From 42b78926bc6e0b8511ba060e413886b5c1ade80a Mon Sep 17 00:00:00 2001 From: Mark Royer Date: Mon, 13 May 2019 17:29:46 -0400 Subject: [PATCH] Update mcconnell example --- examples/python/example-mcconnell2018/.ipynb_checkpoints/example_jupyter_notebook-checkpoint.ipynb | 181 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- examples/python/example-mcconnell2018/LICENSE | 21 --------------------- examples/python/example-mcconnell2018/LICENSE.txt | 674 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ examples/python/example-mcconnell2018/McConnell2018_data_example.ipynb | 267 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ examples/python/example-mcconnell2018/README.md | 11 ++++++++--- examples/python/example-mcconnell2018/example_jupyter_notebook.ipynb | 258 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ 6 files changed, 949 insertions(+), 463 deletions(-) delete mode 100644 examples/python/example-mcconnell2018/.ipynb_checkpoints/example_jupyter_notebook-checkpoint.ipynb delete mode 100644 examples/python/example-mcconnell2018/LICENSE create mode 100644 examples/python/example-mcconnell2018/LICENSE.txt create mode 100644 examples/python/example-mcconnell2018/McConnell2018_data_example.ipynb delete mode 100644 examples/python/example-mcconnell2018/example_jupyter_notebook.ipynb diff --git a/examples/python/example-mcconnell2018/.ipynb_checkpoints/example_jupyter_notebook-checkpoint.ipynb b/examples/python/example-mcconnell2018/.ipynb_checkpoints/example_jupyter_notebook-checkpoint.ipynb deleted file mode 100644 index 145a76f..0000000 --- a/examples/python/example-mcconnell2018/.ipynb_checkpoints/example_jupyter_notebook-checkpoint.ipynb +++ /dev/null @@ -1,181 +0,0 @@ -{ - "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": { - "image/png": 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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/yMiR0XkpIj8WUT6O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- "text/plain": [ - "" - ] - }, - "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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\n7DiLxI58Qh0hsgrrS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M1l7o9TgQ3HMkYRkeFERbKIyND5EXCOmf3czGabWbGZXR6b1wtQ\nBnQCN5vZVDO7HPjuxzjeSuBTvrbvABXAG2Z2jZnNjI3jerxiNzWub5qZFfge2V0bzSwdmAc89zHG\nKCIyLKhIFhEZIs65d4Fz8KY7vIo3r/j7wP7Y9mrgS8D/wPvi3zeBWz7GIe8FLo0Vs11jqMNbMu5R\n4J/xCuOXY8f8nnOuNe75/wuvoI5/PBS3/Qpge9cXA0VERjKtbiEicgIxs8eB15xz/z4A+/4bcIdz\n7vHjvW8RkcGmK8kiIieWW4DWXnv1U2yZu0dVIIvIaKErySIiIiIiPrqSLCIiIiLioyJZRERERMRH\nRbKIiIiIiI+KZBERERERHxXJIiIiIiI+KpJFRERERHxUJIuIiIiI+KhIFhERERHxUZEsIiIiIuLz\n/wHGt0syBfrN4QAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "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()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.7" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/examples/python/example-mcconnell2018/LICENSE b/examples/python/example-mcconnell2018/LICENSE deleted file mode 100644 index 4a28cfc..0000000 --- a/examples/python/example-mcconnell2018/LICENSE +++ /dev/null @@ -1,21 +0,0 @@ -The MIT License (MIT) - -Copyright (c) 2019 arctic-data-workshop - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. \ No newline at end of file diff --git a/examples/python/example-mcconnell2018/McConnell2018_data_example.ipynb b/examples/python/example-mcconnell2018/McConnell2018_data_example.ipynb new file mode 100644 index 0000000..5163304 --- /dev/null +++ b/examples/python/example-mcconnell2018/McConnell2018_data_example.ipynb @@ -0,0 +1,267 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using a Python Jupyter Notebook for processing ice core data from NSF Arctic Data Center\n", + "\n", + "\n", + "## Source Data\n", + "- Downloaded from NSF Arctic Data Center on 13 Feb 2019 by Jessica Scheick\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", + "## Problem Statement and Objective\n", + "- Develop basic tools for working with and using ice core datasets. Here we import one such dataset and use basic plotting in Python to visualize it.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "CREATED: 13 February 2019\n", + "LAST UPDATE: 9 May 2019\n", + "\n", + "@author: Jessica Scheick (Github @JessicaS11; Gitlab @scheick)\n", + "\n", + "LICENSE AND USE:\n", + "GNU GPLv3 (GNU General Public License v3.0)\n", + "A copy of the license text is provided in the same directory as this notebook (filename: LICENSE.txt)\n", + "Please acknowledge the original author (Jessica Scheick) in any derivative works\n", + "\n", + "REQUIREMENTS:\n", + "This is a Python 3.x Jupyter Notebook\n", + "Running this script requires the requisite data file to be downloaded a priori and stored in the ./data directory with a filename as specified in the code.\n", + "\n", + "DESCRIPTION:\n", + "See Problem Statement and Objective, above\n", + "\n", + "NOTES:\n", + "None\n", + "'''\n", + "\n", + "#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 (assumes data is located in a subdirectory of this jupyter notebook called 'data')\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": [], + "source": [ + "#replace no data values with nan. Requires knowledge of no data value a priori.\n", + "#df.replace and masks that are np arrays will not work!\n", + "c14 = c14.mask(np.isclose(c14,-0.999), np.nan)\n", + "Summit = Summit.mask(np.isclose(Summit,-0.999), np.nan)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "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", + " depth_m year Na_ng_g\n", + "0 80.305 1772.899 4.610\n", + "1 80.315 1772.851 4.610\n", + "2 80.325 1772.804 3.754\n", + "3 80.335 1772.757 2.451\n", + "4 80.345 1772.710 1.525\n", + "5 80.355 1772.663 1.150\n", + "6 80.365 1772.616 NaN\n", + "7 80.375 1772.569 0.809\n", + "8 80.385 1772.522 0.860\n", + "9 80.395 1772.475 1.045\n", + "10 80.405 1772.427 1.329\n" + ] + } + ], + "source": [ + "print c14.columns\n", + "print Summit.columns\n", + "\n", + "print c14.loc[0:10,['depth_m','year','Na_ng_g']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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b9VuZ2CYiIiIiA1zWpwS08w3gMXdfkY6dXXfdddx7771JbZWVlVRWVqZj9yIi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\nPXo2N7IAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot some of the data\n", + "\n", + "#plot time and depth vs S for c14 data\n", + "#as it stands right now, this plot suggests to me that the year-depth relationship is not consistent!!!\n", + "#clarify this\n", + "\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", + "axes[0,0].set_xlim(min(c14.year),max(c14.year))\n", + "\n", + "axes002 = axes[0,0].twiny()\n", + "#axes002.set_xlim(axes[0,0].get_xlim())\n", + "axes002.scatter(c14.depth_m, c14.S_ng_g, color='green', label='Sulfur by depth')\n", + "axes002.invert_xaxis()\n", + "axes002.set_xlim(max(c14.depth_m),min(c14.depth_m))\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", + "#axes002.cla()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KqFH52sF77ZWfP/YYHHVUfvyzJo/k3Hlnvq91Sx92WD71acwYL/ggDaH+Bu995OO7Bq9U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\nFfT/AQk9uVlblJ7rAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#given how the above figure looks, is the relationship between date and depth linear?\n", + "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(5,5), squeeze=False)\n", + "\n", + "axes[0,0].scatter(c14.year, c14.depth_m, color='red', s=2)\n", + "axes[0,0].axis('equal')\n", + "\n", + "axes[0,0].set_xlabel('Year')\n", + "axes[0,0].set_ylabel('Depth')\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GtXvzzTd94MCB3qVLF09LS4tKS7N06VK/6KKLfK+99vLOnTv7vvvu66effrr/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Ckjp6j3iyYpre0J6JONjY117ISnxHHkQth5V0/3wiYS9l4Bx1w93Yvei+8aCLjg0OSe7kl0WLRa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\n87kltd9le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+ "text/plain": [ + "" + ] + }, + "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", + "axes[0,0].set_xlim(min(Summit.year),max(Summit.year))\n", + "\n", + "axes002 = axes[0,0].twiny()\n", + "axes002.scatter(Summit.depth_m, Summit.S_ng_g, color='green', label='Sulfur by depth')\n", + "axes002.invert_xaxis()\n", + "axes002.set_xlim(max(Summit.depth_m),min(Summit.depth_m))\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", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [conda env:py27]", + "language": "python", + "name": "conda-env-py27-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/examples/python/example-mcconnell2018/README.md b/examples/python/example-mcconnell2018/README.md index 40fdf5e..68dd4e8 100644 --- a/examples/python/example-mcconnell2018/README.md +++ b/examples/python/example-mcconnell2018/README.md @@ -1,4 +1,9 @@ -#Data -McConnell 2018 from Arctic Data Center +This is a readme file for the McConnell et al ice core workshop example. This information is also presented at the start of the jupyter notebook (McConnell2018_data_example.ipynb) -This is the first example of many to come. +# Source Data +- Downloaded from NSF Arctic Data Center on 13 Feb 2019 by Jessica Scheick +- citation: Joseph R. McConnell. 2018. Aerosol and chemical measurements from ice cores, Summit, Greenland, 1446-1763. urn:node:ARCTIC. doi:10.18739/A26T0GW17. + + +# Problem Statement and Objective +- Develop basic tools for working with and using ice core datasets. Here we import one such dataset and use basic plotting in Python to visualize it. diff --git a/examples/python/example-mcconnell2018/example_jupyter_notebook.ipynb b/examples/python/example-mcconnell2018/example_jupyter_notebook.ipynb deleted file mode 100644 index 9746f86..0000000 --- a/examples/python/example-mcconnell2018/example_jupyter_notebook.ipynb +++ /dev/null @@ -1,258 +0,0 @@ -{ - "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": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#load the datasets (assumes data is located in a subdirectory of this jupyter notebook called 'data')\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": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#replace no data values with nan. Requires knowledge of no data value a priori.\n", - "#df.replace and masks that are np arrays will not work!\n", - "c14 = c14.mask(np.isclose(c14,-0.999), np.nan)\n", - "Summit = Summit.mask(np.isclose(Summit,-0.999), np.nan)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "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", - " depth_m year Na_ng_g\n", - "0 80.305 1772.899 4.610\n", - "1 80.315 1772.851 4.610\n", - "2 80.325 1772.804 3.754\n", - "3 80.335 1772.757 2.451\n", - "4 80.345 1772.710 1.525\n", - "5 80.355 1772.663 1.150\n", - "6 80.365 1772.616 NaN\n", - "7 80.375 1772.569 0.809\n", - "8 80.385 1772.522 0.860\n", - "9 80.395 1772.475 1.045\n", - "10 80.405 1772.427 1.329\n" - ] - } - ], - "source": [ - "print c14.columns\n", - "print Summit.columns\n", - "\n", - "print c14.loc[0:10,['depth_m','year','Na_ng_g']]" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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b9VuZ2CYiIiIiA1zWpwS08w3gMXdfkY6dXXfdddx7771JbZWVlVRWVqZj9yIi\nIiLSA5FIhEgkktS2fPnyHj8+ZxJWM9sbqCCYm9piBWDAriSPsu4KLEy1z0svvZQpU6akM0wRERER\n6aXOBgxnzZrV40U0cmlKwDcIktJHWxrcfSlB0npsS5uZDQO+CDyf6QBFZOCpb6rnsehjRJuiXfep\nh8ceg2jXXUREpB/lxAirmRlwNnCnuze323wj8GMzawDeAK4ClgMPZjJGERlYYutjVM2toraxtrUt\nXBImMjlCUWFR0CcGVVVQu7kL4TBEIlBUlOmIRUTyV66MsFYAewF3tN/g7tcC/wfcTlAdoBA43t03\nZDRCERlQTr//dOY1zktqm9c4j9PuP21zn9NhXnIX5s2D005DREQyKCdGWN39cSDUzfbpwPRMxSMi\nA1t9Uz1PLH2iQ7vjPLH0CaJNUbypjCc6dsEdnngimB5QVpaBYEVEJGdGWEVEMuapZU+l3P5U911S\nbhcRkfRRwioi+ce3cLuIiGRUTkwJEBHJpKP3PTrldt8hxT6634WIiKSRRlhFJO+UF5czYd8JnW6b\nsO8EyorLKC+HCZ13YcIEzV8VEckkJawikpfmfHUO4ZJwUlu4JMycr87Z3GdOUMYqqU84aBcRkczR\nlAARyUtFhUXUTK1hXuM8Xlj+AuP2HMfEkonJfYqgpiYoZfXCCzBuHEyc2MUORUSk3yhhFZG8pIUD\nRES2HpoSICJ5qWpuFXVL6pLa6pbUUTl381rXVVVQl9yFujpotxy2iIj0MyWsIpJ36pvqqW2sJe7x\npPa4x6ltrCXaFKW+PhhZjSd3IR4P2qPRDAYsIpLnlLCKSN5pjDV2u70h1kBj911oaEhjQCIi0i3N\nYRWRvFMyvKTb7aXDS/Huu1BamsaARESkWxphFZG8U15cTrgkTMhCSe0hCxEuCbfWYQ2HIZTchVAo\naFcdVhGRzFHCKiJ5KTI5QsWoiqS2ilEVRCZHNveJQEVyFyoqgnYREckcTQkQkbzUUoc12hSlIdZA\n6fBSyoqTh01b6rBGo8Gc1dJSjayKiGSDElYRyWtlxWUdEtUOfcqUqIqIZJOmBIiIiIhITlPCKiIi\nIiI5TQmriIiIiOQ0JawiIiIiktOUsIqIiIhITlPCKiIiIiI5TQmriIiIiOQ0JawiIiIiktOUsIqI\niIhITlPCKiIiIiI5TQmriIiIiOQ0JawiIiIiktOUsIqIiIhITlPCKiIiIiI5TQmriIiIiOQ0Jawi\nIiIiktORs0+/AAAgAElEQVSUsIqIiIhIThuU7QBERLKtvqmexlgjpcNLKSsu67i9HhobobQUyjpu\nFhGRfqaEVUTyVmx9jKq5VdQ21ra2hUvCRCZHKCosIhaDqiqo3byZcBgiESgqykLAIiJ5SlMCRCRv\nVc2tom5JXVJb3ZI6KudWBturoC55M3V1UFmZqQhFRASUsIpInqpvqqe2sZa4x5Pa4x6ntrGWeS9H\nqa2FePJm4vFgxDUazWCwIiJ5TgmriOSlxlhjt9tfqG/odntD95tFRCSNciJhNbPdzexuM1tlZuvM\n7BUzO6hdnyvN7J3E9sfNrDRb8YrI1q9keEm32w8t7/4jplSfQCIiGZP1hNXMdgKeAz4BwsB+wKXA\n6jZ9pgEXAecDhwBrgVoz2ybjAYvIgFBeXE64JEzIQkntIQsRLglz3JgywmEIJW8mFAouvFK1ABGR\nzMl6wgr8AHjT3c9195fdfZm717n70jZ9vgNc5e6PuPu/gDOB3YGTsxGwiAwMkckRKkZVJLVVjKog\nMjkSbI9ARfJmKiqCdhERyZxcKGv1FaDGzO4DjgbeBm51998CmNlIYDfgLy0PcPc1ZvYiMA64L/Mh\ni8hAUFRYRM3UGqJNURpiDR3qsBYVQU1NcIFVQ4PqsIqIZEsuJKyjgAuB64CfEpzyv8nMPnH3uwmS\nVQdWtnvcysQ2EZEtUlZc1umCAa3by5SoiohkUy4krAXAX9398sT9V8zsAOAC4O7shSUiIiIiuSAX\nEtZ3gcXt2hYDpyZ+XgEYsCvJo6y7Agu72/F1113Hvffem9RWWVlJpap+i4iIiGRMJBIh0u4CgOXL\nl/f48bmQsD4HjG7XNhpYBuDuS81sBXAssAjAzIYBXwRu6W7Hl156KVOmTEl7wCIiIiLSc50NGM6a\nNYupU6f26PG5kLDeADxnZj8kuIDqi8C5wHlt+twI/NjMGoA3gKuA5cCDmQ1VRERERDIt6wmru79k\nZqcA1wCXA0uB77j7PW36XGtmQ4HbgZ2AZ4Dj3X1DNmIWERERkczJesIK4O6PAo+m6DMdmJ6JeERE\nREQkd+TCwgEiIiIiIl1SwioiIiIiOU0Jq4iIiIjkNCWsIiIiIpLTcuKiKxGRbKhvqqcx1kjp8NIu\nl2atr4fGRigt1fKsIiLZooRVRPJObH2MqrlV1DbWtraFS8JEJkcoKiwK+sSgqgpqN3chHIZIBIqK\nMh2xiEh+05QAEck7VXOrqFtSl9RWt6SOyrmbV2GpqoK65C7U1YFWdhYRyTwlrCKSV+qb6qltrCXu\n8aT2uMepbawl2hSlvj4YWY0ndyEeD9qj0QwGLCIiSlhFJL80xhq73d4Qa6Cx+y40NKQxIBERSUlz\nWEUkr5QML+l2e+nwUrz7LpSWpjEgERFJSSOsIpJXyovLCZeECVkoqT1kIcIlYcqKyygvDy6wCiV3\nIRQK2lUtQEQks5SwikjeiUyOUDGqIqmtYlQFkcmRzX0iUJHchYqKoF1ERDJLUwJEJO8UFRZRM7WG\naFOUhlhDp3VYi4qgpia4wKqhQXVYRUSySQmriOStsuKyLhcMaO1TpkRVRCTbNCVARERERHKaElYR\nERERyWlKWEVEREQkpylhFREREZGcpoRVRERERHKaqgSIiIiI5JD6pnoaY43ByntNZTQ2qrSeElYR\nERGRHBBbH6NqbhW1jbWbGxvCMCcCHxcRDgeLlxQVZS/GbNGUABEREZEcUDW3iroldcmNo+rgtEoA\n6uqgsjILgeUAJawiIiIiWVbfVE9tYy1xjydvKIhDaS0MjxKPQ21tsAJfvlHCKiIiIpJljbHG7jsM\nb2j9saGhm34DlBJWERERkSwrGV7SfYdYaeuPpaXd9BuglLCKiIiIZFl5cTnhkjAhCyVvaA4FF17F\nygiFIBzOz2oBSlhFREREckBkcoSKURXJjUsqgioBQEVFUCUgH6mslYiIiEgOKCosomZqDdGmKA2x\nBkqHl0KsjIYq1WFVwioiIiKSQ8qKyygrTmSnxfmdqLZQwioiIiKSQ2obannx7RcZt+c4mhsm8uKL\nMG4cTJyY7ciyRwmriIiISA5ojDXyxd9+kab1TZsb1xbDr/8GH46kuBj+9jcYOTJ7MWaLLroSERER\nyQEdklWAoU1w/sEANDXBwQdnIbAcoIRVREREJMvmvDqnY7IKYMB2TTDycSBIWh9/PLOx5QIlrCIi\nIiJZ9oO//KD7DnstaP1xwYJu+g1QSlhFREREsqi+qZ7G1SmWZn1rXOuP48Z102+A0kVXIpL36pvq\naYw1Ujq8dHMpmfZ96qGxUbUQRST9GmMpktWPd4ClQYmAHXbIz2oBSlhFJG/F1seomltFbWNta1u4\nJExkcoSiwqKgTwyqqqB2cxfC4WC1maKiTEcsIgNRyfCS7jtE/tT645/+1E2/AUxTAkQkb1XNraJu\nSV1SW92SOirnVm7uUwV1yV2oq4PKSkRE0qK8uJxwSZiQhZI3NBdAQxiWTaCgIPiyPGFCdmLMtqwn\nrGb2EzNrbnf7d7s+V5rZO2a2zsweN7PSbMUrIgNDfVM9tY21xD2e1B73OLWNtUSbotTXByOr8eQu\nxONBezSawYBFZECLTI5QMaoiuXHJRJgTAYJpAJFIFgLLEbkyJeBfwLEExRsANrVsMLNpwEXAmcAb\nwNVArZnt5+4bMhyniAwQqeaMNcQaoLH7yaoNDZrPKiLpUVRYRM3UGqJNURpiDZQOL4VYGQ1VmjsP\nuZOwbnL397vY9h3gKnd/BMDMzgRWAicD92UoPhEZYFLNGSsdXoqnmFZWqnM9IpJmZcVlmy/+LFai\n2iLrUwISyszsbTNrNLNqM9sLwMxGArsBf2np6O5rgBeBPCzqICLp0tWcsZCFCJeEKSsuo7w8mDMW\najetLBQK2nUgERHJjFxIWF8AzgbCwAXASOBpM9uOIFl1ghHVtlYmtomI9Flnc8YqRlUQmbx5olgk\nAhXtppVVVOT3XDIRkUwzd892DEnMbEdgGfA94DXgWWB3d1/Zps+9QLO7d3qdrplVAbO+8IUvsOee\neyZtq6yspFKX94pIG23njHVVhzUaDeasai6ZiEjvRSIRIu2+6S9fvpyFCxcCTHH32d09PucSVgAz\n+yvwOPBboBH4vLsvarP9SWChu3+vi8dXAbOqq6uZMmVKBiIWERERkd6YNWsWU6dOhR4krLkwJSCJ\nmW0PlALvuPtSYAVBBYGW7cOALwLPZydCEREREcmkrFcJMLOZwMME0wD2AGYAG4F7El1uBH5sZg0E\nZa2uApYDD2Y8WBEREZEMaFkyOrSmlPh7ZXk/HSnrCSuwJzAbKAbeJ5izeqi7NwG4+7VmNhS4HdgJ\neAY4XjVYRUREZKDpbMloGsIwJ0L46KK8XRY661MC3L3S3fd090J339vdqxJTAdr2me7uu7v7UHcP\nu3tDtuIVERER6S+dLRnNqDo4rTKvl4XOesIqIiIiIl0vGU1BHEprie8YzdtlobcoYTWzbdMViIiI\niEg+S7VkNMODE8wNeXieuVcJq5kdb2Z3mdkSM9sIrDOzNWb2lJn9j5nt3k9xioiIiAxoqZaMJhas\nB52Py0L3KGE1s1PMrB74PbAJ+AVwKsHqVOcCTwEVwBIz+5WZ7dxP8YqIiIgMSF0tGU1zCBrChD4s\ny9tloXtaJeAygpWnHnP35k623wdgZnsAFwNTgRvSEqGIiIhInohMjlA5tzK5SsCSCpgTyetloXuU\nsLr7uB72exv4wRZFJCIiIpKnigqLqJla07pk9KA1pWx6r4zSK/JzZLVFLtRhFREREZE2yorLKCvO\n4wy1nV4nrGZ2fRebHPgYaAAedPfYlgQmIiIiIgJ9G2H9QuI2CHg90VYOxIHXgG8B15nZEe7+77RE\nKSIiIiJ5qy91WP8I/AXY3d3HuPsYguVVHwciwB7A0+iiKxERERFJg74krJcBl7v7mpYGd/8QmA5c\n5u7rgCuBMWmJUERERETyWl8S1iJgl07adwaGJX7+ANimr0GJiIiIiLToS8L6IPD7xGICeyZupwC/\nA/6U6HMIUJ+uIEVEREQkf/XloqtvEsxPvafN4zcBdxEsLgDBxVfnbnF0IiIiIpL3ep2wuvtHwHlm\n9j1gVKJ5SaK9pc8/0hSfiIiIiOS5HiesZvYm8FDi9kQiQV3UX4GJiPS3+qZ6GmONlA4v7bJAd309\nNDZCaWl+rzIjIpJNvRlhPQM4EbgF2NnMagmS1z+7+wf9EZyISH+IrY9RNbcqaa3ucEmYyOQIRYVF\nQZ8YVFVBbZvlvMPhYB3voqJMRywikt96fNGVuz/l7pe6exlwOPAP4GJghZk9YWbfNbNR3e9FRCT7\nquZWUbekLqmtbkkdlXMrN/epgrrkLtTVQWUlIiKSYX2pEoC7v+ruP3f3Q4F9CRYMOBb4l5n9y8y+\nlMYYRUTSpr6pntrGWuIeT2qPe5zaxlqiTVHq64OR1XhyF+LxoD0azWDAIiLSt4S1LXdf4e6/cfev\nENRivRzYsMWRiYj0g8ZYY7fbG2INNHbfhYaGNAYkIiIp9bpKgJkN62KTA5+4+wNbFpKISP8pGV7S\n7fbS4aV4910oLU1jQCIiklJfRlg/AFZ3cvsAWG9my8xshplt8eitiEi6lReXEy4JE7JQUnvIQoRL\nwpQVl1FeHlxgFUruQigUtKtagIhIZvUlqTwLeAf4GXBy4vYz4G3gW8CvgUuAH6QpRhGRtIpMjlAx\nqiKprWJUBZHJkc19IlCR3IWKiqBdREQyqy8rXZ0BXOru97Vpe9jM/gl8092PTdRs/R+CRFZEJKcU\nFRZRM7WGaFOUhlhDp3VYi4qgpia4wKqhQXVYRUSyqS8J6xHAtztpXwiMS/z8LLB3X4MSEcmEsuKy\nLhcMaO1TpkRVRLKnZYGT0JpS4u+V5e2X574krMuB/6LjKf//At5K/FxMMK9VRERERHqpswVOaAjD\nnAjho4vybhGTviSs3wfuN7Pjgb8l2sYCnwZOS9w/GLh3y8MTERERyT+dLXDCqDo4rZK6SA2VlcG0\npXzR64uu3P0hguT0MWB44vYY8Gl3fyTR5zZ3/+90BioiIiKSD7pa4ISCOJTWEt8xmneLmPRlhBV3\nX4qqAIiIiIikXaoFThjeALEyGhryZz5rnxJWM9sJOATYhXajtO7+hzTEJSIiIpKXUi1wQixYvSSf\nFjHpy0pXXwFmAdsDawhWuGrhgBJWERERkT5qWeCkbkld8rSA5hAsqSD0YRkVebaISV8WDrgO+D2w\nvbvv5O5FbW7D0xyfiIiISN7pbIETllTAnEheLmLSlykBewA3ufu6dAcjIiIiIh0XOBm0ppRN75VR\nekV+jay26EvCWktQxmpJmmMRERERkTZ6ssBJPuhLwvpnYKaZfQb4J7Cx7cZE2SsRERERkbToS8L6\nm8S/V3SyzYFQ38MREREREUnW64TV3ftyoZaIiIiIpFDfVE9jrJHS4aV4UxmNjUH5qnyct9pWn+qw\n9icz+wHwM+DGtqtlmdmVwLnATsBzwIXu3pCdKEVkIGl7gOhqrlh9PTpwiEi/ia2PUTW3itrG2s2N\nDWGYE4GPiwiHg8oARUXZizGbejRaamZf7+kOzWwvMzu8L8GY2cHA+cAr7dqnARclth0CrAVqzWyb\nvjyPiAgEB4hJ1ZMYffNoTph9AuU3lzOpehKr16/e3CcGkybB6NFwwglQXh7cX726mx2LiPRS1dwq\n6pbUJTeOqoPTKgGoq4PKyiwEliN6enr/QjNbbGaXmdl+7Tea2Y5mdoKZzQb+DhT3NhAz2x6oJhhF\n/aDd5u8AV7n7I+7+L+BMYHfg5N4+j4hIi84OEHVL6qicu/moUFUVHCiS+uT5gUNE0qu+qZ7axtrk\nRQIACuJQWgvDo8TjUFsL0Wh2Ysy2HiWs7n40MA2YCPzLzNaYWdTM/mlmy4EmgsUE3gQO6GOlgFuA\nh939ibaNZjYS2A34S5t41gAvAuP68DwiIl0eIOIep7axlmhTlPr64AARb3cMyfcDh4ikV2OssfsO\nwzfPgGzI08mQPZ7DmkhCHzKzEcARwD5AIbAKWAgsdPfmvgSRmHLweYL6ru3tRlB9YGW79pWJbSIi\nvZbqANEQa4DG7ierNjRoPquIbLmS4SXdd4iVtv5YWtpNvwGsL1UCVgF/SlcAZrYncCNQ4e4bU/UX\nEUmHVAeI0uGleIpjSL4eOEQkvcqLywmXhKlbUpd81qc5FCzHGisjFIKKivz9kpwLVQLGADsDfzcz\nS7SFgKPM7CLg04ABu5I8yrorwchul6677jruvffepLbKykoqNflMJO91dYAIWYiKURVBtYBiCIeD\nOattpwXk+4FDRNIvMjlC5dzK5CoBSyqCKgEEnzmRSJaCS4NIJEKk3S+wfPnyHj/e3D3dMfWKmW1H\nML2grTuBxcA17r7YzN4BZrr7DYnHDCNIXs909/s72WcVMKu6upopU6b0a/wisvVavX51hwNEuCRM\nZHKEosKgdszq1cEFVrVtjiH5Xl5GRPpPtClKQ6yB0uGlECujoWHgltObNWsWU6dOBZji7rO765v1\nEVZ3Xwv8u22bma0Fmtx9caLpRuDHZtYAvAFcBSwHHsxgqCIywBQVFlEztSbpANG+DmtREdTUBBdY\nDeQDh4jkhrLiss2fQ8X6vGmR9YS1C0nDvu5+rZkNBW4nWDjgGeB4d9+QjeBEZGBJOkB01adMBw4R\nkWzpVcJqZoOB14Avtxn9TDt3n9BJ23Rgen89p4iIiEgualmNL7SmlPh7ZXl5pqdXCau7bzSzIf0V\njIiIiIgEuluuNXx0UV7Npe/pSldt3QJMM7NcnU4gIiIistXrbrnWfFtxry9J58HAscBxZvZPYG3b\nje5+ajoCExEREclXLavxdZBYrjW+Y5Ta2jKi0fyYHtCXhPUDYG66AxERERGRQI+Wa02UvVLC2gl3\nP6c/AhERERGRQE+Xa82XFff6ModVRERERPpRy2p8IQslb2gOQUOY0IdlhMP5MboKfUhYzWypmS3p\n6tYfQYqI9Lf6pnoeiz5GtCna+fZ6eOyxYAEBEZFMiEyOUDGqIrkxsVzr1r5Ua2/1ZQ7rje3uDwa+\nAEwCZm5xRCIiGdRZ2Zi2y7PGYlBVpaVZRSTz2q/GN2hNKZveK6P0ivwZWW3Rlzmsv+ys3cy+DYzd\n4ohERDKos7IxdUvqqJxbSc3UGqqqoK5dVZmWcjI1NRkMVETyVk9W4xvo0jmH9TFgchr3J5I3Up2O\n7tBfp6fToqVsTNzjSe1xj1PbWMu8l6PU1kI8eTPxeDDiqtdfRCQz0ln8/zQglsb9iQx4qU5Hd+iv\n09Np9dQbT3W7/YX6BqDrUY2BWE6mZQnI0uGlHUZ06uuhsZG8XBZSRLKr1wmrmS0EvG0TsBuwM/Ct\nNMUlkhdSnY7u0F+np/usbSJWPLS443KHnXjoju7rxQykcjJ/ffuvXPjIhfx9xd9b21q+PPn6Ik46\nCZ59dnN/fVESkUzqywjrn9rdbwbeB55099e2PCSR/NDVKiYtp6OjTdGkEa76+uSR1db+bU5Pa9Sr\no85GsYsLi1m9fnXXD2oOwZIKXn688xc0FIKKioHxene6VnlC3ZI6Trunklf+Xw1NTcnbHn9cX5RE\nJHN6lLCa2fXA5e6+FpgPLHD3jf0amcgAl2oVk4ZYQ1LC2phi0ZOBeHo6HTobxW5a39RF74RE2Ziu\njBs3cMrJdLpWeULc4zzxZi14lPZTI5qb9UVJRDKnpxddXQxsn/h5PqCTQCJbKNUqJqXDk883l6RY\n9GQgnZ5Ol64uqurWg7+B6hr4uOuPuR/9aGCcCu/x6zO8octNDV1vEhFJm55OCXgDuMTM5hHMWR1n\nZp2eT3P3p9MUm8iA1rKKSd2SuqSEIWQhKkZVdLjgpbw8mDdYV5d81fpAOj2dTrH1MSrnVvb+gcuO\nTtlloHw5SLlWeYu1O3e5aeeuN8kA0zIPPLSmlPh7Zbr4TjKqpyOs/w/4L4LRVQceAJ7s5DY/veGJ\nDGydrWJSMaqCyOTOzzdHIkFymtQ/z1Y76amquVW8suKVnj8gsdwhsa6PwKEQA2opxJRrlUPwiX/s\nj7vc/OOuN8kAEVsfY1L1JEbfPJoTZp9A+JFyTpg9ifLPrmbSJFjdzXRwkXTp0Qiru/8J+JOZbQ+s\nAUYD7/VnYCL5oP0qJp2VEkrqXxRc5BKNBqdiNcLRua4uaGtRQAHDtinigw1t5rJ2Mm/VDLxNTZSB\n9uWgq1H+JAaU1sLwaKfJvOaxDnydznMeVQenVVIXqdHFd5IRvaoS4O4fmdl4YKm7b+qnmETyTm9X\nMSkrU4LQnVSnuj+/2+eZtnsdXzt7VTA/M1baaTJ23HFw9dXw/vsD98tBZHKEyrmVKUt8Ba9T5y+A\nLvgbuLr88lcQh9Ja4jtGqa0t05cW6Xc9rRIwrM3dhcBQM+u0r7uvSUNcIiJ9lupU9z2n3YM3FUGs\nqMskbN48mDixP6LLLS2j/PMa5xGuDnfdMdb1xN2BMqdXOko5zznxRUZfWqS/9XQO6wfA6hS3lj4i\nIlnVcqo7ZKGk9pCFCJeEKSsua72ILZTcpXWeaj4kq20dV3Ic4ZIwBe0OCy2vWfjgMgraHTEG2pxe\n6SjlPOfEFxl9aZH+1tOEdTwwIcWtpY+I9EJ9Uz2PRR8j2tSzhenr6+Gxx7SOfSo9uaBNF7FtFlsf\nY2PzRpppTmo/ep+juXVChI0bg9qrSduOzs/XKp909eWv5SLF0Idl+tKSZm2PCfq836ynF111v+C2\niPRaZysMtSyFWVTYschnLBYszdp2tSstj9m1nlzQpovYNquaW8VTbyR/1IcsxODQYL71jSKeancU\nCIVg8GC99/JBp/OcExcp5usXvP7Q6apzDeHgYtCPi/L+89687SWwPXmA2VHdbc+FOqxmVgXMqq6u\nZsqUKdkOR6RTk6ondVmDtWZqx0tuJ03qugarrtCVLVHfVM/om0d33eGm+i7n+tbX52+Sn29avvwN\nWlPKJtVhTbvOjgkty0RTXTMgP+9nzZrF1KlTAaa4++zu+vaqSkDCk520tc16Q51sF5E2urryNu5x\nahtriTZFk0YD6+uTR1Zb+8dVVki2TI8WWFCFAKH31Uyk51JVY2B4lHisLK8/73s6h7Wtona3XYBJ\nwN+A49IXmsjAlerK24ZY8nqXjSku1NXymNJXPVpgIUWFgPbzsDXvTqR3elSNISFfP+97PcLq7h92\n0vy4mW0ArgfGbHFUIgNcqitvS4cnJwglKS7U1RW60hepFlgAYMmELkdXxx4Z4+IXk+fcFa8O03R7\nMOcONM9apCd6Wo0B8vfzvi8jrF1ZSbACloik0JOyS0n9U5RgysfTQ7LlUo7qpLjE4fUDOq6A1LRj\nsAJSi7o6qEwx40Ak36WqxkCsLO8/73udsJrZZ9vdPmdmk4BfAf9If4giA1NkcoSj9z06qS3ucT78\n5ENWr+9Y0vjWW2GnnZLbdtgBbrutP6OUgazAUhwCDBj1RLAsa3vF9fxn19qOS7q2mXMHyfOsRaRr\nnZXia7tkdL5XZOjLRVf/IPje3X6pqxeAb2xxRCJ5oqiwiMEFgymgIKn25QvLX6Ds/8qIXhxNKm/1\nrW/BBx8k7+ODD+Dgg4NkQKdcpbeavTl1J+j8oquinq2A1EIXZ4l0r7NSfMTKaKjK75J7LfqSsI5s\nd78ZeN/dP05DPCJ5o7v5g03rmzgxciLPfOOZoG8XVQIAmprgxBPhmWf6K1IZqFLOm2vR2UVXq3s+\n5w7yd96dSG8lVWMoVqLaoi8XXS3rj0BE8k2q+YPPvvVsa3mrVFUCnn02f0udSN+NGDqC4sJimtY3\ndd7BQ9BY0elFV6EPyinYWMzGwe0e68C64qTH5PO8u61dfVM9T/2zEVtdytEHlOnvKFnT4zmsZjbO\nzL7cru1MM1tqZu+Z2a/NbNv0hygyMPVkdKulvFWqKgGQv6VOpO+q5lbxwccfdLl9+OoKmNv5pLlx\nX67vmKxCMFlsu6akea9XX72lkUqmxdbHOPaOSYy+eTTnP3UC5y0qp/znRzFuwmpWd5xiL9LvenPR\n1RXA/i13zOxA4HdAHXAN8BXgh2mNTmQAKy8u54i9j+i2T0t5q/JyOKL7rjrlKr3SMiWlw0VTCb8/\nZh6xm2pgfeeTo8/6Xs/rRr7/fp/DlCypmlvFE8uSK0CwzzO8MLaMkgOUtErm9SZh/Tzwlzb3vw68\n6O7nufv1wCXAV9MZnMhA99DXH6K4sLhDewEFHcpbPfQQFHfsSkGBTrlK76WakvLWO5u63e5Nqhs5\nULXOr7dOvsxs18Tq8ImceGLm45L81puEtYig1mqLo4HH2tz/G7BXOoISyRdFhUVEL45yxF7Jw6cT\nSyYSmZx8KraoKJin2n6kdeLE/C51In2TakrKoeXdZ5nHHKi6kQNVyvq8+zzLs/+OqlSZZFRvEtaV\nJCoEmNk2wEEEpaxa7ABsTF9oIvmhqLCIZ77xDPUX1fNo1aPUX1RPzdSapJJWrX2LgmoA9fXw6KPB\nvzU1KmklvZdq8YrjxpSlXKxCdSMHph5VjxjeoHnzklG9qRLwKHCNmU0DTgbWAW0L6XwWSPG1TES6\nklTKJFXfsoE9alXfVE9jrJHS4aU9ek3q66GxUbUKeysyOULl3Mqk8moVoypaR/cjkWCVqrYl1dom\noS11I+c1zuOF5S8wbs9x7Ns8kSePAjM4+mh9mdoatcyvf/bNZ7vuFCvVVA/JqN4krJcDfwSeAj4C\nznL3DW22fwOY19sAzOwC4EJg30TTq8CV7l7Tps+VwLnATsBzwIXuru92IgNMbH2MqrnJa9OHS8JE\nJkc6HXGOxaCqKjmhar92fU+S33xNeDsrVN72NSoqCkbwo9GgCkX716ezv1fx6jBNt0fg4+AP0P7v\nIVuHh77+EKU3lRH7uF0liOYCWDKR8MEqcSWZ1eMpAe6+yt2PIpjLWuTuD7Trcjowow8xvAVMI5hi\nMMSWAz4AACAASURBVAZ4AnjQzPYDSIzoXgScDxwCrAVqE9MSRGQAqZrbcW36uiV1VM7tfDH6qqpg\nrfqk/om162PrY0yqDsrynDD7BMpvLmdS9aSkZW9jMZg0CUaPhhNOCKoxTJpE3l0BXVZcxvFlx3eZ\n0JeVwfHHd0zmO/t7Ne1YB6dt/nu1/D1k61JUWETDJVEO/VS7SfNLJjIhFtFUD8k4c/dsx9CBmTUB\n33f3O8zsHWCmu9+Q2DaMYD7tWe5+XxePrwJmVVdXM2XKlIzFLSJ9V99Uz+ibR3e9/aL6pISqvj5I\nNLty5O2TeH5FXVLZppCFqBhVQc3U4ATOpElBQhVvczF0KBSc9q6pab/H/NLVyHTLaHRol3rCj3Tz\nB7ipPmnxgPr6/Bq9HkiiTVGe+lcDxLR4gKTXrFmzmDp1KsAUd5/dXd++LM3ab8ysgKA01lDgeTMb\nCexGm3Ja7r7GzF4ExgGdJqwisvVJdWXywhULkxKnblf/Kq7nmXc7rmUb9zi1jbVEm6J4U1mny93G\n48EUg3xaOaxtclo8tLjDaf4jdgtzzrD/z97Xx0dRnmtfswEloJDNQgGVz+wu1toC4dsmRkLChqig\nApas1B48grUVW9++pz16UEq1tbW19RBrj2LlVamLNrQVNWSTGIjJkUAggFZsJxsgfAgIOwlQCBqy\n8/7x7Gzm45l5Zje7ZLO71+/nT7Lz7Mzu7Mwz93Pf131dHqx/wYp6idZobwGWGux0xB5FwOrzJc/5\nTDQ4bA448lI/Xgq9i7gIWDmOuxHAdgADAJwDcKcoiv/kOG4WiNHfSdVbToIEsimkkEKCgNWZXLqj\nFHd/rVvq2dD9y2oc/PoEH9Bi/ABOhgCLykFNtyloEwBQ/1k16utLgHpZ2rmN0Uk+oxTY3/17pRp0\nEgMpq9begbSoTDtrR9fnjqTj2wNxErAC+AeAiQCGAFgE4DWO427u6U6fffZZvPnmm4rXSkpKUJIi\nVKWQQtyB1Zlcf6Qezf5mc0oKjGDKnmmHyIi3kiHAonJQOyh2q5YuwO4ldqtS1tTvBFpzgDE6neRj\n6pXjU+jTEDoELN7oRs1hWVniLy7kCx6UbbCmmupiBNqiEj4XUOaBK8/apxoaPR4PPCry89GjR02/\nPy4CVlEULwE4EPxzD8dx0wH8AMAzIM7Uw6HMsg4HsIe13x/96EcpDmsKKfQhrJy+0lBKxyf4QgGr\nISXA70T2YBf2nVNyWC2cBd8c9U2yDxvpYKdxWCdO7Ok3iX+E3IzCQaZPGYDuWKkfsKrGJ0PGOpHh\n3uTG1tZq8kSWML4aNShBSUlF0nO+YwXaohLjSWNjtacCJSV9h29PSxjKOKxMhGMccDlhAXClKIoH\nAZwAMEfaEGy6mgHgw176bCmkkEKMMGnEJMPt9szutKchJQDAr2dqRe0DYgB1h+tCagEeD2mwkqOr\nC2hqSnzFAKabEQ0yu1WkC6Tsb3J8MmSsExXS4kZUW7UGM+/expTrVSwgnXf5ohtA6Lx3DWkO8e2T\nAb0esHIc9wuO43I5jhvDcdyNHMc9DWL7uiE45DkAqziOu53juK8DeA3AUQBv99JHTiGFFGKEoQOH\nor+lP3WbLd2moAM4ncDs2fr7emYN0RjNGZUDi2qqk6SyJJ1RngeyswGLakZMZEkmU25GEgKWkN1q\nCAvdwKjtOuPTFONT9qx9F7yfx/PbNhoPSrlexQTMRWUmOenJcu7jgRLwFQCvAhgJ4AyAjwDMFUWx\nBgBEUXyG47iBAF4EMQ6oAzBPZVqQQgopJAAWbFyAzgDd4dnf4ddwWDs69Pfl9QKVu3nUH9GWrOVq\nAQ6bA6JIsqqacQmsGCBZs1YfqNZmcNTosIbsVgEANp5wWvVwZJZi/FNP9fDDpnDZQeWs6g5OuV7F\nAsxFZbCCkSznvtczrKIo3i+K4nhRFNNFURwhimIoWJWN+akoiteIojhQFEVXyuUqhUQE7+expXkL\nmv3m6js8D2zZkjjlIN7PG1tBItjdL43ngYYG43028CbUAsDgwyJxMxiehVraBBWD/MDA091/M1QY\nUPdYyOkKAE6divADptBrCHFW5VDLtgcz6SnXq9hAWlSmcWnKDcHznnbGkVTVi14PWFNIIdlhxpFJ\nMT5B3ZnMcCrlHFZWkAkAM51stQCAzYdN1AyGZM3KP8RjzS0Mo8JMWdTOkrQSlCcsUc9fokKXs8qp\nBh4oSLlexRjUReWBAqDMg4ICJNW5TwWsKaTQy4imHWlfBqv8lTMqR0EHYAWZOTnA3Cn0DEUalwZX\nliu0P6eT8CzTVImMtLTk4F86bA4suXGJ8SB5EOp3Eo5qgJ75kbiryXL+Eg2mGvJaczHzWErSKtaQ\nLyrL3eWovI1HubsC/EdWVFT0HUmraCAVsKaQQi9CrwtUzrFUjOcJp7JLlfiQcy37KnTLXyANV5tL\nNivH6wSZAGCzAZuDw2kZioLxBfAsVKYmaIoByZTBYJ3/3KlDwckzbGUekumRjztToOCuJtP5SySY\nasgb9SEari3p8wvlvgKHzYF5jnkonOLAvHnJuQhMBawppNCLYGUy5JxNIPG5lrTgMnd0LppXNsOa\nrk0l0ILM3FwSuEuZB3WGgn+IR8XSCs3+5IoB5eXk/8mWwfAs9CBjQIbm9baONnxyfQlEOYfxohXY\nUIGZO7vP6+nnSOYnWc9fokBavHAiZTUoIQElraQ+gsrdzQnVH5AoiAeVgBRSSFqwMhlyziaglV3S\njO/jXEFruhVr563FB60fACKQNzbP0NnKagXWrgU++ID8nZenn3kQNR0jWvA8WRQko+0hAJy6cIrq\ndBVAAEKml+pc1VDugP05Bxw28rfDkZznLtHgWejBoo0lbJWATB98vr7ddJVIblKJjFTAmkIKvQSh\nQ8DDWx6mbkvj0lAwviAUrAkC4a56dZ4daWkk05hoDw1XlguehR5qdpV2TlwuaB4uZvZrdl+JDlO6\njxSr1ZSLVeLBmm7F+8sqUNlSCdcGl/7ABJC0cm9yo6qlSvliL7lJ8X4eLUIL7Jl2OGyOpF9Ey5Gi\nBKSQQi+BarkXhJpjSWu0UoxPAK5grJrPzOw3URvZwoVZ3Uc1+nrAkoI+5mbNpdMDEkTSauexnfC2\neBFAQLnhMrtJ0dRihv6wCBMmtiWUGkxPkApYU0ihF6BruRdE6bzSUPZPr9FKQmVl3+cKxqr5zMx+\nE7mRzSwk7h4HTldVYfDnLljalZFJSgUgOeBZ6MHsMVpppUSQtHrwvQeNB1wmNynawto/hGR5AQA2\nHlUHt6DwW8nLr01RAlJIoYdQl3CY43lg4252s5W0L1aj1aVLpj9q3MJM85n83JppPnM4TDa1tRj/\nZolc7qbRJfLH5SNvTB5qDnX7t3Q1F+BsmQfqJFQiZPZTYEOiBzT7m1H7dx8g2JHn7tuZVYDM3U3H\nKRZ3clwGNylpYa1BMMuLZbnAmHoEAOwGUPxGcvJrUwFrCilECNrDPnd0Lt5e8jabc2nLAlbq71ve\nbJUMovbhNp+ZPSdm9ismwfnVAy2rU3uoFgXjC8A/xGPJ933YW2NH4FR3ZJKWBkycCGzcmLiBfAp0\nOGwOOPIS50dncrY/ywYEB7KzY3utMz/HqA+Vf/cSv7a3kaIEpJBChKA97OsO18FR6qC6VCl4kjrC\n62pBeyA5RO31NEBp5wMwf07M7DcZzi8NLLrEwUNA05vzFMEqQKgSTU3K/cgthRPNMjiFxAWTs/3O\niwCAF1/s5c9h6V1+bbwgFbCmkEIEMOKg+jv8mO+ZrxxP40lShNdpgvZAcojamxX4D403eU7M7DcZ\nzq8arKxOA29M2tvzj1STSAp9G7pmGcGGsrTPp8LlAqZO7a3PwQjRLhO/Nl6QogSkkEIEYD3s64/U\no9nfbMxDDQqvI7MZyPShcqMdhVPo6TxJ1L65mUxOiShxIgn8N/ub4RN8SLOkoSvQhdMXTlMpFupz\nkpZGFgSnTys5Xer90rjGyXB+1WBldWY6jbkQzx9348MTOk0iG0iNUlJaSJaSZQp9D56FHpRsKlFy\nSA8Qx7bLuWilfY6MczehfUi9/psuA782npAKWFO4bDDbnNQXdOfMWBfKG4UMOZeCAxAcuPQ5+7jJ\nIMpuG2jDyi0rTeux2mzAypV0DdVTAeU1p3fdya+5efOi/pXiEkMHDoUt3aYxCrDAgsKsQkwd54DN\nBvhVPgIWC3DT7Tzqjhs0iQQNBuRKC4l+3abQN2HGUORyQG9hffNLRfjf49UIQFaeC6QBBwqQdsaB\nggSmLamRogSkEHPQ9OWKNhRpeJ6CQEqIEyYg7kuKTpsTOaNzDMfIG4WcTiDHeDjSvqLkArKQqFzB\naOixVtULcKxJrGsu2nBvcqP9YrvmdWu6FZ6FHrjdQJuFB+xbSAAqbbcCi5abMBiQIVlKlin0PVD1\nsKWmpl7QYnbYHJjnmBdaXL/9bQ8Ks7SSYpc7AxwPSAWsKcQcNBcRWgDidgNVKrOReBZv37xkM2zp\nNs3rFliojUKbN5NsoBrcQAG2HxTB9a5xcCUhkYOsaOmxBu50k/K0DHrXXDIaBrA42O/v9cE7rAiB\n708AlhYDDzuBpUXAgDb4/cAPvxOewUCylCxT6FvQvQ+kpqbRVfB6tc+lywkp88o/xKPcXY7K23iU\nuyvAf2Tt8/rb4SIVsKYQU+i5iKgDkJ07SeARUDVDxrN4uzXdiuaVzcgZpUydFmYVUhuFrFbyPdSZ\n1szlbrRnRt/hqS/ClG6qfDxtuI0nZWmLcdCbzIYBrPP8n3XfJVkmOcbLRMx1VC6kZhXJvjXRlRZS\n6Ntgykl9Zy6wtAhz57f1elJAyrwWTnFg3rzkvKdSAWsKMQXLRUQKQB5kmI3Ea0nRmm5F3X11odUv\n/xCPiqUVVK4lQILWujoSLJWXA95dPPzW6Ds89VVERY/Vai7oNWM+kKhgneeWjiZNwK/gpwJUlYvB\nFyYC7z8V+nviROCpp5BCCnEJM70IvUkPSEGJVMCaQsxgxkXEnmkHzyt1Hanj4rykqOYdMcc7SHNP\n1+AoZBTl4/t4kOW0OZEzKgcW1dRkpMeak0MagUJoMxf0JoMhgx6M9GmzR2Ybv1nip0oqFy/tJALr\nAM5e1QQ8MA2Dv0foA01NwLRpiUNZSSGxoCsnJUeSap7GI1IBawoxA6vckj0iGw6bgxmExdplpDcR\nK4envgipOa/+SL2GQkLTY5W4vPX1KiqJ3wlbG9uEIFkNAyTo6dP+z63/Y/zG88OUf+c/DozYp3jp\n7FAZfQCJQ1lJIfHgWehB3tg89sAk0zyNR6QC1hRiBlYw9uu5vybjGEHYr38drU8Uf4iVw1NfBK1b\n18JZkDs6l0qzoHF5LRYgNxdofpptFsD7edz39BbMuk2ZMpF33iaCEoPaiUqCupnDexuPH9gqkHFh\nGvLH5dN3JgKYs6r7bx2+sJo+kCiUlWQE7+exbtsWvPzX5oT8/USI2HdiH3tgkmmexiNSOqwp9BpW\nb12t/2CUj1sN5LOH9VnQBKNZDk8lJUrd0b4ubyJ166oREAOoO1ynMGEAurm8mvEBwhE+fVTfLEDo\nEODe5O4+3mQgt9iFh0Z6MPl6KxyO7uwtTdu1r3Tlar4ngNzRuXh7yduK4N/GObBypUPxXa/+4QUg\ng7JTDgqdVRZfGCP2hBqwAJKd6suLqmSC0CFg8UY3ag7LLoy/uJAveFC2wQqrFfD6vNhxbAf6n5iF\nzn8WYtYsoLCw9z5zJFiwcYFGi5iKIYcAwYFDh1LXcG8hFbCmEDOYdYNqaTG+++vr41t43KwhQmi8\nyhjBjBOTHInoymRGHUB+TsxweR0OUM0CaJncD09UY+DAElQ4iCWTkRJDX3FtWvznxag5WKN4re5w\nHexr7fA97AsFrbfey6OhpQXItJPg0sbjXEaD8c4zfWQsgy+MGaXA/rtDf6ayU30H7k1ubG2tJosU\nCeOrUYMSzP+33+PTb85QBnrnbcDiRtj6jUNjIzBu3GX/yGGD9/OoP2zgJCXHqO3AwUJs3973gvJE\nQSpgTSFmMOsGlZXFjrbiMTNDy2AZOTIJAgmE9LJ2Rk5MNCSS69Xl4vLqZXIlVYaXd7+M0ciD16s9\nsVJZ++WXgby8+D73O4/t1ASrEoSLAuZ75uPtkrdx6ytuNEzzAtOCG30uoOk+9gEknVW/E2jNAcbo\nPPTH1HdnY1PoMwjdJ5xqQ5DqUX9hKtChMp0Y6AdWTIP/16cxbRqxSI537D2+1/zgI7MAALNmxejD\npMBEisOaQsxg1g3KjAtUPGZmouHIlGpGIQi3a12PyytxWPWCSVYmd/m7y+F6t1sknzpmefybNSx7\ne5nh9voj9VjgWYCGzylaqzNKjXfemqMMQHesNB4vc71KNaz0DTD1SQdqHdLAARjkB8ZVwe/vXbF9\nsyhtZFzrEi5kAAcLkZGRyq72JlIBawoxhVk3KD0XKIslPpuJWI5Mu47tUo5n6KfuUg5PSngWejDr\nOmX6okvsQtPxJqr7l8dDuLtySBxWvWDSlO4ioBTJ10G8LjZ4P4/9p/Yzx9Ufqac3S42pJ0Gp2hQA\nIGVfz2blaycnGR9I5noVjwvPFLQwfZ/QMI5k9mvoCf64QVh0AO9vAQC//W0MP1AKTKQCVhlo3bSJ\n0CXcmzDrBqXnAlVYGJ/NRKwMxAPvPqAcz0hYPPCA8fZEh9AhoGRTCQmidKDOXoui/v6kYFJ9T5vS\nXQS0IvkU9LTzXa97XzEmgvmHmR0zgx0rNaYAaM0FSpuJ/qoMrqlO5I+mnFOZ61UiqFgkE6T7hBMp\nv+mxKcZvziKp1XjPsIZ1n8z6DTByF37zm1RyoTeR4rCCzkXMH+0CyjyoKe+enPtal3C84NSFU7h3\n0r0oshdh+KDhyBubR+VqnjoF3HsvyY4NHx7fPEFWBqLpRJOis53FuWxqiu/GsliDRq9QQ+7+5bA5\nqBSL0NgrBHivWYAJz3cHwBK/mKbKoAupucgA4fKrzXCfWXxnI5jJjg3qPwjnO8/rDzgxmZgCZDYD\nY7cBIge05oWC1cpK4NAhgOPIfTr0Oso5PVBA3LDQ91UskhGehR4s2liiVAk4UICZ53+BhmsNgtZr\ndwOZzdi92xHXc1pYWeQR+4EHpmG/z4VpuR648qypWKAXkApYQX9Ybm2thphZAqC7JbivdQn3NoQO\ngdqpnD82H2V3lykezosXa0tI+flAWVl8TgpOmxMTh0/EvpP6+n3yznankxggGDl6xWNj2eWAXiOU\nHnyCD6LfQZW1AgCkC8BDTsKnk6GqpQolm0pQsbQCFUsrMPPWZuw4sQ2Yv0L3WJUb7TjUBKzQHxJ2\nmduI+1yxtOcqBRJ33Kjceb7zPGZeOxMNRxqVtIBAGgk0BQc5j8UrSaZZgs+F3M89ePZZqyqYtsLj\nqcDpQLfSBQQHfO7EULFIRljTrXh/GVEvqf27DxDsyHM7MOuvQ4EL0DZkyRFc6MXznCZlkasPVGuo\nXboYXwUsKkHVGxWpWKAXkPSUAD0uoshpS4Ip8evw4N7kxtaDWzWv1xyqUZR23W5gq3YYamrikyMo\nIb1/uuF2dWf7/zAMhJKV3xduCdueaTemWCxZoAlWASCAQChDy/PAjnIH0LSclK0DdOOGwikOLF8e\nPbMGFvdZ+mxGfGcz88/mJZsx+MrBhmM6LnVg4tWqsr8sK4qFbsLllYHLqsYn15foBtNyi2LJfjhe\nA5YU2OD9PLZ9HAxWb3TgAOclUlZGwSrQZ0T2aW5vhrAEALsXgYyUTWtvIOkDVubDMlPb1prqdGVD\nejCLoBMN1Q9nPT5ivE4KO4/tRMNRfa3KnFE5GtqDEecymWG2NCd3/9KlWNh4fYmlIHyCD7W1shfK\nPBq+5vVXKI0baA1ekZS5zejNmtGYZcGabkX1t40pFvtO7sMzs0uBtTywoTz4/wpS9tdxsBK5LgiZ\nxFddjtRiPrEgdAiYs74IE56fgBW1xVj+kRPOp+bgjnXfNX5jgAN8LljaHX2CsyxpYHuXmq/wAEjZ\ntPYSkj5gZT4sBe0SMd5XjfEAM1kzMw9nID4nhQffe9Bw+8oZWqmfB/XeYuMB+xbU/p39tE/EJkC9\nRihOlcaRu3/pyVoxnZcANH3WhP0nZCfwopUEarLAbcqnFTh9tJuLIpk18DxQXk7+X1ERPl3FwhlP\nuf0s/WBhzMr9TBK5pl07jSoJJkfXYB+yxzoA3zwlV5d1HikLeSA+79UUwkfINECOcVtxMf2Q8RuP\nZwNlHtx0U9/iLI/NGIvsEdngzIZEfSSDnGhI+oDVaXNSZZcggki4qBoubLb4XzXGA8xkzYYNHMZs\nRgKAYcOi8IGiCN7Po+m4ARkVwOQRk5Xv4Sn81XSB6H2unAAsJVkMtXSTBMkqdMIEoLg4/nVAwwWt\nNDc3ay4a729Eubsc/EM8KpZWKAwZaFnPG0ayL6hV21bhuQBFa1XoDtxee41+jnta5g6IAcPtlwKX\nEDAegkuXzB/v0W8+ari9n6UfHqUNYTlYURbyQOoBnggIVcc4FSeFE/WpACKArn7Aul3IGGBFXV18\n9h6oIXQIKNpAMslNJ5oggnHzBSx9KoOcaEj6gJX383QfYUkEWSVr4/cnVnYrVgjJohiQnVZtXRXK\nlHEGnKhVq2LwAXsAVvY4e0S2hg5AzSRTOIJ6xgOJbjogleb4h3hFgDp4gD4PU5319HqB3zzqxJRh\nDBcKCb2gtWrG0StSFy8a2i4ar2ha21vpix6/kyzYKTQWrkO7kAdSi/lEQUSyaByAtEtAZjPa2/vO\nM9KMOokCfTSDnChI+oA1xWGNHTwLPZhx3Qzd7RKP1eMBZugPiztuHCvouCLtCk2WVBOE6HAE5c03\nEqLRhNNXIDXt2AbaQpmP4jeKqcYBEmw24L//myx8iouB3T/ajP6dlKqJGmqt1SA1w6jRsqeUDCNH\nL4mfq0d3iEjLlNEcc/L8SXx8cYtWb9bGkwU75f1iumohHzxvfrEZlZWJR1lJNvTINKAPcTv1GiAN\nce0uYFEJrhjcO6UtSbu5cndzUt5nSR+wpjissYM13Yonbn7CcIxP8MFqBZ4wHhZXEyBLfL7xs0ZN\nllQThDA4gj6h+wtHowmnryEc21tN9pkT0XlkovmDjdyjoGbgYS1dYM+e6FEyaI5ecn4uQLI3as/y\nSJq88sbkGW5ftXUVSgXKdzbDYVVRWvCwE67Xi1B8V1vCUVaSCbqmAWaQ+wtgQBt+8Yv4/+0jNtgY\nX42azJLLWt2SUxeK3yiG610nit8ogvMbbUl1nyV9wBoucnJSZa9wYKYECrCF9eNtkeBZ6MGsUbOo\n22hZUkAVhDA4gnJJrL52bnoKM9JPobG07PPixcA4ik6aHqaXaqgZarpAaWl0KBk0R6/c0bka04CS\nEqBeJnaQmxuZaYnT5kT+uHxzg+Xf2QyHlUJpke8jkSgryQbPQg9mjwlD7knCqO3AohJs3x7/vz0z\nWfXXV+ivBysz3sbmmGQ45Q54UkXnjtcp1IXgvZZM91mvB6wcxz3KcdxOjuPOchx3kuO4v3Ic56SM\n+xnHcZ9xHHeB47gqjuOi8pgOlxKwUtv8nYIBzJRAAf2u73i1dLSmW/FYzmOGY+RZUoAEG/feG/zD\n76Tqf1qgPC9A3zs3PYUZ6afQWPVQGw+MryENIiwE0oDWHCKDpaJmSA8ly7Bm5OSQ4DEalAz3Jjeq\nWpSelR8e+VCjS6y2tfzww8gfSr+c80tzA+UUCZ3rE4E0ZJx2wZImUikt8n0kImUlWSCZBvAP8Vh3\nSznWfYM3xw0P/v5dQ+Jfp1S3Uha0FLZ0jDDeQaYvqtUtdRbV+bwTE54sQvH9jag7TqEu9KFzHS30\nesAKIBdAKYAZAAoA9AdQyXFcSJWd47ifAHgIwAoA0wGcB+DlOO6Knh48XErA5Mk64/ogYuVlrgat\nA1xdAgWip3V5OSB0CPhF/S8Mx8izpFKXv8IxiaL/OXnYLNw3+T5qdlZ9bmbNAu67L/EmKrNZeYCS\nfR5TC9M4UADsMF6BTsr3MRepZh9aO4/thLfFi4CqE1meOd65kwR5aqWASIM/3s9ji29LeG+SFumU\n6xMHCvDsTR5Myje/0E9EykqywGFz4P68ebj/Tgeqlm1GZnqmuTf2ES4r1TggaJ5x01fZsUE0q1vU\nBrDx1cCtDO3bPnKuo4Fet2YVRbFY/jfHcf8G4HMAUwBIRbEfAHhSFMV3g2PuBXASwB0A3urJ8aVV\nVlVLleZBgvM24MLQ0J82GzB0KPo8Yu1lrobUAd7s77ZtdNgc4P08Go42hP6Wur6bm8nNJ1k68jzQ\n0BB9i0fez6NFaAkd33AsT7J50mdwb3Jj+5Ht1LFpXBoKxhco9kn1vZf0PzObwV2zB0MKS7Eb9fhW\nGbns5b+J/Nzs2UNK1PX13WXjSH+beIPX58WOYzswZcQU7D25V5FVoJ1XALjhBuDTT4PGDIzE6lOz\nn8LJfdko/SmxDoWNNxy/8fd2iBQRETnMPLSEDgGFrxcajtnT6sPyQuPr0KzVJe0eNw1pkS67PonV\nJjlnuU8AOXOzMOF5E/tA4lFWkhXWdCsmDZ+EmkM17MF9RKdUz9gGAAZddCJ/tIvYtMslvoL2xa5p\njqg9j3TtqS1dwLXGEop95VxHA/GQYVUjA+SxIwAAx3HjAIwA8L40QBTFswB2AKCTCMOA0CGgM9Cp\nDVYBIL1NwWOTuGV9HWYaWmIho2S2A1zSurTZYqM9Siu9hKN/mnuHcXfprOtmKbLHel3+3QdxIHPO\nKziXoQyAaU1GDgfwyivAdlWs3Nd5TC1CC4Y+MxRFfyrC6m2rsfvEbo3IvjwrLwjAnDnkd9m/X+Yi\ndti4yejur92Nh1wykXyd0ne0u/YXbFyAs1+cNRzzs5/2w1njIaZNA8KW6wFCpVCNZJXgANqyYBnq\nQ86CZjgcZKGfM8IFC+jlVAiOhKWsJCt4P88OVoO/f9qZvqFTqpvVXFSCqiYe/qr78I1MVZhx1Ddp\nSAAAIABJREFUoAD5gieqlT8mNfGzbCo9py+d62ggrgJWjuM4AM8BqBdFcX/w5REgAexJ1fCTwW09\ngnuTG7WHdMqIQd9gScJFFPs+J+tyeZkbwWwHeKy0R3vUgQ7gw0+NJ5fHch9TCNyzuvyffIGH39qD\nJiP0fYmrGS/P0OghdwY6kTEgg2oc4HYDW2l9VX4nBgv0JqP8sfmhADRfPoRS+qZ17UdKV+H9POoP\nG9vFAsAnn7IdAcyYBpiV6+nH9Ve+0JEBvPMH5WsyJYCAuxj1k52Ys74Ic25tQ/0PPQj46OVUIHw6\nT7JL9sQ7THXVB6+hri6gszO+u9d175MgNzTw/QnYN+Fb2NdWD7TmAm+9iRve59H4gwq8/541qtUs\nJjXxnRep9ByUeeKWNhcLxFXACuAFADcAWHI5DmZah03VeNWXuSLR8DLfsyfy45vtAI9VYNbjDnQA\nAb95jiXA7vIfcUNyS1x5fV66eQeA9ovt6Gfpp6ABSL+LqFPNO/tSGXJHuhSvubJcKLu7LPR3WRnJ\n/gEIlb5z9vB4cz7dVasn1qym5XN03KPkMFP2Yx1v6deXYsqIKVrXrfR24HaVfzBFCWBrK5H1kVva\nWt4oR84eHt4frsWaVxpQuasZa9cSKg/rXk1J9vQ+vLt4/MyzBVW79X8sU/qssmuotja+qz5hyVqN\n+hDIfgX//NAREyMbVgMYjk9FmofMUeXuclTexqPcXQH+I2tEFtF9Fb3OYZXAcdzzAIoB5IqieFy2\n6QSIfPVwKLOswwEYhk7PPvss3nzzTcVrJSUlKAneRZE+SNK+wmNLs5L7qOY4xivMNLSIjHnpd78D\n7r47suObCZgdNoepwCyS82z2+IBBcHhhKOE3D1IGWRZYUJhVqOFYOp3A7Nn0jGB+PnDzjVnANv3P\nlOgSVzuO7TDcvv3odhRmdfM/WdcGLlrx6KgK/HGhkjMtB50v7QBgfFE5HOFfd2Ye9DkjXKinuEfJ\nYbbsxzreho830DfIVQIkfq9dy6sTOdU4wYFAhw31091wvRscz4M8aMs8wEWrIcfaqCxb7alASQn5\nrVKIPlo+EzDjGTf81u7fzfa6C40/8WDcSOWPJQVV1Qeq9ZM8cpUIwRFKLsTjMzEsgwRFR74jJt/J\ns9CDkk0lSi6rumKx3gGrNQ5Ppkl4PB54VOngo0ePmn5/XASswWB1AYA8URQPy7eJoniQ47gTAOYA\n+Cg4fjCIqsDvjfb7ox/9CPfcc4/udjVHToMABxyY283pShcweJlsUgaQP5pMyjXl3Td3X2+AcToR\nkvKhQcqaRHLD9rYua4860CUsdJNMggrWdKtG+UACx5H/5FlByY5W70FAazKS+JTV1crMb1oamdDi\n8cHAwoxrDWzOAI3IPuvaAIIBqM3BbKaLJACNBS4FOolo/0X9SUMqsbLmFVOBhREyfWTOM2MeIM2N\nRpqsGypCVB514GnYbCILEHbtAqZODf+rpGCMGc+44R+i/N38Q6ox7VclOP1cBXg/j9qPW8C12ZF3\no4MeVNEguzYiTS7EGoYN13oIfq9YfCdaczIEB3zu+E+EmYU8YSjhT3/6E5YuXWrq/b1OCeA47gUA\n9wBwAzjPcdzw4H8DZMOeA7CK47jbOY77OoDXABwF8HZPjq0pialxYnJodQMAWOjGv76iUx6TIZ4b\nYHT5uqrtCxcy9hOGepAcTpsTs8fOpm6TOIZAd1aSOi4/8puXJaS+csvKUPOVhusI6FqqAoC/w4/T\nF05rXud5oKZGW8IWRfJ6c7N56S+gb8l/mYHL7oItnW6laku3KbKrQHfQztFsR208sr9FsRpVIRpy\nbWax9/he5pgdn29TNHjSsG2b+XmFKtdjFlJFyYx5AKB/T5jQZDWrg/3AAyY/ewqm4d1FuPO0381v\n9WLS2lxMeH4CVtQWY/lHTjh/VoRFiwDPrRXwLmUErHGuEsH7eTxX9RZaT5wxH6wCl6UjX2pOdtgc\noQbkeApWzdBHYoV4yLB+F6Spapvq9WUggSlEUXyG47iBAF4EURGoAzBPFMUve3JgZkmgbGN3xiM4\nKasvbU15DEqeZTxdaABwvvO88QCG93gkkMtH2QbasO/kPuq43Z/txVvvtGHy9VbYbMA++jDs3Wsu\n00SD0CGg6TN9mRCp+apiaQVaWoAPPlANMGGpqs7qmaM30KW/aNCT/+rLaFzeiGnrpim4rLZ0GxqX\nN1LHezzAokUk4AdAmoMWugG7F00AnM9rpdqA6Mq1mUVpYylzjIhgg+fIXcBxeioxECCfWy/bKN1n\naZY0dAW6UDqvFAfbDuL1j17XpwEoPwRwMF+roDC+WhHUcGIaxJaC7nFhZGLVmanPzn1m/N6BhAXW\n1BSf82lfxo5m499tn/9DZUprfDVqUIKSkgqs/dNYZI/Ixt4Te5UBX1DySVKJiLeqj9AhYPFGN2oO\n6wTcgTTSOJbergzkg98r7YwDBQxqTug+PGtH1+eOhJifgfDoI7FCrwesoiiayvKKovhTAD+N5rH1\nSmeaCRmAxdZivA6Tl8eCiMdSyKZPNxlul7zHNxkPQ56xehAAuhZkxoAMtF/UltMB4MyXAr711/nA\n+jpkZADt9GEQBGD+fKCuTv/YehqrCzYuQPsXOjuGsvlq+lSHtis7DEtVCeHQG8yUsUNj46ScHQ2M\ns47D6R+fRlVLFbYf3Y5Z183SZFblsFqB998nQUxtLfCbU4vwzy+VJGFvixeL3lqE978TUsTDokVa\nLrHXS15//31EHWYVAkK4/QHgpd2GQx54ANgtG9IjzVUFKKvVd18Alk9X8LWHDMiAWP8HnJFeMJuJ\nhTYzdezcMeP3ZnQzxOJxPu3LmOHIIlxjPVhUTzzJkrR/LiY8r3NN90Al4nJg8Z8Xo6Z1q35ixtJF\nrnXJAU+CiY586n0Y5HG78qx9miYIsOkjlwO9TgnobdBKZ7PHEJ01Ocy4XqgRb6UQ1sNz5nUziaA/\nr89fBYCZM809OGjNFHrBaghj6oHMZt1gVUJ9Pb2ca6SxGk7w8P82++ifIQxLVQnJZq3aExRmFeKJ\nvCcMg1U5HA7g5jt5TbAqoeZQTUj5YedOHSksdFMzoo2wOpEB4JomJp1ByjZKMK25ynKr5URiays/\n/m3f0/C12zvacSZHpiYQvCc4MXxNVhZ/GUe6+cvxNp/2dbimOmFro9jvsjDqQ+XfgTTgWDYsv+eR\n21qB8r9Yw1LRuFzg/TxqDpq0ba57DFjLY42TdOS/dOdarKtowP/5ebOu8oVh82Ac0wTNgEUfuVz0\ngKQPWCWiM/8QH9J7fH8Z0VmTS9jU/Y1wHzn10kzkgAP5muxqPLpisR6ej8x8hIxjPGMfeYR9LNOS\nYTSoZMT0QJNwWvTWIk2mScq0hRM8vPo7g6cjRbfzmyPpfFMJvc07NWPDS33fZeR6RgqzvOxly1Qb\nbDxg7+a70njZPf3+YXUiSzBx/UvXflj3mVm6j3R8E9zUEMo8pColh4lsmxF/GZf6h+gRPeGtp6CP\nxp94wH2REd6baJnXa5sQ6CJVr1iVwHuq01vbGkbjRdDVbd7XZ+DZT1dixccTsHybvuQaS9OVNA/G\n9zxqBBZ9ZDt/efQUkz5glSARnUWIoQe7RHgWRfLQunCBYuXGiejXX7u/trbLt6IyG4ywHp6TR0wm\n4xjP2MmT2Z8p7MySHCb0KAFtxoX389h6SD/TlmYxkUkIWACfC8c+NphxJf3J17zgtq7BlP2V+GCF\nUrdTDYl36vUCa9YAlZWXJwMRjquX4n0Uh6941cQ8eV7tKaLdzvPEEQuAQgwfS4uBh53A0iKcD3R/\nuWh9f4l2xFQkkSMMPdaI7rO93zZ3fDPcVAnBe2LdN7oX/vwT5rJtjcsb0d9CmUQtl5iNaCn0DPyx\nUxDTGd7DZhEjT/to6fSe/4LRvwFo3KMe32sua8psrIzRublcmOEwDgpmOS9P+SMVsAax89hOTHlx\niuLBPuk3RZg1u408tL7No+Ek3Zbu0qgaTRlPapCI5YoqXIvRh+9h21AC0SlhR5RZCgaLGmtIFSwW\n+udgZdo+PfWpoUIAAOBAYSgrlJ6uM0YKeO51QZy9GrtvmMsMAqUAyOUCVq8G5s69PAFgOK5eivfF\nyGXMCJFkgXke+PzgcMMxw68arqwa6EgwbUJsrIk9Cz2wDjCxMtGzRpVBfQ9GdJ9Net3c8cPgpkrI\nuzH8DufOQCc6A53aDRYxlMmNFWUjmSEIwHd/ylawML/D2HTQR6vUbqrxUMZVffIF81lTZmNllM5N\nb7nB6dJHAmmwtblQOOXylD+SPmCVgr4ZL89A0wll9/i+c9VouC54N4STbZAhliuqiCxGTdhQAj0v\nYes6dxhBFiwaobBQ53MwSp4v7X5Jn8d38WrgxUaSOb1oBWw8usbT5ZEGL3PDYtee94L/KdGdQHor\nADRy9dp1bBf9fQyXsV30t0WMSLLA8gxo6Y+MOwDzxuR1Vw2yvLpl7rrjsbEmPnXhlK6TlwKyEroe\n1PdgKINrZioXOWMeq/r4OnxtTtQG1j3hY5uVtuqr2al4hdsNHPoKW8EihEAa+nfadN2YYuFpH61S\nO+/nsfu4cTMj3l6HUbXd7lGnu8xdl9s+ZvRGXMggZjMAzpzRH2aEeHCDK1v2goY+wn2Rgb/c9wed\nd0QfSR+wGjYsyLlarGzD+WHUl2PVKBCxxajMThEbyoHXvFg06gca/VC5FeVLLwHr1gGlpeGVsM1q\nQT6Xvw45e/juYFEH69YZW2KOHTLW8Dj7T+9HzSF6lhwDzgEj9gLXNIbKxV8u7i4XY0BwRrDxOPsV\nLwLQnvems144ZzZrJpBY2cyywAoEHniXLm7J4jBHWxMzkiywYgHgdxIeuahcsXDgkD+OaPsOHSXA\n9oMi4NtFhp9lT6uPuYgIN3Bi/Q5rblmDdd8wvv7XrKFf+0KHgM5ApzktSU7UX9S9Wkk/PmWBS2tK\n7Qkfm5klvgzal8kGnieNNIpOeDUuKoMT25kC7Ly/UTunHygAap7ExEVbsPw/o5v5i9ZixhR1pn0M\n5s3r/tPsdcnZGPsecCZEbYl07oyHhq5F678H8UplA6Z4ZTvueuVBnXdEH0kdsJpuWMj0dWcbRMqM\nLwKYozUYttli1yhgxmI0NJY2tMMGzPxv4F4Xlm+jZ7UEAVi5ElixAli+PHwen7yhLXtEtiYLJFER\nfpB7P+r+RtQJsrNJyV8xLpi9uf9+4/PJKnMzsWA5sGI6ycLJITn2AOxM+40eVDU1KyYQVgAYqQkD\nC6wJt+lEE7X8zuIwq7vUe4JwFl6h99AWAFW/BI4rydVzs+aibHEZADLht2eyO+lLf2bX1f+VEG7g\nxPodSm4swc1fM54oSkro1757k1tDhbFwFmSPzCY80mAz6brb1hnuf936S1izhrJBtsBd49RvSu0J\nH5vlox6LzF2yo6UFzLnslTteROVt3Z3yp5+rwKSx4xRNymVzdyI7G8CK6Wj6ajEW1UY382cbqNOQ\nJ8HkYsYUdeY7c/HShe7PPsxicF0ey4YljTyvRl/F2LeM2hLJ3BkPDV0plYA4gOmGBYmrVfMkXRKD\ng7ZrFoDfH/3yqQTWDdjP0i2xSw1AKDw+dVZLr4w9f5l5riHPA76dDryYU62RKrp+6PV4avZTob8d\nDrL/QpWi0fXXA089BUN4fV5zZVczUK9Jwsm0569G4PtOeIcVYdcnZLY2DABtPJb/agty72g2NbmH\n07XutDkx+MrBhmPkC5vQ+5xkIjZ8X5TKs+EsvELvkb9F4hM/MJ1IQgEYPeBraLy/ERVLSSOcmYVp\nGpeGnBEu1L/t0GTCJehxp1nQC8jk3PFIeON63ysgBtB0nJwLqZl0lHiz4Wccc5UdS5YYDBAcKJk6\nTyHb5nAAWdN5+NA9F0SqqkCtxpjQvkwhMmRlgTmX5dgno3CKA0+UzNNwFKXral3L49h3LnaZv4e3\nPNyzHQRhmqKm+uzU61JSRfi+E003FMGVMwy2NhONlRFSW+KBMpNSCeglyBs7mKsuEUrJqoFa200F\nKDzWWFkKsm7AuRvm4ub1N6Oto037MNSRq5FntahZrHQBXSVFqJ9srslL3mU9bZqIxiZlY8Unpz7B\ntJenYdYfZ4X2IYrEM10x7hNg2jRg4kT9BcCOYzt0z5UEV5YrfF6tHPJMu5p8rl7HjK/GA5VktqYG\nI6pO9frJTjjW6PM2I+la5/08zn5x1vAr0YwOAODRRw3fhn5Rshxh3YO6RgySJNWSBZqF1+GLn6Do\nT0HtXR7YWMlemBaML8DKazwaqSs5Jk0CnnwyegGZmjseLm88nGA/cErnug3iPz9YiWGj2qhBs4T7\n/oPHW3vI3EnjHQ/9YREmTGxD8bd5OIvJIqyx0dz50qivpBBTOJ2kkYZQabTb+3Vmot+XxrqMsc78\n8X6ePa+HEay9UPwChlzJkPBSffbTR42rhBhfBSwqQdvLHgw693XjfXeRSZM1d8pjFJ4Hjn7c+5SZ\nG8YYZ7pTKgFRBm2CvX/z/ci9Ll8reB2CWnOVcbq6tFdiNMunarA4onWH6+AodaCto035MDRhL0ot\nYy9erCmXV7ZUYtGfF1GHVlbKXljohjCYLjnVcLQh9Dndbn1x948+IoErLVBjCZBf3f9qeBZ6ouOx\nTuH10bKyTWe7S9qaYISS4fYPqcaC1+kpiUiatlgBTfaIbF1XrUGDDN+qdQCLEAfbDhpurz9cr8jm\nCx0C3OUySaox9doyFQB/hx/j/2s+JkwAVq80nvC/trsSbyx8A6WflWikrkLcZQADBwLTp0cmc0XT\ne65YWoFTF06Fvp+cNy4vtZ86RQ/6wgn2s7JAv26DaDpLtIo9HoqLXXBxVT95Ar61mcydjrVOeH1V\nimH+IdXASodiETZ9bRGK72pjnq944OglGzweUCUZAeBSPwHTfmV80mOd+WOpvgAIK1j7Xvn3IDDk\n/EJQfXYRIppONGm54hZiqRwYugfnzjASIWlk0tSbO2kxyoQni7DinmGGxhyxpsy0fCbAXV5M3ygC\n/VtTKgFRB21CrDtch+0H90I8Oo3+JrXzC8dobEijX4mxStVLD0HvUn1LRn+HH/M982G1Amv/xOOp\njVuYzibH/m7XZlmu2UnOhTqGh4iagzWaJq+aGpIthY0HsteRjK6Bw4i/w49pv5sPrzf4PgNUVWlp\nCS67CxkD9FfP5zrPYdf+04rAIb3qJeMDBZHGpeGGK2Vd0fLGtRoa8a8bUpZLCkbWrYOhILvUqS5H\npE1brIDmxdte1N0Wjp1sT8DKoNy3+T5FNn/xW4vRdMaEqxOA9iHENU03Kx6c8D95pxB3vO7G9pP0\ngCktjfDRt29Xbo4kkJJKqbaBNl1lBEkOymYzzqqboRpIcDoBV54VFu9a3c9Wc6gGpwPN+PJL1QbK\n4kq46NfOh5KtpRxZlcDdZEFbWUnkAeXZoy1bgMrdvc/RS0bsbOGJJCOtEY8Dk5sY82Y5ltHFyRsA\nwYEbbmAHazuP7SSGMqxnuATVZ2cG5+7bgWubjMcwzofRos3ImCPWlJmpv1mAzv46dDsO6Kx46rLd\nm0kRsBpx2C71F4D+xmXTUKk/Al1CIPbdrV0B46ax+iP1yH0lFxOen4BV/ygG7nUBHRlE91SO4AN8\n+V1kxZaRIWuAukNtE6REeXN56N+1tVCWvOevMPU9WjrrmbaUSBcQcNNpCWtuMQ4e5y7xhR74IkTc\ne+d1QMcQpmXlhEE34dXbPXC5VBsEB/CJEfFPW9K++WYwM9yev3sUQSuracvjoT/MnTYnZo+dTX1P\n/th8TL12qu4+hw4lAZMakfI4aRA6BGz+52bT46sPVKPmUA1EGF/vCkj3Li27KMk42XjUHdcPmCbl\nN8Pv77nKg7zUp6eMMP+1klA21UxW3QzVQMIL6wVc+Z07DT/j/9tWq7Rl1ltcmYW06L+mEeI9RWiY\npsweFd/VBtcSc5m6PXsi+wgp0MHiJQLG3MRYN8uNHjzaeEDNkwAITYeFB98Lv5NdHggzg/MrLxhv\nPz4REByYODE8Pnqof2Lg6ZBZzcNfX4Onv1qJNY4KVG62xtSAZn3lTrLwN8KgU5dNci4pAlbm6mjE\nfuPtUiDqdwLn6VwOrsNGFfyOpVIAQB76j77PIBwC+PCIyv85vV2bcVLpMLa3B/lsNh74ivE5eml3\nd7by4EHQxdnNgGVLuXiRhpYgWa/+ef+fjd8r2OH9QID9pySz9eK/ioH0M8yV/P7PP8a0G610DT2d\n7B0tywWQTFfO14wnv9XbVisCcVa2c/Vq/RI1x3EaO2EOHPM7u91Am0XL57Ra2at5s4037k1u7D1h\nXrg8Iptf6d5Vy7mtlclIMRYQ85cZX5OsyZpW6tNTRqg/4UXx0mY4neay6kbcT3mALAjA9F+50THw\nH4af9XW1tjpLFcMsFvwb1awBi0pMJwJKw5AMTYENlnsRwOYmxrJZLiCaq2iy6Em8nw81IZpGpg8r\nZHmWoQOHmtM61kMncaHRM6Nhxigj94TMatZ+vBqPfjoXq5uLMHd+bHVYv7/FRKAv2C+b5FxSBKym\nJC0+y9YtGUqBqGUYry15BSGm+6nZQb8/dqUsoUOAo9SBfScZOjwAXaexH8VdRoXOTiD9GvZDa//p\n/aGs4Fvv9yArY2RLaeOB8VupwVbNoRpj8ebWHPI7LnRDyAgzkB7YDoyrws6dOtsp2bvJQ+hZLgDY\nvF7HNUSF6gPVKHi9AJyt2bAZRkJVFbBgQfffvJ9HzcEaTVBDo3HIsfNjAd5hRQh8X8vn9PuB0zq9\nh+E0hpmWlIsUeq5pggPwzeu+py3sBcRMxkObNVkbaj3TwFq0oTtIpu276kAVxj43VhEgZz2VG5Sl\nMQ4CjnygIrCygkmzGL6fSoGB3QsMOWRqF/X1KVpANBFyL9KRasw4k4ND53x4+a/Nuuddolj98fY/\nYunXl+JHWeux0lqBp1ZZw9btVoP53J5BVjCshUxE9sWCHcUy2ubc1+ea0zrWw+gGILMZDQ30a5j5\nXaeX6i74YsXx9u7i0ZHBCPRbc+Ca5rhsknNJEbCawjsv6pcMg5iUH19uVws2LoDQIURvh3K9URk6\nLpi7THyCDzwf4QQBdAeVehjdA8HSK84RU4BIA+lR2xHQm6+k7N1rXsJpfbUSt58hkko0WK1A89Me\n5F5r3PzVJXah6XgTnM870fmtIuS5jJfRgQBQVwfk5pIgsZwvNxxPk4wCgHveXky4h3LIuIh617Om\n0Q7k70XanrzIrxGz6LAC71AcWFQqAFYr8Nrv6KVNC9KQO9KFuVMcEVsVRxSYGy3agrDbjWWtzn6p\npDm1X62qsKihVkSRoKuKkaZbbQobxd8z3i6bV1NuV9FF4088GNSmbVhN67SifUg9VtQWY/lHTjh/\nVoQ5t7ZpFp8tQguGPjMU//7Ov2PDxxvwbMsylA4YilW/PginE5gzJ/Lsn9PmRM7oHP0BYwiFjLWQ\nCdu+uDUHM50kCBM6BOSuz2W7ZJmBQROaIb2iNYfeXBpjjjeTMnLxauSf3HxZJeeSImBlPhw/ywaO\nT1WWDEt5uE4RmzapY/cPz5oTMVYjFuly3s+wg4sEcr1ROUwS1YcNHEb4lpFmZXaspL8uBRlXnYxs\nvwAw/GPg1u9G/v4js/S3SXzde11A/mrgO3PxzhBja1Gxw4qBfzHXuAUAtUeq0b+kBDwPusC7DP/b\nJMCxpgiPVD5iOE7NrxUEIPcOHr6uGm2DnKwBkXY9KxrtZBBFUH3gWQ+RKSOnGG5nIr0duF1WzlLJ\niElZ47aLbXjwQeCFW1/QNO0Fzmeg7sd/QFER8PTThNMtR0YG8AeGK2FYgble0KhCfj4JksPaNyOz\nCg5A1a/o2ygVhNxRebB2TlSO68jU8sFFAEdmGh8784Dxdtm8mnK7ih5aPiNKAOczGzTbuvqr5q7x\n1ajJLNFk8ma8PEOrfz3QD6wgjcw1NT3L/q2crvNMkDCCEJuN+M1h2YRfyMDV725GeXCt797k1tLp\nIgWj6UqXXqH3XJQQIx1WFmXkV1+rwfvvWWPGn6UhKQJW5grrHVm3dLBkmPNVBzwehDp2HQ7gia1P\n0N8vglp+7Im/NgsxzVCpM8UmA9BHvI8QvqVeVoaFE0qnIk2QMefx8PYnhyXA7uLUw8WrgYMqNwN5\npo7C191zRmstKud2hhpqTDRuAd0auchsNhZ4ByDe5SYSQwbIGZUDEaJCacHtBv73qHEWe9zccjgc\nWp4qy62rXJXsZXW4//ibPzbeIQvqxReNUz2+GoE7S+D1Av/25++h/aLSdlAKeiUzi3bV5vZ24EEG\nxSus7A4HYPgehZQWDXv2kKxV2JkjFgador9OcbsaeGV/nLWqfvQrzwAXVIv6FhewRV+ZAABxAqJB\nRuuI5VyarJjxjME8oWOe4m3spgfomrVwINS5cUT2rCfZv0kjJhkPMEkLMC1n+O6LGH8NCcKkCgaT\nS8uCySY0mvQd/0QFXnqScQ5ipMPqmupERpvW8hoikNGWjx8v1W/ajRWSImA1XGGdt2kCsowMYPNm\nJf8mJItBAwfgijPAV8uAm38WulEHDiQZGJ4nckYvvxy9tD3TVUONiwxhTTnUmeKQLa3x2+qP1If4\nlkaaj1QEJUoUWOgmwsxy9FRfnMZVZsHzNwBBxQRapo5hwkDjdioaavySgDdLxwWoba2F00mybFSY\n7Oree2KvguOY+2IRvLVtYM3NR0e8hDlztDzV8+eN3/cSRUHMqMOd+aAyi0yfoYwY7F5gfKWhSkDX\nEGOVACM3u7CyOwAwqA0omW84pK0NmD8/gn2zwKIicCKuuQY42H5Qv6N5kB94tVLR2PbwowzDFT2c\nmBSiZIXTwKMWXo+mt32iQNdqk4VMXyiTxxT1H9WtAxdp9i9atAApGPz57J8bH7DDin37yL6ilhSy\ndAGWTnT1b0NnJ5siIUnfOWyElrD8LmO6gGWoDzfkxvIC1z50v7CcNuQ2xwpJEbAC5OEGa9VQAAAg\nAElEQVQ45Moh2g0D/SFunoT2di3vjimLMaoB+NbiUEkY/zEU5yyExzNhArBiBbB8OXrM65EQ9qqv\n5ueECyOHpnzHaUqSmZnBf5R5gBOqEiAFPsEHjweYOUnF6/zrK4bvKy14FWvWAK9Iw67ZGQwyVN+T\nHdMZg8ZVNkJrDtBKosObbkLY6gc+wQe3G6hq0ndQ6gY7Gl/+znIUbShCZz+dC8hkV/e/Ov+l+PvD\nE0H+8mG1arwSnRn7UbNX+R2qq4FNm4yPt3+/9oGiJ6ZvTbdGLxgT7Oxzcp22JKoAowmK5WYXtlnF\nGLa8m/SANr9vxo1jxB+XLdKWbyuGa4Na302FtEuKxrYbr4kwE1z1S+CiFevXw5R0j57wuhnjgmSD\nGUkrKmQd4SyzFjmNqifZPyYtwERJXOgQMGd9Ef5r638Z7yuoPODzRbmCMbYWWFSC2trIKBLU+7wj\nAxhTj4C7GPvn6POMI4V3F492K0WnlwM6hnxkyG2OFZImYG0WmiFcpDQocVCaAwQh592ZksVQ/6hB\nHg9NcqOnvB4ggpvJVwysr+vm6B6m8cpIwFRZ2e20M2kSyANrUQkwkq1GYM+0QxSBdJuK13nnfcAF\nCscNQGZ7PlYunIrVq4H77gsGybeGr5tnCEnxQc1Vfk3fdAEANq34Xehc/PFv4asfnD89VLfjPgQb\nTzVl0EP1gWrUfUXnAoqQPxxAMNsocsBn3zAerArgurpIADVhgvHb9B4o8oyCHD1yJZOrBDDOyddG\nX2e8L4qDnRwsN7uQwcc9Xqy5ZQ1emW+8eAOAHz5pTilAHvRPHK6/oOzHpSF3VC4selUmT7ceLqe+\nDsOVqFNlam/5OiNLpodg8DB8uLnhi95apK2CZXlDCYmqqpRjlgQzklYKBOdPeUe4y+6CLZ3S1yGC\nXFNBGlVPqRzMaouJkrh7kxtbW01cw7J9RbWC0cMGKfXifuqwHEJZkiPIM5YrxfQEphY1OtzmWCFp\nAtZlbxsL32OMloQn8fIiKg2oeDxq9LSrb+jAofTJgoLBZ2aSphn7FvJCWxaR2aCsnDC+Bq3/Io01\nUsOMmQeWBZaQ7qjbDWy1Ut4zQMtxs7W50L6uTPFaexofOd9UDzKR+NB58M1jBp+1/9wLuz38JheJ\ni/l0w+P6+pMSwtS67BJ1muOAyPnDQViG+oAdP2R8AHoAN2+e8dv69VOWa1kIBXq38Vg51pwrWQgd\n1m6FDwOnq/6tLjzxf0Ya7oob1IbBg40PZ9T0IWX+XH9yYfW21bhv830YfKXxDp9b28E8ZkdH978d\nNgfS++uIPAK4JF5Cp9iJQvUC4LS9W482iCHyQlQ4xgEqGUA573Tzks3IHJDJ2IEKwevspIley53H\ndmLrIYqnsywhEQj0fN5NGqgTCwcKkC94NLSMxuWN2ufQBRvwUiMAQl168gVyz1e2VJL/724OiyLn\ntDmNA2PBYah3LnFRRY5xDZ+3AReGwmYjxikAWTTnjTWuOoWFHjZIOWwOZGVmYdcpfdWAOt+ukFJM\nTzCK5hyjBoXbHEsYpw4SBLyfx/5TDHOAaxqB1jxFWay6mvhq96g0MGq7tmEnCJ8v8pWne5Nb2yQC\noB/XD5dEZVr37JAGwrmUcCzbcN/Lf+wDfA5kZ6P7gcXALWNvgWehh9iI7uKBlZT3BDluE/dV4rHH\nLyEjYIdrqoMcY2QDWd0KDgSGmReTN0QgDTg9Adj+CHByIgkS5d/F5wq5pehh7aHlWFtdhnzBg1+W\nmr8O8kYV4MnZT2L6y9O1y0J5Q5CJDKAuMn30Mu67LwDLp+tqBhth8CU72r/5f40HZbRSX37nHYP3\npAv4XuMC+D7sVrZwZbngWeiBNd0Kr8+LHcd2YNZ1s1CYRe4XQSC6svX1DgAOYOkmcFnV7AcPQL77\nwNPdgViZR/v7HyhAZ5kHGd/XaTYKYkhhKcpuvRsFBsne0lLg7rvp22haqf/64l/0wRLyH8e/XrzL\ncMjjjwN3BYfwfh4NR42pDQ1HG/DnuTvh3XqGLFgBYKgPeGAaoQK9VQZctKK9HRg0KMhLDmcxpZIB\nlPNORYjh03m+MxfwubDsQQ82brTC49GnBZhKSATvlZ7Mu70Jngdq/86Ds7Ug70a7piIhjWlpAdK+\nwqNrcAvsmfRxrOxZ+plsvPvAizhw8hQg2JHnpmttjrOOw+kfn0ZVSxW2H92O0ZiFS82FwG+AiTMF\nPL7XjemvU54FPhe5Vi5akZ8PlJXp/7a8nzdu7spsht/vQHMz/Xc1nWhIbwMWlaDtjQqUlARpKOlW\n9Lf0J8FxT+loQFQapJjf5/YH8OHLu0PfIaJjfCbg32uKAf01sBIj9sDni70ea1IErKYu2Gkvkf9k\nN9KbbwJvvgm4XE7kf8uF2iPV4QudG8ghRXrRSitGGi6JlzBlxBTsObFHX+h4JCMgDN5Ue/cCGG/u\nZpfMC1pawHzIHWi9hMKx81BVH6QNqIPIgSdMHZOJL64mDl0LlpO/1VkDKfPpc5F/62WRxlejBiV4\n/HsVyL4r25ge0rAS3Klv4Mvr8nA6h7GMzvThqf/jQFeXE+8McaGpvZqU5iUELIZyRJYzdsUvbLEA\nV10FnL3te9pyEQNpXBoyhAK0nROZrmaa96YBs2ZBaekpR7oAPOSEr1P50KlqqcKCjQuw/9R+xQPJ\nlm5D1eJGFE4bB7/8LWUeiOqg0wjygF7qdM9sDr5uD23r+tyKnNE5ujJx7UPqMXpSM3JyHLrfUeKU\nqidsvXuVKUI+fD8CGc2GElcSLzic7P9/1N0PjPpIu2FcDQnoN5AnXKiJjrWYerWSlO5l53PdOrLQ\nl5+LiDWjJXF0T4XuA9hUQkKGviaNJQhA8UIBO65zd1/724D80S6ULSELPkEgKh/eDwRSEZPdI/KF\noYQZjiyA1z/m20s3Iv96B/KvN/cZC7MKQwtNBBOSRRsMDDOkKtOGihBFTi+4Yl7bwftcbyFiOuFk\nCQB2LwIZzfB6SQAsZgbv354GqyJI5pmRDTYD5ve5pknxHSI5VvYzCyBaw0h4zCiF3a6zYo8ikoIS\nEFaGVMZ5kuD1Ap0bI+DTdVkIZ5ICPU9hM2DdwLtP7DZ+IEpBkDqAU5X0AgGYzv75O/zIWZ+D4180\nM99z7pAdOTnAMy0U2kCWF7iGzZVl4uJV2qBNR6oF7z9l3IglK3s89vX/MT7uzFKIty9H/WQnHq/6\nhfFYwY5Vq4i16q7/9GDwadVnYGhn3nST8u9AADjb31wJt59FuVbtErvgb+s0ld1OO6oskWVkAMuM\nElxLFlCzvQEEUHe4TpM98Xf4Mf3lacpgFdDaq/7tj4afs3KjHeXl5P4NQeV0BZAAhtXY4RN8uhnU\n0BjK+qRHncYSV1hldkA7ptk57lDHR/SHLwc6zUSHTsGJwbniYGHofEoUgPvvV85tO4/tjFwz2gT3\nz9Q5biXXrNwf/nKB54F1f+Hxcq05KowcgkAadXeM1lpS17QSS2pAJpNHoW9VH9BK7IVcrig0GVub\nC4VTenaSmIYZKtk5I6oG89pmZC0lLionmqRJycr2UVMKUGSDe0ZLcdqcyB5pXCXtCfXAu4vHWWuY\n9+uYehw6G3tOQFIErKEL1swySacJq67SitIZhPT85qI3MfM6hhg2QAKOuyk2PwD69zfxwXUQdf1F\nCaqSHgDywGI14QSx/9R+/Ps+JzDvYVJiNLC63X+Sx+4zlMAqGmUXABjAKLnKMegUCYTeXmc8bkwt\nBrZPgyvLpfWVFjnNAmDPqe2wpdu0E6VqYQAAuGjFuT9UIO34DNPSXY/92ocZ6kZdkyXcSwFKN+DY\nbcCs3xm/8fBMdJ1SPsz8fgMBfRtPut7DxKUr9Pnf6LABM/8buOPfqZsl/nDhFAdmzAB++1vKZ7Jv\ngWVYc4hjyWrssGfa8YSODHNoDOWB2aN79cJQqtmBvGHPbidBzcP3sKXnbhh2A/uYNEUEikTd7DGE\n0yiHRAFQy0q534hCA6XBA5h5jg/PDN1rr77a849iFoIA5N8mYMIvc7HiY6Kw4HzeiTnrjU1F5Fiw\nAPBDx5KaI5bUlbtJMN+VQV+syiX25Gj8iQe2M8rf1XamAI0/6bl1kelAz4SLmaELlAl9U4BwUWeP\nMZlwkgXApuQjw5FaVF3H0r3ySm0lfubZgqrdbCm2sv1lOHj6qPFxBp0A7FtwsjN8abdIFSS287G3\noUsKSoDQIaAz0KnxVDfEtOeBxocUQcVbbwGLvyvi6iuuRj+uHyywGGcy5cGvqrS3axe9hGgG0g1c\nfUBJUUjj0jBr1Czz2QxpAnx7nZK/a+NJ4COV+boGhvcBx1cDh/LIQ07FGQwFxGE2GsUUUlfz4ZuN\nxy1YjqePlOHVxX/Ag+89qCz1qp2hQDrv/R1+TBueg8bPZb8JbWGA4ANnJEPbUIa0s3bs8PGAXfZb\n9cT73RIg8mx6fK2Lg4GKtSTbJysBAwZapD35nfX430sWAKP03WckLVeeJ6XGvVLSOF1ZLg0A6Bzt\nQluHBwfbDhp+lNc2H0J7u/7NOmUK/V6WmiPVWWQLLLhl3C3Yd2Kflp8XsAAHCoF8/YY9yxsVKCwk\nx8y9g8eHB1uAj54iXPyB2tK7dYAVy7OX4xGvsfsZVYtVymyPr8S9/9WApXlBnvEyoijS0EAoIVNy\nBJRscivvi9YcYEwUGigNsmh68yEA4FJ/YNMbAICbbwamXkat8wVLBNRPcmqqCzWtVSjZVIKKpcYE\nQ54P0mwmG7tyvPf3WgAOYLhxdcQn+BR81nEjrTj9XAWqdjdjO+/DLKcdAVHE69saMMtpDzvLyvt5\ntAgtSDtrx9FWk/OQ7HrrZxCNeBZ6ULKpRHltBedRMxq91nQr3l9WgWZ/M2r/7sPvGn+Bf17Yrrxe\nAmnAgQKknXGgIBgA+5pNyEeGk2QJft+howQUbXBr6UI8FLTE3Fzg7bcJv7dFaMH0dTMgXDRRqr/z\nPgDAsj0A/ty9P5cLhlxwgE0X0cMsZ+y5NkkRsLo3uVF7KEwf+llryX/SxcOJWPUPN1Y9b5I/J4eM\n8C9HbW3k5SnaDSw9qEs2ldAnbz2cu5Z8vnQt/wmtOSSICQeWLhKorw1e9SrOIABAjFFyPxxyfHCC\nCn0uqfxpwGf98EQ1HnzvQVQsJZPfku/7sMd3DOLty3UP01X7GLw/T8N7+xrwlS9nYfi1hVi+gTJw\ntPlrNDM9E49UrVQ2t0nXqs9FDBdYdpx60Dt/A84CK6Zrj3fRYPZTOx+FAzX/O10gwapBxvbpr1Zi\nRUEhSu5UUQEAarm09ggpl940SsWvUKH0vRoA9OZJgGTT2tq0DwK95khruhVli4k6xnzPfNQfkX2n\nI98kzYDycy0hWEq96fZmvPAHG3JfdKN+sheYrB0qR9vFNrz89A2AUSVRT4tVNi+8dgR4bQPhT6LM\ng5ry7i9s+4Eb7ZmqANtgYWEKJrl/noUeOEod2uDf0kUsejdUGAZE0QbPA/XX0akw4AKhjCetIUpC\ni7TWY8xnV10V/McsdSlBCbUVs4TCKQ6MH2kjzlfW4E3DA7bXXWj8iQfjRhoL4AodAtzUhYrx58Zn\n2YrrjSYBKUFSDGn2N8Mn+NDvrB2XPnfA/kR4z1CHzQFHngMLp880FQDHqpr5ow/dRPuahiwvcE8x\n8MftqKsDxo4F3n8fKKqZAaHDH34VUuILb38ElRd3oPC7s/Dz+wqxYwdZaBaqpjXXVCdsG1zEBY32\nHFQ/YwNpsJ0p6DGNxAwSnhLA5NKwkFVJyvrhahHGGEai62HrV0qrXNp37MkD58bgXa/iDAIAuB7a\n3ekhnJv5QAHGNamW5gyHLnl5zWFzoPoP8/DN64wzs00DfwHXBhfWfrwaq/45F692FdHtN8P47EKH\ngE+/UJXMpYmpzAMcMQ7AogK1PBcN+U/oOnjZ0m2wDqA8DFU6jiEsdDOvx4mTL3Xz+RQHMy6XXne1\nsRbrGdsWw+0HD2o1Po3mHn+HH6cvnIY13Ypnp72tNPUYUwcYLIAA4MIAH/7tvUWoP2F+Af3J/q6g\noxpth5khLVaL+qlAmRe2tlajZvj8bm6tjTgnad2venifm+T+nbpwit5JHmykQWazQls71njrfTYV\nxicYl1CzpFip1VhWyftiHrm+R+lXZ3JG5RgGxzSbVv+Qakz7FVtgk6aCYeq5UasU8TfTDCdpNhdO\ncYQs0yOB+vlZeRuPcncF+I+sCpMKp82J2WNn03fyRZiVRyDkvEd11pPAgSSJluUCA9pw9iwwbUnQ\nBjcSypzEF/52EcTZq7H7hrkoen8oVv/2IObOJRJeB1UFpsafeMB9kaHdV4ADd1ElTRklGokZJHzA\n2mPSNCeSbGGYgvEK6Ew4eVGQd6OJrpulPqRxhGAPwWFgX9mDB07+asK7W3azNkDrSem6J+gYArz1\nZsg28uB+VcAklT8ZfFbpYWO1AnV/c+JrV9IbGHDeprAoBIDtJ6the6AEaarhliPhXRCimo4iTUwD\nTxOTiNYcsJrRewRV44QG0jVFoUsAwEs3V2D3it2GOo6afTGux7SzdqXtrQQGNWHk1SMxKI0yQUu4\nZh8GjWqWfRZtE5TUOCJxxj74u/ExpWvowWq35hrBCOPGw6Zdaag7RtEdNYJgJ9JVLSqnqtZcYK0v\nlClXNPPpzAsi10UCMolbe1eMlcMZTSSmOskp7+f9PNZt2xJ1m8nPL7GfO+rGRzWcTtLEltbu1F1o\nDLkiE7vrhjKrM4tuoPdSAAY2rZYu+K1eVO3WPzG6izIzz4207pTq1Vd3a5/GEurf20wAzHGcdtEt\nwlDBQxdmnPckjPrf7oTAteapYqYQNDYCSA/CtGnKzds+boaYTlsAihDT/VhmfQWzsQZPf7USp5+r\nYGbho4WED1hj1qBkBiI0VqcS8vNj161KXfFSkCEUoO1lc5xSTZNROBhTB6x0KIPWHgrcR4wrzwHZ\nr7AnGwafVV1eW38bJTN7ZBbJDlGyen6rF7NuUz4IbpogPZh62HmW6SO/57D9kd3hgTCPP0JHNZ9x\nTTXuPxXScaxcWok1t6zBUxMqgV+fBs6MUw5m8PMAkrFt/0znqcdYINkz7Vhxw38Yjpn/f8uZTVBL\nlhDHr+JiYPlC9jF5P4+ms2E2H7bmAIPpWrhUyJv81EoLa3lg/QfARWuoy7+ujgTd5eXAuk0mH64s\nqbyegtEJzpznzw8DAAwbFtxdh4BZL+ViwvMTsKK2OOo2k3YTz525G+aiaINxA9YLLwCcxEmmXBNn\nv2wnQU0PpgxWk83z79bqBvM9SgjN7G7wPHdOa4ceTUjWrOH+3ryfR83BGu2im4Mp58cQZA1iU7JN\nTsoWsTshcIxhgxsupMrFxPWAfQv8YjN+/vPuCsSDW4wrPOvb7sNWrMajn87F0B8W4eDxy+PNmvAB\na1Tt1cLF4RyS0VAhJ4cIJeuB5QZk1PUXDgXC/3opAueDKyPGA53F8WNikB9wFytfK/MA/susMSMr\nERrCIKDOGJCBoQOVgdG0G61wnaqA5feyQKDuMcNDPPZrXygw4HngscdArpfD31QODKcLFSAP9/tn\nEO5hJPjyKvYYOWaU0l9nXFNVG0n0wft5XApcQsmNJVicrcMT1TuG/HAdbSj9TCfTp/N7SooCDpsD\nmUONs0KVZ/5bIy2klsFrkvcXXRhKmn4osKXb4LA5Invg71gZNvVF0+RHkfeSc/ccDuJcdvONYWhY\nAuFfqyyY7AR32pzIGaVj/yoCmLMKALBqFQleHGudaDiuKtmPr4qazeSrv3WSJkUGaJJTcnznO8Cl\nBW7iRU+BiOB81m5MGC3br//AYdm0bsZy3eCuRwmh0Q2KeTiWlA2qNasJW9GoyVrJ+LE//s8wy16Z\nPlIVudQ/+vfXnfeFFt+r/lEE5zfaMNXF44sMilazDsxSR6KBhA9YAROe5IE0JYfMLFgXT91j1IaU\nxx6jd+kJHQJyXyGr/uI3iASKfAUuCEBubncGx+kEioqUFmxh3WByCRu/ftkpDf3MSYKxMLoBGClr\nJ79oJR3R4aJtVM8/C02+R40yD9ChLRO3X2yHo9ShyYx4PIA1IAsETGT1xMzu8rLtOoEEP2ru24Xw\nyi32OXVkgRDpTzbgXHjjx9QrFwBSyVzkdCxROeDYVOyut+Hml4oU13vJe0WYeUubki5hUhorgADh\ndOotRij85JtG3QTPQhKlDb/K2LTeHzioa2dMPeaSBUC/Tvq+Ovxo9jfDciaCB/6JyUxeI16txLpb\nyuG9jddYr8oxdWr3gknO3ZMQ9oI/WrJ0EnQ6waVFfeXuZrz1joCbXypSNq6pP1Nwker1AnPXL6B3\nWgcXs3KbyUgoAzwPNLXypEmRAT3JKWk/9Z+atMa1dAFH9KUW64/U6yZAXFOdQBcjGNIJ7nqcELKX\nK/6sNWY2RARda1YTtqLMgLw1R1duy/J7Htmfavmxk0aHec8LdjIH9uuM/v0lx/hq4O5F2G1fEN77\nKNSRnmgPGx4qanuKYzA5nZYuoOsK4FBudFcwA+km2DRvbKFDgLPUqZl0q1qIBIokIK122qnczaPg\nwe6LIqwVL03ChoIuXELdkTrli5Gepzu+0/1vGw8MD89VCQBgPUL+3zY6wg+BUInQEJnNuvamklGC\n/GY8dSqomSjxGw2yevnj8rFyy0pFsOZ6z0kch9QY2AZcNOBXqtAy+r/Yg6KNTB/J6KpL5pZOInEm\nh0UErt0F/GgE6o5XKjY1tVej4boSZMi/brjSWHqLkYtWInEkW5zWHa5DyaYStHW0IW9MD0jlY1RP\nWhNBtk/wYdcHQ01l4kKQOqv9OvQRkQMO5CPbWoj78+Zh7hSSmVTzpQHAZiOyVKzmlbCbOGMIoUPA\n1Benhu4b17tOfKvOibpjOpq9cgQbXnafYix+Mn3Y84/ISsiAObc/NWgNWGHtR7ATC+owjwH8//be\nPD6q8uz/f98JogGBTAYFVEAgE3FFNoWWGA2E4FLQgkuodatgsdLWLra/Vu1T1+5ufXxUXL6uYxFa\nTSsSNkWwqCwuVWsnIYhCkSWTABLW5Pz+OOckM2fONpOZMIHr/XrlBXPOfZa55yzXfd3X9bng7r9U\nQa6HMeRi3D184cPkH+X/+RTH8MdS2y4J/MQ3e2nAOmlpl26uTLw3jEFW2TA9KdcaH1sULKL7kT7u\n+eac1lCe9pCBNNV9jvk0pc1XRGpatYfvnJCy9rDrKbZ5Dx0A25hOq8F14lJoPgLqLbFzVt66GSqN\nm8xrtPPNaxNi3ECvCmT1jE56cZJtlmszugTK+Cuq4yv/GMaBdtNJrDm51Rt7TJdjPEe8SsultF85\n5SNDrS+yYES/WP2O4FId6fX6pNUb1dabMPC5+3oNe8M6ZorQlQvdBc8/2fpJS7/X1tdS8apNfOPC\nexO8tE1f5bP6/f0J12TDXgevqAKO8l9qVetqP1DKKLuOsVeZMO+rxvzE36LTfhIWGi/G+pzqVqM1\nWQk0t4GYjdKAOS1bFCzyVxDEDz5ibgsLCrnnP1OhcxJFLg50bn2eVM7Ss/tjaSyAVx7n979vXfTw\nw8QPANA/r1zprsdoYmZUV13poUjgZxC7t2tyg12zNOsimHjNWnr9oTerv1wd36Zrnb8kH78JL9FC\n7ts4hSXrE8M/lvSc4hlrOWgQSSeV5u4oZNYs+OFDVVz9xB3c/eJCNu2LQHd3gXiFYkxvw6jZ28O1\nrVOS1+JPk0josTHubnz1xkTpNr+/cez7AOjvJYVF8l5vP5Wy3BQKbIsO1OqFM+Y85642sLW5dSbA\nDOOL1EXYsdfb+05zDvzdqMjSnknKKb7bRxcVMnUqvB6wVxWpmFtB1apIS4GEVDjkdVidannblukc\nuAQ2DgdcRMRXz/A3nWwycBF8exzMfTEuXmzRIpg4UQ8PyD024in2v3pvGAoqWvdhYxwsXLuISc9W\n8Mq3bUSWY9DWjoOVYcJhXYqnqor2FfI3a7xn+iZ0uvFiy1A6JV8FI3C8P8HzRbWLOGvWWdTvtjy0\nBy6Ea96BIy0Pp7wGtucsS388kklOpnbsgAZMuNneo2gqCSRJc48aGjYG4cqpztvb6AHG6epaOe5d\n233FTsvePOpmLp9zedLnS3Rg/Ocx7mV5h/cezgcfajQel2Tf9H1HDxt5ZjFcdGNi+eG8BvjGDC67\nbD7V1bpBeuON0GBptnMnzJjhXL/djvGDxjOm7xj3qXcvjtzl/4AQV5p1+clnQbN9iIUrxnWR0xDi\na8Uark/axnxOHdHA25vtK0sxcAlLFq5i1aoRjkUIior0afYqH3rIuSqXHnXjKC/Lget76sZ3bOj5\nRPev1uPIHlReFWbMg/DJPnej3ba6HTB28Nm87tepZjHufL9f3TDfB7hrsUZ3R7n0xaks+TzmeH8t\nZ9TGMPPmBhwHX6aXdEHNoviwAOO6KB8Zcp1hsBYdIFpIydT4bULBUJxST3S3TWEAQ7d62KS1cLLz\n8VrodEB/zz+5AuqKyN0whqYTUixxnC72HA2dd8eHqBg6rP27hahaFYnXBjfQlP6MrVp7kr4gRuc3\nGQ55D2vSQdPHr3Zet2Fk8oZWTpNu+Fgyipua9On9Cy6A8mk+AndMiagrJ+jVbGzimpppYtmmKiZW\nbCN84Xwjfs1IAIrNCn5uPkvmBdi2TX9hRSLw2G/bcQRnesAOllKAiVN2OyRlwDdpekWrZmykXfIa\nEl9YqcqjZSuKlMqvuhIt9NY+brIkNDlUEGvBw2NeE62hx5HuXipbNOCKyXGapBznnkF8y5hb+NFd\nKQwSTZm9gQscZOh0A69Oq2biRP3etpP5ampyr99uJbo7ythnxjobq5nm1L8kGud+Ma6Lr30NKp/S\njRec6softZ3aM65x39/FV3P11e5N7rkvqk+ze3h+86PjiD4W1pMku/ioYGShYW8DEyu28cm6KBS7\nD5KcCgf88vJy1O6g+wDaULyxGnee79fNPsoBx8yIuHk6L33pUpasjw8hYtAC3l3SduEAACAASURB\nVO47hVAI11CN8OQwZx9nKURieEm9qmSZhIIhri85n+svcTdwwWFW15gteH9JEu/amMS0pucq6d7J\nphBLO/onftb/lYRyvt23f42VPwsnHQqTSrLWIW+wplXWKnefbnDWFRme2GRPJj6juCXmb9J0//sY\nuAgu/K5rk3/+u4aKCmjaEpMAZJMVbE7taAURTjh9Lacec2oy3yZ5NFpjckxchPoLAxku9faN6+wF\n/OHg6cQe7pgSTErzTjbJaYb1xeS80DoQc0ouyjnG22NeWFDI5xtSEK5V6MaUGQpyuXfSwu7/DuSL\nD9pwjYVedV9fUMPy5fDmm+7NnGL3rEydO5XX1yWp+5pOumxNfhsNXWP2ufl0OhBg2TLd4xyeHKZr\nJwcljByN3Ud7xNX3+oRPvnSfjh778NTEuGYb6uqAolfalCT5z3/XGKEuK+wbaLoShlYXSkiEMZNj\nfnLG78FOKL4FRacjEkuger5f//IyPBjhpO7DEhN3Y+TWTEk1J0PQWV5KH8CZAzQ7orujVMytiFeF\nWF8Mc8Ic0ZR+/VBnbVp9MNl8xHZdn9sv5nW0J8AVW6sZ1ceSIL62nFEfruT+0gzGA2twxPpyfvPd\nUt655QW6RVvPYUdgGSN/W8HmHfXJhW8ZyVr/+uJL35sc8iEBrnWmk6XXv3TNu+fmw1u3wGVJTh3G\nZhRHQ6lVzzI9ti40byukKgLbtrnvyrGecaZYV5roATN1IQuq9amhpk4MGXaAx39fSPfuGif9+aTM\nnU/eLqiYqIvsZwPmszhTmaDJlK09WJhe0hN8lAPOaYL+yxhc8wSfRNxdHs093Ef+3Tp3IxQM8UY0\nDe4KH0kLM16+GeqWeZYCdsRLeszwWn3lER7rp7qQ47SvleZcPV47ryH572OWYLXbdlcQoikY9wpd\nA7qgmgPREAsX6mUotzZuZVfT9uT3F0tBDTU19p62qlURGnr6fKYOWpBUSWY7mg/kuofdqCbeWdPI\nSQvH6u8fgDcgv76Uhnpalx0FfXJOY1PzRzb70DjQdwmraqvjSnAWBYsI5gXtq4wdOEKPve+yjW5v\nPMrXL7g1vjJbzIyIVQXCytL1Hn3UfynL/61x91/W0qtzISWntf42jpW4plSwKDyfiorkQmO88PQ6\nf2NayrMF/Y4J8Oj0ZQ7hCSOYU/OMZ3hhSmwcwVMX6j/Q2b+bys78+DyAuh6LuHZ1CL6d/CxBjV0W\nugNZYbAqpYqBnwLDgT7AxZqmVVra3AFcD+QDbwEzNE3z5R94+IKHOevxs+xvKiuN+bocid1UTqyG\nZ7KJILH0X9rqQUonMXW3Ad5zmfEOBuG29/0VGHBk43Do856/hIenFySW2ozF8AIvWBBf23jUCaN4\ne4MP4yVVTEkma9xjKjG9zapt8aOZNiYbg7pX33qOdobs7nxo6Ae9PvL+fTVgb3dfMj6OvDJLl2oy\nf4ckPNw/vKOG6ed5zNF57G/nvp1U11XTr6sRpjKoKvXfw8d2u481rrs5Yb2ohoMahSMnvqkrAlg9\nThq6ZqPRj3PnglKg2VyWbh6tWHyHVdWO05MMp5/lr30s60rhlcf16jvWvsirhzOfTn6fJkaM5IoV\n+rNl9jveBmJnjmYfLta+S6KOlxB/HEqDznv8t4+lOQdqy3wNDhq6L4fu8RdBQ/7rkB+/bFPTJ67X\n74pITZzBGqmLOL9XO+1vuRZWASwvh1Vz4NiPGd57NI/8tIz3ztGvz5ISjwRAr8fqqPtg0jRuNceK\nC0/jhNrb+Nn38+0HWzGx0VVVIb3qVZokwT29zskUHIA4CbuzjFsrFAwRKkk84corKul3fz++2pdE\nIqcfcpr50z0Bjuzzrl4VLWF9U/LPMINggX9bKltCAroC7wM3YnNpKqV+BtwETAfOAnYBVUqpzn52\nfuO8JLIYj9ruXee+oAbG3Ovn0M5kIskppu42QLPL16jDf4EBR966RX9guqEBn53jbqwanHNOvLEK\nMG/qPAqOKrDfIF3YJdGlEhKw1U8k/UHglVnwTJWRTW1z4du9oI7czsB+XRge8P7ddBWDFI1Vc1rw\nvevjBw1JxDefe3qho3RT3P42DnPdT020Rr9nVl/fPp7oghroujX5B310gD7Qsit5q4DFdwF6gZLl\ny+2NVYC77vJ3uBzl4zURnqvPlFzw/biSm6689UP92nwwwg8LFnPnvfvt+yKn2XcCpC2Gt3m0EcK4\nxSu6YE9X9mmN7m26fcEXX9ivOj4vA+FEGgnyZ6OOLdMHPH6eVUqzSSKzW+b+7htdFG+lJ5UjMmgB\nXDEFSvV69l97eALTv1/PtGn2muKxlJzoITlnndXo9REbRl/OzJXl9u1NPEr+pkJRsCh1mS8rm4bE\nPRfdktJATxBbcpWNNGJbOW4Nazat4ubF7nkAqdAj338YVlYYrJqmzdc07XZN017B/lXxA+BOTdP+\noWnaR8BVwHHAxV77downcXoh5djcxFb6rG7bA3R9SWZjJP2oGKTDYP5yaGuZx5efgCYHi6FZd+Qv\nWABPPOFsWHSy8fdrOP8e3Tp3S+GkbbDKIOVF4fzvJ7+fPRk2rFNl5/HJT9HmaNTuf5vdB3bBoyv1\nhL1XZqX/3NwSpVzim62Ew60GiROnbvqt6/rCgkJdkuiYFLSBUyGZuuKxvP0D9/VdtzJmDMyc6d6s\nttbf4Zo1Hx72kY/5LvDQwt5Ay0AlEIDh4zz6YtMQmyIUuXrIgF0545iY+WCwdTA8tM8Q9+Mctcvb\naVFxMRcbbx+rzJLanaS2rh8sg8LTAsO5+dzrGFO+jdyGdkhebc4lWF8e512FJHNELAOs/X0X6SFZ\nw2bB0MdZuEaPQ501Cx5/PD4hsChYROAoGxesuUs/s3x2eJT8TYVIXSTRQZYqlY/HffRzniOPH6kn\nFqabb17JhuY22D0OfFbb8TysjiilBgC9gcXmMk3TdgDvAB6vqDSWVoPWm2PsbenbZyaw06E0qw+Z\nmndtCWloVvHJU9EQDH0Kcm2MIiNud8ykasrK4KmnEjOWTexK8016cRLR3fYlRnfu28nwPh7Jb16Z\nr9YkMEgttrgx3znpIZl9WM/XxrOSNNHClH/vT3f9U9esrTkfPj+nbedhogH/PcMzUcrWg2hDTbQG\nTYNGD6dYp5I/OFZsM8uzFhVBtx1prtttJVYQPJXf5VSXus4A0UK6doUBHpLSD3lXuwV8GCWmTFw/\njwwvK1+0Pr5Hj/bhydVIHMDUjoPHVlKw/bzE9kbMfDCoa86a/HTe7c7PBb8RPUftZOfxcxn6x8Ti\nAtMXXZqcti4kXfHvo/rVXD7ncpYPLSL/pgm6XqfPwV0qdGsYbStBVBQsYky/FKpEghGDvhwmTodJ\n02j+XhHLB46N87qOHat7XSN1Eer32LhfU50J8VnyNxXSYnOYM0+bdO00r6Q0K+HJYUoHlLb9PGI5\n5j/p3R/Anm681OjuSIglK2JYPeiN/hixRuZuNta54ms6yy9+b44dx0B3l3mnZHRck2Xj8HgDLC+q\nG2CFFj24NdelfgxNtQoagy/Pysxf1RCJhBIqdVmpqWm9KSN13vq0ZQPLWL3JRYrM7TezSwILRlKL\nLe6ShhH1zhP0vu0a82BuDMJLf4FrUngZxcY0p3jNNRMTt21O06eSJBSHgj09nfVSTXwOHAoLdMHq\n9920+oMRPtjl/LvedZ4+Px6JwM4tbcwc9kpuqy1rve68PHl2+BgYLTK6zQwLsGP5cnzF7hUFizj7\n+LN5Z6OHwLzPAUbLdWmECZnez9eqPfriuA/gwZcAmPXXGvofXciBLSEKb4dQaLGeiLJ+KWjQaWMJ\nn6sQoyvjw4yqVkXsY/BavoO/rwBA2c94f8dn8W6fgQtpSsbbZyoZHLEr5Vm7hoJFFP9uBrsenc97\n86vRvnkF9H4/da+jDT8Z9QsG9LG/L/40/k+c9XgKcct2DFjSmtiM7sSoqIAfPJTmEDqHkr/pIB3K\nRF2+HEdjzLsp2fMM5AVYfFXrPfE/b/wPG3dubPN5pZ3OyZUBz3oPa1uY8fcZTHh+QvsdsDlHT1Zx\nM1ZB93hlKiTgrVviP9u99AcugrN9ulfsyG2Gb17V+tnHtObQfoW6TpsHsVMefkaq5w2w8az4ZeFv\nE7177VlAwcoxn8Cms/QEtSW/1v/9/TbY2Te1/cXGNLf1ejMN3iSm6Z3PK1ZL9LW4SjctmAMHF8M4\nh5wWuZ6qKveY7SHnuv+uWxv1e3btWjz1Wj1xMnoW3AMPRhjyrxivciq/i9dgoaCmRWe1xCP0z2/s\n3p4DPhKDPjs3ruytI41BeEx3ecZ6P3296E98Awpq+PjDXP7+0Rus4XGWfVzNHXfAZ2tCXD/seq4f\nfj3XTAxx++2JMfFJJUR5EVxro4ObnJF4Uo9h8OIr8NfUraYmTdff/v3zqzjvjBDMfgl2p1euyRq7\nGsu2Rg85mmQwvfV9VrUsqqqCxo3pf1+OGq0bgX6qvSWDqUxkW21yt0dsqxHT/f5P9GpZ8+bpg+j5\n81M7z1BQvyf+dvnfkt/Yjs2npDf0JEkLtCMYrF+iX8a9LMt7Gesc+So/zZlyXuzJ9y6hGVsLvKY8\n/aK/Xw5t/b/TS9+YihlxzJjEm0pTUDfQ+7z6L6ff0GpGjcL7pbt+DJ+tCenxgS6MGRPv7fF6gY3p\nO0avvpPqlNQ3bkhclmxJRZXr7yXtB1OFYvuJ8ObtrYlqbTWi0+HRN8NM9gRg7guJ3zmV6/iq8lbt\n0mvPidfE9fGdmxu7sz8cdvesmnj8rqaouh+91pTZciZEQ3wQmyTcklyWxkdxTEjQ3Xe7N/Ura/XB\nZo/M5vVj9Ofax5Pd270zQx+EbR/AjBm69J4ZulAULPIO8Zk4Ha68gPuj5Tz02XRufXca3/mgiF+t\nHcv4ifX07AnrXAoVnh1Kg+GTjjAdg79f9SLlJYG0xKH+dOkNeoLdxOsTixCk+p5pziG/LjF2NZa0\nap2bWJ7N9/zYwQhszoXaUmhKcrJ44CLePr6CiuR0630Tnhxm3EDLwH7jCHiglh7RUhJGtZqC2lLU\n+9dTeqYuUxUKwfnnpydcwYxrzWmjyTfks6fpdCBNCWUpkPUGq6Zp69AN07HmMqVUd+Bs4J9O2xnb\nZvbkTMws7C5R7ymlvz/a+v85YdidxkQd86Vh4vHS/2nJzMSbSmkQrPU1Nfb5zhp278Y9o3tXEMKV\nrFhhlCx0yOYOBqGyMn6Z20g1mBekskLfoPKKSoJ5NkLMXkbAcWsSvXs+ssljGTdwHGd8Ugl1aYza\ntxqYbfWOpprcYzCsuyXO106kvK1Z9f2XwcxBrUarn+/cpYElb2/jvvu8m36wpIjiPonXUq7KbYlf\nBW+9ViD1l79dbDnoz4FNZ6a40xicYrIdSJus1Z5uEDZu3gNd3dt+2XpvDbO5zW75+i2JC/1gTCXX\n1cHIkc7NykcUEaxv4wChMcDR//hrctskxKbnMqyP3gHhsD7l29bZizVfruH1+idhoENZWT/naDXE\nc5ppOOpdRl+wzjGD39WjmCqWZ/OaNXDXUBsjsHYczJ5D151J3j+GrFXVSvcCEKkSyAvwwuQXGNM3\nZmB//CqYUsH2px8nWD8+foO142H2HMaPhzkeIeqpEp4cpmyQi+qL+fyoLU1MYtQUnb4o5dafdudA\n59Tkq9JBVhisSqmuSqkhSinzqhtofDbnQu8HblVKfUMpdTrwDLABeOVgnG8LsZI8+eu9228c3hJE\nDeiSNl3sE4qSprGg9aVh4pHQMbT3UF6Y/AJdc1McMUULW71Fdg/b9cXwUDXsCbRkcLc8nGMoLqal\n7rkVu5Fqcb9iqmdWE8jTNwjkBaieaVMBpLaMbl+d4f4dYozD7uaz+tVHXDdZcOUC5k2dR+SmCPOv\nnM/jDwXgne+5HycZrIaN04CgOZcenZ0HPEprrSTTFqP3F6Ni9I98TNWnTNd6PWsY9O/sx3NdUMPb\nb8NwH4XnbuqTeC2NGziO8OTW6Vgvb9FpgRG6pyQZYir62LInAEvcy2r6IkbSyg9+Za08PWhPL2kN\ncVjvEYMQs94uXOHM3ika7uZU8tDHqdOqeeopeO21xCTO6O4oRYO9S6ba0nACgQVzmTsqys5/jaVf\nZ49ni+v5NrFm0xqK/lxExasTCP+tXp8CnjqfBRdFmDd1HiP+GTGMhyT2e/F3Uj8nFBzRmHi8LvW8\nffoIV2+krUexrVgqhW39PMD8K+cTuUnvH72f5lO1fCu78lc57MSDgpq0SlrFMnXuVFZssAzsBy6C\nb8yg/oUHOWXtLO4cOYu7ekWYVaKHAKQ69e+HQJ7efyuvX8mQXjZKGWZOx+w5dFofb1DnR8cTuXMO\nn3x5EEPmyJ6kqxHA6+i3igb80Vj+NHCdpmm/U0p1AR5FLxywDDhf07R9aT0LDb0+eaf9/trHSvL4\neaistYxu0hUvub4Ywq+0vjTsEq1iyFW5jBs4jqAKMeDWUezqnkLCkNWba61YFS1sWZ+f3xpLFgjo\n8TjV1Xr8XGGhu5fHvMmq66qpidZQWFDY4g2ztlthUwGkoctK14SABS8WcmCLfh4NDYYw839HGslF\nC+NebGa/WUepI0fCmD4XsJybHY+jULpElxd1g+wNmzlhPRkh5jfN2zSOdQ+E2da4jXnV83hs9WN8\nsq1Vkum8/uNgZZgl0GL0qkGL0FSMsakpcJEOA+jScyvl5XoiT1OmY3xjCzmEK+GHJ7prvBpTgd/+\ntpEw5RLDHzgqwPxvuF9LTpXxclQOX+/7dd689k16/HgUSanOukl3maSSfGVHV/8lTLf6bOpYLVDL\nhbXj4gbhuQ1F9GgopT7/9fjrXVOw7jyIhlAKzjvP/r43j7Vw7UI94S9ZJk0D4Lol5Xqf7wlQXt4a\nqzj+mfGs3rTGl6vm6r53sb0B+KoXJwb60XNwE73OKeT00/T127Z01t9GfjDvr82n6JqhMc+VhWsX\nUfxABT8afTMburzD6PzRnD/ofO7YAfT1kL5IJ0qz19BVQJcoVZGFVFeX2f5u5nP6gRUP8MMFP0zP\n+UyapitiGL/jbbfBqFGGaH7MfTv7Iz8xQQ64FIBoC47V4czyrIUn8Qlw20r0d82cMOUlgYzE1FoZ\ncfwI3v/u+3FJiv0pYf17ISjWB5Kh0HwWrq5mRaSG0UWFLSEhZ4cGQcTjABmsqKjabdq8HVFKTQWe\nZzq6WqtfdgXgsdX6TXviG3q8lBPWyk3BCMz0KCOayjZOaOjxsHNfTDRwrpzgmsldPqic8OQwEyu2\nsnxoisef/Rf45DJfTZ98Eq69NrXDpIMJz01IeAGaxuf8K+Nr8k2YAAsXQnPn+gQD0ew307MbS309\nDLpjLPU9liTcrMX9iulyRBd/5S3Dc8mp/ibdu+sGdAIxA4Kn7wtx1VXxq+2MMXNwcEy/em59ryLu\nPEoHlFK3o5EP6pyria28fiWDuugelqpVbbhm/fLcPF1GC+CU2e4lkI22s2bpMk0ffujcdN48PSbM\ni/rd9VTMje8n87ff2rjVf7ng7X3g6aWuU/R9+sAdd0C/oRHK/5GGfn10ZfwsjguRiP/4OLs+Ke2n\nv2iXzGu9H8rL4f+eqmfG4vi25kvZakBaie6OculLl+p149tCc64um7XsF+RsL2TwSTl8Xj6Cr5p8\nDM6tFcR2BeMLGtSUc+r2n/DxcB9FNVIkd28BTdE+0OfjjB0jaVZ8n3k/eMDxHorujjLowUHp0yAF\nI0Z1HDw3n5wc3fFhLaNa/FRx8uVIjf2Wb52f1rKsJq9Vv8YFL1yQ1Lnkhuczblx6y8RmgiN/dCr7\neqRRq/q/wGMAfEvTtBfcmh6eBqspJVL5hP5C7LoFqi+iPFTGQw/B7Nnwbv1rVHZzueBiX6oGZ/xx\nLB/udHjQNh0Bd9o4hK8tTk5sO5ZHV/Lk3SO4LlahysMIXnDlAsoGlRGJwElXzIJJLka5Gw9GfMfK\nJfNizARuBojV+Kyv12VUqsymBdUMK6vh0XsLGTHA/UvU765n0rMVLNtkf5zqumqumHMFa760Seox\nvft37Wt5oU+c6CxJBLpxkMrDzc6oLX6ymOVf2B+sfFB5i2FfXQ2X/P0cPt65LPkD+yX22jp5Dlx+\nqXNbYxBYVaX3hxvJXod2/TRr9Sym/yOJe2b9GN1T7KQ1a1BeDvsvn8DSL+K9mObAan/zfl5f97qn\nlz5YX07Dn+c7ah23tAvqCU/J4jYgss6WxLYlGvI1ozLhuQk2nlybErTJcuAIyN3vP5ZTuXxuzoX9\nR8GRu9p2TsmcQzaw6C4iT/7S8fcb/cRo9zLam4YkX5bUJOaZEImAVhBh6b/WsnlTLrdFUhDJ3xWk\nx0sreW/JAE+94lSoqqlKXqHI+I4H+33pxSW/uZ+X9zrPJiZNEgZrtoQEtC8K6P2efgMs/yUARxwB\n4VX6qP+Xv4RI3SAq/+yyD5sEittH/4YpCxymn3P329esD1fa1hLPIYeTe57Ox9ucb/Bh52ylt1WJ\n1mPK9kCzPuWzdi3Q2f2B27VTVxoPNMa/JM0Rb8z3OOUU6NtXr2QVO/7JzdXjVQ/2zec3rADsQhZC\nhHx+gUBegDenOx8nFAzxyEWP2IcoKKDTfhasqm6ZfqmshPHjYZVDeFZVlT8dTSvWKTWAP5U7aylW\nra2iuq5a3y4EG/a5uDHTjVcJZGMK8/PP3ZsNG5aefkraiOi3HC6bAs8sdm22cCGcmxtmXEX8wMqM\nsZ0ye4qvkJK6QBX5/atpqHX/snV16bt2zIxm17ZB72M5TqO21VgFf2FedYN0qSqvhKWcpuSNVQ3Y\nMAr6uhh0bsdsDzyM5OF5lzn+hpG6iLuxCnBkG+SvCmr0d05elEtfmeqqqeyLvAa2j5nBjBmZ8bB6\nVoezw/iOsVrk2chFo07m5aXe7TJBViRdHRSO+goGLGz5uH+/s2Fgy6Tr4mV4gNt/63FD2skL7QnA\nQ9Wc0jU+waRsUBlPXexeCvPRewsTpaJ8yvcMGgScMte1beXUSsYPsmQz2sTjPf207hEcb2maCVHm\nthAKhjg/dL6jsRrXtg2SIm7H8dIsPNC99RoJBPTpYjfSlTCwrt5FCwi9mhTonoPte7en56BOmPdJ\n0IfElDFw/NJV4E4fhKaDkv4eSUVWjEpvtlqzMTQ3w5J5AR46uzWpxEzq29q4lSWf+Z8ib8jxd1Fk\nKtkkVTzVCDI9GRjMZHy2gv1djDKyGTxMW3AzkjeM4JF7nB+GS9f7sGAK2iBcbzqIJk/lg51JViG0\nI8MqASlJfWWgTGwmOO54H6Waa8ozcq0fvgYrJEjzrIj56PnwND0nMXyy3OMidZK12RPg5UnLEl5U\npnaaVS4kx5DiGTEglCgV5ZBRbpXv8apONeqEUZQOKOXBs+YbJTTn2ZbSHDUKRoxo9UxGIrRZ7PhQ\nxutBZg4oWtp7XFLperj97p+/c13fKUefjPGsdpQOzPvEK8HL1DSGxJkGC3l5aTgv9KSgUSeMSn7D\nwnm+mtXUJA54ki716PScsZ5Slr0YfZWA7aiYxTK61nXM7/HPn7on6aXLMLHuJ0ZhI+eYDCiUZEgl\nICNSX1mCr/t01bSMXOuHt8EaU8saaJFeAp8/itVzYhiLTlqP5SNDCRqksTWC7Txz4clhSk6M9+o0\na03sb9pP/W7dw5sgFWUjMWWV7/F6CU4fpsfprV2LbhTUnG8bszrdEs6XTrHjQxGnB1nCgMJs76Bd\nm2xtaTcidRH38ra0hpKcffzZbT+gE1YdUS8pLkPTuLwczjnHvWk6jbN5U+fZ6/66MfwxX83szjMZ\nb82Y3v50WNNdPz0dFAWLWrRJHdnhWY0786SzyENH4cuhrvfQkN42MknJsudoWGuJR42Z0TuzNAMe\n8GghnTIUGJm01Jcxs5RtMx9WioJFDOricZ8em5lkwUP6zjtCHWm/QkN3V8dk7Jv1rE1MwyJHeXSR\nRSuOOWEGd7Y3Fu00SL2mzTU0PvgyMY71jc/eoGKuLoyXkDdnSkw9GCHnhXmMeU/32MYmGHm9BJ98\n70m9nce78skn3dcLidg9yKwDirj2KVw3yeDHg2d6fssLy+l+pEeVnzd/rmer70rOqDvp6FGM+Czm\nS7noz1JTDptGMGKE3g/tYdibmLq/caLgXvT6hG4npjb3WBQs8lXNrUfnHlReFfbUpD366OwK1Ynl\nkQvdNZDp7hH7AXr5y0walfuOzty+DzbWfjPutfKRIdd76PbXb2/7sV97sOW9ReVjnLBmFnOvf4jH\nHgwwaxbc+9M0V9QyZmgO2Ch5pQOzeECCPrgTHSQkAOA3Yzzu0w0pzEL54JA2WP88+kFG9rEpe9IY\naKllDfq09cqVic3Ck8PkdUpyLnFPgB/2TIxDC+QFUpo2n/TiJOp2J1aWaKa5JRlm6lRdIzOBaIjm\nyPksfyWUEKfj9RJc/sVyquuqKSrSS6Y6tlueKM4tuGMmgdldI7btMxxu4TUoG957eJzn96+XeVT5\nef862DSCIctsjLpdQZuXYg7d64v59CcrWFAZiM/2nxPmiC9sqtvMDVNcrN+3Zj9k2rCPJZAXYNl1\nehjPGcf6E5Df2cnbdeLkXXGs5hbD9n3b2da4jYULXZvx1VepKQS0ByOPH8kpx5zStp0cuTP9caL7\n8uj80jzuLKpy1wV2wpw9aGP51ZZ9ZYgBeZbCDbXjKI2GXe8hx2S5ZNlyuq4hfsFMmDidDcOmMfmN\nIqa/OYFpM+tbq5Rp1nLiJH7200fGDE0mDcSpc6fyzn8txQPszre2lJyGUFbOfNgxZfRI+4pxzbkE\n68spD43PSOn5Q1oloGunrrx79btU11Uz++PZbNm1hYuKLuLE5jJm94AtW+Cii+I9q7FsbdzKrv0e\n2aA2lV1KShwyjA2csmqtROoinvpyb/yrhqoq753ZZR7OPGum6/5rojWEgiFmznSXV8r2rMZsxe0a\nsW3v87pJFq+M1lvGxJfL7Nujr0PLeH5xc4Aew25lXvU8ju1yLH+7+zJWafL74AAAG9lJREFUL+uZ\noG9LbRk75oSp/p7+/W6+GU46CY49Fi67LEDPnvOZeG01yz9uLUhhSn/FkmxRinSgofHhFp+qCT5i\nS51enoG8AK996zXXIhig37OaltrzIFuYNnQaNy/wkM1xy2jPRBW2d29k5oTzGT7iNW/hdDsU9Ns2\nnc/fPhOmnZWgCpPsvjwxDYUkYwgfLXuRE08krviK13WSdIy1ExNuhv1ddQ3xWAYu0p8Zz82n/vEw\nBd+pIFrgYSDvLvCuIrm3B2PGZO4+aDHkPcvk6gsCgeyd+bBj5c/CjPxtBXWB1t8iuH0cK38WZtsG\nqLr4TsfiRalySBusJqFgiF+eE58m7Cdr2PNG3DQkIV5syJD03QB+HgSq3sfwMBhhY5e1VNfFyyx5\nlUE0p4HP9KiW2BGmMARnvMJDhvYeGvfZ87osqAEthxtqz6bh360v5m7F98G7Kx0roi1bpseR18W8\ny++7T/eiLns5RHW1Py3PTBn2diz9zKe+S0yCmBOnnOJ+3l4KE6DfszXvep9ONt+zFxRd4G2wtnfi\nUt1gBg/2no1wI5r7EVz0GOT5ENbfMhiO/TTlYxVsLyUaRc+zsGJX3a45l+D2cS2SeqES/zeQrxjr\n5hw9lMLNO+2UBGxk9FNQTXM0RHTWCwz5zSQ+qDfa2xmEXaLwxi/h3Ludj1dQw8yZmXtQ+DbkjYS8\nOq2abdtCHSZReUCfANvut6+I9fwTwMD0GqtwiIcEtBXPG7Hy8YRFjycuytjx84/M55xTXW64vKhe\nmGDmSUx74wKK/lzEhOcmtCRrOWYyGm79njn6vtszPlBof5JNBPO6LnO2F3LEjWfTsDfei7SzuQ6m\nGyE6Nol8P/5xvLEK+ueRxiZZmdDn13Ayph/dsCYwWgl2cQ8JGNN3DKFgiKBH6HAmvUqHLOtLKClJ\nUV/T4KsNff1nua/+bkrHGJg/kMhNEeruW8xfK14iZ2NiLOGw4BgC20vjlpmesVTwlRFfWwYveoQS\neWHK3U2eygd1K9zbAuzo774+WsjQoe5N2kLS0lYZUizINGXDQ9xecX6LsQr67DVHb0n7scRgbQt7\ne2R0914SOg17G1DBavsY07wo3FSUMGpduHZhS7IWwMOlYXI+S4wRjM4KU9HarF3jA4X2J5lEMLeB\nDjXlDD2vlv1HOEx5dq1DFcYHWebmwvDhDqVo0Y1Wr7jMg4UfXdZ+Rxf6Kpd6gUclx9tfvx3lYCEH\n84JUVlTq7W4H5WBIB4N6QYpsJm1TzOmibgBD+upT4ynpa2roeRO7klA42H588scBahtqW/4/bf5U\nmvtYkjOac1m/tgvR+xaz4KIIvy6ax4KLImy7fz4D+qTu2rPNiF9frJfwfjBC8fr5/OW3Yxl+TBKJ\nilaihboco1+j/7NzKe5TjrLGvPpMJGsr5nMy4fhORAuzeuYjGS68EKi+MO37PSxCAlLF19SnZZrv\nhhtgtbtCUFI07m90XV8T1ac1EmJMr5hkGycVm6wVCoa4+vIA+5cnTtFqxFdSOhjxgUL7kUw1MNBf\nUNZyt8Pyx/Hoz8PM2/YQq99wPtbAc1awtqY1cHzcOBg61P2+WbHCOdb8YFIULGJwcDCf1jlP3/7o\n6zfxyGD41GWGd/Bg9/vJK7Fl/rf0pL1IJKassF27DqCNnJJRGEsyZU33dKfg6KOJHvivc5u1ZZxv\nVOE2jZAFNYvQlP9Y2dN7n86/vGTaDHL3Bmkq9qjw5sLS9UupXafFxRa2kNNEXaCKhav1inqxXrG2\nYPf8sCvHW7a7ktBDocRE4uYc+OJr3mXKvbSZzX3VllE+MkT422GmvFjBks9jY+a9E8nSRXiyzfET\nzldB7XiKT82sAd2elJdDQX050cYC3XmWphAe8bC64Bmv1JRo769Zk76s+UhdhA83uyd0FBYU0sPq\n6PUoCgC6oRuJxCRTOWitWqcosnJaVkgbfquB2SkdrL55PiNODXhqtf7fL0YnKB6ce677eY0e7b7+\nYPLMJc+4rr8gdAHPuDfh2Wfd13sNnrc26qruaz3e567i71lCUbCobUoBCmhy8Wrty4OV07ntxAVo\n927n0YsfcN/fv6dQGjODHp4c5uzjkrggFfxrx5uMGaN8qQQ0HVnnXeHNhc1fbeadavcLYUUkM3PP\nsc8Pu3eFkyRcfrQM3pnpvvPe73lrMwPs7kGPRbpBGsgLsPha/Tk169x5zDojQuT2+Sx+NdAuAzfz\n+Iu+7VKdq7kTzAnzcWakSw8aq1ZBj9mroNESo5SgkuDfmhWD1QXPeKVcewG3dMWheL2khvUeRigY\notl6mj5GoYUFhZ4vN8ju5Azh4GNn4JYXljtKMAXzgpQNKkt4mZWX4xh7adVIzjZGHj+S0hNLbdeV\nnlhKKBhi5EjijJ64NqV6tTg3/FZIa6/KaJnm1yW/btsOcpvgvzZi9l+MovsTG6l96FHuuFq/qKac\nOoX8IwP2ckO7AgR3lLVcf9HdUcqevoC3N3l4Am2Y+asazqhOLOqSNFtPcl196+u3Ull/j2ub0UUH\n70KIlYQzB7v1D82n6hmP7N6v/b5Vm9lNLqlrPdv3bYuTbgsFQ1xfcj7XX3JwvJiX/OUS55Wd9kOf\nVUSj2Rv6lAoDBkDDugEsKNvGVSzg8mN/zZB/z00oDnFKj9N871MMVhc8p6YcZGrS9VLwOv6jF+mJ\nHAkvKY9RqJmc4fVyk+QMIVVWTluZYLQG84KsnGYjeGxuszLRaA0G7TWSs405l82hfFD8g7h8UDlz\nLpvT2mYO8Rqz6J/nzMGTnl162g4CcsiJS4zr2dPe8M/J6VgJkl07d237Tpbcq4vQvzKLi9Usvk+E\nBZevYPuXAQYMiG+65obVBI6ydFxjkB4vrW65/qK7owx6IMTqzW+ndDpD+xXyu18bRV1efiKlfQDw\n1+egttTVaHt/2wqO2B+0LboRrC9PWyhAW7AOdscP9yiQccIqPXRtyZ3eU8z9l7LUp4BHpqmqqWLn\nvp3ujYwy8St85JJ1NMrK4OlflfHijNt5/8VvErl9PrPO0D3ekZsi/OLMn/nel8SwumDGKy2qXUST\n1hqvlKtyyY+Oo74hRKxzMzdXj8dL10vB7fjjBo5jxPG6W8bM4l+0CJqaaB2FDlyUEJwem5yRsF1s\nuw6QnCFkLwMCA9h2yzYWrl3Iig0rGH3CaMoGubtJBwzQBe0XLtQf3KNHZ7dnNRY/McBtiQOfOncq\nDXsSs9ICeYG4xLipU+2T1zqaxmOb41hBD9mKhiAa4sbful9LAwIDiP5cv16fW7oCvhjNlWVllP2u\ntc2kFyfRsNdD29OBQXn6bFiN+cL4qo/7Bnu6QefG+Oe3lktp/3F8sG8EdbPnwMyQo55rk9ZE0xF1\n5G8fQ0OPVm9wW9QA2oNz+p7jrj1+ymxoPLb9TigNvFr9qncjo0x8Noc+pQtddjAE6A+/d/Ghw2cg\nBqsHdskl4waO4/+mhZnxaXyCQyay5p2Ob83eDoehoiLmfOaECd4QL+pb3K+YV654Ja6iUsJ2QHEx\nvPJK9idnCNlP2aAyT0M1YZuyjmOoWvFTDCJZnVi3hKu63XVsa9zmmXBVV6cPBjrKPV0ULGJYn2Gs\n2ZR6LGdsyJbf8ptO16ufIi5uTO2nC3/nmHOaXrGYR+2E9WPichFK+4/jNyPDnFUHBLf6Kj7wwoxf\n0GlHYYJOZrayc7+HJ7LrFl231Iv1JfT3ULVqL47t4mFg782DdWV069Zxn3vthRisHrh5Ttoja95v\n9nai9yZAKJTKdh1n2lAQDge8YtnNinReMenZXN3KjkcufMSzspcrMSFbbQ3TaqvUVidNL/Hdkm9Q\nVwQbh7kmV826+hf6dyiooeQ0/fn92mvGSj/Z8uixzaFQ+tQAMs2FoQt56N2HnBtELoL8z9x3smUw\nREO+BymZ5rLTLuO2N25zbjBHdz598EE7nVAHRgxWnzh5Ttqrqo7fMp7W80l1O0EQsoPDLeHKZOTx\nIykfVM7CtQtpjg2+as6Fz0qg1wf2XkYNPbHDUDxJR+xupC6VeqytmElOcb/Rq4/AdGeD3DRSzalT\niPHQat7pJ906d0uq9HM2UF5YTkFeAdHdltALDb3c6royXQXHjb/pkhvZcr0XBYs4p985vLn+zcTY\nWw04+/8o7j0pIa5aSESSrgRBELIYv5XIDsWKdOHJ4cQp+tpxMHsOpR9XM7KXTWGVdaUtXqvS0vSE\nabl6/ZIg7jf670hD5ir+NexUYQ7g88+N/yjvils79+2kui5NGovtyKppqxITDBuD8OgqAEqHFFF8\ngo3khgbUlpKzeUTWXe9/GP8H+0QxBRRWsezj6rTJYR7KiIdVEAQhy0k5lp2OXZHOGhLVaUchB7aE\nKLzdNEhWUF1XzdL1S0GD/pSw/r0QFENJSXqMlkhdhLX1bQsJWBGpaZmWj/uN5oRhSoVevcnAqcIc\nwObNxn98eFihNVykI2FN2OzHaA5Ul8EfWn/T+t1zEu4H1pbDnDBlZdl3vW9r3ObeoKCGmppDp3BA\nphCDVRAEIctJPZY9uzxNqeIW2pSwbnh6j52OUrGxuqfxv1GAwkK90qCfCnO9ehn/8eFhhdZwkY5I\nXAKcpQKy90Amu/AjkZktIQzZjBisgiAIHQSJSW9/fEts2ZWE1SDYYK97Gv8b+ftdS0zDzUfFJ1Nv\n+1DG7/1wsHEs6ducC7XjKB8p3lU/SAyrIAiCIDhgGhto7iVV+SIxnja/oTStuqdFRUbFNI+KT4Gj\nAi1620J2EJ4c5rz+lipnteMojYazLoQhWxEPqyAIgiC4EJ4cZsqLFSz53Ebo1vSSbZ3Pj2+s5rnl\neomlK8eUZEROas4cmDIFlswJw2VTYOCSuPWjThjFvKnz4vS2hYNPIC/A4mv1MIalH9VAtJCSqeJZ\nTQYxWAVBEATBBdPYWLVxFVfOvoH/7IjRT43xkgUCmdc8DQRg8WKorg6wdOliNh+ohv5L6XUslJxY\n0iGmyA9nQsEQoRL5jVJBDFZBEARB8MGI40fw6c2rs8JL1hoDG6/VKgiHKmKwCoIgCEISiJdMENof\nSboSBEEQBEEQshoxWAVBEARBEISsRgxWQRAEQRAEIasRg1UQBEEQBEHIasRgFQRBEARBELIaMVgF\nQRAEQRCErEYMVkEQBEEQBCGrEYNVEARBEARByGrEYBUEQRAEQRCymg5lsCqlvqeUWqeU2q2Uelsp\nNdLPduFwONOndtghfZp+pE/Ti/Rn+pE+TT/Sp+lF+jP9ZEufdhiDVSl1OfBH4FfAUOADoEop1dNr\n22zp7EMJ6dP0I32aXqQ/04/0afqRPk0v0p/pJ1v6tMMYrMDNwKOapj2jadqnwHeBRuC6g3tagiAI\ngiAIQibpEAarUuoIYDiw2FymaZoGLAJGH6zzEgRBEARBEDJPhzBYgZ5ALrDZsnwz0Lv9T0cQBEEQ\nBEFoLzod7BPIEEcDvPXWWwBs2LCB559//qCe0KGG9Gn6kT5NL9Kf6Uf6NP1In6YX6c/0k8k+Ne00\nDLvNDaXPrGc3RkhAIzBZ07TKmOX/D+ihadollvZ/Br7XricpCIIgCIIgpML/app2k1uDDuFh1TRt\nv1JqNTAWqARQSinj84M2m9xv/Psh8FW7nKQgCIIgCIKQDEcDZ9BqtznSITysAEqpy4D/h64O8C66\nasAUYLCmaVsP4qkJgiAIgiAIGaRDeFgBNE2bbWiu3gH0At4HysVYFQRBEARBOLTpMB5WQRAEQRAE\n4fCko8haCYIgCIIgCIcpYrAKgiAIgiAIWU2HMFiVUsVKqUql1EalVLNSaqJlfbNSqsn4N/bvxzFt\njlRK/a9SaptSaqdSao5S6ljLfgJKqeeVUtuVUvVKqceVUl3b63u2J2nq02lKqdeN/mpWSnW3Oc5h\n0adt7U+jnx5USn2qlGpUSq1XSj1g7dPDpT8hbdfoI0qpGqNPtyilXlZKnWTZj/Rp63rPPrW0f81h\nP4dFn6bpGn3Dsq5JKfWwZT+HRX9C+q5RpdRopdRipdRXRr+9oZQ6Mma99Gnreq/3U3+XNpNj9pPR\nPu0QBivQFT3J6kbALui2N9DH+Lc3cB3QDMyJaXM/cCEwGTgHOA6Ya9nPC8DJ6HJZFxrtHk3Xl8gy\n0tGnecBrwN0O+4DDp0/b2p/HGet/BJwKXA1MAB637Odw6U9IzzW6CrgGGAyMBxRQpZRSMW2kT1vx\n06cAKKVuBpoc9nO49Gk6+lMDHkNPJjbb32LZz+HSn5CGPlVKjUZ/N80HRhh/fzbamUiftuLVp5/b\ntPkVsBO9n00y26eapnWoP6MTJ3q0eRlYGPO5O7AXuCRm2UnGvs4yPp9sfB4a06YcOAD0PtjfO9v6\n1LKuBP3F1d2yfPDh2Kdt7c+YNlOA3UDO4dyfae7T041rdYDxWe77FPoUOBP9JXasdT+H63Waan8C\nrwN/ctnmsOzPNvbpCuB/pE/T16c2bdYAj7Vnn3YUD6tvlD7NfwHxnqnh6BJei80Fmqb9B/2BO9pY\nNAqo1zTtvZjtFqGPRs7O5DlnOw596ofRSJ8mkER/5gM7NE0zvQLSnw746VNjauo6oBb4wlgs970D\nTn2qlMoDngdu1DRti82mcp3a4HGNfksptVUp9S+l1D1GH5tIfzpg16dKqWPQ+2WbUuotpdSXRjjA\n12M2lT51wOezdDj6oPWJmMUZ79NDzmBFn/7bAfwtZllvYJ+maTssbTcb68w2cQ9fTdOagGhMm8OV\na0jsUz9In9pzDR79qXTN4VuJn06R/nTmGhz6VCk1Qym1E336qhwYr2naAWO19Kkz12Dfp/cByzVN\n+4fDdtKn9lyDfX8+D1wJnAvcA3wbeDZmvfSnM9eQ2KcDjX9/hf78LEf3Bi5WSg0y1kmfOnMN3u/7\n7wCfaJr2TsyyjPdphykckATXAs9pmrbvYJ/IIYT0aXpx7U+lVDfgVeAj4NfteWIdGLc+fQ5YgB5/\n9RPgJaXU1+R69iShT41kjVJ074qQHLbXqKZpsZ6sj5VSm4AlSqkBmqata9cz7HjY9anpiHtE07Rn\njP//SCk1Fn2G5ZfteYIdEK/301FABQfh3XRIGaxKqWKgCLjUsupLoLNSqrvFy9rLWGe2saoG5AIF\nMW0OO1z61A/Spxa8+lMpdTRQBTQA3zRGqCbSnzZ49ammaaZ3da1S6h2gHrgE+AvSp7a49Ol56B6s\n7fF5a/xVKfWmpmmlSJ8mkORz9F3j30JgHdKftrj06Sbj339blv8b6Gf8X/rUBp/X6aXoCdfPWpZn\nvE8PtZCA7wCrNU37yLJ8NXrg71hzgdKlbfqhB2dj/JuvlBoas91Y9KziWLf34YZTn/pB+jQRx/40\nPKsL0BOtJtqMcKU/7UnmGs1B7y9T3kb61B6nPr0XOAMYEvMH8AN0zwxIn9qRzDU6FD3uzzS8pD/t\nse1TTdM+A/6LnlgdSxGw3vi/9Kk9fq7T64BKTdPqLMsz36cHO2PNZ1ZbV/QH45noWWg/ND73jWnT\nHfgKmOawj4fRR6vnoidhvQUss7SZhy6DMxL4OvAf4NmD/f2zuE97Gdtcb+xjjPE5cLj1aVv7E+gG\nvI0uPTLA6FvzL+dw68809ekA4OfAMKAv8DWgEtgK9JQ+Te2+t9lnQtbx4dKnabhGB6LHqg8D+gMT\ngRpgyeHYn+m6RtEHUPXoMpaDgDuBXRjqINKnqd336F7/JqDMYX1G+/Sgd6TPzi4xOrnJ8vdkTJtp\nRmd3c9jHkcBDwDb06cGXgGMtbfLR4922Gxf7LKDLwf7+Wdynv3LYx1WHW5+2tT9plQaL/TP31+9w\n68809Wkf9FjgTcAedO/Ks0DI0k76NIn73mafTSQarIdFn6bhGj0BeAN9ENWI/oK/Fzj6cOzPdF6j\n6Fq269Hf98uB0dKnbe7Tu4F1Lusz2qfKOIggCIIgCIIgZCWHWgyrIAiCIAiCcIghBqsgCIIgCIKQ\n1YjBKgiCIAiCIGQ1YrAKgiAIgiAIWY0YrIIgCIIgCEJWIwarIAiCIAiCkNWIwSoIgiAIgiBkNWKw\nCoIgCIIgCFmNGKyCIAiCIAhCViMGqyAIQgdHKXWDUuofGdjvMUqpzUqp3unetyAIQjKIwSoIgpAE\nSqmFSqn5NstvVErVK6WOa+fzOQr4H+Mvdnl3pdS9SqlPlVK7lVIblVJVSqlJMW2WK6WaLX9NSqkH\nATRN2wo8b923IAhCe6M0TTvY5yAIgtBhUEqdAHwI/EzTtFnGsgHGshs0TXshQ8fN1TStyWb5NcCP\nNE07I2ZZAPgnkAf8AlgDHADOA34GnKFpWqNSahnwAXCHZbe7NE3bZezrDGAF0EfTtB1p/2KCIAg+\nEA+rIAhCEmiatgH4IfBHpVR/Y/ETwHzTWFVKnWN4LxuVUp8ppf6klMoz96GUukoptUoptVMptUkp\n9axSqmfM+rGGt7NcKbVaKbUXONvhlC4H/m5Z9lvgOGCkpmkvaJr2qaZpNYaBPQTYHdO2UdO0LZa/\nXTHf90NgGzAJQRCEg4QYrIIgCEmiadozwCLgKaXUTcApwA0ASqki4FUgDJwKVADnAvfH7KITuufz\ndOBiYBDwuM2h7gF+AgwGPrauVEop4GvAqphlOcBlwNPGlL713HdpyU+tvQsUJ7mNIAhC2pCQAEEQ\nhBRQSh2DbkQGgG9qmvZ3Y/lTwFeaps2MaXsusBDI0zTtgM2+RgFvAV00TdurlBprtL9A07SEeNmY\n7YLAVmC0pmnvGMv6ABuBmZqm/a/Hd1gGnAXsi1msAd/RNO2lmHYPAIM1TSt3258gCEKm6HSwT0AQ\nBKEjomnaVqXUo8Ak01g1GAKcbMSWmijjrz+wVik1ErgdOAPd4DVnu/oCNeYhgNUep2GGGeyxHCsZ\nngZ+Y1n2peXzbqBLkvsVBEFIG2KwCoIgpM4B4y+Wo4H/Nf6sxuPnSqluwHygEpgKbAEKgX8AnS3t\nd+HONuPfQMyyL4Ed6GEEfmjQNK3Wo00BuidXEAThoCAxrIIgCOllDXCqpmnrNE2rtfwdAE4G8oGf\na5r2lqZp1UCvVA6kadoe4D/oMbTmsmZgNnCVUupY6zZKqaON2NdkOA14L5VzFARBSAdisAqCIKSX\ne4ESpdQDSqkzlFKFSqmLjThQgPXAfuAHSqkBSqmLgf+vDcerAsZYlv0c+C/wjlLqW0qpwcZ5fAfd\n8MyLadtFKdXL8tfDXKmU6goMBRa04RwFQRDahBisgiAIaUTTtA+AEvQp+eXocai3AxuM9ZuB64Ar\n0JO2fgT8uA2HfBz4hmFYmucQRZfBehG4Dd1IfdM45i81TWuM2X4GunEb+/dszPpvAtVmUpcgCMLB\nQFQCBEEQOjhKqbnAPzVN+2MG9r0S+I2maXPTvW9BEAS/iIdVEASh4/NjoNGzVZIY0l0virEqCMLB\nRjysgiAIgiAIQlYjHlZBEARBEAQhqxGDVRAEQRAEQchqxGAVBEEQBEEQshoxWAVBEARBEISsRgxW\nQRAEQRAEIasRg1UQBEEQBEHIasRgFQRBEARBELIaMVgFQRAEQRCErEYMVkEQBEEQBCGr+f8BtSqv\nPXo2N7IAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plot some of the data\n", - "\n", - "#plot time and depth vs S for c14 data\n", - "#as it stands right now, this plot suggests to me that the year-depth relationship is not consistent!!!\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", - "axes[0,0].set_xlim(min(c14.year),max(c14.year))\n", - "\n", - "axes002 = axes[0,0].twiny()\n", - "#axes002.set_xlim(axes[0,0].get_xlim())\n", - "axes002.scatter(c14.depth_m, c14.S_ng_g, color='green', label='Sulfur by depth')\n", - "axes002.invert_xaxis()\n", - "axes002.set_xlim(max(c14.depth_m),min(c14.depth_m))\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", - "#axes002.cla()\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#given how the above figure looks, is the relationship between date and depth linear?\n", - "fig, axes = plt.subplots(nrows=1, ncols=1, figsize=(5,5), squeeze=False)\n", - "\n", - "axes[0,0].scatter(c14.year, c14.depth_m, color='red')\n", - "axes[0,0].axis('equal')\n", - "\n", - "axes[0,0].set_xlabel('Year')\n", - "axes[0,0].set_ylabel('Depth')\n", - " \n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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GtXvzzTd94MCB3qVLF09LS4tKS7N06VK/6KKLfK+99vLOnTv7vvvu66effrr/\n4x//qLd/SgUm0j419W93/Q/rfcqHU/yBtx/wj7/+OGHvv3nrZr9hzg3e9XddnZvxzrd29vH/HO8b\nN2/c7mPr3LNNS597tm7d6nfeeacfeuihnpGR4VlZWT5w4EC/7bbbfP369TXtzMyvueYanzJliufl\n5XlGRoYPGDDAX3vttTrv/bvf/c733Xdf79SpU9SYp6Wl+bXXXlun/f777+8XX3xxgz9PolKBtXlg\nmQyPRAa3Le3rr93LytwjUufV8enqT2PmMKx+lKwuab0OtzPPP/+8p6Wl+euvv97WXUmoZPodFpGm\nS5a/3Q2bN3ioPOTrvl/Xpv1IVcly7qkObtuK8tx2ULvtBn37QkNbZJdVlDV4jNKK0gT3KnU89NBD\n9O3bt9k72IiIpLKuO3Qlp0cOO3euu1WubD+dexJLc25TUHaP7Abrt3eeVCp66qmn+PDDD5k1axb3\n3HNPW3dHREQ6AJ17WoaC2xSUl5VHfnY+c5fMjUrsnW7pjOg7gtys3DbsXXIqLCxk55135pJLLmH8\n+PFt3R0REekAku3cY2ZJn+arKRTcpqiiUUUUTC+IypYwou8IikYVtWGvktf2JAMXERGJR7Kdeyrr\n242qnVFwm6IyMzKZPXY2ofIQpRWl5PTI0RVbERERSXkKblNcblaugloRERHpMJQtQURERERShoJb\nEREREUkZSRXcmtkQM5thZl+YWZWZnd5A2wfCba6tVd7ZzO41s9Vmtt7MpplZr5bvvYiIiIi0tWSb\nc9sN+AB4BHi2vkZmdhbwI+CLGNV3A6cAo4B1wL3AdGDI9nZu8eLF23sIkTah312R9k1/w9IRJOr3\nPKmCW3efDcwGsHoSrZnZ3sCfgXxgZq267sDFwHnu/mq4bByw2MwGuftb8fSrZ8+edO3albFjx8bz\ncpGk0LVrV3r27NnW3RCRZtD5RzqaRJyrkiq4bUw44H0cuMPdF8eIf/sT/EwvVxe4+6dmthw4Bogr\nuO3duzeLFy9m9erV8XVcJAn07NmT3r17t3U3RKQZdP6RjiYR56p2FdwCvwQ2u/tf66nfI1y/rlb5\nqnBd3Hr37q3AQEREWp3OPyLN026CWzPrD1wLHNlS7zFx4kSmTp0aVVZQUEBBQUFLvaWIiIiI1FJU\nVERRUfSuqitWrGjSa9tNcAsMBnYDPo+YjpAO3GVmv3D3vsBKYEcz617r6u3u4boGXX/99YwZMybB\n3RYRERF2dIerAAAgAElEQVSR5oh1cfHJJ59s0vzzpEoF1ojHgcOAwyMeXwJ3ECwuA3gX2AqcWP0i\nM+sH9AYWtWZnRURERKT1JdWVWzPrBuQA1Zdm+5rZ4UCFu38OrKnVfguw0t1DAO6+zsweIbiauwZY\nD9wDvB5vpgQRERERaT+SKrgFBgDzAQ8/JobLJxGk+KrNY5RdB1QC04DOBKnFrkp4T0VEREQk6SRV\ncBvOTdvkqRLheba1y34Argk/RERERKQDaU9zbkVEREREGqTgVkRERERShoJbEREREUkZCm5FRERE\nJGUouBURERGRlKHgVkRERERShoJbEREREUkZCm5FREREJGUouBURERGRlKHgVkRERERShoJbERER\nEUkZCm5FREREJGUouBURERGRlNGprTsgLaukvISyijJyeuSQm5VLSQmUlUFODuTmtnXvRERERBJL\nwW2KqthUQeH0QorLimvKstbkU/5gEXyfCUB+PhQVQWZmW/VSREREJLE0LSFFFU4vZO6SuVFl5bvM\nhdEFNc/nzoWCgtqvFBEREWm/FNymoJLyEorLiqn0yuiKtErIKYYeIQAqK6G4GEKhNuikiIiISAtQ\ncJuCyirKGm7QozTqaWlpPe1ERERE2hkFtykou0d2ww0qcqKe5uTU005ERESknVFwm4LysvLIz84n\n3dKjK6rSoTQfKoI0CenpwaIyZU0QERGRVKHgNkUVjSpiRN8RUWVZ346AaUU1z0eMCLIliIiIiKQK\npQJLUZkZmcweO5s5pXN484s3OWafYzgp+yTmnApvvgnHHAMnndTWvRQRERFJLAW3KUp5bkVERKQj\n0rSEFKU8tyIiItIRKbhNQcpzKyIiIh2VgtsUpDy3IiIi0lEpuE1BynMrIiIiHZWC2xSkPLciIiLS\nUSm4TVHKcysiIiIdkVKBpajqPLeh8hClFaXk9MghNyuX0FXBHNucHF2xFRERkdSj4DbF5Wblkpu1\nLYrNzVVQKyIiIqlL0xJEREREJGUkVXBrZkPMbIaZfWFmVWZ2ekRdJzP7o5l9aGbfhdtMMrM9ax2j\ns5nda2arzWy9mU0zs16t/9OIiIiISGtLquAW6AZ8AFwJeK26rsARwATgSOAsoB/wfK12dwOnAaOA\n44G9gOkt12URERERSRZJNefW3WcDswHMzGrVrQPyI8vM7GrgX2a2j7uvMLPuwMXAee7+arjNOGCx\nmQ1y97da4+cQERERkbaRbFdum2tXgiu8a8PP+xME7C9XN3D3T4HlwDGt3jsRERERaVXtNrg1s87A\nH4Ap7v5duHgPYHP4Km+kVeE6EREREUlhSTUtoanMrBPwDMFV2ysTddyJEycyderUqLKCggIKCgoS\n9RYiIiIi0oiioiKKau00tWLFiia9tt0FtxGB7b7A8IirtgArgR3NrHutq7e7h+sadP311zNmzJiE\n9ldEREREmifWxcUnn3ySsWPHNvradjUtISKw7Quc6O5rajV5F9gKnBjxmn5Ab2BRa/VTRERERNpG\nUl25NbNuQA5QnSmhr5kdDlQAXxGk9DoC+DGwg5ntHm5X4e5b3H2dmT0C3GVma4D1wD3A68qUICIi\nIpL6kiq4BQYA8wnm0jowMVw+iSC/7U/C5R+Eyy38fBjwWrjsOqASmAZ0JkgtdlUr9F1ERERE2lhS\nBbfh3LQNTZVodBqFu/8AXBN+iIiIiEgH0q7m3IqIiIiINETBrYiIiIikDAW3IiIiIpIyFNyKiIiI\nSMpQcCsiIiIiKUPBrYiIiIikDAW3IiIiIpIyFNyKiIiISMpQcCsiIiIiKUPBrYiIiIikDAW3IiIi\nIpIyFNyKiIiISMpQcCsiIiIiKUPBrYiIiIikDAW3IiIiIpIyFNyKiIiISMpQcCsiIiIiKUPBrYiI\niIikDAW3IiIiIpIyFNyKiIiISMpQcCsiIiIiKaNTW3dAWk5JeQmvLnsVc2PofkPJzcqlpARefRXM\nYOhQyM1t616KiIiIJI6C2xRUsamCc545h3lL50WV77pmOGsfnAbfZ9aUDR8O06ZBZmbto4iIiIi0\nP5qWkIIKpxcyf+n8OuVrd50HowuiyubNg4KCOk1FRERE2iUFtymmpLyE4rJiHK9baUBOMfQIRRUX\nF0MoVLe5iIiISHuj4DbFlFWUNd6oR2mdotK6RSIiIiLtjoLbFJPdI7vxRhU5dYpy6haJiIiItDsK\nblNMXlYe+dn5GFa30oHSfKiITpGQn6+sCSIiIpIaFNymoKJRRQzbf1id8l3XDodpRVFlw4dDUVGd\npiIiIiLtklKBpaDMjExevuBlQuUhXl32Kjg1eW5DVwV5bkF5bkVERCT1KLhNYblZueRmRUevubkK\naEVERCR1aVqCiIiIiKSMpApuzWyImc0wsy/MrMrMTo/R5hYz+9LMNprZS2aWU6u+s5nda2arzWy9\nmU0zs16t91OIiIiISFtJquAW6AZ8AFwJdXchMLMbgauBy4BBwAag2Mx2jGh2N3AaMAo4HtgLmN6y\n3RYRERGRZJBUc27dfTYwG8DMYuSy4ufAre7+z3CbC4BVwJnA02bWHbgYOM/dXw23GQcsNrNB7v5W\nK/wYIiIiItJGku3Kbb3MbH9gD+Dl6jJ3Xwf8CzgmXDSAIGCPbPMpsDyijYiIiIikqHYT3BIEtk5w\npTbSqnAdwO7A5nDQW18bEREREUlRSTUtoa1NnDiRqVOnRpUVFBRQUFDQRj0SERER6XiKioooqrXL\n1IoVK5r02vYU3K4EjODqbOTV292B9yPa7Ghm3Wtdvd09XNeg66+/njFjxiSouyIiIiISj1gXF598\n8knGjh3b6GvbzbQEd19KEKCeWF0WXkD2I+CNcNG7wNZabfoBvYFFrdZZEREREWkTSXXl1sy6ATkE\nV2gB+prZ4UCFu39OkObr12ZWCnwG3AqsAJ6HYIGZmT0C3GVma4D1wD3A68qUICIiIpL6kiq4Jch2\nMJ9g4ZgDE8Plk4CL3f0OM+sKPAjsCiwATnH3zRHHuA6oBKYBnQlSi13VOt0XERERkbaUVMFtODdt\ng1Ml3P1m4OYG6n8Argk/RERERKQDSargVkRE6iopL6GsooycHjnkZuVG15VAWRnk5EBubj0HEBHp\nQBTciogkqYpNFRROL6S4rLimLD87n6JRRfimTAoLoXhbFfn5UFQEmZlt0FkRkSTRbrIliIh0NOc8\ncw5zyuZElc0pm8PoZ0ZzzjkwJ7qKOXNg9OhW7KCISBJScCsikoRKykuYt3QejkeVO868pfOY90EI\nj67CHebNg1CoFTsqIpJkFNyKiCShV5e92nCDPvXXv9rIS0VEUpmCWxGRZOSNNxERkboU3IqIJKGh\n+w1tuMGy+uuHNvJSEZFUpuBWRCQJ5WXlMXy/4THrhu83nOFHxM77NXy4UoKJSMem4FZEJElNO3ca\n+dn5UWX52flMO3ca06YFqb+i6vJh2rRW7KCISBJSnlsRkSSVmZHJ7LGzCZWHKK0ojd7EIQNmzw4y\nI5SWahMHEZFqCm5FRJJcblZunZ3JaupyFdSKiETStAQRERERSRm6cisikuRKyksoqyiLnpZQXVcC\nZWWaliAiUk3BrYhIkqrYVEHh9EKKy4pryvKz8ykaVYRvyqSwEIq3VZGfD0VFkJnZBp0VEUkSmpYg\nIpKkCqcXMnfJ3KiyuUvmUjC9gMJCmBtdxdy5UFDQih0UEUlCCm5FRJJQSXkJxWXFVHplVHmlV1Jc\nVkzx2yEqo6uorAyu5IZCrdhREZEko+BWRCQJlVWUNdygR2m9VaX1V4mIpLztCm7NrHOiOiIiIttk\n98huuEFFTr1VOfVXiYikvGYFt2Z2iplNMrMlZrYF2Ghm68zsVTP7HzPbq4X6KXEoKS9hVmgWofJt\n9yhLSmDWLN22FEl2eVl55Gfnk27pUeXplk5+dj75A3NJj64iPT1YVKasCSLSkTUpW4KZnQX8EdgZ\nmBn+95fAJqAHcAgwArjJzB4DbnL3b1qiw9K4WCusj95rCF2fe555M7ctox4yBJ5/XiurRZLVfafe\nx6CHB1G+qbymbNcuu3L/affjx8KgQVC+rYpdd4X772+DjoqIJJGmpgK7AbgOmOXuVTHqnwYws72B\na4CxwJ8S0kNptlgrrN/8cgEcnAvzQvB9EM0uWBBc4QmFFOCKJKMrZ17J2u/XRpWt/X4t418cD5Nn\nsza6irVrYfz4YFteEZGOqknTEtz9GHd/sZ7ANrLdF+7+S3dXYNtG6lthDUC3cig4PaqovBxOP71u\nUxFpW8qWICISH2VLSDGNrrDusxB6RJ/5Fi7UyVAk2ShbgohIfJq9Q5mZ3VVPlQPfA6XA8+5esT0d\nk/g0usIagpNiRfSKk9JSLUIRSSbKliAiEp94rtweCVwMXAYMDT8uBX4GnAjcBZSa2UGJ6qQ0XV5W\nHoN7D264UYyTok6GIslF2RJEROITT3D7LPAysJe793f3/sA+wEtAEbA38BpaUNZmZpw3g6yMrLoV\nVWlQmh911TYtTSdDkWRVNKqIEX1HRJWN6DuColFFFBXBiOgqRoyAoqJW7KCISBJq9rQEgswJ+e6+\nrrrA3b81s5uBOe7+ZzO7BZiToD5KM2VmZBK6JsTpRaez8POFNeXD9zuJja8V8WZE25NO0slQJFll\nZmQye+xsQuUhSitKyemRQ25W+JtoRpAVIRQKphXl5OhLqogIxBfcZgK9gP+rVb4b0D3877XAjtvR\nL9lOmRmZLLh4Qd2T4jidDEXam9ys3G1Bbe26XP0di4hEiie4fR541MyuB94Olw0E/hd4Lvx8EFCy\n/d2T7RXrpKiToYiIiKSqeILbywnm0z4V8fqtwCSCjR4APgEu2e7eiYiIiIg0Q7ODW3f/DrjUzK4D\n+oaLl4TLq9t8kKD+iYiIiIg0WZODWzNbDswIP+aFg9kPW6pjIiIiIiLN1ZxUYOcDPwD3AqvNbKqZ\njTGzXVuma7GZWZqZ3WpmS8xso5mVmtmvY7S7xcy+DLd5ycyUyVVEREQkxTU5uHX3V939enfPBY4D\nPgCuAVaa2Twz+4WZ9W34KAnxS4J5v1cCBxCkJrvBzK6ubmBmNwJXE2w0MQjYABSbmTI4iIiIiKSw\neDZxwN0/dvffu/vRwH4EmzecCPzHzP5jZqclsI+1HUOwve9sd1/u7s8S5NQdFNHm58Ct7v5Pd/8P\ncAGwF3BmC/ZLRERERNpYXMFtJHdf6e5/c/efEOS6vQnYvN09q98bwIlmlgtgZocTXEmeGX6+P7AH\nwS5q1X1cB/yLIDAWERERkRTV7GwJZta9nioHfnD3f2xflxr1B4LNIj4xs0qCAP1/3P2pcP0e4b6s\nqvW6VeE6EZF2paS8hLKKsugdyqrrSqCsTJuyiIhUiyfP7VqC4DEmM1sBPAZMcPeqOPvVkJ8ChcB5\nBLukHQH82cy+dPcntufAEydOZOrUqVFlBQUFFBQUbM9hRUTiUrGpgsLphRSXFdeU5WfnUzSqCN+U\nSWEhFG+rIj8/2E47M7MNOisikkBFRUUUFRVFla1YsaJJrzX3euPU2C8wOx+4nSCAfStcPAi4EPgd\n0BP4L+BOd7+9WQdv2vsvB37v7vdHlP0PMMbdDwpPSygDjnD3DyPavAK87+7XxThmIfDk5MmTGTNm\nTKK7LCISl5GTRzJ3yVwqvbKmLN3SGdF3BEyezdy5ULmtivR0GDECZs9ug86KiLSwJ598krFjx0IQ\n802pr108V27PB65396cjyl4ws4+Ay939xHAA+j8EQXCidQUqa5VVEZ4/7O5LzWwlwQK3D6FmKsWP\nCNKYiYgkvZLykqgrttUqvTIofzsEldHzECorgyu5oZCmKIhIxxXPgrLBwPsxyt9n24KthUDveDvV\niBeAX5vZqWbWx8zOItj299mINneH2/zEzA4FHgdWAM+3UJ9ERBKqrKKs4QY9SuutKq2/SkQk5cVz\n5XYF8DOCfLORfgZ8Hv53FrBmO/rVkKuBWwmuwvYCvgTuD5cB4O53mFlX4EFgV2ABcIq7t2QWBxGR\nhMnukd1wg4r696XJ0ZY1ItKBxRPc/hfwjJmdArwdLhtAsKHC6PDzgcDUGK/dbu6+Afh/4UdD7W4G\nbm6JPoiItLS8rDzys/Prn3M7MLfeObeakiAiHVmzpyW4+wyCQHYW0CP8mAUc4O7/DLe5390bDD5F\nRKRhRaOKgkA2woi+IygaVURRURDIRtWNCLIlSDBneVZoFqHyUP1tSmDWrGCOsoikjniu3OLuS6k7\nLUFERBIoMyOT2WNnEyoPUVpRGp3nNiPIihAKBXNslec20FD6tMyMIEdaRQVKoybtTqx818pzHVtc\nwa2Z7UqQ/qsXta7+uvvjCeiXiIiE5Wbl1tm8oaYuVye1SIXTC5m7ZG5U2dwlcymYXsDssUGOtMJC\nmBvdhLlzoaBAadQk+cT6wja8dz5MK2LezG3fxvQFbZt4dij7CfAksBOwjugNHZwgM4GIiEiraix9\nWqg8hJfnRl2xrWmjNGqSpM555hzmL50fVTZv2RzoORp4uaZszhwYPRpefpkOL55UYBOBR4Gd3H1X\nd8+MePRIcP9ERESapLH0aaUVpZQ1kmFNadQkmZSUlzBv6Ty89saw5tB3HvTYNmHcHebN0xxyiC+4\n3Ru4x903JrozIiIi8WosfVpOjxyyG8mwpjRqkkxeXfZqww361K1/tZGXdATxBLfFBKm/REREkkZe\nVh5ZGVkx67IyssjNyiUvD7JiNyErS1MSJMl4402krngWlL0I3GlmBwEfAVsiK8OpwkRERFpVSXkJ\n5ZvKY9aVbyqvmXNbHrsJ5eWacyvJZeh+QxtusKxu/dBGXtIRxBPc/i3839/EqHMgPf7uiIiIxKcp\nc24pazhyLS1VcCvJIy8rj+H7DWfeZ/OiKxxYOhwqon9Zhw/X7y/Et4lDWgMPBbYiItImNOdWUtG0\nc6eRn50fVTa8Tz7DV0+LKsvPh2nRRR1WPHNuRUREkk71lsXpFn2dJd3Syc/Or5lzm58fbFUc1SY9\nKNdVL0k2dTIlSKOaFNya2XlNPaCZ7Wtmx8XfJRERkfg0tGVxTRttXSztSKyNSeYvm8u8HgVRZdUb\nkUjTr9yON7PFZnaDmR1Yu9LMdjGzU81sCvAeUM9aVBERkZbTlKtc3k4vhJWUlzArNItQeXQi05IS\nmDVL+U1TUfXGJJVeGVXuVgk5xVF5biM3IunomhTcuvtQ4EbgJOA/ZrbOzEJm9pGZrQDKCTZ2WA4c\noowJIiLSFhrafremTQPb7yajik0VjJw8kn5/7cepU04l7695jJw8kiVfrmHkSOjXD049FfLyYORI\nWLOmrXssidLYIkl61N11RBuRNCNbQjhgnWFmPYHBQB8gA1gNvA+87+5VLdLLdqykvISyijLS1+VQ\n+XUuOTma0yUi0hJSdfvdwumFvFT2UlTZ3CVzGfROAWvnzo4uDwfps6OLpZ1qbJEkFXVXQGpRZByp\nwNx9NfBcC/QlpVRsqqBwemH0B21pPkwrIn9oJkVFkJnZdv0TEUk1qZgK7K0v3qo3YC/PLIZdQlHp\noJI5SJfmq14kOXfJ3KipCebpeNmIqP/36enB3HH9f1e2hBYT69YYfefC6IKkvv0lItJepWIqsPEv\njm+4QYzb0qBb06kk1iLJYX1GMLwiegWkFkVuo+C2BdQ3AZy0YAJ45S4hTfoWEUmwVEsFVlJewntf\nvddwoxi3pQE6xbNFkyQlpQJrPgW3LeCDrz5ouEH4m7a+WYuIJFYqpQJrdDHRl0fV2aGq2tatLdAh\naRNKBdZ8+m7XAu54446GG1QGw65v1iIiiZWZkcnssbMJlYcorSglp0cOuVnRAWBmZrDgKhQKLjIk\n60LfRhcTvfBgvVXJNr1C4lPfIsmoVGDhLziab71Ns8IrM9sB+AT4sbsvbpkutW8l5SW8+9W7DTdK\nD75SL1vWCh0SEemAcrNy6wS1ddrkJncQkJeVR1ZGFuWbyuvUZWVkweYB1K2BrKzk/rmk6ZqUCqzW\n1ftkWxTZFpo1LcHdtwBdWqgvKaHRX0Sod46UiIhItZLykpiBLUD5pnLKPfbCjfJyrelIFUoFFp94\n5tzeC9xoZrqpHkOjv4jLj675ljV0aCt0SESkA6pvN6+oNkm+s1c8CfyraU1HaqhvkaR5epBetFYq\nsGRbFNlW4gluBwJnA8vNrNjMno18JLh/7U71L2JMDmztCkCPHvoFFBFJtPp281qzadu2XRUVtIud\nveK5aldNV+9Sh1KBNV88we1aYDpQDHwJfFvr0eHdOuzW2BUG9J0HPUJUVCTv1QIRkfYqlbbfbSy1\nWf7A3HaR0ky2T/UiyZKrS5hZOJOSq0t4edxsXn4xk5ISmDkzuAsxe7Y2h6oWzw5l41qiI6lk9cbV\nDTcITwDXpG8RkcRJxe13i0YVUTC9IOrnOnbfY4PUZqcFAXnkz6Ord6kr1iLJZF8U2VaU57YFNPVW\nkm4biYgkTmM5xksrSvmgkTTkyTZXNTMjkymjpjB438E1ZQuWL6BgekHUVAsR2abZwa2ZLTWzJfU9\nWqKT7U1eVh7D9x+OYdEVbrBkOLYml+HD9W1LRCSR/vL2Xxqsz+mRw18abpKUFx0KpxeyaMWiqLK5\nS+Yy6I6CdjG9QqS1xZPx4O5az3cAjgRGAndud49ShcfaMi947tpJT0SaoaS8hLKKspgbEpSUQFlZ\n8m5E0FpKyktYuHxhvfWD9x2Ml+eysP4mDB6cfGPY0FSL8sxi2CUUtWI+WadXiLSmeObc/jlWuZld\nBQzY7h6lgJLyEuZ9Nq9uRcSCsnnzcvXhIyINqthUQeH0wqjgJj87n6JRRfimTAoLo+db5ucH8y07\n4qKSxtJmXXzkxZQ1klnr4osT2KEEiSeJPyiRv3RsiZxzOwsYlcDjtVtNzU2YbHO7RCS5NLTyv72s\n+G8tja11ePT9R8luZDnEo48msEMJEm86sGScXiHSWhIZ3I4GKhJ4vHZLC8pEZHtV346u9Mqo8uqV\n/8Vvh6iMroq6Jd3R5GXlMbj34HrrF36+EMsKMbj+JixcmHxjV98aDsPYdU2whiOq3GhXazoa2mwj\n2TfZkOQVz4Ky983svYjH+2b2FXB7+NHizGwvM3vCzFab2UYz+7eZHVWrzS1m9mW4/iUza7VQsr7c\nhFQFO4qkf5urPIQi0iDtTtV81wy6psH60opSrmm4SXKOXYw1HF7PGo72sqajoc022ssmG5K84rly\n+xzwfMTjWWACcIi7P5TAvsVkZrsCrwM/APnAgcD1wJqINjcCVwOXAYOADUCxme3Y0v2rFmtHEZaM\ngGlFykMoIo3S7lTNt0vnXRqs75TWiV0abkKnJNtYvt41HMDazGANR23z5iX/1U5NuZGW1KQ/YzO7\nC7jJ3TcA84FF7r6lRXtWv18Cy939koiyZbXa/By41d3/CWBmFwCrgDOBp1ujk5kZmdxzyj28tuw1\ncEhfMZTPLZdjZsBJJ7VGD2KvsNbKapH2ofoO0Nwlc6OmJqRbevDFeWAuc+cSNTUhPT1I4t9R/7ar\nvKrB+q1VW6HhJmzdmsAOJUAqLihrbLMN3g5BZXTnlQVCmqOp31GvAf5IcAV0PrAn8HVLdaoRPwFm\nm9nTwFDgC+A+d38YwMz2B/YAXq5+gbuvM7N/AcfQCsFtrBXOlObDtCL4PrPFVzTHev/hvYP3nzdz\n25t25JXVIu1BrN2pRvQdod2p6tHY1e6cHjl4IxfEk+2qd1bXrIYbtMMFZfEG7JDcQbskj6YGt58B\n15rZHIKEVseYWczZL+7+WoL6Vp++wHhgIvA7gmkH95jZD+7+BEFg6wRXaiOtCte1uFi3W+g7F0YX\nwOTZNbdXZs9uvfefv2wu3qMA2PamLd0PEdk+1XvKh8pDlFaURue5zQj+dkOh4ISvuzHbFl/NXzo/\nao6qYQzbf1gwdlnBgqv586Pnp5rBsGHJN4a/mf8bDIuRNx12WJbPlhhBYFZW8v0ckTTlRlpaU4Pb\n/w94APhvgsDxH/W0cyC9nrpESQPecvebws//bWaHAFcAT2zPgSdOnMjUqVOjygoKCihoxkSf+m63\nkFYJOcWw5ztUfjWgxW6v1Pf+buH377Et4bdu84i0D7H2lK+p097y0epbfNXIwqtkXIhV7/kkbMvs\n22KWl5cn9+e6ptxIUxQVFVFU61bUihUrmvTaJgW37v4c8JyZ7QSsA/rRdtMSvgIW1ypbDJwd/vdK\ngqvLuxN99XZ34P2GDnz99dczZsyY7epco7dbfnI5PPQu0DK3V+K53aPbPCKSChpafDXvs3mEykN4\neS7zYjepWYiVLJ+HjX6ed/um3qpk/1zXlBtpTKyLi08++SRjx45t9LXNWhfq7t+Z2TBgqbu31bT7\n1wmC60j9CC8qc/elZrYSOBH4EMDMugM/Au5t6c41ertlr/dqrp62xKrceG736DaPiKSCxoLB0opS\nKGs44kumoDCVb99ryo20pCalAjOz7tUPgqufXSPLatW3tD8BR5vZf5tZtpkVApcAf41oczfwazP7\niZkdCjwOrCBIXdai8rLyOGrPoxpuFM5P2RKrcuvLsWse5NiNvGqbno7y7YpIymjKgrLGdilLpqCw\nvs/zdEsnPzuf/IG5pNeaCNjePtdjzSWuqUvCqSLSPjQ1z+1agjyyDT2q27Qod38HOAsoAD4C/gf4\nubs/FdHmDuAvwIPAv4AM4BR339zS/QN44LQHGm7QwjuUxcqxO6zPCIZXRN/T0W0eEUkleVl5ZGXE\nzi6QlZFFblYueXnBgquYbZJwIVasz/Pq2/dFRcHneFRdO/lc1yYO0pKaemN8WIv2opncfSYws5E2\nNwM3t0Z/ahu490Dys/N5qewlqiKTKlalw5IRpH+by4gW/GZd7+2ecbrNIyKpq6S8hPJN5THryjeV\n18y5LY/dJCkXYqXq7fuGNnGozioUVafsPtIMTV1Q9mpLdyTVxJos39o7lMVaYa2V1SKSqlJtzm2k\nVNFytF8AACAASURBVMqYoU0cpKU1e0mTmR3fUH0r5LltFxxnxbdNS1khIiLbLxU3cUhF2sRBWlo8\n6/VfiVEWOe27pfPcJr13v3yXgX8bWHeifN9iGF1A8eTZjB4NL78c+/UiItJ8jeVPrd7EIT8f5VFt\nQ6mcBUKSQ1MXlEXKrPXoBYwE3gZOTlzXklNJeQl/e2UWD/8jRCgUu83RjxwdewVoGjUbKVTnUxQR\nkcRpaAFWTZt2vBArFXSELBAtoaS8hFmhWYTKtwUPJSUwa5biidqafeXW3b+NUfySmW0G7gL6b3ev\nklDFpgrOeaqQecsj5gk9m8/wiiKmTc4kMzMoeuS9R9ha1UiOr/Atl1df7dh/qCIiidZQaqmaNkox\n1ea0iUPTVWyqoHB6YdRYDe+dD9OKmDczs6YsPz8Yo8zMWEfpWBK5jcAq6m6ukDLOKDqDhcsXBnuf\nVcsuZl6nMzjjjNd4LTzT+JXPXmn8YA3cchERkfg1tAp/9thgqX1hIe1yNX5JeQllFWXRGRMIrt6V\nlbWvbAmRWSBeWfYK5sbQ/YaSmZFZkwVizhx480045hg46aS27nHbifU7PX/ZXLxHAbDtF7Y9/A63\nlngWlB1WuwjYE/gl8EEiOpVsSspLWPh5rcAWguf7LWDBjBChUC65uXDCficw+aPJ9R9s5cE1E+WH\nDm2xLouIdDiNrcKvTgVWXLdJUq/Gj3XlLj87n/uGF3HlxZlRP097unpXsamCa/5/9s49Por63P/v\nSYgSEMhmg9yEAMkuXityx0NAA2EjWvXIRZOi1laxWmnrr7/a1lP1p9jqsee0PWo9VWytLTaowVar\nyAaIYqiAAbxUaLtJCOEi190EBBLNZX5/zE4yszu3vSW7ybxfL15sZr47+93Zmfk+3+f7PJ/n7eW9\n7nvFE71rWhTaO8McZZsima/h7iaamNuPkKqUfaR4vRY4C6lSWK/jlU9fMW5w4Su8EmzyzUnfJCMt\nQ7/tmWHQv5HsbMjJiV8fbWxsbPo6VqTA6kwS9Wtr49ihOKHnjZ72RImuBzoV6K3fK55YUpYIIRmv\n4e4mGuN2HDA++P84IBcYIIri5aIo/jOenUsWfH6fcQOnD5+iyfql6xHC3LxBxm6CRSU0NfXNG9XG\nxsYmUfS28rvQ5blTqj+A5I32O7y0D1FnEim9d8lMb/1e8SZNMDHT2sMX4PvFM+A0RYnYuBVFsSHk\n335RFFsS0blkwe10Gzfwu3Ermjz2t8cQBB3jNk1aSujIqumTN6qNjY1NosgZkKNZfjeNNDx5HlxO\nFzk52uV309KSMxs/Gs8dJL/3rrd+r3jTIXYYN0gPT2BvM8lp7wtYNm4FQZgpCMI1IdtuEQShXhCE\no4IgPCcIwtnx72LPs+TiJcYNdi9hSbCJPBs1vSCDN25fu1FtbGwiR0sCqHOfLQXUSemaUppamsK2\nOzIdnVJgpaXQFN4EhyM5s/GdAzQscSU6CcrJ5oEOJVqt22T/XvEmmvPU186RFpF4bh8ELpL/EATh\nEuC3wAbgceCrwI/j2rskwe10UzC6gDCFGRHYW0DBRa7O2b7pbFQmeEHaywc2NjZ6BJoDFK8qZsLT\nE1jwpwW4n3ZTvKqYxuZGAgEoLoYJE2DBAnC7pb8bG3u61z2D3jI3gL/ZT12gDp9PWtpuD2+C349p\nPG5P8OA7D+qGuWU0eDQreTmdyeeBDkVP67aTBcuhv/pidjr7Xq6K3nkSxHSoVf/+thZwF5EYtxMB\nZU2tm4BtoijeIYriL4DvACYuztTl9ZLXKcz1qDfWeSg8+jqvv961yXSWBXDkws4L0l4+sLGx0cNI\n1spIzqovYuZYuPPNO02N1zvvjGOH4oBssOtp97aue1Rzu9+fGp78ZxY8Q1b/LO2d4zfAIvXFHAj0\nzetbqzDJlbnzKAyolxr6shZwKJH4DR1IWrYyc4C3FX9XA6Pj0alkxJHpYONtkibfpk9rIZDPnFJX\n2AzJ7XRz4dAL2X1st/7BdizrfGkvH9jY2GhhJmtFdQ20qx9AfVkKyMyxsPPwTtKn1AD6J2bnzuQ6\nd6YrgQOP6e6qrU2e76HHHW/egb/Zr70zLVzqShT75vWt1ASuDdR26RzfJp2L2trU0jjuDiLx3B5B\nUkdAEISzgEnAVsX+QUBr/LqWnLicLm6fcxW3/3u4YSvz++t+b3yQ2gUAzJplX4w2NjbaRJtwA30z\nlt/tdDNpxCTDNu2Da5lk3CSpzl20camQ/I4Tn99HZX2leUNb6qoTl9PFVa6rVAU8XC646irblggl\nEuN2LfC4IAgFwGPAGaBKsf8rQBJGLHU/U0dNpXBcYfgOUYA9hRBw4XTCG290f99sbGxSg95s2CSK\n31z9G8P9+dn5/Ma4SVKdO6O4VGemk4IpOYQK8wgCFBYmv7GzqWGTtYZ2wpRNFERi3D4AtAGbgDuA\nO0RR/FKx/xtARRz7ltKULy5n1uhZ6o118+GVcgoKpKWEvlZpxcbGxjp6hk26kI4nz4Nnqov0EJun\nryeUTB01FU+eh7SQoU0+Zy6ni6lTpXOUFjL6Jeu5K1tYphmX2tjcyK7zSxBDwnFD/05azPopAmey\nwxLm0tL6XlKZTeRYNm5FUTwuiuJspNhbhyiKfw5pshh4OJ6dS0ZkSZ6KHTW68juB5gAla0qkkr0y\nB6dAeRm02BatjY2NNbQSSeaNn0fZwjLKyqQEEtU+O6GEsoVlFOUVqbbJ56yzTRkUqZsk7bk7duaY\nZlxqBx0EsoMxqSFUViZ/QtmcsSb15wVgQCDs+3V0wLXXJq5fNr2DiIWoRFE8obM9EHt3khet2t7U\neqC8DM8ch6rmdemaUtbXrVcfYNR2WO6Cp2qoqnLgctneWxsbG2N0E0kAMmHdOjuhJBTDcya3caTO\nubMUe60hB5bsCWVup5vCsYVU7jWJu83dFPb9Nm/ue0llNpERTfndPomWJI8sVaKU3/ng4AdSEQc0\nijgM9EOJNOX0++3Zp42NjTW0Ekk699kJJZoYnbPONilw7npzsYOV165kYMbAqN7bV5PKbKxhG7cW\n0BUHD0qVtA/pKqV711t3GR8sd3PnMos8+7SxsbGxiQ9G1dw629hV3ZKCu9+6m5a2FuNGDdrhC6lg\nvNv0HLZxawGrkjzv/t3HzkM7zQ+okDaxZ582NjY2sWNUza2zTQpWdYtWEi7ZxxajinI2NrFiG7cW\nsLosJDgjK70L9uzTxsbGJh4YVXPrbJOCVd16a1iC5VL1KWq82/QstnFrAV2twQ6ptnP6CRceD8y+\n2ELpXYBB+ztfntBMz7OxsbFRY7Tc3teX2fW8gHI1t/V16/H5pOpW7SGOQmVVt2TESBLO2SiNP6rt\nSSppFkqaYNH8SFHj3aZnsY1bi2hJ8rBnHpSXdUrIuJ1u8h0W7riS6ztfJlstcxsbm+TCaLk9FZfZ\nE4GZF3D+qvmUvFUM/fVPzE03Je9505OEq/5hWcrKwXWIGknXSkTgtFNTCSIVjHebniViKbC+Sqi8\nTL+T+bQddZH/oPom+/a0b3Ov917jg/X/HMath/qipKtlbmNjk1wYLrevWqe7zL5uXTd2soex4gX8\n6KSkbsMq7RPz4YfJe96M5M1SRdIsFNNwCwFJYSi7JszAffTRxPXLpndge24jRJaXKZrs0pSQWeBa\nYO1Ao7d0vrRjh2xsbLQwW273Vtek3DJ7IjD1AgIdSOo2WkUPQKrsleznTU/eLBUkzUKRwy1MJyYa\nMbfHjiWoUza9Btu4jTNup5sZ580wb9g0pvOlHTtkY2OjRbSZ8tC3Js2mXkAlBucM+tZ562nKFpZx\n+ejLjRtpxNzaY6aNGbZxmwDunWESlgBwZhgAeXmpNdu2sbHpPqLNlIe+ZQC4nW6cmU5rjQ3OGST3\neettSYWOTAdVt1VxUc5FYfsEUUrYVoYkpEqynE3PYxu3CWDi8InmjdqlcOfvfS/BnbGxsUlZjDLl\nPXkePFNdpIeIuPRFA8Dn9+Fv9hu2SSMtzFgKZdas5DxvvTWpsC5QR84TOew6vitsX/o+KWFbyeWX\np0ayXKLQmtyk4qSmO7CN254iqwGwpcBsbGyM0cuUL1tYRlkZKZstH0+saKaOy5wYZiyFsnx5vHoU\nX4ySClNRu1dmysop2pOSlsG0vbAOWhyqzZ9+Cg5HePPejtbkZu4Lxcy9ujElJzXdga2WkAAsi1MD\nR48mrh8+v4+6QJ0qs9bng7q61MqqtbHpyxhlypOZutny8cSKWsL97tV8s8XYMrrssnj1KH7ISYWh\nyEmFVNdAu/pHVyYVJuv14K310tTSpL2z/8lORSEljY2wfj0UFWm/LZXRGq9BGrNL3irl48/VM5h3\nGjYgZpcAXfIefVEpRY+UNm4FQfgR8DPgV6Io/h/F9keA24Es4G/AXaIoxjVNwFvr5aV3tyEcnMnS\ny4tUN5ul5IamXCAxD9NAc4DSNaWqB2LhGA+Ul1G5tuvh7vFIHp6+OBO2sUk1XE5XWJZ85z5X8hox\n3UH1wWrD/XmOPD771PgEJWv+g6WkQp1Qi9ra5PxOAC998pJxg6+sCjNuAVat6l3GrdZ47cnz8Exh\nGXd/w4F3uw+Wh09uREGh/hH8/VNhUtNdpGxYgiAIU4FlwMch238I3BPcNw04DXgFQTgrHp9bF6jD\n8XgOxS8V88eDD/EH5jN/fQ5Z4+qpr5fauJ1uJo2YZHyg9DYABgyIR6/UaC1hvdOwgcps9TpVqixd\n2djY2Bhx9IzxEtjccXNNV8nmzo1jh+KIc4BJolyKJhWKiD3dhaRAL+Rk2hMlUriJI3LFFFvxI0WN\nW0EQzgFWIXlnQ9c1vgusEEXxTVEUPwVuAUYC1xMHpq2cRlNLSIzQAD8nlkxhypSuTb+5+jfGBwo+\nkJ56Kh696kJPF1M1ywvSF/UwbWxseh9Xu6423L/owkVcbdyERYvi2KE48uA7DyIgaO5zNnoQGrVd\ndMmeVHjF2CuMG9Rfqbn5Su3NKYmRjrXf4aV9SA00Rq6YYjSpUSal9eZktJQ0boFfA38VRbFSuVEQ\nhHHAcGCjvE0UxZPANmBmrB/qrfUSaAkQ9pwRgAEBAkPWs369tGlI/yGWjrl5c3wvrGh0Me1Zno2N\nMUYSTGBnLPc0nnwPWf2zNPc5+jsoyivC44Es7SY4HMm51C0bP3peTv8rjyLqOECTvYrXyEEjjRsE\n5TJDGaa9OSWxNF773bDnSsIuARHYU6gKSUlL05/UaCWlTVhRzIIbGnG7Yfbs3pWMlnLGrSAINwET\ngR9r7B6O9JMfCdl+JLgvJt6qecu4gftN3nxTehmJkRlP4zIaXcxkXrqyselJjCSYgJSWYeptXDL0\nEs3tFw+9uKuNdhMuvlh7e09jOo4M1C/VlexVvEzHqoKfQf/wG+lnP+s995f18VpA26umxuHQV0pZ\n/OpiKuoqQjpQAUukJYuqKsko7i3nNqUSygRBOA/4FTBPFMXWeB//v//7v3n55ZdV20pKSigJBqaa\nZuR2pJEWbBKJkRlP41LWxdywZ4NqqUMQ0xHr5oUJYs+bl9xLVzY2PcniVxfzTv07qm0VdRUsenUR\nG2/ZyOLF8I56NxUV0hL3xo3YdBM+v4+q/VWa+6r2V1Hjr0H0u6jSbkJVVXIm4fTmIh56Y1Uno7fA\nohJYpU7937KljykCOH0wvjJ8uyBK2xUJZX4/HD8eniTu8/uorDc/ht8P116L7n3S3ZSVlVEWYq0f\nOHDA0ntTyrgFJgNDgZ2CIMjTlnRgtiAI9wDnI01nhqH23g4DPjQ7+Pe//32+9rWvae4LNAf46z9N\nPLfNOeTkmH1KkLMTJ3BbtrCMkjUlquzLK3PnQXUZysu7L+ph2thYRW9AEBGprK+kYkcNlZXh1pAo\nQmVlchpLvRUzD+eHhz9k0D7jH+PDD5Pv99IzANOFdEn7eKqLDRuk/InOfSnktChbWMa1q69l877N\n4TvTwtUAoHcpAsRSXlvVRnF+tBQyNjVsMj5G7qbOY8ihkslwbpXORZmXXnqJpUuXmr431cISNgCX\nIIUlXBr8tx0puexSURT3AIeBzrxXQRAGA9OB92P54MWvLmZPk8mFdnpYZzyQ6UX71Ts7X8Y75lXW\nxfTd42Nt6Vp89/jYeNs6Nr7lwOeDtWulGMF162wZMBsbPcwGhFVVxvs3mYwnNvHDzMP51LanyDNx\ngsY7uTde9OYiHo5MB/fPut+4kY6B1xtyRSx55iNMKNPy2B/5PDRSM4SB6v294dymlOdWFMXTwG7l\nNkEQTgN+URT/Edz0K+AngiDUAnuBFcAB4PVoP7fTg6OdsNpFUy65knyt+UU7cmfnjLRfgn4FLV3M\nvq6HaWNjmSRTKtITeQe7OIvb6WbWmFnaHkBg8/7NCM4aZs1ysVm7SVJ5rJT09iIe0YZeJHvYhRXc\nTjfOTKdmlTah2Ykoe2QbZsHo9yGto6tBRzrs6Qo1NPTYm9kuIfSGc5tqnlstVEOQKIpPAE8BzyKp\nJGQCV4mi+GW0H2Dq0pdJb6NNkq+1pnUbnJHK77HpPkKz3+1sd5tQxgwZY7j/ghG5hvtzjXdbxiip\nzU5o62L5NOPaubWBWtPyusnssXI5XVzlukqzkIfLBVddlXqGLXSFXqQL6art6UI6zkYP6SfUXyo9\nPfllzqzi8/u0yw8DYqYfRlbD0mLI3aw2bEEybBXlpOfM0ffYDzvHRGLidNf+Cy/sHec25Y1bURQL\nldXJgtv+nyiKI0VRHCCKoifm6mRWPTiBfNWMx6rWbW+YJaUKWoZCzveKmXBpY583Dmy6CDQHuL/S\neLn0t783npXGa9KqJ/JesqaE0lKpGItqXx8tzjJx+ETD/fnZ+Uw0bpL0z2IjSbpUnqBrhV5cOvxS\nXvnWo2FhF5demvwyZ1YxDV+85lswPuQG70iDhgIp0S5YTjo9HTIy9MMM5+TOMf6chq79L75o1uvU\nIOWN2+5gzliTC0MEaj1kdbhUM56po6biyfOQFnqaO9KhVpqR9pYZaKqgZSj4h2yQsnKD9FXjwKaL\n0jWlfHz4Y8M29TuMLaF4GEpGIu/eOi/e6hpVMhH03eIsbqebK8fqK/wvf3s5Q0c3GhYBWL48OSe2\nvd17r6Xju/PQTua+PJXt5xerJMF27oSpU1PvO2phKXwxLeQGT+uA3KqICjLVN9Ybf86QvZ0vU/2c\nytjGrQXcTjczzpuh30AANj5KU1PXxSXPsB+98lEuHx6iDh5cTujJwH8tD0Aqz/ytoGcoqLJy6bvG\ngY2E7nUSJI00qPXQcUx7VmokpB4psWRTJ/MSeyIINAf4+Ij+hGTDng0sWl3CxwZzlmSd2PZ2773W\n95PxZ3k7tViVeL3JW1XOKnJIhmYFOrMV4wgKMm07uM2kI292vtyyxeRzUwTbuLXIvTPuNW4QFNP+\n8J/qGfbU56eyuW57N/TQGloegLkvFDP36saUnvlbIVJDoa8ZBzYSZtfJ2WkD4a//q7t/4ED4X/3d\nEWGqrZ3COqfx5rrV1xFoDujubxfbqdznJYD+rDUZJ7a93XtvNplEoEuLNQRZci9ZiCZsZMWVK7Qr\n0JklgWkUudArcDF91HTjY818Uort7d/Ia6/1jrHfNm4tYhbPJQ8yTx/SmIEOCAkYHy8tg/fE7Fqr\nSkllQwWVOeopsCxE35uINCu3rxkHNhJm18kXHafhq3fp7j99Gu7S320JeRJa/FKx5n5BlEKblPqW\nMr0p4cYqPr9PVykhDAvaock0se3t3nvT7yeTq53YnQySe7GEjRw/c9z44B06Zppc5EKBXOAiFE++\nh36CiSxT0C75+OPU8vrrYRu3Gvj8Pla++zbP/7mmc5all9GpjJ+ddZ2PqkMaM9DQGVhwGbx9SE23\nzq5lSbOwWaKySkkQpRC9jU1fwu10UzCmQHd/Bx2Q70XI0b45Ojpi95oZLdMCUrXBcu2YplTSOY0X\nlg0kMPR2yyTTxLY3VykDC98vBYglbMT0+x+6THt7SDgd6HvsfX4fbaJJhqvieKni9TfCNm4VnGo7\nxdwXpNnXsk0LuOMTN+5HpCX7xkYpo3PmeTPVb1LEzy5/KIIHLHTOuLtrdm2pSknoe5JgVhwv7LAE\nG6sYxW52YuIB/NC0JqI2psu0L1aoMqWVrFnTN4uzWDGQ0gV9b3dnmyT0esuOldDE5HQhHU+eh1kX\nujrLvnfuS8LvoYeu4yiUBu3E7jkm+d6JJtawEb3v37k6884K4w5YiL3dtDeCgbyb7ZJEYRu3Cn79\nj1/zTkPIFGv8BiqzS1h4c4CSNSVs3q9Y+moogPIyCqY6KCuDiWMinIF2txRYEojS+/w+Vu5cyfM7\nnldpzK5cCc8/n9jZoh2WYGMFb62Xk1+cNG0nHje+QKKteGU6CUvX98D89KfRfWaq43a6yc7MNmwz\nb/w8CgPGLu1k9HoHmgO0drRKKwYKRp0zmsNvLWPzZmm1QMnYsbBsWff1MVaeufoZBp09qKe7ERXx\nCBvRkkK7Mnces04+I8XWGqHhuQ8buyIp4tAuhS8kqrhUd5Hi3Y8vf2/8O4wM2Rh01b/TcB3pe0LS\nCEe/D4tKeL9sHSUlsG6ddh1wRNQXV7CySPoJF/O6cXZtKmmmMTOO16w40Bxg8auLpUpvCrIaC2l6\ntlzlhSoshPLy+HufZKmgd/a+o94hAvWFKo9OYWFqeD1s4s9Lf3/JWsMhew29gNFWvDJNImvXf2zv\n3JmcVbYSjc/vM0wmq1haQVFeEdUTYNpa/eM89VTyeb1L15Rqet72fb6XfecvhB844blqODGuc19d\nHSxcCE4nVFfDuHFhb08q7n7rbvMJZXat5v1WW9uz17up0+T0UN1dshGqV4WuOKOY9D1baNdyTIVU\nKAP9KmVjBhsXpFERnDynenEp23NrldzNuhJSythZrRkYZ5zqv3tACkwu3TljlIakmQjsKQx7cMTT\nwCtdU8o79e+EbW/KqgwLiq+sTFxAuyAIGrIrQkibxHy2TWpwouWEtYYK+Rw9olna6xA7DPfnTTAe\ndVJ9OTEazEKuGk40APDRRybHSbIwLNMQFZASlpdN1dzl90uasMmM/B3NrvuULcNbbKK0pEBZhc70\nt98/MyzufuZMbZvC9Nwq6SXFpWzjNh4oYlTkGZjvHh9rS9fiu8eH747jrPyKj5VXrKXiGh9rS9fh\n+8TRLbFxoVmcWw9uJaNVbWxnN3ooOFyu2ubxSN7TeCDfpLpyJyFB8ZAYGRurCXV2Ml3fZupIi9bA\n6XNNm0QzQJh5bkuWGC+4pfpyYjQc+fyIpf1HjJuZ7u9uLCXKCcBAP4xbr7nb74f12ruSAtPvGCyS\npOW1TYa4YtN41tzNmjJmAK+8ov820/NSdX9Y3P3992vbFJaS9hROrqwsyMkxf0sy0wcfg/pckHUB\n/xD/oXbkicCBGTB6q/4bC34GB2YwdGjXVeVyurpqgDvB5XIB3X8XamVxtqY3SfHCVT+GQD4nTrgY\nME+Kfa2tlQbkeD4wLD2gNZac4r3cZCk2StGHnl7usukZlly8hAfefcC84e4lhrtnzYru+jHzsmT0\n756yv6nEsEHDLO0fZtzMdH93E5GSwOgtUF+kuWvLFijS3tXjmH5HAai6T3PXfdqbuxcrK306IRVH\nj3a9lldX5ZCEaFQyYva2prUCcOIEwVDLGI/Xg9ieWwXScrXGknXrALIDBtmcQb25n/wk0T2MDMOK\nXLlVUsxOdm1nWAVAXp5k1MXTa2kaQwiJuVFDsBPKUgcjMXRIgmp6x12G8baZmfDGG9Ed2uw6vWis\nfgwf9M3rdk6ucXKAvN8sh6CnM+9DsawkANIytQ4z9Xf1OG6nm0kjJhk38vxAc/MPtDd3K2bXHqAb\nUnHNNdoaubNfmE2/L4ZKq6yhC54icNoZ9vxxOvUn05ZXAMZKZX1FMXWKgOhhG7cKdjftlpaolQSX\nrAOvPsrEHJ0nRDD21ltdk1QXg+kFfYsHli6A77hhaTGLbk5MlTLTeJ/PJoXdqJMmxd9raqZVLPch\nlWR0ehtGYuiAqSB6PLA0EHzwbcPdjz0WfciRYUlO4H/++X9wOjV3kZWV2tet2aQGtCc2RtrEBWMK\nOlfR3G4o0JEwLihIznNXtrDMOBlYNnZ0vLZOZ/J6bUG630zvuZE7NZf25QTKnsTtdFM4rlB3f78G\n7ZCK7Gzpd9FaXa3aV8WEZ8bTmuHX9Lcx0B92Pvx+/XMR0QqAQhI0leP3bePWKtl7OHbyc5M2tboX\ng/zQrthR020ep9NfnrbeePwGPnGps7jiVUHN9Mb667Nhm54N2aQ16EXjvdNK+HOeUAviJ6McUF9B\nq4JeRV0Fi16VyuUtXixVz1Ptj3M1PUsDQe0Cw90LjHeboluSE2ng819bEFZ6E6CpSTLSUq18ptmk\nBswnNhnpGZoTgpNfnFQ9NzIytJNGW1vj/rXigiPTQUZaRpjObRcCvPya9h4BXtPelTRMf346J76w\nkMSpI6mVDAZY+eJyTQO3cGwh1feVhU1GnU7Yvt04YbAto8n4Qy3o28q4nW5mjZllfDwNUnkVyI65\ntcq0p9jX8rFxfE0gP+xiCDQHKF1TirfO27Wx1gPlZXjmSPq4iUoqe+xvj1lvrKx2EpxlKoWmY/Fo\nmEpwHZqi2lxYCFOCm7TOX+EY6fxVru06cR4Pls6lnuRKzbcTE2/c2/DWetl2cBszz5tJUZ7aHeT1\nwrZt0hJoNJ4iOeEvFBGRyvpKKnbUUFkZ/uMoEwDj8dvJnlPVPavA0d/BZTNyqDSQlFq+3Nr1qEd9\nY71xg6AMIavCg+Lefz/14uWMKjytWyp9EaNKT0++pH3tgFSQw/209JuumFhGZaX2j7J1qzQxeOON\n7pMDC42zVO3zSZJe6ef6dK9FCRFuvAF+Hl7GVRThhhvguEmF157CW+vF3+w3bwhJrZbgyHSw8ZaN\n1PhrJOUOUZLelH/T48elpL4tW9TPx7drIiz8pERDEtAomXT5tOXWSlQ35QIweXJqj4W2cWuVK5I2\n8gAAIABJREFUXJOLomEWsy50hV0MmmU0gzWcN3Tq48a3qyA9NHce2hn5GxOU2CVLcKm9UeEzhVCP\nyvWrr6dqX5VqW2WDF869Dnivc5vXC9ddB++9hyVUCX9I3y+Vb+REUxeoY/rz01UDUVb/LHYu20lH\nYBzTp0vLYp37sqQlw0j0Nc3knFZVbcIoKXPTpvj9hmULy1j06iJNg+lEywlYVEJhyzoqte2pTqMr\n2nv7qWqTChBpHWGTURll+d9UuKZl71UocoWnGn8Not/VmRegahOcgL+9zdxI2LBnA8eOlQD6P0p3\nTQy0Ju2ePA9lC8sQmx2UltL1ffPrYKnBwZRqCRqhCbJaQjKGJmw7uM1aw30zNJf2Z8xIrms8dFxR\nUlQU/hvEVHpYo5iLUTLpxOETIzrut40jr5IeOywhXmxbzvLl6k2GCV0h+rjxJqJa60oinA1awaoE\nF6i9cD6/L8ywld5HZ+C7kqqqno+/6q2EGrYATS1NTHh6AlNnN6oMW5CWxydMiGx5/MgpYx2mz06Y\nyD3FUcZJROTL9i8193XQQeU+L18O0r/Y9Gq8W8Hn91nzsICl6kfJjtmzqjZQS53J4+y5x82NhHax\nnZ0nw2UHlSgnBonEyFMd5qFutGgAjd6iu2uL/q4eZfqo6eaNRKBtgOauAdqb+wYaxSGGGuSa6pVx\nDiPoIf/d72LpXM9jG7fxonE8TzyhHsytluWL9yAUaA7ws80mJfv0iHA2aIVoyhPW1sIruwxEAAEu\nDN9vpBtoEx1GS4etHa00Xq3tEmptjcxbNGygsQ7TyCEmck9xlHEqXVPK+/vfN2zz/j/Mb9xo7u2I\nJqY6S7UQ+3JtIhUrlMc2U1M58lk/8kzsu91VbgpGWFMVmFRUS5rJyJfIiYGe00P2VHura2hX7vK7\npVC2DhPNqRRUS/Dke3Bm6mRHygiEOUFkklGPXO++0bpfTDVyvxgIosbvLgJzw+WZjBSb9Mo46yFX\nWEwWfH4fK999m3d2HrbU3jZuFVziuARB1Mik/8xEpiR4oe3cqU7Asio9Fe+YodI1pWzZH+VUPQGS\nXNHq9fn8PuP3OcP3+0zeYhM5pkuHo3boesN27LD+gDQzctKF7ileYLViUsdx8xsjmnvHmuC6oFlV\nEKTQnliqCyZSsULr2PdX3m/4nttub+M734GvfMX42PeM0KgOqcGzj+Vz+eXGbRIZx2k6eRn+ofrv\nzICkP5qmnWCY6moJ1XdUmxu4kNQJZaB/3+z5rFH/fjHTyP3olnAFJ4iq+NF1Zdfxbv275l9EcZ6T\n4dwGmgPMfUE6r8s2LeC3p/6vpffZxq2Cey64hytzQx6Oe+Yx4/hvjN8YvNBEhzrMwO10a9+0ItCc\nBdm1ZI2XNOXipaBgqVxjN6MnwSWI6WGVZ5QyXO5st/GB/eH73SZvsYkcS0uHyoHH6YP8tzsfvPID\n0szTd/Dzg4Yf0dC0z3D/PuPdljEzPgTSdCsmycQiJ2dN21TH0EEK7YkFoyVzME7siubYHx/+2PhN\ngXw2bAAhR31dhXLZ+Q6enLaOlV/xcZFjkubyqzPTSd7wHKqqpCIbWh5cpzOx1ZlMJy/TQ+KtF5bC\nWAMP3xknPFetucvphGrtXUnDOMc4yhZakKdJ4oQy0L9vpj1Ronu/jBk8xvigeSbB3xYUEwLNAQpe\nKGDz/s3WvLaK85wM57Z0TSnvNGwwbxiCbdwqGNhvIBtvW4f3a15uOe9hbqGCilvWsWXNVLL6Z5kf\nICTMwOf3aS/nCkBmEyxdQNMtbiasKGbBDY1x0eyMOtZWJgJ5kUjQkuC6MncehQH1Q00pwzV1lEkZ\n1IPTwjZNC9+kSejSUY8XBUhiPPke8+s/kC95mJYWw/IJKv3ks4YYeC4UjBo0yvAjcrOMB4IxJuOE\nVcyMjzTSoOJxwzaDB8P//q/+frOly0cvM/FCGizVQvTLtWZL5hU7pAl8e8jc2UqMsdGxgXBjVNaf\nbnbSXlLMx7PV15UshZaeLnmqly+XrrE7bnCx64cbSGsdHNYHf7Of61dfD0iqCIPDm+D3w/XX63+P\nWDGVZVKWa3X6JA9dmo6z4phLUkk4EZ65efHFUpZ+JEmdPYUs9aeLhhY6JEYPPRqMrm2/Q8qvUW0P\n3i/7D5oYmzkmqikWVlqthFgB0NE1aU9LSw6td/m8ikLkzjrbuFVwqu0Uc18oxvOShz8ceIg/MJ/5\nfyhm5sJqmlpMNOcgLMzAsqEZVE+A2LVlY8q+hIiD1K0iS3D57vGx4ooVfGfad/jR7O+z8S0HPh+s\nWAHf+Q58//tdMjz7Tpi44rIawjY1hG9SobV0lPO9YiZc2piwogC9gZ3LdtIvTXvdf+bwQvqddMHi\nRZAXktKe52XRK4vCMt293nBtWrMwgHaxe8rOmnlO22kj4455pBs4Vhsb4a67wrcHmgMU/K5Adf05\n/9PJD9Y+pJoATL3Yge+xP5H5+YXGnY1zQpnZM2urz/igRp9pduywbO49Qf3phaXSM1KJ4pk5LzgH\nUHnHsmt0dULf2/ceNX6p4E6TzmP9vfcSO9G97dLbjBvIv6vDZAwZWgO3aWsef/opTPH4eOVD7bjp\nZJnQe2u9nPzipHEjDS10CNdD7ymiySsBEP0xjtcLlqt++0GD1KsOVkOsAGh2dOq9OxzJofUei7PO\nNm4V/Pofvw53f4/fwNacb5m/+eBkCLhU9eQtG5oKjdlYsqzBwpKmiP6KZhRB6pFQF6hj5m9n8sC7\nD/DkB08yf9V8HI/nMHV+PQ88AE8+CfPnSzdnfb159jwDw/ebZcxrLR35h3QNlBC/4hW9iXGOccwe\nM1tzX2Z/aRBl/Dua1XSaHBaTQazUaO8myhaWGUrntGb4OX/BesNjhN7HgeYArqdcbN6vVkIItAT4\nr+pH8E5Pg9FdWnb1k0ppHvgv447GOaHMLO45Q2eCI2MU92x2bM2KbNm12p7L4DNzyvwaVqyQriWV\nN3nh1ww/65Vdr/A14yYJTU594eMXjBvIv6sVpQRZ81hJcBVlx+UTuPENddx0d1T5iwTTmP4vMzXP\nQ2YmpomG3YVpiXmd+/SKS9zWSivrMV49dp06pR67IjIOB/phgCSI7PcnhzZyLM4627hV8PfGv4e7\nv9PapdJ/ZvztvrB68hHVBYe4BXKXLSxj5mid9FgBfSMiiiD1SNCWk/JzYrE6/MDvh6lTYdg5Junv\np8P3G2XMm0mzyd871glGb+SDgx9QuVdb1LVybyVbT5hYArnaMYObFJvNarQvLTDePydkt1G2v5nX\nypHpME1OutBjnrSpvI+vW30dgeaAfmNBhNuukF6bLUd36Mf9xrKkaObhae2I3ntuduwPD4ckUo3f\nAFcbOxZ27q3lW6FNnD5wGj9A/3XgqOkz9uhR4/3RYir11jCr63f1u6W/jVBqHstoeLt1pcbo3gl9\n6H1pGtPfrznceAeam3veCSGvBBa/VKzdQEQ38bOgAPYIFvJjOgzMtJCxSxTVY5ep0R1KkiWTuZ1u\nCkZdaZRioItt3MaLw5ep6snLN/CjVz7KzGHmGbxA3AK5HZkO7p9lnIFsSALibnXlpJQC5Ar8fuh3\n0NiYoSF8f6iBoyTSpaNYvnNnueW6Cs2ywStXwvPPp44BfddbGmvsSs6J3RJwO91k98/W3JfdP5v5\nk11ka+8mO7vLmDPK9o/Ea/Wm703D/m5bbx7kK9/HlrRrBaSM+JmPmy9HH56oKhmtZOLE6JcUzTwl\nM9zGDyaj55bZscOSXdLaYZSxY6GjLZ2dJ0OSzMzOHTAh7RrTNteYN4kK0+fQthDB9LI3JDUEM+Tn\nl87ESFdqjO6Z0Ovdly6ni35pGfpvTEPT6QI974TQLNJkkV27LHitA+NgjwWpi5Cx68PgPHHfyQiz\nbJMsmQzgo13NUb3PrlAWD5qHwJkcVq+Gry4JcPdGjXK728vh3F1kXvYGLVkfqT3EHelSfFnARXq6\nFEMWayB3TLG3Gksoscosmd7Eo7eESdns/0gydgItId4uEWjODpsNm8kfRSpJFs3NrVluWe7fGA+t\nq8uoqlDX9iwshPLy7iv5GSmWqt35roEZBlW1NCYioJ6M+Py+8N86SKAlQMWOGgI6CgWBgFSrfcoU\nacBZX6eeLHVm+69ap+u1Ulal8vl97Dq2S//7APt2Ga8sKJNdIloezK+Ao5cZt9HSvgwSWuUvEuTV\npg17Nqg8SulCOvPGz2P+ZBcej3TOlAaS1nMrtLSsbhluMz6bBMM/VhtrHemS4swtnq5twbLmiOY+\nm8HtY03bjDVvEhWmz6HDIb99iwNWfgDfmgj9P9d/n/z8MjPuNapQysSjGqUeemoCl/3mMtra283D\nknT6nag+65VGtl4WGXXiZ0jfAwHYW2uyqvvRUti1VErSNSKk+NIjj8CSJVj3eCpskLQ0STqup5PJ\nALzbfXyetTWq99qeWwUXZl0YPmgE9SSzAx7tNwH0l8pxbt0K0/5TYyaXVwE3LYLCh2h27EAMXZ7r\n6Mq+TkuDx40TsS0hD1KacWxmhASpgxQLG0tclunSk4YA+eiJOsaOAAwIhM3k//M/jT/C7XRTMKYg\nfIcI7C1QPXwKCqK7uY1m8u80bKDq3PB1tMrKnl9eM8LUMDt0KeyZLy2/adw/WY2FCI3qk6mlxRpr\nMtOdd0rhE946b5gXMFKvlSVj1CDeFdTJLhFNNhtmgWCSADLiQ82lWpC8NrFcT1rKJvPGz+uUayor\n60ri6tyvUDkx8py3aYU1mA3Amx4IX5oV2mFAyEpQXgUsWWR+7oDH1qw1bbPJQH2r2/n3W+Gs09r7\nZFUJ+fllFqfbka4rqZafn5hEMyM1gZNfnrT0m3WXFJhVvVrPTRFMWHUSyvYeMFMB6GdpJYJRH6j+\n3LVL+v3mjDVZ/ezsyJzOlaBp05IjmQzg529FH/huG7dhhD5ppb/H712h/xY5VnV8hST7ERpDEyrC\nHPp3eivcKo0Wra3hA0e0rLhyRXjJWyvIg0QIFRXhGe5W0a1EoyNA7nTC8AsiCyM4dsy8H7uO6njj\nzlVv32XstNPETGNYFNqTdnnNCFPDrDVT+v+Vcqibr9o15Ph8dv6wnPnqzcyfL3mrlZjFh40eabx8\nsHMnfGONSfiEgbrAh4qQT7PvPDlnlq73CyQN1SlTuv52O93W9IIB8t4xN1C04iyDxFpCVqlssrZ0\nLb57fKxbug5HprS04HBIXm6fD9aulf5ft65r5UHPQ3ft6mv1y2lD+KNXNtquvV16Roa+Jyx5MVjO\nu8M8x+HQ8OdM2ySKiMKjMgOSGkLuZuk312L/THWISmdFM/V5SBfSpWfwLZ4wSbVQObV4J5rFLFG5\nb0bX/abQ0Z4xI2S1IA6GuWW9WqtlkUHXMC+6wILTx8rnDAwPC6utlZ47M86bYfxeEcg4I60QBEmW\nVcQdgXejfq9t3CrY3bRbM9ub8ZVs328iNA5wnkX3udZnDPTDhNcAKd70tdesHcqI42eiTHeUB4mQ\ngVMUYyt3qFWJxtHfyZBX1SrjsvB4vMMIvLVeY0+wIu43EID1xsnwYVh+gIdWIAryofZmXWJJmIoE\nU13OMVula0Wjks6JE7DHRKpRxizhaPjINk1d0k6cPnY1moRPGHhbn3ii67VRHXZnppP133gDj0e/\nCIAysVTGcmGV3M1dFcjM5qY61xJEfj2F4nK6uMp1lWpJVsbn91HL2+RPqwkLRdDz0FmKOVay73LY\ncbv0bIxkAWrIPjh6vnGbYbtx5BnfHInKFjdN8hmqGGsWlkpqCEZU3a8yTADJ2N2j9pIMOmtQZ5W5\nToLZ9nLFtkQlmsUsUZnRrKmjveuyYsp3lfPjtx9hyo3rwwzz8nJpid7qszxSvVpTRHQTP51O+PES\ng/LDXwyGE2Ol140m8f2+8ADx/HzJC739s+3G7xWA0VvhGzOhfyNbt0rlmpNBDrMVndUKC9jGrVW0\nSuCFcsBkhmSGp6us3P+1VmHOkIgzJUOxkOEeCeMc4zh+33Eqllbw8BUPU7G0gsCPjtNUP46KCnj4\nYck7LAuP66pNhCzDWa0GZSnuN88Lsx+BcevZEkyG93qtPSAtn+9/e0Jz8xPam8OIV8JUJCyftty4\nQXatrh7pDS/pV+hRYnb+Dn/Wj5NGcphWlu8MUJYKDjQHONN6Jiy8YfDZg6m+oxqx2UFrq+QlBVTe\npEsvVR/X54OVr/nMBxklBh5mFTN+qbvrl/q7osasNO/mmo/i80EiMHS39C9SXG/BWQaxqUFOZhif\n42hWb6xgqt/t+TH8IAfGbgwmhpks2bdrrGi0OGDNn7h4UNektOmLJu2kvXwvVbtqwuXUiF+iWX2j\nxRmuHiM+hpKrpVVFBZ+f62Vx+WIe/+Ahdlw4XzpvQ6TP8nph8WJ46CG1xKQREXnVrTxv6gs1Ez8H\nDeqqHKdbfvjsk5J3ffkEcOhcMyJwJjts5VMeD+f/cb52KJAWo7d2hjpt3ZocoXKu/hZXuzSwjVur\n7L2CyUMNvFennfDZVDIaIpD+CiW7vtNbWl8f/QPFVJ6khynKK+LBOQ9SlNd1QxYVwYMPhtdAf2bB\nM2HVsYQvsuCvXeWfsrKMq0HJmC4Lz/wvuLkYCh+CW+fzcyGHrHH1FBdbe0CaDloyo3ZoLicrjSsj\njMqjJkrmx0jzFQjG8WnrkZ48V79Cj/L7mmX2frTXpEKHleU7E6NRVsgoXVOquYR+8ouT3PrnWykt\nDU7yNLxJlSOLWbRUPdFY9miEM8KOdGn1xMxjKXvNNdi6NfoqZXorAmalee9dY3GGZoa8mtVukEWv\nx4V/gSzjUs4A7ZkHdc8dSPd6QkKFrHihB/jhphusHS9TZ+a6eDGffv43a8eweF9Ei6ljwQpjtmqE\n+IW0GeCHZdqVLWWJSSMiWi08Y6Jg8WIF/GFjuFcd6VkvV45TOn3yHHmR5cmcccKz6klzYaEUM+vz\n+9hxaIf1Y4VIgSZDqNzji++O+r22cavgEsclCKKGl3BPIc6bl7PjmMGyWmYjLCqh7eUysgIxBM0q\nvKXReki1ssWjwkKGe6RoDZxGS+h3r707rDqceHYTfLUrtrKpSbsaVCiGcb8dQlgm8ql2fQ1eLY6c\nNqkgoURnMDEbRMzKoyZK5kfPi54upOPJ8zBpqsmSu5Xva7I4Ylopz+/mwnOMNUEnjzOXspLPsR5V\n+6u6zrOOt7oyu4TrrlNMNCJZVvfn6evbaqGzwgKRPUPMvLIf1Blfe09tWMPJcyIYTK2Q3gptGVHp\nXOoiH+u6O8JK+Sr51a8SU+DATM8ZkK6X/iZVu2SuuTO8/06fNDmyeuJMkiNjTdqyHG8eKzrSkjJ+\nv/EKnNFzztnoIf2EYnmw8EHd09uv1RHmTZVxOLRXGXOzcqlrrLOeJ/PFQHiuWlV6edAgSWLS4Ygh\nzlkR6hRraJMePr+Ple++zfN/rjEclzxT3PRvNHGs6JByxq0gCD8WBOEDQRBOCoJwRBCEPwuC4NZo\n94ggCJ8JgnBGEIT1giCY3p73XHAP00eGZO3vmYcjG5qyTbTsggkeYv/j+P9nHRXX+Hjuq92ftKCX\nLR4RItDWTzOAv18/6caUl1qf32TNUNUaOGeunM3cqxtVS+izZ3cNJIkouqC5BPTlYElfVC8WWkOD\nV+sBaVp0QkmUmb/RlnmE2L0vRln0v/lZZPHRMsrva5bZe+P0Ocwy0bN/sfgNMnQ0M52ZTta/7CJD\nxxnodErXtqVB4Ssv6hdaCF6fm3crJho6E0VN/vb9yJJVNCr1yZhV7FNi5pW96z+Mz8vPtv/Q+odZ\n5Uw29GuNb/W60GPleTUTaGW8Xrjuuvh9vKUkH5kTw83bDGiCkmvV2wwmPCoMigzImEksWkHXsWAF\nEfMY6lBGhxRY0Qg3kwkNO9N7zlX/sKwr2Vu+93Wuy7aMRl0Du7FRe/yI2Bg963SYl/rzz7ucL1GH\nJU7vknR8ykDdMRoCzQHmviDZAcs2LeCOT9y4Hylm7tWNuhPI3T+sRGiO/NpJOeMWKACeAqYD84AM\noEIQhEy5gSAIPwTuAZYB04DTgFcQhLOMDvz0P55m6yGFd/bgZKgppjGr0noySNC4aDvqsjZDD6Up\nt/Nlbq5BOx1MxfatIAD92uD8NWFLrm03FXNxwR4mrChm2d8ncMe7kqE6e2VxmKGq9HhoDZxbP6ui\n8iIXjKzuNJ6rqmD8eKn05XufmtzsY99VSdqsXWueRKUV9/uw5/vGnxP6oISwByRY9Mh0CJoJBoJg\nLW440iQ7JbF6X4yy6KeOj8DjgXactNvppnBsofZn93eQMyCHN95At5BDYSEMHn6M1o5Wzf3+Zj/V\ne2po1d6N3y9dO5aSXy79gzU90c6DuyU9bCvMux/O5FgT7o8TZisCFTtq2LndJCb6ixgz4kMRgctM\nytTGA6UWqQ5VVfFdor13xr3WGv7DYmhC7mZ1/3MiCBhOi77qXCRU31GtO/E0RADaz47sPbK0pKNO\nisNVhJv9d3oO9Y311NVJoSehYWd7G7Q9p6Jys5V421vnd60KKIxrUEtrer3wo4cDfPf1ByL7jiGJ\n6DJyQrpZgq4uimtp8+b4XveLX11MZUPIqlheBZU5i3SVmMaNcPDHogrJ4RYBKWfciqK4QBTFP4qi\n+A9RFP8OfB0YA0xWNPsusEIUxTdFUfwUuAUYCVxvdOxPmz5Vbxi1A66y+BCSCRoX6ef6WP3p6sje\nC5De9SSJ9KFiSWw/Eop+qLnkumvmtLDtVQekpVglcqynoUTWQD8sm6aSpmlqaeTGG+GOhSZGxrXL\nVO/73o8aLSdR5WblMnXkVMZmjTWPkW4NnxOdpTFNcjvdFI7TNs46aXFoJhg4HNragkbxjz2FiMiB\nzw+wae8mVb/KFpaFVeML83jI2+eFf99Ac0DXE3Ki5QQla0rUA4wGsWrlyvI5k0dMNmyHY7+55JRy\nouH0QeYJ4/YyA5pg6XzIbDJvC5CpUfkvyIED2ttDrytL582KFumJkeZtrCJgWqEsrph4O1+JXnIz\njMOnDltrKPYLynpZaKucTI2wuJ4sAGPfMzTs33svPgZOa0er7sTTlBEfw4Epekqd6r/bMrpCAm6f\nHqaHfLLNz8RnJzJlfg3+kFvH74epP1+Mt06duFZRV8HkJxZRIW82i7eVGb8B/u8wlXEtJ71t2CCV\niy8uhv+sLaXm8yhjAObfF7bpvvtiTChPQBneNbvXUFmvkUcQVGeq/Eg/RGFpRaHKNrJCb6hQloV0\nSQcABEEYBwwHNsoNRFE8KQjCNmAmoPuIEs1GTiNE4IwDmp1k3FaM502TyiV6xFD+LmYtwVCcGsdL\na5cMUq3t+V4YsR0OSQKfcriAqQdWiayx+4eN5m1V7/Oq3uf1woKbfTz4y64KMz4ffPSvAE/sv04V\nP31W8xjI1DswMGy35CEO5INjD4zaxrZjM/H5iqirg0OHJCNi5kx4fO7jTHt+mv6xBgRgwPGwJINA\nQFKJkPUFtSqdefI8LMn/hvF5SGD1oUBzQJp511eqtheOLWRlUTlfv01k87mA4rqtroYmEztRpnRN\nKZv2ahsYHXTgrfMy/yb9KmWVlfDDk/EpH7v+5vXkPJFjGN6TltFOR61HGsBCQxNOO+FMDmlpQUWF\nSJUcRkUQu2oQn/vWW+q/9a6r2y+73fAjWlv6QaOFpaT+Fg34SNCqUJYIZvwS/rFQMwEIpKIcd98d\nuQaostJVmpDG9Oena5ci1yLtS0hrteaGUk6mRkQ4KcjdZBiasGlT7KEJMY9PoVrHoB1K1q9VMtYd\ne7THKqTEUG5xSwVTti2XqsIFXOD00T6mMqy9iEiToxIcwUpjcrytWbhMWnv4dTvAD3dOov2JRils\nSQ5xiBZnXVgFtLo62H8whtDEBJThXVK+xLhB/lo2bfpu2HX205e9MCDy50pKG7eCIAjAr4DNoijK\nmjHDkS670GizI8F9CeoMMLARSq6mdXSUmaEtAzsv0IEDI3+YxKwlKCMCXwwyLvWox1fvhOfUA7Po\nj6BfSo3dSAwC5dJisxMWlrI138uCP0m7nY0e/C8+A3dMC3vgfXm2icrBxD9K/xT8BfjL886wgP5z\nptfDVSZ91RlIlAOIXvzjlo+PwzkGx9aSBQoSbQllb62XbQe38cY/32Dn4fBBs3JvJdOeKMF/LmEe\n/UDWBqb/vISODetU20NL3polccnsqK8F9G+MBhNBBavIBQuMGNCSz6nyMljuCh9Egwmmg99cR1MT\nkcXQRsrJEbq79u+XvG5m19WxM8YVUMpeaZNCK/ZPB6Pn29nR61Lq8tdnYe5PYjMArDD0H5IU0qrg\nRZnnhVHbpCXu+iL27w8v0+z1wrZt0sQ2VOlFayLRL62fdWkmkLyqQ/9l3u7gZOmZkhmAm66D/qes\nf0Y3EbM05QgLWvMy2bVSuJsZuZulfyB5yGtMFIZyN0lGcyzXooC0OjPhNdh3BdwQB80tDafG4c9i\nON8LlksrjC0Oli+XVtliKezw252/NQ+TmPYUR458N2zzU+8/AzqhaEaktHELPANcCPxbT3ekkzHR\n1UEGoP/pzhnY6dPqQanbOT4BzotAl1Nm5M4uQX9HHQTyyTjpZvLQWcZqE6HkboJ9syP//NxNcFF5\nmJHlH7IBvnWZdgZytM8AWXbm511q76cu/kWUB+tCz9BrF9vNs9HlpRunr/P8yw+9trauuuj5+ebX\nVl2gzrKXye/wgtbDL62d1lwvDFF7Ftrbpbrhz2+qY87F+da9OiZZ3WcGG+usvvOxgXHs9FG2vY6S\n7Hzea3jP0Gt7tjCQU0dyYOAxnZUMKcG0Ka0GnMF74YuB1oy/lggnlhlfGu6WPfZG15VZOFPdv4JD\nRSye2S8zEdoHIPaPoChDyyAQ06QVoUSTJkpGy7iNsOhG9e96WprIer3jqKmRindMn45qWVsuPiNL\nPC1YtYBtn6knAhEZtiCtGlnhb8Gl6RuvhzERPGdllAmPGs8OWSEnkudHKJalEkMRkUJGJa1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Ckjp6j3iyYpre0J6JONjY117ISnxHHkQth5V0/3wiYS9l4Bx1w93Yvei+8aCLjg0OSe7kl0WLRa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\nhzaNw7cJkqpdsmxD/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- "text/plain": [ - "" - ] - }, - "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", - "axes[0,0].set_xlim(min(Summit.year),max(Summit.year))\n", - "\n", - "axes002 = axes[0,0].twiny()\n", - "axes002.scatter(Summit.depth_m, Summit.S_ng_g, color='green', label='Sulfur by depth')\n", - "axes002.invert_xaxis()\n", - "axes002.set_xlim(max(Summit.depth_m),min(Summit.depth_m))\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", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [conda env:py27]", - "language": "python", - "name": "conda-env-py27-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} -- libgit2 0.24.6