{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Transformada de Fourier\n", "\n", "Transformada de Fourier é um dos conceitos mais aplicados no mundo da Ciência e Processamento de Sinal Digital, ela provê a representação do domínio de frequência do sinal original.\n", "\n", "Por exemplo, dado um sinal sinusoidal no qual está no domínio de tempo, a Transformada de Fourier fornece as frequências de sinal constituintes. Utilizando a Transformada de Fourier, ambos sinais periódicos e não-periódicos podem ser transformados do domínio de tempo para o domínio de frequência.\n", "\n", "## Exemplo\n", "\n", "O exemplo a seguir cria duas ondas senoidais e elas são adicionadas para criar um único sinal. Quando a Transformada de Fourier é aplicada para o sinal resultante, ela nos fornece os componentes de frequẽncia presentes na onda senoidal.\n", "\n", "Primeiramente, iremos importar as bibliotecas necessárias:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definimos quantos pontos de tempo são necessários (frequência de amostragem):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sampling_frequency = 100;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculamos em quais intervalos os pontos de tempo são amostrados:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sampling_interval = 1 / sampling_frequency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definimos o período de tempo inicial dos sinais:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "begin_time = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definimos o período de tempo final dos sinais:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "end_time = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definimos a frequência dos sinais:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "signal1_frequency = 4\n", "signal2_frequency = 7" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculamos os pontos de tempo:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "time = np.arange(begin_time, end_time, sampling_interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construímos duas ondas senoidais:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "amplitude1 = np.sin(2 * np.pi * signal1_frequency * time)\n", "amplitude2 = np.sin(2 * np.pi * signal2_frequency * time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotamos a representação do domínio de tempo para a onda senoidal 1:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(19,5))\n", "plt.title('Onda senoidal com frequência de 4 Hz')\n", "plt.plot(time, amplitude1)\n", "plt.xlabel('Tempo')\n", "plt.ylabel('Amplitude');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotamos a representação do domínio de tempo para a onda senoidal 2:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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t8Lp03I//ycfxs2++7jSNqovP3HNCHuPVn70f3/+aj+D6Q5p9f/bek/iceK7d4Dmvuxb/319o78nHPn8Uj3v+lbj9yJkZ57xY4Kob75WPe+4bPoEX/vWNUec6UzbwwVuO4KtfcCXuOa4FDs9+3TV43l9df5pG1cWn7zqOOx7QSK4rr78X3/sHH8Yt92vrxw2HTsjn2g2e9aoP4Yq3a+/JB24+jMe/4J3yc4vFNC/w9zfdJx/3X/74Y/gf77hJOmZrHneuWPz9Tffhn//qO/HA+kw67pmv+hB+428+c5pG1cV1dx6TSa63fuIQnvWqD+PQMe24T915XD5mN3jGy9+P337XZ6VjrrrxPjzhhe/CUfG5xWJzVuDqz+pxww+/9hq89Kp/kI7ZmOV47z+cuRjlbZ+6G0+64iqZoHzGy98vX9tu8LHPH8V9J7Q5788+eie+65UflO37458/invFc+0GT/mdq/GK99wiHfPXn7obX/trV50xcubk1hwfuFkner/n1R/G71996xk51/mGs52YMT2/szv8vvtLa19prX2CtfYJl1566YM6uL3Eya25PKHeePcJFAuL20VVw+cOr8vBHoDoCe6bXnw1vunF75GOuac61z3iOb/pxe/BN734aukYh5jru+HQCdwmBpe3H1lHsbAyoXZqmuPk1lw6BgB+79034zmvv1Z2lO85sYV7xaDhLR+/C895/bX4kw9/XjoOAE5szbEx02zghkOlDdwhqho+d/gUrj90XDrGWhttA095yXvxjb/1bumY2gbEZ/Bvf/tq/GvxXA4x13f9oeMyEXTb4XXkCyuTkye25lEOzG/8zWfw7Nddi4/ermXd7j2xJc9Bf/TB2/Hs112Lv77ubuk4ADi+McfWXFMzXn/oOOaFxV3HRBu4X18HrLWyU+3wtN99H/7N//9u6Rh379V56Ftf+l78y9/8e+kYIM7GrbW4/pBOvN56eB2zYiEnLY5vzLE50xWvv/SWT+OH/vAaOXFxz/Et+Z783rtvwQ/94TVRgemxjZluA3edwDRfyHNljC+0WMTZgLUW//5l78e3/e77pePcvVefwbe97H34ul//O+kYIM4G5sUCN917Ercd1n3RzXmBz4k+1NF1/R0BgJ98w8fx/a/5iHR9xcLivpNT3HNcUwv85t/ehO/7g4/gU3dqfgYAPLA+k1Xt1x86gVPTHIdPauO8NcIGynui20BeLPAd//MD+J5Xf1g67p7jW7AWuF+8tm//nx/AN0SsAzE2fmqa4/YjG/I68Ln713FyK5d92COnplGK1x9+7TV41qs/LMUSG7McJ7dyeX795b+8Hs969YfPaJLkbMTZTszcCeDh3r8fBuDQDr//gkBeLPCVz7sSz3zlh6TjDlWZl+ObWrB+fHOOe09sYSFI7m68+wSedMVVeJXImMZK5R0z/kCkdE6VJ7/y6lvwpCuuwo138wtUsbC458RW1P0HgEPHtEnuma/8EL7yeVfKstMP3HIEADAvtAz+A+szHBEzFLNqbNfcpgXA07zAVz3vSjz7tddKx90dbQM57hbv/0dvP4onXXEV3vARjXSKLVeobSAym6jYNwC8+Mqb8KQrrpJULJuzAkc35tE2cLe40D/9Ze/HV/zKO+Rre29VDjPL+eOKhcXRjZl8/x25+PHPH5OPe+wLrsRPimpGdw9jnsHdYkb9PZ+9H0+84ir81Se15flwNY/rc1B5nDoPxeL5f3UDnnTFVZJTfnRjjmm+iF8HRAXFk1/8Hnz1r14pK7IcMb8549ePjVmOzXmBI6e0+++u7ToxKD2xNcfjXvBO/MKff0o67lCEDSwWFic257KC5W8+fQ+eeMVVcqLjzqPleQ6LPs2RXa4DKn7qTZ/Ek664SrqX954oA+fodUBci//vX78KX/8besD9rko1qazJxzZmsLaZi1i456b4lED5nB//q++UlZpuLleegStnPSSuw2/+2J144ouuwrWin3fL/evV/zUy2r37R4Rn4ObHaUQM8qN//FE88YqrJPIv5v77n1dt4J+/8F34lpfoSWhXhaDYgJv/1TnIEaBnqjrgbMXZTsy8FcD3V7szfS2A49bauwFcA+DRxpgvNcaMAXx39dkvCLzhmrKK61N3aU6MM+QT4kRwYmuOeWElB8EZ2IvefqOUrVOzgQ5uIoh1yJXzbs4KXPH2Us58n8DI339yiqJy7hSc2CwnRNUhdO/HG6+5Y8kn23CKKoWs2poX2JgVOLoxk4LggWmfk8XrPnAbAOCDtx6RjjtU24BGfpzYmuPkNMcJIWvgsvc//+efkgjHz4iOmYOzgcOiQ+igZGBObM3x0r+7GYCWlXLv8Mkt8f5Xz0sNSp0y5y8+cZd03O0PlMdtzjWHfGF1Z2TfZAgA+PwDWubslRXp/aFbNBtwz0CxgbxYYH1W4H4x6+YyZj/1pk9KtfQ3RCg0gd2Tk0pW98ipKV5bzUOHBSLClYucUG1gK84hP3xqiq35Au+4XivNc9cU45Cr6/Al+8cAIPcoe3k1B33s81oJc20Dwny+PsuxsCWpo5Bc7nn/3Juvk45zqoQDK0P6GMAPSvln4I9LWuOOb+HPP1bOrUp5kSOHlXP5n1d9oa35AodPTaPKkgDglGCrRyLuPwBcfuEKgFKRouC331mWg31aVPQeingGJzbj7v+dlQLil/9SK4W94e7ymh55cJ90XAw56RMyCsHy+SMbeOcN5dyq+PYx99//vOoLAaU/pCZBHWJsQCWVv+TiNQA6OXm+Ya+3y34DgA8C+DJjzJ3GmGcbY37MGPNj1UfeDuBWADcDeBWA/wcArLU5gJ8A8A4ANwL4U2vtmSt+32Ncef09AIBHXapNVrVDGJElAoC7hGypP7FddyefCVbLRRxiF8PmvPxE8EnvehTS6dDxxiFXHLRGMaNNxP+4ej/eUb0vLNxzVkpA3H0vFlZaaE5Ny/v3eVG66IKMr3zohdJxh3aRJQK0oGg6bxZ6JQPg3sVR1lexuT1chu4BMVsdnpfBR71eThuKDRyLV2v4x7P4RxeUzq5iA9ZabFXPzr2fDJwTeGqaS7JyZ2cqOels4Msvv0A67q6IZ+BIBGu1Eol5RcbM8oVUvubexS+6YEIfA8QRAz6RrNiATworJZUxcxAQHxQdqIi/KwUb8El5ZR1wNnB0fSatcW4OUTPjzq6/9JI4X0h5Bu6zs3yhkR5Vlf29J6aS4u+Gyhd66EWr9DFAHDm56flrNwo2cLVXerZ+BmzgeIQv6kNZB3zfTvKFnFpAXIcdMXCDGJS6a7r8Qu092Y0NHNvQysgHVQbuhrtP4NgGf1+uv6u8F5ce0NaBGBvwCeh/uJefh3wl3LrkC7n7rxH0MfGAr5pX1gGfbFUI+toXFeMxt2TEtM44n7DXuzI901r7xdbakbX2YdbaP7DWvsJa+4rq79Za++PW2kdZa7/SWnutd+zbrbX/pPrbi/buKs48nBOj1o03DC1vYC5LBGhlBH6wtiGwz84gx5n2asYGpcNqwVAIIf++Kxl1F9QXCytN4DVDLgalmxHvia9+UFQN/n1XnFbHwj+wPpMmfvd+qT1mYjKlPpGpZCn8914Zp3sX90+0TGlMlshfsBUbaNl3BDl5appLJXaNWkBzyF3AoYzxjgeac8RkiQDtGZys3vvbjqxLapTN6p1S14G7Iwj6lg0Iz2DTe++Vcbp3cThQ1wFnA3ymzg8oFaVOrA3UaoFI5aRaRuACPmWMPkGiOeTl/c8XVlJkuXPcePcJSXHZrAOqDejPwL8ehaCPfU+cL5SLZZgxZQT+PKcERS1fKIKg121AV435JKMyxhu9nn4nI2zgpEjQOxu44dBxidTcjPCFFoumL5Bip77fpPijm7u0AbU/UK0aE+KBtg3E+kJKPKCvw/7npTloHnf/fZIwRjl5dEMj6N05rr87LkF/vuBsL2VK6IGb5JTgHojrr+GTOIpD7o9tK8IhnBULqZQmhiGf5Yva6XG1rAz87NK6kFH3719MUKRmSl2WZ1NY1G71HHLl2vxaXuUZ+EGR0gRtKyLgttY25KRkA81npcXQW8i0Z1DeB+X+A3ESdt9Ob420Ac0Zae6fstA3NqAFpW5simN3y2HfBnSHHNAcQneOeaE1pXbPQMlUz/IF7q/kxRI56duA8Az8dzjGBtR+SzHrgD9GRbGxFWkDjpyc5gvpvWwIen4dmBeLuo+Xcv9vua+ZCySH3LcBgRxz51ifFbhXKCeLIV5dWWr5M39tx2MJet8XUmzgsFsH4mxACkq9c9x6WCjr9n0hiZyMUw+756X4Qv7912wgdh1o3vuj60KpXHWOw6dmElnSrAP8tR0+Na37dynrgG8DyjPw1yhpHajeRXUdcNs0xypmlHKyzUjSI8YXBRobkOagyHX4lvt35wvNCyvNse4Z3PHAptzM+nxCImbOQbjFXWH/N2Y5jm2UE4AyERzfiGPIY4PSaPloRLMv//s3Bcc6OkvkTaQx8tGj4u4a7r4r999n1k9N+THGBqW+KkdZ1DYjMqVH1me1IiHm/gNaUBTrkLvjZsVCWpx2K9+V7n+sM3JsdzZwz4ktulfJLF/UzmfsHKRkSmMVM36mTrLvCEWca7oJxNuAUkbg33fpGVSfPTXVArcjUUFpc20x9x+IK+cD4oKiu49t0vckNij1iaYYCXv5c5wNKPdyK4Kc9MnhWIJeWwfifCF3nKLas9ZGqcai14GWL6SXMqnq4aaUKU6tETMHAWeWnASADVKJPS+a5KIyd90VuQ77hFGsL6TFLc06wGJeLGoyIN4X4s+3tUtf6OQ0l/qvnahLmYQEiXc9Mb4oICroY30h7xlsCU3nzzckYuYchFswFFWJb8SaYiaOIY91CLfyuMVwt0Hp1lwoIWhlic6EQ+gthuQz8INSRbE0bTkjOikQ/rwM69O4BaPJlEbef2GRaTkjkg3EOeS+DbCqGWttVClT7P3fagWluloAUCXU5WeVbTdjCVT/PkhZolOxzkgcgefmLGWMbdVenA1ImdIW+a0/g2Jh6V0y5kWz09GZuP/RaoHoZzCvz8XOXxuRDvlWHtdjph2Uxikn2XHOC494jUyQSEmqllpASVLFzkNVn6sZT06emua1QiqWGJsKvlB7rowkJyPUw4dPTemkxXpkOeVWJDHzoASl5DOI9kWPx93/dpIqzgaUeci9iwo5eTSWGNuKjAd8X0h4T/xnoGxF7Z7XPcf5nXLPtC/UTlLFJcu3kmIm4VxCTLb6+GZpKGvjLCpLtzbOasUNg43oxbCZENnFMC8WOLYxRzYwOLY5p9nnU7FB6Txukju2OcPqKAOgZ6vdcewziM0Sxdx/oJyIs6pfT2ymLiYomheW7stxzLOBGLXA2jhrKciWoZ0l4hd63zFmHZL1WdmgOBsYyRnxsyBbSn+TyCyR/y5rmTrdBvyso+JobUXcf6B8750NSH2WPMUGO848skTlmP8uR9qAsg7481DsHMtm6o5WTSWzgYkOSmMJekUtcCzSBlq2w9pApEM+jbj/QElONuvA6X0GsUGDu3eqDZxo2QB/bdFJquqz1vJzrLvn5ToQSwpEKieF42LXAf84ltSMn4Pi1oG2LxRrA9w4tyLt283hq6M4G1CP898N1gaKha3XuPVZQZMQR9bj1oFYVUmsL3RsY4a1sfYuFwuLk9Mca+MMs2JB38tWguQMxAMPeDYQq6BX+wqdT0jEzDmIzVmBC1dHAPhstQv2LjswiZqILzswkcoqNrwxqg75wX3l1pmss3W0WmQecXAN1jYO+jK4779k/1hiZ90CeOHqSMpSTPMFLqt2GdEUG/P6ODVLdOHqKMoZvGT/WFYLHNw3xv7JUHYI3VapLDFQLEoyxr1frEPi28DJCNVYaQN84ObbgPoM3D1hF0On1njEwTVszRf0vODbwFR0RsbDAVZGA8kZmc59G9DmocYGuGfgMri7sYFTgn0fWZ/hoRetVg6hkiVqnjftkFf34MLVkUROunt32YFJVI8Z1QbWZ3mkDSzqe8LOQ84Jf+TBNRzdmNGO/KnIdWBrVtRbGStqgWleyDZgbVmrr64DLlN90doZWgfWZ3hEteWpqhZwz5udh9z1qPbt7p1sA5tzGANcsj/eBlj7trZUiqk2cHfTZEoAACAASURBVMSzgRi1RowvVPuiwnvSsgFyLd6aFy0fivaFpvG+UDYwpZ8n+kKPOFjagNprzPm+7Hvi24AyxtoGLpjIfZZWRxn2rwy1eGCa6/5a3sxBAK8IeiDSBhwpcMn+sUzQq/EYUMUD1W5TbEx20luH3Xcw2GjNlZoi7sDKEONsICnoj6w3NqCSY40vlEqZEs4RLCppt5vA2aCocchXokoILjuwIgelF6wOMRyYCIe8nHTYTJ0z/Edftr/172Vw/SMO7pvIE/E4G+DAylAPSg9ozghQOu/yRFyN6+C+cpFhg5TGIZ/IWaKL941x8b6xnCVyz5sOSufNtQF8PXbLBiKko5fK5KTuaLnPunvCEjNOJeNsgHUIG4d8omWJZgVWRxn2jYeiM1LINuCyRLUNsE6rs4H9Y021l8fZwAPrM1yyf4yHrI0igtJJ69zLsDlr2wBPTrqgVLeBUWZw4dpYXgfUMVprsZXrNuDIyUdfdgAL26iDlqFtA9o6sH8yxMpooBEDEevAxqxAsbAR60B5bRfvG8tqAWOAi9bGsnLy8otWsTbO5Oazqg24HgQH940jyUndFzowGWJ1lEnlPpsRNuDGWPtCETawMSvoZ76+Cxu4WPRFgcAGyDn2ZO2LxgWlB/eNZV90ZTjA/slQ3pXpH1+yDwOj787X+EJaKZN6bS2CXvRFL1wdYTIcSDbQWgdoP69tAyz5fWS9sYGjG3Pa9/VtQPHztrxrk2wgX+CyAysAeILezVfuOJWgP7hvrLU2yAusjDLsm2Riz8lp44uSNmCtxamtHAf3afHA+YhEzJxjcE7LwYpV3CAnK2fAlx6YYHNe0E7M8SpLdHC/6pDn2DcunRitjKOor42diB2L/LCHrLX+vQz1RHxAc1o35wVWRoMyKBUzpW6RYRnyaV5ga77ApXVQqjnk7l6yz85l4g/u1xzyk1tzXLA6woWrI0n6vj7LmzGKWSL1PfFt4PjmnK7br7NEk2EEOTlCNjAiMbDwrk1zWhsb4I5zz/igmiWqiJnVcSbaQPMuq1miS0WH3GXYnNPKPm93Hy7ep6kFTm7luGB1hAtWR/JOBAfFLNFWaAOscrK6d5cemEhlecc357hgZYSV4UBSVm3MmvmcdchnxQLWNtfGzkMnahtYBaCvAwdl1diiJie1bHVjA2xQdHwztAHSIa/mnUv2TeTeAivDcs7T14FhtQ4oO9IUsg2E64CqnLxUVA8f3yzXuMloIAVu6xE20LFvdh2YOl+otAE24DvZWge092RtnGF1lMlqAXUd6NgA6wtNm3up+KJbVVC6f6LZ98mtOS5cHePACm8D1tpSMVOrh/Xkg0ROejag9pi5YHVYEjNiPNDYd5wNsMRAEw+solhYusTu1DSvyOiRHA88xKn8yTkoLxYoFvbM2YAXD8jk5GiA/StDSRV6civHZQdWMM4GtC86rXbJveSAnsw835CImXMMbiK+eF+8Qw4oDO28yRKJpUyr4wwr40xufNpkSrkxusXogpVSTsguGC4bfnDfRG54tzoug1KllGlrvsDqOMOByfC0M+RuEr1YzlI4Zn0iOeSzYoHJcIDxcEA7B0ComCEd8sAG6HI+zwbmhaXPd2Izr7JEWqZ0fZpj36R0Wtn7P68WbDVTGtrAjGwKfmqryRJJEvbKBvaNh3I538X7xsgGZhc2IDoj+zRCZzovMKkypZIN5JUNZLuxAY2c3I0NnJzmdDbxxFZlA6NMK+OY5rhwdYyBURzydqaUVS25d/6CSlbOPoPdqMZWHDkpZiGbTClLOjkJe3kcO3ete4oZiZzMy+TDgRXRBooFJsOsXAfIOWixsG3FTKQN8L5QQ9CrqrFaLSAGpfo6HGkDeZwNrE9zZAODi1b1JNXqKMPaOKOD0kXVO6S2ATIo7diAWNatq8Z8tYBoA6OBZAOb8wIL2zxvNUmlrgNbeYFRZnDR2li0Ac8XEsnJi0XVmK/eBvjNKGJt4NQ0x/4qmayqxmpyknxPOvGYaANqkmrD85nVcr6VYennKQnX2hcS4oE6SegUM8Ice74hETPnGJosUfnyqpOcytCeqLNE2mS1Pm0UM+xiWCws5oX1GHJN9uvq/WlixnPIZ1VAzKAu45hkWkPFfIGVUYYLVkennSHfnDuGvHpPBIdwnA1wwaqYBZ6XDnnptPL35NRUly5uBTbABkWxNlBniUYDibzYmBVYGw+xIhAzPjEG8JnSjg2IEvaynE9VjelBqVvoL1gZRtsAO87aGREz6s4h3y8GpdO8KG1AIC+KhcXmvJBtoMmUxtuAtTzxd3xzjgNVUKq+JzU5KZZb1TZA91Erj4tZB1xpquIMOoJeKeeztiSEL1gps860DWzsTjFzcP8YC8sTtmWmNEINNC8dcqXUYSN43ipB39gAGZTOyybpB/eNsTEr6J0tnWpsMuR9mnJcBR6yNoYx/A6J4TrAzkPRvtBWjv2Tao1TlZPjDGuCL9SUaZXz8mn3hbz3RCEnp/OSYNm/MpL6a8TYgK9cBWKUk9o6MJ0vqnV4JKuHL1gZYSXiPWl8UX4OAjwbEJQXgG8DpGJmK8f+ldJfiyrrnmS0Omc3viiAus8SXao4a+IBpZTJ+UIHVnRV6GQ0kOIBv5TMnfsLFYmYOccQ9hZQFTNqbfuJrRwHVlxNqa6YUSSuHYY8ciKWGdq63Id3dldGGVZHQ2mb1DJwKwMAtra9LuPYrznk69P2e8LuGrI1L0pnZDKS6qpjFDPzYoFpvsBD1spyH5b02AhsQFULXCaqxk5O5ziwMsKKqJgpiZkMq+OBQApUTmsl5+TVAu2glFbMTPNSqjopiVe+3KfA6mhQOiMiOTkZDcpyn2gb0CTsl9S9iPhnsDIa4ECEYmY8HGCSDTBjnUGvnBKI6yEFKOV8VaZuv7YOnNya44LKaVXUQOtTZwOK09q2ATZT5975AxHKyf0rQ6zIAXfelPORNuDGOKkIev7+l/egtgG6jKMp5wMiyUklU1qUNqCoBWrVnihhr5MPcr+9ch12GXXlGRxYKXsKSYqZaY61KklFE6iuz5VbB0TlpLMB1lZPTvOqX5KujF4ZZVgb8YGb+/618RD7BfVwxwZExcwl+8atnX6WwSURDkyGOCWoSqaeDUwjlKvu3AzifaGiWoeHknq49IWGkmLGWov1WY6HrLnmv7yqB/BtQFPQ75/o8YCzgRj1cFnWrfmiB0X1sPOFLhF9oc1ZUZZprY6wIZZ1l/4h7wu5Mq1xlknxgLNvteTtfEQiZs4x+M2+AI0hB1B3D6dl/XkZgE1UZ2RWYF9dyqSx//vGGVZGA1marDrk69O8luGW5+dlp6tjp5gRWeRhJjk/bkwXrmnX1m0Oyj/vsq66DMD4hopFkyUS7j8A7JsMsTLkMzAPmg0ImZvVUSb3FnCKGUUtEDY2pjOl8yAoFTJ1Zaa0tAHl/SqJV74BtluwJ8OsJLlYG6g+19gA67Q2EnY3ZvZ8pYS9DDboDGsl31XmSmcDF7uMemQD7E26AXZppytj7Xk7BYVaxrE5y2vVGK0W8JovA4JqrLYBLVPqSg5dppR93ptOVSKQk+7eTaodzfjeX6ENiGqUCOVkTDlfoxbg7ftUmCml+2s0wQ2gkZPu/rt/M9jKyzmvvDbuGGvLHhdqSWu38enpVcysu6B0qCmjt1wp04S/ttoGRqINzONsYHNWYGCAC9eqgI/0hVw5375JRr9b1tqqjCOTSp/d91+qlvN1iBnFBsp1uPw3/16ujjNpjZvmZc+wfVVLBFU9rJYyTfMCw4HB2lhXTu6rmrnH9NsrlZOaDdRrqqgiumhV84XWpwX2jYdYG2d1ZQJ1vsAXYtAkH+LiATX5cD4iETPnGDryXTFLoWZSpi4LXDkjrNO6MSuwNhlidTQQHPJmsto/4ZvINv01IhjyKgsMaEFRSejwiplmwdZUJU0WWHS0POkioDnkjiEHeIfQqQXGQz6j7p6vKh8Ny/mUBtijzNTP26lMlqFWQkT0Ftg31hxyZ6er4yH2jfna9rq/RoRixmWJAKVUzpPviool2QY6ZVqsDbTfE8W+V4alWmBeWPqZ1zYg9Jhxz1dVbIQ2QAel86YPjhszg1leeDbAz3kb80K2AXcPXPmHagOqcrJUC5Ty/IUF77RWBP2aUO7j3l21F1HHBoTdONyWv4C2Va1rfHpKICdrxUyEDTQ72IkEfb3G8c/A9cEBFBsoy3wVGyhViIguaXXlPqx61c1VUWqBFReUimoBseStsYFslzbAkx4uKHVjZuDI6P2TkTwH1WscuQ67ps1N89+4UiaVnNyVDdCkU5WAGw+xKvScnNbkpFMP84qZccS1nZrmtRoopqx7TVBOuvlDfU9CRZzS2mBtnNV+nkbQl6VMar/DcRbZY0ZsgH0+IhEz5xg6agEhSzEwwL5JFZRKwUbJ6gJ8wLcxy7E2inPInWJDzxJpLPKpabPdqX/+ZfAb3ql11Y5FVidi52ix5WShxFV5BivDkiEHtNp2F2yo5FEtH2WzBrsoZfIdcingzgZSpnRR9Q5xi6GaKV0ZDqQsRUcxI6kFPBtgs9VRzkic0+qOU5t715lSF5SeZnLSvV9KNtHZl5qpi94uO19gMtLn81mxwMTZgJDds7YkGRWH3N2D1VGG/WNesVHbwERXTu6fNE6rsiPK6mhQrgMi8VrOQ/x8EtvgfmNWlOuwHJQ6tcAQC8uRJb4iLkY1tn8ylEqmQ19I2Z1vMhpgnDmCXiNeJyOhf061NrlyPlURd+FqWeqglAk5AtX9m8GpaVHNQRnyhUXONq2deWUcsUFprA0IJW+urL78t1jONyk3eWAapftrnPIu16XnkQ2wZeXkvGiRF2ryQVHEuffCPQNWvR0qZtgkaEg6Sb5QRaDGbAayJvQaq8nJkUjQxyZqvZJiN2ZunM0OtGo8VsY6u1BOplKmhHMFvpxzYBS1QJAlUpyRzHgL/fLj6qB0ojrkjpgpHUK9rlrLEtUS9qFYyjQrsDLOsK/alYnJJu42S9Q01uUdwmxg6jp6ubeASMy0nNaIUialsW5HLSD2FpCzREWjmClIp3UrL8pMaWUDqkPungGdpYhUC9Ty3aG2YDv57tp4KKv2JqPdZkpJR2uWtzOlgg1MqiwwwNmAtTZKLeAHpbtRjSlln9GZUtW+Z86+K3JSLOer1wGhz9JwYLA61q7NkZOunE8n6PmtRH2nVcqUFu2glO9BkWNt0gSlys5YLigFmow+M8ZYxcw+0Qa2AkWcRE4OBxhlphx3VFDKE2MA6l1b1F5jZVCUSbsyxdh3Q046gp4nX8sm0bsg6MWgtLYBRTHjqUI1X6icg6zlkqC1WmCoJeDcOnDByhCjzAi+aPm5i/dr5OTWLgh6VT3s3ouS9OAVWVueyn+UGUlB3yYn1fdkQG8GMi8WmBe2TtTqNqD1YQkVcQo55srqAT0e2Dcpy7SYe9JRzNA2UI7pYlE5eT4iETPnGJxDvjYeVgwtz3w6dhbQg1Kl1KEOSseqQ+6c1nLBUCcrlUV2u6iomVLXc2R1XC7YzPncBLoyUp2R8jj3DNRM6ZrIkDu1wGSkvSc18ZfxMm9f1l821tWC0gtXS3KS3+0ltoyjCUoB7nnv3iEXF2zXn2mi2oDrtxDXZ2mtauqqkJO6DXj3RFBkuWyuLN/Nq34qgg20M6V8lqhlA6NMlrBfHNVbYBfETOVoMdlj986vVsrJGHJyMhKUVfMmcAYibMA58oINrIydclIv41CaRMeW89UOeU1O8u/XStUnwz//TvDfZWVnsqbfwkBTjQU2oGyE4OZX//xLj2sFpZpaoO41JiqrShvIJHXhJMoGAl+IGGdeLDArGl9IVczUa5xcxqGrh12TbkBUTvpqcXkd4JVVftJCLWktd5QTSxXnBVZEX6hY2Lqpq+aLtlVjsnq4Ul7Ivqhq35WSro51CBt3z0knZtqqMbZJtFNvu3dZeQZrMaqxvB0PMDvY+e9yjA3snwzLzUCSYibhXIFzrJqJgN8isswSxdeUlt+z3Fgc8+l6CyiyOQBYGWYYZRHlPqJaYJ5bjDJTTzpqptSVhTESP58hj7m2UaVaojOl06LMlKrOSNVbwL0nzERcd2GvyAs14B5lokPuSWP3jYe0Q+6yRKpqbJovMMoaZ5d5Bk7JpjrkvlpgPBzQW7nWQYNIqM2L0r7lcj5PMWPJUoet2hkp3y+1jGNUzUP8FpFlBixKvuvPlcQz6PQWEO4/oF+bs4GLqh3NeAl1Ud//ctw8MeDbAPPsGsWMaANeoD7KeBvwd4ZzY2aPK+cg/j0pFmXPsFWnFiDJydoGRgOMhkZOPqyOM2QDcwYc8lItMBqWqhKm706sYmae++sAvyPK5rzsGXbBarnuK1vGq++J6xE3ru2U67fnbGBtErcRgiOjZznZ4ydURou+kKKc3KrfyUGlmOF9UQC1P6r4osYgKijdF6EaKwP1DKMh7wv5ihlNEVc+39IfVTaHcKUmlS+qlHV7fh7zDOp1eCj6otFJKj8eMPw6EChm1FhnpY51lh/n5tOVcYa1CV/KtOUR9Kp62L82xRdamwzrpv9qa4Ox4As5u1QVM7UvVCVJkmIm4ZyBM6g6Wy2VcTTsv8TQVhmw8nuIyaoOnIdS/b1zyFbHqryvlLBPhs5pJe9JUfbPcQs2nSl12yBXxzHPYLd11WoZwca8zJSujYb1mBm4Zl9KJsUPSidVwM04rU2Z1kCTsM+9hV7p8+Mc8ojGp5OhJo3dmEf2FshDh5xXC6hjBBr7VpzWxaJsiOvmIIDr89PKqEdkSlUb2Jy1d11THEI3B/nn3wnhtdH33wtm1VKmUWYwygZYG2kS6t0oJ5XeFX5vAWkdmDcEnmoDMf01ujZAkIytOYgnJzvNf1UbEJvPbszavQWUbPXqOGv6sEg2oO1g17IBRS1QkcPjbKCRk/mi5Qsxz8ARU+Os8YWY49ycszbKsKbsTOb1GlP7cUXZQEDsU0Fpj5/H9WFpMupqfw0/Saioh1ejyjgW9fsFsIqZZu5SlJO1L5RlWB1rSSpfERetnFRIp0z0RX3V2HgYoZjR44EoXyioDqDIySpR7uxbVsxEKOhjVKGbVc/PNXdtxDittXUpk+QLuXd5pKnG/PdrdaxtWX6+IREz5xja0jmh2VQlSdtNf43yewjFjC9drDKlVDbRL3VQMqWVMwJAztSNvV16mInYWls3PnVlI8xk7GeJYmpKJ5m20G9UW4GvVP0W+E74LlMasWB7BB6TYZ3XWSI9UzoclEHpvgm/M5bLEsXawIpATjrV2KqcJXIOeRanFsg0Z2Re2FIJUZfz8coXn/TgyEkvSxRDTorNZ+uGdxE7EfhZIlktEHltK0JTUTcHAWU2nu415q5NcFoX1faa40yzgVo1NqrUAmQZTa2crLLVM3KXpNIGItQCtWqML2nd9NbhWjnJkJOt5r9aUDocGAwGRiL+1oOglCcGnLLKKWYYgr78bqeY4ecgXzHDB6WOQDXGYG3Mb2lc91kSSCffvpWAz6lp1+QG2J4NZKZWFS0dZ2QPqXmuq8ZavmjVh4WxnWngC6lJQmOMSE5WG1GIvpBTo8SSF5IvWqsFjFzKVBKoAwwlclJ/T6ZFk1ycDDO6354bU+kLCT1m5s35FF/I30kWUNYB29q1kxlnK1Fe9WGhyEnPz5MVM5nX2Fj1hQSCfl5YLGyjXC1/x9vAJKt2aY1RjYk7Y51vSMTMOYbNWbn9ZTmB8M5Pp/mvNBFkkjNSy64rh5ztw+JLF1Xywo1PYfI7DDnjVHiSclf+wTgIu8kSAY1DyNdrLuoFe2CUHjNFrdYA1LrqzCMGlp+v3T9HyRIt6kBD2fmg44yIdb0KOTn1yAvnkHPkZLuUSVPMlEHKWHBanbOrlDL5pWRKPXYrSxRhA66cj1bE5bE9ZgqZxJ7WTmRJoOZVPf4ydBQzgoTd2cCKIH13dfSKzLs3KGXUIZ4CUusx0xD0Sh8WtyONSk7uxgZWRk3zeGVtLOchvm+Cn3xQnNbpvNw5SiUnp3O9D4uffJDW4YDYV0uKAWcDwlwp2ndf8oGzAecvDOJ25xP7sHQVM+RxneSDRk4q/ZnCPixRfl6EL7RaNXNnnkFeLJAvbLwvNIq0gUxXTq6MynVf2U0oZsv4sLExQM55bpc9L1HLYKuazwcDIxF4Mbsytfvn6KVMq6PmOKXcR24CX9m3iwH5dX+BFTFJFaq33fmZcwG+YkbwRbNB9S7z9n0+IhEz5xicM2KMkepzmyxRbNNH3hnxM2BKiYTvjEhqgVjFTN1bIEK+K/Zh6ZQ6xJRxiCUSo8zAGKMpNgJlFaUWCEpN/N/thHneMORqlsjVykp9WEL5LjHGvFhgYdvXxtlAWw20sNyCXWeJRq4XEa8WqAM3kfRQM6V1XXWrRl3ZmSzOGWlIJ1ENNBzAGE0toPZZChUzbtxLx5h7agG1jKOygXKu5N6TKAm7X6ookNHhOqCTkxlGQ0Nf26y6tmFV2qJlSrUG2LVaYJw1fVgEp3VFJSd9YkYI+Nwap2RKi0W5w5gbo/uepWP0Cbzq2qiSVndcrZxkCfpGNaYobLs7VBJJhN6gVLcBeg7Ky1LFrFKGKr5QOyhdfpy1tlGNDWNKmQZSH5ZWkmqoNcB276PSh6VUAxnNF/XsNEYtEKOYMQbIBkZXjVVzstKHpdkynn9PYokZP7GilZ4v6vdxnA0E1VjZokBJPviKpUY9rBH0ylwZ3dqgaBP0yjrgq0KZZ9DyRQX7bmxAI5XnVcwCQCInz0ckYuYcw4bvjChBaZUlGlYKCuY4fwtYRR3SBBvNYsiV+0SqBar+OYComMmdMyI0dZ13iRkqKK0X+qx+bozTOi8WyAamWrAFZ6RyyIEyeGC2egT6mn0JSggxWz31HflRJihm8vq9koLSoH8OM8a6t4BPTgoB99gjJ5nF0A/cJoLT6vrnALoN+LsyUbuueTYwHvKlDh0bEJyRSfXMlMy4W+gdOcnMQWVd9aJWtvnj3gkh8Voex6jGGhtQHHK30wgAqZm4v3sawJEJbYect4GZR06ujrM64F+GrbyoA1Kpx0xLVXJ6VWMb0QR9UMpEzl3OsQZQ7WDHk06+2k/phyb3Fgh2ZQK08o9RRQwou/M15KQWlLaSD8T67b5b7XHSImbGA75JdLUOu3MqymhVNZYvLKxFK3BTbKBF0CvrwNCVrAs2MHTrgNC7oiJe43xRtb9GE8zG+KJO+cIqJzcCgp6dT1xJ60QIuJs+S5pS1rcdbZfWdqyj7kymkJN+w1olHticN2VazTrAxwNuLeaJV9usA0IfL+cLKQR9U24l+vWeMlrtMdPYd+oxs2cwxjzFGHOTMeZmY8zP9fz9Z4wxn6j++7QxpjDGXFz97TZjzKeqv1175ke/Nyjrqh1DrmZKtUnOfbe6/WLNkA+1TJ0vnYtVC8iKmaGWKa0Z8rHokAfkhbWlQ7QMrSyRpBbwHHkyU+c3+xoJTuvUD9wkxYy/YIsO+ahxyPkFW98yPmy66b5nGfwMjGQD8wLGlOcrg40zYAOZaTKlSlNXNSgNs0QRijhJGuuTk6SEuqVoEEinaMWMV1cdI2EHgLESlM71cr5oGwjk+UDTLHEnbHmZUrW3gBsfq6xyyQd117XNPoJelLArxGtXMaMR9I6clJSrQ1Et4CmrlDk2TD6ozX+BmPfEI16F56aqh1vk5KgkJ5k53ZHD7pyaYqYpadXUApGqsZZaQFBOjsQ+S3m8WmDkzV2KWsD1egNieszwfVhmhe/nKUmqXdjArsr5FPWwR05K5XzNGqepxtolrYoNtJLQVDxQfiZWQS/3pAsVMzRBv2iRk5INtBJwgoI+03pI+clkJUl1PmLPiBljTAbg5QCeCuAxAJ5pjHmM/xlr7f+w1j7OWvs4AD8P4D3W2ge8j/zr6u9POGMD32NszppMyijj5dpui0iAD9x8ibGypXRYL+vGvXyM7awzrxbwa4+Vfgv6VuDNgq1N/O3eAtpiGNNbYJbrQanf7CvGafUbKioEntpfY3O+qBdPpZzPbRk/qOpzqUDK64PTBG4CORmxGK6IjjUQ2ICgKmnUAkJQ2pcpJc4XbhE5LyzVKK8dlPKlDj6pyfZ3aDfli9yRJjZTJ/VhKeJsYLcOuVDq0BD0RqttDzOlklqg6T2lEGO+aox5v9x1+MoqzgZCxQx5bUWoBuJtwJVasWUE0WoBv8/SiLeBtp0KvcaCwE31hWJswC/nY9arXl+Imoca+9ZUY0WQyFHHyPtC/SWtig2oW0rvThE3qMuEBF9U7TXmE69Cz5G2WoBPPmzNixaBx4xxUSkX9ZLWHl9IeL+cL5QvLEVebHl+nqqc9EtadRuIKese1GU4lA14pYpKebYjnYDSBpi1yjXvH4lzUKvPleILtZIPGV/S6ttAav67Z3gigJuttbdaa2cA3gjg6Tt8/pkA3nBGRnYWY14s6gk/PpvIBW6xNaV+f42mVwnn2JX9IEy8WkBVlQyb5mLUIuOygiOvt4DSY0Z0dlvOiNRbwNaqFzbj1tfsSy112E1/jXnBNUyd++qviEypOy46SyQu9Eq/nq2AdFJ2ZWorZpaPcbGwyBd6f406mPXq7zm1QNshZ4/rOOTkgu1nYCZDTl3YUu1JipnGaVUk1H651WTEOVrl+Wz9LkvrwLws+xwODIzh5yAgaHwq9tdQ1oGtqvEsAHlLaTdvsetAM0bjZUp5NZDbMaT8LkXCHtFjxsuoa73GmnmBu/9xJSot1ZiUrbbt3gKCGsj5JezuXdba2hc6Ew2wW70rFBvIY9UC7blSubaWYkaw79IGtJLWgQGGA4NxJjbAjlQPu/Gx80mLnIywb9djxo2bG6OncBZUobUNkMrJRtkW19S1pZyUVGNGWwd8GyDtG2jKs91YJdVYFmsDmeTTuLL68lhtjWupQpm1atHMXdnAYDjg3pPGF9Lsu09hS/t5ETZwPmIviZmHtMBw9QAAIABJREFUArjD+/ed1e86MMasAXgKgDd7v7YArjTGfNQY8yOnbZRnGUJHSynjcBMOvWB7gbPUX8NzdpVFbTc1pb5DHrPQl7XtCplgJKd1KzIonYbOiFCv6SZTtizMb/aljtGNr5mIOZLLVA6akqkrS9Caa1N7CwD8e+JnSlcECbtPTioS11i1QBiUqsGG6/LP3n8AdQ+Q8ndCUDoSF+zABqSmrv57ImRzfdVYbLkPrYir56AySGFURG57W0BzWqd5SfwZU87NjCKuL6NOOeTe+lFnE8m5ciLaaXk+7ziVeBUzpX7vKTUoBZp1YGHBlTrkviqU33LWL2kdDTmVYGtXrBhlVaarDJzSSXHIXRa4PCe3pfS8KPupTESVh9/QUuqv0bIBlZyM82lkZbR7JzO/v4Zo35K/UMjlVu58qnrYTz4AfJIqts/SLLBv5ThfMcMS9C37FonXWNWY3G/PSz7UNkCUyId9lqRyH+cvjPQEnLIZiB/rqGXdMWogP/5jldF+uXT5fzJJFamcbCVqxTnWT0KnUqa9gen53XZvy7cBeH9QxvQvrLWPR1kK9ePGmG/oPYkxP2KMudYYc+3999+/uxGfBZgXC4wGu1XMcKRHf00pryoZZQMMB7zTGqoFCnLL2bJe1ts+mZgEikVZtqNmKVpqoJi66ojJKqZMq71gc06r3+yrDjYkZ8TbXpUsdXD9D7SgaIGhswFSCQH09FlSyItsIMnz/QV7KAWlcWqBVgNsUS3gEwNKicpwYOJUYxHbdEb1FvDIiyGZTWztDBcrYR9qqpLRsJmD/O9aelydBebs220Bq9pAb38NwSEci0HpdO6X64prXKbNlX5/jVElfVcc8tIGtKB0PGx2GGOPC51WdWcyABgNNNWYT17oxKv2Lo+dYmZYOuSs9H2YaQS9r9pzfW3id2XS3pNhZFCq9hL0yz6lwG1opJL1Xl+InE9axGvBPe+ynE/b5MGpBep1YDAg73+PLyQRr1pJa0s1JpRxzAvbsgGGoA+3aga05IO8O5+fRFB8obn/nih91Lz+TBn3nvgxi9L8192Tob/GkX0Z1XXYnU8tVfTJ4XKsXAuMxgbUPmpxJa2haoyNdc5H7CUxcyeAh3v/fhiAQ9t89rsRlDFZaw9V/78PwFtQlkZ1YK19pbX2CdbaJ1x66aW7HvRew88Cj5WgNJismFIHX56/EqGYmQy1TIovXVQkjzEZdd/RAhRiJi4D1peBoevvvUyKWqblxqpK2N3uXcpE3HJa2Sxw1lwbwPV3mLUypdzzttZ2ZKCSLLPlkAs7EQw1p7XVC0pwWv33RFUD+RkYRb7bujbyPanrqhVysghtgJd5+zagSdg1xUxLwh6rmFFVY2IW2G/O6v6vyLx3YwNapnQXagHvOLXHD+CIAS35IAWlwRawbtzM+fz6e+b+u8RGExSJqrEWgRpXvqlnSlVCR1VCuKBULGnt6a/B7kzmiDgtKG37Qtoue5HlullWlZKT5Xy+Mrr217gk1YqXRAB05SS7M5nfQwooySfVF4pWCwh+Xp9qjNq1Mw/WASkBp+082OoJKKmH2+uw+90ytGzgDClmWr3GhPerNeeR85CaKHfj9GMWKQHnrTuaDcQpJ/2KiZg1Lilm9gbXAHi0MeZLjTFjlOTLW8MPGWMuBPCvAPyl97t9xpgD7mcA/xbAp8/IqPcYvkPOOlplXXUQ8IlOaylFJB0mL+BTg1JfuggI0tiRlimdeU4FwDcd9I+LratWa9uj1AJF4JCLagF3nJpJURQzfWoBNigd1+Qk52j5WSIAehmH7JD3EXhaOd8oK3fvolVjXsCtbgUOOBuIIyfZ+cTPEinHtfprCDsR1IGb6ox4WSJlZzK/TIt9T/wsEcDWtuv27av2gIhShwi1wMCgLpMD9KBUVgtkqg30EPQqOakEpXl7tx1AJ/Am5FbBfn8T93/lPWn3FmCurVHaqAReaAP0+uHZgKQWiCSx2/01yLXKm4Pc75ah3fhU2Qpc373LJ1iMMXRT0VBt5v9u5zG2Sw4B1gYaH5a+tiD5wBP0jS+k+qJA6C+w70njiy4sZ3OziDXO387YlbTKNqA09w7WKoD3mdU+S3mxQLGwrTVO7YupbAbSLmVS1MOFR5RkdHVA2EOKVaaXY4xP1KrPzfUKlRQzud9rjC/XPR+xZ8SMtTYH8BMA3gHgRgB/aq293hjzY8aYH/M++u0ArrTWrnu/+yIA7zPGfBLARwC8zVr7t2dq7HuJlkNO1oznVdlObClTbWSsdK6WxjYLNrM1dKgG8sewbJxOeRFzbcpxeR9DLgSlURJ2L9hQtl9sT8TcIl9+vnkGsaUO6rUpDlreuTaBmKmJAa7pYF8WmOtF5PeYqRbsBZld8t5lQC91iFXMsMf5NctaUNomh4HTV8YRliqOhqa23Z3gz10xpQ6TTM+w+k4ke5xPTrL23VELiHPlOMsaRYNQqlgeW60DxPlCNZCiGlN3KPFLFZXj8sK3bzEoDWxAVU6yBH1YqjjKBpgzzr+vBhLt1J0vVjFT3xPC5vJAOckGRIC+7rfWOFme39ipGzd3nPZOuq3fW8SreG31cQqxn2k9pEK1ABCTpFKbezfXxt7/8jgjv8vDat2Qe41FrI15SxEnJqnUsu6Wn6cRr02fK95fmOUL2Rf1VT0AP1f616bs2pkXZZ9EXwVMkxcxBH3HBoR+aLG+UESs45NO9HFFoxobDwdl3EqsV+cjhnt5cmvt2wG8PfjdK4J/vxbAa4Pf3Qrgsad5eGcldpMFbnbx4GoMw3IfNlsdqypp9Q6RJzmNRQ4X7OGAu5f9pUyMfLfJEqlNB5tSk4rJzxfYn23PqVprWxkYVlWS9zgxSrnPZJjVEz6XTWyIuKHktIZqAe7+l2NsspDsYgE0gfooM3RG3QX2jfKCC/g6st/cAuMl48z9Lv+aaqw+30BzWsfZoOmbQGYhJ8M4G2iVKlZZsWzQ16asPUb/PTm1lS89lyPPXG+sMU16NFlIvTFiNQcJ6oSuWkBZB7zjFPWXt7MMlU3MbZRD7vdbGHv3xBFR26G9VXCGw/mMGiPQrr9XAzcpKJ33EHEi0S475N7zZucg93nXz451yI0p70msamxU2R3zDGaF3wRe6yHll/tIgVvmbRUslhwqZd35wtZzq5p8aJHYgi+kNpHtbwLPzUP+jnIAT/w5W6MD7iDZxPYaiy9ZbytX3e+Y87nn5nzgZSR2X6kipxoL1wEy+eDdk4Ep7yfbj6s7nzM20O6nyc6vQJt4VVVjQPkMuARoef9bjY1pG2juP1C+36vjbMfjQvWw1qBYu5e584UyA2u16gC/32H5O07dNg5I7Pligclg53tyPmLPFDMJcZgX7YZ3C6LUoVPGwaoFOuyzOMkNtFKHvOWQe0HpsnHmbZUBM+nE1l3WjU/FLuxbfQ65zJC7bPXOz6BYlDtPqKSTUzXVQemQa5TX12NG3R5PCW5mQRZS3TnKjVVVzJTHs7Xt3UwpFZR6DvnpVsw0DrlW6uCCu2GmN0YMs0Sscx3awLLr6zjkA85p9YNSd3yssopxduceEacEN/PC1g48W+qw60xpVjZzH7AlrUVTqqg0gc8XDUHP9hrLi0VLFVr2z4kgJ8n5pLfHDK2YiSxl8q6NaZDbdchJgt5zyF32WOn15qtC1aBUWVPnRbARAkUeNQQqoG8p3VYLMPfEb76sJalG3jrMZI/DHlKsYib0hRRixqkFYsmL3dlAHDnJEmNAaQPsHBSOUbm2lg2Q674bTx0PDLWS9WhfKEIx4/ui/th3Qu41Np6Q19bYqbgDbccGDJ8gGbT9vBnd/Dcg8Ehlbrucj39utT9KJ6Ft/fnGpyGVq7u1ASFJdT4iETPnGNodzrlJrhOURmSJAC0DMxw4p44PSn2HvFmclk9WZc2ytyONuNUjoGdKx1lT6hDtkJMT8TicwJc8O78cA+BVJc1CLwYp3vullPvMet5ludShChqWBSl+/wMgvuSNJSfbpWRCUOo75CRZtVi0JeyszDtUxA0HXKmDX8qkZDynXpZokvELdr8N7PwM5sG1qaox5xCOhxlN/I2qQHYi24CuGmurBcSg1HfIBRtwTUyVHY9CcpItFx2Gxy25vo5aQLSBJngmVWOtUkWXRGDJSZ2gbznyI65ctHNtdMDdOOTuOHmMQn8NP7HCqsa6pYpnqMeMSMz0BdxqUMraTqgWoBXOkb5Qa41z18YGpV6Tbn8My8bpSiPoXZl61ALSOjBodhblbMDfHZFXTk5zXTUWKp30HjNxu/O1d2USyUnBBjqqUGaMvYoZPdZRyMmR52O43y0dZ67323OlitGJ8noe4kgn3xfS1qqiSzqJyklWNXa+IhEz5xjajbTKiWDZSz/1mjgBTTnA0nMFzu6KUK8ZE5T6W/81E8HOE4jbbUdVzPRlShW1gJpRLxuZ7S5LxG6n2+0dwtbLNgG3GycblJq6sTHfY2ZedEtbKAIpIHSsXd7DyN/+EuDr6Ds2QHbC99/J2KC0ztSR6pBYxUyrdE2Sh0c0/w3rqoVMPCDYQKRDPq9VYx7xJz5v6dp6skSs7fhlQopqzN/pggoaitAGeGd3FNwT7hnox/X2DFNUYy2nlTuubmwsPG9/RxrNBvwyLc7ZDVVjbKlDl5zkS2nGgYSd7VWiqsaaYKPxFxiFVMcGoslJkqDP+5STxDqwWNRE7YS1gVoxo11bn3qYOs4vVXS+KEkMhJs8qMrJlWFG9dvr+EJ0kqrxhZwCjFUL7FoxQ9tA21+jfVGvuTfAP+++cj6611i4xhEEXr6wLfU2Ux3g754GlLYQtQ4oxEzo55HkhRoP5JUS3veFTifpdMZVY3nbpwG4tfF8RCJmzjHkC793CGcs03BxkmWBPvvM7hjSyCuZMQJVTalHJvhj2P4YG0jYtQW7PVlxiwXQVqPwGfW2o0Ut9EW7sXH5XTs/g6ahZeMQMsxzLWEXM6VOutiSsMuKGaFB7kLPwNQ2sMvAjc3AtFQ9Q8f+M6VMi5ZiCSAypR1VT+SCPTT1O7AT/HIfVTXWmbtEp5V9v8LeIaUN8EGpTk62VXvMGIGAvCBVY2Gpopu7lqrG5t1rk3pIZd72vaRDHpKT3DNoHHJ33NLkQx04e8rJCBugVWOLvuQDV/Y5Ct5lzgasF2yQNtCTUacUiZ5DDihrXGSmtIe8UNUCbOmBS1KpKoPOvSRtoB24KT2kbE+JxBIbmIdB6YDq9Rb6h/RcufB7h/Dv8nTe9YWWPYOyb57trgMyOWk0X8h7T3TVGOevuXGq/bjqtUokE7rxQEYRJb4SPhsYDAdG7h1Sr3Gkn9HxhZY8g7BMSyFQ/fMoDXLDNY56BnO/V2hWf9fO5+ohUHOmpLXrC0l9lgalnzcwEepORTnpq48yvtfY+YhEzJxjiCllCvsmxGyPB5SLFL2FXycDpjnkzWRFEiwhQ0tmG9o1pTxZ5TskKrOudCr32eehKHENA7flY+wqZuhMaXUuZSeb3iwRIecs1QJBFnKJY5F3HGuuRCXctWU44Bw7v7GxlCn1HHJWPtqrFiiWL9izwLFj+7DMi6axMcAHRa1dVFTFTJBxW0bg9asFeNJJbbwZq5jxVWNDcq7sKp24gM/ds5HntMaoxkryIi4o5e6J1dUCPetAFPFKqsZaagGhQW7pyLfJSUZl4K+pdcnbkmfQJSfFJvCD5p4wgdvueguUa+KQfE9ig406seIdp9iAP58wwWXfzmTsMwh7jS2z717lJGlvALx5iFeNqb4oUO0kJL4nYf8ctuxz3uPDcmtcT7+906oW8OcTTmXepwrVestp74l/bUBV8kaVPse9J3Of+CPX1HgbaB83GvDHxSriOr6QqIR35132DBp/QdvQIC8sBgYYPAg2oKrMlV5E5yMSMXOOwXda2Qa5c6+ZH8A7rZ1Jjl2wWwYmNrwLHXkyU9rJUizJZvXV31OLjHN2W00H2aA0Yitwn7ygSacgkGK3/utkifgyLacWALQ+P50eM0uegVMLqA1yO42NVXJSzEr5GbCmb4LmkLPPu+kdEnbCJ4PZVqaUs1N3H93xlEO46M5d1PvVR+CRNuDvfMA6gwBajTd5G2hfG5OtjlGNdchhkryoCXqvsW6MDZQOGplNFJ8b0M7E86qxdv8cdWcyf9cWJuCeF00TfqVBbquxMWkDbvcVR+izZHSHeBUc8vLzekmrX0LgfsccFyovls1DYePT8ZBrkNt3nDIHGeOR0aTKICTU2JJKuc/Sg9RjZpSR26rnXaKd9vMGYsAdrFVs/7UwAccm0mKbwMfuyhT2DPPHsB3CRNqEnJfzQBE3yfhG6T4xoxBBvi8KLC9lqv28QfC8aRvQek7GqsbmPQQqu8lAWLK+LJnZ54u6Mex4XE88wPpC7trc+bj5vJB9UTfOMNZJzX8TznrUzZ+CMqGlQeluHXKPxWQnKze2bGBgDJ9J6U5WbKZUq9vvJS/IRSar5JwA6J4EfTuNUIuhX3c5YBfs9iLjnBFW8qhmifxtat1xnBrFdhZsvq66vWCzgbq/iLJBg/t8eV6yW39PiQqVgVk0BN6kDsBYG2g7hKdTNRY+b5Z06jjkhEJqljflfLtSjRHPu08xQ/cWqI5xJX2MEiJGNdbtc8USM0FQSqqIZkXRUkjxqrGebCL5DELyYlkQHNqp60lAl7QOteftJxHccWzA5+804o+BHyNH4IWZUlY1VpOT/vohlLT6Y2XXVFU11kcm+GPfDn2+EJvNnXjPm1eNdfuwcImcRWuMQJxagJ2D/ONGZF8t377rBrlqUCqqQmXVWGcd4P01t+OUO+/p76+hqsZ61jhBETeMiAfGwZzHqcZsxxfi/TUt+XCmVWMtclIhXouuf8iX62pzZbfsk3vevnob0HbG6viitJrUxTp8MvN8RCJmziGEMlw2KHUTsb/IxDT/HWaGdkbcGI0xUhmB39/EH8N26MuUAssVMw1D3jgIbKbUHePGycvzNdIJCEqZ6rrLZU5MV65ticZp3SyRrhYAFMVM4WXASIe8J9goj+MccudA0tvp9kih2fekG3BzDnl3ZzLuXZZVY1WGJiZL5MbmjmOD0iwgZpYFDn3bnboxLBuj/3m+nK+HvCCbisbZgK4a6yvjAAhHPlSNRTrkdElrnxqIJj3C5MPOz2BbGyBLJPzgmSGd/BKV8jjy/VosWvcfiAhKRYLeVxkoaoGhl3zge8yU66/Sg6J3Bzsy4FbXDzd3Z6IaKCzjGJE7F/nvMkvQL6q+ec0cFK8WYHpQxJZp+cGlMYZXoywWyDpJKi3gZgn63ibwZJDoiDF3HNvYuLsrE7F+eIoZVjW2nep7uWqsZx2IsIGSoCdVY2oSoY514vostXrMnEbVWLus3hGvjA10fSG1nG9ExgPbJWqXjrHoKmbY5tLdHjM7H+dUoR1fKClmEs521IGzGKSEk5yrMVw2gXck7GTgFjqt7HG+E7Ob3gLlGJZspxtMckNWCeGRTgA/yRV+h3lykVksLPJFTzkAKdceh9LYZcRMWPIWoRYoz8uTVapiJg8cNNUGVHm+U4e0JOzie+Iap/EN74KGitE2sGTBztukB13y5pXlAXxQ6tdVT8g+S327p5XftWzu6pLY88XyIKWeK73AgSUhfBugd76LUo11SeXy98vk4c6+IzKlQ3/O48t9unMX57Squ/NtawOk+kgtVcy95+aOY5534Zcis8RrsNMIu9NhHzmpNMDOBr6/EPGekO9XazcOUlnV7RXDBUWNfftlHDHEDKkW6CNelxKoQSBFqwXa70ms0kbpw9ImJzmlTb7oKetm1zjxnoS+0JAMuMugtF2uSzU2zhcdO2VUofPCU4XSJKOtxwagJnaWzbFF6AuxAXfRtYFYon3ZPNSn6nHftRNC8kLpMdPpm0e9y4uWnxdTHSArJ9VETh7GjWRvoEXbz6NVY4WuGuurYHDf9YWIRMycQ+hj/wEmKO065P737XQ+tw1yeTzfFG7cCtxY+WhEXXXAdLOywF6GnL62uMVpmGkLdjco5ZzPPvmu/33bHxf0zxFUJe3AjXd2u7txkGMM1QLLmv/2yPNjHXJ2cYpSVi26jjz7noSO/FLb6QnwY4jXEd3DqEc1JjojQ9EGfHKSU421yUm2t4AfgLnxcsfpqrFO6cGQvSdhnyVuK9Gwt8CQniu7GbBlqjFrbUViu3eZm7tC5YsalEapxlqBG1n+4QelrH07NZC47neUk2yQUo2xIaPJcp/wngjkd5hsWk68tucudne+sFSRJid7bIDdyaa+tiFn3x3FEqm0Ce+JGvCNvH4edKmivzaSgVtfqSLdDy1QjcU0Sqd90UHcu6yWtLptkGNVY91SGq7n5Ei1gU4pE99zMtoXDfxD1a8fZ1mtxtjxuB5/jUo+5H3VAaepVLFjA1oc4d9LrqS4UW+741hlleyL9lQwuDF8ISIRM+cQ+mrGgeVBaeiQsz0o3ETsHDTeIW8HKcpxKkNeZw2GTSAFCDJvMVPqN310x7MLvRsbu2BPw6DUSdjp5qBiFjIISicRSgh3Pprkcvff7WxCPrdGhssqbbryXbYHRax8t3NPyCbRnVIH0flsSh2WOD91wNfUtqsBtzuv3DtELuNwjU+d0yreE5r0iOuzNF90Azd2967YPkth2SdrA77TxMnzg1KmAasaa5xdpxrje0g15BHAz131nEfu6hCWyrGqMX+tApSgtK/XmOiQuzWOVk66e1La91LVWHBtfA+p9rwwHCxfP+ptkEPiNUINBDABX3uNk8o4gqCUU4151zbggtIOeUSu3/W7HJyP8YVGWdM3r3xupJ83aAezfH8mjTzq9tcg35Oesm6+f06baOdtwLsnhL/Q54uWY+fW7zCZuXyujC9pnYRrHNtjZqjNy9slk+k1TnxP+sp1KbV4GA8Q70m3VFFLwKnq4bDsk702X73tjufI6LZa3BBq8W4FA+evna9IxMw5hA5DTmYT+xxygFsMQyUEI4Hrzx5zE4FaU9rIrtsGrZMXXLDRpxZgsomhs8tIqOtM6bD9vKMbI5LSWH+hZ5t2ZZ6Dxm6j2JJ5kwTLdouT2ihPyVJ0FVKnJ7tkra1UJW2HfLkNhM+NfE/cPfFUJVRQmsdlxsNAndlWfbudCPT6e3KurHqA+GoBtlFeaAPUziZFVzWmljKx2cROqaLQg8J3yMdDjnQK1wHGdkKHfESuce5dzzx1J7A8KHX3zC8z5RRxttNnie6jppZxbBe4sRlWbx1gVGPzXodcT1ow/Xq6Oz9yc163CTw5V4alirSyraeUie6zJNr3IrDv6rzLlRfOF2oSaf737TzGkGTUkw/svYxSTm7znizzM6bBus9eWxiU8utA0z8H4Aj6WH9tuwTc8nig/Z7E91liy3wbVaisbBPL/+sdaAdtX2ipAq/oluuyBF7o57FjVOOxbUuZxPeL3l13YTvzAru7q682GxEE/Xb+GjPO8xGJmDmH0Mf+l78XHXKBoW0x5ANusuo6rcLORaGjRZIJLnPTdPPWJoLhYICCbJwWE6h3nF0iS9FteCdmgcVJrg746lIm7rkVQS0qm3FrbSnNqjxi1UA9ddUAZwMxpUy9ihlS/VW/yyRZVdeMexnP8vu4jFt7u+xINRCpGlMDvrBvAmsD25V3MQ5hx07Za/MVFIPlDnmn4R0pzw+3QeZ3umgHpU0fr+VzZagaY0nsVu8pgrwIFUtsMOtsIFRIMZm6tiqUVMTlYbkumU301IVyGUdnPidVY8N2gM80yI2x7yKwAYagDxVSqhqoS3popYrRpUwDXlnlZ4+zwfI1tQlKA/smCfowuOEUM/7cxe7Op/t53VJFPkECwOvDwipmumvcjFCNzRddRRylMliE/deWE/ThfN7YQJyft5wYaJcqjjO+VDFsgM0rbLWk0bZ+3tI+atv4QsR7Eqr91AbYbpwx6m0gopSJLgvr3kte3amX6xaBDzUkCPrtn3ciZhLOcnQyKZEOucLQdnbjYJpG9TityyY5J2lWt9MNZb+1Q04GN+H2nsu324yUuC4WrS7/FDGznYRddMiVoHRgUEua2R4U3VrU5cFNvfV72CiPrL+PzRLFlBG0S1TIxmk9GXW6t4CYBe6W7fCKGX9LUNrRCjMpmaHKtMLyD8YGwnI+3rELnVZuXgh346CzwEVbRcQE+Nv2iiEdu+5OF2JQStpOfI+Zbiaebfqokhdh8kEh6GOa+IbkhbLjkXN23U428jqwWxKb2FK601+DVE62VAYEQb9dFphOIoT910TibzzkdrIJy/lGhBIC6FfYsvOCqqwKkw/s7l2xyYe86Pp5eqkivw4DMUmqgJysnjuzQ2W7h5SuBnLjZBUNE3Hdz4Nr4/28QL0d2WMmpqybL2UKEmm1DSzb1KPtQynq4ZYNCMoqVTnZ1+cK0Mv5WOJ1Ftgcsw4Dbj4P/DXKPwxJruU+83bK6FTKlHDWI6wVpBfsYKFng9luU1e+KVzH2V0SuLmF0slAaUcrcMhja4+leuxh4IywvUPCDKssQeQc6/A9YSe5bpaIzQrqipkiaHhnjKkWelYJ0a5RZwP10CFcFvBNe8oxWAl7uFMV/S4PmgW0HLvmxNClDqFaYDCoGhEuuZeda8uid3Pis0Tta2NrltXyj3yxqLfSdcfzaqA2eaE2rI0NuNV+XGHJGxMUhWQ0S06qGda8Xge0YCNMPgzJ5+2X15VjZBtgB7vzEe9JWKpYnm+59D2+1CEs96nWRqJMqCVFJ0hloJt8YHpWdQgWuqlrm5zkyYt2qaJU0hq8y5wNtFXHVOAWZP3puStIPrAZ9VlugwRcXB81xgbCUkXXg0K1AbceqFvGK6qxrEVO8htfhKox2jcZtn1YpvwG6PEPifP1+aJMSauqDgl3Fh0MTKW45OaFsCRp6SYPgX+orQPetdGqsfb6MSEInTDBTisng2Sy4gu1dxblnnenJIkmbLvrh9qEn1WNna9IxMw5BEdSKO5nAAAgAElEQVQAdJrCLZ0ItmGfiUx8i/kkHbSuvI93yIfehDogFuw8cMjpLYaLItgejz0uKFlgm4NGODF9TbuA5Y51t0yLz8T7C/ZEmsCDe0I6FWqmbr5tkKI5hMp2m6FDzkrYxx6BxzgjYa8YdsFunJhgwWbUAsE7WX7fcme3XZKklyoCLlPHBmBNg2IAS8nQbqkDK/sN7JvMlM6LdiPMMRHcdLNEnGrMXUOHYGGD4Fo1lrV+v9NxYeBGzXk98nBedq1l1Pt20yq/T1XMKNemOa1hqSLArQPb7s4Xu34QQWmYKeX6qHUDPtoG6sBZu7ZwrmTKfcJySoCznU5zUFJFpJc69K9VfN+d9j1h+u3FqMbCjHp5HDefh6ox+l2WS1ptoApln3dAvLKKmR6lDa8acw3u48hoxRcKfVGu95SurAr7qQAcWRWW87EbljSk5u58IalkPfAX+ObLWswS+r7u+KU+VLhWuSQ0oRpTS8/7kw+CakzsNXa+IhEz5xD6tj0D+EzKKFCjMPXfw86EenqckdAhZ48LHXK+Rj3I3rNBaU9TV74HRRioa3W2yrUBfokEuagVXYac22I4lLATNaWBYqn8WcguZe13WZWws/eyzAJr0mQ3nl075LR9tx3ymrxgMilBUApwGRj12sJSRTfOZefaTu3HNLQEvEy8MFeGjY1jmkUyNeqhfZfbbTK2EwSzQlDqlyoqu0B15fmMqqStLmTuZei0sqqxMPnQOOTLg9JubwFCNdZjA2wZZqisWm4DoX2TmdK8vabyNhA65LxaoJPIEQl69rl1yrQE5WRL1UMqZbuk03LFTNhDyh23nFRuE3h0mW+QfGDLuvuauauNjYGKhGDLbzrrB5dc7KxxjMLZUwuMyTkvL8JG1nzJeugz06XnHTsljwt6SDGlNMNgHS7HvlzpERIstC8azpVqaSq5xm2XkFnqL4QlSUNWNWbbCnpCWRWSyoNqx8Klc1DYGF/x14IyLX8cOx7X6bOkJx84Gwj9erfGpVKmhLMcblFTm7qGmXhWMl8y6+2Fl9ptp8dpXWaYRcB0A1ymrrNgs5mUkGBhVSWLINhQ5H0ii7xdw1qV0BmTDlq+6MrzASK71LdgLznXNGjq6sbLZ2CCDJjYGFFppKxmgd1xYX8Ndlcs9y462S/vxFTzAttboEfRADBqlD7ilbTv1vmIBTuwbzYDFttjpljEybz7HHK2Afk4eAa08qKj/lruWIdlNADnELbnBT5Q72wxHDnn0f0WXBkHmRXslOvSpQ76lvHh3FWOl8ge1yWO4bq/fB0Ie0i53y87n9oPrTwukLAzpamBDTRbSsfZN3Nt7caUJBHUsZ3l63cYOLvjlgWJ4Vw5qZQUrGImTD5QJa2d5t4cCdGyb2JeCO3b/UwT9IHKgCEnQ6VT+X3L7Vvth9abfCAI+u16h9AJ1zAeIN6TdtmOQNiKJY4hOQy4OELz1/i2DbYqjwtjnWXrQFH3+HHHqc293Xhp8iKYh5Yn0kLClry2Hn/N/77tEPpCzE6yfcmHEUPQb9NPk5mHzkckYuYcQlOLGighaIcwfOmXG2YWLDLczkVBUziCaQ1luABHeoQLNt8QqyvL5I7Tg1LAkRehM8JlWOvtL0nyaPsMjJYpbbIURDZxELfIdJpE0wu9FpTmi/4ghQrUg8bG1NaSwYLNZJ23XdRoSXOgBmLk2sO2nQKs0iYgL8Rdsdxxy66tqLeA1RbsTkadLfdZhM1/2SC47ZCPCOcz7K/hxskTr7p9h0EDsDy46WwFTvaQWti+zDhHMnafG6tGaatK5DKtmtBZTiioZFW4G4cbp0pWKWW3bbUAOVf2rAMxyQdNLVAeR6vGYu27kyBxGXVmHQhtgLu2cGcytgdF/bzFpuD1PantW1d/caqxXSijW6olPmnR2Qqcyfr3+TTMXNlD0O+EvuSDMp/L2yCH5AVr3x1ykiXou6ox+nmHCbhlPmVkn6V50BdFUYWG6k62z5JaAhXGLIAjsbnkVhb4eWoZJqsam/eUJKmJU8Al4GJjlqSYSTjLsZ0SgpWHh3W2lAQuaGQGEIFbp1kkk0lpZ/0BLkuxnUPOONZh3wSAmOT6GqAtGaNrdJu1sol6kOKO5xvkqkFpd9ccoFG3bHtc6OwSi0zIkANcqVynTIt20LrkEcAEpV0nZpmjW2bOInas6FnUOBsIFDNksBGrGgsdeSYoreW7nVImLjNeO2h0c9AFBh4Rx/egCPrnKGWAohoo3HEK4N6TbjNYzr7zot3QklVehFvAxgTc7meaYBF3LgqTDzRB37MrE8CoxrrkJOuQZ6GyiiTohwFBzzyD8N1yv9/xuMAhZ3cuCpMPjDqkdx0g1sbQkefLPhcdgsX9fufjugQ9TZiL/sJ2ffMY5aSffGCD0u6OUyQZ3eMLsfYdzkPM/XfnAPwklZpII+fKhb5zUb8aaDlB391xilWN9RM6DOmU9fhCzI6kw4BQU31RgFNWNeU+gWKGsJ2+500pJ4P1O6ZtA0W8RhL04T3h1cOx5GTQN0+Jx8JELesLiaqx8xWJmDmHUDd9DBuZsQuG6Nj11VUzx5W9BTRHq8+gtWDWZYl4mbc/RloaG05yQ4OpSLAAXHDTF6SMCEd+2108qEWtrVgCuAxMKMtUM57ufMuuLQzw2Z1lirBBMf2e2I4zskw1lgc7TgHlPeGDUtHZ3Xab1OVOU5/ElSkT6o6RzCZ2MqWiQ06qgTplWuS73HdtACEP7ymB4klGUTW2TaaUWQf6SteYLazDe7LMiZ/Wc1CQYaV7BGhBcJe8YOfzfkeeUY2pTaL76u9HRHAT3hNWLRD2AGGTD6FDXvsZOxznkg9t+yYI+m2fN7fGhUHK8nXAdoh2gPQXRII+XIfdcXRGvTqf27mIyvoPuu8yReD1qYeJpsHdLaV3TuJsX8q03Mfwj6MVzj07ygFkIkeez6vnHdiAWnqu9hoL78my8v+wVHEUGQ/EluuOiDKhsK8W26S7k0gTdjpUVWOuh1QYIzFzENCjrFpqA+17EqvubDYRiVFOLvcV/HO48dK7aIqqsfMViZg5h1C/vMNGQTEgFmyXJerUXS7NgHWlbP44+lDX2bYYcl72287E8wFfnMRVn6w6aoFqwd5pAu8jnbIBoxbozzozwU3/jlOMxLWrmFm60AQZmLLcJ9JpJbcMDEknTsLevv8A0dg47LNElPv0yXfHQlDaqutVMnVyU9dFR7EEENur9qkFxB1D3HiZ+++PjS3nc1uBN2MkywG2ed7MPBSqgWLmPGmL4V2WKrptwRnyoithJ7O5Yg+pvsCNytQF64Cyw1VMNrGvjCOm+W9G2UD7nii9xnqDUnHnImZHlNBOy5/jyUn6OLcOCE2iwzIagFkHeoIUsRGpO44pp/SPY1VjRbDFM99H7cHxhZh5oTdJNVjeu7C7A1HcGkeXZ/fsXLSwOweKoS/qzqeW3QKaasytO2Oh5C3GFwp7CXK7aW2jGiOTmWFPIWYd6CtlYnyasKTYH38ftvXPyWRy+AwKlvQIdpxSd9eVFPRhPCb6ou5n1QZY1dj5ij0lZowxTzHG3GSMudkY83M9f/9GY8xxY8wnqv9+mT32fESYPXY/M85uf03p8oW+3V17uUPY3zsksikclW3oX7CXZ1JiM6Vd6eKynYu26x2yLCAqtrkn8o5TSgDW162fmMC72QaNIWePy2tHvr1gcwF3n4KCsZ12BswfRx/6d5wirq23KVx8Y8TYwI1RUHTnIJZgaZMQrGrM2TerGgsVcRp50c7uLTvOWtvTi4hQQvSQk4pqLOw1xtXfd6+N2V0mDGaLJdnEbZ1WWhHXtlWq5NBLPrAZt+2CUkoe3moCTziffc1/qWC2rTajVWNhUDpkEzJhU/Dlc15f8oEK3HpsgFGNNY1PNSKurzQVYJNb4bvMJRHGgTKXvbbO+Ri1Xy/JuOS4PFTKLveFontI9ZU6ED0oipCglxJwPc+b8DPUnYv6kg8jYo2b1T6NSH4vLMbZoDPnxfQOYY7rSz7wycW2ypxXhZbH0TsXBYpX1qfZruxzp3XHXXu7AbagBgrVw6R/GFZMLFXuFTaqOiDsSVf6XaR9i/5h6NOwqrHzFcO9OrExJgPwcgDfDOBOANcYY95qrb0h+Oh7rbVPizz2vEK4XTbAqUrCXjFsD4qwFrWWPBJqgdAZ4dl/LbiJ3U636KmHB5ZnEzvss9d8dphtc8y2DbGWL7zus/44GQl73yLD9CrpK3WgmkWGOxEsOaaXdCKyzmHA53YuogLunv4a3ELfJSd3Oq7PIZdkoGI5QOjEsDuNbHdtqlrAzUHW2tpJ7DsX0H2XT+X5zmN0zX+z8P1aFvDZdsM7ejvd/uaBOxJx2zjkqjTZnY9VH7nrU3qN9QYpBKmZZV3bmRe2FUy0xpj3OK2EyiCUsAMgdy7aLvlAkE4x2cTAkS+3AmeDUp10Ko8LVGMEQd+7DkTOCzvZXJ9DzpWo9N0TLsPq91NxOxcxthP2ivHHsdM4u2QCqRpr+QsG0zln3/LORZ0ECZeQ6e4ot3wdaAKpti8apQ4hSSegp3k/sxFFT1Aq+3keQb8y6nf0+pMPfIP7LhG3nNTsVfMSPnO4nXE5/u3vpVPCdxtg6+Qkoxrb9l4uS/htt+vasnhgO18ot8B4m3P1lOtOKHKyq5hhCLy8sBiY0uf1j2cSQJOedWB5KVPYN69JQvtxYetcvcmHATZmy/w8R1Zp79f5ir1UzDwRwM3W2luttTMAbwTw9DNw7DmLvoWe27kocFp3UXcJ7GzQ28v7yMy4XHvcdmLo/jmLsPyGD9zCpq7AEpl3j0POZZciF+zQGRG2gO3tKbTDomat7ahKlMaI/jNQyn06TSYJx663vwaZiffHCOz8vBs7DSTs7HannWsjAme/VFEJNnqeNyX7bc1BTDaxxyFXSKcwcyMqGmjFTNiHhcqc9TiRBHlUk04R9u0+W/6/em5Eb4GY7bL7dpzyx9GHOonQmofimsCzPatGg561ilAJ9q8DD75aoK9UkVGFhg3ua9UYFbj1JGSIOVbduag/+UCoQ3pk/WMicAt3nKJ3Lgr7oSnNfzsKyCWqsW2Uk6wNdEtbHvwkQnm+7jbI/vj7sJ3iNW53PkYV2r6XbCKt0/w30hdiiN7+5APf4D6mBKpPFcqUVPbFA8vmPKA9L1NEXGSD+74GucymEmHzX7ZJdNgjTvHz1B2nwlJFgCPow9Ii9nl3fCGyPHve0/Tffd926E8+/B/23j/WujYtD7qfvc85882UKqJTJDOMUDKKNALFL1AiSR2qTWmhY6vVAW0a0jrBdJQak4Z/FBP9qxGrlMo4tChGTDUtlEGHUiS1/lHbzDgBynRAR9AwzAgjmrbz8z1n7+Uf6zx7r7PW9eO+n/c93/u95ztPMpnvPeesvdZeaz3Pc9/Xdd3XXe9AG5GL8x7qeJ7AzJsi4lcW//7o7c/W4+tbaz/bWvuJ1tpvKx77oMbZ7Ku2EGwZkTx4AWW/YgFBZn4ZFhgF5JnORafF8XYhyHYuWgfy6Y5TqwAt03oOBuSFxWpzXLFEpdJm+3LF5s4/F8EIQrpTgBoOPjOGg+vjMoZr6xaR6c4T61KmRKKOwcl8UrqeO5n35G4Ak1VQbOX5/fPY6B2nqr4crGNFnl2qBXZr8Ohcs5wA4lZqjQh9L3GXhTzotG017+f3Ui2QTtQB4xmRBCfRHJD3ZAtO5nwT8L3MqDvXgIe7xvn3+F3OfDdkjCi9xkBAnip5Y2tlKnGrkw+bLlwJ8AKTD6MtxJN7XBFQ6+dDsVCmhTUqD1bHIXDyYlfvTNbP5583S0ozCikExKk9bnuNVwUvwaoqdNNxKqsaA52jltdBz7e6J5nORcwrptpxaj5frgRqzKieKKsScd6mrD5LrFys14UsUVsD6G9W7bIz6/n8+yN83mpvPM3v5TPIkA9kDqQUr1D1XVV/ZdeFdXyYJ+DWwF96XSjGeQ91PE9gBmmh1k/vgxHxj03T9FUR8Wci4i8Xjp3/sLV3ttY+0Fr7wCc+8Ynhi301DCiZT7WeI4xnqs62lritZfb9vzPmrBEgwS/K+7IeFOtAPitxZZ1sMklplU1EAXnOp4GxRDVl1WUC5IIS9oQHBQw+LxKlTICFzJYRjLbLXpegLa8fXiNVjQ0kKclkdh3U9Wv3x9XVAuuOUxWGdb3RVxVx/b+rNeNZmfemC1dizbthz7vIAkfkVGPrNeh0vkSghd6TKpuYS9zYHKgH5JnORSPlGPNx6+ftAbyTPB++X/49GWUTq+bSI3tVv050TzJGmFXyYXStXKsFKi2GYeJm/FQ2HadKAP0SvKgbYc7ny5EdyGMm8wyq+wBWC+SBuLVaIBfDns/VWkt506z3gSxAv7knGZ8lslfl/ddqqrG1ejvfMr4eC60J0H6cVY2NxkLgnuS85TDwmlFkQX8mGdN00OnucdlcZ32+jG3DOs6O8PObq8Zq9yQF0EPywc9TRlo8AjOv/PhoRHzx4t9vjoiPLf9gmqa/N03TJ2//+30Rcdla+0cyxy4+4z3TNL08TdPLb3zjG5/l9b/igyXqORZ4uzllWAoocVUbdq+7XLeATatDzte53yUW4lVAHpEtI8ASdn+duJRJLeC4JMkHMdjlP5u4oQ27pg45qY+KEvYMm4i8Ba5SC/gxdm1Q9jsgcV2/J5kuPU+Y+W+SNaiW+6wD8iybuK4VznS6OG+g240+U863BSdzG3bVZwl1zVleBz8fBuIUCDHKJp5LmdZrpQ+YrlZrXgr0AJ1l+uepsTZ9LCVud8CLSinT+Xz7JDML2cRMMrvbrpWZkgVYJiTvCXpPcs8tYl32WV/z8p1sSECemAPr+T22x9XJh965qFyqmEq4sUIqIgdGbwzus2te8V5Sw9rEM4Cx0AD5cHOc4qgaISBldAJ0Wnec6ufLzYHt/l1Vi+8T7wkkHxIqYOa/llL7wU5C/p7cVab7WAjN06tEnId8MTN71bqpRz93Bry4C6jlYt9tOV9i30d7XAF0qgOv+BozXZmgsXFKJVgD6DH54PM/uA8kTKIf6niewMz7I+KtrbUvba1dRcQ7IuK9yz9orf2j7baIuLX2tTFf729kjn2IA6oF9gnvik1J0iBiWinbWSltDsdJdi5CLeTm4/w1Xm427BxLgRcdzZxtvAVOSemBHgdbBafYxO3mlCn3GZfv4i5c6jpZUOHOhwzQsmZySC2QaqM4kJRua5YrQevdTcYb3mHGzbaxXKk80qUtpGa5Gmhl6rFZV6YRQ+Rc4sZK1zJr3nZdkGsXYBN7kpJRja3Z41TN+H695u3icxlDy5V8OkIn3KjjVCaZ7eBk1S8JrXkpZdU62TglzlVWML/HoTVWrUMoIE+xiYe7Haci8qVyIwD9zRGX+WZUY3eA9owHBfEcyfjgbMHJREnrZl3I7FVoj8urxqodSlipg98H8L6fW09qqjGkjD6fLwFObpoF1MDCfp1eNTbWgej6QMp8ZaIOWP+LimJmvTfWyIfZZy7XUnq95yyvn50rYrtXLa8fHzcIXpD4sAxeFLynqu8JLqtPxKJoPckCr4v7cVKNJTqgjngJoqYeES4Wwut5BjyKWO37Oy86eKjjuXVlmqbpprX2roj4yYjYR8QPTtP0odbad9z+/t0R8S9FxL/RWruJiM9ExDumOdKFxz6XL/IKjuvDzBosUcX9Lhe0oq5MOYnr3YnijmPlVufrJ472EITIlDJtFTPZshHElGbk2khCrdUhKNAad2+vMuP73dxqsFzKlGDckAdIaqNH0sWLhKrkZqsWuMgoqw5Ynp/qWAFYSK0q2d6Tp+lMZjsXgUQ9W9uOShzVcSczv4tlQJg4DpQqZthEGBAmJezIDNYb3q3AyYQxIvKCynQuwu9J8ruBOZB53uvuGP0a+bmwxLhfBz0XK8PMJqWrBMAbIxKApSh9z8i8n4BuHCllFSxJSiYbYH77UrljXLzuHOKV/DXQPlDc97P7d8QW1KwqISJyjPq2VNF/N1auu/wdO9f8t3fnTrqse1PuU1XE5RQz62Q2oxpj6s7+efRcRG1WJdL6Z1RLkStJKTI+ld+NmMBnweiNKtSWqNy9Jz1R92X8pFSxbHCfUVBgUDOjbFteWz8uozrG81STD8zuoWrbsN+1OE4Rx+N0sldA17g8R8T8PT3Bfve59eMy5CJqIa6eAWrqUYl9N6XICYJ9aUnRP+O1qph5bsBMxKk86X2rn7178d/fFxHflz32oY91fXRE37D9S78Gc+af1zbsTFcHBEKkWg1CECLHuG3vyYBBbmLR6Zv5um3mfP1+Ad9Xg1a4OeWC1u0CnggI1z4NCRkobumdl4HefU+8qmSN/kf0511F/31QcWoRua9tatAvabeL46RbDeJyn9x7sv7MrBoFbbw5xnML9GYCtDvrUCaoWHWcms+XW/MgCGFbRLLkxgfky++2ZBOviDCVvSdWNXYzbZKUlALvOMXri/sALj3w6wLzRcl0guh/ezouZYx4d2/MelDcrIC4jPQdB9b5ZHZr+lgDGSOyRqtj7dG3ZZ8+uUEdxpYeFMv5e+c4AGpe7HfxqSdcgdqvERIyxdK1lEJKlutmFBRrEMK/kxHrOZdjxvc78NxSfnso4fbgJFJi596TNblY278jurIqo6Co7d/9OnEsVFMDZdsgz3+7ek9SLb3rhMzWBD6jiNt+t4xvG1sr0903N+tJdd/3sQnqOJWLhTBxGjGvGa9jJDQo28nYNqzBwvl8OS8ipHRKlawXy4NRnJfKx5AlRWKtfKgDR4yP41U5niD5bkbiupIuZpQv/ffQUHFAyrb8HbvG5d/2z7C1iUjimmATeV11TS2Qk7jiTcY9N6giSm706wX8ap/o3rVhDbyq5DDIJqLNKevDslULJO7l2odl32WZ/Lv1j1wbUi+vH54L3JOMpJa1Cq76JkQk2cSnYkq3qpJcqeJdIK4qTe7nHvFLyqjGtuaBifkNfHcywB+uq87OgW2AllJOguBTs8AYYOnXoa6xX1cfFQn7pizMHLcut+rXmdk/7rQrv/Bg1TVIpPr9UXOAeRG5tesAFTM50AmVY2RKKvHzrn23k2Fq6v2qqcYYOHlI7I3IP0c9gwO4xopqbEOs2KQUzLkEQH844v07BUKs1iB3HPbPGVRWJVVjaN/3XTTxvq+eAVZQePDiANdKvw/3GGS5zWX2bxgLJda8rSedj4XwHpeP89ZzINOZbK2gSAH0JGfJ7N9rD69+HWyc/DTB+eQ+QEhoZ9twWH23flzVL+lMsI+qBDOATk0BeYDAqwfaH+p4BGZeoHFzmO6U0UTkEvXDCo3c3SYpqTIhuDmJRB0FMReJCQ3ZxFznonVAnpM8rjsQ9aDVbzLV5OYAN6fmpei3LSLX8r4q6NTPdy9tcQGbmJI8ouQmgZCv66r7uXMtYGuJc7+WPQhiMgE52uirSpu0v8ZaMZNU2ox6SC3ByZQ/EwvIi0qn03GJYBdv9DUFxbhcOwH0ngK0mmoMyfozifrGxLfUBrnGnDFT12lyQStSUOT8uDZgVaaMYGP27MEL6CFVYSGLJSrXK/Aoe9zNcbqzdlV8tZBCKuWvMdjRrGx0e7xrwn86LgFGw/07pXQaBOiLJSp4bxzzoHDG2cdb3zwUC2WAuGqifmAAfSIWhTFNAqwaXbuqCT5bz68PpnPRLXF610Mq4zWGFRSpewIAtYyp61oJMR9XBT0S6i+goMgZZw/s32hdTinpxggZBF7kWo+TOC8T1yPVmHqXR5t6wPX8KQg4A2I/1PEIzLxAgzGlnjXAyY06Dm7YmeCToMERua4tWz8VH4xs5JwptcDKgyLBlD5BCHlG4goXfp+krFtE9nPnko2R46by5nQOPmvMGWUTE7LMqw04mZO44sS5toFeXWQ2p+3zzpV/AMVM2hgRPe/MRg9Y4BTjOfi8V+qvVD08AuIyJUmrNS+rGoNJabm0Ja8WWL8nLkDDaoHc8y5fI0o2MiAj+W7+OLzGZjwokBQ6B0IMqsYAOJm6lxtjYx9YbxWQyb1xJZffZ0qnSGeyKsCSMshFpbBp1VidkNmSTT5JwbHJbUyTKeu+oxqb7780Bb8lZNYd83ypIgZscwlYUTWGfJZSwP6WfMgA9GsPqX7NVQVkKhYV6q/qvp9VUKzJxafyGkvkA7jJQ0YlWCObqIdUwiB33dQjpQZaE64VcBiQyfJd7gp6GC/U15OMMhrNgSepcj6w5qm1C6r2Eu8JIR/G1nMf1z/U8QjMvEADdaTJGuxtXnpzHG7NnVAZgImZMtYdbiGH2mVnPAmwpDknz0cqotrCn1OVAD+V1PPGskC7gJNEXUuTMePZP48fhySPiRIVkKRknvfak6B3MMiUoFW/G/RZKjDqa7VAzhgRBTE1UPPElIoNG5s+Fp736nyZgHwMjAZrXqZLzEb63hPuaiBfALHXYFUmIL9YBzGJ572RNGfWZQwq9+ug5yIgREQSoN/4NIyRD67j1NqDopJcXoE5UDWJzqhCoflvCozGoKa6/4fjFNNUX7vwe5LbG9cdp1JeYwSczJlEbxnujIcUUhmkynaKqjFEyGTN3NG+X/UOyajGTh1pgJ9HHejNAfSbe5JSjR039z9Cl3Ewf5P5Ourkw/w7/bxhOX6GpBogZDbK6JTKY+y7QRAi4Y8F167kPanGeSw2Wf6OnSviDGRGJJ/3YK6DvCNzwD4zuC+ShBXFzDquPxowGs2BhGrsoY5HYOYFGqiMI+tBAQO7YoCcQUwPYgHPBK371flSjMiaGU8kYNTYWC7EQLpYYBuqnS6wvC/7vIHKIBHYIalqqqa0qJDq78laap9q/QdURBkja1zq4J93eXOCrMFtUipBD5CUJh3tR96TueQNMKXifCcDbMiU1pKbi/25gwE9DjzvrN8CAjXL60IhQLsA9zLly7EudcgAMyOlawfW9noMYBnxFohwTN3turDxaaiTD1cGjO8EsqEAACAASURBVEaeEDnVWL8nNYCekR0j5r9ZvwW45iWSUgxOPnvWGZfdJlRjhLTIJHxVI0xm0t0/jw1VEuOSG1S2UyUfzsf5/bvsrwGIlYoHxRaczCSX23tiS1pXSWnGa4wZmEYY9ZdQlTgwdLN/JztUjjRCWKuPcqpQ/Nzm32Xiw8W6cAu8uvKukaYeN8et0sYZ5J7LbmuqsSdozasA9Lv1HPD7N6wOKBJ3/byyXFfsjSNqIFvCvCJIInKqsYc6HoGZF2ggL4mUxPWwfekdSwHNWXugJQM7DLDMv0sw8WuZ94AaaKTN9qnVYOIaq919UAu5rPICB1oZ5UudYV1L2FO15oOJGzQ4vGV75IYNN6esD8sa1NQLP0rccvJdMHcGk5tsh7ER1Rjz10jJtaGyqgg6ZcoISOKWAWzxcfy7TdO0MZFNgZNIwp70b9m1tYdUXe03X2e9xXC/P5l9oF7S2p93kT2+DcjXCoox8kEnbjcgcT7N74RqrGwyCde8hEExmANZ8gF1a0vdk/L+PaYaw2RTrnMRlL6nVCU1lQfzS4rIeRGhfcCteUhBkVHEocQts3+jEsd6yXqB3Ko2NBgkqa6B15gr44f+GimjW7AuJBVZW3VIpoMd2feL6qOMKhR5R+bKujHQvvxMdhzc41KlTNt7mfKQAvt3Rt2JCLiMgn69LuSItBro1C0pcKOTomJml9m/+XriSt1HVGMPdTwCMy/QgIFWim2ot9VDG/apzjZjAggmdLljRUauTdRAGT+Vas0yNvHNLHIoKc1sakSeP6CYSTPqcEGtBeSVJOXyTlLk7wnanDIeFFgurJMibPqYASG2c6ezMcp5n/lyZBIwbAKo3+VtyYJX9cDW0KmSBb4uuONgKVMmcVsBcftd0/dfBFoavNgGMbmyT9LyN/HdsKQ5kdwsvltrzZYJKYAlp5AC70k5IE+auReVVag0NWVkjdjEBEAPAZ3d7nYu6mR2ZD1H6sL9TquPWKnJ/Lsi+ZA8DvomFNWd/Xw5H5YagIrW84pqDIGhqnsU9A5JklSbdWFn5vco8CoAvGp5cNaU/VmUrPfj1P0/s/41gJ6RTZnjkMojk6jj0jWfqJfNngV4Ib8beE/2qX0AkMnmXY7Ykg/zNZtcZ9B+AQG2qfjwiMyexzyk3P6NgJJ+ufVYaEwNlFURIdWYm98PdTwCMy/QgOqQDMOKEnWz0TOgZL6OYkCeTLjXx6Uc7YHMO5OkzK0la/dS19nWArtsCRTsQJSoRa0ap3W/BdQauqoGyiQpB2BwmAU9kIoo59ZfS4JH2yCPmgcejsfbmui7yeywGigFJtxN1J15oDY29oDOyHoC164Uc7adA2ruoNKDTOci3N7Wv8sHEJD3sh1tDkoY9UTQugUvdKKO2MSKQmqk1AF5SYwY5KaBdsQmJrxD6u8ymju5NRYrITx4sb0nuUQdBeR1NVDiOCBhTyllaWlqQjFTvv+j5AOKF7xKkCXcqSYPKClNEGJrpXL/PH4cUo1lwGi0VmaB1xoIgTykTufL7ANQ6VQjHzLHoTbIOSAOfDdznFQ0JAAWDGIboH2tgEwpKIgyOqWsqsXMyn6hCnrkTKLxPpxau1AJc+KdXB7XCZlULFRWwvN1wcV5yAf1UTHzOF71A7pyJySuKFG/NLJAVlq0/B28RlGykGKlFuc7qwwMsl5MUnrJwkYeboJdLdcuBnZpiesYk4JVJRk1EEqkagt/rs02DrQidKkck2uPJurVTiNXCd8EVAaYax27vSf7pFqgmqSg5xbhy31UQJ4zwkRBq55z8BpdVwf0fpl14foUoC3YvZQ0GQB4yYRvuwZllBck+EwE8ijYzYGTNSAOeUjlAnnmDTRIPiTeyT1IpDKqMfi8BxN1B3rADmOpfaBIyCCFVEENNJak1Pc4XprqyYflcaeW0gliBasLE/s+UFa5Mt91kuLaXs/nQwa5Zn7Dsgo/v1VpqlNirxP1FBgNSEm35iGApV9nrsnDNhZNmf4PKLJgs4YRdchOx/WsnHK+/kQstCxlSu0DOBZdfiY8H1RI5Uz/q/mALLMuxlCp2BfscRkwGpOSO7NXbWPR+ZrdPdm+y2el0xiw7yotRkrWH+p4BGZeoIFLW+otQSO8rJ+ZOEUMMCmZUqbD1m8h60lQNcpDMr3539pI63BadGrIuurK5OWcaEFNsEsgiKmWknVHey155N/NJSnI7MsehxiRBLIO5eFWLcCTlAygU63jhgqplLfA1iwynYDBYLcYjKSkqnyjd7XmI6ox1NXhws0BxHielC9+zcN13HruIJ+M5WeicUAKiuR7gsoB3P3vn788Zr7+zNzZ3hO9DuGAXB0znw94SThwsgMsKzbRqcZwKVMuII9YBa2Zun3yLlfLdvp11rvsJebp04DRaB8eUY0ZsgklDf2aM6wzAicdoLaNabJzACRuCfJhj553Zp7C71aMhTIlKlDtl3u/qiXryENq/nc9FsrNUw56VMHoq4T5LzK4T5emFgm40ZJ1pvqej3PkwzamcfvASI6E7kmmlAm9X6nYF6hD9ok9jpasJ/ZvWBpZXCsz6wIEejNgNCBWLi98bvtQxyMw8wIN7C2Q9CQo1ufCQOs0wTISdrA5SYAFl6gsrwWNA1jkXJKCwKN+nRkmBbv1VwPyJGsAmfFE2Q4KPjOM5wb00MEuLkEbYw1yNazIzG/MPNAZYaIErFRnWwzsoAHaPtG5CKoFjCIOGBzO/84Gu8sNOwFWiffEnW/EVwt5SNk1DyWlKeB1LOFmJr4RRjUG2KWMWgB5GVhzUFXuU1QRncyGy34LOWNEaIw/AE66klYI2GbeE1KquLwWNNB3cwA98pCKCKsOkYxncV3IJCmz3wLe96v+a9ZPhYHRZm+EXhKpZAPHXRF1v4WUl+ARzW/3vIHSKaMag7FQRmmDVT39+vn5yPzOqL6RqiRTjoEM7uV7so0rUwAeiPMyHQRpaap5J+fr2hJwVfPfbOOLLSmc2T9IXJ8Cq0COlIiFsP1ChnCtxb7sXXZqIK6ArK3L/ZpTavEqKQlKI3MAPeo06VVjD3U8AjMv0BgxMD0dV6zPRRt2X8AziTrqyuSCJjQxM8dVTaNQshHhF/BTsrHcsAsSV9idYZBNVOPAZIFFhVT/d7X2+NwqWG/0qF52eS3sOnEdvZO+b9lEaw4KNuxTK9EM4wb8NVxSioDX5bXA84G5c7VvstwHzdMIn+BjhVSGOROqMfO8q8q2CPJ+mffkGgUVPfhMKGbuBOS3JW+yqwNSf6WSWay0cb4VEbEJ7EaS2TNgrlU9EWejwbvH6QBtSB0CVYJJkBGUvA13pDH7x3a+JZRVINm4unAlaNtr7Ocb7rKXYWZRqYNch5DaL5nMovcks56jdaFY2pIq5yPs/Xz9eo0dNv9FpQ4JcHL5DHLlXYhRz63nSNUzf2aVpPIG9xFkjyv6qGUVrxEYxHbl2cwbyKrGwHfLxHmb+NCAVWg96WXdLlFnc8CtzUgNlOnCBYH9RCxULu8SYLQjrxHw6lpKU0uKgVzHxkKyYqKmEjwBvUUCLlPe9VDHIzDzAo0DYJcyfezXLWDn4wZNo0zQKs2figF5rv1i3TSK+WtcuCRFLsQZWSCQj5pEkclwlYICJW6uZOEaJJf9uGognyptgQqpwePMNfbjyua/gPU/BRUJNhElbr5sZwSswuUfKUNqaELngde7rUT9PD0cpyGzZ6YaU5s8ansdUWCJ9nfXPLcuIJVgtr0qqod3x8GEz303xpwZoBezibegk2opfQSdJ06eYW7N294T17mIGuRmyrQgGF0MyNPGxtvgM8IBOphNHPOQMvvAqLpzUCWIk5QME0/UX8Zse/n5fbjSSN25qJiUptYF0jHS+WuMlLaQ8i63nkhPumIpchagR+tCStkGYpqcMf6WgHNEWgSJF4oeUpeJuYOUso60OJdv1pQX2Mw9pyph5IMHIWo5y0klOBgL3QGjU+XZgKhNrOcHAipnzlcFq1B8Pl+z2+O2YHTOWoLH9c4oHea2Zs17qOMRmHmBxvVhyy5lJHDIJCwLsGDmpiiFzpS2gPrJdFeHamANwKP+71xXJhCglTtWZBQzGCHPnG9jIusYEZBc9vOlunEUmTNcVpEMRoqMJ2oR2c+XM7zbJhtaGrt93ifjtGJAnjVSrnYwYAqpyySbiL0kdGC3LZPLAK9kfheTy8pxVcUGWk+yJVAjbCIEL5LMWdn8VwSfFmgHwFhEZs0bLW2pqYFQSVKEDwilZ9gAgLr8THzcyB6H3+W9Iy1Ah5Js6/f5b7dKOpc4UJ8lc0+w+muEfEgaYZY9wzBBkjmuCipH4Lnjyj9o4mbWE6Q+ys1TDKAuP5OdD5v/+ncZgZqj5fhOGb0mH3Jl3ShRTwB4qKw7S0oWlfeszXm/fnU+WsrkYlgIxGVIYQReZAC183G7XYtd88RKW6lDsi3E0TXOn+mIHAQ6ZWKa1TMYIObHKx/GYt9MV96HOh6BmRdowI40CQncCHjBZKBuw4a1qIkgRgXyvl6zFlij8pv+75wh8pY1yAQ/VXNQJu9T5zt1ngBBzEj9fVYeXm0FrpOU6vPWjCe6xn6+qm9CbzWoJdSoRaQPYljr9+V3gNcJWSlTukZ9lnIKiiqTMj/vOujEWscq1RhicyN8QM4CeVvaAhn1BIAHk1LPJjIWsgomRIQ1Bz11VxpYu0aet/Ld8UlwVfnS3+VtQFj2S0ollxhAna/fBOSr53aVnN/Q/DelMri75llvGljGMQpGJxl1pP5KKSDHYiHctcWsXSPP+8A7D7IkRZEPruvd8rqWx6ViobICEidgy89Eg5Vnp5LLYkwD47yMWgCQDzlAB7e1n3+Hj2PP294Tsu+PlH2mzGCByj9FyNAYNkE+VIH20VhIPO8q+ZBVXFY7jCGT7ogxYj4LvI4o4VEZf/8cU8X8IMcjMPMCDVaSFMFfeirrNzJvtmE7luLMLm1ZgxE/leVnsvOhwFoGTCfWf8smpjpWQCVEVdafS2YRmLC8lvVgLSLzCTdiKWrIeqpNKpR5Z1lIlGyMyfoziRsy2HMsEaprnz+zmJRmwaqiFJ3WHmc9R6rzGyqdPOjEWkSq45iXRJY5K4OTUObtAy3USvRp2MTUNUIVUYI93m/XLuddMfS8Uflmdj1BKqKE0e3mGWQVWVVjRAKgztdSV4VWzfv7cRkADyk9quRDqrQFvScJVSL1oEixwAjEzqwLSB1SSzZyoCZ4T0y8wMiHbKdJaD6bUFAgQ2Rbek4SsBFVqCwpFrFQ1Qw2V9qCu2n161fXiWLR+TNrzztfklQEsYUq1KmWuK+WAy9QDJsgH0AsVI1h+79t63eSs1T372FVaDIfK3ftROW6GYJEkA+uictW5e/fr4c6HoGZF2iglqBOAkdbQ1s/Fa4ycEnirt2V93WzN+ctgDaZ+VrqAbkGSjibmEGfkYLCBTEMDR4xQJuPw+eTLuwpBqzGxGNPoXF5/vyZOpBEm8xx4p2LaMJta485m+jKb7iEvcaM50pbcH3uUDCS3bBhGUdN1p/zYUEqQR20su+23zl/DRLYDQSEmdIWyAoOgppZWf9w+ebiuIzvDusEGHEGxuFxonyTnY+RD1b5ctoba2wiUhFlu7WhdXl5LfQ4AA4r3x3mIWVbQ5Nk1pe2bMmHVLKB1jwDavbnvelQ4kpUmCGyK3lDKsEUw4060vRYSO8fVbWZSi7d3jF/PgJ6PXuPVKFVEuHeVKEiUc+ogZZzJ1faojyF9HUiECKC3xNqbJwl0pB6OAFiY7DKvMsDBBx8T0xpCytF9o1OVMzsALX6eo69I+9LFYrzv70tgdqSktlSZLaej/jnLL/Da2k8AjMv0NCMOn7pVWvolJxzHaBdGGksMWeNyExo/N0cIlwtbWEghC/bYeySr1mmi47d1GoMKzd1TXbbgSBXbeHPAWqCPa4m+EkFBfbXqCduVwlpbHWeRnRAp745IdY5C6jB8q5irXmK4RZAnGWl6HvCkhQBQiSCT+SF45LSiLtrZc4LigfkTslV98Eh67kBbFGnkQgvmYceUqNqoEHywZe2YGVVWiEFFBRalYhaQ4+pQntHFArQU8WrU1aJeKFaipxKNuoA/XmeVll/vJ6PgNjDLb1TCgpe4sjWE5ZwZ8t9sBlslRBLJNwSiKsDOqmyPKQGSqlDkNKmFptkS9eq5V18XTbrOQHisvfyjtfYRW7/HiFcYav5238zUJN6ClkFJFZG+/IuEYtWgbhRHxZ3jfS71TuTPS3w6iwRWHWAer8e6ngEZl6gwbxDIvjCzxZwh5CzxM211cMtInNJKftunk1cBa1msWIghGUTT/ekmOCDReckVXWJG2HOWPtF3iJy0BzUMG5I0tzbpKrOOQiEyLCJsgTKsokArMrUHoON3ra/ZKVM1YQ7wR7T2uOMzLvKJhLVWIZ1pmawRfbYtV+krP9TgZN6DuwJe6y7dwkFBXkG0zRR0COloADr0Ag4ebFvsivT4Qja4iaSFGjyaQD6fq82ZrB73Sr4BKht7on3aVg/7ywzzuTaZVWokXnTUia7nrN9wHfAoSCEXCt5QE4TMAFCZGIaWLJQVIX2Na/a4jlt9lzc43T55piqxCWzWwA7p6Bg+35ZFXo7T63XGAKVTen5/He1/QOVMF8lEnUEQrhYiJYcZsFJqKQrqkIzSgioKskpKKrNIfp3Q15Eaq9ia55T2Kpy3XLJulFGU1VoMq7HZVp6XZ6v63y+ec8zQDuJRSMSipmBe/lQxyMw8wKNG1CH51gptYCrRYcn+L4r01jwuQUhMuDFAXoSaENkuWGbcy2vK3scZs76c9PPgJn/UnUIDaydfBcj65aJByqDDPqvv5s+3zrhcyqDYTUQBXS8hJoG5A6EIAE523yp0W1SNYbmd449ris2GMio3ktk/uvXPJ5wu0ArgoCTZp4OBWiidI0d13+8BSFyKgPEuOl9YAu89uOs7Jr4JlSDXee3wEBlxwoeRDLrPF+YhN13GCPPuyoPd6ox4UGhgW+yDxjgFRndZjsIMj8uB8TVkw0OMmZiIaisKiZgmVgIKS/2htxCZdbzv3OKV+xJVwNeUwpIpKje+3VBxQvOdwc9A2euHrGdA3szB5DRbUY1xgzuI/gc0KVMdSDOt9nevie50hbuOWIN7kkprAOjkdrMxdkR9UYno6VrSh3C1UACYMlYFAyW8SNlj7YaUK3Aq+SDV+g81PEIzLxAA9WaZ4PWslnkU9QmMhluvRzDT8xrAOikAzuw8Ock7GjDdiwR3mSq8j7LpAyWrlE/FcceH4Cn0M4HaLBFZLoemykv3IaNErAMa7B9v2xyOSLzhrLf5Ia9YfeSHYjK9djblqARiYBQeI5YDwqmNjPsMXre1VbBEbfPuzi/04bIJBhh18nVfjoBYHLttFnkCJvIEvXqupBkSlGQPLbmedZ5HbCePCiMAm/7TvrEbcQoXd4TAw7P11Vc88T8rnpIuXiBlWl1lQdTjdGk1K5d4zEUMy4vlywYQIeVMA97T5kEDJVZ50CnOtDOVIJ7l8ySeC1vAo/AaDcH6oAt9JCyoBMnEVw5JTwuEQutVYJ9zbPrAonX3NxBqr0IryKq+iVJI2VHwI3ENEpd6FTfKGeRz5vHsI4MwOfbaa9QSUIXyUyTxz3k8QjMvEADdqQxL+/whq1qE4vMWc5fQwR2QvkyTfga1XEMDfb12IRhdeUAYMMelvc5WT8JyLPtkyHbUJThpgyR0cbr1AJH3hI0QoCTLClNeAMtP/98nGdmn1mibhVSeH5f7JOGyCDhc8aU63P183m/pAHgFQTkbn7TTiMm+NTgpAOd6uwx9pBywCsHGZffYXPcYIkKba9q17x6stF/VwUvWBDp9zimoPBmz+tznY4rBuRp898qWCXUISOJuutcBMvrkn4LTF3IEoBrBiYYFSr1HLFrF19jnSKLl2O4fb+okBokVpSHlFM0sHlq/TXAWrK8lvVgqlDru0OVVUYtoBL1csKd2eMAuWjUAlzh7NYgHgtVY9F+PufbNhb7Im85/Z6o+T3clcmAXCMEnCQlyz6JpjrglOts3xMXn89/t/1+thX4CEAPiRyvrHqo47kCM62139Na+8XW2kdaa98Ffv+vttZ+7vZ/f6O19lWL3/2frbW/3Vr7mdbaB17ZK38+A3akSddjFxFyw0qxAfvRp0qZeKlDlT12QBDb6DNS1f536+t0Lv8jpQ4jvjvaO2Rkc/LJxjr4PB/nWGCmmKklG5duUxMscMYEcAtqenUIk+d7toF8t2JA7soI2L3cOw8pAEJE+ARAmwBWWSk9v2mLSPdODjKsas3TJVCifJMlKSz4HFTSeZNosi4klFV0XXYS9iLD+jQs8PLzl+erqjwibj0ojJqUtn630vetykMdh7y/+nEOeI1g96Q2T1NKWUjk5BJ1BnpYc1AQZ7iyz7UqdL5O77uD7n//TH6cIOAcCFEE4g50H/DHoRKhZhUUAx2nREwjj3va2Bc970HzX1+OT76b2b9RMjvSaTJj/rv+bhE53x0W+9ZVxwagZ0pZS6wwNYre4w6ApMpYFChS0ipmBss+t+uQtjZAZs8RCduGUSAOkJlOBfyQx3MDZlpr+4j4sxHxTRHxFRHxra21r1j92S9HxO+cpukrI+I/iIj3rH7/tmmavnqappfv/YKf8ziZfDLWgG5qPElJyXcR0loMyFOtBgVCPuItEKGQdXJPXKJ+6/GzlHOejnMB+YAJ4OEpPIVYJ4KqOej83UbYYw96cLCqtslYxczpuC3okdmwUS19Va69N8lGBGYhnfKCssc2aCUbdiKwWx9zOq5oAphWEQ3Kfqsyb2727BUU63OlWkqjxM2B0VSa7MAqBbAo8IgHhLYLF1WHGHCyGNgpFlgZInO/JJ+oozngwao6QH+8VYVW1zyWgO2T7HG1cxFkj0eNbpPqEL6eaDUpSlKqJEJEYs2DXjEJMFreS/28oQo4QT7AfcA9b3RPEmAVTS4dCEHfE6eYAeUfCYUUBLGLitecIbIq4yiuXbudVsrSe+I8hbZk03ydTnUsyn1MCU5VecHaZafLdsB76QxyR9plz80CCKDjABZKSpp1AYCouVKmGmmBvOVyStntvcx0832o43kqZr42Ij4yTdMvTdP0JCL+QkS8ffkH0zT9jWma/r/bf/7NiHjzK3yNr5pxNlllLGSNGfebDJ+YVfPG+XMc28BrSssghAUvCKCTMAdFagHn54GNETOJumBSXIBGEreyV4kJ7FAt8Ok4pyIiQYzdeKtglZBlpswiN7X0dXVI3luAybUNCFFMbrjKwNfRI+Ysw0JWQaf5fIiZde8yL3UY8ZByfgvoGufz+fpvxrBaBSSTedvyrm3w44DXCNzdR/vuCK8Ys+9UAzvFAi9/j84Fj3NsIvBN6Odz8nCm/nJAHO/q59Qh27KRVCe6IhOPvL9Se5wwi3R+SVSdUFRcZhI3NL+tzxJM1P090Ym6jmmwB0WCGQexlzVnhXGeK3UHBNxo2Y6ZA7Q0NQGgRrC90YAQbO0qAraXJl7jDQ00yMVNoo0qlMR5nuwQcX0RsM0C9AicHPKQMrGQ6jBmTaIZoFOM806ek3aPq6m+r1m8YAB6nLPo5007TZo58JDH8wRm3hQRv7L490dvf8bGH42In1j8e4qIv9pa+19ba++8h+t7VY2Tc/gzk8BlXblrzBky+5o/Rwfy6LhsTSmtdSZtOhlrsHfB53HQXwMF5AZMmI8TrIFJwNaIvE9ulNLGKGZYkiLapMIWkSYgZ7JrF+zekHfZbtgk+MkwrOtE9izzNlJoBrwWA/Kr22umLaXF83YKChSQewNNkWyQd5K1iLQMK1nzMsnl8vPPx3lWEK0LmTadtAuXBZ1q7wljgTNr1+UeqAQtwzrWiU4Fdk6uzcBQXgpLVCWJOYCTFN9WnfolFfdv67ujym4z4GRxXUDPLdNSGrd+1/dEdSCKUOsCV5tZnwyoEvTKKkYiOAKoaojMlHQ9kaKqMVUCZVU9IBZyiTosUdHJrCOb7HuCfBIN6ISOswA9fG6JMo7D9l66BP8cC9XWk+ESFRLnuf1jtl+oxaKsOiDrq4W9xjQQGkHWPFuCdveYlL8inAM5tV/ZZ4nmf74zGasOsO2yN7Ho/O8ndj0nyioxdx7quHiO597udDPYsv3D1t4WMzDzDYsf/zPTNH2stfZbIuKnWmu/ME3T/wyOfWdEvDMi4i1vecvTX/VzGtzENxeQo2S2b9jrybf8PJiUFpUQEbfBrpOHs423WFft67EJw2o33uPmGvv59UKMEu6kYoYEduVShyQijxKAaqA1f44OdmHiZgEWwt5b6buQZRpGpP/d3fMlurYQdqlaIuGAV2UKFzGQuBnQCUnR+3U6NcpLl+vn7dYuEnwmvYhQOVmXea/9IiLOYAh6BiNzYKQeOw3EFd8TWt5lGTABvBpA5w3FZCOis87PBrwYT9y8ESaW9dfBi9HW71l/DZRspBRS8D2pBeTzcb5V7SZxS3qGsf3DqQS3io2EPJ+BEEUw+lzSqo+j98SsC0y1xHyRaJlQotSBglXyPeFdOz0YXYvzeAe7sX0/07GQeo1ZUhKvee6e8PdkIBYqrl39fNZ3h5JNtf17tGNhpvV7a8hDygM6cB+w/orCj2s0znP3EswBpwLG382vC9TwnBIrPO5a/v61NJ6nYuajEfHFi3+/OSI+tv6j1tpXRsSfi4i3T9P0G/3n0zR97Pb/fz0ifjTm0qjNmKbpPdM0vTxN08tvfOMbn+Hlv7KDGplZSbNml6qlLSPqkIjkhl0EL1hAbltKKxWRCz6JGsjKMgmTwu6l8xSyLSKrgR31rnBdmbApnEfkVecJBjqx5NIEaEqanAiY1sClT7gJuzS0YScTN5IA2MQNeUk4JgUmKf6e1EsPOJu7/P16cI+AHKOO5s6IStC3lFbS92qSkgSxUVJqlJO4TCvRtaWoBpqvs64u5lLXEAAAIABJREFUpKUtu+x7UgPiWKJuOxeh+W32ON76XauPuDokV76J1Wa15z1/jisfVJ0mzRyg+4e+J3gfqJNNtuwT7vteLQDLui3wykAIE+eJWMiVf9DyzSrZNApGJ78bXs/1XrVDibpdF7b3xLWUpp0ms6QFBXR0LISVVfU47zIT5zGFlAWjxwB6rHzRz40pXm1JEpkDzmepbElB4jxrEk3UX85fUe5xxbXSl92S+NwAcQ95PE9g5v0R8dbW2pe21q4i4h0R8d7lH7TW3hIRPxIRf3iapv9t8fPf1Fr7zf2/I+J3R8TPv2JX/hyGM0CzKDJL3OyGvd3UNAOmao/dAs7UQCRopeh/7p6gQN57hwyoBUBS2m8RK21hnhDORJa6sDvlBUvUXVJKWYMMC1lcwMUmM/++dpyTqjLWwKq/RNBqN2wGvJo5wJ6386Coekghk89+vrL6yxjXKTa3fyYa1LA2CVZBfw2nIkL3JCF9pwE5LTnEAfmo99R+p0tbWOlapmvL+p3MGiIz8oGveWOMG/eQqpt89ut03416BNjSVLJWGhYSzbmb44AJvC3TEiqiomrM3RPrKTSgPrLrOQTaM6bBtYRbqbjmzzQJN933deIGPaQcOEnIB+clSMt2iiShUx+x8n/rrwiuMSJbrosBPA6U4PmWjs8ZiO3ASbDmqefNzH8zayVquhCRAKOr3pEk9r3Y6ZbSwx5SVE2aKAsrl2kxtbgjcljeOKiQcuAktKQYjM8NCf2Qx3MrZZqm6aa19q6I+MmI2EfED07T9KHW2nfc/v7dEfHvRcQ/HBH/2S1rfXPbgekLI+JHb392ERH/zTRNf+U5fI1XbDg5p2fG64lba0TWP1Lq4AxTAfrskHVVQxyRWKyKTClL1C/3u/jkzQ0/DtwTV4uqzHjn3xtJc5E5o+agmcB6QNIMjRGTidRojTo6TpW2zCVJJPgsghDzcS74Ae2yDfDKas3zjNt2M5QJN/tu1rNKKWaqZTvJUodh5mYbELpyDHpPirL+7JpX7eak9g/tJYEVUpf7Fp+9rjNu3jAVmci6wI6slc6bhpbr+hK0dbIxf06iLIwkUpZEoGawDnjFDCsypO8/R/u+BV6Px3jD1TacVGsl85DKrnm806FL+Kr7Pk7cfIkj70hT3uMsGK2ftyrvgh5SqTUPrwtOhUrVX8XELV3+sQE1jdrvuAVQI+ZnYj3DIKDD74n1kCoScM6XgyrvE6TRWJwHCLhTwk3mN13PcwA9V5sdY7/bw+Pwd0uY/o+QkmDtTZemUiKn+LyHwWj9vNG+0v0VXbxWJSUf8nieHjMxTdP7IuJ9q5+9e/Hffywi/hg47pci4qvu/QJfRcPJOas+LJnEjTIiJviEAZpL8AH6bJF1NqGH/TXO7VWx7w5L1L06hJZ/VANyt4Cb8g9fn7s9ztaUDngLwDKOtKQZB2iuHpuagx6P8Tq0YRMmxSsoWAvxDHhRZf01YMvmTg+KtmxiprwLz4Fq5yJrdMveyaRqjHfGcrLfbUCoDUxFy3iT3FRbiNuONE5lUGTOkOx6/pxd3BwEGE2VVXz/oLJ+J30nz/v+2ERctmNbzQPywYLRVB2SBCcpqDnFxXbJk/t+VfkyXydfK9X9X/5+c5wo05q/Q1Uxk5Dno+dtjkPPu5e2uHeyaiLrnrfq0gPJJrvmbT3D+vmsByE1gy0mboP+TBaMFvv3p54c+HG0tIXHeV7tVyPgXIkjU+hYMHo4zgPP2+zf1zSGzQL0BMATMdRQeTZTyiYAekY+jBAr83G15+3LN3F1QEptBu0e+D1hDUsyxtkPdWzv4ON4VQ7G5mZLVLjEtSbvczWljIkbMRc7delxi1UVvCCgR2oBZ1LVZ1yL6gPyKgOTVQtswaqRWnPbUhrKvF1yycpvsoBODZFnnkLOX4N1bbGlLULWX601dwopGshbCbtoj26Tm7v30pW2MG8g10qUljI58EKUjTi5NjN7ZmVCvEWkZhM5o+7UIUQNZEpbWJLiPUfY3OHgBQ0iHRBH3uVMOcDM5gFw0n23oT1uAIx2SggzB3i8wMFJuJ4nALyqz5ICSiL8PC13LmIKKfvdeFJaVUDOx/HSFqYOyZa2sLmj2i6zTpNW2UZIKmeYyszcq55CzuxZrZWqtEW2hjbJLC15MyAjAkrm39fuybgKdbR808V5IwopFtN0IseQiywWEuej9guubIeCVfgaPflgSGhCzNNYSDxv7/WG4nrnSYcBnXkfcKQwi4Vee4qZR2DmBRm2I41F1gn6LBIA5i1gzSKJ5PFZt4amJSrp+ly8gKsNYyxJqdeinoMKEqA5FpIkbjThEz4sI7XmOUPku8c5NpGW7VhwkrMG/Vrg+QgIYTubiFIHdi+prN/5sLDkZq+DGBXI225aA8wZ27DVceegAs8Bzx5X7+VxSNbPA3I+v1mLSOshZVRjXklXB2xpgGaVVbVA3pWuucCOKqQEEET3OCvPJwl30T/HG93qgNyRD6zUQZn+Y3XImP+aMkSmnUbMHndgSakFufq9BOyxXfPwezLSteVSALa0E11aOUniQxnTYGJlpFw3Y5haLUV2HjPek66qRuEAiyMtaMlbETzau2sURFq/FngcWRcypq5YSefjPER0tKZiUbw3nhpfWLUZU1SL6oABJfyBlbyJ4zj5oNcuGi8YoJ2RTZemnI/G9S4WYgCeIqHpu9yf2yMw8zhepcPV4fla85pagHsLjHco8RK4KrKuE27XUrq6gPOaUuMlMcCwnhkRAkI4VrAqHxVyYdfiuRqMRHQgDh0n2MRTXXUtAeN+PWbDJoZ3KWNjcpwDE2gpk5X9YhZSvV/YQ8qwiSTZ8J2LmEEuDwjpd3MgBGFgMqAm9U0wYDST/bpghCriqut5srSFGiqW2URt8qlVJcWA3O5xBqAX340pIRybiL3GPMO6Pl9rTZId/dq56WNtPdnvdeLG1SGZhLuWuCn2fvn77TXqe1LtXNSVjNQQmQDt3uQTrwvKPP5pSs8juApYlUhwsqmulFVAOyMffOkaBqNdnHculasqqlWJigFsi4bIrGTdrnlkDpwBPJ6oQ/LBAa8sFhJxHuss2s9XB2wdCe0U1SrXwXucB51YjlRb83zlAwHUEmTTBVCFdiUjV8qOqUKvR0homrPoNe8hDwvMtNbe0Fr7d1trP3D777e21r75/i/tcSyHdet3CXe1ppEF5CklBAvkawu4M41iNeoucTuwwM6VthCZtzNOYxu2ArnoAp4s26H12GJzwrJ+3y6bAnhCzjlN2/sf0ZU27l2uJmBu4a8mbgk2scyc4YDct3hmCXcGhMDXGKGDXV57rCWutLSlqA6xIARL1BPBD5VrD4DRiolna5dd81gyawN5DdArMBTXjI+Xf3g2ka1dTsJe2+O4v0YCaGcKqQGvEsmwUjWQBujpenJSGYh9n4GMlmEl+75Z8/aja15VIWUVWXzuVJnxfh2c3Hq2YJVNSgXowckmrZDiXhI1sHDYpNsCeIzcMjHzkQO2IyWOqlSOmbln1zxOSqpEnQGvdTWQivOY2i9Cr5VOFWrJRRILqZiGAe12zSuCk1zh7EAnTdyp78beyfk4AVaxMkynrCqT0GNr3kMeGcXMfxERn4uIr7/990cj4j+8tyt6HHBcn4IY8vIaNJIfxxc52FXDbU5CCu18E6ChomDiqWGtQdZZa8m9WRxn6SIORhxztr7/83ULvwWy8Z4d7asbfSIgJxvocZrBFHxcPWhliqV+3dY7hAXytrSluqmxcgz+Ls/HkVImUcahPF8i6gG5TdyEXDvClTowEMIErSRxc3OgWqp4MIm68rxA7+SsfBlTh1igpOpJQOXaDnhlDKsH9jHr732WWAe7OjOeY9SrxtmqHl6teQei9lMKqRP5QO5JVQ109pCqAX8+KRVleQNzQCkvnJcEL1kYVwEj8iHzflXVIf3zGPitFIkRfH5zdacDo2uJm4pN7HEOiFu9X66EmXkKuVKmw3GKXYtNx0WnKukqg/VwYJVUmzmwcOC7oePOvjv8fLQDkXze9S57rF15v+6yl6BVRhsAT8awte8Wofw0EyrgKrFi/DRVTMPiNXWcUgE7ZVW10mLUa+whjwww82XTNP2piLiOiJim6TMRsX1ij+NeB2PGvXEaUxk4GSgx/3VmXwc8MVU9NpuY88+8FLrcyYbI+6yZ3AEnGxnjtCp4QUsdzPN2BppVIC7jVcJq1KteEv26XecoDjoVg5gEOMnfSb05cSZFA6gbIM4FWjRo1YkbL69zKiIctLouHsybRhkiu9rjct3+KfgpAnEmGEElKv04Z76M2SXFJro5UFMZeGUVL3VwHWmq5oHUnDVrDkrnTi1ozXRKYuV8VU+h+WeJe1IsTXXKKvXd6No1oA4ZM/91oDL+br6zCe+upI6j81vM08OtKpS3nK2tXaMNDYbNf50aSADtXMUl1jylvDBAuwI92Du5vJ7scRagZ0CcjPO0Iq5qVL/suoaGAhNUCbMi7qy3X/H9sp4jRjFTBrFFLGS7MbLSZ6OQqpYw285kSvlCSKMIo5QtrnmsoUGEMf+l5dk6pnnIIwPMPGmtvT4ipoiI1tqXxaygeRyv4ODeAiawpqoSn9wwEELVJjJHe2UKxyTs/TptPXaxhphuThk2kck5JZvIF7lxSXO11GEQiHNyYVWj7mq/i6AHBeJc/T0JfvbmuINiuJ2/xmAwsn4GrTUpqVWmzRE8iDkQubb1WVLssWITCVi1F+/JqaV30VvA+S2UwclbdYisxy7KtV2izoFXPAcy4AX0FEokwRSMNgA9C8jLQJxZ81iJY8Z7Su4DIpCslmmx+R2h78loIG8BvDIQp9c8FpCr0pYbsu+7bm3UhyUBqDHWv/8eDab+kvOUgIz9Z2UgLlF6js7nSltULHSj1jz2nqjnJgiZzN5YLT2nbe0TsVC1RKVfR9UY38VrLq6vl+3wTkL6OFWmVXsn55/VPUfy3ZzW5LVTo4imHoZw5Qb3Rgm/Vo21/pk6XqD7t1RIcWW0AoIYSeX3KhLTGOK0Kjp4yCMDzHx3RPyViPji1toPR8RPR8SfvNerehybYRN1w1JwNFJtajhAizAbPfOSeMYKCmegObxYiaSUurdLRp0ns7xkxCTc9nmTpFQuxDgpVccx8EKVtrBuCf18VSDOt34nDKtlzjjbMKaY8WogZh7oQK5qiQoz87Nttmlgp9UCjD1WCjyecOvnduraUgTwWKvgTOcc6sthEjdmLq38Lua/qSlf5sSZz2/V6YKpeti7zFqCRmiA3oKMTjJfTdxEqeL8+xoQp8ALN79th5KqQurITD6N4pKCjL5DCe5EV0+4+8+s2qxKPpj5LRUUxRJm1kFwvs46+ZDpnjZ/Nk5K1bqAy26d0oaogCWxggG1fj6nrKLlXRJM4CCEVtLVFRSqE101hs2sQeg4Z/pPn5stiVE+arVYdL5OtTe6nIUTOa1tS9dSqhISC8mW8QKI89UBmIBz5V3cV4vHQiwWna+Hr5WQuBNrnlrPlW8bi4XOtg2vPcXMhfuDaZp+qrX2wYj4HTGXMH3nNE3/z71f2eO4M7iZ3yh77CYml6JHjHRtGdywEwqKOljFTXz1cYw580Z5MCAXsl+2OfUuHr7t9WqRS2y8rKY0wigoiDloNRjpP6t2V/LGaYw99gwMleHesonrxKcfx+bAk5sRdslv9LRERci8WWA9/76oIpKBlmGPbRCDS1Rc4lYt47gWION83DGuAJcx0i7byfqrwc+55FAE1mLNU2UEF6/bhgkykTri+9+v2wJxRQUF8xpLGdyTJLH/Hh5HywEy73JtDlCTz1HFa2of4AkYW/O4EeYuPvXkAM/F1CER2pOAAXFe3an9FtT+wdR+DkzgXmNFNVBSQcH3Rh4LMXVIP+5ivz2OA3ECnBRrnibg8HezMQ1NuDOETE1BocHoROxb9N1hQJwvaeXEyvx7AU5SRbt5bugZJEjJDQhhy/hJvGb2uKfx3WEAfXV+R+QIuKoXkYpF5XGCTK6WoNnjqBJeE2IPeVBgprX2Nasfffz2/9/SWnvLNE0fvL/LehzrwZINu4CzDTuTpIig9fp4jNfHdsemNepK3ifZpQQLWTSNcuoQxbhR00dyjXLDlrJf/N3m6xzwpkmxSwpZ50EMW4itwWG13Mck3HLDRuyxS0ppycJZVbK+Z7JFpEhS1Iad2+hrzBkL0HwramH+a4KK+rqgv5sK5LHJp78nbL7N5xP3pCh9V+a/0neHsccucWOAWiIgp+CRYCD732zPl+hMVlVcmhIotQ5JIE4pL1hSStcgPb+9ArIGRlPvELvmsbb253gBvQ/qOKcGqvpxUdP/QYAlB8QVWX9Vni2BOKwGsh1pCBiaKe9yvjsvXW7jPLbvq25t0vA8dU9I2Y76bgQEihDvyXGKly5rqlDV0KCXwsLjTLmP9d0hyir1nkhVqIqFnlG8FmFKHB3hWlXEGRXwzeEYb7hC5MPZd2cNbqi4Xt0TNr8jHAGn1eLKg1DFsFUFve4op+Z3QgnP1ECPwMyd8T23//9SRLwcET8bs2LmKyPib0XEN9zvpT2O5WC15hEGvKAbtk5uDkdSn2smCzP5TElci0Za3iiPfzeGkPfvwM6HrnG/a3QBlxu2+G4H8tz6Z9nEjTIpAmARkuYqoLMXpnCM8YzQIMQwe0wSKQteHKd4/ZWQQgM28VwvWwPi5Iad2uhXqpJEqQOTXfff4/Px5KbqgxOhy30O5Ltl2ERWHx1R989x6kJuDlpvETlfJw/kKXvs1AIWdFIKKfLcnLKNvF/VDiURLpAfL4EaKW3hZpH1DkSn4xxTOuAhpd/l4j6wOG6dp0/TRN+TfWIOcCPlIhA3CKB60oK3ArceUkWlLFMJdqWs6yS0LV0zyeyRgYyJWIjs+26Pq8awrDQ1B0YPKOKISrADcUg1Jv1z9i0+e4MJGfWeXO4aLTGlnUVP+7cAJ0dL1hl4ZBUUVSCOxHk2hsX7vjP9Vx5S8/mOsd/dXfRcXO+9oKoEHCMf3HPTuY4C/qqen7qhgd8bkcq/tddmKdP27bgd0zS9bZqmt0XE/xURXzNN08vTNP3TEfHbI+Ijr9QFPo55KNmvAz3Qhp3xHHGLFTxO1O27Cf2sTMJSNcQwqDCBnZAuzsdtr9P65zhAjapReKAF62wTkkfNLinWmQBqAwmYCuQZoHOWcwqpqpJrq1IHwSaie3JKNsh3q3YoiXBAHAtax5IU57OkghgLOlXn98n8lx1XY4FPZRzlUocx1lmqiMTzns1ga0HMieEeBZ2ocvKI253esomopbRLUpyKqB7Is0TdAWoMTPCALf1ujj0m7KVnStf7t2aBmXeIWyv5e8IDeTW/MwwrBzU16ME9hQR7PDi/qwbY1+S59Z9VO5T04+rldbr8w+0D6LgOxKH3SxrVi2RWEXC0NNWBR6Z8U5vA4/Wcnc+t57y8jj9vVfZ5YKrQp1B3zsfVy31cWT3zsqv6YuZMm+sqYPq8BYCnyEUFKg/P7wM+n/dJxGuXLwPkqu8RpeyFUgFL0QFfTx7yoMDMYnz5NE1/u/9jmqafj4ivvr9LehxoSNmvYdzUhq1lvzW2QbaIlKUOOkBzJmFbozydpDB536jvjgI9RjdsKQsUi5Uz+awyZ65dsyxdMws4k1jS70YW8FPnInE+3YFIgU58U0P3RJVpyVbgNkAzjDplUqpMaYJRJ3LtI0vUBzdsy8BISbOYA4OlDujZqdI1laTIAE2qBFkZhwk+DTMu53dRfeRMPkdURHvjy4FL1zwzPuSrdRSdi8z8ZuezbOLquH6LtHkj/27ShwV8N9W5SM5vBcRJ1ViCUd8QMhpkpIl6wqePvssWaCfJRlHx6o5jSqez+kuAk6rUAc1voQpVAL0GbBMEHClZl2U7ShU6GguBZ65L13zZTjVeoKSR27/FXhXh5k5NEacB23pnst2tgqJKuNoSx4FYiIGF83EJP5WirxbvLOqAdh6vzd+DPwOm7lTkT/+b9ZBdeWWuw497yMOa/0bEh1trfy4i/uuYW2b/axHx4Xu9qsexGb78Y2zDrnYaUZJHZfKpW/7qRc7L+kdKW2oAS4QI0DqTgu7J4IbtZL/VOlubuBGAxXeD4F4lVdY/Qpf7sBaR82fpziZjAZppKY2SFKn+8oE8Y3StW3+5dI2xgpo5414l5/NdrX7vNuxPP7kh5zIJvgDwZMKtAjsBakKmVCUpcp6qBCxR7jOgiGMA6vJzt8cxkOu8nqxV/9IzTK55/HlrA02dpFSNy9UeN01TqM4mVhFX9GlgAfkJjC6WmqTASZI4s+NkkiIAev28dbnPrm1VocPdlRyAd2SA7e6WjAKlLcZTiK55IoaaSxyLpJFJ1OnzVkCcJJt0LBpRJ+A4+eBAZd7Wfr6eWoKv3i81v1W3Hf28NeihvptSsbC9ank9m/OJ0kgFYC8/++756mawEWG7OKrStdHnrciHcuci97yLoMfZkqK2D6S8BMk1dqXsev2V8zsT+5LzvRbNfzOKmW+PiA9FxHdGxJ+IiL9z+7PH8QqOUa+SURSZLnJisVK+KNoATW3YCfCClrbwxUqXaeHjuO+OWsAHN+zR502+mytZYADLaJIiy3aEdFHLdzXooZQXYwEaA7k8m1hNUtSGrVoNsiTFJeq0JOkpJK7z74WKqLhhq4RPsYkHIt9VUvSIW1WJBKtqSYp6l3WZlp8DKFHXyklj9izVhbWErwPUrNTBt8Wt3RM2v1NdW8ga1H+/Hv2jeMv4OVHfXqNOuEdAbNfFQyukikmKTNRNSZIoi+x/sx6y8yBbgxJKCPkuFwE8CdAbNRBfg7TKQJUJSQC1ug8oEMKpvwZKFjSjjkHsjIeUioXUPqBUBkopy3x3RjrYKZDrQNYu17nIghASwBtTQMJS2EQJM/eqrM7vRExTLPdxsahSLEUoFbCOD3knuiIpOZgPKLLDlSRVLQr6capl+UMdmXbZn42IP337v8fxnIYL0BRqjVs26oWYm0YJ9tgkKSPtkx1TurymPmySYuR9apFj7S+X17McutbcmwdWFVKsbCflw1IsWThvTjpJ2RrlcSZFsYnnRB0f50od0DH99/g402qwKusXSYpWGWhGfSRJYS1BUwoKcU9UksLqsZ1JNPdZEvdkxMiaJPjqPbElKgOsYCZAA7fSghcyQBPPAM8dvp6oe6K9BcS6oMx/R5MUp/4S6zm8J4skeP3dVQJ2uW/x2WuzNxaVdHye6oCcrifiPZEBuWH96XGy3McYWoo5p56b9JYTgI6MhVg5gAPoi7J+quIyiZsqTWXHMb+L+XzevL8ORuPjepxH/XqIwvnkJVhU2GaAONapyrcCZ/NbKFgkoMaOO8ZvusAdiNhxvQOR8npThsgM0Hly44A4sjcKYF/HNEpljvccdhwzX45wJWj9XWalTFqpvPUUSgAs0gC7uJ4opaxbu4yvFrM2YMc95GGBmdbaL8dcwnRnTNP0W+/lih4HHDciCXYJgEKRq8yZcjgfTVJGJ3T/eTVJoTJvE9hdG0Qe3RPdTSvhr0FqnTW7N8Kk4JaBqmZZJdwqSdFmz4OyX8PcSGZczZ2iWaQryxvyFDKy/qEk5YhbgqqEW7Z+F542w/5YZl1QCZhc84RyT5Y4CsVMNUnRAbnyKsGt3yM0eEG7ahiwipl7K1WiVAmKJEWbROsEXyYpVe+QjL+GURGtOxcdxPOeO9kMlLaoEij63RLgZFEVqsgHnWyIcgChoGCAmu1cRECnzD4gwejjMV4fq64tRgVc9RTqP1P7BzPpnq+xtjeq/UO2ft/xzkVM7Tdf59i6oLt+EYWzMfceWhdEwp0CJxkIIcHJugqY7QN7cZxc8xaqkvXnurK8Tz3BnaqUR5n08TKArVKxVHMk5wE54qulFbbG31K8Xy9diuMUsF8F6IdjXwFyiRzpIY+Mx8zLi/9+KSL+UER8wf1czuNgg3VniHAJgK41V90Bqg7nrkWk70iDJ/RnrvliNZKksITbSVxH2qs6RkR1FOh/szlOMW7Hwdpjqw55lkmKCtCUabBjKfi9hM87wzaIuaPvCVP16ACNgVxKWTWWpLBSB35P1HfLSN9ZIKk6y8znYwCeAiEEC1xOUjhzJr0kRJKifXdafI4oKFhb4vkaNPg91BaXgFyKTWQtvfvPnGcY73TB7okxNhZMPGO4I8geJ1V7KlHnLPBlJpAvlgPw76b3uJsDU9iK0jW174vvJkufJbGCY5PT+UQC8DoARquEW5l7u0YI/Xtsz6f8sbSaVAEs0vxXljrw563KOJQXEU7UFQhRN/eOcPu+JuBUZ8syQG/uiSvn4/FCLa5PgU4iFsI+ajqGPV/P9hrn74HXPBWLRghlVRF0cqWKbE/NxEJ0XS6q/E/HCdIIze/drsWu6e/GzrX8HpvzGTVptZRJexFx0YHKGx/ywLvbYkzT9BuL//3qNE3/SUR84ytwbY9jMVz93qhbvzbCFElpkTmTbt5HfpzcnEiyEeETANVCjgVorAWprj0e27BVu2zJJh70d9M+LHxTQwGhLkni9/JaJmCa8WQBmjNOUwGalHMKcBJ7jvDvtlfqkEFPISZFjzDMzYg6RDw3KfsVwGvKPJCVhUkQogYy9p9XE/wbM78jzr4kd44T83u/E53JyHfr51NzQJr/SnBS3JMic7YXSqdrEbTKrmtkfrskhZWmZrqvVNlLaZiaUJNiYFkD9HANekr2uDq/dbJhAB353PAc0J1N6ua/LuGej+P3hO5xjj0uqwt1Uip9lsR7onzzqt40zmusGov248rkg4mFuA+LAKPF/JbAq40XavfEJeq086CIhaTXWwKgZ2usUxGx/Up1W2Uqzfl6+BorSUkxB9h64mOaGgHH3sn5s9Sear6bLO9SpCSPfZkiDjVHWR7Hyz4fS5k2o7X2NYt/7mJW0Pzme7uixwGHqtfUifpTmP8WWSIdVOximrBngQpv6Y0uAAAgAElEQVTIvVwbL1YuAUDyPlXuo1iiXJeeYmAtAnIleVTu+cvrQefTQasAnYplQrL22EgeaYCm3hPGeJ6Czxp40QMNFOw6lYftTEae3SdvWKmD2LBdYPcMA7SM7HdkftPzSYbVfbfaeqJq1NX8XpZ97ne41IEFkiMBmk7U6/PbmXvPn1tjWEdaQ/fP0gbFmE1sIkm5JqUOF5kETDGsosyXfTfld7FrW3PviDl5Vob6DMxZXs/2fMSvJ6GI4/ObnyuCxwsqNqFgtHy/eHelCJOAqVioek9EvKaAOJWAOS+JZwlqKoBlmai/tJLKWvPfkeftyIeXgJ+KjX11N6cqYLsXKmAdLyiFFAbMT8cJwFaZwCsCrmqwPmre7wg/FcNWY9H+c1WmpebAcK5TjX3V8zbqIw20b893KlmXpXJCMUPiQ6X2W372+jh2Tx7yyJQyfc/iv28i4pcj4l++n8t5HGzcHI/RSIDmZL8jGzYz/9XyPi95REmKkv26GnW2Yc8LeO04JXGVcjulIjIBuTX/JUGy3JwImKOSFO5BwcEq55MRwRg3wRoYhpU/b73R61pzUd6lNjX4nqiEW/smLK/pzvkk6KRUYyIBYEoIUe4jAZaELwdbT6z5b1HSzMp2XPvkgy0H4AF5tdW89N0xaj8VkCv1F6w1F4BtvwRmVNivB50rgqgMRJJyEHNnxAx2voZ6qcPlaR+oBeQ6uRHEigJQRemaK9e9ulDgUe18GTNYNk+PE2mvagLyz96oOcDAaPO8i+phpeYd9VtQ3ZV0LCTMYG1yOQpC1EoWFPitvQRViQpm/ftnSQ+podhXq8UVYMv2jxHzX1Xuw3y1+nHyeSslPDhON6LwpGS5fbIogXKqUAWYa/N4tcehdUHv3/1861zHxb6SgBOkpN4ba/u3LEFLKOJYXDkERu94PvCQRwaY+aPTNP3S8gettS+9p+t5HGTMzGU9QGMbtldQOIPcYgImkXWxYasF3Epca8dlOssotYDcnMh34yULKlHXNcs8iNG17dJTSMo5EeghFBRi4VflPjJAc897QEFB6/aVnFMAavsdT1KcUZ7uJEQCNJMASNd98LxlgCbmjtqwtYKCy7wVm8gC6xO7J1kpBUYXFRSJYJcFMep5qzVPMayY4eYgo2YF+dyR7S9NchnBAkLdrY2DVQqgN11bxHeTZb4wcRsD6JmCpX+WWrteX1Q6zeerM6xSQbEAQ1+3JmRkQK6/Gy9lEknp08xvCcSpWAi/X7Z9MplzVUb93IGoCkKI/VsCcYqQ0fPbGZ6jYT1HRLyGnoHyFJIlb3J+j5vBVk185/OJznc2rkfkgwZKIliCz/dvZ9pMS9bFPbk+HuN1l6iBhVnzSCx0Vtqg/bt/NxUz83tZn99CKeu8iFQsVCXYEwB91bz/cOSqUBUvPOSBo5m74y8mf1YerbXf01r7xdbaR1pr3wV+31pr33v7+59bllW5Yx/aOCiWaEAC5xQUNFGXNYZ+w5alLUzSLGSgVEGhkhta6jAWWOuONOI4paAwG33VKyZCo9YUrBLPTdeMK/BCb2oUrFIBmgInKejEg8hpmoSZHN+wHXMWUd+wL50ijkpc9fNmHSQiniJAe5bz+6jMvQf8FkySwtYTBdimFBRCaVM3PlWlTM92fmvmjLOQmjnTexU9zswBvi7UfZY0m5hRhdbmjlrzWGAdoQF6CsSJtasfp9njooIiAdBjVaJTQKpSJgU6Fed3KkkpJuqSSHOlTDUFRWvNgFVMFZqYA8rPo6ywdfNUKGUF2aR9MoRaQKrFkTJa73GH42wCvzmfKfdRKgN+T7RCpzy/jdJp/pvavn+p1i6lBjK2DdXW7/Nz4d20Iti+L96TBEBfn99mzauqQoUSXpegKfJarAuiXJcp2/o1PJYyLUZr7csj4rdFxD/YWvuDi1/9AzF3Z3qq0VrbR8SfjYh/PiI+GhHvb629d5qmv7P4s2+KiLfe/u/rIuL7I+Lrksc+qDEbz3KEnLWe05JHJ/utMW6aOVPskmbU9SaDv5tkpcimpo3rFMPtE26GIluZN2GzxkodNKCjvptUSKmAXJQ6UO8QxR6LYKTqTaNriPtzqz1vx4zPxx3jaoWJyw3byrX5HJAu/0UlnW7pnZjfVZm3eN7aZ+kYnweYs9ZaOM8LmaiX1V/zcZCVsnNAPLeBAM2VLGB5Pn9uknGTzNnM5qJOVW5dGDMHHZC+Z9aFKqAjkxudgGk/leqax+X5ylMo5bcg3hO1pzIQu8r698/S60l1zePPWzULcECc2qsYe3y5b/FZ0q3t5nCMN1zhcN7FQkyxFGEStyJAP1riqJ73XpT7sET9aTwB+XEJ8AIQS1oV6kBGRcAJ8mEwFpIkVVV5Ifcq5yHF9zgZ55VLUzNKutH3q0jAiTmgyn28eb8Aj6q2DWLft/mYUH89mv/eHf9ERHxzRHx+RHzL4ud/PyL+9Wdw7q+NiI/0MqnW2l+IiLdHxBJceXtE/FfTDDX/zdba57fWvigiviRx7IMa0k/FJBtsw2Yy75OcUyCmqtRBsRTSMJVJHodKmbT5rwYTtsdlWkRWkxsp81ZyTlPaotgGBehIt/6BEjR2nKo9ls9byXelWaSWeVfrqjN+KrLeXyXq5DjZClz6LNXu5TnhrgFx2ixSg5PyeYt3mZW2MAl7Px81TDWlLeWEW4AeVlVS9ILqnyWVF+q5wcDaB+S67JMnN6qdbtVEls3v83EcwNNmsHwfeKbG+EbmLUtTxfyWoDI4zpXXRRh/jWeoJt3v1F7lStdq81v5qWT8NfC9VOsC/27M+2u+hl3cHIgHhVHSSZNPMb9lu+wqAWdKWqXCWcyBslfMXsSiwjNMmchmwaqVH7JUhWrfHaEy2IuuQGStVArIg1jPR9VHyktQe0jp94SZwO/aCLGSAZ1q8eH5/aoB9HP5plrzxD0R5XzVfX8v930xv2/nKSJk3Px+cvMIzJzGNE0/FhE/1lr7+mma/pd7OPebIuJXFv/+aMyqGPc3b0oe+6CG9VMpJmARPAmWAVqCEVHt2SR4QTaMETZReVc4czfckYYzG9IcVGzYy43+dauZqAEWncy+dKlUBlX2WCRupkQlgm30+l5WlS8R8/39zLVKUrbHdQUFSmZlqYlizkSZlmSl1IYtwAQJVkm1ADGFExJX6aeiGBixYfcEDG7YiiWSzJkIYqTygqmIxua3Kl0bNzbm382WdylFg0i46+aBIuFe3JOLVZLSDe4Ze6zmAFvzVPtkBnqod/kMRnMQAgJxMiDniZRmj7U6BH031U43A8SVPQkyCQC6lzIBEy3jZYkEA+L4ep4q1xXsMYuFVBculEhFhGy7LMsBSCykPQE92YS/m1cXslhopFzXlvuo5130zcuUdzmw6vWxbXwhjY2F1QDyU+nXoMHJGggxWq57I+aA8hLUpS0mppGkBYhFT9fIY6GybUMGoGfrAs3jdLmu6vaJY1Gf6yh/xWoXriUYuiFkpMqfV4M85KFKmf7kNE1/KiK+rbX2revfT9P0bz3ludFbtn7a7G8yx84f0No7I+KdERFvectbKtf3qhpf+ebP1wHaQP0eM43KlajwAE26/Bc3bOURMM4mMtbAs8BVeZ9rJbr87OXQLSIFm3g4xsUa5bkdqp0uL21RCfcYm+haRCrfBBmgFUGI+Xw44VPs/eX+6TanemeTsXpsvdFrY0ScbCQCtOI9uVzMgY3M2/rn1ACWfu3ou+kWkXx+Py2byCTUuhNdHaC387sYkKfUX/B5nxO+dTtdaXAv9jjLJhIPKVq+Kd7lDHhRvSdKQaHY48t9i8+R0hamCu3nkyCE8MdSHafc894cJ1WhGpxUpEW1K9M5aaiqBH0CxuIF1k6XKRr6NXAFhQCryPN2JeTL77Ecrjw7gqkEu4KiSsANNnkgqhKdOI/dE6mwlUqbp/AOUbGvAierCmepAlaxkAZsOZig9zhFwFFTcJIPKIVUimxSSvgqqKnIB6eEL+77qb2qeE9kxYQiZNR3EwDeQx6qlOnDt///gXs690cj4osX/35zRHws+TdXiWMjImKapvdExHsiIl5++WX89r4A49u+joNKst0mqbuM4OCFNqDzibpmG0SiToKmqjT5dJxiIcE1ttZoLeRJmvwMWQMp834qOScP0KrKC23qmmETiwGhYs5cMDISyBNPAi2z58FnRuatvGlYxyPFpCjgVW70RYb7kAjQJOhUlXkL9tiX+yjGjQdoKgHT5qBjoAfzd2DPTZVpyXabJGjta15V5p1hxhVAj8FQveZJIE6+J+JdFmDCQb3LAoiTpWukvIvKvMXatd/t4vqI2UTW+r2fD4IQap4Ogoz6eTtvID4HXr9eLO4cx1UGUkEhYqGqf46KF5bg97qdru5AJMBJAcSx551luNdDlWmN7nHOpJuTVCb2rapDMmue8tcoAvvyuclyHx37qtI1HGOo/VvMgYUaaD1UvHBpSxXVPVFqM35PtNdb8V1OgJPs/bqgYHS9HD9CK+FZ6bMuYfbgJAbo1R6n8z/lKcTek4c8VCnTj9/+/w/d07nfHxFvvW29/asR8Y6I+LbV37w3It516yHzdRHxd6dp+nhr7ROJY18zQ7XbVJ4ETOadCdA0c6bUIbUkeO5YodB/HpCz2kTFSu2JzDilhFCeIwNmw1KaLJgUpSJCScOpA5EyASxLoTmAp+7lXrGJ9l2uzwF2L6/Fc9NqIB587kUyK2vNDZv40iVL3DiAZ/01qmVaApzMBPJI5j3KHl/LUgfMwDjD2n499DiYuGkp9K5hk8+9YBNVNw4LXojkRnpCVAF6k4BFcFXiiGeYNUaUYAJPNqreAhlGXYGTaJ2S5bqCTbw5HmG3nQjehld2IEqseQq8YCayMuEW+/6eqEJHPEdS5r/iuSl1iCt12JYwC6BdkQ/Cg3BP1kpt8sn3fV2m5QE8qpRV6k41v4WSDt1/ZQKvPQEVAZdQF5I9VSbcolRRlrqX77+a33ztkuU+QkXUCVBsAi9URFYJX4t9lSr0tH8LEFvNAUbcKQBVKZxZuS7bG7tXKIrXVAnzaMcpZ/7LjtPP7dH8985orf14kPKgiIhpmn7/05x4mqab1tq7IuInI2IfET84TdOHWmvfcfv7d0fE+yLi90bERyLi0xHx7erYp7meF3noFsOuq0Mt4ZalLYObk+5ApGS/Wq7NahOlqShjjxOgU3XDVjJvJ03WrGAtmVULqgpanYFphFZeqFKa6wNgE01J0kiNOruXB7XxGgYsgt1LAXKZ78ZNXevmv8djbxGJN9DW6hu28hyRpWsyaNXqEMkeK+l7dX4nWGDFjDNQkydguiXo1YUK0GpJSgT3JMjsA9ifKaGQIqVyI55hI2ue9jfp67J6T8YA+qrMW5brKnBSqM1oCXNifitfDrl/QEYd++BEdEBNfDcB0CNTcFW6dlrzxHOrlutq3x0NBEnPMOkhxWIabAo+Wn4jy7QUeCFK1zQBN+gtR553P06pt8trV2bNY89bACzazF2BmlUlBJ/fslxX5AOp0sjDFFcX+bheEXC2m5MCzIskQqYDbb10bcz895KA2Np8WeUsnLRw85sd52wi5B73qJi5M/6j+z75NE3vixl8Wf7s3Yv/niLij2ePfa0O3WK4Xv6RCSqwo70P0FjZCJf3iUT9iNviRjg2sR786JIFrYRgx0nfHSNNVuU+XEXEPIX481aJ+iibKMt2ZBL8bFtERnCWIlPaUg1+lBpFeUK4RL1qhKmMSPv5pCJOAXHDSUpN5n2xa6KumgetM6DDnzeTXffP3R4n1jypmFFGhS2O0wygrRU118cp3iDBi8EkRZag8XcZl8ToMq3lZ2+vsT6/5ZpHnncGUJPJhlIZqEBeGm4D3x1TsqCNMItg1X3Mb0PIcIDFmf/WEm5Vujb/nKmH1fPW8vz5b2oA/XxP+PzmSrr6/NZeMWL/zsRCrGxH7FVcKTtWrnt95IpqWsKc8ASU74lRhW7PV1f7zdcg1OIEvMiquDbHDZbrKlXoEuS6irv3bGR+z+fTpuD4/nuwSgL7RQBPA6/Gd2eUbALf7VTCLOLD6vweriqQCim+7z/koUqZ/nr/79baVUR8ecwKml+cpunJK3BtjyM5rFGeSlJkHX0NRT532+HSOdzVQSHkeuGvMuOqbCeCsw0p1qCapBgGhkqTxWJ1EMi6ZYmKjJs2QPMBOQLi+rWjpFuxxzKQl0kKKXUQrKBqm6mYeNl22SjbaKKuSlQIm6jmd79O1X1F+SVVA0JZs2wCNBbEKLXZ/N2KIERGJTjgx6UA8/43V6u/kUo6FciT0rV+nOxMJqTJeB+4ZeKNOgSdjydgY/ObAfTX6nkn1H7aM6yapCiwqu6f069dA7Y1cDJTtiOVNpSQ4WUcyoOClWmxrmuqdG3+uS7/qBqlKyZexkImuVSla3J+KzWvAFC1L0cxwTeKhvlvkFK2Xq57VoXy8q7qd8uUvGl/ppqCQnWqcrEQMgVXIGOmO58s1y2qQn3jiwECToDYTD2s1q7zPC0q6RSAJ9SdloAT9+Qz19vqgHN8zueOMv8dIVYiNKhZJ2S4UvYhD/yGLEZr7fdFxP8REd8bEd8XER9prX3TfV/Y48gP5hEQYTZsmqh71qDqHaIkcLqmlDPqyhCLq0M4S9SvU5ft1MAqtWHLBdzUEHM5p26rV60179c+XFNKkhuVgEUwNlHU0YsghrWIjOAJvmqLq9VAHoSoS5pFGYFk3BjA4pMU9d2qz1tv2Gp+uwBtJIghCin1vPs8lSoikaQQ0El12et/g86nAB0GlEwTTsAihCeBCNB0iaMK7LRCqrpXRWjlBVsXlIJCs4mZOYDXLgUO979Zj2EVkVnz6u3R1fzWisuIOiHTzX9n0fT2OiVYJZVONZArVa4r9lRltMpArhFfrXld4MdVO07J8s2EKpSpUYYIOFeuWwSV+3XW26Pr+c2OU+uC9oAcI1z3lEjjz7u1RhVZGYsCGsOK+Tb/TRG8MAC92gewkTWPhTKeQhisMuCkIJM7Abc5zpbrKrKJEa46H1CKGTa/W+Mdp+a/YftAfc17yEOVMvXxPRHxtmmaPhIR0Vr7soj4HyLiJ+7zwh5HfkjjNLVhEzmnYgX3iSRFtRiuO9Mr9LkeyJ9Nu8Q9KdbRq3IMtWHL2uPBuksX7OIFVS/gLOFLyUCJl4RiBSPGwAu5YRf9PJRZZ67FcFEhpdjExUa/NYtUAbnpOCXupSxZKKtD/IbNAIUhfw0ZyGszWHScMotMzW+yniiT7ggBYkvfBJ6U6kS9ppDKqATV3KmyiRe7HTWLlIape+w5oky65/OZoLVsDqrLKfvfbI47HuMNF6RclyQpGVWoBKMl6z+W4LN7orze+mev91xbplVUQkTw/UMpX6RKUKhCpUJKEGnKV8sSMvKegHfZgEfz39QSMNnQwAC22ouoFq/1n1ff5VHvKe05ohTOythYvCcOnJRlIzXVmCv3UT6J83EEnCzGvr3jlNoHdLc8EddLha0g7piXoIhN+nGvW6nGVDdGCjKK+Lz/vF7iqOf3CMF+I1TAKq5/yMMqZiLi1zsoczt+KSJ+/Z6u53EMjO45gtgltWFbeR9B1i9IOYBqESkZ9QSbyBIAtdGrell1TxSyDjvSJNQCUkXE6i4FI3Igz1vfE/zd3IbNzCJHa5ZdnW0Eed6qTIskUqcNezApVZ1G1HtSN7pVniNGCq3md5E569dZPU76sIgN2wJ4AqxSMu+6fDcBXgzK+qsdafrP2fvFwSpt4ssDee0pNGLavPyb5TiVKtLEbQCgN+uJbneq1jx+nDQFZ2U7bo9jyU2RBbaq0N0OlorKri3mXY4wyipSvunuCVXaFAN5n6ToWEjFNGyeqjKtCB4vVD0B+2dVCRkFxO12LXZN73HKI44RAmqvmo8rEnBuryqWyqkOY5mS1nKzAAewsD1OgVUspjEKilkpWyPghsuz5RxQx7n5PbYP1BWvAtRUQJxROLPjNMGuc5ZqKawucXR7XH1+SyCOfLeHPjKKmQ+11t4XEf9dzB4zfygi3t9a+4MREdM0/cg9Xt/jSAzVbtMFdtIMVnmVqCBGyHer8j4nC6yW+2T8NWQpU5U1UBu2SW6UBLH/zYZNNCwF6lTlNmx2T2SZlpE8qoR7+dl3z6fK8rAJoDO65exxBoTg7JJ83gMBeQQvZaqyiZ45c6UOHGSkvgni3Vp+9p3jjrpFJFq7Tt1XxLqg165iQCgVFCrhztwTVupQC+RVoNXPx5isCByQu2SDdV95GjC6f/baLFK3Rzf+GnLNU0w8UhkINtEkl/PfMPa4xgJbVShRVqn3pCfq6rjqHucC8vlvtobIQ+WbRkHhzEFlByKS4LvS1FEweq0a6wop2rVlTzxHEgCeLPsUpUzV0jXdmtiYwQ7Mb2YCP1que30bd8GOUwLUVPv+Xhgi626r9SYPEf39qhFwrjxbkQj0ODO/ZSwq94Ha/p0pVVTqQmaMrzyF2PmkIm6PrSzO+0ANwJOdydS7bGLR+W/wPXnDFYYi9nvuJfiQR0Yx81JE/FpE/M6I+Gcj4hMR8QUR8S0R8c33dmWPIz2YvMxJmhkrqCZmRPAOBjKQ12yDqimdP5uwUmWEXG9ONNgVDKtqtyklzWKxcm31IgSyTs3F6glYBH9PDgLAkzWlAohzLWdl7bGSnIrzKTNY9LxPSYoIWpXZMwsQnDEiAz3Uccqc1fk7oGuM0KWKvDW0ZlIYoMBbSs/fba0aUzXjEbdglUzA+Hqia9Q5CMGNEQ27RNavartNpYA8Haf2gaIaSJeojAXkfh/g64KW56v1RO0fghlne5xILiPU/K4xnk4VOiso6vs+e09Ugq8A+sPRm8GyNVaXb6rEjZ+vbAZrym/G/DVUeTYGPU73XyWlxf17Pp+eO7LUgSWXZg5QAE++k/X5TcmHTHk22VNHFK9aNXYGJzfHyTVWN3lQsZcGNWsAvVaFjoHR9BrNvs8IGaVwlgSJUIWOqju1ulAfJ2NRpT4aBKNZcwhv7l2bO8oQ+SEPq5iZpunbX4kLeRzjg7XbtAE5RZ/NhCaMWwpZZ2yDYG2W13TnOo0nQZX1jxABmklmVbtNZ3TLAJarC7+pvT62LcSryaXfsJ+t+a/qquFaUavgE7FLZ1WPUMxAySlXSPXPY0DQruHuK5dyU9ObUwRX6FRloP37Vj2MJAhh2R4+T+fjWGDnk5Tl9dgyrX2Lz96opFQpZmrrgmPcnN8C60wmpehDYPSAOkSW1yUS7ioYTe5lV0gpxWU14Z5/Tsp9RNmOA6PdHkfnt/QIqH+3S1oCpfd9ahYpFFKq3GfuwOMAejwHdPnmQKmDUcpKM9hiwn0pvtvN4RgXayOx9fmOU1zsl8f4PQ6RD64bIwP+VIdKCdDLpNTt+xqgXw/vq1UHoyUBl1FCkHvi4rz13Jmm6enWBTG/NeFaVAOp8mylrDIlb0xt2X+PhtsH0DrUDZEZKckUUq7bqgPiGClWBxlNzjICRrv5bRQz1RLmiz3vSPqQhwVmWmtfGhH/ZkR8yfLvp2n6/fd3WY+jMliAYKWLRB2iaojnnzMFhdrUtJSNe1DwhV86nFNZv96cqKO9KGWaP4+DF5ZJIQj560151zpxOLeIFMyZAquK5T6SXZIJ95icU0tjz+zSst2m9xTC5qCH0+Ykgl3G+pvvxgJJx6hXFVJO0qzKuxRLpEzBy+yxYVL4GkSSFLEG9Z9LMFqWQNXKwmx3JXdPKJtYY5c8CKHVhegZ9B8xrzFnbFwFo5kaxSmkmGGqS9T3O5IA9HsCk5QOsGDywbHHNMGXz01dI1+HRsp8mSJLsvdK/aWAV5PMKvN+lZQqT6FqLHRWvJJ12a1dRTCaEnAJtd9Ios72j0wHO/4u1wH6gyByut8eOoZdY/95FYyOUARcAnQi68IbXPnm6jj33VgZv/dhqe8fruua27/LYDQj4KwCchefvOEm8NVunzIWlWpSTi4qAk6a/7LqALOeO9uGatvrFCHDCHZHyBynuHoEZu6MvxwRfz4ifjwiXnuaohdgMBdwx4jwVoNaacMZVh7IO+n7aG1ilTWwibrZsKtmpC6wjuBsg2unu3neLuGmz1uDTqyTTaY9OgcT+Lnmz2Ygl0lu1jLvQXWIYokiFPCnDNBMom7ZYxxsqXe52kFi/rn25UAghGq3eS02Xum3IFln9rydPF+XKpbfE6WQUkCcCT77Z2/Pp6XviF3KsMfV9uj6eXulE2MTGRjNEvyUkfVQol73UXPlul4dUl0X8PM+q3r4OvSZ663XmPJbmI/jflwjirhUQE72cMmoCwC1Or+vxfulk40xMLqrj9RxGwIuAagNJepi7rA1T5frjnXfVAQcf94OdKqD0afjBtTby8++c5xK1AlA79c8UnKYUItXCTj1vDOEKy9VLBJwbo+jaj+jKqHeNN68f5RcLBNw7HmbUkVn21Am4IRCygH0GfJ67S33kEcGmPnsNE3fe+9X8jiGB2u36VkDhpC75IYErUfup6I6jehA3iU3YsOGbG4iARMLuAp2KdI9uIArKTo6LpNwa+ZsjHEb8RxRxpT9b9bjoMq0SAJwUodIU1eegMnWpQOlRRG8PleZui6vqY/DrUJKgRCjElcURFpvGrKeyPIbo6BQpWvz32Awutp1TRlaRogATXoEKBY4F3yuh6s179e0bLepSg/m45g5qFFciv1jJOF23Tj63yyHNbJmniM2AcNqgbMnAWcTcXLj13PascLsH+vn7ZUQLW4+V09SeDtd1VFOKSimeOmyBtAf7Zqny2+00a0okRDmoMz813WiY2UEbj3ZJOp27SL3xBJ3vHxz2BPwmRNwGmBR6gQFvJZ9nQx4tPzs5ZBd9ghAf45F+T1hTReWn7u5TjK/Ry0Kcgl3MfY1BJz21RKxUDEfOGTWPKJmZEa3owQce97eM4yVMnGQSxEymVImCmIPkNcPeWSAmf+0tfbdERZ6lsYAACAASURBVPFXI+Jz/YfTNH3w3q7qcZQGMxdzGzYzB82Y/7KN15YesCTFghc1RH6/azEp9lgk6p8Gkscck1LbsK3fggnQmAmgklgOdeFi5V3HY7SmkXVc7sM3mdFSJhb8ONCJm4N6cJIDLDq5ZMHuuvvI+Vx4fqdYIlmWx+eO8qZR96RsBmsYt2oCoNra958PJW4CnLQd5ap11UYe7o67OUyxtKnwycYuPnlECgoNRvOkKMEKVhO3wfnN/DVsIE/VAvNnoctsrYkSCb+es/IPV+6z3Qe0AtJ5ElTngDTrfMpyn/V38yqP3S1gfbdzkWeP650H+/PG5XyJMg5CWnAwAe+NTuG8Z4SMuSd7Ond0F7T+N+shO04NEnD0eRulLOtIejJELpa8qb3K+Sz5ltIYiOOxkCvne3YEnO3CZfeqeikTOs7HsAaEKMYL1+K7qZJW7SU4RsBd7l05H/9ujERYfo/1UN0+VUnY8rPvnE+tC2LuPOSRAWb+qYj4wxHxjXEuZZpu//04XgWDSR5tSdKuzgpG8E1Ns0SGFXQL+GpiHo9THCeVcGs2UW5OKikVGwYzJVMs/PKzlyOjMlgHCCnT5oENm/trTNass4qsu9IWm9xsZL8OnDSyX8mwFlkDWeqQSEqJpHn8XS6ySwYIuhSeBN4MFgcIKtmYr6kGVs3lXYoVVHLhZwMe9eOqzJnrskcB+lRSqhRSfI5TsMoo26qdydi6cG3nNzesXV4PPE6oO5EqVB2XKm1Be7EAPZhnVU75Uk9SeIthzebO11RL1C3QngDory6WhEzinhCgZP5cEQtVlU7DpYqGgFPzm/hV9d/j87HSloSnECUf6gTc4ejjjPVe4Z7bxb7FZ66FYqZKwGWUjIMlb9s9LgEqKwJOvF+sexcj4Fgs2s/nEm5q9uxKYqr3ZDDOU7YN3hOQlPON7t+CzJTruYiFtG2DWBeqoJMgH1Klz+A6H/LIADN/ICJ+6zRNT+77Yh7H2KCSx8GSpIzMu2qApuvofZKyXvitnwphjzPyfOmvIRfwIttjFvAq6+xLVJicM1OywIJIfC7FHkvmzChmMmqBu+fSgRZL1G27TRHs2paBhDmrBvJ2fhv2WPlroNIW1SKy/5yVLKiEKIIHrRmz5/Ux/Tuw49Sap70rikGFk+8WmbNMmdZ8Tbi8q5qoe18Obi5twarye4KPy/ipMBPl+Tso4LUWkM/XwTwJVGcZFbQmPKtIeZdUtgkVkfZpqL7Lmj22c2ejFjBgIfEkcJ5CLFHPqBO4R9zAvi/uyfD8duCk2HeqzHhrjRJ3suMUSdQ7GG39mQ5TXN7pVDVGIliVuSDgbCtwSlI9e7Lp+rDd963nJIvXBBC327XYNbJ2SbJJKWUH7okhVighM+jLqHMdTchY2wb63UQMSzzbIgYUkDY+5AScBauoAs8A9K8xxQyPMM7jZyPi8+/7Qh7H+GBJii1JIon6OZmtMaxagqiZcWcaNWJ4N3Lc7EHBE/VykpLYsFmZkJISRoikdLhERTFn5HmTY/px1ZIF1kr01CKyWBKT8lsYYBsYCCFrj7vsl8ydaiCfTtQJo65q25nHD2uLO5+P+fWMtYxPHbcpZRqTJmcSvuGgoqyswvJwV6blAHoVfLL5vfwe66HMpaslKufjNKNent90nppAfs9KFRNrXpm04Il6SoFH3hPFqGOvN/ee8Pltk1KihKh6jWXKtOZrWoGa5jiabDgwmgD02k9FJ26+cxG+J8qfaawLF35PFFDSP4+WdRvijsWwVbDKEStUZWDJrYH5LQF6XhZ2Sd4TV6Z1SdbYDDhJCTgBRl8Q8Htua6/zAV7eVSTgXIkj+W7Oc5LZNmjPMKeQqhJwPjbpnaqWw8VCXAU8SMCJ+e0AeuezhCwRHvLIKGa+MCJ+obX2/jh7zEzTNL39/i7rcVQGNcQyGzZL1FNJKQ0qagtqRLZGHW+81nOEbtg8cZDlPkJSW1YRqURdHNe/23bjdQw3N+2aP1cg5IRxY5tFhGCPj6pFJA7kbVkFmQO+LS6pIbbgJA/kR/w1RlgDm6g79li8y9UOMfP5+HHOU4gl6o5RX4OouU50mO1Rx9H5LZ63ZI+P/HmzVqKZtrjoOGtwOFh/f0Fq27MGxeshA/LRRP1Wwr5lj0fl4fy7nc9XW/OUWiAVyK/XPJO4sY6FGdKCgRAja94M6LhkFoPKVRWR2+NUOcCFAKMZiK3ZY6UeznRzwt9NxUIsuVx+7uZ8ZM1TqtD5fFxF5EzBqV+SS/BpMlu7J27f5yrBwfIu8byZ355XhZ7XhYuliijhz4T8FVU3rYgZCIJegodj7JlCSt2TgbIwB7Tz1u+ezKx24dIqIr7mnX1Yxvb9uaPbslOV2we0B2FVJZjaB0iuU1URPfSRAWa+e/HfLSK+ISK+9X4u53GMDGqIlVJCIObMbdgsUc9sMkRVUmX9DQtMzQONVJVJ32+OR9oish9HZaAD/hoZIy1W6qBk5dLoVgZo9UR9z1hnsTmNt8XVjLpUf8l67Gri5ksWePeVGuOWMf+NQIzbGLvkAnJeyuTbZbM55wJybgYrWCLBlCpw8tNPgCm4CCoiuh9XLSAfVQkygN6teSxRt0o6Jg+XrD8H6EdK3jLJZcTWs8uvC7v4JDGB12A0A+gFCEFLFvo11vZUtze6ltJV9ZHyU9Gt3+sqIt+Fa2zNU+CFBOJY4naY4uqitnZFhPRR4wScTtS5StADr7xUcQyg96ATiWnYHCD7h1NI2Y6kRbBKrQuj5r9cJaif2zlmPt5pKOBBJ97hSu37bI9TCinmGeZ91NweVyeT5XFUJehIKlby9jT7vt9T79g2OIUUsW3I+ajhsrDPu6yVKs4/S7Saf40pZmwp0zRNfz0i/m5E/L6I+C8j4ndFxLvv97IeR2XwTc0EaGRzOtgNu27+e/IcocGPUVAw5YuVzmFkvdyNQ2wW/TpoTamVPNbQZ8oKJhRSx2k2Tl6O0Q3bJ+ocWa+CEI7155uaZ4lUoi59looJ9zlAw8GuYm0ieElSVfabYdxw6/ejlLCr0siqd0i/zmqpYkrSLL0FBBBXDCoiet0+/m62NTTxFtjbIIapBfjcwc97kmC0Ktvx3iFVlQF+TzJ+Kuh8vvW7UMyYgJyWJJk5gLpxRMwANz6XXheUKpQpnSLUesI9ypQirjWiDlFqIKsSrO3755IkBdgy8sHs+yS5cYQML+fjAMv8N/VEfagL14BKsF9HHXTCa97B7ftsj7NJKTf3Vue7IPdSJeqKfMh0oqNegkV1eiYWqsaiEXzfz6hCt8RpLqahBNxgnKcBW/LcjIqoqjK3nkJldaEHq3jXNQPEFfdGZeJ7c/Sda9H79ZAHVcy01v7xiHhHzOqY34iI/zYi2jRNb3uFru1xJAfb1CybuD8n6svg2x+3i08/2bZXtbXHNMFXCgqSgGWZM8LAjMj79ELM67hHvAV0i0jGCpqgdbHRXy2fd2LD5q2h1YYtzH/Nhk0Zz6I83HYmI0mpLe+iEtdnL2nu18BK17zLP0nwBQODPSi0OmSEcWPeAq5FJJO4ukBesf4RRlk1yJwxZrZs7n26xtr75VuJspagGnRiNer3ImlmpQ4OdFok6nfYYxPsUpWBU1BQFaoyRB7b44b3fbpXeZDryU1dOXlJEj7lr9HXJlqqaPdUvFbKDkQ0kTJJKXjeB/HdGIDqS9eYWsA/bxjnJWKhzwITeKUKjRBAkErcLJjg9rg1gKfLMbSfSr10TTawEOTD9XGiwCstZXKqUKoiSoAQBHRie07/PAZ6sO/GSMlMI4oIUfIm9m/ts8TjUaZ0cr471XvpVcBm3y+aBitltMt1ql32FEEyTToW7X/3WhpKMfMLMatjvmWapm+YpunPRMQ2G38cz33wjjRusSILuFNQ0MWKBxX984bBCxKQK/BoPq6mKmHMmU/AuMO5M0CjLUjLxoheCTH/XW3DvhCb2oj5b6aGmAFqyoh0+Xfna8yov/D9Zy0iI8YUFMpzJNdSmsxTu2GTQF4kDqwcQwYjan4Pl9/UEnWvoDh7jty5xkT9PTX3ln4LvFy0rHRyATlR2qTa4jKgZARol0Acft79uh14sS1lconb2L1UoLJMSoXywrGCvANRNXFLKCjI/t1/j68TgxAqIJ+PU4l6rdzH7t9s33fPmyYbWjGzp6xzHaB3pWuuna7vBojLfaqxkPdZ4u9XdX7bzjJEUZ1rn8xUXI5sqsU0toy/CLw6VahTD2v/HEZKOoAek012zduUKnowYfl3m+OkUhbvOSrOUzmLIqnYvq/uJYt93R63d2DVgG2DVMKLOVA1/7VxnvDjeshDATP/YkT83xHx11prP9Ba+10xe8w8jlfZcB0r6gmAT4qqkub+eVx5UZTnJ03hKKBTRJGVw3y/DlraQs7FWkofj1McJ50kzp9dkzQ7zxHljUKNzAY37GpbPW/+qwEdpwZaJ+rXx8mwgoMAnirnK5a8OZbotGEXZd7cd2csaJWgkyldcyUx1TWPdawYbzmr78l+x40Ryx2I0ua/9QCNsscjnkIqKSWy62maNJtIATyTzFKVgQ8I0Tx1EnbJxAtQYL6m9RrkntuggoIlYEfTdU2oBEd8lpTZM01SzP5NW833uTOgoJAxDSn30UA7U0C6PW6QGTdqMwUgcXPWAQJOxIfWG6hMUhlwUr2ThnyoAnisjN/HeTg+P5XjCwUkOs4qL0hcr9Tb/fNox8IiQO/9sVjsq2OaPYvzDjrOU/mAI6nKSnhHwBXLfTJ7I45NMv45tZiGlfG7OI+t5w990DdrmqYfnabpX4mIL4+I/yki/u2I+MLW2ve31n73K3R9jyMx3OakfDIiEELrNmwRtIoJvWe1xyIgZ+xSOiBnrFSx9rgHrWywoPX6cKQyvQiM5NtrNIxbdaP36qOxRJ0aI6oAzai/XInEtguXZ4/nz98GPyOsoAXwVDJrWf+arJ9JXA+GcePd2hzoxFlI2z1tff+NxJixgg7A29OAUAe7jF3KBPK01bxhWLcM2HTn9+gaIwZYSKLicgk38yJSidtuhz1HLPBqgLhq3b5Pbpiyjbd47udjCinrJQHK+eZrrAH0h8weN6qAHFDSsQ52ao0d9ZajMc3Bzx3ms+RKmVgrcOspRBUsNVDTeQmey0Vr6wn3IuJlWvP5+B7n2uJSb7lBgJ6/X7wzmS1VHAHwRuI84sc1Ggtdm1iIghAOvGAxjVSFjj5vB8TpBH9bSqNLFSmobI5zpXL4GvE8dXvjaCxEy24PpusazXW8sXE1zlPG2Q95KMVMRERM0/SpaZp+eJqmb46IN0fEz0TEd937lT2O9PDssUlKQTKrmDMmTXZ1l7z2eMAQy0rR2T3xYBULyEfkfQeT3CB2yQFq1FvALHLMc8RJmll7vEydLfNTsWBhGVnHQas1+WRyYeEBEhGy3Ef7LDEmxbOJm05VLiCngbwHXqudJ/p1Vv1zWHmXN/Hlzy1CBWhcjbJrwuhWAmoqcRsxysPP25Zp0eDTz4HrAyjvEvM0gpfEqOAzAnuOZEwY+zUth31PDEDPE0Vu3qjXc7zHyUTdgIU2ASMKKZUEHydsAu9VoWxvdAD93XN1PxUGclkz96L31I1LUmgCNmb6fy1BCEOQFAG8/NzZxkLST0U87zGA3necov4a1ffk6I+jhrWyNFWVQNVURJ44Zc/NxELMdyelpMP3ZMz8N+E1RvY4VW61/LvzcY7M5LGQ+260w5i7J0whZX0xazENL2H2+wBvBT4AOh1185enifNea+a/FphZjmma/t9pmv7zaZq+8WlO2lr7gtbaT7XW/vfb//+HwN98cWvtr7XWPtxa+1Br7TsXv/v3W2u/2lr7mdv//d6nuZ4XfdjNyaLW281QK1/qLWD7ddDgx7FL1YCcLfwuiLmVJm+TFLdYKWa8BujYFpGsHCNZe7xN8BOM+mCdbdlPhTzvtKSZyjmr5/PKF+Qt4JIUVHvsjG4vHbtUlLhmygBHyrR40OpUJds5YEFGk3DbdQHMOT1PeWtJdxxvOVt83iYgZ0GM9RwR64n211AGuW7Nw0GkC8gZGO18GraBvFYnKFB5yGtMla4RsNAqIYi3QKbLXgQmZCTIKMAqp5gZ9lMhsn6+f7OYxj/vKsMdYQA8wwLTUmRLpFUBW6y8sKWpFIxO+GqVwWgDtFtlFYkXpAqYqAUGnrdqYHE6X5kgIfFasoyfdybTse96uJhmxCCXlmcnVcBV+wVFQo8onK2vFoihvAcke96jKiJ/vippNH9evRV4v85qnMee90MfJWDmGY7vioifnqbprRHx04EVODcR8e9M0/RPRsTviIg/3lr7isXv//Q0TV99+7/33f8lv3oHk/1mGVaEPmspG/EccQE59RxJGKBV2SWqIsolAOvL9C0ixzbsPWCXbJ2t2dR4QHgbyJNNrdwa2jApSuLqWkuyMg5XR89UJZ5RB0nKiFzbJrPbul7vd8HAhFwwQj0opGps+92crF+2UTQbdt0UTjNuIz5Lap5S351E4rb+blk/lWopEy8D1AGaKu8aUYf4NQ/I+m3CrQHbkQ5X0k9lT0xdzfympWviXp7KuwZBxq3nSG7NQ4DOSKeRmwPvvtKvo27Gi5/buetaEfQwx13sGleH2JimlqQwzxFvdKsB2ypAb8sw97gbo+u+iZhx13GKmz1n1SE1QoZ5jjhfLaoOMcoLBNBnFa8bX46ssgrscUohtZcKCqekw/s+3XNOa1CVNCIA3uDemAEhxmwbtvt++rtRxUxNDZTxnOTeX4NglVVWFeM8Aio/9PG8gJm3R8QP3f73D0XEv7D+g2maPj5N0wdv//vvR8SHI+JNr9gVvkDjzAqSRN0EdsjNe8TsS7WIjMAosjNA2++wJ4FtAUu+W/+3a1GIysKsKRyr2y+WOuRZ/7vncy0iGWvQO8SoJIWbPg4ErUceyPdLp8GnlaoSlsioDFCSollBrpCSSQpI3LLBJ28NbYA4ehwPYtiG7UoVoXmg2+j3u7IpHANe7XcTpXI2AQPBiAvQLvZbNrH/k7eIZOu5CeRPAXkt2L0kwU+mdI3dk6o83Bnd8tbv7j0hAXkmuRwBGRVg68iOIshI1SHJOYDer6FOI0etMoBAnPGEYB2nRlWhXiHVYpq25V2ZhgbUINcB+4xEsKpQAlYVgbiD3avYep7xniIAi0mctwbFY0C7i/No63FDPjCljd8/tuvC6RrNHKh7CfK10saiREWkS1N5+aYrVax6R3KvEk247tW+b/eBuhIe7nFJQI2ZdHvT/6qieqwzGfOWO5h7gjrY+XgNxzQPfTwvYOYLp2n6eMQMwETEb1F/3Fr7koj47RHxtxY/fldr7edaaz+ISqFeS0Ox/hGJYLe4WDEU2cu8AWJq/E0iiCeBW6wce+ykc0WwigetieSmqg4xSgjPuCEmRSelRxS0Dsr6lUKqtQbv5bCXhNmwWSDvkkvlaG+VFwPMRv/s5fCy/nGVAWYTnZeEKG0x92R7//s16ufGO5tU14VEUjoCOgFvgbxCqhZoMYA+GxAiMNSt57RDSTFJuTEBOWWBBxlWr5Ai/hoJAG/9vJ1Car7+bQKQDVq3jHquJKaauHHyIQE6UaDdgUf4OFvyBo7TCikOfjuQERul+3vCfDI46ISv0ba9FuvCiH+OL10DZRyGWPFKJwe0k3jBHYfASUvA4XtSNf91CimmFvcKCgZ6OIUUb2gwZlHA7wnzHEkTcNRDygBxKPY18TntulaMfUeV8A7A68ehWGjXuG8es21IeYXC5+2Bv9GyvMdSpmc0Wmv/Y2vt58H/3l78nM+LiL8UEX9imqa/d/vj74+IL4uIr46Ij0fE94jj39la+0Br7QOf+MQnBr/Nq3vQzcmhzyRxu77x5Ri0bKfoy+FkmRE4aM20gO3XdPd8SekcClqLzPh8fpOoowDtxiXq7Br1PeElb37jjQABod3UhAFaMQFwScolmQM+Ucf38snBq8Zoy0DLGtQANR605gLyLevsFFI8QNBy7XrHqQj8vJ/c6LXLMepeVYJAxpEkZVwR50Dl0VpzzrhVEzczB4iyyiYpspSpFrRmQSfEOo+0Aneq0EuwD7juGKfzMcWMe0+KjDr1KMskbmjfPzoFBfDXsPs3U0IYUJkqIbyaN2K7njy50fdkz1QlZl3Yg/fErueiHGP5+/W4JPu+bwUuTF3Nccz/TiXqkJAxICMlJd2aR+9JIrlkymiVzCLz36xCqqgyoOXgLs4j5V22yQOJ15RvXgRW0mUJOKq0GYiFtM8S7yinu7SC0jW3fxPA/IkBdJiy6tqQwp30Wm/hKQKOAPTVqgKvkMJ53EMfF/f1wdM0/XPsd621X2utfdE0TR9vrX1RRPw6+bvLmEGZH56m6UcWn/1ri7/5gYj478V1vCci3hMR8fLLLz9I2I2qPNymxliD4xSXFyYppdLFGrLuAvIIFrQOqkoG1SiZ5BJv2PVygFOAdlFPLudrYYscCeyMAdryuNctVowbE5AjiWtGISWTlGIQk03UkarkqggmzOdPGKcVATUWtKa9BUBA7gKmCGwG+3mXfMtgQYxizvp10jnggFcStFbbstr2l4ugdQloWUBHeEix4zqbSJUQRaPbm+MxWlOMG0lSjolSRQReHBJ+C3RdqKt65uP0PUF1+xnwCD9vpyKqASX9OpmCgq1Dlj02DCtaT+w1Up+lGkDvFFIcPBpTGdyY0lQVC710WWePbYmjUAH7EjSmwKvHeQ54xWogrwqtfrf5d1xZ5cs48Jxjp6O+bQ6wpeU+9T3OKaQsEGeB/e0+oMtvzvfyahH/pzqSUiWEiw/ZuuDWc5LruBIoqJwUsZAgXN178uQGz1PbiKJIrFyS2PeQULT369rv9ufzOR81ML9ThCtUEen877Fd9is73hsRf+T2v/9IRPzY+g/aHA39+Yj48DRN//Hqd1+0+OcfiIifv6frfCGGUnlEeIQWKSHUYoXq4efjPPq8dYrXAfl8nYhtcIwIVlAcjqYVOCn38cZWnE206hBSi8qVTpg99s+byfpdnS3fDN0CTj1+yjJQE5AbQ2SvtKkxZ9xLoi77zQStqNbZdW05SVxRQJ5gj7dBTL10LcOcodaSo0FrtlRxpAsXOi4VkA8k6kixYe8JA6MPxh9LSOblPkAA+mvX6eL/Z+9tYm3bsvOgMdfae5+f++57VfUqVfVeEYfIsQ22AAMVjOSWcQqII2GD+IllWe65RYP0LEGDpomEaCEkIyG5RQOJkAgCwqmOlQ7IRME2kpOCECdxmXpV7/nV/Ttn7732XjTmmmvNnzHX/L5x7n1V59yzpFLdd+9ee8/1M+YY4xvf+MYqyEgGrWCFVdXXaAAs2nktVuhWYVC0AnL/e3zQWmXMwFolSuJmYMo2AR0FZETp+fREuUqS0pqquJa4sWyBcRwnYKYB6JD7+V2mr9TOa4s9a8+7NZFmBYwm20aaPq7qv8+rrNAZ5CJbHNdYRO04T4+FmqKuZLGp3gLVaqdcv5fV8wwgY/i9+mSydcCWF//V9/M286WmIdXy+3UwunZtsyh4dc9rxPVknLc2HKLNlOULrpoERktrbMlRH4GZz+L4dRH5unPumyLy9em/xTn3oXMuTFj6aRH5ZRH515Sx2H/VOfd7zrnfFZGfEZG/8hmv/wfqaAtprSduWkC4SsPtKhoU5zYVuqoJsRr81Gm/7cSNTy5FyoDw1KoeV/QWWoj8anWpiSKTFfWVZBZizLAtUGt99M2qc4W+2wrIK46enmTTClorbRwQ7bfCBmpOQiMT/FoQg1TGw+fy32MnVrTaMURED0aaSYoOvKKtiqrguSFRR6rO9daD1r3UA/nmPVHuJZSUansl4Afyo7XHbruOnkxWYxHho6GV4LPhq0Q0YJ8HbFsBuci0V1YFkdeDVpZVstb63GRAaq0ODSBOm1DS2vO6zknnVtgCZNGivZ+vJLMAsyo/R6RVbNJiGgx4NQvkavtCi/lSEQflW9fa90QTTLW25bVAp23tPCApzc9BgDgP0HO+sQa8woKpqh/giw9I22dVoqARV/K6O3q81gLiakM9ECFrVdi44T80tngLVPb/trKftOybLCLMsRDJoNemtcHFRVobSI9pHvrxxlqZ1o5xHD8WkZ9V/v5bIvJz05//toioT2scx19+owu8Z0ddSAsL7NjKWYy0xpsaMk731aESkDfbP8jNqkZVBUGIso1jlCcAsh5T3zF639qEknXnxI6W7CsbeHvsdSUJBoC4WuLcqjrXBe9ItsAZ1VMhq0QVIO7UClpVh71e7fG/x4sG19+Tdntd+Fz+e82pa2Q11/9efYoHHXy2AvkqS7Al8rmcdyUL7bcJxFnBql4Jdhv6Gmv7QquFIHwuWed5lGsSiGuNxQ3rZ9tvwr9VbaABxGk+bh2EqIMX7Fjclp6KiM64bArdVq4tVIHrrNBKctPyAxE4Gd/vJhDXd/LqMGS/BYBVhrawtaS0BSaI6AydZsJdS5xbrc8VgJ5lEaGi/6r4b2ONYVJVLCA6tFgGSstby1f5f1vz++vFRa241YpFw+eS3zuf5cmmnhZpLCIIiNP2riYIUWPtNZg2lVbFtjirvp+YhG4BJrzGwFsKaRyLqAnE1QAdIBaqCRuzAH2LCe//bUWLiNzzkCKCiM6MZllEqCRFdVx2I497bGV6PO7loTq1RrBbHy3ZRpFFdNCjPc2JS6TCv7GgU12DYn1Dndt2WDqn4kRbkwHCv1UnTjU0KGqK9vVpOzUQAtzA2fMUDYrWaE8RnzyzAXmV+n5qJRsVsAqoiGiK9t6pcYF8a5SrP2+l5a1ZGS+f2zpduxbEtPqqy+fdCrREQuWsBl60WhY4NkqdJdgWLtfPa7AMlHf51AjIw+/V2ruaE2loke6afbdo/fVra1biqwALxyKC23XJd3lNcHu9zdeor6H5xqaP06/t2ATa69VjDLBdfg8B4tbbN1uJOpfgJAhJLgAAIABJREFU1xhSzWRjzQ9YCytNkFH33zSLqNGeXdWgALS/RPRWdx5gaft91b6bPm6tuNgGIdiYRmMRYUyIMuE+ndff5bB8tt2nOnWtVVgx2oAKxCHFJo0l2Ngr11qKW3bq10Uy6CvMaERrTAM8RPgC3LHl42pAXIsVuiLbwLKIEEmKrXJeKxaqgcoP/XgEZh7IoVPfUT0VxakhlEe1j5tz2CfEqa2BTg0aqN6iso4Gi+j0UZb6jlTOtM2q5XhFavdknY1SHTHcSjaq7KO2aHCpKQQkblrVYD6PDVob+hq1KmSzIlKpZrUq8WttWmzC19JbWKEmt6ZqiOgJQFP0sRKg0dXERkC+pkGxJnRbZQM1q0vWvVKx75n5wp237JVc0NoSIq3Tw4GklARKwnm1No5mZbYC4DXFIkn2Vw30aFch+Yly4d+09pt4LdpvifDAa60S32L7aTYHPTdNgwIFL0gGXo36jghZa+e12rTuBsTxoGYt4UPaMDVbRQA8rbjCMiARH6cW4EBNITUpBUBGtgUqsIiSAhzwvNW2ncZ5VdH/JhitP++m7tGKT6Xj88a+LOLvSU2DkNXPaWnE1eJ6RBsol21AwGhV2BjQYVkD6Fu6eXpsggBxCtOmYaesRlw4rwbQN+O1t6yV6RGYeSCHzippibrqCPlxwMRBC50AgDpX759sVVLIytmKBkWr9cB/rnQ0a8ms5tQQh63pNCzj8cigtfF7tbF6CPNFRE9m1wI77dogSrNK6wcC+VrQCjgnVuRTsx3ziEigmqhWKVrVpbVrA0BGluKqBa1YZVxjAzWqiZ0T53Sa9zoQt8J8AcDJOCAZx7HJElzVoGArZ43nvSr6uPou19p2gICcBEr875WALUaF1ivqzknSapH/lohBS6LKPmprlNVaVFqCyMW7PLR8XK3C3RqTWgEnm76xtJ05sG74qpo2UJtBwbJCK/bd0pAyxkJ9p+ktoMWmiu3Qbb5YvKZqUBhioRYrdJ0BuR4v5Gs8NPbKRSeDZ/v5dZXPjm15Q2KTXtOIA/e8GrOqpSWosVFarUUi5V7pR8ZzcT2iq6W2MjWKD/3k9zUArxWLiuj6TEgLVPyeoAAq22YdvrPazrdyT+Lvn38P3Re0/aSR69T2LrYVGRU8fxT/fTzu5aEFrW09lUogfz7LrjKqWWRxJNqo2paWQdXJkFToVktMvde8MQq8FrSeW4r2WtAKBFoqrX+9auB/r77x1zUoKslGC/1fbQfgAus5KV15v9aDmDWHoTt6hP1laVHx3x8970ZQ4X9PSy6xxC13Tk0RwKoYLFY91kAPtiUG1VOpMeJ2K7a6Ve7lqRGg1XvU2+OyRdJ7GW4PDzIC9q0Cr+sJ31rQ2rKb+PvDcTw3Rsb3Ts6j16AIBzJ1TRd9bL8n2iSbFiNuTQwWAl4VW12vlFoDco0lOO0Llb1yteUQ8FV6vNC2ndjvz2s0Au1r75cG7KMTabSktNVq4tdV+o81X6WxQiG9JC2ZBdlmGpMOakF7TbFQixWqtTAjzEnVdlqJW6X95oSyQlXmJMAeZpnRGhAHtH/orLEWK7T+LmP+u3x2rXjBopu3Gh829nR1qiLg93Xx33bRIik2AXaqMZ1axabwnXUxcZJF1NTHqsdCrf285veb0gZVRrX+ezXR/4d+PAIzD+TQg1Ybla0t5lcGhKgyvdYPH69FPU8JWmHxX4WNgrAF9D5bDqxCA/IqfbeB5Jd0Ql8VpEUfm9WlWuWscS9VtkAI5FuJWy2I4cCq1ojIWq95my1QJuoIhb2WXDbPWwlaWTHYdj92CbD4dbbatDSwqh2Q66MlUWaVloDxlVIcdFrOw0Cn0r4PxvOggLAStEKtDmTFTUuCMSHMOkBvEROHfFz+ngxg+2YBDLQZeHnQigTkmvhvi1lV1cFpVTyNgbw21Q8CzBUm48KYWS8csW1Cqz4O2fM0loGZLdBKLjmWoEgl4Wu1FlU1KECGFMkKVcEqM1N2/f1aBV4RVqjiG7FYKNrzIB+n2PeAFWRUBiR0bRzbr972CWhIVZgvzWurFh9a99IIqGnPG4hpUh8HgNFrPq7pv2vntZiTpB8wMug1v49OnKqK/5Isood+PAIzD+SoIa1YT6mWuCFJaRx8IgF5fVx2K0iutrY0HTbZ2rLWZ7uaOJcbP7SBrwXkbHID9MuGzyXnNWn9pXOCJ05VA60WzVtnh7Qq8SpYhVQTleplCzwSSW0HuTa1CoxQ3yuskrWJU9V2DGMQczq1W5n8eRrNm6smIglfrZrYCgZFajpLXNCKVYHrQrctxgw7qUqkBlZh94QWg9USdVQzzBCQ17SnIHaI8rxZhpQIotejBK3ofl4V/61XE/VEfT3hrrcyoTpLkY8za8SBCRgpKloXbW6PcPfnkf5D0aBAmBB6m68V1ASnaKpsgfY9STWF0OemxzSt90t7l/01NApw2j0B7JttcdT9PgI61QVyWYC+xQqtTZSzCtwjunk1oVu2vaulHRm+U2+7ff0MKe2eILHoGlhlAbkQhpQGTiItrWwbv3ZPUEmK6gCL1f2rBOgf+vEIzDyQozZmDakS6UJ5HNMGGhG5ImzFskpaIrJBDFZNwCyJmyFotVYTkQ1c68du6WRUq8ctgcOVgLzVplVnvpDPG6moa72vIFilA3gsxbV9bWtBjIVV0pqO4ddVnrdbTRr0wK79nmisEmM10SiUh7RT+nWxgK3GFsAC8qrQLak5Ao+cVX6vBXj479f2yvXkMnz/skYUPNIDcvo9aQSR4dpyDYoWhV2zHYgVagWrlGoikrhpCT4q4qsnYIB9a6BTS2+hAkK0Wpl0jbg6GF0Fq1CAnvYfOqvE/xv7vI2JGxqbkLGQlrhB9q2AVQiDYhWgbzGktD3PEAu1233KBB/SS1opyDRbWlV2py2uh5gQpzSuR3TzLD5Of97tYmZNe8rEgGzkSP3K82bjPERzshb7Irp5ebvPCSw28cWOtVyHe5fn573SUvnYyvR43NtDR1pRJgSb8JWOHhkRqVWP0YBcqzqvBWhhnfl5B0MVWKRN+1WDVms1EdjAVRbReV2guP68UZEwrm2n7xRav5G+i1NclSoRVE3kHLbGMsBGRK5UUkhWCdq2Q7/Lay0SpH4Lcm1royV5MTnbBKJW4qYFMShLMA98oFamlfbNFmNDbcuDWha0540AtqUNtCvjhlYHlVWybgO9MSBX2SEggFo9701UEyvU91Y1V6T2vBEWkSUgL9/JeC3aUdPrWTsnrFPX1QKYEBrLANFpUJiyLX2N+vNuJXxlDGViQrRiISMrdJVNyrIMGvcyaFCoQtaG591sXVsBXltaJfVWxUYsxBYX19p1ydY1zE59fJ4AcYANWFrXquc1GJA1zbCWALbavmmM61stSf7fKrkOFIuWzxvzAxrQy+U6OANSByfZ9s2HfjwCMw/kqE02QYQR6YRPS0pB6qK9CmwI0BRaf0tPpYYio5V4NiDXRksiG7jGFmg63mr1GBSF0ypnSDKr6e607kmlAtMUk7MynbT3i6zAwK1rFZp3i52gMxqAlgXavkvgdR4RSQataDVRC5jitajnqbaDTaTRKnxrdqqyQ9AK92tq3zydR+lcfQLR/HvKfgIlpUZwMmXMYPt5rY2j5Xc0jTJLu24LdNLaNxcKu41VYq0mskkKTEXXWp8B20nASYQBWVmjX4uBHbJyTjhPpfUjxaaMLdBq111lEbH7ObDn9RWWATaVSYsP27GQDrRzPhWaOKWxDBrtumEtalGyEYuKlCwDtPWZjX1XdXca4KQWi67FQc45PWZu7edq6xoORqsjxGkmPMIi0tkobGFFhIgPFZCxNWRgqLDG2Na1u7RhWgTuW61r2nlITKMy2qHiVnneQz8egZkHctSm+2CURxJF7svkBgkqNOeEjwrm1igSAB0tSWk73nIaBD+RBq0uWUZL1gJ5NpEK/4047IENyNVEPVAX16sUZcAEgFVaZbalp1KrLg1oj7r2vDkngyT4tRaoNYddo/UP5/a0Hf+55Txo8oQS/GATp4wOu1fG8KJ0bYPAoV8XF5CrtH6AvrtRQOxjg2YfztNaIzEGpAbYAgGhEpCzU1uwgFxLNsC2W619c3UPUpINsA0zrCs/r9nSWmOVsG1CTaZsJZBvakloQFywAX7vEllvZdKvbf2dDL9HJ6UKOIm2moh4/a14jWH99TUapzJprOPm3lUHJ1mmDbrG/PfMo4KH9b1LJDzvMj5EmNG6Lgdg31pBhgToF7b4+nnadMQ1QG3+PQ2sApgQyd41YABq+P7lt2z3xMysarTt1GLfZiuswi5EteXy38Pa8Uv7PjTWuMg2cMVrDXiFxL01AA8sItTaN9n35KEfj8DMAzl0pLXVflNJUs7rYxT7rnT0sEaAEmjFa9HXqW/gSICmtRFAQYVGaSaDVnTiVK2aSDs1UEtCbwsjHS8QkK/T+ltVwfI9WRNAC7+nXRsyRpEeFawGnyCDokJpbgUjaoAGJOrlRBq0BYptUdECNLCaWGHStSo+dOvBGqUZCGJOZECusVHmVqaWBoUGQjQC8tp0H5YKHcS9WUYWPFGO1JLw69TG8IIJmBaQAwwpGohbAfBoJh3MFlAANcAG1OoxsJ/HCYC1iACfR7JCa78Ht+WRCVivxFAQU3atetxYZ5mAgbGJypTl9nOEFaq1OGIMKV3ce+3aRGosohZLcIVlQLY+o9M3C+B1butej7VZVqhIYNpwe57KdArx+QqIrTHw0KJFTRi/1Q6uxUIQoKbYHK+jhr3L/rNa8Xr9vVRZ/lBBRrknZCyETZosi9dI/rdd0Y5k/cdDPx6BmQdy1CopLCXNn8drUEDaIWr1GNvANZbBGqVcpCZK1qJ5lxv4PIGIpEKjAbkWjIi0K7Ma6ISxgTQaKBfEQNVchUKNOic1QGtWzvSKOtR7bG2BihPuIVSBG4631trSou8qSelaAOPP0xI+bOqaVvFsUVX9eVrixtHzW+LeYS1qoLXGRFHatMJ/86Ku47z+2qGKREOsEr2VqcmYqQD02J6nsUMQFpGSuK0F8irIaGMZtDSFggaFxsBDWlRYbQGdVdLe82qtLUjbjlYFXgOVNZAxnIdUgVUmRMMP5LR+dPpKvuedGiCEiN7ieDRoUKAT5fLzUBswjwpW/Mf6HmRjC9Tau5A15r8H73nkGsN3qsArxApV4jyIMVP6OBZMwJlVHBPCfycfC6nFJhBk9J9dfi8UH1pFC43x2gKjdfFf4yAEOBYiGTPBNyYgV9t2akM9LLINx9NZdiux0FaJhZjWNS2uX8vJ+hW/39Lxyt/lh348AjMP5FCR1kbiVp/a0qKHawYNsAVUeh+WAOg0XD5Aw6nvZEVESVKs6D8UEGp0TpAtoCX4EMtA0VugK24gfVcLWiEQQgvISa2YRU8FSEpJoVtVqBBqdVCqgmiAptjAeuJWB9Ra48rD98e/JQIAr8rzbop7q+wQMEAjq8d6m5YtQMPouzUR37YNaHseIgKotuWRGhQoW8AKRqvjq1s2oDI2Wi2tWvCJvcv+s0pA3gIZScA8nMfqJsxsoNfQAnVC/L4CBIX70wKQNCZE0w/UklJEp4Fty1vRoKCFy8H3pLQdVEuwfN58e1cbjF4bs91ivLLTMEXq7COaLWAEo09QTLMi/ksC9K13OfyeXshBCnfKu0yyQpFi0+sEo1t+QIvrx3Fs+oG1mGb1XlqBXi2mOSPM6NqAFJLxSoDRLECvDX8J+/mqbp5y3kM/HoGZB3LUkdb6I55FwhRHj4gAxr+HsAXUIAZI8LWg1Vo1ODR7j1dAJyQgJ6nQmkgYKgartrasIOT1CQboGEWyeqwxKCD6Lt+OIaInfE2HrTGdoCSxDGJQ/Zx8ggE2nUEHL5o6S0q1oZXgawK56DspottAG3TikkSReoWV1c8RCYAtdx40cUoJ0A4gfdeUpFQAPGR8Mjt9RWMZQGwB1VdhQatGz0c0KHRhYzawbt8TDfzGwAte3Fuk5gdA3YToPYFGgWtVYASIW2mJab1fmtYbck9YtpmmRcQVmzi2gMpsM4LRrX0haFDoGlLtWOik7HmsqOjiU1u+MWdQtO1bi31bbAEr8KpOooPOK1tTIbaAGvsC4IUa12Nagqy4t8YKXQquDeaLAYyuTSxkZRsWFjAS05QA3ir4rbwnUDFTe95IQUYBNVHQ6UjGeWtgNK8liFxb6Qce+vEIzDyQQxX/Bfpzc/R5RpGhyjhXBdYnGADJTaUyDon/aowZKIgsg08ssGPBCz3h6xsBmu7UkF5UwxQP5XlTAbkB0GHbMcLv6a0OtmoPS3FlnJounN2qNnCA2nKeBnIBQQzdxlE/j58wZgOdhgY4qYGFYZ0I8Ko9b4xlUO55LBCHJCl19hFH60cC8jUx2DdTPa48bxOtv/G8VbZf+57oE2mwhE/XfOEr4zAbSGFCIAAeC1apAD2azKpVYJ5FhE4YUycPku9JOG8HAPTxgRWb9HHZSItj/HtInKeyQql7wp+nxmtNZrQO7LdAIBGL36+DjK22sHEs2Sid46fstSQK5vM0YJ/Vz5mfG8Iiiu0buSc2MFp/3q2JUzagfQ2IQ8Zsq6AHnesA9q0UXJvgpFqUxIoIIhW2eGOPVcfTN6+t3M8f+vEIzDyQQ9VhQaqJ2UuPTF/RNCjQCphIOsEACghrQSvUylTek3WHXV7bfE9I+i4m6qoHu0jLghmsUvU1gKSUpLiuJSnseNXWiMjwe7pwGscimisiZNsOEozoY5eRBF+nuEKaIwoIsc5sU4DXmb5rDH4AimuuPYUwZlgGRdc5cS4NkEOSwk6sQASKtarUHNg1Eze+bac2+Y5vwwQC8hVtgbbmSPlOtsDoGqsEAau06SvrrJ5yP1/GZdvuZXviFB+01qb6QUkK24qsAfRgQO7PY++JzpTFWpk0H9f2+5pgLaLDoupqrVbitQp3239vNSbEaV3UVTsPab9RgTiIAWmLD6sDLBAflzOjG9OcVFYoAbxqmiPYHpvaTrvYVAJxSCxkAye1eA0oGqmMOASgr4FHbcaMzvpGWFxc8WFtr2y15eW/B+srkuLe83lkLKQLG+O5jgrsN/ZYLRa1AK+/+08+lT/4/56tnnefj0dg5oEcuqAiiKwrBoZtxDa2gI60ckErEpBrVOhDYwPX9Rbw4FMX+eRYRC0RX/97Oli1xhYI52l9+1hSSgbka9WlBu1UTVKQ4FPVTeBYRJCQ9QoVGhu/yN2TGvW9OTZTS/gGSzsfbt9aYIfcy5wK3Zw8oVJjgWQ2S9TnJAUJtLQ2rUYCJpKC0RB4oeznaNCqCp6TGhTMdAYNhFhjC2x6J+fRi23G5zWZEGbquyIy2bCdrbKfI5NltDHbWDVRn85n0c9psQU0nSWUwSJSARlJ4c3j6Syda4NcavsmlKhz91IDj6hYiAToa5PJrJphrfPydh+GBazGQsDzPpH+Q2MRHQasSKXpqSCtTPrUNQ6ghyZOaUDQgPgqfe9qg1Wa2HBrame5nyMtSWvMC1YzDGJQKEy643l9P59lG5L7z8R5WlxPglVAvFAruCLtPvpkMoQNxO1deuGu7eP6rvT70LusxDT/yf/w+/Kf/c9/sHrefT4egZkHctSQ1raQVprwhe9Y02nQNSjaBr1bC34aSZGNzllWG1oIba85J6S6pAWtDHiRJTfNa6toC0B6C0qLhLmnlBZAawe7+vjL82qFO3ynziLiqg1IP7yuHYIwbXRqbIvSXBNOswTyx6buTt3x0kJ5RDUxTxzW9iCRNX0NpAKjVTw56js6SUhEbwdYZ1bxuih+Lfx7omlQhGtbHxmvA2r+34CKegbsW9ow4RbHDIgbx/Xnpk/pCaATkuArRYuWfo6lfVOpHh+G9gQi53KABWeHsAF5bQwvC5j77wBaW1T/gSUpRxJUVjUoIIBeaTkE2SEFOAmct63EeQhbQBP/he6l9p60ig8auxPw++r45JXf2s3vJAlGa1qCRFEyb+uGADXFBlq+MWcJYhpSGsBCxELRvTwMiG8s43rknuTvsl8zqjlJxiZaLIS0Z6ttn4iGFN+aKqLrLB0asZA65AFixJW5DjJxqsasahYXFd94aBQX7/vxcK/sLTuq6u1AEKNT2IHAmqQmr0824YPWZjBSCdAQkTCNQYEkKWxArjtDlL7Lb+C73s3XIxIlKQDAomoDQZRmLSBcR+RNvagaOAk7bI6+a9YWmK7hkN0TS0sSRIWuiMm1+pxFskCLSdzICmttigfWtsOxBUR8C5HeD48E1mRArrYDnMU12AK1FpVWkqIFrRigo4OTEGOGTGZ3mv8Anrc6aQRm2nAJmDVR11klWMKXa1AcEYaUxqA4rwtgO+ckb/OlAFS1aGEoPhhaUw8DD8SJhCIVuUaE5VHx38h5p/NYPG+sJam0ASS5YVtM1xiQEDipglXr5xWFNJAlqLftAHY6lDYATdnL9i6/fg6gb4FH/jy+JSn8nqWFXKQCVkExbGk7q1PXNi6Jg8J32Nr428zovL0LYyqXzzsMOsGmd6XvFxLTqPEacG20ztIUSxyG8p6wLcyobp5fV3qeBaBvDXm478fDvbK37FCRVrCHVa+AcVQ2hi2QJ2CtJOV1Bq2H03m13SdUE09kQK730SMJgII+gwGayWFXklIkSaEDcs3RA05tq1AXkfYuNWiFKrNZUkok3Ky2gJqUwlUDS1Kaghen8yjnEQNQtcAaGbOtV1i5hM/aa95iC/i1dPNkpPh3aZHPMxK0lgEa1KrYdUn7k/8OK6sEeE8yEJtp21F7zcmkCEtSanoqyD1h2UB+jScrOGkEPXKWgUWDAmnv2vVddv/bgbU62QR5TzSAHmBAbvuyCoyCk/EaEQ0p6+hYM1tgoz9vk2YY2A6gtqg0pqf571fOA2wgj/OaAw3U1haEDVQbaACwxgysHpEcrAoFOA6g98ll2+8XsRAETqaJOjdFk4yFNNBptoH1WIgF1PxaaiPjuXxgfm5rwwKmtWis0DVwstay3taA1AEWtrh4nkDf1v336zI+b5IJX2PgIZ0PmkRB67z7fDwCMw/k0JFWDLzQKGlQUkqzBfx3BsRZBAdY/GfJoNXAFvDnpfdkBp3YCitEldTRZ6SHmEXI/e9lDCmg7zX8Exu06mMz20BcaFFJR0q3QSd9HB8AchWtLUiyYQxatUrd6dwWtFTYX0jQmrf7IECcKpRnbFnAREV1doK1Mt6qpOSgZvjdfjXZMIJOmt6Clb57AibSaEErUE3Mgx8mQKO1BSqtDq1rq9H6WX0NCIhTBe5tQSsGemjAH8Z41fYFrOWtZH+19uX4s/Gfkf2kLKy09y59yh5XUUc0pDyLyBUFEhFsz9PYR6sgtgbsAwBqHpuE8xAtQbXYRDInIcDWCrT3ivYUcm3VaW0N1liXAvRQW73iB6Bi5gzgcXFer7Qwo2A0P4iivp8jgI5WuGvtseex1CJqxULavoD4uL7LfRwRw2qMappVcgfxfkCSIpVfQABUjdUzxUIIyKi2RnLFDkthRcTHz63z7vPxcK/sLTs0pBUds3bSnAwiZEayBWq9x+2pGkpyA2zgeU9pYAu0BRW7LCltB1o6XdsY/EDJRoki42wBjiEVglaNQbHejqFXl5qTJyrJDTKhpGSVWMCLdgJWSzb8eWT1GALUOjVoxcbpcnRtFYRAhPJWwAsk2M3tGxI+NbAFctbYopfUDkZOCugETWd4XfRdRGeJ1JCaf88gyu4/y7EFwj56yN5Lq7ZAc0JJBtgeIbBQAScBG9D2PERDShOJRiqsdZ2ldtU5YY0BemhzApb4KjxRz5NZJOG2VNRrex7rBzAtCcUPAGyB2j1BKuOlKDgG7OtTFbmiUXhnEGHdwu8De54/L7snzaQ03fPO5xFuG9GSUkwQuSxuIdPacvCiDbxqranICHEdhGC1YhD/XQMvtn2DIaWwxlBhY4tAbl6AgybCqgA9wDartLyxe5AIulfaYticNYZO0xLRB53Qk6ogNpCS65zWpyre9+P7cmXOuS84537LOffN6f8/X/ncP3TO/Z5z7u86536HPf9tOlSVfygg7woHKtKqEtUrKXTQChqmSFmBwQI7bo3+93LdHYQJoYFOTPCTBa1GWn+LLbDb6KAT9p4oVUgSrEKZLyJaYMcBaiJg8JO1A2DTGXSWh/83BJzkAnKtou6pqsh7wgEsywSDkv3FqvwjGlK19wQSLjdUUnLRwcVO2eQSuCcKWHVAkpQpGMlHiEMswYwt0NKQ8r9XoXnTGhQAW2BT2xd4sKo1ccqvUweVV4H2ldY1+l2GxFnd/Nn596AKqwZetPfKXQ5WEQG5NnaZFUxFgXa1RYVsgUL2ZREpNCiYFkdVFHytaLGpVNSBVocyzsO0SthR4DXwqHWeyioBNaTCZ5d1YoMQcntrrVHEPwN1MhnLcIbaupVrG9rxmsoKhdmkGji5zhrrc4AeKjYpex7gh5dWmvT32m38JVjVatsR0fwAznCmAZ1qURIDIRK/D8R5OUMKsdNFa0yLfTmwCmHe67INmESBBtA/asy8/uPXROQb4zj+iIh8Y/rv2vEz4zj+5DiOXzOe/1YcWqUUcfS5BgUDsFjV+uNWJmTyhBq0npEJRLpzwqoNcZUISbg15gu+8eeoNcbqyZMUNJAvARYkcdOrSwaGFFg5Yxkz1SAGYGSpekkAq0RrZVplC2jaAkBgXRNibI/L5tkC/t/1EeJYMpu+J22hW4VFBAB4GkMK0dUqWGNA+40atELaIRXgFWhRiX9DhLgnGpPRCGIjjBmd1s897xPI/tLAKqTqrGpJQJXSki3AMuKg1rWKBgVkpxlboDV9xa/TFfffr4MtyAQAj6seI4B5PjEyfAcykUYT6WY16RBNITUBm9pvVtkCFdYYNlGujPOQViZdC4oFXol7kv0eyozO9yGsjUMDE9qx0EGJhZCWQ3XPW9Xj0sAqG/CKsAWqRUkoFtL8AMmmm5y+AAAgAElEQVQKBfZzLY+AAZbonHEcMXAy9wMEQ0oTj7cw6JGBJX5t0T40YJNFtWENrd/LdX6Ye1LILzQ0pPQBKWBhxcCQus/H9wuY+XkR+c3pz78pIr/wGZ//4I4w6z3X5WCDH6bCrdH615yhlpQeByzQitcW/sxS4BAHKlIGP4tI2No90StgIu3pKyJaAmZgzEBsgVQJfxEy41gGTECet2k1q7lKNRFByHPRx/PUutZuecurBggIEYIRrhKvgxCjXDQDLZ2xgdG1FZYHpFWiBHZrgncVXQ5UQyrXAYEEcpVWpjZbQO+/b+9D+WST9n6iCSNCAfmm3PMg0eAsUUcqWSLlfoIkN2vCiEhLa74PNfegKlhlYwOtBZ9d5wpNGw6cTN8TpO3Wry19L5vioBlAH94zSCBXASFWNeI0UVcCiMsD+TYr1K+R1xrLik2AhpQ/7y6xkJUtkF5bu1VRaedDBe4V9hfbgoaAkypAD7Wa6GwUhCGl7UHIM9BA7LVnsCr+SwL0COhUFcAm40MkFvXn6X6fBSEOyH6uxEL+vB5YI19wtbBCd8o7yRWvU8AWKT743+OK14Xfn2MatpDjz1uLRzWwChUojn8jrNPawvzYyvT6jy+P4/jHIiLT/3+p8rlRRP5X59z/4Zz7VcP5b82hOVGoCtnpQQwi5peOkEMqrJXK+EqyF68lF+yEqO8a8wVwGEnSENo/2EoKUoWsADotJ6MJYaJsgdwRxuuvrzN39ASrhAxaVUbWAGqOKPefHS2JaBIswQh7T5SklLgn7Fj1mvgvG7QuU9e4SsoJYLap+wJA3+0ziivKFsgrrOg9KYNWICCf9bg4gKUGXiBgVcKEAECI8O+skLUqEg2xBfSED2nv8r+XBYSkWOSSbLx+9lGt1QFlheatUwjLQEvAkARA83FrCVjXOelcef/997XjhWI0dMPv75R7grCI8lYHRPw3/HvefiOCPe+CCWEC4lBa/wJWhYlTbUZWRfyXBOKWVlgOoEeZECIK8Nq07060AgnCNmNjoVqbVmvilCb+CxebMsYMwhYopzK17TT8O88K1cFohIUtUo5rboPRFTH3ZryQvyeADVQKafH61TUq9+QEFtJEhG5prU0efBOx0FbxcRDzZdbpY4vQXfKOjOMIxVD3+di8qS92zv0tEfmK8k//MfE1Pz2O47ecc18Skd9yzv3BOI6/Ta7jV0XkV0VEfuiHfog59V4dMZK/k26h9wEv/avDMP/3UlGvn6dpUECTCCoIuSloRSrxRYUbC9B2BraA3p8L0PtUQAfU15gYUuH7UVE4tUrEJqWMtkCWpCAIeby28GdGl8M5Jwgt06/TQt/Vg8jwfbVjYY1lzgkEJ/MAFOlZPirVPZZCvVRgSIYUEYyUOksAoGZiC7h5bLsIDtiWQSsORuf7QiuI2WmJ28C3OiztlAhAzwXkqkg3BbymCR9SBRbx13QlvqqKTOPIK26IhlQ4T2MX8rocWGuq/ywZkBdVYBR41SulbRvI9xOiaJEDLMD9D59d2qB5XQ40ccs1qyhWaFH1B4HXIT5vlOsdBk4GoGPR+EFACI4t0HWu2BfMuhwIOKkysrDJZHpMQ8ZCjLh3bt9GVijKbEvjPEBnqXNF63+8/uo6O509jEwgyveTNvB6hzhPKyYbWaHYwJKyCL26L2jvMgi0x2sL38Fqy6H7+a7vsim5ADipxmsMYyZ7TwAGvVbwbtn3fT7eGDAzjuNfqP2bc+7bzrkPxnH8Y+fcByLyUeU7vjX9/0fOub8mIv+KiPy2iEDnT+f+hoj8hojI1772tbH2uft+5Ej+AFaJSgpcOymdz1No3lgrU7rJ4a1MqUEjgZYqbIWAEEMaVIS/X19nydhAQYicGnu5bQcj4Te2vZvZAqyg4gEIRkTC8y7ZIVjQmlfAsARsnzwDbAyyyHJPkIkCfp21KT1kNfHs2/IQbYE8kLcFrVjPck6LjddRPW/jikpW+HtqjRANVwMveA0KRlvgxbCA0Qdg7xIpg1bk/bIm6lriht5LKwjBjsWtaQtYgJnD6SyXW0PQik6cIlmhIiFoLRN1rMUx3buQloX4N8J5LAMSDcjL1lRwX1CKHZ1bnzhlZYXGNnC9m86DdFhqVeB2THMkYyGV1g/s53OLRK4lAfjhcN6mx5kQ276Tl/uyAIfEQuke1I6FavcEBi/yIpURiGMZkEg7X5hkw0+c0uOF69Z7Mq3lcDrLxaZfGFJWcBIqdij7CQDQs2DC1mgDXltO8/u2AhwCtO8zP7zp3Oqep98TRAuqUswEbEcDzBFWaPwu7wlwstD8fEOs0Bpz9SEzZr5fV/Y3RORXpj//ioj89fwDzrknzrmn4c8i8q+LyO+j579tR57wwVWiPNlA+zVzWuD0Z5vIJx+0IhOn8k0HbdvZbhxN8/bfWzJtELE1kTIYad2TfrqGUDGDJxHUqsCAxgk7blPbwJHnrVZSBr7VAVGm9/+e63K0A/JuCtBybQELG4gKyDNbhcCL7D7G61hbJ8sWUFsdgGqiJoyITLLJKc0ofbeqLQCBmlxAqCXqTCsT+57krQ4I+yv8uwpOArT+XHQQTbh5ce/Ux6ETp2qVcbaNAAEna1pQiD8VUcBJoE1LbVUEtCRi+96j4GS+n4CJs18bmbhFSSlzXtHqMLcUt8HvnOURr1//rYnBUhSNbKzQtTHUYY3xeQhjya/TOKkqY9ogILbe6oAV0kQU0INsZcKFT20J3zZnlQATp2qTi5DE2a8tLbg2232UWNR/HwDoqLHQOlglorSogGB0Dn4jINc4Lr+HF5MrIPbK7/nJRSW70FRsoqbz5YWctn1r46tp3wiAkzqrhxG4z5lVWNHoHHKdActt7/Px/bqyXxeRrzvnvikiX5/+W5xzHzrn/ub0mS+LyN92zv2fIvK/i8j/NI7j/7J2/tt85FRJlMJeJhtYcpMzKEK/LMIWYKls9aC1AV50LtF2gNkC1Yob4tS4qr92T7BkNj0PZQsU2iEDdt5WCcjj9WuH5rCt9wRp98n7c+G+6jwgR5kXRYCGswUOWdDUpudrNgBOnEoAVJwtkDIawKpUX7ZOmbRDQEcfB2gMW+Co0nf5oLU1cUqfzgBU/Tf6XomIg4pEQSuqs9TlmgTtgLw2eQIGXuM2DrBSKrIErSjolIMXiIaUiAdgrBMLLVV//xtpsAu1qCgBOQJ6WMHJ/PfQgDxJ3IA26112T3C2gM4GYlnAFCuU1k2Yri1jJbIAPVIgEZnAC0OivtuUAH1LQ6rGfEEn0eWtNEgyq7WY8q1MYFFSYZUgsahIFgtBbIF0r6SYbaRWjD9PBy+gdp8s9m3Ga4qPOwDgZN4SMxeTgVgov//x91XX2XeKrzIUm4C4PgcvxnHEWKHZnkfpacaxEMCY0bTlmGmrrIbUEjOH543Z930+3lgr09oxjuPHIvKzyt9/S0R+bvrzPxCRf4E5/20+aom6VRgR2awOhQPFNtRDtoG0k41axQ3YUA3CiCWFHQzs1EoK5rDLqjPHIsLFvpyalDanAhmoseqUHiQgrzhstj+XqSZqCRhLscTYAlpADvSaZ44+TJzCxPyUxK3FKtnUKm7tgKRMStt7kEjJrEIS5/DZvuthtkAh+jjZQ/sZlEErMupRhKfvhgQ57/9mtAw2PQ605/pYMxC38nuB1p/fE1uvOeAHsqCVmcah2jfSyqSAk2vPoNbqwAbkYZ000I7675ouB/AM6IB8fidzULlxbcEPzEkpWkSotTq0nkEKOiHvyS5LGsJ57X1BOQ/Sz0mT4CMAoIpo4AWWqO+ypJTSBjKwv8Jnl98DR0rHawwVdTIWQlqZ/PeW7f84S5Ar3OWxEMoWqIKTiB8wgtEJeIG8J+oUR1xrLDwDhjHz8nCKfouJhVgAtdzPh9NZrnfrKXee6zCs0EP2WyIIc7IyoXLFBmYWUQG0t++/XxtXqL2IbOBy20Pv5H0/Hu6VvWVHXqUIwAIyek4b/dfaHMt2gHYlS6uUUr2o0e+dzmN7BGnmZFAUOd+IUbZAzj7aE4KW5ahgrtpAsQUsbKBi3Kb/8ypbYH4n8+ATRMizpBRlC4TfW2ygHaBpNNDmvczeE4QtUG/n45waOgY5n9KDU9jLa4vXv7bORD+HsIFTFpCj+0mwa5QtkCfcFGMmWuPpDIxBVhLuA0Df3UWgk4jMYu6sFtGesAFNa6xN89Yq6pgNHDL/gYi6hs+KLO9Lj7SoGHxckfABbIHwe3n7BwJ8i+TsQuxejmMMVqHMlzuwxjKWIM7uZFkluY/DfVXMpJsT7n49Ftr0XTa5qL2fLElp5r9h4dM4PgFo/Rl4cUL9QCVR55lVCMO5BFgOAy6InOsz8YMJCLaAiTWWTb5DYlElzjtAIES6Vy7vMlt8QP1AV8SiXYMVWtNRg8Xcs/gQ1evJAfrmKPDK5KI2EzstQlPMtvx5g8WHgvEKTLBT27TIfACf0prGeSek+JAx2v06+SmtaDv+fT4e7pW9ZUfe6oBXwHRxUITVwCaXquMFnFPOKkEnTsVTekRwtkDu6AfQYefJzfE0tgNyVRixXYVcKupZ0ArQAm3ATNnyhk6cotkCm9JhY2KReasDxoQo2m/O2L3UwEm4TYtkSM3aFXObFlEpVdkC7fPyiSHxOtbOy6vOMBMio6Mjav0iC9ALswUqSUp7HyoTfHj8Zd7uA9J3c+AVZRfmrDEkKdIn2TSqWUqC3544VVbOIHAye0/giVOVFhWkWs0Cr8vvcWwgdXIRUIVcKupp0Npmm6V7HtyqqGiNoQwpduJUnpTCIp95qwOalGbMSeT3+s5PY2TZnSHR0trB146cVQKLuna5OKgtFkLeZa3VwSelLWAsjRdQtkBot5p1tQbcf+exqEj7/SpYJQBgrk7pQRgzWVIKt+NXRoi34tGcWYVoSMUCxcvvAbo7lXZdZDpi+KwIty+ofoDUpIPatDQwemCKD3lcD+Rj2bAMESReqwC2JMscasubc527AfRogf0+Hw/3yt6yI291YMT82Ekj4Xvzdh8W+RQRSNS1oC6CE6e2GaCDBuR1FXCkUhpXKU44sl44eiwgp9kCWYsKrh1SCioi/coipeNlNWbOZ4wtkINc6MQpbdKICAJedOnkKMAGaqwx1GHneipQpdQ4uahoNenXNaT8etJKyp7RDskpriBlfrYBlC2wqdg3oGGUg4wmEUBDUoruQXmrw1wpRRLuUxnYIRX1w2mhh2PaAnork1lfgxU4RMVgFd8IATNZqwMk7l0B6JHEOfyGCA5WFT4OfU9yVgkyAlYFnRgR+JT50q4Cp35/T7AE02kobQ2p8L1pGwHCFtCTWba4ZWY6ESA2y4jTWh0OAFM2By/wlsMsUZ9ZBoB9D2Xsi8SxObsQiZf9Z7NklmWNgWyBwAIOYBU8fVOJhdpxdroHiWBgVW7f4ziCRaqUVbK0aQG5jsqI4/ZKaI0KGH04AWPOizYtrEBS2Cka+yoaUq2JU2E9p3PuGw0APcK4nM5ji9D3+XgEZh7Ikbc6oNohRe8xleCzyUZqYGGd7YlAadCKJs755KIDGMTkm9zhNEIBWh78QNohWSIlEhw96tRYtoAtIM+DVqQyrk4uAkCIIhgBk8S8kgL3jCvXFn9f7bhQdFiaiZSWlCITpwoNKSLQUqdxIFWiGEBtJw0img0QLWgFxRWsJg4kW0Cx7/D3q+tUgtZ2K1nJGjPRd9G9q9BZwpg2ZbKBAX+7LLmB2AKZfYtw4r9DHpA33pNichG857nsPcEYMyqoSVaBUQ2pHKBHA/L8uaHgpMYqQZlOp2LPY1lj4bmBzCqWMaMwXlv7uV9PqUnHMiHCeWyLBKoVk08uwv0AP5FGpAToGdZY3q4LMyfzWKiV8OUt63AxM2OVnNrsbU38l2nzPWSsUAR0Cmvz/4/HQjlLsHVtXadMLkIEcjP7xidOpTEUMsJdRArxX9inVopUrd8SEQWc5HIdVEMqFFzn7gDwnpjtOy/4gVM047X532vnf7l9oznqfT4e7pW9ZUfe6oAj5LVpHO1NNWYLIEGrc66ozCKCqXnQClcFX9PkopBwt9gCeasDot5em9oCV9QzFBnZ+JPRc0RAnidurTWKBBaR8dqy5JJtdUADrWLSCKjyv+07OQypmFz7PpZJqXdOXMWNmTiVTC5Cp/TkARrQOuh/T6uUgkHMKX0GKBU6MDbQ/ugi0EL3ymJfQAA1jRHHM6vQEbB5q0O4N1hFPQ3I4++rHduNKypuzWSjS+3bnwdMnLqL+K91GgeZbIiUrQ4YayxjQoBgdEhiFmYVXlG3tLRqrBJc/JdlC0z7QubjYIZODtADvrGcCNR+3vrkInSN/jx44lSNVQII1ZsmD2Y2cADvSQ7gYSyD1AbQVpMiFiKYsuzEKb+esv0fBiEyAWYEPApri/+/PUI82BwfC6VTHNsAqj+vBCfplkN4D7Ix4ctch2CjZMyq1jnOuckPpLaDT5xKGTP05CIwFso1CJGcJayHnjiV2fe858Ft3Rxz8j4fD/fK3rLDri1QEY2y9F0C1aXC0UNVg9xho20ceTKLO/pjNkIOc05lMIKyBfI2AoSxFJ+Hsojm84LDRpkXGYMCCaz9eVlAiPQsGwOtmg0gOj/qyHigUpdXPJEAWSSbTIa0OuSJ2xygccEPHOxuukxjBtXXKEePw6KPEVvgdG63MuWTi1AWkWan8fetnVcml2CAnO2V7YBcT7hR4ewFoA/ncUlpCMhbSUoupAwBrwprzALQw+9yUb3HAnKNCQEzZnIdNUDfRITXDikmFxGgEztxKnxvziqxif8CAfl0bftTtueRmlVMLMTS7EW0yUU8GwhldxYAPVG0sGgJFgk3EK/5781YJQaAHgWPilgIZAtosaiFEUcxJ4siFRkLofFadi/xiVPK1DWENZYz6JHpm9m1McXksDaRaD8np2iiMZTW7mNpaWXY4kWu0zhvmVyU20772ticJaynaLsl38lZuBy8JyWA196b7+vxCMw8kMOqr1EGWnhSWrYk8eAFhKznVWBw4lRO8w7BZwu1zjUohnNbkCyss2TMcOi/CBjsTt+7zyrqqEBufi+RdbITp0T0aiKiARI+K4JXj3OVf8oGEueEJSmazlLr2kL/fVFJYQMtkJ5/kdkAmtzkbRzINK2wznwiDdx7TIq67irgBRKQn2LWGEphz4JWBFR2zslu083JpV8n0mueA682cHIJyJFKafq8kYDcUildgDh/3mkC4lhWCTpxarfp5DzGgTwKxJXaNJZ2Pmb6SqmvAbIFwnlgm9auL0UfEQ2pUketPXFq9sN31ONCwcnahEoE/M6nqECJuiFxK1tNUPZXagNowl3uQSBjZpNOpEG03sI6cxtA97y8sILawL4AL9pxHitE6tdTakgh9z98VmTRU4GB9vw9ge9lGgshxYeCCYEyZkjmxbKfc0yIXJOOsYHcTntAT2XXO3qSrF8nD/wVuQ4c19sAPL0FDbOBfIAFHItm+zka1+cxLJJ/3Nfj4V7ZW3bkCT6DkMciYWgCkGtQoEFMOc0JD8jzhLu5EWebFUONtWgLaCMp2alM44glKfk0DnRyVJkA4BX1PBhpXVv43jggh9gCd1ijSCkKhzA2co0fiC2wKdkCGDipTTTjglYmGBFRnCE9caodWId1ngq2wDqAmlfU8bHX/fwbIjigk7NKjidc5DMHnZDq0kUBXrTZAvZKaZq4LYl6eyJKTvNGQIgLw34e7P+QJWDWoBW2gRnkAit1OSMODVoLTRt8Gsein4OBEIWPM7IFrBpSiA2EyUW5SDReKeXekzIWCgWZxnlZmzU6hatgD1PCp6mdIu03/rwMoAfihcMQTS4C2QJ6Uoq1OhTgBWwDqZ227snCFuAB+pw1htl3+rz3gI/L9yCcLVBr98HASTYW2hSTB8ECXJ+2+wzQmPP82kDgtdKy3gSIDbGoX2fp41DWWKGvyBZk0JbWWsubRbYBAZ0MRaoiFkULcBlA/6gx83jcm6OopBAIuQhfuckrpeZWJmCzyoPWEOChAfk+M2iaDQSyQ/JWBwYhp+m7ReLG0QIL9Bl4BkULGgLMFMwqgOKab+AhaCX7c+E2raJnvN1GE763EH2EbWChc55H7P77tXH2XQUngWdgmkiT2cCeYcywiXOopJAtb+W0lxGfOHXm9i6R0gYQQcUceD2A0zgKRtwJtJ3OGKCpjJl2/30cEKIthzWA/oK0AXSUqNbKhDxvzceh2lNDFpAj4FH4jbBGf17bf8daYwyFna2Uiij3EtDlqCcbXLHDypyEddSyazsMwKjgin4OLJRuZE7G4HfnpM0WUARyLS2tyHuSA/Qs0F7qayDFxdS+kWLTVgMnwT1ojkVBfZNC3BstwIV7eU7fkzdlAyUbhdCIy/w3K5QOF2qVWNRWTAZB7Kg9+HwGNaQK/RyUvW3PB/I4D/MDPEBfLZCA7bpL5wPm4+7z8QjMPJCjluC3q1kpoDOcPb0PYQuUFXWs4haPxzsCdM480Jop7Cx4AY7T1Rw2JnjHTyLoOiedS++/CKEVQ7MF8vfkLB3CFugUajJYSYkp1L6SAiLkOaUZFAFkwYvQCxxXE5HnbWEL+HU6OojMg9Y50AKT2bKi3nb0eaUUqi4pCX4r2F2ECrmAvHD06HQGJSmCdRMiG0BEXcN62FGi1r7qmhYRagPhYAJyli3g1+mKFhU2aIVtIEsA8MmDpf4aYgNFe/BwbjOWMv+NBq0BlCrbfUAbiN4TrFLqikopvOcNC1tgHHkK+2HAklnNx4m0gb9cvB+xU5GQlHJsgX5+3mmyAe9dZDtf0Q4A6NiF9VgA27zVAWEZhCmaBUCPTqgstMbaBYGyrR6M85KW9VOzVTS0MLPDGgpmFVhYyYsdgRWKaOGkAsWgxowSL7AxDc6Iy4BXUOB+t0nBaES0OXxvrgmI6CvGLetz7gFqjbFgtBXAi/1wOB8FXvMhD+hzy4uEbFv3YyvT43FvjrLVAdusSoVznN63z5INmGUQ0TmZAM2CkIuU/fcIinweYxoonnCX+hpgdSmjsCP6JuE3RAgqdBbI4xtxPiLSyJgBnFpRGSeYLyJ8q0NYzymygTfFFgjn5dN2WFYJQ2GPf8c6Mh593pq+BtumhQbktb5qdOpX7OjRNq1jEpCD7XyqBgWaXLIAnr5XNgVT+2ycLhiQW9gC4TwrE6JoaW2cF8CLOGiFwGiN+YLslUqrA8r2y1sPms/byJgpWGMDwYgj2QIiXg/OvkYWZNQBeiTOSMFJDIz2bKB0Oh8ytWUXJXwooLbt0r0y3FOkjUMkjhdwH1cyJzGAntaQygF6dD+vaAkicUaiNcaATpmPw9t9MkYD2da9MCcxgD5mhW57gBXad3KyPG9lOh8e1xvjvPMd84ETBrBohVpcAJtrOczb8WFmVZYPwAMstDgPbVUkGXGbzolzyxrn5w3HeZxvvM/Hw72yt+woBDTRDTwE8pHDwKpENtEoLzqYVUpR+m7BhAD7ekn6qJq4gQF52uoABj+dU6o94GZFsgVyVgmifxDOK/Q10GpiDuA17n8/sYjmPtuZ/UU+N4K+689bKimW3mOULRDaCOI1wvTd6bzAQmI1ZmD6aC4KB7cypZUUZF/oJ4ddVgXZVgcsuZkTviQgRyql1qR0sYEARsOgU75XNt9lPXHDRB+jdxkNyHueLRDOK2n2GFj1OnSWsIpnOT4Za2Va3pOFFWrbz1lfxUwmiz+PA68ZOAmed7HpSnFW0AZmbQFQbyHfz1EgbtOV05Wg92TDDzQQySrqJGOmBOhbsVCffB6ZKBfWY5pIE9nAfG1NcDJ7l2F2p56Uwnp70QQ73H+nYDRcpJoKpmhL8Twue1hiExEEwEvzAdRXeTZvup/jeyXnP4Lfz/OBNsvDBtDn7WSI1puI4hvREeJdV8Qm+OTBLBZC98ocnASAv3z4iwWg3wNFqgWMzmLRZpyX3ZOQ2wI2d1+Ph3tlb9mR0wLxxC0IaC5MG7hnPNmsCLaAQQMkXiPaplVW3MCqVE77BVHkspp4givqedWAVzjn2AIx+gxPnDoZgpHCYeOJG9vuU2oRgTaQJUV7o34OzhZwdMK9zdr5QgIBT0SJEjdM6DZljSHjjP06+UqKSPqemKvAcIU1BaNxtkA5Hp29NjRJWZLSNLlpgZN5qwPKFtj1nYxjmvChCTfLFvC/5+z6GuQYZM0G2D3I/x4uDrq0pnogjm1ZsGpIhYAcGQHrPx8XH1D75rQFRFLNKnTE85yU0jpL6V5pWaPIHfRzUGAm9vskOHnMmVWNfUEDsbFCWjliGIoXIuB1j77Lm5oNrINOpfgvzhbwn7fEQlmbFvp+hf38bI9F/d9zAL3FV4kQxYd+AV7HcYR0+nx7V8waY0HlhQ0kgvuBGMSGmbIZ65sFLxZWDyoSbWQDReAkMsAisMZmpibDpLsjgx4F2ouCK9jqfp+PR2DmgRxFTylK894EFNkH1/sjKoBWVpfwdp8ssAZZPXmbFl8pDegzGMSQLKJys0Inm/TJ/fd/R25WKFsgR5/BgLzPesYt4EUQusV7llkAT78nreu72HpnOT8DsEXlTmyBvHrcYpUY2QJzG0eUuG07YCyuFsSQwYhnC2C2E1fUYRtQ1ihicPRgou51WAygk4EtECbZ8K1MZUAevmvtuNim1cT9cJKLRhDp12NkC2y0aiIH0MMJnwLgweDRKZ1kg04uKnQTAK2xbe+S+y+y7E3VNc4j4zPGJcwu5No4+nwax4mZzneaf0sEaTXRk9ImOJm3OoDXdjG1HIbWlv0RK6xY2ALhvCIpRTUBWQBvk9r38XQG2QJlnAf5uK5kA6HFprD/LzaA7ed8m1DOFscLcCV40d4r45bWpa2ebOcD2QI58wIZXy3i95t9BLTvh3Pz/oukxUW0cCqSFS1AcLJX2EAilkIOKNuQaUgdTiMI4HVFEaEZi04+d39cYlH/96ANJHE94ofLdjLk2gbIVUwAACAASURBVHoje/gisgG0La/KhAfyiPt6PNwre8uOvNXBSvOmJo1klRRIIDeqLqHV3LARn4pWJi4YCYECwhYQiVlEqPhvqa/Bghd2ej7m6DWdBqzdqktG/1neE3SNIsEZhkCeozQPZOJWgBdDe/yliJ0tEAfyezAYmRNusmdZq6Sga4zXx7Uype8yxhrr59+imU4kWyDYwIG0gU3vkv57SysTSt8VyZlVAVTGAvKELQBWPMPnRWx7V1gnxipZwAt4YsjsB9LzYNZYeJcJPbRxTBN8lNbPCpCHz4TP46BT2qKCU98z1hhRWGHHIIuk78kRbVHpsucG20Dp41Dmqki0L6CgU3RtKFtARJLx3IxQvYhBXyOzb2QynEjww1mchwpg51V/4NqcS/dl5DxtehfCFtDeE5QRd8ptgGRWwVPXlH1ZRJqgWh4vMIyZw7CA0Yz/YAugIinIFVj+qBjsXWMh1FeVGlIoqLn4OFSk+yLfg6w+DgWdlHwAAie7pQVqOJ2hyaIiFRuA27rTjonHVqbH4wf+qLU6tDaehTEzbY4MY+aUTrJBN3C2ChwU7QtqLLnJHc/YWFyzxkyfjkFGBO/COku2wDowYNcWKINPVMjsFE0uOgzn5phakXwjxlg9fp2L7g6uFRMcNheglWwBfGymVVsgr6ijU1SKSilLcUUnjSi9zmyrAwqoiQQbCKyxqVLaov1mDhtlCyyssZjCDgJqBm2BuEp0BOm74TM56NTWWcpbHUDW3swas/iB5Z5wbIEs2YAFLe9oA2BlPGdkUcyqvF0XeU+iavVcKW2xBQoGpL0KyQpainBtQgfSV3WdmwC8LF5oJm4pQI/uy9ZYKG7rZtgCFtbY0qZFMieVWIhpPU9YY+i+ULAF2nFeEguhNpDFNLiPy+4JHOelk0VxELtPCh1+DXwsGv/92hrjz+8JGzhHYLRnzCDMyeVdRqfe5eehLH+NQb/pHDT63X+ee0+scd6mLxkzsA7OMbMBMBaKYxpUDy0/j9XHQveg8Jmc2dbaT5apa1y8cJ+PR2DmgRybPt+ssPF4OauEqZSGz4ffRavAueo+TAtkUeS8mjjgGiAi6bWhYAKrfxA+syRgWJtWLniHsgVCYscGrQWLyNDKhNJ3w+/Njh7tRVUm0pjYAgOos6RUE+lgBA20ujThpplVMVWVYMwkFFc0GCErniKBfcQ5+nqrIprckNdm1dfolWAEaqWJg130PUmvbQ+yv14HY+Z8xtkCu00sAo+9J/kEQfY92Z+WZ4AyX0SW9gEGdMrBIxbEtmrMBEYDXnzgwMl84pRFhwVtZQrrZEEnbSoTCqCGz4vYbIBhC2z7rhTIBcVBw7Wx+i2xL+YA+gXopcFJEED1v3d3GzgMoHj/Jo+Z0WENESPuhMWiIhX2MMhsW4oPWDJbgJMEs00kYw+TjDgmcd5FxUwWnExYHuC7FT4fzmdjUZHJD0A5S8kKba0ztLQWrDG6+ACy9jZpvMCBThxjKawz3yub7C9FfsGf93Dhi4d7ZW/ZMW9WkcPYAuyQi0ytH9UWKMZtEknpsumTDAqySqSxBRCHrYnJwaKP+RrNjJl2dSkdtxlALrYCgwnXaaMNaX0NkL4bzsvHX+KCd9FzgyrV6XvCaMwkwmlg4pb2Y2Pv8swaYx12nztsbAzyorPEMeJiZhsDvO4MNlC+kxxbIBX3xp73EI1X3RsSt3kaB/gMrJXSRPQRYswEgN4Dw3D7R1+ygbD9JA7IsfMWoOQ1gBegnYrYKurDOUs2ANDjYluyBS6bjBmbryqF8fEELJwT9j5YXyMHJ5FR1BvlPQEBvDjhw9gCqdaYtwGOLYDaafhMzhpDbSBPnFtxnhoLETbAMic3MThJ3JOUNYbqLCn7ObgHhc+H/4f8/kZJuJFr62OdJaylNcR55b0kwUnwnhSsseEEacxo+7lZcxL1A4YioUiuswQWESa/HxhSqH2zU9dE/D4U52P+7ziwimEBi8S2g+cDBYBKMyeDDWD+O2ZkIQyp+3w8AjMP5CjofWirybxZLcGIBVkf0GqDmpSiomRkQD6vcXH0lyAtU0QS8VmMvssnzuEz80ZsZNqgCZ/epoWAVSmAZxH7Cgn3JZjw0RTXvKIOM2bSNg5Wk+B48oKRJ0K7gp00IpI7bFuldD+cm8levJ7YieLgJGenIjbGzKbvpHM56GRhC2DByAzgnXwPPrPHxhO/RATehxYwmqwmkmyBfJQozLSZrm0cR3gUu19nqZ+DsMa6TIOic+3ALmdC7IezXELFB01AkwToZxvAih0lWwCjsMctEoyGVAxqoq0OQYOC9XEl6ITZgHkiTcQqscQ0++FkqAIzjDhtEAL4LlvZAqcoFgJBp3h9VKsDqQUV1knHeRlgC7MFFIAejYXMSWmWcGM2UE6wa+qoKS0q2LucF2px29lH99+vAY2FONDpIovr0XZ8LRZCQScR71OXdnxQZ4nUggqfifMx5DxNRw0CnYwF9otNX8Q0LCNusYH188JY9bgIjfi4+3w8AjMP5JiVylm2wF03K9KpbTtlYgXMKjFuVhEwwFxb4rBRwbucLQBucuxUJv/dLgmsw9+1zok/jyYbeSXF0sax9IxzSelCfccE72gnozJmiPaP05liC2i6CRA4qdkACMzsYxswBuSYuHepr4FV6pRKqaFajSYNIpIEu1xF/Ty/Y7QNkPadT/FoV0qN+hpbGzi57b1A7uk80myBBfDAQCevQZGKRFNtt3f2cWgrkzZNi2XMYBNprMyXzewH+HghaFBYK6WLhhRiOy6ZjhivvXbk07vYWCixgTfIFtj0PNMmn1x0OOFttyKS7ENsLBSm7CEJdwzQoy0qIjprrK2zpMRrEFsge0+IWGgfgQIiBhsgwKq8mNkDbIFCi4iO86IJlchUpiQWxfc8PwyEY8RpmoBUqyIZC8XgBdOG6ds+M60xskiFT2XK9nO0iKBoCUIM20037+N0O19xbevPIIxVZ9vq7/PxsK/uLTpygVyG0SCSJdwk+hwmEdABOQ3McFWKnMKOJtw5Xfg44GyBIJDL9l3mE2nYTW44YUK3eTsASvuNWx2CloS1SsSCTnwbB5dcLlXniDVGBrsDUSmNJ13Q4OQxdk7tAO2iV1oVofGXNrZALPpo7T22VuLxxDlNZv214S2O++FkFrxDE+6wTnasuiaQa+m/3xM6SyITOElMS9DaPzDmZBQQsr4qAgZQ0Clen6WVyVpNRG0nCOTSzNW8UgrHCwuAtwf10ERCGweXcIukSWk4v1UJ1pJShj1sYQvkrDG4jWMWuMdsxzmXxgukDaQC92xSyrEFWH2N8Hs0KzRnQBKxqD9vKW5hAF4vx5NnyFI+TgXoUdYY1y69TO9aro2NaWhWaNiDzsw9ieK8AfNxOUsQ93G2WCgu5BwJhnMikMuwxjL7hlih2bUNZ7KVaVieAQugcnFevxQJiXwg1yhDfus+Hw/76t6yI69SQH3tCnURYzQsCC1TEfGBFif2FdYZI7SIsHEukHsLBuR5UopvcksFhtHXSBBycCKN/700uWHou4tIMdd/f3s8fzZVor6kh6Nq/bHGiY0xwyducyUFpI+Woo/IOnu5vQOAKuKfny0pxQK7WPSRZ8Tx70k+5Y0KyNn3JKpWW0GnWyIgj/U8QqLfbmUqBXIZG0gqpcx7MkR7HtjK9DreE0bYOPzOLQ3Qj1TxIRbIRavAIjlrjAAvcj8Aim6K5KKPuBbR7fG0JBu0DbA+bhI+PZ8hbYFcIBdlUMSgkwjOmIkFcoOvg0VFMxFZdoLdXYBXVE9FxCdsqAi/iCQCuRxrrKf9QB7nHQdMO0QDXiE7jfbKu7YyYe/XHXycgQ3k17fEeexUpgBeoK1McSwq0o6ZN30nm87dWX4B9nGbKM6bQSeMDVRojdGMGUzzMxfIPYDtfLMfiHUSYYazoaW1V2IhEByL369HxswbOJxzX3DO/ZZz7pvT/39e+cyPOef+bvS/Z865/2j6t//UOfdH0b/93Gd/FT94R16lsFRSUJZB3AK1zKPnJo2g2iEiJUKLCN7N1aUTuRGrFXWkUrqAHmi1R0RnzMBsgShxZrQF4n5NM1sAqoj0s0gkE5CrwqeN4No5NwEDNraApU0rfJ7RFtBb0MCk9Ghn9YgQjj5KSkUmcJIIRiwaFHft20cnw+WaBOikkaXdJw7IsXfZUiVKtYiw5CafymRP3EhBxdOJ1hawscb6eR+BGXFFGwcP0FNjkHvjRBrNBkjQA2YLKJMu6MSNvTYrQJ+0kmGgQPi8CK5BEQP0p8AKBYWNw+8w4EWecIe/a65z089JDSvqGu6lBaBn2AJxSyvDGosFcqk4L3pPhjM+bUcka3ljYqHjmbq2BJgxtqyzrYrx5EFmr0zsG9yDgkDuMuQBBCcjLUf/d9gziG2A8gMT0++WbOs+RAU4bB+K4zycXZgzZlDwLnxeZGHQN9cY2TcjbKwBeOg+NGt+WovQYKH8Ph/fL9jp10TkG+M4/oiIfGP67+QYx/HvjeP4k+M4/qSI/Msi8kpE/lr0kf8i/Ps4jn/zM1n1D/gRC62yBhYL5GLB52LQdl0ULOEO3x1+B6UYi+TUWFL8N2YLgIGWSJqoY9ohUZWIuJe7fml1oKnJ0cbP6mswAXl4todhCWLQKrAlccuFGNEqXVijiK2SYtVFYYKfvJ0PuR/9LJi6VOJZ8d+gLUDtJ6dzFGhx18YmbuFemqtL4L0MotW3EWMGHQkaqOGcDbjoXUZbFSehPJL2exn17c8Udkogd6SpyUWLCmsDZPCZBrvWgBybZGNuVYx8Vd85AuSakmCyTYvVGgv+c388Ufa97csWFfT9OiR7HjFNi9wr45bWA+mrRLxP5WKhKCmlbYBjC+QtCyxAHydg6JS9eA8S4QtwKKvHr9NlsRD+vO8UCxHXFsc0bLzAttXH+nciDOi0FB/YeC38HmUDcc4SbABgesTTu2D7VotUZFxPgJOJDQx44S4f8oC8W0Egd4mFUNApatMiWhU1gB5t7yoHIaD+g5uyd5+P79fV/byI/Ob0598UkV9ofP5nReT/GcfxD9/oqu75cZdq4p51atEmd0sozFsE70RSmjdaJQrrpBNuhVWCoP/h+m+TVof2PYlRZHOb0PEEbXC52BdbTaTbOCKnRgN4cyUFn/Zyue3n95FnzFjPO5O0zDJoRan2r8cGOACPpeGKZDZA07xJtkBUBYZsYK6oR0ErOBkurI+qgEWVWTogJ1sVvUBut7S8ge9J3H/P6lyF84INYH6gtG+eOQnq4ChsIK5Ni2tVvNz0sxjyXRgzaPEhpr7foqBTt1ybCN6qeCfGTJQQidjatLg9iNsrY8ZMWCOrYRR+E7YBSyy0zdv5LEkpV4mP23WRVsXcD8draP1eYgOMj5v9AFaAi2OhoJvHsQW4Via1+PCGWhWXWNTOsGWLRiKTDTATp7JBCOgY5ERvj4zXWBuImVVMq+LldsnHqGmrfQq8ImsMrLF9YgNIPqAVHzBgTOSu7XxcnBd3WiDg3X0+vl9X9+VxHP9YRGT6/y81Pv+XReS/zf7uP3TO/a5z7r/RWqHexuNyu2xWbBDDUthjhJwJyAM9nxXIvcxbmVCH3af0UTYpZbQFLqP+e6qvOnbYR64Cs+gmWNlAKFvAthHPQczpNDsb/D3h2AJ+nSnFldPXWCjsWLvVwhZgAvJtb5xM9jpsgNUWINkCcUUd1QYSyfU1fMKNPO+4koLawFJNZEdELgE5pYMTBa3zyHhaWwBjf/nvXgJCX2HFtUPihJttdVgCcj7ZEMHAyctNWilFbKDrXFapw4LW2McxbIE4KeJYY6m+BhKQ++9ekpvb42lmdq2eo7YycTosbMIdWh1mG3hDU9e6zrcwh/cRZY3FQLuFMeOLVJx9LwxnvKJ+uen5pDSP845nMl7gpq5dRgK5dwGdcMZMFAuR18ZOVbzcGm1ASUohG9h0ia/C4uWlSChia1W0MGY8a2zyA2/IvkX89Vmn88WsUGyNZSyEFhHCfsDKNrCMmfDdodhxezxBAL02cYphDyftfCSLaD+cZAOzQlMA77GVyXg45/6Wc+73lf/9PPk9OxH5t0Tkv4v++r8SkR8WkZ8UkT8Wkf985fxfdc79jnPud77zne8YruT+HElADm5Wm76Tzhko7JvFoJekFAlGFnFKpm8/GZNqrKTgE2niKhHOFpidoWVqy9zjiVPY040YbVHJR4mCldI4cSOvTSRrZSLZQAPpsGMb4KYysclGP/8OCzoN+eQi1AYs7Xybnh4Zn4wCZxx2FBAeWRuI7BsRFA3npUkp3soUC5++abaASG4DvM4SuuddbnI/QIBVEejEViE5cPIOWmOxvgYRtLIA/UXk4waC5r0A9Iv/sEzjwO07aucD2QKxAPaZ0FNZ9DVOVGElASeJhG8XJaUDONBAxCcOc5FqQH3cwhpjko2LKF5ghY1jAWxET8WvMx3XjLxbm6nVIcQZcBuHFgtB4EVZpHrTjJnwzFC2wCKAHU+cIvyAgT083//jSZwDC3f90rKOTl3rJzB6ZmyA9zIu1DKs7zQfwMHJ7Sa2AcxOwzrZdr6LO+xB4Txm6trl1JJ0jsBJnDETg5Pt+x++OwEnyViI0opJ2MNEXN/3mR/mfdzbMC5786a+eBzHv1D7N+fct51zH4zj+MfOuQ9E5KOVr/qLIvJ3xnH8dvTd85+dc/+1iPyPK+v4DRH5DRGRr33tayNxCffuyOmj1zvs8V5MiRsVRCoBOdO3fyQTPi/2xVXARMrNCm2jydfI6DSkGhTYtY2jB6vQFjQR79Re3Ryn38SS0nmsekwLJOnhloDct3EQSWnBFgAd9jYSRiSvLQ5GmPcknCMiWLU6Yo1RAeE2rQKj74lvdYgqKYS2QDwmlWKNRcwqlDUW95qjbIFYg+L2eJanl+09z6ohNbMFjic5TnsrF7TGiRv+noRzcXByYY3tB27azuFE2kDSxoFXgf2+vFybcz6ZaK5z08uzm8GfBybc4feWdh/71DWG5h3vlfg0Do7CHr47tgGGDXQcFrYA1s4X7NsnmCIcczJu94FZoQMfkMcAPXreDNAniRvHvKDAyU3uhzHQKWbYorFQLJA7nEc5j6SPS2IhrpVmT9lAnwAzcFIa7ZW3AwfQe2FjwldFPo4tPoyj+EEIU5wHsUI3LmXCw+DkEguh70k8pdXCnOQB+oXJyNh3rjVGtRQPfCzqzzvLOH2cYU6yOiwX28gGiIJMquPFs0It4OTt8bQUVkAbiO0U2V/DOhOA/oEDM9+vq/sbIvIr059/RUT++spnf1GyNqYJzAnHvy0iv/9aV3dPjzggPxDocwhaKfHGJNngAnKRtKKOOsPX08aBUUdF/D3cEw47XH9cJWJ1ftDKhkhgzMRVIjyISdp9yFGiXEU9qkLOAB6XlO6HE5WU7geONRYHrbO2AMOEIAPy+HnT4qAkhT38Xiy4xto3o7cQ2wDLrDqeplYHI1sA1haYqse3x/M8MYxteWPbOER41lgumPqZsMZIbaCLKGjlmJPeTj1L0N9/iC0QVUr3IBtIZPFxp4mpSQkjRok6JZBLJm7FKHDCBmZ9DbCdbw6sB77lUCRlzLBaROHaEC2JXQReMPckbefjNGZoNlCc8FGtiqmdIsmeyB3ZwyRrL2lRoWxgAfB41hg3iCKcF0DN2yOmsxSeW9J6DjJXRaa90sIePp0nkW48KY1tgCpSsbp5SSz65mOheLrScThDoJ8/j2/n6zo/tfMQtdVzQx4WjTisrTt9v5zDJ9cu0ga4AHbBmCFsYH+MwElwGIuIjUG/sMbIVsUoj0P9wH09vl9X9+si8nXn3DdF5OvTf4tz7kPn3DxhyTl3Pf37f5+d/1edc7/nnPtdEfkZEfkrn82yf7CPmMJ+IF7e4AyZgDztq8YD8qu79N+TYn4iKcUVnUgTC97dTL+JsI+sldI4ceMo7Eu1Aa2Uiohc7Xq6/16lsBsC8vi71o54I745nOR6hwUxqQ3gQcxuAj0YCntaJQoBeXudsQ0cT2fpCLYAWyUSCeDkaZ4KxDLbwv28Ap6BLoDNBXZMspFOusCCEeecXE2Jm6VNywfkfNAagl24VTFKShkb8AE5V4UMLa0xzRthA22NAfnVrpfzuFTiGaFba7tPwgYitUNuDsEPADYQFR8Y1lgStA446JQyZjC2gK/WTwUSQ8JNB+QJOMlM20mBV2QPCuucWWMkYyYG6DnW2IkSPr3adTPz6MCwQjfdEgsRe2UQiWYKJDHjNdgA5wfIWChitrFsgbkSD7Yyheu4jd5lq9YYPQiBYUZHbIGbIxELbT3L/DQxpLjJRWScF7GHGZ2ly+0S11Pg5DYTyGXBSXJ6WljfLZEPxNIGYQ9Cig9JSytlA44W/11sgIuF4uldVpFoNF4L3z3HQscz7Afu6/HGWpnWjnEcPxY/aSn/+2+JyM9F//1KRN5XPvfLb3SB9/RIK6VsvyavASKyoP/h91tHMKib44kaPXenamJ0HlslCsHIJRSMLAE5VSmNKqyM6GO8WTG0wKtdL7cHzmFrGjPce3Ka3xMI9IhAp5vjaQYzWsfltpPvvhim3+RswFdScAp7rC3AVEqvIxvg6btLMPIu0LYjstgA89ziNq2bgz8PeQZWbYG4Coky20RSRhwqfCrin8GNQaRb5A7ByBQQWpLSG4IR5wWwI7YA/H71tPhvDGLfzrZDAPSHMyw8G9YYFx/ggLy/Cyt0nAF6zAZsrLHQ0hoqs0yr4sv9MP0mBtBbwcmYORmwZAp4DUkp0aYVEu6bA+MHfPHBt4uSGlJHmw0cBk4E/nq3mRlcFDi57W3g5GQDt8S1qQA95BvT4kPfObD4kA5CYBPucB5y/wOAeXMgWWNGoXSrDSRJ6eEkn7/eQud50INkQCZFBP7a4vcEAYiDH/bncuDkxy8i8ILMB5bJcDhzMtaY4WIhP2Yb1c2LW1r3x7O8/wRlhfZyHM4yTO2K6P0X8e8VBU6+FvYwA9A7eX4bAfSgH7ivB3ZXHo97cVzErUwDHuwGhJZjzEQIuYEt4J0h47B7Gc6jF6liq0Qnv1mdziO0EfSdk85lCDkRkMeJ25tkzCStDqDYl4h/Bjd3CMgXsU6CKhlViaCqgREhT7QFWNYYyfLQWWMEOHnw4CQekBvb+TZdwoTgAvIxYo292UqpiJ/eRTFmNvyY1LDOm3hylDFopSnsZKU0rgLjldKUXYhWIfOglWVOmgF6Bpzc2qqJQQDb1MYRMSetrDFkvOfrYI0xNnC17bOA3AhO0oUcXDskvjaKLTABeMN5lHFcKvprR9rSylzbkrgtbd0YW0AktgFCY8bIHo4LaUw734FkDyd6e8S17TZ+etfpPNJsgcMU4x1OWCzUdW5mldyZLWBgTuI2kE5duwK1I8O1MQm3xnCm/MBkA2ir4tW2nwaBnMkiFT+dT0Rm+74lGDM6gx4H/vwzOBGtiqmPw4sP3gYWxhIBTtJTNCMQ29LOdxfWGMEevq/HIzDzgA4/Qo7T1xBZBNeYoPUimkjDaAvM1LnJYSA9l/F3h6CVr5Ti1VwRvxHszQH5ad5EqN520mGX+hrYtQVghtHPCSr/e8PEKZFlI0aThm3fyXn0avG3hkqpCM8aSyjs5PQuRmcpDsgPp5Ns0DHIk5166juhr9Fn9F1mpPSw2ADFGhtI1ljk6BmHfdHnfdW4DcTg0QZInLVRwegkApGlSsTYQPgdljV2ezzP4tJcm5BROySezge8l1eRDbD6OYm2AFspZSaGxMUHqo0jJKVLwo0kKbF+C2MDYTof06ro1+n9ACdQbNTXyCulBnFvhjUWilTMHiSy6HgdiFhons43+FgIHQF7lYHYyDkiQUctYg/TwCtuA4kfOPCssdD6zLD2wu9xjJk+0UNjY6HZDxDaIawNJG0chK8q/QD4nmx6WqB4MxUlY40ZViDXj2rG93MRmZ8BDE7eoUi1T2wAB+iTWIhkTlIFuE3c0sprzDD5WNc5udh0BhtIWf4ifMs6BdBHLCLGD9zX4xGYeUBHrMJO62sMJFtgEzNmbAH5zQHvGV9UwM98lShaI7oRXG59u8/cygShz9Eamc0q6z1mKqXpiEgiID+cKO0QkdBGYKPGstTF4FRujicfjBi0BdhKXRKQ0xozOKATB+Q3hzOccOf0UTYpZSYCdZ2vHns7HZJ1r65xkyYbIpjgXRy00myBCaxChU9F/Dt/czhFwCuWqHtdDjs4iU6GE/HvcqgC3xxOEDDmz/MBObPG8Dle3Du9tg4cATsH5NM+hCYpATwax5FjTs5tHLgfiJMGUyvTcKL9sAhffAisMSbhFplsILo2SKxTmbrGsgVuiYA8gEciwgP0JOgU1hm3tEJsgYwxg+9Bk4+b9iHYD+Tiv3QbB1GAi33VDNDjbKCwDzF7kIjMrbd48cHR7G2RhTXG2Lfm49g475YowMU2wAH0WbyGssY2mR4XZAOTfZ+44sNcqJ2eAQy8TjZwPo8ynEeIvS1ia2mN/QAD0M97ZWCNgdO0dpulpdUSCzFTckUWaQPOBiJwctqDUCa8SGQDDMh4jMDJR8bM43FfjkBdFOH6LkNPI8MWSHqPGepcFJC/OpzkCTrSO2sTYkUfmTYOEZEnu15ekZtVgpAz9PBcY4ZEyEU8Q4ES/z36+y+C0TJFyoq6icIOrjHQpS1BaxC8Q6fthPOS94SpJp5G2R9P4hz2fi2tTGe5OQ5yfYGPtRdZWCXWhBt9v64verk5DCYb2E+sMdRhWxkzfuTsOFWY8IA8BLuvJtAJoec752aasU3Y+EQx4sLe+OowyO0RB/BCG8cy5pwbw0u1+0QjZwM4jDzvuJXp1eEkT2AbmJh0Zy5oXdo4uHa+Xd/xfmBO3M5cm1ZiA1yrA1sgEZlYY1Hx4ckF0ZpKCqWnzEkcoL/ebeQw+FZkDqDvEz00Tlh3EfemdVjAMbUiaZHqFSPuHYOTjBKf/QAAIABJREFUDOjR561M7fPCml7FhRxaX8NgA8OJmkgT9LgYtoCIZ4HeRLEQYgPJRJrBg9GYmHtkAwRAf33Rz+vjAHq+TUtkAj0iRjXV7jMEcJK3gZvDSZ4wNkAWSMLnDmQsdH2x5CwzOEkAOgGcZO6/iK312TNXDeBkVICDBp1k7XwW4JWxgScXvbw6DL5VccBjoft6PAIzD+i43EY6LFQrE59shJGzbCU+DcgHKhgRiRBaYysTulldX2x8QG6aREA67D519Oy1HaeqOhOQvzqcZsFIZCMWWYLWoPxum0QAJqWTM3w5PQMm4d4bKOy7HHRC9HNiJsSA6+cEp/LqMMjLPReMiARnyFFc4zYt9F4+2W2m++/vCdfGQb7LRsbMru+TSil6T0KldA7I4b79np9MltsACk5eLEnRq8NAtzIx+7nIpMMSVRNpxgxTKY0B+j2TlEbtZAbmJFN8EAlJ0WAUgTeyBQz+O9E3IZ7Bq8NJXs4AfdsGus6ZGLb5NA4mIBcReTUlzzg42aWMBiOAx9jAPrRxEEwIkcW+cXCyT8BobvomV3zY9p3sNp28PAzzXsloV1htwGrfjPiySOQHiFgoHxVssW/KBiZwMvgPnGHb38kGrAU4dDKcSBwLneTlgShSbXl2Z/hcCtC31xn0JV/u/R606zsorr+cC2l8MTk5z2oDRCzk8wECnEyGgXBj7cN5e2JgyXWIRQlw+D4fj8DMAzpCQPhyf5IRnLYjEhgzscNuv/TOuQSh3W1wsS+RhTFjDcjRa9vmATlcqZsCcmIjCDosoa+XEbQUiQVy0Uqprx6/2huCkYiazIzh5VvebJXSq+3CFvCVUrACtu3m4ABdo4hmA0jQWrIFsDXerZ1vsQGQGpvrLKHPIGv3ofuqKUHLJYih2ALT9C5GeFZksYFXBPDq15kmpZigor8He7ZSGlWrWbZAUik1AvQMhT3oLDHBoMgE0B8HHBwOLY7TJBXYD0ysEoYNJOKD8gSgh9p94lYHRlsgYsQZpndZ2QJLpZRkTk4acYjf3xbgJNfq8HI/UBpliw3ggpYigS1gmzwYpvOxbIHAXoX3oOn7n98Oye+3jm3hB9CkaPED296BY9XvyBoj98oglH5LJNwipR9AbGDTd9J3bi7k4HtQHgvh919E5JOXh3nNyBHaP6ysMatQOhUL7dJYCBmyEdYU6+AgbVr+czxAv5nAyVfHgWq7zae0MkC7SAzg4W1aqc4St1e+IqQNctYYE4uK8ODk9c4XjV5Mex7KGruvxyMw84COYIif3hym/7ZVUtAgJlSlmDG1KX2XCMgTtoCBMXPEE24RvxG8JANykaWNgHFO6VQmXoeFfd6XUyuTiTHDtjJlav10pXR6BkxftYjI926Ofs3oMwhJ6QkHdDZ9J5vO+d5jpkoUCWC/PAz2dj6rDcCtNL28PAwUhX07Ba23A2kDRsZMEERmqrkii75GqJQiVSKRJSBkJtnk4r94QO7fi5f7gdKuCADqzPIgxMQPA0dhj0fOUhOBgr7GkWXM+PNeTM+NEQdNxL3hNoLNDA5vOjQpjRgUjNDtbAMcy2DWDCMD8qup1WGulMJ+YAHobRR23MeFNX38YkpKSa0xFqyyMGbsNpCyxljmJAvMhOIDw3AWmZiTe5a5urDGmNaWRJOOsgGvh7bYAFF8IFtawzrZtttiIg3Z1v3dF/t5zcjhRaJPNJNut/GDL5g4b9YEPNhamW4nBjfT0ioi895FMydJhu2TXS+v9lwhLS5SMfFhuJZXB9+SD9v3tpv2IJI5mcdCgA0sLa13aGUiQKcQH3z8crKBR8bM43FfjmD4352CGIYaa6F5v3OxkRf7wST2RfdV58KnTBX4ZKkSbVK2AMjYuJgE157vB3kHvP+XBWMGBS+Cwz7Mv40cs+CdSWPGSHE1Vole7gdO8G76vXBP3oETbhuA9+RiEyXOJDh5sDFmXu5Pch6xdiuRspUJvbar3cIWCGww5PCA7VleGAItNtgNNvbxSxKc3PZyc1gAnestD07uNqDgnZHCbq6UTvcg3BPmGaSMmfbv7TZeh+XFpIPDTAQS8QG5hTn5bAJeYXr4HQD6mbFEAO1BJPrFLe4HEhtgQOzdRvbDeQba2Yk0TKU0rNPSUiwygU6EDVyZbcALYL+YgVfSvk+4Dcxtt/uTrZ2PLlJlNsC2cZCxkE/cPEDPFkhuB28DDOgXzjtQrc8+FjW3Mt0hFmL2IBE7c/KT2ccxTIjzbAN4LNTPOlebzkkPMOKCfb3cD2YbYFih4d7ZbYAbBnK929B+IAZmfCzE+bjADmFiobiQRvmByAaQ60v09gg9UytAH/ZG1g/c1+MRmHlARwg2A7KOBoQhaGU1Cd653PDV3MkQ54AcBi+WZPZwOkNTc0TKvkvGGYZNrnMEi2jrRcleEsBMXFFngt2nl2klhW3jCNoCDGPD94z7RB1x2Ak1ecDBi7AR/8mrKRghqxSLDWyh84K+xiwmh9pAFBDywciZYsyE72crpYsNsFWihS1wBYq6hnWGYAS2ASNj5p3cBhjh07hSigZNUyV+P3B7kMiixwXrXAW2wFwlwllEIss9CftE6wjgJCuoGPzA3ih8+pJISsP3W2wgMFhE8PfkeqqU3h5x0U3n3MycpPxA2CtJjZlgA4FVwjD3Yn0NOHHYdnPibAnIGRt4UtgA7gfGcQnkmWcQt/sgYPSm7+Ry203xAu7jLhNgBgcnCxtgwUmSVfJk13vGjCFxDsAAugeF9+QlyYh7erFJWx2IQmE8CIGe+mVsUWHAi7sA9DEzGo+FOtoPBzt9MeUDDOgnIvLs9ijH0wizxopYiJ7KxE2wi6UNaNbYcJaX+5O8c4nffxHex70TFQn97+P38uZ4nnXskNbUcF7QMMKnp0V+gGCNBd+0MCcfNnTxsK/uLTuCIX78ggtGLibKI6OvIZJWKdANzjkX9fUORE9pSmFnK3Uv9pzDnvuqD4akdPD0cCbQFeGnMuU0b7idbNfLeRT5dAI94KT0DlWiRYWdpC6+4Cul8Xl4laKbK1kiOPvo6eVGXtwOk5Ph3uUQkNNVoltDlSgJyPGgKVSJ0HPC998ez1RSGqv8cyLRmQ0QrTQxOAknRZt+rqjb6btcpZRv4zD6gdC3T7RxhO9/cTuY2vkCI4tlzDwnbWCePMgy4nYbeXUcqHZKkaWVxsIau5ko7KgNhEo4y5xcJpNxYNVlpMPypm3gKrMBFBwL38/bQGjrPsFi7uH7nxtt4NnNUYbz+MZtoGzj4AA8xgbmivrMFuBs4DnJFnhiZE7GsSiTlC6xEC98Sk9lyluZiLb64TzKp6/8e0LFQkcuFu07J9e73jPoiXzgapv7OPY9scZCvM5SmEwG++FIAPv57UCxt0WWa2NioeNpnONDZh+6JcHhsM5QcDWJew9nWiT6Y5I1dl+PR2DmAR0lW8DGmLkA0WcLW0BkAj2CtgBJ7wtOhm2dCswLxhnObTSgs/Dr6pZWJhQhTzRm7sAWIBkbYZNjAsL9kRtb2nU+QLsJoq4kY4Zd42XGGntKVIli7RAUeHoS0UdRYKzrJnBymnTBBEwiiw2gAdr11gdorC7Hk91m7qumHPZUUbcwZtiE7+lFbgP4+3U6j/K9m6M4hwcxF1vfxnHL6C1EPeOMtsCTzAbQfSi3ATQpCkHr4YRT2MP3v9hzWhLhfj+79Ukpm7h9esPZQOijX5iTBDg5sQUYG4hZY0/ppJRLNkIl/GPaBhbW2PWOSEqnQg6TqIf9fLYBcjrf7AdIgH6OhQjGBuuHReJqNc+EWHzcm7WB64kBSRfgdt7HMX5fZLEBC2uMt4HJDzznmJNBn4nxwyIBxD7JzRGfkrRoCg1cW/dFypjBY6EAenCxUJjy9lnYwFVmA7DO0qynydqAB1j2x5M4hzHi/HmbeTofev+7zsmu7+gilZUxMzPon5N+ILIBNB8TCX7gPLU4csWmoIvJkABElncZ3Svv6/EIzDygIyQAH5MBeT56jtKYuZ3ou6CTEfEO49XB97azoo/fmTad964wJ/Pu9LnvPg/ADMGYmftecTNJKewsY4bTYXkn26xYZ/jJiwOflA4neXYzwPdfxD+D57dHm74GyYS4yIIRjjHDO+xgA3sSnLza9fLsZpDTeaS1BT4rG7jaLaOCKbbApp/a+U50wk2DR0YbCJ/75MWBrJR6Vsmz2yN8/zd9N1fUfV81b6ciFtYY38q0n1gl6P0X8eDYi/2RCsi7zsnltqOvLeyVtA1cbqdqogGcPPgEjGaNDSxjJjAhWBtIQQgGoD+eRnl2M5gqpYwNPNn10jl/bRRAP2k/fWJmjZGx0DztBQePwvfPbRwkOBmujdXb423ArzHo5qHFh8CYYTRmRLIi1Ru2gVJrjGELnCnmqsgSMz+7Oc7+tXW8OxXqPnl5lPPItdWL8KyxUmuMYcxwsajIxBrbe/Ywy5hh7ducD1ymsSjKiLNojYn49yS0QLGx0LOZMWMr5DCT75YOBhzwCOAkkw8EG7DEoiKPGjOPxz08liqRf3nhvt7eV9RZhz0j5ESgJRKS0iOXlE7f/9HzWxER2hmG8xiENgStXDDS06KP4X6/OkyirmyV6AVP3xXxffsW+u73bo7yLvhuifiA8Hs3RyrYjdcY/3fryAWw2UrpfhIyYyjsISBH77+Iv55wbWxAvtgAdm3hc7wNLAAqM55wDshvj7S2AJs4vw4bYKovAbx4djPA918ktwGyr5rW1wiMGU78d2HMcJXSJxc9LXwqktoAK4x4ZxsgWmleHga5JcHJi42fkPFyP1B7kMhiA7zWGC8OKuIDec4G+sUPgH7YOSfvXm3lT14d5Hga8aQ0swFW32G2AfD6YsYMA05aBiEENunsB0jwgo6FrrZyHkU+ebmXXd/Bfj9hzJCx0Iv9IIfhTLMFWBsINvYdkjV2tfXT2p7fHuF3RGQBLxhg5nLby27T8X44Z06SRarvvNjL5baTDaPLSOpcicSak3g732UW5+Ei0dZYaCsvD57JyIBOfjqfra2bbac0a8wYbSBuaaUYM5MN+HwAs4Hgq1g//GSX+rhHYObxuDdHTt9lGDMivtd50zncYU8IOTNGUcQb1XfZKlHGFkA3grBhh/PggDwDL9DDj208U6P/NtOIYVZhfpnKZGMLfPeFLSB/dosHIyK+mvHsZqBU2EO7z3fpSmnaxsHqa9we8J7x8P0vyEkEYZ28DaRVItgGps+xNnC928hwHuXZzRGmqoosjv6loU2LtYHwfEMwgldglsTNyhZA77+IDwhZYCYHGVHmXiz+6xze/nGxWUYMcwH51gxOfteoLWCplIbz+s7BScoCTg50G0cQtGSnMrETp55kNsBojYkEcJINyE+TDTDg5Dbag7h2HzYgj23getfDbXneBk68DRjZw1e7KBYiNcpmP2CwAQZ0mtv5DiRAv+n5WLSwAez35ljoOc8aE/GgB8WYCWwB1g8YbCC203jNrWOO857v4T0orCuMOUf3IBGfPM9aY+Aa+87JbmOJhYz5QNT+z9jA9bb3oJNBa8wSi4qIfM8YC333uff7MCNu6wdfPL+1MyfRPWjTd/Jk1xti0QygfxT/fTzuy2FNSkNw+4cfv5TPXeNO5ukl31Mq4jeCT15ylazLmS3ABeThcx+RzvBJ1NfLXFuYXPTigGsLhHX+w49fiojI58BrK6YyGWiBTF91UPlnKqUiS1LqKa4MPbw3jUkV8fekc/h54T35R5+8omzAj8s+UVUiEf8MPiG1BcK13cUGGIcdT4NgK6WfvjrI6TzCkyAuNr1cbrvZBtBru6vO0icvWWCmn22AbecLa0Qpxt0kqMiOSb2IbODJbgMD7e9dbeXmeJKPnu/lc1c76BwRLz4btMaYKuTlLvYDnH1/RAbksQ2gwIXIokXEMyf5gPzp5Vack8UPXGPPwNzSarWB7cSYecXZwHtX2/m5MVpEzkUUdsN0PiYpfW/yVZ+S1/bOZaQ1RoKTsx8AfbHVD7wb2QC6B4lM4OSR0xTy64xsAATwwrUsNgDGQlmRyjKOnWHMBFYo6wfeu9rQNhDWRdvAZskHaBt4dZRPXx2oWOidy438yauDnEf82kRyG7DlAygz973ryA8wupgXkwA2q7MUgZOsDfwhmQ+8E9mA3zcxvx8KPp+QzMnLbS/P914n0eoH0H3IOpnsvh6PwMwDOmJq8maiySLHF574APDvf/vF/GfkeHKx8dN9bo5UsHu56+cgEt3kQjK5VIlA6qKRLRAquB+/4CoplxvvZMYRrxKJ+GfwzW+/mP+MHBcbz7SxTCIQ8YE8R8+fGDM3A1Uleu9qK5+8PEyTRrhKnVU75OOXB3lysYGd0/uJDVzAa3wn9O0f+IB8ETJ7w5XSq7RSyvRVi0zvCdnKNLeSEcDf+08uZht4H3wG+RhFdlTtxy84tsClQVtAxNsAuweJ+Gcw75VkG8fHLw9UQB7e+2+SfmDRWeKA19gGWG2Bj57ZbOCjZ1xSGtuAlcKO+oG+c/K5qy3tB8p2PpItQDInL6c2ref7gQToNzRbIDAnPzsb2MlwHuX//e7L2Scgx5OLjXz6ygtZW22AFf/96Jlnf6Gg5tzO94xkC0RC6Zy+Rj/HJugzuN71crHpaBuIpzIxPi62AZYx870bz4ijWlqveMbM5bYT5/jJg3kshB5feLKT5/tBvv1sT/sBy9QcWyw0gZPPPOiEMiBnaQPaBnxL6ysanOwjjR/sGXx+Ao/+Ph0LLTbAxqIifCx0selmhhrFnIxsAM0br6N8TORxKtPjcY+OULH/9NVR3rnkk9I/+vSG3ojD73EbcTePqUUZG5u+k03naAp7QMi/85ztq/brerHnK6WBgogi5CLeGf7RpzciIvL+O9gzcM7JO1NAKEKIfU2f860mXF/1YUpKKbbA5XZpNSEchu9t9+8J28r06asjxVj6QmQDTEAefuPZ7UAnbsuoZpv4L+oM30uAGSYp9d//kmxVvJyCVhG7DeDgZC+7frE5NimlbWDraf0vySpRQmGngAGLDaR+AD1iG/gCuAeJ+KlAN0c/QpwNCGc/wNrAi73sNh38vGcbICnsTyIbYEXgZxsg96HZD5BJ6fdujrLt8Wlal5GPY6euheIDWym1gZORDZBJKWsDwfeysdDTi020B3Ftn4sNoIy4CaB/sZd3iTgvsQFijeHdeEkK5HrmJGcDzjl532AD4RnTsWhkA+j9F/HvLxuLhs+yNuCck+tJr0fEaAOfQSxkiUVFgo5XiIV4G2DvfziPswFfhN6TrO/LbTffEzQe3fSdfO56u8RCoC9+arSByygWYqUNZhsgmFUJOEkA7c55O932TrZEi919PB721b1lR7zRMLTMOABB0VmR1NlaEFr/Zy5oOpzO0jn8+t7ZbcQ5kcPpDAMeImkSxCLk828TzjB2gBRjw/AM4gSDCci/ON2/w+lMVYneu9rOo9iZ98vyDOJ2IrZKpP25dcS/QQUj0WfRZ7DbdPL0ciOH01me7Hq6SsTawLXRBuL7YN6HiHUGcLfvcIdtte/3n+zmkepMlei9q+183heJ98vyDOI9iLGB+J5zbIHl9yxJkQhuA08vN7LtnRyGMwmM+ftwGD4rP7C8h5wfWPZHNCDf9t2c5FHtlIY9SMSvcbEBDpwM51n3IVRb4NIcC/H3XyS1M6sNoKBH2CcPw5ljLAU/MJzli4QfTu4/BdBHz4DxxdF9/zwKTu5eQyxKvCchFhW5iw0wsZBfm/dxIPBq3oNssWhiAwyDPtmHsHWG9/cwnOE2JpGFOXkYzlQsem2wUxG7Lw42vtt0MGD4OvYgyg+8DhsA7TuAkyIPny0j8gjMPKjDUzj9n5nNKgkGDYwZEftGwGicfPDelYj4zRVlvnSdmzeND967hH8rcfRkq0M4LFWK/M+tI/wGox1yaQzIw/0X4apEMYjzwedsz8CSlFoqpSJcUhr/BhUQGm3gw+kZMPf/ctvN78aH0TNsHdeG+x9+LxzUM4ju++dBfY34N5hg8MoYMH3wucgGqCpRbAPMM+CTovg+WFhj+Z9bR+xrzAE5uM6uc/KVaR9n6dPh+ICwgdg2zQC9gbW07R317MIzMIPDxG99GO3hbDvf8h28DXSEj4uZgdY9iGULhMMKjjGssVAkodgC0X7F+GG7H1g+y8SjAQx493IDA+39pMeV/y6zRoYxY42F3kv2ISIWmvahqy2uHXLXPUiEAycTP0Ay6MOBxqPvXm3mz1rv/4dvOBYVyfYhAzj2/pMd3nq+7ef8j5IMMNpAvIfbnwHhB6b799D1ZUQegZkHdTjn5J1pA2E2gXevNrKZgA4KFIg2Yub3LAi5iMhXJyNm0FmRJSliEiJrQP40Whu1EU/Vk23vqIQjPIN3CD2VK+P9jzdRVmMmHF81JqWMBkWoKH02wFgUfBK/Z38GU1JKOEI/qnaTnI8ciQ0QDju2gaeg+K/IAo69e7khJ6L432CCTys4+dU4KTXaAPcMFuAVH7O9if7MsYG0PzO/9w5xT8wBoQGc3Pbd/JyZPShmdDIA/VOjbww28P6TC3g/j3+DSYATcNiYlLL6Gst38DbAJKXxfbCDk5zWmPbn1pGCk3xSxOxBgT0cn48caSzEjU+e/2xISr9IMEri32B+K2ELUOBkbAM8QO+czAAzcoQYgQE84vtgiUVF7OAkYwPhGfSELqZzbrEBA2tMhCxSmfOBjfrn1hH2ISYW7bol/6P8wGcM0AcbuNh0s54OcgQfxcSi9/V4BGYe2PGjX3kqIlwV2Dk3U0YZinG8EYffRQ4rhToEc0wwKLJsxh8SjvDKiJD/2JeX+0C1EUQbMROQh9+If7d1WKmL5o04coZcMOLXxiSlXefkz33J3wt2RGT4PAfMLNf2o8QzMLOWrODkzBp7s2wNkdwG8PNCIsRQvEUWcOzHvvIufI7VBtKklLeBbe+oNoKw97CV0n/6/WsRSd9PZI39DNDb2impfShpIzAkpcT9FxEbc9IYkMd7gSUpZfYgEaMfMLZxfGgEJ0PB4enlJgFvW8e1ISD/3PVOvvTUv8PWllZrUsr4gTgpZUYTW2KhrltYWFQsFIGTzDOwxkKWpFRkeQZWGzDHQuTIeBGRLz29oHQyFhvg3pGnUeEOPd43Fqme3NEPXBM+TiSyAWIvudwuhTszc5V4T37UbAMX0/9zNhAAJCoWfR2xENnKJOL9OPO8g496ZMw8Hvfu+IkPfXLCJEQitoAw3uzD7yJHHFAz/d9hI2UqpfHnqSpRtEEx6HN8H2wIOZeUhnUy9/9y08/OiXEW711t502RHRUs4jVqKPHZqALGbODhXjDBiMjyDCz6JiIi/6zRBijGzHs8Yyb+PMPWiNfFBJ/xu2hpI2CDkfBOMTYQvxvM/f/S0wsJXZQWG/jKe5dwG6bIYp/MXiIi8hMfvici3FSsrnNzC5nVD/zIl9+Bz4uTSlNSSoKT4XlxAXlc8cR/L9x/EVsbAbMHicjMhGBsIH6nPos2jnkPIsBhkSVZYO6/SOQHSAZLuBdWG/izX3wCnxf21dN5JJNSYyx0zQP0sY/jbCDyA58BMLOfdOx+nPLDn60NzHuQ1QYIoN05Nyfo7LjsANBbwUkG/J73cfz1FxEbc9I5t+QDBsaSiD0fYIC4uJWJOYLQcOx/WkfsR7lY9G42wMSiIgtbj42F7uPxfQFmnHP/nnPu/3LOnZ1zX1v53L/pnPt7zrn/2zn3a9Hff8E591vOuW9O///5z2blP/jHj3/gN4IwVgw9LM4wTuq/9BQ3sl/4ya/Of2YqMKGN4LNgC8Tr+oV/8asrn0yPP/V0AVYsjBl2Iw7PmQlGus7Jf/Dn/7SILBN+kMPTR3l9BwswJiLyjz95JSIiv/RTf4Y6L9jAq+OJOs8CjsWBEvNe/rv/0j81/5lp21nYAiRrzPAM4urJX/rnP4TP+6EvXM9//iwC8m99z08vCM8dOS63vfylf+4DERF5dnuEz9v0nXzlXX4fes+YlH7zo+ciYrCBaT8YqbOifYhhThq1Bf79r/3p+c9MUvqhEaAPNvNVCpxcruff+Ikvw+f9uS8tANU1cU++8I6tUvqPP5lsgPADn7veyU/92S+IiMjt8Qyf9+RiM997jsJuC8h/9598T0REfumnfog670empJSd4BF0NayxEDoVS0TkL/957prCYW7rvrybH/iZH/sSfN4/E+3HzD2x7EEiMk+xYWzgg/euZls9nfHd8v0nu9lvW2yAaacUEfnf/sEnIiLyS/8q9778mYk5ycTZHqD367SAk7seH1cuIvKLk10/vx3gc0TuEAsZbCBmafz0D38RPo95F+PDWqi1gJM//KeezPs5g419+b0Lcc6zgBl9xXeN4OTf+UefiggfC93H4/vFmPl9Efl3ROS3ax9wzvUi8l+KyF8UkR8XkV90zv349M+/JiLfGMfxR0TkG/9/e3ceY1d1H3D8+5vNM+PxzHjs8XhfxivGGGyMAbMUbBPcJkAhIoVS4kTQqCK42ZAbIFFIKlWojdKmVRMppbQoTYgikhTaRCVAm4ZWDWAWsbkplDTYxWU31Aa8nv7x3tgDccqcO+N3PX7fj2TN2867v/Gb8+49v/s751bvi4OZ0merg9qhOnCmLmdQWjBzObmrlavPnse8SR1Zg9LCZ4kKHBC2NDYwb1IHG1bPo69z6O0G75CyBqUFDgYBfv7KTiAvQw7wibULGNvSmDXYgGKDoiJTCAAuXDaNca1NfPTsuVntBnZKz76c1weKJMdyzsYONnNCOx8+bTZLp+d9bsPtAzk7w44xTczoaWPjuoXZc50H5JSd9nQUS04OfM451QIA1733GNpbGjlzQW9WuyKVewfX+Mk7GLl05UwmjG3ht8/oz2o3t7dy1n5Lwf1A0WqBHPP7xnHJSTM4pb8nq93BdZbytlukD/SMbaGvcww3nLc4q1pg8H4tp0KqaNXYwKWac/cDf3BDLs/pAAANDElEQVTRcbS3NHJy5mcwpauViLz1W4pULAFccfocpnS18sFTZ2e1G0gQP1cdsA/VwSmV+X0gZ80EgOOmd3He8VNZs2joCQ84uHhvbuVkkWOhvs5WJoxt4Q/fvzRrgF/0e6Fogn7AsVPy+sCXLzmBtuZGTpg59PO7DQ3BlK5W2lsasxJ/B7+D8o6FNqyex6wJ7fzGoGT2UMzqqewHXtwx9BNwMDClvpK8HaqBwfnMCe3v8sq3O2l2D2uPmcT7lk7JajfQB/IT9AerV4dqRk87na1N/Omly7LGLLnrJA04sNZYZnJywKKMpSUigps/tIK25kaWTBt636ksQj6GrrbmrERckYolgKvOmsuiyeM4//ihnyQcrUqpCUopbYZ3PUu2Eng6pfRM9bXfAi4Anqz+PKv6uluAHwG/d3iiHV0WTK5k/8/KOLMBxQ4IB9b9OGdx3uAe4JpzF3LNuQuz2hQ9GDmw+G/GAXlEcPcnfyVrOwPWHtPH3Zufz1oZvejByOpFk7j1/i1ZUwigso7HE19Yl9UGDh5Q5AxSipbvXrR8OhcNqiwZqmOqa42smjshq91wBqUXLR96VdWAz513bHabqYWrxvIX/21qbODejauztjNg5Zwe7v/ZK1k77KKD0nOXTOb7j25j9oShTyGAylnLJwv2gdyzREUPyC87eVahM0RLp3cDcOKsvGLSno7KAXnOVbEGfrcPrZqdtS2AG9+/NLtN0eRkZ2szDcGBtUeGorW5kfuuW5u1nQHHTOlk87bXs9r0FEgOA5wxfyL3PvUSfZ15A4G5vR2F+sDU7jae2/5mVtKpyFpvAFee0c+VmYlJ4EA10HEZgw2o/N+3NjdklfV3VxMyl5+S31f/7NJl2W0GX6EyR2drZTpyTt8Z19rMg589J2s7A6Z1tx2oZBmqCR3FqgWWzezm4We3Z10tDyrJzM2/X2w/sCuj0gwGnaTKTE5uWDOfDWvmZ7UBOHPBRP747v/IWvMFKt9D49tbsiqdBr67cpNHADetPym7zUD1af7FQJqrfTxn/bsWHr3h3KztDBjX2pRdDVR0PDC3dyz/+eLO7EtKnzirp1AfmNrVmv27DRyL5vaBjesWsXHdoqw2o9WRPFlrGrBl0P2twMnV230ppW0AKaVtEfFLsxAR8RHgIwAzZxYrGx1NxjQ1sukza7O/rPp7O+hub8464xMRhbZV1MSxYzh5Tk/2YGPF7B4e3fpa9sFuUV+5bDmvv7Una1Da095Cd3sz/b15g8vPn7+ET71nYdbaLcNxxvxetr32VtZZg3GtTayc08Pp84ZeAjocXe3NPHD92uyzl/29HUwaNyZrAbSWpgbuv34NPRkD2eGY2t3GibPGszyzD6yc08PWV9/MGmwMx9evWMmOzB32pHGtdIxpylqjAeBLHzieL5x/bNYgcTjOXNDLrr37M5NOY1g2s5tVGWXQwzG1u437r1uTvZDy3IljmdXTnnVAPq61mfuuW0NvwbODueZMHMvS6V2cMCOvD5zc38Mbu/fRlDm1pajvXbWKN3fnTaec2tXGmKYG5kzMS7T/xQdX8MbufVl/k8Nx1sLe7IqIad1tLJnWyamZCfOi5veNK/R32T9xLNteeyurTV9nKz+5dk12YqyoBX0dLJ7SyQnVBOxQndLfQ2tz3lST4bjrk2eyZ2/ehMoZ49tpbgz6M/cD37zyFHbtzetvw3H2wkk807Mzq82sie0smjzuQNLwcFs2c3yhv8v+3g727Mv73Pp7O/i3a1cfmOp7uC2e2snCvnHZVcer5k7Ims46XD+5dg17M6bJQaXSqSHy1qsC+LsNp2f3t+FYvaiPV3bmVWPNm9TBgr4OTprtCiS/TKR0eD7EiLgbmHyIp65PKd1efc2PgGtSSpsO0f5i4NyU0pXV+5cDK1NKGyJie0qpe9BrX00pveunvGLFirRp0y9sSsDeffvZsWtvVumiRtb2N3bTMaapZgMHvd2efft5Y9e+7DNuGjmv7txN56DFB1Vbu/fu5809+7KrUTRyXt6xi/HtLTVLNOrt3tqzj9379tfshJN+0cs7dmVfoVIj5609+9i7PxWejqbhe2nHrsJToXTki4gHU0qHXGP3sPW6lFKx+t+DtgKDa+KmA89Vbz8fEVOq1TJTgBeGua2619TYYFKmZP7/l6u5sYGudpNiZRpfo6o2HVpLU0NWNZxGXm6Vk0ZWa3Nj9lQAjSz7QLn8+y+fSZn6dSQfgT0AzI+IORHRAlwC3FF97g5gffX2euD2EuKTJEmSJEkalrIul31hRGwFTgW+HxF3Vh+fGhE/AEgp7QWuBu4ENgPfTik9UX2LG4FzIuIp4JzqfUmSJEmSpFHlsK0xcyRyjRlJkiRJklRr/98aM0fyVCZJkiRJkqSjmokZSZIkSZKkkpiYkSRJkiRJKomJGUmSJEmSpJKYmJEkSZIkSSqJiRlJkiRJkqSSmJiRJEmSJEkqSaSUyo6hZiLiReDnZccxDBOBl8oOQiqRfUD1zj6gemcfUL2zD6jejeY+MCul1HuoJ+oqMTPaRcSmlNKKsuOQymIfUL2zD6je2QdU7+wDqndHax9wKpMkSZIkSVJJTMxIkiRJkiSVxMTM6PK1sgOQSmYfUL2zD6je2QdU7+wDqndHZR9wjRlJkiRJkqSSWDEjSZIkSZJUEhMzo0RErIuIn0bE0xHx6bLjkWopImZExD9FxOaIeCIiPlZ2TFKtRURjRDwcEX9fdixSGSKiOyJui4h/r+4PTi07JqlWIuIT1WOgxyPi1ohoLTsm6XCLiJsj4oWIeHzQYz0RcVdEPFX9Ob7MGEeKiZlRICIagT8HfhVYDFwaEYvLjUqqqb3Ap1JKxwCnAB+1D6gOfQzYXHYQUom+DPxDSmkRcDz2B9WJiJgG/C6wIqW0BGgELik3Kqkm/hpY947HPg3ck1KaD9xTvT/qmZgZHVYCT6eUnkkp7Qa+BVxQckxSzaSUtqWUHqre/l8qB+PTyo1Kqp2ImA68F7ip7FikMkREJ3Am8JcAKaXdKaXt5UYl1VQT0BYRTUA78FzJ8UiHXUrpx8Ar73j4AuCW6u1bgF+vaVCHiYmZ0WEasGXQ/a04KFWdiojZwDLgvnIjkWrqT4CNwP6yA5FK0g+8CPxVdUrfTRExtuygpFpIKf038EXgWWAb8FpK6YflRiWVpi+ltA0qJ2+BSSXHMyJMzIwOcYjHvJyW6k5EdADfAT6eUnq97HikWoiI9wEvpJQeLDsWqURNwHLgqymlZcBOjpLydendVNfQuACYA0wFxkbEb5UblaSRZGJmdNgKzBh0fzqWL6rOREQzlaTMN1JK3y07HqmGTgPOj4j/ojKVdXVE/E25IUk1txXYmlIaqJa8jUqiRqoHa4GfpZReTCntAb4LrCo5Jqksz0fEFIDqzxdKjmdEmJgZHR4A5kfEnIhoobLY1x0lxyTVTEQElXUFNqeUvlR2PFItpZSuTSlNTynNpvL9/48pJc+Uqq6klP4H2BIRC6sPrQGeLDEkqZaeBU6JiPbqMdEaXPxa9esOYH319nrg9hJjGTFNZQegd5dS2hsRVwN3UlmF/eaU0hMlhyXV0mnA5cBjEfFI9bHrUko/KDEmSVJtbQC+UT1J9Qzw4ZLjkWoipXRfRNwGPETlSpUPA18rNyrp8IuIW4GzgIkRsRX4HHAj8O2IuIJK0vLi8iIcOZGSS5VIkiRJkiSVwalMkiRJkiRJJTExI0mSJEmSVBITM5IkSZIkSSUxMSNJkiRJklQSEzOSJEmSJEkl8XLZkiTpqBcRE4B7qncnA/uAF6v3V6aUdpcSmCRJqnteLluSJNWViLgB2JFS+mLZsUiSJDmVSZIk1bWIWB8R90fEIxHxlYhoiIimiNgeEX8UEQ9FxJ0RcXJE/HNEPBMRv1Zte2VEfK/6/E8j4jOD3ndjRDxe/behvN9QkiQdyUzMSJKkuhURS4ALgVUppROoTPO+pPp0F/DDlNJyYDdwA7AGuBj4wqC3WVltsxz4zYg4ISJWApdVnzsVuCoilh7+30iSJI02rjEjSZLq2VrgJGBTRAC0AVuqz72ZUrqrevsx4LWU0t6IeAyYPeg97kwpvQoQEX8LnA6MAb6TUnrjHY8/enh/HUmSNNqYmJEkSfUsgJtTSp9924MRTVSqZAbsB3YNuj34GOqdC/al6vtKkiS9K6cySZKkenY38IGImAiVqzdFxMzM93hPRHRHRDtwAfCvwI+BCyOiLSI6qo/fO5KBS5Kko4MVM5IkqW6llB6LiM8Dd0dEA7AH+B3guYy3+Rfgm8Bc4OsppUcAIuJW4IHqa76aUnps5CKXJElHCy+XLUmSVFBEXAksSSl9vOxYJEnS6ORUJkmSJEmSpJJYMSNJkiRJklQSK2YkSZIkSZJKYmJGkiRJkiSpJCZmJEmSJEmSSmJiRpIkSZIkqSQmZiRJkiRJkkpiYkaSJEmSJKkk/wetUuxo90KW2gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(19,5))\n", "plt.title('Onda senoidal com frequência de 7 Hz')\n", "plt.plot(time, amplitude2)\n", "plt.xlabel('Tempo')\n", "plt.ylabel('Amplitude');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adicionamos as ondas senoidais:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "amplitude = amplitude1 + amplitude2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotamos a representação do domínio de tempo para a onda senoidal resultante:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(19,5))\n", "plt.title('Onda senoidal com múltiplas frequências')\n", "plt.plot(time, amplitude)\n", "plt.xlabel('Tempo')\n", "plt.ylabel('Amplitude');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculamos a representação do domínio de frequência:\n", "\n", "- Amplitude normalizada\n", "- Exclui a frequência de amostragem" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "fourier_transform = np.fft.fft(amplitude) / len(amplitude) \n", "fourier_transform = fourier_transform[range(int(len(amplitude)/2))]\n", "\n", "tp_count = len(amplitude)\n", "values = np.arange(int(tp_count/2))\n", "time_period = tp_count / sampling_frequency\n", "frequencies = values / time_period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotamos a representação do domínio de frequência:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(19,5))\n", "plt.title('Transformada de Fourier retratando os componentes de frequência')\n", "plt.plot(frequencies, abs(fourier_transform))\n", "plt.xlabel('Frequência')\n", "plt.ylabel('Amplitude');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }