1dVxtXoA38cx7xoZWEJmdh3dFti2IdK20ud4qyQyks1Lz2pbVE3bKjmXXScj4aI+ZZaW7FoeZO9U5taSPcazNZ44cSLq6+vTNMculwtutxtOpxNtbW0IBAKmZRytsEumFoNcLRqCTAfSAORLT8UGXqQ8utO43W4pSckl7GpkxdBY81GGYnhOO2HW7ojwFhEN1ldyLpFt3fMGzZMEeXTi2LFj6O/vB/CBrTwhGB6PBzNnzkRpaSnXPpnnFo4lzDIlBfudqZKFd57VohKY+QVmf5sRQxmh5F1n1kdE31YJtAzZ7EHi1YlsBZpMPkTkV9RmSBtjj9Ptrrq6GpMmTTLaK912AaCjowPt7e1Kzzoa8aEiyJqm+TRNe0PTtB2apr2nadr/DB+fqmnaFk3T9mua9rCmaZ7h497h//uHz09RyAPxeFyp48uO2QkrnZUOAkKXi3Qc0VJKoUgzjVzVo93pqghiu/Oy+55ct1l2xUGlfdETON552nxIFYXUIrPL8bKyjCVBPtawZ88exGIxo341TYPL5YLH40FpaSmmTp1q2HnyNkMBapv0eH1G9j5VxiJemzAjqKI0RSTUyr0q14nKzbtHRQsve35Z2c3Kb1bXZuRZZULAgkeSAYzYiEc+Pp/PaJ9kcz5pV7quo7+/H62trcr5jybYKVOLQa6qaJCjAM7VdX0xgCUALtI07RQAPwLwc13XZwDoBXDj8PU3AugdPv7z4etMQXwgA9YG0EJrltkw0iwIQTZzOi67v9AodENlJx2icyeRGXgrHMAHwo4QlWKBnfJhrAjysYRUKoUDBw4YKxds/6+ursbkyZPTCDIhIYQkE22daGWEnGOhQtx4NtGye81INW9jnlXQY6eKBpwnU1Wvt/KcKuWlYRYMTLWMojzp+3l1oOLejVxHtze6HXq9XkybNg1lZWVp/pgJEokEDh48KC3raMaHiiDrQwgN/3UPf3QA5wL4y/Dx3wO4fPj3uuH/GD6/VlOYrtFBQnINszyskG5d17mCnIB0GvLbDPnUIueqrnP5Doup89iNbJ4pE+0xEeoul8s0CqTVsmWqRZblI0pT5lHgJEEefQiFQjhx4kQaiaLruaKiAhMmTIDb7YbH4zHaL6tJpjdPycwteGDfK02uRNez9/G+zYgmSwBVlEbsOTY/szGF145FBNTsmczKJiuv6BgvX1bTzz6ninwR1QvPfII1sWBXLIitMWmTjY2NKCkpGZE34QstLS1jVm6MJYKstDVd0zQngLcAzADwSwAHAAR0XSfGiccANA7/bgRwFAB0XU9omtYHoBZAF5Pm5wB8DhhySVRojxWZIpFISCPj0EJa13Wudwq2s5st8+ULJHgLseNkNxt+mKHrumGfS9eNymCUb1MaETmmf8uIAgngU+jVjEw2rWYygOcCmqb5ALwCwIshufsXXde/Y3Mehkytrq62M+m8oq+vD52dnQD4BLG2thZlZWUAYHhXITKWlsXJZNKQt8RDA5GttEwm95uRqkwmdfQ1uq4jEong2LFj6OrqMohUTU1NGjFWLZcK6Oe1ko7IHIuU0cxFnirosiUSCZw4cQLt7e3GZreGhoYRHnTouqHLwyO/qVRKOGbJysqbSJFnpgkyTYyJsgEA6urqUFZWhu7ubu6q5/HjxxGJREaQ6LGAYuAudkGJIOu6ngSwRNO0KgCPA5iTbca6rv8WwG8BoL6+XpfNgnnHFfOwXC6rJhvJZFJK7knnpM+Tjsa61hKlYdXlG0E2xCCRSGBgYADhcNggyG63G2VlZfD5fMq2Z9lANS124LMrb1FaqVQKAwMDGBwcNAZkl8uFsrIyY+OQnbD6XGY2gmz5iLAXgUwErLp6s5tUy9Kj60iVHOcZxFQtpGmaG8BrmqY9o+v6ZrsyoGVqc3Nz0Ty4VQQCAfT29gplf0NDg7Gvgyy7E1M2kR09rf2z0i5USbPKOHXixAmsX7/eCIDidDpRX1+Pc845BytWrIDH4xlxr5lmV3TOqqaX93wioi5T6PDkME8+s2n09fVhw4YNeOutt9Df3w9N01BVVYXTTjsNZ599thEQhk5PlLboGUTlo8HKTrrdAOl2xy6Xy1i9YEm43+9HVVUVjhw5wq33rq4uBIPBMUmQxxIsjXi6rgc0TXsRwKkAqjRNcw1rkZsAEKvzVgDNAI5pmuYCUAmg2yzt0axBlpWbdCgV2Kk5yAaJRAL9/f0YHBxMKwMhSrquo6SkJO+aUBnypZlNpVIIBoMYGBhIm7QQV3+6rqfZnuUDVuzbRdfKVgZGa98kKAYN8rAGgGeqdhIM2tvbEY1GAYwkepqmYdy4cXC73dx3R9se0/2TtGGaLNOQkUvym9zPu8fsWHt7Ox566CHs3bvXuCaZTOLEiRN44oknEIvFsGbNmrRVKFUyTGA2ZvDOy+Qm75zsv4r8ZbW/ABAMBvH000/jzTffTPNp3dvbi2effRaDg4P46Ec/KozeJiq3qkkMjzTTv2mTHfZDzrFk3OPxoK6uTph/X18fBgYGlJ5ntGE0jxUsVLxY1A9rjqFpWgmA8wHsBvAigKuGL7sewJPDv58a/o/h8xtGqIcZuFwu02WsYoWMIJNOZQWZkDy7tbaDg4MIh8PcdBOJBILBoGXPBrlGLiYUvMEkHA6PIMcEyWQSoVAozatJtnlahZltpWglwiyYhsyMSIRCm2QA5q6e7PoAqNM07U3q8zk2P03TnJqmbQfQAeB5Xde35Oq5R7NmqqOjI821IP3+3G53mkkCe54mYPQSuMyMiL5XRI5VwNNY6vqQWcXzzz+Pffv2cdMKh8N4/vnnlTduiUh4JrJDViciQq2apkzjTJBIJLBp0ya89dZbQpm6ceNGbNu2zZBBogkEfYw+Zzap4d1P8qHbEe2Lmyfb6HtdLheqq6uFq1r9/f0IhUIj0hjtsFOmFgMXVNEgTwDwe23IDtkB4M+6rv9V07RdAB7SNO37ALYBuGf4+nsAPKBp2n4APQCuNcuA9iM8mqDruqmP2GIgCVYQi8VGaI5ZJBIJDA4Ocjd32UVUeYON2fV2gx08kskkBgcHpW01mUxiYGDAcO+TbZ52g9ceeUuENFTa+WiFje2mS9f1FSZ5pZmqaZq2QNf1nXYVgEYkEslFsnlBe3u7sI+5XC5UVVUpayuJ1ldlFYS2S5aZEfD+03my/w8cOIBt27ZJ5UZ/fz9eeeUVNDU1jdCUqpo0mCmZZMd59Zkp4WbT45FjXR+yG25vb8emTZukE/BoNIqXX34Zc+bMMbSyZu+fLkemm+Pp+iT27Gzdi2ycaYLM007H43F0d5surI9KFAOxtQumBFnX9XcALOUcPwhgFed4BMDVVgoxmitU1rFJ51QleploLUg+dpHSSCRiajZCrsulKUEmRDHX5DIajSIWi0mv0fUht2ixWCxvWjzaNpcdLNk6EdnxytppsRJk0cDOuy6Tc7mC/oGp2kUAckKQR7NM7e7uTguxTJMqn8+HyspKbhtnCQ350ASZVy8Oh4Mrx0Vkmc5LdD0pfzQaxdatW5WW0/ft24e2tjZMnz5dep3o3crKS5/nHVeFyAyBZx9sdj6VSuHdd99Fb2+vab5tbW14//33sWbNGsOOnCfHaNMK3nPR53hmGOwxMsEibYTWbrIKIvZ3VVUVXC4Xd7U1mUyeJMijAKNLvWkTZALB6k55NoIem48oPSsa81xo13nlTaVShu2fGZLJJNeUQJW0qEI1rVyQY3aZTtV0wsq1uUAmEy2zdm91ySvTjaVWYMc7z9dSoMBU7f2sH2CMIZlMIhgMCs97vV6DINNkhsjieDxuhEcn5JgmNiKirGJLy8pz3j3sdyAQwIEDB5SePRKJ4P333+eGnGbTzlQuWr1XVi/ZyDdN0zA4OIh9+/YpyYlEIoHdu3cbZJOeDKg8k5XnFvVxMtEi3p3odkauoctTXl4+IggTXQZZOx/NsEumFgPRtrYtfYzAroonnUUEUae0ElY0G1jVLJu5rKNBNKWlpaUjhGi+G3auNMd0ulYjysViMe7ym6yssoE5G7CTFlaLTAt1EXGwSnaLwS2cCvLYVrmmavnKfLQgkUggHA4b/9k26fP54PV6jeNEW0xkF09jzA647H/Wm5BIe01D5XwqlUJrayv6+vqUnl3XdbS0tCAajaatPslkKq0xpq/JhRxm5YhMQysCfb63txfHjx9Xzv/w4cMIBoPw+XzCsrH5i7TMIrAaeJoc021D0zSDGJPrXC5X2qpxSUlJmucfmiTruj4mbZCBsaVBLjqCzJvx5rvCVbVfZkKJtzEkX+Q4ExB/t4BavZuZYuQC+WoP7Hsjg68qiOYqX36jWUJqpskn71m2XMm7PtfI1WSHh3xqKXSBqdpJpCMejxsEmdcWCOlgiTGRXTQ5NiPKNOwklzRhPXHihKlZFo3Ozk6Ew+E0L0GysonMGHjlER0T3cd7Lt5v2bUyLXtnZ6eluhkYGEB3dzfq6upMtduZlJUFTX4JOSamFryxnbxzQpRZgkznRfazjDUUi+bXLhQFQaZnXfQx0bWqLyDXZEq0VMcTPLJoXzLkc/MiPSNWARmAeFpSu+udrku6beSrM2ZaN8UCEWGmibUKoVZBMWmOzbwXjCVhPhbAapCBdG0t8cFOTCnIRJQQYTKJZYmymRbZTAsrIqvkGO98KpVCV1dafCxTRCIR9Pf3o7a2VloWlXYruofWhNLlF8lYlXzobxXouo7u7m5Lexui0ahht6tCwNnjot+8MYVuc2y7YeuPTotui/RGbZ6ZxUk3b8WPoiDIQOaDaia2jnYROJWd0dmQYzsge1Z2KclqPWZyTyZQ1RTkIj8CVV/AKpMiq7A6YInuk5Fkcp4GT0OiUg4V84pMnkdG5EUDpVk+Y0mYjwWQvQ1ErtNEJZVKweVypW3AIxNXekJK/+atzsk0yGZjA1HmiII80f0/k2V04irSKgEWHacJHvubvp69X/RfRf7KjtHnRK5ERSBaVyvlBcTmFzzQURfJvew3OyGiJ2FA+qZP0j55+WfiOnM0YCzJ1KIgyKTx5HN51QzZbjLKpJEUumGJCFIm5crm3kLCbLnNyr1mhDPbMrHgEVNVkqx6XgX51iDL7AzN5Mpoa59jHUQjzILedEc2SfFMKej7ReYVMjMLO0wryO9kMmnZX7yuf+AxhtVishpPXl+VKUPob6uTfV4/UpUTbN6k7JkQxHg8Dl0Xe7Cgy0sfV5koi+Qkb+UBgGFCR9odIdb0xtBEImGYkbCRHkn7LCbeYwfGkkwtirVQTdO4SxH0ed49qmlbOW4VbGNQFbK8+1hYIei5Il/ZNPbR1lFkdZFJ/Rar4BO9F5HWRHYPi2IyryCypJjKdBJqIO9N13XDnIKQI5oo05o7mnSJCDFLdMxW93hL47yy8n6TcMSZPHe28lym9aWPi8ZaVYLJI7/0PaK6o8d8KyD3iLTgbFmtrBbLxnK23bArr+xkjfwnEzvi+pMNWjLaxsgPG4pCg0wCFciEQj7cRmWbJ69Dia6zG9mmKSISMgFjNjO3IpyKHeRZrTyPyiClel4VKlpkGejnE2mpsoHdkxCV/MyiBJ5E8YCWocRzTDweH7FJlkdMeFo+GUnm5SkqEzHxAMRL+Gw6DofDsi90h8ORFiiE1SLT4JlSiH6z97OaZPYeNh/Rb1o+yO7jaaHdbrd5hTDp+Xw+5QkEa5KluppG76sRae7Jf9ImnE5nWvugzTRYTbnb7U6LHjzWMJaeqygIMhnUVWbr+UYmHi2sNpBstcdAdmSU3EsmKarpqGgBrCzpFRJm7c1q3ZhFpys0VIivaGAWQUVTm8slRVb7Rv7LtITF3i4zBW37ONpANG80OeZ5qKCJL893MPt+M5HRPFJKxit2oxs5T+rd6XSiurra0rO73W5uIBS6L4oIGwseKWbvkU3izfo+jxyrrvZqmoaqqio4nU5lUwuPx4OampoR6WS7msyrC96kh60P9jg7uaPt4+kyjAW5I9pcORaejUZREORAIIBkMjliWcYuiDq6KnkzI8kiwUuOy/KxqzHZkQ5xTyPTVPCuV8Fo1yY7nU5pO2DrweFwFGxpX1WLLGubvAFZBCsrLWZLtXbD4XBI/dCO5jYpQ09PD6LRKNdnbDGDkONYLDYiGp6u62kb81jywbM5JmmqKiFo0kMTYPZalfbudDoxbtw4SySwurra0CCbaYJFBJi9nn0u3vU0ZBpj2W8zcsz+Hj9+PNxut3Ld+Hw+1NbW2ioreBMO9pxoUkFfT28oJf9pu3nSnthVkNE4gQUgjQI4lmRq0RjneTyeEYO61aWUTJDty5RpJTJNOxNTEjuWrl0ul1DrydMusJsOsiljIaFSLqfTKbQn5N3vdrvT7OqzQS4nUSyJ4GlIVPJX6YPZ1AObvgppVzHdYglVpp+TsAc0kWCDfqRSQxEqaW0ykL7UzSPGqu9LpJ3lERlZmGP62kmTJqGsrEz5+SdOnDgiSAjvtyhP8puUWZXgmimmzMrBKxOQblrB5lNbW2tJw97Q0ICqqipuGWQk3Qpogss7LmtPpB2SY7FYDPF4PK29kjZNYggU65hoBrOVhbEiV4uCIGuahtLS0hHLo7Lr7cw7GxJutmwjcqElOpYpsk2LLAl6PB6l6x0OhxHRarTCymqFlefVNG3U1Y2MNADFM7kx00CzA/FJgjy6QCY1rFkFIR5kwx5PO8w7xoJ3zmxiyNMiikDfo2ka6uvr0dTUpPTsLpcLc+bMEQaXoP/TRJh3nUhzLCKWZnmxv3nneGWQ9b3y8nJMnz5deJ4tx+zZs6U23VZklEqflbULenznjfWpVAqDg4PczXtkBUR1rB1tOEmQcwC/3295926+tZdspDKSrqgjmZll8FDI4BKa9sEmCNF58u3xeCxvsqDTKDQyKYfX61UKHe12u+H1ejMuG4tMymrF9zat+SD/2euIGQXvuApyOeEVadYcDkeas34exoogHytwOp3wer1c7TEhHbFYzDhGm1+wZFnl/fDIMiC2RxWRPpYgknRKSkqwbNkyJW8WEyZMwPTp07nmWTKCyyPGIlLLpmFGiGmYkXErWmaHwwG3243FixcrbWSsrKzEwoUL0/qyjICbbcwVjdv0f1a5JbuefNPmP+Fw2NAg022R/Pf7/abPPRpxkiDnAGRAA0buPs0HqVLJg+0wonCT7G+REC5GeL1eqd0ieU9E458JrGhuc4FM83a73WkhYEUDZUlJia0b9DJtL5l6YOGBJQxWkO27lrUzMx/Ist3iY0mQs0ilUujv7y90MSzD5XLB4/GkkWOaWAwMDKSREALe+xD9Bsz7Bk9mm61e0P/JMYfDgcWLF2PKlCmmz33aaaehqqpKyYSBd8xsEirT/sqINnveCjk2K9O0adMwf/584TXAUB2uXLkSjY2NpmkS0PbjPNDvU6Tgov/z3LPRijD6P2mfoVAobTLHuiWkvZWMJui62Ie1nTK1GORqURDkeDyObdu2GTawolmv1YHSKmQdijebZMvJvlCexk2GQmqPgQ/q2O/3C7XDmjZkDjPaNv/YAU3TUFZWJjSfIOS4tLQ0r5M7q+C1SdmGJSDd/yj9bdZmMxnsswE9mJMJrIwojhVBziIej2PDhg2FLoZluN1ulJaWjtC2kU84HEYkEpGSY9E74REf1ffHmjOoQtM0VFdX45JLLkFlZaXwmiVLlmD58uXSibWZSQN7nYj4qvQ50Rgs00yz5RKVgR6rS0pKcP7552PChAnCskybNg1nnnlmmkmCGQmn3ayJyiib9BCoTMLocwTJZBJ9fX2GORDbngEY9tSjDZFIBL29vcLzJwlyDlBaWmp4RVDpxJkMrLkYjM2WcgpNejOBx+NBZWUlPB7PCMFWVlaG8vJy2yYk+SSQ2eZHNJKVlZXw+Xwj6qakpATl5eWWtceFINGs8OFp5WjQz6RKku3uw2akgG6TmjZkf2y2QWqsCHIeirVcMng8HoM4sFpkYGhw7u/vT5OtLIkh3yJCI5oM8gg0DVViyf52OByYN28errzyStTV1aVd73K5sGzZMlx22WUoLy9PO6ey74Wn3RX1E5mW14xwmt2rqjXmlbGpqQnXXHMNmpqaRsjUGTNm4Oqrr0ZDQ4Py84igMmliwTPfYe8XtbO+vj4juA1NjomfZbYtjBaYybyxRJCLws0bMGSDHI1GuRv1ZLN3qzN7s+vp2SUBT3tMwGrWCOhOwR7nIRsinYuG5PP54HK5EIlEEI/HoWlDG8+8Xm+aCUwxNGIVZEtC6bbodrtRVVWFaDSKWCwGTRuyyebZKBcaPJdvBESDwmo2eNeYTYjYfAqlOadJCZnQmS21jlVEo9FCF8EyHA4HamtrR5AN0kaj0Sh6e3sNeckjyTKZK5OzmqalpUf6Bn1cBp48JPe63W6sXr0aEydOxNatW9HW1gafz4d58+Zh4cKFKC8vH5GnruuWXEuajZPsdWaEk73G6oRXpNllzzudTsyaNQs33XQT3n77bbS0tMDhcGDmzJlYtmzZCNduKr9F/3nPTYN9B7zz7G/6WnIsFouhq6srjWDTsjYTH9nFApEPZIKxJFOLhiA/88wzuPDCC0cEDLHiY1X1WivETkaOAXA3X9DXsn4Pix103bhcLvj9fuO/SLOQ7XPlmmjbRY7p/y6XCy6XK81naab5mgntbCEjyeS8zD8nL2SubCCx81kycR9H7nE6nXjnnXekAn009MlMcd999+H6668v2GQlU4wfPx4OhyNteZoQjWg0iu7ubi5RIdeQdsmSbBoybSLv2mwUMeS3y+XClClT0NzcjHg8znVDyOtXvHGNlz79m9c3RYSXfi5VQsy7Tna9aF8R/YwNDQ24+OKLjf5KXL+yGmfZeERAR8MjkMkskiYxzbCikea1jVgshs7OzhHuB8m1fr8ftbW1pnkUI5577jnEYjHh+bEkU4uGICcSCZSVlQldvdlNolTSk5FtOsSkCIQgm3W4YjfDyMcAmyuSnOuy25F+IQkMqXOZs36n02m0c1kQEjMiTsOOZ2Y3ydLLvbTLwrEksK0gFArlfPKVCzQ0NBjtiF3doIkHTYR5m6hYyNoBj3TxSDgBWVUh+YoIK309OUb3J7asIjlI6oONykbSYH/zSL2MXFrRDpuRaNGE1ewecpxsrFWxIxaB3Gsmj0STCN5xki+vTtm6DYfD6OrqGqFlJjKyqqoKFRUV0rIVK8LhcKGLkDcUDUH2er2orKw0ZtQOh8OIrkcgEkq5IFeswKW/aYiizxEQN0SFiqpGkEstLU8TkU062aZlJyEYbeQiE5CgDDRoYS/yJcwjX6Stq2qfZOAtx6oM5EROuN1uqSslEZE6icJiwoQJ8Hq9CIfDXDl84sQJI0ogS1xEHx7oc7z7M4FIm8t6VZCRLBFhA6ytkrLPSh+n82eJqArpVSXMbB/mTWhlq1Cq+fLApi16LhUFFpFpvHpk34+u6wgEAggEAmnpkHblcDhQX18/at28mU00x5JMLZpNekeOHMHRo0eNkL5sZ1KFFSIqSp+nOaCP0QKKjj7Haxxm9jp2wG4Sl2l6hSaTmbaZXKRld11kK3RkgypZ5RCBjbDIRjFjy2dm52k3CCGmNciEIL/22mvSe2WkysqnGLFnzx68/fbbhS6GZYwbNw7V1dXC6HjHjx9P02IRDTLP9pgmMiq+wUUaVtE9ZuONiKRl+s3Lk0c6eeVgv1mCanYv7zibHg0zcgyoma/QeWTyrlSehU5TpBBjfcWz5aCvaWtrw8DAADdtTdMwefLkUenmLZVK4c9//rP0GrtkajHI1aIhyIODg8ayKDvYAfkjXzJBygO9XMYD0SCLYId5hUpDstrYCk2SVQmqSHgWEoWeKIggamuJRELaDlUDwogGDQIr9aK64Y836BLbzoqKCqk7IlLOsSDIeQiFQujr6yt0MSyjuroa48aNM+qWbZudnZ3o6+tLI8U02WPbIft+eO+NpxlUIW1m50XkWNY/ZN90G2fv5clMdtJo9iyiMdeMDLMQ9V9ROjzirloXbB6ivHl1btZ3yXmZG0yWVKdSKbS1tQlNEcgGxEKvKmeK1tZW6fmTBDlH8Pv9XMN81sCfhsoMWwa2A5mZVrAdxel0SqMkkbjronP5Qj5Jm5150QJTJBDtnETZqYUeDUilUojH4wDEpNbtdkvrhHefVR/gKmD7uIgca9rQJsqysjLTCGZjRZCLEAqFCl0EyygvL0djY6OwzfX396O1tTVN+8i6gwPknoh4yOQ98myCaZhpX2VaWzMFES/iHu9eYKQ5iYhMsxMFEeEW/SflYp9PJL9lz2j2XwSZ1w/ZJF5V0cQSYjbdaDSKQ4cOcc3WdH0oxLRqiO1iA/FqJcNJgpwjPPPMMygpKRFu1CP/7Z55qQ7+vI6naZo0prqMII9l5Ipk5nJVwS6CXczgLUMTbwE80JvdZGmZTSbzUS+0pszlcuHQoUM4dOiQ9J6xIshFuPfeewtdBMtwuVxYsGCB0N42HA7j6NGjXBdaQLqiw653o6KtVLknU+2sSO6ZuYBTIaqy/GUaXxFpF9WVrC5kMj0Tosy7xmpbYK/nyU66/5PzAwMDOHLkiDC/6upqTJs2zVJZigWbNm3C7t27pdecJMg5gtvtRmVlJVwulzE7tqLRy1SLTF4Gb8BXyZMNqMGmS+Kx07BLe2ylEVklKdlqU4udLNqNTJ630HWUTCbTJnBse3I6nVITC6she1VgxZ8yjwgQUl9TUyMt31gS5CKMRl/ImqZh7ty58Hq93PPJZBJ79+5Nezb2HagqPWRaRJZ0s8dk5bfyn3fcjJTSk0EV0wnZ/2w1u6QMsnKYKTVkGmaVb7Y8BOz7FEF1ZYG1QybtgT52/PhxnDhxQpheY2MjGhoahOeLGWbmeHbK1GKQq0VFkPft24dAIGAQZJXOIDtuBVZNK2h4PB6pHTKJpkPDLi14rglWto00W5KdD9hRxmJ/RhF4kzcaorDaPIj6jR3Cjp380u+M/k8Gap/Ph40bNyqVeSwIchG2bt2Kffv2FboYljFz5kzU1NRwz+m6jpaWFvT19Y14B/Q3q9lj0+D9ptsZIUDsfSraTtk5mmzL7pNpm9lzZiRZplGmj/PukxFc2vzRqiaaPkbXicq4r0p8RefMCDFPlgEj65nnXvDAgQMIBoPctB0OB+bPnz9qw0w/+OCDptfkkyBrmnavpmkdmqbtpI7VaJr2vKZp+4a/q4ePa5qm3aFp2n5N097RNG2ZWfpFRZCDwSD8fj/cbrfUDpkMhDywA6kZ7Bjg3G43N5ACAaul4+24zhS5HpztIrjFSiCLtVw82PWu6ShksVhMqEXTNC3j6ICqk0sWmUTjYwdiEg5cNEix5RzLBDkQCIzYTT8a0NjYiMmTJwvPd3R04OjRo0ItHjDUFmT+vXkkWfQuZSTNquZURlLNruVdR4+RZjbJ9D0s2VchtTRUSLmMePPyEV0nG4d478xKnxRNlngTJNZ0hyb4mjbk/3jXrl1CO123241ly5aZ7o0oVhw7dsz0mjxrkO8DcBFz7OsA/qHr+kwA/xj+DwAXA5g5/PkcgF+bJV5UBFnXdSMEZ7bu3ghUHIVnoz0GhpahRcuB5P5oNGqkY6cNtdW6ybQuxxpJtpP4F7JOMwWZpIkiIum6btqu6bTo+0TpmQk81aVi3nEyaSYEOZFImHqwoMs1VgmyruvYtGlToYthGRUVFVi6dKlwcjYwMICdO3caXoII4aOh67pwuV10jG1rsnsy6b8iIsj+NyOWMgIpM3cQ5aVynIBNn1cGWRqi683ypa8TXc9u6FfUQgrPySZObN/XdR09PT3Yu3evML2amhosXry4qMZCVRw/ftx0TweQX4Ks6/orAHqYw+sA/H749+8BXE4dv18fwmYAVZqmTZClX3QE+eDBgygrK0sLGKLSeTJpcHYNbJqmwefzpUV/YvOhiYid3iusPkM2z1xoQmkH7Mw/23QKTazi8bhUw+ZyuaQbUGmYLWPb5dXCzLzC5XIZNtNm7ohIGU8S5OKD0+nEqlWrUFJSwj2fSqXw3nvvGdpxmsiovhMeGSYfloTRpJjX73mEkSXSMm0ojwyLfvPulZFF3nPziKYsD9Fz8pRYIlIsqjtR/iryVaThlZWFPi7THvN+8/Ig/5PJJA4cOID29nZheadNmzZqPVi0tbWhpaXF9DqbCXKdpmlvUp/PKRR1vK7rx4d/nwAwfvh3I4Cj1HXHho8JUVQEGQAOHDiAVCplRKijP5mYWQB8QUFeQCYb89h0ABhabxHi8bipvWc+kC1BLBZyWeg8R3v5AaStavDyIh5lgMyXLFXPiYIfqA6StEzw+Xx47733lMo51gkyMLTzvKOjo9DFsIylS5di/PjxwvOHDh0yvAUQUgt8YD4AyD0P0PewsOO9ZqtRFaUjIrgibbJqWXm/VZ5NpVyi60VlED27WRnZiHei6+nJi+xdy46zacTjcbz55pvCjbEOhwOnnnoqqqurueeLHU8++aTSpmyb5WqXrusrqM9vrZRZH0ok445cdAS5q6sLFRUV8Hg8aSRZBVY7uQis5ksFbrdbqm1LJpPC5exMkakAt0Pw24F8aZPtzseOtPL17CIkk0lEo1EpYTWb9LGwS4tspV5YMuByuVBRUYFAIFD0xDVfaGtrw+DgYKGLYRlNTU1YuHCh8Hx/fz/eeecdJBIJaJo2wj6UR44JeBpEFiqklsBMc8nLW6Yplml3eRpuGWE28zLBKwO5lr6XF8CLfR5ZedhreM/B3ssrI32crld6Ms+mZyYLRDJH5Th59x0dHdi1a5cwr7KyMqxZs2bU2h/v37+/0EVQRbs2bDox/E20A60AmqnrmoaPCVF0BDmVSmFwcNDYHMRqjVmozpBZWzQV7bHVzUUlJSXSwT0SiRTFoF1sBC+XRNHutO1KL5vVCjsQi8WMjaO8dF0uF3w+X8b5W9EiW+nDrLaYvA9ikkXMQlQ26JGyjHUNciKRwM6dO80vLDKUlpbizDPPFCoekskk3n77bQSDQYMUyTR+PGIlU6qQa+h7eUQXGNmGeeVhiSE5xvtNQ6ZNFp0XpUkTZVG/Y8+zafLGZFF+smtkxJinATarGzqqIg+8NOh3zIPoODFNI++SmPwcP36cez0ATJ48GUuXLhWeL2b09/cr2R8DRbEy9xSA64d/Xw/gSer4ddoQTgHQp39gisFF0RHkeDyOd99917BDpmeuwMhBkoVM4Kkg05eiaUNL0iKNG1mCMYtCYzXPQsNOkmzn8xR7eoWEruuIRCLSCWBJSUlGmg6zSSWrRRaZVrC/ZaA353m9XiSTSbz//vtK934YCHIsFsOzzz5b9OVk4XA4cOaZZ6K+vl54zcGDB7F3715D4cEjVzISZKVOeDJARJJJOWQEUtTWzcgzLw1etFkZmWb7HU/DLCKwPA0tr07YCYGs7mRpqGp3ZbIEkK9g8SZP9LXsMTqIja7rCIVC2LJli3CV2OFw4PTTTx+1/o9bWlqwbds2pWvzSZA1TXsQwCYAszVNO6Zp2o0AfgjgfE3T9gE4b/g/APwNwEEA+wHcDeBms/SLjiADwBtvvAGHwzHC3ZsdBIWnPc4mLRper9fUm0UkEsk6XztgN3m0M61s07ObyOaCGGeaph0kJ5FISM19HA4HSktLhbb7qrBKTGR1InNfRc47nU74fD5s3bpVeSL6YSDIAPD4448refUoNsyYMQPLlondlYZCIbzxxhuIRqOGJo98i6CiRVR5pyxRFOXDI5pWf4uILtsHaDLK09jy7lFRQPG0virPxV7DI/Ky5xSlZ0aOgZHafvY+mVwyk1ns6vOhQ4ekk3K/348LLrhAyStQMeJPf/qTctChfBJkXdc/oev6BF3X3bquN+m6fo+u6926rq/VdX2mruvn6breM3ytruv6F3Rdn67r+kJd1980S78oCXI8HkdJSYkRgIPXaenvbLVQvE6RSYQwp9OJsrIyqQCORCK2hp4uJNFiy1FIomznJCrTMuQDdpQnHA6P8F5Btwev1wufz5fTZyf5mYXKZY+RDy84iMvlQmlpqaXJ74eFIA8ODkp31xcrysvLcfHFFwuJha7rePvttw2fyOQYz+SBfLPvi0fGeO2P3MeSLBWSzP5XJcMiksqmRRNc3rWy9HjpyzS4IvItuk9UB+Q3GxRMNBmQgTWvYMvDG+NlZFmUJ29sj8fjeP311xEIBITlmzdvHk455RTT5yhGJBIJJf/HBPkkyLlGURLkUCiEPXv2GCYLorDTVgZwOqJXLj1JlJaWSkPzJhIJW7XImTaiXBBKkq7d6ZkNQPnOczSDtD9Ru9E0DWVlZXC5XMJrzNqcymY99pisvmU2ymSAJSGxvV4v3nzTVDFg5D9WBLkZAoEAnn322UIXwzIcDgfOPfdc06AhW7duHRGMCRjprYAHWV+Q/eedsxr6mb5PRCrNJotmpJdVMKmOo7x7ePfJ0mOfj70PUNfcq8hks76oKtdFZeLJtqNHj+LNN98U8gqXy4VLLrkE48aNU8q72NDb26ssO+yUqcUgV5UJsqZpTk3Ttmma9tfh/1M1TduiDYXte1jTNM/wce/w//3D56dkUrBQKITS0tIR7t4A/oBpZn8kAu8lZEqgNU2D2+1GaWmpMH2iRZb5n1WFHQ0oF43QjGBmkqeZsFaFmQDOBzHOJo9s31c4HJauYBAtrF3BbDJ916JjPA0RbV6RTCYt9a2xIshV8O6779oid/KNKVOmYO3atcJ+k0gksHHjRq6GnCZhPO2f6FreefZakbzgebSQEUhC3kVtnPeb/k6lUoYLUZKOTJbx+pCZbBWRcDpvXnlF5TDLl3eMfR+0jBLJK1brr9pXReSdvCuCeDyO1157Tbo609DQgEsuuSSjiKTFgD179lhS6n0oCTKAWwDspv7/CMDPdV2fAaAXwI3Dx28E0Dt8/OfD11nGtm3bUFlZabh7E5lZqJAauzXGMk2Ew+GA3++H0+kUXheLxWzRIueDzGUD9t0kEgkMDAygv78fwWCQG+Y4F9D1oWWwUCiE/v5+hEKhETaq+arLbPPJ5v5EIoFwOCyt89LS0hHeK3IF3oqO7PlYbRQhx7R5xYEDBxAOhy2XYbQLchVs2LAB/f39hS6GZXi9Xlx55ZWora0VXnP48GFs3LgRiURC6J2IJckqBFJ0jgWPgMvupYkx8IH9MK8MIqKcTCZx5MgRPPXUU7j//vvxl7/8Bbt37zbGFhnpVSHGMiKdSCRw4MABPPnkk7j//vvx+OOPY9++fYbLPV5dmeXDPh+vDDR4kWll70dUJhnMJgtHjx7Fa6+9Jpx4OhwOnH/++Zg3b540n2KFrut4/vnnLYWrH0sEWWmbuqZpTQAuBfADAF/RhlrIuQD+afiS3wP4bwzFtl43/BsA/gLgF5qmabrFp+3s7ERLSwt8Ph8GBgaMgZDMVOldpATsMU1L940pK4KdL6OkpAQlJSUIhULcdHVdx+DgoGU/s7x0sgU7I84VotEo+vv70zaHEVJTWlqas9l1KpVCOBzGwMAA4vG4MZC53W5UVFTk3NaWBq2VKMTkxkx77HQ6UV5ePsIlIq+sZs+QSqWErq9450Xp0UuzNFiC7Ha74ff7LUeNy5cQ1jStGcD9GIrqpAP4ra7rt+cl82EcPXoUL7zwAq6++up8ZmsLVq5cidNPPx1PPPEE93w8Hscrr7yCU045BRMnThSmQ48D7LsXjRE8GckjszTZNbOtpwkbjyTz+gN9PpVK4Z133sEjjzyCjo4O4/jmzZtxyimn4Nxzz0VdXR2X3JHn5GlJeXmy94ZCIbzyyit48cUX0dfXZ6S1efNmrFu3Ls3Xr2xCYqalVoEo5DWtSafBHjeTY2zd0O8tFothw4YNUtdutbW1uPbaa4URIYsdkUgEDz30kKV7ioHY2gVVDfJtAP4fANLrawEEdF0noy0dss8I5zd8vm/4+jRomvY5bTh8IK9CU6kUdu3ahbKyMrjdbu5MmnyraJHpdLOBTHtMwCMaLOLxuCVNFw92kqxcErZUKoVQKGRojMknHo8jGAwiEAhIg1ZkikQigWAwaBBzevAhedu5YVKGQpPjWCyGwcFBYR1rmobS0lKuIM/2vajcz+uX7OAn6vtOpxMejwddXV2WPTXkUdORAPBVXdfnATgFwBc0TbNVrUTLVN75VCqFRx99dFQOYJWVlbjmmmtQXl4uvObw4cN45ZVX0laHVOR1JsRMph0lUDFTEo1dPK0xXebe3l789a9/RXt7e9rxUCiEDRs24P/+7//w7rvvGgoJkRaa/s/b4Ed/dF1HW1sb/vjHP+Kvf/1rWjAeXdcRCASwfv16tLW1peXBeq7g5a+iBWYhuoclwTzZIdIo02mw6bHYv38/XnvtNelk6PTTT8fq1auVnqcYsXHjRksb9ICxpUE27cGapn0EQIeu62/ZmbGu67/Vh8MHihppT08Pxo8fD5fLNcLMQgRWKyUjxCJibgeIFlnWAQcHB231i5wpcq1FlrkVI67vAoEABgYGbHO/F41GEQgEEAqFuMtfhCQTrXIuwBs0syXHmZSVtDUV7XG+ybtMowfwNVq05tjpdBreYzweT9Hayum6flzX9beHfwcxZK7WKL/LGmiZKrpm3759BQ93nynWrl0rJRuJRAIbNmzAoUOHRmho2Xek0s6t9DW2DZvZx/IIHEvi6N/sNUeOHEFrKz8IWCqVwsGDB/G73/0Of/3rX9HT05NWH7yPKD/yOx6PY9u2bbjnnnvw5ptvCset7u5uHDhwIM0mmSaYPGJO6k1F0cVG9WPT5EH2HlX6L6s5BoBgMIi//e1v6OrqEt5XXV2Nz3zmM6isrJSmX8w4duyYpSicdsrUUUGQAawBcJmmaS0AHsKQacXtAKo0TSMmGnTIPiOc3/D5SgDdmRTu6NGjCAQChikC681CpGEikA28doKXvsvlUtIiy7R6+YRIYNqRLi8fGoSs9vf3IxAIZBWSO5VKYWBgQKqVzkTTowq768+OtCORiJLtsdXNedm2WxlRk2mP6f7vcDjg8XhQXV2NjRs3ZlWeLFFHtLfDn8+JLtSGNi4vBbAlb6Ubxq5du/DGG2/kO1tbUFdXh09/+tNSLfKJEyfw97//3ZCrKsTLTJtIn5ORPV4aZlHrRPnQ37QGluxx8Xg8pv0vFArhueeew7333otdu3YZE2QeIZdFxyOa4QceeABHjx5Veo6SkhJTn8q85+ZBFCpbpNkVaYnNJgJ0uqL/uq4jmUxi69atePPNN4XvQNM0nHXWWTjjjDOEz1XsSKVSeOCBBwpdjILCtNfquv4NfcgB8xQA1wLYoOv6JwG8COCq4cuuR3o4v+uHf181fH1GI2kkEsGxY8dQWVlpmFnwXL6JhBLzHLJnzKR4UpBgCzLbI6LZU3XAzUMuyVg2IMTF5/NxIwzyBBOxF+7t7c1Im5xIJNDf34/+/n6uZphHjMmmNI/HI7R3zQS5eC+ZzKrJxkhZXapM5jKB1fcni3QFjHSFRTbneb1eaJom1KjJYKOmo4tob4c/v+Xlp2maH8CjAG7VdT3vO+YikQief/75fGdrCzRNw4UXXojTTjtNeI2u69i0aVOa2y0VDSF9nWhcoTWibJ6y+whkLuDYPFgFkMPhQGVlJWbPno3Vq1fj/PPPR1VVlTQtYGgj3549e/C73/0OzzzzjOGrl82DNwlNJpM4fPgwHnjgATz77LMIhUKm+ZWUlGDt2rU49dRTMXfuXNTV1cHj8XBJuZlCRlRfMi04jwRbHfvNlDrHjx/H+vXrpRvX6uvrcdNNNym9o2LFwYMH8d5771m+78OmQRbhPzC0YW8/hmyM7xk+fg+A2uHjXwHw9WwK+N5776GmpsbwZsF2MJ57NzLQsgN0ruyPRXC5XKisrJSG7CX2uZm6X8plI8pEY0kTYxLoxefzCQkYmwfRJvf19aGvr0/JBEXXh1zn8Yi1SAhrmga/32+Qd1Jmr9eb1s5UkAvNuywvVei6jnA4LLXvJvVQVlZmmpYdsJKO7N2RFSWXy4WysjIMDAygs7Mzo/LkS5BrmubGEDn+o67rj1kurE147rnnspqUFxLjxo3DZz/7WdTU1AivCQaDePrpp3HixAnjmApJkmkjRdeJ+r1MJljRKpP+OXPmTKxatQrz5s1DfX09lixZgksvvVR5c3NfXx/Wr1+P++67D3v27DHGGxFJDofD2Lx5M/7v//4PO3bsUBqfiNb0rLPOwvjx4zFnzhysXr0aS5cuRWNjozGRVYEo7DWPAANybbJoAsT+ptNi0yTHotEonn/+eRw4cEBa9nXr1uHMM8/My5iQK2zdujWtD6liLBFkJS8WBLquvwTgpeHfBwGs4lwTAWDbNumdO3dizZo1KCkpMewoaU0TO3PMplLtts0jGsqysjL09fVxr9F1HbFYDOFwGH6/33IePI2G3SB5yOqYkBa32z1CaDscDmNA6+/v59rCssIulUoZNtp+vx8+n487oBCTioGBASSTSaXlUofDgfLyctTW1qaVlV7KS6VSSCQSaWnKypwPWM2PaORl7cPtdqOyspI72VSBaGCy+zra9ph8k4mN3+/Hk08+yUlNrfz5gDb0UPcA2K3r+s/ykqkAmzdvxoYNG3DxxRcXshgZQdM0nHfeebjwwgvx0EMPCd/fgQMH8Nprr+GKK64wFBQiGWYmQ2Xn2eOi9Nl7RCSZHoNcLhfq6+sxc+ZM1NXVwel0GmWprKzE178+pHt69NFHlbS7yWQS7733Htra2rB27VqsWbMGFRUVI8rY09OD5557Dq+//rqy/anH48H555+P73znOxg/fnyad5mysjJMmDABnZ2dOHz4MLq6uoRmdCIlCv07kz5rRqZ5pJkd94AhG+utW7dKJwyTJk3CjTfemNF4XiwIhUK4/fbbM7q3GIitXSjKSHo0kskktm/fbphZ8OyarJpUqJxXhVk6ZGnM4/EIr0mlUohGo0W9eUakNSFkxe12GxpjHsFxuVyoq6vDuHHjpJsX2fSJNpmYTdBlIeeCwWCaRkSWttvtNsrBeyfkeVwuFzweD7xer2kkqnzBaptNJpMj2hSdBmmb+fJ7LINo0sVrd7TvY5/Ph0QigX379mWcb540HWsAfBrAuZqmbR/+XJJRobNEMpnEH//4x0JkbQsqKytx8803o7m5WXhNIpHAu+++i8HBwRFKFFH/NZvEiUgU+bCkWJaHTIY4HA6UlZVhzpw5WLFiBRoaGkasnjocDkydOhU/+tGP8JOf/ARz5sxRnuD29vbiiSeewH333Yf9+/cbG+pSqRT27duHe+65B//4xz+UyXFdXR3+7d/+DXfeeScWLlw4QiPtcDjg8/nQ3NyMFStWYMmSJQbhp5US7MY7M+286BjvvFk/VZkA6fqQpw6RsgsYmijceOONWLZsmfCa0YDdu3dj69atGd37odUgFwq7d+/GmWeeCa/Xi2g0ikQiYfiEpCuSdHIV5EPzSlBSUoKKigr09PQIy1cMjcEqiCBizV/IOWAkIauoqIDX60UgEEB/f7/S0h3REsfjcZSVlcHr9SIWixmu41TLWlJSgpqaGu5mNNIe6EGSFuCJRKKgHkcyaa9mNtWkXRLwfBfTUNUCWwWbLvuc7ASF/Ce+rLdv357R5DKfQljX9dcAFM166wsvvIBjx46hqamp0EXJCKtWrcKNN96IH/zgB0IZQEyLSPsi71o0aaSv4RFeVgPNu4YFe73sPDAkc4it8cSJE+F2u0e0UbqMVVVV+NSnPoXFixfjjjvuwNNPP60U1CGRSGDHjh1obW3F+eefj8WLF2PXrl2mnhloOBwOLFq0CF/96ldxySWXGGZarAaWPlZSUoIpU6agpqYGBw8exJEjR9Jc0dHfdBo8QpzpKgBPQyybzND5l5aWwuv1IhgMcvNZs2YNrr/+erjdbmFZRgMeeOCBopep+cCoIMjEl21ZWRkGBwe5Gj2Zc3Ye8v0SKysrjYAVLMhgnyn5yCfZZ/M1C3bCeyav14u6ujr4fD4EAgFEIhGl8sdiMSQSCbjdbsP8QQVOpxMVFRWorq42NowAI5dcRQMYTZTzFf2PRSbk1Ol0wuv1IpFIjCiz2+1GVVWV1D6eRT615ixZZ1eMyIpFaWmp8s56HsaSMLeC7u5ubN68GVdddZX5xUUIj8eDG264AS+99BJefPHFEec1TcPkyZON1RERkWWJLk+WqhAvHmFmr+PlzZ6vra3FggULUFdXxw3SQV9LTDU8Hg+WLVuGn/zkJ1i9ejV+/etfY9++fUptu6urC3/5y1/wyiuvoKurS9k2vbS0FJdddhm++tWvYs6cOWmrcSKZSp7B4XCgqqoKCxYsQEVFBfbu3ZvmzYklpSLFi0yLLFqRUjkmk7X19fVYuHAhXn755RF8Y+LEifjKV74yaiedBL29vXj11Vczvn8sydSiN7EAPvBvWVJSkhZ6GjDvFHYh27RdLheqqqpGLOsTcmxmdpDLsmUCFXIsu5dsYGxoaEBlZaVyOsQcRXXTiNfrRX19fdpuanagYX/Lymxlo0mhoWkfbESkJ5Uejwc1NTWmG/NY5Lud0e+JTILJZMXpdKK0tBSHDh3CwYMHs8pjLCwFWkUikcDtt9+uZLtarGhqasK///u/Y8qUKSPOTZgwAWeddRa8Xi8Avh0wjwizx2TL/LxrWMWNTFaw19XW1mLRokUYN24c188vmx593OFwYPz48bjppptwzz334PLLL0dpaakwbxrxeBytra3K5LixsRHf+ta38JOf/AQLFy7kkmNg5MoP+8xerxfTpk3DokWL4Pf7pfJY9OzsNUD2copHzAlKS0txxRVXYNmyZcZ44nQ6MXnyZHzjG9/AeeedN2rGBxEef/xxvPvuuxnff9LEogA4duyY4ZIrEokYm/WA7JZ+8/kSiNF+X1+foYkku/BlNspmyLcGmQi3bMND0wS2pKQEvb29tkXUIxska2pqRhD5bDT1ROOai8h/ZsiknZOJSElJCRKJhBEQRBRiW2ZmUSjBz2qPiWa8srIybUd+JigGIVwo7Ny5E8eOHcOcOXMKXZSMoGlDG/buvPNO/PKXv8Tu3bsRjUbR1NSEj3zkI5g9e7ZxLY/48o6x17KrTLKymGmPRWUBhsaGefPmpWmOeUv8PNDnvV4vVq1ahTvuuAMPPfQQfvnLX6KlpUV4rxU4nU6sXLkS3/zmN3HWWWeluTAVlU+kkKDTbGpqgqZpeOedd4wVVivp8TTVImQrwzRNw6RJk/D5z38eO3fuxNGjR9HQ0IBrrrkGq1atymocLwYkEgm8+OKLJ2XqMEYNQQ6FQti8eTPmzZtn2KMmk0kkk8minbHxTD78fj9KS0sNE4FsGiKNfJFkooG0sjRvlh4hcV6vF729vVm5vQM+IIVkc6Td7cPlckHXdcvmFro+0vUgT0skQqbP4XQ6jcHM6/VK7ePstkE2s2tWAa1BpjfnRaPRrIJeFIuWolAIBAL41a9+hdtuu812H9j5gtvtxqWXXorTTz8dx44dQyAQQFdXV5oGVkSOzWQmez/vP08LTafPKwPbhzweD2bPno2GhgZu+GQRySTHWEKtaRoaGhpw8803Y8WKFfjf//1fvPDCC1m59vP7/bjmmmtw6623YsaMGYbCgS0PT2vO1gPv/MSJExGNRvHee+8JbcrZyQLx0hMOhw3PVi6Xy4iuSSbT5BjZt8SmJZJpsuepq6vD2WefDYfDgQULFmDy5MlFy0OsYMeOHRl7BALGnkwdNQQZAN59912ceeaZRpQ0MmBm8lJUhWQuQOzGgKHlLTt8kvKegV2uSKVShiBh64wQDzMfwOQau6FpQ5voiLlJb2+vZQJKNNI1NTXw+/1Za7hlcLlcSKVSlvw0h8Nhros71nUZ+WajRxJkKohz9e5kxFnV16vZM9H143a7UV5ejra2NoTD4YzKTDCWhHkmePrpp/GDH/xAGp2u2KFpQ5vVqqqqoOs6jhw5gvfffz9NrtJynv2mIRoTiPyMxWKIRqOIxWIYHBxEf38/BgcHDZeURHGjaRpKS0sxefJkNDU1wev1jugnuj5kj9vY2IhJkyYZ8srMfpb9LdLQejwerFmzBtOnT8fvf/973HXXXWhtbbUsU6dOnYpbb70V11xzjeGuU2TiwI6rMgJNl9vlcmHy5Mno6+tDS0uLMT7xyCkw5Kd5y5YteP3119HR0WEoVOjgQSUlJfD7/cb+k5qaGtTV1aG2ttZwHUp7KeI9D6/c5NkcDgcaGhrQ2Ng4JsgxADzzzDPCDYiqGEsydVQR5K6uLhw5cgR+v98gG7QW2Q4SkW+QXcqZhlemhX0qlUIymTTqhXzTxJhcy9OqOJ1OlJWVoaysTCgwrAbRsAraVjsQCBiBP8w0PcQ1EjGpyPX7J3XB2wDHggykqnbT5JsmhYTcEj/TxJ2e6nOSgSMX9ZKPuqbrwev1ory8HFu2ZB+peSwJ80xw9OhRPPnkk/jUpz5V6KLYAk3T0NTUhHA4jIMHDxp+zGmZZ2YOQeRoOBxGf38/Ojs7cfz4cXR0dKCjowPd3d0IhUIIh8OIxWKGfKWVD6TNVlZW4rzzzsNFF100wiaYKAWmTp2atjRPazppiLTQPBMOWjZMnDgRt956K1auXImf//zneOmll5SUMh6PB2effTb+4z/+A6eccgqX5IvqkFcunqabXKfrOjweD6ZOnYrOzk6EQiHhGBSPx/GPf/wDjz32mJLHDnIfmVyXlJSgqqoKDQ0NaG5uxqRJkzBhwgRUVVWhrKxMKCfp9kMmQNOmTRv1HisIent7bXH/OJZk6qgiyMlkEq+99hquvfZa9Pf3IxaLWdKuWfV0kS+43W4jMIUKaG0w0VokEom0wBYyLYkszWAwmLYkT4MsVeUamqYZ7tz6+vrQ09MjJZeEVBNf2fkCIWwyLTIJ9axqMsK+t2QyiXg8brRr2szA4/EY5i4i/9MEqtpjO0wisgUhF+QbQJr22O/3o7OzM6PQ0ieRjmQyiV//+tf4p3/6p4K/d7vgdDoxbdo0RKNRHD16lKvJBNI9UCQSCYRCIXR1daGlpQUtLS04evQoOjs7jYieZhN1GkSednd34+mnn0Z1dTXOOussOJ3ONNOIiRMnorq6mqtplaVNys8DT+taVlaG8847D3PnzsVvfvMb3HnnndINmpWVlbjhhhvwxS9+EZMnTx6xKV6k5ZaZktDHReSXENeDBw8K67q9vR3PP/+8MjkGYLzjRCKBcDiMnp4eHDx40JClfr8fEyZMwLRp0zB79mxMnjwZtbW1I/bakGd0uVxobm5GdXW1chmKHc8++yz27t1b6GIUFUYVQQaAtrY2AEO7SSORyIjgETSKlRCz0DTN0CCISDIRuPF4HLFYDLFYbITQtmPmRjQnrBaWaEzzCWJLPDAwIHVa7/f7UV1dnRfyzsJMi0w0+dmCJsxkMhWJRNIiynm9Xm6wFqJ5VkGxkSQymNIaoHHjxuGll16ypW+PJW1Hpti1axfeffddLF68uNBFsQ0ejwczZ85EJBJBe3t72jlCcmKxGAKBAA4dOoRdu3Zhz549OHHiRNZ7IFgMDg5i8+bNWL16ddrqnMfjwYQJE0bIVZH2ktXMsuYgZlpPp9OJ5uZm3HTTTXj66aexc+dOYZkvvPBC/Nd//ZdB3nm2uzzQ8sOMyPOe2eVyoaGhAUePHhWuqra1taGnp8c0TRUQs5menh709PRg165d+Pvf/46amhpMmzYNixcvxpw5czB+/HjDg5GmaRg3bhwmTZo0alaqzZBKpfDYY4+dlKkMRh1B7u/vx2uvvYZVq1YhFAohGo3C6XQimUxyjfDJb8D+F2dnesQuWdf1NOFMNIjRaNQIkiKLjmYHiBaa7vy0LWy2+VlJw8yMgAj+QpBjWsNpdp2dedKgVxIGBwcNEwRClt1utyXTikJrkFkTE9rUhGiPw+FwxlGeWIwlYZ4pAoEAbr/9dtx7772FLoqtKC0txZw5cxCNRtHX12eYTgQCAezfvx/btm3D7t270d7ebss+EBnIngq/32/IVr/fj8rKSqX7ecRUZMrA3sf+JytPsnuInS4vDxkRl+WtioqKCpSUlCAejwvJeK6IKZk4nThxAidOnMAbb7yBmpoazJ07FytWrMDcuXMxefJkzJgxw3AhOBawZcsWPPPMM7akNZZk6qgjyACwadMmLF++HD6fzwgcQrTFZDDNh+bYDrJIg5AAQoojkYihJc+nJpzVQNJL3uQ/D+zmDJnWwUwTkQnYNNnlPjveFW/AcTqdQi0xMW2wQyNlVle6rhsmN4ODgwahJFpmlbrOFTnmtR02L17etP2x2+1GTU0NXnrpJeUwuDKMtR3X2eDRRx/FrbfeikWLFhW6KLaisrISc+fOxZYtW7Bv3z689dZbeOutt9Da2pr1Bk8rKC8vN1ZxyKSPRBVVhV2y0izCpuo1NOyU4yQAUH9/Pzfd5uZm1NbWGqvJuUQikTBszzdv3oympiZceumlqK+vh8/nMwLRjGakUin89Kc/tWSyIsJYk6mjkiAPDAxg06ZNWLFihRFumDX6p79HC1KpFCKRiLEzmmhyzcCzr8sUTqeTu8ktE02pmdbBqgC2Whey8gB890+ZgEf8yW+y8ZFsJs3m/ViZUJCAKvF4HKFQCH6/H+Xl5aaBTvKtQWZXCFj7Y/LtcrlQUlKCcDiMbdu22Zb/WBLm2aC/vx+33XYb7r777oKsxuQCuq6jr68Pb775Ju6991688sorCAQCtppPqMDr9WL16tXGJj3SpsvKygq28mUmR1SuyRUcDodUTo0fPx4XXngh/vKXv2TtccEKotEoDhw4gF//+td49tlncemll+LjH/84Fi1apByUpRixZcsWrF+/3rb0xpJMHZUEGQC2bt2KpUuXoqSkBJFIBE6n0xjcWfdltPaV/s+SrkLZLBN7UqvEmIVVAsmCkDlRVD9VgZkrwcpOBLLNJxemDzxNOYlkRzyv0O+J9SxCtz87NOCEKMdiMQSDQcPtkWgAKgbzCvKb1R5XVFTgtddes3U5fCwJ82zxl7/8Bbfccsuot0XWdR29vb146aWX8Ic//AGvvvoquru78/6uNU1DeXk5zj77bKxZs2aErXExB5UopHKJNq3iKTFcLhfOPfdcVFZW4tVXX01z80b2fCQSibTN63aO6/F4HHv37sWBAwfwyCOP4KMf/Siuu+46LFmyZNRplOPxOH76058iEonYluZYkqmjliATO8Rly5ZhYGAAsVgszd0bIbsqdsh2m0qoIpVKpfnSzFbDyNOY0rbD5LfIt67b7Ybb7RYudRcTiq08BCLSSXxuAiMjdRFiTOzPeZ9s2yexrSOBWCoqKlBRUWFpkM5lnfMCJNDkmGzK3bFjh635jiVhni2CwSBuv/12/Pa3v837hly7EAqF8NJLL+Gee+7Byy+/jEAgYOs7JlEcS0pKUFZWhvLyciP4U2lpqeFVJpVKobS0FNOnT8f06dMNr0C0GVihJqNkZcvsmkKBVhSIFDWlpaVYs2YNli9fbtgqE08VsVgMkUgEg4ODCIVC6OvrQ1dXFzo6OtDV1YXe3l4Eg0FEIpGs2kYymcSxY8dw1113Yf369bj22mtxww03YObMmaNmFcZu7TEwtmTq6JSCw9i2bRuWLFmCkpISYwObw+FIi65nV0fPhETLNNKRSAR9fX0IhUJKvnRVykcH+yAf2v7UbNlMdq6Qjd6szIVcDgTUNfeqZaS1yrRva547v0wQj8fR09ODgYEBVFZWwu/3KxEiO23GZfbGZACnPXSUl5fj9ddfVwrMYgVjSZjbgUcffRRf/vKXsWTJkkIXxRJisRi2b9+O3/zmN3jqqafQ3d2ddZoulwtlZWWorq5GY2MjGhsb0dDQgJqaGlRVVcHv9xtuwNh9GkD6Jl7W9ApA3k096HKpmFgUCslkUrpKROrS6XQqmTbQiodYLGb4tj527BiOHDmCY8eOob29HcFgMKN3kkqlcOTIEfzsZz/D3/72N3zuc5/DNddcg3HjxllOK5+IxWK4/fbbbdUeA2NLpo5qghwOh7F9+3YsWbIkLfw0MbMgBNWK6YTo2kxfOpteIpFAf38/+vr6DDc2maRNhC/R+hLNBdEOk2vswmhwl1cIsF5H7AA9uaMjQxEtCe3ZhKycqL4fegNlJBIxIoJVV1ejpKTEVhtkth3yVjh4+wZY04rS0lLEYjHs2rXLlnIRjLUNJXagv78fv/jFL3DXXXeNCi2YrutobW3F/fffj3vuuQctLS0ZyyqHwwG/34+JEydi+vTpmDFjBiZOnIiamhojgITZ5jXePgdR+yeRQotxNayQZYrH48YGSpFZnahORV6siK94j8cDv9+PxsZGLF68GIlEAoODg+jq6sLBgwexc+dOHDhwAN3d3ZaDdyUSCezcuRNf//rX8cILL+ArX/kKTj311KI1pXnjjTds81xBMNZk6qgmyADwzjvvYMmSJcYgSkePE3Umnh2ymYZYZqIhAks2BgcH0dPTY8SOt5oe0awRn7e0C698CLRCCnOzDXaFQj4nDjR5JBGhCFlmfWOrggSHiUajqKqqQnl5uUEEePnnAqx5BR0Mxe12o7KyEps2bcqJK65iaUfFhMceewxf+MIXsHTp0kIXRYpoNIqXXnoJ//u//4vXXnstI00Y8bU+depULFiwAHPmzMG4ceOMUPVmypVMNLHk2ODgIFKpVN4nIsVuYhEMBo2N96QsZOxRHafp36xnI5oHEFeYVVVVmD59Os4880x0d3fjwIED2LlzJw4dOoRjx45Zkj2Dg4N4+umn8c477+Dmm2/GZz7zGdTX11uuh1wiHo/jzjvvtMVzBYuxJFNHPUEOhUJ45513sHz5cgwODiIejxsb9vKxAU/WYUmeRGscCARGLBGrdHgS2c7n8xlCO9/2a6Q+i0XbUSzlsCMISKYgmhGXy4Xy8nIAQ6Y7AwMDCIfDlswwYrEYurq6EIlEUF1dDZ/PN6KN8d5/Ju+BaOF4y9G09phEuEokEnjvvfcs56OCsSTM7UJvby/uvPNO3HPPPUXTz1i0t7fj7rvvxl133YXW1lbLioaamhqsWLECq1atQm1tLWpra1FaWjoiHDKPXJnJQd453j3EAxMvamkuoaJQKZR9NIk+SJtJAmp+mFWO894fveJcUlKCpqYmTJkyBTfccANcLhdefvllPPnkk3jjjTeUbdp1XUdLSwv++7//G1u2bMG3vvUtLF68uGgCMdnp95jFWJKpo54gA8D27duxcuVKlJWVGUvORIss2qxnF2GWNQbito1sjLJiuqFpQw7dy8rK4Pf7jQhpRFuYb5CAFMXSwYsBpE4KDWKCoWkafD4f/H4/IpEIQqEQBgYG0mzcZQMj0SbHYjEjUABv85wKzMwraNB9kibHPp8PdXV1ePXVV/Pqs/YkgMcff7woPVqkUins3LkT3/3ud7F+/XpLWmMSSe7iiy/GlVdeiWXLlqGsrAwHDx7EoUOHjM1ewAekiWc7bEbWeOBdNzg4iGAwWBCCrHJNISZHkUgEXV1dlic89G/ZmEqDkGL6HFFITZs2DbNmzYLL5cKcOXNwzTXXYPPmzXj44Yfx3HPPob29XamMg4ODePzxx7F//358+9vfxqWXXlrwACOpVAp33HFHXl3kjVaMCYIcCoWwbds2rFixwnClRQgy2ehENFM8QsOaWVghz6IOmUqlEAqF0NPTI90ty95Pls/J7mjWHRdxNl8IkpxIJPK+u50XoIR1f1YoLZcV299cgSbH9DGysz4ajaK/v9/YDGoGXdcRjUbR0dGBeDyOqqoq4XKsHfXO83lMbI/LysoAQBoSN1uMJW2HnQgEArjtttvwu9/9rtBFMRCLxfDss8/iu9/9LrZt26bc91wuF6ZNm4arr74aH/vYxzBnzpw0Ujpz5kxD40dW+GQuFmVaZFbbTMYgtg8RjwsdHR2or6/PqwxTMbEolCKkq6sLoVAIwMi6ZOuUjuxqZk4hen+sXbPT6cSUKVMwc+ZMY6xzOByoqanBJZdcgjPPPBNvvfUWfv/732P9+vXo7Ow0lSGpVAo7duzAF7/4RbS0tOCzn/2sseJXCGzZsgV/+9vfcpb+WJKpY4IgA0N+kU8//XT4/X7Do4VIi5wNeISYPZZKpdDX14eenp40rYQsTQDGbn0eMaavtZskEzMQYr/qcrkMjTV7Xb60yCQPnrsf0WCSTz/WZICTnSdR7Uidut1u5Yh2KuCRYxpkydDr9aK8vBx9fX0YGBhQ2lSYSCTQ09ODZDKJmpoaSxMjtn2wy5n0pEamPZ44cSJefvnlnGqPx5IwtxuPPfYY/u3f/q0oouuFw2Hcf//9+P/+v/8PR44cUbrH4XBg0qRJuPbaa/HJT34Ss2bN4m6Ycrlchrbw4MGDiEajQjnP/ub1vWQyiWAwiKNHj+LgwYMYHBzEhAkTMH/+fNTV1RkTQV3X0dXVhXA4nNdAEypKhUIoHaLRKI4dOyY0r4jH4zh48CB2796NSCSCCRMmYPr06aivrzfkoMo4ITIVczqdmDRpEmbNmmWMsSz8fj/OOussLF++HJ/4xCdw11134fnnn0d/f7/p8x0/fhzf+9730N7ejq9+9asF8XJhZ9Q8EcaSTB0zBHlgYABPPPEE1q5dm+bRgtUiA/LNegSZkq1kMone3l709vYq24A6nU6Ul5ejsrLSNNIZKWu2JJkQvGg0akRcI8RJ0zR4vV5UVFSkCQricizXBDmb9PNFkskEjAdd1w0fnIREE3thj8cDn89nkOVMYUaOaTgcDpSWlsLn8yEUCiEQCCj5AE0mk0bksdraWstLgyp2jjztscfjQWVlJQ4ePIi33nrLUp5WMNZ2XNuN/v5+3HrrrXjsscdQVVVVsHL09fXhzjvvxG233absvq22thaXX345brrpJixdutS07RIts8PhwP79+0d4GFKxvY9EImhtbcW2bduwbds2HD16FKFQCLquw+PxYO7cubjuuuswbdo0455QKIQTJ06kHcsHipEgt7e3o6enZ4SGFxiq27///e94+umn0dPTA13X4Xa7UVtbizlz5mDFihWYO3cuKisr05QQvP7Nm/wQ85vZs2creZ3w+/04//zzsXz5cvz1r3/FnXfeiR07dpi6oQwEArjzzjvR3d2N//7v/0ZTU5Nq9diC//u//7Pd7zGNsSZTxwxBBoDdu3dj+fLlqKqqSnN/RXYKE3Jntis50xdMtG6BQEBJY61pQ1HWqqqqUFZWZokYZkqSU6mU4UaHaNrZchIXYA6HA5WVlWnlSiQSxkZBu2CWFk8rQJeZLT+bnt2EmWjcRSBR6+hrdF03vEyEw2HDC4XX67VstmKFHNNwOByoqKiAz+dDX18f+vv7Tc0uUqkU+vv7oes66urqDKJhx+Y8nvaYuHWrrq7Gs88+mxPPFTTGkjDPBV599VU89dRTuO666wqSf3d3N37yk5/gV7/6lZLNpNvtxsqVK3HLLbfgoosuQkVFhXJeLpcLU6dOhaZp2LdvH1eTzLNjDYVC2LdvH15//XW88847xsoLjWg0ih07duDRRx/Fv/7rv6KiosIwF2htbcWECRPyZotM+poM4XA4r30jFArh8OHDQu9S7733Hh5//HEEAgHjnlgshuPHj+P48ePYtGkTpkyZglNOOQUrV67E+PHj4Xa702QNPQ7Q6btcLjQ3N2POnDmWlQA1NTX41Kc+hVNOOQW/+c1v8MADD6Crq0t6Tzgcxh/+8AdEo1H84Ac/wKRJkyzlmSm6urpy4veYxViSqWOKICeTSbzyyiv4yEc+gtLS0hFaZOCD3fKks8i0yCLwrkskEuju7kZfX58SIXO5XKioqEBVVZVwOUelHB6PB5qmmRKJVCqFWCyGcDiMSCRiSuCJLSqrMSZBK+zw7ahCsonWmqfBobULsjKx5hrZwkx7TOpNdJ52Wu9yuVBSUoKSkhIlopwpOabh8XhQV1cHn8+H3t7eNG0yL11d1w1yQpNkHlQ359EBQcg3ebbKykrs2bMHbW1tGT+jKsaSMM8FEokEfvazn+H000/Pu5azu7sb3//+93H33XcrLQnX1tbiuuuuw5e+9CVMnjw5o0k8sUF1uVzYu3cvBgcHhbJnYGAAO3fuxIsvvoidO3catrMi6LqOnTt3or29HZWVlcbxvr4+tLa2Yvr06XnR3AYCASmJ03UdW7ZswdGjRzF16tSclyeVSuHo0aPo6+sDMNKtWywWw9tvv22c5yESieD999/H/v37sWHDBpx66qlYs2YNGhsb02yJyfPZQY4JHA4HZs2ahe9+97s49dRT8cMf/hDbt2+XjjfRaBR//vOfkUwm8aMf/QjNzc0Z5a2KRCKBX/ziF3j//fdzmg8wtmTqmHNJcOjQIbz33nuorq42tHPsYEwgEka0ZksFRHPMkmORDbHP58O4ceNQV1eXMTmm4Xa7uW65gA8IW19fH3p7ey2FtBZ5abAjtr0qOSZeFXggAjQajRpae7M8s9V8k1CmMlipXxLZqaenB6FQSGofbAc5JtA0DeXl5WhoaEB5eblSvYRCIXR3d2cUzU6kPSb9kmiP/X4/3G43nn/++byYypDBMtvPWMaOHTtw22235XVDan9/P370ox/ht7/9rSk51jQNixYtwq9+9St8//vfx9SpU7Pq52S5fe7cufD7/WltVdM0RCIRvPPOO/jlL3+JO+64A5s3bzYlxwTRaHTE8+i6jqNHjyrZsWaLWCyGhx56CHv27DGO0WZOBG+//TZ+85vfYHBwMOdlam9vx9GjR4U232RPj0o/SyQSOHLkCB555BH8+Mc/xpNPPon29va0uAPkPbpcLkyePBlz5861xbOE3+/Hxz72Mdx333342Mc+ZroiEIvF8Nhjj+F//ud/0NHRkXX+MuzYsQM/+9nPRpVMLQa5OuYIMjDUucvKylBeXm5sNqP9B7PR5mSurESCllxHbI5FmmN2g5Lf78f48eNRXl5uq7aA2LfS5Y3H4+jv77dMjAlIvbEgxM5qA2br3gyDg4MjBCMRbnTd6bqO/v5+9Pf3KwmATAdPYp4iAxG8Vt4tMb8g74q3vEmCw9itYfJ4PKivr0d1dbWpBpssJ3d3d3NNM7LRHpNJXl1dHd599928uXUbK4I813jooYdy6k2ExuDgIG6//XbcddddpgTN6/Xisssuw7333ourrrrKts1uDocDjY2NmDdvnuHuMJFI4ODBg/jd736Hn/3sZ9i4caPlzU5+v3+EPbemaRgYGDBczeUKuq7jxRdfxF133WX0L2JuwcrlWCyG3/3ud3jwwQdz6jEpGAym2XyzkxFgSAFUX19vSW6nUikcO3YMDz74IH72s5/hpZdeMt4VsQmfPn26ss2xKhwOBxYuXIg777wTt956K6qrq6XXR6NRPPTQQ/jhD3+YswlSJBLJq1u3kwS5yBEIBPDEE09g/PjxKCkpSQvDzNNgsSSZPi+DrusIBAKm2ktCAiorKzFu3Dj4fL4snk4MQpKBoUEmEAgYG8UyIbMkMAkPiURCOUhGJprbwcHBEdpK2TtJJpPo7u62RJKtlImQWBUPEGQTnlUym0qlDG14X1+f8ewk2lMull9JNCkSLMGMJBOtfm9vr3KEMVp7zE5SSaATr9eLqqoqdHR04NVXX7Xt+WQYS4I81+js7MTnP//5nNsvxmIx3HvvvbjttttMCYPf78dNN92EX/ziF1i+fLntm4c1TcOECROwePFiaJqGF154AT//+c/x3HPPpdnCqsLlcmH16tWYMGECd6Lf0dGBtra2nLQnXdfxxhtv4Nvf/jYOHz4MIJ0c00okgs7OTnz3u9/Fgw8+mJP3HovFcODAAYO4iVaYXC4XTjnllIy8PsTjcbz//vu4++67cffdd2Pfvn1wOp2YMWMGZs6cmbMw0OPHj8c3vvEN/M///A8aGxul1w4MDOC+++7DXXfdlZM9Fw899BD++Mc/2p4uD3bK1GKQq2OSIAPAgQMHsG3bNtTU1BimFvRMmUeKCVTJMdH4mZEmp9OJmpoa1NXVCcP42gUSta+vr4+r5eUJZvacy+UyApTI6iIej0tJshUSSvIm/qM7OzvThLKovDSIHXhPT4+y1kNVq232rDTcbjcqKirg9XrTyKHoQz+Lrg/ZKA8MDBj2wezyp12gn9npdKKqqgr19fUjzH7YvFOpFAKBgLF5j05LtAKjsjHP7XbjmWeeyetS/lgR5PnAli1b8P3vfz9n6adSKaxfvx4//vGP0dPTI722pqYG3/jGN/C9730vp54AkskkDh06hHvvvRf33Xcfjhw5Yrl9OhwOVFVVYe3atbjiiiu4S+8OhwPJZBItLS2mz24V8XgcGzZswJe//GW8+eabRn7seEiTZNJPjxw5gm984xv42c9+hhMnTtjW1smz0uYPBDyb71mzZuG6667DjBkzMiK1g4ODeOmll/Dzn/8cGzduRGVlZc59+peXl+Nf/uVf8JOf/ARTpkwRXqdpGoLBIH7xi1/giSeesFX+7dy5E//5n/+ppNixC2OJII+pTXo0UqkU3nrrLaxYsQLBYNCy2zdyXNf5gUMGBgbQ09NjSppcLhdqamoM9zO5Ah2YJBqNpjUu0eZDVstHlvFVNZbEmwNLMK164wA+0NAGg8E07Sl9DVseXR/pCJ7Yg4fDYVRWVqK0tFRJENL+sllYIccERIsci8UQjUYRi8WEmnzR88XjcfT29iKRSKCmpiZn2g4Ch8NhmP50dXUhFosJ20AymURPT48RlIQGb4Aj6dP2joQcl5SUYMKECdixYwd6e3tz83ACFIMQHi1IJpO45557cOONN+Zk89Zbb72F7373uzh27Jj0uvr6enzzm9/Ev/zLv+TU80MoFMKjjz6KH//4x3j//fctE5fS0lJMmTIFixcvxqJFizBt2rQ0ExBeoItwOIz9+/fD6/WO6FdWoes6Tpw4gQcffBC//OUvcejQISNfmiAT0OZhtKw6fvw4fvCDH+C1117DTTfdhLPOOgs1NTUZT9p1XUdrayuOHj2atglcVr8ulwtr1qzBrFmzsHv3brz99tvYvXs3Ojs7lcmfrutoa2vDnXfeiba2Nnzta1/DvHnzcqqw8ng8uPrqq+H1evEf//Ef2L9//4hrSD22t7fjhz/8IaZNm4aVK1fakv8vf/lLtLa22pKWKsaSTNWK4WEcDoeei8Ff0zScffbZWLx4MY4dO4ZgMGiQFeIdgd6Ixm5KI3VDvsm5WCyG9vZ2DAwMjGgM9H9Cjquqqrid0E6vCsTUg9gZqwovsrxdUlICt9udkbAggR0AuccIkfu1eDxu+A0mHjYAteAgdH2z74KYiZSUlMDn83G194TkJ5NJwwcvuY6cI+0lGxCf0+Fw2AgeYgUlJSWoqalBWVlZ1tpks3dMJltdXV0jbCLZd1JaWoqGhoY0+2iWELOkmHisICsVxDPGn/70p5zY4Q2/vxGV5vf79YULF9qSx+bNm9/SdX2FLYnZAE3TcibYr7/+evzqV7+yNbjF8ePH8YUvfAHr16/nRrMjqK+vx7e//W3cdNNNOTNVA4C2tjbcfvvtuPvuuy1N2jRNQ3V1NRYvXozTTjsNc+bMQUVFhdHnRKZ8rLKioaEBc+bMSZsUExMsXR/yAczb65BKpTA4OIgTJ07g5Zdfxh//+Ee88cYbGBgYSDNxIv2QNTXUdT1NmcRubquqqsKSJUtw7rnnYvny5WhubkZVVRU8Ho+h5AgEAmhvb0d3dzcqKyuxaNEiw6xE13UcP34ce/fuNZ5FNM7KEIvF0NbWhrfffhubNm3CoUOHLJknOBwOLFu2DN/5zndwwQUX5Fz5kEwm8fjjj+Pf//3f0dLSklYO8l6IwuDiiy/GHXfcgfHjx2eV59/+9jd86lOfypnSQdf1nMpUoPBydUwTZGCIvN18882IRCIGqSXaPFoIEM0y0S4DfIKcSqXQ2dmJQCAgXAbQdd0wq6iurhYSEjsIciQSMTwg8IilCKx7sWxIF7ElJe8wkUggGAwa7sNIFDla00w2vMViMaF2lTd4EC0HfT37LSojvZxIrqffv6YNeRipqalBaWmpEV3QzuUpMsgNDg5aJt5utxs1NTVpA24mMLtX0zQjGlhXV1dasBP2OjJojhs3boSXGJogs+7cyKa8yspKTJ06FU888QR2796d8TPJcJIg2wu3241HHnkE69atsyW9SCSCH/7wh7jtttvSNhOz/bm6uhrf+ta3cPPNN+dMc6zrQ67YvvOd72D9+vWWTLVqa2uxYsUKnHPOOZg6dWqaZyHarSggXjUi/51OJxobG42Qx0ePHsXDDz+MjRs3IpVKobm5Gc3NzaipqYHP5zP8lbe1tWHXrl3YvXs3jh49ashgeqJKyDFZ0XS73Zg4cSI6OzsRDocNV55EicSTry6XC6WlpaipqYHf74fH4zFkejAYRCAQQDQahcfjwdKlS/Gf//mfOOecc9Dd3Y09e/YYmwR5adNjMK+eaZBN8tu2bcOGDRuwZ88eS0S5ubkZX//61/HpT3865+Gf4/E4HnroIXzjG99Aa2trmuKA3pNRWlqKL33pS/j3f//3jL1rdHd34yMf+Qg2b95s81N8gJMEOU/IJUEGgIqKClx55ZXG8nskEjGWzQnRIiRIRpKJEOro6BgRBIJ5HlRVVaG2tlbZnVkmCIfD6OrqsuSKx+l0oqSkxLD5tAsOh8NIr7Ozc4R2nWdrK4JIc0w0llVVVQiFQggGgyPek1naKu2deFMgRDEXIESZTNhU+yGxFa6qqsrIhk6FHBOQSHok8AHvvRDSO378eFRWVgq1x6zNMVlCbmhowKuvvoqdO3fmbGlORpAXLFhgSx5btmz50BBkYEiT++c//xlnn312Vunouo7169fjlltuQVtbWxopo+Wi3+/H1772NXz1q1/N2vRAhGQyiY0bN+Kb3/wmNm3apNT3yQRx1apVOO+88zB9+vS01RSZDGTTId9E0+p2uzFlyhQkk0l85StfwXPPPWeQP3YvDT1u0eWm9zrQfZCskjmdTqxduxZf+9rX8Nhjj+EPf/gDQqHQCJNE8ltkrmdWR4sXL8aPf/xjlJSUpJFjntyWKTxYkxQCQpS3bt2K559/HgcOHFD2CFJVVYXPf/7z+Ld/+zfU19dbejariEaj+M1vfoP/+Z//QSAQGOFdi+yVamxsxB133IFzzjnHch6Dg4P4p3/6Jzz55JM5eIIPICLIdslUoPBydczaINPo7+/Htm3bcOaZZyIajY7QGJPldUICRPa7sVjM2JRHH2d/l5eXo6amxpihmwkUke2rDMTdFq0hMMujtLQUZWVltmxOIGWmCVcikcDAwIDU9MSsrLLBo7S01AhwQbQz/f393PdB58lLS/ZOotEoQqEQSktLlezjMoHD4TA8rEQiEQwODiIej5u2FTIQpFIp1NTUWHqXVrXOhIwnEok0d3uiTXv0e2E3INIDMyHIVVVVCAQCeP/99wtit1YsG0FGIzo7O/HjH/8YixYtQk1NTcbptLa24he/+AW6urqM9kmIHpExXq8Xn/zkJ/GlL30pZ+Q4kUjgueeew//7f/8Pu3btUmoXZWVlOPvss3HRRRehqanJCNpEYEaO6T5C/tPa3mQyiY6ODjz55JP4+9//nqbNFvmop8Ejx7QG2e1245xzzsH3vvc9zJw5EzNnzkR5eTnuuecedHd3p22Wou2l2WczA9HKP/roo7jiiiuEG3rp60VyWjR+uFwu1NXV4YILLsDSpUvx+uuv48UXX0RLS4tpPQUCAdxxxx3o6enBt7/9bUycOFH52azC6/Xin//5n3H8+HH86le/QjQaHeHZx+l0oru7G7/97W8xf/58S947dF3Ho48+imeffTZnz2CW/1iSqWPWiwWLd955Bx0dHaivrzc2UIm8WtC/yX9CAmTLN0TDyRIXFfMFVW8KANK8PKgQTq/Xi/r6ekPLl40nDdlmPF3X06Ky8cpihRzTAt7v92PcuHEGaSXR4GpqagzNtWi5UiUv9jlY7ZGV92MFHo8HNTU1mDBhAioqKpQ2cpK2SJs/mEFFcywaeIjJiax+STAalkQT0wpaQ+LxeFBeXo5x48bh73//e059v5qBJgHZfD6MeOaZZ3DfffdlfH88Hsd9992H7du3j7BVJ+3H5fr/2zvzKCmqs/9/b+/d0z0zPSsDwwwwDDDIoLLJ4BIB4ZWAG4tGTTBRjlFf8xrNa5BE3yRuMdEQNw7R4/JT4opIxAQxqCCGfR1QZF+Hbfalp/ee+/tj+hbVNdXrVK/czzlzpru6uupWdfXT33rus2gwZcoU/Pa3v+2VEA+F1+vFypUr8cADD+C7774L+3kSQjBs2DD88Y9/xJtvvom77roLQ4YM6RHHKrZf0mMTh3qJj1f6G2S327F+/fqoaxHLCWPxDI7FYsGsWbPw5z//GZWVlQC6PakPPvggHn30UVRWVgq/keLKFuFseDCY2BeLbemxS8OxpOeJrSN3rOy/VqvF4MGD8dhjj+G9997DrbfeGlG7cVZq7Te/+U3cO3haLBY8+OCDuPbaa4XwRnHYCzvmnTt34uOPP47KOXPq1CksWLAgLuXiIkUpm5oKdvWCEciUUqxYsUJIHNDr9bIXpdSIMWw2m9AtKZg3gIkdJbryBIOJY2lhdTlYVYI+ffoIU/KEEOEGIVqxFyzRhBFq+i2cWA0mjplAk6sfzV7r06cPsrKyehjTSPYbbHkoMayUSGbeVBaPW1RUhMLCwogaglDaXWYwlEjurahnY2B1ksUeMul/SrubiDgcjh5hFuwHjx2vyWRCdnY2li1bhqamppjGphSZYsiTxe9//3t88MEHMb13+/btWLZsmVDJQDrdrFarMXz4cDz22GNxa8Xr8/mwcuVKPPTQQ7IVBqQYjUbMmTMH7777Lu69914UFhbCaDRi6NChqKyshNFo7CGM5TzF7L/0sfSPzWxGg9y5ZMt0Oh3Kysrw8MMP4+mnn0ZZWVmP45s7dy4WL16M66+/Hlartce25IRrONRqtVBnXe6GQe4cBTuHwZapVCpYrVaMGDEC5eXlGDduHF5++WU8++yzGDp0aFg76HK58N5772HBggU4c+ZMxMcWC8XFxfjtb3+L6upq2eue5dksX74chw8fjmib586dw+23357wqhVSEimQCSHHCCF7CCG7CCHb/MvyCCGrCSEH/f+tsR5LRL+c0QyCdPMiIeQQIWQ3IWRUrINTGofDgQ0bNqCwsBAWiyWgFbXctDD70rGkMzlDJfaUWa3WoFUGornzDiZs7Ha7UH4rHFqtFvn5+YLHXLotrVYrdBmMZSxyMPEtZ+hCvUf6nP0wsBhVJs7Crcd+rORaiocSw3I3OuGSgHojPpknVXr9aTQa5OTkBAj+UDCRHEm5wWAEOzfSZUajUfixlK7DtuHz+dDW1iYIHvEfuxEwGo0oLCxEfX09Dh48GNOYlYQL5N7R0dGBJ554AmfPno3qfTabDX//+9/R1NTUw/6y5wUFBfjVr36F0aNHx2XsXV1dWLNmDebPnx+RCGHNHxYtWoRLL700YJZQrVajrKwMF110UUAsvlTMyYnCUH9WqxVjx46NKJRKfO7E+2Je44KCAsyaNQuLFy/Gz3/+8x4d/cTHMmbMGLz00ktYuHAhrrrqKlit1oBEa/F+ImHw4MG44oorArzDkfyJz2Go41ar1ejbty9GjBgR0L0uNzcXd955J958801MnTo1bN4Na8X9hz/8AQ0NDREdW6xUV1fjl7/8JfLz84VjEDvsNBoN6uvrsXz58rCzbF1dXXjzzTexbt26uI45EpLgQZ5IKb2Eno9VfgTAl5TSSgBf+p/HRDS/7pEOYhqASv/f3QAWxzq4eHDy5El88skngphlZb3Eni6xMGGdw5hnTPylZRDSHQIQSfvoaO66gfPeSqfTicbGxrBTJ0ykFhUVCbVzpZ5f9l8q0qT7jSVm1WKxCCI5mnPBzjurq1tcXIw+ffrAYrEEGFXp+9hzvV6PvLw89O3bV7gBYjcAkRhatn+DwSAryEMRzXliYpGdI7nzbjAYhHCYcDcwlFK0tbUJVVXYNiIdU6RGiBCC7OzsHsJdej4dDgfsdruwXBzzaDAYYLVacfr0aXz66acR7TfeJNDT8QYhpJ4Qkph+zQnku+++w2233RZVd7kNGzZg48aNwneeec2YONDr9Zg1axZmzpwZl/rxlFJs27YN8+fPx/79+0OuSwjBiBEj8PLLL+Phhx9GQUFB0PUKCwtRXV2NkpISoZa81G7JeT6DCcSsrCz89Kc/xZgxY3qch3DbUKvVMJlMKCsrw8yZM7F48WIsXLgQ48ePjyhBOycnB3PmzMHbb7+NV155BXPnzsWIESOEsoysVKNcCIbYlo8fPx7PPPOM0O0wGmEcLCxFfA70ej0qKiowbNgw2dKDGo0GNTU1eOWVVzBv3ryw1SrcbjeWLFmChQsXxq39M9BtG2fMmIGZM2cKjh1xGUwW4rJ+/fqwzoTXXnsNf/jDH+I21mhIgRCLGwC85X/8FoAbY91Qb7K1bgBwtWgQawHM9y9/m3Yf3SZCSC4hpIRSGt85iyg4cuQImpubUVBQIJSzoZT2SJJiiRA2my1gOSHnkykopdDr9bBarbJxx8E+ZPbecLDSOSwhLxSEEBiNRhQUFMBoNMqKpGCCjFX16I03jFIqiLvW1lahprE0oURqAMUNI0wmk2B8I/FsSl/T6XTIzc1FTk4OPB6PUPeaHZ+4bJHYkItLj2k0GuFaiPR8SG+q5F4X7yuUgBXHWGs0GiExNNhYWEyyRqMJ6hWSI9TNQrBxWa1WuFwueDweWS8ZpRR2u134PrDP1mAwwGKxICcnB6tXr05q3DEjwd7f/wfgZQBvJ2qHieSbb77BkiVLcN9994UVtA6HAytWrIDdbodare6RNK1Wq1FdXY37778/bkl5hw8fxqOPPopdu3aFvAZUKhUmTJiAp59+GhMmTIhIrJvNZlRVVSE7OxsnT57s4dSQOgbk/qtU3ZUpurq6MGLECCxevBivvvoqNm/ejKampoAymux97MYiJycHhYWFGDJkCGpqajBhwgRUVlbGVLeaEIKCggJcd911+K//+i9h5uf777/HkSNHcPr0aTQ3N6Ozs1P4LWFlH/v374/Bgwdj9OjRKC0txYkTJxTpEsh+e9mMW3l5uVB1KBRlZWV4+umn0b9/fyxcuBCNjY1B17Xb7fjb3/6GkpIS3HPPPXGrk2w2m/Hzn/8cu3btwv79+wOSmJkDy+FwYM+ePRg+fLjsNg4ePIi//vWvcW8DHwlxsKkFxB+14OdVSumr4l0C+Dfprtrziv+1YpHePAsg5oLSkQrkaAbRD8BJ0Xvr/MtSRiD7fD58/PHHuOWWW2C1WoPW3QQglIITf/nE4lilUiEnJydo0Xo5IRyNF7mrq0swQKEuPOZtKCwsDPAaB0Mu5EKtVvcQkZEgPh6V6nx1BnETDuk5FnsW5RImY0XslWWCGehZvk+MeH22rvTYojkfcjchTBjLvR4MFmPNsppZGIXcWFh1C+a1CbWPcDcZcrDtsdrFzc3NwvdAzsPDPFgslCcrKwt9+vTBsmXLwnZKSySJEsiU0nWEkAEJ2VkS8Hq9mD9/Pvr27YtZs2aFXJfV6xWLDkKIcNNlsVhw7733CsljStPS0oKnnnoKa9asCZkApVarMWXKFDz77LO46KKLorJLWq0W5eXlwoxJU1OTUM5Rai/F3yMgUCSzc3LJJZfg+eefR0tLCxoaGtDQ0ICWlhbYbDa43W6hfq7VakVxcTGKiopgtVp7VNboDTqdDqWlpSgtLcXVV18tlJRjNp6NXexZFu+b2Xixh1DqbGIEe85m4HJzc9GnTx/hGCMlNzcXDzzwAHJycvDkk0+GjDVubW3Fc889h0GDBuGHP/yhYrknUiorK3HnnXfiqaeegtfrFTrZGgwG6PV6mEymoHaqra0Nt912G/bt2xeXscWCwja1kYYu83YFpfQUIaQIwGpCSMCJoJRS0ouSl5EKZMUHQQi5G90hGEnB7XZj48aNuPHGG+FyuQJqPjIhJTetIxZMhHRXrYi1wHg4L3JXVxfa2trQ0dERVhybzWYhwSsWxHFlYmEbygMuN96urq6AaaJIjZdUpEbqYQ82LmZM2bjEIi4UvfX4i9cX1xuNFXYDRggREvKCjcXtdqO5uRk6nS7qLmOhfkTFnw0Lo7Hb7XA6nT2mRpkXS+w9NplMKC4uxrFjx5KeQCJFQWMeztMRd5JtUx0OB55++mmMGjUqZCtqdn1qtdqAGSY2a3T11Vdj+vTpcREkbrcbr7/+OpYuXRoybl+tVmPatGn4y1/+giFDhsS0L0IIcnJyYLFYYLPZUF9fj8bGxh6VfuRsH3ssrpGu0+lQXFzc6w5rSsBsAUv8iwS5WUSxBzyYUGYYDAahGhMLvYsFk8mEu+66C3q9Ho899lhIkXzy5Ek88cQTqKioQFVVVUz7C4dKpcL06dOxdu1abNy4UfAcGwwGQV/IlZ7zer14/vnnsWvXrriMK1YSOCsHSukp//96QshyAOMAnGNRC4SQEgD1sW4/IgskHgSAgEEAgGQQpwCIU45L/cuk23yVUjqGUjpGqTvcaDl06BCWLl2K3NzcgKQ9JmxYfJO4titDPMUTzmMrNnjRvGa329Ha2ioIvGDvZZ5jJapnMG8nq2nLEjPkjHcoovlM5X4got2G1AMj9dLEsp1oXhPvi939i9tW9zapLzs7W8gCZ2ORw+l0oqWlRfbHP9j4IxHH4nXFIUVSccw8zMxzzEJ+Dh48iBUrVsScTBgvFIyVa2T2zP+XUHHsPxbBpiZ634wdO3Zgzpw5IWcJzGYzRo0aJcw0sbbJLNFq3rx5yMnJUXxslFKsXbsWL774Ijo7O4Oup1KpMGXKlF6JY+n2srOzUVFRgYsvvhiDBg1CdnZ2j++P+I/Buo2mO8zpJJeMKc6NkSYZsrCxyspKjBo1CkOGDEFubm6v49L1ej1+/OMf4/e//33YOsPbt2/Hn/70p6hi7KPFarVi3rx5KC8vFzzHRqMRFosFo0aNwqWXXhqwPqUUzzzzjOB1TiWUsqnhhDYhJIsQYmGPAUwF8C2AFQDu8K92B4BPYj2WsL/WMQxiBYC5pJvxANpoCsUfSzl+/Djq6+vRr1+/gKQ98fQ/a+cp/eLm5OTAbDYHTImFItzUtvh11pREHKspJwBZVYB4lJZTq9XCDUKkZeGibaghJ8BCPZcj1M1DsP2EItyXU26MLG6YGTc2nagEzFuTk5MTUEki2Lnp6OgI6DIYat1Ib0KkNyDZ2dlC1RBxGAXz7rCbrLy8POTn52Pr1q0pZ8gBXsUiHmzfvh1/+9vfgn7eWq0Wc+bMwdixY2GxWITcg9LSUtx3330YP358XMZVV1eHZ599NqR4J4RgwoQJ+NOf/qSIOJZu22g0oqysDCNGjEBlZaVQM18sHIHzIWg+ny+qTqmpDAsXkSb5ipexx6zqxtChQ1FdXY2ysjLZWuy9Qa/XY+7cuZg/f37I3A0Wkvnhhx/GrbMqAIwbNw6PPvoorrrqKlRUVGDo0KG49tprMXfu3B6z1LW1tVi0aFFK5HJISZRARndY738IIbUAtgD4F6V0FYBnAEwhhBwEcI3/eUxEEmJRDGC5/8LUAHiXUrqKELIVwIeEkLsAHAdws3/9lQB+COAQADuAn8U6uETxj3/8A9OmTUP//v0DYmWZwLBYLFCpuru2sc43zKhrNJqAqSEWohAM6dSS3OusXFY4w6jX64XOckoiNULisjMsqZGFo0jx+XwRt7AO5jkONR52rqM5DjbOcJ+NmEi7VLHzIvZ8KCWY5D4HFjMvnVkQ75Ml7RmNxh5l90JtX0yoShXsOK1WKywWi9CJks06sBuFnJwcGI1GvPnmm4ok53DShz//+c/Q6/V45JFHZO1BeXk5FixYgPXr12Pfvn0wGo2oqanpUT5NKVwuF1577TX85z//Cfn9rKqqwlNPPYXq6mrFxyBGr9cLpSnb2tpw7ty5oKVEOzo6kJeXp6g4TDSUUkEgsz9xKCMAIVzDarUKlYjiUcFEjMFgwN133436+nq8+OKLQhtsKR0dHXjhhRdw2WWX4eKLL47LWFhC6OjRo9He3g69Xo+srKwe56C2thZz5syJurRipkEpPQKgx4dBKW0CMFmJfYS1RNEOgnZbn/9WYnCJgnVSmjRpEsrLywPEn8fjERKfDAaDIA7FYksaPxWJEAslpJxOJ9rb22VfZ8aEJXDJ1V2OVaCF83AzrzqlNCD5TgxbJvcjJxa34TzHsYwx1PpyIpktk25T6nmVnk92LuQSUeKNWq1GXl4ePB5PQHUV6TjdbjdaW1tRVFQUtDxUMOTEsfhzE3u6mABn50IsjrVaLZYuXRr3eqKxkkjvLyHkPXRX/SkghNQB+B2l9PWE7DwJeDwePPHEEwCABQsWyNqDwsJC3HjjjcL3LV5JUACwdetWvP322yEz/QsLC/HYY4/h8ssvT9h3mn2fc3NzYbPZ0NjYiNbW1oCEXJaIJzdLyG5OUwVWA116/pxOZ49kd7FNYbNNwX7T4onZbMaDDz6Io0ePCo1r5Ni/fz8WL16M5557Lm7VVQAInW/lqK2txezZsyNqapMMMm1GTflb9TTF5/Nh/fr1GDNmTECyHhODlFJoNJoA72k8RDLzDoaajmaJW8HqLkfjxYzFEBFChLhBltAnHq/X6xV+ECml6OzsRGdnJ7xer5C0xbzvkcT19haxSO7q6oLT6URnZyecTqcwG2A2m4Uxs2ORE4fiuq3h9seIxWCEOiesCYzH4wn4wZd62m02G0wmU1TxnHLTn+LXxMvEHfLEFSvMZjPKy8vx9ddfp6w4ZiTKmFNKb03IjlIIj8eD5557DtOnT8eoUcH7RcVTGAPd3r9XXnkFJ06cCLqOwWDAPffcgxtvvDEpgpPFKWdnZ8PhcKCxsREtLS1wu93CzS5LzvN6vdixYwdWrlyJuro6lJeX45prrkF1dXVchVswfD4fjh49ilWrVqG2thYWiwWTJk3CpEmThNJydrtdEM/sO8fqNBcUFAiNSJIF62x34MCBoElvPp8Py5cvx4wZMzB9+vSEe/SdTieefPLJlBXHDC6QMxS73Y4lS5bg5ptvDlvqTOz1CCWSxevKIfVw2mw2IbQimPeSiZ5YDHlvv9RSDwCLlZOGXzCR3NbW1qPTW0dHBwwGA7KysmA2myNqrdxbfD4fnE4nOjo6YLPZAmped3Z2wu12Cw0ApJ+XuCqHeHowUsKF1QRbPxSs6UZDQ0PQmymfz4f29nZkZWUFrSstJhZxLD43er0eZrMZffv2xc6dO7F58+ZIDjepZJIxT0Xa29tx22234aOPPsKIESOSMoa1a9fis88+C2qHVSoVJk+ejHvvvVfxcLVYMBqN6N+/v1BPvqWlBa2trUJi7CeffIInnngCJ0+eFBw377//Pi677DLceOONmDBhAvLy8uJ+4+HxeHD48GEsX74cK1aswNGjR4Wazx9//DHuuusu/O///i/0ej3a2toCQtKys7ORl5cHs9mcMh7wESNGYP78+fjFL34RtEZyQ0MDXn/9dVx++eUBHfvijdPpxCOPPILly5cnbJ+xkkk2lQtkCXV1dXjvvfdw0003CZ7iYIY1mEhmRBP7Skh3HdBgcWgMrVYLq9UaNilPKuKUFMZyr7Hal0wcM09ta2urkEjAtsEST5hgNZlMyMrKgsFgUDxkwev1wuFwoKOjA3a7PUAYs3PEhKTBYIDRaBRCaMTeYrnEvGgNgZKeZUK668U6nU60tbX1mNpi6zFveTgvcqh48FDimH3urF5nUVERamtrsW7duqgTNpNBJhnzVGX//v2YPXs2li5dGvfYXiktLS144403QsbAl5WV4eGHH0ZJSUkCRxYenU4ndERljpPW1la89NJLOH78OIDz39vm5masXr0aW7ZswfDhwzFx4kRceeWVGDRoEIxGo6I21WazYd++fVi5ciVWr16NEydOCKVSVSqVMAv61ltvoaamBuPGjYPD4YDRaBSaOCk9JiVQqbo7223YsAGLFy+WdTxQSrFu3Tp89dVXmDlzZkKOgYnjl19+Oa5JgkqRSTaVC2QZzpw5g2XLluGGG24Q6iMHi12TE8lAT6EczpvMQhGkSQJiIcam4YxGY0THEU9RHAxWzYHS7hbI4o5r4u2y42JTiB0dHUJZMJZcFotYZoLX7XbDbrfDbrfD5XIFxJWLz6k4WcRutwthAkwch0LuZigaeutZZiWQHA4HXC5X0JCd9vb2gBASKbGKY3aOWAWLoqIi7NmzB+vXr08LcQxkljFPZZhI/uijjxIqkteuXYt169YF/ZwNBgN++tOfoqamJmFjihb2PaeU4ptvvsGhQ4d6lENjN6sejwe7d+/G3r178e6776KqqgpXXXUVxowZg9LS0pjjex0OB86cOYOtW7dizZo1qK2tDQgFZLkpDJYo/Pnnn2PIkCHo27cvzGZz3DrSKYXZbMZ9992Hb775JmioRWtrK5YsWYLJkydH1bk0FpxOJ+bPn49FixalhTgGMsumcoEchHPnzuEf//gHZsyYgdzcXKF1styHL00yCRZyEQqfzwebzSYrLJhB0+v1Qv1MMUpekErcEbObhWCJeHJxxz6fDw6HAw6HQ4hnZSXmpPWEpcKUJQZ6PB5BLDKPRrhjk1bF0Ov1MU1N9kYsRyKUg30uLCGusbExaL1sp9MJu92O7OzsgOWhkvHY66HEsU6nE8RxQUEBdu/ejY0bN6aNgcy0hJJU58CBAwkVyR0dHVi6dCna29sDOriJGTVqFO64446UF27A+Zk68XdQPMslDlXz+XxobGzEunXrsGHDBlitVlRWVuLiiy/GyJEjMXDgQOTm5sJkMvU4duYs6OjowOnTp1FbW4udO3fiu+++6xHSxeyy2+2GSqUKCLNjYy4pKUlqfHG0DBkyBPfccw9+/etfo729XXadTZs2YdOmTbj22mvjNg4mjl9++eW0cjhkkk3lAjkE9fX1+PTTTzFjxoywU9RMnESSvMfWF+N0OgXvsZygZol5cqEVsUz3y21DCcRF35mwFXuRI0nKY0l/rJqHOBFMXFieeX6ZQBbHjQcrByf9PMSfC6t1HU05ODmi9QxL3xfte7Kzs2Gz2eBwOGRj1ru6utDR0RHQglpJcZyfn4/du3dj8+bNaWcc02286U4iRfLOnTvxn//8p4fNYZ+5xWLBnXfeibKysriOQ0kGDx6Mfv364dixY0HFMYOJFY/Hg7Nnz+Ls2bNYv369kEhbUlKCgoIC5OTkwGQyQaVSweVywW63o6mpCWfOnEFTUxOcTmcPeyg+p+JZQ/H3yWQyoaamJq3EMdB9PDNnzsTy5cvxxRdfBDha2O9DW1sbPvzwQ/zgBz+IeEY3GtJRHDMyyaZygRyGhoYG/POf/8T06dMDRLKcmBF78EKJZPY6ew+rOBCsvBghBAaDIaApSazEK2ZKzutqMBiQnZ2N1tbWoCXV5BALTPY+OW+wnBhk5zlczDSDiWOTySQrIJUQyuJ9xQOtVoucnBzZUBKG0+mEy+WC0WjsEVIhfRyNOLZardizZw+2bt2aloYxHcec7hw4cABz5syJa0yyx+PBypUr0dzc3OOGGui+xmtqajBjxoy4J7MpycCBA3HHHXdg0aJFsNls0Gg00Gq1ASEO4t8dZhPZ6yxckFXKkJbelNq7cIm74seEELhcLsFOTJs2DRMnTozbuYgnhYWFuPPOO7Fjxw40NzcLdpWFtADA+vXrcejQIcWvYXFYRbqJYyCzbGr6WIYk0tDQgH/961/Q6/XIzc2FwWAQkpPEXk2x8BB/kdgy8WsMlUolhAZIYeuyhKxopwHF74/EcxsL4uOW7pfV+MzPz4fRaFQ0AS/YlzCa7TOxZ7VaUVRUJOuFkTu+WInnZ8GSHNl+pPv1+XwB7XVDXY/i61dcyo3FG4s9x9999x22bt2aloYc4J30ksX+/fsxZ84c7NmzJy7bP3PmDL7++mvhBlh6XVssFtx2221h2wynGhqNBj/72c/wxBNP4KqrrhK6qLLjYv+DNfqRhqmJXwsV3hfO4aBSdXe/y87OxvDhw/HQQw/hd7/7XdxjdOPJpEmTMGbMGOEGRPz7rlKp0NDQgK+++krR7386xhxLUcqmpoJd5R7kCGGe5Ouuuy4gJpkhNiQ+ny+oJxk4P/3PLgC73R5Qe1d6YbDyWaEQe08ThZxwlHolWcvQ3Nxc2O12IRQgXBk98bbCxeZGe9zMmGdlZQk3HuL6nHL7VcKjLDd2MbEYBDYurVYrVLWQq2ZBKRWuMxamI+cNEosI9pjdCIqrVRQUFAie43QVx0BmeTvSjf3792PmzJlYtmwZRo4cqei2N2/ejBMnTgR8r4Hz1/fIkSMxderUhNpLpTAYDLjxxhsxZcoU7NmzB59//jk2b96M+vp6uN3ugFnKWKorBXN4yL3OXjMYDKisrMTUqVMxefJk9O3bN2XKt8VKfn4+brnlFmzfvh02my0gIZF55L/88kvMnTtXkZJvmSCOgcyyqVwgR0FjYyP++c9/4oYbboBKpQoQyezLwzobSafzAPnkPZacJjXiYrGWlZUVkfc4EcY+mDdVzmspfg/zPJrNZrhcLqF5iNvtjkhgyYnJSLwb4vezcZjNZiGjWvzZSIVxooSyeIxSQhkb6RRnVlYWWltb4Xa7e9xoEdJdRpB15AoVUiGeEWFeZFbdIysrC4WFhWkbc8xJLQ4dOoRZs2YpKpI9Hg/WrVsHt9st2GLx9a7X6zFjxgz06dNHkf0lA0IIzGYzampqMHbsWBw/fhwbN27El19+iQMHDqC9vT1kx1e5XATxtuUei9dn9iI3NxfV1dWYNm0aampqkJ+fn5Y3HXIQQjBp0iRUVlbi22+/DXB+Mdt48OBBHDx4EOPGjevVvtI55jiT4QI5ShoaGrBixQqhBmJrayuA8wIEOB8vy4wTM0xyd/Qej0cori4VxgCENtdiQ5boL1CoEINQwljuvWyq3mg0IicnR6jT63A4hAzocPsItizY2DUajRDDbTQahcxr6Xpynn72XC5pkhHPzyPS4ySECAKW1XqW3kB0dXXB4XDAYrEI7wsljuWagBQVFWH37t3YtGlT2ovjVJnGu9A5dOgQ5syZo1ji3rlz57Bnzx5h9oPZY2aD+/Xrh2nTpmWMkNNoNKioqEBFRQWuv/56HDx4EGvXrsWWLVtw4sSJAO9nJDNuwV5jdsFgMKB///6YMGECJk6ciKqqKqFjXqZRUlKCa665BocOHYLL5RLsPrONnZ2d2LJlC8aOHRvz9ZRJ4jjTbCoXyDFQX1+PTz75BHPmzIFarUZzczMcDgcIIUK/eXGpm2DJewCEcmRiwyVNzktmd6dIPcbSZdJEMDmBqdfrodVqYTabhRsFVrfY4/EEnMNIYXf3TNQZjUaYTCYhjizc+0IlSsodBzuWZBo2NjbWulXcbEY6fqfTCZ/PJ8xIiMUxizcWi2NWbo91yKutrcWGDRsyxghmynGkOyxxT4mOewcOHMC5c+cCxDEA4boeN24cBg8e3NshpyTZ2dkYPXo0Lr30UrS0tODIkSPYunUrdu7ciaNHj6KtrU2oSsFsVjDBzG6eWRJw3759cfHFF2Ps2LGorq5Gfn5+WiU4xoJGo8HUqVOxdOlSNDU1wev1Cg1RWMm97du3o7OzM6Y236wJSLom5MmRSTaVC+QYYc1EfvzjH0Oj0aCxsVEQyVLk4pIBCBnFUk+l2PNnMpkE4RIudkwpovEYyy0TJ4FEui+1Wg2dTgeLxQKv1ysIZrfbDY/HE1DGTRo6IA0D0Ol00Ov1ggGL1IiL1w3lTWbIhV4wEmXspNOhrG60XGMbdgPn9Xqh0+lk443FDUCY5z07OxtlZWXYtWtX2nTIi5RMMubpjlId93bu3Cm0uhfbUmZPJ02alBItpeOJSqVCfn4+8vPzMWbMGHR2dqK5uRmHDx/GsWPHcOTIEZw5cwbNzc2CjQUg2NGsrCwUFxdj4MCBGDRoECoqKoRmH+keWxwtVVVVGDp0KLZt2yaULQW68z40Gg2OHz+OlpaWqAVyunXIi5RMsqlcIPeCU6dO4Z133sGYMWNQVFSExsZGwRAzUcfEsTgumYndrq4uIV4U6Hknz0IRxEZe6YsvEvEYTYhDMHEcygMrHQsTuay+JKVUMCBSr7LY6xkqri4YwUJE5LzJ0vGH+jwSHRLDxse85ixZR3zTxWY2nE6n0FFLfN6YONZqtdBqtYI41mq1+Prrr9M+IU+OTDLmmQBL3HvooYcwb968qGvoulwuHDx4ULiOpbNaJSUlGDt2rNLDTmlYvLLZbEZZWRkopYInlN0wu1wuUEqFmTfxDFKme4nDkZOTgwkTJmDv3r3CjZfX6xVyWhwOBw4dOoT+/ftHvM3a2lo8+eSTWL58eUaJYyCzbCoXyL2krq4OZ86cwdSpUzF48GCcPXsWNpsNwHmPHYAADzITyW63OyA2DAgUycwTGi4GNl4EE8GhpuOUROzNDdf2WenzIedNZsuB8B7lcGOLVzUM5kXu6OiQLe4PQPCAyCXjsVJuBoMBVqsVJpMJH330ERoaGhQbbyqRScY8Uzh06BAeeOABNDU14ZFHHgn73RfT0NCA06dPB8yQAOev9crKyqiETCbCwibSrYFHslCpVBg3bhw++OADoQITa37FQtVOnjwZcTWl2tpazJ49G4cOHYr30JNCJtlULpAVwOfzYfXq1TAajaisrMTx48dhs9ngdDoDwivE0/bs7l36pRI/ZvWW2fJ4X3ixJm6Ee690O9EeRzxuBiIZbzBvsvg1uZJq0uVyxOsGhyXRiBsHSGOp2U2ZXDKeTqcTyrhZrVa8/fbbGS2OM8mYZxIejwePP/44AGD+/PkRi7n29nbY7faAjqMs1EKj0WDs2LEZH17BUZ7Kykr069cPp06dEmY0WaiaXq/HiRMn4PV6Q16nlFLU1tZizpw5GS2OM8mmcoGsEF6vF59++ikqKipwzTXXQKfTCWXgWBiFOORCpVIFCBVxIh/QLWTkGleEEnbRXJjRCMRgSCsgRDqGRIj9cPuPdj1p6T65dYKJZelrvSFcsiDzauh0uoCxisMsWCy3NN5Yr9cjKysLRUVFOHjwIJYtW4bm5mZFxp2qZJIxzzSYSP7qq6/w+uuvY+DAgWHfU1dXFxCaJvY+GwwGjBgx4oIPGeBET35+PoYOHYqmpiYAEH6/CSEwGo2w2Wzw+XxBBbLX68UzzzyDRYsW4ezZs4kcesLJJJvKBbKCeDwe7Nu3Dy6XC3PmzIFGo7VDAhAAABv3SURBVEFLSwtUKpUgkpkoZnFg0sQ9dnGp1Wro9fqwxd7FKBHiEMk2gnViEj9XoglIPIhFHEvjGIHQXaeAnseldPhJqO0xT7DL5eoxJjZ+n88nNABh8cYWiwVFRUU4fvw41qxZI1yrmUwmGfNMxOPxYM2aNZg9ezaWLFmCoUOHhkwSq6+vh8FgEFoD6/V64ca2qKgIAwYMSNzgORmDTqdDRUUFamtrA/I2fD4fsrKyoFKp4HQ6ZWcn2tra8Pzzz+Opp54SwtsymUyyqVwgx4GjR49i0aJFmDp1KkpLS3Hu3DnYbLYATzLz4gVLBtNoNEKSSagpfjGxXJjRCDdpkfhw243UmwzE90sVrTgNFXvNjitcwxClPciRevzZn8FgEFpLSz8vcfc9rVYLo9GI3NxcZGdn4+OPP8bp06czLnEkGJlkzDOZHTt24IorrsDjjz+Oe++9N6hIppTCYrEI3mPxdHifPn1QWFiY4JFzMoURI0bgiy++ABD4+8xmLBwOR4/W2gcPHsRtt92GXbt2XRAOByCzbCoXyHGis7MTK1euxCWXXILRo0dDo9EIccni5iDiEm7swqKUCiVkGJF0cFPaSyneL9t+PPbBtg0o/+VSShxL14lUKMc6jt7AsqvFXcTEf+yaY22jCwsLcfr0aXzxxRc4depUwsaZCmSSMc90Wlpa8Otf/xrbtm3DM88806MTHrObVqsVarVa6NLJkqEHDhwYUUdSDkeOPn36wGq1wufzCf0JdDodtFotioqKAn6vu7q68Nprr+Gvf/0r9u3bl8RRJ55MsqlcIMcRl8uFzZs3o729HVdccQUMBgNaW1vhcDiEBD6pQGZ/rLGFVFglonyYNEYvVmEci+hVKj65N+ONZn2pUAbiX9ZN7vORPmcCmbWbFf+xmOPs7Gzk5OTg7NmzWLVq1QUx/Scm0xJKLgQcDgfeeustHD9+HH/84x8xfvx44bWuri4hht5oNMLlcsHpdMLlcsHlcmHgwIG8cgMnZrKzs1FSUoL29nZYLBZYLBZh5q2kpATZ2dkAujs5vvHGG3j88cdl69FnMplmU7lATgDff/89jh49iltuuQX9+vVDfX097HY7dDqdMAXIYubYfxYfKk3eE6Nkc4pgokupuOZYEgij/aLFOtbeHmOwOF9GbwWzXFJRsM9H3P1Kq9XC6/UGJOOxznhWqxWlpaVYsWJFxmZUczKXtWvXYurUqXjllVcwa9Ys4YZwwIABsNvtaG5uRnt7Ozo6OoRW9gUFBQmdyeFkFrm5uSgrK0N9fT2sVivy8/PRt29f9O/fH4WFhdDpdKirq8Ptt9+OdevWJXu4HAXgAjlBOJ1OfPDBB6iqqsJVV10Fl8uF+vp6IXGPFW5nYpLV8RSX6wolluWEWTSEqpYRaRhBJNvvTaWNSOtMxrr9WJEmUoqPMZLPhXl5QxEsaZDtX7xcLIYBCB5jnU6HrKwsWK1WUErx5ptvoqWlJcKjzEwyydtxodHR0YF58+Zh+fLlWLhwIUpLS1FZWQmz2Yy6ujqcPn0aTU1Nwqwdjz/m9Aa1Wo2+fftCq9WipKQEZWVlQndBu92Ov//971iwYMEFF6YmJZNsKhfICcTpdGLXrl04duwYJk+ejP79++PcuXOw2+1wu91CzFxXV5cQYiHuvCctNSYVTUomgskJNqWEcqzjVErQKimMpY9D3cQwQjV9CZUgKLd/uQQ89idOIjEYDMjNzUVJSQl27NiBurq6CyZpJBSZZMwvROx2Oz766CNs3LgRr776KqZNm4YBAwagsLAQhYWFOHHiBM6cOYPOzk4UFxcne7icNIYQgrKyMuTn52PAgAHIy8uDWq1GU1MT7rrrLqxatUrILbqQySSbygVygqGUoqWlBZ9//jmGDRuGIUOG4OTJk2hraxNqK7KC42xqnMX1MPElFplyFTCC7TeS9aQd8YLV21XCmxxs+/FCSe9zMI8vy64Xf15iIvGCh/t82DpijzGrdsLGwCpZeL1emM1mFBcXQ6VSYceOHTh27FhEx3ghkEnG/EKFUoq6ujr85Cc/wZ133on/+7//g9lsRmVlJfLy8pCTk4Pm5mYhRpTDiRVWi9toNAIAVq5ciSeeeAKbNm1K5rBSikyyqSQVDkalUtELMbuY3ZFWVFQA6M7Sttls8Hq9KC4uhl6vR1dXl1ASTiyUgfMXovgzjEW4hmsTHeoaUSohLZXKvIUimDAOFfoCKBMfLo07FgtjaRKeWq1Ge3s7CCHIyspCQ0MDDh48KJR+u5Dwz8z0+IC0Wi2VlmWKlcbGxu2U0jGKbEwBCCHJN+xJYvz48fjVr36F6667Dnq9Hg6HA62trcJNIofTW7799lssWrQIH3zwwQUbpkYpjatNBZJvV7lATgFUKhWqq6tRUlIidOTJyclBV1eXEJvMhDKAgIQ+hjTuNRJCJeLJbSPYdpWu2qB01zklCPXDGip+myGX3Ss9b5EkSrJ15MSxNNZYr9fj+PHj2LZtGzo6OiI4yswkmEDWaDSKGfOmpiYukFMItVqNefPm4Ze//CWGDRuW7OFwMgSn04n3338fjz76KI81lhHIStpUIPl2lQvkFKKwsBBjxoxBaWkpnE4nbDYbXC4XPB6P0FxELJTlvMpSettxL5lCOdS+5IhXhno0XuNIxhBpl0HpGMS1jKVeY61WC51OB6PRiOzsbGg0Gnz77bfYsGFD3MvOpTqhBHJOTo4i+2hubuYCOQUZOnQoFixYgJtuuomHWHBixuv1ora2Fi+++CLeeeedC6aRUiiCCWSlbCqQfLvKBXKKoVar0b9/f8ycORNutxvNzc1CEh8TyiyRj/0BgWKZISeMxNP10YRmSK+TRIRdJBslhXG0pd+kscbisAqpMGatorOzs5Gbm4t9+/bhq6++uuBqcAYjlEBWSjS1tLRwgZyiaDQajBo1Cq+88gqqq6tDtqrmcKQ0Njbi5ZdfxsKFCy/omTgpwQSykjeiybarXCCnKEajEZdccgmuvvpqtLS0CKWKWFcosVCOJDY5VOvjSIVysGslkR7leBNNKEWwZcG2JxcyEcrDHyzWWFznWKfTwWw2o6SkBEeOHMGGDRtw5syZtDz38SKUQLZYLIrso7W1lQvkFMdsNmPWrFmyXfg4HCmsG94LL7yAffv2cZsqIZhAVsqmAsm3q1wgpzgDBgzAlVdeiZKSEjQ3N6Ojo0NoV80qXogbjITqZCMXs5wIoRxue6lAIoVxpO+VC6dQq9WCMDaZTCgoKAClFFu2bMGOHTt4mSEZQglks9msyD7a2tq4QE4Thg8fjvvvvx8/+tGPYLVakz0cTorR1dWFzZs34y9/+Qv+9a9/8Zm4IAQTyErZVCD5dpUL5DShtLQUEyZMQGlpqdAhyuVyCbWTWYyyVPhKRXOw5L4LUShH05wj1LJg2wwnjKV1jOU8xwCEqhSs+YfJZEJ2dja8Xi927tyJb7/9Fg6HI+S4LmSCCWS1Wq2YMW9vb+cCOc0YNmwY/ud//ge33norlEws4qQnHo8HmzdvxosvvoiVK1dekBV/okFOICtpU4Hk21UukNMIlUqF4uJi1NTUoKysDJ2dnT0S+cQVLqRVL+IllKXrRrI80u0qTSyiONRyue1GI4ylf+JwCvafhVOYTCaYzWa43W7s3LkTe/fu5cI4AkIJ5KysLEX20dHRwQVyGqJSqTBs2DDuUb6Acbvd2LJlC1566SV89tlnPM44QoIJZKVsKpB8u8oFchoiFsrl5eU9Kl6wGGWpYJaLVZargCHnhWZEImijqXwhRUnBHGnNUyVFsfixXHm2UMJYmnynVqsDKlM4HA5s3boVe/fu5aEUUcAFMiccarUalZWV+MUvfoGbb74ZBQUFyR4SJ84wj/ELL7yAzz77jHuMo4QL5ATBBXJsqFQq9O3bF5dffjkGDhwIm80mG6MsrXoh9iZLPctKepWl60eyPBGEEr6RlGkLl3gnFcbidcSCGIDQLZHFF4tjjLOysmC1WuFwOLBhwwbs3r0bHo8nuoPlhBTIJpNJkX3YbDYukDMAlUqFqqoq3HfffbjllluQn5+f7CFxFIbHGCtDMIGslE0Fkm9XuUDOAAghKC0txcSJE1FRUYGWlha0tbXB6XTC5XLB5/PB4/GAUirEKUcTfsGWif9LH/dGLEf6eiz0pq2zGKW9xew/E8Usvliv1yMrKwsFBQVwOp345ptvsHPnTrjd7oiPmRNIKIHMWsb2ls7OTi6QMwhCCKqqqnjoRQbBhbGyBBPIStlUIPl2lQvkDKO8vBxTpkyB2WyGVqtFW1sb7HZ7j4YjwcIvIvUqh3ocaZhEpNcepVQQoKFK10VCNO+JRhSz9UN5i+VaQrPOdwaDARaLBRaLBfX19Thw4AC2bt3KY4wVIJRANhgMiuzDbrdzgZyhDBs2DPfccw+uvPJKjBw5EhqNJtlD4kRBS0sLVq1ahY8//piHUihIMIGslE0Fkm9XIxLIhJBcAK8BGAGAArgTwH4AHwAYAOAYgJsppS2kWyG8AOCHAOwAfkop3RFq+1wgK4/ZbMa4cePQp08flJeXB4RfuN3uAK8yC72Q69AXSiyzdcX/pY/l3hMOJW7aYhHPwVo9ix9HKoqDxRaLwyj0ej2MRiNycnLgcrlw6tQpbNmyBadOnUpqCEqmEUwgq1QqxYy5w+EIa8gJIdei2zaqAbxGKX1GkZ3L74tfQAqTm5uLm266CRMnTsQNN9zAO/OlMKzz3WeffYZ33nkHBw4cSKkKSpmAnEBW0qYCkdnVeBKpQH4LwDeU0tcIIToAJgC/AdBMKX2GEPIIACuldD4h5IcAfoFugXwZgBcopZeF2j4XyPFDrVZj4MCBGDx4sNBFqrm5GQ6HI8CrLI5VFodgxCKWQz2We1+yiEQQSx+z94UTxWJxzESxWq2GXq8Xut6ZTCYcPXoUp0+f5t7iOBJKIOv1ekX24XQ6QxpyQogawAEAUwDUAdgK4FZK6V5FBtBzf1wgxwmNRoORI0di6tSpmDt3LoYNGxbTDTlHeVpaWrB8+XKsWbMGn3zyCa9IEUeCCWSlbCoQ3q7Gm7ACmRCSA2AXgEFUtDIhZD+AqymlZwghJQDWUkqHEkJe8T9+T7pesH1wgZwYLBYLqqurUV1dDaPRCJVKhfb2dtjt9oCkPmmXvlBimS2XE72RCmZGvISzXDUL6Q9aOEHMlgcTxqFEsU6nE2KLzWYzPB4PamtrcfLkSRw5ckQ4v5z4EEogK2V3XC5XOIFcA+D3lNL/8j9fAACU0j8qMoCe++MCOQFYrVZMmTIFs2fPxujRozFo0KBkD+mCw2az4fvvv8eSJUvwzTffYM+ePdymJoBgAllJLRfOrsabSIKpBgJoAPAmIeRiANsBPACgWCR6zwIo9j/uB+Ck6P11/mUBApkQcjeAu2MfOidaOjo6sGHDBmzcuBG5ubmYOHEiBg0ahIEDB6KhoQHt7e0BFTCYZ1mj0QQIZrnEPpVK1SPcQix4CSHCcrl4YqDb2610aEG4Zh9yr4sFMfsv/WPrBQuhYKLYZDIhLy8PhBDYbDYsX74chw8fThkv+oWOgtdbASFkm+j5q5TSV0XP5exiyJm1aOE2NfG0tLTgww8/xNKlS1FcXIyf/OQnmD59OmpqasCdPvGjq6sLR44cwdatW/HCCy9g69at3KamCJkUHhiJB3kMgE0ALqeUbiaEvACgHcAvKKW5ovVaKKVWQsg/ATxDKf2Pf/mXAOZTSrfJbB4A9yAnE61Wi7KyMtTU1AAAysrKYLfbYbfb4XA44Ha7A5L7pOXi5LzL4ufsMRDcQ6xkKbhoaxpLE/GCiWK2rthLTAgRKlBIq1CYzWY0NjZCp9Nhw4YNOHXqFBoaGqI+Hk7vCeVBVirhyuPxhPMgzwZwLaV0nv/5TwBcRim9X5EB9Nxf5vxKpRlarRZVVVWYOXMmKioqMHXqVOTl5fHkvl5AKYXT6cSGDRtQV1eHJUuW4LvvvsPZs2eTPbQLlmAeZCWv83B2Nd5EciR1AOoopZv9zz8C8AiAc4SQElGIRb3/9VMA+oveX+pfxklBPB4PDh8+jMOHD4MQgry8PAwdOhSDBg1CVVUVGhsb4fV6e3TsCyaYxeEWobzM7HWGnHhWMq4vkk53kQpiVrtYp9MJjTxMJhP0ej28Xi+OHDmCjRs3oqWlhZcSSmHE12YC4HbxAsHj8WD37t3YvXs3AKBfv3644oorMHnyZFx//fVC4x9OaLxeL1paWrB//36sXr0a77//Purq6mC325M9NE4QEmxT406kSXrfAJhHKd1PCPk9ANYqpUmUpJdHKf01IWQ6gPtxPknvRUrpuFDb5x7k1EOtViMrKwuFhYWoqKhA3759UVRUBI1Gg9bWViHJTxq3zOosS8MwpKKZPRb/lz6Wex6KUOEU4f7LtXiWhk2wkmx6vR4WiwV6vR4+nw/btm2Dz+fD9u3b4fP5eLJdihHMg0wIoWq1WpF9+Hy+cB5kDbqT9CajWxhvBXAbpfQ7RQbQc3+Z8yuVIajVauTk5GDAgAH4wQ9+gPHjx6Ompgb9+/cP/+YLhPb2dhw7dgzvvvsu6urqsGrVKjidTl6aLQWR8yAraVOB8HY13kQqkC9Bd5k3HYAjAH4GQAXgQwBlAI6ju8xbs7/M28sArkV3mbefhQqvALhATgeYcb/kkkvQ0dGBK664Ah6PB3l5eT1qLUtbXTPRLPcXSdk4uedSIqlAIdfAQ04Qi1s9s6oTOTk58Hq9AIC9e/eitbUVHR0d2LdvH+9ul+KkgkD27++HAJ5Hd5m3NyilTymyc/l9cYGc4mg0GuTl5WHSpEnQaDSYO3cu+vTpg4suukg2sTgTOXPmDE6fPo1PPvkEhw4dwtGjR7Fz5064XK5kD40TBi6QEwQXyOkHIQR6vR5VVVVwOBy4+uqrQSmFxWKByWQSOvmxGGapaBb/AaFjmBly12qwahRy8cRyIRMsfph5h3U6HSwWC7KysnD06FFYrVZs2rQJHR0daGlpwalTp4KOhZOahBLISgmRrq4u3iiE0ysIITAYDLjsssug0Whw++23o6SkBBUVFUJ1jHQUzszGO51ObNy4EV6vF++99x7q6upw9OhRHDt2jCfYpSHBBLKS12g4uxrv2vJcIHMUpbCwUChlNmnSJKjVarS2tqK8vBxmsxkdHR1wu92glMLtdgshGlLRLCeYQyGXVMdihVmYBEuk02g0IITAbDYjKysLtbW10Ov1sFqtWL9+PVpbW6HRaHD06FFuuDOAUAJZqTh3SikXyJy4UFJSguLi7iJRt956K0pKSgAAo0ePxoABAwB0JwZqtdpkDVFIoqOUwuv14t///jccDgcopfjwww9x6tQpeDwefP/999ymZgjBBLKSuUOh7GoiastzgcxJCLm5udDpdPD5fBg0aBAuuugitLe3C7HMAwYMwMiRI9HZ2SksY95nOY8zEBg3LO1QZzAYYDKZ4PF4sHr1ami1WhgMBpjNZvh8PnzxxReCeG5sbOR1MzOYUAJZwd1wgcxJKAUFBTCbzQCA6upqXHnllQGvX3rppbjmmmsU329TUxPeeuutAJvJyt2xcLq6ujpuUzOcYAJZ4d2EEshxry2fEgKZENKB7tbV6UYBgMZkDyJK+JgTRzqOOxPHXE4pLZQuJISs8r9XCRoppdcqtK1eQwhpANCJzPssU5F0HDOQnuPmY04MqWBTAcAAQFwKSqgvn4jSmalSmHF/KnlfIoUQsi3dxs3HnDjScdwX0phTSdAqDaW08EL6LJNJOo4ZSM9x8zEnBm5Tu0m/iH8Oh8PhcDgczoVM3GvLc4HM4XA4HA6Hw0kntgKoJIQMJIToAPwIwAold5AqIRavJnsAMZKO4+ZjThzpOG4+5swhHc8LH3PiSMdx8zEnhpQfM6XUSwi5H8DnOF9bXtHGSymRpMfhcDgcDofD4aQKPMSCw+FwOBwOh8MRwQUyh8PhcDgcDocjIukCmRByLSFkPyHkECHkkWSPh0EIeYMQUk8I+Va0LI8QspoQctD/3+pfTgghL/qPYTchZFSSxtyfELKGELKXEPIdIeSBNBm3gRCyhRBS6x/3H/zLBxJCNvvH94E/EB+EEL3/+SH/6wOSMW7/WNSEkJ2EkH+mw5gJIccIIXsIIbsIIdv8y1L6+vCPJZcQ8hEhZB8h5HtCSE06jJvD4XA46UlSBTLpbhW4CMA0AMMB3EoIGZ7MMYn4fwCkNf0eAfAlpbQSwJf+50D3+Cv9f3cDWJygMUrxAvgVpXQ4gPEA/tt/PlN93C4AkyilFwO4BMC1hJDxAP4E4K+U0sEAWgDc5V//LgAt/uV/9a+XLB4A8L3oeTqMeSKl9BJRnctUvz4A4AUAqyilwwBcjO5zng7j5nA4HE4akmwP8jgAhyilRyilbgDvA7ghyWMCAFBK1wFoliy+AcBb/sdvAbhRtPxt2s0mALmEkJKEDFQEpfQMpXSH/3EHukVEP6T+uCml1OZ/qvX/UQCTAHzkXy4dNzuejwBMJkTBBvARQggpBTAdwGv+5wQpPuYgpPT1QQjJAXAVgNcBgFLqppS2IsXHzeFwOJz0JdkCuR+Ak6Lndf5lqUoxpfSM//FZAMX+xyl3HP4p/EsBbEYajNsfqrALQD2A1QAOA2illHplxiaM2/96G4D8hA64m+cB/BpAl/95PlJ/zBTAvwkh2wkhd/uXpfr1MRBAA4A3/eEsrxFCspD64+ZwOBxOmpJsgZy20O76eClZI48QYgawDMAvKaXt4tdSddyUUh+l9BJ0d8MZB2BYckcUGkLIDAD1lNLtyR5LlFxBKR2F7jCE/yaEXCV+MUWvDw2AUQAWU0ovBdCJ8+EUAFJ23BwOh8NJU5ItkOPeKlBhzrGpWv//ev/ylDkOQogW3eL4HUrpx/7FKT9uhn/qfA2AGnRPjbNmNuKxCeP2v54DoCmxI8XlAK4nhBxDd2jQJHTHyabymEEpPeX/Xw9gObpvRlL9+qgDUEcp3ex//hG6BXOqj5vD4XA4aUqyBXLcWwUqzAoAd/gf3wHgE9Hyuf7s+fEA2kRTvwnDH9P6OoDvKaULRS+l+rgLCSG5/sdGAFPQHT+9BsBs/2rScbPjmQ3gK5rgjjeU0gWU0lJK6QB0X7dfUUpvRwqPmRCSRQixsMcApgL4Fil+fVBKzwI4SQgZ6l80GcBepPi4ORwOh5O+JL2THiHkh+iO5WStAp9K6oD8EELeA3A1gAIA5wD8DsA/AHwIoAzAcQA3U0qb/cL0ZXRXvbAD+BmldFsSxnwFgG8A7MH5uNjfoDsOOZXHPRLdSVZqdN+0fUgpfZwQMgjd3tk8ADsB/JhS6iKEGAAsQXeMdTOAH1FKjyR63AxCyNUA/pdSOiOVx+wf23L/Uw2AdymlTxFC8pHC1wcAEEIuQXcypA7AEQA/g/9aSeVxczgcDic9SbpA5nA4HA6Hw+FwUolkh1hwOBwOh8PhcDgpBRfIHA6Hw+FwOByOCC6QORwOh8PhcDgcEVwgczgcDofD4XA4IrhA5nA4HA6Hw+FwRHCBzOFwOBwOh8PhiOACmcPhcDgcDofDEfH/AZzj8xoVINy/AAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 720x720 with 8 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from mpl_toolkits.axes_grid1 import ImageGrid\n", | |
"from matplotlib.offsetbox import AnchoredText\n", | |
"\n", | |
"fig = plt.figure(figsize=(10, 10))\n", | |
"grid = ImageGrid(\n", | |
" fig,\n", | |
" 111,\n", | |
" nrows_ncols=(2, 2),\n", | |
" axes_pad=(0.5, 0.2), # (horizontal, vertical)\n", | |
" label_mode=\"1\",\n", | |
" cbar_location=\"right\",\n", | |
" cbar_mode=\"each\",\n", | |
" cbar_size=\"7%\",\n", | |
" cbar_pad=\"2%\",\n", | |
")\n", | |
"\n", | |
"labels = [\"a) Start\", \"b) Gray\", \"c) Backprojection\", \"d) Backprojection Clipped\"]\n", | |
"for ax, im, cax, label in zip(grid, [emoji_data, gray_emoji_data, backprojection, clipped], grid.cbar_axes , labels):\n", | |
" img = ax.imshow(im, cmap=\"gray\")\n", | |
" cax.colorbar(img)\n", | |
" at = AnchoredText(label, prop=dict(size=15), frameon=True, loc='upper left')\n", | |
" at.patch.set_boxstyle(\"round,pad=0.,rounding_size=0.0\")\n", | |
" ax.add_artist(at)\n", | |
"\n", | |
"\n", | |
"fig.tight_layout()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3.10.5 ('emoji_skimage_env': venv)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.10.5" | |
}, | |
"orig_nbformat": 4, | |
"vscode": { | |
"interpreter": { | |
"hash": "f84cbea63450ac9ac6930a8b8032b1700c9d37cae281b9ce71cb0663130d8093" | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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