example_jupyter_notebook-checkpoint.ipynb
141 KB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Test Jupyter Notebook for using ice core data from NSF Arctic Data Center\n",
"\n",
"\n",
"## Dataset Information\n",
"-Downloaded from NSF Arctic Data Center on 13 Feb 2019\n",
"-https://arcticdata.io/catalog/view/doi:10.18739/A26T0GW17\n",
"-citation: Joseph R. McConnell. 2018. Aerosol and chemical measurements from ice cores, Summit, Greenland, 1446-1763. urn:node:ARCTIC. doi:10.18739/A26T0GW17.\n",
"\n",
"\n",
"## Description of this jupyter notebook\n",
"Our main objective is to begin developing tools for working with and using ice core datasets. This jupyter notebook imports one such dataset and uses basic plotting in python to visualize it"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#load libraries\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import csv\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#load the datasets from my hard drive\n",
"c14 = pd.read_csv('./data/C14_prelim_database_121418.csv',\\\n",
" sep=',', header=0)\n",
" \n",
"Summit = pd.read_csv('./data/SummitBID_database_121418.csv',\\\n",
" sep=',', header=0)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([u'depth_m', u'depth_mweq', u'year', u'BCconc_ppb', u'h2o2_uM',\n",
" u'nh4_uM', u'hno3_uM', u'insoluble_particle_counts_ug_g',\n",
" u'dO18_permil', u'dD_permil', u'Na_ng_g', u'S_ng_g', u'Cl_ng_g',\n",
" u'Ca_ng_g', u'Br_ng_g', u'Sr_ng_g'],\n",
" dtype='object')\n",
"Index([u'depth_m', u'depth_mweq', u'year', u'BCconc_ppb', u'h2o2_uM',\n",
" u'nh4_uM', u'hno3_uM', u'insoluble_particle_counts_ug_g',\n",
" u'dO18_permil', u'dD_permil', u'Na_ng_g', u'S_ng_g', u'Cl_ng_g',\n",
" u'Ca_ng_g', u'Br_ng_g', u'Sr_ng_g'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print c14.columns\n",
"print Summit.columns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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HqPnwSGeQnGnvv+/e1uYelXpR0uiRRx7xsrIyf/7553PdlLTKp3/DIpK6fPns\nrl632lvaW/zjf32c03YUq3y593QFybmSb0GyhlsUmO22Cx6SGb/61a8YOXLkJq/IJCJSzIZsNmTA\nwyukd7r35CcFySLAAw88wBtvvMGcOXO46aabct0cEREpAbr35DcFySJAY2MjW2+9Neeccw4XXnhh\nrpsjIiIlIN/uPWZWMundUqEgWYSBJaUXERHpj3y793T2tipaiVKeZBERERGROAqSRURERETiKEgW\nEREREYmjIFlEREREJE7BBclmtsTMNiR43BxV5yoze8/M1pjZE2am5I4iIiIikrJCzG4xBiiPer4f\nMA94EMDMrgAuAs4E3gGuAZrMbC93XzeQN160aNFAXi6SM/q3K1LY9BmWUpBv/84LLkh29/bo52b2\nFaDN3edHii4Frnb3P0S2nwmsAE4mEkhvquHDhzNkyBCmTJnS/4aL5NiQIUMYPnx4rpshIptA9x8p\nNfl0ryq4IDmamW0GTAb+N/J8D2AH4E9dddz9YzN7CTiMfgbJu+66K4sWLWLlypUDb7RIjgwfPpxd\nd901180QkU2g+4+Umny6VxV0kAx8FdgGuCfyfAfACXqOo62IbOu3XXfdNW9OmoiIlA7df0Ryo9CD\n5P8A5rj78nTs7IYbbmDmzJkxZQ0NDTQ0NKRj9yIiIiKSglAoRCgUiilbtmxZVttQsEGyme0K1BGM\nNe6yHDBge2J7k7cHFva1z8suu4zJkyens5kiIikLh6GtDUaNgpqaXLem9ITbw7R1tDFq2ChqqnQC\nRHIpUSfl/fffn9Xx+QUbJBP0Iq8AHu8qcPclZrYcOBZ4A8DMhgJfAG7JRSNFRPrS0QGNjdDUtLGs\nvh5CIaiszF27SkXH2g5OeuAknlv6XHdZfXU9oUkhKit0AkRKVcHlSQYwMwPOAu529w1xm28ErjSz\nr5jZfsC9wDLgkey2UkQkNaedBvPmxZbNmwennpqb9pSSjrUd1N5cGxMgAzQvbqZhtobaiZSyggyS\nCYZZ7AL8Nn6Du/8UuBm4A3gJqAAmDjRHsohIJoTD8OST4B5b7h6Ut7Tkpl2l4qTQSbSvbe9R3umd\nNLU10dKuEyBSqgoySHb3J9y93N1be9k+1d13dPch7l7fWz0RkVx75pmBbZf+C7eHee7vzyWt09qh\n24dIqSrIIFlERGSg2jra+qwzatioLLRERPKRgmQRkRw6+uiBbZf+qx5WnXT7kbseqSwXIiVMQbKI\nSA7V1sLTvQqWAAAgAElEQVT48Ym3jR+vVHCZVFtVS311PWUJboVVFVU88nXN9xYpZQqSRURybNas\nIOVbtCOPDMols0KTQhxXfVxM2dhdxtJycYvSv4mUOAXJIiI5VlkJM2bA2LEby+bPh4YGWLUqd+0q\nBY73KNty8y1z0BIRyTcKkkVE8kBjIyxYEFvW3BwEypI5jbMbaV7cHFOmHMkiAgqSRURyLhwOVtvr\n7Iwt7+wMypUrOTPC7WGa2pro9NgDrxzJIgIKkkVEcq6tj0xkrUrVmxF9pYBTjmSR0qYgWUQkx6qT\nZyJjlFL1ZkRfKeCUI1mktClIFhHJsdraILtFeXlseXl5UK40cJnRlQKu3GIPfLmVU19drxzJIiVO\nQbKISB4IhaCuLrasri4ol8wJTQpRNzL2wNeNrCM0SQdepNQNynUDREQkSAM3d24wSa+1NRhioR7k\nzKusqGTulLm0tLfQ2tHKqGGj1IMsIoCCZBGRvFJTo+A4F2qqahQci0gMDbcQEREREYmjIFlERERE\nJI6CZBERERGROAqSRURERETiKEgWEREREYmjIFlEREREJI6CZBERERGROAqSRURERETiKEgWERER\nEYmjIFlEREREJI6CZBERERGROAqSRURERETiKEgWEREREYmjIFlEREREJM6gXDdAREQ2CoehrQ1G\njYKamly3pnSE28O0dbQxatgoaqp04EVEQbKISF7o6IDGRmhq2lhWXw+hEFRW5q5dxa5jbQeNsxtp\natt44Our6wlNClFZoQMvUso03EJEJA80NkJzc2xZczM0NOSmPaWicXYjzYtjD3zz4mYaZuvAi5Q6\nBckiIjkWDgc9yJ2dseWdnUF5S0tu2lXswu1hmtqa6PTYA9/pnTS1NdHSrgMvUsoUJIuI5FhbW/Lt\nra3ZaUepaetIfuBbO3TgRUpZQQbJZrajmd1nZivNbI2ZvW5mB8XVucrM3otsf8LMRuWqvSIiyVRX\nJ98+SlevjKgelvzAjxqmAy9SygouSDazbYHngX8D9cBewGXAqqg6VwAXAecBhwKrgSYz2zzrDRYR\n6UNtbTBJr7w8try8PChXlovMqK2qpb66nnKLPfDlVk59db2yXIiUuIILkoHvAkvd/Rx3f9Xd33X3\nZndfElXnUuBqd/+Du/8NOBPYETg5Fw0WEelLKAR1dbFldXVBuWROaFKIupGxB75uZB2hSTrwIqWu\nEFPAfQWYa2YPAkcD/wBudfc7AcxsD2AH4E9dL3D3j83sJeAw4MHsN1lEJLnKSpg7N5ik19qqPMnZ\nUllRydwpc2lpb6G1o1V5kkWkWyEGySOBC4EbgB8TDKe4ycz+7e73EQTIDqyIe92KyDYRkbxVU6Pg\nOBdqqmoUHItIjEIMksuAl939B5Hnr5vZvsAFwH0D2fENN9zAzJkzY8oaGhpoUKJSERERkawJhUKE\n4sabLVu2LKttKMQg+Z/AoriyRcApkf9fDhiwPbG9ydsDC5Pt+LLLLmPy5MlpaqaIiIiI9EeiTsr7\n77+fKVOmZK0NhThx73lgdFzZaOBdgMgEvuXAsV0bzWwo8AXghSy1UUREREQKWCH2JP8ceN7Mvkcw\nCe8LwDnAuVF1bgSuNLNW4B3gamAZ8Eh2myoiIiIihajggmR3/7OZfRW4DvgBsAS41N0fiKrzUzMb\nAtwBbAvMBya6+7pctFlERERECkvBBckA7v448HgfdaYCU7PRHhEREREpLoU4JllEREREJKMUJIuI\niIiIxCnI4RYiIsUoHIa2Nq22lyvh9jBtHW1adU9EAAXJIiI519EBjY3Q1LSxrL4eQqFguWrJrI61\nHTTObqSpbeMJqK+uJzQpRGWFToBIqdJwCxGRHGtshObm2LLmZtBin9nROLuR5sWxJ6B5cTMNs3UC\nREqZgmQRkRwKh4Me5M7O2PLOzqC8pSU37SoV4fYwTW1NdHrsCej0Tprammhp1wkQKVUKkkVEcqit\nLfn21tbstKNUtXUkPwGtHToBIqVKQbKISA5VVyffPmpUdtpRqqqHJT8Bo4bpBIiUKgXJIiI5VFsb\nTNIrL48tLy8PypXlIrNqq2qpr66n3GJPQLmVU19drywXIiVMQbKISI6FQlBXF1tWVxeUS+aFJoWo\nGxl7AupG1hGapBMgUsqUAk5EJMcqK2Hu3GCSXmur8iRnW2VFJXOnzKWlvYXWjlblSRYRQEGyiEje\nqKlRcJxLNVU1Co5FpJuGW4iIiIiIxFGQLCIiIiISR0GyiIiIiEgcjUkWKUDh9jBtHW2aYCQikgPh\ncLAQkCbZFjcFySIFpGNtB42zG2lqa+ouq6+uJzQpRGVFZQ5bJiJS/Do6oLExWDK+S319kK6xUpfg\noqPhFiIFpHF2I82Lm2PKmhc30zC7IUctEhEpHY2N0Bx7Caa5GRp0CS5KCpJFCkS4PUxTWxOd3hlT\n3umdNLU10dLekqOWiYgUv3A46EHujL0E09kZlLfoElx0FCSLFIi2jrak21s7WrPUEhGR0tOW/BJM\nqy7BRUdBskiBqB5WnXT7qGGjstQSEZHSU538EswoXYKLjoJkkQJRW1VLfXU95VYeU15u5dRX1yvL\nhYhIBtXWBpP0ymMvwZSXB+XKclF8FCSLFJDQpBB1I+tiyupG1hGaFMpRi0RESkcoBHWxl2Dq6oJy\nKT5KASdSQCorKpk7ZS4t7S20drQqT7KISBZVVsLcucEkvdZW5UkudupJFilANVU1lFkZob+FeKLt\niVw3R0SkpCxeDK+8Au+8k+uWSCapJ1mkwLR1tPGFO79A+9r27rKqiipeOfcV9qjcI4ctExEpbm1t\n8IUvQPvGyy9VVUHAvIcuv0VHPckiBSY+QAZoX9vOIb8+JEctEhEpDfEBMgTPD9HltygpSBYpIE2t\nTT0C5C7ta9s19EJEJENmzeoZIHdpb4cndPktOgqSRQrIS/94Ken2BcsWZKklIiKl5bvfTb59gS6/\nRUdjkkUKyE5b75R0+65Dd81SSyRTwuFg3KNmzWdXuD1MW0ebMsZIQl2fy2QOOyw7bZHsUZAsUkB2\n3HrHpNu332r7LLVE0q2jAxoboalpY1l9fZB/tbIyd+0qdh1rO2ic3UhT28YDX19dT2hSiMoKHXgJ\n9BUgb701HHdcdtoi2aPhFiIFREtTF6/GRmhuji1rboaGhty0p1Q0zm6keXHsgW9e3EzDbB142aiv\nJal///vstEOyq+CCZDP7kZltiHv8X1ydq8zsPTNbY2ZPmJkiBykKWpq6OIXDQQ9yZ2dseWdnUN7S\nkpt2Fbtwe5imtiY6PfbAd3onTW1NtLTrwEugtyWpy8qC8vHjc9MuyayCC5Ij/gZsD+wQeYzt2mBm\nVwAXAecBhwKrgSYz2zwH7RRJOy1NXXz6+im3tTU77Sg1bR3JD3xrhw68bJRoSerjjtOS1MWsUMck\nf+buH/Sy7VLganf/A4CZnQmsAE4GHsxS+0QyRktTF5++fsodpd/CMkLDl2RTaEnq0lOoPck1ZvYP\nM2szs+lmtguAme1B0LP8p66K7v4x8BKgeadSVGqqaphYM1EBchHo7afc8vKgXDfizNDwJemPmhqY\nOFGfy1JQiEHyi8BZQD1wAbAH8KyZbUkQIDtBz3G0FZFtIiJ5KdFPuXV1+ik30zR8SUR6Y+6e6zYM\niJltA7wLfAd4C3gO2NHdV0TVmQlscPeE05XNrBG4/8ADD2TnnXeO2dbQ0ECDppeLSJbop9zc0PAl\nkfwSCoUIxfUSLFu2jIULFwJMdvcZmW5DwQfJAGb2MvAEcCfQBhzg7m9EbX8aWOju3+nl9Y3A/dOn\nT2fy5MlZaLGIiIiIbIr777+fKVOmQJaC5EIcbhHDzLYCRgHvufsSYDlwbNT2ocAXgBdy00KR9Au3\nh5nTMkcpqkREciAchjlzlJ6x2BVcdgszux54jGCIxU7ANGA98ECkyo3AlWbWCrwDXA0sAx7JemNF\n0kyrg4mI5I5WxiwthdiTvDMwg2D88QPAB8AX3b0dwN1/CtwM3EGQ1aICmOju63LTXJH00epgIiK5\no5UxS0vB9ST3Nvkurs5UYGrGGyOSRV2rg8WLXh1ME45ERDKja2XMeNErY2qybXEpxJ5kkZKk1cFE\nRHJHK2OWHgXJIgVCq4OJiOSOVsYsPQqSRQqEVgcTEckdrYxZehQkixQQrQ4mIpI7WhmztBTcxD2R\nUlZZUcncKXO1OpiISA5UVsLcuVoZs1QoSBYpQDVVNQqORURypKZGwXEp0HALEREREZE4CpJFRERE\nROIoSBYRERERiaMgWUREREQkjoJkEREREZE4CpJFREREROIoBZyISJ4Ih6GtTblXcyXcHqato035\nx0UEUJAsIpJzHR3Q2AhNTRvL6uuDVbwqK3PXrlLRsbaDxtmNNLVtPAH11fWEJoWorNAJEClVGm4h\nIpJjjY3Q3Bxb1twMDQ25aU+paZzdSPPi2BPQvLiZhtk6ASKlTEGyiEgOhcNBD3JnZ2x5Z2dQ3tKS\nm3aVinB7mKa2Jjo99gR0eidNbU20tOsEiJQqBckiIjnU1pZ8e2trdtpRqto6kp+A1g6dAJFSNaAg\n2cy2SFdDRERKUXV18u2jRmWnHaWqeljyEzBqmE6ASKnapCDZzCaa2T1mttjM1gNrzOxjM3vGzP6f\nme2YoXaKiBSl2tpgkl55eWx5eXlQriwXmVVbVUt9dT3lFnsCyq2c+up6ZbkQKWEpBclm9lUzCwO/\nAT4D/gc4BagHzgGeAeqAxWZ2u5ltl6H2iogUnVAI6upiy+rqgnLJvNCkEHUjY09A3cg6QpN0AkRK\nWaop4C4HvgPMcfcNCbY/CGBmOwEXA1OAn6elhSLSTXlci1NlJcydG0zSa21VnuRsq6yoZO6UubS0\nt9Da0arPl6RMuc2LW0pBsrsflmK9fwDfHVCLRKQH5XEtDTU1utHmUk1VjYJjSYlym5cGZbcQKQDK\n4yoikj+U27w0bPKKe2b2s142OfAvoBV4xN07BtIwEQl05XGNF53HVb1fIiLZ0ZXbPF50bnP9IlQc\n+rMs9YGRxyDg7UhZLdAJvAV8E7jBzMa6+/+lpZUiJSyVPK4KkkVEsiOV3OYKkotDf4ZbPAz8CdjR\n3Q9294OBnYEngBCwE/AsmrgnkhbK4yoikj+U27x09CdIvhz4gbt/3FXg7h8BU4HL3X0NcBVwcFpa\nKFLilMdVRCR/KLd56ehPkFwJjEhQvh0wNPL/HwKb97dRIhJLeVxFRPKHcpuXhv6MSX4E+I2ZXQa8\nEik7BPhf4PeR54cC4YE3T0RAeVxFRPKJcpuXhv4EyecTjDd+IOr1nwH3ECw4AsEEvnMG3DoRiaE8\nriIi+UO5zYvbJgfJ7v4pcK6ZfQcYGSleHCnvqvNamtonIiIiIpJ1KQfJZrYUeDTyeDISFL+RqYaJ\nSHJaolpEJPu0FHXp2JSJe2cA/wZuAVaa2Uwzm2xm22amaX0zs++a2Yb4BU7M7Coze8/M1pjZE2am\nhCxSNDrWdjBh+gRG/3I0J8w4gdpf1jJh+gRWrV2V66ZJGoTDMGdOMNZRsiPcHmZOyxxa2nXQpXcd\nHTBhAoweDSecEGS5mDABVunSW7RSDpLd/Rl3v8zda4AjgNeAi4HlZvakmX3bzEYm30v6mNkhwHnA\n63HlVwAXRbYdCqwGmsxM2TakKGiJ6uKkG3D26QunbAotRV16+pMCDnd/091/4u5fBHYnWETkWOBv\nZvY3M/tSGtvYg5ltBUwnmBz4YdzmS4Gr3f0P7v434ExgR+DkTLZJJBu6lqju9M6Y8uglqqUw6Qac\nffrCKanqWoq6M/bSG7MUtRSffgXJ0dx9ubv/2t2/QpAr+QfAugG3LLlbgMfc/cnoQjPbA9iBYEXA\nrvZ9DLwEHJbhNolkXCpLVEvh0Q04+/SFUzZFKktRS/HZ5OwWZja0l00O/NvdfzewJvX5/l8HDgDG\nJNi8Q6QdK+LKV0S2iRQ0LVFdnFK5AWuCUHql8oVTE2Kli5aiLk39yZP8IUEgmpCZLQPuBqa5+4Z+\ntqu3fe8M3AjUufv6dO4b4IYbbmDmzJkxZQ0NDTTo907JE11LVDcvbo7pASu3cupG1ummXqB0A84+\nfeGUTdG1FHVzc+wvPuXlwUp7+hKbfqFQiFDcEobLli3LahvMvdd4N/ELzM4AriUIhF+OFB8KfAP4\nMTAc+G/gene/Nm0tDd77JOBhoBOwSHE5QdDeCewJtAIHuPsbUa97Gljo7t8hATNrBO6fPn06kydP\nTmeTRdJu1dpVNMxuoKmtqbusvrqe0KQQlRWVOWyZDMSECb3fgOfOzV27itmE6RN6/cI5d4oOusRa\ntSqYI9C08dJLfX2wFHWlLr1Zcf/99zNlyhSAye4+I9Pv15+e5DOAy9z9waiyx8zsr8D57n5sJKfy\n/yMIptOpGdgvruxuYBFwnbsvNrPlBJMI34Du4SFfIBjHLFLwtER1cQqFet6A6+qCcsmM0KRQjy+c\ndSPrCE3SQZeetBR16elPkDwW+FaC8oVsnBz3HLBrfxvVG3dfDfxfdJmZrQba3X1RpOhG4EozawXe\nAa4GlgGPpLs9IrmkJaqLi27A2acvnNIfWoq6dPQnSF4G/Cfw3bjy/wT+Hvn/KiBbiSZjxou4+0/N\nbAhwB7AtMB+Y6O6ZzrghknFaZa/46QacffrCKf2l1feKW3+C5P8GHjKzicArkbIxBOOBT408PwSY\nmeC1aefu4xOUTQWmZuP9RbKhY20HjbMbNQ5ZRCQPdHQEuc01Prm4bXKeZHd/lCAgngMMizzmAHu6\n+x8idW5z9/9KZ0NFSpkWPRARyR9a/Kc09KcnGXdfQs/hFiKSAV2LHsSLXvRAPxWLiGRH1+I/8aIX\n/9HQi+LQryDZzLYlSPs2grjeaHe/Nw3tEpEILXogIpI/tPhP6ejPintfAe4HtgI+JnbinAMKkkXS\nSIselB5NBsouTYiVTaHFf0rHJo9JBm4AfgNs5e7buntl1GNYmtsnUvK6Vtkrt/KY8nIrp766Xjf1\nItLRESwqMno0nHBCsMrXhAnBIgaSfh1rO5gwfQKjfzmaE2acQO0va5kwfQKr1uqAS++6Vt8rj70k\nU14elOuLbfHoT5C8E3CTu69Jd2NEJLHQpBB1I+tiyrToQfHRZKDs0oRY6a9QKFjsJ5oW/yk+/RmT\n3ESQ8m1xmtsiIr0o5EUPNHQgNZoMlF2aENs3DUPpnRb/KQ39CZL/CFxvZnsDfwXWR2+MpIgTkQwo\npEUPlEd00zzzTPLtmgyUXpoQ2zvlZU+dFv8pbv0Jkn8d+e8PE2xzoDxBuYiUmGRDB+bOzU2b8k04\nDK+9BjffDM89l7xuPk8G6upxLLdyOr0zpucxHA6+AJjB0UfnT0DR14TYnzz3E4YPGc7KNStLric1\n2TCUuVP04ZXSsclBsrv3ZxyziJQQDR1ILlEve2/Ky4Oxjvl4vBL1OHYZv2s96x8IMX9ebM/j+PEw\na1buf03omhDbvLiZTu/ssX3+0vkceueh3c9LpSdVw1BENlLAKyJpl0oe0VKWqJe9N/k8GShRj2OX\np95tZv6InhPgnnwyfyYihiaFOGznw1KqWyoT+lIZhiJSKlIKks3s66nu0Mx2MbMj+t8kESl0yiPa\nu65e9s6enZc9/PrXwdCUXPe6JtLV45ioFxbArRNGNcGwlh7bun5NyLXKikq+f+T3U6ob3ZNazJSX\nXWSjVHuSLzSzRWZ2uZntFb/RzLYxsxPMbAbwF6Aqra0UkYKSrTyi4fYwc1rmFEzg0tGxab2oRx+d\nubYM1GvLX0ut4rDEPY8LF6axMQPQV1AYb+HyPGl4BoTD0PZyLUd+TnnZRSDFINndjwauAI4D/mZm\nH5tZi5n91cyWAe0EC4wsBfZVhgsRyWQe0UJdBKKxEV5/ve96hbAowc0v3ZxaxY7EPY83p/jyTOtt\nsZ7e/PLlX2a4RdkXv4jN/EtDbNuhvOwiKU/ciwS+j5rZcGAssBtQAawEFgIL3X1DRlopIgUnk3lE\nC3H2fW+TGRPJ53HIEPTgP/f35Ok4zMvxtjroSHzSn3sufyZwhiaFaJjdkHDCWrz5S+cX3eS1HmPk\n/1XJh7+cy9gvt/D96wsrL7tIOvUnu8VK4PcZaIuIFKF05xEt1Nn3fU1m3Gcf+OEP4cAD8yNwTKav\nyV0A43arY8UfQ7yZpE6+5H6OX6wn3B7m203f7rV+MeVQTpaJ5rlHahh1fQ01GkApJUrZLUSkoBTq\n7Pu+JjP+7ndw+un5ETT2pa9xvPOmzONPZ8/l4fuTzzjMtwmcNVU1TKyZyMSaiUnrFdPkNWWiEemd\ngmSRAlYIE9fCYZgzJ33ZDAp19n22JjNmQ9c43rIEt5CqiirG7DgGgOHDoSpBL2RZWX7/zb2NUy7G\nyWt9fXkrH5H/15hsS/c1TfKXgmSRAlQIE9fiJwPV1gbPVw2wiYUcwGRyMmO29bawxof/+rA7n3Bj\nI3z4Yc/XVlbm/98cmhSibmTxT17r7ctb2ZYdVF06gfo/5O81JtsydU2T/KUgWaQAJZu4li+SLUs9\nUIUawHRNZgyH4fHHg//max7kvnyw5gPa17b3KO8aGz7v1ZZe80G3t8PKlVlo5AB0jVMOXxTm8cbH\nCV8UZu6UuUW54l6iL2+V5zTy4bD8vsZkWyavaZKfNmninpltBrwFfNndF2WmSSKSTCFMXMv0stTx\nE60KbfZ9uiczZlK4PUxbR1uPY9zX2PA5CxcCvf+R0ZP2wuFgbGw6M6CkS01VTUH92+qP+Ew05SPC\n1P+hCTy2Xj5dY7It09c0yU+b1JPs7uuBwRlqi4ikoBAmrmVrMlDXRKtSu2FnQ19DevoaG37zkvNh\ncO+/Q48apZ+v801NDUycCJ1D8/8ak22a4Fia+jPc4hbgCjPb5PRxIjJwhTBxTctSF76+hvTUVtWy\n7Rbb9vr6zs0/hIaTEm7bdtsgINPP1/mpEK4x2aZrWmnqT5B8CHAKsNTMmszs4ehHmtsnInEKYeJa\nbS2MHw9mseVmQbl+lsxvXUN6Oj12QHH0z+3h9jAf/jvBrLxou82HYT1TAHz4IcybR8Ixy9E/X0tu\nDB8ynKqKnmlJ8ukak23FlJ1GUtefIPlDYDbQBLwHfBT3EJEMK5SJa+7Jn0t+SmVITyoLigAwLPHv\n0C++mPxl+vk6dxpnNybMYrHt4G3z7hqTTcWUnUZS058V987ORENEJHX5PnEtHIYnn0y87ckn4c9/\nhjFjstsmSV0qP7d7/Kyu3nQk/h36i19M/jL9fJ0bvU0MBmhf287KNSuLMsNHKuInOObjRFNJL6WA\nEylg+Tpxra9JLuefn973K4RFVQpJbVUt43Yfl3Db+N3HU1NVk3RBESDIjLB4PHT0/LdZXw/HHw/j\nEr+FhuRkUfzCGIUwMTjXuiY46t9o8dvknmQzW0KPxDAbufvIAbVIRApeX5Nc/vKX9KRM6ljbQePs\nxpier/rq+l4XupDUmRmGxfQYGwZR48xDk0I0zG7opefREpTBsGEbf542Cx7Rw3Dix7FLZnR0BBMn\no9Oa1dfDOdcl7zsbVKY5+1I6+tOTfCPwi6jHrcACYBvgV+lrmogUqtpaOOig5HXSMeb0tIdOY17b\nvJiyeW3zOPWhUwe+8xIWbg/z5JInewypcJwnlzzZ3WNfWVHJTRNvSrwTcxj5ZI+Jex0dwUIiXUNy\nEo1bf/JJTdzLtNNOCyZPRps3D665ZkPS13224bMMtkokv/RnTPIvEpWb2bcAjTIUEQBuvx0OPbT3\n7QMdc9oVyMWLDuTybRhKoUjlJ/euY9vnBL5hrT2GXKTyBSl6sRFJr97mDLjD609Xw369v7YU079J\n6UrnmOQ5wKQ07k9ECtghhwQ/35bFXWXSlTLpmXefGdB26d2m5Mntq26iiXujRinvbC49k+yj0V7L\nPlvkd4pJkWxJZ5B8KtCRxv2JSIELheC442LL0pYyqa/kCllKNxc/8akYbEou7t7qmpdDa31ML3L0\nF6RizztbyJNJzx1WGCkmRTKtPxP3FhJ7+zFgB2A74Jtpaley978AuBDYPVL0JnCVu8+NqnMVcA6w\nLfA8cKG7a0quSJZlMmXS0bsfPaDtA9XbxKdQKPi7kwmHgwwg+ZxCKjQpxIkPnMhzS5/rLustUEo0\ngW/cbnXwSojoX/XjvyCFQsHqetHHMN/yzobbw7R1tKWcZrEQJpMe3cdH44RxlVxak78pJkWypT/T\nVH8f93wD8AHwtLu/NfAm9envwBVAC0GAfhbwiJkd4O6LzOwK4CLgTOAd4Bqgycz2cvd1WWifiMSp\nqUl/MFhbVcv43cfz5Ds9B1d2pSnLpGRLKs+dm/g1Awmss6kr0IsOkMfuMrbXQK/XvN1nJ/+ClM+L\ny/Q32E22nPfcKb38w8iyrhUxE41Ljk6/V1NVo+BYSlpKwy3M7GdmtmXk6VPAte4+LfK42t1vz1KA\njLv/0d3nunubu7e6+5XAp0BXavpLgavd/Q/u/jeCYHlH4ORstE9EsmfW6bOor66PKauvrmfW6bMy\n+r7hcP+WVE4WWOeTRIHegmULaJjds6HRwwris2GEwxsDZPeew1Ly+XgkC3Z7k8py3vli1qzgC1q0\n+vqgXEQCqfYkXwz8D7CaIEj+HPB+phqVKjMrA04HhgAvmNkeBEM//tRVx90/NrOXgMOAB3PSUBHJ\niFytPNjXYimJMjN0BdbxogPrfBh60duKa9GBXk1VTcKe1mhVq+ppvyME/+rZ61pfD1dfnfx45HJV\nxlSPQbzXlr+WdL/RWUFyTavHifQt1SD5HeASM5tHMMThMDPrubA74O7PpqltvTKzfQlyMw8GPgG+\n6u5vm9lhBOOlV8S9ZAVB8CxS0DZ1fGSxiz4eE2smZu19+5OZoT+BdS6kmv4tUU9rtPZtmuHUBpje\nc4hBczN88EHydpx/Prz6akpNTrtNSYEX7eaXbk76unxMnxY9FKoQxsrnGx2z4pZqkPz/AbcD3yMI\nQtTF+ncAACAASURBVH/XSz0HynvZlk5vAZ8nWMDkVOBeMztqoDu94YYbmDlzZkxZQ0MDDfnw25+U\ntEKYDJRNhXg8CiXlWZn1veJabz2tsTvqhFFNwWIicXmSOzuDVReTSdeqjP2xKSnwuoTbwzz39+cS\n1A4cueuRefvFtlDGyucTHbPMC4VChOJm8S5btiyrbUgpSHb33wO/N7OtgI+B0eRwuIW7fwYsjjxd\naGaHEoxF/ilBT/f2xPYmbw8s7Gu/l112GZMnT05za0UGrhAmA2VTro9Hf3qFu1KeNTf3HMsMcPHF\n+XGD3eB9r7jW5wIi0RIsJtKlujr5scxF73rH2g4umXNJwm3lVk7dyLqEwW5fx+SiQy9KS/syoT+T\nUEudjlnmJeqkvP/++5kyZUrW2rBJeZLd/VNgHLDE3T9K9MhMM/tUBmzh7kuA5cCxXRvMbCjwBeCF\nHLVNZEAKaTJQNvR1PJ5oeyLjbehvr3AoFKQ4SyRfJqz11Yu63ZDt+l5AJFqCxUS6XHll8pfmonc9\n2TCSZLmC+zomB+5w4IDblglNTf2bhFrK+jtxVwpPqtkthnY9CHpkh0SXxW3PKDO71syONLPdzGxf\nM/sJcDQwPVLlRuBKM/uKme0H3AssAx7JdNtEMiGV8ZGlpK/jcfz045kwfQKr1iacNpEWtbW99/hW\nVvbe+1lZCTfdlHhbvtxguxYHScQwrnzqSmqrahm3+7jkO9rQczGRaOPHwwMPgFnil+diQZHevoB1\nuXnizb0O56mtqqWqoirhts3KNmP4kOFpa2c6dHTAhAnBI5lUlhAvNan8kiTFIdWe5A+BVX08uupk\n2gjgHoJxyc3AwcDx7v4kgLv/FLgZuAN4CagAJipHshSq/oyPzDfpXJUulV7MvlJ1DVQ4DKt6udqt\nWpX87yyEG+zV465OWO54968XZobRS4QLVH1UB7MS97qawZo1wZeC3nIlX3PNJjd7wAbyhTTcHqZ9\nbXvCbes3rOekB04aUNvSLdFwgRhVYRg1h0Ej1C0ar1DmF8jApTpxr48ug+xx93NSqDMVmJrxxohk\nQVfPXvPi5pgermTjI/NFJia39HY8ovWVqmugnnmm7+299YIWwg125ZqVSbc//c7TPLkkwUoUEfOm\nzOO46uOYd0LPXLwQBMYvvpi8DX1lv8iEgXwh7SvAnr90fsb+PW6q3tIRAlDRAZMag0mXwPF/gPpF\n+T0pNtt6m19QXh4Mp1KWi+KRUk+yuz+T6iPTDRYpRaFJIepGxg5mTTY+Ml9karGI0KQQR+3Wd0Kb\nfByK0nWDLY/LA1RenpshBon0FSxab2MkIj7b8BmQeIJiqnLxZaHrC1i5xZ6cciunvro+aYCbyi8c\n+fLvMemvGZMaYeSmLaJSihLNL8i3JdVl4DZ5Weq+Uq1lI0+ySKnJ1aIZA5HJxTMqKyrZvHxzyihj\nA71nY8jUUJSjjx7Y9lAo+KIQfXzy6Qbb168XfX1B6TruffWajx0LCxbkV29caFKIhtkNMSnuUvlC\nWltVy9hdxiZNA5cvQ6N6PS9V4e4e5GiZ/mWmEGkxltKwyUEy8HSCsuhRZdnIkyxSkmqqarJ6kxrI\n4iWZXDyjrzy9mR6KUlsbTDx76qnYMbVmMG5c339XIdxgkwWLlRWV/z975x4fRXnv/89sQEnQmM0G\nARUQkl1asUXCXRMoMRBAaqyAmpTjqQpYraE99djWFvQotLb6a7XgwQtWj4ouSmgLImQDBmKioFyE\nVmjdJNwREHYIKAkYsvP749nZncsz8zwzuxuSOO/Xi5dmd3Yuu3P5Pt/n8/184Un1UDW4nlRP9Hv3\n+QCPBwhRpLoeD7BqVfsbLMQzIF1VsgreRV7d99LepFGGdoRue01ULjQXsqGHshmLQ+fDTpCsFSV1\nBTAEwHwAv4l7jxwcHLhJVge+RDTrSKb2lqX/HNxrcNKlKOXlwM03A7WKxOGECdYCPKOitfaAWbBo\nVqQWag5FM47BID1ABsjrJ06038GC1+OFBCkqkeC5vtypbtSV1aF4WTFqDtREX2+P0ihZLqBq6nKy\nYxUJX6iGHk6XvW8OlnySAYDijXxCkqR1AH4J0szDwcEhyYjNIiYunYiBzw7E5Dcnw/esL6G2ZzSv\n2HUN67h1iaIIzKH3Y0iI9pal/1w2dVlSi4xEkWRAlQFyfj7/w1m23xo4EJg8mWT2Jk40dsy4kHg9\nXkzyTlIFibwuELxOHl4vMGlS+wk44rm+JEhI65rWBnsZH243ZUAX8hHbvjB9QrhsbVlSrRWtUloK\nrNPYoifTb7wjXbcOicFykGzCMZBOfA4ODknGrONcvBh5xYYRRqAhgK2Ht7L3z8ReKhHT6fEUWCUC\n2vF9+CH/wzlZBY1tBWuQcvjLw6gL1cHFeMK0BycPGvFcX8m8NhMNtYi03A/soXe8aU/H8fHHJIMc\n1pQkJNNvvKNftw7WsRwkC4LwXc2/wYIgTATwPIAdid9FBwcHgASva+vWorK+Mqkd+FhZwjvevNf0\nAWTUjUpm0aLETIVeKMePeLttdYZuXUaDFJlZ78yKZl/RTZ9ma09OHlri6XDZEbtj6lwazrqR9yW9\n4w3rOOR7VFsc5333mb+faL9x1nX70ksd49p1sIYdTfIOkEI9rQfQZgB3x71HDg4OKmj6YDPiLa5h\nZQkbmrbDN6oO+YO8WLlSH/Ams2BPyYVy/Ij3+Nrq+0k2tMI+AQIkZR33gPXAtBJgaYXqsxe6OM8M\nHimJ0XkWz2cvFLQi0no0YPKbxp/RHkciahisEAxqtNQUEj1LwbpuZ80i/20LTbRD22FHbtEfwIDI\nf/sD6AcgTZKk6yVJ+ncid87BwYE+fWtGvMU1Po8Pub1yzRfKrEdNDQnmtHq8tm6WQdPMJpN4j68j\nNBNRYpQdlAcpwQeCeHHKiwCgDpABwNVKLMUyY5+trCRBmRxEJLIbYyKIp6FIR+6OqdSFWz2O6cun\no7KhUvVaZUMlpi2flvD9BNgBa25u4gearOtWxpFfdC7sFO7t1/w7KEnS2WTsnIPDNx2j6VsaidTj\nPj/lefMFRPKQDIWIw4OSjtAsIx6Mjs/lIsV7rOPrKN8Pb/Ga1+PFVelXma8sMzb3ff58ZP3ttAgq\nHr37hdbKJworxxEMBVG1t0o3QJIgoWpvVVKkF6yA9YUXEr5Jw+tWS0eSTTmw4Q6SBUEYLQjCFM1r\ndwqCsFcQhC8EQXhREISLE7+LDg7fXFjTt0oSqcfNzsyGJ9WjfyOcQqrfxdhDsrZW/0Do7N2oaMcX\nDgM1NXyB3vz5wODB6tfa2/djpQCN2W1OjGUe5Ux5ey6CoundB/ccjAXjFph+TmwW0dLaohvUjr16\nbLuzgGPBq/mv3m/eaJf1vh1kn3Ja48eCAmDYsIRvEgD9ujci0ZpohwuDlUzyIwAGyX8IgvAdAH8B\nsB7A7wF8H8DDCd07B4dOCu8UMyv4qJxRiTWlaxB8IIiKGRUJ0/+VriilWz01Z5Dqdw3aB4KscwwG\ngTVryH+VU+wdHfn48vKgc3AwC/Tk7OmIETFNZW4usGVL+/p+rBag+Tw+jLt6nH5FEoA9BdFBVUEB\nyZS39+JFWUry8cyPkdubSI+2H92O4S8NN7WCK11RqgsKXXChq6trUi0Jk4FSTmN6j2F5fSfRC9yK\nz3giigqV97UXXzRftr3JphzsYSVIvg7Ae4q/7wDwkSRJsyRJ+hOAOQBuS+TOOTh0NkSRTMnzTjGz\npj3HZ49PuB5XDpCo7Z67h4C0E7qXjR4Iss5RktqX7jQRBIMki27FgoqWPd25E5g7N3n7aQdeH2Rl\n4CEIAgRdPXfsb0EAmprIefD+++bbby9ZuHkb5mHn0Z2q14yy6SzrxPbobGGG/NsCML3HjL3avAc7\n631b+xYEqqro71VVqb2TabKh/Jfz4/J79npJoV5HkE05xIeVINkN4oUsMxbAWsXfWwD0ScROOTh0\nRkSRBMXKBhQAuaGbTTG3pdWZ2CyipJwx363Ql7pc5g+E9qo7TQS8jTJk2nv2VAlrBiMrLUsXeNB0\nqRAkYEAVkFkHSQI2bybngewEYER7yMJZzabzDizaO1Ybqfg8PhRcXUB9r+DqgqTosFnX3oQJsftM\n6YpSrGtQdxypPVgL7yJv3I1ROruszMFakHwMxM0CgiBcBCAXxPZN5lIALYnbNQeHzkVxMb1Fbzhs\nHiRxT3smgNIVpdhxlGF3rtCXjh9v/kBoz7rTeLHqUmE1qL6QsGYw5m2YZ8lxRTmwkqHpSXmLH9sC\nq0FvR3a2UGKnGUr5beUoyi5SvVaUXYTy28qTso88ThPr1wM332U8KxZqDqF4WXFc+9HZZWUO1oLk\nNQB+LwhCPoAnADQBqFG8/10A/FVGDg7fIOSpeTNYQVKyrc5MZRaIBUjBzV6uB0JHypzaweeja5KN\npls7kvWbWQHa/HHzuR1XYivUHxxNT2ql+DHZWA16jQYWLriQ1yevQzhb2G2G0pYDeYDPaaK1Fajd\nZR6S1ByoSYgMpr21VXdIHFaC5HkAzgOoBjALwCxJkr5WvH83gEraBx0cvumwsojAhQ+SWJmzi1Iu\nwnM3Pcf9QGjrzGlbdvuSZSQ0TbLRdGtHsX4DzAvQTjTpNemGUNxQtFxzjbXix7bCjp0bTRoVRhi1\nB2tNJQsXCm0BcbySkbb0LPf7gbEsufNJdsq5o8hgHC4M3EGyJEknJEkaA6JNdkuS9DfNItMBPJbI\nnXNw6CywsoijRl34IImVOWs+34zhS4ZzP+jbKnNqVUOZCGgyElkqYJZdN9MwtpemGqwCNKNW1FT2\nFMbcUDxBIGetqrEIAOzeba34MdkoB1tW6wHkjGp+33y4BPXjlSVZaEuMagWyUjqOZESSSNGrKSEf\nhvbIM12kPR2TQ/vDcltqSZJOGbwuxr87Dg4O7RlZx/f+XQx7AsQyp+vXqyUXKSkkMLQ7KAiGgqje\nVw1BEDC231iUrS0z1FBWzKgwWIt9ZBmJFlkqUFdnfGy0FsAeD8maKtd5IVvbsrKJ+0/tN1/B315G\n9tCDeHLOaFxybDzKM0Us+TIf6KfQG9UXkeD5rPkBtmWLbrPWyieaTnC3Pg+Ggqg5UKN7XSlZuNDS\nC6NaAdzvQ9GMIqzfs141SEoRUlA4oPCC77cSoxoPJYMGAc8V/wkjXhrRNjvl0OmwHCQ7ODhYhyU9\n2LzZPLhqC3gbl9QcqMG6bXUYP5S9s36/PgC0W/0tNouY9vY0bNi3gblsMgMSHhkJ63f0emPLTJxo\nXNxYkfgYnwlrRuHYmWOm7+MHd6MBwNS/A9gzDui1Dcg8rdlIALijGPg/88FWW0qQzArWKmZUcJ9H\nPJKFCxlsGg3y5Oz9+kf82LKlBGJmbKHWukI0feDHyZvYA7dgKIgGsYFrQGEXnhoPgEh5dhwzL0Su\n3l/droJ/h/aFEyQ7OLQBPNXYbZk1o8HsmqZgwh31yO/txcqV5g9NWubU7jGWrijlCpCVJCMgSaSM\nhBWwrFtHHETaE4JEsaUwov8G6KyTAfLa1TVEemGiV24rAvUBVQZZxs5gq727XLAGeb8oc+PkJxWA\nu464kog5gOhFDcwHbmKziOJlxag9EIte5Ux8ogv4djAMeGQmTwZaLmCzE4eOj5XCPQcHB5vITghm\nXOjCPZ/Hh9xeuXwLizmoqSEBL48LQbzV37JO1irJCEhYlfVlZfzODFb8XtsKVib08ksu518ZK56+\n5m3Tt5Ntiyfr2Se+MdF8PziLu8RmEXPWzqG+Z1bw15awBnnbt0ecR0QvUD9JNYgx0omLzSJ8i3yq\nABlIng570SL2MikpwI9+dGGanTh0Hpwg2SEhtJeio/bMqlVEf6qF1ZCjLXk431pn+VAIuPnmJO2M\nAl4piEyyA5LFi4GMDPp7LGcG5bXC6/eaSKcH1rXKyoR+7+rvoaB/AdgRMJue2V+Yvm80cEyUkwlN\nYkEjRUjh2p7Z+jK6ZeC5m56ztZ+JxMxlJZdjjEwbuBT7ixFq1guEWdZxduCVWjz8MDnHL0Szk/ZI\nW7r/dCacINkhLjpzR7VE43aTm/bQoerXWQ052gI5ozZ9+XS+DyiaQ9TWJn9wpHUKYJGsjoQy998P\nNDbS3zNyZqBdK3PmAAUFbL/XRDg98F6rPNZn5dPLMbTHDfHtEIDF/zXFki1eIp1MjFw8lLjggifV\ng6I3ipjbY62v8Wwj7nv3Psv7mQyMXFZ+8xv2Z7toRJrBUBC1B82j1kTarPHYaQLAggWxc/ylCfpm\nJ3l98pLW7KQ9cSHcfzoTTpDsEBeduaNaohFFYNo0YNs29est7aBPJW9GLYqmOUSyp8XDEr3BiZK8\nPnlt0sjAqEmKFu13Mm2aXn8cCJDfXxuw8KzPKlauVTPrM7FZRMmKEmw7rgiM9ucBewqILzInKecv\nxbi+4y219rXTDc4IntmJy7pdpsuQBhoCmPb2NMvrS0ZW1S5GneJmz2Z/9vx59d8832MiZU88sy9K\n1q8H7pkl4evWr1Wv1x6sxbTl0zp9sJjIa+abiBMkO9ims3dUSzSlpcAGSt1ZVdWFHVTwZNSiGDSH\nSLaemqeosPZgLQ5/eTi5OwL+TJbyOwkG6b89QGzjFiygF/AZrc8qVq9Vsw5q1AFVn03kv3s4on15\n26ufQUkJf2tfu93gjGCdUy/f/DJOnqUHUFX7qnTb4y18bU/NK5RdDwMBtqUaoD8PWcc96qpRCZU0\n8HTbU9LaCmxw04t+N+zd0KmDxURfM99EnCDZwTZt3VGtIyMHKbRWvMCFHVRY0vseGRxrDhEhLy/5\nemreosJZ78xK+nQiK5NF05hXVxsvDwC33gr075+8jnx2r1VtBzXDAZWrFRhQBaxZBCwMAkvXAMcG\nmW/0VB/Vec8q7oy3G5wWlqyENeCq3qf+UeX1uRiP1QvtbgHQpTc/+AH7c+2ldoI2+2CIJwjk0Eeg\nEqROHSwm+pr5JuIEyQ62aauOap0BnuzjJ58kfz9oWLF+w4plugYQ0/Qzz1ESWdD5/JTnuZdN5nQi\nK5NlR2N+8CBZb0uLvtWuXV9pJdq2z1q0OlMjmAOqzHoyy3AyG+i5y3zZFDJvz3ves3TpXVzWHU1p\nspIx/cagJdyCeRvmmX6W5hftn+rH+Gy6Z197cbcA6NKb5maDhSOdErv3qaOeh6xzYvOhzQkPQuXZ\nh7/8hWPhXmy/uM4aLLZ3O8KOgBMkO9jG56O7NQDk9faQcWgv8OjoeGyNkgFvBgwAMLkM6KbO0Hbv\nrl8sGQWdl3W7jHvZZE8n0jJZ2dnAihV0qYA28DWiuhro2pUtPbCKtu2zFq3O1AjmgErWqrs5RoWR\nZXnPe5Yu/XyY8yAU0GQlF6VcpMsS0+jZvSd1fQsnLcQzE57BoB7qTHqyi0l54dXUI1UEZkwEygYC\nMybjzD0+FC/Xz9DwDLITHYTK95d77uFYeAT7BOuswaLP44Mnlf6Q9qR62sWArb3jBMkOtgkGjTVs\noZCjSVYiZx/NYLlEJNPCZ/FNi5F+cTp7wQHrgWnqDO111+kXS0ZBp1UbOCB5GSI5k/XxxzHbrIYG\nYOpUA8cIHzBqFHu9skZ4797E7m+8sz7yubfv5D6+DV7yufn7h4dFde21tcBLL7HvF8nMikmRjhJ7\nT+7l1udr/XWVLgI/q/wZdh3fhbw+eXhr2ltJLya1Aq+mHlNLyfWu4IMj+hmarLQsZFxs4IcYIdFB\nKO3+QsUTVLdDp5CI7H57tUANhoJUaz4ACDWHOq3MJJE4QbKDbRxNsjX8fmDwYPNlaN9ZW1j43P/u\n/fjy6y/ZC7paib4vM3ZznTtXvUiyCjotyUIiJDtDNG8esHOn+jXaYEAUgbQ0/vUWFSXWUtHMG9dM\nZ6o994reYIz0en1Cso+3zDRf7oOHVH/OmsU+Vh5rOqtYPr4Imd0ykZWWpXqNVtC46dAmvPzJy+0q\nY8flDiHreF3qizgM/QxN6YpSnD53WrsGAMmRmHBnwgHmjMbgnoPjyu63dwtUR5McP06Q7GCbROkc\nvym43cDb5g3GqBk9MwufRGSXLblbyCh8krWBb7IGTzwZK5m20H9aGQyUlrKL94xIlKWi3w+MHq1+\njaV3tmwNOPJZXfaRytEh1JdZx2pmTWcHy8cXQTwrYtrymBi/I7kIcLlDMIJLObiSjzsMuhTm+j7X\nJ1xiwp0JB4g23oTl05fbyu7LmePi4vZtgZoMHf83jQ4XJAuC8LAgCB8LgnBaEIRjgiD8TRAEH2W5\nxwVB+FwQhCZBENYJgtA5RUcXkETpHNsryZhCs5rRYz18E5FdtiNjMPNJTlZBZ+mKUpw6d4pr2bbQ\nf/IOBixlvigkwlJRFElnRGWnsvx8EiAb6Z0tWwPuzwP61eiyj1ZgHassi1By4swJW9uyNThUULU3\nZgPX0TJ2THcIRnApz9CwjvvhvIcTLjGx5JMc8hHLynBiZh+0mePafwXR2n+tamatPVmgJkPH/02j\nwwXJAPIBLAIwEkAhgK4AKgVBSJUXEAThlwAeADAbwAgAZwAEBEG4qO13t/PSWd0tkj2FZqV5gpUA\n1q6jgyUZQ9jF9EmOt+0tDTmgoQVJSgb1GNRm+k/e899S5ssEuxl4UQQGDNC38q2pMXcmsTR42lMI\nfFTGv3ym+cEYHWvpilJUNlSqXtt2dBsuf+py7D1pTchta3CooXo/mR5gXUPtLWOn9abWeXSHfGTQ\nE9aECOEU5PeOBZes436i9omEWzGa3V+olPt1/t12B9FRLbSmqBFzfORvRVFze5AbOu4W8dPhgmRJ\nkiZLkvS6JEn/kiTpnwB+BKAvAGWz358CmC9J0mpJkj4FcCeAKwDc0uY73Ikxm7bzeICsLP3rHYFk\ndxGkNU9YuBDYvFmffbASwPJM7dKy40ZaTwEC3N00gaYrDLhaog8Doww4bSDQ2gps325v0MET0HR1\ndUXNXTVtov8URdJSmob2O+HJfD32WHKaiYgi2f4pgwR8VZVxxot17lXOqMRb31+DoR8EgaUVwDFK\nBacBOXc/oXNJUb1POVazgdJ56Tx8z/osBWQ8x1c2ghH4R3bF6BqSmbB0QrtsBSx7U0+YQNqjA4gF\ngP1qyfWuZE8hHugdCy5Zx/3hwQ+ZA3c7krHFi4EMjfIqIwMYNkwjA/QE4eq7GXlfLqI2xrGCakaI\nUtSoLWpuD0kin8eHgv4FECDo3ivoX9CutPLtlQ4XJFPIALlViQAgCEJ/AL0AvCcvIEnSaQAfARhN\nW4GDfRYvBgT99QdRbD+6LCu0ZRdBrxcYORIoKzPOWrMeQjRoU7us7Lh/qh9j+o1RfUaChHBY0GeT\nrq6OPgxGj6ZnwJUDgdxcvX7d6qCDZ7DQEm7BiSZ7U+9WmT4dqKykv6edFfD5SMMVM0pKSKCS6GYi\nxcVAY6PmxYjvrTxFbKSVZhXK9cvohz88CXwi29AaTG3T2PP1h8iYWWLpWFkDpfPh85jw+gTmtmVY\nxzc+ezweGPGA6TqUDhc0vbSSyoZKlY65vfH730f+hxYAhl0ks7y0AgN6q4NL/1Q/Rl9Ff7SaDdzj\nKUi+/379eS2KwNatERmgItMbLp2M2iE+lK0ti6v7X3RGyKCoUS5qdvWoazdNVwAAEl2mtOPIjnY3\naGuPdOggWRAEAcAzAGolSdodebkXSNCsdXo/FnnPIUGIIjB0KF17LEntR5dlhbZ27ODJWrMevlpo\nU2is7bhT3bgo5SJdwHDqa1GfTVI4XPz61+YevpJEssda/brVQYeZ36eSttB+BoMkA2vUPXHRIv13\nsmoV3VNc253PihSHZz9VEguDKeIzYeMHpVmzjYHPDsT2b09G+CeKqebVi4FmdnFlGK1ozArg0n7q\nE8DsWHkGSluPbLWUkWQVAvo8PhRcXUD7KAquVmfiZM/lwA+Nu7spdcztjRMnYBIAhklmObNO52bj\nTnXj1/m/Nl037bo0K0g2wyiRoboeKYF+vA2GojNCjKLG6wrq427+kyiCoSCq9lVR3xPPipj85uQ2\n3qOOR/sSSllnMYBrANyQiJX98Y9/xFtvvaV6raSkBCUdMSXaBlCzVBrq62MBQDBIgtCcnHY0ytbQ\nljpr+WavRRlAer2xh29dqA71Yj1yMnNQtrYM6/esVxUdpQgpKBxQqMuU8GxHyiRT2ZbIrEdOjvkP\nyTPo4DkXzPw+lWgHCMFQEA1iA3IycxI2tchyqaiu1h+T202+Z23xnLY7n5yBr6sj300814ruu59a\nCgxYp35twHqsQAl+igrd5+XvbtEk0oxBe+5p1xOdak5l3BQUnO5Sj/x8Lx5+mGSRW1tJsEYbePk8\nPgztNRTbjm4zXWe9WM/9W9OuLe1ny28rR8mKEtX1UZRdZKhp3X96v+k2q/dXt/k0N8+9Nzsb7CYw\nmfUIBLzRe1P0sxa1r7J0Rosy82z0HTE1/gZtqHnWbYYsL1y3PdvAy4Ow7H9z4m7+Yxft/Y63G2J7\nlV34/X74NSOOQ4cOtek+dNggWRCEZwFMBpAvSdIRxVtHAQgAekKdTe4JwLQB6oMPPogf/vCHid7V\nTokuS2VATg7JOJeWqgO1oiLzyvpvAlYDSK/HG72Z+af6dQ9uo2IU1naqq4Erx1ovYsoI5zADuEQN\nOlg3e5fgwvVXXR/NWHnSPChdUUoNbC5UQwe3mxTL8QTAXm/8A0nVd99/PTVwgKsVNUfUgYPYLBp+\nd8ebjtMHU/LsgkXCJ3JQEyRZQOX9hHZ/EJtFdA2zuy7aKUZSXltaeAJpFea1pez3Ewjr3qsMnn0+\nIG9QNkxv6xFXG+29SZ7poQ1kaZ3deNxAjL5jpsafw77OblDo9wM33wXz7+gCYHTNzh83n/nZ6n1t\nP2jjhZakfOONNzBjxow224cOKbeIBMjFAMZJknRA+Z4kSXtBAuUbFcung7hhfNiW+9mZ4anYz8sj\nN9JkF8IlEp4soRFWC1CMWnrLmAWQtHa6RsUorIfKrFnA7x6y4HAhAfhiIBob2XIJu00stLAya3MH\nmQAAIABJREFUVekXp6P2YG1U2+hb5LM1lcsDq8W00fty0SRAiqWSPZvi8yma19x+q+myyulws2nw\nRDhCANC5pHyouTPT7g+lK0rx0RcbE7N9G3g9XkzyToIEyfQ613bis/p+IjG6906bRq9ReO1pHzwn\nKbrycIrq99Lem6x2dvOkmd/8jAY6crFz9+4mH2bY1/VI62H6vhluN3DnPPOHBE9LczuYWZIaXbPz\nNszDNVnXmK+YUlPkEKPDBcmCICwG8EMApQDOCILQM/Kvm2KxZwDMFQTh+4IgfAfAawAOAVjZ9nvc\nOWEFXhkZRIfZloVwFworBSjKG92vfmW8zoICviBKfnCbZQKysoDMTOgKtpRsWk0ejtQCQW3mSwBw\n+WfAHB+mr76RWfyRCJ2tmQNH+kXp+PKcultgqDmUtMYOPp/CCUAD7XcTReJJfCG6cp0+DSA7AHQz\n76bY5TQJSli+3FYKSE1xhYH0/cCIPwOZdUzNeszZgmHOjuTp0nmvcys65mRidu+tqtIXnq5fD9x3\nH7B2ph+DUjUX7J5CoNxvOLi16hP9yIZHDJcVIOgs80QRuPFGcg39138BZ86YbCzkA/YUGGbsy9aW\nRQc5trzwWUFlgoNOVtE165p9fNzjpusf26/tBm0dkQ4XJAP4MYB0ABsBfK74d5u8gCRJT4J4Kb8A\n4mqRCmCSJElft/XOdlbM7N8yMoA9e8iou6O1rraTJeQpQKHd6DZsMN5OU5OVvdajvPlPu1OEONnc\n07O1FQi94Mf1vSgFgiY3/Z2nNzCzszTLu4oK61IbWpGVBAmnvz5tqSFEIoKo8nJy/ispKiKvKxFF\n8ltrpUnr1iV/JiUYBPbuBXDlR+YLhrJx/gsS9bCCncbTrcg4WQBImpNCEkhgcsbDLye4/N/A5J+R\n8/HOG6mWcPL9wUoGO1mexNPenqaTmgQaApj2tt6xovy2chRlq0+QouwilN9Wrls2WbDuvdrCU3lg\nMuI7bux6uAJYGMSlq9YACyMWf2fdhoNbK5pkIz1ydL8gIffF3Oiya+vWovjuOtP7pY6uTYb3rc2H\nN0cHOQPnT8TkW09aGriygspEB52smVjWtZHWNQ0F/fWDNgGCYwPHQYcLkiVJckmSlEL595pmuf+R\nJOkKSZLSJEkqkiSpnYVjHR9ahjA/PxYgA5234YgMbzta2o3ODJpnMg/UYNzN9vQEAJx14z+yFmLJ\nlCVY8n3yj43EnZ2VPVntygxkiUl+33xmu1UzEmGgzxv4T54MhCiz0OGwfiYl0R0eo0HS4ZHmC1Y+\nGW0hzwp2Fj2eg8aTgD4Slkhg0j1kL5PWf4P+fETs/mDl9463ixhNNhUMBbFhHz1Kq9qnd6ywIodK\nFpY609EQvWjaOQn5g7zMwS3LTk8ZiPEMeBrPNmL4i8OjWfvaIT5IP5xo6q0NAEuWAC+uCAJ9NvMd\no+I+2B4lgDwzsTwDlPLp+kHbhOwJKJ/edoO2jkqHC5Id2g+0QOH999U3UXlqWuulLAj8koK2xGrm\nm2ea0W5bYjtZ9mnTNE4WDE/PqPQiYg82+58DMWv1LMx6ZxZe3fEq/74ysrN2GgYYrafmQA2z3SoN\nAYKtVrRmmAX+wSDwESOJW1+fvA6P0SCpoQg435Ua1+J8V+CzW6M2jmbBTl6vItTWSsCAKn0gLIA/\nMKEhSKrzUTutb+X3tjsIMpNTsHSmRu/zyKGShieI3NvXAh7711xrKyk25XFZYdnpybhO8UXvW49s\nVb+QHQBuM/eZHjwYeP5tC7p5xX2QVwLYli3IeZ5HRg1DlJni9jBo66g4QbJD3MjTdnv3GmfCtFN7\nRh6zyYaVrbOa+eYZxdttS2w1yx4MUiQcLEunXhHDl6mlELLV2eZNhzbBk+qhdmvSYhSYxNMwgEY8\nhWMSJCwYt8D257WwziVWEShAfuNkFbbKkih4gkCXFnpg26UFyKxTnWtGwU7ZFX72+RQvkXbV2ml9\n3s6T6V0zbAekZrKpY2e0tvtqzN5P1ACRF7FZRP4r+VEfa5Tp5VVW4RmwKwOxF6e8iCXfX4JFkxZF\nAzF5MDhxeKTpjNVngAAyQKPUVMh+4/PmATuqbKTQFW3SWcdqp9Wz3XOA+3lEaRgikRdV27faut2h\nA1vAOVx4aPZCMrLN0PHjpEiEhtwSty2yybw2dHJgsX69OvObkkIe3Np9lTNvZp7Fko17Nq04huX5\nSw3KGJXeGPksaSecE9A9s1qlVoSaQxiYOQifibsMV5F+cbphYGIWeFTM0HvzsrDSppvGnsY9GHbl\nsLjWkShLw2uuiTXd0aL1yrbL/PlAoNQ8sM0dXw+vYiNGlmfBINjn0/58oM+H+pkLgDywGeOtJU/m\nYOy1xtfZuob1CMN4SuZ0S6Mt31eWb29+n3zTz/e8pKfuNTMrvWRl8MRmEb5FPr3ThCwrWGr9mgP4\nB+xis4iytWXUYy4tdZPBoCcIbL8buPiUvdmHftVRlw2Z8ePJuT5iBABEgvDsAL/0R4wdIOtYje75\nLqTght5qn/p4zwGe55FZw5CqfVUY88oY1Byo0b13oS0xOwpOJtnBNmY6WzkT1l4K96xk62ha6+uv\nN3ZjWHzTYmR0U3cZy+iWgedueg6AeZEjjYIC9bZ4s7FffEFZWcgHHBxlvLF+NfjxE++b7k/Klp+a\nvn/63GlqhoRXr22FvXsBHM7VW1RJ4MpMPfvxs5a3qYX3XGIVgb76avKvjxMnwAxsX3iCHhVopQI+\nH1A0zKD1tGwR5l8JHKS3KGYFLEXZRZj5A6/hoMA/1aCwVIOd6W7WDMXll1xu+j6tWMtuR7l4KPYX\n063YtPIqDSkpxJKSZtWYl0fOQx6tvNEx3/xaCQLvi2gtiRQQ33Y7CZDPpVrPKHdVW1vMm0dkfyeU\nHenL/cBeAwsaJRorwlGj+Aal/ql+jO6jPs/D9YWo+alfJZVKxDng9+vvJa2tQEsL2c6OozvoH4zw\nwcEPqK8n+1zsLDhBsoMtWDpbORPGCgzbonDPqg2d2w28+SZ5OMjU1JAgiKYTvf/d+9F4Vt1lrPFs\nI+57977o37TAm0ZlJfDee+qMJO+N9sknDVZ6kbn91/OvHTV9f3eX103fB+iBSSK1e/JAYeK7A4Er\nt+szlXsLuB6KNQdq4pr2tnIusaziBgwAfvc78+3Fe31kZ4MMlAwC2/zeRRjWnz/rungxkPGen1iC\nKUg7SizCcNYN1Ji3KIZ4NfXllnCLqQzHnepGzb0VGLrbvGmJHU0ya4bi9X+8jjF9x1ClRzSHgGQM\nEFkEQ0HUHmS0ucikX3OFhcCWLfp7VEYGcWbh0coH6gOGx1x7NADccYu+gPjiZuuFnoNWqP6cP5/s\nV1aW4sWzbuC194DXGA1uDt5AztsIX5rfKgGQe1HJihLUHlB81/vzoue/PGBO1DngdgNduxJJiZLq\narKdRR8tMv28kZ4/mediZ8IJkh1swauz3W/eoRWnTsW/Lyx4Os5pKS0FNm1Sv0bLFvLeCJVFjrm5\n+huey0WcQcaPt7b+yvpKrK1bi5f/Xkc8cbV4gkBPY6kEAKBwHv31cAq6Cx4yfc6AFpiwHAmaW5qZ\n65WhDRQQdgGf5xKLqtfeI/8WBjG9l4kBNeIrrLGS+RVF+jIFBcQqjnaOyVhttmKEPIvh+ps+sPWc\nKsTK/+Azq5Y1jf/58zp8+YWbTNsvDAJL18D1v0Hk7iYWYQCYmevKOysx6JJ8CJrHT/W+aq7M1rrn\nJ1AbXtCcFHgxKliU+fDgh+ji6oLvXf096vva4L4ti7t4twlAJSt45hm1M0v//upC7Lw8oLERKn91\n2j0wOoB9Y6L5tvvV0GU4VulXo8uIr19PMsq6Gbs9E0gAG9bci8Iu8vor78fOWwC7dpGBrpmGuPi1\nUqxr0NyL+myKumTIA+blH5sXJfCeA/LAnOolvpVjYMQgWb7inQUnSHawTDAI8LZP17paaLn33vj3\nhwVPxzmVObuFbCHrwfTJUXUndK8XWL6cZGiUhMMkWz16tDpTw1p/0RtFmPzmZNyz06A4px+jesxs\nqvPgaJyRQuYPNglwN+ozaaII/PzxAwYfIjyy0bihgBKjgQJcYeCK7erXRC9u++4PTNcXjwUcbyFN\nMEgGPBs36pfZuZME02YzMdddB9x9d2Ls4Px+YOz39D90tBufAcFQEG9/+jbGvDJGZcXVWjIR6L2F\nZCXFHISPe1FbS4IqV3cRmDSHuj45iA1LEnZ9VaNrDCIP/P68tM70uN1u4ONf+JEhqoP+DLEQz91o\noUON4jjX1q3FgnELMPoqulSkVWpF1b4q3fUMABv3bkTha4WqgMpOcVe8MG3yDg9TaXlvuIHuzOL1\nkvO8dptCHhHxV28tmYhA9UnV70MdwCYbTUZcvjcvWKDIhqeKwD2jgH615F6h5GwG8NfXoCNVxA9W\n0KVtogjk3xJE7dGAXhevlLNEnILmfjzb9BB4z4EdZmqKBBTSHv7ysJNNNsEJkh24UVpVzTa//gEQ\njduYMebLbN+e/K57PJrgykpinwZYyxayHoZP1T6t+jsYBKZPN84ybt5MHlJyoGypUI3mfczS+xkN\nYl6tZE+bRzgp6n/D0lLgX7vNP7fr+C6umzMzQ6Z4YObmAi81GAffnlRPXHZcexnF4YFA7BrZvl2f\n/QGIb/KPfmS+nm3bgNtvT4wdnNsNXHRHKVxedSCz8cB6FL9Ozhdl5kypgb99xe36op/sAHDvCF1j\nmrIyIH3mNPI+hctChWjx+zGxxPz3/Nlj9arj1rqIBENBTP/5Zpx+a1E0m42FQTQ+W4H77uIvQtJq\n/Ye/NBxNLeZdfLSyKgAII4ztR7dHA6oth7fg7U/fNl3PvsZ93PvJC9Mm74OHVH/OnWu8aEMDgKnG\n/uryPdBwAKsgRUjBVa15hu/bQqQHmMePk2z48tUi8IAP6GPgwZgqArfeqX99+nTsOqduRVjZUIlp\ny6ehtBT48F8c96Lp04HsSsNFrMx4iCIjkSSZh3DpF6cztzHrnVlxuw51Zpwg2YEbqw0xQiGSSc7N\nNV+uLYr3WJpgSSJuGy+/TB7IZqh0oiEfmbYzYOvRzSTwENXBkxmhEHDzzeT/WdPAKmjFOQdsdn9K\nO4m8QRwBesSWqfpTReOFSCZe2sfeNs9UH3OgoHhg/vqP5t28Qs2huLImLN/jsjK6W4WW3YwBhJJ4\n7eA+PvwxAg0BhDWBTBitqDkSgPvnY1SZM+9Cr+l3qBtYRQKnjOwgGt0bDAde4tJF2FjhZjtkRH7P\nQIBca1H/6MEisn42MWptFv6JD5hcBpzJAjLr0XpZnaVW97QMKKsIikWgIYARL43AvI0GEqYImw4Z\n6GzigHmdnByg+tPsu3L1MPdX73I5+SCPxKNwQCG6r1oF7BnHVaQ36kqTQmOAFCILUlQCokS+N8/b\nVUwa2xghgGSY7xoTm33zBInFHMVKrWpvFQJb6hAOMb7jAZURH3HjA6V5RxtRXByRvBhwzbXmA6PT\n52gaPDpOIR8dJ0h24CKehhjPP2++TFsU78ma4PnzzZe75x5gkUEdBE0n2tAAYNdU03W++uEaywOM\n2trYA4zmnmGKcioy5ANOWP+ChTFP4E9/svABxTajmfiQDzhiPqfP00LYcKAgOypEppA9HiDtSvZD\nOx4N3jXX2P6ojtxcPscT3iYHNEQRKHz6PtNlGi9VV7+LZw2mOYyIBE5/rjTPnuL2HyDccwuZIt6f\nb+yQoZAEqGZcppYidJnmIqJktT/5NzsbZpQBDUckINpzzZXgR+W1Pa6N6/M0zax8nVCRBOBGfeqY\nlqAQm0X8ept5sHQ+nXyQFZhXzqjEwhEV+GynG7joNFeR3tetX5sv0GOXSgKilZkFQ0H8u5lTp9vn\ng9js27cZ3ef6VRsXwcpc/4zpKn428mfcTTw+/ljfzl7LrKnxtlWM4RTy0XGCZAcu4mmIcdllid0X\nu2zbBjz6qP3PZ2QAzz2nfs3lAnC+u+nnXvnHkrg67tHcM0zRTkVKnN5zyo/03IHKz8yt4ZT0uyoW\n7Kp0ux/R9akyvC2EaQ0usKdQVZkeCgFHPmff0np0sT8qe+kl2x/V8cILfI4nMnZmXIrvDuLLSxlT\nF1q9pk3WVNM8CBVcvisW0Par0RdTNWcA7zxH/6xR50hKVvupPexsGCsDOriXenB3fZ/rmeu0wovb\nX7T1OWWjEJod5PxxBlkATUdDmcOH9YOv4mXFVO21EllPy2pHPT57PHl2eILAVdu4jpGZze+msaBQ\ndOKrrweq/2ml41449r2MYTQa6h5pGLN6MTlXbfDMR8/g+r9czyVruM98bAsgsYN2GaeQT40TJDtw\nwSpY0qLMurYXr+TRo+kaUV4aG/U3rgMHAOw3lxV8fn6XoT+pGTk5fJq/KJRMHDxBoMdnlrcNAB/u\n4u/OpAx2VRrwIa+Yfm7eT3K49LZis4itn2va1PbeClwcGTxEimXu2WhSYS8JQH0RJg732tL4yrMp\niaCgABg2jMxuBALAY48RqY8Zdjow1u5Kcoc8JXVTzN/XBrQpLeq/UxuB7xtEBrwFSq5WbG1kZ8NY\nGdBlU5chMCOAx773GCpnVKLm7hoUZRdxdZ/kwU7GTm4UorIeg3qa/ETTCdpHY2gK3mbNiune9xwR\nkf9yPmoP1Oq6t0UJpyBTLEKWK3aPYbWjzs4G0Jej/aS8CVi8SSs68WVlAX/4pY3s6jVvAReZu+1k\n+yL3tCn3k3PVJpsObWLKGoJBtiwvLw9oTWc0CuqdyyfVU5CMotKOjBMkOyQFZVtZj8d82baQW/z5\nz8R8PR4Mp705ZAVG/qRGRAcYVtowazKrAOKqft5xbqXx9K0GbXbW7wdGTwkS3Z8R+/PxyXteLr3t\niCUjEWrSaAzTQsDs4eT/aUVGWiKZSqXm2wp2Z1O0yI4vsk69qIjMcNx9N7lWtPaAAHld5QPLQUMD\n2PpfO0iaQFEenO2ZYN64Ros23jRreGHxOFjZMJ/Hh4L+BbqgV4CA/L75KFtbhqKlRXh046OYsHQC\nJi6diOdueg6ZqZmW9iOefdRi1ChEOU3O1CXnP0FtT71+PTDiD6X48CDD7vHIYIgv+lXXrGFAHcHn\nA66JT13CRXbx25g3D9i71bxOhMplB5mLlN3Vk9zTaDMaFmENklj3mksvBVat4igcL3xKPwPnYAkn\nSHbggnXR5ubG/DVl3025IcYjJk5fifCC5eEPf0jcupSZ72gnpFVLTD+TNyiHu+NedrZigOFiPPRe\nrYxW92NphcrzE0BcQdLn53dhwbgFuKTrJYwFczH3PvWP6HYDv36KcdJ89ADCYbbeNlAfgHg2pA+q\nBJDinMGv8D24FJlKpeabF6uzKUbIRaLFxXqdemMjXad88qT14j11I5EE3uqbNIGicnC26b/iXz9t\nQNmUBZzvyr0KrmyYpA/wJEjY9cUuavOeO/92J72bnU2sZOx4GoVs3LcR1fsYGds+H+odcAC0ZgQR\ncgfYWdwVy4CzbtU1SyuAXNewTmWL93//Y7OA2AIN/eYi0GMiwhedBD4q4/uQPMDrS+9Kp2Tyt8ey\n72kWMBskse41VVXkHmumQxcg4MkPn0TFjAoEHwhiTekaBB8IIreXeSW9I7dQ4wTJDlywLtpHHiHB\nrtZ38+OPzaeoS0qAJUuI1jNZVnDBIHDkSOLWp8x8+3wRv9kjw0mmUptUkQCc8eDpuV5u/encubEB\nxoMPgjTMMCpy2jseqJ+kllgoacoCzjBS+SbUNnyCr1q+Ml/onRcQCBAbPaVVF9O3tTkW0Pv9xr//\nuzsZlhL9q8zfl9HoMq3KfKy2F2dRW0v34qbNeNAGE4H6AB6vfhzrGtaZ7q/rb37g6HWW9u1bnm8Z\nv5naCBweClQ9FhmkKQZnx6xth0pEU/8t5S7cUQx0YU8F8dpr/eXvQVTto5834lmR3jUuzqYNVvdR\nCc+M0uzVszF7NcOb0yhbz/JT17RvhicI/9a1qKyvNCyAVNri5fTugW91tzDLYJcB68gggPc83FMI\nvDef2XBpcM/B8Hq81iw5GZgVLft8xjOw6emkzicYCmLJtiUY1GMQdTkJUjRjrWwx/2ShUWtWgiO3\nUOMEyQ5cyA9cI+65h/46q/jgRz8insuyNu7GG+PzhKWRyGnyggJ95vv//a8I3JVPggeDbOeOg3VR\n/en06ebb6dmT6A+vW5iP2iEDScMMbZaUJq2gMbUUSLX/hS55iUODeeNcoNtJFBWp29ee+pKRlUqJ\n6ZgffdTYE/jyr0ear4ejHbWKXqQoqQvbWEMHzUrQ42E3zUkU9fUkYMp6MgsT35gYlQNkPZmFvSf1\nGnK/Hxif5wbeY/S/1vDg6AcR+KHB6NbVCly5DSh4FPjPCWp3AYYloimKQKyyEvj5zyOvexiyHQUs\ne62GBiJbmflQ22i1XXDBk6qOdqxYgEXXwxpwWkXO1ke0/LiZEVyfSyf3G3n5soF4NDgZRW+w5Viy\nZvqxgWuA1iSHHHIh3kWnSXLBjE1zgDWLgO4MHTeAl75PKnaNZDp2MCtaDgZJITKN0y0ifAsKMPDZ\ngZi9ejb+tNnchkibGX5q01OGy8brI98ZcYJkB27uuMP4vVAIWKdJaPEUH2ipqorPE5aG1WnyOXPo\n3cgkivROFIE7lpcyWzcfd30S1Z8uX26+/aw+pEBn50lNYKBsw0yTVmiJOgJYr1ZMEVKQ16sIu9cw\nusEA1CYm69cDf1rAyGBTGgLInsBKi6vbhhaRbLhBlh477zK3ZdIy8lkAwHk+Yw0AsYYWJ06oW/cG\ngyS7O2QI/7oAUnRjhy5dgJEvjdRN+4eaQxi+ZLhuedn6cMFvrZ0DY68ey1csCuh/f/8qe7MXB2+I\nDvzOn1dImXh09ZvmYMHASqa91siRkeCD0YTBCEtWjADGZ49HXVmdarq7YkYFjjcdN2x7TOPUuVN2\ndtcY+drj0fIDJAGQdoJ/eQWyZvqr9C1Aivl5WDmjEkXZRfFb7k25F3iH4T06eiGxkMtnDyDnbpgb\nc6SgyHQA4OIvv0Wy0pyYZWxNEztTS4H+G7i3o8xYy4XgRsTrI98ZcYJkB24WMBxyVq9W/203g2vX\nE9YInw8YN45v2fR00iVw5076+1VV6n0rvpto+ViB6O+rn2b6JKekEG33fe/TC3SobZjNiKNor5sr\nHXdd/hzJDO4p0BdrqfZLP4Xb2gp8lGYgRo+4TNAkIq0XiQj0ULeFvac2H8P+tR5o0gReTR7gxS3k\n/8v9JLvOQ78aILMumkmmec7KfNwQxKBb1mLg6DpVljwriwy+6utJ4Oy3lhjE00/TpRu0oj0lH50I\nGOpiQ80h/HX3X1WviSJQMEXE3AB/JnnUlaOsTS1rf/9UEbDqUHB4GPDK+9GBX04O+a5HjQJfQDt6\nIeZ+NgE3vmLcNay8XJGd62YedGoztylCCvL65FmyYqycURkNiOvFeuRk5sCT5lF1+fM960P+y/nU\nfVZ2Gnyy1nyKnBsJ5HoWvca2ekb02xhX0dohbDZ9/5oe1+B8+DwWjFsQv+XeldvJDNrhXL0eXxvf\n9tlEBnUmun25614wZCzTOXfpv4FzlwLN7C53BVcXmGZsDYvd5d/MQiJbmbGu3s92GXE0yWqcINmB\ni2CQHfQuXKieLo+n0CnRtnCCwDclfvp0rD21EdGWrBYstk5fthmtl281Xaa1Fdi+P4htxxlTy7xO\nGXEU7Z05fxJPN8xUvMLRKku5X/LNnIYgAe8ZjLimlhJdoYLag7XY8d1CYFEd0cDKWtinTgCn+pOF\nzrpJdn1hEHj7LeD4QOa+7t4r6gIW2XNWbBZx4ysTMXLpQOweom5asG4dMGCAohOcj8w+FBTw65WP\nH6dLN65nxAbHLzbXZ/9i/S9Uf5eWAhvcpSQQ4CQoBgFY7PYIxH7/mcOBNIsSnzoyba9t2BMMAkg/\nwL2aDfuNu4b96leKP0YYdAyKcEOfG1R/Fw4oRNlIvmIwWXM89IqhuvMr+8/ZOg157cFaeBd5o4Gy\nsjvn5MmAb3QQ247yeQzzkpsLPPOatUH0nf8Zn8Rg6XbzKbTdx3dH24MDwFXpV8FSNKjlziISLGsT\nGDRXle4h4JxxgbLcde/9/Qzv+Mk/A1LNu9wJEJiHNcfIXt5G4iMnMyfagn32OwxZDfgaPH2TcIJk\nBy54s8KBQCzIjKfQKZG2cMEgyQDT5BJ2kPfNssXWLT+ivpydrcgg8twEKTIFKrKzgZ3jFoBPz1Qp\n2qxyfEa5X6zj6H5c/5qJPOT8RSGgpJgUKr7/CPkvdR+8wO7bgGWrmPu6RNRX5cv6yWlvT0PVfk2Q\nH2laEA7rW8XKUqPCQvk49C1zleTkxKQQSunGX/5ivtuDPeb67IaTDdGMeDAIBLZat6wSm0U8u/6v\nWLsWWDCE0sTF8IM55DvqftJ6bHMxaRAhW0cGQ0H85pW1EFEHXHKMezWSQO8aphrkMzTOo64ahffv\nel8nkbiuF18xmKw5Ll1RqguIG881Uh0kQs0hFC8rBkDun6piZ557Au81HvEU/v2LdZg0ku/eJQf9\nv5nBIb0yof60QS92CbqZqtqDtTh0+hDs3bwohF0Aq6V0N3YL56NfHY17V+SA20jWEAwCHxmNhS0m\nPuQCUdq5aARvg6dvCk6Q7MCFlaywUpJAy5axSE9PrC1cogr3tFkuy5nynvSmIg0NiiYnPFPLFxtM\nFXuCwJAlwJCXYtupfSiuZAy877KXoTQxcZ1ifDm0QJ8VDERkElwYtY+V91WQsOucvipf1k9u2LeB\nXoQZaVqgJRwGqjaJaLp1omnLXFprc+XgjXWu9m4qwqUXXWq6jDxd2tAA25KbstU/w+Q5azF8zAlg\naQW23EkCxvy++XDBpJ10Dsf5QiFbmoJgEHj8KRGF/0eyr787EPkOr7WoZYF+ylj1vTK+k6aWJgRD\nwahEQp4WZ2XWc3vlYsvMLVGJRaCBw1JNQc2BGlRuq8MGrdw0CV7XcltpHi67+DL4p/qRMrqdAAAg\nAElEQVSNj58zjpWMvgsBZHYpmbjCgIdxLXDcJ4/v7YX83hZmV0wwkjVUmykiQj6g2fz6lynoXwD/\nVH9Uh8x7LjruFmqcINmBC58P+O53+ZeXL3Q5WxYIAP3783329OnEapIT5W8bzXJFtIKCAHTvYzEI\nUUgSZA0ygFjV+H+YdIyTmTkKuEzhZHDFx8D93yLBWfFsoHgWCS7uvBEoetDa/mnoer4HeyGK08b4\nXB8K+lIeJrSugDI8wUC/jcwsbZSq+fomL5F9HTg6jpGTkV3W9GmoOULPPssom+zoptV9wEMPmW/6\n2DHgb7f/zXQZ+SHn8cB+gOU+GA30Az0m4pcPZGGSdxJW3rES1/cyaQ/edLm17UgAwi688IerUVYG\njHyyFNsbNeL9Hv+2vPvaB73qHsAYiP7j2D8M2z5T26NH2HF0B/4rQHyiLTUBUrD6Q4Pg9XCueTBq\ncSB89PMULPt0Gdey4lkRW3afiM4sDL5Uc/xt5OySEA5T7DQtxOcL/wzU/M8CdD8Wf4MObQMmLjxB\nIPVL5mIDPQPx/E3Pw53qtnQupl+cjqw0i12LOjlOkOzATVoa/7JPP020ycquYnv5uxzj7bet758R\nRrIPK7ZdS5YAb75JnBeUQc2ZgxaDEEUGtbAQmPRAABjzODCjSKfFNSSlFfhxLgms7ywAZo8ELqe0\nnu5fBfQ2qEDk5PzO29F1Py0jq3faWLCAtFeurCQDo/I7KAEFr3WdEcWzDbO0UeQBx+wRRJMIkH19\nYUt0Xz/blODsnCcIDKBUnGuyz4sWxTywS0v1zUR2G8xIy3z2GXDjgBt1tmLR3VBYOD3yCCCIProz\niBUGrEdVZgnKNwTxvXvWofajJuNld99mbd0CAFcYhSt9CPQdRpeGyPIbmrsJ5TWajZXKd5ZRtKdF\n2fbZnerGwkkLqcuFEUbtwVqMeWUMzpywF2hcrgycFHZruHJ74oLRs+m4eyPpJshL0axqTJ4MDL/W\nDeGNCuC1ALBjRoJ2qA15/zf6Al8r32vxLODe4Th9GsCaZ/g+oz1HI4mCH0/34vHH9a5QUVcXGtfw\nPRg/C30G37M+FLxagMfff5xvPwF89fVXzJbZ3zScINmBi2AQ2GxenKxi924SSNICAR6++ML6Z8yg\nyT7GjSPFVjyMHWtwLEbT+lokRDOojz0GrNvWgK0FWfjtgYnEb/bKrdas2lIbSWBtZgUUz0NVArAv\nH9IJL1r8fgzL1Aa744HX1qsywnPnEr/jCRPIwAhn3dFuT2WZJl0BZaxKAyjWcwDoNlW9dhI/50Sw\nn/IU68uoGo9kn5VFn4GAvpkISze/di3R65o5XNSF6qLrlzKDpCgpnnMh4l4x/f2B+MfA24nsRYny\ndwj5gH1j6AEtiysZxWk0+QvlNZqNlcp3llG0p0XZ9hlgZ4k/OPgBHq2eZ9kv2pPqwW03KoJ7G3Zr\nXFzEaA5kRqqIbd+eSIrirltquuj8ceZ2aC6kIL93kbXi0HhpTY0V+G7i7MpHY8B6YFA537JaV55I\nomDbttj9MisrlkTy+UyeS2nWHowb9m3A5kP8D+6wFGa2zP6m4QTJDlzY0fVu3kwPBHiYMsX6Z8yg\nFUktXw50ZXS6lTWkkmRwLKki4GphF0YJAD4inVWWLwduX6f3urXMlVuTONUpAOHIl3PWjcd9JNjN\n/dcauP43CKxdCFy1Gciso2bkZb9jAPB6vHigyKQroIz2YcKC1j0sO2CQjdQsm7PGfN3nuutfi9hn\nCSf1x5HKOcuiKvpkQdGY79wJrP1kh+nH6sX62PrjsAHkRvvdLvs70KBuMjHqCpvG0EaEzU98rd6z\n+tPId5m3gLsxidE6WdZ4YSmM3ecCQMXTlvyiQ80hCJ46EiBZtWfjQf7ObPimRweGtMCdkikd1aMI\nQ3sPNV3ldb0HY+V/+E0lLAlHzCH37OK7gdHWBksqXK3kPNqfb34u7s8jrjwLg8BS40RBKAQMj9ic\niyKRHFKpv8n+PlvAsYGL4Xh9OHCRKF0vD243MN7AvCBevN5Y0dTEiewst6whNcyiTy0FrmZ7T5Jl\n7wR+fwqfdvkLcDbOANkK4RTrD1tBiskERC969CDB7vKnPRjxh1LiDR1Bqi8iEgrFjb+1NeZ37fXG\nsiNVZh2kCx4hD1yrgX9mPdDsIb+Fke2cclnRC+QuMV+u6xn9a61dgZUvYcgQdZOcUeNEfDHhBew5\nZ7K+xn7weDiLPlNFYPo0vXxjTwHwdjl+5l8E9DX+eE5mDiR5/Uko+jIksx4pp7woHOvGokcqUP1p\nHZBZj7HXkuK3oU9PJHrjRAR+LvPUdI80oqUXm0VMe3saKcQsjm+Tss7Z5/HBk+phD3K7HycBUkmx\nPvtuQL1YjyVLvPDd1IAEhscEyQVYXasE0tFS6ausRXu97ilE181+eIrNs5HLpi6LNn6pmFGBulAd\npi2fhn8c+4e1feRlfz65T5RlA2n8ftemfPQAkLWbzNbQ6LOJzLIsrWAmCUIh4Le/JcmcrUZuoQ1F\nwBk3sVhMohbcKd6L4WSSHbiQdb2sZgeJoJxzFgsggRhN18XCaLpbi6whjQY1Snsvq9mebqeBH38H\nuGUme1kWvO1dT/blb7JBI1JoODeiVLj/vVI0ZmpGFkayB5ABRl0dyY6YYsMkP4qYwz81LeaQbfVk\niH9pX2+XFuDW/9Rp8+u+W4q95z4xX1/KeYRCsYJUlU5ecU6lpACpMww6avXfAJTcDPQ1zoRmdMtA\n49lGNAhr0eXyOn45UCIQc6KDSq8XmPkDL2aOnRTVBz8/3kLDF14MYuW5G8gJW/xaKQmQraDJDApS\nStRKKxgElvzVWO6iQswhg80W/mKOw18exm0/rkNrSxJutHYGJ80ZwMqXyDk6iFHoV/VYNFNaU+nG\nf79LbyYkQIh+n0okSMkLkAES0P5wQuICZAA4m2EcIAP02S4jsgOYW/k4ag8zHmZvL09agCzb/Tmt\nqWM4mWQHLkQRaGlRWJUlkXNmGbkIDQ2KFrMRMjJIhs/IRUP2Ss3J4ZeP1NeTB35WHxFd7ypFSz9F\nJuXzXOMPGtHzU+ufoZESJpmRvjXmN8zmTJLFyCRZvW/NegJ1Zz/kbzkcKTQMBIDf/CmIwJeUTJLy\nQaDJljz6KPmXmckIlO3IAsIpJOgSJHYGGSBd3UQvCUjt0q8GtSvrAESO0xNUZdUNaSW3Wvl8AoDF\nr4gY/vtSiJmxz7ceHopmI22uIDGlAo1nGzHipRHkj/tBpnvXLATu3Gr+MI+HcAoGpRbib5u9ptaN\nw691I29fBWrX1AG338IeqPBgcO4HGgLoW1CJg2M5fhstmiy1tHcsHprgx8SJEf/inAaAt2bNSJ5g\nsN+z3pkF3ACgv417Cws7gVVaIykc7NLCXvbTktj1nx3QO71EkCDhF9f/Qvf6jqPmMqK4OZsBXJWg\npiwSgNauELq08tXEZtaT69fdQO6pyvukuwGYOVJ9fZ6JdBM9RXmYdf06zp03JqNbBp676bmkrb8j\n4mSSHbgoLWX4NyaQ3/0u1rXPCG2ADJAGDwMH6j9Ls9r6HWeX3pTLScviCa/cgpY+2mIwGzf1RGYA\nghPZGeUrdpDgNeJDevGGP+n0f55UD5dV2++eYwSyRp0APUGImQzbNh5/aC3NGUTmwRtgN0SOO14J\nwjVvxbTCfRkduGRSiEG/sknO/e+VQnRrskas4jWr9KslLh+pCcyeabj0zGDU/NTP5W1eVgZyTr1S\nS6aNtUgAzlL04DY4KFjMINMIE23+z+9zxxp88J4/17xFn2niuQf0YsxMtCXaAFlXlCkAB0eR67/3\nFi4ry4fWP6Rquw0Aiz6KQyPMwVXj4hgcaxEAdGmBlMbZXCT/CWP/9FkjgDTNwywtBNw7TL+eVBEY\nNy+uXTej8Wwj7nv3vqStvyPiZJIdmMjShHiZM4e0rmaxaRPRAi9bRm8qEgjoA2SZlhZg2DCi65I/\nS3Ol2LSJWEI1NtIlF67uItwzS1G0WnHg2jhOLoDRan7t6GrtkPsS0IUjtT/1jqgV2k4A6U1F2DJz\nC443HUdOZg6y0rJQsqIEgQbFsdKs2ljBgbZBSKqo1wlT9MsAAMHGFEX3EJB2gj9o2ctpZXKuO3Ax\nRZMsU2j9ISU05mCCst1yxODf1nmyPx/o8wF/AVZKcjtoVf0kpi1lcZ3ctO6sGzg2hNgUar+Drs2J\n2bGBf49/HS4yS/GP97YCiAQtsoRlwDrz38DGeaLabntFd85KQJ/NJAAEdN3zaGw/sh0DR8dmnvKK\ng6gdYq+gkpdrx+zBIQs2pFykH4ycCwZa+3AKGcz3+VD9uixR+2wykEaZYhNAXu+/Tt1d9I5ioPd2\n/fIJQunk4kguCE4m2YFJIjrWFRUBP/kJ37KtrUQ24fORDLA2M/wuo6nXnj2xz27ZQtcet7aSQHv0\naPo63DMp2lsjtA0rjg3i+1y8eDjv+Bqv5A+OrMfcDXMxyUv0ou5UYtX2TLZ5BTazi522MGX6dCC7\nUv1adqWquUYUu9ndzHqyX3vGGduMSSDTl/LDhpV5NguQjdZvFtOc8WDciKxoExHAZrMJ2UbQvxI4\nPNz655NBUybQxO8JnJUFXHIJIr7SlABZAJESJYKe/yZ+3omIN6fcq/673E9sEB0ovyHnF66Yeard\nn9wAGQCmXxtn5SaNxr6Rc8FAa39wNBnMG7nt3PRT8/X7VpP/porAXflkZqgNBlCOu0UMJ0h2YBKv\ns8UllwDP2ZQ5BQLAtEhMJcsmFnHOyq1fz26J/etfx2zhKivJfwNbic6UW7d7XjM9/NVVJHhI1r1M\nAvDFt/iWA3Q36DBaqV6Y5S94gXqGVdvqxSQzoqQ5A3gn8gPLRWgDKiNBkOZLULpmKIkG4BZvSdHs\nNc00V7F/lU/Fii0vPWRtGyxMNg0ASDuJriUl0SYiAOASbNx6BQA1vyCDl3MZyTu/rJAq4t5K/uYD\npaXAV1+hbazpAJLpTcSszpXb1efsWTcZSL6wBTibnoANfANRzjwVzUnaZuRCwbtz70b6RQn+rcYs\nIOey7L28dA3wamUs2VDz6/jW711DZBnTp5kW7OoQ+8S1WcfdIkaHC5IFQcgXBGGVIAiHBUEIC4Jw\nM2WZxwVB+FwQhCZBENYJguD84nFg1LGOl6Ym4L777Gekq6qIbs1qY5LWVhO/yQg5OWQKfNIkYjs3\naRLQmm5xR/tSmis09knMw/nkADK9rqShCNj647hXrcwWBINALc89eMr9en1raiNQfE+sO9iMyaTZ\ngBm01s5WsnMSyEBEtqaiBeQyaY3AD+4mWkC5dbe8jrZA0Bv0hyWb2dLJc+JzApGxcuyMdsjbT/M1\nH1DJtuLVhUsgOti2hKa5/zqduNZ0ZpJ9nWQHgFSLszcWGNd/HPxTyTTOjh/vgCuRYU9WA3DvcHS/\ndyKZUamfBOwdj6LsSdgS8OLFP8R5nmfuIY42AzZYu94lRgMAAxx3Cz0dLkgG0B3ADpDabd3lKwjC\nLwE8AGA2gBEAzgAICIJwUVvuZGdj8WLiHmGHcJg8HO0G2QDw1lv2G5NYxXKWT3vzcrUCV8TXDhoA\nXHBhzy+34tLy9/Vm9CGOTDLjpqrMFnA3tzBq1DFgA39bbSPk7NxrASCUbZ5VljV7mXVtl5WME+Wg\nxJNmsXGKTM9d/MWCZoQtlKNwPJx5pmdV51go/nbZQhqjutcKEvSyKS2tlO+M99x7tRJY+aLl3TKl\nzQZ5SVqvPOjIYejnLDK452AsmbIES76/BMEHgnjvzveimvn+7v7YPNNC61hOmq9Yj/w/l0QbVVVU\nkNoY0xbTPLjC9prfePbY2pzjbqGnwxXuSZJUAaACAASB1usLPwUwX5Kk1ZFl7gRwDMAtAPganzvo\nuP9+UuQWD6tX2//s8ePxbdsIpSWXzIHTB5KzMYu8UvwK+vd2Y/BgoLbWq5ZB2Cl0U3AFhqmyBR6e\nmI0VEFjp5KVs7ewJknWfyQJunMdn5ybTrxo4MIZ/eSVtUVypoLklVpD20wqGFtGUBERHKedJ4Pbd\n14Ehr8e9ui4u9qNE5bHuCcZnSScAkucz+5+nrA+fTdHp91XQCiBZGXHZplDWww9awS7446WNz9+E\nc4Y0fEHT5QlbZRdXF2z4zw2mhaTDrxyO/L75qDnA1+CFh7DUipojAfxlqrrgrXpfG1lCJQjZ3aJi\nRsWF3pV2Q0fMJBsiCEJ/AL0AvCe/JknSaQAfATAo0XJgwdt4gwWvlpjGYEaSxy5KS66P/yli6NMT\nMfud2cnZmAU8qR7ced2dxjKIOKerp1yjFms/8gio7aUTuU0A0dbOEL2kGEUp0bh3BJl6tYpdPbPZ\nPiaBeRvnYW3dWlTWV2LzoTiyWfu/R46Xtp9W9j3lPHAwn70cB+fDbAcNlcd6e8z+X8yQTWjdW3g4\neL3aJabcT16Lh9O94vt8e0ASgBsjHYp235aw1Z4Pn8eJphMc2zd4/Wx3YJmFblYa/J/61dKjDjaQ\nUbpbOBA6VZAMEiBLIJljJcci7zlYQPaxfD8Bs7vxMHgw0Lt38tYvFwSOfLKUtM29wHhSPdgyawsA\nE2/qSGAoSPY0LNNyY3Zo8iBIYgVYiejeJgBY9wfy/1NL9RINqw+Vxn7kv+V+4Oh15steYHYf343J\nb05G0RsMvTYP5X66pV1zJv86WruoM/pxwFPooyoATlS77M+vS9ygRluQygMr2N/+I7VLzFk38EoN\n2Zbd/U7n9OZtz8gNgDIjXSH3jUnY78jK3gZDQdQcNMgidzsDfPFdYF+erf15dOOj8D3rw8SlE3Gy\n+ST6ppv0j2/HOO4WMTqc3CKZ/PGPf8Rbb72leq2kpAQlJfzV250BUSRFconwRk4EL70EpCepgLy+\nnjQ4WLc9CPzkwh/woomL8MDIB/gWLvcj+1clqIeF/ZaALi0ejM+OFchZKqhcvZiY38czVd79eEzf\nHC/yFPhZN7DCT7LSdgkLxF6pvWd/MutJJv6190iQIRdB7h8LuPcAOWuAi08Bua+aryflfMQ+r4Du\nVyzD8P3ulpLKVejj8wGpqUBzgmyQAQC1DwPDXiCFm/EyhPF9yd+7ElawP/FBYOfdsb89QaBvtb3m\nLuEU4Ohg4AqLPrktFwNdOdqYXgjk73TZ34E5OXTPYKswrl+mBKJfNdDzn3HdB9bvWY+SFSX46ch4\nZFUXjidqn8Coq0Zx+58nC7/fD7/SOxPAoUMJdidi0NmC5KMgp3ZPqLPJPQEwWxg9+OCD+OEPf5ik\nXes4TJhAfIrbC5ddRnTDeXmcDgwWSElRtJq9gLjgwvjs8boA2bTw46wba0orUPKTOmzL4Wzz2+TB\n+Re3oO5HMS22y8p8Es3dwiILHsxBz2/XY9bGuFZDUE6BN2WRYjC7AbzkAmBRUyQBOJJrPXCJB+Ux\nixGtOq21Le963i4HfpQP9NpFX44RLJxtbeZqPhAMKgLkRMktjg4B3n0uvsGRjJtRi0CTW4R8QPOl\nQOqX9M+kNpKGEEeHkkYQdoqwZJozgMCTwF0MX0stNgLkBd9bgGNNx7Do4+R2wYsWQ3Y/npgAGcDY\nfozZEcb53OXKT3E+9VRc+yDLFn4+6udxrSfK4aGJ78ZpQu2BWpSsKLng2mRakvKNN97AjBm8feHj\np1PJLSRJ2gsSKN8ovyYIQjqAkQA+NPqcA6GhAXC7gW3bOKbeE8D8+XzL1UdmflatArrac7ahkpen\n0FknavrXDJPvdHz2+KhNkRKfDygo0OuFBYG87vUC697ywr2ylgSIrG0eGQacy1DJOMK8NURG7ha8\nhFOQm16E3/zYi32tH9hbRwQXyLpUmb3bi/XtXa2QYuO49hYA7zxvf5tWkJuJ0HysZ460fOxRE5ez\nbrYutMXcHMiyu0UCrrfUxtzYACFRHM7lb5YDkGvCKECW6f8e8EBOfAEyQALu/KeA/XnxrYeD2669\nDZNyJiV9O9GZIJolpBESgKYMaKNdAQIK+hcwB2usIPp8S+Iefq1SK/L6xPF7SSDt2z/4RcL2iW+z\nEgINAVTtScAMTQenwwXJgiB0FwRhsCAIsgBxQORv2T37GQBzBUH4viAI3wHwGoBDAFZeiP3tSIwc\nGb+DBQ8pKcR3eehQvuW7RJINx4+TttOJIDOTBN1RnWRTFt3iKZFQNI+Dew7GlplbUDGjwnBqq7yc\nZPeVTJhAXgfIwKbhUzdGbanTeyproXS8YzWLkZusLFkRZzCypxBzchZj4tKJ+G3Nb+Na1Q29C/H8\neMWgwhMErq5NvlRCAnAuDVi5hNjxLV9OHDnaAgHARadIcwEl1/2FZJAtHnv2cEVge3ik+cLvmY9o\nLWuSQ764g715171A/ieRA9zVL+i7p9FatEfo2pPjmhj4LtA9AXZ1cpe2TT+Lf10ymnhQ6ZNrq+GN\nEh7bOzk7byUubSgCXtiO3HT1TXFC9gSUT2cX3fk8PhT0L4CgvWAkgUiP6idb2BlzcjJzsKpkFTK7\nWagVUCIA6H4SF6d/xV72RA6RjCWQm5fp2lB84+iIcothADYg1gz2j5HXXwVwtyRJTwqCkAbgBQAZ\nAGoATJIk6esLsbMdhfJy0qa5LSgsBPx+flu385FkQyLaYwNAfj6wciXJls+RGz3dUUy3eIqDFbdU\nYt7/24/du0D0oqIXwybUYcbcanTvTjIaPFpOt5v4btbVkay63ABFu8y7ayTc8noaao4o3qC1jB1Q\nhX5D6gCQlcjNYtavVzuYpKSQ32p8RL4cDGUDGy1+CRt/Axy6gTwMRS8W5k7EjtPx+Sm7znfHyv/w\nw53qju33t9vI3VEAcHETcdK41g8MfAfozVRyJY6+m4E5XuD1tYB7LzDyWaCfPSurX87Kway1kT8a\nishMRJom2JYANHmAzb8Acqp09mUupGB8diG3Jll1nn1UZju7mts7Fzd+exj5Qy4oHbCeb5aDprGW\nrdqODCNe3Zl1Eb1sjmkHypZzjECy1QX0/JS9T1a4YivfcvIxAfrvJgzg8Cjg3GWq2oDCAYXRGS3b\nDW8A4NAwje2devspQgqu71WIh5d6UVsL/O4FhkTi1Upyf1b8HsumkN+pXqxHTmaOpQYY5dPLUbKi\nBIEGRV1EwwQyGDrrBr5OBS6KXzxftrYM/ql+1M+px/jXx2PbEXuSidn/fQiLWKfRngKgMdu81oNR\nX6DlTMsZ/HX3X3HrNbfyf6iT0eEyyZIkVUuS5JIkKUXz727FMv8jSdIVkiSlSZJUJEmSU6rJ4Fe/\nin8dbjfwf/9nvkxlJQn43G7y0OTJJss2bfG0xxYEIDeX6CLff59sP9rBzxOMfypUQ7Y7G7cOHo9d\nr89E8K2ZWLPUi2AQ2BLw4qf5MzEzd6blrkZyZ0BtgCxTuqIUHx7lc+fYL6inN/1+fQtveTAj4/P4\nUJRdpM/AmO60QtPmCWL76QDCiM8jNtzlDCa/SbI90f2+5Iu41mmZH9wDFDwKXLnVvvzELmkhYpd3\n2+22A2RPqgdjBmlOpBe3kIBYSZOHvA5QOyKmnyikyoSMUJ1nx+y7kbxw0wtq28JyP3FI4EEAcHiY\n+jVttljkaNEOsP3KUxLgh6wlm3OQKR9TuZ+SHS8C3lijaqd8Z2NQNaOVnclxw6VlgM94gKWVsb8p\n27++VyH+eD35vgMBxApIteuTLSP3jo/+Hi4XGWx5vYDX48Uk7yTL91J3qhsVMyow/3JNkybZieSN\ndyytzwi5gM+d6sbW2VsxqMcgW+uZMpiju+S/pgFrF5ovY6OFetnaMsuf6Ux0xEyyQ4IJBu1laUeN\nAqZMAb74gvx3/HhiGWfGSc2s43PPASNGGC+flxcLCn0++8V7Q4aQgNgduQeqWuQmwbP1ycIno//v\n9RoHtokiGAqqsyIsNA8jnmw1APin+jHgzwPQeI5Tl3PlNuKBDCDlWK7VsjhDNh/aHC0Wq6gAXq6+\nCfdsTHKRUSci1ByC4KlDUZE3ltk91R946gSEnHXolrMJzcHR6qBY7oioyLI2il6cmAO4Oc9v5Xm2\n8Z/A7H9a22+5wDX9zDC1+85ZN9C1iX9FW+8FVrzJlS02pS1qGWQkEMmWWQHX4WHAhsf1x2SWHY8U\nf87QqAx8Hh88qR6EmilTjBKA5nTg89HqzOX+PMC/Sm97p9n+mau9GHGvZp1vlwPTStTrayjSSV3c\nbvXgPR56dvEC9ZTffv+NwL58MgiNQ8Gg9B32erx4ZOwjuL38dkvryO+bj6vdV5sv1JxOBhKDGDNq\nK5YRWaFvNXDuUmDsb5nH9/lXn3MV5nZWnCDZwbaMYfNm4LXX1MEUK9t7770kmJaD1RMM3/cyzSB2\n1SqyPa00xOUyL0Bbtiy2TSDxRURavtPzOwlfpxkNorUfcezV9OlNVkB/vOk4f4CsobXHDlufM6J6\nf3X0xn332CLc+34XrqYWDoR6sR5+vxclJWq7xwnZ4/HQf4/XzSxEkR015PVQulay8HqBjaerAYtB\nslzgunmj5g1PEOjzkbWVaY7DFiFf2zkPCADSGNfeBw+RjCsNk+PNzIzJqmSCoSA9QJb35a2/AfsL\nuKUpyu3voB0GJZimrS8UIs8NdwLcyUzdg5at1AftNqkX6+H1eHFdL2uzJ55UD1besZLdfKjiadKc\n6SbtyEOD/J3uHU9qGTgHAPL+fxPpcHILh8QTj4yhXiNkkbO9RjQ2ApMVGQvWtocMUf/tdpMslHYb\n48cTt4cUTWG6y0U0yNqHuK6I6PNc8x2xSFubsVspsim4ml0BboTVYFxFRMuaIsTRjESJIhseDAWd\nANkiOZk50cxuMEiKM4NB8vfXFio4lF0rLcH5gF4yZQnWlK5B8IGYHEB338hZY23bCWqiAqDNnQdM\nOTqEvQyF5cv1rzGvddlajleagtj92dRRh2N92ueOXWT3ICpy0B6Ro+AwZ6U5BbmwVZasae+BLrjg\nSVVLnfL65KHu/7d35/FRlffixz/fJIBhCUkGWUTWTAIKEmRR0opASAgurVVbWrC86LIAACAASURB\nVJBf67Xl9mrbX2/r/Vlrb2t7e6le++tyu9Ba6k+rYFqKt9W6EBAVECObiIDKZGGXNQmLYcvy/P44\nZ8LMmT2ZSUjm+3698oKceeYs35w555nnPM/3+UaFdb5H6vqyfyrMuyX8l6i9U/1jOir6XAbRDMzt\nqrSSrFoG1DgrmNEIdoN0tv46vf22VdENt21vBoxgLVRZWbBuXeCNffnywH61zc1W2dmz/bt6BGw3\nzmm82vuiEu0gm8IRhSyf0/ppV9s84h3IHxifOcZ9W8PbVHlPQhMGTfD7ouTs7x7tF2ff7lCxipjP\n1ltu+LSAfqd5edYYgxYTFke3Ud9p0eMlUt/qI63rh9oql8fYNG87HySVcsSKWSum6c6Pz0e/JeNR\nPCxeDK4g2TNbeCvtEb4MTRg0IaDy65stBKD2bC0NTQ00Gf+OZ9NHTKfiGxV4vu5p+UK47p51Lf3D\n81x53DAwyGyn3vSEYmBIhNbmDY5JqupGhi8fZP+TkVaSFRB84FYkoW6Q46N4ouSbpzeaQWPBOG/s\nWVnw7LOQGWR22VWrwDlxot92D02OW2vy1KFT2/2iEs0gmxRS6JbSrU2zKLVpxLvtkcJHWHzrYhZ/\nanGrB7L06tbLL8ZRDTJSLb53w/fCvp6XB1dfHX4dKSlW96fWynPl0bNbz7Blxlw+JuRn6bvftf/j\n8kQ3kQ5Yea2Xtf5LYlChpmv3VmCeXAeNcarVnb48/OuzWteqHayxo2Wgrokhb3QIQ4ZYldFHHmnV\n7gVojONDo/vuizL1aYQvQ4/f8jhFI/1vZL7ZQsAaXP3GnjcC3rvt8DYg/EDEF75YSmZtiPSE0eSZ\ndjxluPrsfRHf4tz/ZKSVZAUQ9LFrbS307h28vDfPcDB5edCrV9u27c2AEavbbgt+wWtutvpdeluw\ng233V3O+G/jGEHqnZZAS5OPj7UPW3vJcecwYPiNsmWaaWwaRtFZbKqPeR4olS0tY8OICFvxjAX26\n92nVuuob6v2Ow3tDTyFOXTnawpuc8hJWey7y7GaRMtU0N0ceUxCOp8bDmYbwg+2eui30TrRcY6Id\nePunldZU3ufi0JnVKWgGiaKLKcV+7YkuD/u5CBfOzf8S/nVXldWnN0rhntgB/Hh8KaYq+rzRoezf\nDwsWWNtyuWKc5TOIVnfxcfAO4G6KMKI4JSV8N0KAvpf1ZcX8FX6twb7ZQryDq4Nl96k5W8Ntf74t\n7Pqz0rOo/o8VZD4dJCNHpK5L53sFfKn508/zKLiyIGjx0a7RAfufrLSSrPz4ts5mZcG+fYEXh6lT\nrT5hoSqxHg/U14ffTrABE5FSnEXi8UTOfBGsL5t3u+6h0dfsGxqbKc7xH+ni24esI4hIVOnZ2ru/\ntFdmeiYnzvl/g9l4cCOprazYOo+j9M5SxmfE+DgkEYSYRsR3Twk/m11CRFGJ79s3cpm29A2NpotM\n38tC70RLl5BoB97GOQ+6H2f/VWdKsZMj4KdHA1PPBYhw4hwsgHMRvlhmR/9HifTE7vj+CMfVCidO\nBH/a1xGiHbSelQXfeDh8Ye/1KFRrcKTzfd2+dREbMLKyoHpzLjcM9O+zfcOVEbou9aj3+/I0YQJM\nmgQvzXuJkpwSv6IlOSW89eW3krqLhS/NbqHC8vb/jZQazFekC09+fmJSokVzwQvWAuFNgXfoQvSt\npOf5mPsL7ufXN/26Vcns481T4+G13dFNIdqW/tJt6ftbezaw9bItOZOdx5GVnkXpLSsYVeAzOv7m\nb0Q/yUQH+fGMH/Od1d9p122Gym7i690okpG0pUUvmqcSWw9vDfm5upgSMg+OXB25y0UcZ9QcOxZ2\nBJvcIVzGjHNZsHjTxewNd86Dy07414t7RJhZrdYNpX+DfwrzZTBEX2Hv5EC//nX01/KWLyLxyARi\na2qynlK2RWsyqgQTbd/7mhrIbA5f2J3txlPjYc2eNYhIwGRR0Zzv0WSRCHZPrq7OY/bf8mHQttBv\nzK5s+Rt+z+5t5c0XXVHTuklZkoG2JKuoxNLKG+nC8/Ofx2efnCI9wps40X//a2utAX2jRlkZN778\nmdiyXJQfKG91Mvt4i6byGo9BGJdC399wx5GXByWTc0ndbbe0BHsM7mSAmhGJ2dkotPeTh/EDxkd1\nDvw6QtrptgzaA3sw0pDwz7B/s/E3YV//5jft/7z+o8gbzNwb5Z5F9uSTjoGDsajNBZMC6SeCzIhp\n/9vsuJj59gPeOxMqSxDn7dvRVzjbMROyt9U4lmt5NIO6p0Qxz0W8xau7RSyD1puOBs9MkSqpzBg+\ng6+++FVG/WYU//ziP7PgHwvI+00eM5+eSd3Z6Kckj6UBw/fvuGED8EKEwas+X57S0x3rukTuY5ci\nrSSrdvfww4lZb9i0QsADjjEtLTPu+Yohy0Wo/lwdIZrKazwGYYRKYZQqqbjSXbHNxheFKVdOYdIg\n/0fUkY7Db0Cm/Rj8hq0eflH4h+BvEMC1Oz473Aoi8Y1ZJNcNDjN7jy1S16XMzLYN2vN6Ye4LZPYI\n/ew90iPotWvt/zTGMAgiDo4dg9+3JSHO4Ag5nescX9qc/YCXl3LDoOKwZWprrRlO2zrOI9jA6jFj\n4Je/tNZbXh65v26sCgtjz3rUWtEOWne7rS5dwQbniQiv73k94D2v736duc9ZI8YjNWRk9MhodSX1\n+uuBC1H0j7LF60tGMtDuFiruInV7ePNN61FRvLtcRGpJ9r1B+M245+vQZKs1JsIjele6K6BPckfy\nVl5DzbqXKqmU3lkal1bL0jtLmfvcXL9tFY0s4ne3/I7xvx/PqQun2rwNsGL88ryXyUrPiulxYPDZ\nA3N5paJ9+mILgomi068gzMqZxY3DopxOOU6G9h0asUykz/Djj8dnMoes9Cwe/9TjYWchC/cIun9/\n+z/R9EuOY25kb1eFkpIQ15FIDl4f/vUXfwcnh4eeVONcFl9MWcEXx1Ww4IHQE280NlqtjW0RzWyc\noSZ5aovSUgImuokm61GsvMe3enXoynK3bt5jDuyeYDCM+s2ooO8zmJbB0pEaMk6dP9Xqme1KSqDX\n1WsIOxRo2BpST+ZSVJT4GWC7Em1JVnEXTT+veCWD9xWpJdk3bVDYSkCER/SudBebFmyKbefawVcm\nfCXka02micI/hcqaHxtvPzbnKO6G5oa4VZCdgyBb8zgwIPdvO3UVGZkVOf8oWDfQtw+8TbeUbhG7\nHTz56Se5LPWyeOxeVC3JsU7y0xaRZiEL9wh6zhz7P940bMG+m8SQG3nsWNi1K3wZbzeTqior53u0\nRvg2DleVQL0rcH8N1vLdxREn1fjZzyD/yvBl4tliGK6bRqhJnlrrtdeszCnxynoUjdtvD/1aQ4OV\nRtTL93oUTVe3ytpK8lx5TBgYvo9OWwZVf+/fI5dJxJeMrk4rySruIs26B4l53BPpxu67zbBlfUaq\nL55uVQJXzl/Jj6b/iJXzV3L8geOMyOq4PqyhrN27Nuzr7x55t03p35ycFdc1e6LI1RnC1KFTQybS\nj5dQXUXi7aEbHoq67MnzJ8n7TR5P3/50wIxbcLH/9d3X3s37X3s/aJlYRTMzYb9+wSdYSEmJ/+Pu\ncOkLI80OmZdnPfoHrC+3u4N8EYwyN3JhodV9I1w/VZfLajWtrYXRo+HkyYirbbFggWPBHzbBGUeQ\nz7is5VH48EP4/vfbr1tCJMEmeWpLFgtvQ0pbsx5Fo6wMTp8OX6a8PPjyaL58e7/o/f7W8H102jKo\n+s6J4Z+UrFw8LaFfMroq7W6hEiLU47eUFGsK6URc8Lw3t1df9c976R3V7bvNUGX93jM5l69Ms96U\n68q9pLpXBNO/Z/+IZdbsWZOwwRk7j+1s9XtvHHIjua7chA8cCdZVJJ4mDJrAoD6DYnpPY3Mjc/46\nh4pvVHDbn29j3b51La/59r8ekTWC4w8cZ1XVKsoPlNMtpRsPvRZ9hdwrmhvxvHnB841nZSWmJcqb\nvtC3m4ogUaXS++EP4XOfw/py+/RqK3uEd3KFvdMitiD/539aLdK+14dgj/qnToXnn7diMGlS7BNa\nNDQ4FpwcAT89DiNWwZByK71blf81Ji0t/HbKymDTpov/9+rIFsPcXOvH44lyko4Q2rPf7EsvRS5T\nEGIISriubt4uVd7r2uTBkynJKeHV6lf9Zt1LlVSKRha16fqX58qjcHghr+0JzHJUOLyQ4onax6I1\ntCVZJUSox2/FxYm9eMcye1+4ARud8bHUnLFzIhdK4BixtszGd7ohQjNOnPh2FfnR9CgyIgD5A6Kf\nS/d7N3yvVVN3bz60meNnjrP2n9aGnIzAqzinmB9M+0HEbgrBOKejDibcBAs1NW2bQCTo9uz0hc5+\n3AbDa7tfi/j0I2Diotpc2PoV6yeKLhYTJgR+aQ82wdHatdZyjwe2bInmyPx16xbihd3FsPYHTMz0\nryBPnWr1/Y7k2LH27ZYQrWhzEAczcGD7toL3j9C+kJ5u3btCKb2zlMLhgU8xZoyYETDIONTgv3jM\nbLd8zvKgeY+Xz4nzLJNJRFuSVcK0JsdyPLYZaZBJqLLeVpv22M9EyHPlkdE9I2y/4GnD4jd4yemW\n3Fv49cYIecNCuDXv1jjvTXi5rly+MPYLPPxG5FQrPy3+KcMzh1NZW8nB0wdZ8A/nc/OL0rult/rL\ngneAWrQt6q3pY/34LZFrXZEqN/HKUduyvQh9OiPljo02120o4Vosva2ivlpb+QtoSXb48Y+tffG9\nbkUzKDAtLfS+dqS2/F1++9v47Uc05syxuq6E8uKL4d+flZ7F6i+tpqKmwup2JgTkSfYtm6jcxJr3\nOP60kqwSriMu3rFs81K7ubSWp8YTtoI85copCb1glrhLyE7PDjppSFpKGn2696HuXGDO0Oz07A7p\nypLnyiMnK4equvC1nsbmxpaKq6fGE7asO9tNdV11q/anuja290XKaOIrhRSKc4qZNDjSjG+x9e2P\nh0iV/UjdQ8J1s+rbN/TEFcG6YUXDE/4UCClSPmFvxdh3f/bti7zevfFL/xxX3r9LqIp+amrwpxWZ\nmXDHHYndt1gNGRJduVi6jCWye1l7dF1LFtrdQqkuIlKL3LemfCvh+7B5weaAwWWZPTLxfN3Dln/e\nEvCaK93F5gWbE75foUwcNDFimbSUi20J4fJEeyc4aW1L8i82/CLm94R6zJud7j+TRHFOcdSPc0MN\nXEvUYLBoYhpJqG5Wmzdb+xxMa7tURZpkJZicHJg1K/a47mx9N/9LQmmpNSDSqbDQ+ts4B4e6XPDO\nO+2zb76ieXqikpO2JCvVRURqkbt2YBzzdoXgHFxWcGWBXytxuNc6wjUDrmHZ+8vClnFmgwiVJ9pb\nCW1tqrmquqqY86SGe8zblkeu7ZWjtmV7EWIaSbhuVvHsUuWdwj5Wjz1m/RtrXCOltQSYlrgeVG2W\nlWXlH66ogDX2WMpp0y7G/vhxK7Vaebk1MC5cv99Eau+nJ6rzEGMiJ73v6kRkHrB0yZIl3HXXXR29\nO0q12uwls0OOnF4xf0UH7tmlyVPjCTkRQEuZr3uCVjLDVUJnL5ndqgwaL897mZty2zj7Qxy153gC\nCB/TS8Err1hT2MfC5Qoc7BhtXMvKYPbs0K/n58O778a2Pyq42bNDZ0ZaoZfOS8bSpUuZP38+wF3G\nmGcTvT3tbqFUF5LIkdNdUZ4rj6lDp4Z8Pdzj/nATnITqBhFJW/KkJkJ75Kj1214rJo1pT7EORnO5\nLqZo8xVtXEtKIDs7+GtpafB64EzIqpViyYykkod2t1CqC9HRzbF7/gvP89llnw3IL1o4orDVXy6C\ndYN4etvTvLX/Lb9Wfq945ElVieftr71yJQR7CFtSAvffH9/uA5s3w+TJ/jnnMzOtvrsdneatK4kl\nM5JKHlpJVqoL0tHN0YslfVOsfP8Od151Z8iJTLS1v/MoLYXPftaaOtlXYaH1WlZWfPvWjhhx6fTd\nTQZdJduRig+tJCulFIn/YuFs5U9LSaOxuVFb+zuZSIPREqW4WCvHSrU3rSQrpVQ70lb+rkFbHJXq\n+nTgnlJKKaWUUg5aSVZKKaWUUspBK8lKKaWUUko5aCVZKaWUUkopB60kK6WUUkop5aCVZKWUUkop\npRy0kqyUUkoppZRDl60ki8jXRGS3iJwVkbdFZHJH75NSSimllOocumQlWUQ+D/wMeBi4FtgGlIlI\nvw7dMaWUUkop1Sl0yUoy8C3gcWPM08aYD4F/Ac4A93TsbimllFJKqc6gy1WSRaQbMBFY7V1mjDHA\nq0BBR+2XUkoppZTqPLpcJRnoB6QCRxzLjwAD2393lFJKKaVUZ5PW0TtwKfnZz37GX/7yF79lc+fO\nZe7cuR20R0oppZRSyae0tJTS0lK/ZQcOHGjXfeiKleTjQBMwwLF8AHA43Bvvv/9+7rrrrkTt1yXP\n44E1a0AEpk2D3NzEbaeqCtzu4NvweGDhQli3DhobrWUXLkD37tCtG/TpAzNmwH33XXy/xwOLFsHu\n3XD77XD33ReXvfce5Of7ly8rg6VLobIS0tOhb184cQImTLC2WbbZg8mq4u5Pu3lwQa4Vmx0eXt65\nhm21b9J34Ak+/4kC8gfmkyqpNJkm3NluquuqWfLeEj6+8DF8NImT5XNIHbGWY0P+iKSdY/zA8bgv\n+yQDzk1j2thccnPhiXeeYPGGZzl5NIPLjl8H/d7neOoO6j4+R5+6KcwbP5eiInv9uw2PlS9kT8MG\nRvYbwrxhD7Dtb8Vs/8hD/owq7p3jJtdlHWRZZRmLNi2i/kI9GTVFHHwnnysGpTJ8eBNvbDnE/vTn\nSb9iH6OH9GNs7+mwcw679xh2ZSzidNpurutzOxknP8HaHVUM6u7mh/87l+Jin3Nlh4ejDVW8tOYQ\nO/YfoMe5Idw6fSC5Ew7xwcED9M/uxlHe51DtxwxmEqMHD+LVo0s5WFdDyuEJ7Du1l/O9PfTr1Y+S\nKz/PDe58po29uP9eTzwBf/ybta0+DW5m5Ody03wPTRlVuLPdrN27lsUbnkUuZPDV8fcx6FwxL73t\nYcBVVcyZacVsQ0UVBXlumo3hh6sXsv/cLq7r8xn+61MPYrI9LCqtYvc7bgoKDK7cKt58wc2BA4b8\nGVWMHeTm3W2G1JFrqO39JgdOHaDvuXx6f3Avrn6GHZkL2X92F2MGXE1jcwP1H6cwNH00DaaBtMMF\n7Hu9mIwMGDECysutY7rtHg8vfLSID2q3M6ZfPj+YO5u9B5qQOjfTxuZisj1U1VrHZzBU1Vbx82e3\nsvXAB/RtGMPwy10MHX2EnFyQ+oGYk0MZOKiJaWMvlk895abpaK7f58z7dxNXVUusPR5YttrDG9uq\n+Hi/m4K8XG66CZau8PDuvipyMt3cPCWXo4Of4IOzb9CfMVTtcLFrl9Dj3FCundBETk4qFeZlTrAb\nd48C+p7PpyDPzbA+uSxb7WFzdRXUusnMNDRnVpGScQgPz1N99Bg966bwz9feyx13GNZsr+LlD1dR\n3fAWE4ZcRW52Li/sXM25sykUDp/OvdPmkOvKpWyzp+VvWjzROjhPzcWYeY/L91jXbq/m2e1L+Oh8\nFefrezLwyHxuGXw3IvDBBzBmjHWdSO1vnVupp9xs9FSz+cIS+mak0M+MZvXuVzmfWsPV6TPZuOM4\nJ7vtomDwJ/nXTxf5/a28n9WXyqtIPeFmz17DBynLSOl9jO57bmWEKea6uWUcSt1Aav0QNuzeRlXd\nbvK73870iYPYUPsSOQMGMHvYHPbuNbxfv4aa80cYNXggc66b5ndODxtuWLNnDSLCmy8NpXxDE2MG\nuvmv7+RijH3dOr2QD05tIL1bOsPSxzG5x3zmTCxuOS8W/t7D7zcvos5VRnY23PeJL3HHgAcDzhXf\nuG+sX8YT7zxBQ3MDRSOLmDt2bst10NTksmxLGY/veIzDp2rocXAmWT2zqMt4A7qdYXy/Kczudy8v\n71jLrh7PMjAzgyvSR3K0qRJ3Vg439b+XlLpcDhyAIUNg4EDrfrHs0EJW717NrJGzeHDqg3hqPKzZ\nXoXUuUnJrub5jxax3VOPVBUxMreRQWM8uBiF68gcajy5bN8Ox5o9jJhYxW03uBnYPZfU/h5e3ruM\nDRUeTlaPonvFHL4wK5cHHwy8Ly0qf4LtDS+Qf2UO906+l4U/MSw/spCmgRsY6RpCXtY4TqVVktL9\nDOZCT3ZXpVFzpo4rzs4i7+iD9O0Lh9wLeaf+H/Ssv4o7BzyEXL2Md0+vZkLGLEYdf5A334SyMwup\nHf4EKb3rSEuB5mZovADd6M0nryji36Y8RNPRXFJToakJVr3jYf0HVQy+zPqsOu/fke65vsoqy9hw\ncAMFVxZQnFMcvnCCBWukXLp0KfPnz2+3fRCru27XIiJvAxuMMd+0fxdgH/ArY8xPg5SfByxdsmRJ\nUlaSa2vhc5+D117zX15YCMuXQ1ZW/LYzb55VQfUqKYHSUmsbtbXW75s3R7/OSZOsSv2mTdGVHz8e\nqqvh1KkQBdJr4c554PbZyeoZkNIIw9dFv2PRODAJrngHUprbtp6mVEhtavl1fNYNVNVv4/SF023c\nQYfKEnq9Uso14wxvD3bEKI4Kh5aw/AulVL+fxfXTa2n6jGNb9S7oVRN6BU1pkNoY3cYMIG3a3cjq\nXfCHTXByhHV+zb0Zhm4IXz7c8cWisgSWl1L4iSwa0mpZ198/lhm1Mzh1QmCkz4e/egbgWNYskNKK\ne0U8j8WW1pBFY7e6lt+zTszgmrHC2gOv+S2rq3UcQzBNafD4Jjg6PvhnP1Ha47yrngE96mDwu8Ff\nP5PFNVtXs33IvcHPR8c+pl1w0dg9yr9lo0BaG+sW+wrg2ZfgXBYMew2+VNS6c9B3fY3p/udEfV/o\ndTKw7J4b4c9/Z01ZFmPHws1f2cKGMVMgLcrrSjDNWPEM93ePpozX/uvguVK49T7/c9bnM794sdU4\nFOqe66uqtorr/3g9NWcv/o1d6S42LdjEiKwRUexQ+/CpJN9ljHk20dvrqpXkOcBTWFktNmJlu/gs\nMNoYcyxI+aSuJM+eDStXQrBToaQEVqyI33ZefdX65uuVmgpFRdY2Zs/2/zB3iPmzYeSrkOKzk964\nxPumFq/1Om+4iboBN6dCdZH1f2eM4khMKrPcRbx2zwoaPh/i7xHu+GI5/vaorBjgjAt+etw6v3LK\n4rf/kdh/M1m6AnNXqHNbQEzkZa3Zp0TEN9j5Hs0xhFpXUzf4zwvBP/uJ0l7nHWG24z321IbgZdpy\nXYnH8RmgqgSWrIAfpFh/y7Zc52I5r+1ty9IVzJoFZZO7h45TTNsPsb1YyviWPeOC9BP+56z3Or1k\nBS6X9YQ01D3XV7/H+vlVkL1c6S6OP3A8ih1qH+1dSe6KA/cwxiwD/g34D2ArMA4oCVZBTnYej1Ux\nDfVdqawMKirit50mx/2nqclavnLlJVBBdnmsb+TOm2S03+xjFa/1OteRqJtvSpMVn2AxiiMjTZRV\nldEwZGXov0c4sRx/oisq3m30qoH8J63jief+R2L/zcyIMLF0ViRDLWuNRH1unL9Hcwyh1pXWAJ94\nNOHndcB222Mb4bbjPfZQZdpyXYnXdc1dBsXftlqQ23qdi+W8trdtsiooO/JE+DjFtP04lPEt26sm\n8Jz1XqezK6ipCX3P9b2vl1WWBa0gA9ScrWFV1aood6rr6ZKVZABjzCJjzHBjTLoxpsAYE8ND/ORR\nVRW5TGVl4rfz9ttt30abZUURDNV+rrwUToo4GhHh0X8idbVYxlvOyo7eAxXKyNWRyyRKdiUMf6Pj\ntt8W2eFv3L739Q0Hw3T/AsoPlMdjjzqlLltJVtHJyYlcxu1O/HamTGn7NtqsLopgqPZz4FI4KeJo\nd2HHbburxTLeqmZ19B6oUKpndty2a92wZ3rHbb8tasPfuH3v69cPvj5s2YIrk3eKCa0kJ7m8PKvf\nsYR4xFNSEp8sF97tpKb6L09NtZbPmmX926Fq8qxBD82OnTRc7CsWT/Far3MdiRpm0JxqxSdYjOJI\nTColOSV02z8r9N8jnFiOvz2GZBisAWzb/sk6nnjufyT230x2h4mlkeiWtUaiPjfO36M5hlDrauwG\nbz2Y8PM6YLvtsY1w2/Eee6gybbmuxOu6VlkCq35uDRxt63UulvPa3rbU5VIy4Mvh4xTT9uNQxrds\nvSvwnPVep2tzcblC33N97+sl7hJc6a6gm3Gluzo8y0VH0kqyorTUSqnmVFhovRbP7RQV+S8rKrq4\njdJSuO662NY5aRJMnhx9+WuvtdK9hbS89OLgNK/dhbB3amw7Fo0Dk8DE4SPouEhemz2VPt37tH29\nTtVF9HqllCkHg8QojmYMK6L0zlI2boTUvwfZ1pngF/MWzZdYZsszdnYLsM6v/RFadSMdXyyqi2B5\nKTNmwNSjgbHMqCuE3Y4P/+4gy6KpcAYTz2OxpTX6D8vPOlnIjUNmBCwLOIZgmtPgDxut/wf77Hdm\nuwvh4PjQr5/N4poNGyOfj7a0hhj+lk1x6JS8v8D6mwA8+UbgORjrJvYXBJ4TZ0LcDPbeCMtLeeMN\n6740ZcdGKxNKW0RT+Y2lIn7gOuu64jxn7c98YaGV9SncPdfXpgWbAirK3uwWyaxLZreIVbJnt/Cq\nqLDyJENi8yRXVFj9oULlbKyogJ/8BNauhYYGa1lDg5UjuXt36N07ME9yRQX87ndW32dvnmTvsm3b\nYNw4//KrVsGSJdZ+XHbZxRR0EyZYOSlXbKygOauyJU9yRQWs2VHBKzvX8G7Nm2QMrGvJk5yWkkZj\ncyPubDd7TuxhyXtLOHX+FCmHJ3HirTmkDl/P0aGPX8yT3MM/T/JTW5/i8Q3PcOJIBunHr8f0+4Ca\ntO3Unj5Ln7op3DV+HjOL7PXvgcfKF1J9YQMj+13JXcMe4L3ni9l2oIL8GZV+eZJXVa1i0aZFnD5/\nmsy6Ig5syeeKgWkMH9nIG5uOsC/9eXpesYdRQ/pxTe/pmPfnsGc3dp7kRqeKewAAE0NJREFUaib3\nuZ2s05/k9fcqA/Ike+NxpKGSV9YeYfu+fXQ/O5Rbpw9g1IQj7Dy4jwGu7hzjAz6qOcUVTOKqwYNZ\nfWwpB2qPkXJkIntP7ON8n1306+UKmyf5qafgD8srONJYaeVJHpfLzfMraMyoxJ3tZv2+9Ty+4Rk4\nb+VJHnyhmBffqqD/VZXMmWnFrNxTSUGe9Xzxh6sXsvfshy15ksmu4HfLKqna5KagAPrlVbL+H272\n7YP8GZWMG+xm61ZIyVlDXe832X9yP5nn8un94b1ku2Bn1kL2nfmQsQPG0GQaOX0ahvW8igvNF+h+\npIC9rxfTp4/V5eitt6xBsrfdU8GLhxaxs+Y9xvTL5+F5N7H3QCPUWnmSya6gstY6PoDK2kp++edt\nbNm3k8yGMQy7vB9DrzpiPTKtHwAnhzFgUCPTxl4sn3bKTaMjT7L370Z2ZUusKypg2eoK3nivko/3\nupmSl8vNN8OzZRVs3VPJSDtP8vHBT7Hz7GoGyBiqtvdj1y7ofnYY105sxJ2TRgUvU2eqyb2sgIxz\nVp7k4Rm5LFtdwaaqSqTWTd9MMJmVSMYRKuR5qo8eIb3WypN85x2wZkclL3+wmuqGN7l2yFWMco3i\n+Z2rOHvGP0/yqi0VLX9Tb57kipqLMfMel++xrt+xh2e2L+HQuUrO1acz6Mh8bh58N6mpsHPnxTzJ\naf2tcyvtlJuNFXvYfH4JGRlwOVfx6u7VnE85xpj0IjbuOM6Jbh9SMPgG/vXTM/3+Vt7P6ovllaSc\ncLNvL7wvy0jpc5Tue25leHMx189dxaG0clI+HsqmPduorK1mXPfbKZw0mPLaF8np35+bhs1h7z7Y\nWb+G2nNHyBs8gDnXTfM7p4cPhzV71oBA+SvDWF/eyNV2nmSwYtCSJzktnWHp1zDJkSf50cUVLNqw\niFrXipY8yXcOfDDgXPGN+5Yzz7H4ncU0NDUwc+RM5l0zr+U6SG0uy7as4vHtj3H49DG6Hygiu2cW\ntX3egO71jO83hZsuv5dXdqznw+7PMCAzg8E9czjaWEGOnSc57WQu+/bB0KEwYIB1v3ju8KOsrF7Z\nkie5oqaCNTsqodZNWvYenj+0iPd2nYbKItx5TQwc68Fl8nAdncPxXbns2AHHmisYPqGSz0x1M6Bb\nLmn9K3h5nzdPch7dPMHzJFdUwKLyp3jvwt9a8iQ/+ij85aOFNA2yrsejMvM5mVZBWo9zNJ2/jD3V\n3aipr2XQ2VmMOvYgGRlw2P0oW+r/3pInOXXMc7xzaiUTMmYxuuZB1q+HFR8/Ss3wxSHyJM/k/0x5\niMajuaSlWXn9V2+t4M0PKrmiR/A8yZHuub5WVa2i/ED5JZEnORhNAdcBtJKslFJKKXVp0xRwSiml\nlFJKdTCtJCullFJKKeWglWSllFJKKaUctJKslFJKKaWUg1aSlVJKKaWUctBKslJKKaWUUg5aSVZK\nKaWUUspBK8lKKaWUUko5aCVZKaWUUkopB60kK6WUUkop5aCVZKWUUkoppRy0kqyUUkoppZSDVpKV\nUkoppZRy0EqyUkoppZRSDlpJVkoppZRSykEryUoppZRSSjloJVkppZRSSikHrSQrpZRSSinloJVk\npZRSSimlHLSSrJRSSimllINWkpVSSimllHLQSrJSSimllFIOWklWSimllFLKQSvJSimllFJKOWgl\nWSmllFJKKQetJCullFJKKeWglWSllFJKKaUcOlUlWUQeEpH1IlIvIrUhygwRkZfsModF5DER6VTH\neakoLS3t6F245GhMAmlM/Gk8AmlMAmlMAmlMAmlMOlZnqzx2A5YBvwv2ol0ZfhlIA6YAXwLuBv6j\nnfavS9EPZyCNSSCNiT+NRyCNSSCNSSCNSSCNScfqVJVkY8yPjDH/DWwPUaQEGA3cZYzZbowpA74P\nfE1E0tprP5VSSimlVOfWqSrJUZgCbDfGHPdZVgb0BcZ0zC4ppZRSSqnOpqtVkgcCRxzLjvi8ppRS\nSimlVEQd3gVBRB4BvhOmiAGuMsZ4ErgbvQHWr1+fwE10PgcOHGDp0qUdvRuXFI1JII2JP41HII1J\nII1JII1JII2JP596Wu/22J4YY9pjO6F3QMQFuCIUqzbGNPq850vAL4wx2Y51/Qj4lDFmgs+y4UA1\ncK0xZluIffgN8LVWHYBSSimllGpPvzXGfD3RG+nwlmRjTA1QE6fVlQMPiUg/n37Js4CTwPth3vdL\n+9/3gI/jtC9KKaWUUip+egPjuFhvS6gOb0mOhYgMAbKB24D7gRvtlyqNMfV2CritwEdYXTgGAU8D\nfzDGfL8DdlkppZRSSnVCna2S/CTwxSAvzTDGrLXLDMHKozwdqAeeAr5rjGlup91USimllFKdXKeq\nJCullFJKKdUeuloKOKWUUkoppdpMK8lKKaWUUko5dJlKsohMFZEXROSgiDSLyKeDlLlKRJ4XkRMi\n8rGIbBCRK31eHyki/yMiR0XkpIj8WUT6O9aRJSJL7dfrROSPItKrPY4xVpFiYi9rsv/1/bnfp0wP\nEfmtiBwXkdMisryzxiRO8VggIq/bx9osIhlBttMp4gFtj4l9rL8SkQ9F5IyI7BWR/3bGJZliYpf5\nvYhU2jE5KiJ/F5FRjvUkVUwc5V8JsZ6kiomIvOF4rUlEFjnWk1QxscsViMhqse7TJ+049fB5PWli\nIiLDwpS502c9SRMTu8wAEXlGRA7Z58kWEbnDsZ42x6TLVJKBXsC7wH1YE5D4EZEcYB1WKrgbgWuA\nHwPn7Nd7AiuBZqxBf58AegD/cKzqWeAqYCZwi72ux+N9MHESNiZYsxAOsv8dCNyDdfzLfcr8Eus4\n78Q61iuA5xzr6SwxiUc80oFXgIUh1gGdJx7Q9phcYb/+bayp378EzAb+6FhPMsUEYDNwNzAaKw2l\nAGUiIj5lki0mAIjIt4CmEOtJtpgY4A/AAJ/yDzjWk1QxEZECrGvsCmCS/fMbu5xXMsVkX5AyDwOn\nseLklUwxAXgGyAVuBcYC/wMsE5F8nzJtj4kxpsv92MH8tGNZKfCnMO8pBhqAXj7LMrAu5oX271fZ\n677Wp0wJ0AgM7OjjjjUmQcr8HVjlOP7zwO0+y0bZ67quM8ekNfFwvDbNPjcyHMtHd8Z4xCMmPmU+\nC5wFUjQmLWWusc+XEfbvnfJz09aYAOOxbvr9netJxvMEeB34eZj3JGNMyoEfakzClnkHK7Vt0sYE\n60vCXY5lx4F77P/H5RrblVqSQ7Jbb24BKkRkhYgcEZG3ReQ2n2I9sL7RXPBZdh4ryDfYv08B6owx\nW33KvGq/7/qEHUA7EKsLxc34twBOxJpwZrV3gTFmF9ZNrsBe1CVjEiIe0SigC8YDYopJJnDKXEy7\nmNQxsR/v3YM18+d+e3GX/NxA6JiISDqwFLjPGHM0yFuT9Ty5S0SOich2EfmJHSevpIqJiFyOdVzH\nRWS9iBy2u1p80uetSRWTIGUmYn3ZfMJncTLGZD3webtLhYjIF7DqcW/Yr8flGpsUlWSsVoveWBOM\nvIzVavw34H9EZKpd5m2svMqPiUi6fWP7v1gxGmSXGQj4XdyNMU1Arf1aZ3Y3cAorLl4DgQvGmFOO\nske4eLxdNSZ3ExiPaHTVeEAUMRGRfsC/4/9IKyljIiL3ishprBaPEmCWMabRfjkZY/IL4E1jzIsh\n3peMMVkKzMfq4vcT4H9hPUb2SraYjLT/fRjrGlKC1Wq62u4yCckXE6cvA+8bYzb4LEvGmHwe6I41\nY/N5rPkxbjfGVNuvxyUmyVJJ9h7n340xvzLGvGeM+S/gReBfAIw1jfXnsPq3fAzUYXU32Ip/X6iu\n6p+AJcaYCxFLJgeNR6CwMRGRPsBLwA7gR+25Yx0oXEyWYLX43Ah4gL+KSPf23LkOEhATe2BOIfCt\nDturjhX0PDHG/NEYs8oYs9MYU4pVSb5DREZ0yF62r2Ax8d6rf2+MedoYs80Y821gF9bTmK4u0jX2\nMmAusT/h7MxCxeQ/gb5Y15WJwM+xrrFj4rnxtHiu7BJ2HKsfygeO5R8ALY9xjDGvArkikg00GmNO\nicghrMekAIexWqVbiEgq1lTZhxO07wlnt6bnYX1J8HUY6C4iGY7W5AFcPN4uF5Mw8YhGl4sHRI6J\niPQGyoATwB32N3avpIyJMcbbilwlIhuwvnjfDvyF5IvJDKxWwpP+Yxf5HxFZa4wpJPliEsxG+183\nsJvki8kh+99g9+qh9v+TLSa+Poc1ePwZx/KkiomIjAS+BowxxnjPle0icqO9/D7iFJOkaEk2xjQA\nm7AGnfnKA/YGKV9rV5ALgcuBF+yXyoFMEbnWp/hMrJHrG+i8vgxsMcbscCzfgvXlYqZ3gVhprIZi\nxQK6ZkxCxSMaXTEeECYmdgvySqzBep8O8o0/6WISRArW8XrTWCVbTB4BxgH5Pj8A38RqKYLki0kw\n12L1mfRWFpMqJsaYPcBHhL9XJ1VMHO4BXjDG1DiWJ1tMemJ9Tpocy5u4WK+NT0w6emRjvH6wUork\nYz3ebAb+1f59iP36Z7DSvX0FyAG+jjVIr8BnHXdjdegeidVP7DjwmGM7L2Old5qM1Qq9C3imo4+/\nNTGxy2RgdS9ZEGIdi7BaNKZjPdJYD6zrjDGJUzwG2O/5ChcHdeYDWZ0tHvGICdAHqz//u8AIOz7e\nn5QkjckI4EFgAjAEK53kC8AxoF8yxiTEOoNlIUqamGDdZ/7dPk+GAZ8GKoHXkjUm9uvfxHrqcifW\nvfrHWOOFRiRrTOwybqxKYHGI15MmJli9IDxYg/Qm25+l+7Ea9UriGZMOD1Ycgz7NDnaT4+f/+ZS5\n2w5sPdZggFsd63gE6xv8OeBD4JtBtpOJ1dfwpP1BXgz07Ojjb0NMFtgnYp8Q6+gB/BrrC8Np4K9A\n/84YkzjF4+EQ6/hiZ4tHPGLCxVR4vj/e9Q1N0pgMwuqb7b2W7MXO6ekolzQxCbHOJgIryUkTE+BK\nrJv8MeAM1g38EaB3ssbEp8wD9ufmNPAmPo1ZSRyThcDuMK8nVUywvkD91b7OnsYaPzYv3jERe0VK\nKaWUUkopW1L0SVZKKaWUUioWWklWSimllFLKQSvJSimllFJKOWglWSmllFJKKQetJCullFJKKeWg\nlWSllFJKKaUctJKslFJKKaWUg1aSlVJKKaWUctBKslJKKaWUUg5aSVZKqSQiIl8VkRcTsN7LReSI\niAyM97qVUqojaCVZKaUSRERWiciKIMvvE5E6EbminffnMuCH9o/v8gwReUREPhSRsyJyUETKROQ2\nnzJvikiz46dJRH4FYIw5Bix1rlsppTorMcZ09D4opVSXJCJXAu8B3zHGLLaXjbCXfdUY82yCtptq\njGkKsvxu4NvGmHE+y7KAt4B04CHgHaARmAF8BxhnjDkjIuuAbcB/OFZbb4ypt9c1DigHBhljTsX9\nwJRSqh1pS7JSSiWIMeYA8K/Az0RkmL34CWCFt4IsIjfarbRnRGSPiPxcRNK96xCRL4rIZhE5LSKH\nROQZEenn8/pMu1W3RES2iMh54PoQu/R54B+OZf8FXAFMNsY8a4z50BhTaVfq84GzPmXPGGOOOn7q\nfY73PeA4cBtKKdXJaSVZKaUSyBjzNPAq8KSIfB24GvgqgIjkAS8BpcAYYC4wHfilzyrSsFp4rwE+\nA+QAfwyyqZ8A/waMBnY6XxQRAT4BbPZZlgLMAf5kd5dw7nu9if1x40ZgaozvUUqpS452t1BKqQQT\nkcuxKq5ZwB3GmH/Yy58EPjbGfMOn7HRgFZBujGkMsq4pwHqgpzHmvIjMtMvfbIwJ6P/s8z4XcAwo\nMMZssJcNAg4C3zDG/DbCMawDrgMu+Cw2wJeNMX/1KfffwGhjTEm49Sml1KUuraN3QCmlujpjzDER\neRy4zVtBtuUDV9l9hb3E/hkGVInIZOAHwDisSrb3CeAQoNK7CWBLhN3wduE459hWLP4EPOpYdtjx\n+1mgZ4zrVUqpS45WkpVSqn002j++egO/tX+cFdZ9ItIHWAG8AMwDjgJu4EWgu6N8PeEdt//N8ll2\nGDiF1UUjGieMMdURymRjtVgrpVSnpn2SlVKq47wDjDHG7DbGVDt+GoGrgEzgQWPMemNMBTCgNRsy\nxpwDdmH1ifYuawaWAV8Ukf7O94hIb7svcyzGAltbs49KKXUp0UqyUkp1nEeAaSLy3yIyTkTcIvIZ\nu18vwF6gAfimiIwQkc8A323D9sqAGxzLHgQ+AjaIyF0iMtrejy9jVXbTfcr2FJEBjp++3hdFpBdw\nLbCyDfuolFKXBK0kK6VUBzHGbAOmYXV3eBOrX/EPgAP260eAe4AvYA38+zZwfxs2+UfgU3Zl1rsP\ntVgp4/4MfB+rYrzW3ub3jDFnfN5/L1aF2vfnGZ/X7wAqvAMDlVKqM9PsFkoplURE5DngLWPMzxKw\n7k3Ao8aY5+K9bqWUam/akqyUUsnlfuBMxFIxstPc/VkryEqprkJbkpVSSimllHLQlmSllFJKKaUc\ntJKslFJKKaWUg1aSlVJKKaWUctBKslJKKaWUUg5aSVZKKaWUUspBK8lKKaWUUko5aCVZKaWUUkop\nB60kK6WUUkop5aCVZKWUUkoppRz+PxuzGzhnFNPgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10dd12f90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plot some of the data\n",
"\n",
"#plot time and depth vs S for c14 data\n",
"fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,5), squeeze=False)\n",
"\n",
"axes[0,0].scatter(c14.year, c14.S_ng_g, color='blue', label='Sulfur by date')\n",
"\n",
"axes002 = axes[0,0].twiny()\n",
"axes002.scatter(c14.depth_m, c14.S_ng_g, color='green', label='Sulfur by depth')\n",
"\n",
"axes[0,0].legend(loc=2)\n",
"axes002.legend(loc=1)\n",
"\n",
"axes[0,0].set_xlabel('Year (CE)')\n",
"axes002.set_xlabel('Depth (m)')\n",
"axes[0,0].set_ylabel('Sulfur (ng/g)')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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L/gMOOIDx48dz+eWXs+2223LXXXe1rN3fbMSIEbg73//+9znrrLPYZpttOPnk\nk9MyJCWjemMJjbA/SNEScO7udXXu99zjfv/97o2NHWbvtLffdj/uuK3Lxe26a7AcXCrU1NT4BRdc\n4Pvtt58PGDDA+/Xr5+Xl5f6d73zHP/roo7i8GzZs8AsvvNCLi4v9c5/7nFdWVvrq1au9oKDAr7vu\nupZ8bS3DM2DAgFbv39kyr732Wi8oKPCGhoZOfa7mOjzzzDN+ySWXeElJiQ8YMMDPOeccX7NmTdLX\nPPTQQ25mPnny5E69R7O7777bS0tLvaioyA877DB/9tlnfcyYMT527Ni4fL/4xS9877339qKiIh8x\nYoQ//vjjft555/nQoUPj8r3wwgt+6KGHer9+/bygoCBuOaJly5b5eeed57vuuqv37dvX99hjDz/5\n5JP9z3/+c5v10xJwItmps3+7a/+71qe/Pt3v/ufdvvjDxSl7/42bN/rV8672/j/t71yL972+r0/+\n62Rfv3F9j8vWtWerdF97Nm/e7DfeeKMfeOCBXlRU5CUlJX7ooYf6DTfc4GvXrm3JZ2Z++eWX+/Tp\n0728vNyLiop85MiR/vTTT7d675/+9Ke+xx57eJ8+feLavKCgwK+44opW+ffee2//xje+0e7nCdsS\ncBkPUMPwSGWQnG4ffuheX+8es/SipNAjjzziBQUF/txzz2W6KikVpu+wiHReWP52121c57UNtf7p\nfz7NaD1yVViuPc1BcqaELUjWcIsss9NOwUPS47e//S1Dhw7t8o5MIiK5rP82/Xs8vELapmtPOClI\nFgEefPBBXn/9debMmcNtt92W6eqIiEge0LUn3BQkiwBVVVXssMMOXHDBBUyePDnT1RERkTwQtmuP\nmeXN8m6doSBZhJ4tSi8iItIdYbv2NLW1K1qe0jrJIiIiIiIJFCSLiIiIiCRQkCwiIiIikkBBsoiI\niIhIglAFyWY2ysweNbP3zGyLmZ3cTt67o3muSEjva2Z3mNlqM1trZrPMbHD6ay8iIiIiuSJsq1ts\nB7wG3As83FYmM/sa8CXgvSSHbwFOACYAnwJ3ALOBUT2t3JIlS3pahEhG6Lsrkt30Nyz5IGzf81AF\nye4+F5gLYG0s1GdmuwG3AhXA4wnHBgDfAM5y96eiaecDS8zsMHd/sTv1GjRoEP3792fSpEndeblI\nKPTv359BgwZluhoi0gW6/ki+CdO1KlRBckeigfP9wK/cfUmSOHoEwWf6e3OCu79lZsuBw4FuBclD\nhgxhyZJ5FxfUAAAgAElEQVQlrF69unsVFwmBQYMGMWTIkExXQ0S6QNcfyTdhulZlVZAMfBfY6O63\nt3F8l+jxTxPSV0WPdduQIUNC8z9NRETyh64/IpmRNUGymY0ArgC+mK73uOmmm5gxY0ZcWmVlJZWV\nlel6SxERERFJUF1dTXV1dVzaihUrerUOWRMkA0cBOwHvxgyzKARuNrPvuPtQYCWwrZkNSOhN3jl6\nrF1XXXUVEydOTHG1RURERKQrknVSPvDAA706Pj9US8B14H7gIOALMY/3gV8RTOIDeBnYDBzb/CIz\nGw4MARb1ZmVFREREJHuFqifZzLYDhgHNXcVDzewLQKO7vwusSci/CVjp7rUA7v6pmd1L0Lu8BlgL\n3AY8192VLUREREQk/4QqSAZGAgsBjz5uiqZPJVjaLZEnSbsSaAJmAX0JlpT7VsprKiIiIiI5K1RB\ncnRt404PAYmOQ05M+y9wefQhIiIiItJl2TQmWURERESkVyhIFhERERFJoCBZRERERCSBgmQRERER\nkQQKkkVEREREEihIFhERERFJoCBZRERERCSBgmQRERERkQQKkkVEREREEihIFhERERFJoCBZRERE\nRCSBgmQRERERkQQKkkVEREREEvTJdAVE0i0Sgfp6GDYMysoyXRsREcklkYYI9Y31DBs4jLISXWRy\niYJkyVmNjVBVBTU1W9MqKqC6GoqLM1cvERHJfo0bGqmaXUVN/daLTEVpBdUTqiku0kUmF2i4heSs\nqiqYPz8+bf58qKzMTH1ERCR3VM2uYv7S+IvM/KXzqZyti0yuUJAsOSkSCXqQm5ri05uagvTa2szU\nS0REsl+kIUJNfQ1NHn+RafImauprqG3QRSYXKEiWnFRf3/7xurreqYeIiOSe+sb2LzJ1jbrI5AIF\nyZKTSkvbPz5sWO/UQ0REck/pwPYvMsMG6iKTCxQkS04qLw8m6RUWxqcXFgbpWuVCRES6q7yknIrS\nCgot/iJTaIVUlFZolYscoSBZclZ1NYwbF582blyQLiIi0hPVE6oZNzT+IjNu6DiqJ+gikyu0BJzk\nrOJiuO02ePrp4Pno0epBFhGR1CguKmbupLnMq5vHC++9wOG7H85xpcdlulqSQgqSJSdpjWQREUkn\nrZOc+zTcQnKS1kgWEZF00jrJuU9BsuQcrZEsIiLppHWS84OCZMk5WiNZRETSSesk5wcFyZJztEay\niIikk9ZJzg8KkiXnaI1kERFJJ62TnB8UJEtO0hrJIiKSTlonOfdpCTjJScXFMHduMEmvri4YYqEe\nZBERSZXmdZJrG2qpa6xj2MBh6kHOMQqSJaeVlSk4FhGR9CkrKVNwnKM03EJEREREJEGogmQzG2Vm\nj5rZe2a2xcxOjjnWx8x+aWavm9ln0TxTzezzCWX0NbM7zGy1ma01s1lmNrj3P42IiIiIZKtQBcnA\ndsBrwKWAJxzrDxwMTAG+CHwNGA48kpDvFuAkYAJwNLArMDt9VRYRERGRXBOqMcnuPheYC2BmlnDs\nU6AiNs3MLgP+YWa7u/sKMxsAfAM4y92fiuY5H1hiZoe5+4u98TlEREREJLuFrSe5q3Yk6HH+OPp8\nBEHg//fmDO7+FrAcOLzXayciIiIiWSlrg2Qz6wv8Apju7p9Fk3cBNkZ7nWOtih4TEREREelQqIZb\ndJaZ9QEeIuhFvjRV5d50003MmDEjLq2yspLKyspUvYWIiIiIdKC6uprqhB3AVqxY0at1yLogOSZA\n3gMYG9OLDLAS2NbMBiT0Ju8cPdauq666iokTJ6a0viIiIiLSNck6KR944AEmTZrUa3XIquEWMQHy\nUOBYd1+TkOVlYDNwbMxrhgNDgEW9VU8RERERyW6h6kk2s+2AYUDzyhZDzewLQCPwAcFSbgcDXwG2\nMbOdo/ka3X2Tu39qZvcCN5vZGmAtcBvwnFa2EBEREZHOClWQDIwEFhKMNXbgpmj6VIL1kb8aTX8t\nmm7R52OAp6NpVwJNwCygL8GSct/qhbqLiIiISI4IVZAcXdu4vSEgHQ4Pcff/ApdHHyIiIiIiXZZV\nY5JFRERERHqDgmQRERERkQQKkkVEREREEihIFhERERFJoCBZRERERCSBgmQRERERkQQKkkVERERE\nEihIFhERERFJoCBZRERERCSBgmQRERERkQQKkkVEREREEihIFhERERFJoCBZRERERCSBgmQRERER\nkQQKkkVEREREEihIFhERERFJoCBZRERERCSBgmQRERERkQQKkkVEREREEihIFhERERFJoCBZRERE\nRCRBn0xXQCSdIhF46ikwg9Gjoaws0zUSEZFcEmmI8NTbT2FmjN5zNGUlutDkCgXJkpMaG+GMM2DB\ngvj0sWNh1iwoLs5MvUREJDc0bmjk9Jmns/DthXHpY/cey6wzZlFcpAtNttNwC8lJVVWwcGHr9AUL\noLKy9+sjIiK5pWp2VasAGWDhsoVUztaFJhcoSJacE4lATQ24Jz9eUwO1tb1bJxERyR2Rhgg19TVJ\njzlOTX0NtQ260GQ7BcmSc+rrO85TV5f+eoiISG6qb+z4QlPXqAtNtlOQLDmntLTjPMOGpb8eIiKS\nm0oHdnyhGTZQF5pspyBZck55OVRUBCtaJFNRoVUuRESk+8pLyqkorUh6zDAqSiu0ykUOUJAsOam6\nGsaMaZ0+dmxwTEREpCeqJ1Qzdq+xrdLH7D2G6gm60OQCLQEnOam4GP7+92CC3lNPBWlaJ1lERFKl\nuKiYv5/7d2obannq7afA0DrJOUZBsuS0sjIFxiIikj5lJWUKjHOUhluIiIiIiCQIVZBsZqPM7FEz\ne8/MtpjZyUnyXGdm75vZejN7wsyGJRzva2Z3mNlqM1trZrPMbHDvfQoRERERyXahCpKB7YDXgEuB\nVltBmNk1wGXARcBhwDqgxsy2jcl2C3ASMAE4GtgVmJ3eaouIiIhILgnVmGR3nwvMBTBLuoDXt4Hr\n3f2v0TznAKuAU4GZZjYA+AZwlrs/Fc1zPrDEzA5z9xd74WOIiIiISJYLW09ym8xsb2AX4O/Nae7+\nKfAP4PBo0kiCwD82z1vA8pg8IiIiIiLtypogmSBAdoKe41iroscAdgY2RoPntvKIiIiIiLQrVMMt\nMu2mm25ixowZcWmVlZVUVlZmqEYiIiIi+ae6uprqhN2/VqxY0at1yKYgeSVgBL3Fsb3JOwOvxuTZ\n1swGJPQm7xw91q6rrrqKiRMnpqi6IiIiItIdyTopH3jgASZNmtRrdcia4Rbuvowg0D22OS06Ue9L\nwPPRpJeBzQl5hgNDgEW9VlkRERERyWqh6kk2s+2AYQQ9xgBDzewLQKO7v0uwvNsPzawOeBu4HlgB\nPALBRD4zuxe42czWAGuB24DntLKFiIiIiHRWqIJkgtUpFhJM0HPgpmj6VOAb7v4rM+sP3APsCDwD\nnODuG2PKuBJoAmYBfQmWlPtW71RfRERERHJBqILk6NrG7Q4BcfdrgWvbOf5f4PLoQ0RERESky0IV\nJIuISOpFIlBfD8OGQVlZD8tqiFDfWM+wgcMoK+lhYSIiIaYgWUQkRzU2QlUV1NRsTauogOpqKC7u\nYlkbGqmaXUVN/dbCKkorqJ5QTXFRFwsTEckCWbO6hYiIdM0ZZ8C8efFp8+bB6ad3o6yHzmBefXxh\n8+rncfpD3ShMRCQLKEgWEclBkQgsWADu8enuQXptbRfKaoiwYNkCnPjCHGfBsgXUNnShMBGRLKEg\nWUQkBz31VM+Ox+V9p/3MHR0XEclGCpJFRKR93sPjIiJZSEGyiEgOGj26Z8fj8u7VfuaOjouIZCMF\nySIiOai8HMaOTX5s7NiuLQVXXlLO2L2SFzZ2r7FaCk5EcpKCZBGRHDVrVrDkW6yKiiC9y2WdOYuK\n0vjCKkormHVmNwoTEckCWidZRCRHFRfD3LnBShZ1dT3bTKS4qJi5k+ZS21BLXWOdNhMRkZynIFlE\nJMeVlfV8p72WskrKFByLSF7QcAsRERERkQTqSRYRyXGRCNTX92y4RUtZDRHqG+s13EJEcp6CZBGR\nHNXYCFVVUFOzNa2iAqqrg/HKXSprQyNVs6uoqd9aWEVpBdUTqiku6mJhIiJZQMMtRERyVFUVzJ8f\nnzZ/PlRWdqOs2VXMXxpf2Pyl86mc3Y3CRESygIJkEZEcFIkEPchNTfHpTU1Bem1tF8pqiFBTX0OT\nxxfW5E3U1NdQ29CFwkREsoSCZBGRHFRf3/7xuroulNXYfmF1jV0oTEQkS/QoSDazvqmqiIiIpE5p\nafvHhw3rQlkD2y9s2MAuFCYikiW6FCSb2QlmNtXMlprZJmC9mX1qZk+Z2Q/MbNc01VOkWyIRmDOn\na7eWRXJBeXkwSa+wMD69sDBI7+q21BWlFRRafGGFVkhFaYVWuZC8F2mIMKd2joYe5ZhOBclm9jUz\niwB/ADYDvwROAyqAC4CngHHAUjO728x2SlN9RTqlsRHGj4fhw+HEE4OA4eijYc2aTNdMpPfceSfs\nuGN82o47wl13daOsE+9kx37xhe3Yb0fuOqkbhYnkiMYNjYz64yiG3z6cE6efSPnt5YyfNp41G3Sx\nyQWd7Um+GrgS2M3dv+nu97j7Y+4+391nuvuP3X0MUAp8DExKV4VFOiPZrP5nngl6zxQoS7649FL4\n+OP4tI8/hsmTu1HW45fy8X/iC/v4Px8z+W/dKEwkBzRuaKT8N+U8u/zZuHSt+pI7OhUku/vh7v43\nd9/SQb733P277v7r1FRPpOvamtUP0NAAJ5/c+3US6W1a3UIkvU6pPoWGDQ2t0vV3kTu0uoXknI5m\n9T/7rMYoS+7T6hYi6RNpiPDsu8+2m0d/F9mvyzvumdnNbRxy4D9AHfCIuzf2pGIi3dXRrH4IAoSe\nbs8rEmZa3UIkfTr64Qj6u8gF3elJ/iLwDeAiYHT0cSHwTeBY4Gagzsz2S1UlRbqivByOOqr9PF0J\nEESykVa3EEmfjn44jhoySn8XOaA7QfLDwN+BXd19hLuPAHYHngCqgd2ApwGNS5aMefRRKClpnV5Q\n0PUAQSRbVVfDuHHxaePGBeldLmtCNeOGxhc2bug4qid0ozCRLNf8w7EgSRhVUlTCI2c9koFaSap1\nebgFwUoXFe7+aXOCu39iZtcC89z9VjO7DpiXojqKdFlxcTDu+OSTgzHIzY47rnsBgkg2Ki6GuXOD\nv4W6uuAOSnd/IBYXFTN30lxqG2qpa6xj2MBh6imTvFY9oZrK2ZXU1Ne0pB21x1E8WvkoxUXFGayZ\npEp3guRiYDDwfwnpOwEDov/+GNi2B/US6bHi4mDZt1QECCLZrKwsdd/9spIyBcci6IdjPuhOkPwI\n8Aczuwr4ZzTtUOB/gb9Enx8GRHpePZGeS2WAICIiEks/HHNXd4LkiwnGGz8Y8/rNwFSCDUcA3iTY\niU9EREREJOt0OUh298+AC83sSmBoNHlpNL05z2spqp+IiIiISK/rdJBsZsuBR6OPBdGg+PV0VUxE\nREREJFO6sgTc2cB/gTuA1WY2w8wmmtmO6alacmZWYGbXm9lSM1tvZnVm9sMk+a4zs/ejeZ4wM62M\nKyIiIiKd0ukg2d2fcver3L0MOBJ4DbgcWGlmC8zsO2Y2tP1SUuK7BOOiLwX2IViS7mozu6w5g5ld\nA1xGsOHJYcA6oMbMtOKGiIiIiHSoO5uJ4O6L3f3n7v5lYC+CTUSOBf5tZv82s5NSWMdEhxNsez3X\n3Ze7+8MEazIfFpPn28D17v5Xd/83cA6wK3BqGuslIiIiIjmiW0FyLHdf6e6/c/evEqyV/CNgY49r\n1rbngWPNrAzAzL5A0LP9ePT53sAuBLsCNtfxU+AfBAG2iIiIiEi7ury6hZkNaOOQA/919z/3rEod\n+gXBpiVvmlkTQaD/A3d/MHp8l2hdViW8blX0mIhIXolEoL4+NRvqRBoi1DfWa+MEEcl53Vkn+WOC\nIDQpM1sB3AdMcfct3axXe74OVAFnEez6dzBwq5m97+5/6knBN910EzNmzIhLq6yspLKysifFiohk\nRGMjVFVBzdZdc6moCLZmL+7irrmNGxqpml0VtwVvRWkF1ROqtQWviKRcdXU11dXVcWkrVqzo1TqY\ne5vxbvIXmJ0N/IwgEH4xmnwYcC7wU2AQ8D/Aje7+s5TVdOv7Lwd+7u53xaT9AJjo7vtFh1vUAwe7\n++sxeZ4EXnX3K5OUWQU8MG3aNCZOnJjqKouIZMT48TB/PjQ1bU0rLIRx42Du3C6WNW0885fOp8m3\nFlZohYwbOo65k7pYmIhINzzwwANMmjQJgphverrfrzs9yWcDV7n7zJi0x8zsDeBidz82Gsj+gCCY\nTrX+QFNC2hai46vdfZmZrSSYSPg6tAwR+RLB8nUiIjkvEonvQW7W1BSk19Z2fuhFpCES14PcUpY3\nUVNfQ21DrYZeiEjO6c7EvaOAV5Okv8rWiXHPAkO6W6kOPAb80MxONLM9zexrBNthPxyT55Zonq+a\n2YHA/cAK4JE01UlEJFTq69s/XlfXhbIa2y+srrELhYmIZInu9CSvAL5JsF5xrG8C70b/XQKs6UG9\n2nMZcD1Br/Bg4H3grmgaAO7+KzPrD9wD7Ag8A5zg7ulcdUNEJDRKS9s/PqwL2yuVDmy/sGEDtVeT\niOSe7gTJ/wM8ZGYnAP+Mpo0k2Njj9OjzQ4EZSV7bY+6+Dvh/0Ud7+a4Frk1HHUREwq68PJik19aY\n5K6sclFeUk5FaUWbY5I11EJEclGXh1u4+6MEAfEcYGD0MQfYx93/Gs1zl7u3G8SKiGSzSEOEObVz\nqG2ozXRV2lRdHQTEscaNC9K7XNaEasYNjS9s3NBxVE/oRmG9JBKBOXOC8dciIl3VnZ5k3H0ZrYdb\niISa1neVVMimpdCKi4NVLGprgzHIPVknubiomLmT5lLbUEtdY12o/45SufSd5I9UricuuaFbQbKZ\n7Uiw7NtgEnqj3f3+FNRLJGWyKaiR8KuaXcX8pfPj0uYvnU/l7MrQLoVWVpa6i35ZSVlog+NmVVXB\nMJNY8+dDZWXXl76T3KcfVdKWLg+3MLOvAsuBucDtwK0xj1tSWjuRFDjjoTOYVz8vLm1e/TxOf+j0\nNl4hklzzUmix43Ihfik0yazmpe+aEhYKjV36TiTWGWfAvPhLBPPmwem6ROS97iwBdxPwB2B7d9/R\n3YtjHgNTXD+RHok0RFiwbAGesEmk4yxYtkBBjXSJlkILv1QufSe5LxKBBQsgcV819yBdP6ryW3eC\n5N2A29x9faorI5JqT73zVI+Oi8TSUmjhl8ql7yT3PdXBJaCj45LbuhMk1xAs+SYSfh3tut61Xdkl\nz5WXlFNSVJL0WElRSejH6uaD8nIoSf6/iJISTcgSkc7rzsS9vwE3mtl+wBvAptiD0SXiREJh9F6j\ne3RcJFakIULDhoakxxo2NGh75hCIRKAh+f8iGhq6th235L7RHVwCOjouua07Pcm/A/YAfgw8BPwl\n5vHn1FVNpOfKS8oZu9fYpMfG7jVWAY10icYkh5/GJEtXlJfD2OSXCMaO1Q+qfNedzUQK2nkUpqOS\nIj0x68xZVJRWxKVVlFYw68xZGaqRZCuNSQ4/jUmWrpo1K1jyLVZFRZAu+a07PckiWSVxZQuR7mre\nnrnQ4vsDCq2QitIK3ZkIgebtuAsTumwKC4N09QxKosSVLUSadSpINrOzOlugme1hZkd2v0oiqdXe\n5g8iXVU9oZrD9zg8Li3s2zPnm1Ruxy25r73NZyS/dbYnebKZLTGzq81s38SDZvY5MzvRzKYDrwBt\nzC0W6V3a/CG7RBoizKmdE9r/L40bGqmcXcmzy59tSTtqj6O0e2PIZEvPYCQCc+ZoLd5M0uYz0p5O\nBcnuPhq4BjgO+LeZfWpmtWb2hpmtABoINhhZDhygFS4kLDTRKjs0bmhk/LTxDL99OCdOP5Hy28sZ\nP208azasyXTV4iS7K7FoxSLdlQiZsPcMNjbC+PEwfDiceGIwRGT8eFgTrq97XtBET2lPp8cku/uj\n7n4csDNwDsGW1A8A1wJfAnZ19++6+6p0VFRyR2/2nmiiVXbIhiExuiuRHbKhZzDsQXw+yaaJnmG/\n05aLurO6xWp3/4u73+ruv3D337v7y+6+JR0VlNyRid4TTbQKv2wJPnVXIjuEvWcwG4L4fJINEz2z\n5U5bLtLqFtJrMtV7Uj2hmnFD42fxaKJVeGRL8Km7Etkh7D2DYQ/i81HYJ3pmw522XKUgWXpFJntP\ntARcuBVY+6ehPgXd2Rg09XRXIjuEvWewoIOrbp9wfN3zSpgnembLnbZcpSBZekUme0/0KzzctnQw\nUmvzls29VJOO6a5Edghzz+CWDgYmbg7P1z1vhHmMeEd32l5d+Wov1SQ/6Ter9IpM9Z40/wpPFPsr\nXD2AmZVNwxiKi4qZO2kutQ211DXWMWzgMH1/Qqi4GObODe5Q1dUFQywy3YPcLOzDQfJN813ORLF3\nOTP53enoTtuNz93Imfuf2Uu1yT9d6kk2s23MrD7ZWski7Vm+vP3j77yTnvfNlvGu+ay8pJySouRL\nq5cUlYQyCC0rKeOEshNCWTfZqqwMTjghPAEyBMNBStrYSaCkJFx1zQdhHyPe0Z22lz54SUMu0qhL\nQbK7bwL6pakuIimXTb2U+SrSEKFhQ0PSYw0bGnQBkJwSiUBD8q87DQ1a3aK3hb1nv6NrGKizJ526\nMyb5DuAaM9NQDem00aN7dry7NNkq/LK1t19rloZfGHe0C3vPZb4J+0TP8pJyvrz7l9vNo86e9OlO\nkHwocBqw3MxqzOzh2EeK6yc5orwcBg5MfmzgwPSeiDTZKtyyrbdfa5aGX5h3tAt7z2U+CvNET4D+\nffq3eUydPenVnd7gj4HZqa6I5LZIJLhwJdPYmN7JEZpsFW7Nvf3zl86PW+ao0AoZN3Rc6P5ftbda\nytxJczNUK4nV3moFczP8v6i553L+/PglMQsLg8As0z2X+SjMEz0jDREWvL2gzeM3jLmhF2uTf7oc\nJLv7+emoiOS2ztxiTPdJqaykLHQBlwSqJ1RTObsybiWSMPb2a7WU8Av7agUQ9FBWVsbXM0w9l/mq\nrCzz341EHQ1H+2j9R71Uk/ykdZKlV+gWo7QnWzZ8ydbx0/kkG8b8hnnzCgmXbBuOlmu6HCSb2TIz\nW9rWIx2VlOzX1uQICJY9GjSo9+sk4ZEtG77oghV+2fCDPMybV0i4lJeUM3bvsRgWl24YY/ceqztX\nadadMcm3JDzfBvgiMB64scc1kpxVXR3cykpc/mjNmnCMFZTM0BCG9ItEgh7WVIy1jDREqG+s19j+\nbsqG4SASMt76bpsHiZJm3RmTfGuydDP7FjCyxzWSnPXRR8nXB92yRReHfNaZIQxhCcZeW/lau8fD\nVFcIJsVWVcUHZRUVwQ/W4uIulrWhkarZVXE/aCpKK6ieUE1xURcLS6MwzH9oT9jrJ+HS3sS9BW8v\nUCdCmqVyTPIcYEIKy5Mckw1jBaX3ZdMQht/84zftHg9TXSG1t/WzZkhMyIdbhL1+Ei6aB5FZqQyS\nTwfaWORLRBeHTMiGDS+yZcxdpCHCs+8+2+bxUUNGhaausPW2fuwyYxB/W7/TZUWHxMQu0QfxQ2Kk\nc8rLYexYsPivO2ZBehh7kcO4KUu+yKZOhFzUnYl7r5rZKzGPV83sA+Bn0UfamdmuZvYnM1ttZuvN\n7F9mdkhCnuvM7P3o8SfMTN+kDAv7zka5JOs2vMiCMXcd9ehcdthlvVSTzknlnZts6s3KljtWiStc\nhHHFizBvypIvtGtsZnWnJ/kvwCMxj4eBKcAB7v7bFNYtKTPbEXgO+C9QAewLXAWsiclzDXAZcBFw\nGLAOqDGzbdNdP2lf2Hc2yhXZcmscOjfmLgwKrP3TZXG/8IzLhdTeucmm3qyCDq5qfbozXT2FIhFY\n0MbeEAsWhKu3VqtwhIN2jc2cTp0uzOxm4Efuvg5YCCxy901prVnbvgssd/cLYtLeScjzbeB6d/8r\ngJmdA6wCTgVm9kotJaniYrjtNnj66eD56NHp7UFO5az+bJFtq0Vky8S9Lb6l3eObt2zupZp0Tip3\ndsumXRG3tP+/ic0Z/t+ULRP3tApH16Rz1ZfYXWOffPtJzIzRe44O1YTZXNXZnuTLge2j/14IZPL/\nzFeBl8xsppmtig75aAmYzWxvYBfg781p7v4p8A/g8F6vrbSIvXV34YXB4/LL03PrLp9vE2bTrXHI\nnl7KbKlnrFTeucmW3qywz30Ie/2aZcuwlUzrraFtjRsauXzO5Vz014u48LELwz+ELkd0Nkh+G7jC\nzEYDBhxuZkcne6StplsNBSYDbwHHA3cBt5nZ2dHjuxCMZFyV8LpV0WOSIb156y6fbxNmWzBXXlJO\nSVFJ0mMlRSWh6aXMlgmGsYqLg/XHIxF4/PHgv3Pndn35N9jamxW5LMLjVY8TuSzC3ElzQ9ebFfaJ\nceXlwQZKyZSUZL5+zbIlmM+03hralk1D6HJJZ0dn/X/A3cD3CALQP7eRz4Eke6qlVAHworv/KPr8\nX2Z2AHAJ8KeeFHzTTTcxY8aMuLTKykoq8yGySrOObt299BKMTNEq2/l+mzCbbo1DcJuyYUOSBbSB\nhg0N4RoekgUTDJMpK0vdd76spCw8/z/aEdaJcZFI8vXiIUgPy/kplcN1clVvDW178b0Xs2oIXapU\nV1dTnXDba8WKFb1ah04Fye7+F+AvZrY98CkwHPgwnRVrxwfAkoS0JcBp0X+vJOjt3pn43uSdgVfb\nK/iqq65i4sSJKaqmxOro1t3FF8PLL/fOe4VlzF86VU+opnJ2ZdyJNYy3xiF7xiRrUf/s0JmJcdpM\npHOqq4O7b7GdDppovVVvnbsm/3Vyr7xP2CTrpHzggQeYNGlSr9WhS/N83f0zMxsDLHP3TE1/eI4g\nSI81nOjkPXdfZmYrgWOB1wHMbADwJeCOXqynxOjo1t0rr6Tu4qXbhPETPeoa60K9hXC2DA/JlmA+\n3zt8Xo4AACAASURBVIU9CM2m81PzcJ3a2qDd8mkCdGf0xrkr0hDhlZWvpP19JLlOjUk2swHND4Le\n2P6xaQnH0+3XwJfN7HtmVmpmVcAFwO0xeW4BfmhmXzWzA4H7gRUES9ZJBpSXwyGHtJ8nVRNBtB7z\nVolDA8IoW9YBzZZgPt+FPQjNxvNTWIaqhE1vnLs6+nF+yOcPCc05Mhd1duLexwTrELf3aM6TVu7+\nEvA1oBJ4A/gB8G13fzAmz6+A3wD3EKxqUQSc4O4b010/advdd7d/PJUXr3xfjznbNhPJhpUTsmWC\nYb7Lholx2XJ+yudVgjor3eeujn6c33PSPSl5H0nOvBM/EaOrWnSKuz/VoxplQLQ3+oFp06ZpTHKa\njR8PTzwRv5Zp80SQuXNT/375eptw/LTxbU7cmzspDQ2dImEeHhJpiDD89sSRXjHHL4uErs75KBIJ\ngrr2joflXBD289P48W1P3EvH+TqbpfPclex8XkABx5UeF+rzeTrEjEme6O7T0/1+nZ24l3WBr4RT\nb08ESeWs/myRbZuJxArzygkak5wdwj4mOVaYz0/5vkpQV6Xz3JVsIvZxpceF6k5bruryBp0drYXs\n7k93vzqS69yhl1dwyTsK5tJDY5KzQ9jHJGeLbPqxkeuSzS1Z8YkupL2hs2OSYz2Z5LEw5iGS1Msv\nw6BBsHhxfHpNTX5s8tFbFMylR7ZMMMx32TgxLoz0YyM8qmZXtbo7uHj1Ykp+VcJrH7yWoVrlh+4E\nycUJj8HAeOCfBDvgSR6LRGDOnOBWXKIvf7ntWdLNt+/SWreGCHNq51DbkOY3yjAFc+mTDRMMJfnE\nuCOOCN/EuDDLxx8b7V2/MqWt4XMQ9DAf+vtDk74mH651vaHLQbK7f5LwWO3uTwDXAL9KfRUlGzQ2\nBjvmtTUL+t57YXMHK2unagm4VnXLspUeUkHBXHpkw5J6EqzvO306HHXU1rRnngnuWGllhs7LllU4\neirMq3h0NHxu85bN3PfqfUB+XuvSrTs9yW1ZRetNPiQP1NfDLru03jFv3rytwyiefLLjctJ1+y4f\n97xv3kykZlINU46ZwrxJ85g7aS7FRcWZrlqbsqH3Ix+/S9mqqgoWLYpPmz8/XEO7wthzGat5M5Ga\nGpgyJTinz50bpOeSqqrguxErLN+VjobPAfx92d8BOKX6lFa9zjX1NZxSfUpa6pYPujNx76DEJODz\nwHcBDY7JQyNGwKZNrdPdtw6jOOYYmDat7TL23z89t++yeaWHnmjc0NhqHFtFaQXVE6pDFyhnS13z\n9buUjcK+MkNjYxCYxdaxoiLooQ1TAJot9eyJsH9XykvK2X/Q/ixevbjNPMfufSyRhgjPvvts0uPP\nvPuMzk/d1J2e5NcIdt17LebfjwPbEux8J3mkpgY++aT9PHV18M1vwjbbtJ3nscdSW69mnVnpIRdl\nU49nttQ1X79L2agzKzNkUph7LmNlSz17IuzflcYNjey8/c5tHt+mYBvO++J5zPz3zHbL6ei4JNed\nIHlvYGj0v3sDewL93f0Id38zlZWT8Pvb3zrO0zyM4okn2s4zeXJq6pOowNr/ivcp6PLNlNBr7vGM\nXXge4ns8wyKb6qpVQ7JHmFdmaO65bIr/ysf1XIZBttSzpwo6iIL+f/bOPT6K6vz/n8kFCQhks+Em\n15Ds0oLKXQkSkECIoFUrF02kVq1g9SvWy89W+0Vt1WKr39ZWrFbReikaRdCqCGyAICYalHDxgraT\nDeF+EXYTwJAgYef3x2R2Z+dyzpnd2d3ZZN6vFy9g5uzs2dnZc57znOf5PGkJniJKV5Zi0x7tUhUc\nOKz/mbiK4X088Tq8n3zeRptIEvf2KP7sEwShJRads7E+vXqRz+fmhraqFi3SbxerQTcgBIjnWwOU\nbMIkJJk8nsnUV0k1JEVj2HRmOJHdJTsBvbLRIjtbuzR1SkrilRms7rmUSJZ+RkuAPEVQE85jiZ4T\nQYLjOCyuWgxAHJ9IuLPI5220YTaSOY7L5zjuCsWxGziOq+c47juO417gOO4c87toY2XmziWff/NN\n8W+eB6q0w6WCxGLQ7Yjev2T6zLS+9uzSM049YUMvTrqxpdFy4SFyzEwQS4oEy1KgsVF93OFIvDKD\nlb3ccpKln9Fi5c9JcyIEhEBwx23u+eTJmHbeRhsjnuSHAAyX/sNx3AUAXgKwHsAfAfwEwAOm9s7G\n8rjdQEGB9rmCAlEWDqB7JYDYbGt1NM1gf7Mfd665U/OcFT+z9P1owYHDoo2E7YcEUOuvha/Zpzpu\nxfAQwFxpq2SRl9ILEwAAn49tLIolbre2lxsQj1tFf1hPJ1li4UJrSKRFi5X1oFmULQBxx83tdKNg\ngPZkXDCgwFLjfjJhxEgeCWCD7P/XAfhMEIT5giD8BcCdAOylSgfkvffEwUROcbF4XIK2WgeAPXvM\n7ZdER9IM1kqCk8jsnInnLn8uzj2i8+iURzWPCxAsZ3jetoocPG+l8BDA3MSrpEmwpBjBt94an37o\nwfOisa6Fz2etWN9nnwUyM7XPtacEPqvqQbudbgzLHkZtJ+0OvlfynsrpUJxbjPdK3tN6mQ0DRnx3\nDohayBKTAayR/X8LgAFmdMomuZC0NGtrxZCJvDz16tvtBoYNA775JgH9a9MMrvXVwuv3Ii8rr12u\nqkmVmQDA1+zDLR/cgg03bNBtkwiOnTpGPO/1ey3xffE+HtsObyO2sVIoi5nSVskkf0dbkG/bllhZ\nL5ZYX6t4k+fP1zforSKRZgYsc1iiWDBmAe7y3KV7fnjP4cHfXkeZ6+KJEU/yEYhqFuA4rhOA0QA2\ny853A6ChlmvTUXC5gBkz9AeXV14hv37yZNO7FIbL6cIM14x2O2jQ4tcAoKK+wlKeWSB5Yqhp93d0\n39GWerbMTLxKqgRLNzB6NLlNIpPOrBwDK4fngYoKerv2ksAH0OewRDDDNYN4/pWrXlEda+9zXTwx\nYiSvBvBHjuMKADwO4BSAStn5CwEkONrLxsqMGwcUFqqPc5x43EoDUzLCGr+mJyeUKLK7ZMOZoQ7S\ntFoMNe3+Pn/583HqCRtmGmPJspCR+Mc/yOcTaYi63eJ4x3Hhx602Dm5iHCasYtS3V9xONwpzCsGB\nU50rzCnE2H5jE9CrjoMRI/lBAK0ANgGYD2C+IAg/yM7fDKDcxL7ZtENWrAAmTgw/Nn26eNwmOtxO\nN7IysugNhdj3xQilK0s1k78yO2daKm5cLwk0BSkozi223GRlZkJSsiXAjhsnfkalBq4VkrEkBIH8\n/2QgK8sa97K9s2LOCkzPnR52bOKAiVgxx544Yw2zkSwIwjFBECZBjE12CILwrqLJHAC/N7NzNskH\nSWrK7xcTPeRScGPHtq8Sp4mE9/HwN/up7SYPjnFciwGkWNcA1GKlvmYfNV453mglgRblFlnKmJdj\nZkJSsiXAlpUBRUXhx6yQjEUKY6iosE7iHkv4m99vnf62ZxwZDrwx6w2M6TsmeKxqXxVKVpZoOhiS\nQaYxWTAsuiUIgmYRYkEQ6LOzTbvF7xcz6eWJQsXF4QawVqZ9TY3oiaittQ3laGEJoygcXGgprx9L\nrKuV+ptsiTFmJiR15M9uJsmSuCeFhdDikjdtskZ/2zP+Zj/cS9wq+UlJXWbtvLXBdqUrS8OSbItz\ni3X13W3oRFKW2sZGBU1qiqZdeuWVse9ju4eyXds1vStevPLF+PSFkWSLdZVItsQYMxOSOvJnN4Nk\nSdwDgKVLga5dE90Lm6vKrmLSZ08WmcZkwjaSbaJGzwCWSwTRvCdVVfa2XbTQwihaWltw24dknV8b\nY9jbmtbFzCqDHZXbbwdaWshtYq1K1NHhfTyq9pHL1Xr9Xt0S1lYtdJQs2EayTdSwbB9uI8vLBtvZ\nxA4rDpbJJC0mJ1mqz3VEzKwyGAvMlOaLJaTdP5v4wSLt+cXhL5J2LLU6tpFsEzUs24effUa/jpW2\nGZMRlsEUsNZgmazhFva2pnUxs8pgLEiWcAvW8t1WMerbKyzSntX7q5N2LLU6tpFsEzUsUlMsSXnH\nNVNCbVhh1Um20mCZbNJiAJJyW9PM0AMrh5iwhH4lGjOl+WKJUj5PD6sY9e2VvY17qW0cGY6kHEuT\nAdtItjEFmtQUy8B/663m96sj4Xa60a1TN2Ibq1WFA5JLWszf7EfJCrJL0kqeejNDD5IhxITm/bzu\nOmuEXZgpzRcrAmpVRhVOp3WM+vbKNcuvobZxOcQvIZnG0mTBsAScjY0WNLml3r3p19i2TXy9PehG\nBu/jcfKHk8Q2VqsKBySXtFjpylJsP7yd2CYtxTrDKin0YO1ag9cihJhIElSJhub93L49ss9uNlaV\np5NDCwsBRGUie8yOHR6vhzqmA0DvbuIEm0xjabJgndHcpl3gcmkPmKwZ0FbRCE1GaDHJo/uOtlxV\nODkup8vSA7oUZkGjNdAah97QkUIPlMhDD1h/a3qfXR5iYoXvjub9FATjnz2W6I2XVkAKC1m3jnxf\n7TE7dnx2gCGZB8DkQeETrNXH0mTCDrewiQtuNzBiBL1dmr1sixhaTLIVvcjJBGtipFVivs1UUUiW\nzHkW7ydgJ5uxUlYGTJhAbmPHJMeOft36UduM7z/eNohjiG0k28SN3/6W3qbVGk64pEQvcQMQqy5Z\n2YsMWDshDGBLjExPSbfMhGWmikKyZM673UB6Or2dVQw7q2s5OxxAZSUwZoz6nNUSDdsj53U7j9rm\n7vF3x6EnHRfbSLaJGz160NvEcvKyuhFmBmWzypDfP191fMvBLahvqE9Aj+gkQ0IYEFqEcOB025wJ\nnMG6unVx7JU+ZqooJEvmvMcDnDmjf57jrGHYWV3LWcLvB6ZOBbZuVZ+bPNlaiYZmYLVFSwpHN9FG\n9RkVh550XGwj2SZubNlCPp+bG5vJK1mMMDNwZDjw9dGvVcf9zX6MeUHDHWQBkklzuGxWGYY4hhDb\nVO+vjlNv6JipopAMmfM0PfYhQ6xh2Fldy1mitBSoqNA+19rKJu2ZDFh10RIQ6BIjuxt3x74jHRjb\nSLaJG999Rz4/dar578nzQNE/6EZYe/Eye7weNLY0ap5raGmwjJdTItk0hx0ZDjww8QFim4HdB8ap\nN3QkFQWeB1avFv9euzYy40bKnOfv4LG6dDX4O3isnbcWjgzrWEr9KCGcixYl3rBLBi1nQD/xU+Lj\nj63TV6MoPcZmLFpiMYewFhKxiR1JbSRzHHc/x3EBjuP+ojj+CMdxBzmOO8Vx3DqO4ywSgdYx8HiA\nRx4Rs6Ll0BL38tVRAhET9AxM4LHthL4RtuXAlnblZX79y9eJ55d9uSxOPWEjWRLC5Bw6eYh4/sCJ\nA3HqCTsuFzBjhjk7NS6nCzNcMywTYiHnEPmrwQELfDXJUpaapeLe8uWx74eZaHmMCwqiW7TEcqfS\n7XRjePZwYhv5opz38Vi6dSle3Pai5RwMyUrSGskcx40DsADAF4rjvwFwR9u5iwA0AfBwHNcp7p3s\nYNTVAdnZ4iD08MPA9Oni/+vbQmHPo+QgdOliXl+CngEHeaT/5Ye/TJqtfhYECInugiFonpKeXXrG\nqSfsfHeKvCVCO28TO2i7VbTz8cDpJJ+3SlIhi1KIFe6nEbQ8xp9+Sn4NbdES63CxeybcQzzf+9ze\n8Df7UfhqIYY+MxQLVi3A/A/mw/2MG1Nfm5q0Dh+rkJRGMsdx5wJYBuAWAMq95V8BeFQQhFWCIHwN\n4AYA5wG4Or697HhcdJEoLi/H5wPGtokq0AbdJUvY3oe2rRW2ndlAftNth7YlzVY/C5cOvpR4fsrg\nKfHpCCNSQpgWHDgs2rgozj2ic7nrcuL5K9xXxKknNkouJ381uMICX81DD4kJhFpYIalQwu0GhpOd\nmBiVRDljemEuNG1t0qLFUxP7cLGXt79M7l9WHmYvn42NuzeqzlXUVyStw8cqJKWRDODvAD4QBCEs\npYDjuBwAfQBskI4JgnACwGcATNzMt1Hi8YhbWVr4/WLohdsNTJyof42qKvLWFuu2Vtg2oc8NeIuB\ngPpRp5VwtuJWPw2aZFDvcxlKH8aZR6c8qnlcgGDJxUpxXjEyO2dqnnN0dqAot8jwNa2WVW8FIonx\nLC4GMrW/GjgcQJHxr8ZUJENN0Nnweeyx+PaHxkMPkc+zVFK1CizhI0oKC7UXLVLYxmUlsQ0X4308\nqvZV6Z4vGFgAAYKmgSxhxTE0mUg6I5njuOsAjASglT3TB4AA4Iji+JG2czYx4sMPyedXrRL/XriQ\n3I60tTXn7TkorysPO1ZeV47Zb88OO6byWK8oA5rV2TpNPzQR+2IV7VcjOLuQ93Kt+JmOnTpGPG/F\nxcoFPS/QPH5+z/MNXceqWfWJJNoYzwu0vxqcb+yriQk0Q+3o0fj0g5WRI8nne1ovGkoX1kIzEnre\nfkAWtkHZqYx2vKXlbNxx0R3YtHsT9TpWHEOThaSqb8ZxXH8AfwUwTRAEghpmZPz5z3/GW2+9FXas\npKQEJVbT5bEgKZTllnSeNujqbW3xPh4V9WotIgECKuorwsriSvqw69e3ba11PQp09aleGwBdXifZ\neGijtuuHA4fpudMtmWyVLIUqJHgfj8p9lZrnKvdVGirRPGcOsFHhBCovB2bPBjZs0H5Ne2fO23Ow\nsT78pkiL4Q03kG8Kz4vFL7SorEx8OWozC7zEA2ksLS/X9n4vWiSqpbRHBEGUv1M+M2GqH9JO5ZD1\nQEoo5CKVS8W0IdOiHm9pY+OoPqPw0Z6PqNdJS0kqUy9IWVkZyhSajfv3749rH5LNkzwGQE8A2ziO\nO8Nx3BkAkwH8iuO4HyB6jDkAyk2g3gAO0y5+77334v333w/7YxvIdPx+uic5Ozu699i0h7xaVp4P\n04elJO/pkWyrb0lOTQsBAh6bYrG93DaSpVCFhFmKHDwvTsJK40M+OXc0pMWwMgFVvhgmYXXlCDML\nvMSLRx/VDw+xkmQdjUjCLQD1M6O6zooyYFe4fviEPvHTD2eRnGxoSc6tqZKSEpVNdu+998a1D8lm\nJK8HcAHEcIsRbX9qICbxjRAEYRdEYziouMtxXHcAFwOg5LDaREppKbBrF7mNFLsW6SR25KQygoZ8\nXq4P+8KfDO6ztWE1DyYNmvF29JTF9nJlJEOhCgmzPN+bKLuktPPtEaOLYSXJ4Kk1s8BLPDhGjoZK\n+MKDFaPhFhLKZ0a1a9riAJatBZ7mgWWrgad5PDDAHP1wlgU5S8GRpzY/FXVfOipJ5YMXBKEJwDfy\nYxzHNQHwCYLwbduhvwJYxHGcF8BuAI8C2A/gvTh2tcNAE5yXGDRI/JsWlpGm90QS4sNI510uwOVy\nY+WpYqzftT4sCzkFKUhNScWZgDpyx5nhtJwHk0ayhS3IkQpV1Ppq4fV7kZeVl3T33+rwvLhIzcuL\nzmPJ+3jU+eti8x3RFAyTS+FQE2kBX1srGpjRfh+xJhkWHiy43aL8nlKBCRDnnUAgXOkiNVVcvCi/\nm717dd7A7xL/wLx7QitLnZaSxmQkb96/2VAYmE2IZPMkaxE2bAqC8ASAJQCeh6hqkQFghiAIPySg\nb+0e1i2s1lbxb5rcjtROCU2VgXa+bFYZJg2aFHYsgICmgQwAvmZfUmQEy1URki1sQQsrF6qQMCvc\nYiBll1RaWEaLWcmB8SjvPrAH+aYMyiTfFKuHW8gxs8BLLIk2RMQq1Ux5XttABsR5Rzk3RerdHzbM\nvO+UZgC3BlqZjGSAvgtjo03SG8mCIBQKgnCP4tjvBEE4TxCELoIgFAuCYKGhsX3BuoUlrawj9UpM\nHjSZ+DraeUeGA51SO6kMSBJWjknWM3zuG/MoRvQJL21o1bAFJVaZTGmY4bH3+4Hf/pbcRm/BaBQz\nSu4CsS+aANCNgvs33E80ypPN65ks0n9aISITJpCNyHgsqozA6tBJSRGr8OmVb59Mnmrw6qvG+6YH\ny1jDUroaQLvYhUkESW8k2yQWmvYxIJ6XVtaReiXqG+qJ77G7cTfxvJTUphR9J2Hl8ASV4ZPhh6fn\nZZi2/CJsO7QtYf2KBKtNpiT8zX7cueZO3fOFgwuZvOClpcAXX5DbmGHQ6RVQYC25G7yOzu/H7MI7\ntAn/i8NfEI1ytxuYQqiXs3ChNeT1kk36TxCAM4pNt8pKUYVFr8/xWFQZgdWhEwiElFC0qCdPRaZ+\nhyy7g6SCTHImD6ZY9zaa2EayTdT85S/k80/JcgZ4Hrj5ZiBfUdqFtrX12YHPiO9Rvb+aeJ62Ra7E\nyjHJmobPrFJgyDrN9lYvs221yZSEVl/l6IXvyNEzXCVSUsxTOjAr/MCsEBMa0oSfojM1sRjlJA98\nJB70WGCWdz9elJaKiitKKipEQ1lJvBZVRpBiklnR+218uJkH8tYAWdqfoZo8FRlGK6l5RO8RYWpF\negWZJMb3H2/Z+czq2EayTdTQsp+PHg33nFx7rVhdjxV/sx/v/+d9Ypv8/voFFf3NfiyuXMz+hqDH\nJCcyNGDHDsUBJw/keYAU7a1qK5fZtuJkqgfLbkTl3sqoZcouuMA8pQOzwg/imRT67Mxn0bVTV2Ib\nPaOcpJMMGPegxwKzvPvxgpacrSVXGK9FlRxa6AopJlmLxYvDvcLSjtcSDAXmzQTudAPzLgM6h7uO\n33/fXG+yUg4RALYd3oZxL44L7rjRCjLdPf5u8zrUwbCNZJuoYZmItTwnckhelNKVpdhxRGkZhuDA\nYex5Y3XPl64spXqatdAayK0QGrBkieIAow60FWOsEzGZRgrrbgStAhbt99Ktm3YspFH8fuBOncgQ\no7q8etu+EgvXLDTtN3D76tsjrobJKpuXyAS+ZEouBNhieZX3PZ6LKtbQFaM6ydXV4XOSVsVX5JYD\nc8Nd6Tt2mLsjQNq9knbcWIqO2ESGbSTbRESYqgIlzlgQyNvLgL4XhcV7J0DAVW9epd3PCGKRJbQG\n8kSHBvC8hheeUhpVwoox1skkW8ecIEORK3S7gbH6azpUVZnjTSQtTCPJ3Nfa9pUw6zcg/V5J1TAn\nDZwU9dZxIhP4ki25MFJ94XjBGrpi9HPI5yS9IjfgBGBIRVjohZk7ArT5S9px48AxKRslS3K0lbCN\nZBtD6K3an3tOXyDfyApeVd2I0Xunt81Nff2B0UCATTLNCqEBmvfS5wZOZRJfVzCwwJIxaXoeyhSk\nWE62jhYvK0FTWgGAb74hn9++3UjP1NDinpcsMe6tdmQ48PSMpzXPmfUbYPm9f3nkS91zNOUBM+O9\nI0VyKig1461adY8lOVt53+O1Q2QkdEXPmUPT7vd6GeTTBqnPm7EjwDr/ef1ezUVsfv98lM0qs8QO\naLJiG8k2htBbtd9yi/5rjKzgVdWNKGLqcrQGXqr3L9AJ2B0+wutJprEO/DwPLF0KvPii+fGFmvfS\nyQNdGnVfk5aShlevNlGXyGTKZpXh/F7nhx2TNKytNoiXzSpDUW6R7nlHZwfVsPd4gFOnyO/zVJQF\nsmK1pR9r44fFW994uhHr6rSTVN1uIJOwXiwqSnxlO79fVIpQ6vIOGAAsWJCYPtF4+GFj7eO1Q6R6\nzp08MGopMOpFIKtW9ZxrSdl1705+j7w8RCSfplsYywCsu1d5WXlwZDjwxqw3UDCwIHi8al8VSlaW\nYM7bc5ImOdpq2EayDTOkVXtFBbBOMW9JW156K3g5el4UVqF0QHvgpcVSot8WIJAOPM1j6aWrwd/B\nY+087ZKitAErOzUPU6eKXvYFC4D588XPPnWqeYkcmhJXlJjkgBDAbR/eZk4HTKbOXwfXEhe+OKLW\nQ9u0e5PlBnGSNxUAGloaqN7U11+nv8/mzdEtsCKubEm7LkMFsGigST1KrOJXaR7neaBRf70YkQfd\nbEpLtWOnd+8GZs0CsrPpMmPx5je/IZ9XGqNupxtTBmtr8bHKJLIQdBpk+IEbCoGFQ4GrFgBXzQfu\ndOORPVPDFtpStUOeB1avFj3kJ09qX1s+J1Hl0/aoz5uhc06bv5S7nqUrS/Hpvk/D2qyrW4eK+oqk\nSI62IraRbMMMzTul9IzIt7y0VvBy9GIkWVfSg3sM1h14y2aVYaRTR/0i5SyQ58H48cAtk6Or9HbP\nPcDGjerjFRXmJnJwnPgnCCUmOSAELDsYXvzixfA1a6ecW3UQp2290s4fP874PlEUyIq0siX1ugwV\nwKLhw9oPmdrpGeu0exbNPTUDWhgMICowjBsXvz7R4HlgG0V6XSuOmuM4cIoAfQ4cNWY/ImaVAjnq\nwXfzkY2aC22XSzSwq6r0v4v8/NCc5Ha6UTi4UN1IALBvPJDlVUnCmRVbTsoFkO966oUDkuL7AWsl\nR1sR20i2YSbSBA6vV72C5/nwf+tVN3I73SjM0RicFGR21t5j9fuBkp86sPWv5PJmdz9GHyiW71xO\nPF/lWw5BZ1vOtEQOXjS6w97H5wa8xdQtQasNhh6vR9dAlmO1fh85eSSq8/EwgJLVk9yray+mdsN7\nDdc8foR866nnYw1rfobPp96ZSxS0Pnfrpt4B1Et0EyCgor7CtIXv8uUISWBqGt+C7kKb9rl++9vw\nOWnF3BXqoh2nnMCAzSpJuPHjzYstd2Q4sHbeWvB38Fhduhrl88qxulS962m0FoCElZKjrYhtJNsw\nQ6tmpUfPnqF/u1zAjBni3/J/kzjTSi/QsOPIDs2BMBhDTfG2ZnZLpWb9ftf0HbkTXcnnTUnk0BsH\nq+6jemisNhjSCsRIWK3fvbv1juo8q5FMS0Ijkaye5LnD5zK100uO7E2+9dTzscaIo8HsohSRQuvz\nyZNATU34sXgl7n33HZgkMJXvx/PA/v3k1yg9wZKx6rmCB5atBvYUABmK2J4h64HZJUhPZ+i8QVxO\nF2a4ZqAotwgzXOG7npHUAgDMDX1pr9hGso0hVFv9bceystTHJRYtivz9eB+Pyn2E6gAytAbC4Nam\nzw00OTW9rWlcOopfL6Zm/V7uupzS2SuIp83YftOdsKb/mvi60X1HW24wvLjfxcTzKVxiFC5oPyoV\nRAAAIABJREFURQlo6hW083v30vsQrScqVjJjzi7kkmXRLmjcTjfyHJFfg7awYFl4xFImiyU/Q0JZ\nlTRRuN3A6NHkNrfeGv7/eCXuXX45mCQwpR0OuToTKUnS6dT+/fE+Hpt5r6iINKhSDNeT0xa+V7mz\nNq5FYUi1AFK5VGR1zopf6Es7wzaSbZjR3OqH+H+/X31cIppQA1phBjnKgTfM6+rkga4+zUGhVQj3\nVJfXlWP22+paq8V5xcjqnKX53uemZgH1+qoHo0ebs/2mOck6eeA8ctBgnb+OOSkqXhTnFcOZoW90\nXTr4Uk2VkVjBWpTA7XSHZZDLYZbac5JL294dZYEsUgnezMzIn8WHNj6keVzSaTVjQfM/F/0PtY2e\nJ9LtBgq0vxoUFJA/t7/Zj4KXC2Iuk1VWRjfWnU5RicMK1NXRQxO2bVPIrekknOnJa0ZKcTGQJbiB\ng2QrXtrhmDMHKC8nNgUghrvIP49cQu1hfiZwQ7H+iwEgyxu3+HealvLIPiPhb/HHPPSlvWIbyTbM\nGK1YJEcr1IDmsQPAvNLVMk7C4jIZq9IB5MGjZkGNyrBzZjjx75k1qrZynn9e+zjTPVCgSoJk+GzH\nTx/HuKUWygZqY8WcFZrHOXBIT0nXVBmJFVoTaHk5MFu9XsKZgDoEiAOH9FTyPqu/2Y/XApeJWfiE\n0rajoiyQRSrB29goGoxGFVc+P/A5PHXa9YkFCHhsymMGe6nNTNdMapueafqeyPR07V2tM4SoLX+z\nH+4lblTtDa/UEwuZLIdD7KNe3DjHAe+8Y+pbRsXFF7Mlm6rk1jQSzvTkNUnQPPs1NUD3yn8Qr5GX\nlafr5NFD/nlIVe80OWuC/psCvftAC23xN/uJ562W82E1bCPZhploKi/Jt3dZPXYAMLD7QKbr33HR\nHapjYXGZgvFHXUulIMeRg2O/PobyeeX4/aW/R/m8chz79TFMHZ2jG69dWKiusGbkHihRJkF63mT7\nYnzNPl192UTx07d+qnlcICTcyCcLjwd45JHok5xIuyQVFaFFjL/Zj4J/FmDz/s2afaZ5ZkpXlqL6\niGKybYtjlHA6RRmwaKAtaD/91Ljiym2ryDKCuxp3GbugDtldsuHorLM4EgB4i7HoNm1PJMkQ2rxZ\nf3Fw+RuXayaRRqOwIi2A/7nJg0c2PRL87UlhYHpx44IAXHON4beLCR6P/mJLiV4Mr5RwRpLX1IK1\nAEZODnD8m3EY2Z0sOWfUsyslt0ZUtTW1FYMGGXs/PWj3gRbaUt9I3kG0Ws6H1bCNZJuYM3Fi+DYn\naxlRgF0nWas2fZinhmPXW5ZoOt2ke64otwgPTX4orLCEXry2FldfLU5Acjwe4Crt6tqaSImP08e4\nMb7/eKbX6MWtJQKP14PG0wRRW4R7OfQmi4cfb8D06dHpy7JKh2npkJL6LEd3sm2LY5RCLxoaopcM\npC1oAwFjYVC8j8e2w+SQnmc+f4axd2RKV5bieIuO67K+EFhRptv3SBYHvI/XXPTIMeJtCy6Ax9dh\n5sZs/OKjy/DwRw9j+rLpyH4iG1U76Q+pVdQtPmPLrSXG0EsJZ0ZDLK5+82rVzoWnzoOr3tQeJLOc\n5krOScmtEalGnE0zRScZ0PZiy3c43E43Jg6glES0iRjbSLZhJtJwi4ULQ/82UkYUoK+SSeWLwzw1\np8gJR1os+2oZc1tWT6TUtlInF7GyUp0pzkKXtC5M7fL7WyQbCGzqFnIvh+aWp8wL6/OpPfassEiH\nSUYuTXdUzzNDnWyzREPMqAEbDayKKyyGgl5peCNQ73FqKGZCq++RLA6oJYdhzNsWdALMvwjoEu6G\n9TX7cM9/2B5SK6hbXEzOrQ3ShW34YYb38ajcqz1Iaj1nLJJzA9k2JYMsXiwuWI1UfQ2S2mpKorbe\nwlq5w7Hw4oVaL2fCDrcgYxvJNkTkW9uRhlvINVnNLperV77Y7xcHuSCFDxkuLVpzqEZ30lfGhxn5\nXMvJcsu47jojvWybIHZXUNs5M5zEksrxhqZuMbbv2ODih9UL6/dH5oFjkQ6jGYo0NQ7qZNv1cFgy\nXzSSgZu+JicGSrBO5KxFfaKdcKnG+IBPgosiLa1nKbGVphMddm8p40LX9K7MXtCgE2CwB+ji1/Ri\nHv/BjzFz1+nuMklYQd2iuFg/AVSO0hEQLTRNeuV5Fsk5FlUZOdXV4q6DkaqvQQoex/Efok/4ZJXS\nSzk+OOL3sMMtyNhGso0mWlvbd35+GQpnNjDJF8n5wx9C/zYqTcXiwfqo/iNVck1pqcwTQxSbJ6Oc\n9PW2/LMHkAdE+ef6jiK3XFdnbMJhuUfODCe2zN/CftE4QFO36N65e3Dxw+qFBYBV2hWLibAU36AZ\nipcMuISYlESdbH96c1gyX8+BxidZ6flc8BU5MRAQY+VZVS6yu2QTvyuJxfflRVyC3e8HFt9HGSBS\nAsFFkd52dlkZMGEC+TLy3+PAHmQXY9OZJmYPeXCx7CJXDjzcfRUxgcxK6hZbtrAZymbowEvwPp54\n/qsjXwX/zfLcRGIISrubqSci8A4N+BS3lkef8Ekbc7JT83DZZcCc5+hOIOUi3WylkfaKbSTbaKIX\nB4XZJary0uMp4bByeSCaNJXXG24gsniwAhDLLtccEOMUVCEdBpQtlCgriOndlwd3lGjqn6amit4Y\nuTFyOUVuGTA24bDco7XXr0WOI4f9onFiy/wtuklam3ZvCi5+qJ/RH5oEe/Uyrhpy4AD5/N69+oZi\nClIwccBEfHzTx5pJSdKug1IOiwSXux6LthufZGkhKZFSurKULIUWSAW8xahe5Yo4nrq0FKhe1VY9\nMkCZmrK8SE3V/o4dDjFsaeJE7cWPMjGSxVNI85AHv+NebZ35nlw58ACvf97pFA1Tq5CTEyrPTMKs\nMswA4M5yE89/fuDz4L/Dnxt9yTmj4RYSe/ZE8KKUs9h2IrKETwnex6POX6dbTdaZ4cSDt7uwbhub\nE+iSAZeE/T8SpZGOiG0k26ggxUFV7PVgyeuiqsDvfy9KZL36Kv2aktFHk6ZSKj24nW5MGcxW5u/W\nD0VFe1XoA4PYvB7yCmK0+LDHnqtVLSCmTVNPMDkMtirLhCMZgpzfjdF9yDqh0r2xGjmOHAzvqV1i\nOFJlgbVrjauG9OtHPj9woJhIpKWA0KNzD7xf8r7quHLXofh10XOewmAsCxzbZ5cvBlhDUiRYt8iZ\nYrF3TQNWlAW9bzU1xopyhC1s1y2mGsmZgTwUF5O/4/ffB7p3V7/W5xMTZyVYFpl65bZV3/EqN3BT\nAVBH0dH9WruyoMsFHDvGNkbEEy0ZRDkkHfhIirPMPZ9cebH+eD1qfbXhz82KMvE5lDGhT8gQpFWh\n1INzRu5kiST8SPlMNbZoJzf7mn3wbKlFoAe9f5mdM/HxTR/Dc70nqMpkRGmkI2O+mJ9N0kPb2r7u\nf7zY9lZoRBw2jH5NyehjTf6T1C7WrgU4TsxaViZlKNl2aFtb7LRitD6VDbR0AzqfZHtzeb9l23S0\n+3K01Yu1a12orQXeegs4ehS44grRsyWHpqTQtSul6IFf9J7I1TFGXPcA8KM5uq+R7k2ittYkr0he\nVl5YHz4/8Dmq9lURXsk40WR5Ab8L3boBVYrLeTziJL9hg/7LaRPo/mYeld9pJxI1tDSgzl+Hsf3C\nE7K0vLoNzQ1wZDg0jW0tvH6v5nem9QycO6oOIKmjtN2jsOt76SEX1FCXw8NEA6Wl7UGf/L8Y/84/\ncPackD5rcW4xymaV6U7KYePCDdOBVJ1YikAq0vdNw4nd4Z2WjxcStbXiwluLjz8Wz7tc4kJ8WPYw\nfHPsG92PuKdR251YurJULas4qAqYNwPYNxboX6P28O0dr/oe5H0uKBANfPm4wfPiPcrLM6cokRE8\nHuDECXIbLR14f7MfpStLwxQqaM+BhNvpRufUzmg526LbZtPuTej3nexmtDiA6ruBo0OBpl7AN3Px\nwDIXHBniaVpIlRbdugEjBkTuZIkkzMOQJnOWl8kJ1NjSiEkvTwpLhmT9Ljo6tifZRgXNs7KjIvyH\n/+235OvJB3bW5D/JI1W+VTtrWQ+v36uuSjerFOj0Pdsby+h+TvcwA4Wl1GpdnZhw8+CDwNNPIyJp\nsqYmsodPS0Lvy6+j3zKOBTSNT5r2LiDeV9Zwi5M666BoE4tqTpETiUreCY8x0PPqBhBgNpABfQ+m\nloTg9ycow7lGgQOWHQvqve/1XzGcY1AF8FAKMGVxmIEMkKW7AJkBk+vRrYwJABknLsCZsjLVokZL\nHef668ndlifQLhhDqFEMaPaH6GHv6gOydeJqW8lSEHKZumj01M2CJgOXkaE9rtOky0jwPp5oIAMA\nONn7OuqA+7KBn10G5D8NTFsE/CIf5/QJDbyReJK//x548Ha3fjy+3rQUSEVBX+PxvoY1mf15gM8N\nHBhDbfrJvk/C/h+LQjntEdtItlFBDHHYVYjA0fAfPq2C0bXXyq6tVVaZwGbe2FaXZFSUlbVlh0tJ\neykGpS0AnDh9ImyL0O10ozCnULf9Lz/8JcZNalCFk/h8wDhZsTtaSVpAPyZZT0JPGLeEes1ULtXw\ntme0kCZKFu1d5jLPDJA8+LTvpPt55GxLr9+LF9+tDRppEWmraiAP95HQlRCkaYHLvLMpKepYeT2k\nEsMpetOFFM5x41SA0/+dkSTiggZMP7JF1hxoDHmsNZCHdXkbyAof8gTa/AFkKYnJg9QPCPU7zjih\nbewPqSCqjshl6oxoypuNFMrTvz+5XXOztvY0i3SZHiy/nxGZk3HnnW3/ueVildweuvgwd11o4D14\nkHpJFYIAeGp4/YWtXhzwvgm4o6/xeF/WcUOKtZ4you0H/Mmvqa9Rxt5HUyinI2EbyTaaNJ9p1j6R\npnOcwODBoX/zPHDzzezyRuPdxra69hwXt0UdDuC3vwXQZ4eh1ytReV8JtnZF/UY0FGrPXvLiAG43\nXc9Xz8OnGa7i5MUtXgLpKekofr2YWLlKgueBpUuBF1+MzvtKmyg/3vMx8fXdz+mO9657D4AxdYtI\ncLuBrCydS2cB14+jZ1vO/7UX7nweY65bg1OnDErA6KC1XasrIUjbdpUlN44cyZaMJVE2qwwj+4wk\nN+JATR7Sk/YKegQPUIR5s3YTDczUVGD5B35c8w699PcVV4T+/dDGh3SvWZhTqLlQY5XF06LbYPrz\n+tFHxjTlzYD38fjrx0sx/IYXMTS/FjNnAr/4hX5RJAllf1ily/Sg3dux543Fg7e7xAWE3u4DF15l\nlJacq0skid+VD2DUj4yHMbA+U/n983HzqJvh59pu+hHKb5OArZNMxjaSbVTwPh6bD+hUoBpYTdVe\nVTJyZPi24bXXinGjY8YA998v/q2nCjF9jOjFYlYGkBmxubkAJj1iqK9K5NvddD1iQTNBSvRmr8Gq\nT0PHtRKKJEgePs1wFYZB/EzgTNj/tbba/H5g6lTxO1qwAJg/XzQep06NbHuXNlEKlC2Id+e+G4yX\nM6JuoQfJW8zz4ufXvLQf4I4zZFJNeQhYOBTbfjwTs/8tJelFOMQKoXK6ysQnXk8dy6ed4S8pT8jj\nYGlGj7o7gqqaWSTwx0Kdlycdut0Qy7rXFQOnu5IvMmiTKr40NVVUhSguBq5dXoqdzXSFD2nxLi3m\n9PjT1D9pHo+m0tkr/0zDiBHkNrTvyEzJNX+zH4WvFmLoM0Nx98YF+CZ3vri4uGEq0LmBuluo7A9L\naBoJafdCj7Sz3UMLCMrug1Rl1Kh0aRDB+G944vC8iGLHpc+tnO9SuVSM6TMGv7nkNxjbdyyq9lXh\n2hXX4otJbQvAs2lAcw/jbwhbJ5mGbSTbqKAJuWN4+HmO0xb2l1i0SHvbcOtW4I9/FP9WxoulpIjn\nANGLNW2IQjZCh8mDZZaQkwd672R6nR7y7W7mLXTJq5nhFwewNo/W0xA9uFu+bkAFwdZ+7DH9c0Fj\nQk4E6h1aW22lpcDGjeq2FRXGtndZJc8uHXwpcSJ8+KOH2d+UAMfRNYFpCaWvb19Bf6Pzwksl+pp9\nkRUiAABO3M3Riuce4CKsWDQy/CXlCTnbtxv7TktXlmL74e0GPoA27my3bpxts7RJtel/qddRGsln\nz7ap5gTDq+gKH1L4DTUh99RR3XPvl7yvHa9KUefI6NKKbt30zxcXA5MmES+hK4EXCaUrS7Fxt8aP\nP2cjs3ygfPfL7XSjYGCBZjuWECq/Hzj+7qO65zcfkYWsUHYfpCqjSo88Exl+YOpv2dsLQNppJ95/\nOfIQscWFi1WL64AQwNbDW/GnT/6EmkOKkqxD1ovVHTvrlHIHkNU5S7Nkt94uiU0I20i2UVFeV05u\nMDB8MBUEEOvUezza24bKa8g5cwZBOTVHhgNr563FUOdQYrfG9x8f9oPf9FX0caHyVTbz9qrk1ZxV\nKg5gMtbvWo9friNPOkf152QAbR4mpyze0ucG9lHEqnWQttqkWGc9jxHL9q6e5JmWV0TSLn10iv5E\nWLWvCpNenoSG5gZD4RYTFc696dOBFRQbl5b5/tbBxeQGAHOxGlaPbPWBas147o97EZ6fFgewbC3w\nNA8sW93291pVHK+R0tes5bhZmDt8LkpL1VUR168HNkubV/+dRbxG2oHJ+uMNbVdFIyyH5u3XDT2D\nODbVLqxVG4T7yNVMHvyfPJUKi5zHHtPP35B7zc1I5iN60jmd3TEF48eLi1D57sDO77QdFHrH5ZSW\nAp9/fYzcSPou64qBJqc6FE4AuqeFqoyyltgOY84coC85byIMDmg9x4djgchXLtOXTVft/BET11PO\nEpNdAWBI1hDNkt1Gq9B2RGwj2UbFF0e+IDc451Rc+iHF8db56+D4owP/9f2X2L7mYE14nK2fwag9\nMEZ7oBA4VTUi2hagRGYmdD1aZwVRZJ406ejFI3u8Hix4635U5I5Tx1t2Mi5vB4QWASzSfLTtXT3J\ns65p4S4zuYj9sVPkifCTfZ+gZGUJDp6kZN1oKDcYgZj5nuvBaaEpquvLYVVqAaAZz111WPb8OHWS\n0/wuwDtDV2pMYjuDc5hlB4W2gJX44kvRONdSpwjicwO7CgFBMesLAHYVovU7wmeibY3LnpNjbY8e\nzdv/h6o/EM8LENAlnaxYoWQb5b5LC+WyMqi017t1UxjETh7r6tfgypsiM8yYdsgoMf8nTyp2B2Z4\n4G/Rjl/yt/jVsnkypAV7wGcgxOqFLcCpcI8+1+LEjttDVVlYS2wHcfJikmUEUUYrNkYWC+Pxegyp\n37BSc7BG83jF7go7cY+CbSTbhMH7eJw4TRHF3BfJkjwyqquBi1+8GI2ndQRPZbQGWjH9X9OD/598\nfluMJskm6bdVexCsn4LHRqkzm8pmlWFEL3Iw4RtrvXjsWfLEM7rIy1SdDxAnsewnsnHZ65dh6X/+\nBPRTDHi5nojDSnY37gbApiFKCqkhSZ6dOBP67jKPT8RzU0PanDQvXkAQqyne8sEt5M5lhnRsP/00\n/BSLGgDx81NiHhNCn+1hoTyk8tMknnqK3oZlB4VTGrQ63PWUQmJEz8h/fylwSlFpjAOQ0kr+jD32\nkjsge052tv1kaJ9P0hjXQ1PXdsCn2o3bEDLJRpT0W3M4gDfeCN8daWxsW2TIwrkCpTNRNcqNSS/o\nJ+TqwRQ3T1mE7tzZJkmY6xHzQM5/g9heihPWIrhg14mxT0EqRncPj7HH8RzgyWPAq+VAxe+R8XY5\n6m49pqoyylpiGwAwiCJoT+DRuyKL8/3sQPzHGjtxj4xtJNuEweRV2Hq7oWs6nWJMaCSJE7tTja2s\naw7VoNZXC78fojzQijKgXl+2LYwABxwZJm5Rv7YBR/eqs5MdGQ4sn0uO2X686nFMvySb2OaJ+/NE\nj7OMzEzguefUbS9+8WLyPYgin0qarPZSbAuAXJ6VNV67sVs1xv0pZLFGHLNLgEVDVwnx85+glONL\nBJc8CQxReOOUyWl6BqiMzZvNiWn9j/8/TO0ONBwR/6GI11cZ+Vf/HOiiYewN+pgcI2tg+3i4dqFH\nTfQMCf0qh5TnmpJoKg8nKS0VnQUqNMK5PjlkXPt27wmGH38m4ccPhOsUFz4MjHqN2FyKE9YiLDl5\n1bNAc/hA2f2cTCwapTFQAkB9EfDxQ/j4lSLNqoU5OeIOwpgxDMmrUYQiNE9ZiHfWGI9/MVK6Pkgg\nFTiVpdtfWnKpnbhHxjaSbcKgeVXOPT4SqcfDXZ2pqUCPIfoTsrQ1qNw2ZOHLEx8Zfo3X7w3FPbY4\ngA9eoGfMA6KWcu9Q1S29sAe30w1HZ315n0/3fYpfLn8QBX21s5SLc4vx5P0uVTWwxkbgNkVtjVht\nv0lIk9WRI9FdhzleO+UsfA4P1m0VnxNnFyP7nwT2TKZ6ww2rAUiG3NUUL3Yi6FejNsSk5LS+Wwx5\nmWkVIDftidyjpouGgRc08p08MLhKe/HHgRwju5cieL0ndP6BB8QQgR176Qs8PUOCujhUJvBpKI1o\n0bOn+LeeLrpeOFcAEWjfshiDXSkDhJZOsaB9bWdGKE5Yi7BY7CtuBzLCB8qTPzRi/r8JRYicPG79\nP309eJ4Xk8Wpih20Z4nEkHX4f9XGxayPNEUwEO+aBnynv+LrlNYJhTmFxNwQG32SzkjmOO4BjuM+\n5zjuBMdxRziOe5fjOLdGu0c4jjvIcdwpjuPWcRxnL5cYIBUOcGY48eV9FeHGboYfKTdchuM36E/I\ngYCokLBkibpKGI2DXfRj1/Tw1qaFxz3ecjHQyUBMaZYXTqc4iMqzx6WklPKtPBpa9L0EUtxx5e8e\nQ7dj4SuDaUOm4dGRZfr6p14PfvXOI8GYvVhuv2VlZAUnq9696e1JEmrUghMKqnnRYr3Xcy9TexYm\nkHOliNXlND/btVeJ28fJxhW/1DdANaAtkHYeiU4hJowfzqUrUFz8F/p19GJkfW6gyaGZxIUmh8o4\n9XiAJ+4nL/BIagzUxeG+S8L/r6E0osXdd4t/6+YKUBIUjWyhhykC6dFEGCAIOsXKYxlwYsv8LfB4\ngEceUSdwSpSVAflX6Od1+BwaC6UMP3BTQVCGUU8PPnhPtXZalAnRkeY6pARQn+pBzQHtWGA9enXt\nZaj9yqvLkVn9NDC4UndHcdPuTYAAlUKUPDfERp/osl0SQwGAJQBqIPb/cQDlHMf9WBCEZgDgOO43\nAO4AcAOA3QAeA+Bpa/NDQnqdRCwuXIyK+goEZPvWaVwa1v9sPXqco/CgzpmDMwq1C+R6gNKZwD/D\n9wi9Xvay1AAAJ49D2Gqw98Dflsj2Kn+8QhzAjTDlIfj+NR5Dh4Y+a7eRHpzs/hlwZDhQ+BDAYFTC\nsQuNDQAUzlLNEtWOOtGY7+rD018BT38lLkr+PP3PxvpugOHZIe8DreLc2LH06mzPXv4sfvTMj8Ke\nGz06ZR4B7+NRtY9cBIWVpe94cctkFy67TIxBli9AUlPFXQxS/91uMSQoKM0neTOTkX4a2fhyCTSK\nF1OJXgJWGKcygS70vAEMXwn4VT6NcH68kqFTOiseJw901VjAchCPa3z+reVujP9poSgrpiArIytY\n0EYLaXG4ftf68JCLQKpoEC9bK75nllfsM+O9r6oSF+e6VeIoso9GttDdTjfG9BmDrYcJY+0ewgBB\ni9nffoPY3335eO7hIoxzIawqqdMpxgrLwyNq/Tz293yZfN0sr3g/nTzQewfwk1tVXud1detR8LcS\nvDtrLVwuUVrugUf8wLxS8fcgsWsKAE5M1JM4MCasSmUk3LjyVnx9J/scNu68cfRGbeQ58nDNiCIc\nWLIGd36u3+6scBYVuyswvKeB+CKbIEnnSRYEYaYgCP8SBOFbQRC+AnAjgIEA5MXLfwXgUUEQVgmC\n8DVEY/k8AFfHvcNJSOFrhSoJmlahFZe+emm43nEw+1fhtuEADNwM3DIuzKOcl0ff2g0jkkpHAOr+\nK1v7Tbvf+AX6bgt53dpi7U5e3RZrVzIb6PUN+fUS+U8BueFyeh5vOZ7cM1vddsFY1Xal75QP93ju\nRXpKuvHPwEDlvlCZYFLFOQDoQkne53ngJy/9XPXc6LF239tMcczpHNtnP/JtHmprtdUApk1jqy63\ndCmQLr3djyla4VblRB/y+SyvyoOmLKOu5Psfvqe/b2cGAxkABlWqi50o6UaR/jowVt/YjEACDiB4\n0xlCEcpmlanLWkseYycPDPoI6Ga83JvXS5cuJKEsQkOiSyedH7gAMd6VZNyfpXyf32cDB8chrWkw\n7r1X/bz5fGLBqdrakIzkxcuGYnf/P5Kv25QdCiuae63KQAbE8JOdpz1wj6/F1KmiotsXeRqhPjkb\nxT9yjEi/6bCzgZz0qWTvcYb48DYKcwpR66vFA79iC1nbeTR8R0iroJSNmqQzkjXIhPhT9gMAx3E5\nAPoA2CA1EAThBIDPADAWQ+64eLweHD+tLUp+/PRxePh1IS8dLfu3X03Q2MzMBBYuFCu5MRNBkQwA\nodW/kwecERjaKYGQ122+2nilJsoJED1rAzZrLCAE1PgqMKaoVuzfsOXAbeeLA7zGdqW/xUc3PKNI\nMJHrJOtVnAOAjz/WTvAKFoaYwOObJnbPa82RT5jimLt2YoglB7Bo90VwF21Awc1rcDw1sky0n/9c\n1OdGhh8Y80JE1yDBGooSFVvnk8+3VQWUh0Y1BfRDh/x+4N87V9Pf18hHSzmrI/HGAYcoZejOpgD/\nIui4GyjNHcTJox7a1X38LX5c9eZV+pdr9qNkZQmq9sqe/T0TxYSzubPEe33VAuCq8Ap2LOTl6STs\nAdTFwHUrr1MVodEtQ+/jUbm3UvtCHIAufnVog6RiMeJloD/Fk1zwF2DeTLTe7obvyoLQ55ct1k6c\nEBfqg++bTax+KJGyrwAoul/lhNAly4uKCqDiC51QHw7qsTrFHBFhI6EvRmKSX9j2AtzPuNF09cyI\n5gCtglI2apIx3CIIx3EcgL8CqBIEQXLv9YH4yCiftiNt52wILPtyGbnBuGfFDGIA6EINzW9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DT1TXQPbGwSSyBVlIDbOylub9n0Q+TVcvOy8kzsSfvANpJtdJk69OJEd0EfToyzSHEarA54qnsM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\n/wHGt0syBfrN4QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111a64390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plot time and depth vs S for c14 data\n",
"fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(8,5), squeeze=False)\n",
"\n",
"axes[0,0].scatter(Summit.year, Summit.S_ng_g, color='blue', label='Sulfur by date')\n",
"\n",
"axes002 = axes[0,0].twiny()\n",
"axes002.scatter(Summit.depth_m, Summit.S_ng_g, color='green', label='Sulfur by depth')\n",
"\n",
"axes[0,0].legend(loc=2)\n",
"axes002.legend(loc=1)\n",
"\n",
"axes[0,0].set_xlabel('Year (CE)')\n",
"axes002.set_xlabel('Depth (m)')\n",
"axes[0,0].set_ylabel('Sulfur (ng/g)')\n",
"\n",
"plt.show()"
]
},
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