{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Make sure retinatools is in the python path\n", "import sys\n", "sys.path.append('../') " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pylab as pl\n", "from retinatools.library import filter_video_BO, get_BO_response, compare_to_file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cell 229" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fitparameters = {'xoff': -1.0, 'yoff': 7.0, 'rcenterB': 12.5, 'rcenterY': 15.0, \\\n", " 'tau1': 7.5, 'tau2': 120, 'delay': 0, 'beta': 2.0, 'alpha': 2.5, \\\n", " 'tau3': 1400, 'kL': 0.09, 'kM': 0.053, 'kB': 0.17, 'offset': -0.049, 'dt': 1000/150.}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lum_signalL, lum_signalM, lum_signalB = filter_video_BO('../stimuli/1x10_256.mpg', 9750, fitparameters)\n", "Rpc = get_BO_response(lum_signalB, lum_signalM, lum_signalL, fitparameters)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7802624476726236" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_to_file('./data/File229Bon.txt', Rpc, fitparameters['dt'], 0, 2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cell 178" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fitparameters = {'xoff': -7.6, 'yoff': 9.5, 'rcenterB': 10.0, 'rcenterY': 14.0,\\\n", " 'tau1': 10.2, 'tau2': 86, 'delay': 29, 'beta': 0.0, 'alpha': 4.9, \\\n", " 'tau3': 280, 'kL': 0.01, 'kM': 0.051, 'kB': 0.12, 'offset': 0.025, 'dt': 1000/150.}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "lum_signalL, lum_signalM, lum_signalB = filter_video_BO('../stimuli/1x10_256.mpg', 9750, fitparameters)\n", "Rpc = get_BO_response(lum_signalB, lum_signalM, lum_signalL, fitparameters)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8153849801352536" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_to_file('./data/File178Bon.txt', Rpc, fitparameters['dt'], 0, 2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cell 302" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fitparameters = {'xoff': 2.1, 'yoff': 4.7, 'rcenterB': 4.9, 'rcenterY': 6.2,\n", " 'tau1': 7.8, 'tau2': 75, 'delay': 24, 'beta': 1.9, 'alpha': 2.5, \\\n", " 'tau3': 550, 'kL': 0.070, 'kM': 0.068, 'kB': 0.28, 'offset': -0.065, 'dt': 1000/150.}" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lum_signalL, lum_signalM, lum_signalB = filter_video_BO('../stimuli/1x10_256.mpg', 9750, fitparameters)\n", "Rpc = get_BO_response(lum_signalB, lum_signalM, lum_signalL, fitparameters)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7320091829732691" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "compare_to_file('./data/File302Bon.txt', Rpc, fitparameters['dt'], 0, 2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1.3)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WqDFAeejYDPe8PAmednWbiDlhnXGsdICu6yVN034buA+wA/+i6/qrmqb9GfCsrut3GPfdpGnaYaAM/L6u63LF3wCypawVlQNpTSAIQutky1kApnNz6gaJzAmCIKweI81yrmDn//3aCwQ8Dm79jZ3qPhFzwjqzopgD0HX9h8APF932JzX/14HfNf4JG0iunKsTc36Hn2KlSLFcxGl3buDIBEG42DEjczP5eXVDrZhzh0CzSWROEARhJYppcHj5m/uHSeZLJPMlomUPEYBcfIMHJ2w11ssARbhIyJUWiTmnMjCQ6Nz6Iu+nsBUxxdxUIYEO9WmWNht4wyLmBEEQVqKQoeTw8vVnTnNlv6qVe8WcOiUyJ6wzIua2GNlStqFmDhBHy3XkZOIkb/36WzkcPbzRQxGEdSVXVmIuWymS0rT6yByoujlxs7zo+Nbxb/EHj/wBf/DIH/C/X/3fGz0cQRAKaeaLLgJuB//wy68D4NBkDhweEXPCutNSmqWweciVcnjtVTHnM3qcSCRp/TiZOElZL3Nq4RSXRS7b6OEIwrphRuYAZhx2gg1iLiw1cxcZ6WKav3rmr/A5fNg0G/eN3cd79ryHTm/nRg9NEC5Z9EKa+ZKDX3jDDnaEfezu9PPyeEI5WoqYE9YZicxtMRYboJiROWlPsH5EcypXwuzpJwhbhVoxN+3ygMNVf4AvImmWFxkPn3mYfDnPp9/5ab5w0xeo6BV+NPajjR6WIFzSFHMpMrqbHWG1oX5Ff4hXJxZEzAnnBRFzW4wGAxSpmVt3YkaamYg5YathplkCTLu9jQdIZO6i496xe9nm28Zrt72WvR172du+l/vG7tvoYQnCJY0p5rrb3ABc2d/GeDxLydkmYk5Yd0TMbTGypSwee01rAoekWa43VmSuIBOysLXIlrJEPKqf3LSziZgzDVB0/QKPTGjGQmGBx8Yf4+aBm7Fp6nJ+88DNPD/zPFNm43dBEC44lXyaDG62tan12BWGCcoCPhFzwrojYm6L0axpOIiYW0+iWUmzFLYmuVKONncbYexMO5uUVPsiUClCPnnhByc08ODpBylVStwycIt1m/l/SbUUhI2hWC6i59Nk8NBtiLnL+5SYmyt5RcytgK7rlCvljR7GpkLE3BZjKTGXKUnN3HoRy6k0s4X8wgaPRBDWl1w5h8fuoRs70/Ymlwefitqtp6NlsVzkU89+ij994k/5b0/+N47Gjq7bc2917h27l/5AP1d2XmndNhAa4GD4oKRaCsIGMJuZ5U1fexPP2HNkdDddAZVmGfI62RXxMZl3i5hbhkfOPsL137qev3jmLzZ6KJsKEXNbiIpekZq5C4CkWQpblXwpj9fhpbsCk+jE0oX6A3xh9XMdTVAOxw7zxVe/yP2n7+e7J77LN459Y92eeyuTKqR4euJpbhq4CU3T6u67eeBmDs0d4szCmQ0anSBcmkykJyhUCtzrBd3pw+WoLrOv6A9xKu1UYk5S1evQdZ2PP/lxfuuB32IuOyetn1aJiLkthOlEVyvmXHYXTptTxNw6ImmWwlYlW1ZuuF3lChN6iX94aLj+ADMyt44mKOb59PkbP8/+jv1MpifX7bm3MkdjRynpJa7pvqbhvvfueS92zc63T3x7A0YmCJcuqUIKgMc9TvRFJlKX9bYxnnOpVPVidiOGd9Hyk7M/4ZvHv8kvH/xlbttzm1wHVomIuS2E6URXa4ACKjonYm59KJaLLBRUeqWIOWGrkSvlcNvdbCsUyNh1js7M1x9wPsScEemOeCL0+nuZTk+v23NvZcx01Ga9Lrv93Vy7/Vq+P/x9iuXihR6aIFyyJIuqnjhlt3EmUJ/Z0BV0KwMUkFTLGnRd53MvfY7tge38x2v+IzuCO4hmozJ3rQIRc1sIMzJXWzMHIubWE7NeLugKkigk0CVVQthC5EoqTXtbIQ/ASGy8/gBvh/q5jmmWZquPsCdMb6CXidSEnFctcCR2hE5v55LNwX9+/88Ty8V44PQDF3hkgnDpYkbmbLrOcW+9YOsMuFjQVemLiLkqj44/yuHoYX7jqt/AaXPS4+9BR2c6Ixt7rSJibguxlJjzOX0i5tYJM4qwJ7SHUqVEtiSpEsLWwTRQ6smr+WImM02uWOMq5mkHzbauYi6aixJ0BXHZXfT6e8mUMnz56SP87yfG6g9ckLSbWo7EjnAgfGDJ+9/S9xb6A/186/i3LuCoVo8Id2ErYYq5N2dzHHVMU9Er1n0Rv0TmFqPrOp9/6fP0+fu4bfA2QGUWANJeZRWImNtCZMtKWNTWzAH4HX4yRXGzXA/MyNzu0G5AUi2FrUW2nMVjc9JTUulBmmOBU9GaucNmU9G5dXSzjGajVm+7Hn8PAH/7yLN84bHR6kETL8CnDqifAvlyntH4KAfDB5c8xqbZ+OC+D/LM1DOcTJy8gKNrnXKlzG3fv42vHfnaRg9FENaFZDGJhsZ7UmkWyHJo9pB1XyTgYkEXMVfLoblDHJo7xK9d+Ws4bU6geh2Yyiwj5l76Bpx9dvknf+5LMH1pGKmImNtCZItLiDlJs1w3TLOGPaE9gDhaCluLXCmHBzvdJRWNszkSjM6m6g/yRdY3zTIXI+xRLpnmRTxemOHsfJa8MQ6iI+rn9Kvr9rqbmRPzJyjrZQ5GlhZzoFwtAZ6dXmHRs0EcmjvEqYVTnIif2OihCMK6kCqk8No8XJvNYsfGI2cfse5TkTlJs6zF3Gh6c++brdt6fIaYWy4yd88fwOOfXvr+Yg7u/B14/svrMMqLHxFzW4ilDFB8Th/pkoi59aA2zRIkMidsHcqVMsVKEQ8afl3HWXGgOROMzi2aO3yRdTdAiXhVZK7X3wsoEanrVKOCKaN2InZxRpguNEdiRwCWTbME6PapdKXYOkZS15OfnPkJIPOosHVIFVN4NDdtFZ0eV5ixhTHrPq/LTskZVL/k4hsyvosN0/Bqm3+bdZvP6aPN1ba0mCvl1fsXHW1+P8D8SUCHS6QfsIi5LYQYoJx/otmoqikyIgiyCBG2CvmyMj0xZw8/PryeLKOzi+YOb3jdWxOYaZad3k7Q7Xi86gJsvXZqRv2cH1u3193MHI0eJegMsj2wfdnjXHYXQVfQ2oS62PjJWSXmTIdgQdjsJAtJ3Kh0wV5vF5Op+lpfl98wkRIxB6hUyrAnjNvurru9x9+ztLOxtbk3CpVK82PMbI5LJAIqYm4LYZpxNBNzUjO3PpgpYSF3CJA0S2HrYM4frooypAjag7g9aUbnFqdZhtctzdJs9RH2qjTLaKpIpRhiV7eq2bNe2xJzEpkDw/wkcqChWXgzIp6IlR5+MTGRmmA4rvoYLlwiu+fC1idVTOGq2AHYEehp6JfWFvST19yXjMhYien0tJVBUEuPv2fpmrmkIeZKWUguYYwVEzEnbFLMxdjimjmfw0emlBHXsHXAjCJYYk4ic8IWwUzT1vMlANqd7dgcKUZn0/Vzh1kztw7ziWkoZEbmHj42Q6UYwuNdoCvo5qQZmUtLZM6kVClxfP74iimWJhFv5KKMzJm1RFd1XiXzqLBlSBVSOEtqad0X6COai1pZD6Dq5lL4LxmRsRLTmWnLvbKWHl+jELZI1Yg8U7QtxozMXSIbRSLmthBmmmUzA5SKXhEb/XUgmosS9obx2D24bC7ZURa2DOb8UcqqhUeXL0KRBIlskflMTfNWXxgqRSikmj3NqrAahhs1cw8encGtRVgozrKn01+t1zPTajJRyF3a59xYYox8Ob+sk2UtF2tk7pGzj7AjuIOruq6SDAdhy5AqpnCWVMS8L7gDoC7VsjPgIqH7LDF379i9l7QF/1R6asnIXCKfaL5uTdWkX0aXEHMxo57uEhHNIua2EObOerM0S4BMSVItz5VYLkbEE0HTNELukCxChC2DKebKGZXi2BvsIV9Jg1aqd7T0KeG1HqmWiyNzT4xEGQj1M5OZYXenl5OWmJsFj4qGX+rRuVPJUwDsad/T0vEXY2QuU8zw9OTTXLv9WkLuEOlimmKluPIDBeEiJ1VI4VDJDfS27QSoizBFAi7mKz70bIKzybP8/k9+n28e++ZGDHXDyRQzLBQWLA8Ci1NP0lNSb2JToZucBjSwu1eOzF0im38i5rYQuVIOh+awenWYmGJOTFDOjYpeYT43b9moh9whSQ8StgzmDmg5q37uDPcDoNlT9SYo6yjmzIhRxBMhWyiTyBbpD/ZS1sts6ygQSxeIp3OQnoXtb1QPusTFXLKQBKDN1dbS8WFPmGQhSaFcOJ/DWhUn4icoVAq8oecN1t9h/l2CsFnRdZ1kMYmzWKGCRm9oAFgk5vxuErqPcjbOA6cfALjoNlsuFDMZlT7fEJn7wb+j55XvA0uIudQU+LsgvLu5o2UhA8kJsDlVmuUlUGIkYm4LkS1lG1IsQdm8goi5cyWej1PWy1ZKWJurTcScsGUw6zoqWRWh629XTolOd4qRWhMUtyEi1mHHszbNMppWr99vtCcI+tVrnj57FvQy7PgZ9aBLXMyljPTWoGlxvgLmfGVGQS8G5rJzgEqlkvpjYauQL+cpVUp4ShVKNg/dgR40NCZSE9YxkYCLBXxUsnEePP0gwEWZBn0hMA1O6iJz5SLMn6Inrt6z5mJuBoLdEB5sHpkzUyy7L4dKCS4BA0ARc1uIpcScRObWB7NXk5kSJmmWwlbCTLPUsjnK2IgYoqq7vVg1IgFwB9TPdaiZi2VjeOwevA4v0ZSKHO0MqYig06POramJ0+rgyCB4Oy55R8tkUUWw/C5/S8eb89XFtGCcyygx1+nttMSctCcQNjupopoTA5UKFYcXp81Jl6+rLjLXGXCzoPuJFZK8MPMCcHFttFxIzNYDZpNwAOKnQS/TPX8WoLmjZXIKAj0Q2aN6jy5uT2AKvL6r1c9LINVSxNwWIlfONTQMB/A7jJq5S2B34nyy2KxB0iyFrUS2rNIrtXyWnM1Hp68LgHBbvr5xuMsQc/n1MUCJeFUNqhmZGwyriGBRi+GwacRn1EWdQDd07JbIXCGF11gotoI5X11MqVxzuTk0NMKesJVmKXOpsNkxU4WDlQoVIyOqz9/XUDO3gI9HHUV0dPZ17LuoNlouJNOZxobh5madS68QdoWa95pLTavrQXgQynlYOFt/f3SRmLsEjOpaEnOapt2iadoxTdOGNU37w2WO+4Cmabqmades3xCFVsmVcnid3obbJTK3PtTW9wCEXCFxsxS2DGZkzpHNULL7rNrQgD/LqWiaUtnY/XStX2SutmH4XFJF5na0dxB0BpnNTrMz7CMdM1KUAtugY0DtxF4knEme4a7Ruy5o25dUMUXAGWj5+IsyMpedo8PTgcPmkDRLYctgpkC3VcroxrqrN9Bbl2YZ9rtY0H086HPT7+/jzb1vJpqLXpKto6bSU3S4O+obhtfM7z3OYGOaZaVSTbOMDKrbFjtaxkaU2GvrU79fAo6WjpUO0DTNDnwWuBE4C/xU07Q7dF0/vOi4IPD/AU+fj4EKK5Mr5fDaG8WcVTNXEjF3LpipEGFPmIl4lpA7RK6cI1/O109GgrAJMcVcoJKn4grgsrtoc7XhcqUplnW+8sr3+YdX/hJdr+Dd2c+XU+MMnONrRnNR+vzqgjtnROYifjc9gR4eOvMQ6c7H+FvG+Ydd2/He/2/5Svub2Jk4A+US2Fe8fJ03JlOTfPLZT3L/6fup6BV2h3ZzeeTyC/LayUKSgGsVYu5ijMxl5+j0dgJqUwwkzVLY/Jgp0O2VIpqRBt3r7+XHp35MuVLGbrMT9rmI2tw87fXwod43EfFGyJfzZEoZa+P9UmE6M93oZBk7CZoN9Ao9motTi8VcJqpqqAM9KjIHSrwNvrN6THRU3Wc6IEuaJQBvBIZ1XR/Vdb0A/CvwvibHfRz4KyC3juMTVsFKNXOSZnlumPnwk/M6b/nLB5lJqNNHonPCVsBsbdKh59EMsdDp7QS7WqA8fOYRXHYXv7j/F0nYbNwRP7zkc7VKLBerio1UAb/Ljtdl57Vdr2Uhv0DQ1c6ViTDvS+eYz8d51qGrgvaF8XN+7XPhL575Cx4df5Sbdt0EVGvALgSpQoqgqzXzE1CtanwO30UVmYtmo5aYM/8WmUeFzY4ZmevQi2iuapplqVKyTH8cdhsT7QmKmsaNnVdX57+L6Py8UEynpxudLGOj0HUAnH56yxUm05P1UUuzYXiwG4K94PA2OlrGRlQ9nWnWdQlE/VsRc/3AmZrfzxq3WWia9jpgh67rdy/3RJqmfUzTtGc1TXt2dnZ21YMVlmdJN0uHuFmuB5lSBpfNxfi8SgcbmVRpZ5IeJGwFsqUsGhohcpbJSae3k7yuvt9jyWFe0/Uafu8Nv88bCiXuy5w6p9Sgxa0+oqk8kYCKcP/Jm/+Epz78FB/d/d9535yP/1Tw4nV4Oa6r6N1GmqBMp6d55OwjfOjAh/gPr/8PwIU1MEgWkks7WR7+AfzovzTcHPFGiJ58GL7z6/DCVyCzaLxTL8Mj/xO+8kEYeWj9B72I2sic3WYn6AyKmZSw6TE3fMOVAjZjDu0NKCOp2rq5M6HT7CkUeY17W3X+MyPnpULj+blFmcpM0e1vIubCeyC8h758hkwpUx+1Txo1dIFusNnUsbWOlvmkqqkLD4Jn/ZyXL3bO2QBF0zQb8CngP650rK7r/6Tr+jW6rl/T1dV1ri8tLGIpAxS7zY7X4RUxd45ki1l8Th/zRlPlwxOqqaUsQoStQL6Ux2lzE6AamYt4IiQKMUI+jVjhLEPtQwDcUrBxupzhSOzIml9vcauPaLpAJOCy7tc0jb6Qly4SFNwRhjqGOF4wFjwbWDf33eHvUtbLfHDog3R4OoALm8KYKqaWTrN84u/hib+rLngMIp4wsfkReOW78IPfgi/fXu29NP48fP4d8OCfw8gD8Mq3z+v4dV1nLjtnfe4AbW5p8yJsfkwDlHAlj8OjMqLMNHJTzB2JHiHhnOXnkym0mpph0y2bBz8Of38NlPIXePQXlmwpSyKfqE+zrFSUwVV4N4R305dS78l4qiYTI1Uj5sBwtKyJzJkGWeGayNwlUDPXipgbB3bU/L7duM0kCFwBPKxp2hjwJuAOMUG58ORKObyOxpq5sbk0PodPxNw5kill8Dq8xDNFAGbidkAic8LWIFfO4dDc+MmieQwx540wl52jvyuFTpmhDiXm3oUPB3Dv2L1rfr3FrT5mk3k6A/W1p33tXrq0BClHmH0d+zi2cArd0w6nn1zz654LpUqJ7xz/Dm/pews72nZsSApjspBsboCSS8D4c+r/w/fX3RWxe4naNbjt0/Cu/6YicXPH1Z2vfg80O/yHV1Uvv2ZNeNeRhcICxUqRTk+ndVvIHZKaOWHTY66xInq+ITJnmqB86/i3sOHktlQKUtP1Na2VMhz6hqoLO/nIBvwFF46mDcOTE8qdMrxHibmESqmcTFWjmlaapSnm2rarVgUmC8axoe3g8qu57RJI4W5FzP0UGNI0bbemaS7gl4A7zDt1XU/out6p6/qArusDwFPA7bquP3teRiwsSbM0y0S2yE2ffoRSySU1c+dItpTF56hG5vSyEs4i5oStQLaUxaG58Gs57B6VxhfxRsiUMgRDaiGyr2MfAO2uIG/Cx30n71tzquXiVh/RdIHOmsgcQH+7l04twbzWzv6O/SwUFpg+cBMcvRuK2TW97rnw2PhjTGem+fl9P2/dFvaEL2iaZaq4RM3cyUeVMYBmhxM/qrsrrGtE7XaI7IWrfkHdeOROFZ07ehfsfoda/CzVhHcdMYVvl6+andPmOrfIXK6U45d/+Mu8NPvSOY9PENZKspDEgZeglrcMUPxOP22uNibTk6SLae4evZvtzjcRqADJ6Wp0PxuFU09UI09H7tygv+LCYLpU1ok5M+OiY7dKsyyoOu66yFxyWkXcjJpEgj1KrJmtcpIT1ds1TaVaSpol6LpeAn4buA84AnxT1/VXNU37M03Tbj/fAxRap1lk7pXxBIVShUrZJW6W54gZmZvPFOkMuNjVrnaWZUdZ2ArkSjnsmhs/ORxeJRbMuqac8wi6bqfLo3rA4Q5wS9nFRHqCQ3OH1vR65qI+7AlTqejE0gUi/vrIXJtbI8wC03rIEpLH+1+j2iKc+PGaXvdc+N6J79Hp7eTaHddat0W8kQsm5orlIvlyvnlkbvRhcPqUWBt5CMrF6hhLJeI2G6X2AWXX3f96JYhnj6oUpQPvMQ7coxaT+eR5+xtms6pe3vxuwbn37JxIT3Bo9hDPTz9/zuMThLWSKqaw48VHXp2LBn2BPh4bf4x/e9+/JVPK8JrQu4nqISrJKZw2JyF3SG1uvfIdcPph3y1w7IcqUrdFMXvM1aVZmumS4T3QsZtQpYLP7q6rN7R6zJkEVeTTis4lF0Xu3G2SZmmi6/oPdV3fp+v6oK7rnzBu+xNd1+9ocux1EpW78FT0iqqZWxSZe3lcfYlLJfdFl2Z5KpqmUtk8vVWyxSxep5d4pkC7z8V1QzvQdRuzl0ixsrC1yZVz2HDi0Yo4varWwFxwT+VfppLv4kxURaVxBbg+X8am2Xj07KNrej3T3a3T20kiW6Rc0etq5gC0bAy7pjNRDFgpnsddTvB3qYXPBeal2Zd4W//b6hp2hz3hC1YzZ1qfN62ZG30Idr1VCbN8As48Y90VyafRNY15h9HO4cB7YOJ5eOaf1O/7361+Wlbf5y/V0vzca2vmQq5zS7M0nTDnc/PnNjhBOAdShRR23YOdSjVyBFweuZzpzDQOm4Pfff3vcjB8BTN6O8W4iiJFPBFi2TllYLT/Vrjy5yE9C2e37lL6bFI1+t7mq2kYHhsFm9PIEtiDBvQ5Ao01c8EaAWj+PzlZ/envArsxR3tCkmYpbB7yZVUsu9gAxRRzuYLjokqznE8XuOGvf8I/PXp+6zPWk9o0yw6fk+v2b0MvBTg2O7HygwXhIidXyuHQ1WLf5jbSLI16tkw5SSXfw+ickcriChDMp9jdtpujsaNrer3J9CQ+h482VxtRs8fcopo5M+VoLBck6ArSH+jneHwELvtZOH5fNbXmAhDNRonmopYJjEnYE66aF5xnTOvzhjTL+BmIDqteS7uvVQuiE/dZd0cySuRE88Y4D9ymfj77Rdj+BmgzdreXasK7jtSKeJOQO8RCfmHNKbumELyYeukJlx7JYhJ7xdiQqukZ91/f/F955sPP8NV3f5V/c8W/oSvoZlYPUTGMisKeMNH5UcjG4IoPwNCN6hw+ujVTLcuVMneO3Mlru15bH4CYPwkdA2CzQ1s/2N304aiPzCWnIFAjAJtF5mrFnickaZbC5iFbUvUjzdIsAQoFJ8nCooVPcgru+2NlhXsuTL8Kd/4OvPg1WGhN2Mwk85QqOl96fIxiuXJur3++OfFjeOkbZEtZywCl3efiTXsiUA5yZmFmo0cobCXmTqjz6fn/A4mz5/e1hh9QVvUoMWerGJcEo96jdsFdyfcwOmtE990BKKQ4EDmwZkfLidQEvf5eNE1jNqnmoE5/fWSOlDq3hjNqXhvqGOL4/HG44v1QysLjn4YHPg6P/+2axrAaTsRPALAvvK/u9rAnzHx+nop+/ucxMzLX0Jpg9GH1c887VY3IrjfXpaFGEmrRaBm1dO2DyBCgV1MsQaU3QfO6ucr6/H3RbBSXzVX3N7S52ijpJTKltW04mimaEpkTNpJUIYWtYkSEXFUxp2kaTns1mh8JuJnRO7Cl1fwW8UaIpqfAHYK9NygBsvsdcOSuquvsFuLhMw9zNnWWX7nsV+rviI0qJ0tQbQc6dtFbKi2KzM2ohuEmzSJzpsADSbMUNhe5kioUrRVziWyRU9EMr93Rjl5xkywsSrN8/v/Ak38PEy+c24u/8l147ovw/d+Ev7lCibsViBsmIlMLOe59ZWqFozeYJ/4OHv4LMsWM1Zqgw+fE47TjpI1kURYQwjry6vfV+XTHb6vzyXQoPB889Tm4/08BlWZpN8Wc4cTW4elAQwMg7NzJ6Jwxh7gCkE9xMHyQmczMmtwcJ9OTltObGZnrDC6OzBliLusnVyyzr2MfYwtj5PuuVju3j/xPePST8MB/WzexsRQn5pWYWxyZi3gjVPTKBTFCMiNzDWmWow+pBc62g+r3oZtg5rCK2JWLRBJqk60ucnXwverngfdWb3P51UJosaPl2Wfhv/etS8TO7DGnaZp1W8gdAtZuJmVG5kTMCRtJqpjCVlYu17VplovZFnQzQzvO3BxUyirNspyF3W8HhzEHHnyvilTNri3z4WLmy4e/TH+gn+t3Xl+9UdchNlbdUAII76E/myJZSKq2D/kkFNOqYbiJO6iioMtF5iTNUtgsmGKuNmT9qhGVu+01fVBxk1lcMzdqNIc9V/ey/II6YX7l+8pNrQVxOG/Y+7sdNr74+Mb1jGqJ5BSkppVbqN3DfKZIh09FELz2drLl+MaOT9haZGNKLH30DkCH2WPn77WSU6o2I7eg0ixLRsG9VzmsOWwOy21td9sQo7NGdN8dhHKeg4awWUuq5UR6wurBFE2pzZ1IQ2RORZTm9BAT8Sz7OvZR1suMLJyED30dfunrcP1/gUpJvW/nkePzxwl7wnW1XlBNRb0QJihmH6u6NMtiFk7cr3b0TYE0dJP6OfxjmD9FpKTm2zrR/bb/AL/8HeisF6dNHS0PfUNFQtehhmcuO0enr7PutjajH9Ra6+bMmrkL6SoqCItJFpLYi2Z2wxK9IIFtQQ+zegibXoZMjLC7g6QGeTMqBdU61iN3nccRX3henXuV52ee55cP/jIOm6N6x+xRKCSh60D1tvAgvQvKMGkiNaE2pwCCfdVjNE2Jt+QklEtqA7A2MidulsJmIltWaZa1NXOvTCgx954re6HipqjnKZvuSPlUtUD+XHdbcwkl5gbervK8o8MrPiSRVYu3X3nTLp4/HeelM/FzG8P5JDWFXsyQLWVw2bwUShXaDTEXdHZQZO21HoLQQCYG3jDseKP6PTm5/PHngvncsRFypRx+s1FtpLrAj3gjBF1B9kW2c3Iurb7rxkJlf0C5W6421TJTzJDIJ6qRuVQem4Z1XllET1DwREjjZSKeY3/HfkAJK3pfAwferez2ob7X0HngxPwJy1GzlrAnrIZ6AXrNmWKuzs3y6N3K8OSqX6ze1rkP2neqVMvYCH5dx21z1osdTwiG3tX4IpE99dcEXVevAdXedOfAXG6ursccqDRLWIfIXF4ic8LGkSqkcJSMDZVlxJzXZSfpNDaFUlNEjKV4LFhbC9aj6lmPbi0x95UjX8Hv9PNze3+u/o5XvgOarT7tu2sf/XmVej2ZnoQ5Y2Oza3/9Y4O9xsbkDKDXR+bcbSrgcJ4zNzYaEXNbhGaRuZfHF+hv99IT8tBmNAG2ahJOPQGVIqCde2QuZ0Tm7A6V7zx3YsWHmI23f+Mdewi4HfzrT0+f2xjOF8Us5BIUgZJeBl0tNjt8Kv897A6DVpb2BML6kZ0HXwc4veBpP38ipVSAjDKjIDpCtpylrZwhr3lUCqPBUPsQ13Rfw95tATKFMtMLeSsNM6Rr9Af6Vx2ZMxvompG5uXSBsN+F3abVHzj9KpWuy9Vj4ll2BHfgsXuUmDMx6yfM/kzngXKlzEh8xHLUrMUUcxciKpQqNjFAeeErENqpNtNMNE1F50YfhpnDaEDEE25NcIYH1ffCrDOZeAEWjJqVuXOPEkez0bpaTDj3NEvzcdlS9qIy+hIuHQrlAoVKAWfJuMG9tJgDKJv91ZLTRIpqEy3m76g/6MB7YfLF8187fYHIFDM8cPoB3rP7PfWp4rquynUG3l5vbtJ1gL6SekPHU+NGlorWmE1gRubMzcm6yFwI0FXUbwsjYm6L0MwA5ZXxBFf0qx3PLr/6abUnGH0IHB4YeNu5R+byC6pwF9SOfguRuflMEaddY1vQzc/sDvPTsYt0R9VYSGdt6lTRy0rMmRGEbUbj28mUmKAI60Q2ZqU5qh3H8xSZS9d8Z2Oj5Eo52ksppl07VPG5wSfe9gn++tq/Zk+XuviOzqaqxf0FVTd3JLq6yNxE2hBzAUPMJfMNPeaolGHmCM6+K9E0GI9nsdvs7G3fy/FYjZgz6yfOo5g7kzxDrpxrqJcDCHuNyNwFcFI0a+b8plNe4qwSbK/9UN1nBigxV8wosecOEfF1tTbGxY6WR+9Wjch3vKmljbrlKFaKzOfmG8WcyxBzhXOLzIFE54SNwYya+8wA0DKROQCbNW9NEc4abqxuf/1BZj3r0R+u1zA3lEfOPkK2lOWW3bfU3zH5kgoqXPGB+ts79xGuVPBodiZTkyoVs2NAbXTWEuxRa7WFyervJh619t3qqZYi5rYIiw1QFnJFTs6lubJfXSR7g+1AdTHAyEOw882w7TLlIHQuaYK5heoJExlUz7dCs8tEtkDI60LTNK7e2c7wTIpEtrjsYzYEY4GYMWpRymUVkTMjc31BJeZGYxe5iYuweTDTLKF6kTof1DxvaW6YYqVIZ2WBqGdX3WEOmwOn3cnuTrXQGJlLgxkZyqc4ED7A6eTp6tzSApMpddHt9ZsGKIWGHnPERqGUw957BV0BNxNxtWG1P7yfY/PHqqnNZnPY85hmuZSTJUC7ux2bZrswNXPFJF6Ht1pr8tLXAR1e86HGgwfeDna32lyL7CHi6Ww9MgfVXnNH74Zdb4GdP6MEXrm09GNXIJaNoaM31B2akbmFNRoV1Eb0xARF2AjMqLnf7J3rDi5zNDhDRvQoNU0kpc7LqLZoHda5Fzr3b5kWBfeO3UuXt4vXbXtd/R2vfAdsDjh4W/3tvjBaoJtezaU2AGePNaZYgtr0LGWrmQOL3Sxhy5ugiJjbIpiROTPN8uik2iW63BBz/W3q5/hCXO1ezB6BPdcp8VVIWa5xa8KsmQMV/i4XIL582mQ8U7QE0Wt3qCjERVk3Z0XmlJgrloz0SsOoYUdIpQScip+/qIBwiZGNgc8Uc73Li5RCBp787NoW2GbEzxMiP6+i6V2VNPO+3U0P72nz4HXaVWTOTCEqJDkYUQ6Kx+ZbT8GbSE/gsDno8nVBpcw7579Fv2/RBtD0K+pn9+X0tXuZSKg5bqhjiHg+bvUrw+VX4nK9o+PlIjz5D1DKc2L+BDbNxmBosOEwm2ajw92xslCqVODpz5/TDnGqkKpa+uu6agez621VO+9aXD7ljgcQHiTsbbG5uflc0RH1b/aIihB07lep+fFTax7/XK6xxxyo65bL5jqnyFyPX+3GiwmKsBFYKdBmbdYKkblwe4gF3YeenCKSUHNxtFlU+eB7Yexxtcm3iUkVUjx69lFuGrgJu81evUPX4dXvweAN1eteLV376SuVmUiOq8yApmLOiMRNvKDq7vxd1fvMtekWb08gYm6LkCsbNXOGAcr0gvq9v11F6naF1UlyMhqDkz9RDxp8Z80u7DmkWuYT1d0P04xghdRN1atNCaOrdoTQNHjxIhZzGU1NPsWi2hE30yx3d6hJZDwpaZbCOlApQzbeGJlbqnj70Dfgvv8MZ3+6+tcyReLOt5CbHwPAo1dIBpuLOZtNY3enn5Nz6epCxWhPAKwq1XIyNUmPrwebZoMzz/DbhX/hnbn76w+aflWl93Xup79dGaAAlglJnXgMdkNqnSNzp56A+/4ITvyY4/PH2RncWd/gtoawN7yyiJh6Ce75Azhyx5qHlCqmqvVyqWkVPTNbDDTDdLWMDBLxRJjPtdAPz+mFtu3wyrfhXz+sbjvwbmWqAudkgmIK3i5vV8N9ZuPwtbBQWGCgbQDYWDE3n5vn9MJFWv8tnFfMzISgXkbXbI2pgIswG4cXE5N446fxYWu+IXTgPcolfPiB8zHsC8ZDZx6iUClwy4CRYnnom/CJPvhEDyTOqN6hzeg6QF82yUTqrNpMqnW7NDEjcRMvqkyNWrEoaZbCZiJbNGrmjAnE7ONmCqbBiEprOTUfU4sUTzt0X6mcy2DtdXOViur9YaVZGjUl0eVrK+YzKs0SoM3jZG9XgBdOX4TpMakpsDnJtqlUrnzBFHPqfd0T6ULXbUyn5zZsiMIWIpcA9PrIXKW4tO2+2V4ks4Z6reSU2sXc+TPk8nEAPLpOtm3Pkg/Z0+VXjcOtyFyaLl8Xnd7OVTlaTqQnrHq54owSB/uyL9UfNP2qivQ7PfS1e5iIZ9F13RJz9SYo3ZBc5+i4aQ4TG+HE/Imm5icmYU8LYs6cY8+hBjJZSFaNA0wxHtq+9AP23aJqo/tfT8QboayXiRuf9bL0X63G62mH2/5WOWN27qUM/MdXPsdz02vrfWhGUxenWYIh5tZgJKXrOol8gl1tKj14I9MsP/P8Z/jN+39zw15f2DhMMddeLlF2+qttQpagu83DjN5BOTEFsVHCdk/zyHnPVernuRrVbTD3jt1Lj7+Hq7qMv2fkIWWa98aPwXX/GS772eYP7NpPXz7LfGFBlbssF5lLnKmvl4Oqn4OkWQqbATMy57UrMWf2cWs3BNOuDrU4PJuIq7zj7stVwXxop8pVXutEUUiBXqlG5vyd6uRZwQQlka2mWQK8dkc7L56JX3wW/8lpCHSTMRbX2YKDoNuB065Ona6AF73sr6Z8CcK5YKbS1EbmABYmGo+tlGHUiLKvpcdackqJoM595IyFh7uiU2pfRsx1+jk7nyFvNxriGguY7YHtTGdaF1OTqUmrXi43rTZ+ti88X1+7O/2qqukF+tq95EsVYukCIXeIHn9Po5hbbwMU47Mozp3gTPIMg+2NKZYmEU+kdTF3DumgqUKqKubMvzfQs/QDOnbB74/A0E1WP7yW6uY++EX4w9Pwa/fB639V3ebtIBrcxo9SJ/nSq19a0/hNoWU6gNbS5mprTWguIlfOUawU6fH34La7NzQyN5meZDI9efFdx4TzTrKoSlvaK0V05/IpllDTOHzuMBQzRFxtzb+7dqdKGzyfLWrOMxW9wpMTT3LDzhtUNgaoDf+eq+Cmj8N1/wmczbMe6DpAv+FoecbhqGYI1FIr4Grr5aAmMidplsImIFfKYdfsVmH8fKZAwO3A5VAfcdBwSZpOxpUjkLm7YXdAx+6WHCibYu52mHnJmqaKdldwPatNswS4emcH85kip6IXma10chKC3WS96u/L5Oy0+6vjtts07JU2EuKgJqwHpiirjcxB87q5yZcgFzcet4bvX2pKXQTDg+SMC2yq0obH61/yIXu6AlR0OJ0yLh15tYBZTYpcsVxkNjtrReYqc2ru8RTm1dwEKiUmfkptOqHEHChHS1CplnViLtiz/mIuGwcgOj+Mjs4237YlDw23Yvtvbpidg1FLspis1syZf6/pircU7gBomhUNa6luzu5saq0eCw8A8Nj4Y2uKoiUKCdx2d9N01U5vJ7OZ2dU/p2F+EnKH6PB0bHiaZbFSrLpGC5cM5vcwohdWbEsAKjI3q4dwlNR3JeLtWnoOOZ9GWBeARD5BsVJke6AmiyA63NhioBldBxgqqODE8fae5sYyLn81AtcQmRMxJ2wisqUsHocHzdhhXyyWTCvrfG5OLQBr844jgxAdXdsLm3nI5u4HGO0Jlo705YplssVyXYPg1+5oBy7CurnUNAR7yRiTczpno2NRY2OPLUS6HN+AwQlbDlOULY7MNduVNVMsNdvaiuOTUyqq0zFgtd6IViIE3PYlH7Kny3C0jJXV6xqRuZA71HKPsKnMFDq6FZlzxE9yvGL0tRt7TP2cMVI2u68AYO82df4dmVTzzb6OfZyMn6RQVunkBLapseRbd9RcEUNYRw3DDzOy1YyIN0KmlLGMqJpiRebWLjrr0yyN5/EvLTLrxriayNwSxELq+1iqlHjw9IOrfvxCfsFqQ7CYvkDfmqJapqgMuUKtpbueR0yhLCYslx6JfAING52VPNoKTpYA29rczOjt1u/hQO/S35vz2aLmAmDOOVZ6dTqqrnWmx8Jy+DsZcLbhqugcDzYxSDExr5WLI3NOj3L1lTRLYTOQLWUt8xNQkbla0aHu03AUjN2d2rzjsNlOoHlhfKG0TMG8eYK4a8XcXlg4C4Xmu5NmC4KQtyo293UH8LnsF1/dnJGKlnWptLJ8ulAnQgH8jg7y+tbe9REuEFaaZbv6uZzt/shDSuz4t60xzXJSXQCdHnJGo9bZShc+l2PJh5jtCUajRnsCQzy1udpadiI02xL0BfpA13EnT/Fo5SqKgX4Ye1QdVONkCbA74ifkdfLC6TgA+zv2U9JLnEycVMedj8bhxmcRzaufzeq8TMy0wWXrtczsh3MYY52bZWpK1bQtlZ60CCsydw5iLupXf6fX7uHesXtX/fhEPkFb7bWihr5AH/lyftX9+sxNhDZ3Gx2ejg2rmdN13VqMi5i79EjkE7htAQJaHptnZTHnczlIOow5RbMTCe1iPjdPuVlbp00emTPPacvF1vRUiLQQmQMcXQfYWyxwzLn0takq5pqknXvaJDInbA5y5Vxdw/D5RZE5TdNwal5cFeNCWReZ26N6dDTZ+bn3lUle//Efc3Z+ifRH8wTx1Oy2dhq7LbHm0b64Uc9XKzYddhtX9oe499Up/vmRUUZm13GHfa2U8mqRHOwh61LvrTMdr6v1Awi5wpS1BamTEM6dxWmWDhf4OhvPzUIGzjyt2ov4wquPzJUKyjTF2MXMGal6U+Vu/O6lL5hBj5OuoLtqglITmUsX0xQrK/eKtBqG+/sgOYmjnOWk3kNx51tVZE7XYepllTZjmHvYbBqvMepqgUYTlPPRONyMzNlVpHLZyJxx35KL+ExMZUTY3Sqitoa5olAuUKgU6mvmFi1c8qUyiUzzz6DN1YbD5jgnoRHzqNe+bdsbeXriaeJmmm+LJAoJq6fcYvr8Ku12ItWkPnQZ6iJz7vCGiblkMUmpomp7LkQDeaGGs8+t2A7pfBPPx3FpAYJaDlsLkTmAos9wdW3fQcTXhY7evOl9sFfV2p5Dj8eNxDI+MudQc2MrUq1D1nWduw9NMpfKNz5B5z72F4ocK6eWXmeZEbnFkTlQ61NxsxQ2A7lSrq4OIb4oMgfgsfvw2BaouEPVHX9Ytj3B8ekUyXyJf/zJEmmTuUU1c1ANnS9RN7fYadPk375tN20eJ5/44RFu+ptHeGJkg01FrJqUHjJ2F3Zdx5ONNryvEU8YtDKx7Nbe+TmfFCtFxhJjGz2MjScTU+mLtQveZr3mTj+h+jkOvlOlZK62Zm5RvVUuoBYV4+Ue/MukWYIyQRmdTan2BDViDlpr+jyZmkRDU33BjNTDMb0H+563K4F533+G578MA2+tc4S7ekc7x6aTpPIldrbtxGVzcSxmtCc4H43DMzHwdVbFXAuRuSWFkpliuf0NauNsDSk/yYKqTww4a9IsA/X1cn9252Fu/cwjlCuNCx5N01Rt3zkIjajDiVPX+aB3JyW9xP2n71/5QTUk8oll0ywBJobvg8/+DPrfvZ7n//mtPD58F09OPEm+3GSRR/U71+Zu29A0y1hNdFwicxeYb/4KPPQXGzqERD6BXQ8Q1LIr9pgz0cyMgvAeaw5pGjkP9gA6pDdZC6RMDL78PqJGJM6aQ+dOgM0J7busQ7/3wji/9bXn+YNvH2p8nq4D7C8UiJWzS5vNLReZc7dJmqWwOciVFkXm0oWGCJLX4cNlS5Nr31tvm2vujjQxQYmllfD65k/PMploUg9i1snUps6EB1V/qMmXGo+n6rRZm2YJcPPlPfz4d6/l8T+8nl1hH7/zry8SbbZLc6Ewa1ICPWTtDry6TrAQbRChPcZCeDi6edMgNpq7Ru7ifT94XzVt7lIlGwNvh3KaNQn2NEbmxh5XF8Odb1EpmauNzJmix4rMqQvgWGU7/mXSLEGZoJycMyJzRpqluUBvJdVyIj1Bl7cLp91pbSCdoRfX4DvUAU/9A+y7GX7u83WPe+3OdnQdDp2N47A5GGwfZDhhzFnnI80yG4Pt1xC12/Bpjrr5dTFh7zILMahulO16szHO1S/KrKbErpo0yxoxVyhVuPOlCSYSOZ4+2XwcEU/k3GrmKkXC5TIHimX6A/08Pv74qh6fyC8TmTPE3Pj4MxAb5Zm2CL/qWuD/efyP+NiPP8a/Hv3Xpo8zI3NtLpVmmSvnyBQvvJFWbURlI9sjXHJUymp+XDi7ocOI5+PYdD9+ci0ZoAA42o0oUsfuak1rs80Wywhrk9XNnX4SRh8mevZJHDYHbS5jnRgdhvAeZcCH6ov8p3e8StDt4MGjMzx6YpER0hXvZ//+nwUW9RetpXNIZT40a9XiCVmGVlsVEXNbhEQ+YV3kS+UKC7lSQ23XNm83C848cf8ii+227eDwwlyjmJtL5Wn3OanoOp//SZO0SSvNskbMuXyw+x1w+PtN04kSWSUQO/yuhvtANTr/uw9fTTxb5D9+6yUqTXaZLwjmxBnsJmPT8FUqbNPiDZG57UFVbzQ6v8km2ouIk4mTVPQKd47cudFD2Vgysar5iUmzeom542oTxuVTaZarrZkzG2wbIi7T9xoAEpUOAsukWQIMdvmZzxQp2v1rjsz1mOIrOkJJc5LxdKN1DMBrPwLX/xf4xa/WzynAa7e3A1h1c/2B/mpKnrdDidv1rpkL7SDq9tOpLf+emE2wpzJLbOhER1TEdcfPqN/XEEG0mhK7gmpeTU7XOVk+PjzHQk6lYd19qPlcFPFGzi0yl48RqYCWm6cv0LfqCNRCYWFJMed3+gm5Q0zmo9C+k8MHbgTgnwd/mZA7xNjCWNPHJfIJ7JqdgDNQrV3cAHdhicxtEOlZ1R5pvftMrpJ4Pg4VHz5aj8wF27u4q/IW9IO3WVGrpt8dywhrk20YGwGC6PwIYU/YMugjOmxlcOm6zh9992UK5Qrf+XdvYWfYx5/fdYRSuUK2UCaVL0FgG/tuVJHXo7GjzV/rql+Cf/+suhYsxreG7JVNhoi5LcJcbs4qLjUNRhZH5i4PDTDmsnPGtWjnwmYz2gkcZzGxdIHBrgDvf10/X3vmNDMLufoDcgtgd6nGtLVc8QGYH4OJFxqeM271wHM23GeNtS/Ef3nPQR4+NsuPDm/QBGalovWS1ct4dNimzTdE5gY61ER7OrHJUiAuIsw6qjtH76SiL2O4s9XJxqr1cibBXpVeU1svMXe8auvsNWrmVlOHZS4KDFGVKCYBDSoefCukWQ5ElAlKGk81Mmcs0FtxtJxIT1j1UcRGmXX2EfQZ88fPfhbe8fv1kUmDDr+L3Z1+q26uN9DLVHpK1VDYbMrRcr0WdJWy2qjyhYm6fUTKy38nXXYXXd4uy9ylgdgIhHaof7Am0Wn2sQo4A2ps5Xxdj7m7Dk0S9Di4+fJu7n1lilKTMbfUQmEZYrkYYc0BmRjt7vaWHUwB8uU82VJ2STEHqm5uvJiEQA/HM5NsK5V4kyNEf6B/yfd2obBA0BW00kihXlhdKEyR7HV4N+T1L1nMc2m9W5OskkQ+ASU3TkotR+a2tXn47cJvs9D7thXSLDdpZM4otYnm40TM9OpKWfkpGN4Kz56a58GjM/zeTfvZ1x3kj249wLHpJO/9u8d4zX/7Ebf9nXI4bnO10efv43iscZ0KqChf+87m9/kiKoV/CyNibgug6zrRbNTa2THTGBdHvq52t1HSNJ7VfI1P0rlvSTEX9rv4N2/dTaFU4ZETi/KV8wsqxbI2bRPg4HvVTvkr32l4zvlMEaddw+daftH44TfupM3j4KGjq+89tC4kp1S6qK+TTCmLF3vTyNxgWC2oJpMi5tbKZHoSp83JVHqKZ6ae2ejhbBzZ+eaROb2idqABykXjYmg0T/WFoVK0omQtkZxU322/sQGUT+DS/DjtdtyO5c/L7jYlvDJ4wKjjajXNsqJXmEpP0RswFifRESZsfbQts7FTy9WGCYquq9YG2VK22mg60F2NOJ4r2TiggzdM1G4nkl+m5YBBb6B3afOO6IiKpJ6DUUtdZM5qGK6eL18q86PDU9x0WQ8/d3U/0XSBp082CoqIVzU3X6tZUywXI2zzQCa6KgdTqKltc7UteUxfoI/JSg6C3ZxInmaoUIJMjD6/aluw1POaArHDo3blNyQyZ0RUBkODEpm7kJgbOLk4FHPLHnq+yJVy5Mo57EVjHjNToVegK+gGYDqZo83VhtPmbB4593epyP6mi8yNgLdDzaHm5lL8tKr3NiJzprne9QdUhtMtV/Rw6xVqTXWwN8jJuTS5onL43Bfet3Sa5XJ4w+r7sUkNZFpBxNwWYKGwQLFStHKuqwYj9aLjipL6Ir9Yau4WRPw0FOsXLdF0gYjfxd5tARw2TRkf1JJbaEiHAlSoe+8N8Or3G1oeJLIFQl5XNeS+BA67jbcMdvLoidmNcYpMTandfpuNbCmLW3OyjUYxtzu8DV23MXsOO96XOpOpSd61610EncFLO9UyM988MgfVXdnYSaiUqmLOFH+rSSMxzTNsSrjF83GcWmDZtgQm4YD6/qfxVlsTGDWzK0Vq5rJzFCtFFZmrVCA2ymmtp6F+dileu7Od2WSe8Xi26n5oRHVVOuo67c6b76UvTJQykUJmRTe0fn9/dSy16LoS3+FB1UrA7l7ToswyQHEFamoelZh77MQcyVyJ917Vy3X7t+Fz2bn75UbxE/FEKFaKa2r4res6sWyMiMMH2ZjVW7DVubm2ufdS9Pp7mdB0ioFuRhOj7KvYIBujN9C7ZA+6RCFhCcRloxvnmVguRtAZZJtvm7hZXkhqN3A2KDpnbijZCsaSusXInLkxNrOQtyLLTaO6NruarzdbZC56Ava/h6jDSadpEGeaQRltCaIptV6NBJSw1TSNz33k9dz7O+/go28eAGAyoUT6gfABxhbGyJVWKdp9hvHKKt13NxMbJuYypQwvzLzAifnmjofL8bmXPsdTk0+dh1FtTswLl5lmaUXmFqUD7khM46tUOFlsEunq3Afo/Muzf8MjZx8BoFLRmTcic067jV0RX2PLgFyi3vyklis+oIqSz9ZHWuKZYsPYluLKgRITiSwjs8171p1XklPVmqJiBqfmprtJmqXTbker+Inlosxl55hKN1+offXIV/nxqR+f92Evh67rq7b+Pt8UygVms7PsbtvNTQM38eNTP64zMFgoLPDCzAu8MPMCZ5JnNnCkFwDTAKWWxfUSZgS9NjIHqzNBSU7W1Vsl8gkcemDFejmAiBHxT+oeq5dk0BVEQ1tRzJnfvb5An5obynlGy62Luat3qPfmxTNxK7o3ZS7mAtvWbzFnLKiK7hDxSp5IubxkqxUTU3A0pAmn51QGQ2RQZTAEuteWZlnrZmkaqBhplncfmqTN4+CtezvxOO3ccLB5qqXVa24NYiNVTFGoFIi4gpCZJ+QOUawUl2+UXoMZxVtOzPV7ImRtGi86lMPtkN0LmWhjFLaGhfxCg5jbiMjcfG6esDdM2Ltx7RHOF1PpKavtwkpEs9GWvxNLUdEr/NUzf8WR6JGVD649lzZIzJnznr1gbFC3WDO3zYzMGeUry7rNNnM1vpjJxiE9SyWyl5jdRiQ+riJjVo85FZmLpQs47RptnsZrT1+7Mp2aiKvv0/6O/VT0CsPxRn+HZbGuka3PexW9wqvRV3lh5gVenn25ef+/i4gNE3MnEyf56D0f5f13vH9VDnblSpnPv/R5vn382+dxdJuLxQ0Z543I3OIIkm3uGANFB/HKWOOTGAvDfxr+Dl8/+nUAFnJFShXd2jHZ0xVQ/aVqyS/UtyWoZf+tqpbule/W3TyfKTQIomYciR7h86O/gaPtJR5b7G50IUhOW4ulbCmLXXOrNMsmxi1OQpwtPso7v/lO3n/H+xsufLqu87mXPsc3j33zggx9KR44/QC3fvdWziY31vmrlum0ugD3+Ht47573ki1leXyi6pL3x4/9MR+956NqvvjB+ymUCxs11PNLMQfFTBMxtygyZ4m5mpo5WJ0JSnKqrh9PIp9QTmwr1MsBeJx2/C47ibJb1W2Vi9g0G23uthXFnJkq1+vvtXZojxW7aPOuLCIBDvQG0TQ4PpVUz0FNZC7QA5k5OPUkfO83YXaJ2opWMIRxzEg5jZQrTVu31NIf6KdUKTGbWTRXmY8zW8AE1ybmTDdLJeZqBCyq7uRtQ524HOqSfv2BLmLpQsMmmOWYt4bIlZk6GHZ3QFbVzEFrdZK1xy3VmgCgV1PXmkeKanz7nB1WmiXQNNVyobBgRYa9Di9uu3tDxFQsFyPsCRP2hJnPz2+Z2t+FwgK3fe82vnO8sWRiMaVKiV+48xf4m+f+5pxecyI1wVeOfIW7Ru9a+eDkxos5c5PBUTAix6uMzE0ZYi7iXcZtdrOJOWN+X2jvp4ROJJ+B4/col3NPyErxj6ZUwKBZpla/IebGDTFn9hetDQJ97uER/p//81zTdiwWa9jwfPTso/zSXb/ER+/5KB/+4Ye5++TdLT92I2hJzGmadoumacc0TRvWNO0Pm9z/u5qmHdY07ZCmaQ9omrar2fPU4rK5+OOf+WMATi2cannAc9k5ynqZkfjyF9ZLicUNGZfq40b8NNv1NvLa2cZdhsggSc1GulJgNK52oKNGWwJzJ35Pl59T0Uz9bu9SaZYA7iD0vx6m6vuGxDNFQt7mTpa13D16Nzo6bZ2HeHRxrd6FIDVlRS/UTqOPNi2DX2sUE7vd12PPXc4tA7eQLCQ5naxvYBrLxUjkE0tG7S4Uh2YPWTtOFwtWE+lAH1d0XoFNs1WbQQOHo4d5a/9b+ehlHyVXzm3depTFDcNN/F1gc8C8sek1dwKCfer8qj1+NZG5VDXqDDVObC2kWYJKtZwvGedwvlo3t1INVV1kzvh7Due7Wo7MOe02In43s6k87e52vA5vdYFvRhq/eAu89DX46Rdaes6mmA3DNbVAaCkyZ4jLBsFhPi68R/0MdK8pHXShsEDAGcBus6tFncMDnhC6rjOTzNEXqrZO2BlWddETi9rJnEtkzhJz3ggUUoQc6jVarZtrJc2y31iSPJwcxaE52O3pstIsgaYmKLVplpqmEfFElu5FdR6pFXMVvbIqc5iLmeOx4+TKOQ7NNen/tYhnJp9hJjvDy7Mvn9NrjibUOTOSaGGdl5pS6cuwYWLHFHO+onFDizVzfreDwS6/1VM34oksfX0L9sDCxZVVsyxGBC7qV9enSAX4xkfgpa9D1wHLZyGaLhD2u5s+RXfIjaZVI3O9gV40NGuOrVR0/uXxk9z76hRffHyZoJCZZrmKyNzZlNrw/tR1n8Ku2S/6PrgrijlN0+zAZ4FbgcuAD2madtmiw14ArtF1/Srg28D/WOl5XXYX79r1LoBVLXBN6+exhbGWw/5bnWZplg6bVp8ypeuQnGKHvQtsBU4mFglop5epDuVyOZGeIFPMWD3mwoaYG+wKUChXODtfs0DIJeobHC+myW5SIrtymmVFr3DfqfvQ0Ci5j/Hk2GkKpQu401mpWE2DQaUF67raRdOaREDes+uDxMc+zM/u/ghAnRiB6sVpOjO9MfV/Bua4Fo9vIzEn5j5/Hx6Hhx3BHQzPqzSKhcICM5kZ3tjzRl7f/XpgbQvRTYEpxhYboNgdsPPNcMJo0FzrZAnVSF6rNXOlvLqoBerFnF72tZRmCRDxu4kWDTFX055gpdYEk+lJ2lxt+J1+lX4ITFdCLYs5UKlJZo1Jr7+3usDf/kboGIDr/jPsuQ5O3Lc6h89ajM8iitr0ijj8sLB8vUp/oB+A8dR4/R3mAiyk7l+rUUtdj7bUjHoeTSOZL5ErVtjWVl0Q9RrCbjJeX1tyTpE5Y94L+5RobtPVYqxZ6mMzzDq9ZWvmDKODsew0A6EBXP5OyMQao7AGFb1CspCse84ef8+GpJKbYs58j7fKptNqrhn3jN0DwHB8+JzS0szNenNjeVlSM9B9hTII2eA0y6C50d1iZA7gxst6eHo0RiJbJOwNL21QFOxVm0zNPA8uRqLDoNmIutRcFHnXx+FnP6f+ve+z1cPSeStgsBi3w05XwG2JOafNqVyDjTXDC2fmmU3m2RZ08z/vO9ZYBmTiXX2aZTQbxa7ZuWHnDWzzbdvwjfiVaCUy90ZgWNf1UV3XC8C/Au+rPUDX9Yd0XTeLXJ4CmnTtq8dpcxL2hHHanEu6VDXDfENLldLWr59pkbnsnGrIaKSaxDMF2n2Lwtb5BShlGfCqoOmzE407Z1Md/db/TyZOWoWpVTGnLMlH52pOmPwykTlQu0mp6bpFVTxTXDHN8tDsIabSU3zkso+gU6boOcTzpy9g6kw+AXrZ2tHJlrIUK8bOd5MJ4artRp+thTB2zd5QC2penLKl7JrMB9YLc1yt1qoemVw47+LTXIx3+9UicW/7Xisn3nzf9rbvrUYVtqrRzFKROYAD74HZIyp1Ze5EtV4OqmKu1cic1XJDiblCuUC2lKVS8q3oMGsS8buYKZiRuaoJSitplmZzaDIxKq4gRRyrE3NtbmaSakHT6++tLvB7roD/7yW47j/BwdtUa5ToKmsrTLIx0OxEy2b6U9eKu/49fsPVdvH1LGlEDpzG/BHsUcJ7lYuyeD5eI+aqkdWZBfU8pjMeKMFrt2nWIsik3d2OTbOtSWiYmyiRoPr82o20ptWkWdo1Oz5HEzdlg7bMPAHDMGuofUh9t402CHVRWINUMUVFr9Q5ZG4Pbm9uRHMeKVfKxPNxOjwdlqPmVhFzJ+LqWjEaH112A71YLvLA6QcIOAPkyjkrsrEWzHl/Mj1JurhCvXxyCtr6VAbDBkXmzHOg3bxWtlgzB3DjZdsoVXQePjazvEHRZus1N3cC2ncRLaq/JbLr7fDaD6t/NZuRsXSBSGDpTK2+di8TNZtSPYEeax6495UpXHYbX//Ym/A47fz+t15qvl4xI3OrKEWI5WJ0eDqwaTa1abgKnbIRtCLm+oFa1XTWuG0pfg24p9kdmqZ9TNO0ZzVNe7aYU3UWPf6eNYk5aHHX5hJgLjtH2BPGpqmPcz7dJPJlpPXs7NiPXnHw0mxjmt1UIGL9fyQxYkXmzBNtT6eaoEZmjMm1Ula78kvVzIHaPS5mlOgDcsUy2WK5wWlzMfeO3YvL5uLfvebfsT2wA2fbIX5y/ALWzZkLY1+EcqVMvpwnVzYWIU3E3GV9bdg0ODKRYVfbroZdzNq04I3a4Ynn4sxklXFCK7usr4wnuPUzj/L3D65xQdwik+lJurxduOzqO7G3fS+nk6fJl/OW6NzbvndDneouCGZkbXFkDpSYA3j2X9RGQ62YszuVCVGrFyozxc+omTMjK4WCp/XIXMDFbN4QfmZkrsU0SzPKQiZKya0WvqsRc10BNzNJdXE3e801sFc1nObEj1p+3joyyojGEjD+nhWd5HxOH2FPuDEyl5ysq08069wsE5MWWcgvWHVqqp5XPY/5XmwLVnt9Ouw2uoPuhjRLu81Oh7tjTeeQ+V50tKleeaGSyilbjZgLuUPLuhhr6Rl6jQyMfeF9ahFWyqKVcmqtsCjN0owE10bm+gJ9TKenKZaLXCgShQQVvWKlWcIWEnPGHFyoFDi9cHrJ456YeIJkIclHL/socG7ZH6MJlWYLLO+poOtqcyrYbUS8N6Y9UDwfx2330qYbGzTu1tIsAV67o4POgIv7j8ys0DjcrJ3eJGIuOgKdQ9ZcY/5tDYcZNXNL0d/urduU6vVX+4ve++oUb90bYbArwO/euI/nT8ebm+W5fODwrjoyZ57Lq9UpG8G6GqBomvYR4Brgfza7X9f1f9J1/Rpd168JBdXka34wrTKVnsJlUx98S/nUlwDRXNRKsQRlMLLY/MRciLRFdlLJd3N8/mjD80y5fdh0HYfmYCQ+QiytJibzROvwu+jwOauROTOlaik3S6iZgNQC0mxovtzirVwpc9/Yfbx9+9sJuAK8e8+t2H0j3PPq8aa7LkstTIqV4trrFjLVKInpzJUu+ervq8HncrCvO8ih8QRDHUMNka/RxCgeu1HsvEFiztxhfd221zGeGl9xx9OMhP7tgyc4Mnn+ookT6Ylq3zGUcKvoFcYSY4zER/A5fPT6ezc8fWkqPXV+F4iZpSNzCW+IYs+V8OwX1Q21aZZgRTBaIjnJgk2jYNQyVMWcF3+LYi7sdzOVM441a+YMq/ql0HV9UWQuSsHVDtBynzlQkbm5VIFyRafP30csF2t0z+vYpeoyViHmYrlY9ZwwmrdHc1G8Di++tv6WFlF1aZ8GueQks4Hq/Gylt64yJawhMmc8z6wRpdxWE5kDc0e70VUw4o2srWYuG1O9sPxKRLYZPb1azTSorW1bkuQU/cYifqh9qK4etFmvOXPzoPZ5+/x96OgXdJ41U1AjnsiaxNx5n1vWSEWvcGL+BK/b9jpgeYF279i9tLna+MhlH0FDW5NTOah5YiQ+wht73wiwvD9CfgFKOSXk1rPP5CqJ5+P4HW34MSJIq4jM2W0a1x/YxsNHZ2hzqs2t5o3DzcjcxSMqotlo80hYpaKyIiJDRHNRHJqjaXp1rlgmlS/RGWheMwfQ1+5hPJ61XsfUDK+MJzgTy3KL0ZPujbvVeffqxBLXIF94VXXlsVzMWnP0+nuZzkxf1I6WrYi5cWBHze/bjdvq0DTtXcAfA7frur5i/ojTpi7eq1W805lp+gJ99Af6xQTFIJqNWl86WMIt0lg4tG3bQTnfy5l043s3ZdPoLJcZ8HYxGh9lLlUg6HbUNREe7ApUdz5yxkmzbJqlYUpgTEBxq23C0jsxz888z1x2jlt23wLALQO3gKYzXnqGI5PJumMPRw/zzm++k6cnn254ni8c+gK3f//21fckgeoOji9MpqQyiBMFv3Ff8wnhyv4Qh84mGGofahBLI/ERXt+jar42SsyZF+L37FFRnpXsfV86k6DD5yTkdfJ733qJ4iKb8/ViMjVZjdagxBwo8TkcH2Zv+140TcPn9OF1eDekZu5Y7Bg3fvtG3vz1N/Or9/wqR2ONmyHnjBlZW+RmmSlmePd3383/7t0D5neqNjIH6kLVYmSutDDBz/f18renfghUIyu5vAdfC26WAJ0BF4myEQky2hOE3CGSheSSF7yFwgLpYrr6WWdjZJ3tALR5VlMz56Fc0ZnPFJZObQQYuhHGHrfSQJfi71/4e97z3fdw7Teu5bce+C11YyamGoabc6uZLr7Cxbwv0GdF5p6efJoP3/1h3uyc4SZOVxdoa2wcHs/HlRNkMafmXuN5qmLOU3d8b7vX6s9Uy5K9rFbArAkzBZYnn8Rj9xBvsXdTnRhdiuQUvXY1zw51DNXVupitH2pp1oh8e1BVeYynG5Yp5w3LHMYTpt3djobWsphbPLe8MvfK+RzqqphITZApZbh54Gbsmn1JMZcv53nozEOqV6gryK62XWsWc9OZaTKlDNduvxanzbn8pr2ZZRDoUefDevWZXCWJfAKvPUBAy1GxucCxssFbLTde1kMyX2IiqjYyml7jLrLI3FhijHd9+108ePrBxjuTE1DKQmTQinCZmWO1LPZlaEZfu5d8qWId2+PvIV/Oc8fLx7Fp8K6DRnnGtgAuh41XJ5bYXFqlmIvmolY0sdffS6lSuqjr9VsRcz8FhjRN261pmgv4JeCO2gM0Tbsa+DxKyLUU564VczOZmZbNTKbSU/T4e9gT2mOZSpgcn05y/V8/3NjYeosTzS6OzBWbRObUBNDRvQO9ECFbXqjr5QUwXcnRUyozaPNZaZbhRbnMe7r81ffXbKK7bJpl/S70/FJOmzXcNXoXPoePd/S/A1AX9W5fLw7fSe5+ub4W4uXZl9HRuWPkjobneWnuJWK5GI+dvBce/itYzc6nJeYi1q5/LO9FR1syVH/VjnaV/+1SdYnmxSyeixPNRXkjfhyazTLxudCcmD9Bu7udt/S9BVg5Debl8ThX7+zgz3/2Sl6dWOCrT7XuOtsqFb3CVHrKsh4H2NW2C4fNwfD8sBJzHXut+yKeZaybzyPmxtFNu25iOD7MZ57/zPq/SCamUkHM2iqDh888zEJhgUNmPZvTr2pEavG2fqF6NvoyE04Hw8Zi14zMFQseAq26WfpdpDDFXDXNUke3LPQXYxnd1ETm0na1CF+tAQqoWjHzuaaa7cgP3QSVIpz8yZLPlS1l+eeX/5mgK8jV267m1blXlRjNqubt0axxQQ/2qBradBOXxEpFibxK2Yoe6brOXz7zl8xkZnhnJkcJvepwa86Jq1iUlStlkoUk7Z72qggMqEXMTDKPy2FraO/Q1+5hMp6jssiyuz/Qz+nkaWunO1Mo8Qfffon3ffZx3viJ+/neC81rnazFjbcaLQu5V06tNVnIL6ws5lJT3Ojt5/bB25XoNyNzWWWCsjgK26x3nfmdGE8uEnPlEvzkf6j+V+tMrZiz2+x0eDpaFsy1c8vh6GG+d+J76z6+tWJewy7vvJyBtoElBdqR6BHSxTTv2F69Zi97fXnuSzDTvIec+X7s69jHQGhg+XIa87wPdqvzKj279IbL81+G6fPj4hzPx3HbgvjJorv8q3782/Z24nHaeG5UrVGabgT4wmBzXjSRuR+e/CGlSomX5l5qvHPO+J50DtWJosXEFjmmN8PsNWduTJkbeA8MH+cNA2GrdZbTbuNAT3CZyFyktTTLyUPwwlfqInPma17MJigrijld10vAbwP3AUeAb+q6/qqmaX+madrtxmH/EwgA39I07UVN0xpX1otw2tXFu9ffS0WvNPbmWYJaMXcycbJuF/iv7jnK6Gx6Y2zsN4iKXqlLs9R1XRmg+BfXzE2B04fTG8Jv7wJoEBVTuRg9uo3BUomzybPMpVMNOyZ7ugLMpQoqXbKlNMv6hYvZNmGpxVu2lOW+sfu4cdeN+JzVQvnLIwfxB2f44ctTdWF9M3XwodMPNfQfMx0R7z30JXj4v8PpVTSat6IkYUv0Fkse8o7gkhGQq/rVgiKf7q4bm7npMHT4h2yrNDNImIa/PgijD7c+vjVwYv4EQx1D9AX68Dv9y+6cpvMlhmdSXLU9xC1X9NAb8vDy+PqnWsZyMQqVQl2apdPuZKBtgJ9O/ZRYLmZF6gDL7etCY35mf/ymP+YX9v8CT0w8sf7254aAWMy9Y/cCMJydVm6NXfssW2cLX7hlN8t7E2qRNWlcmMzInF724Ws5zdJFWjdEZ77qZln7fIux2hKYwj0zT9KmHhNqoe+kienaOJPMWc/V1PBix5uURfjw/Us+10h8hIpe4Teu/A1+du/PkivnVGQtO2/VzHV6Oxt7/Zmcfgr+fBv8WRg+3klfKkq+nOfxiccZjg/zsf0f4rfm1edipV/6uwBtVZG5ZCGJjq4ic6maaAQws5BjW9DdUIvWF/JSKFesFjMmQx1DxPNxZrPqmvvTsXm++exZ7BpkCmUeOd78e21F5pwetaFgirnFn3dqFj51WcP7nsgnlu0xp/7Qad4QGuITb/uE+nssS/Gqo2XtgqpZPU63rxu7Zm+sXTz7DDz0CThy5/JjWAPmnGSan3S4O1puXF47t1zeeflF5TRsjmVv+15VPhBvfs0wjzsYPgio79iZ5JmGDWMAilm483fg6c83fS5TzA22DzIYGlw+A8uskQt0Vzdcmi3YSwW48/+Dpz639HOdA4l8AicB/FpuVfVyJl6XnVuv6OWO5xNoaM03LDXtouk1p+t69bo03yTDxzSeiuxVng7N6sCpaX+1jAHK4l5z5jxwNjnBNQP1WSyX94V4ZXwJ0zZvuDUx99Q/kLnrd8iWsta4l80AuUhoqWZO1/Uf6rq+T9f1QV3XP2Hc9ie6rt9h/P9duq5367r+WuPf7cs/I2ioC481QbcQrSiWi8xl5+jx9zDYPki+nLcWCM+divHAUXViL6nMtyDxfJyyXrYuZulCmWJZb4zMme5nmkbYpWoeanezdV1nKjNFT6CPPTMj6OhM58407JgMdqlc8NHZVGtplu4gOH3WBLRUfYfJQ6cfIl1Mc/tg/Vdof3g/BW2Gk9F5DtfUb43ER/DYPSSLSR4frzaaThaSTGem8dg9PJIaJaNpKzb9rSMTVbtg7qC1E6zrLorujiUnhAO9QZx2jdMzHvxOP8dj6gJnpokMLkzTk88ytbBo5/vIHSot4YWvtj6+VVLRK5yIn2CofQibZmNv+95lFw2vTixQ0asunUvV35wr5vlbm2YJavFg9jUabB+0bo941lbvc67UWurfNngbFb3C3aPr3EQ0OWUs9GtuKiR5bPwxPHYPZ5Nnyf7c5+A9n2p8rLejpTTLYqXI/UU1T5oRJDMyp1oTtJpm6SaJj7LNZV24VxJzVsPwQK9yciwkiRPEptFyRBCgK6AigjPJPF2+LuyavbkVvcOlHC6XiABAdRG6r2OftWkwHB+uGqBYaZZLpDgd+oYyoHnnH4N/G33j6jv7uZc+h9Pm5Ob2g/SUynV/P3aHWnwmWnf7q4tAmY9rU2OaTeXrnCxNqjva9eft/o79dX+7mWnxj7/yeq7aHuLkXPNaWkvMgZXW21TMHbsbFsYb5rNEIbF8ZC6fgkKymoYK1ShgNmZF3GprEk37cMsYBnDYHPT4exrFnNHEeFXXgRaJ5WJoaNY4wkaKbivUzi37OvZxIn7iomk4fiJ+gu2B7dbYxlPjpAqNkfdjsWMEXUFrHt/Xvg8dvbkQi50E9CU/h9HEKGFPmA5PB3va9zCeGm+siTUxz8dAd9VYqJnYmR8DvbJir8i1Es/H0XQ/AbLY1iDmAP7TLQdw2OzY9cAyjcNXNmK6EByfP87JxEk8dk/zz3hhQvVGDfQ0lAHVEk2ZvgzL1cypeWxikZjT7fMMROqjoFf0t5HIFuvbZ5n4Iq2VIkRHqv1FzZq5QONG0sXGuhqgrAWr0WqTZqCLmcnOoKPT4+thT7tqwDqSGEHXdf7HvcfoDLi5ZlcHr5yHCMLFyuKdyXljp6Opm6Wxk2tawNcK6Hg+Tr6cp6f7texZUDu28eKZJpE5dfKMzKaraZbLReY0ra4weWohh92mWaHxxdwxcge9/l6u6bmm7vb9HfvRqeD0znD3IfVd0XWd4fgwNw/cTMgdsnrcQHV375f2/TxZdB7xeasX81bIRNXJr2lWzZxecVH2LL2743bYOdDTxisTCfa2762zdPba3fSUynSXSkwtdgQ7aoiC4/etLhV0FZgXxH0dqtbKNGlZqu3AobNxAK7sbwcMMZdYXswdn06SLayuQNha4DcRcyZD7VWzj4g3sqZ6n3PFzAgA2BPaw5WdVzZN7T0n5o431MI9ePpBipUiv3Tgl9DRGfWHoP91jY/1htXmSnn5dPWnJ58mQYU3aH6rTUYin1CmUrqr9abhfhdFHEx0vQ0O/wAqZatuaam0u4nUBB67hw531axlXg/Q5nVisy3tcLgYMzI3m8zjsDmW7wEU2btse4JjsWP4HD76g/3WpsFw9AiUspS87cTz8WqaJdQvpCoVOPpD2PsuuPYP4PKfo+/sC4BqrXLdjusI5VL4dZ02h79+V7dzSH3eLWIK7nZ3u/E4Tf1tqHTTZptjvSElehdvwgx1qPPJFHMn59IE3Q66Am4GOv2MRRvFnGkmZS3KDMOdkKuJmDPnsxM/ttovFCtF0sW01T6nKVbLjJq5oKbtRrNec9Fc83qc/kB/o8A3xcNa21Usg2ljbrepzZCwp/UMgtq5ZV/HPtLFdKMQ3SDMbA6ofm+a1Vofmz/Gvo59VnTYPLZpJM98/6PNhdVIfIQ9IbW+GwwNoqMv3bA5NQUOjyr1WM5YyPrs11/IV/QKC4UFKiUfIXsebY1irifk4Xdv2k8+7+PIzBKtNYI9F0Vk7r6x+7Brdj6474NMpCcazdSSyqBJ11Tt6IpplstE5jp8TjxOmzWPtbvbcdrc2JxxdnfWi7nL+9RmUdO6OV9EpVivZGISGyFqV/OJOe6gM4jf6d/8kbnzyWrCl+YF20yzBHXiPzY8x9MnY/z76/fyht1hTswkyZcuXteZ9cRM9er0qDRL02Ckwfo/OWnteG4P9oCu1b3n1nu76+3sKlWwo5HRJxpE186wD4dN48R0sppm6WlffpDBXqsweSqRpyugeiAtZiYzw5OTT/LePe9tuDjvC6tF7mB/goePKbEZzUWJ5+McjBzkXTvfxcNnHrZ28MwLzi8E99FVKnGv37e6XblMzEp5s3YFK64VXQOv3G6aoOzj+Pxxy5lrtzuCDegplZkuxKs7r9k4jD0K2y5TlvNjj7U+xlVgLtzMi+y+jn1WQ+5mHDqboC/ksXb8F9ffVPRK3W7pXCrPuz/zKF9+cmxV4zI3cWrTLKEq5tpcbXX1oGFPmPn8/AV3lZpKT9UJztsGb+P4/PH1M0LJJyFxBrr2191879i99Pn7+Lm9Pwcs4+xmpmfm4hTKBYqV5psC9568l2BF5wP+3YCad+P5OH6nugi22prA3OR5teNdakF1+smWInO9gV614DME+VwlsKp6OQCP007Q47Ci/HW95haRD++mlJ5dsk7q+PxxhjpUtNrv9NPn72PY+EznnR50dCVgAtsArX4hNf6c+tsPvFf9fuA99OWraWW3D95uib+exYKz6wDMHqNYLjSkhzfDfE9D7hDMHlXptkZt5Uwy32B+AtX0pIlFjcND7hA9/p6ayFya3V1+NE1jd8RPPFO00uFN5nMqZdBalNVG5mrFe25BpYtvu0xF2U4+AtS0EFgizVLXdf7me+pYsxYQUNFVVxAyMbb5tmHX7HXXrbnsXN38YFJrRGNhLuSjo2RL2XWdQ+qilqxezJlzy+Ko6UaSL+c5tXCqQcwtHltFr3B8/jgHwges27YHt+N1eJun8pvCauGsSrmsQdd1RhIj1saK+XNJExSzRYemLW8sZH72qallDZEyxcyqo6LJQpKKXqFU9BCy5VfVMHwxv/rmXfjs7RydnaBSqZAs1Bu+5QLbKG6wmDNTLN/Y80be0PMGoMl1KTkJwR4WCgsUK8UlI3NzqQJOu0ZwmeuOpml1veY0TSNg70RzJhhYJOYO9ASx2zReONtET/jCgL58zWw2DpkoUXt1U8Z8zWZOxRcTGy7mfE4fba62VYu5oCvINt82RhOjfOvZs4T9Lj70xp1c3tdGsaxzYvrSMEGx+iCZkbmMGZlbnGY5be149rcHqZSCjCerCyDrve3Yi2vgrewog+6cttIsc6Ucn37u0ywU5nndzg5Vl2gZoKxgNx3sthY1M8kc3aH6hcc3jn6DP3r0j/j9n/w+Fb3SkGIJaqfV7/Tj8U8zFk1bUTlQC/9bdt9CtpTl0bOPAkrM+Rw++ide5qZMlkd9PlKr2ZHNxOoahoOKzNkCncuKubcMRkjmSrj1fpKFJF8+/GWOzx9n0KYWVj3tA5TQqxf6Ez+GSglu+UuVjnr0rtbHuApq+7VBNdq11KLh5fEEV26vLrz621X9zZzRruLrR7/OLd+5xbLTfuT4LKWKzrHpZNPnW4rJ9CQBZ6DBstw0PTGdLE0inggVvWJFKi4Uk+lJa+MJ4NaBW3HYHOsXnTOjNF3VBVE8F+epiae4eeBmdrbtxGlzNq9PgDpTio/9+GN84qlPNBxSKBd48PQDvDOdZldQGRRPpaeI5+P47Go3udXWBB6nnYDbwfOen1Hf21e+01LNXG2POYCZ8urFHKg07RV7zQG/On0/nwx3NN2R13Wd4/PHrWg1qO/dsLEwiTrVuCLeiEql9HfVR+aO3qVSifbdpH7f+WYCng7asBP2hHlr/1st8dcb3L5IzO2H/AJ/9sgf8Zv3/+aKf6/VlNjdDrPHrO9JrlgmkS02jcy1L9rRrmVfxz6OxY4BKjK3x1gUmYujxamWtQYfgGUmEHKHiOfj1Qj/8P1QLsDN/13ZsxvzWTOjklrufWWK0VH13U67FokzQziaUdjaBdVS9Th9gT5ms7PkyzXG2sZmXjE2ym3fu41/fvmfm45lLTQTc+ZCdiVq55bB9kE0tAsq5r74yhebbkqNxkcp62Xr/OjzN6+1PpM8Q7aUtYQosHwqf+25GKvvITeXnSNZSFqb9TuDO3FojqVNUFLVjCMC3TzlcfO9iUcbj6tN6VxiUzdfznPTd27iq0dWV+5gXotyOQ9BLbeqtgSLcdht7An3ULLN8PN3foi3fP0t/PqPfp37xu7jz5/6c94efYC/CtgsB+GN4HDsMGeSZ7hl9y3WOqIhWptUZT3m+rTZhgtALJ0n4m+s911Mf7vXqpkDcOgdOFyJhjIgj9POrp4Fvj71b3hi/In6J/FFOO508oWX/3nJjCTze2KKuVoR2uPv2TDzulbYcDEHrfeaqxVzoELwx+dP8ODRGW66rBuXw8YVVpj10qibM9MszZOlKuZqFkj5pHKcM3Y8+9o96MV2TiVqxFym5r09cBt7c2nc3lO0+9Ti7p6T9/C/XvlffO3o17j+4DYOTy6QSswp9z37CouxQI+1WzaVyNHTVl14xHIx/vKZv+Tx8ceZycxw++DtDIQGGp7CptnY37GfnHaGTKHMTDJvLWwH2we5pvsawp5wXVHuYPsgttGHeZtvBwUNjmbGVWpUK2SiVoqPVcRdceEMLO+I9I59XThsGgux3fT4e/jks58kmouyr1SBQDc9/W9W78Pkc+oBR+9Un8vA22HwepW21eoYV8GphVP0+nstUxkzTfnUQqNDZSJb5ORcmqu2t1u39YXqd/lfmHmBWC5mPd5s6D62RL3NcuPaEdzRcLtZp1G72wss31T1PJEuplkoLNRF5to97Vy3/TruHr27pQXbisyqhXWtmHtp9iVKeolrd1yLw+ZgT2jPkgYE+NR3tZie4dDsIZ6feb7hkJOJkySLKd6WzdFjnGOT6UkS+QQew1XSZzpmtkDY72Iqa4d9t8DhH9BmV9+tpdIsJ9OTDWJusuhdVVsCk21BDzMLaqHe51dNohdHWrKlLIfT4zzvcUO08X2bzkyzUFioE3OD7YOcTE9QBF7Mq6yH3SEVxWxIcTp6Nwy8rZoKaHfA/lt5XyrDx674deXYnJwEXyc9gUU90ozP+YWZF3hx5sUVo0TmgjHk8CunOCOCa9UgtzWKOU3T6As1b0+wv2M/Y4kxEtks4/EsuzvVAnQgoj7DxamWpkGZFZkz3FND7hClSqkapT96F/g6Yfc7VPqpMZ81a+5tksqX+G93HmbArTaCnphZ9H3wVVPbF0dho9molZVSy/aAak9gCT9dV4t4V5DnHBWmM9O8OPNiw+PWiplmaWIKOzOiuRSL5xaf08fOtp1WvfX55ljsGJ967lNN3XnNucaMyGmaxlB7o0uluSlgZs+Y7A7tZmxhrPFFjc9B/b9+k8UUBeb1yWl3srNt59LzXmraqpXTHR7+e2cnfzb3ZGO7jOjIkq9pcjJxkkQ+wV2jq9tQNc/NVNaNT8ueU2QOYLBjO5ojQyyb4Fcv+1VOJk7yez/5Pb574rt4bS5ecLs3NNXy0KyqC35r31vpD/bjsXsaI7DJSQj2cjap6ntrN0JrWalhuElvyFO3KVUutONwJZqKwEDkFXStzN0nF9W0ezv4u44Qnzn2VQ7HDjd/ISP1N+ZS653aDZrV9sS+0Fw0Yq7VyFzQpXJXQZlinJgfJpXPc7PROHBn2EfA7TjvdXPDMyk+ed+xBtvnC81cdg633U3AqSaQpmmWZu8Vo+6jv8NLpdjO1KI0S4fNoS7WB97Nu9IZKs4Uc2Vl5XvnqHIAu2vkLq4/oC6ekzMzK0flzNctpCCfZHohR3dbNTJ3z8l7KOklvnDzF7jnA/fwibc1RhRM9nXsI1o8BVQ4OZdmOD5Mh7uDiCeCw+bgxl038ujZR0kX1X17gztg4nn6tysr/knKqjC/FbLNI3Outi7VP6XQxKUL1S/rjbvD/PSEnR994Efc94H7+Lvr/45fSOcgPEjP7usAmDr5sOoXdeJ+2P9usNlUulZyAiZfaG2Mq6AuKoJyW/PYPU3T014ZV4vxq2oic4uLkE0hPRwfplzRecQUc9Hm78tSmGlui7Hb7Hzpli/xm6+pj1qYk+uFNEExJ/DFdX23Dd5GLBfjyYknz/1FZo+C3aXS5wxqzTlACY0l0yyN6MSZ+RMUK0VOL5xuSN8z59jtxRLhjkGcNqeVZunW1PzRapolqDqHWLoAV7wfMlEcpx4n4AxYC/dasqUssVyspi2BEuPjed+aInNdQTczZpploJeSXrLcGU1GE6OqztDppNykPm3x+wsqYl3Sy5xxOrg3eojB0GDVgCfYW43MzR5XAtFMsTQ58B7+YHaaX/YaGxTJKQj20uvvtfrsqT/gADlN43RulkKlwJnkmWX/3ng+jk2zEUzPqXYLhhicNQwEmhmggDpvx5eIzJX0Ek+cUYsasxZ6R9iHpsHJufrz2HyvzIgJPlWj2e406iTzCVUfd/xHsP9WsNnh4G2QnoHxZ6tpok3SLP/mx8eZTub48GUu8jj50cgi8VnTdqM2CrvYybnu7zbbE5iplslJKGZg8Doe8CvBuqRAWAOL2wOZO/ormaA0m1v2dey7YJG5O0fUdb2ZO+/x2HHcdjc7gzvrxnYiXl9rfTR2FLtmr6tzBiM6mpltbIYeHYE91xr/r4/omBHCAx3VTa39HfstwdiAEQECeDX6KieddkpUnRYtYqM1r9l8DjUFyeHo4VWl05nf7WTahbeSrYrGNfI7b/gY+dP/N7eEPsXvveH3uPf99/KP7/pH7vvAffxsz1s46XJSanUdcx6YTE3isrno8nVh02zsad9Tf10qZiEXh2CP9Z42u8aDcrNcrl7OpK/dy0wyb5VPZTIByrZE0xT1BU2tnx46/XDdRmvM4eQxn1rHmN/7xgENAxrR9n7aKlXXfcBqjbKmvsUXgItCzLXaOHwqM1Wn8A+ED1DWiwSDUd4yqCZPm03jsj5lQnE++eazZ/j7h4Y5FVvd4nW9MZ2CzB0Ks6C0ro+b1YvFEHPtXvRSO9H8jDUpT6Wn6PZ1q1q10Hbe6BogUIafRn/IeGqcn079lP0d+5lITxCvHGNn2Md8bG75HnMmxuvmYhMs5Ep1Yu6OkTs4GD5Yt6Baiv3h/eTKGTTnPGOGmBtsH7T+9lt330qunOP7w98nmosyWNJBr9AzdCsAkw5Ha05mlUpdmqVpgBJ0e7H7jQv2MiYcNxzs5sRMijOxLH2BPq7bcR2+6EmI7KGnT+WYT43eD//6IdUE2lwQ7rsZNLvazV5nptJT1YU0Rg74Eulph43iYTPKDbX1N1mK5aIVkRuOD3PobJz5TJEr+tuIpY22FS0wn5tnNjtb/9lnYvDZn4FP7ufAF3+W9mP31T3GjAxcyF5zdS6MNby9/+10uDv4wfAPzv1FZo9BZEhFdwxOzJ+gz99H0FgcDHUMMZmebOomZ9bMmSmCZb3Myaf+Fv76AHxyP/zDm5kwBHhvuYQt2KvSRlJTylbbEHOtNg0H1RtoLpWHvTeqBcw3P0oolyRxtPFC2WB0YyzOz+Y8tJ1DmqWu61UTrUXXEHOBkbdpjM829pdaXEcK1Rqdx71enp8/ys27b64+oNZJzkyH3v/u+ifd806VrXDEuD85AcGeRlt9fycnAxHMJfGy9uuoBWObqw2blY6rInNmdLJZzRyoHe3FbpZQFbDPTSgxZxoJeJx2+kLehgj7kdgR+gP91ciaLwLohDT1fU0UEnDqcVUnZ85nQzcqR+Ajdy6ZZlmu6Pyfp07xc1f302tLkHJGeOj4bP0mqZFmCer7Y0ZhF/ILlColIs/8L/Ud/5srrPYz/YF+oEbMGQv4yt4bedDnRUPVaC8Uzn3TN1fKkSqm6lKyzHlqpfYlzeaWfR37lrb1X0dKlRJ3jd7F/o79Td15T8RPsCe0B4etOicNdQxZTtEmx+ePszu0G7fd2FD49r+FT+6n77G/V67YNceST6n1SN/VKoK7SFgdiR2hx9+j+ikaHIgcUJtOi6NtpbwSDUaa5Q+Gf4Bb1xjQ7fXp78WccoDtuUodu0Sa5Uh8xHJZf/BMk0bYS2CJuYwTV+XcI3PdgTCDba/hlQkVqXbanby1/610+brYGzlIUdM4PbdEZOkCMJGeoMffY/ka7G3fW59maUYNg70cnz9Oj7+noYzCJJYuLNtjzsRcf5ydz1IoVUgk1Xtc991CZfpEi6cppfeQLC7w3PRz1n33RA9R0jT2e7r44egPGzcZQK0PQ9uJun1ESsU6Q7qLvdfcRSPmkoVkoyPOIqbT0/T4qmJuX7vavTmwK4nbUV2EXN7XxpHJBcrnMWpmLng3Op1zcQH4VCJHZ8CN017z0Vr2veq96wmpNMuyXrTS1WodtQBioddxezLNc7OP8qVXvgTA/3jH/8Dn8HHn6J3ccHAbpVSM8nLuZCaGmJufUbvPppgbnh/mcPQwtw3e1tLfaubku31TjM6lVPStZjfw6m1Xs823jS+8/AUAhmJnwRXAu+uthF0hJh321tys8gnVr8Y0QClmseEi7PdUjSaWSbW84YBK+3jwqDHR5BbUDnV4kA5PGDc2prIzaixv+X9hz3XqOF8Yth2EqZdbej9apVQpMZ2Zbogs9fn7mlq6j86lCftddNRMsm1eB36XnfF4lrGFMUq6ck0cjg/zk+OzaBr8yptUs/RWUy2tXbsat0rGn1dRqu3XQCkHx+qFrblgupBpllZ6d83cA+oie+vuW3n4zMNL1om1zOxR1T+uhhPxE3VCo846fzHGxsNwTdrs8Mn7VT3mwNtg5jBT48/g0uyEyxUrWjSRnlBjL6vF/GqiZBG/W20eOT1w26fhig/QZneTSE81nGfmTndtw3DdFSSaW91rmmxrc5MrVkjmS9Vec4u+y7X1hScW6mtzQKWH9Qf6LbEMKvKkAf8SakNH55aBW6oPCPaqpsTlIpz4kVochvrrn9Tlg8F3won7VGqfETkwF+uW4NQ0hsPVx64UJUrkE1XzE7BcT2eNusGlWr2YO9rFcn3q9s62nbhsLo4YkZBaV7jdnX5OLUqzPBo7Wp/ybESC24xrbDwfr85bO9+kfnpCsOstcOJH9QYuNYwbi7M37Y7A3DH0tu3MpQq8PF5zPnnDkFHpir3+ahTWqsdJzamUzoVxGFGL8C5vFw6boyrmjE28V9t7mHE4uMWj3vuVRHQrNKsLMv+/UgZBs7llX4ey9V/PyGEznpx4kmguym++5jebuvPWOlmaNDNBMZ0sAdXP7dXvQ1sfvYap0mTteWkKqcig+rdIWB2JHrF61ZmYvx+dX1TXZ/Vb3EahXOCesXu43hnmg9kyL8+9bPV3Zd5ohWC+5hJrAHNzeDA0yAOnH2h6TDPMNEtP2YGNyjnVzJlc2d/GK+OJhtquvd2vVWO9QGm4zTCNrEyG2oeYzc5Wr4GWmOux2iEtRTSVX7Ytgck1A2q+eezEHKdjGcoF9d1aLKzMz21H5SNQcXLvyWqvyzsmfsLBfIF/3/4a5vPzPDbexGwuOgLhPcRsGpFyGear19OLvdfcRSHmmjUDbcZiwTETC6JXnETC9ek1V/SFyBUrVv+c9UbXdUvEHW5mgXoBieaidbav4/Es/R3e+oOsk0vVzLkddoIOo3G48Z5PZ6br3ttJ53Y+lExQ1sv867F/5Q09b2BP+x5uGriJH439iLcNtdHFPHM0bwZZhyEiU3NG/rQh5u4YvQO7Zufdu9+95ENr2duxF5tmo719juNzZ0gX03VizqbZuGnXTdZu6ODoE2rn3O6kJ9DPpNPVmqOlaXBSE5mz6W6VulrTxHYpBjr9DHb5rb6HtRcwTdPoCW5n6rL3wu8cgps+XheNUReb9bXOns3MUtbLDZGlpSLiJ+dSVu2MSdVRKmuJiZ3BnQzHh3n42Cyv2d7O1TtVzUgza/NmLK7JAKq1Te/9NGx/Y8OFt83VhsPmuOCROZtmo8vX1XDf7Xtvp1ApcN/YfU0e2SKFjLpo1NTLFcoFTiZONtRzwRILUHcQAt0Mp87S6+/FoTkYyUyqxfT7/xn8XUxEj9Fj82KzOcAXocffw0h8hLJeplj0EPG76jbFViJspFnqug5XfhBu/1tCnQdJ2GzK2KcGM53XahiejaH7whTL+hoNUNQcMpvML3mRHY4PW/WYI9m5hlrUZim+HoeHHZqbOYedA+ED1Xo5sPq6MXsMzjytIunNGLoR4qdh5rBqatzW1zR6OOxrw6mrVjtNBXoNVTF3HEI7rN3/mWQem8aSrV762j3outrkq8Vhc7C3Yy9n06P0tHnqjG8GOn2cnEtbC8lUIcWphVP1Ys6o0QwZtX6JfELV8vm7wNte817cBLNHSSROo6FZ5QAmo3PqGn3APQeTL+G74j1oGtW5E9Scm09AuVjtNZeerDo5O3zws5+F9p3W3Gm32dVmhSkkoiNgd/HA/GHsOvzbkrpGNnVbXCXmOGqvw6uJzC2eW8xz/nynWt4xcgchd4i3b387tw/eXufO2zRrgpqWA8b7lsgnmEpPsT9smJ/Mj6mN0J/5v+m9TDnwTkRrUiTNzJjwoPpXM79nihlOLZxaUswdiS7qF7lgnEttfTx69lES+QS3BYd4T2wWm2arptKZrxHeo/4tkZ0zHB9mqH2I63dez3PTz61Y72gSz8fRsOE3p5dzjMwBXNkfYj5TbEiR3t11JZquM5xsrHW/UEymJus2hq2WLuYcZmQvFP1dDdewWnLFMulCuaU0y92dfvZ0+nnw6Axjc2kqpXY1lkVz/gOnH+CyyGX81e3vopQe4ocjP6aiV1TgIHaU2zJ53oKPsCfcaF6mG70PI4NE9SLhcrnuu9KqTtkoLg4xZywy7zl5D3/7/N/y8Sc/zsef/Hjdm50r5ZjPz9cJjh8fnkXP95Gm/ot9eb+KFjXtNdGEv3/whNW7rBWmFnLMG7VptQ2sN4K57FyDmNvevkjMWb1Y2q2btvmqC6CKrgrCa3cHT9PPQKnEG0PqRLxtj4qe3T54O5lShqT9Bbq1eUZyLUxchojMz6td0p6Qm3KlzN0jd/O2/rct2YNkMV6Hl53Bnei+wxxPqx1Y0/XQ5Jbdaic9aPeyLTMPV3wAUBGBCbenNaG0SMxlS1nQXcpUxhJzy4uJGw5289RolFS+VH3NsJr0evy9TBbizR8YGVIXxNLKduWtYk541kLaoC/Q1zQHfGwuYxki1B1v2AMPx4exa3betetdnFk4w0vjs1y3v4udVr1N65E5vyPEVx6vEcbRYXCHwN9Z7RFWswjXNI2wJ7zkjvfjw3P8xpef5U/veJVvPXtm2ej8dHqav3j6L/j4kx/nr575qyWjfVPpKbb5ttWlG5lcFr6MwdDgublaRk8Ael1bgpOJk5T1cp3Y6A/043V4l174d+5juDjPwfBBdrXt5EQ5rd5Dmw323shkdoZe7Mpwx2aj199LqqgW07m8h2016c+tEPG7KFV0FrLV3nahQA8Jp0dFrmqYTE1i1+zVRWsmSsltCII1plmCSjP0OX20u9sb6lyG48Nc2Xklfc4gww7q6mXz5TxjC2N1Dnwme0vq+3bzwCKxZvY/e/FrqgHx0E3NB7f3RvXzha8COgR76PR2Klv9mjEO22GgWORAaPeKEaJ4Pm44WR6t+57MJvNElmj1ArWNwxvrPPZ17CNROm3Vy5kMRPws5ErWNe7YvFqMXxa5rHqQEZlrL6nPPpFPqEVzZNEuvPEeJWYPE3QFrT5sJuZcsWdGiX/f1R/kdTs7eKhOzJmNw+erveZSE9Ueq6aBUmSvEpQG/YF+npt+jo8/+XH+x/Sj3N21g/vPPMA1Nj/74+P4HL51icw1E3Nehxe/099SzdziucV0bm7VBOXFmRetNdPfv/D3LbVcSBaSPHj6QW4duBWX3cUtA7fgsDmslPGlap3aXG11bS3MWjbrPDKvdZG99HRfBcBkrQirFVaRPXWtAo7PH0dHbzC9ave00+Pv4UhskZgz3biDvfxg5Ad0ejt5c+dr6CxmeUv3G7hz5E71XlhjMiJz6VnVk7OGTDHDeGqcwfZBbth1AxW9wpcPf5kvvvJF67399HOfbmp2lcgn8DuCBDTjHDvHmjmAK/pV5OmV8fpxep0+dlQ0hnOzzR523imUC8xmZ+vWElb/QTMTwggenCRPqVJatl4OaCnNEuCdB7bx5GiUw5ML6MV2oF5YzWSU+df1O67n6p0dXNP1DrKVGL/6rc/wa3f8GTbsvFv34czGeffud/Pw2YfrU3czMfW9CA8SLaaIlCt168VuXzcamoi55TDz2z9/6PN88ZUvcv/p+7lz9E4+8dQnrJ4f5oK0Vsz9dCxGl2sPx+eP1fUG2dsVwGW3caQFofXTsRif/NFx/uXxxjScpTCjcQMRX8uC8XxwNnmWWC7GQNsAAJWKvnRkLtCterEY7Gir7nBOpCYoVUp1uy3DFSXAfiN0OVd1XcVNA+qi/Pru1xP2hPnp5OO0aRmen/cubfNq4mkHh4eysZO2rc3Ds9PPMpOd4b2D713+sYu4eeBmspwm6fshGlpD0fVVnVfRH+hnH040T0g5RGIUzttAb0nMGRdgY8GSLqaplF2q3UONBfxy3HBgG8WyzqPHZ6uRubAyD+j2dy/f5FgvQ3z9dt7MqMjiyFyzaEE6X2JqIdewwAOqkbl5FfG4LHIZFSpozhneurdzyXqbpTg+fxw938NnHhjmiRFjB3vuBHTuVd/Vzr3KbCZZnz4X8USWFF5fe+Y0Pzk2y7efO8vvf/sQX3lq6ffxrtG7+NrRr3H/6fv5ypGvLBldq3NhXISmadw0cBMvzb609hqXJk6WVj1XTYqKTbMxGBrk1Whj/RdAIbKX05QYbB9kr6+XYaejurgeupFJG/QlZ62059q/KZVx093EEXE5zB3VaLpq/x5yhYg7nKpfYo199mR6km5fd3XRmolScLUDKoV3tZjujVZ7gkUuh6lCisn0JEMdQ+wN7uKEy1l3YR6Jj1DRK427xpUK+9JqAdUo5oxrz0tfV/NA/+ubD659h+qz9tLXjcf14rA56PJ11dV4DJeS7C0UGXQEGUuMNa/hMEjkE4RcbaqFRc33RPWYW/pzM8XcmSa13UPtQ5RtC/SG6xvN717UnsAypaiLzCnh0mb0CVNi7oRaLNfSOQQdAyTiY02dLMeMhuX+E9+HHT8D7Tu5+fJuXh5PVOeEJo3DayNzkbDxHY8MKbFgXI+u3X4tZb3M/afv51vlKH/oVbW+7woOosXG2Ns+uGJEtBUsR+lFrpqd3s4VxVyzuUXTtFWZoPz1s3/N94a/xz1j9/D5Q59vTEdswv2n7qdQKVglDu2edq7dfi33jt1LuVK2siaaRVVMExSApyafwq7ZuTxyubrTzKyIDOLuuoxIqcxkomZtFRtVmTrugLW5aV4fD0dVHdjBSH1kDlR0rqF9grGeqAR7eHryaW7YeQMOI+359u6fYTozrVx9YyOqPs8Tqr7moowPU9Tv7djLZeHL6PP38YWXv8CnnvsUPzr1I+4du5f/9cr/auqAOpGawO/owI8h5tYhMnewtw27TatPNzbYa/MwXFpdC6D1Yjqt5q/atUS3r5ugM1i9LiUnwe7mhDHXLSXmYimzYXhr150bDmyjUKrwjZ+eoc3tJewJV1NpgR+fUhtCN+y8AYD/fvMvgm7jxey/ENVfxJ56GxGPcsa9eeBmSpUSz81Ua+rMKFyxYxfJYoqIzVn3PXHanXT5uupe82Ji48RcqboA2Obbxmdv+Cz/cvO/8MSHn+Anv/gTfv8Nv0+mlLHSJMydosGQOhkLpQrHp5Psbd9PppSpcwNz2G3sivgYXWFRWanofPwuNYGspsbu1YkFNA0+8LrtzCbz1oLiQmM6Nt24S+0Ez6XzFEoVq1jUwnBUq2VXeyd6xclkatJ6nrf0v8W6/0gqQE5z86Z8ka+++6uWg6jZIuBEVE2sI7m2lZ1DNQ0C3WipGXwuO0G3g3vH7sXr8HLt9mtX9Tf/9tW/zX/Y900yp36dT7z5Mw0LBE3T+Lt3fJL/OnFGuak51IKz199LFp144jSUS82euoppbmLsCE9npikX25SpjLmwWMYABeD1uzoIeZ0qXSg6AsE+VU/DMi5foBY/ULfDfK4sVfPVTMyZKZIDkUYx19/uIZouqHSUjiFLaNjcMwxtM6zNO32cbMHRsqJXODF/gkxK1Rf++V1H1PkXHVGCFqo/F70XYW94yUXSq+MJrj+wjZf/9CbePtTJJ+87xsxC8/PTLM5++BceJugKLplyNZmaXNJaGbBSjNa8MJw9qoxvwtWF8In5EzhtTnaFdtUdev3O63lh5gXGEmMNT3My2ElZ0xjybmOv3c+4w0GmXUUtCgNvZdbhoDefseaC2r8pnnLQvYSJxlKYtQ7mDiuojYq4XiBXKVgNo8FwU63dTMjEyDnbgbVF5roC1TRLaLSNNpsM723fy97I5Yw5nRTnqulelp364sXqwjgfmY/yvwY+2Ngyw5xDszFVo2VbJiV16MbqHFEjns1zLV1MM5GPMVQosrcMJb3UtE2ISaKQIKTbVB1pTWRuJplb0skSYFfYh9dpb2oI1utVm0v+4Ezd7WavOXNT5kj0CGFPmC5vTZqxMTd6cgt47B4S6RkV8ehctHDTNBi6ialclO7axxuMzqV5e0cUbfpVuPz9AHz0zQPsCHv5/33/FQqlSk1kLlYXhZ1LTeLUddoixmcYGVSGUkaa10cu+wg/+cWf8JOff4gnz0zzzci1/OXb/5L3918H5TyDLaS3toI5Fy3udxfxRJjLrZBmucTcYoq5lTZKp9JTvDj7Ir/5mt/kq+9W/dFaSR29b+w++gP9XNl5pXXbLQO3MJed4/mZ5zk+f5ywJ9y02fNQ+xAnEycplotW82jLsCQ6rISTtwNC2+krV5hM15hUREeqgt/8aSyij8aO0uHuoNtX0zTe4GD4IGOJsfoNM0M0jJezZEoZtdlgnKPXevrw2D1qgy462uQ16xfktT1rNU3jM9d/hk+/89M89AsP8egvPcr33vc9oHnq64n4CdrtOwmYYm4dauY8TjtD2wK83GRtNejs4DSlpk6O5xtrY7hmA0LTNN6585386NSP1Odj1AmfiA/jsDnY3ba76XOZPWtbaU0Aqm4u4HYYrVT8XLv9Wh48/SCpQgpd1/nOie9wMHzQytba0d7JP934T3zuhn/kY7u+QuzMrRTdHZCNWfN+3bliCLeoYXIX9nQ2pOS+Y/s7ePjMw+tinLTebJyYy9bnI79j+zt4Q88b8DqUEDEXiuabfWz+GHbNbuXnHp9OUizrvKHvCoCGEPzuTv+KNXPff3GcQ2cTvH2ok0yh3HJ62OGJBQYift6wO2z9vhHcN3YfV3VdVbVhnle7pA1iLjVtpTqabO/wUSm2cyoxzh0jd/C6ba+rW7yMx3PMuXc0FRVDHUOMps5QBqYJ88DR6YZjGgj24M7O0N3moaSXuP/U/Vy34zrr814N+7s6KWf2ErFd2fT+obmT7M4krBRLqKYYTth0SCxvA25F5ozd5/HUBMV8u4rM2R0q0rhCmqXDbuO6/V08dHQGvfYCZoxFR2cqM6UWK7WYxzXpi7VWJlITdLg7rB5z1jjM+pOa1K8xw5K81hDBpDfkBa3ImeQZ9rbvZUfbDjTs+AOzViuMgYi/pcjc2eRZcuUcufQ23j7UyeHJBb7/9HFYOFuNJpk/jYiKruvkS2UinkjTNMtkrshYNMMV/W1omsbH33cF+XKFj9/9/2/vvePkOut7//czbXe2zc723pu6JRdJtmTJsiSvLEsuwQ75JYFLS2xsbgK5GMgFEmwCBAgQAgRCwoUYU02xJFtdFraMrWrJlrS9aLW9t5ktU87vj+ecMzM7M1sk2bLuPe/Xyy95Z87MnJnnPM95vu3zrQk7FtCLs7X+SZE2QXoK8izGXMQbw0Loq5Pjbgnc1OqH6ylxlMheZUE8WP4gFmHhufrnwt6mMUa+vswvKPMpKELQYpUGR7dfNXq8Pr3fZPANeXjcuvDInHoTHhgPbCq0a6rTnhiSatnl6gpN83UP4jInA1dmzCXZLdgsJr09QU6CFPPRNr/BPSjLMpbjFYK23jf119cP1RNrjg032PrrcfgVbiu8O/xD49Kk0Q3RUyw1gp8PMp61uaZFAkqxUu6WXvZohoXH58HlceHwqJvF4Mjc6OyROYvZxLJcB+cuD4c/55PjoVhDI9/5zjhMIuDYqRmsYVHqotCeTrYEqVTpHiQpJomRMTWFNTU0UwKA8q10mAU5hBu/Lf0udphfBwQseQCQG9mndi6lqc/FD19pDktt16KwAyOtpPp8CE04KJojbLQdi2+KRVmr2F6yHZtqDJeZExicHLzq+tuByQGSY5LD5mqqPXXWmrnZ1pYKZwXjnvE5xRa0bILqomoKEguIMcfMuQ4NTQ7xetfr3FN0T8iY3pl3J3aLnX0t+6T4ibo2zqTcWY7X7+WFlhf05tE6/Y2BcTCZyTbb6QruOznQqGeo6P8OBIy5qpSqiJ9ZlVKFghJqTI116SIb2nlpcy3OPcCG/A0cvHQQ72BTwFHmLA75TI3G4UZizDF6f8KqlCruLrhbF7JJt6fjiHGE/baj06N0u7qxk4fDcu0icyDr5iKJoJTHZ+MTMhX/nUYLrsws2Xi44mFcHhcvtryo95jTVE6tUfoQa5G5tHnUzAHYLCburJDjUZQWz8MVDzPhneCF5hc413eOhqEGHq58OOQ1a3NXsy7vDm7Ol+c7LBLBPUCcNY68hLzQ8RxsAmFiIEbuk1ITs/W+cxqPVDzCpG8yemuD68i7xpibiV5oq07U+sF6ipKKiLVIj6wmQHJX8XIsJktYcWxJegJtg268M1S8NDw+P1/dV8fyPAef2bYo5D3n4mLXKIuzk1iUnaT//U7TMtJC7WBtiNpax/AEa0wXufmtL+ipJoCaZhl6w8hJtqN4kjnVe4KWkZYQRUmPz0/36CTj8cURjYoKZwVTfg9tVgupWQUcrukNOyaMxCzip/vJTIrhRNcJhqeGQ5XiFoDmOW6JJrRx/rdy41V0p/6QFhXonk97AvcAmCwQk4jb42ZkahjFkxxoxB7UxHY2NlVlMOCaxtcfdAMjsOHdc+ECK75wIFQ63O5UJZuvnQhKp6szLMUSZETcJEwh6WktqiBBUVpc2PE5yXZMMb0oKJQmyz5lNn8W9oRA/n5xWjwjEx6GXLN7DbVF1DeVxSfvqWRVQTK/PaxGctLUDWFiltw0qr/Fv/+hiTVfOozDlsLgxGDYTU5zqixR6w2K0uL56MZSdp/r5JWG0BoDj88TUpwdqX8SSNVMj98TNc0SArVsV6w+11sTEm0B+ftESnFKs6dxV8FdPN/0PFO+qZDnmpRpLIpCkWuUMpf8LRon5NzUBUi83oiROb83buE1c+pNeDBorLWbfFfeSqjbBy99Ce8zf0KvuydwDXqnYXqMMZOsLbkSY04IQUZiTEhkzu116x7TxuFG7BY7uQm5lGk1HV2n4IW/g/9+gIbmg5TbMzC/9h342Xuhbq98Y80QSItQtG8yqVE2AWURjL1g8ldDTBIIkxQFUc+x292NX/Hrxlx5YiFFg+2YhCnq9aPJ+idPjoWcm8+vMOCajtqWQGNFvoPznaNhipZ9w1b8niRG/aHOLZvFRJ5TiqBM+6ZpHm4OE6VACL1lQHJMMsNa9GVmzRzgyV9Nn9lMTl8z7PkEPPMgHP0K03X7uW/sl9w5ukcqriYGrse7qjKoXpLFtw830DGlOvy0XnNqFHbA1UWazxfk/FHXjZlrp16nVRryb5lPzvWrrZubqSitkRqbOquhONvaos39qP3VVPa27GVx6mLyk/Ixm6Sze670zENth/ApvrD7b5w1jg15GzjY/CKN/Rejpsdp5/b917+MRVj0tDZA/vZBjsvsGCddiiqSNDkC7v7A86poE4PNeHweGoYbWJRQAL/8S3CFGsFa6mWI0360C5JyQlWRtej5aBfVRdUMTg5y0jMo6/NAZsck5UZsVl7iKAmr6dTQUl9nzlHts4Unh+wYNePnGtTMASzLczDomqZzRr1rqRrpauy7tqrX86Hb1Y1AkBkfGhxYkb6CsuQyfl3/66DIXOR7mIZ235hvZA7grkqZyVOUGs/StKVUpVTxq/pf8ev6XxNniYsqprckR+7Vezxx8vwOfJYK1zANwam7A03gyGfQI+8hqY5i6fj3BH7/RamLWJq6lOfqn5u7vOgd5jqmWU7OqiwYb40nNyFXX5hqh2qpSAlcGOc7RkmIsVCWnkxZcllYPnVJWjwen0L7UHiPHYC67jG6Ryf58PoSyjMTsFlM86p/G5300DboZnFOEg67lTyn/bpE5va17kMg2FoY8AB3DE3wQfNenDXPQo+av+wehKnRgBKbSm6ybBzu9o5jM9lC6kO6RybxK+BzlkpVNm/oplGXJ7ZaWbZoEW91jNATJZVNJzGbFF8fmYkx7GvdR4I1gXW5667ou2clxRJjMUWOAPk8Ukmv6t4QlUi9cN5iCfO2hKH1mBNC90T5Pc5AI/a41Dlr5gA2VmTgNLmwTA2FReYAXmqqY8LjCzeG08qlh/Ma0T3eHXHDYDFZyIjLCElPa+53kZUUS5wtvI4pN9mOyabmwauRc89kBn5L4PVaemZUQ1tFzmuByZNFZVYiH9tUTrK7TT6pbcqEkL9bfwMD41N890gjQ24Po64Ypv3TuniHxnnNmMsJtMt4dEMpRalxfP75C0x6AsIALaMtIcXZ5c5ymfo2o4m6FkmZzZgzCRPlyeVXpj432ik3FkH1VyNTI/S6e6Nupt5T8R6Gp4Y5dOlQyOMNEz0Uen1YB5vJH+7EpgSiPfr38Pr0xuRx1jgcMQ4EAsVnD+n/OB9S42MwCegOckboWQLp5bLW8eWv0XvpD/gUf4iSJcCAX256FnIzDybbEaurvc2U/tc2ZyZhothRjAlodHfD2Z+jjPdQ5+6kousiHPw8NB6C174r37S/TtbWxIenBALytytYE0j9i4bZKlMtkwv0dMzs+Gy8fi8DEwM0DDcQa44lN+dWYjpOU5CYH9Wo0CS/kwdapSGiqkX2jk3i8ytkOeYy5pKZ9vqp6w6ts3m9eQCzN4d2V/jnVmYl8kbbMA1DDXgVb5goBSB/o5F2HDEORicHZdQyqOm9Rvf0CIoQ5PTWw5u/lJupo1/B9vNH+LTlF/jsKbDps2Gv+4edi7GYBE8dVtcXl3TIaFHY/olBKVKQokZbEnPAGhduzGkbd20NTswGaxxlbrl+XG2qZf9Ef8R0xDR7GqPTo1HT4WZbWyK1AJjJ5dHLXBi4EGKURcswCGZ/y34Kkwojjml1UTVD3nEm8FFhjmyUFDmKsCjQ4XOzNmNVoNRhckS24Aky6LMTcpkSMOjulU4rCI3eppZDzwUahxvx+r0sGu2Fml1w8fchn5kZl4kzxhm6zxvr1CNAeQl5MvPEYpPO0LEu1uWuI84cy/6E+JAU9kjtCWa2OYqE9tsG6zNov7V3MpPMGHWfFHNtjDlNBOWt9tAgQ3FKFRZFoek6GHOdrk7S7GnYzKFrthCChyse5uLARS5M9jESn0a3q3vWtgRdI5PYrWYSYsL3GtG4e1EmeU47a0pS9c+sH6rnheYX2F6yXS8HmklynI3cZDtN08kwPQ7Hf0D5YAeXxi4HBOB6ayCtXM/6SUmtBBQpSBfEw5UP0zjcyBu9b8z7vN8Jrq8ASsOhWZ8ud8rJo8nfBi8+FzpHWJyThMkkWJSyiJqBmhBLWRNwmJk66fK4+O8L/83Zdun5WZHnwGo2UZWVGKYcFIkadcO4WN0wLslJeseMuR5XDz849wOOXj7KvpZ9rMxYGeIh6RkcYZ3pvPxDS3Gql/VwFIfWpmmNw0HW4QT3Wro8JFPtrJkVUrVtMDScX+IowQQ02BO4c5m8kR6p7WXSO8lPLvwkTB0RoCHewc8cNmyWkxxuO8ymgk1hC8J8MZkERanxtPRHqM1qe102ri0PFS9IjknGbomlM8Y+dwqje0BP7dE2936PU6ZZgmrMzR2Zc8RZ2Z6tGhxBnv6s+CwEgroBabz8oX6GMtU1bE+gKIqMzEUxRmb2mmvpd0VMsQTIdMRgju3BhIX8pHzGJj1MjKczofTptQwz622C8St+nrn4DL9v/D1nes8Qo6RTnpFKjMXM2tJUKjWjMOTGKxUt//1oExMeHzaLiY5+uTme6fW+0DlCRmIMGYmxjE+P88zFZzCb/Tz9wFJa+l384A8BI36mWlu0VMmwZtdR0NaqaN66usE6vUA7hEZ1DSzfytnes/zo/I90Zcxoxtya7DXkJ+bzq7pfhTzeNNJEmbBDXx3mgUZKLPEBY87VhUCQ9YGDejqb9r1izQmASW8ZMl+0CE5T0Fin29OxCAtdKXnw/j3wZDOdRWv0zwL0uXNpIpb0xBgSYxcemQMtlV5+9sxec03DTfrmLNYSS35CHk0Vm+BTrfT9j+cZNpspX/F++EQt3P4xaHtNbkb7G+RcjZDqBcg2Dw//eH4neO/X4S9/p/+pff/W0Vbqh+opSS7BVLEVvJOUWxxRjQqtj1VSz8WQ9E3tu5dEma8aK/KSATgblGrp8yu8VNdLQUIpzSNNYSp9WxZl0jE8waHmM4BUbQ2jaD20vorDEs+IZxychSGpwhp6VHjLl+FTrfDR1+DJZk7d+SNunfwurY8cCvSmCyLbYefjWyrY3zDGZGy6vgHPis/C7XXT5hkhzWwHqxq5M5lUufsZv2N/I1jjZURGOy61lPTBNpJsSVdtzA1MDERUZNZ7zUWJzs22tsRb48lLyAsz5hRF4Wc1P+N3Db/jZ7U/A0KFeiqcFQxMDoR9pra2HL18lJM9J8NSLDXWZd5MvKoeXD4cOcXTOjFKsUcaqNXWoIhkkJKlRrZTruVdXWdk9NtkkVFYjdKN0HWWmo7XAFjUrUYiZ7Q2EUKwKHVRIANLUQKRuRn9OEnMhrEuYi2x3OUo51CcnWOKmx+++UPpMEktl3sAda0enR6l190bpow9k3JnORPeiUDvQqSxnWhLZHQ8nhJTD1jsehr71bJYFUGZuS+1JudR6PFck7YaC6VrvCtilg/AjtId2M2x/FuClT3IPXG0exjItiTFafERr8NopMTbOPapTawtlfNte8l24ixx+BQfD1c8POtrl+Ym8f2Ju+ED++BTlyi3peBHkYImgy3QVwMldwVUcrOkGuvM/WJ1UTUJ1gS+d+57nOg6Qcd4BwcvHeQH534way3dbPvja6Gqe/2MOUtMmHz1TCqcFVwavcT5fmmgaPK3Pr/Cxa5R3QO/PH05Q1NDIQuftiGdKYLyXP1zfO3U1zh46TBJsRYKUmQ62ZIcBxc6R+cMnWoplUvUFMvF2Q5aBly4pmYX1bg86Kaxd4zmvnH8V9jM/D/f+k++c/Y7fOzIx2geaQ7NVQfie04QJ6bAHBNYDGtfkDexnJUhxybZLdgUuRDvLN0Z8pxWe5eYqxrPM26OsZZYCkUMDfZ4KjMTyU22c7iml11Nu/j6qa/zQvMLYef+tcGz/GtKMvvc32FseixcKW6BFKXFRe5n1nBA1nKUbEBRFJr7xmnsHaNvfIrs+By645IC6oHRcA/qqpXa5lDxOKUACqhNbOfXtHpz+jAAXbYC/TGr2UpyTBpTSj8ZiTH8sbE/tHYutVx6OCfnl/Y7GyNTI0x4JwLNmmeQnZAdKoDS76I4gpIlyP6EsXF9xItsrCYrLf0u/FPyxqX3nktR620iGHOne07z1ZNf5XOvfo7Xu15neiKLpeocjrWauTVxkG7SULTNGUBqOcpwG794vYGHVuWxriyNOvVe2jcRagRf6BjVvZm/rPslXz35VY5ePsr68nTuW57Nd4826ufVMNQQUpytbfyjGXOz1cyBvGkNTw2HnZPGl098mSdffjK8uXjDATk/Mxbzhde+wDdPf5OvnvwqEFlJDmQk8KHyhzjTe4b2Mdm7cXR6lPaxdkrjMqDrLIz3UGbPonawFr/ip3O8k3R7OtbcVTJqpJITn4PdLH+zhdbMAZSmBwwqkP29suKz6HB1QfF6sDvpypTrdo5HNRhUY67JZZvTEJn9sxPoH59iZMITEpnrn+inb6IvxNNellLJxYluFLNVv09Ult8nMxbKt8rm6s1HpVpkWni7Ah1Hbkg64KzEpURMr/7g/g9yvOu4PL/CdWCNo3TSxeVgL3EQemTOMymjfSpNak14acbsNTp5Tjup8baQurmzl4cZcntYnbcUr98bJqizeXEmJgGHWo6REptCbmKgwfmwe5rG3jHaszaBbwrH5DhD/qnI9XIE1dmUbApce3EpnDbfRB9O3QEUif9xe5F0tE5l4VPXbe13nMBPqtreQietLLxmrr9OZjsEbxrTKhEDDZQll129MTc5EDnNUjXworVRmWttqUypDDPm3ux/ky+f+DKf/+Pn+WnNT0Nq5iG8PEVDW1s+duRj+BV/1BKHmMun2OSawKwolF4+HfEYmo5QOe3Bpijc1ReUoqtlkwSJ4OSkS02Dzt635F6kaF1ARAygSqpZv970Isk2B/ltp+T+pfkPIeltIPd5dUN1crM9OQLeCabi07g0eil0rUzKlhkPwDZzCiNmM4+d+We+/ca3+dbpb8mU9skR2QOSICXLOSJzkRx+Wm3h4Pg0hUq7vP5M12ZbHRBBmXHPSMymdNpD4/gctf9vA2G1z0Ek2hJ5X/EOXo2z85X+14Ho9zCQ69dca9dcxFvjed+S97G5YHNEFdRgluY4qBnwM5Z5C9jiqMiXToWGvgtQ96I8qGo7/RP92C124jLktTtzvxhnjeODS+Ua/qEDH6L6N9V84ugn+M7Z74Q5WIPZ07yHr5/6Orubw+vtvnn6mwv41pG5fsZcjANaX5ENc6NQ7izHp/hkUSUB1bjmvnEmPX6W5shNyKaCTZiFWVdlBGnBO+zWMBGUfS3ymNrRV1ia69C9AktykhiZ8ERNy9S40DlKWoJNVxBbnJOEokBtd3SL/FhDP+u/+hKbv/Eym/7lD/z3a62zfkYkfH4fBy8dZGP+Rn5c/WP+Ye0/8FD5QyHHFA+9igcr3Pph2dR2tAsaD0PV9jBPsxCCbMutlPNYWLpj+9CEzHArUL2xESJZ5T5BvdWEEIK7F2VwrLGPvepvGzwOIDcjJ0br+dPRMT4Tt5Wn73j6ilMsNYrS4mkbcIfVgdBwUDZKjknk889fYNO//IHN33iZ2798BLtIpdNinVspcmJQT6PqdHViFhYUbwJOLR1MrRWZDyvsfUwpFg53hm6UbUoqJtsQf7e1Ate0j1OXgt4vWu3HFTBXZCk7PpseVw8+v48h1zRDbg/FEZQsNURMFyavXMyb+1z4puRGRNt02Cwmcp32iEqy+1qkgukv7vsF/2vl5xnr3BqSEllh6abBl0VDb9CcTS1DoFCg9PC3m8vZWJlOV798TfNwINI26fHR2Deuv58mDKDN98/dtxib2cS3DtXr5xtcnJ1gSwhJ69aoH6onNTY1oqx6MLOJoPS6eznTcwav38uRtiOBJ7zT0HQUyrfQNNJM43AjH1v5Mb6z6Tt8Y+M3yIjLiPp52mZM+577W/ejoHBn6grdWFqXcQv9E/2c7jlNt6ubrITwTePHb/44axMfn7Xx9GyUpCfQ0h/qoMpJyAkR1elMkt8ju+OsfEB1hFwctlCSfuU3c+21zX3jOGOcxJpj6RrvYm+LrH9bn7deP3Z97no6xjs4339er0PSvcZ5t8rUyrd+LcWiZioyXiPKksv4wu1f4OM3f5xP3PwJHl3xKFhjoXgDFX3NIbV0wWjGnMMUA4V36I8397mIt5lnFUABudavyE/mXPuw/tiR2h7MJsF9lTK9V+slp5ESb+PW4gQuTZxic8FmTEJuFVr7XdzxlSNs/sbLbPjlJOOmJIpGexgUCkPOAiLR6eqUUeEZarot/S7SEmwkzRKZtZhN/NODy7joycLbWweKErKWpc6MEqSWybYuwX06tWhrMGkVMNxGuaOE+qH6kNS5heD2uJnwTswamYsmgjLX2qI5sye8gT3JvpZ9WE1Wfr795zx9x9M8dftTYa+B0HWoabgpZG35+oavR4+YNOzn46OTfCf5NuxtxyM7FBv288SEie8n3ERi88uytAHk/UqYQlJts3NuBaCr/Y9yH1E1oxVRehUTKSUcHa1ns6Mck98Ltz8hW9K0Hgs5dHPBZvyKX6aXq4qlTVYLfsUfMTIHsN7l4mm34D+2/AePVDzCsc5jjCarjon+0F55sxkeEDD2tHuEoih6XVj/+DTZnrbZHUFXwNJIIigJmVR4PLRPD+PyzE+071rgV/yztukBeCJnI69caue7Sx7jGxu/EdVRMenx0T40cVXOPI3Hb3qcb941tzGk9Z+u6ZLp5gVV9xPj91Pf9gfpaMhcCimy52dRUpEUsknKi7hf/Mjyj3Dsvcf43t3f47OrP8uz9z7LsrRlUdsbQWBfvL8l9JiRqRFe7Xx1vl83KtfPmItNknVzMyZsMBXJcnIdunSIlNgUfXHUats0L3xKbAq3Zd3GvpZ9+kUvhKA4LT4kzfLy2GXOD5wnyZaEy3yequzATUR7r7lEUM53jLAkJ2AELlUvkJl5zcHsPd9FnM3Mt/9sJSVp8ey7sPCmg6d6TjEwOcCOkh3cnHkz76l4DzHm0Jv4yqmTtCbeDIvvl73KDnxWLopV2yO+Z26yg+nRZWFh7o7hCTITY7ElOCE+I6JRUT45QTte3B43m6oymFKGOd1ziiRbEie6T4SkeRxuOywLrkenudvv5YGyB/TNwZWyMj+ZaZ+fU61BQjrDbTJUXnEPFzpH+OnxS9x/Uw7/9mcryUyKpbUnhi68Mtd+apY+LcFpluOdJJjTAVOQAEoqeNyzOiI0kt0tdJpyOFQfavy53UnExI6yfXkOVrPgD3VBER1dle3qjbloPeY0suOz8Spe+ib69Dq3aGmWw5PD+ExDDA6lMjHto7nfhfA6ibfEh9QyVGYmhvV49Pq9HGo7xIa8DSxJXUKu5U4UT5o+71AUnJNttCjZITWEp11yHD682EeeM44NFekoXgcxpviQDWht9xg+v8KSHAetI63UDNaQZEvi5faXcXvcZCbFUr00iyO1vXh9fl3JMphI9Sb1Q/W6E2k2tI1ApBqXA60HUFBIsiWFLvaXAynB+1r36RG3Dfkb9HYj0chLzGN52nL9/XY17qLUUcrinNX6MZvKdhBvjWdX0y46XZ0RPapFjiJ8E/mkJ0ZvPD0bpekJTHr8dM6omwtO3e3yTZDqh5gm1ZBVjc3WCTulUaLA80FLpW/ucyGEICs+i05XJ7uadrEkdYmufAywtWgrMeYYdjXt0ltS6JtoswVK75Y3dIgsfnINEELwUPlDfHDpB/nA0g8ElDTLt1A5KMPNYb20gOFJucYlF9whjT+Vpr5xStIT5pWmtDzPQUPvOONqBsmR2j5uLnSyNLMMq8ka8botKWxDEdMsSw6k6H95bw0K8M0/XcFdi3I44F1JRfs5AOrskQ3zzvFOMuIywlTtmmdJ6Q7m5kInE0klxHjHYbw3ZDOZlhTaukP26fTDkFoaMO2SIgZhxlw5oFBpdeDyuEJS5xaCZqhFE0AJPmYmc60tFc4KFBTdwPcrfg60HmBd7jqWpi3lgbIHQq5xkNHAlNiUkPGcubZEzYpRFGg4QHrRetbd9KFAtDoYvw8aD5Fbuplbl7xXrl9tMgrDQIOsEbUE9iVJjgLi/ApdmpJs5QyBCiF4uXAlEyhUDw9JJ/+6j8t0xRmZWxXOCkocJXJTrEbeGpBGe4gxl5Qj6yt9HkwDDTyQVMnanLXcX3a/dKhNqfda1ZirHawlyZYUsSVCMDMVEDtdnbg8LvITSjD5JnBMdV/ztWNZroMB1zRdwSIoMQlU+mWd2RXVaV8hAxMDUrAnyl4CgLFukv1+7izaMus97NKAG0UhYj/btwst+KOlrZqL1lPi9dPQc0am2VdtR1EU6obqAvMyrVy/TmbiiHGwPm89f1r1pyxPX8624m3UDtZGVBntn+jnZPdJkmxJnOw5GbImHGk7gtc/R7useXD9jDlbgixWniXVsiCpAJvJFughonK+Y4QYiylkI1BdXE37eLveeBLkhRKcAqRtfN5X8XGEyQvxF/TnqrISMZvErCIoE9M+6nvGWJEX8KRlJcm6jzej1NspisJLtb2sL09j54ocqpdmcap1iJGJ6A1iI6H1ZQv2Ngcz1lVHMV30ZN0JebfIVIbzz0mPc5A3N5jcZLueUhlM+5A70Hg8khiH30/FuNxgNA43sqYklbjkCygofG7N5/Ar/pD6oL0te0m2ZmGdSifJdW3kdNeXp2OzmDh4MagtgppaqpRt4Z9eqCHZbuWpnUvZsSKHT22rYnAkniH/FBNCRI/OKYoqgCIjc13jXcSKNGwWE3ZV5j2479FciP4GJpNL+WPTAO5pOWGH3dMMDMfjMw0Ra4VbClNC6+acxdLDeS0ic2qEJFpqhN6ewNWlpyBGS7PUjKcpdzavNvbT3DdOnjMhLB1oeV4yzf0uxiYD1/iJ7hMMTg7qESWtV6OmCIurD9PUKO7EYl6qlcbc6KSHJ1+S57QjTxrOhanxFKclYPPlhSi9aQv00twk3QP296v/nknfJEcvHwVk09HRSS+vNLXR7eoO88SWO8tpHW3VBQs8Pg9Nw03zMuYcMQ4y7BkRI3P7WvdR6azkPRXv4fWu1xlSN+c0HACzDaVoPfta9nFL5i0RN4XRuKfoHmoGa3i5/WXO9p1lR+kOhKaKKUzY06vYWriVA60H6HZ1R70J94xNLVj8RCPYoNLIic+hb6JP/x07xzvJiUmG1ldhalyPzA2TSOlVROYKUuKwmISebpiTkMPJ7pPUDtaGqPOCTAHalL+Jva17uThwMdwLX75VGgHwthlzUSnfQp7XS5ywhkXIAEaGW7EoCnEz6oCb+1zz3gytyE9GUaTTsWtkgpquUTZVZWA1WaMqIA6JE/i9iVzukpvc15sH2H+hh8c2lPLgyjz+fE0BL3pvoXJCzs26KDoGneOdEdO8W+dpzAGkFcs2NKPtF0mJTSFGbQOQNlM9c0Y7E/3fmdFWdYyr/NIQrh+8sk2xbszFzpJmGaFmzuOfe22ZqWh5pucMvRO9c6pAa/W7IPcf815bBhql2EP5Fsi/TRpWM/dnHaelEnn5FijZIEsatGP6G8PUTIUQ5AgrnSYBOatkmvIM9lv9pHp93FL/EpRtkgIixXdCw/4QVW4hBNVF1ZzuOU2vOl4N08PEmGMoSAyKCmtp0KOdaqsE+TsuS1tGbkIu+3qOyxpKdQ9QP1QftSXCTIIVLbXfOM1WRLHoRqBc86i+5uycWTdXFSOvrbnUTq8lWpZPtL0EoEdE50pF11PEr2L9XygZ6l5d3+NbY6mISaNheliu/WqK5eDkoF7SRVqFvE7moVy5tXArAhGWmQYyIOVX/Hx2zWd1p4zGvtZ95CaEz4uFcv2MOSGgZGPYhA3GYrLonif9xwXOd45QlZ2ExRw4/bsL7sYiLCE/ZElaPN2jk3o9276WfSxPX06S9xb8nmRaJv+oHxtrNVOWnjCrCMqFzhH8CixTC8rl1xAsz3XwZpTIXG33GJ0jk2yqkqlGm6oy8PqVMKn02fD4PXP2ZXOdl997uniTVE8rVeWCK6pDamSCyUm2M+T26EaGRsfwRKBXXWppeJqlu5/yKWkE1g/VE2s140i/iMmTzdbCrQHvGfJGdqL7BIUxd9Ck5BF7DQo9AeJjLNxRmsrBmm49Gtt+chej9jy+f97EH5sG+NvNFTjUaNqO5dkUJKmGi8XMwVeO8UZbhPYYkyMyqqn3mOvAqqTgjLMGFnu979Ecxpx3GgZbSMhdxLTXz7EGeeN/paEfv8eJgp8+dx8bK9Op7R4LtCiw2CC58Jr0mutydRFrjiU5Jjni83rj8PEuWvpdmE2CfGd4WwII3Dji/HkcvNiji6VoDW61VKVleQ4UhZBm8vtb9xNvjWddnkyvPd85QnFaPPGakpV6Y00vWsKpS4P86tRl/vYXZ2kZM+Gxp2MdClw3GyrSGR5Jp36oHp9fKlRe6BzBYbeSm2xnf+t+VmWsYlvxNjLsGfq1uK48DatZsKtGijrMTDWqcFbgU3yyIBpoHmnG4/eErD2zUZ5SHlar0jXexbm+c1QXV7OteBs+xcehNlX0pOEgFN5BnbuD1tHWsBrYudhaJMUwPvfq5xAI7iu5TxWPEbqHfGfpTtxe96ztFXpHJ+eUt49GwJgLpMbmJKh9FFWV1C5XF9mOYvB7pCDTWBceSzweLFflmbWaTRSkxumGZHZ8NsNTw1iEJaJE9c6ynYxMjdA62ho+pmWbASE3p87CsNe+rSQXYEpfRIViirg5G+6vweHzI4LETyamfXQMT8x7M6SJoPz0+CW+f1TOpbvVe1KFs4KGwdDrdnx6nJM9f8Tpv4Xfnenit2faeXrPRXIcsXzkTlkHuLYklZPmFSRiI93rpd4T2REayZgbn/LSOzY1a71cMIuWynTQppozaomA/N6pWl2LhqZYqTnrorWaSJXzpMw1hkmYIhrR80Grh4uUZmkz20iyJUWMzLWMtMy5tuQl5mG32HVDe1/rPmLNsWzM3zjrOVU4K2gabsLn91E3VDf/tUUzysq2yD1D2Sa5RgXvzxoOSNXSUtXoKrwd6vfLe+FgU8S6ySxromwJFCFDyOVx8fLgebZMK7ILoXaNl2+RhuUM1cl7iu9BQeFAz0kA6t1dlDhKsJiCPAmJ6rXWflJmJqkGlhCCe4ru4XjXcYbTSqBf3j+itYGJRLmznEujl5j0TurjkmjKo1SomQjX2BG0ODsJkwg35jITskhSxBVft1eCluUza/34WLcM1Myh6KndL+brzLlWLMlJCsm+K89YTr/FzGByAWQt13/PkMjc9Jj8XnOQGZ/JyoyVYWmUIOduqaOU6qJqypLL9MDS4OQgx7uOX3GbrmCur5pl+RaZGhcljAlBanNqWwKPz8/5jlFdOEHDEePg9tzb2d+6X99UajUVLf0umkeaqRuqo7qomvOdY5hcKzjbfzxEkGBproNz7SP4ogiUaAbb8qDInPw7maa+QApLMEfUKIPWH2NlgRTS0B6fD1pftm1F26IeY2k6SLM/C2eeGsGsUL24M3PUg8hXxV+aegNedZ9foWt4kjw9Mlch06LGg853tJNcrw+7yUbDUAPdrm7GaGBiaCm13eNUF1VLL6K7V/dIdHVWMmQvRIy2S+/8NWDL4iwuD05Q3zPOKxcvk9LzGr8bW8Q/76+jLCOB/291wFsnhODDa1cB0G62Unv+NI8/e4aJaV/om2qepbhUJr2TDEwO4J1KJjU+KKU1Li302GgMtYDiI7t0OYkxFg7X9KIoCr86dZk4k3yPjvEONqrXxtGZqZaalPNV0OWS6lPRvI56ywZXJzVdYxSkxGGzRF4W6obqSLOnsaG8hMO10pgrSY+nMqUyJFVpuSap3DEMyAjXoUuH2JS/iRhzDH6/wrnLw3raAyDTY4HFy1fhV+DJ597kpbpe/m5rJdbMKugNRNw3VKYz7c5i0jfJ5TFZBP5G2zBLc6UyXeNwI/cU3YNJmNhatJVjHccYmx4jMdbKbcUpnGiXEflIkTkIeFx1oYx5GnMVyXITFawMqC3a9xTdQ6WzkqKkIrnYD12Cvloo38K+ln2YhZnNBZvn9TkaWfFZrMpYxeDkIGuy10hlW2usFN1QazdWZa7SvX7RPKo9o5NkORZeLweQnhBDYqyFpuDInNY43CWbeHe5ushOXyr7rv3mQ3Dqvxg3O7GZpRrm1VCSlkCz2htRu5bX563HGesMO3ZN9ho9OhG2eUtIh9xVcjMaxfn1tlK+hcqxQeqH6sJEuEZH2kgWFkgONDjXygfmawynxNu4rTiFF97s4ievXaIoNY4yVXygwllB70RvIGIMvHT5Jab90zxQcS+tAy4+8atzXOgc5VPbqohVMxRirWZuLcvhj9xEhVehLoIgg9fvpcfdE3bt1ak15iVp8zNGqyqqcBPL8GU5d7MVuUalpc8w5uzJsjRAWzv762WWQ2poOiJWOyQXYB9spiCx4IojHJqhFsmY0x6PJICifd5sa4tJmCh3ypYnXr+Xg5cOcmfenVKCfxbKk8v1tXFBa0v9frluaM6M8q2yhrTrXOgx+bcFREwq7pECM18tlqUHESJTOXGZdFrMsGhH2HNHLx9lyjfFtszbkP0bNwc+G6SzP4gSRwmVzkr2jdaD3UnDSFN4/Z/WhqnlD/LfIAOruqgar+LlkCMF+htoG2tj0jc5r+wLkPcIv+KneaSZhqEGchNycU1aKBWdKIjw6+wqsdvMlGckhomgiMRcKj0+6t/JyJyW5RNFTA2Q+/l5CEQ197nIdsQGnLnvEMtyZbr5qJo1VF4ir7OG4tUgRHj9pHbtzGKjBLOteBtNI00hGTo9rh7O9JzhnuJ7dIfCmd4zdLu6OXRJ7fm4QEduJK6vMVehfoHaPdEPUX/UKqc0Uk60DDI+5WVDRXgfoOqiarpc0hMOAau/pd/F/pb9el+28x0jlMatk3U8Qb2a7qxIY9A1HSLhHMyb7cNkJsWEpSQtVyMRFyJE9Y7U9rIs16E35DWbBBsr0jla1xfVaJzJ3pa9JFoTuSM3crokk6M4e17joP/mQHrkkofg4Z/MasytLUlFCHipLmCo9YxO4vUrgfcpUtM6g9MtxroxAeUJ+fys9mdseU7mRntGV3C4pofq4moUFO7+9d188fgXSbXl0dSRyE0rb5Ovv0ay+3cvkkbQ3vNdHNj9C+LEFDse+Qi/eex2fvaR1VjNoZf3hhK5YLc6Mnlv8QSdI5P88JUZPecaD8t/81fraQWXe2O5vTToZp29HCyxgWOjoaogWTKruLMynSN1vbz4VjevNPTzl7dIddEuVxcVmQnkOe0cCk4ZLVovN/tDlxbyk4TRNto2a1pEnDWO5JhkWoYv8WpjP+vKoqfi1A3WUemsZMviTPrHp3FP+yhJi9dToLWFMDUhhtxkO+dU58drXa8xOj2qL1jnO0foHZsKncP1ByC5gEVVy9j1xB0c+sSd1DxVzeN3lcnfovOs7lBYW5KK1ZsnP3OojvYhN7XdY2yoSNfrQ7SoVXVxNR6/h8Ntcqzuqsyg39tMgjUxrEaiMKkQm8mmp2rXDdZhM9kochTN56em3FmOx+8JEWbZ27qXpalLyU/M1xfykz0n6TsvVa+Uimr2te5jTfaaiAbIXGi/6c6yIEXah/8PVH8ZkBtCLeUw0k14yutjyO0h8wojc0IIStIDBlXw53SOd9Lj7mHKN0V2Yi782c+h+itQ/RV+kPJJitLirqhOL5jS9Hha+934/Ir+ufeX3h/xWIvJIqOXRBE7ePAH8NB/XNX5XDGV91IxNcX4zPot9yB9U0M4ZhgLWprSfI0hgF/99VrOfn4Lzz9+B89+ZI3u4NE2w8ElCvta95EVn8Un7tzKxaeqOfSJDfz2o7ezc0XoNXRXVQafdv85OQVyE+PxeUKe73X34lN8Ydfe4ZpezCbB2pLIRtBMTGYTA7GF2IYa8Xp95I4PYEcQZ4vw/YvXy5Yffp/chDmLQuq4dNIroV+m2F1phKN/oh+TMOGcqaqpkmZPi5hmOd+1pdJZyameU6x8ZqVMU5/Hpk9zfO/4/Q7+6/x/zW9tmRiCS6/K/qwa5VulIawp/Q23QfeboXVvq94P2/9Fzuvt/wLLHwl76+yiDYyYzYwkhW/y97XsIyMug5u2fk228UhQRZ+chZCxJFDHGkR1cTXnvCMsy0qkf6I/fC5rkbnmcGOuKqWKwqRC9ooJGGmjrvec/vh80D7rT/f8Kfta91HuLKd/fJoyUwc+R0GgTcY1ZGmug7c6ZiitF66lcmKc+sE6PTvl7aZtrI1Ea2JIG6sQvFPyNy9YO+d7yXrfdzYqB3BnRTo+v8LLallLRb7cU9cUSEd/3VAd2fHZgXrqBRpzmwulWJQmwgVw4JKsmdeib9q/W57bwtOvP01RUtG8HcazcX2NuaQc2Sw3woTVeKj8Ib607kt6uuXBiz3EWEysLw835jYVbCLWHMvuJin9qRlzTb3j7G7eza1Zt5ISm05N9xi35iynKKkoRCZ0Y2UGFpMIrcMK4s2OEZYHpVhqLFMjdTNTLQdd07zRNsRdVaGqdHdVZTDomg5RF4uG2+Pm4KWDbC7cHL0vW8MBzIqXl7iNNC2CZLbIflKzyOSmJ8awMj855Ptqap66xzx7hVT0CR6jMRluf/KmJ3h0xaM8uuJRnr7jaZZnlXG4tpdiRzFP3f4Uj654lA8u+Qijlx/i1qIUVq1Sjbm51CTnSWZSLCvyk/ne0SaWjh3DY00kZfFd3FzojJg2lhWfRWFSIUfj7aRPXqJ6SRb/frQptOF5kKqR5onyTDnYsjho42+Ll2kmtS/MnkutLQCp5WxelEHf2BRPPneOxdlJPLZOpg11jHcghGDzokyONfYHUl61lBTtRnoFXBq9RN1QHbdl3zbrcbdl3cbhtpeY8EyFfs8gPD4PTSNNVKRU6PMEZPS7LLksLFVpeZ5DFwXa1bQLZ4yTtdlykT94sQeTQE89ZmpMFtpX3QdCsDwvmbKMRD0CIH8LRf8tYq1m1hUuBsVE7WCtbgTfvSiDPU17WJ21Wo/ALE9bTl5CHnuapMPozgon1oSL5MWsDItWWkwW1uSs4cClA3qKUpmzLDSFZxbW5qzFJEx6WmfTcBMXBy5yb0lg83Nvyb34FT8vNu6CjCWc8Q7TMd4RcsxCeLDsQT6/9vOhogbZK0I8xO9f/H6euv2piNLbvaOy0e2V1swBlKaF1iZnxGVgEiY6xzv12tk12WukLPmax2DNYxwYL1qQIRKNkvR4pn1+2ofc3F1wN1+4/QuzpqF9eNmH+eIdX6TYURz+ZFq5dNRcD/Jvo9Ik19zgedR74TnejLFxc07oBkn7vReappQcZ2NFfnIgjR5YmbGSeGu8ft32T/TzaserbCvehkmYZAlCRgKrCpxhc2ZTVQbdpDLiX4HX79VTlDX0tgQzHEoHL/awujhFT4OfD+aMCgqVDi6ee50P9nbwLwUPRM44qNoO7n64fAL66qOnvqVVQH8jlckVdIx3MDY9iyhWFAYmBnDGODGrjeHDPiI2LWKa5XzXlg8s+QAfXfFRHl3xKP/rlv81Z4olyJ6An77t0zy64lEeW/EYn7z1k3N/kfoDUvAk2PkbnyY35jWqs702IN+uE5Mg1bPXPCb/jZBet0Y955l9NgcnBznWcYx7i+/FlJABpXeFvrBquxSmcIX+fo9UPsLHPHYeFSk8cdMTYa2ViEsBs02qmtqdgbIIpPNpe/F2Tk720G02U9d1AouwUOIoYT4UJRXxuTWf0/c9T9z0BAPj05SKLkzpb0+t7bLcJPrHp+hR12oAKrZRMe1l0j9N21jb2/K5wXj8Ho60HWF19uroB7W8IlMSZwkgAGrLKNc7Wi+nsarASUq8Td/zptnTqEqpYl/Hy0DAYa2TmAW2xHkbc2n2NNZmr2VP8x49Q3B3024WpSzS7zlFjiKevuPpkL3zQnrtReP6GnMgJ2zHaV2daCaJtkRZ2C8EiqJw8GIP68vTsNvCF894azx3F97NvtZ9TPmmiLWayU2280bfG1weu8zO0p3UdY8x7fWzLC+ZHaU7ON1zWu/V5LBbWV2SwsGL4fmxo5MemvtcegpZMGlqJGKmCMrRul78StCmVWVDRTomAYdrIhuNwRxuO4zb6w5fsIKpfYFRs5M+xzJMC/R0b16cyVsdI3q9VsewLGbXb/ZCyDFqOiKVwUC2PBAmVhRs5PGbHufxmx7ngbIHuLsqg3Ptw/SOTfJg+YM8ftPjTPVtZXAwh89uX4xILZWevnlOjPmwdXEmXq+XbbY3sFRVR2xaqyGEYEfJDk4qLjqHW/lMdRk+v8LX9qubp/E+qTCoLkYdLukhT7BkcHPhDM9m1XYYbQ9NQZlJf4PsIRaTwMaKDEwC3B4f//TgUuJtdtLsaXr0b+viTKa8fl5R6+pILYWMxbM6OuZiV9MuTMKkRyOicX/Z/bi8IyQ4m1hdkhLxmOaRZrx+L1XOKn2egNxMxlpiKUwqDElVWp6XTNugm7ahfl5qe4ltxdt0NbuDF3u4pSgl0Oqh8TD4pqKqrpK5RNYQBv0W9yzJxzeVzunOixys6aE0PZ5BXy2drs6QKJUQgp2lOznRfYKu8S7aJk8jLG48I6siftTO0p30uns53n08fGGfgzR7Grfn3M7upt34FT/PNz0fVr9V4ihhmXMRz3t7USrvZXfTbuwW+4JTLDViLbE8XPEwVlP0TXGCLYEHyx+MeMPQHBkZV9BjTqM0I4GukUBtstVkJTMuk87xyMqSHp+ftgE3pRlX75kt1dsTuIizxvFQ+UNRN9Yg0/HvL7v/mtw8rykmM+XFmxGKQn1/IEL2Qt2v8QvBzhUfDjm8uX+c3GR7xPvgQrFb7LpQjtvjZm/LXnyKL2qEM5hsh51F2Uk0tsuyh5kRLr1heFBkrrXfRUPvOJsXLay5cmrRUvJEP+Onfk6+18/6Wx6PfGDZFrmZr9kls0CiiVKklYN3gopYuZZdiTLgwETkHnP6OdtTw4w5RVGkkuU81pb8pHweu+kxHr/pcd6/5P2zznMNIQR/vujPefymx/noTR8NU7yMSO0eSMiSIiXBVG2H3gsw2CyPSV+04FTCJalLKHGU6E52jb0te/Eq3uh7m6rtUpiiPlRQIsmWxF8ND/O4Yxl/veKvw6OOQgRS/dIqwtoy3Vd6HwoKuxPiqRuopTi5OLqjfAZCCB6pfETf91SmVDIwNkGJqRNT+tVHVyIRCBYMBx5MzKRKE8h5B+rmXut8jcHJwTn2oXuksEzJxlnfq298irEp7zVpS7BQzCbBpqoMXqrt1dta7SzdyYWBC1wYuCDrqYNTboWYVdEyEjtKd9Dl6uJ0z2nqh+qpGazh/rLQtfSBsgf0a+imjJuuxVd7Nxhz6kZzHpvWmq4xOoYnokYPQA7M2PSYrmB3c6GTU/0HiTHHsqVwC//5SjM2s4lbi5zsKNmBQIRE57YsyqSpzxXWn04rQF2WF27MgczFfStosk17/XzvaBMFKXFhBmBynI315ek889ol+senmI3dTbvJTchlVWbkzSfeKfwNB9jvWcnS/Mgb8dnYqv6Wh1Q5+A49MheULrDoPtlGQpMWH+uUdQnmUK/ivcuyEcC/HZZplI294/zXsWYeWpXLivxkmeriLLqmxtzOFTk8lHaZJP8IIpoxEMR9pfJ62x1vo9DUzwfWFfHc6XZOXxqE+r26qhFAx1gnKCbuKisLEdsBoGKbNExnSRGWDYjlRsIZb+Phm/P56MZSVhbIm09OfEDC/dbiFJJiLaGpllXbZeqLK3LT2dnwK372NO1hTfaaWfuVAazOWgO+BNKz3yLGEnlzqNePqQvdX64pYl1ZGllqRKfKWTVD0VJe8z89v5tp/7RuYF0elCmRW4PncO0L0nuavybyCQoh6y2aj8KkrLXZVJWBMpVD7WAtx5sH2bI4i11Nu4izxHF3wd0hL99RugMFhRdaXmBX0y7spmTO1qdz+lK4AM7G/I0k2hL50fkfMTQ1NO9aCo37S++nx93D612v80LTC6zLXRdWT7PTnkeDzca57Er2t+5nS+GWOetg3i56rkFkriQonV0jOz6b17pei6gs2TboxutXrlFkTr5H04z1+kYkbtH9FHq81HW8BoAy5WLXZDvLLQ6KkkMjB9c6TWlH6Q7cXjdHLh9hd9PuMAN8Nu5bns25FitWU0xY7Zm2vgUrqR5SnZiz3ccjEZMpU+GWdT7HdM4tkBjl9bFJULwB3vipdBLNFpkDqtRkiCupm4vWMFwj1Z6K2+vG7Qm0sdEV8xa4trxteCbUfrT3hmfyaPfUN36qpmHOfY+diRCCHaU7ONN7hsujgbrK5xufZ1HKoug977JXgCM/EBnU8Hlkyn3SLLVbWqplBEM+PzGfVekr2ZUYT52rXS/huRJG3B7eOP8WsXjetv6US3IcJMdZ+c9jLSGplqWVO7EoCvWdJ9+Wzw3m+cbnccY4o/cH9vtl5kz55pD2KZHQNBqupsfo1bBlcSajk15OtkgBu23F2zALM988/U38ij98XmqKlvNkU8EmvSXQ7qbdWISFbcXR9S6uFfMy5oQQ1UKIOiFEoxDi0xGejxFC/FJ9/rgQomjeZ5BeKeVs52HMHarpQQjYVBX9JrA6azUZcRm6F+h/bi5EJJwj0beKNy65+f3ZTh7dUEK2w052Qja3Zd3G7qbd+iTZrBs3oVGzt3Txk+SIn7s830HrgJsRt6wZ+OErzTT2jvOPOxdHjJZ97r5FTHh8fOnF6CIX3a5uXu96nR2lO6L3ZWt5BdP0OIeU2/jkPQu/OZSmJ1CcFq+HnduHJkhLsAVS3AAKbofY5MAYjXVHLHIty0jgfWuL+OnxS5y7PMxnf/8WdquZv793UeCgBU6MuchPiePrS9vBHBMonp6F3IRcbk2uYndCPEpfHf9zUzk5jlj+9+/O46/ZA44CyJIy2G/1tOL3OKheEuGmEZ8qf5do162ihDWr/ef3LOeT9wRuHMH9uKxmE3dVZXCktjdQSxnFMzkfTvecllGq2TxpKhc6XUwP38QQZ0MEgYKpHazFZrJRqPZ1ql6axU8/vFq/titSZKrS6HRoD8gj7S/K/mcpsgG9dp3pGzmfRxbVV2wLcw6EULUdfNOyFgYp6JATV8qEMohXjHNnZRIHWg+wtWhrmOJrXmIeN2fezK/rfs0r7a/wYMVOspLi+ezvz+Od0XQ+xhxDdVE1x7uOA/MXP9HYmL+RRGsiXzr+JXonesMMGYBtfZexKAqfrf0J457xeUVA3i60yNxVGXMRDKrchFz6J/ojKktqKYLXwhhJibeRHGcNEWC5YSnZSIXXT+2wdIbVnv8ZjVYL9xeGtiRQFIWWa5ymdHPmzeQm5PL9c9+nZrBmXuuGxofWFVOQkoAylUnNQGifvM7xTtLsaSE9UQ9c7KEqK1EX4Jo36lqaKCZ40XPz7MdWbYep0ZDXRXu/9NEenDHOK4pw9E/0RxU/gUCvuWARFK2X4LWok7kmNP8BPK7I6XHOIshcBq9+W96LFs2e5RGN+0ruC3GcNww1RIxYhBCcFRQsmjbeCyizC21oIihRxv7+8gdotVrp9U1clVH9tQO1pE5cmvWzrpZYq5lPV1dxomWQ35wJ1NPaFu2kyOOhtvP42/K5GiNTIxy9fJR7S+4N6xWp03FaiuXMkWIJ6PXV16NmDmB9eRoxFhMHglIt1+Wui37PTyuH0Y7ZexMHEZzpsLtpN+vz1pMSu/BAy0KZ05gTQpiB7wLbgMXAnwkhFs847EPAkKIoZcA3gX9e0FlUbYfWV2BieNbDDl7sYWV+MumJ0VOCzCYz95Xcx7GOY/RP9NM4fgJhnqTt0mKe+NkZClLi+OhdgdqRHaU7uDx2mbN9ZwFZK7YoOymsbu7N9hHynHZS4iOH45fnJgPwVscIlwfd/NuRBu5ZkhnV8CzLSOQj60v47ZkOXm+OHHnZ07wHBYWdJdFvrO2v/ZpxJZabN95/Rcpwsl4rg9ea+hmb9IS2JdAwW6ByG9TtBZ9XpllG8Yr93dYK0hNi+MCPT/J68yBPVleRlhA0XmkVMvXlWhXtKoqMjpVsnFMOV2NH+QNcslo5136M+BgLn9+xhLbuPvxNL8mblZqW0TR0GbzOiPWZgJqCcjFMPhmQBu/02KwLfHZCNl2uLj23evOiTAZc05zRWiZk3xRerzhPnm98nnhrPJsKNs157MGLPfjGbsaneEMKd4OZq8ZDWwC1fk0Ou5WCTBc907XsLNupp7UdvNhDeUYChanqQt56DKZG5vb45q+W0bug32JtvlSyS0nup99/ZtZ05J2lO+l0deJVvPxJxf38w47F1HSN8uM/tkY8VkMTE5gvsZZYthZt5dLoJRJtieE1LtMuHM0vszE2i0tjl8iOz+aWrFsW9BnXkp6xSWxmE84F1C7NpDA1DpMI7TWnRWIiKUtqWQ/XyjNbmp4QlklxQ2KNpTKpiA7/BOOTo+yq/w1WReGeVY+FHNYzOoVr2ndVDddnoqVjXxq9hMW0ME9yrNXMU/cvwT2eyVt9NSHRg5nN6gdd05xqHVxwVA6Q6X2qU/Nb7eWzt/epvBdQnajR1uC4VLA7EQMNVKRULDgypyjKnMacFrULFkHRjMaFri1vG7V7pNKsJnY2k6rtsq1IUq68J10BWfFZrM5eza6mXfgV//wjFlX3yeiqlhUEQb3MZovMacZcZENtS+EWYtTrY75tCWZy9vIwzx5v470las3929if8pFb8llVkMyXXqxh2C37d5JaSqWwUzfe/rZ9LkhF5mn/dETHpE7tHjBZAiqks9Dc5yLWaiLHce3FYuZDnM3CurI0Dl7s0dcq7bvFWeLIS8wLfYGWPrsA4T6tJdDA5MCCHGNXg5gpgxx2gBBrgX9UFOUe9e/PACiK8uWgY/arx7wmhLAA3UC6Msub23MqlJIPfxuA5dTzc9PnmFBs+GexLxXAZjFhm5nyNoNmi4n7M5OJURR8QKrPz+8uDyIUhVirWRdvAHAL2JjlxCvAqp/tbL/JbLUWM183n7qM6J81JQRLpjz8R+dw1GNimeKY9XbWfnpPVEn5uTjRMsgjP3iNWKuJKa+fe5dm890/n5HWWbMbfvkXstG7xw23fAju+0bE99vzZidP/OwNVuQn87vHbg+NTJ55BnY9IXOrr0XdiqJIr+KOb8PN75/XS1weF3c9uxov4WM+iQ0falRSTJPGWo7+jx9EfqOhS/CvqrLlTCPH75M9bt73fNQc8l/W/pIvHv8idosdoV4rLr3nn/w7Bg8WwltezMWEENw3Nsn/7p/bm6Qgc8n/ItdJs8WMLcIlOSHgAfc0Tw1HjoD0mQSbsp3YFAWL+nqvAA/wfNsAGWoETAFsZlPgWvVNy9/uyea5lcCefxzeeFYK0AB9AjblpGBTFPxAhs/P3p6RiCvIuIC7spwUe338qm8UBZj0+PD5lbBZqgCP5KXgEYLfX154iuvZGCuP5jp5cNTNp/pDjQwTfuximgdj309j9ksoQ3ejDF69LPGVMuX1k+WI5din5jb6Z2PD116iY2iCGG1cE09gyvg1/u73gWtZyLHTPj8Ou41Tn72yOsGZPPncOX59up04a+QU4RuJW+Oe43T2cWL9CtMCFrvieLPnqZBjfIrCpMfPsx9ezR2zqM8ulLbRNrb/bjub8jfxr5v+dcGvf/CZr9LofwbFb0O/94lpGF+O0vsXIee+64k7oma5zMq3V+I3Wdk08c+0B19vEfip+BwFdHOn8sOoxzwjPs9yGvhaSgo/S44jzu+PeuxMFGDCZOJvBsb4M61H6AzqbRbel5dCjF/BrN5jpoQg3eu/orXl7cDOFHu5nSeV/xnx+Spa+Y3pUzyr3MOXlA9e+QclnMaU+Qt5fQgPuBehdH9g1peY8fEH8dck4GYaq/5YrPDwJ/6vUEsEISPg/ezmSdNP2eb/V9qIHMFblPlP1CUMs7e1D+c8lcWDUZBbmDiTDxGTAJ9qXfB7LISarlHu+7djmE0Cq7qnWpf8Lf6Y2rGg63ahTAlBocfHs+2DUXe0sUzxOsv4K+V/z/l+k14/FZmJ7P2bKM6Dd4BfnGjj0799izibWX4n4UEUPg2eDJSOJ0KOLaGd3aa/Y1KxBvaGc+AH/iQ/FZdJsOdSP/OpyEx4qve0oihX7NmdjzH3HqBaUZQPq3//JbBaUZQngo45rx7Trv7dpB7TP+O9/gr4K/XPSuCda5LxzpMGhMtYGdwoGON342KM3Y2NMX43LsbY3dgY43djY4zfjUuloijzSy+LwDvasU9RlP8ArlMjn3cWIcSpq7GyDa4vxvjduBhjd2NjjN+NizF2NzbG+N3YGON34yKEOHU1r59PXl4HkB/0d576WMRj1DRLB/DuyCEwMDAwMDAwMDAwMDD4v5D5GHMngXIhRLEQwga8F9g145hdgFaw9B7gyGz1cgYGBgYGBgYGBgYGBgZXx5xploqieIUQTwD7ATPwI0VRLgghngJOKYqyC/gv4BkhRCMwiDT4/l/n/4l00v+LMcbvxsUYuxsbY/xuXIyxu7Exxu/Gxhi/G5erGrs5BVAMDAwMDAwMDAwMDAwM3n1cmZa9gYGBgYGBgYGBgYGBwXXFMOYMDAwMDAwMDAwMDAxuQAxj7goRQvxICNGr9tjTHksRQhwUQjSo/zrVx4UQ4ttCiEYhxJtCiFXR39ng7SbK2P2jEKJDCHFW/e/eoOc+o45dnRDinutz1gYaQoh8IcRLQoiLQogLQoi/UR835t+7nFnGzph/NwBCiFghxAkhxDl1/L6gPl4shDiujtMvVbE0hBAx6t+N6vNF1/UL/D/MLGP3YyFES9Dcu0l93Fg334UIIcxCiDeEEHvUv425d4MQYeyu2dwzjLkr58dA9YzHPg0cVhSlHDis/g2wDShX//sr4N/foXM0iMyPCR87gG8qinKT+t+LAEKIxUhBnyXqa74nhDC/Y2dqEAkv8HeKoiwG1gCPq+NkzL93P9HGDoz5dyMwBWxSFGUFcBNQLYRYA/wzcvzKgCHgQ+rxHwKG1Me/qR5ncH2INnYAnwyae2fVx4x1893J3wA1QX8bc+/GYebYwTWae4Yxd4UoivIyUrkzmPuBn6j//xPggaDH/1uRvA4kCyGy35ETNQgjythF437gF4qiTCmK0gI0Are9bSdnMCeKonQpinJG/f8x5OKYizH/3vXMMnbRMObfuwh1Do2rf1rV/xRgE/Cc+vjMuafNyeeAu4UQ4p05W4NgZhm7aBjr5rsMIUQesB34T/VvgTH3bghmjt0cLHjuGcbctSVTUZQu9f+7gUz1/3OBy0HHtTP7Bsbg+vCEGtL+kZaihzF272rU1JGVwHGM+XdDMWPswJh/NwRqqtBZoBc4CDQBw4qieNVDgsdIHz/1+REg9R09YQOdmWOnKIo29/5JnXvfFELEqI8Zc+/dx7eAJwG/+ncqxty7UfgWoWOncU3mnmHMvU2oTdONvg83Dv8OlCLTT7qAf7muZ2MwJ0KIBOA3wN8qijIa/Jwx/97dRBg7Y/7dICiK4lMU5SYgDxklrbq+Z2QwX2aOnRBiKfAZ5BjeCqQAn7p+Z2gQDSHEfUCvoiinr/e5GCyMWcbums09w5i7tvRooVD131718Q4gP+i4PPUxg3cJiqL0qDc6P/BDAqlcxti9CxFCWJHGwLOKovxWfdiYfzcAkcbOmH83HoqiDAMvAWuRaUAW9angMdLHT33eAQy8s2dqMJOgsatWU58VRVGmgP+DMfferdwB7BRCtAK/QKZX/ivG3LsRCBs7IcRPr+XcM4y5a8su4P3q/78feD7o8fepCjVrgJGgdDCDdwEz8pEfBDSly13Ae1VlqGJkQeqJd/r8DAKoef//BdQoivKNoKeM+fcuJ9rYGfPvxkAIkS6ESFb/3w5sQdY9vgS8Rz1s5tzT5uR7gCNq1NzgHSbK2NUGOcAEst4qeO4Z6+a7BEVRPqMoSp6iKEVIUagjiqL8Ocbce9cTZez+4lrOPctsTxpERwjxc2AjkCaEaAf+AfgK8CshxIeAS8Aj6uEvAvcii/fdwAfe8RM20IkydhtVWVgFaAX+GkBRlAtCiF8BF5FKfI8riuK7DqdtEOAO4C+Bt9T6D4C/x5h/NwLRxu7PjPl3Q5AN/ERVFDUBv1IUZY8Q4iLwCyHEF4E3kAY76r/PCCEakaJT770eJ20ARB+7I0KIdEAAZ4FH1eONdfPG4FMYc+9G5dlrNfeEYagbGBgYGBgYGBgYGBjceBhplgYGBgYGBgYGBgYGBjcghjFnYGBgYGBgYGBgYGBwA2IYcwYGBgYGBgYGBgYGBjcghjFnYGBgYGBgYGBgYGBwA2IYcwYGBgYGBgYGBgYGBjcghjFnYGBgYGBgYGBgYGBwA2IYcwYGBgYGBgYGBgYGBjcg/z83l3Ld4wMgQwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pl.rcParams['figure.figsize'] = [15, 4]\n", "\n", "cell_activity = np.loadtxt('./data/File178Bon.txt')\n", "pl.plot(cell_activity[:,0])\n", "\n", "cell_activity = np.loadtxt('./data/File229Bon.txt')\n", "pl.plot(cell_activity[:,0])\n", "\n", "cell_activity = np.loadtxt('./data/File302Bon.txt')\n", "pl.plot(cell_activity[:,0])\n", "\n", "pl.xlim([75,150*3])\n", "pl.ylim([0,1.3])" ] } ], "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }