{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from konlpy.tag import Okt\n", "from collections import Counter\n", "from wordcloud import WordCloud\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import re\n", "import matplotlib.pyplot as plt\n", "from PIL import Image # Pillow 패키지의 영상 핸들링 클래스.\n", "import matplotlib \n", "from IPython.display import set_matplotlib_formats\n", "import nltk \n", "from nltk.corpus import stopwords\n", "%matplotlib qt " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "os.chdir(r'C:\\Users\\Gram\\Desktop\\네이버지식인카드불편사항\\2. 네이버지식인 본문\\6-2. 빈 본문에 제목을 삽입해 본문만 저장')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-1. 국민카드 설계사" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"국민카드 설계사(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# 새 데이터 넣을 빈 리스트 2개 생성\n", "nanum_data=[] # word만 \n", "token_data=[] # tag(품사), word 모두" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "for line in data['content']:\n", " \n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp) #nanum_data: 품사 안나옴\n", " \n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2) #token_data: 품사 나옴" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#token_data에서 [Noun]만 뽑아 사용할 예정\n", "token_data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"국민\" not in word)and(\"카드\" not in word)and(\"설계사\" not in word)and(\"설계\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 63),\n", " ('혜택', 35),\n", " ('추천', 21),\n", " ('사용', 20),\n", " ('보험', 11),\n", " ('티타늄', 11),\n", " ('할인', 11),\n", " ('탄탄', 11),\n", " ('신청', 10),\n", " ('답변', 9)]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#시각화\n", "#from wordcloud import WordCloud \n", "#import matplotlib.pyplot as plt \n", "#import nltk \n", "#from nltk.corpus import stopwords\n", "#%matplotlib inline \n", "#import matplotlib \n", "#from IPython.display import set_matplotlib_formats " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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gXKQ2mx0NoZXiMrE4Pwf/LqNPOOvgHYCMl/otS/OFjY0ABQX83rZfpb3gLMrf1fUOYmKqo1OnkpDxUaM8MWqUJ44eTceQIS+QmUnvgOjmZoU9ewIQGOiicuzKlWy0amW+T5e6WFOfplAi4J2cQdvJBng4nrkPWxZfAGarTzzAGomSdZONNVAKoPKaT+/l+kvU+D9yDZ14FIulsLbWbd2arfA0hQIV2lKGfXYazpgY/Qsmam7GGdosb8svqRtqWXzkyJHFwhMAsrOzMW3aNNq2W7duxdatW4vnWaZMGURGRmLHjh04f55FGbFSQNuKwLlvSrannQBWX1Vsk5GvmLf17TSgUAJUXwe85CiHsCnDx8qV7PpuqqVp6eBUpDad+TeEViIFH1XnCnVQ+5tVaDx9J26tGqLSx8bZU2WfNnCV04xOnI0aVQaRkcYJFtKVwMAniI6uil69FH3JevRwRUZGQ63HO3s2Ex07PuFqekZBV2vq+2zqi7hjADC0nv7zSM0DfFZSSf35YOVlfsaVQXdR8nECErWI8TMXK6a5o+4Gos/NpTQu9ffq1UtBoAJgFKjyBAUFKQjqYcOGYdiwYVi/fj1iY2M5n6e58GVtYM9AxX3KAlUeYRhQFAIIBZRf/4vJwO+3gW8P8TtPgmnAmUi1dfOBlZ0Tnu1XfOzPfPUAz/YvR5X+M2n7iRzdFLbZRPLz4TMya5a3yr45c3wMKlIj+mznxKrau/dTvH/fAGXL6vfvHTz4OSdFAYyJLlZUZYbtA8YdAQ4PBT6voLm9Mhn5wOC/geOavRP0YnEpTtfCh4WUa0uGKfm8EjTj6emJRYsWKSzvA1RAFFsmTpyIdevWKewbNWoUK5FriWzqDXzXuGQ7rwiwX6S+jxSA1Xzg+NdU/tTMAiJQSxOcidSaX1MRjsmxquuYybFnGEWqjauXwraxnJbpLKn+/vwmr6erOEW3Txfh6uVFFf6uWtUWFy7UUMl5ysTHj0Vo1+4JHjzgJ1eiOv9TfeBCjKojPR9o8wevp9CbOl7AxVfGnoXxsGQrLZ9Lf7pgbqUVdUEWtS/j4cOHWLNmjVZjFBQUICgoCAKBABEREThx4gT27eMw75yZ8X008L87wMnhgPNi7XzgDVGBik9ahBzXKhMSnw+1TGPLX2fo2hgjeJZDS6qXxjZ0+VSt7JxoWhqW8uWZxejXX3vgzz91KBfDAi4rTjHx9Gl+cSqqTp2cMXiwB3r1coWHB/Wvf/IkDzduZGP37lScOMFTZvlPWPpNzdgcHgq4LTX2LCwTXW8Ylp4RQRv4SC3FxZhMfq2zZ8/GokWUmW/VqlV48kR3tyepVGq2aaW4/gxffg04Ldbcjg+0yenOdWpNgm5wJlJzk9/AwauS2jbK//QWIcdhZevAanw+6+kePMhQgw3A1q2VeROpTHQK6IbTz7krkCDj9OlMnD5tnPBIoUAAO2sb2FrbwMnGHi62jvB39YK3kwfKu3qhSbmaqONVGTVWq/otE5i5kQA0+5Qe19UWWNSRfVDW8s6K27eZq4qaBdos+Zub1ZVLq4om0cG02lHaHjKTk5OxcuVKSCQSPHv2zNjT4YRjT4HuValqUuqyiwypa7g5cYmm7wlb4alJzKqzisr6EpHLDZyJ1Ie/T0XTH/fDvXpLpD5R9IJ2q0aTf0c2ATtHjWNHDaqJ0fv4Cd6xsRGgUSNFoZyeLoarK5XKSSgE+vVzw4ED/IUTCgVCdAjogi9rD0VC5hudU1CZKme+XYfPKqhe9S6/isXTj2/w9ONbrL28G3Ef3xhhduZN89+AtB8pgQoAP7ehXkP3MtfnvvIt0FIpDW52IdCYvxzqWqEsINkISnMTnTJqlqmDKa0Ui3esvrwEj5MfAgAcRA7IKaQvD0TnGiSPris18mJUtqzPl5uOqRMXF2ewcxnC0tpjB/WQsvNL9SJVVh3NWEu+fs5AZC/VnM50HH4CBB0m6aksFc5EqrggF3kpb1F9yDyFJwhHnyqo8dV8SIoKaPsJrJh9JW2sBNgyoDrGHXqKPJ6KjV++rBiodf16NsLCEnHkSEn9yv37q/B2E5S/0Uw+Mgb54nxezmNMOm5RTWaTG3YWnbZMMsJsLA+3pVT0q5VcfEfUF4pJstUhhfGW30o7U1r9iHHRIyGRllzf2AZQqmujScAaA3Nd7tYGoVCIRo0aoWbNmvD394efnx9sbW1RVFSElJQUvHv3Dk+fPkVsbCwSEnQrtMIV2/sDw/er7t/Wn/qZlmfY+cjQVgT3qk6lp7r7DmgYobk9wbzgNAXV3fXfoskPe1RM5ZKiAtxY3Ie2j3JOVeXo/nVXE5CWp1jVg0uaNFG0ovbq9RQfPqier1EjB9y+raHgsQ7I32ga+jTBwLpfY3bMVI39BALqZWUlgEAACIUC2NoKYG0tgEhEvbe1FcLOjvrp5CSEnZ0Qjo5CuLtbwdFRCEdHK3h5WcPFxQqurtTLz08ET09reHpaQyhUP4eQkATOSqUa2lJjLr6CbJd5refr9js9/gjUXK99PwJ3yAtUgvkhFAoxatQoNG/OvGIoEong7e0Nb29v1K9fHwMGUHnDCwoKsGXLFty5c8dQ08XTFKCqB/B1fWDsEapIiYzwnsDw+tR731UGmxIAoKIr8HKK4j6xFJh5Cjj3EnieSmVKcbEFAtyBoKbA6EYlD+cNvKlrYKVfgfh0w86dwB+cJ/O/uWIgKgSOQZkGnSAQWCHu70XIeHmXsb1AaKWwLfM79XO2wdcNvTCxpR+uvsoojgJkk6JKH2QCNTLyA4KCyhbvv3WrFu9LineSbuJO0k2s6rYR04+PZWx34UINfP658QPOata0M/YUCHIIwoClgcCs1uzar78OTDzG75xk0FkHlfcxWRD16WvqiCVizG63ECsvLgAANC/fGhIpT4l09aS0Lvmro2XLlhg1apTO/W1sbDB27FhkZGRg5syZkOpack0Lqq0reaDN/Im5HY+2IRVsrRQF6ra7wMgD9G1T84CbiVSmgO+jqX1b+lCCFaDGIeneLAdeyqK+itmMVzGbNbYTF+Qi++1j2mMJmQVYfoHyUdzQuyqyCsSYdeIFp8FTyoEWV66U1BgMDn6lIFIBwNnZirFiE5eoE6gAsGhRIo4dq8b7PDTBpVBW9oMj6MaPMdSLYB6MP/yNwvaFl2dw4aX+5cgy87nP1GHo72j9+vXRrVs3VKnCHNgqT2FhIc6cOYPDhw+joIDevYwrWrVqhZEjR9Iee/DgAWJjYxEfH4+3b9+ioKAA1tbW8PT0RLly5VCjRg00bdoUjo4l8RguLi6IiIiARCLB2LHqr//KvPHzh3+Cdv78gjCgshtVHlmeQglQba3hLZF5cxTnpi3fHgKWXwIeTaC2JzYH1l2n3msT0S+PfD+6IChdx9WHEQ2Arf00t7Mkkc6LSGXLv0v7s2o3Pvoptg+sgYF1y2LPfW6S68+a5aOyT7n057Nn+ahSxbZ4OyWlAUQi3co2cgnXqaL27UtDbq4EubkSZGSIkZNDvU9Pp95nZ0uQkyNBWpoY2dkSZGaK8fFjETIyzHeZ0pK+xHxiKn8nU/Sx1JeNfbYBUmq5XyIVQyKVQCyVQCwpglgqRnL2e4RfV0wcr83fQdbW3CzMq1evhoMDu6wv8ohEInTt2hVdu3ZFdnY2QkJCkJWVxcMMoSJQ4+PjsXLlSkZxXFhYiKSkJCQlJeHmzZuIiooCALRu3RojRowobicUClGxYkXEx8fzMm95XqSZzvebCx5/LHk/6/MSkaouyl6fSHxN0f1cM6weO4EKUJbyvjuBQ/Q2QLPCqCJVG0bvewIrpcof+rB0aTmF7ZUr36m0qVr1voK11dpagCVLyuGnn95yNg9dkEoVo5ml0iZauSIoW5C/+MIy0qsQDE9SFvsbHRuBxSSs6Jb7DSlc+fBhHnuoRJzQuSu42LoqdzE7wakNlSpVwk8/qVl/1gJHR0esWrUKSUlJCA3l9p/XqVMnhe0JEyagsLBQp7EuXbqES5cuKeR7/fnnn0tFkBmfeNgbewbcsqoLMO0z7focHAKE/gPMP8fLlAyG2YjUQrEUhVrVp2BGWaTt35+GH36gXy4RCG4qtP/xRx80aGCPHj14rnH5iby8xrC1pcT5kCHPsWsXVaZUW2FqaqjLuVja8jEaml7VgSktgU6Vtet3+gWw6jKVa1EX6ISmpjZsx7NES2tGfjocRNpbFAHufHRl30W+v5MREREq5Ufj4uKwf/9+1jlKRSIRAgMD0bdv3+KxfHx8EBERgeDgYM7mOmjQoOL348ePR1GR/s6bQUFBWLx4MTw9PQEAQ4YMwc6dOxXaVLW2hhACPCnSTRBbOtU9S95PMfxKPG+8mwF4yWXq3HIbGKOmLOz2/lRQHACEtQfWXaP8eM0VsxGpXCXzb9tW1Y9ywAD1F8HWrR/j0qUaxdvdu6taOPggJqY6IiI+YMqU1wAoYbprl/kKU65gKslYGko16oq9NXD2G6BFOY1NGelUuUTYXngFdN4G5BsoxscYItRQS6Gy343pd7Rk66kMeYEaExODPXv2aD1GYWEhjh07hmPHjmHgwIEIDAwsHnvQoEHYvXs3Z/OVwYVAlbF+/fpiq2+TJk1UROpoRyfYCASYkZbK2TlNhdlnqEIkABA/Baj4q/ZjPJ5Q8n4Tw22SaSmebr+pJOOXF6gDdgH7Ncig4fuBofUA4aevVPJMwGo+f/PjG05EKpc+GHx+MOzthTh3robCPk9P5swDMi5fzkJUVAqGDvUo3vfhQwOULau5rz506uSMwMCSIgaRkdz44xobtkEXRHByw4BawN5BmttpQ5sKVLDDs1Sg6lp2fXQVmpYu0gz9+5maH2Lbtm0VtnURqMrs2bMHL1++xJgxYwBQS/R8iFQu+fixxKnS3l51vXqEI2Vg4UKkaroGG/rau/gC8E1DoJoHUMGVcq/Z/wj45gCVdooJb0cqr2sXudg6ed9UZbiqOGUoangqbmsSqDKs5FISCgVAFXfqWm2OcCJS2fzj1ZURk0dmMVX+KU//2p7oV6sMDvyXjP0P1Xwi5ZgyxQurV5dX2LdvXxpSUtg9CQ8b9gKDB7vD6lNStjJlrCGVNkH58rF484bfSFIZc+YYPvmzNqUm2SJ/AazvUwXXxm5Gs/Bvcf/dc8Y+yhdV5W0uL6ry/oemdkPXBrroXYDKNxhyFoiKBWsHGgGoJaT5HYBKbiX7q7hTfy/fVZR/KhP6JqcHzDfNlCb4qhzFJ1x+3774oqTqxIwZMzgb98aNG8UilS9EIpHO/qjKhIWVXGzOnz+vcOy2jy/6Jr/HB7EEcb7lUC1R/7gIUzMCVF9H/ZRdf/vXBPr/yNxematvgM+2cD8vJgwhZB/JWYfrb9Sub91w4P446v3TSeZ7LzOb5X4ZfWt5ol1lN3x/IA5Lu1ZmLVKVBWpenkTrgCFr61sqou3163oG8w1VFtR8CEhDUs87ANfGbkbDdSNxdsx69N4+Ezff0j8q0pVqJKhHWaAm5wDlV+uW/1AKYPs96gUAH2cqBickTmd3EexZoz961xigsv/IkwOIfrRX+4lZCKYoRAn0pKamwt3dHQC1RM9FkFOPHj2KxwSAv//+u/j9ajcPvCoS4+anzAEn83Jxqqw3On9QDfa1BARh1BL3pt5A3xqa2x94ROVL/cCi1g5XwtIYrgCx77Vr/8AyFl7NT6QOrle22LI69egzNPN3xo036ov2SiSqYs7e/rZO57eyugmxWHE8qbQJ7OxuIT+f30TMnp7WCtWwZOLYHMVq75qfY/dXC1B2UQ9kFeTCb2kfRA2eh1YV6qHSCs31PG2srFEgNmC2aTPjvFJ+8VVXgBknuRvfczmwuisVgCXj5HCgixqjYM8a/fFZ+c9pBdnizqshlUpw+DFNnUY5LDFACtDNmmopf4v79++jadOmAIBvvvkG69atM/KM1DN79myEh4cXby9YsABz587VebwmTZqgb9++xdsJCQmQSErS+3W0s0ODpJJVtPGpKTjvpZpC0ZJ4nw3026m5nS6Yiq8pgR0G9UnV1E6XD0/Xqu6MItXGRoD8/MYq+/XJdSqRAE5Ot5GV1Uhhf15eY3z3XTw2b07WeWxNdO7sgqioFI3tlEWrPpZefVJb0fQd1esAACAASURBVJERcgoiK2s8fP9SxRo6dNc82FnbFC/lb7pxEJMP03vQd63WEtGPLrKeW2mjTQXFbS4FqoypJyg/MrdPhcc6B6hv361ab0w7Rh9lPe/MLKzqHqFRpDJZHM1ZsOlqRbUU62tUVFSxSK1bty5n427YsKH4PZcBTmKxGFKptDjYy8vLC5GRkcjPz0dYWJiCb6k6goKC0Lix6v1JftkfgIJAldH2fZIOM+cGphUTc11OJpg2BvNJ1Qd1pVBrlKVPiFZQ0BgikWpeVT+/eygq0s/imZ0tgUh0C4WFiheY336riJ07U5CVxU2S+5iYDKxZUx6TJ1PR/Tt2VGYlUk0Zl/md1R7PKypQu5QfWIW6me3+agFjhD9gev5WlkrVtVT0KBsmH/kO4b3/h4fvY3Ho8V7Epz2Hs40LGvk2w1f1R6pUX7Ik3KtTjrypT9I0tu29vwei+x8t/mnpZGdnK4g+Wc7QuLg47Nu3D8+fM/uqy2NtbY3AwED069dPIVuAVCrF+PHjOZ1zcHAw3N3dsXTp0uJ9tra2WLx4sc5jPnv2DMuXL+dieqzgI3hKnSFKphPUxadoMmQl3z2FZwdXaT0vbc4hg1hcTQNelvvZBkmxRRZARUcBg+CkE6j+/veQmMiNk3tRkRQCwU1IJE0gux76+d3jTKACQOfOccjLa4xJk7wAAIMHs7tYmyq6lFJUvlBGj1iB/n/+iPT8bDyeuhM1Vg9R255gOkikYgQfGo7m/q0wuO5wVHILQGZBBh68v8faKmiOFlM7d1s0mdEIEAhw8cfLyPtoxkkLeSI4OBgbNmyAtXXJLalatWqYNWsWJ2PzQWpqKoKCgrBkyRJ4eHho7qCGyZMnIy/PcJ8LPn389b33E3HIP2yKk/BRwEQXDOKT6uBTBQG9p8DGpSyS78Xg1anNnI39giFLbbly9/D2bf3ibS+vuwr+nFwhFFLJ/uvUecCZAJbHzs74ZVi5gulCyPYiaWstwvusVByPuwYAeJz8Cn4uZZCQwZ+LBUE9P7fRvs/1N5dx/c1lrfuZ2/K2yEmEdqvb4P5vDxDzPfWA5tfKF7VH1cKtVbeR8shMc8LwxPjx49GvXz90796dk/EKCgowbdo0TsZSh6xKVt26dREcHAyRSMSqX0xMDA4dOoT8fDU5lljgn0BfiIagir4CWJciOnXr2mPhQj/060fEty7wLlIp07oUj3fOQ/bbx6jYfRxahBxHfvp73FkzQmN/ZbIKxCjvaovX6fko72qLFRfov6AJCYUQCG7ir78q46uvXuj5W6jH3Co/mdt8AeDx1J2o4OatIGb7bJ+JXUPmo0+tNsSCqsTpF4oVpVZ0Bn44xe05fukKTJULnDpumCJsrOi9v4fKPkMvnRdmFSLmuzMK+xIuJyLhcqJKW7r5lkYOHDiAAwcOAAAaNmyIrl27IiBAg7PzJwoLC/HPP/8gOjpab+GnC/fv38eECRM0NySohY/YFTbIC1DZe+WfmvrRbevD6qsl19i8OYDdQvZ98+aUvF+pvU3AZOBVpDp4VwYgxbX5JU/GT/9ejA9VTqDmsEWM/WRL+3RL/MEH4/DnwJL9mqpQ8S1QCYbhUvw91Fit6u81eGeIEWZj+gRuU1yumdEKGNkQqKBjCiplkmcCnkru4N136D+uueHo64CO4e0V9ukihi3F91RZbOvze925cwd37tzRd0oEOZhcrpj2G/rhX1mAcu06aG5MO1EiUm2t2Peb2FyxvbKBwpyC3HgVqQG9p+LxX6qODenPmJ8yNIlOiVRzm9KAKVpD+ZzT6H26ByTog6H8cvi4aJT7BXgrt9pZ1gHInU0l859zBth5X7tk/kPrAQs7Kibzl+G9kosZWx5CayEaTqwPryZlAQDv/n2Pu+vuQSJW/Mtb21uje1QXXPr5CjJfZaHud7WRfI9dlDiBwBZDiE4mS6g5iE26DDVsstbI2iinheT6nlgwF7BZoLndWjmPmahYTqdgcHhNQWXjWhbZCU9oj+lL1KCamH7sOb6oUwZJWQX4+36ySnUqeUuspipW5owpClaC8UnIpMRv1yrA8a9L9ge4A1FfUC99efwRqLle/3EslZ57uqlYE+mi9gN/64Djw0+hMIvya7/96129XADsy9rDv305lKnnCSc/R9i62SI/owA5STmIP/UKb/55y/4JhUBgCRshStdG3RK/IUUvXe5x2XI/m35M23rNKazEWCISlryfdAzY+x9V6a+cMxDRC+hRTbX/sH2cTUUtstgSVzsn7PlqIbr8MYWTcXlJQSX7UH24fQIVu43F071L9D6HvKic17EiFpx9hcTMAqy/moCoQTXx93364BlLEqMEgi6ceEb5Mp0eCbQur7k9G87HA523AwVibsazVLLeZqFeUF08/ot6WK85tDoyX6vWj4357iy6R3XB1XnXkfkmC/W+q4PkWO0sqUJrIVrMbYYy9T1pj9u528LO3RYetdzRaFIDAMD9zQ/x4shL7X4pQjF0LmnK2WhK4z1IW79SU7GymqolVV6oyljbXdFiytSPDjr3juyCPJRZpH5Aun58W+d5Xe5/feZ/aBFyHB/unFRY4m868281vTRT0Y0KnCJYBlx9yLUdR/alV/4i032x5S8QfPrzMM1JX/LFwOe/U+97VqMqRQWyi0cp5vQL4JcrwNE4budmyZydoFiD/V7Efdp2RblFCtbVG0u1u7kF9KmMOqNqaT2/umNqo+6Y2ojb+wyP/nysdf/SDpMANbQwleWWVYaLkq26oE50qhewArQIOUZ7JP74RiRdP6jnzNScmUZQshGZfFpRFcalEapMxDynjAhM0N0rz38XTtOSXV8+4T26Py8lgTZI6l749zqPGX4tEZM+88Pic6/1mRqBUCo5Eke9COaPUCREz13dKKdhPaj2RRVU+6KKxQRwEcyTFiHHGAVu4+k7eRWpxkDbhwtBGPBlbWDHAMCGJpAqpxD4cjdwTIdMK7vvn9HcyAjwLlLvrh/N+Zg33mbixtuSUqilcTmFYD7wZR21ZPhIyaTPmKYo3nru7gahSMjpmL339zBZFwDZ/88U/xcAIBIKYC8SIiOf+MCoi8rXdWn/2YEV+kyJtSB0dbXCu3cNYGur+OSXny+FmxtztomIiAoICipLc94P6NfvmQ4zpufvh9SLS75v1hfrr+i3wg2UuANceHlX77Fk8CJSDeVfwjYAytZKiHwxd5WgzA02PjV8QYK6CATu8WnurVag/rv8FhKvMNd392vli0ZTGtCOUXdMbRTlFOH1WZIkng32IiEG1i2LAHc7zDsTb+zpmDWpj6+g9qhf8ObsVmQnPIGkqADOFeqifMdv4ORfyyDaIi2tITw97yIlRTFXn4+PCGlpDWnvadu2VYKvr4j22D//VMe2bZUwYsRLvqasN2t6TcGmG/pbqeUDp7jCIBWnjIVMwJZmgUrQ7MfDdJxYPgmmiI2LDZr9RP/g+fzQCzz44z+NY8iKCtQZVQsBfSqrHG84qT4RqSzZ0r86pFJg7CHiQyOPOt9TJrH5ZFcY3Ku3RLm2Q+HoWw1CkS0y42ORcHEXUp9c5WuqKigLVABISmKuKNmrlxsaNqQ3b37zzUv8+6/2/uKG4sDXSxHz7F+V/fJBUspldOUx68ApQ0OW/Ql0ELFJwcbpXv5vJQ0lfztTw87DDp23dKQ9pssy+IM//sODP/5DnW9rI6BXJYVjPXd3w5FB6qO0LRHZsjDboCPZfcfWWogyDiIk53BfHtvc0MfimfrkqkEFqTLu7neQn98YNjaKy/0FBczL/R4ed7BpU0V8910ZlWORkR9Qpgx3y99ckhkag8jrBzHj2DqVY3TiU50g5UusmrVI1VaUlhYRay5L7G/8/C2+7rSdWX/DmGHrZ6ur0DVVv0NjwyhQB+j393qw5SFsXWxQrq1f8T6hSAiPmu5IeZSq19hsoPMXFheIkZ+aj4z4TOQk5bDuR4chPk/5RRJ8UacMou6+5/1cBP5ISxPD1vaW1v2+/z4e339vPu4ev/acguhHF2kFKhtiRq9B64r1Vfa3igziLEcqYOYiVVcsUaxG9NmO4EPDjT0NFXQRord9fFFWyFwD7oNEjEZJqvXP2VDWAXj/A/2xpCzAd5VOwzJSxZ3b8fRBXix62AMfZxJLqSXwz6TznCTmv7X6joJIBYDWiz/TWwDripWNFRy8HeDg7cDpuEwBNICq9VTb6GsiUAmmTl3vAFwfuxmFEjFc53fWaYys0NNYd2UPAn+frLDfQWSLj3OOo+OWibjyij7dnraYrEh94+cPAAa1tPF9TlOwcDb0aYLg5qpPOVJIseR8KF6lvTDCrFRplJSIDxLVKFlfKyscLeul05h/DwK+UOMa5ONEWf4cF1OpPLigcxVuxuGa7xqr7jNUCViCjtCkmcr7mEdbHEBX8lLzYeduq3BOgUAAqdQw5amULZ4iJxGc/Z3gVN4JDcbVY91PBp2lNSyMejILDQ1VeK8OY+UbJRC45r8PL7H43DYsPPs/ncewEgrx08kIlf05hfkov7w/7k/aDp8lvfWYZQm8itSvHBzxs4srHAUC/FdUiKEfk5EuIUFM2hDRhzkjr7aWU9lYdP087D2xuPOvWHlxAZ6mcFvKdoazC1ZmZgAoeRAwNHlzANtPxlkm66GnPZA8E8j+Gai6FnjGwSrn6q4l7z+vAFx8pf+Y+uLrBCwNBLbdVVyOV/67sBGtRNgajrYrWqvsOzWG29yGp0afVhF2bVa2xvnpFzk9D1sKswqR8igVKY9S1YpUbUhISKB9zwfqrLaGwFDnJyLeNKErQiOWSPQSqLIxFgR+h7kxvynstxfZ4vXM/ei0ZZJe48vDi0id7+qG0Y5OCvsaiGzwwMcPBVIpqia+BZdSVRfhw6W1lEvhpTwvOkFZu2w9TPpsplbjOtu6AAB+PEn/4UnJ/YhF5+ZgbPMp+PnUVK3G1sQUOZEq//up+7vd9vFlPEZnYdWETKBOURMH8jG35P3OL4FmvzG31YV9gwEv/VL9cULCdEAsBUYeAEY0oC5kogVAkQ5fSjY+qXwjchKh5tDqqNS9Iqv2RXlivDr5Co//eoKiPPPJaelaxVVhW8xTPk5JoUQhNZVrgAsv5yEQCOaJU1gnnP52LW2Z1La/jcONN5ozjLCFc5HqY2WlIlDlsREI8MrPH3WSEohVVUdaV2yndR+hgFJpUjXOa1KpFFYCZl9Qbeln74BO799hqrMLbnn7ovE7dn6kuvqbsiFCNdMGLXV18yigRSIF3mQAFVw1t5WhLO648h1NmkH9tJ5P/XRZAmT8BBTOBaJigWH7uDmPIWgZ0gxlG6kmz9aEtZ0VAvpURkCfypAUSnB5zlWkPknjYYb88vIYP0EaL47Go0pf1bRUpQFjWz4JqvD9P+Fq/NJmTebSWqoOTkVqZzs7/OFBpWCYn5GOTVmZKm1e+/lDAOCBjx/nvp9sxuN7udkQPrRN/Fpg7ukZWvVJz0vF89SnWNZlHf59exUxz4/jbcZr2Fvbo6FvEwypNwJCgRVnwVe3fXyRJJag+4d3CE79CE+hEK/8/FFPzcOJISzit4KAOixKFE+iLx+tFQVzqZ9WnwShNJR9tDsfAU3vf6AsyvJjZxZQ2xVcgR7VuD8n5wiAnnu6Q2ilZx3QTwhFQny+rBUAoDCnCMeHneRkXEPw8jg/viPxx0uvSA0KCiJClUAwITgVqTKBuj83h1agAkD5hDfFYqSvvQMO5tKnFiHQ833TiQCAD9nvtO67/EIYWlVohxENx6BpuZYqxzdc+0Xv+QGU2LxWkI8vkj8U7/sokWBmWirEagIwmAQnF6mqfr8NjG4E1C4LfOYPXKEZ7sZ3Je9/0z4DiQLjmwEiIXDqueqxu8FAA1Wfc95R52rwKp29lVkeQ/uk9t7HfblUGSIHa7SY2wzXFtzg7Rxckp+az8u4eTyNSyAQCNrCmUhtZmNT/H5iaoratvMz0hHi4ooN7h5EpGpJY7/mWH15Ce0x+SArJovo5VfncPnVueL2fKStYhKUO3OyWfWns6gq79NWtH57CGhbEajqAVz+Vn1boZ5WTHtrYP0nLdVFLu7NfRmQOguo7w1MbQmsNl6+agDU3yJuIv2xHbHqrbl0x9jmTtWV1otUH6yU+XA3Ge9uvMf7Wx+Ql5oHcb4YVjZWcCrnBLdqrvBu6gXvpsy+HF6Ny6LJD41wc8VtnedpsNyd3BiTDTduKcQQS8D16tXDhAkTjHZ+AoFPOBOp+8uwd+LblJWJEBfKQc9TKMRH4pvKinU9t+DXy0vxOJm+/Bqd4FSXHUDTcWPlXdUkQHV12aj2KWfx1/WBcc0oiyoA3EgAtt8F1l3XaVgVcmZTP6edUNyflkcJYEko8EtXIDkH2H6Pm3NqS1EIYCVgFpQ3vqPayHxXjU271W3gUslZZX92YjbOjDuntq84X4z05+lIf56O+BOKS+R0gtKvlS9sF9ri8hwjP0VowL26G5JjP3I+rkcNE0ruywPyy/mWsLQ/btw4xmM1a9bEo0eWlxecUHrgPHDqWF6u5kaf2nW3s8dQB0esY3ANMEf08XlVJ85WdAuHyMoGj5If6Dy+qaFueZ9P/rxHvWSWv+YcRfELBYA4hHr/KJneUioF4LeKirDf1h/oVxP4Yjc359cGKwHQYjPz8Wa/mVZ6KTqB+u/yW0i8kqTXuNH9j6Lnnm4QWgsV9nvW8dBrXEPg3dSLF5HqpcbSTDA9hEIh47EJEyYwWlnNBa6swdoWZiCYBpyL1L057Jbv9+bkoLudPdrb2VmUSOWDjX22QQABxkWP1LqvKVahYoO5lUvtWBk4PYJ6n1MI1NrA3DYxiwreejAOGFCLSk01YJdh5imPLvnZ9cmdqqsbQPkO9A8t+gpUGUcGHme9RG9KVOpeEQ/+4C7VS/G4XStwPqYpoY0oMXUBM3Om+lSEIpHIQDMhcA3XRgI+jA6GqFjI/AimIw8L2ZXqkbWrbk2+REw42zhjfa8/UCAuQPCh4ZBI9XOL0LT0T9CdS3KryI6LNbd/+AG4nQRk5BtHoBZJgOvfMR+/Nka3vKl8UCFQVaQ+O0ATkaYHXI/HB6mPFatLyOcy5RLlcVMecVDVgsA5tra2qFJFc0m76tWrG2A2/PDGz1/ty8+Ku5SJBNOEc0tqIstE6+8+tXNWs1RhLOiWm9la9ri0AFZ0D8DS86F4k2ECZYoMCNdWVKGAirS3FgK21oCjCHCQezbqXZ2qZe9hD5RzKXlf1YPyG23/P83nyBdr/1TZ2IjucKIFQGU35qfrP+/RuwMY4slZGfeaqj6S//35mNNzPPrzMar0C+BkLL0Dohi4+OMVFYtvlz864eSo05ydo+vWQJV9l366wtn45oCpW09lrF27llW76dOn4+DBgzh6lJ/PJRsEoNJPKpMgFqPlu0TG4j7q7gWxPn7INFC5XoLx4Fyk+gqt8EpcpLndpyegTBI0xcj9d3eNPQWzh80Sx6GvmI8lcVcW3eR4kWYc0akt+Wn5sPOwU9jnUtEF6c/TOTuHS2XTqaqkTdYNWzdbOFdwRuYrblymbFxsFLYlpmJO14A5umvow6RJ2iVS79u3L+Lj4/HggXFiGl77+aNS4lsUKYnKbxyd8ErHFIN2AgFyLVikmsO12RBwLlLrikSsRGp9EXUxfFzEzj3AkJibPyRBPVIAeUVAgZj6mVVA+Y3mFAIpuUB2AZXUPj0PeJcNfMyhLKhPPgLPyUqn0Xl/8wMqdC6vsK/xtAY4O+E8Z+doPLUhZ2Mpw9bNho0wlUqlEAgUc0S1X9MG0QOOQk0xOVY0ndlYZd+5KRf1G5TAOaNHj0adOnW07jdp0iRs3LgRd+7c4WFWzPzPowxWZGaoCFQA+F92Ftx0XE21FwhoxyRYFpyL1EVubjiapDnCf4GrGwBgo4UFTekbmc63QGZzwzTXYCs6yNOo+XM3PFZFpDqVc4JbVVekPdXfmtp1WyBsnG00N9QRLr9Phwcco7Ua9t7XA0eHnIA4n527lTzW9tboHtVFZf/d8FhkvTXMUoKuLhJ8uVaYKppSZl25cgUeHh6oUaMG7fGxY8fiwYMHrF0FuKC6yBpz0pmf9vexDLbWBxcX01kpMVXoiuYo72PThms4E6n/FRailkiEskJ2jsyen56eTuflcTUFggYsSXwSShdZb7Lg5O+ksK/NitZIeZSql88k0zIxl64EXHPsqxPo/ldXlf09dnbFswPP8XAr+7yYdcfURuWelWiPvTr1WtcpmjRsc6MGBQUhNDQUfn5+AKhI+vR043wuBAIBNm7cqLZNXl4e/ve//wFQ/zvWqVMH4eHhGD9+PKQGsESOT03BaS8f1Eh8S3s8xssb1ZWOsTX2yLdTJ5Q8PT1ZjUcwPTgTqRNSU3Day5tV27mfEvkTuINJgApFQvTc3Y3W4tB7fw+1loh639eBTwtv2LrZIj8tH3c3xOL9rQ+M7QkEvjg78TytoPSo6Y7e+3ugMLsQ56ZeRO4Hzas4vi19UC+4Lmxdma2n56df0mu+ytha2WJNT8VINF0fGovyxLj00xW0XvKZyrEq/QJQpV8Abiy5iaTrzKWT/Vr5otGUBowZAq7O46iyhQlC58+5du1alf2NGzeGn58fNmzYgFGjRmH58uVGCapq1KgRgoODNbabPHly8fvw8HC1Sf6trKwQERGB4OBg3oXq7YICrM3MwGVvH8xOS8P1gny4C4UY7uiE8U7OWJKhKvy5tsw1bqzqykJQxdoEXSg4E6mPiwpxp6AADW1s1Jp/57i4IsiJSsxtKb6fpvZ70C4Hyu3TtERWvpM/Goyth8NfHkPsJjlHewHQ6+/uuLshFq/PmtbvzDeGchsg7gnMRPc/ymj5FDmKELipg97n+PgghfNKU95OPpjbfomKKA3vvVWn3McAlRbq3NSLaLf6c9rjzX5qotO4BRkFODEyRqe+5kJ+fj6r/UFBQbh48SLu3buHqVOnIjIyEi1atMC1a9cMMU34+vpi3rx5GttlZmZixowZCvvu3r2LoKAghISEoFy5cox9IyIiAAC7d+/G6dPcZYlQZkNWJn5yccXZfGrlNFssxpKMdIx3csYGNS5/miyqbO+9XbqourPIaNWqFS5fvsxqHBmWUKlMmfdiMX50dsHCTw8NbLMc8a1/OPVJ7ZX8vvgXe+PnjxbvEvFWXOIjtcOzDNrZ2jF11xu+KxWZC8oiVJPFVJmGE+rj1LdnVA9IgZjvz6Lzlo6lTqQSTIPoAUfRc093CK24LzBflCfmpRTqqMZjsf7qSpX9QoF+6fcyXmbg8BfH0HNPNwiEHPw9pDBpgcqV/ymTwJDfL7OYKgvS5s2b8y5Sra2tsXLlStjb22tse/PmTWzatInx+Pz587Fx40a1VakAYNCgQRg0aJBJpt/iuzLh0KFDtRaplkjjd4l44+dfLFL9E96YhKbiPHCqVlIC/vOhfHiuefsytmPyTyEYn6w3WfBv54en+1UTnPu380PmawvOy0QwbaTAkS+PwfczH9podF25POcqPj5I4Ww8ecq7VERcCj/106USKQ5/cQwVu1ZA/eC6Oo/z37ZHtN93S0QbIfb2reJ9qmLFilxPR4HmzZvj22+/ZdV24cKFeP1as9/w2LFjMXLkSLRq1Upj28jISLx8+RJLlixhNQdzoF+/fmqPi0QiCAQCg/jn6sO7GUDse+D6W+B8PHD8KXdjL3B1w9z0NMxIS8U8VzfMS0/T2IfvgCkZnIvUTIkEqzIzMN2ZPpouTypFtcS3+mZLUcDUlttNCQdvB637yPz/BFYCvD77Fvkp+bD1sEXLkOZwruDEW0StVKp+iVIguMnLeQnaYQr/p8QrSYjufxRV+weg5vAaKmmZ2CAplODkNzEozNGcMk8fXqe/RFWPGnic/JC3c8SfeIVXp16j+Zym8GpUlnW/uxti8SrGMgOkuCA3V9HH2dHRkZfzdOjQAUOGDGHdftmyZawEqoytW7di9+7dWL16tcbvSqVKlRAZGYnTp09j9+7drM9Bh7Iljs4yxzb4SVe6d++usc2MGTOwYsUKzs/NJV6OQKfK1OsnOS+frAIg5CywWsdFoGEOjhCB+kzszMnGDs8yHMyWOzgXqQCwOjMDqzMz+BiaoCXtf22jUz9lIZr3MQ//TOYuLyWBwAVP9z83eQvg0gvzVBL0ezqUwZnnJ2jb6xpQJZVIcW3+DZ36lkYiIyOLraobNmyAtTV1O/z999+Ll/Tt7e2RnZ1d3Ef+vb58/fXXaNNGu+uzPsvxubm5CA4OhpubG5YtW6axfadOndCpUycAwPv37xEeHo7ExEStzmkuBqSqVasaewo642QD/NKVegGARApYz2efNnlHTjaAks/1sI/JnM9RH3gRqZaOIf005L/k2lqw7DztYGVnhRtLbsKnhTeSrjFH+wK6VW2RiVl1cyMWUOND/j/8kJ2Yw2plYdKRb1VyFJOUcKbBggULiv1AR4wYgdGjR+Pff/8FAPj5+SEuLq64bXx8vF7nqlu3LoYNGwYPDw+t+l28eBHbt7MrCqGJtLQ0BAUFoXHjxqxFr5eXV3EQV1paGkJCQhgD0LhGn/ttWBj7SNRx48YhPDycVVuufHd1DcD6bAvwQytgQC3VY0IBIAkFnqUCNdYBYtP2YtAIEakWTOfNHXF24nlkvclC7/09cHLUaeSnMV9YLCUxtryFhEAwBQrEBUSUGgHZg7e6a5uXlxeuXLmCuLg4zJ07F5GRkRg5ksq60KJFCwWRqm3QlFAoRGBgILp166azqwBf17Jbt25h4sSJWLJkCZycnDR3+ISbm1txMYC8vDxs3LgRjx7x43OtjyW2TJky8PHxYd2+QYMGcHNzQ1qaZn9MY3P1DfCFnCdGnbLAfaWMY1XcgaIQoPo6IE5Hd3t1f39DWcmJSNUBU1/CEAgF6LW3O45+dQLiPCq7QnT/o8WVdTSJUTYWVWMJWnVPnpou5kS8NtQ43AAAIABJREFUEgimhy4rOOrQdG2iu4b8+eefCtvNmjXD5s2bMWbMGNy9exejR48GAFy/zpw/dujQoWjXrp0OM1ZELBZjwYIFjEvruWFnYR+qOd1a0k/R6L/jJ0T2m4Wvd4fhXpJqpE1BQQGmT58OgAogWr9+vVZztbOzw9SpU1X2X7p0Cdu2bdNqLC4pU6YMFi1aRHssKCgIAwcORGBgoMqxZcuWYfPmzbhxw7zcZh58UExfKA0tef9kIvUz5CywwAw99ohI5RlpqOFzX/ba2x0nR50uFqgyToyIQe1vaNYHaFB3oef6pqItdEKTj7x1mtwrjAVZni/B2J9FOixlRcJSkV0/5K8ZAQEBePLkSfH2+/fvcePGDfTq1QsTJkwAAMyaNUvtuFFRUXqL1O3bt+PixYt6jQEAY5r2RtTdU7jy6j7qrx3OStgWFhYiKCgI1atXx9SpUzWmrWIiLy/PqAIVAKNAlbFnzx5akQoAY8aMwbNnz5CSwk+2D0MgCAO+bwJE9irZN78DMLklUGa58ealC0Skckj+HKDjVmBzH6DWBvo28k84AD8CVt1N8uH//uP+hGaEPpZYAoHAPfqKejZL+pqYMGECJk2aVFw+88CBAwCA0NBQdd1UoKtcxYapU6cih8Ma9j+3H4nPIr7Xqe+TJ08wduxYtGzZEqNGjdK6v3zlK2NQpgxzdPqePXuK30+dOhWrV6+mbbdkyRKzvx9sukm95DWHpz2wYwAwbJ/x5qUtRKRyxKnhQM8o4NJrSqAyWVCZTPIEw2DuFx6C+aEcMMUGbf1X6SzKlmrRbffL53As54ijg+mzI2hLUFAQNmzYUPwAu3nzZty+fVunsR48eMAqAOfGjRvYvHmz2jbakht2FgBgH9oBUqlUp7Rs8ly9ehVXr1J5jUQiEUaPHq2xvKixr699+/ZFjx70qyvR0dGIiSkpVpGTk4PY2FjUq1ePtn1kZCTGjx+PoiJ+U9TxjSAMaFUeuER5rGBoPeoVsAZ4Yfrut6YrUvXx+4waVBNDd2vnyB01qCb8degjO0/bikCPHVp1x4VX2rU3JKa4jKoNshuOsS+aBAKT4FROS0Vgh0tl+hzc+jB+/HjOxhKLxQgLC1OxwkZHR+PIkSO8JY2XX84PO/M7fm43ApMO01sKtaWwsLD4mioQCPDzzz+jQoUKCm0ePHhA19VgNGnShFGg5uXl4fDhwyr7169fj19//ZWxuteGDRswefJk5OXlcTpXQ3P5NeC4GMj+uWTf88nmUYbbZEWqJnrX9MRX9UuSVkfdfY/Dj5l9SKIG1aTdr62YlY2l3O9jLuDpACSxLMa0LBBo+0fJtsyqasgPDZOlxRIsMEzilCz3EwimTZvlreBSyQXpz9NxZ10sst7yU+GOz+97QkIC9u3bh/T09GJrpCHZdvsYFncJwq7Y09jUbxaabhjN2dhSqVTB57N3795o27ZtccS/sfj+e2b3BnUuCFOmTFF7X1izZo1F3BtyCil9Ib+C+2AcUIdd1i2jYZYi1c/ZBkPqlVUQijsG1lQrUgHdBClbllwAZrcBJh4r2ce0nB8YAIxrBsySK5NtDk805o4lXGgsBa5K6pnCA5WmVQd1y/1Mx0qjhdWzjgdaLWxZvO1ewx0d1rfFxVmXkfrEDNYllThxght3BGXYRPYDgP8yqhxonTXDeJmHjOjoaERHR/N6Dk2sWbOG8dgPP/ygsX9QUJBaobpx40aMHTtWp7mZGosvAD9/qiFRuyzw1xfAV3uNOyd1mKVIXdSlEkbve6Kwb/T+JwytuYHJEitj3XWgrhfwcSYw/WSJ6JQXqpNaAGu6Ac5LqBdBe5iEJhGgpom8GDVUrWdTozQKTm1p9lMT+DT3BgDcWn0HiVeSUK6NHxpOrI/Pl7VC4pUk/Lv8Fm1fU3hQIRiHjh07YvDgwYzHd+3ahYwMdtUvg4ODERERQXtMKBQiMjISYrEYEyZMgEQi0Wm+psDsM0DoP0DhXGp7SF2gX03AXn1CBKNhliI1JacIfi42eJFa4idSzsUGz1P48xuRt8IyCdb77wFPNekd1l6jXgTDom16KraCl6SCIhC4QSZQ7228j7fnEwAAr8+8weszb9B7fw/4fsY+KTuhdDBhwgTGoCcAuHDhAs6cOcN6PKlUqlaoAoCVlRU2btxo9gFVRRKg3C/A22nUtp0JK0ETnhozKy++wYpuAfh6T4lwXNCpEobtUb+cLy8u+Vz6J5gWxMpKMDbyy/oP38diy61wZBfw42tpTPSxakqKJIg/qRpNKimUQCgSwr99Obz5560+0yNYCJ9//rlagXr37l2VAg1skEqlCAoKQkREhNrsCBs2bMD9+/exbt06rc9hKiRkKm4XzgVEC4wzF3WYpUhNzCzA13seYWQjb7QPcMW5F+kaBSqgvTBVtpjmFUlU3Aw0QXxNCQR65GtylwY3APllfw/7MljVZyPCr/+Ce0m6pTuyNM5NoU9if27qRXRY3xY1hlRTEKmlKe0WgWLEiBFo3bq12jZ37tzBxo0b9TpPcHAw5s+fD29vb8Y2devWVUhbZm5VqgBKn0hCAQEAayEgDgGs5ht7VoqYpUiVsfX2O2y9/Y638Ym11TwhllPzgAthaq6p0lJykzHl6Hf4tcdvePD+HtZdXWHsKRmd7KRstfvty9KnCSKUDqZPn47q1aurbXPx4kVs3659XmI6QkJCGMunKjNmzBiMGTMGhw8fNnoQmba4LwXSfqTeCwXAis7AD6eMOyd5dKt7ZiJoCmbi43xlHUVEvBIIBL3JK8pD8KHhqFW2LkRCkbGnY3QcfRzU7s/9kKuwP7r/UZUXwfL46quvEBkZqVGg7tixgzOBKmPPnj0ICQlh3b527dqcnt8QpOcDZ16UbM9oRVlWTQWDi9Te+3sUv/iCTkTqKyytBALEvsvGmp5VIBRwMyaBQCgdqIvwHxc9Eut6/W7A2Zgm7Va3Ubv/URS/GVwIpsOQIUMQGRmJyMhItG/fXmP7mTNn4vz587zM5d27dwgKCmJVhWzZsmW8zIFvOm1T3PZ2Ms486DDr5X5D4WFvjfW9q2Lo7keo6GaLPwdqX9GKQCAo+qESSiBpqgChSIjyHfzx+uwblf0AiqP+6TCW24e2mUNKK3y5YBUVFXFaLUwdERERcHR0xC+//EJ7nO958B3fIgVlQbVbCOSL+T2XNpi9SOWykpQyld3tMP1zf3jYW2PcoacAgPi0fHy7/wmiBtXEwf8+4u8HyRBLFMvcSaVN9D63LnB9XpJiiaAv8n6nhgqOMuVl39yws7AP7VD8k+6YDDtrG6TOPcE6ebs5k3g1Cb4tfdBwUn1ICiVIvJoEv8990WhyAwBAwsVEI8+QYEh27twJZ2dnNG3alLHNjRs3sHnzZgPOCsjOzkZQUBBWrVoFJ6cSc+Py5cvNOiUVAHTaCpx9aexZqGLWIpVva+aEln7441YSbiqV5cstlGDY7kcY28IPHvbW+JBdyOs8CASCeeNq54T0PM0ppyq5++JlaukTZP8uu4XuUV1gbW+NxtMbKhwrzCnCzVXql1pN+cGEoBu//fYbnJycULOmqiHq4cOHBheo8kyfPh1ubm5YuHAhrl69imfPnhltLlxhigIVMHORyiV0gnf6seeM7aUAwq8xLz8R+EXfoDnirkEwJL/1n4VBf81lPD4/cAymHPkVx0auQq1fhxpwZqbDsaEnAQBtlreCS2UXpD/PwJ21d5H1lj7qn2D5rF69GmFhYfDxoYo5LF++3GQEYVpaGiZMmGDsaVg8RKQSzBIiMgnmhI+TJ+Ox+j5VkJqbhcjrBxF5/SCuBm9Cy4jv9T6nKaXn0sbSeWHmZR5nQjA3QkNDMXfuXCxduhSFhdyvWkYNUh9jwuY4G8g9SzeISCUQCAQe+XNgKNr+No7x+L2kZ7iXVGIdkgnUvKKCUuGPSiBoYsECEyyFRDAIeotUfZ7Wte0rexrnykJA/JjMF7Lcb/roGsmvb4CVqVgQo/sfRfLsYyi7WPf50AVYlXZM6bptKoVDmLIMmMr8TBVHGysAgIutFTJ0DGnXdC+xtRbijwHqc7yaKrlhZ1m3XXN5N348oV+lLzqIJZVgljBdGDQtzXCJIbM4mGOmBSax+cbPv1SUQQUAv6W9IZVKNTeEdjcEAsEUkD0Q6vrgoE1/tm21EexN/KgI/a7VPLDn/geNc9AFe2uzrplkdIhI5QFzFBSWzKLOlTD71EtjT8NkMVbKtNJAgVi7tDTEakogGI5Rjb0BAP1re/ImUt3tjSeznGzs8WH2Ub2uK8a+JhGRSjBb6KymdFbUyu52hpoSgQWlxYpKh7oLvj43A1NaAieYB7q4xVja58zWWogVF96gf21PjG7ig99vJnF+jrrejpyPyZYxzfoY7dxcobdINYUPLds5mIqvGoF79PVRJZgndN/9iD6K9btNsZqTsa0TBALdd0ff5Xtz4vcB1ZGSW4TbiVm4nZiFqEE1YWMlQMR1bvMUN/Axnkhd0iUYADDxs4FYd2WP0eahD8SSSrAIbr7Ngr1ICFtrIWytBHCwsYKtlQA21kKIhAJjT6/Uosn/1Bz9U01VBJvqvAjmh8BKAKmYnS+1JtgYh9S14UMwb+5fDXbWQoze96R438ZriRjbwhcty7tg3KGnyClkDqTSxSgi62OomImTo34FAPx8MhLLu43DrtgYvM9K1XocbXzl+Xj4JiKVYBGsusQsdIiVlUAgENjjGuCKtLg0Y0+DF2T3g2233ynsvxCfjoTMfCwIrARXOyu1ItXUiew3E20qNcCrtHdYfWkngpv3Q/wP+1Bv7XA8/WheRgEiUgkWwfgWfnC0sYKdtQC21kI42VjBzloIOxJZSSCYLPLWXy4tv3yNywVsLN7Gtoq3XtQSRwYd52QsU3MdUGfJfJaSx8rSqdyGyUpqyGwzAODt5IGXP+wFAJRb1hcpORkAgBqrhxQHUaXmZqLiigEoZBHUaQpuSUSkyhHRZ7tJXdCcnISYNcsHc+b4amxbVCTFoEHPsX+/ZT79aqJ1RReDn5NkcSAQCJaIUKT4cM9VPIdQJETrxZ/Braor7fEHf/yH54decHIuNhhaRCrDVR7but4BuDFuS/E2nbjMKsiFfWgH5IadRUbIKYglEjQNH41HH+I5mQNfEJFqgnTp4oITJ6pp1cfaWoB9+6oAACQSwN7+FgoKuPEpMge4KFtXWtFWbJOUVQSC5VG5ZyUAQM67HDh4O8DRxwHZSTmcjV/n29oI6FVJfZtRteDs74S74bGcnVdfzKHwy8GvlwEAph1di43X9qttax/aAcMadsHm/j9h79DFqLNmmMJxLvI1c2mBNSmR2u3PzhA5ioq3DbFMoLysorwtT/Ch4bxZW+vUscf9+7U5GUsoBPLzGwMAXr8uQIUKpvOF5xJzuHiUdjQFRbEJmlL3nWSDNv2NuZKi7+/J9XimtKpkDLj4f5jL37BMfU/UHVMbqY9TcfHHK+i8uSM6bmyPexvvI/7kK8Z7MVsLq42zTbFAPTnqNPLT8mnbtVnRGhU6l4d/R38c+fKYTr9LaaTKqoGMx+iq1u24cxI77pykbW8KS/zymJRIzXmXC9cAkeaGHKLuIiIvSLm+gcjTpIkD/v23Fi9jly9vA6m0CWtrmSVayYiYJRAIBHqEIiE+C2sBALj44xUAwKkxZ9B7fw/UH1sX2UnZSL73Ua9zNJ3ZCADwYMtDRoEKABd+uITe+3tAaEUyshAoOBOpyk9UulhB8z7mwTXA8L6FxmTbtkoYPtyT9/NIpU1Qo8YDPHmSx/u5jI2x/YwIBALBLBAAPXd3AwCIlWrXp/yXCo9a7vgsrIXeq5ruNd0BAC9PvNJrHD5g4w5WGu8n2i7782WBNSlLanZStsHPSbd8b6gAKkNbLR8/roP8fCns7G4Z9LwEAkEz+lxz7EUOWN1dsWb5nJhpSM7hp9QjE/qsOGnb15BL6eaybK8NzhWc0X5NGwBA0vV3uLFEcbXt0s9XYONig65bA4uNUFfnXceHu8lan+vJzjjU/LoGOqxri9PB/zC2EzlpXknlwiD2f/bOOr6J84/jn6Su1I0WGy7Fh224Q4EZ22DYcHd3d7cW2MY25DcGw4cNdyjutEVKS40q1bRJfn+EpPHcXe6SS/q8X/RF7rnnnnua5nKf+z5fkVMSxSdV6IhONvxYdcErkSr6WGjuKZiMqKiaZjmvg4MATZu64tq1bLOcn0CgC12BYO70PeZgWbv1Gm0L2qzCiKP9zDAbAt9pvbkFXIJklZAyojM1BKocUZYIx745ga4HOgGQWVeZEHUgBlV/qgJnf2e0CW+pVaiW/jII9SbUAQDEHHqlcyy+pbQCdItdU4hgKgLRUB+++aEqwyuRWphdMkTqP/98hooVHSj3r1v3Ge7f1x1l6eoqxLJlwRg50pfSeFevVoG//wMkJxvOk8ZXDC3RGNpPnqBNQ1xQsMq2BEC2RII4sRiXC/IRKRLhqqgAWRKJeSZoBXSv+i0cbB012oUCIfrVHYLf720zw6wIfCY/vQAuQS54fy0Bd1be09tXKpHi9ICz8KnpDbGIeYL7hGuJCGwaAGd/Z70BV1mvs/D0d/L9TJDBL5GaY/0itXlzV3z1lYfBfjk5EpQr9wgfPhgWktnZEowaFYtRo2Jx9GhFdO2qPQedMklJtUmeT4JJUI/g9xAK4SMUop69A7o6OWGVhydqJL5n5VwClKyAi4alm6BT5e469zcJ+RLxWe/wX4xpIqVLgtXaGrg26wa+WN7UoECVU5BRgPgrxl2jkSvvws7FDi3WfgEnXyetfRKuJSJyJXFHowOfraBswC+RyvPlfmMj/L/5xhP791cw2K9mzad48iSP0TnCwqIBAPn59eDgoP+GTSfqn28QS6jlkiGRIEMiQXRREfblsuuHXtW3Bqvj8Rlt30dPUx5h442V2Br2h6Lt2xq90LRMcyw4P92U07M6pHM12wTzVdsF8003H2O5MvWayc9ZmFOI/4YULz3LLap8XMK3ZOKCgnWm91Nf3VKHSlpAU8IrkVqUz6/lZ2WrABsWAioC1c3tHrKzjV/6dHS8i9TU2vDyovcnZiparTF1FcHyaFGujbmnwDk+zr5Y1HaNRnt02ktsuL4CAHDn/U3UD2qk2BfkFozwbn9i8cVZeJdp/gozdQIboHWFDghyKw1nO2fkFebh/cc4PP/wFMdf6E9Gbi50CVBLEqb6IIKxZKBPhBoSsOaAVyJVLDKPXxqXOVDp4O//gBWBKsfb+wGKiurBRk/OudOnK6F9+yjWzkkgmJM6gQ002pqVaYGrsRcNHsuX7wF9rOywGW4Ommn6pFIpVl1ZqNjeHrkJNwOuYcTn41X6zWyxCCejjuLQs32cz1WdjpXC0KNaT637XOxdUcm7Kip5V0VYla8BAIee7cPJqKOmnCItpHOtR6ASCMbApcsBr0RqUZ7pLamm8qGKjw/Vu18ovAMpB1VMbW3vIjm5Nnx9tf+p27Vzh4+PLSXfV76hHhyVlC3CtFNvUCA27cOOQAAIhQIIhbJqX7a2AtjaCmBjI4CDgwB2dgLY2wvg7CyEg4MQjo4CODkJ4e5uA2dnIVxdhfDysoW7uw3c3YUIDLSDp6ctvL1t4eNjCz8/3ZeppbprcMGg+iO1tvepM4iSSOUroxtPRg0/7d8fKTlJmH12ktZ9DxPvYtiRPijl6IHl7Tcq2jtWCkPHSmEAgL0Pf8fFN/+xP2klWldoj5416X/P9qjWEz2q9cRfj/7E+deq1XEs4YGiJGDI6kq1IpW+fsSyyy58tJbqg1ciVVJovRG+QUH6879xIVDl+Pk90Lscf/ZsZdSu/ZS7CXCI3DfVzkaA37+pgt++qYz4rAJMPvma83MTFwd+0aB0Y537PBw9kZHPLH2OOajlXwd96gyCu4PuIMgpp0YhqyDT4FiZ+RkYfrQvlrZbDw9HT5V9P4b2w4+h/VAoKcRfj/7AlbcXjJ26Cj1r9kHrCu012gvEBdjz4De8To9Bel4qPJw8UdajApqGNEd1v1oqfb+v1Qc+Lr74+/FuVudGKFlEREQY7sRDhg4dqrWdqdjkm8+pIXglUqVF5hepXCTyHzBAf0WphQsTKI0jr6T0mZcjYtLYqxwVGqo90tKSKBTLVP6224kY0jAA45uWxtpr8WaeFfd4eNggI4N5WhhrwcdZNf1aoVgEOxt7xfay9hsMXtdUr3s2rXgONg5wc3BHTf/aCPWvpyHQtBEZfwM77mymdR6pVIppp8fAwcYB67vs0NhvJ7TDT7UH4qfaAwEA7zLf4vzr04jLeofU3BTkiJjlVVYXqC8/PMOaa0s0+qXkJCMlJxmR8TcAAOObTkcVn+qK/W0qdERk/A28To9hNA8usdTAKVNArKDcYWlikym8EqliK7Wk/vprOb3758yhl9pjVqsyGHDgJa1jRo2KxaZNZXTuDwsrhaNHDVtl+I5ILEGvfc+x67uq2NOzKgb88xIFPHj44Yq2bd2xf7/lWAi5oFmZFuhTZ5BK2+jjA9GlylcK/0ZAJi6nnxmH9Dzj6pCzSe3A+vi53nCD/R4nP0D4rXUokhjnllMgLlCI8TKlymFGi4Va+4WUKou+dQYrtpk8uM9ttUxlm84Ya68tBQBs7Por7ISyVaipX85TjGFoLFO4A8gFKRGmBFPBxHqqLmapjMEnAcwrkSoVc7jmrQNtX2ba2uRfimxbWg8coCcwhn8eiGmn6C9lb96colekjhvnbxUiNchdZj376e/n2NOzKn77urJVp6sKDXXitUjl+ssupFRZDYGaVygrfHH8xUF0qNgV9koW1aXt1vEql+etuGv4oVY/ONs5a91/Ovo4/nn6P07OHZv5BsOO9IGXkzeGNhyLsh7ltfZjWgwg0K204jXT8qxjjw/GlrCdjI4lMIOqH6k6xGrKPfrSSlH9rg1+H0erv7kp8SKV6xtWuXL2evdPmUJvSVoslSIpu1ARNMSWAGvd2o2VccxNoFvx+z34UBS296iELd0qYsSRaDPOijtq1bJ8Vw2mBLgFYWaLRRrt408U+3CNOT5Q46FzSbu1mHFmvPphZmPCiaGKOeYW5iL81lq8TDXdg1VaXiqWXpoDAKjkXRVdqvRAVR9ZvlkppLj+7rLR59gRuYnRcRKp9buykCAwAkE3/BKpEtOLVF2s7rgVE08aXoYzRNu2mulilHn1qoDWeC3Le2Db7URG4vT27Rw0bOhC+zhLIkhJpOaIxLgd/xENS1uHANeGNfgTM2Veq+UabbPPTtRom3hyOFZ33KrY9nLywZaw33lV154v1t2o1OdYd22Z4Y40ic18w/qY5sbaUlARSyiBj1iFSGW6PKEPF3tXVsbp319/0BRdeu17jt++qUzbJxUA1qxJxt692pf0LBF1oR6fVYDNN1WD0NZejcegBgFGn0sikQWfyP4HioqkEItl2yKRVLFdWChFfr4UIpEUIpEEubkSFBRIUVAgRXa2GLm5EuTlydozM8XIzpYgJ0eCDx+KkJUlxsePYiQmFiEjo4jVnLnWxIRmM1HZu6pGuy6hlyPKxqILMzGr5WJFm1AgRHi3P3Et9hL+uL+ds7kSZHSp8hWOPj9g7mkYjXQuUCgB7ISqbdYkVvkKVRGtKxqeUIylLPUDfBOpXOZhMhOBgfpTTzHh0FPVwA+qS/+3brFbgpJv6Eo7tSMykdF4JAcp/9C1NHrgyV69x8VlxWLGmXFY0m6dSnvTMs3RtExzbL21Fg8SSc1wruhSuQcjkdqlcg8OZsMcZTEqj+o3VqBqe7giLgAEggxeiVRYn0aFjw97b7FchP4Xk6G13RCpqZaXsJ8p8nRd6q/VcbG3wfDPA1HDzxlZBWLMPPMG2SJNPzh9YxC4JzSgLkZ8PkHrvu2Rm3Dn/U2DY6TlpWLE0f5aA3GGf6rMNPvsJKTkJBk1V4KM3+6GY0C9YYrtSt5VEUXD1/Yzr0oIq/oNF1OzOvRZD7lIq0ggmAp+iVSKlHTfmRwtIooK1mKoVq80JYeuiJzZsgxq+Dlje2QiNl5/Dy9nW2zrUQkA0Gf/C4h55CNdEgkpVRbjmkzT6XoTk/YSK69oT6GkC4lUjGFH+uDr6j+gfcUuGvsXtlmF2IzXWPIpkIjAnJtxV1VE6sRmMwEALz48Rfjt9YosDOqMbDQRtfzraLQrCy1iaSxG/l4wFaK6cucqM/r4QBSKRYzGJ3CPJS3f04UzkcqFn6g5MPbL8MOHIri727A0G+Pw9rbIZxKtqAtSXcJVF6UcbVHDz1llnISPIvTaJ0tdteOrSoz8fgnsEZ/1TqdAzS3MpS1Qlfnn6f9w9MU/2NjlF5V2qVRKBCqLDD/SF1u7/aHSVsWnOtZ2olf9h1gCuUMuUEcf+xmFkkKN/d2rfYeNXX4hfwOCWbAe1cIRxl6YCQmFqFDBgZW5UBFi+qyJDRtqz8VYEhn+eaDOfdsjEzGYhWArgnFIpBKtfqSHnu3DyaijRo9fKBZh2JE+mNNqKYLcZAmuTRHxb+lWQDrfiVJIMexIHyxquxo+zn6cn89csOWfai6WXJytVaACwOFnf6NTpW4mnhGBIIOIVB2w9cX4xx+paNaMnUwBxvpEjhvnz8o8rIEqvrpTN12LzbI6kcpmEJgpA8rS8lJx+Pl+dK/6LU5FH8PBp3+xfo4F56ezPiZBlVn/yVKDVferhZ9qD4SXk+6sJ6m5H7DrwS94lvJYZx8+VJxSxlzi1ElHEQi6zGixEGP/HYyCIs1y29/X4v9DgqlpNOckAODmgo5mnon1Q0Qqx5w9+1Hv/pAQe7x7R93XZ8qXIdj9IBnxWfTyqwJAkyaGc6RKpfVpj2uJPEvORZ1A7Q8Pzcroz21LMC0nXh7GiZeHzT0NAgs8TX6EGWfGmXsarMAHq+miNqsBAHsf7sS4ptMY5bgdeaw/NnfdifWddadiG3VsAO1x5UKOC/guDuWWdUuCD59nbbBVnxjNAAAgAElEQVQmUkt6MJMuYmL0i8lly0qjd2/qZU5PR6djeosQeDnZYujhKHwsYKciy8WL+sW0JUDHL3XrrQREdK+kdd+gBgHILyI5SgnaMXaVhavla3XroSUskxOY07B0E7jYu+Lu+1u4+OYsfgztj6+qf097tUEskQUThnf7E09THqFsqfJwsnPCq/QYVPSqDAAoklhXZhhlAc13wVvS4cySmjf/PJzmtuJqeKuhVy8vWiL1fkI2Rh2Nhq1QgN+/rYLeFF0A+vXTX1Rg/fpkynPgK8ruEIYE68cCMR4k5mBPz6rYdjsR12Iz4eVkhzWdKwAABh0kQVPWQkXvKuhbZxD8XKi7cEilUhx+/jfOxPwLscT6S3MS6CMUCGEjtIWjjQMc7ZzgbOcCH2dfeDp5w8fZF/6uQajqWx2noo7h0LN9rJ9/YP0RKJIUYVvkRgDAH/d3oG+dQajsXQ3LL89jNOaG6ytUto1xm6Aq/jwqNkSVXrIgyMc7xiDnPfnuJRRjtEh1tnOAn6sX3qQnoJxnII73XYUa63tr9Dv40zJ8tWuaSltJEbIjRsRiy5YyOvdPmuSPVavo5WYskkjR+1MkOhVf1Z07y+ndf/Bght791sjyS+/gbGeDEY0C0a+eHz4WiDHkUJTWPKkEy8HN3g0rO24xagyBQIAe1XqiR7WeirZjL/7BsRcHjZ0ewQIxRqxV8NK+YsOUsU2moppvTex7/CfOvTqtaL8WexHXYi9iYZtV8HcNRFJ2gp5RtP9Oun5PLq30coEKADUHbSCWTYIKRovUPd/PR49P4vNNegIqeAVp7Wcn5EcaJnWYfPnQvUC3bk3RK1JXrgymLVLlDDz4Ekvbl8P0028YHQ8AL19qOsuXFHILxVh1xXpzzJU0lrRbCy8nH07G7lrla3St8jXWX1+GZylPODmHtVMSXRICXHVnEmHC+uvLMaHpDBWBqszss5MojcOH9z50WLi5p8AJbPt3Kvu48tV3lCuMFqkty9ej1K/rH5ORN/88YjOSEOTug6jUOAQsDTPq3HFBwSpJbJs4OGCXlw9+TP2AF0WFGO/mjs6OTvg8SfcTpaku1LS0Inh5se9dkVcoMShQ376tpXd/q1aWt7xCNy+qoXHYqCZVUoLODGGucrKGHjgLivJxLyESd97fREpuMjLzM5BfmAc7Gzs42TnD28kHNf3roLpfLZTzqKBznLFNpmHyqZH4WJDF9q9A4BFSSCH7J4VYUgSxVAyxRIwiSSHyiwogEhegQFyAHFE2cgtzkCvKQVpeKrIKMpGZn460vDR8yOXGjWrNtSWsj1nWozx+rNUP/q6BsLdxwLvMN7iXEInTMcc5KVleueccOPmVAwDcXf0D6k38HwDg85nHcGtxV9bPR7BMjFZNZ19FGuyTN/+84nUZD1kapGq+ZZE4vTjXIRvL/n97+6qI1nmZGVj9MQvPAoJQLfG90eMbg7f3A70iRiqtDy+v+0hPZ3epuaCgHuztBTr337qVg/fvtefH4yvmKE9KSqLyF2c7F6zppGmReZ0ejRVXFhi8wYrEIojEImTmZ+BVejSOPN+vsr+6Xy2MaTxFpW1lh81I/Pge885PNf4XUKMkWhvZho33bPiRvizMhFuoVJsy9F4sbrsW3s4+SMv7gPDbG5CUnYBCcSGC3UPQKKQZtob9gdTcD5j533hW5iy0tUfDGUcU2y//mo/CnAzcXNARn886BoGNLRrNOYnMV3fxfNcMVs5JMAxdI4vcGCE/jivjhNEitddfc1HROxjRqXGo6B2MFx9iNfpw5XeaS+HproWDAy4V6I+w11fbeHCDUXC0dcLGGysZzZEOaWl14Ox8D3l57ESWJyaG6hWoANCokar4YvpBI1ZEgrnQJlDZLOP4NPkRRh0bgI1df4UAxddTgFsQGpZugtvx11k5D4FgDrydfbD11lo8SLyr0h6b+QaxmW/w9+PdrOWdrTl4I1wCi310728cgIL04pXOW4u6KiLvS1Woh0ZzThIfVRNhrhUwQwiNHaCgqBBjm/ZE5pwzGNPkO9TZqL1iS3nPQKzrMg6+Lh6ws7FF83J1cHfUTqPOnSFRFXPh2R8RFVgaDezt4SYUYrZ7KXzl5Iyh6amMxq/kXRX1gxqxJlCHDdMU8Ork5tZF5cqORp8rN7cu/P3tjB6HQOAzLcu302hbe20p63XGiyRFGH6kLwrEqg+8A+uPYPU8BII54DqDRenmvdFozkmFQC3ITMbNBR1VBKqcmws6oii32JWm0ZyTqDv2D9i7c+NrTuA3rDhJjj66BqOPrtHb5+6onfBc2EGxfenNfVTzLavSJ+xgZ8VrKnlXXxSpLlMvysrEMFc3RIpkN6ihrm4qy/90mdhsJqtLbRERKVi6tDQ8PfUHkb14UQMhIY8QF8fsRhsTUxNOToafP9q2tTxfVK4wtuQswTz8UEt1SfZa7CW8+PCUs/ONPT7I4suaEgjKpOelYVTjSUjKTsSOO5uQmJ0AsaQIpd1D8HlwU7T7rDPS89Jojeng4Q/Pyo1RtuNwjX1pz64i6u+FWo4q5s6qnnAtXQU1Bq4HANiX8kPdcbsAAB8encOHB2eQ+eoerTmZGq4S+nMxLp+DsUxWccpzYQf88e1sdKjcGC52johKfQePhe2NGrNP6geWZifDzd4NvesMRJ2A+jgZdZQTXzAvr/u4erUKmjbVXyr13bviYKfQ0Kd49ChPZ18XFyGWLi2N0aOp18auVOkxoqPpV62yNojwtC7+uK+7ag5bbIvciCENRnN+HgKBKlQenHTdz6afGQsAqOBZET/VHvgpcMoO7zJjcT8hEiOO9oNESs8Frc6Y31W2C7PTcHdNL1pjZMe/UCz1l+0wDAGNegAAfGq1hk+t1ozdACp/r6ryKv8wDy//N4/RWNbIokVBmDlTNSOFre1diMXsB89RgTORqs0Pte9+/U9P2ogLCjbYJ/h9nEo/ba8NWVTVL3IfZ18606RFs2YvkJxcG76+1N7+hw+rs3r+7757ZfUCVVl8EiFKYJPHSffNPQUCAQC7QXWv0qOx9NIcVsaKXPEtqvZahJhDK5CfZnzQ8ttT4Xh7KhxOvmXgV78LvKp9wXgszypNVLcrNzZ2elbD2bOV0bq1G+7fz0WzZi8QHGyPv/4qj6KiemYTqiazpDKF6nK9Mcv6gOrF3iTkS/SrOwRZBZnY93iXUePqws9Pf7Q/V0ilwP796SY/b0mAr47nbFPSg+Rc7d3NPQUCgdeI87Px5NdxrI+blxKLtye34u3JrUaP9XjHGNQctAEA4Fq6CrLjXxg9piXj7W2L1q3dMH16PJYtSwQgy6Fet+4zSKX1kZZWG6VKmf4Bnfci1Rxcf3cZ199dxuAGo/RG/huLQHAHZ85UQtu2prnptWjxApcuZZvkXASCOXC1d0O26COn55jXejmn4zOFy1RV6ita8tUrQ8YBQ31M5d9L0ngRAKDit7KUVkW5WSrlV2sMXM96FgE++3lqIzKyGgAoBKoylSs/xsuXNU09JQAsRPdbM9sjNyE69QWn/mft2kWhU6cozsaXY2t7lwhUlsmbf14lB7B6u7Z95iR77lmVbW3zm9WqP9JmnUTkyF/19uMLbzJeqWyv7LiZ0/OFBtSFvY09p+fgI8Hv4xQ/VKDipkUgmBKB0Abe1ZsDkKW+AoD4S7sV+4U2JTsbjj73w7g48+VSJyIV+p+yV11dhG2RGzk9/8mTWWjRgpulhqwssVmdngn8IG/+edgIhQbFc0Z+NrwWdUSDzT/j929nmXCGzFhxWdVcIYAAG7r8wsm5aviFYsTnE1TaEj+at0gIgcCEkuiy02D6IQBATkI0xAU5AIC4C38q7T9olnnxhXPndK9A9erlpbItldZX/HANWe7nCZcuZSt8Gr/91hN//627LCMVPDzuIzOT29x3lg4dCyFXBSlMhdPcVsibfx7DDq/A73dP6OwnFBQnq+egEiLrSKQSjDk+UEWY2tvYI7zbn4hOe4nVVxbJylsaQTXfmhjbRLOy1Ov0aCy/bGFreixgyJp6zs8fvXVkXiHL7ty8B/rEgnJlIKp+81TER3x8IYKDH6q0yRPxmxIqy/SN5pwAPhXieLx9lMbxDWcehdDGjrPiAcppo7h0A/BzAZImyV47LQbyi6gf261bNKTS+hCL68PGRvVzsmNHWUybFq/YNmX8hdEiVTm3KZtwNa46VPKxmpr9+9MhENyBl5ctpk0LwOTJ/gaPkUqBvn1fY9cuevnsCPyA7SV1dVH953dz0OaXMdjfa7Fekeru4IL02afwKu096m8ewOqcuEIkFmHa6TFY1n6DSntFr8rY2u0PAMBvd8NxM+4q5TF9nP0wtslU+LpoT+sWlxVbYgSq8tJ9lkQCJ4EA5RPitfbt5OgEV4EQFwvyTTU93pA3/zyjh1mmx3GNPiFiSZbYehP2QC5QY//Tvspye3GYQmDXn/w37qz8zlTTY41SDsUCFQDyZtIXxJ6e95GeXkfj73vyZBaWL9f0VTUFxJLKY9LSijBlShymTDEucwGhZNOsbCgOPbuEa7GPELSsG84N3IjWv2j3s150ficWnd9p2gmyQEZ+Oo6++AdhVb7Wun9AvWEYUG8YK+eSSMVYdGGmwX5siQ9zFA9QtvbJLadxQcGonqjfvWG1h6fBPpbKqk6j0a9eJ8RmJFF+gNP18Gnoc0HX2qosKOlYTNmGqRVSLhDZtmLau3nDzlW2VJ2fGoeEa3/r7FuQmQyHUn6wdXKzSKGaMU11e9ElBmNkiCEQ3MH48f5YvDgISUlFWLMmCRs3JrMzSQYQkcoRxt5Y6HxJGXOuVVcWIjqtZFee4oMVg605aLspXn2ruiSnS6Aqj8GH94Qux18cxImXh7Gyw2a42OsvlsGUvQ934uKbsxrt8vdd7lah/v5Z6nsqx1Ag1M8urlhQysPoVIB8JW/+eRx8ehGfrfoWoQEVKf89tfXhcyCiNeHsVw61hoUDAKTiIjzYPEhv//vr+6LB1AOwcXCBrZMbfGu3Q8qDM6aYqtEUqaW3HXMC2HiL+Xhr1yZh7dok4ybFEkSkEgglgNWdR8NGYINxx9cp2iJuHdboZ+k3UIlUgoknZaUYXe3d0LfOYIQG1GU8Xl5hLv559hcuvzlnsK8li1AqqAtQ5e1fc7Lxa451Zg9pFFIDAUu7IjNfFmxz5e1DBCwN4/WDR4UKDnj1yriCLZa0pK+Osm/s29PbkHjjH0rHRS7/Bi6BFVFz8CZU6D4RFbpP5MRHlQ0CXIGEiZrtwWuAeG6z8JkUo0UqH306+YQpAwVIUAJBFz+GtkPoRtU694su7NTaV/3Gy9cbsSGyRR+x5dYaxXawexlU8amOGv6h8HMJgIudC5zsnCESi1BQlI+0vFREp73Ayw/P8CzlMURikVnmzdfrWJc11Vqtp3Lmtv4ZnX9XVQOZ+dQEubke+n780QuLFydYtNBkA6mkiLJAlZOTEI07q3qi/qR9uLmwE0czM45uVYDDP6i2ZYsAt6XmmQ+XEEsqgVACKL/qG2TMPo0f/jcH/768jk6Vm+CvHxZYrABlQlxWLOKyYnH2FfcRyJZukVaHqRC1BgHboHRVo47XdY1x8RkRfkoqOXduIBYvTtDwVaWKuk+rOf1cmXBzQUfU+Hkd46pXRblZvLSgdq4EHO+l2S6Wsi9Q5Z8Xc//diUjlGCb+okwtKaY8F8GyKCgqVLlZHnl2WevNsySJVi6R+6YSNImIiDDY599//8Xhw5ruKOYgPY+btVP5tcbm5yQ9vQ4AwM5OgJYt3XDhAvW5GxKxVNJcmYOIiAgMHTpUo11ZoOrqYwmsag9MbKJ93614oNEO087H1BCRSiAQCCyhLjiIUNWOJQmGPQ9OG3W8ts9AcnY6yq7UnomCKQ4OAri726BTpyj07OmF8+crm90KZizaHmiofHa0HafexqfPoABAKUegbCngm+pAj6pALe3Z7xSUWgZkGed2rIKuhxDlduWcu3IcHO5CJOIuqTYRqRxDfFIJBOtHbhWzFn9eQjHzz/2KTWETMeroakVbePcpuBP/3OCxTDMAMOH9+1BIpbKclidPZmHAAG/s3VseP/74mtLxfBS0ciFJ1xIq79usWTP06NEDbm5uyM7OxrNnz/DLL9xUpKOKcmJ/Jiy+DMwyHMfJGV98IcucEhDwENOnB6CgoB6nnx3eiNQ9PQ37/fTap/qloJzw//SAsyjIYPGxglBiYJrLkOvzEywbcwhU+Q3Q2Ko20rncVsYxtOTPJysXAESnxalcp5NPbsawwysoHUvl+jb2s9KqlRs8PGwhFBaLBYHgDqTS+jh2LBO7d1Mv8mKM7yoXuLrSTyc3YMAABAYGYsmSJbh6VbWIx8yZM/H+/Xv89ttvbE3RJFx9B3zxK3fjU/1bXr5cRdF33Lh3GDvWD4MH+2D7du1V5oyFNyJVXYDSxcnHkZcilWkOUyZWUVOeq6RBhCTBXOizvLApJLkWpsrwTYQaYt3Vv7Du6l+MjjUkQNn4bjl3rrKKQJUjFN6hXd6YilgxZdaAGjVqKF4rP9zo+wyFhoZi8eLFWvdFRERgxowZ7E3QRDQLkV2j2SKgxhYgNtN0565f3xl37uTq3N+nj7f1i1RjcfJzQka0Cf9qBKvB3EuymfnZKOXITfJ5AgEwndClCpXgKUsTsuZEl7CkK1D5yFdffYVXr17BwcGB8mdi3rx5WLFiBe7cuYO9e/ciOzsbrq6uqFWrFvr164fJkydzPGvdaLvehALA0xEo5wF8XxP4rrrstTZc7YG344ClV4AZmnVFjEJbFgc7OwEiI6vpfXipVcuJ3YkowSuRuqZzBVx4lYkjz1NpH+vkw92bxAR91km5xZMtC6Ypz0Vgn4ClYayM4+bgjOQZx1kZi8AfdIlIeSJvKj5uymOY0mJKIBiLp6cnZsyYgaVLl2Lq1KmUjsnMzMTQoUPRsmVLzJs3Dy4uLsjOzsbz5895+fAjkQKpebKfOwnAFKVCV//7Fvi+huYx07+Q/VTcAMSkcze3vLy6mDkzXm8fFxchZ+dnXaQq+4kC9JL9T/j3FQCgVQUPfFPDB6OORlM+1rW0C+W+BAJdLKG8oZ+Lp7mnQAvl5PBU8mnK+6v3pTsO25jj/HkzAadPq5nqApTvqIsErtMDGbIia9tfkkS8p5Mt0vOKzDoHXTlJa9Sogc2bN0MikWDZsmVwdHREfn6+3rF0Wend3NzQsGFDNGzYUNHG9HNnyhyqP+yX/QDA1GbAsraq+6PHyP5n+zO7YEEQZs8ORFpaEZYsSdTb9+bNHHZPrgSvLKlyzr/KgJu9DXZ8VQmDDkZROsbO2Y7jWREI/MbXRcf6EMGqON4LsLMxbgxPRyBd/72eVQwt7+vbb6yANXTzlu+XW5iZCn2mbkOmcjfStly7p2dVFEmkSM4pxKQTrxRtcoyNFTEGR0dHjBkzRvH3T09PR0REBMaMGYOCAt3xJ8qfF0vOj6qN5VdlP0vbANO+UN0nnQt8tgF4ZaRVVdnf+M0bEcqXf2TwmN9/p7/6TRVeilQAOPI8FR5Othj+eSC23kow2N/WpfhXCe/2p8ElcF37mR7LJGiJ6jHq5zPluQiWg5+rl7mnwHt0lfakirkrKF3oD7QoCwiNtJ42CQH+jbIMyytXvJ8IBK023M8akQtWuQgd06Q09vSsqtjute+53ow7pojqt7Ozw9q1a1XalixZAnt7e70itSQw/Sxw9jVwRu12HTNGtm/ZFXbOs2yZpgX11Kks7NhRFoMGvVW07djBTdAUwGORCgB/3EvCkIaBlPo6lLLneDb6IflQCeamik8Zc0+BwBEzvwQWtQa++gtouVN1H53lfqFA9v+hHwD7haZzFeCjNSuQxCoq2HzzPTZc51eU1cePH/H8uaol9+3btzp6lzz+eyW7fp3tgBylZAVL2wBdKgFfMsywpfwA8uZNLYSHl1Fp69gxClJpfQwc6AMAsLe/y+xEFOG1SAWAbbcNW1EBwNaJveV+pqmcCARzUtrd19xT4D36LKG6fF7NyZhGwPpP7m/f7wcOGbn6uqETMO8CMK+lsTNjBpWofjlsCVt18V2S/E2p4mZvg4x88/qlWhLyzzEfHr5yCzXdVL4oA0QOARpsM27scuUeITm5Ni5erIIWLV4o2k1Z+IH3IpUqNvb0osv0Rb1TiZYnWBcCgQA2AiGc7BzgaGsPV3snBLh5w9/VC2U8/NG6Qn3EZiRhzLG1hgczE2U8/M09BQ2oLq/r68cn0WhqNtwEUnKAvY+p9TckwEY2lPWZ3QK4+jPQjMPk4NpgWtJSHapBi3J/T2W/U4Imfev6o3GIm1l9UJmi7zNFR0Raelo096VA1vTi7fqBwMmfgI67jBvXz+8BpNL6aNzYBTducBcgpQveiFR9/i9y/xh9F5DAlp5I5XLJnA0hS3V+pjyXtUL1hvc2Q3+Eo7mpF1TZ3FMgcIBcoNIRWNrEauoUQL6ga7uACDa+0mjOSQCmiSCf1bIMqvs5Y+zxGGy4XpxmiEoFSGtDW9YJbe1MMIX1/qNIdp4bg4BGpYFb8fQFqi4L6YkTmWYRqACPRKqxT3BCG4HKti7xliPKNjiWscLPGNFH99ymPJc1IpFKIZFKUCguQqFEjBxRnuInITsNKdnpeP/xA26+e4Lr756wdl6u01dpG98cRQssxQrqIhCovM7hYRZ0Kjc6XcJzSH3AywnwXF7c1mgHIJ4D2CxgZ36WivJ7VtKE+6ILsRptlmhNJRTTeAdQNEd2fbNF587U04GyDW9EqrKlVP7akPVUGYGw+CZjSLjpE2cl3arIFFP6qLCFuStNEfhDsE3xV2EZW1s8Kyw042y0Y4yAiugq80XNUEo7dSteFki1vC0w9T+jp2exsGnlkltB6WDKnJsE+tjb20MkEpl7GrSwtaIHT+7KBJgYZZEKECshgUCgTkOH4uwgjewdzDgTbjj8Aph/UbNdMJ9/AnXo0KGcJ/cvaRZTAj1CQkKQkyNb3t6wYYPOfhEREbSCAQn04Y0lVR3aPjEcyW1DeVMJBCaUVCtuoI0NbvvrTit3paAAP6SmmHBGMua4eyi9LoWdOYbdguhCxcXD0OeCqdWvx/+YHacOG7+DqVF+z7j2DdRmFbWxd0KDaQdxe2kPSArZraDAt6p3loa2z+qqVavg5uameFBas2YNtm7dilGjRkEsFqv05XMglbXAW5GqnEyYimAVCAQabcSayg3G1P7Wd6whlwFjzht2sDOtEr0E3TB17QhzcsJWT2+9fb5wcEBPZxfsyzWtk76z0veHvZbvEr5A1QJI0izxB/fydQAApT6rh/Tn18w8G4Iu2rRpg549ewIApk8vDpOfMGECIiIisGXLFjx8+BCbN2821xQ5RbnSlD4Egjs6+3Lh9scrkapLjFLySxVq3lj0VZUi6Gd9R2BAXWDHXWDCKXrHPhsJBLkB2+4Ak89wMz+C5aEsUIelp+JYXp5iWwjgmn8ggm1ssMbDE7dFBXhdZJq8jYE2mjVGK9raItpE56cKEZ6WSUibnwEAZdsNVhGpTPxXCdzRqVMnSKVSjBgxAhKJRGXf0KFDMXLkSKsVqAB9gWmqOBTeiFRtQpROlCGPjR+0MHflqg6fyXKrCeYDYz99h0rnAi12ApcMFPtoW0FWpk35ZiqZq1rC0RSEHeyMpDvJsHOxg5O3Iy6MuaS6/5/OwKfPC7GumoYDPrJCA+/ERWiSpJnKSwKgcVICPIVCPAoIwmW/AJNlBtDmfnDBhOfnC6ZcFi8pOPmEwMknBADg4BkIt5Aa+MhilhACe0yaNEnvfmWBSpb5TQdvRKqxkOV+djj5kywpsDLyJMGGblxn+gAey1TbMvOBBkFA5Ht252mIW4side57uS8KL/4XBQBoseYLXJzAUqFjgk7kwUjNtAhUZdKVLBiDXFyxQ4tvKNUCAVSobFtcqU4K4HFhIWrZsVe9jlCyCR2xHQDwcOtQhA6PQPUBqxV+q7qi+omFlR+MGTMGNWrU0Lpv5cqViI42X1omU7N7d3n07v3aLOe2GpGqDlsWyZIYNPVRpH9bH5kFqtuDjgCLWwMdjKx6wRZVfqyMF3tfKrbdy7szHotvASKWgMRwFwXfO7toFalsctavuEpXjw/JuCsS4d0nEdzB0Qmn8vN0HUpgANNAH2OuNUN+vOolJZXbjcHO1QsAUJibibyU4mWohjOO4PaSbsYNTuCUQYMGoUaNGrh//z7+++8/xMTEwN7eHiEhIWjXrh0mT56MyMhIbN++3dxTZRWptL7WZfxevbzg7m6DsDDTC3PrEalWstxvbRx+AfzvW3PPopjyncuqiFQuIOKVHSraav96Ul+GZ2pZ9REKFV8bu3NzcOdTLsQvkxNx2S8Av3h5o2VyIu98Uy0Zc1wbymJTb+Amiy4OoSO2w8knBB/fPcXT3yYAkFlO647bBXt3HzSac5LkR+UxDRs21FjSz8/PR1RUFKKiouDu7o6VK1danUjVRn5+PezZk2Y2S6rV5EklmBZ5rkFDVooKnkBclmnmpE7Ywc6KHzk2jppBMgR+EsOxOLwfEKR4PTUjXfH6dVERbolkSwIX/AI4nQNbvFUT6my6RBCoI7S1R6PZJxR+qHKBKufeup9QmCP7rDWac1IR+U+wLDp2tP4HjAoVHCCV1oeDg8BsAhUwgSVVWSAQrAeqVoeZXwK7HnI7F10oB0XJP4d5Kda/fBsXFKzV2qjcpq2PKRCguH68Ifbl5XI2j3NKy/yhiZoO019/SFEIvccBQaippQ/X/Ovrh/Hp6XhRVFz9ylx/N7bJm39ep1VV3z4maLOe2tsABbPYtZ66l6+Dan2KnfIfhg/T2u/u6h9Rc9AGuARVRrU+y5Dy4AxeHV7N3kQIRnP79m1ERETg7t27OHv2LF69egU7OzuUKVMG7dq1Q+3atREZqTvuwRJQNjCprDaopZeyt79rohlpx3qW+wms8K1W3rwAACAASURBVCAJ2NIFGHG8uO2XbsB9/fEuAGTBURFdgaHHitv61uZXpHD85QTax+TNP49SC9pha/fJiM1Iwvxzv2q9kX5doyVmtOyLKj5l8OJDLBad34lDTy+pjKNOSXENuCMSob69PS77BeCLZN0fplLC4sWdbdkfOZnLFDd3RcDUqo9ZSJNo95S9UJCPlg6O8BAK4SEUIkNHPz5Q1gqEKwB8UTYU88/9ytn48u+iglnA3sfsjp0dWxy1f2fFtyjK1+1P/XjHGDSYdhACoY1RArWkfH/QxdgiBzt27ICrqyvq1auHevXqaexftWoVoqKidB7Pl4pmxt579+9PR2EhVbMCNxCRSlChTjgw7QvVi2z6WWDgEcPHNtwOTGqq+wlNH/ouajZF7ou9LxH2T2ec6v8fyrQNwY15t/T2T511EgFLwyASF2HgP0uRN/+81pvom8kH0GjrYDTY/LOiLcBNNXG9/IaSN/88Wv8yGtdjWb5L8pjuH5IRFxSMcra2iAsKxuC0VJxQCkoSALjmH4AQG9lXUuvkJE7mMdHNHWPcZMFyKRIx1n3U7YvyU+oHVLC1xSW/ADwOCEKKRIy6ifQfcoxBObBLG0d9/LA5+yNOfnovLdXSGuTug5iJf2Pivxux7CI3WVk+8wQ2d5Gl2fNYphnkaSwScSEtP9PIZV+xOwGaGJNF4OVf85H+4jqLs9GN8jxN6ce7bt06k52LTygHTnXv7gGptD7s7O6iqMg8YpWIVIIGy67Ifpiw6prshy5sClFDuU9vzL+F1ltbIjMmE9H/xOjtez/hJUIDPsPlNw/09uu0cwKiJ+5Dp50TcOPdEzQOqYGT/dfCdX4blX6feZXGrvuncKTPCvgu5s4Vho8+ieMy0rDOQxbxvN1Ld+WpaZnpeKm0xM0WJ339UfNTeimRVEpJcL4qKkKb5CSc9fOHr9AGcUHBaJKUiHdi7oOpOqckG+zjIhRArMOBgu+C1UYoRA2/CpjVqh9aV2gAn8WdkCNit2yoHOWHYIdFgEisu6+5sYiAKikzweJV7QsEffE9nHzKICchGvGX9yAzxjRJ4Qn0OXw4A5UqPUZhYT2TJe9Xh3WRWhKSo0dERChek6S+lkfKgw842fs0pb5tfhmDvPnn4b6gHSK6T9G5FPks5S1shTa48lbmgHvl7UPYCFXjEm2FNrg+bBv8lnTBzDMREAoEkDD8sjeENp9UcwvX/bm5uF5QgJtakufLuV5QgF057JdEXVjKQyFQ86RSVEqIp3zsi6JCPC0sRPVPxydIuFc4VP5Wwe/j0Do5CVs9vfGblw/uiESooeQ7y2eBCgDZc88qXkulUpRydOVMpKpH+M+9ACy4yMmpVDDGWsm1WGU6fqM5JyGV0r8G1N8LtzI1ULX3YqPmQuCe6GjZkkNubl04O98DYLpqUwCxpPIGZeHLNXv37sWFCxdMdj4+YMzDk3yZ/ud/lmi0aeuna7tIIobfki4AgOTsdJga9cApcxAvFptFPM3OzMDszAzs9fbFj6kptI9vn8KN+4Eugt/HqVhC9VlFh6enIswpGN0/GLa88gnl68NGKETi9GNwtXfi3M9SMB/oXkU1oIpPfvOWgITGSoedcynUm/QXACByxbcQK/nqVug+Eb6126HRnJO4vbQHJIXcPKSYGiafJ6puckzc6aiiS3wKBHfQsKELuyejCBGpJRCxmMdrXRaCtsCp72q1xtTmPykCp5Zd/BP7H5/XOE4bbN+YzW015StMBCof0CZQHwUEwVPJWn8vIBDxRWL421hemjWxRALfxZ2x67u5iOgxBUMPreD0fIdfyIJETQUdS6ElVJySFFJ36JULVG3vwavDqyEtEsGvfhc0mLoftxZ1ZW2OBHa5fZv9FS4qEJFaAjFWpBrz9GaOY8MOdjbaDcVQtOh/P6/HtttHVAKnetZqo9HPFNG4fF/mJbBDLT1psSz1IeWnv+cjb/55VkWqru+NOuGsnaLEIRFRS+Xn7FfOYJ/XxzfCr34XCIS2FiHQCabFYkUql8vj5vAz5fqcyu9XkRVV0AnvphoJzFUZW0Pictjhlbgz8jfEZ6Xg5qfAqR1fTcO+R2f1HkcX9d8XKJmle+myqetvmHJqJHILjc+9Gt7tT5O858Y8bPD9QUXf9UTSKvGfQoruSrWGyZ4E7q3va6CnFPKykeoWVyJcSzYWK1IJzJHwON+jsegqHiFvP/rVv2g873P41vYBABz7+gSkLAQvRafGodSCdortK28fwl1p2xywHd2tLpBvxV3Dr3e3sjY+m2gT82s6aT7YqotNbcdp60cglGQKc+mVERRl6veXToo8Dv8GZKmfoAkRqSWQ/HzrcE7XBpVlfZ9a3op+7Xe2xen+/3E9Ld7Bd0ubsWgTn6uvLkZU6nNax8mPJRAIgK2z+6dX7GYlSXt6iYhUglYsVqRSXR5XdwsgKaOAvDzrLw2qjye/PFW8dihlb8aZEEzJxGYzMfJYf4hNkEKKQLBGHL2COBk3P5V6SjhCycJiRSqBOdnZusv1WQvyYCk7Z1s0X/MFEm8m4clvzwAAsees24qojKEAGkuyqNKda8PSTTCw/ghIIVVYSH+o1Q/Ny7XCtshNuJ9guPZ2i3JtcPnNOUbzZYKx5RwJ/IQPfpVszkHbWMbkOhVTDMQyB/quSbr+0/rSR1ENDC5p6dKISC2B0LGkmmOpk03/v4672+PK1GuoOag6mi1ujKszb0AiMuyTa+rfmwufR0sSoMag/nv2rNkHrSu0R1ZBJqadHoOM/OIgj/89+h1nYo5jyhdzMazhWFx+ex67H+iuFf9jaH+Df5uS8j4T6EOS1FPD3s3H3FPQidv8thptRRIxeaA0EUSklkBKgiUVAOqMCsXzPS+R/jIDl6dcUwRPOXo7Ii+Fv0/uBOPY9/hP7Hus+yEjNfcDpp4ebXCcUY0n4WnKI6375A8xJKCKG7TlISYYB58Fs0fFBiY/J9XqZkVmcA8aWBfY0U2z/ad/gN3av5KsFiJSSyAlJbo/uFVpHP9Oc1mq1pAauLXY8FIvoeRSJ7ABkrOTdIpdIk6NQ90KVZIFKRWL3KYbBzD5xCYTzIYbHL2CkJ+mO69vmfZDFK9N5RqRlkcvQwEAJE4/ioClYRzMphhllwB1dn0t+1l+FZjGYbyvupuYtsp3bRwdMdzVDd9+SIEAwLtP+9jOKkNEKsGqkEfthx3sjOy4HLiXd0dmTKZKH/8GfvCq6gkIgGd/6I/2JlgedF011AXnj6H90KJcWyJEOcYahemTsbtRQUtwUf8Di/DXQ+05k53mtkLc1EM4F3MHffcvVNnHpUVZLgbpWlgbzTlJ+Zj4S7tRunlvVOm9GA82DqA9Ry7JzKe+otipcmMc6LUEzvNaczgj/QJVmanNuBWpwe/jsNbDC985O+sUnFs9vfF5UgKA4lwPXBQRISKVQBtLuXk/2fkMjWY3xOn+/8HOxU7RfvzbE2i5sQUAKc6NuEh5PEv5vUs6utJIUfn7be32B8QSMflbE2jz53dzsOnGfmy9eVCl3c7GFknTj+kUqQBw4MkF1AmsxPUUTU7chT9RunlvOHoG6uxj51zq0yspbi7opLGfK8vqxwJqhT3klu69D85o3cfWQ8SLUZptc84DS68AjYOBv74FgtyK970cDVTeyMqpNbABcKUgH8fzc/Gvrx86p2jmuX1UKEINOztcLSgukSu3pLIJ5yLVVNVZCAR1Uu6l4PzIi2gT0QpJkckKK6tELMW5ERfMOzkCLxl+xFBlHIIlwWZwiyEx8m3NVujz9wKN9kJxEbwWdUT0xH2ouLqn1mMXnt+JqAl/sTJPvhG57Cs0mHYQjeacxJ1VPVGkVAigyo8L4FHpcwDQKlC5JDmHWtUs5b/7pcFb0Hf/QrxJT2DVwj39C6Cyd/F2g23AnYTi7SuxQOk1QNMQ4OqnytuVvIBZzYFFl1ibhgIxgAN5MhH/n4686t98SEEjewe8CQrGwdxczgJIrdqSWr16dY22GjVq4MmTJ2aYDcEcFOYU4uxQEoVJIBDMi+BT2U91lIW0NlEtb7NU9wixKA+Pt49GzcEbUX/SPq19bi0yfSL/NJpVswCg+fYRmNmyHxZf+J3VuSxpU/z6/BtVgarMtXeyn6Yhsu2FrdgXqe+CglEolSJPKkUpoRAiqRT2AoFWEXpTVIByau1si1VORKou66mp64537qxZIrNLly5EpJYAqFSeIhAIBFPQoHRVDDiwWOs+c4tPUwQq5SRE4e3JrSjbcbjGvie/joNUUsT5HNRJz/vI6Di2Bao6rQ0M3+xX6r6rTAhREplxQcGokECv0AIJnKJBpUqaPj6fffaZGWZCIBAIhjG3YDEEV7khrSHnpN+SLsibfx7rr+1D+K1DeJeZhPYVP8f6ruMR7O7LedAN30m8dRiJtw6bexoKmET3a2N159GY+C9HzqE6yBYBrp+KJX5bHdj/VH9/LuEiWEoZk4hUZQuqsuWUy4TpzZo142xspqiXaDUX+uZBysYSrBE2V2yIj73xqItxvotzKnwsyFX5PeRBNSfWfG/GWRmGSXS/NfAuUzMYiAn6AuK4YshRYM83stdjGplXpKpbTS0ucMpc9O2rOwDCz88PycnsfEAJlo28fCqBYA1ERESQB00CgQIfcjIo9dNm5Zc/jCzvMAJTT23R2M/lcjwA3FRaga/uy915mCzbW4RPqjpyy4M5SmwCsgpLrq6uiu3Zs2dj9GjDFWcIlodyMn99EGFqPJ8HN8XnwU3NPQ0AJcO6uWTJEvz666949eoVypcvj4EDB2LGjBnmnhaBYJF8yKUmUnVZ+fPmn8f220fYnBJl4pQ8FTwcTXdec5SAtkpL6tdff62yPXHiRNSsWVMhTO3t7dG1a1ccO3bMpPMiFg7uIeKTYI2sX78eU6dORf6ndDAxMTFYsGAB1q9fj7Fjx6r01ebOw5fvHn2+p05zW6nstxQXAH2/k659fPrdrGX5ni4xafQCghKnH0PlNT3xfPz/ELSsG5zmtsLRvis5mp1+QtyLX2dSq+5qsVilSO3QoYPidWxsLADg8ePHKn3CwsJMLlIJpoMs4xOsidjYWNSqVQu3b99WtNWqVQsvX75U6ccXMaqL4OU9DPZRF6t8h0+Ck0CdHBE1dSf3La654SdkFeSi5oafFPvC/pgMNwdnjcIAgvnax2LLDUCeggoAnn3g5hx8weSBU1yjvvy1eHFx2o8lS5ao7B8/fjzWrl1rsrkRTI+9uz06/N4WAJD1OgsXJ1wx84wIBPqsXr0aGzduRHp6umK5v0uXLpg3b565p0aL1NxMw51KIIZEORdCmG7AVElF/t53qdIEv989gY6VGmPPg9OK/Vu6TdJaxIFLBtQtfn32lUlPbXJYEalBbvqjuUzlkzp58mSULVtWsT1+/HiV/W/fvsX27dsxePBgAEDVqlU5nQ/B/HT4va3Colq5ZyWEDq+Jh1sfGziKoI2S4PfJZ+TuSvLgKKoCtSQHU1mKldNS5mkO6Irpit7cpER6kBCNjNmn0WLHSJV2UwtUAGhVrvj13AsmP71JYUWkzmm1lHJfLoVqxYoVFa/v3buH3FzN2ryRkZEKkQoAmzZtwqhRWormEqyOV0dfo+2O1kSkEozG09MGiYm1YW+vWkVIJJLCz+8BMjPFZpkXX9LcGSJt1kk42TkAAHILC+C9iFj1COwQ7M5NuPv9hCh4LGzPydjKnO8HtNKT0P/OEM6nwCtYEalULSxcWmImTpyosh0eHq6z7+nTp9G+vezDZmdnh1GjRmHTpk2czY0Kpry5GGtV4eJBg63PhqHofu2FCanB1QMWsVCaD6m0vt79AsEdre1paXVQrdoTPH+u6tdWtaojMjLq6DyOCdq+G9TblK9pvltNE6cfw6QTm/DrHVlMwJCG3eHh5IYMhhWACARlQjz8zT0F2sw4W1watWU5oG4AcC9Rs1/zskC9wOLteRc0++jyh7VUrCJwqkuXLqhcubJi+/Xr13r7HzhwAA0aNICXlxcAWQBC+/btcfr0ab3HEfiPfGlfm1itEFYO768lUE5TZSlQFc9EDGvCVEyKRFINgQoAz5/nQySSonZtJzx4kGfs9ADQF518ju4HgFKOLgqBCgDbbh/GuYEb0foXkhaQYDzlPAINd+IZS68Ui1QAuDsUGHcSWH+zuM3BBrjYX/W4+RdNMj2zYvEiNTw8HAJBsX3sn3/+walTpwweN336dHTv3h2dO8sEyzfffIOvv/4aw4YNo3V+JtUVzJFrrKRyqt9/ClH6MTYbF8ZewoPNj8w8K4Klk5BQCJGoHoYNi8WePWkAgOrVHXHjRlXExYlYE6h04ZMYpUNV37KGOxEIFKgTpFkO3RIQzFeNzF/XUfajr39JgHORyqX1JiwsTEWgPn/+nJJAlXP48GGFSAUAgUCAESNGYMsWzQoSulAWnHFBwVpLhKn3oQLbNxtL8VVjG1GWiKSiIrBOuXKPEBhoh1WrgrFpkywfzNOn+ShT5hESEwvNPDvLY8P1vzXa5BHvJKiIQIdK3iEG++QXiUwwE/oI5wMSCimk1lznfi58wWItqVOnTkWFChVU2pikkxozZgw2bNig2K5duzYJprICuBCmZLmcoExCQiF699bvWkTQpP+BRciddw7eizshNKAiLgzapBCi6v+bkvBuf6pkojH2emdjDAJ9PvMqbbDPi5S3JpgJfaQAmv4CXBuou0+DbcCdBJNNyexYnEgdNmwY6tatq9KWmZmJKVOmMBqvoKAAQ4cOxZAhQ1C/viyIws7ODlOnTsXy5csZjekoECA6sLTVLuuTL15+wcbfw1wli02FrveIbuCUof6GjicAfz08i78engUA3Hz3hHNBauizTfX6oXKNkO9G8yMUGA6Pvfz2oQlmwozrcSVnKZ8KFidSw8PDMWvWLISEyEz6ycnJmD17ttHjbtu2Da1atcIPP/yApKQkRgJVLkqjA0tjX26O0XMiEAjcoiwipdL6BkWltv1UjiOYD3XhyNTCqW0cbe0E/vM4KcbcUyBQxGiRyoYFhu5FvmjRIowcORKhoaGsCFQ558+fR8OGDbFixQrGY1z1C8ANUQEmZKSzNi8CdZhG7hO/VQId1C2q6ttMRasllQMlECyVh4lEpFoKRotUcz1Fbt68mZNxmQhU5WCoCRnpxIpqRnSJzbCDnYkQJbCKLiFK1yWAYHrshHYolDAPcOtTZxCkkEJAM/MyeQjhB9eGsh9ITMVtRdcyvpRCsBSVcagiP598HOlcdl0M2BzPYpb7DYkMqiJEXz+mQkbZ9/SIjx8EAP5SEqpM0lQRCKaEjSARtsZkcyxt6BORuvaR5XzrwtfFD+8/xjM+vlmZFph+Zhw6VOyKLWE7MeJof/YmRyAYgT7Ba4xwHFAHmPYFEOAKDD8O7DFRJkeTitR5rZfD29kXo4/9bMrTmpRuH5LxJrA0mjo4YGx6mtUGT/EZXUv+utqJhbVkQQQnoX7pxnj//ACjY1d13IJzr04hPS8V/3v0O1qWb4vwbn9i5LH+EEvMUw6XYNlQFY90La5soX7e3V/LfoTzZRkJuIQVkUrVgTzANYjZCQRK/9N4R6iKFbZFSrmEeMQFBeNGQQH2kqV/k0NEJ8EUkGV9+jBd7mYrA0CLcrKyPp0qheGoFpGqL8aisk81TGg6AwCw7/EuRfuoYwOwqetv2Nx1JwmiIvACNpfuRzSU/e+3EkjJlb32cQZSJstyunKdiYAzSyqbkY8hLWXL5VV/rIzne15SPs6cYoVYUPkL8U8lGAuxxjLDnIn5HW0d8WNof6y6shCTvpiNsh7l8TZDNc+tcp5UdTwcPTH33BQkZasmqSySFBFxSrBKhAJgc2dNIfoht7hCFk3bIf05cDg2a9QaUgMAUOm7iozH+Kx7ebQJb4muBzqh4dR6cPBwYGt6BAKBQOA5azttw/V3lxGd9hISqQTTmy+gdfytuGsaAlUfRLgSLJ3JTfXv3/cEGN+E2zlYROCUjaMNPsZmw62MKwQCAaRSerq91cbmcA12VWwHNA5AQOMAZMdn4/yoS2xPlxVKahlTAoFg/Rha9mfb4jq75RJIIcXv97YBAMYcH4hNXX9jNBadtItEqBIsmd6h+vdvugVs7MxtmVbei9ROezsgPzUfF8bKxGTYwc54dz4O9zdQqxjx5cpmcA121bq8q81nVbmNLAkTCAQCN+gSomynaQrv9iceJd3DwgszFG3yJXomif3ZrFBFIJgCpgFX1X31778eB9T0YzY2VXgtUjvuagdbRxuc+PGUou3e+geoO7Y2gpoF4szP51CYoz/XnWtpF1rnpCtMmaaXIj6rBELJwpz+mCUZfaKSWDoJ5sKYSH3lY6kELqn3oXru9x+BEHfd+4PcgLgsamMxhbciVW7RfLzjqUp73IV4ZMdl48uVzeDgYW9QpD7f/RI1B1XXaA9sGsDKPNkSm0OHDmVlHEOUFDcCppWn6CCAABAANgIbCARC2AiEEApsYGdjDzuhLexs7OFo6wR7G3s42jrCzcEdTrbOcLF3hau9G3xd/ODh6AUvZ2/YCe1UxubjzZOuZYhNS5Kusei8T/JofCpBT3T6Gospz0UwL+RBhSDHkLhMnAT4u3AfPa+Py2+BXrV07/+mGnAllts5sCpStd1ImN6obi66jZyEXOS810zhlBGdSdni+fr4G5TrWEaraMl6zfEjgBLn/fzRKjmJ8fERERGUhKwuEWoqEWws7g6lUNmnGsp6lEcFz0o4HX0MDxLv0h6HC1cNsnxHIBBKAlTvNwTrZuMt/SJ1eTvgy1+5nQMrIpULq0/ynRTFa2NTBp0fzW5wlLaLVwBgp5cPmjs4YGpmhkZp1Hgx8yTPISEhRs+PTUwp1ip4VWIkUgkEU0DVCkqspZqQEqHc4+3tjdTUVMW2uvhkIkaprFIp36/l/Q1VjKQKV7Ei2vIey69XqbS+1mtX3zHGErCKlWGM4kYckJQDXB8INPlFdd+dIYCdELjJvHAbJXi73E8XQx9cLnNj+gptcC8gEBMy0jEoPRUX/fwx3d0ddROL05VIjEgkNmzYMABAcHAw4uKMdy+wpKdkPxd/c0+BQCCwDB+XvZWNLWwYXvjgslOpUiUVkcoG6vdRtu6tVMuacwVTccnVg6fcb9Scy/2ATCxL58qS97f9A3iTAbwaC3g5ySytXGM1IpUNmF5o9wICUTPxPTIkEgBA06RE3AsIRGtHR5zLzwcA2AsE+obQi4+PD8aNG4d169axIi4tRaACgJ8LO77DfOdtxmskZSfgXeZbPEy6Z+7pUMIcN2FDVnwqVaB09SFWToK10a1bN9y4cYOz8d3KuHE2NoE5ugKj4rKAkLX0x+tzEPjzK+D+sOK2H/YDfz1hNj86EJHKEnKBKqdJUiIeBwShYoLMFu4lpF83oX379vjmm28UonLo0KGIiIjAw4cPsXnzZp3HafNLtRRh+lH0EdGpzxGb+RZv0qPxOj3G6DHz5p9Xsdwob6vvk8NUgFFZwtx04wAmn9jEaHyCfojQJBCKmTFjhsq2tvvAli1bUFRUBIlEAhsbG4wePZry+C3XfQkAKNu+DN6e5jiCxsyY0mVnzzfFrx1sgAIa3oJcWF53PZT9mAOLEal0/WC4GoMqZW1skSwp/mS5CulbUuvWravxpWJIbLItRvmwZGUOmCYb5+MyJoFgbZDrzDBUgmiNuV+U7VAGEAAfYz8idHhNxF95j6LcIsbjmRttKyzx8YUIDpapM13iVP04Y0Xs5s7AjzWB3EKg1lYgfxYQvAaI/2jUsBaL0SKVjSAaaxBCnkIh0pWsqft8fDE2PU2x7Sygb0ldvnw5K3NTxlIsqsaiLjKZBGkwvRFeHrIVKTkZ+Hr3dJX2S4O3oPn2EYzGJDBj4cIgzJoVqHXfqlVJmDyZ5CsmWC90vu9nzpyJxYsXUzrOvawbQofVBABcGHsZYQc7o9Pu9hZdAIeJuGTbqrqoNTCiIfAhF/BdKWuLSQfiJgCXY4HmzIqkWTRGi1RDApNJRQ91TOWUzZTg93E45euPGnbFuS6bJiUiVlz8VOlmhE+qvtym2r5MfHx8MHnyZPz222+IiZEtl3fp0gWdOnXCrFmzkJKSonGMteE0txWc7BxwsPdSNCsbisknNiH81iEA3EcVb7n5D2a3GqC1nUv29Kyqst1r33Ps6VkVvfY919tH3q7cz9I5daoS2rcvzkLdrVs0Ll3KhlQKTJjgj7lzAzFpkj8mTfKHg8NdiERGRDaCmi8sgcBXZs6ciYcPHyI8PFwRqKuLxvM+h29tH2THZSsy5xz96l/41PJWrFbeWhyJpMhkWnMwRW5rpqiL0dTU2hAKBRCJpBCLpRAIAKFQAAcHAezsBMjKEiMwkNr6uLL/aJFEc7m+4gbZ/5Ob0k/ibw1YzHI/3+mQoj8Hqp0RIpWu9XPmzJkYP368StuhQ4dw4cIFzJ07V2OfNeLj4oF3Uw5i6KEVCPtzCp6O3Y0pzX9ChVXfcn7uky9vILz7FI32U1E3OT0vFZEpF67DDkchi46jk4UhF6jXr+egaVPV92XevPeYN+89rl2riiZNXJCXVw82NsSXlWB9GIpPaNy4Mfr37485c+YgOTkZR48eRf/+/eHg4KD1WLmQjNofjee7X6rs+/AoFbeX3UHDafVRc1B1WiKVLxZYfQ+bykLV2/uBxnHlyj2Ck5MQeXkSJCbqLzKkTMddQLvPgOn/AYUS3f1WXpP9TGgCjG1EeXitWJLAZUWkGlry17ffGpb6qVDGhGVQX7x4AXt7e4hEIpX23r1748WLFyabhzm5NjQCX2wbjjvxMoFSac33KhZUrqypVM9hSp86bVbSwQ0Csfqq9S91qwtU9X1SaX0wiGnUgGqeVAKBLnFBwYwqG1Ixbty4cUMj+n/nzp06+/835DwCmwTg1ZHXWvcn3kzijeBkAlW/U228fSsy2Ecbp2JkP1RZVPVr8wAAIABJREFUc132wyZsi1Y2xyOWVCskPDxc61NwTEwMVqxYYYYZmQepVPcSrnJ0P5uoi09d2QNMibpAXX0lDr3r+MHD0RYZ+ZYb6EAgWCJxQcGU+rFVcptN8lLydApUXegSrWws77MtiMnDJP8wecWp2S2XYOGFGYY7EozCVAFSVAPntH1GDNVjd3cohZ/rD8e6a8toz6vymu/xaMyfqOhdfEOot6k/5ePpCkt9YlfXPlOLV39Xe0xrHozx/77CnffZcHewMen5zYGjoxD5+drX0JycWDChEgg04aP4ZAJdkakuKKlm4zG1ZZarFFON5pxUvL65oCMn57BGOF/uVxcnpd3plfjkO3Sfipku3fAV9b/vvNbL4WDjgOlnxtE+FpB9lpQ/T88/MM8WXGuD6VxJzG0tBQwHPyVlizD+31eKbWWfVGsKmlImL68umjZ9juvXVcsUf/65C27elAWRDRjwxgwzow4pH8ocbdelslgwlpsLOtIez1oEClXxyOeAKG2QYh+q6CoJCwBeXrb499+KqFnTCQBw+HAGJk6Mo+WTawiy3E8T9QsuWOlClQtQaxOi6r+zti8nAQRY3WkrbIS22H57I7aE/Y7Jp0YiR5RN+3zqllRj4cOSO5/Y/V1VLL30Ds+Sc1HD3xlTm4dg9NFopOVZz9J/mTKPEBtbCwBw7VpVnf02bEjGzp3slo0kEKigbuComBCPfD0uStqg+gDD9+8/tsuWU3lftL0nfCuNair0CVFdPHxYHTVrOqFp0+d4+DAPADBkiA8SEkLx+nUBKlR4zMrcWBWp6pYxNnKoEviN/G984MleTDhRnLpkxNF+cLJzVux/nPQAm26uMssc1VH+ctLmQ2rMeJZA+O0EPE6SWRYfJuZg2+0EDPs8EEsuvqM3Do+v73fvRIov3Z9+8sL69SHw8pJ93e3Zk4Z5894jKqrAnFMkmAl9lkxjl2SpHhOrxZARE1gabVKS8KbIMh4WLc1CSmCPqlUdUaWKI4RCVWG7bl0y1q1LxsePdVG7thMePMgz+lwWYUk11cXA9ElOl+XUGIuq8u/MxhOmtveQjXH1+SPnFeYyyt7A1nI/EyxNcKqjngdVG/mFEizvUB5B7vZ4nyXC348/0BaolsSuXWnYtStNsYzXuze9wA8CgW20eUP3SfuALZ5e6JxCL7+oueHKZ9SSswRYO8+f58PeXoCGDV1w+7aqK1Xjxi5wdRWyIlABCxGploJckFrTUr85YHu5HzBtOiimJVWNhapf6e34j7hdUmvscQSJCiYYy62CAlS3szf3NAgESt9nrq738OFDbTg6qj5yiURSeHjcZ20unItUPi8Jss1ubx94CIXwE9qgFBvJF0sgXOTNNbV11NKtsQTqWLovGoE/zCvlgfBs2cMj1YBcPkB1pZNqND8bY5kKpkF4TIPt2Aj6U3dJmTIl4P/snWd4E8cWhj9J7uBu40q1wfReEhJCN9WmJSRA6BA6hB5KMJ3QO5iEkNDCDTWxTQ8YQujNdDDFGNx7wV3l/jCSVVbSSlpJK2nePHnQzszOjGRp99szZ87BvXuFOHiwpmSVSfq6pkywFhQIYW9/X+f5qINYUhlkSGaGzLEpXWiMzcTWMxDoXge2PDs8SXuIyBfH8D43XqvwUwT9YAqJN8TpCW1sytMT2tpyYGfHhbNzRbitgQNd4eZmBTc3Hvz8bODuXv7a19caDRs+NeLsCZbCbwUfUJVnhfcfU2dX5VlhRKXKZDWOYHBWr/aDvf19FBU1w8iRb9WmiNZ01UjXB3m9xknV502NLU9SBKBrQE8MaDCIsm5C5DCVQfXb1+iCQY2HI/zWJvx+PxwlghI0rNIEUz6Zjco2jpgYOVxf0ybogcaNG2Ps2LHIycnBsWPHEBNTseyza9cutfF7lbWhc+7z5w0QFGSndo5//llLbRsCQZ7K/vVQmPIaQr52mYWk+TE3R8GIEZCcqHO/hoTJezC5nxuH168bIjo6H8XFQnTr9hIlJc3Vikqqem2iA9CFWFINgLlbVDvV6qb0gSQ8dL/Kh5VBjYcr1D9IuYcHKfcQEtQfUz+dgy3XlWfJMgXrHpPo6/3KZyjTJhnEunXrwOfzMWPGDHh4eGDatGlITk5GamoqU9NUya1bBQgKsgOfL0JxsQjFxUKUlJT/m5srQGGhEPn5AmRnC5CXJ0BOjgApKWXIyOAjPZ2PxETmYvsR2I946ZTujvwGIzcAHA5eHl2BrKdXdB6fWEsJxsTJiYdatWwREFAeKurcuTz8+mvGx1TRd6EuGpq8RVX+mCnRSkQqg1yp4o2HZaU4X1yMR2UVT9vmfjHaH7NbL/0KoVnMQAI1TAhQdUybNg1Hjx6V5AFPTk7GDz/8QMsCytTchg17i2HD3mp9PlthwseZKk0yoPh5N2/eHCEhIfDy8kJqaioiIiJw/77+/c40xdAJDuoPX1vuSwKgZq+pjIhUguljzMQMuoy9fLkvFizwURCSY8bEY8yYeBw/HoD+/V+r7EOVCGVyI6leRao6K5q50S4txdhT0AimQntN/XQOXme9RMTzo3ibU57RqIZLLfSt9xUepaq+wf3v0V6Eh+7HjlsbEZvxDKWCUjTyaoIhTUZRLvcru9kaAkOlmjVFgoKCsG3bNq3Pr1evHgYOHAhvb2/cuHEDe/fuZXB2BKrv7qZNmxTKnJycsGTJEslxx44dMWrUKOzZs0ev82MLym78jtUbSV7fXfuVoaZDIOiFhQuTsHBhktJ6dQIVMFxEE2JJZQBlllJzt6CKGR8xFE29W6BnnT6o7lITABCfE4czLyPxIOWeynMvxf2DS3H/YFKbGRjRbBxsebZ4mv4Q226sw7vctwaYPYEJXr58iebNm+P27dsan2tnZ4fRo0dj69ateP/+PXr27Ildu3ZhxowZKCgoUN8BQSvs7NT77wIA56MF0VKpFTpD8vrZvrlGnAmBwC4MEd2EEZEqbzGlsqDKh6IaHzHU4iyt5kxMyl3EpGj/hd1+cwODszENmLQKG9vKu3HjRmzcuBH9+vVDWFgY3N3dMWXKFMyePVvtuevXr8ekSZMkx1FRUTh79iw2bdokU25IDBlaSt9jqfqeybtjXLp0SaY+Ojoa0dGGXVpnE9Ihf24t7w2RUPdsUNruUbAUowfBdFBnTWXi2kYsqSYAST9XgSHFmDFdC0yR6dOno1mzZti4cSOys7Pxxx9/IC8vT+15169fh4ODAwoLCyVls2fPxpkzsjEBxX8PYwtyU4PO50Xnu25pn7u0QL275ktGBCqgXmzqkqmQQGAaZULTUA/yjIlUOkH7xdZTc0KdgGRzaA26cyMimUCX+/fvY/LkyRqdc+DAAQWRdOfOHURGRsqUsVkkiX8jqn5TTAU91wZ1G6fE/8pbVjXd+GYOWDs4o/nM/0mOc1/fBb/4gxFnRDA2lvg7YAuMiVT55X4CgWCZ7Nq1C9HR0fj333+RkpICLy8vtGvXDkKhUOk5ykSSsWHyIZROW30+EMp/rlTCdffu3QrHs2bNwrp16/Q2L2OjLItPXlwMnu3/wWDz2OPmjlFZmQYbj8A+mkzeAzs3XwDAg60jUZydbOQZGR+y3E8gsAQ2iTNt+f777xXeR3JyMg4fPoyioiJMmzYNmzdvNtLstIPNqyFMI/8gIRKJLHbjVNaz/ww2Vh97BwTb2RtsPEIFykL0GeOBuSQnVSJSrR3diEgFEakmARM3SWMs2f8xsC4GH36u8FrbPgjsp0aNGkrrLl26hE6dOsmUUVnz1q9fj9zcXAgEAjg6OuKHHwxnzTJn6Pid8ng8hIWFwdvbGykpKTh9+jTWrl1rgNmxjxo9J6NGj0m4vTIUQoF+Ez1sd3VDbRPLOGVOSAtTbZC2xusSv7TsQ4Ul3bqSq9b9mBNEpOqIJVlZqPhjYF2FMn2KSrKZid2Eh4cjJCREwZ8UANauXYsNG2SjOJiD9VgaOr6pxoDu53zr1i3cunVLz7NhFzKigsNBQN/Z8GjUSXLcakGkXoK2e/N4mOfkjAH2DmiSkoQidSl+CAbH0Pebsg/ZktdWDk4GHZutEJFK0Al5QUolWgmWw/Pnz/H8+XOEhoaiVatWcHd3R2ZmJm7duoXx48cbe3p6R16carOCwVahaxGIRHh9Yg1en1gDz6bdUCt0OoByS1nilUNIiGYuyYQIQM5H94pMFf7aTGDoDF3mgq4WVmnoWFtLctMlr20c3XUe0xww6O5+gmWgqVB1sbOCUCRCXolATzMiGJqIiAhEREQw1p8xLa6qhCYRkuZLesxZZL+4jhazDwMA/NoNgohfisQrhxjpP1UgQFhuDsJyc5Dg649ayYkoJdZUi0YgFUWCZ1vJiDNhD0bb3U9ErfnxVUNPlApEGHHsBQD6YrW5b2WIAES/ydF4THNbLiawC11FKBGxpg2/KA83l/VAmx9PAwD8Ow5H/rvHyIt/JGnDhCtA05QkvPHxg39SAomRasEISitiRfNsHRjvv82iM0q/r6rqmBpDGwy23C8WsUxlmNLnRiBLubEw+RnaWnHRr767Vv6oY1p6A9BOpBIIbIDJ8FLyfZGlWiMjEuH+xiFoNv0gAKDe8LWM+6hmCIWomZwIFy5X4gJAMD6G9knlF+ZLXlvZOxp0bFUYQtwqgxGRKi88SapTy2N3v9qISdY84HWHms4QCEUoLBOiUy0XXCRClcBCQk70pBWo31IecC2N0vxMpN07hSrNy//Odb5ZjNj/LWZ0jDKRCDlkuZ9VMOmTSgdhWbHkNdfaTqe+lMX/lS/Xp8BkArJxiqAz09v6gcfhYM2V8mUqusv8HADftfLBqOOxKOELcXBgXVyKy4GQXKcJNJC3MNqHdTTSTOhh7GD+BN2Ii9oiEalMC1QCezBmBBkhv1Tymmttq1NfbBefdNGrSCUWVfNnWls/+DjayCzzS8dGVcVBuRiogw8/xx8D62Lo0RcQEKVKYBm6Csjex3sAwvIA+RABIoEIIpEIIhEAoQgi8p03KNrcxM3lxk+oQHpfg7H3OAhKKyypTPmk1ugxEV6tQmXKREIB7q75EoLSItr9KLPMqqvTFZOwpJIlNP1A93NVdnMe3swLbfwdtQ7SP+zoC4VysVCl26cxnnqNfSEjGAc6y/2q4HA4AA/g4GMGJ2umZkYgEMwBkVTSCC5P9wsEh2cFr1ahyIuLwdszO1CckQCPJl1QK3QGWv5wQqOHLro+qUwLVpMQqQR2svd+KvbeT9XqXFUilGSYUg9JamCakAduQoKvv1bnkV3/xsNQhgmRgC95zeHpLs8ajNyAt6e2IfVOlKQsPeYc0mPOUYpJpjJnMQkRqSYA8VMjEIwPE79DOn0QIWveGENsst1fm2lMNSKGSFgRK5wJkWrnURWZTy7Tbs8WYSoNEakaQm4gBIL26PPmwWTf8jd1Jn735NpBoMsvbu4Ym5WpviHBrJC2pHKtbHTu7+6ar9B6YRTy3j7A29PbZZb7NUWffqeqICKVoDeoNlPp0geg/bKL9PL4/PnzkZlp2jcATT4H4hpAIJgOgxwqobudvbGnYRGouzaOGzdOoY0+l/5FoooYuRwuT/f+hHyk3o6EV6sQNJ7wc0W5gI87awbQ7seYFlaDiNSiJdFaLzfoci6BQCBYCqquk/oOuE1gjrUurqz0P03w9WflvHRBXnDu2rWLUoQaKl4q0yIVAN6e3o63p7cz0pcx0FmkqlpiUycuhzXrgV1956DP/rm4m/QCO/vMQkjdz2mLUnn/LkMspxlqTEMuDSr7YRIITEMeOPWLtBgN6DsbhWlvkXztiEKdKRAeut9iwhh6cnm45uWNTKGQFUKQA4ALQKCuoRzmKGQNilQyB6ZEKkDvt0/n2iBe8lfVlulrDJeJTuzDOir8T4ddfefAPqwjzr26hczCXAw89CN+v3cKq7tNZGJaFgXVE56ypz6y/EsgmD9xJ7eiasfhkmP5m4d1JRdY2TsZeloKhIful/lfVTs6ZWykzaIzCj59Cb7+kv/ve/vg68x0fJKabKQZyvKFrR2GVaps7GkYDPE9kVXGGg7H2DNgBazzSZ15agvezfkLc8/uMPZUCAQCS6hkY4eONZuja+3WCHDzg6+TJ3wdPWBvbQsrLg/F/FJkFeYiKT8DiXnpOP/qNm6+f4KnaW+NPXWjUbP3VLyP3qu03qtVKPjFH5By47gBZ6WItLVUnehkQpTqugFELPbV9aPOouSflAAugNpW1vjL0xMRHlWQLxKiXnKSTvNjgt/d3CEA8FuBZqmuNbW8sglnZ2esWbNGcqytYKXz/aLThsNhxIZo8rBOpG4NmYGfb/9l7GmYJHQspCtWrMD333+PNWvWYM6cOQaYlWYYwsq7cuVKvfXNqidxE2Vjr2kY37qvRuc4WNvCwbkK/J2rAAD61W9P2S4uOxn1Nw3WeY5sRVoYvT6xRmk7DpcHYVkxqgd/Z3SRKqal3yd4mal6g6X88r+pWFKVIQTwgl8mEab+PB4SfP1RMzkRZSLDZyCrxOHgPy9v1ExOlMxnRKXKWJ6Xq/Qc6SX+VIHpytQ1a9bIXL+HDRuGffv2GW9CFJZUXZbS6Qhjuv0z2Zc6DCZSxb6r0q4AY06sQtGSaCmf1NnoHdQWDos7GWpaJocyn1jpH5cyH9N169bh559/RlFRETZs2IBt27Zh8uTJ+p0wgUCTWe0GY1mXsXodo6arD4qWRCMhNw1BG7+B0AhCwBA0HLsVDlVqQlBaiKynVxRuGK3m/Y1bK3oj98091Pk6DLF/LjHSTCsY02KSSh9UcZ20r6o2PqtM+8wxmW0nQSBAVFER4nz8jOLbWSASoVlKhctBgkCgUqDK84Jfpr4Ri1BlFGnRooVxRSqDMPWdN4ZPu8FEKpWf6sGYczgTexNHB69AkEc1bLz6JwYeWmioKZkNdPxRx40bh1mzZkmOU1JSiEAlsAZDB9/2d66CgsUX4bS0K8qkYhMyhSgM4BhJ91FtkqjZayriTm4BALSccxS3V/UBABQkvwK/KA8ejToh49FFg89VzLbev2Hl5R+NNj6bGJ+did0cd6POQdsNUEMzM/QwG/1Bd9c+2cdhPIy+3J9ZmIuOu5WLJbIbWD0kZibBlImfTW+5+cb7Jzj25BJeZrxHfE4KEnLTUCIog0AogK2VDapUcoVXZTcEuvujW+3W6BLQCm4OqjcG5S06D7/VfZBVmKfRnBt4AkcHAr6OQMufgZdZGp2ugL5FrVv9dhKRemfNlzJ1byI26m9gGgxrOgar/l2ExLz3tNpbwo7/MSwM5G9pu/bv3bsHgN791ZSiZgCyoT2ZCPOpz1ChRhepgHorirYhqSwdqmV/qh8cm4Qr8em0LJT99ldc2ovl0b/T76esBPE5KYjPScGthKf448E5hTaB7v64Nm4XHG0dZMoT5/6NDrsn4+b7J7TG6lILqOMO1PsYenBCS+DFFIBLU2TqW5DeXNodDcdug4NXTQhKi5D15DLurv1KfwPqyL6Y3bTaWVJIKjaQ4OuvUEYlVM1FvM6ZM0fmXmiK9yKmtJSq/ib8vRa/3zNciExGRKquS3WqPjhTzMFLNecrbx8g+LfvFdrJv3eSvIBgKfQKaktZrq/v/6vMBFRZ2QtPph1ELTdfmbpLY7bRHvf8UFmRufMOsLIz0NIXuGP8jdkAgMe/EFcegvaYi/DUhNzcXJMUptIwee18M+soAKD2hq+RkJsGALgzaQ929pltWiKViQ/FFIWoKjT5TBysbVFYVqLH2eiOOeQcN/UnZHPkp24TFMqabxuh93EbbB6C/LB/YMVgsOwxEcCKTkC3A/TaO9kCeez+2bMOY1pRm884hHsbBhltfIJ+IfcERXwc3RF2YbdEoAJAy+2jDK7XWLHcD1im72mnX6cgbf4pVF7SWS/90/3hmfsP1NbWVubY2toaZWXs3YXK5XLB4XDA5XLB4/FgbW0NKysrWFtbw97eHra2trCzs4ODgwM8PDzg4uICDw8PxMTE4NKlS8aePm0C3RWXE5+lxxtk7PnndmFNd+aShvz9Avjfl+rbScZvB/zwT/nSP4EatiztB/SdDevKriaXsYtgucj7nM4+sx3brh/VuJ81/x5UKJscuR6/D1iIEceW6zxPOrBGpOqSXlWMMdKiUqHsvUi/j7MjN6Lbb9Px+c/j8X7OCVRd04+xORJkqVatmsyxn58f3r59a5zJqEBX3+DU1FSGZmIY0gty4FnJRabMx9Edyfn63zSyuPNoRvur5Qok0Nh79elHXT73s3KRKnYbIGKVvXg0LjcipN013RUlc1utNDSmnjo8t1izpAyqOPXiOua1H8ZYf+pghUg1Nyuquvcz54sh+OqPBQCAmOSXRKDqme7dZa0fwcHB+Pnnn400G/3h5eVl7CloxJKLv2JbyEyZsjezjur9enBu5CY4WNuqb6gBC9oBBx6qb/ffKGDiSWCJeV3yzJYWcyqsT+LoCASCqZFbXACAmYeVtIJseFc2XIg0g4hUcxOhuiI2oUcMXYOconxMPbkJjb0CcHbkRniuIBEKmITD4aBhw4YyZS1atACHw4HIzAK5BwYGGnsKGvHrnSjM+GyQwiYm8YX0t7snMePUFhTzS3UeK6Tu5/i1/zyFnf1iNLlGtf0V+P4TYNON8uOZnwLfNgZ4S1WflzYbiIot32i18w6QPw9wXEV7WLUQa5lqNL0PSQfmJ8v85ouyFSxTtpzKk/ahPEaetAuAtnxWrTEep75mZF50YIUl1dygs9wPAF0DW0nK/n0bA//VffFq5mF4rwrR+xwtBelczNKsXbtWJrmBMTCni6C2NNg8BDk/noOtlbVC3cgWvTCyRS8AQJmAj+i4e4h4dgWvMxORkJeOxLx0lArKIBSJYM3lwaOSCzwruaKWqy+6BrZCuxpNKP1e5fkk/DuN5nw9AYgeAWzsVn5czFcvUF3sAFc7oM//KsrKhMDDCUDjnRoNTzAAbvXbSV6/OsbgkwSBddDJ1mjqMLnc//1nX+PQw38Y608dRKTqAaondjpPLtPafoU/H13Qx5QsktatW8PJiTqYu6OjIzp27IjoaGJ9MjYuy4LV/j6seVYIDmyN4MDWjI7tv7ovMgvpp30UY6fhngG+ELBeJlvmtho48bXGQxP0TGD/H+DesAMAIC5qMzKfXDbuhAgWDRMW/dySAq3OW9hxhEK86h51PkH/g/O06k8buAYbiaCAfVhH/DZgATIWnMbDqftx/d1jTIvaZOxpmQWenp4YPVp2c0xRUZHM8TfffGPIKRFUYB/WEUcfG+6BoaisRGuBqg0flHgs9PvTIMMTaMDhWqHNojMSgfr095lIu3fauJMiEBhAG0vqm6wkLOgwHNVdvCVlT6Yp7vbXN8SSaiCU+UONPLbCwDMxf2rVqoW5c+fKlCUkJGDZsmXgcDgIDw+XlO/atQuHDh0yqdBN5srQI0sx9Ej5uvmgJl0R1mmUzAVSF0QiEX69G4W5Z7azPi4xQf9IW6fkyX/3GE9/N64rEMH4sCkTI12kV6SkX2csKH/Yep+bhjob6C3fNNg8BD3qfILn0w9JypLzMw2+x8isRKolpkU15ntmY5D/kSNH4pNPPlEoX7asfK1VJBIhJSUF3t4V4mfQoEHo0KEDFi9ebKhpEtRw6MF5HHpwXnJcx6Mq2tdshi4BLRHg7g9fRw+42jvKnFMm4CM5PxMJeWmIfnMP1989xr9vY1Am4Bt6+hqjzzSpBM1wrNYQrReexK3lvXTqR5UQJrAfeV9VU4BpAXk69obRN76blUglWDY7d+4El6vowbJ8uawDYVhYGMLCwuDrW7Gr3MfHx2yd5s2B2Iz3iM14j19uR0jK5P1YnZZ2NfS0lEJEJ7uR9u2zdnCGc+3WqNppBGwcy0PrcLg8tPzhBO78RMIDEgjGhIhUgknj4+ODRYsWUYrTc+fO4dixY5TnLVlSriLkn5DFx8ePH8fZs2cZni2BQGAbZYW5yHhwHhkfLfdu9T5D7a9+BM/GHm0WnUHi5QNIuEwz362BMaaVKzx0P2uygumCsnsAMViwAyJSCSaJtbU1Zs6ciZo1a1LWz549G3l56lMAzZw5E+vXr1co79+/P/r27Yvt27fj8ePHOs+XQCCYBlnPruL2ihC0WhAJAPBr/y2lSKXaaW2O8VTlxagycTr/i6VY+e8ileeyEV3FKJNuHeb4/dEVkxap2vpEMv3Dodtf99ohaFe9E5xsnfAm+xU2XqOOv2fNtcbW3nso+2SjH6ghEfuPqmLWrFnIz8+n1d+HDx8wbtw4jBo1Cm3atJGp43K5mDJlCgDgwoUL+Ouvv1Baqllg+T8G1sXgw891qqeDqj4Ipo221jJV16Xw0P0AwHoBYSyEgjKkx5yFZ9PyYLgNx27F41+mGHlWBAIzSF9TmLDG69OibxSRKr5AagrVBZVOX5pciJnuDwAaezfDxNYzcDfpJtZfXYGC0nw08m6G8ND94Av5mBw1UqP+LIVx48ahefPmtNoWFBRgxowZWo+1Z88e7NmzB6GhoejVS3HDROfOndG5c2fKOeoTdeJza+8AuDsoBsJnC4bMgqTPsehchIuWRCttZ2dlg+wfzyqt12TuhlripXMtLBOWYUrUKAPMxvC8idiI5GvH0Hjiz6jkUxtNJv+KB9tGqz9RDfIPpvLHLnZW2NwrAFNPvsZn1Zxw7V0ecor5ah9o2YC293a2Q5b+jYdJW1JNhYmtZyA5PxG/3NkmKbuTeANP0h5iY49dGNdqKnbdJnmh5dm1axfCw8PB4XCUtsnMzERYWBjKysoYGTMiIgIREREIDg7GgAEDVLY9fPiwQhmV5VO+jMkbDY+r/LMhWBZUAkG+TJMHbHVtw0P3o0zAzO+OrRRlvMOHxOeo7FcXdm5+sHXxRklOik59qvv9r+9RC1OiXiGvRIBTsVn4tV8djD4Rq9OYukJHfMov9TOB/MObfVhHONtVxsXRW9Fiu6xx57/vdqJA00DnAAAgAElEQVSxdyDySgrQ98APuJPIbkFPoIdRRCqTS0x0LqRM9qtpf72CyneHLon+QaGuqKwQtxKuobV/W1p9eTgAd74rT6947T0w7ASQXijbRhRW/q/87mJxuTKk24vC6O1OVjaWpv2oYuLEidi5UzFvZHZ2NjZs2IC0tDTdBlDCuXPncO7cOfTv3x/dunVTqC8rK8OFC4rZwQxt6XCw5kEgEhl0TIIibg7Umc3oIp1TW95SeuCrMAxo2EGtBVX+mmUIf8APper9vk2dJ79+L/E7dKvbFsk3jmvd18BGnugW6AoAmH7qNfJKBApt7iV9wOfVnXEqtjzf+r1k5lJaagOd75A+ViAB2VUDVasN8r+bdT2m4JvGXTHr9FaNx9QUVX6kdLJFkVBlqjGqJXVl141ws/eg/PJ2qhWMgQ2HmrzP1GfV2qus//v5EVoi9dIIoH31iuPugUDabMBxlfJsNuaAUCiUOV6/fj1iYw1nVTh+/DiOHz+O6tWrY+DAgQgMDAQATJ06VeV5td3tMaRJFdR0s0NcVjEOPkjDy8wiledogw2Pg7QC1dYsslSlfwY3CdZb39VdNU9o4GJXLoSc7VyRW5zN9JQk5JWYv0gV8zB8PIrS3mp9/rIuNfDX0wyMfpQOQHaZX/r19ptJGNDAA3sHBCH1QynmnI3Tee66wuXwMKzpGDT2bgY7KzvcTryBSVEjJPX6fkBaFTweO27Sfzj46d/9eDRln0FEKkG/GFWkvsh4hk+rtqOs86nsZ+DZGAfRRyuYqifRwgWAvRW1VVKdhVSMKmsnXZS1lS9nOkYkG0RWfHw81q5dS6vtHwProkwgwvqrCXiSVoj6ng5Y0KEaBEIRRp+Ipb0Zii7vcooZ7Y9JjB0I2hBYcXlY230S3uWkInbGn7QzutClkVeAxuf8FFzuPrQ6eItELOjDX/BV5gvG+2QjTOy63nM3BQs6VMUPZ98CgIwVVXoFZu+AIBTxhbDmcVAmFGFHaCB4KlyeDMGOkN/VClHpYyYFatGSaDTc/C1eZyVKrKlP5R4W7MM64tq4XWjkHYD8kkL0PzgPPj+FMjYHgvEwqkhNzk9UWudi72bAmeiPq+8uIySov9L60LpfApD9UYt394uxtwJG/q18jI57gUtvy19rIjo1RZkLgbEDl6t7are1ssP67jspN6hJn8vk0//wYxU370epBRhx7IVEnMpvmpBHUxHb0s+Rsm9NYMODgKmSu+g8sgrzELTxGxQticaW3tMxNWqjRn0oS2dI1Uad8HeydQYAzDv/PVZ13YS13Xdg9pmJCoKCCeJz3jDSjyUQl12MMSdeSo7H//2Ssp342vHHwLpYcP6tpJzph1tNSMx7j8GNRyLy+VEUlBViUKNhSMpP0OuYQ5oGY3e/eQo70cU+qfK03UWuYeYIa0WqK02RyvbdhCdfnEBIUH8saL8cKy4vlKmztbLDJ1U/p7Uc96eKUJ1/fgl4rVN9vqbiVbq9sURoC982GNtysuQ4ryQXc85OVnGGecD2HbyECmZ8/g24HA78VvcBANxOeIaxrULRwKsmOv+q2iVEGqYszuJIIrPOTMSH0nzsj9mNoU3H4Nsmo3DgwR71HWjIi4ynjPdpztAVmsYUpFQsuzRf5vjgw98U2jDtmncw5hwOxpxDS7+62NRrGhp7B+JByitMi9ok2TRFJyqGJazmmDNGFamxGc+U1nlX9lVaRwWbfVfHRwzFpp4/Uwrqv58dwemXERRnyfJ1Q+D3GOq648o/RgXoCk5jW0dXB2+Bs50r5p3/HtlFmQCARR1XYXmXDVj4j/pQU+p2Ouvz+1IiEFLeZFZdfg+AfTcgadosOmOwgNKGDE9FB01uZpHD1qJLQEuF8774ZSIAIHPhGaQvOAXPFT1V9qPLZyA/X/H3e87ZyfhQWh4n+Oq7y7j67jJ2hOxFc982mHFatbVJ04f+DT0qsvWw+RrMFqgeQJVdD+TbWurD69ucFHz+8wTJsbuDM5J+iIDvT6EKvwFVYeAIpgkr4qSqujAaSljom+9PfYeedfrg8+od4WjrhPjsN1h3dbn6E1G+Meq3PspF6viW5f+zASbcDTjgwNnOFX8/OyIRqACwNHoe6y3nADDyWCzqejpgcGNPVHe1Q3x2Mf54mI7nH0MxqFvul4bJYP7KdpGSLCeaE7JvNs6M2IDuv1M/MLkvp/eZMnlDfZ0Vi7X/LaOsmxg5nFYfJPg/e6D67VuiUF3SeTQmRVRkBVzWZSz23rPspDaWhMmHoDIlTsX+jVOxKpxLleC6Gij7sVwABmwBUj4A3zYGdvVmZl6+jkBwAFDfE5hznt45v/WpeM0BIA6CJB/KShu61S5/Y8oszMGBvXDu1UmVfRgjHI80z9MLsehCvMHGowOVGKUb/oROO0sTu8oEKhXF/FK9W3ikBaqfU1UsaL8MXA5PoZ1QJMCyS/ORmPder/Mh0INKeBpajFJdq429miZm951ISQzUhymvMCVqI+4nMRvhhc3v39IhwfyVoA+LnbZ98oXlPxgPB+Dud4C7Q/lGKc+1QIaSOKnKEIWV91cmBMoEQFoB8DgNuPIOWHeN/pxGNC0XzEVlgDAMcFsNZDO0ybxjza5q6oPVilRpnD+G4zE0TGWIYSJtKqBbPD51AtSSY/0xkS2Kbh90hG4L39YY23IKfrwwC+kFqQr1Hg6eWN5lAwDLNRhog6q/kao4twTduJ8UK7Pcrwry2atHW+ORsUQ7EakmREYhUH2Tdudq8gVT17ZgPvDfO+CN1H6vrLnlc3uXq938pHH8uDtZGc52Lhr119rvU5ljNrkMGNpiwnZrpyFvMkz7xKqbOx2Ro+350gxpMhpzz01BbnEOZX1GYTrmnJ2MNd22UdabO7pstiEiiGBMmDAGcJaw+x4gj9mI1J2h+wCU+zNS8T43XmF3PRX6tizQ7Z9KSDGRwUmXuKpcTrnbAZcDtJPa3MldUm5Njf8e+DceaP+7bnPMK8mVBCOnQtPg5P0bfAMAqOkaiLjsV3oJxUMg6AKTgjkhNx696/Sj3IEtpreKsHjmji4PEwSCpfB0ElB/u7FnYWCRyoQgoBJ5IoggEglRJihDmbAMpYIS5BbnIr8kF9nFWUj9kIKbCVd1HtvSEXxMzTz8L9lyEcpFbd48oI677uPEZjxTmYUrNpO+9dHV3h0ccFBYVoi57cIMvrzJxMYnY0cDaDr1d9i6qM56JOSbcdozE2PDtZUID92Pz2t0RMTzY7iffBup+cmwt7ZHTddATG4zCxwOB5ffKqb1JWiGpoJWn3GsqWCbX6Wlv39TIinf2DMox6AiVR8CgfhUyaLuR0nnR6vsQqLuXKdV6vumw557O9Havy16B/VH1AvFVHi/3Qun1Y93ZV8s7rQa195dxr6Y3dgZss+gG6j07Y+qKeVL/RxwuDxwuFxweFawcnBGJZ9AuDfogJdHqHeGx2wZobJfWxdv1Bn4I2PzNFUMYYGj6/M4PmIo7KzsEBI0ABNaTUeVSl74UPYB8dlvMP30dyjmszdLmTGx4VlBKBKpb/gRqhBIBIK+YNJdK/57IOwS8Mej8o3YKzoBPhVBFFDCZ2wonTCb5X6CeZFekIbeQf1w/f2/yCzMAAAs67weqR+SaZ3v4VAFizutBgDsi9kNAJgUNQI7QvZidfAWzD1HP9C6eSGCSMiHSAiAXwpBSSFKspOR9fQKAO0ugvZVqqMwnV2RDAhAMb8YR54cxJEnB402ByrRpm+/zgA3PzyedkCrMf2cPJFTxBITEoGgJ7rUAmx4FWEt99wHVnYGetYGTn1MhGbLEnXIkmlYDrq6POjiU2pK/HhhJsJD92NFF9n0knStoMu7lD8STokaJSkTioT44dxUTGozk7mJmiBerUJQo8ckyjptRKpj1fooYDgkjCnBhOhi+4Ycc12xkrdM+zl5IrtYuUhVZill+9+PQJAmvDfQVU6KdNkHRAwCam0uP3a0Mfy8qLBIkcr0BZduf7qOa+rCU1N0+byUnZtTnE1rA505U5yZoFSMapNxyqtFL9xX4xJAIJgCE9r0w6U39ynr9CVELe26Lo+lv39jQeXVIl3m4WC4uajCYCI1wdcf/kkJhhqOoANMXTTIxYelcLi0m9INedJyzlHJa7aHuSIQlFHV2QsX39zV+nxiUSWYApNOAheGA97rKsouDgeGnag4rkwsqRUk+PqrrD9SWIjpOVkGmg2BYN7UHbICHxJf4P3F35Af/whcKxtU8q0N/44jJL6pYojgJFgSX/wyUWW9LjFWCQS2cPY1IBACI5sCBx4Cw5qUH595VdHGwdp485OGEZGqSmTStZ4SKyuBYBhuLu0Ol9qt4Pf5N3AcsgLCsmIUJL1E0n+HkPPytlHnRnZHE9gMibFKMBf8NgBnvgV2hQAX42R39gNmtnFKWmCawrK+uriTgw8/p2xj6OxABHow5btqrptDqMh5edvogtRcMMYOdnVzINY8epDPiWDJdD+gvM6GOiKhwWGJVla/5M+k8KUrNokoJRAIBAKBQDAOrBCp8gLUFKyxBAKBYMp48XhIFQjUtmN6CVuX/ojlk8A26G4updvOmDCRep1pGBWpsx2dAABH3D3xVWa6Qr20tdTYIvSPgXUVLKX7vgzCsKMvNOon5ERPyvLIfqe0nhvb4HA5cA1yQZUWVVDJ2wEOXg6w97ADz5YHni0PghIBBCUC8IsEKEwrRM6rXOS/y0fW0ywUZZDMNgRqiODQP8oe+NvY2OKYh6fRr8PmBvlOEwjMwqhInebohMnZWVjn4goPLhcZQqFMPZXFVBnK6vR1UZ3fvqpe+jVFqnerhsB+teDgRS9QmpW9FazsrWDrAlTycYBnEw/FRiLg4a7HiD/7juHZEggETRhWqTJWOrsQgUogWChUSYHYZkEVw5hI/a+KNz6IRPirqBBRRYV4S2PJni0Xye0hgXC1t7JoH9Rqnf3RaEIjcHkc/QzAARqPb4jG4xsCANLupuPmcrJxR59Yca0wve18BLjVVqh7mv4IW2+shUiDPOUE02eWoxO+dKjEmmsvgX4WQbqwVWwow9Lfv7GQ/pyY/hswCWMhqA4XFmBGTjYAgI9yAZrg64/P0lIQz+erPP9XN3e4cXlYm5+LB6WlKBGJ0MbWFnMcndHCxkZvF1TxDn6+UISRxy0vraNfO180n9HUKGNXaeEpcZUoSC7ExYmXjDIPbdE1vS0TqIpGoG5+9T0bYWfIPuQW52DuuSlMT00nxHPXd7QFQ41jbORXpVqmJmt0PlnCJhCUQ2JJ6xdGROqa/Dxsyc9TKPdPSoAtR71lrpudvYIQvVpSgj4lafjC1o6JKVIitpxO+dQXv/Wvg8UX4xGbUaS38diCtYMVuh8MNvY0JFTycUDIiZ44PeQc+IWqH2gI6tkZuo92W2c7F2zv/TsmRY3QeVxthbumIlGbccxdiKpC+to60KES7nj54NeCDwjLzTHirMyToiXRZiPq6VjXzNlqaenvny0wIlKpBKqYEh2XE5VJXCY3LG29noSIZ1lYFVzD/Jf8OWCVQJWmx8FgvDz2Gs8PaLZ5jVDBpp6/gKP0V0MNj8vD2m7bMfvsJD3NisAWDhcW4FpJMW54+SDQygpDMjOMPSWDQze6gLmITQJBE6TFORtEOCtCUJ0tLsJfHlWwRmq5v7WtLebqeblfmvicYmy8loivG3niz0fpehGr4aH7KS068uXK2tHpSxU2TjbotreLRucAAERA5tMspN9PR/77DyjOKkZhahEEZQIIS4Tg2nLBs+bBxskadm52cK3jAqcaTnCr5wo7d80s4bUHBOBNRBxK80o1n6cc4pAfui7HtFl0xiSWdAY0GAQ7K+rPe8XlhUjKT4Cvoz/mt1+mIGQdbZ3QLbA3zr6K0np8Zd9HppfVDTWOuZIgEKB6UgLi1cSm1obFnUdjyqdfwcHaVm3bq/EPsfrfAzj/yrC+6fLis2hJNLZdP4rZZ7YrPUeZsH2bnYx6mwbrNB82CAFjYunvn22w7e/BCpE6OitToezax+V+fUElQm8n5ON2Qr7exjQmzaY1gX8HP7XtYg+/wotDmvnnCooFEBQLUJpfig+JBch4pPj3FBM0qA7qDAxU2V+3vV3w/mICYrY+VNqmxewjsLJ3lBy/OLQIOS9v0ZovnXh16kSprkJIfsmaCWHVNUB2dYEv5GNy1EiZsve58ZgQMQwAsLX3HlhzKxI096v/tU4ilYpqzjUY7c9UYEt6TGUP+AIVdZqS/EMEXKR+i3T5rHpjRAxdIzmedy4cm67+ycic6FK0JBpNtw4Hj8vF8+mHUHfjIMp2VFbVWe0Go5iv+8M0gUBQjsFEKtlNqhtUfnhUZcrEjjqBmhCdiPtbHmg3OQ14cSgWLw7Fwt7THl1+Vr6cVrWTP54feIHi7BKFujaLTgPg4N35X5D17CoajN6IoEFLaVs75dsxZXE1JvWrNFIokxeo8kyJGqXwHarlGog32a8Ym1e7Gp0Y64suHHAgAolaoG8crG2RseA0ODT2HdBhVfB4rOw6Dg6L9f+dCan7OQ4PWgbPFT3xobR8H8Kn4d/h7exjaLZtBLKL1BsrlnYeA5dl7HSdYgK2WdQMjbm//y61jD0DerDCkmpJ6Lq5pFedvmjt3xbuDp4oFZTgwpuzOPnihMpz3eq6Kq0TCUU4+dUZiISGvakXpRchasBp9DrSHRwu9U2u657OCj7Gfl8MAcDBg22jUZyVCAC4t34QWs49Bp+2XyH52hF9T52VTP1kjszx0uh5tM4TigTgcniS49mfL8KEyGGMzatddcP49Q1rOlbyeuqnc7D5+mqDjGupNPYOwM0Juxnvl8Ph4M2so6i17kvG+waALb2nY2yrUDxNewunpV1RJqjYqJldlI+6GwfhzqQ9CHDzw8+3/8a0qE2U/TjZOoDD4aBUQDZ6EkyPs6+BWW1lj+Vhi28qEakGRplPqjoC3YMwo+18TIwcjpOxf8nUBQf2Qt96AzExcjjluZ+t+pSyXCQUIWrAaRqz1g/i8T2beOCTxa0p2zQe3xAPwx9Ljv07DEXWs/8kAlXMndUD0GbRGY1Fqo2ju+S1rasPSrI1C8/DBvycFBNRJOXTW7mYGDlC5vvH4XBQpZI30gpSGJtfTPIdNPVpic09f8G0U2PVn6AhLXxbo221LxCX/Ro1XQNQz7OhRudLv3/iz6oeWytrpQJVKBJh+snN+Pn232r7iRq2Fp0DWiqU+zi6o2hJNFyWBaOEX6bzfKWZGrURU6M2Kq0v5pei4eZv1faTOv8k2VglBxtTapoD+ljh635AfRu2/C0tUqSK46NqijF3/k9qPUPp7utzr06if/1vKOs8GrtTlgPAyS/ZkUs4/YHyHcbVu1WTEakAkHJDteVYE5pNP4isp1fgVr8dmk75zSSX/Ac0kPWji8+J0+j897nxqOpcXXL8VcPB2H5zg87z2thjFwAg/PZmhHX8CT6OfhjadAz2xzBngbO3dsDYluVxXldfWQxbKzts7vkLdoT8jomRI2j1YY7CVFU2P1XQccvKWniWsnz7jeOYdXor7bF675sNAFjfcwomtumvUJ+54AwqL+ksOWbCz1fTPqiE6Krg8fj2CEvu4ASTQiRqAQDgcO4aZDwXFx6ys5vqfUx9vi+LFKnGFJvaLvfH5bxGu+odceZlpEbn1RmomG0IAPLi8liVbSjvbT6catDbfFGY+oaRMe3cfAEAL4+uAIdrhdYLo+DeoD0yn1xmpH9DUd9T1h/1t3vhGp3/670dWNyxYnm8kVcznec0+ZNZsLd2wO675Tuml0T/gPDQ/fisWntkFKbjdKx6S5s6rLhWEiFcJiy3uJXwi7H95gZMajMDW3r9iqknR+s8jjYY2somL76oxGYCjSyA6mhbrRG4FD6o/qv7IrMwV6s+Z57aik+qNkBz3yCZch6Xi0+qNsCN90+06pcKqr+LJrFNf+0/D4ObBFucFVVZzFC2WNvMHSsrDl69aojq1W1kyh8/LkLz5s9QVsbMvZyNf0/GRWpA31oI+qY2SvNK8fZ0PF6dkBUU4vim2sQzNXV0sdhsub4GNV0DKUXu66xYpX27N3CjLL884z+t56IPLk+/ojT2rTw8WwcISrVPuuBUozHqDSvfVSy2nIqEfNxc2h1tFp1B4IB5yHwcjVfHTdOvMeVDkmbt8zVrrw7xdzSvJBd3Em9IyidEDsPOkH3oU/dL9Kn7pU6/h7bVvpD4oZ5/fQrHnhyS1D1KvY+993/G8GbfITx0P4rKCjH99DitxyJUcGH0FoUyJgTbZ7vGY1zrPtjU63uZ8ugx21ghCF/PPAJfJw+MPfETRh9fZezpGBz5FJqcJexOpWlI9G0dFfcPACNHvkVUVC44HGDz5qoYNMgNpaXNIRQCPJ5240v3TxdDWYIBBkWqg5cDOod3kBzbe9qj3rC6qNrJH9FT/mVqGMap5WaHgQ09EehuD0CEsy9zcORxurGnRUlc9ivJjV2bOKnmgmvQp0i9o32opKDByyHkl+L2ylCFuptLuyPomyWsEqhelX2QVZghsRZK4+7gIXMsFAm0GkMoEoLL4UqO3ew9kFWkeaD3zT1/AVAe/mrO2ckydSKRCOMjhkpEbHjofpx8cQKRL47T7r+STWWsDt4KK275pSvqxQlEUZx//f0VJOS9w4L2y2Fv7WDRvxdTYdetvxVEKlv4L/4BRh9fBb5Qu9+XKgwh9thoIRNj6e9fFba25asWRUVCODjcl6kbPDgOgwfHobCwGeztuXB25iE3l/nvp7Hhqm9Cj87hHSAoESCy3ymZ/yv7V0aLmbovH+qDvvXcMb99VVx8k4OpUa8wNeo1PBys8MfAugitq9yXU1fYkPfdlKkW/J1CmZUGcRpvrwylFKhiXvyPXSaCYU3HYGvvPWjs3VyhLsijvszxo1Ttwog9So2R67eeRucPbPgtwkP3w9bKDqWCUpXhr8ZHDJUI4E+rfaHROCKRUCJQ11xZQilQxYhjwpYJy7Dl+hql7cyZBF9/yf/yx9r6rVoiw48u14tAJRBU8f59YwBQEKjSiOvi4hTDENKBw7lL+b+qekPCiCW1/vDyjUinvlF0qE++ngLfz31wd73yD9kYeFe2wcBGngr+qTtvJWPnrWT8MbAuIp4rD0qvT+QtPspErbJyc7YYvTv/C6p1HQt7j6ooyngvKW82/SDiz2rmi0kXTTZT6SNIf4BbHQDAxNbTMefsZOSVVPj+1XKVTYzwOkuzRAzS5zWREsG13Grj+vsrtM+XjtNKxw90/vnpmP35Iqz9b6lG8ywsK8TySwvgbOdCK56rCCJMiRql0RjmhjI/VFMTqXSX/QPc/PB4Go3tywQCy/H0tML27epXdnfsSMfEiZ4GmJHhYUSk1gypqbTu3oYY9DpiuB3TXCsuhHyh2nYrutbAmBPKb+ijVdQZGl2EjlAgApenuNGh3tAgPNv/QpdpMYr4QUcdydePgV/0AY0n/iJXI0LKzb8oz1EGncxTYtiy639Nt214kvYQW2+sBQDUcA2QqX+R8VSrfp/LnScvftWx+OJcjcfUVKCKSch7h4S8d1qdK405P8wRCATDYm/PRVGReu2hKXPmqN/sOHt2AiZO9NTKv5TtMCJS8+Ly4BLoTFlXpTm1utfXBirrytYoyVHMUiRPdjEf1Vzs8Dy9kLK+uoo6JlC35M/UDfTd+feo0b2aQnlg/wBWidSAvvTTX6THnEXW86uo83UY7Fx9kHjlD6Td1fx7RFd4aiJm6UL37ysdpF6MWKACgJOt7O8uq0g76392oaz/qZOdi1b9MIG23303e3dMaD1dJpyWPCKIsOD8DK38bQn6ZV575pJIaAKTG7M07UsEQCQCBKLyf4UfXwuE5a/5QqBMWP4vXwgU84EyAVAqAArKgBI+UMQHisqA3BLgQymQVwKkfgCyioD0QuA5i7/q5vT+g4LsEBPDvGbw8rJGXJxqTePjY62y3pRhRKTGbH2IDpvbwbuNF1JupsrUtZrXgjLUkb5299s40hOpm64lYk23mkrDUS3qWE1voaoMacF5tu85pUgFgE/CWuPGEnr57vWJsoxTAMAvpM7oIij+gGd7Z+trSqyhrZzPZkyKrD+QrZWdzHEJv1ircYoFsr8ZW56tVv0AzPlca/I76V47BH3rDVTbjgMOVnbdCL6QjyknR7EqDJsp8OudKIxu2Vum7NXMwwhcr/6zV4W3ozsWdVL0Y6aTFMCUMNUNPPKbm7Td7GSq758OISHOehGps2Z5YdIk1StHs2Z5AVDcdS8dJ9VUYUSk5r/Lx/kxF9F1t2LO5by3ebg83XDhjtwbuCH//Qe17RJySzD48HPKwP5vsoqNGkuVSfhFfBQkF6CSTyWFOs+mHmg8oSEe7nxMcaZhaDKpEap1UcyYJOb0kHMGnA27oBJ74bdk0zRacWR/wgItd/cL5DaFWHF5SlqyD/HnlJSfiKXRP6htv6TTWnhV9sbOkH0WseTPpO/p5Mj1GNykK+ytKx5i/Jw8UbQkGn89/ReD/tRcvezuNw9DmgYrlBeWlShNS0owLOYsLnVBOm7p0qW+WLaM2YyFixcnYfFiX5w9m4eIiBzKNv36uWD8eE/s2MHOqES6wlgIquLMYkT2O4VaoTVRd0gdlOaVIe7kW7z+i5nA63Rxqe0CnKHvr2YuYlQV0ZP/Re9jPSjrqgdXg397P5wZeh7CMub9aVTR889u4NkoF0Opd9IMOBt2Mbed4s0+LlsxwXKJoBgO3IoHEBueLYqEmj/N2/Bkl4uK+epXI5QxPmIoQk70lFkt8WzigdY/tkLanTTc/qn8aV++jRhNLLEhQRWZiugIVAAIuzgbK7tugpu9O3oH9UPUC+YymIlhIjsSE+gavJ8K9xU9ULj4okJ53/pfoGhJNOadC8emq3+q7ef8qM34vHpjpfUeK6ivWQQCWzh0iL6bmjYsWZKMxYt98fffAdi2LanpZHgAACAASURBVA1TpryXqd++vZpkw5Q6a6smTJ1aRfJ65Uo/zJ+fqKK1fmE8mP+biDi8idAsLSOTuNVzNdrYbEUkVL2kybPlodfh7ihMK8KFcfq/udbqXQMNRtdX2+7Wijt6nwsbqefZADUpNi6tvrJYoayYXwQH6wqR6mjjhKIyzUWqo5xvazFfs2QJ1pWs0Xh8Q8ooHr6f+6B6cDWc/PI0wJEVp7r6pneq1U2r8zZeW4VlndehU63uehGp5oxIJMKbrCTU+pixTZ5VweOxKni8TmPUXPclccUwMSzR2vrpp5UgFAIJCaWoVs1G/Qkfkd/gpCqs0zffvMH//lcLkydXweTJVSjbTJzInEAFyhMFiJk3z5u2SNXkfdGFcZGqzDrCJMo2aQGgXNY2F9osOqN2s0+bRWdwa3kviOSWbyP7nUKPP4JhZa/8T+5QxV4m61PW0yzEn3+P1DtpKPugGEieDv4d/FA9uJpGDw85r3JxZfZVrcaThqkd+Ybc2c/lcDHtU0WLoLJl6ficOLjZVwT0r+FaC2kFKRqPW8NF1iIQn6PZCkjTKY0lFlJ5mkxshAvjL5UfyOkOXa8VSfmJCHCjTv2rikZeTQAAyfnMWxrZDBOpUQGgweYh4HG5yF54FtY85m4jpQI+nJd2Zaw/AkFflJaWh+wTZ3oSiVpAJGpBS5hpIt7+/DMbf/55F1wucO5cHTRtag8A2LgxDStXJoPpZ7lVq/wAAE2aPMWkSVXw3Xceas6oQB8xVBkXqepgQsD6taN+gjdnavWZqbaNY7UGKPuQheYzD+HuWsWNDKcHn0O3fV1g40jvic+tvhvc6lOnVdUnTAhUU2VHyF6FMlVxR5PyE9HMp5XkuJZrIG4lXNN43JpyoawS8zQTMrauyjda3V51F20WtsSVOdfKw6FJXVR1taT+cmcrfgouT9VpzbWmzMoljw3PBgMbDv14/jatxiUAAqEQTku74uWMP+HvTG3h0YTRx1fhjweW6YNOtRHJkiyTpvb+J03yhLW17Ibf3r1fISoqEA8e1EeTJtqFAlSFUAh06aJZaMycHIHGwvGHH7wBAA8fFmHcuHh8950HUlObwMtLu0QxumJwkcoEfu39VNY7Bzgj93Wu0nqqzVJ0MJb/aqNxO/Ah8QXurO6Put+uxPMD82XqHbwD4NduMDKfXMK9DYMBcNBq3t94e3o7sp79B0FJxfLv2WH/yFhL2URRehH++Y4dvnyGhgMOdobuUygXigQoFZQqPS824xl61ekrOW5QRbmPnyrkz4vNfEb73BazmuG/ucqFccajTNzf/BCddnRA6t00RPavEKS6PrTmFGfjSdpDNKjSGFt770FM8h3surNF6VJxkEd9TG87T+Z8gm7U3vA1AGBryAyMaRmi8fm7bv2N70+yd4OUOFe9paLNTn5z/7y2bSuPmLN8ecVGqZMnyzVH48b2mD7dCxs3plKey2ZiYxsCAAoKKvanfPttHA4cqImQEGdERirXVfrCJEWqrbNqS2DQN7VV+jOaymYpvy+GwKFKDTzaNVFS9vzAfPh+NhBerfvg/sYhAIDClNd4eWSZ1Jki3F7VR2m/kf1OofnMpvD7nD0W6X9nXkXuG8P/ANgClUAFgImRI1Se9zJTNtatZyUvrcb3quwjc/wqk34M3fx36qNpfEj8gIsTL8mUMeUWtPXGWvSo0wd96n6Jpj4tsTOE+rOURiAUYMpJZjJRMRFnU36jla59qtrRr6pOF1eAKZEbMCVyA3hcLnrWaYsedT5B54CWcLV3RGUbe2QW5uJNdhIeprzGmdgbOPlCc4u/odBEmNIRcWVCwGaZ+nZshK2C09vbGnFxDVGjxmMMHuyG//0vC8nJZQpL7qoC3GuzPL14cfl9s6xMhB9/TJKpW7gwCcuX+2LDBn/ExhZLhCsTiN+HpnOme163bk6oXbt8RczJqWJvwcGDWThwoCYiIgLh4HBfLwkLVKEXkUrHUqftDcre015tG6+W6peetLGmGlrcJv57kLI86ephJF09rFPf99bH4N76GFZYVfXtw8xmRjWfgNb+bRXKz7yMxF/P1P+NhVqGnFLfL70LUYvZzXB3rXYpj5n0Xz8d+zdOx5bH1Gzq3QLBtXvDu7IP7K0cIBAJEJ8Th2fpj/Hv2wsyaWXNFX3s6qeLQChE5PP/EPnccKEHpXmdlUhb5DNhJVV3vigMKFC+GMJ62GpJffGiAWrUeIzU1DJs3JiKnJymcHGJUZzLR3EmELRAWFiSjPVTE7jc8j4A4PnzYtSr90ShzYoVydizJwNJSY0RFRWI48dzMGCAYlQWtmFvz8WZM+W+/VRilsu9C6GwBQoLm2HNmhTMnWu43f6Mi1R9C45GYxsw0g+V4PxjYF1WW1lVbZyiqqOz0YpgHDgcjlKL3y93tuJuEv0kC2WCUljzKlYXetQOxemXEbTPDw7sJXNcrEFCAG0Fqj6JSbmrkPSAoMhNLx+0SWU2riOBGj0mL9Q7VIKTDS4Qdeo8wdu35ZbUQYNcUbeuomgEyi2u7941kmxwKixsBi+vh8jPp/+A36mTIy5cqCM5phKoYpKTy9CgwRM8edIA/fu74PjxAPTvz16h6uTEQ25uecB/f/+HlG1EIqBKlQdIS2uCOXO8sXx5ikafny6Y3HK/VyvdHfQJ6onsdwr+Hf3g29YH7g3dYWWnXXD39AcZSLychMR/E9HrqGXHPfSu7ItPqn6ObrV7gwPqLFsvM59rJFABIPLFcfSv/43kuE+9rzQSqdLnAkDE86Majc80lhBgnw285VNncyMwT6p6jxijYmzBqQ2pqWWwty9/SN60iTqm9qJFPrh4MR82NvckZQ4O99G+vSP276+BatUeAVD//q9erfgDdu6sfvPS06fFqFr1EZ48qc+4QFXlvqApw4a5Y+/eGgCAdu1eIDFR+cbT9HQ+qld/hPj4RsjLa6qXnfxUmJxIpUvw711wbsQ/SuuVLfdLl7PZqmoIEqITkRBtvCC+bIZuwHm67S7F/YP/PVLc2U+Hc69OKghNunzdSFEQXnxzVqu+pKGzoqLJqov4c2RawFZ1ro4F7ZdbpDB24ChPR6wtbEliII+q5f/qzkC8nj1A/mM2jKXBoVryly8zltBVFfZpyRJfLGFgXiUlIo1FWUJCKZydFd0P2MS+fZmIjS1GZiYfL1+qT+Dy7l2pwcSpGJMSqdaVrdU3+oi6zVXyApTppX5tfT11cZdos+iM1ucSjIu2AlXMs/QnqOdZ4Qozv/0yrLz8o9rzOtaUTUcZk2weCRRUPRxYoiCloq41/eupOfNVA2DdNe3z0dPhdpL6NmyGjt+tsaGyMMoLKrpxTNmMthunlHHjRoEu09E7JiVS2y5tQ1l+7cebaLtMsa7hmPp4vJv5eGXGQpV/KfE9NW3CQ/fj5ztbcU/DpX4xW66vlokQUM25Blr7t1UZM7Wpt+LFK/z2Zq3G1ycO1g4an0MlRDVJt2oJ2OvBkmpKiN/9kg7lIlVaiDEtui4aLwmjWSMtOsX/MrkcTjA+OotUqicTOiEgOJy7Gj3V2LrYwqmmk0J5XlweMh9nUp5Ts1cNPP8jFvxC4ntFYD/ftZwCAJgUNQICoWZO6aKP/0n7uo5qPgGjmk/A8ksLkJBXsd7o6+iHRR1/UuiDL2Tf70Qc13T++emY334pwkP3Y0rUKFpB+1VBBCshYw7gvgbInAM09QZiNEjUpqmIzZ5b8doU/T9NCVO3lBJkMYglVfoJR9svUIct7SjLry26CQCI2foQTacoBjLvtKODSt9UAkEblC0Zy4sfqnZcDhdfNxqK9jW6UPaxvffvWHZpPhLz3ms0pylRo7Ct928K5Qs7rKB3PkNxQ5mgQZXGmNRmBrgcnkSUzjozEeGh+7G19x68ynyBdVeXKz1fnQgV/13EPqnmiqqYqJaMNRdwsweyioAll4H74zQTj8raisUrEaKGwRIFqaVZivUmUrUNPEsFh8tRmspTnFP+/cUESpFq62wDWxdblOTIOgVTbZySL7P0jVME/SAUCXHo4V4ceXwQq4K3wNHGUaHNjx1WYs+9nRqlOOUL+dh2Yx0mfzJL4zn99G+Y0ixNhmRb799gxS2/LKUVpCDs4hyZeY2PGIreQf3RO6ifRIjeSriGPfd2ajSOpVhSjRkvVQwTyQ40Rd0GroQZQOnHxYrFl4Cw9sCGbsAM3fcMmiVs8DllAksUtaaO3kQqk1+GTjva63R+1187IWrAaZkyIkAJxoYv5GP2mYmo414XMz5boFA/qvkEVLZx1Gi3/eO0B9h7/2cMb/Yd7XO23ViHtzlvaLfXJ/+8Po3k/ETcTLiqtE3Ui+OIenEcnWp1Q8eaXZUKVLJBikDFiKZAlUqAnZQBve424PlkIlKVQSzDxsdSBbbOIpXuB5ea2gQ83l08edIADRooD4RLhYMX9caJk1/KCs/Tg8+hxx/BCu04XA54djwIig0TfBbQX1IDQ2WIMmQmKqbHovPZa5oqT5+7QmMzn2N8xFCs7bYdjrayftcDG36L9IJUPEqlH8rk+vsruJHwH1Z22QhXe3el7VLyk7A4eq7SemNAJ8uWmItvztIW8DY8G1Sp5I2GXk1w5mWkxSz3ExT5rY+i6HqRSYQYQf+Yq9DU5/tixJKqzkfi+++r4MiRbAiFwC+/pKNDB0dcupRPq++GY+pTlhemFkIokF2e5Bfx8SGxAJX9Kim073EwWMGaSrBcxD+q4uLmePq0CHPmJOKff/JUnjNwoCsOH87W25xmn52E2Z//iAC3OjLlk9rMRNjF2Uj9QH9nh0gkwrzz3wMA2lXviJ51+sDZzhU5xVmIfH4c199fYXTubETZkv6Zl5G0+zBW3E9DjWuMpXhjQ8QowZiQTJCawYhIpdrdL02HDo7o27c868KmTWn4+efqtEVqzV41KMsvTLhEWR49+TKlZY7D5SCwfwBeHWdvejKCYbC15aBPHxf8/nsN2NmVZyJp06YScnObomnTZ4iLk/Vf5vE4GD78Lf78sxaOHr0LIb209lqx9r9llOJqSae1Wu36B4Ar8dG4Es/OIOvS6OInKr+0T5b6CQSCMSFilBkMsrtfLFDFfPddPK3zlC0DXxh/CVCxx+PkV2fQ64jil6Pe0CBU8nbAgx2PaI1PME9KSkQ4fDhbxip682aBQnaQKVOqYNOmqvD2foB9+zKxb18mnJ15SE9vgvr1n+DVK/UZOrRhfMRQLOm0Bl6VfWTKt/f+XSPxFdBvDjwadVLbjokLKRMXZFXvTduMUxxw8MMXS1DdpSZl/W/3womgJbASNmxWMqbV2dLev7prqKWKXr2IVCb8Ezrt6EBZXphaiMLUQpXnCvnKTV3VulYlIpUggzJ/061b07B1a5pMm9xcgUweaH0RdnEOdoTsBZfDlSkf0ngkDj5UDDOlCnUXPm3q1PXLBuytHbCxxy4AwMEHe/As/QlyirNgzbOBn6M/2lZrj5HNx6N77RAsif7ByLMlsAniEkDQBS6PZHNjCqNmnFIlZiv5UG+WujD+Eq2+ry+6iU+VZKhqPrMp7q1nd05dAmFS5AiZLFIA0K5GJxx9eggl/GK9jy8vQk3tSX7+F0sBKFpf+UI+XmXF4lVWLB6lxmBcq6nGmB7BRGAifirBsnDwDtDqPJLaXBFWpkVVtsyf/iCDdh8ZjzLx76yr+GLdZwp1fp/7okrzKjgz5JzWczQW+ooaYMmwdcelCCKMjxiq4Ku5uecvmBAxDCJVPi8E3E26he61Q/Bp1XZKN4qpC9VliRuLCASCbtQfuQ4iLfYPaLvqZc6wTqR2Du+gtO7GYs3ymue+zkXGw0x4NFYMw2PtYIWO29ojevJlTadIsEDYJmRXdt2EeeenGWw8Wxcvyb8lOakGG1cX/np2GIFudTC82Xcqxej8j1EQCARpqFYO9LWaYCgLrCFWQ8RiSt04Vg5OaDHrMG4u7W5WFmierQM4XCs83j0VlXwCUZD8ythTMmlYJVLrfF1baUzUs8O1S216Pewmeh/vAQ6Ho1BX2a8SuFZclT6sBIKx+eXOVoxtOUWmzNXejfb5TDyBuzfsAADwaNQJiVcO6dyfoRCnTv22yWjU9awPZztXlPJLkJj3HneTbuLy2wtGniGBLZiaO4sYOr9vTd4X0/2ZI/IRjKSNGC3mHMXrv9ahIClW4+8UW62lVGFGDWW4YY1IdavniqBvalPWvYmIQ2leqdZ9nxxwBr2P96Cs63WkO04OPANhGRGqBHZyN+kWxsqVTYgcpva81yfW4PWJNYzMwb9D+Xh+HYYqFanSF1i23cQOPPjV2FOwWIwVa9ZSMHXfcXOiwahNEJYWI+NhuVHt/cXf0GbRadxcSq0/pCF/M2pYIVKt7K3w2cpPldY/+e2ZTv2LRCI82PYQTSY3pqzvdbg7smNz8N9c+nnSCQQqmApntGvXLowbN05yPPXkaGzp9St+vDAT6QVpjIyhCRwuD3dW90fLucfh1SoEqbcVA+Lr8yJLwkTpF6pwP+a0BCuNMhEnX0anDVvx7zAMCZf2qW+oBFP3jZS2/BnK4tdy7jFkv7iOJ3sq3IeS/vsTSVcP6+3BQZVF11wwukjlWnMpU5mKkU99qi3vLiTAr70fPBpRp4l0reOCbvu64Oww7dwKzBmeDQ9u9Vzh2dQDDl4OcPBygJ2bLXi2PPBseRCUCCAoEYBfLEBRehFyX+fiQ2IBsp5l4UNigbGnbxDkRaUYd3d3TJ8+HQsXLlRoTwVVHwBQKijFpbh/aAlUXW4iVBfSmr2n4dXxnyAoKURhahxq9JhEKVIJBHPBVMOv+Xw6AADg98VgpSKVzSsepkzavdN4d363YoVIRD5nHTCqSOXyOOh1WPkf7+r86wqpT3Xh+qKb6La3C2ycbCjrbRxtUGdgIGIPW66js5UdD4EDAlCzZw1YOdD7eljZW8HK3gq2ACp5Oyh9EHh59BVeHnsNQbHmux61oWhJtMrd2T6O7vh37A442jrgSvxDjDm+CrnFHxT6AOjt8lYmPNPT0xXKxGJUmbil4n+P9tJqx2RAaFvnKqjSvAfiojYDAB7tmoA2i87Azs0XxVlJtPshENiC9PefrlXVFLBx8kS1rmMRd3ILavaaipZzjuLOmi+NPS2LgVKg0kAbo4Ipfj+1xWgi1dbFFsG/dVZaH9X/NEQi5kPsnB3+j9IQVwAQNKgOggbVwcOdjxF/7h3j44eH7tfL0uXKrpu02qVs42SDL9Z9BntPe8bnJE/tLwNR+8tAyXFhWhGuzLqK0nz6/sbq/NvoiElrnhXyFp0HADTaMhT/b++8w5q63jj+TQiEPWRPt6CIC0fdu3Vhay1a67b1V9x7b62tHQ60KFj3aK22asW9FUcduOpCQVDZyJ6BjN8fMSEhN8lNcjPA83keH5Nzzzn3kOTmfvOed6QVvsPQoF5IXxCNI0+v4Ks/l9NejyyqLKmqsLGxQXEx8xZnulG2ygj6djOs3evh9uoBcu23VvZBu6WnwcvPxINw9b6xhA+Hmp6yy1T9PWt/EgaPdp/h/vrhKC/MRmbsSbSYtgftlp5G3IFlyHtxS9rXUOtXJb5M8TU0FuS1UI1RRKqTvxM6rVHug1qaVaoXgSohetBJlUIVAJpNaIri9GK8e5Stt3UwSdXKRHRoPbcVPNt76GE19LB2s8Ine3oBIiD6c3r5X2VvguospcpIX3BcYa4dscexI/Y4Sldc0jrQQxNLqiwtWrTA9evXtTqnPrF2r4fYX4ZAJOArHLu9egD8eo4zwqpqBvou+VhT/Ul1hUo4VW2TiAYqQWqKgkKy/thfhoBfUiBtfxA+Cl6dvkSj0CUKPzT1iSm+RoTqi8FFauDYxqg3kLqONgAIeAKc/5/+o0GPDz6FAX+rjrhrv6IditOKcXGi6edStTDj0u7r29MHLZQEkRkFlriAw/2ND5F8KUXvp7M25+Lbo8qj3scfWYN9D84AoB+ZLGtFpbuFz+GIL7+hQ4caTKRqcgNR1Vck4OP12a1MLIlAYIyqPxSrXoeaCihl1kBTEmLP9s6HsKJMTqBKSL12AKnXDmg8Z3UIjlIGhyOfbtLMjAUBg26DusLUZ4ciq2aNxKAiVZ318t66B0iJMYyfm0goomVR1bSAAB2qVhCqijbuANbm1PllqzLgr75gmZnmp7vl1OZoObW5RlW1/F38EPdOc7eMQ48vKj22std4qUilA5UFlaqt6g0zIiICc+bMUQiq+tDRt5VRF6qDhbK4wtgrqBmYkhBVRUGiYonvugOmwrF+a5jb1UJFYQ7yEmKRfHkvrb/JUCmt+CUFepm3QQN5g01AgCWePCll/DzGpk4d+oap6oxBRKpzU2d0WNVOZZ+HEf8ZTKDKokqoPop8jJJMZj/c2ghQdaK2aj9l51AnyKuSeS8Lby68Rda9LPC1DHbybO8Bv56+cAt2pT0m5Eg/2kJ1eIuPsfS85g7rgwO7KRWio/9apdFcdAOfZOFwOHj58iUKCgowd+5crFy5EkuXLtV4HjqQ5NwfFhv+NfYKCMaidp8J8Gj7qVybxfvgR7dW4p1DU/BJlYXp9fToYSf3/JNP7GukSO3Y0cbYSzAIBhGp2Y+zIawQgm1O7Tcp5Avx5vxbQyyFkuhBJ9H/r75gV7Ewvj7DXOAUXaEpi0RsMhFoRVegxh9OwLO9cTqfT0LazXSk3UyXPg8Y4Y+Gg+urHRdyuJ9KP1VbC3Gg16xOX2ksUsv45fht0HylIvXs2A0azacpXC4XGzdulBO31tbWWLp0KVauXMnYeYjwNF2YtMhWtTyvu8nc3ITqg3PT7vBo+ymy7p/Bq+j1CsfNbZzQatYfcG7aHdmPDVNgQd13kD7cCkJDneSejxvnjHXrqkcpZ03o18/B2EswCAbb7j8x5DSlUCovLDeJ3KQnvjiFXr/1gJWLJQDg8tSrjM5vzGTkVCVhq/L6zBs8inys97U83xeH5/viYOlsid7beijvyALar2yHm0tvUR4+OExc7pLNYoHNYkGoQaCd5w8hyF1yBqUrLqHJhq+QUZSDL5r2QNRnczHvzGZsvHFI2peuT6qyoCkJsoLU1tYWq1bJW2tnz56tNguAsfh9SID6Ts+n4yslh1xtzDG8uRtaedmitEKIp1kl+P1hJrLIvrReyDGi0UidT6ix5voQqNtvEgBQClQAqCjOxb21w9B80m8GE6nGoFs3eUtqYKD+M9cYg2HDFEtjDxrkiCNH8tSOpSpzaqoY1Cc1etBJeHf2QquZLQAAJ4edMVjOTDqcH38Rdfr4Iek086mnZOGwORjUZCja+3YB14yL3LIcHPhvNx5nPFQ5TlX6KlXHlJWEBcR/c+m7MvqLZ4iy7DJEDzoJSycueu+gTkXmEuSMeiF18So6Ua69a92W6F6vFRxW9saPfSahePlFjaL8y/jlsFrWHV72Lrg6fjNsLaxwIeEunFZ9gjK+duV3Vd1Aq95ss7OpM0asX099czE2Xx18Lvf89yEBCm3K+H1IAL795yU23JAPiLPjmmHboEb45sgLhTFMWBn1VUEp8tOGKOTxMf9MEtr52mHyR17S14Lu6yLbT5PXkoqHYfLPt9/XeiqCEtT9ADUkqr5nEk9sQoPBC1B3wDRpXmNZJJbU+MNrFI6ps2hWl3RSnp7mlO2ffeaIo0fVi7fqzuHD9Wtc1SmDR/enxKQi+0kOnJvUMimBKkHfAnVi2xlo5tEKh58ewMJz01AuqEAtK2eMC56Aye1mY2L0aAhFQsbO597aTemxnOe5RhGospTl8nAi9DT6H6L+ogsc11hBpJ4esw6nX95CuYCPGSfC8b82n+La/7ag09YJGp07teAdGqwdorJPTc/7qCkbB9THu5IKhPevj2knEtT2n3cmEYU8xeu8kCeAtRL3H1PGnmuGsH9eAgBuvClAepHyHzVUFmhdBCkVzdzln088wej0hGpE9pMrsPVtAo+2n0r9Tyn7Pb6s0KYvoWnoLAGXLzeibD9ypOaJN2W0a2eDW7dqTqVHo+RJLcspQ8o106hWk+zlAwDwSU02yPmaebRSsHi+K8nETzEr0MQ1CMu6/4hlF+coHa+pb6vEak3F9QWm4bwm5AsBEQAaSQckOU4H7ZsvbbNZ3gOlKy6BxWJplF9Xk3yoH7pYZbOAHZ/7411JBWafegVvewvs/cIf3xx9CR6fuR9V1Q1VH1kqCzSTfBWk2FZuer/7CQbk9ekteH16C+qGTIdj/WCY2zqhoigXeQmxSLm8F+WF1SPvt7Y0amSp9FjDhly8fMnTy3nVbZ8zLZDDwpQHIt+8GQA2u+YIcqOWRdUFibjUBkMJUmU0cPZHfLZicNKYVt/i4ivVqY9UbfdTwbGifos1SfNkCKI/V58OrGDpOdxLjUO3bZMVjlkt647SFZew78EZjD+iuJ1FBR3hqW1if1m08aUzFf+7vV/4w4zNQtSdNIz5u/Izm1JQjpF/xcHcjCUVX+cT8rAjNl1u/He96kAIEX67k45byYXgmrHRwtMG49t44OcY/VyHXDPq9oujgR70KssqZd6ZRDmxmVFUgRkn1VuU9cH+z+Wf23xvlGXUeKqjX21itH6DP+lgaDeAqkIxJ4ePWrUq738vXjSFufk98PmmkzNVG9hsYMsWP7m24mIhbGzEO1MsFuDkZIbcXOW/WDUVzcb0YTW4SJUVl8YWi8ZgQvQo/PjxJthzFSPzDj3ZjwsJqrdHtMkSUFMYf3QN/nx0QenxD93aqQ9G/qU600OFQKRyC3v033HwceBiaJArJrT1RClfiGdZJVhwJknlVrkuvJxK3d69ju5zv83naeSPa0hKSBwagSDF2fmhgrgqLGwBK6vq7bidnt5c7rlAIIKPzyPk5lbumubktKgx7g3V1pJaXQWuSCTC3DOKlkA6GDNDgCmgSqASdKPqjx8mP2vJ+TysvWaY67WWFeBrr/z4yeFAv/2az/vbZw1hY6HERAvlvqbKKsf06QAAIABJREFU2nUVsK+nyz8niRIIHzJnzjSUe37wYC4AoFu3F3J+qpaW1c8PXpY2bWzg6iov2/z8/kNenqLV9P79xmjZ8pmhlqY3qq1IlUWVX6mhfU4JHwbVwaKtrx81dCLSNRVhTAQUOXCB7LnybQm5QH2ZtIl9G2g39/ijL+We6xqVLxvdrymx/wP8qmzE2JKtfpNj7dq1Cm1r1qzB/PnzKXoTtCUhoSnq1ZOvvjR06CsAwJUrhSgtFcLKqlKcikTB8Pd/ghcvmAsaNpTV8vZt+e+Lbt1eIDW1QroGWctxixbWEImCq71F1aAi9ZSru/pOBAKh2iMr4KgEna4ij4o8int/g42K6ahy5wFOP2p3DmV/i6Ho0wBo5Snf1n67wU5PoImFhQVsbW0V2p2cnGBmZgaBgES4McHatT4KAnXZMvmgbGvr+wrb/nFxgXBze4isLL7e18gUDx82kXv+4kUZrlwplGvz93+CuLhAubYBAxxw/Hi+3tenLwwqUoPMxTnM8oVCOLDZiPP0hn9aippRBH3gP6wh4v54qb6jgQgYTp06RBeY8FElfq7Vg/pOim0SIdpvv3ibX4KjJfDPl8CnB5g5tyqraNW2hBzdrDenhss/T8wD/qXYJKLKE0swHFRWVNlj06dPV3rc0BgzD6wugWRffVULM2fKG74yMiqwcmWaQl9r6/soKWkp15aZ2bzaWBnXrvVBs2byRQn8/Z8o9HvxogyjRiVhz5460rbo6AYYPjwRv/+eo+9l6gWDOWg89PACAGwtKkRguviXjg2LhXPEuqpXMu9lUbY3GtIQLDaNnE8GouEXWu7DEj54rM2B+CrBUiuvAHnv9eCpeMUxA/2B6R9pf04qK3DVtq8OPlf4t+R8ktbnXNhZsa2eYs52gpHp3bs3LCws5NpSUyute1ZWVujWrZuBV1Xz2L+/rkKbh8cjyr6lpULKY5mZzSl6mxajRzsriPEnT5SXldu7VzHN2P79dREe7sv42gyB3kXqr061kOzlA2c2G43SUrCyQGx2lviINjY31ymdFEE1t1bdUXpswN99weYY15Gcbc5WmXoq/sgrA66GUN04+iVQvFC+La0IWHZZvo2q2tT6T4BRWtyjfh8SoPSfviheCKyuUkWYiQpaBGZZvHgxvvjiC7m2yZMnY8UK+Tdr2LBhsLKqmeU69U1EhB9lSiR1VtGMjAqFPq6uHIhEwXj6NFDJKOMyb54Hdu2qI9c2cmQimjZ9qnIcixWL+fPld6mnTnWDSBQMDsd0jFN00Ot2/wFnV3Tiiv1F5uXloqRKonWf1GTEe3rDksVCspcPIosK8V1B9fWdMFVeHopHw1BqS2X/Q33w4mA84v5QLE+pb5qMDkD9z+qp7PNsD7N+i0zxoWdaMAXufwu08JBvyysDvJTstLJWKG6D7/4MaOoGzD1H75xM+NFqOkfefLG1WJaLidR9TQ1TKimqb8zMzODrK2+tio6ORkWFOLDl+PHjGDBggPTYhg0bMGnSJPD5xvWLpFvSedq0aSgro+euou04dbx5EwRfXwuFdm9vagsqFVzuPfB4reTaGje2xKNHTdCsmWrxZ0hOnGiAfv3kIyTXr8/Avn30tu1//DEd//1XihMn5O/9FRWtsGFDJmbMeMvYWvWJXsxoN9w9kOzlg05cLspFItRLS8H+EuoyXQ3SUqTCNMzWDslePthZy0Ufy/pgef67agHaaEgDhBzph4AR/gZZj7W7Nfrs661WoF6Zcc0g69EUXRIbGzMpMlNoKrLobI1ryqAARYGaUaw+IIrK+jinA/AgTKflaI2612FooDhrgSyZxUDPParnZa3Q7B9BN7hcLjZv3qzQfvz4cenj6OhoJCbK/7qIiIigDLAyRerUqaPVuDZt2jBy/mvX/JUKVEmEOx3Ky0VgsWIhEMgbzYKCrCASBWPNGm+d16orpaUtFQQqAMycqVmWopMn8yldA6ZPF1tV2dUgIxdjllRHNhuP3/udAsCd8nIMepdJa2xkUSEiiwrRlWuJ/c4u6G1piWQvH7zi89ElM12hvzL3AFVuA7LHUgQCtMtQdK6uyRz//BQGHFZezxkAGg6uj4aD60ufp8SkIvlSCt49egehQLsqHW7BrvDt7gOvDp60yp5KiP78pLhUqoFRJiLpONhTpfuoCSlATInxrYCtIYrtR58Dg/6kNwdrBZA5B3C1rmxr7i62snbbBVx5zchSdcLRUpyFoCrD/gYOPDb8egjKCQ8Ph6WlfDnOoqIizJo1S6HvmjVr4ODggJ9++knatnbtWhw8eBAXLphWHuiJEyfKPQ8LC6MV8MXhyMuKESNGICYmRut1KPtOPnYsD59+qn21Nw7nHvbvr4uvvqol1z5vngdatLBGnz6GDyy+fLkRuna1U2iPjMzChAlvtJpT4hqQnt4M7u7yWzICQTCsre+jtNR0S1szJlLzhEJ89i4TQ61tMCcvV6s5rvDK4JOaDC6LhStuHpQCVVsKhUK8FQjwqKIcPxcWMDZvdUEkEolLjx5WXXpUFu/OXvDu7KW+I8MYS6AC1GJUV+tnTbCemgILOyv6ZQJA6CHgLw136dx+Bv78AhhSxRXt8hixRdZ7LaDl7zKdGRIoXltVBCIiUE2NuXPnKgjU9PR0LFumPL1Cfn4+pk6dio0bN0rbhgwZgt69e5tUDtXmzeUdtun60FKJ87Fjx2Lnzp0ar0HZd6dQCJ0EqoThwxOxcGEKkpKCpG1Pn5YZXKCuXu2NhQs9KI+Fhb1BVBR1ALQmeHg8wrhxLti+vba0zdbWtAUqwLBP6t3yctwt173UIU8kwkcqLJ0kMb+WiIDoQSdVBioZm8vTrhpNoOoLWeFLBKvmDGgERA+jPmb7vfbVlob+BXzko5gY390G4C8Fuu8GLidpN7e2NHWjFqgVQsBiFfUY2dytZiwW9ob6y7kRTGnvhfYUZbiYzlNLBZN1700JNzc3rFql+IZcvXoV+/erL2nG4/Gwb98+jBgxQtrm5OSEqKgonV4zpggNDaVs/+6777B48WKl49hsNurVU3Tj+uijj7QSqWx2LIRC+e/MM2cKGBWRr1+XSxPhv3vHR2CgYmonfRMYaEnZ/uxZGSMCVcKOHe+Qk8PHkSP1cedOMYqLTVugAgbIkyq7zW6KFaE+RMEbPegkAKDTmvZw8qdIMGkEJGsyNRITg9Chg2kGb9VkBvoDh0IBZZVIp54CNt3W/Ty1N4j/PzsS6F3l3nppdOXjjjuAG3qMM1jVHVjchfqY11pxxoKqNPewwZhW7hCJgPX96mHGSeWZMAwhSD8EWrdujfHjx1Me0zRAKCYmBjExMejdu7dcRgCJOL9x4wZ2796t24I1xNLSEuHhlXnNCgsLMXv2bOmaXF1dsWXLFkyYMIFy/JYtW+SeHzp0SCp4o6KisGvXLty8eZP2ekSiykpKxcVC2Nre1/RPoo0x3bI++ywBbLZ4+x0Abt0qxkcf6eeaPXo0r1q5oNWIsqiy1OZwEOXkjKbm5kr7CAGsKyzAhg9w21+Wa/NvwsbTBp1/6gBzW+Wvl76oKKpAzJzrKE4vMfi56eDmxkGdOha4eVMx6E9iEaXrq0pQjwMXiOgPDA9S3ietSHn0vi58vFdsQU2fTX38+jjx/y+ygeGHgbup1P204cIooIdiykcA4nyvVAIVAOZ18ZUTnzs/b4RvjogtTFUrY1GlxyLClT6DBw/Gxx9/THns0aNHiIiI0Hruc+fOwdraGv36ye9wdejQAR06dMChQ4dw/vx5reenC4vFkhOoIpEIs2eLL4j9+/dj+HBxJQk2m42wsDBERkbKjf/ll1/kni9duhQZGRkICgpCQID48zdmzBj07dsXS5cu1XBt1UdUaYtQKP47/fws8OaN7jvSNYUaJVLfevnQis1hA5htZ4/ZdvZokJaCMlEN21/WgOK0YpweKc6/49bSFe2WMhOJqYqk02/wZNsTrYOxDEVGRnPUrfsf5TFlX5rq8vcRwarI9oHAuJbq+x15DnxOMzhKGzKKAc5K4M0MwEsxdgEA0MgZuPPekLb7ITDmqPbn29QXmNxW+fHaG4A3KjLybbubjq2fNYSthRnSCssx9vALmLHE34CyAnTTzVRsuilW1fooR1tTcXNzw8iRI9GokfJqeJcuXcKBA7qXLvvnn39w7NgxrF27FjY2NnLHQkNDERoaCj6fjyVLliAnh/nKQaNHj0aHDh3k2sLCKlNeXL16FXXr1pX2admyJaKiohAeHo6kpCSsX79ebuyOHTuQkZEBAFi/fj3GjRuHdu3aAQDc3d2xZcsWrFq1Sq7IQXVCn6KZCFR5aoxIveLmIRWof5QUqwzeamlhgYPOrrBisRDv6Y3A9FTkC03fN0PfZN7Pkm67s9gsNBraAJ4fecDOT8kdmwaFbwqR9m86Uq6moiiFOg2ZKTJokCM2bsxEUhL9LwxD/NrnsDngC6tPvWk6fH1MtUi98Va83a4JVGVB6aRaEogA73XKo+slvC3QXqC28gT+/QYwV5L+5W0B4Lee+pgs117n41ZyIX77rCEWnKVOnKquVCsRrIqMGjUKHTt2VNnnzZs3WL16NaPnFYlEmDlzJsLCwtCypeIFweFw8MMPP0ifM+G7OmPGDKmVU5ZFixYptO3evRspKSly/qrPnz9X2OLfuHEjnjyR9+vcsWMHGjduDHt7sW80m82WBpfFxMRg3759Ov8thJpJjRCp6xydUJ/DwQ0eD0Oy1TsZ3y8vR8M0cTWGZC8fPPHw0to3la4vZeTAvQCqTxJ4kVCEuD9eIu4Pw6fhMCbt29vgxo0ArF2bgWnTTCvZ8TfBk9Da+yPcT7uLqDs1qx4mawUgWApIKvWmFgLttgHJRvLIySurFLVdagNXxlQeE4roiUhZRjQD9g5S3UcoAlx/BnKUVzyUo1wgwq7BDQEAuwZT5ziWiNAJ7TzRytMWlhw2brwtwNbb6RB8wDtIqtizZw+OHz8uJwgBgM/nY926dUhI0D2qXBWy2+jDhw9Hly7yzsq5ubmMZQHYtGmTnKvChAkTIFRhsDl//jzOnz+PBQsWSF+fSZMmISIiQmnaLQlz5swBIM5k0LNnTwBiv1siUPVHYKAVxoxxRkCAJRo04MLFhQMnJzNUVIhQVCREXFwZ4uN5uHOnGDt3ZqOkhPq9N6a7RY0QqZ9ZiRMejs9VrFnLJKYkNIPcWyLIvQWauDWFPdcR5mbmKCkvRnZJFpLyEnH6ZTRySt8xdr5v20xFS0/mXAG0fQ0l74G+1nDjRgBatHiKhw9pKgUDYWFmgdbe4mLzLT1b4+vgidgeq5g8vDpjtlK8ld7mN2OvRJ6rr8WCta4j8PdQoJUWQef7HqkWqd8eB7ZqcR+gsoRWtZ4u7e6HlZfeKPQhVlTl5OTkgMfjgcvloqSkBDNmzDDKOvbv34/9+/fjyy+/RPfu3cHj8RhNU8Xn87Fy5UoEBgbi7NmztMfJCng+n6+RVffgwYM4c+YMZsyYwUhgmCm4UJmKz2zr1tZYt84XnTurLhBhZsaCpSUbLi626NjRFqNHO+PXX/2kx2NiitClS5y+l0sLRkSqqiT6dPupOqbOypksEKAeh4NW5ha4xGOm/JopUs+pAeZ2Vp5/z8bCFjYWtvBzrIsudcQJJflCPtZdX41XufGGWma1Rt9fNtrOv7H/drnnbbzb1ziRCpieQJUlMU87gSohtwxwqpJpRiAC6oWr9j1VBZXYJOKTGaZOnWrsJUg5cOAAI76vVKSkpCAlJUV9xyrIpgjT1PUgPz8fy5cv1/icBGp69bLHuXMNGZuvc2dbiETBEImAjz9+ifPnjRdkzohINXYapy6Z6Uj28sFeZxdc4ZVheLZ6C6KfGQc33MXJc4+WmmZ0uYThzcaicx35LObxOS8Qm3ILjzLuoaAsH3whHzYWtnCxdkW9Wg3weZNh4LA54LA5UmE74dgoiBhIQmpMSzIT52bSGmsIqNZrCtZ8gmbU+hH4awgwuDGw477YF1dX6AjSqlZUuuMIBILmlK64BKtl3eUey7ZR9aN6Tofi4pawttZfbVMWC1Lx++23r7F1K3O7s3Qx+HZ/5MC9jAkN2XlapqfhvocnunLFJVVPl5XiSGkJYsvLkSsUworFQl0OB50suJhnX5m9+1FFOSbnMh8tySSyAnXW6QkoLqfOSVNUXoii8kIk5b3CxVfirZshTUeiRz1x6pTNA3djwrFR+l/wB4667SdNrKktPBTnWnjOOFuPBN354qCxV0AgEPSJJkLTjM2GQMugbTpuDqWlQmzalIlbt4qRkMDD27cVyMvjw9ycBRsbMwQGWqJ5c2u0b2+jUB62KlFRtTF5shuaNdOwvJ+OMCZSQ/w/R39/eaerf54dwqmXmpkLuBxLhPf7jVLIqhK4WUIBemdl4IyrO9gA+lhaoY+l6jJuZ8pK8XWO5n6sLBYLIgMFHdR2rEygGHVno1KBqoyDj/ciIScO41tPAQss+DnUwZv8JIZX+WGhTmQy5TJQx6k+wtrK18o+9Hg/o77GmlDVJSdLKEDL9DQke/koLdQh266sH4FAIDCFIfxDlQnEt3OPoPmvo9HfvwN++mQiALGFVBmtvRvj1lvNK1zJlnGtyoMHJWjZ8pnK8TyeCDweHzExRYiJKcKvv4pLxAJA7doWOHiwHtq2tVEYFxRkhcTEIKWpGfUBI3bi2R0Xo7//ILzOS8SSC7Ox7OJcpBS8xaeNQ8FhG85Y+6yiAn6pyfBJTcYPBfm4weMhSygAH0CJSISX/Ar8WVKMJump8ElN1kqgAoCrtTuzC1dBn4Yh0sf30+5oNUdsamVpnk9k5iOYLv4uTTC/83KF9guvTht+Me/xeX9t+aQmY3F+HjYXFSrt68zW3xZUTUe0TP4fgUCoHjQJH46ckgLsvX8ajlbi1I1UllUWi4W9909jWY9xGp/j11/9ULu2hUL7oUO5YLFi1QpUdbx+XY527Z7Dz+8/UNni6tRRPLc+YURBNnD2V7Bwrrq8ECywsGXgHlpzVPW7k32ujXtARFEhIlTcRHVhePOxWH/jB/UdGUAoYjp/K0k7Y+pQ+aAWlhdizumJRlgNNfPtHRCQpjzY4qGHFzpkpCPEygrRpaaVKaG6E3Kkn9JjVVPihRzph0uTr6DR0IYoTitG3B8vEXKkn8HKEMsG1xBMB6bfF6bmYyL3qzGZ23k4xrf5FG/yM1Dn58FImvM3Zb9n039HwPphuDNxOzztnJFWSM9gNmiQIyZNclVo53DuQcBwcZy3b8vBZsfKlWuVIBIFGyyjgV7NHZIgnbBjI6X/lFG1D50xhsTPoY70sb9LE4Od9+SLf6SPu9bppdUc3er2lj4+9YKBaA2C3ljdSzEBZ0lFiUkJ1N+dXVQK1Nfvt/XfCPgQAphoq30xCIIi0YNO4uqsa+CXCcAvEyDxRBKl6Oz4Q3vcWPwvilKKcW/dAzQawlz0L4FAUGTJ+d9Q++dBeJaZiIdTdiO/rAi7v1gMx1WVJXWbeTRAwPphAIA2m7/Gq9l/0Z7/0KF6Cm12dvcZF6iyCIXAixeKWZNcXQ2zS14j8qQagint5xrlvCkFlQnlhzUbjadZj5BVnEl7fFjb6dLgG5FIhOQCxUhfgvGxs7DDz32oU0rNPGUa1gUOgP88vbAiX3W+pNoyfqcnZKyoxB+VObqs7SQVpjaeNui9vYdCH4c69ih4rZ/dJAKBQE3ekrMqI/mX9RyHwfsXSo/ZLFe8dpVhZiZf+P3Ro1IUFem/Wqa//xMFP9ylSz0xZYr+C96YnEitX0v+174ppAvqVrcX7CzsIBKJwHpfG/vnTyIw58wkg5w/7NhI/PTJr7DnOmBVz7VazfHb3V8Rm3qLkfUw8Z4Yy0Jubib2pympMI0SrWyWGdb13QJLjmKQ34vs51h3ndnSi7rAB9A4Tfta2yRwijnu/BCLkCP9ICgT4O2lZJz7+qKCG8DJYWcQcrgfLk25gkZDGqqsHkenZCwdlG3XapNeh6A/qvu2uikTn52M1b2/xdrrfwAAZnUchpfZld97sgIVAIQ6BGF37/5C67G6MnKkc/USqZtDdmFi9BjpcxZY2BwiriahiagZGPAFU0tijC+DRgMAvruyCHYW9pjeYT7suPbo4NcFN95cNcga5p6ZjFpWzvi+9waNxy48Nx05pfqtxlVdcLIUp9nILjFOhLwsi7p+B1+H2pTHjj47iNMvow28InpUFZvKIvsJeoIFZMaKd1POjj0PfplAadfoz8XW1nvrHxhkadqiKgJaFiJ0CaZO0EZ5A8yic1FYdK7m+WZrmTlLYxgRqTNPfYt1faNoJR1XJ1j9XZogvSgVMzoswPobP8iNN4ZVdV3fyjrKkq33nNJs1LJyxqgW4xH37qnBBI+s0FxyYTaae7RCO5+OcLB0hJ2FPUoqipFVnIGE3JfoWa8P5ThtibqzUec5TAE3G3FmhsziDKOcn81iY1jQaIXiDLIsuTAbWUZaH5MQq6meEAFCgUjBD1VZMJS+AqVUCcvXeelSvztNMLYIrY6BXsQqWjPQ5rM/erQz1q83zr3i0SPDFEFiRKSWVJQwlqBfJBJh+cV5iBy4F/M6L8ePMct1X6AO65Ew6/QE6eOF56ZLj63utV5lgn19kVWcgfMJp3A+4RTlcVmRWl3R54+SYK+2CGagkhOTa3yc8RC/3vqFsfn0BR3xSaePodMr6fN8TG2X6wJdMcqUYFV2Uy1dcQnHn9/Qak51FlVji9iajKEEOhHV2sPjicDlVvqlrlvng8jILJSW6tes+exZoELbwIEJej2nBJNJZijxtZx9RhzFfOrFP6jrVB9zOi0xynqGNRstffznf3sVROj0k+Olj9f22YL6tRoZbG2Emses0xOqhUAlEOgQ8S/9iGUCgUCPfv0U/cpLSlpCn2mpWSwgIMBSob2gQLmbEZMwGjilbcnTNt7t4WrjhhtvrkjF4D/P/0ILz9ZGEX8Lu6yE3/tKTy+zn+NS4lmFPmX8Msw+PRG/vI/IntNpCZ5lPUH4zTUGXas+MIZbBdXnxlTSj+mT+JwX+OXaKmMvg1CDMVROVAAY4N8BAJCYm6bVeGNbSnW18mkSHKiur8Svmym3GRsWC3Ge3sQNpxpz8WIh+HwROBz5KH+BQD95Szt0sMX16/4K7a1b61YwQBMMHt1PJTzup91BVnEm9jzYJte+4tJ8TO8w31BLAyAv0HJKs7FWRXR1UXkhpp74Ghv7bwcANHYN1FqoU52fiX50+n4IYtBUaVCrEbYM3IMJx0YZeymEao4hxei9ybvQ2JU66C8hR3kOXXWY0na/qZf7pROcSARpzcPK6j4qKloptItEwdi5MxvjxiUxch4erxUsLFiUx2JjDeOPCphICiq+kI8lF2ZRHttww3CWyR8/3iR9nJibQMsftlxQjrBjI6WR2jVB8NWEv6E6wQJL+kNi7fXVeJn9XOu5TCFlGx2ioqLA0tFqFRUVVW39234fEoCvDmr/PhubVr+OUWizNucie/FpNA0fQTlGVoBWFZtU4pOkrVJNVQGqq1jW57VkyIC0qvk8axp8vggsVizl3zl2rDPGjnWWPi8pESI8PBO3bxcjPp6H5ORyFBQIwOGwYGPDRmCgFZo3t0LHjrYYNqyW2nPHxBShS5c4Rv8edZiESDUV5p2dgsiBe7Hv4Q5ce00vJYqE1VcWM7IGIhCrF5q8Xz72fhgYMBjNPBR/BUuY1XGRzkLVWKi6EfF4PEydOlXnebS9kfbs2ROdOnWCq6srsrKycP36dZw/f17tOE3F5O9DAijbeXwhxh42Xk5DQ5C9+DTaR/7P2MswSZRZPanadRGafmYcvBHwtR6vKaJllUGDHDbAN1BaIgLAYsXi3bvmcHZWLuOsrdlYsMCDkfMNGpSAo0fzGJlLExgXqXQtOaYqxkx1XQQxks8XEy4Vhn6vkwveYPNtcdlTrhkX4f23Ufab1XERXuXG46cYEwgZZ4i0NO18FHWFzWZj8+bN0iIcAODl5YXQ0FCEhoZi4sSJEAhUBwCYsVgQyCTcNmOzYMYCyilKEVIJWkdLDmZ10j5vrKGzIMhCN2tB0bILAIAHacoLBiizlqpC1XFDWFmZyvdrqG33CbZ2WJCfq9McssJTVZ+qj82Ja73BcXF5iOBga9y921iv59GHvytdGBWp+r7pEwEJfOTbCZ83+RL2XAe1fWNTb+H3R7v0kh5rfOvJCPZqp7ZfflkeDj89gFvJ1xlfQ3WGJ+BJP8/e9r5Y0u17ueP1nBogcuBePEiPReRtzQs4GANlVs6oqChaVktV8/Tq1QuhoaEarcfV1RXfffcdbt26hR07digcNzMzw+bNm7F06VJkZCjPNTi7sw9+vFpZWeWLQBe08LTBgrNJtNYxrYM3dt+v/nlvqejXqD3+Hv497qXGoWNUmMbjTX07n26hCrpiNtDcHGdc3RXaB7zLxIPycs0X+J7HHl5I5PMx0sYG6woLkCUU6LWgRnoR8NN1YMtdIHMO0GG73k5FUENsbIlURAYGWiE83Bc9e9rpNOeFC4Xo1cs0dn6q7Xa/IQWrsSxvslAJGXUEe7WTCkmm1j69w3wEuCjmTFOGg6UjxrYKw9hWYVhxaT7SCrUPqjBVqLaEZdvUbRmnFLzF5ONjsbH/NrBZZnLHWngEo55TA7zKjWd+4QbA3NwcAHDnzh2d5hk4cCAKCzWrQ//NN98AAKVABSC1oI4bNw4//PCDwvG5nX2QV8ZHcw8bufZPGzujkCcAl8MGj8b+pr+LFeKzSzVau6nTyssfV8ZHgMM2w+JzW7H22h/GXpJRkYhZVcLwK2sb/OToBD6A6bk5iC4tQR0OB7PtHHDcxQ3L8/OwrVhzg8JCewc4stlomp6KJC8f3PfwhE9qsoLAlkT304HKei9rXfWwBdb/K37suw5Inw3YKV5CBsGYVj5T48mTUjlx2aSJJcaMcUHjxpZo2JALV1cOHB2NQTjFAAAQe0lEQVQ5qKgQobhYgLg4Hl6+LMPt28XYsSNb7/lWtcFoIpUq8bSkzcLeAuUFqn9Vqhpf0xjfegqCvdrKtSUXvMHt5Bu4n3YHeWV54AsqYGthCzdbD9Sv1QiDGg+V2+KMHLgXE6PHQCjSPrdZVVcOkUiEG2+v4vrry8gqzkAJXxzx52TpDF8HPwS5t0AHv67S/su6r8GdlJvYHrtZ6zXoA2V+hIYMbOEL+ZgYPQafNR6CPg1D5I7N7bwMhx7vx4VXp9XOY6wfUubm5nB2doaLiwt8fX2lj+vVq6fRPPb29vDz85OOd3Z2hq+vL7hcLsLDwzWay9fXl1Y/Hx9qYdHC0xYjDj1HA2crfN+7DhaeS0LvBk4AgAnHXmJfqHp/1f7+tRD3rmYJVAB4mpkIDtsM2+5GMyJQP4SyqD85OuElvwLdMyut6gl8PibkZiPA3B3LHRw1Fqlz7ewx0dYOWULx93rd1GS89fLBVDt7bCws0GqdEjGqats/uxSY0hbYGgu8mQG0+U2rU6mFjuuBPsZWB8zZ5tg0YIfK7/ynT8swdy61q0npikvoUOV6qhqsaArBi9XGkhpypJ/KNlMXp9qKBy7HUipQKwTlmHLia6V9C8sLUZhTiISclzgbf0Lavqn/dpibWWBzyC5MO/ENeAKexuv4+ZMI6eNtsRG4m/Kv0r7vSjLxriQT99PuStOKtfFuj6+DJ6KNd3v4uzTB3DOTNV6DLExHsWsqSKsKW9nnuojbo88O4tjzv7A5ZLdce2jT4QhtOlyrzxHdVDqSNirUpdxxdXXF1KlTkZGRgfj4eMTFxeHq1atYtGgRpkyZQnut33//PRISEpCeno709HQ8e/YM06ZNQ15eHhISNKtwcvLkSYSEhIDD4YDPVx5McuHCBYU2Wev3i3elWHguCfO6+KKpm7W0/auDz7F/SACGq3i/P23sjP8dVe6nKUE2dZ3kxippo0prR+fzr81nhW4KvTJ+OaM3Lzpz0RGyTEeoM71lPjArS2n7M08vtWuQXHftuVwccnYVj32XiXvvXQVE7/ske/lgrp09rvDKMDxbu7LdqgSey09iEbjpNuCgZQIeZb7WdIWlaBnQdRfwMB34baD4/9Ux2p9XmzWoQ9V1qsn1qWtqS02gc53R6cPU90O1EakSEfrRsraoFSC2ZuQ8z8W/K24bc1l6Z1yrynKsqgSqKqac+Fp6sYwNnqCVj6Md1x4AcPNtjEqBqow7KTfxdbC4mhgdf1pTR59WVqFIiLBjI7G+bxSszK3ljg1pOgIHH+9TOV6dz5yqIA7JMbv3JUwKhfS2f1JTUzF/vnxO43HjxiEtLQ3lSnztZKP4JeJi8mTqHy8LFiygPYeE48ePIyQkBBEREZTiZfbs2QCAw4cPKxyjen9l/VIlqBKoe0P9MfKQftK1UIlWU73pESo56OKKvlmK/sl/u7hqNE/s+2uqcXoq5TXql5qMJC8feJiZKRxTR9xk4OhzYNFFwNESmNNBbDFN0C0eSwFdhODjifLjhxwSi086IlXXc2uC7DWm7TXnZUfPRUMbqMRmVUsqFeoEKN2dEToYRaRyrMSnrdXYCTnP5D/5EusolWU05Eg/XF9wE3nx+QAAh/oONXaLX0KgWzNm53MN0mn87492MbMQHTFEwQQ6+DhwsapnbeSU8rHhRgre5mtupVbGjFPfYnWv9XC2dpG29aj3CVILU1SmSGMiknigpRVs2WxEFWnmByqhffv2aNeunUrLFh2rV2RkJA4cOAChErGsbo6JEyciIiJCaVoriVBlEq4ZGzsHN8KtZNWvXdXPoexzTT7fQe4tAQDNPVrhYfo9DVZas5FYzKoKkoz3b/mwv4GLiYCtBVC4QLEf0xH53xfkY6G9AxI8vTE1LwenS0vhx+Fgup09mpibY2k+dXofqnWUi0Qq1yeEWKhqQyNnYN77OMd3JeLHJYsAa+V1bQxOIIWm33YPWN1DLK5rEkOD5Au9MHn/qio2mRSXTGEUkdpnf29cX3ATHX9ojzOjzqO8sNLSIvFJVUbO80pRmxun+NNOlcitjhSVF8LR0onB+XSL9Pe290VSrmbbrjUBqu38US3d0bu+I74+8gJe9lx8/3EdXEjIw657zEVyLzo/Q+FLaUTzcXiZ/QwZRekqx/7k6IQBllZgARiTk41b5fQF9BpHJ7AApSJVVcnGkJAQDBgwAPHx2gd7sVgsREZGAgAuXdL+i1MgECAsLAydOnVC165d4efnh+LiYty9excHDx5U6QagDTM6eqONtx223knH5UTVOQWZsGSGBAxG/0afYfrJ8ZjUbhaaujXH/kc7VY6x5FjpfF5To+oWrjJLmayf4pkRYpGqK7LXgCrhuLmoEM8qKrDX2QVRTs6AzNf6l9lZuMZj7gcuFcVqhK2E+Bzgx15isefABeZ2BJpt0evSGOHH68D5UfREqrotf1PyZfV3aYIyfilW9VyLJRdmSb83JD6pTMPUdj9TGFSktl3UGu6t3XDyyzMQ8ASIHnQSbRe3hnuwGy1RGT3oJFrPbQW3lq4wszRDQWKBwriaIk4lrLw0H+v6iq1A6/pGYeYpzX2u1vettCKtvEy9baqO4vIi2FjYYn7n5Yi8E44HaXc1Gt/Ss7X0cWG5dtY5Y0K1/dunoZO0PSm3DCMPxeH3IQFSkaosIEtTJH6Jsqzo8TN23otUmtrrvKs7emVlYC7EP+Rc2Wa0K9K88vTGlqJCRBYVItnLB/XTUsCTyRMKUN+M3d3dsXLlSgDA1KlTwdPypiuxesbGxmLr1q1azVGVa9eu4dq1a4iKisLMmTNV9tXmfZN8DtZf1yx7hbmZBTb1r8zfcy/1Nrbe3aRihPhHSqfa3fEmLxE/XF2G6Od/A4C0hHN7384Y3fJ/4Al4mHbiG4Xx/Rp9qtEamYAJ/zR1c8gG/NBhuKKXByWa+qWqusYu8crkMgEwZa3VZI3qztlQ5uOXXVppVa2KrkKOrk+qbD9V58wqFotqOhhahJqzxVlO7LkOKODl0x4XMWCXVJTO7LgIo1qMx54HzEWpabvdX7WfPjGoSBUJRIj+/KTYu/s9t7+jKXZYAJvDxqPIxzCzYKPXbz1wY+kt/SzUhCipqKyRa21ujV8H7ETUnY34L+O+ynFcMy5GtPgabbzbS9sepMeitEK7mruzTk+oTMXVZhrup93F7vtbUcZXHbnc0rMNxreeDDaLLW2bc3qiVmuobsimoNKVCcdGYcvAPXJtY1uFKRWp/d9lyj2XRP+qI87TG68FfHxfIP4ibZeRhgRPb9RJTYYqm+OIESPQuXNnALoFr0gE6oYNG/Ds2TOt59EFQ2Z12NR/O5ZfnIf0olQAwLq+kWrH7Hu4A/seKreg3Hwbg5tvlTvnfdygP97mv0Zj16Z4lvVY80XXEA58AfTao76fJkJSn7lJ1UFnncZan7LvBDpika6g/KQB8K9haiZozNLuP+DHmBX4rtc6TKURW9LENQhT28+V+35fd301IgfuhQgi7H1AXQhGE4wdtU8Xg4rUO2tU5zNTZQUNOawY3d9nb29aY5mCKV8QTbf5JkaPQUTITrDAAofNwaR2qi1BVJyNP4HDTw9oPE6W6LjDCPH/HIDYMiprHaWDQCjA5ONjdVqDBFOpUd/Q2Qov3+fADHC1VtNbe0QQ4Zfr32F2R3rld0+5uqGHTKobV7b6AIpIJ2c8rijH4HeVEcgpAgF8U5PhxGYjR0UQ1b59++Dj44M1a7QM9X2PusT6NRGJQAWA7y4vkjumj885j1+GH2OW49cBOz+44CnWCnHyeQAIPWjA8wIwZ7HABQsWLMDqfXrAYAsL1GKzUduMAw8zM/hxOAg2t0BwhnEqtFVntg8Euqj2dJFiyO3+WlYucLVxR2JuPIrKC9C1Tk9cSVLMKCJLXPZT7H2wDdffXJFrN/T1qkrIqtvyr/bR/X69fdF4hD8ebnmM7P+yAQAuQc5oNqEpODbmOPHFKbn+EhFKlYpKVXtNQCgSYMIxsfN0lzo98GlAKGwsbNWOe5R+D/sf7UR+GTP1dk/EHcGJuCMAgP+1noJWVXK3UlHAy8eRp3+qtOwYG20tZ18dfA5fBy52DfZHTmkFwm+k6NUKF58dBxFEYEF8g9uvwprWIzMDPzs6YYCV2P/w65xstZaWsNxsuecrHRzRz9IKrmZmuFPOQ3hhAWJ4PKXz6CpQATAiUJUFSdE5znQKI2Uo+5y08AzGxVdnpc+pXD2ooBs5LNtv5qkwjGs1ATvuVQOHQwaR/Ja8PMYw59vn7IKuXEsIRCKUQxz0VCoS4WlFBRbYOyBPKMRrPh8ZQiHulZRgeYXh66NXN1grKlNQPUgH9gwSR/bfV+2mLx1rKCQ5ziX374XnZuDTxqHo6NdVQYDKIhAKpMeNaZBRlieVKuBKX5ZZo4nU5hODFKyfaf+mI+3fdAQMb6R0nEprq56EqilZG64mXcTVJOOHL6rzm9MXpvReAMDbfB7G/K2fNENUzDk9Cb/02Yzrb64gRkWEPwDMycvFnDzt8sYke/lgXWEBBr7LRIZAgPZcLn50cEJtDsdgdci1xVBCkwkepN3F2j5bMPfsZHSt0xNDmo6UE6lMwTXjIrz/Nvz5X+UNr6SiGMFe7eBh54Xvryxh/JyGRFZ4qBMhVMfp+rFqwwgt85R+CCh73S8mAj3VuGL4/wr88yXgbQ9E3QXWXGN+fboS7NUWk4+PhUjGx/GfZ4ewZeAeNHVvgag79AqUKLvvmcqOoj4xyTypr6KTlB6ryRZTAkEdReWFuJvyLy2fJG0DMw46u+K7gnxEykT2X+Px0DEzHRNt7XDQ2RVDsqmTkhM0I/JOOILcW2Jjv+14mvVIbz/COGbm+O3uJsSmyueVnnR8DKa1n69kVM2EqhKRKUVza4sx/WG1QdfX/EU20DhCfT8J2vwQ0XWNyq5niWXVFNAkUl9VX21zqqrDaCL1v6jH+HhnTzza8hjvHr/f7m/mguYTmsLcxhzHq2z3y1LTIvgJBE3YFqvBN7MKlAlYEQAW5RGADXEORl1hwtpZnSymqvgv4z4mHR+j13MUlxcpCFQJ4Td1d9OobqirTV/dMPXdDVOgOr+/+oaukDRGsJXRRGrS6TfIictDwLBGaDFVnLA+52kubi6/jYJE1TWH1VlTiYglGBtZn0NDRoszwdDsLCR7+YDLYuFASTEyZbb761SD7X4CAVAuSvQpVpi8Nsh1RpCg7219QwVBaYNRt/sLEgtw+3vN8m0SAUog0EfdFqCyG6FPajJWOTjipIsbXN4HTi3Kz8MVXpk+lkmgwNT8rwkEQ6PLD4qaYjnV9/eAqaeiYomqJOmmPZDF0m4ggUAgEAgEAuGDQSQSKfMiUwlbfRcCgUAgEAgEAsGwEJFKIBAIBAKBQDA5iEglEAgEAoFAIJgcWvukEggEAoFAIBAI+oJYUgkEAoFAIBAIJgcRqQQCgUAgEAgEk4OIVAKBQCAQCASCyUFEKoFAIBAIBALB5CAilUAgEAgEAoFgchCRSiAQCAQCgUAwOYhIJRAIBAKBQCCYHESkEggEAoFAIBBMDiJSCQQCgUAgEAgmBxGpBAKBQCAQCASTg4hUAoFAIBAIBILJQUQqgUAgEAgEAsHkICKVQCAQCAQCgWBy/B8Z6vcQFSauNwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-2. 국민카드 체크카드" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"국민카드 체크카드(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"국민\" not in word)and(\"카드\" not in word)and(\"체크\" not in word)and(\"체크카드\" not in word)and(\"건가\" not in word)and(\"지금\" not in word)and(\"하나요\" not in word)and(\"거\" not in word)and(\"다시\" not in word): \n", " noun_list.append(word)\n", " " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('결제', 64),\n", " ('사용', 49),\n", " ('돈', 41),\n", " ('신청', 36),\n", " ('신용', 30),\n", " ('한도', 25),\n", " ('소액', 24),\n", " ('발급', 24),\n", " ('사랑', 23),\n", " ('계좌', 23)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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vO3h72+HGjXK0aXO/1vFLl8pw6VIZZs9Ow40bTdC6tROys1sZFapKYd2u3X1cvaq7BHa7ds64fDkGmzZFUBapuZ8eg7O9/tU3Q9bPuiySWgc2xoWJ63UeC3T1xvBWr2J4q1exbcjnOPLgvKrgAYEZrCZSp3YAvu+t/3iFFJh4GNhK7cGSFp+9XPP6Tja9MfjWC6In1EF0WUj/+KMRFi0ibg4ETahY84wlna/vmPqZmGJ5PXtWUUFQl0DVJjb2PuTyOPj6Gr4l798fCQD49tssvQIVAK5cKQOPdw1yeRz27YvEoEHG0wDeyUpCx9BmRtvVJ359axEGNOkMAMgqzceaS/vxd8pN3MlMQqVMAneRC7o2iMXbrXqiT9QL6Bv9IsQLz8J9UU9UyczL8MI2VL7LXLhmWFSk8nmAbB61tiI7YMsbin9L/gE+PcP8fEa2Yn5MOhSIpfB1FhpvaCKFZqZBInADe3se1q2zTk7Y+oo1E+Vz4cbAZUz921jr8xSwUPivZUuFC9eWLdSX8JV9jNFtwyRac6qr/DRgBgY06YyEnCeIXTVaZ5vcskLsvXsWe+8qrMwejq7ImH0QRfNOmr3szxb6fg9rB2zHxIMjWT03HSwqUrUFqtfXQIHugh8alta5nYEr6cABI0HXutJXGfKHZUEX0uJZUSUrIvWpCWU5Cdzk2bMWlP3UrAkpZUpgG1sT7926JSI7uxUuX44xmnrq0iXF7ycvz7BhYfToFPz9dzRu325q9POYPTsAADBqVAr1SRNUjGilyAPbfeNkyn0KxSXGGxmBjk8qFbo3fBW9GvVHRmkaVl/6FlUy6iXM1w7YbvA4m+LWasv9xoKpVl5S/FMKz/1vMh+A9aQIiPQ03o5tHuaJ0SbIxXhDE3mUz15uNLqixFwxQ7W/pdJI9d/fB4cGHmVl7CdPWiAwUGhSrkY6UPlM63I1FoL1sDXhaQo5OVIUFsrQrp0z5PI4fPllBg4cKERiYqVG4NSsWf4QCHjIz5fCx8fwA+k//5Riz54CDBvmCbk8Dhs35mLHjnzculUOsViOoCAhund3xc8/h6v6/PdfKdtvtU6SXJCOGN9w9I7qiN23Tlp7Omaxqt9m3M+5iwVnP8GY2In4oe9GfHd+KR7kxlPqb0iEGhOw5mIVkeq7nHpbv+VA9kxqbU0VsXNOAXuGmtaHDQ4n5OPNFjVJ+KN9HPGARlnNpn6aiZetVZGJq/Tf38fgcXWxaUh8ao+ja1xzhKtyObNfv0c4cqRIYx+BGuYKb66JJyb+/uaMwbXPw1bw9KypZvX996HYvr0BAgOFcHLi49GjSvz5ZzGaN49HQoKeJUUdvPnmY7z5JuDjY4ePPvLHihUhiIiwh5MTH7m5Uly4UAZf31vIzbW8uxfbAVSWDNCKXTUa4oVnsWnQXAxs+jJG7FkIiQE/0/4xnbDn7S8AAN/8u9tS0zTK6v5b8Nmpj5EvVgQqr778LbwcvbGk5/eULaBsC1FDWEWkRnkDufp9vmu1ZYvf1B4ifhsKDP3N9DGOM5D2TzsJ/7ux/vj0ZIrJ44xp46+xXc2yBa6+wpblVBtjS39chlheCXURc8T6tGnPGJwJkJsrxdy5aZg7N43RcQk1OC3ojqLPT6B/TCcUz6NmTV361zYsOkO/djrTPql8nkAlUJXki00zYM05ORUFYutUP7SKSP13LMCnaPX8Zyy7c1EypCngag+UUHDTeKjmotJnJ/NzaeBJLwl/sFtNGdHy56VG2cJWRYgugWnMwmppeLxrWLgwCBcuxGDw4CTs21e7tjKxrNYviCWTQLA8crkcbot6YtEr4/Bxp+Hg8fSn87mT9RjtV79nwdnVD6wiUnlQ+Jq6fwUU64nteT8OWNuvZvvNvezMZestYNTzKP/iOcZdBnYPBhp5KV7vvANw1Vj50yVqFVQI3GT+/HRs3JiLJ09asC5QbPWBwxCWeE+9erlh6dJgxMbWrm+ujUwmR58+j3DihI56ywQCgdPMO7UB805tYPUcXM41u7TnSqNt2AqesqhI5S0ExsYCGwcototmU+/HFqMPAF/+DSQ+t47K5wMyOTD7FPDTZYDHAzoEA593AbpF1PRr+hNwn8Fc9OMPPMTPbzRWbW8ZHI3Rv1Ov0KJdmelGOnGWNxd1C6u2vyoA5NzIwcVFV1g7/9OnVeDxruHp0xYICzOzYgSBERwd+SgtjQXfxDoZAgEPf/5Z8/v+9tsszJiRyvDsCAQCXQQOzmg6ejkcPAKQ/t8epP/7i+pYh3nHcWmRZmL3DvOO6xxH2U5XH1vFmqmpLG5J3XRD8U/bUqpNuQT431Fgy039bZjiYT4g/AIQfwrY8QEBD1jeU/FPFyvOMytQAaCsSobCCik8RIo/ib2Ah4ntA7GWQq36qS8EQ6BWVaCwgtu+jK0DndHE1wnN/Z3h4ySEyE5xx6+QViO3XIK7WWW4n1OOmxllVp6pfg4NPArnIGdWo/uVhIbaQyTio6KCXRcOgmFCQ+3x9GkLjX2TJj3FTz8Zz2HbuLEDEhObq7Y/+sgf332XjdRU6mlg1GHL3YO4FRDqK20/+R2Jvy5E8ZM7aDbmW+TcPAFJqX4/TFsRo9JqKXycfJFbXnOd8nMOMNqPbrAU04LWaimo1l1T/OMK0mqFUF3bTyGgdbHlJjDmD/bm8OHBRxpRyS9HuEMik2PjtUz9fToEoUOoa61xmGbdunV4//33afUV2fHxv45BiDOSZksoEMDVQYAGniL0j6mJmLuWVoqfLqWjQmpZkWZMfJall+HQwKPov78PDg86BjlLuaI++SQNJ082RufOlqt9TqiNukDt0uUB/v6b+mrFw4eV4PGuoVs3V5w5o6hE9OwZ+64cBALBOCKvYNxeMwHinKcAgNtrJqDDvGO4tOg1K8/MfOacmILlvVerxCMPPCzqsRwlVYZzunIlsb/VRCpTMO0KMPGw4p+1GL4nATuHxkDpn90j0gM9Ij1wK7MM++7lIqWgAg28RBjU1ActA5w1+lbLgXd+M98Xb8iQIejWrRs++eQTlJbqvhFTEa09Ij3wXpzxJzZjxAW7YNMgxY3956uZOPu4kPZYbARJHRp4FH33voZ/PzmPoqQivW4CVNAlWpYty8SyZfofVAjsc+RII9XrZcsyTRKo6pw9W6IqVwkAhw41Qv/+pj9UGhO3u4bFmOSXSwLxCPWZmJFLcXPlu1p7qdc8d28Yi6LHN5idFEOUVJVg4sGR6BLxCvpGv4G04lRMPjwWkmoJ5THqZTJ/gn5G/JZQK89jqwBntNISpdowIVAnT54MDw8PTJs2DatWrcLEiRNpWQi/7tUAoe4OOo+lFlXiWnoprqSVILdMAvHzTASOQj58nIVoF+yKuCAXhOjoP75tAHo18sTsE8kmz4nNZfljbx5H372v4dDAoxZJUUUscJalRw831esFC4y74FAf19V4I4oorxl1MRCuLpAaFKJ6HZJunj+yPn9IgmmUPLuH+M0zYO/mY9Y4oT3Gougx9cpU1uCvlFP4K+UUrb71Lpm/El1lTM2BzQArSzNmXyI2DGwMgYGUF0ok1XKM25fIyHmbN2+uspAeP34c77zzDrZvN+1LuKhHeC2BWimtxhgjc5RUylBcKcPj/Ar8eqfGf2bToCiV3yoAhHk4YGGPcMw//cSkeZmCIaGp61i1TI7MS1mszcdUgt0c8GKYK2J8nfDF2afWno7Nk5cnRVCQonRxVJQDbt1ippqbqblw9RUpsIYwVRddlsJccUcg6KKqmH6QSVl6IpyDonQeUz5McNlnlesQS6oWSuFsbcFbKa3GyN8UPojBbg54LcoTLQOc4S6yQ4FYipsZpTj6IB/ZZdRN9qZy8OBBrF69Gp06dTKpXyNvR9Xr5IIKWoUJ1Bn7XNx+8UoEIr0UOWQbezvi/XaBWHfFdKsW1SV/Uy2iV76ib900t1wsgV3atLmPzMyWAICbN43XTTfEnTtNVa/j4u6b1FcpRk1dziewL6qJgLZd7m+dCUffMJVPqgLjK4jtPzuCy4v7QujsoTOAqq6I03pXcUoJE0KQaWssF0krrsSGq5b3SXRyckJFRQWmTp2KdevWUerTOdxdY9tcgarO56dSNMRclwbutEQqFfHJtQT/BOuSlSXB7dtitGypeACTyeLQpMk9JCZSL2cZHS1CfHwzVfqqW7fEyM7mdiYOAqE+UFmYhQ7zjiui+1Nuo/m4H3D9m+EG+0S/tRDlWY8BAJKyQuTH/wORVxAq8utejnJrBlGZmO2PUJ/o2rUrrl+/blKfXo09WZoNgWBdWrWKx82binrOfD7w4EEzyOVxOHiwEcaN80Hr1k5wcFC45zg48BAWZo9x43xw8GAjyOVxSEhoppFftXXreF2nIRAIVuDqVwMR0uUdxE7fgZxbJyApK9DbNurNBXAJa4a7P9f4oT7c+yVaTdpkiamyAlei+bWxmCVVPt/6S+gE46SkpGDWrFlYtmwZ+vXrhw8++MCk/vqCpbiEuVZSU/tTdRuQA5DLFaX4qp+/rpbLn/9TZG+QyKohrQak1XJIq6shllSjQlqNsqpqpJdUIbdcgtSiSiQXULfwcRUvRzsEuzmgVaAzorwdVW4kVTK5SYUumCQ29j7i4pxw9WoT1b7+/d3Rv7+7gV6aHD9ejNdee8jG9KzGgNxsXK+il/OVQOACsiox7qz/H6W2ib8u0Lm/rizvcwmzRKp8PhD6neL1s+maIlQpSg2J07q8VE9HkKtH5xqK1O3d2BMDmnhDLgc+OvYYlWr5Q82N8F26dCkAwN3d3WCKKX3HMkurbEKomhOBz0T0fl33J2TTx9ZeQD01DBtcu1au4ZM6Zow3und3Q6tWjmjc2EFVeCEnR4q//irFmTPF2LOnAGVlzOT5faOJIofwD/0iMeVwUq3jxL9ZN1R9RrV9V4mvKYFgPcy2pKaSUtQmYa6I3D4kGtczSvHxsccI9xBh86AoLPnrGe5mMVudqaioiFa/E48KGMmNSiDYCps352Hz5jyLnW9YC1/897QYbYNc4O8iRFapZvCk+kMugUAg2DKciO4nbgDUOf+sGGsuKYKF7ueU4/zTYsztEsq6ZY5qtanTSYUaIvXjTiFY8S8zlohZnUM1ti+lGq6YYQhzI/x7rOuGnBs5ePh7EsQ5zKQjIhimXFKNc8mFuJ5OL5F+XWBUrD8A4KeL6RDweNg+NBoj9iRQiEM2DMm7SyDoh84yPt2lf2LJ14RRkcqV9E11lUkdg7Dqombk4KqL6XgxzA0fdAhUiVcmoVMONa24CsFu9gCANkEu2DUsBgViKf53iF651jUDGsFdpPlVTS2qxMrzabTGY2K53snPEbfX3gUA9Nv3GrKv5+Dy4qtmj2ur1HX3BS7g6yxEr8aeqs9aJperrKYXn9F/YGOCgz5+FjmPNW7YPFBJRkQgUIfJwg5UzsEGUwrysU9czuo5AIZFKhGn7NLcX3/FqZYGjlmamccfY2XfSPg6C1X7PB3tVEuQyQUVuJZWiusZpcgr16w45e0kRFyQC+KCXBDhKdI5fnaZBLP+NL3iFFscHnQMMe9Eo++e3jgyjFSCIbBDgViq82FAua9jKFniN5eO9rX96ee7e2BBEf1SzNbkyZ/rkHlpv7WnQQulyDIm4qi2IzCLpZLncWK5n8kAKqaEMherYTkK9WcMcxIKzD8Bg0w9koTXm3jjzRa+tY418BShgacIQ5qbXopu9+0cHEqwnP8fVRJ2PEBxcjH6/NoLR9/809rTqdMoXTUsUX6WS0iriT2Pbb71rJ1Cb5yzi82KVLZY7uGJt52c8XlRITaXGXe/IUKy7iGhUS6dDmaJ1KwyIPPjmtf6qMtR/JbkkoElvYvP2IlgM3WpX50/7ufhj/t5cHUQYHLHIIOWYEPczSrDDxfSUVoloz0XS5D+XwZy7+Qh+OUgpP1t2wmd++/vY1AEGjpujr+vsfMSuEldSUEVJtB9SxQAYPLqY2gplgg57mHO0rm1/p5snPcXb190clCsNlRZyAnGLJEasEL/MaXl0JAFkYvuAVyck5LtN7Pg4yREbnlNNK+/i8L3c8etbGtNyygllTIs+esZAIV/V5sgFzTxc0IzPyd4OwnhYKewEFdKq5FXLsG97HLczy7H9fRSzqVeABUAACAASURBVPqC6RNSVcVVyL3NPUuvNTBXxBJMg/gFm4e/QP9q1L3AYMRk0POB5xrHjjVmLE/vF+4e+MLdg5GxCNzHTi37X6mFVnY4sdyvC111cJkcG7C9xLsllTKsG9ZY42b0XZ+GKJfIUFKp+ZxPNdWVpW9scgDX0ktxrQ5HaFcWVlp7CoxQF8WkruuK+j42rzuWhAhW07nqH6ix/WeFGL1EigISLjwePnRxxepS6waoMUHv3m7WnoJRfPk1DwwN7ezwWMqd8sH12dJtjxqVWiJnJu+zMTgrUgHA0Tcc4pwnlNvzeHzEzdoLgYOTap+sSoxrXw+G3EIfKFW2D4mGpFpRSYjPA8buS6TU74uzTzVyIOaWS3Qm9KZ7k1q3bp3q9ZYtW3DhwgVa4xBsH2PL/fUJ5YOtIeqCuK2vTHF1g3qJiFMVFXgvP09jmXeumzuOVIjxhEOCiSmKi1vD1VWA0tJquLreoNzPVJ9Uqvzlp0i1dk8iwVm/AITXY2HIJZx4Nb+Sem1JjZu1F+Lcp2j5wTpcX/EmJOXUEsu3//wonp7agIzze1X7gl56E+0/P8qZG4i5Fo77OeUWzYk6a9Ys+Pr6YubMmayek0BgC22Bqb5tynWBK9cQLmKpFFQA85as9V7e6PPcYgoAtyVVGJ2fqzpXSmAw7J7fnP/zC8ClqkoMzs0x65zWssZFR4sgFF7X2PfttyH46qtMLFmSiXnzAvH996GYNu2ZVeYHAClBIbAD8FlRIbaUlSI1KASpQSEIT09l1C+YYDpe/Jrg7cxqy/w1zBKpK17Vf+zjE0CwK3D7A6D5aiCDwuouXyhCuzmKdBnXlg1B+8+OoM3Hv1K6OQR0HISyjEcaAhUA0v/7Fd7NXkZAh4E2m4rDmixbtgwdO3bE6tWr8eGHH1p7OgQLYi1rqaHz0gmqIuKSoI8Bjk4aAhUA+uRo+vdHZKRpWAI72DvAly9AjoVu0kySkNCsVuGGYcO80L79fQDAxo25uHKlCWWRyrRPah+RI+wA3JVIsOW5hbZjVgYu+gfiSVBIvV5q5wIeaiK1yhai+29mGj6e+hEQ/j2QPsN4QFLrKVvh4OEPce5T3F49AQBweXFftPxgPTrMO46cWyfx+I9v9PYP7PAG7m+frfPYw71LEPPOEiJSaXLx4kWIRCK4urqipMT2fbIIxmEiwp6OyGUrst/B3Q/RwxfDwcMPt9e8j8rCLFbOQ7AtVnt6aWw30hMcdVBcjgGONW5kNwICMS4/D8crbKPaXGVlG9jb8+DoqFjKl8vjACgqjQUGCpGZqQjGzciQwN9fqHccNjnq64eWQnvclUjQO6fm95kqk6FFZjruBAQhNSgEs4sKsKOM2TLgBGrY83jGGzGMWSJ1x+3a++TzFYL04NvA4D3A0yJgyB7F9oDdmm1F3sFo9b+NAIC7G6agLL22X+btNQrB2qD/NIMBT3JDqp4H2ELNEC4HO5w7d45W9Sm6KL9HuvYD3M7CYMswISy1t5nOa2rqOA4e/nAJaaq6lvi0fAWt/rcRl7/sx8h86it0rFqWqLRDhdcdnfCTlkAdlZ+LCj33kQ8L8jG5IB9P1Oa/wcsbANAgI81iOSPp4uCgWOKXy+PA413TsKb+918pXnrJBf/8U4rOnV1x/rzxZc+ZhQWYWVjA2Px+9/FFS6E9+uRk47akdiqzgupqhKSn4mNXNxwT28aDAYEZzBKp+oQEAHQKA97Zp3h98jGw8fXabSry0igvxSUf+h7Jh77Xezzz4j40GjwXd3+eVOtY48FzkXnRtqyodAWruULXkAi1lEClC5V8vGUSwGWJgTGeWxhMwVJ1zy0ReW4obZSl8peak2dVF9HDv1CtzgBA7u1TiHzjY402VAKjbA0uf5etyUYvb1XUvpJPiwpxuqLCYD8ZFML6SVAI1JNVJQcG40JlJYbmmeenagm8vG5i7FgfbNqUq9q3YEE6Nm6MQFTUXWzZEoHx46kHKzMFVR/fFSXs5AMncBdGAqd0iQMXe0CZzrOsCnBmeQUh8/IfCO/9AQJfGIKMC+qBU8PgFBCJzMt/sDsBglno+g6p76NiOTXWRj4fKDR8H2IF58DGCOjwBjyjOwIAKgsykXv7NDIu7rP8ZMBti70SUzMLGHpPDu7+Rs+nnoJKH8aELPF95T4zXd1qCdTPiwqxlUKEupLw9NRa0eovODgg1QZ8JgsKZNi4MVxDpJ45U4LAQCHk8jiUllbj1CndQpDpWvBMfVZc/8wJ5sGISFUXB0ph8bgAiPQEHuQBkV5Ako6VAXOsF7puCIWPriCs5ziE9Rynsb8oqe5bB2wdbYFpyEpvDvEWNnbo+o47BUQiLCASYa9OQPLhlci+fsyyk6pnZN8w30pqKLeqpRAvPAvH+d0ses66gi9fgOsBgdD2qBufn4djNPxKQ9NTkfw8Cl2J7YVR1WBK2ilLQEcQE7FaN2EtBdWA3cDFcYDX18Dl8UC79bXbMH2Rf7Drc8bGMuVHQn4czNLgebBohAeQwnDJ7K03mR1PH36xvdGg/zRcWzYE0grdVho7kQviZu1Fg35T67QVztplTp8cX4P2nx0Gj6+43MmrpRb9vE1ddlcuuYsXnq11THufUrQSAasfOx4PNwICa+1vkpFOOyG5HEDE8+t+alAIrldVYUAud6v+qUPXpYPKfU553zT3nmhKf6YtvLaGtd6/vvMyrYcYEamn3wUCXBT/lCTmKZb55fOBZ8XAw3wmzkSoD+wYpPj/92FAnI6HG3P45S6z4+mjQf9pqCrJ0ytQAUBaUYqry4ag7ay9ettoQ3X1oeDBBST+arvRZUynv7q82PaCpLggOtm8AVpq+VgqlyM0PRXPnp8vUSpB92zmsjvURyMFU2KUQES2MRgRqaVVwIbrwLkU4LpabE3od9TH8Ix5EVHD5uk8VpaeiLsbplAah8mSp6Y8ORKY48VQoOUaRY7dSE/driJ0kVkwCDdh56dG28gMiFht6rK1VR1rW16VGHsg0He8vvydbAk5FNfzbV4+eDc/12h7gnUh91WCErNEqtJn8PVfzJuEX1xfNOg7CVeWDEC1tHb6iZBuo9Bh3nEkH/kR2deOmHcyAmfxEAEFn9R8r/gLger5QLetigcgfVCJ6tdua4kUVpbPKMceXBGOloQLYlPXMj5Z2qdPfRWodF1OrA2x1Bqnrn9GjPuk0rn5h73yHq4tH6ZToAJA6tmtCO78NsJeGcuISLXUzYdOCpj6hPqF8LehwJCmwAi1gHc5FN8n+Xxg1WVgsp74In3fObaCr6gSPXwxbnz/jsE2ApGLweNMpUbiguAi2B51/QZoSaz5WeoSncqcqUxCvi+mo/2ZESuyJqwFTpmCOOcpAl8YjGdnthhsV55t+fxtBMvwrBjwWw7klNc+ZouJ+1OOrkJEn0kQODhDVqm7OorAwdkkf1QCO6gLeCLmCepE2Qkx3dUN/R0djTeG4sH6sFiMlaXFSJBI2J0cgVAPYFykbnkDGH2gZpuKNeveJkU1qaBOb+ltk3//Xzz8bTHleVCxQBm7IZEnGsvx0Z81rw19Z2xFsGZdPYysq4eNfg+T/vgGubdO6j1ORBNBH7qi/wnm84W7B8Y4G17h0AcPQH9HRw1Ru6OsDLOL9DvWf+LmjskurqptdcsaU7lX9a3q6dtP1cJq6j3S1PdCsuwQGBepo1ppilSqXFrUGyLvYAR3egtuDdtA6OwBSVkhih9fR9If3zA9TaPo+sKnBoUgOiMNZRwvgUfgDpcW9YaTf0MEd34bXk07AwDKMh4h7+45jaITVDBl6Z+I27oPV/1SRTwexjm7YKSzC4IFAuMdnpMmk2FbWSl+Ki1hcXaGYcMw8Y6zM95xdtZ5T4kRCvGhi2stYco0trasTwQnQQmjIjXABcgzo6xuRV6a2YKU3JwJXKM86zEe7v1SJTJ1le4lEPRhKxbTLg4i7PT2od0/WCDAHDd3zHFzh1Qux6j8PPxVabkScU8NiMNkqRQnKsS4LqnCQ4kUT2VSVMrlEPF4CLezQ5SdEG3t7THWgAX2WVAIQrXE18+e3uiXUzsdVohaDlamMBYjwZVgKQIzsL0SbKkHCUZFatIUwH+FadHWBAKBGlQfwOpiHfr6CletpepE2tnhL78ARse04/FUgtcSN8OnQSHga+1LlErwVl4usmX6a0mJ5XIkSCRIkEhwUFyOeUWK6iNhAjv86uODUEHNLZaH2kI1UCDAI6mUybeiF3URqh00RYJ8CVyFmbKoUKQK8vhKkTNVV5lUW4DKk8eDwGCjbchShXEeParUe8xW/E4tDRGfBK6x1csHPUQivcf3lJfhSlUVkqRSPJJKUCqXQyKXQ8jjwY/PR5DADpF2dhji5IQO9g46x0gNCsGpigqMZil9lPZ1/7akCn1yzKse9VQmxQtZmQCAs37+aGwnBKC4V6r7mb6em437gcGq6lX65kTgLgIoHqoceTz48gXwEfARwBcgws4OnRwcECu0x15xOWYVMpjwux5htkhVilD/FUCRft1hExBxaTm2bctj/RyWFrtURaSxdpZwWSGWE+qQZVDdvOPsXEugxkskGJ6Xg9xqw+VGq+RypMpkSJXJcLmqErvLazJgjHV2wSJ3D432r4hEGOHkjJ3lujNl0MVPy2f2sVRqtkDVplt2Fs77ByBMzarqLxAgSybDPYkE60tLNEQp2/6pBPOg8zdpaGfdREpMaRtrfB/N/uR4C4E/3gKyPgbcvwKKbVyoGiI1KATh6anQv/hDoMrPP9fPpNrmQnyuCbqwRoL/r9w9NbaXlxRjZUmx2eNuKivFprJSTHV1w0xXN9X+rz08GRepn7q5a2y/nJ3J6PhKXszK1LjBz3F1x7RCRa3wJcVFWFJcxMp51dF+MCUPqpYj0soi1ZZh5JNTVpySP1/yL5zNxKjcZJOXD0bV06olTJKZWfdyCBIBSWADpQDlUqWprz00BWpYeioM205NZ2VJMX4sKTYY0GQuA0TU8p8yfl5HR0wrrNm2hIWKrAjQh6yyWg9G5X37n4Hkabbrk2qIv/wCcLayAj1EIrjweCglaagIVoCkoSJwgVe1lvmZFqhsj6ukUF4NXx71NFlMUSTXfGf6RBBZ7ifUdxgVqVfSAU/9PvQ2yzpPb0Ta2aFLdibO+QUgITCYPFmZwebN7Puj1kWI6CQAgIu9Ix5M/wXBX79utTm487Rj4W2TMxUVeNPJ2eLnPV1hmdRa4b3eR3iv9y1yLlvmyZ/rkHlpv7WnQdAB444S1orMVrcwMXUzX+/ljT4iR9ysqlKJ0q7ZmfDlC5AaFIKzlRUYmad/6b8+LK/s3x+JN97wMN5QjbFjU9iZDIFQDyitEsPJ3rrWgN/E5RihJu74YMfqybYUnlFYoCFSU4NCEJORxuhKmTufj3sBQRr7PiaR3gQCJVh/HDZVtDZ8fQY7E6GIG5+P2W7uSA0KQR+RI17PzUa/XM1oz5xqGV7PzUY3BxFSg0Iw380DnnzrWRZ2DYvBrmExtPuag6kClUAgmIbSD1XdH9WOb/klanUWFhVqbCeztCzN1rjqHKvQrECTEBiM4QxZV8c4u9QSqCcqzKh4QyDUMzgXcubbqifcG7bBje9GWOX8f/sFwIfPR4pUik4GIj2vPbeujnJ2wZfuHhjp7IxGGWmszEmfkBy+J4GV87FJamqVtadAINg8Aisvt5fL5SiXy+HE4ynmA+bqzAO6q1eVsxQHMD4/D0+CQqAu+5d5eOJ9F1e8mZeDTAPJ/PURIhDgV29fhGtFdVcDGJtP3d2JuJUR6jucE6kAYO/qDZ9WPZF76yQr4/N4POwbsRQ9GsZh1N7F2B//l+pY9Ac7jUbQqkfZbi0rxdayUlbmqY62IDVmATV0nClxO3myn8l9pk8nF10CwVx4PJ7Vy6VGZaTVCuxJDQpBNYBVJcXYWFaKPCP5UtXx4fMx1tkFU9TSTmmfjy3C01NrCdVIOztc9Q8EAKRIpTheIca1qio8kmqWRQ0T2CFKaIe29g4YZ6AsajUUWRAIBAJ1OCVSm49fpXod+foM1kRqyse/I3z5IABAhGeg0dQuum4G6vtMSQtjqTQy+oSoucv76vzwQ6jJffbuJb5YBAJVDAlRLqSjCklPRXJgMITPLaqAwodsiqubXrFpKouLi7C2tISRsQwRnp6K911c8blW7lQAiLCzw0QXV9pjf1VchFUWeA8Egi5sOUsEp0Sqc2Aj1euyjIesnafj2vGq1ykFGUbbK28GTkIH5H12HPnlxWi6cjiKKphNLM02bg7M+bH5+Jj+1UlPN5wblSSXJhA04YIQNUaDjDT0dXTEOk9vxseekJ+Hoxb04VxXWoJ1pSWY6eqGqQyI7B9LS/C1BRL1Ewh1Fc6IVJcQTQvf/W3sVQTgqT31G4PP46GJbwRmvTwCg5t1Q+iygcgtK0TB53+Cz+Pj0xNrsf7KH6iSSSmNV1xZTmvOTFhAF/aIMHsMJQcPNjLeSIsRI5IZOz+BQOAOR8RihIgVPvrz3dxhb8I1VptzlRWYXlCAnGrr1fZbXlKM5SXFaCIUYpqLG/o6Ukv6LwdwVCzGytJixEvqXsESAsHScEakNhv7vca2rJI9K2XSjN8w6dA32HbjOB59tAdHHpzX27ZaLse97GSM2rsYo/YuVu33/KKXyedt4d8QCTkplNvzAPD5PIw/8BCOdnw42wvg7yKEj5MQAa72mNctDIvOPqU01pQXguHvItTpBqAugKn6q77wgunRr+fOkeUurmDN9Gh0LOb1IZ0bl6moaIOAgFsoLDQsHLeWlWJdXhREouu1jsnlcTb3d7wvkeD9gjyAeCkRGMQSAXF1JeiOMyJVHXHuM1bHd1rQHftHLMX3fadh5G+LcCD+b/1zoRicoFyWo9Je2cbYUt5OHdbTG+mlSMwT42paCQ7EV1KaGwB0DHXVK2htMUuALbJ2wHbV64kHR1Jur97Wxd4VK3qvBgCcTDqK3+/tZniWBK7j5eSG/PJiAJbzcScQCJahrohLpuCESPVv119j+84aditkyOVyvLFDtzuB9gVf1w3A0I2ByRuGroj+5f+a/gXeMDAKhx/kIyGHnquBNnPmBJjcJy2NLH1ZG1NFsi7aBnfEuLj/mTUGgT7TXnoTsYGNNVZ12ELb4l1Q0FpjW9sqqt5e/bWtWU+ZZu2A7Xp/K4aOGTo+5maO0d+fq70rBjV7G22C2gNyOdJKUvFX8ilcSv2P1pzVH5q1j1Mt12xOoZ3++/vg0MCjJvcTeYvQc0N3Wn0J1sfqIlXkHYKI1/6n2r6/fTbkcrYrNusXmob269um0l4dJoQsFR/VVf0bwcvRDsv+ScXNDObSZC1ZEmxyn5CQ24ydn0AwBybzeVpiXHWWvjrRYpZTpbjk8YDqaoXo9Pa+hfx83f73yvZyeRzc3G6ipMR0n9Jdw2IMruwor3vG2hhbHaJ6HqowtRql/iCpbx/VVZhzyaew9cZ6bL2xXrXfQeCAtQO245MTk1FUUVirj75tazyQ9t/fBwBMFpfOQc6IGtYIN76/xca0OIcycr+uWmCtLlJb/W+D6nW1pBLFyTctdm5T8gzquzGYKkbp5DbUdUFV39Z1Qd01LAYV0mqM/O0BZAwmwd61q4HJfSQSdpJwEwhUU6vQuYD/7OWNLg4i5FbL0CM7C2Kt35ElRKk6rQIbI2zZQIudDwC+/z4UU6f6wcXlBmQyoLw8Fo8fV6JRo7sG+61bF4bhw5NtNmOHId99UwSpp6OXSedlUgz+cmdrrX2VMoWL2KxO8/HpqemsnZtJlGKVKu0+aYP/Pr1ocj8qKH/zTP72TU0PVVfFqD6sKlJbTPhJY/vq14Mten5TRKS1E2cDpl0c2fIzfftt0y66ANC7N3vpxLiGLkuIqe24erOoL9jzeHgcWLNaECaww8PAYOwpL8NHVqq53jmiFY6P/g7OC7pb5HzbtkVg5EhvHDxYqLFcz+dfQ48erirxqb2Uv3NnA8yenYYlS4Ixc2aqxnGqglXI50FSbd6DLZP5oAHgy54RAABJtRwr+0Zi6pEkSv26NXiV1vk8RJ4Y3eZ9RHpF4VFeIrbcWIeiCua+e3LoXq20F9hjQtspiPZtigc58Vh39QdIZOxXCTQkKJWWVCqiU+hkB9cwV0hKJap+yuV+U1EXj1SEYXOhEMd9/VXbg3JzcLmKetyIpTAnZ6o1BLJVRapTQKTqdfq/v0BeTS2Nk7XgaoCCpQKfli2j9+U+c4ZE9XMNqmKa62hfNJlY+lIKVPUxlnt44m0nZ1ypqsLucsvmRxYvPAuxpFJDoLL90Pzuuyl4990UncdOny7R62c6dKgnRoxIxvLlmZDJ6EXzx/g64U4Wd3JQf9Y1DA08RVh7OQN/pxRh+5Bo/NS/ET469hiVUsOuaa826ovLqeextOdKzDk5ldL53m09Hi+EdsaaK99j1cUVaOrXEl+9uhLnn/6N7Tc3GB/gOW+1GFXLmmovsAcAfP3PQp19fui7Eb/e2Y4N11ahU3g3/Nh3IxadnYP0kprfAhvXDl1L+nQsob13voqCxELjDY1wKyBI9fvvLXKEJ5+PAiPV0477+qv6OPJ4eBgYTOk6pKtNXV/CNwWriFSRVxBaTdqkse/ZmS0WnYOpgU+mClSmA6uoWAbYFqszZ/obb6RFbOx9FmbCXYgV1LZZ6alYKdC+OcwsLECaTIblHp4WF6mO87uhiW+4hr+8KdlE6GDKMj2Pdw2bNkVgzBhvlSitrlbs//ffaHTq9IDSOL7OQgDAnC6hZl/LqPik6mNW5xC0Dqwpb3o0MR+Lz9VkRhm59wF8nIRY/3pjCAU1+WC1z9k2uCMup57Hputr4OnohfFtJ+Pnqz8anfuLYS9rXEduZ17HBwffxdoB2zVEqiGf0YkHR8LV3hWjYicgLqgD5PJqpJWk4lzySYPXqFl/TkJxpaL4wKmkY7iSdgELun2N6cdqgpmVgVOWgopYdQ11QdcfXsbJcWdQkVdBuZ8+vPl81evjFWKc9vNHj+wsve23e/tgYkGealssl+PDgnxa5w4WMFd0Rxd0hK81K1ZZXKQ6+oaj5QfrNPZd+bK/ntYEoObiZ810M8HBQlr9bt5kJqMAgVmYiO6vi/RwEOk9tq2sFB8zVOrTVO7nPIHvl31wbPS3eG3LR6yfT1fkviGr6NixKRg7NqVWO6oCFQCW926oev1mC1/8eifHhBkzx7J/UvFdn4ZY+tczZJfpzkqSWy7BqN8V7+2jl4IhFPA1jrcJao9xcf9T/c4KxPkIdQ/Dj/02YdafkyCWmH9dNPYbLqkqqRU4ZYxlvVbhlzvbcPHZP3gprCuGNh+BL87NNXeqZmFouV/gIED31V0g8hLh0KCjimoKWv3oLverE20nNCjU2tk7YGJ+nsa+sxUVJrsMAEBHewd6k6yjWFSkejfrgkaD52jsu7dxGqplJD2RMXo17kCpnTHLirbIpWqxSElpQakdQZP2IS9iTJuJ4KF2BZ4HufH48eJySDnu5mIrrFUry+nK56PEyPKcLkz1hLSkhaG0SoyuDWLB4/EgZzAY0lIYErkvR7jDXsDDN/+momcjT7zexBtnHhciR49INIa5PqnTjz6m3Pbb/9I0tse3nYy4oPaYe3Kaxv55p2eie8NekBn5vZ9/+jfW9N+GNVe+R3z2bTT1a4kP2k/DueSTBvvRtW6qi92pR8ZhfLvJGNJsOB7kxmPqkXGqYCs2oWP1jH67MaKGNUZZehnr6aXK5XJEZaTp/b3LIa99hefRs1p+5u6ueu3O56OIxnWsLmExkdrm418hdHLX2GdOzrT6xP53vkLvxh0QsLQ/To1diVc2GfZtYtraevVqE9jZmV7m0MPDtEwNXMinyFQ0soOdCCv7/GywTbRPU6zqtxmAYatIXfEfZZt+jo5Il8nQPisDqUEhGJmXi7OVFTrb6rNwzCsqxI+eXrDn8VClJQRP+tZ2d1HvawnB2n71e7j2v81os2o06+eyFL7OQkxsH4hPT6YguaAC19JL0TbYFSv7RqKkUob3/zAt8NIcVwFzxe3wPQn4+eqP0PfLP/P4T6NjbLv5M7bdrBlBudxvDCZcjSpllVh1cQUAIC6oA95vNxXhHg1gL7BHVmkm4nNuw9nehXG3Jjoi88Huh3iwu+a70XvnqxA61ZY0D3Ynmi1id5QZTuG4uqQEyz288IHakv93Hp4Yp2VdpYIvv2a5/56ab6wx6FhtbQHWRWpEn0nwb9uv1v7Uc9vYPjUlNg+KgoMdH2P3JaLCiBM8lfx75qCd4uSl8JbY/eZCZJTkqoTnjxf2QrzwLA7E/43Zf67Bk8JM1uYDAG5uAsTFOZncr6ysGkVF7Nfepvs3oZNOxhTUBeqqSytwN6t2zr553ZYiyFVxYekR2Runk6glxGaCuiZ84wOCAADtszIAABcqK7Hd2weTCvJxQFx7aVXfRXy/uBw/enrhsVbQwxJ3D/gLBJhlpeh+JXeyHnNeoBp60NN+EB3eyg/9or2w/WY2kgtqHiiuppXgu//SMP2lYMztEoolf7FbhZAtjCXrZ6uvufzYbxMKxfnYe28XHuUnokpWBT9nf3QIeQnf9F6DjddW40raBUbPSTcvKgC88nN35Mfn4/KXV3WOG/ZKKE5NoO6/XahmvewtcsSS4iKD7X8sLUFqUAg+eH55cOXx0VvkSPl8St50UpQb/628HN1FInjz+QgV2OGZzPqrbVIrrd6wIlJdQ5vBv10/eDfXbdF78Mt8FCZeYuPUnMLZXoDZL4cixM0eJVUy7L6VgwvPiin1begVhM+7jUbPTVPxILfGaf+P+//AcX43vBDWHFuHfIauGyaxNX0AQG5uK1r9wsPvMHJ+XSLUnETclsiE0LXBK6rXhm4yi87OQZeIV/B2y1EY2myERUVqXeJeQBDc+Hy0zExX7Rual4NzfgFY5emFqa6u6GYg6EGbyIw0JAUG17KM7hOXUgNljQAAIABJREFUY5eFg6aMwbWMI6auhnSJcEeVTI5jibWDTK6klWDiHw9RXGn8YZcJC6j6/5aCrgg11s8cgTvlhVkQ8oX4/PTHGvvTip9hX/wv2Bf/C9YO2M64SDWGIfHq6CPCqfFndB77a/q/6PJdJ5PO1SIz3WTLZLfsLI0+L2aZZkCy5/HwjYcnAGB6oeL3kBoUggv+AWiSmW7UfYlt66nuNSn2YUykUimL9mDX5yh8dIWpU5qMoQvZpkFROvfTuWhN6hiEF8M0Aywc7PiY/EIQJr+gsPiM+v0BJDL9TyaP89PR20CAxIWnd/UKVKaqXeXnt4ZQaPoy/4IF6cjLs+6Tn6VvNuoMaTaCctu/Uk7h7ZajDLZRv9m42LtiRe/VtOZFtVKNKe2tyWJ3D4x2VkRht8/KQL7WRbxrdibsAKQEhcCBx0MlRUtApVzOyeUyawZOsuWKY2wpn4pABYxXoDLWRh+RXiIseiVCh0c5cDOjDMv+sU0Lb12Ex+dBriO/btNRpj/AyGG66HsoldC+bsx388B4F8W1TH0MZeGA+wFBqJTLEZmRpm8Is6CS8ipTxv7KqC4s5pNanpVsVYFqSZQC9adL6fjvSY3llM8D1r7eGC72AmwdHG3wokm3Gpb6a3Nvap6e9FJhLFyYQfucQO2HCfVta4pPqpRUFptcaYZgOp8VFaKpUIhBufqjwKVgz8KgPS4Xha0twZQLDlNuWe/G+qN3Y09Uy4HF554ipbACVTI5vBztMLqNP2IDXVh3AbMGP1xYhh/7bcIXPVZg771deJj3ABJZFXyd/dEh9CX0atQPm66vsfY0NTg98Rz6/f4a0v5Ox6P9SSh9VgqXUBc0GhgJ39Y+OD3xnLWnqJcIOzuVQD1TUdte2S4rA1f8A+HA4yE1KASDc3NwyQpFAvKq67hIdfJvgHafHsLVpW9AbqU3a4mLyazOiieSDw8+QmGFpjWxWg5MOPAQq/o3gpej4Y9eXzUsS1lStm2LsMh5dGHJiz4bN5mjD//AiJZjKLVVdw0gmI4hgWoudAKhmBSquh5Utfep50vl2tI/G1jy2tC7sSeuPPeNVSenTILl/6SCxwN2DjVupaPi/61v1cJYX3MCLg31nXx4LNoGd0TXBj3xbuvxsLdzQKE4H/ey7+Dj4x+itIq9Ai1Uqk9pU55VjiPDjqPJO9FoN6ctRN4iVOSKkXkpi/XIf3M47eePaDtFesdrVVV4Nz+3VpsMmQwRGWlIeV5kJF5inWxIKVLrrI4yJlLVI/Vdw1vAv20/eDfrotGGLxCi/WdHcH/7bBQnmxb5zSRNfJ3wadcw8HWs4Vx4VowfL6TXPkCR1oEuSMwV1xKo6kw69Ai7hsWgV2NP/PnQuoEYuvDxscPIkd7GG+qgY0dmbiLdG3pgXNsA1fama5k4lWR+JRFt2Ljp/ZNyRiVS1w7YjtWXv8PtzOu12s3r9hWCXBUXnt/v7WZ8HvUNJutpc4H6IDq5zqqL+u8FVLxHzHGZsVZfJVfTLuJq2kWzx6GKuWKyWlKNe5vv495m9grIKK8vTF1nqp5/h3aXl2GmgaBM6XMXpGmubiiRWycl1WNbF6nqlDy5g5Ind/Do96UAgJh3lsK9YazqeJORXwGwTgqquV1C0dzfGXIAu2/n4HRSASqlcng52aFDiCuGt/LDC6Fu+O9pMX4ycIEyxDf/UfsCD2zqw6hIpWJ5AQzf/KKiRHjwoBmt8y9alIFLl8wPLHk31h8iO56GgJzYPhBBbg7YdoNaAIw+/+PccgmmHKZWd9scJh4ciXdbj8OLYV3wYfvpBtteT7+Mk0nMPu0zEb1PZwyu+7Gagqk3IkvlTM3/7Di8FttO+j5Tr0FMY86D6NbB0Zh+NAlZpbWtV3O7hJozLQIBr+VQD+gEgO9LqAVes8FfetL5sY1FlvsTdsyBvas3Yqfv1Ngf2n0Mnp3ZbIkpqGju74w7WWVYqpXSJKdMgsMP8nEssQDbh0bjpTA32iLV9FAjZmDiwk9XoALA/Pn0LdDqdGvojokHHmns23w9C2sHNFKJVGtH8FNh280NSMiNx9g2H+g8nlyQhO/PL7VIsmxCDbZkbdW1jO8orNsVaZgoAU012t/QOCN+S8DOoTH4rk+k3jYH7pueB5NAsDWeSKW4ZyU3A4v5pFaV5CFxzyJEDZun2hfU6U2UZT5Cfvw/lpoGAOCbf/XfpGRG1nC0L366LnKdwt1xVEdKFW0e5oqNtrEkYWH2tPuGhjKTcgoA8sqlCHG3R1J+zZNbiJs98sQ1yw3Kz93c1DNsczn1PC6nnqfVty5ZJZXQKQpBUFBf/E65glyuuM54iOww5YUghHk4wEHAR2GFFPvi83D2MfPuR4T6DZUoe2vwUja7+dgNYdGyqAUJ53FpUW+0/GA9HH3DAACNh3yKkmfxiN/Mfj1qJVsGR+OzUyl4nF/bfL2ge7hZY19JK8E7rf1w/mmxXr/UVf0bAaDuFqCEzRvU2LE+2LiR3nvv0CEBqalVjM3l42OPsWtYDM48LsT2G9kY3cYfXRq4m2whDfcQYemrETqPzTmRjCeFtmfBLK0qoSReuSpwXV35xhsR6iVMrYAwvZJSWCHForNPjTfUA5X0jPWF+vBZkEqazGJRkark9poJiJ26DfbufgAA19CmFjv39KNJ+K5PJBa/EmGw3bQjuv0WjV0Av/svDbuGxWD1gEZYdTEd55/qTkHFJXx97WgLVAC4fJn5BOfD9yRgZGs/rH2jEc49LjL5xhPt44j53cN1Bly92sgTS19tgEVnnyIhp3Y1IkvQ0LMRpr84B0KBcet1lawKJx8dweEH+yE3ubo8txCJ2BWppviFcs1aYSqmpKkjEAh1E1u/jhnDKiIVAG6sfFfjqarJqOW4v3Um6+fNKpVg3ZUMvN8uUOfxJ4WVmHsi2SwpcPZxIbo19MCkjkGY1DFIZ5uRex+YcQZmyc6mV1UKAJYtY28ZYPvNbGy/mU2r78znqcB0ZQQ48agAo9v4Y8ZLwRh/wLS64ObybuvxeDHsZZP62Avs0Td6IPpGD8Q/KWew87Zl/biZJCBAyNrYdf1irQ1Z+icQCMYw5cHd1OBPS1xzrSZSAeDK0tfRbs4fAAC38BZoMvIr3N8+m/Xz/pVchL+SFbV42ajh/vPVTPx8NRNOQj7mdAlDiLs9Sipl2HkrG5eesZdfjg6G6mwbY+HCDCxYwEywFNOs+DcN87qFoVtDj1q+Yz0bKUrPffMfO9U79KEeLV8tr8anp6ajQGzcd9nL0RsjW49DE9/m6BzRHZ0juuP04+P47e5Oo311nZsp6LgUREXV3aAfNi7Yugp1EHFKIBCoYusP71YVqdWSSmRc3IfAjoMAAG4NWoMvFKFawnyqA2MBNmxEi5dLqvH5qRRafS2BOZH8RUUyzgpUAEjIKcfckylY0jMC49XyrSr59GQKkgssl1JjWa9Vqtc/XFiG+BzqgWb54jysvPA1gBqx2aNhbxy4/xskMuZ8gS1BeHjdFakEAoFAYBarilQAeHpivUqkAkDcx7/iytLXrTij+sEff0QiKkpEu7+Hh/WKMVB9aEgpqOBMOio3B3cAwLnkkyYJVG3+SjmNLhE9AABj23yAdVdWUurHZCCVOVbZpk3pf+cIBDr82P8j9Ihsi1B3P6QV5+Cbf3fj5ysHrT0tAkEv1q52xyWsLlIB4N7GqWj2nuJmyxc6wMEjAJWFzPo6WkOscLWu84oVIRgwwIN2/6oq7gTvcPHzNcTv8b+Y1//eLpVIbe5P35fYWhCRSh9rpKBiKzjLnHGpfAYiO3s8/ngvPB1dNfaHewTgh37T8UO/6SipLIffkr6050EgENiHEyK1NE0ziKj1lC2spnHgem5NNhk/3gczZvjT7n/7thitWsUzOKP6xeCmb+GXO9vo9282XPX6btYtJqZkUdq1c6bVj8ejVoaSQPiq1weY+uIwo+1cHZwgXngWu26dwHv7llpgZgSCYeqqNdQcrCZS5fI48HjXVNvinCdw9DUvR6mtw7ZV8N13vbF+Pf3PWC4HEag0KaoogLvIE10b9MTtzBu0l/yVVlQA2HR9DVPT4zytWzvhxg3rpAuzFobKHDvO74Zns/bDx1mxItL42zeRWkQvE0ZdYnaXkZQEqjrDW72Kkkoxph35nqVZEQgEurAmUrWjxrOyJAgIuK23/f1tn6DNjJqlUJFXECry2QnMoSsGbdkCO3q0NzZvjjBrDKHwOjOTqYd8cmKKypdzyguzTIru93T0xsjW76GpbwvVvpNJR20uaMocOnRwrnci1diytkxeDcf53eAuckHmnEP1Puo/wjMQ87uPpdX3/favY+uNo7iRnsjwrAgEgjmwJlLVraRTpvjh0iXDCd8lZYWollaBb6dIbt5q0iZSuYEhZs8OwNKlwWaN0aXLA8hkZL3VHCYeHIkRrcaic3g38Hl8LO1JLehJnb9TzmCXDedJpcuECT5YuzbH2tPgFK9smgoAKKootfJMuMH9abt07tcW75Fewbg7dUetduffX8eK0Cf3MQKBPhZZ7l+5MlRDtOrjyfE1aNBvqgVmZDnoWl+ZWvpfvz4c48f7mDXGN99k4e+/yY2QCXbe2oSdtzaZVHFKIqvCiaSjOPxgH+Q27JjZpYur8UZ6iI11YmQO5uQFtga6lvyVQuoJw8GlurAV66x2gBQASKtlcF34Sq39SflpcJzfDXmfHYeTUDMlWqRXMJLyLZs/mUAg6Id1kfrLLw3xxhuKEqPGbhDZ14+pRGrG+b1sT63Oc/p0FLp3py8MAODSpTJ8/DG7zty2JhyY4HHBI0w+8p61p2FR+vd3t/YUbA6lSFRG9quLVpGdPSQyqbWmxiluTa4djKhLoKrjvbh3rYeAKx9uhNdiYvkkELgCqyL18OFGGDEiGUVFMgCaLgCGhMmtn8ahIs/2o9ysmR6JCeEXG3sfN2/WLz9AgnHo5lw1J6sEoTZzuozE3BPrrD0NqxPq7gdfZ82Uek4LulPq+++T2+gU3lK17Sh0QOvAxriZYdlyyQTANcwVXVd2ptX36vLryDjP/soCHdQfhGxlZYJLsCJS+/Rxx5EjjbBsWaZKoFKFy/47tpCT086OB4mkjdnjyOUgApXAKdq3d8bly4Z92+sT0196CyvP/4a1b8zCscSL1p6O1Vg/sHYpbapuMT03Ta1lTf154Gy0W12/Vjmo0H9/H7P6Hxp4lNF2BP2MjO2N9W98AgBYe/kAph8xPf5BHfXfyKqLv2PmsVUGWjMLn41Bly4Nhp3ddXzyCfHtsSTNmzsyIlABgM837kNMIFiS994zz7e6rtHk++G4NXkbSivLMWjnHGtPx2p0bRBrVv9qLUHb3L+hWeMRCATmYMWSqsylqZ0LlU24bIG1BAIBD3fuNGVkLEv9zQgEUxg1yhvvv//E2tOwKOoWDG2LX0pBBgKW9rP0lDjPvFMbTGr/6cl1WPrqRJZmU3ega+E01QJLx2JLrK91F6sl8+eKEJowYQLi4jT9N+VyOf7P3nmHN1H/cfydpOneezLKLnsjigxlFcoUUH6ggAgoiIIgMmSpyF6yqiICMmRvylZANrRQNhRKW9rSvdM26/dHSEmTu+TucpfVez1PH5q77ypJ7t73+X7G5MmTUVJiHdvdUmkL2NkJWBnLUt4XHh5tHBzY+YxbE1XRh21pzy8xvHkPuDuoMjro+z8Y326AzrElF7bRmm/lf3/riNQpHYZi6QXilFY8lk9KcCjtPlSqPRlbJphJ/6p4DdDEIsqimpOAgACMHTu20jFPT0+sWLFC57glwmZkPC9Qebhi6FBvcy+Bx0ogEp5kDGzIzQ18UKPOvEg1E2xYRckEZ0pwaJUrPTquTT+Ma9PP3MtgDOciVZ+IsgRRtHDhQp1jeXl5ZlgJPerUccDjx41YG88S3gtbR50zV18AHlEbKv1MsTZjmDkziJNxeao2b1WrfA2UKegF6qqRymUQi97cDpsE1jZqXTw8POzAqUi1BuGzZs0anDlzBqdPn0Zubi4iIiIwZswYJCUlmXtphAwf7oMtW2qwNt7HHydi69Zs1sbjsQx61/NGhxoeCHKzR3aJDFviXiE21XwFGSIiHFkZp2tXd5w6VcDKWDzWQZfwljj7jNq9ZGtsDKM5Nscex+hWUbT6qHPXEh0HyLdphzR5D9M7foxAVx+cenoNYw8sQom0zOC41ojIQQQAkJdSf3hgmkVA2wJLZDXVfM3Eqmor74s1UeW3+8eNG4ePP/4Yc+bMgaOjI+7cuYP58+cjO9vyhNvQod6sCtScHBkvUG2Mml6O+KlrjUrHAlzFmPqOykfr1+tp+Od5vknXVK2a4apaVPnhh2BepFYxOtRoSlmkxr9KYDTHXYb96CKZdw4KpRKRm79B/KsELOr+BbJnxdASP21nUxfi5g4oVotUaYnUYNvCpELSrX61cOUDpOjDdgoqU1PlRapSqcTmzZuxefNmREdHY+3ateZekg4ikQAFBc3g7MxexrD790vRsOE91sbjMT8DG/piYENVmqZ/n+fj0MNsZBRLEexmjwVda0AkFGBM6yCTi9Rly+gHMZDRtq0La2PxWAftqlF3a3qQkchojgcZhrNGEN2otY/pE5sxI5YDAFw0Cg18tn8hrqc8wImRK9B90ySqyzU7ZKIxan9kpWMOnqoH1PKCctMtjgSu/VHthCIc/WQp3q3RjFJ7ibQMa6/sxbyzfzB2U6kKVHmRqomlBUoJBEBqahMEBopZHtfy3TCsHbWPJ51zxvqDDmzoizKZAiP3Pa50PDm/DMP3PAIAbPmgHrYPrm/SwhQffODF6ngNGzrh3j0Jo77m+OzbStlfNqwpVCyG6YXZCHTzqXjdkeJNHwCeMKxU+CQ72WAbzbUf+2QZ3qrWCAWlxei8cQKe5aQa7E8mRERCoc2KFLcwVVnuwiRiVyOu0lOZ0uLK9HvhJHbAlA5DMaXDUADAv89j0ePPyWwuzSbgRaoG0dHRFiNUo6OrY8wY9pOXt2nDvThRb0fp22qq0XM8AlqrfMDazTE8pqm2raxVUPSooxKCn+5/rLfdyH2PsfWDeni/lidOJ3AfIBge7sD6mGvWhKFzZ/1/pyYeHiLcvRsBX187/PNPEXr2rFzy0pT5nHkM8yQ7pZJIFQiopx4rKGNWkaywjHq6Qcm8c5hz5ncM3D4D1T0Dce+rbTj88CIG7/heb7/eW6ZCMu8ciueeRc8/J1ds9w9v3sNmfR1dglU7H8XptlkpjkigSuUy7L57FqcTbuBi4m1kFuehTC6Fp6Mrwjz80SSwNr555yPU96teqV/Hms058Ufmo/tthA4dmNUM5oJHjxqibl12Ak00cXWNRXGxgnY/Kj5Q5vZ9oopyDiCYx/08pi6h2/21SFUYqAYpf93g/VpeJhGpGzdWN9yIJp06uVFuO2lSAJYvD0XNmvFIS5OiXz9PWqKUykMLL3DZ5UVeOjqgKaO+pTJm28pU+535dDUAYPF5VS7Wh5kvMGLvj/hz4CxK/Z3mdMagxl3wS9RkBLr54MTjK/D+0TqunUzwqOkOAChKJhapXFs8tfOlMsmfSkbhnNOVXl9LuY+Ov40nbZ8rKUSupBB30hPwV9wJACoXgfOfrUPz4LoV7VqHNsD1lAesrdPa4UUqAKFQiGHDhmHLli1wc3NDYWGhWdaxc2c4hgxhd2tUjTE3Um0B2nZ2DCui9PnhlcigEI1LRSQrCayxphCjVHG1F+H7ztUQ7GaP1MJyHHmUgwuJ7PmG+rnQC04KcWcvmEkfdAQlHZychJBIDD9wLV8eWumz//ffuWjV6hW2bq2J4cOfG+xv6HtjrZZ3S+ZFXjrjvkqlgac0sn6g1q9FcD2dY0ce/kdrrt3xZ7E7/iytPtaKV11PAEDBC/rBjiHvBMO/lR/8mvpC7GYPeZkchUmFyLqThcTjSSjLK9Pbn0v/07erN4GdUFTxuu7yIUjOz6A9jkwhR/vosYifuBW1fVQC+vxn62zWss4ExiKVToShpaEWWC4uLli+fDni4+Mrtvm9vb0RHR2Nq1ev4o8//uB8LW5uIqSkNIa7u8hwYwZ89VUyVq+m/+UhQ71Fb2loC1Ii0WoO2oS64ev2IZWOhXk44PM2Qfi8TRDWXEnFpSTjo9VvvixE61DqgjAuzbq331JTm8DLK45R3+joTFy6RO4zzGNeUhjc7NW42Dshv5R+qjVXeydK7cIW9UPmzGMY324Afr9xGKHu/rj71V+YenyN3n5HP1mKdmGNUFhWjLzSIuRKCtEurCFWX9qNF3npuP7yAR5kJKKonJmvtaVyajQ9MR78dhBaTmlOeE7obAfv+l7wru+FuoPrAABkpXIc/+iE0euky56Pfqz4vcHKoYwEqiaNVw9nNYJ+a2wM43RslkaVtqTOmDED48aNq/T0nZOTg7Fjx6JevXoICwtDcrJhh3qmZGQ0hZ8fd2+Bp2cc8vPZdciv0fMLAIB/i0hk3OLTgRhCLVD/js/EwQdv0n2JhQJs/qAeJrQLRvyrYhSWGfc+bYnLQOtQN4O+plH1Vb5+2++w9+BChq8vl59tag91SiXw6ae+2Lgxq+LYw4cN0b8/tZRDlm4pZWtXgwlUrD1Mbrz5pcwfoPxdPBmJVD8XajtYReUSuM57D4lT9mJpzy8Rm/oYLnO7QGHAgttr8xSdY5J55zDtxDraa7VVHL0d0XJKcyjlSpyfchEFifp3NHvv6Qk7RxF67uhucqEqELzJtCOVy0w6d1WDvZxGVsjMmTNJt4cePXrEmUBdtCgESmVLTgWqQHCTdYHq3zISgACSzCTU7D0Rote1tS2Nt8OAnXfNvQrA7XWOwF1aAhUApAol9t1XCac1UcZXt8l+nYdwVMtANPAjfl9ahrjioyZ+UCqBtELuU8IcPWr+qj1C4U0sWxYKpbJlxc/ff+fi8OHKrhbqc0QIBDf1/nCNNe9aMaHYCGtikBuzYNNAV+ple+UKBcIW9wcAtI8ea1CgUkEy71zFT1XlrXltAABHPjhuUKCq2wGAnaNxu5BM/FT33fun4veLY9YbNT8AeDu7Gz2GrVKlLammpF8/T+zfX4vzeapVi0dyMvsCxK16Y9TsNRF5j6/i0c458G7wDlpN2wd5aRFuLP6A0Zg1o75GzaivWV4pcHGU6t8PNdIrmsM/9ftO1QAABx4QF0zYczcLAyJ8IRbqRi/rS2FFxtBdD7F9cH1837ma3nb/2819UJdAALRpQz2n6blzhYiIcERAAPV0a998E4Bly14ZbOfpqXIL0BcwZQ3BT21nx+D6gj5oPHYdch78h+Szm8y9JE7IZxihDwDv1myG84n03UDerWk4zZVQIIBIKIJYKIK7oysAlW9ii+B6qOkVhNo+oeiz9Vu9Y5BVo9J8bUlC1VDKJ6LzVNJEWXtS/i8OLcWIFpEQCAQIdPOBZN45nHhyFf3++o72WPv+9zN61m1X8br3lqm0+lvK54UrP1rGItVSo7kN+SISiRUBgKIZgLPW/VE033C0tCGWLw/FpEkBxg1CEa5utPWHLYBHeAvkP4vFo52q/+CcBxdxe80oNJ3wB9rOjsGjnXOQ9/gq5TETj69F4nH2Cyc8mqD61xKCpoLcmAcnaWYHoCNYh+56iL4NfDCksZ/OufOJ+dhwLY3xmuiwaVMNWu2nT38Jb287HDtG3fq6dGmoXpEqEKgKYdjbC+DhobK2vPOOK3r18kCrVs6oUcMBdeoYNrlbQoR/SIePkHHzKBSyctxeOxptZ8fYrEhlGqEPqCKjmfWLMNimaM4ZlMmlKCorQUZxHi6+uIMv3/oAT7KS8SjrBe0AKrKbuiUFzZhSTF6eew1df++C3nt6Ut7uB1R+qebAZd57KJn7xue2e522kMw7hzKZFH/Hn8aZhJu4+OI2skvyUSaTwsPRFaHufmgcWAtftR+MZkF1CMc9k3DDVH+CVWBzllR94oRMwCrmAF02A+cSddszFTtff+2PFSvCmHWmyYMHpYiI4KZ6lHqrUSmX4eFf0yudK81JxdX5PdB2dgxq9PgccTREKheMbw3U9QHCjasAxxrpReUIcWc/T6ghDj7IrnAvUAtcU6fE+uQTH8ONNLh6lZn1zNFRiNJS4ih/mawliovlyM2V48WLcuzenYtBg7wQHy9BTEwBYmMN58ZUi09tK6ypc6v6teiJB5v1W+lshTIjRGqnmi0Y9etMoZ+zRqUoHvYpzS7FreVxaDG5GTquoJYSUq4ncMrQNr6x0f9KpRJOczrrWDId7MT4uHlPfNy8J63x7mckouXakbTXYcxDjebaLenhSBObE6ma0BGZ2gKVLgIBsGMHdymkiCgrU8LR8Ranc1CxmGu3IevDlm8d0fgT2wKreliGBVXND+eSsKFvHUTV98Hhh7pb/v0jVEJOZqy53sIwJjfq/v156N/fk3J7iaQ5qVgUiSx/C98Q6u+MnZMbpMV5hOdsDYlUf2ohTX6/cRijW73JOGIvYnZLc7CrvI22Le4ko3GoYmiL1hSCgWiHRnsHR/vh1tCuDt2HYe05Xl5IxcsLqupdIe8GI6ClP3yb+MDezR7ycnUKqmwkxiShNKdU79hqEapZDnWTty9G5mTp60Yb9Xvlau+EU6NWkVpItZEp5Nh44whmnYq2uawObGLTIlWbVD27B51rMBOq3t52yM5mlnjaGMaOfYFff33zZdO3JUkncblAcJPUSkT3pmgql5D0KUCAi2UJVAAoeB2x/1ET1da7plC1EwowqJHq+ITDT02/OA4ZNYp5pbShQ59DIiFOQUOGu7sIBQXkW37WXFFKvVNRmHQP7jWbVnKpUZ+zNcrlUsptd8efrSRSAZXvKJ1gJqKKVrviz1Dur40+gWlJ1iq6ApSojyGMKQH98nwqXp43XG6WKl0cHfGeI/tFctQUlUvw1oYxnI1fValSIjVkOfFxhx+B4hmAnVauA/EP5GNt3FjdqJsxU+7dk6C+S4qjAAAgAElEQVRRo/s6x8luwkTileiYKW7iVEQrk5Q6c/8B9uj+l1gEa66kYkK7YHzUxK9CrGqy4VpahZitqkyb9rLid7Kte31cvVofDRowd3ch+uxT+d5ov+byO/Ti+Fo0Hrce13/uBwdP0/i4mws6deyJgqQmth+Mlf/9TXmM8W0H6Bw7+fQa5f7WikgogKOdEGKhAGIR9dKzgCqOQ/0YIBQA0X3r4LMDTwjbmtrVSJvQ1BTMdvfAKFc3VOMwwT8PN9iUSCXyOaVSiahcrl+QavLyZRMEB1OPQGaTffvyMHAgtfyOhtD2r6MCVfFoauvOBgv2M7+UVIA76cX4JaoWHESVn4LGHXxicwK1Xj36lorFi5lXGAKA+vXZt45YmuW1NDcNJa8SK75bsSv+Z+YVcQcdkUrEgq5jaYnUhd2/MGo+tjFV7tvNA+uhRCpHuVwJbyc7WkGV3s7iirR3Ps5i5FvgdUzTJ3VrcTFqaAhUNsujWiJMIv7p9DHljoBNiVS62710qhKpxw4NvQOFwrQJvrlIym9uzJmE3NQUlcsxcu9jTsZeHhmOQFfDWQTItt3yS2X4/BB77gYPHzak1X7LFl1f3ZkzX+Knn0IIWpMjkTSHk1Ms6XlLiNA3lnt/sJ+uzRKhK1InHlmB1b0nVbwm2r4no11YQ4iElR8eZ5/+ndb8+qD6wG6Oa+Gw3Q9hJxRgywf1sPRiCm6lGi6CoM8lgMiHlaiPqSyrmoFRjcRipASHYnRONmJKJbSCpiwlxRNgWe4ipsKmRKqaf0YAHbViN/59AXT6s/IxTVGrHWRFFnSlVAIREfdw/z69mzETbt4sQatWDzifhyq26P9m7STklCLQ1R5KJSBTKqFQKCFTKFEqU6Bcrvq3TKZAfpkcxeVyFJXLkVksRZ5EhtxSGZIN1L+mw5gx9N1fRoxI1Dm2YEE6bZHq6Ehel4Qt8Ul2E+aaqvIwp0ZOU6T+dv1QJZEKAD3qtEXME8PZRs6N1i1nuuTCNlrz60P93mk+lFvKA7qjnRB/DKiLJRdTEEtBoALMBCYV4co1d6VShKamVAqi4rEObE6k7h4EFJXrCsyjQ4Fdg4DBu42f48ED/VGFbCAW34JMZtj5n4qFSN2Gys2aynhcXmC5vnhbWnCVsay9koq1V9gLLjCG6Gh6Uf0ymRJk8S0ZGTL4+9O7PDk4CFBWZluZEgxhCWKHbeRK+n7JqQVZCHZ/85C0f9hCRlangjLDaclsgfHtgvF2NXcM2/3Q6FzgTFALV1OL1bppLw03sgHYtria05rMmkg1l5VN+yJtJwSkBA/i5XLdwChjEAhuoqioOVxc2Bv0l18yMHEivVKsZEEfTK1H6uj+qoqlb/laKufP16PdRywmT58WEHCb9uewtLQFK+/f4u41dY59e+J5xe+aN1Z1lS9zB4fYEnIFfZFaa9kgnRupZN45TDi8DBtvHNFpP7BRJ/w1SNffK2BBL9pzU0HzPmUJFlX1wy0dkUi3qIglUsKghK2xgs8acpFaMjZnSe3/N3D5U11/0yspwFsb2Z3L1TWWFUFninyn2hizbrb8rCw1pRUPfTp0cGV9zNRUKe0gxU8+8cHmzcRlaKkS6mH6AgzGYilbyGygBHumvTVR36BfREfMPLkB9zMSUdc3DNc+36jjh2pqxC5eyLp9yqxrUEMmKOn4kup7UCMStzkSmc2l3uPhBpsTqQD7YlQfvr63kZXFLE9qYaEc9evfQ2oq9byAbMBbCy0XS7VA6OP4cWrJqzWh4srSsuUDpKU1oTXun3/WMFqkUskfqbagcgmVhzhbEaaaKBlYuwCg+pIBeDF1n87x92u1wvufGw6GarRqGKN56SJ29UaLydtt8r3TxhqvZ7aAJQV7GYtNilQmaPsqUvVdzM6WMZpvwoQkrF2byaivuWDzoloVLtCGiNzRHSJHkcH62MZe6KP2R3I6R48e7rT7NG1qOLFtejqzh7fRo33x++/sVpUxB5rfEVuylBqCqR01oygXXx1ZiVW96WdB+PHcn0jI4d5fsVq3MQhs0xdX59MrmcnDU1VhTaTSvYBqWgmM6WsJCAQ3kZTUGGFh+lMBRUTcM0nQFY9lEbU/kvb5gsQC/DvpIuWxDYlQrujd24N2n5MnC3D/PrXvgVh8C1IpvXrsv/1WnXWRauoAj6oMU0sqAPx6/SB+vX6QsiVJKpfBfX5XxvMZguhelX3vX2hLcXPe0/jPtm1j7X6wvCWVJapViyf18/zoo+fYuTPHZGsxJmjKmP48VY/Dh2vT7tO9O3FlGiKouAUQERAgxqtXpnWj4QJN8WLMg31Vw31+VyR8sxt+Lp6kbfIkhQha2IfTdWi/T/bufmg28U+LsYyztR3PdBxbcAewlPfSVuFFKovY299Cefkbq8+kSclYuTLDjCvisQSIrJwCoQC996q2/FL+fYnYlbdNvSyj+fprf9p9rl0rpt2nrEwJBwd6ZRtfvmwMOzv2ghFN4YNKBFmeTR79SOUyVFvcHwDwS9RkdK3dGqHu/nhZkImlF7fjt+uHzLKu8oJMXPuxF8K6jECj0atx9/eJAPiHDktE3/eMf79MBy9SWUQqVfJWSB5SHL0c0GxiU/g1U+VzPDo4BgqpAj23d0PU/kgUJhchbvVt5D3NN/NKDRMSIsaKFWG0+7VtS99y4uh4i3Y2CpFIgJs3G6BlS8sphsHDbUCHZN45wq3NLw8vr9Rmde9JrIlU7TnVf5+hLdbks39C7OKFuoNn4/Gu+ayshYddyISotT0kcvGd48uiWijR0dEAgLFjx1rV2Dzmg8jf9Nmh57i36Y14Oj70JGr1C0fEJ/XRYcnbldpS9TVt8U0z3FoWZ9xiaZCcTC/qHgCaNTMcLEXGrl25GDzYi1afFi2c4eEhol1SmKvckWxjbTdLa4HKTZ2Nm/SzwyuMHoOHx9ap8iJ1/fr1EGrlzFMoFPjpp5+QksJd+bTo6GhGgrQqJ9q3VPRZz+Oj76J692pIv5aBRzsek7ZLOPAMCQeeAQDqDKyFwHaByH+m36Ia3keVdP7sF/+iy7qOekWqplhmI8iKRnn0Cm7fljCeb8iQZxg8mP5nPzOzKezt6W37P8i0nKpDZD6pAL/lyMPDJXQeAtVt+e8k+1RZkRoVFYXevXvj/Pnz2Latcq3m4cOH4/vvv8exY8dw8OBBymOqraFk8FbSqkdiTBISY5Jo9XmyNwFP9ibobdNuThv4NfPF4QHHACUQM/wUovZH4vSYc5Bk6opBNqP/JZLmtPtMn258ep+GDe/h3r2GtPqIxQIkJzdGWFg85T4/nNP/fqmDPUwR9MHf9KjxVrVGAIDO4S1w7hk7vsjWHhUN8NZ2OpB916h8B/W1McfnyBY+u2qqrEjt3bs3AOgIVADYunUrvL29ERkZSUukkolQQ+KVxzYxlHqKKtoC8+2f34J3fS+UF5RXZLKRFklRlleG93/tzGkg1oABnnB0pF+tZ+HCdKPnppq2SpvQUP2p4XioweTGZ6qb5ewuowAAyyMnovmaESaZkwqGROLV+T0I2/APJzw8KqqsSDXEr7/+ipUrV5p7GTxWjCHrJZMcp+o+5QXlOPHJ6UrnTo48gw5L3kZoxxCI7EW4sZj9Urt799ai3addO/Ysjrm5cnh5iWj3+/xzP6xfb1zxDFtIl2OrdKqpsu7X96tOqT1fT52HKmQPGsY+SPTY1g1iZzvEDDsFabH1p8vjCl6kkhAeHm7uJfDwEJJxMxNXf7xOeO7C1P/g38IPGbfYr2Z2+TL9ICGJRIGrV+mnnSIjOPgOI3eDdeuqGS1SeSyTs5/+AgCIWDkU97/ejrzvT8Lzh25mXpUKqlXDeMup5WFt7wnTnbuL0y4h93Eey6thjyorUg8ePIi+ffti+PDh2Lp1a6Vzn3zyCdq3b49Dh8yTS4/H9tB3ASE6R2ZdpWJ15UKgHj9eB+3audDu5+wcy+o6SksVePfdRzh/vh7tvkplSz5FnI1RMPsUxCI7rLq0C89z0+A2730UzjmNx5P/Rt3lQ0j7UbGekkX507G8alvh+OA368OYZP1UhGOPv/RXPKO608Yk7iBqfyQUMgXtfqakyorUY8eOQSAQoE+fPnjnnXd0zsvlchw9etQMK+OxRZhs6VNpZ6pyqD16uNPuU1TEzcXvwoUilJQo4OxM3zc2O7spfHysr3ACjy5qEfnv81h8d2I9AECmkMNjflfkzz4FybxzqLt8CJLzuS2owmXuVx7Lx9ofNGSl9FL0mZoqK1IB4OjRo7hw4QIGDhyIiIgIODs74+bNm9i3bx/y8uibv/kAKR5bZPRoX0b9vL25y9vq43Ob0ba/t3eVvuSxDt0HJTYerOr6hiFuwmYAwK74M/hkz4+VzpfLZfjfrnnYNngOHk/+m7HPKRu+qtYuYHiMg+yzLhAI0HufquJgQWIB/p100ZTLqoSsRGa2ualQ5a/YBQUF2LRpE6tjUk01xYvaqgNbkf5MMEYUTJ4cgGXLQmn38/O7DalUyXheQ5SWKlBaqmCUaYDf9qePMeKSbYv/46xkxDy5igHbppO22XfvHzjN+Ye1OfVBVHFKE0fvEDSdsLHSsdtrP0VptvFp2XisD49wd7y7TLV7mxmXBb9mvui+5X2c+vQsFFLTb72X5ZWZfE46VDmRunTpUri5udHux+c45TEWU23Ns4WLi5CRQD12LB9ZWdw/nbu7x6G8vAWjvmlpTRAUdIflFfGYCn0C1ZIQCEVoOmEjrv/cDwqpKoWaUOyA1tMP8lZWK4JKKjFDNPqsIWpGvsk+cen7q8i+mw0nPye8/2tn9NqlGuPG4ltIu2x8yj5DiBzoZ0kxBBcGANZEqjFJg02ZcPjatWvo2LEjysvLUVZWhoKCApSUlKC4uBitWrXC3r17IZFIUFxcjPz8fBQXF6OwsJCTtWgKX96qymNpFBXR304HgF69nrK8EmKkUiV++y0Ln31G3x0hMFCMuXODMXduKgcrs02EYiEUUoXBXQFz7hqMad0XkfXeQruwhnASOyKzOBf775/HpptHcD8j0eTppup+OA/PDi6rEKgAoJCWIeHAUsZjUhFEbIqFqr7zwHbQVGFSEf756nzFa0mmBIcHHEPbWa3h38IPrb7VffDmwsDh6O3IqJ/254Hrz0eVs6Tu2rULu3btIjzXqlUrnDx50sQrogfZh0Ey75xV5ftLCSa30IWm6paj1dc+UyFH8/Q0yu31zcNl2Vk6N2+qFyUuxgSAjRup5ZvUZs4c04q+MWNeICDADn36eNLuO2dOEBYsSEN5OXduCbaAers+an8krsy9VulzRPb5M+WuQY86bbF/2EIAwJXke1hzZQ8+2fMDJNIy+Dh74Iu2A3Dt840QvS5/Tec6KRQI4CR2QKi7P2p6BaFpUB10rd0a7//xFaX+LkG18PzwCp3j+c/o39TZFgNisQB37kQgOFiMgwfzMHLkC8jl/HeBLWL+dxKtprVE2pV0JJ9LgVxfgJISuPrDm7SCApEAoR1DENw+CI93PeFkfV716F8zzUGVE6l0sBTrJpGfk9OcznqFKZWIUzZE7ZKeEzCh3UDCczvvnMbIvT+R9iUSiXTbeguFOOMfoLd9bTs7nPYLwIfZWbhSbh7/Gy5u2lwJgSZNnDBqFH3rZHm5EvPnpxluyDJ9+yYwfrgoK2tRpa1E+hA5iBC5szsSDjwDABz/6AR67uiOnAe5+G/GZb196aRVMwZfF88KgUp0PUsrzMb3p3/D96d/Qw2vIDz4ejvSpx9G4M9RBsdmI2o/+cyfqD/8Z9xZN6bS8QbDF+HOetUxc2z7d+/ujpiYOhWvhw/3wfDhPib7LqiNCHTuAWTjGDsGV0hLZLg85yqjvkq5EslnU5B8lvxvY2vHQnscKt9T7estl8Yd1kSqNfrXqEWoNfib0hWUmu2bBtXB+c/WYdD2mTj59BppH0MXZbI1mMKCa8iSSoQdgCN+AWgkFiM0NQVbfXzxu9gHjdL5LV4y7OwEuH07glFftnOi0sHP7zYyM5sy6pue3gSBgbx/qjaRO7vj2aHnuL9ZVWlLVirH4f7H8PZP7fT2M6UV9cQIlZVy8I7vDbZNzE3DhztnY+eH8/W2Y/N6lhl3AtW7fYamE/5A/IZxsHf3Q72hP0Ds4sHaHHQRiQSIiamD3Fx5pQwc2dlNcflyfbz1FvPKavrEpyULSh56kG33cyFWeUuqHrTFK1XLqr52phTEYpEdLo2NRqOAcDjN6YyDwxdhy6DZCPy5N2F7fRdnfQKWadJrMuFJdiGjc4FTjz09Pxdbi1UVj4ZnZ8FZIKg4d6GsDB9l81WINJFKmQUiffllslm3Co0J1AoIEOPw4dqIijKNL621QCY2/5t5xWAbuhH92tcQqkIx3DsYAHApKZ5S+/8otmOTG4s/gE/Djmj57R7IivOQdHojsu/9a/J1qLl1qwEA3RRxPj63ObWIUYGpm5YlwaVPtuZ3ytoCcZnCi1QNjBWQlmSRPfvpL5h+cgNar/u04ljfrdMAAC2C6+Hn7uMw6egq3M9I5GwN+twRmFxo6Pixko1folRa/EXOXCQkNGLUb8SIRGzenF3xWl8gJNUykUwQCG4yvsn27u0BmawF7OxusbYeW8HQTdecN8taywbh5bSDSJl2wKCwreYZgEeTdiJXwk0grD6y7/1rVmGqSZMmTvj662TS83/+WQMjRiRSHo/ouqx9jOo1V7udNVpf6cYTWKPYNOXDDC9SaWBJItQQXTZ+SXruVuojdN80iZV5ph5fg6nH1wCgFrxF5UlZjebFSfN3QxcupnNUZfbtq4XwcAdGfTUFKmC86w+VbB9kc9SoEY/ExMaM5hWJBIiIcMT9+6WGG1ch9N1E6Zb7ZZuckgL03ToNB4cvgmTeOVxKisfaK/tw+uk1lEjL4Oviic/b9Mfkdz6EnVCVcid4YR/O12Xp7NmTS3quc2f6KRq5gH4GZB5TYGoffl6kWjlEW+10HP61RaWm0GQSmEUW5KWGLQsq0TH12LzwpMeiRSHo359ZpOeMGeQJye3dfSEUiVGaSz+YiqnQffGiHJs2ZWPkSB9G/e/dawh//9vIzLTsKizWAJG45UK4nnx6DU5zOuPJ5L/RvlpjtK9G/JCy4doBTDq6ivX5LRVNa5e2sEhPJ/98h4SIac3D1fU2VMTLEx5epAJgFsVvKVZVTUGpfUwTtlNUGTtWXTsxzhJE5XfOeIUnMmmlY0wvghFiMU766c7xfuYrPJRKCXpww4Y+WzHu0HBOxnCwc8SqyN8Yjy+Xt4SQockiKuopjhzJJz3faPQvELt6VQhOU+VDHjUqkbFIBYCMjKY4f74IHTs+YnFVVQ9T50uts3yISecDdK+D2q+ZfubZcIPRZ/Hq2NEVZ88Suz3ExUkYzXfGPwD17N4I3KcyGTplME9K/xWDojuWiDF5hemWHGYCE3cDsnRoXFhZeZFqJTAJLOhUszmOj1iuM0bEyqF4TtO6RTeoKv7VM7TR8IfV5qx/gI74dBAIkBAUQjtPKkAsZE/6BaBG2kvIlJUDeqzRz4kLhg3zZixQL10q0itQ7RxdIXb1QmHyfdQe8B2e7luoc+PlUrSKxbcYB4EBwLvvusLFRYjiYtOXKbQmyG5w1uhnxwVEYpNtX2wmzJwZRCpSN23Koj3es6AQ2AsE6Jr5Ci9kMox1dcM3bu5oY++AawzT/g1xdgEAfOTsgh0lxYzGsASYfBeMecAzhbA1JVVapJrTGqo9t761MLVaHh+xHO7zu0Iqr7y1w6ZVdd//fobrvPcgV1S+ma/vOxV7/7cAA7fNoDxWmZI8OpypD6q2QLUWNvTZavCYMdbZMWN8ER3NLGE/ALz9tn4rY8tv96Do5UPc3zQZbWYeQd3Bs/F4l/7UP2wikynRpctjnD1bl/EYRUXN4eERh4ICPUm4eXisjKtXi9GlC7mVcu1aehlP+jo5w14gQOtXaUiTq74rKwoL8HdJMa4FBOnEE1DBSSAAAMSUSrDE08ugSCW6XqoxdheLhxh9wVNsWlSrtEhlinIOIJhH/poqRTMA1wXsrYsIkUAIOhvbmuKVy/yn72e+IrxgvZ/5irU5upHM0ZXFObhCfWH1dPTClHdmwdvJFzmSbCy9+APySnOxoc9WvRdmfRgbmenlFUd6zrNOG9T7aD7u/joexekJAIBrP/WGo3ewyS1I584VwsHhFsrKmFtU8/ObISWlHGFhpk9dxMOjjaHvLhVx0K7dQ+TmNoNS2RJvvfUQDx6UYvnyUIwa5Yt69e7RXtNSTy8AqBCoalLlug93asFqSKw+CQoBAIzOycbNgCDEBgbpVBXURFOI0nWv0hfDwcY90BqslXQxZfAUL1LNRIgb4ELPP502rdaOQu73J3SOt1w7krU5BmybTvglf5D5Ai3WjCDt91Aq5XzL/b4J5qCKIUFJdFGd1H466vlGYMH52UjJf4FQ92pY2G01Hmbdq2iv9kmlyo0bDegtXIthw54jL4/cspj35Dqu/9wXCmnlLb7SnFRaAtWQKwDVscrLlWje/AFiY5n/3aGh9hgwwBP79uUxHoOn6kL0WdY+RuXzzKYw8PKKw7Vr9XH5cv2KY//9V4THj+lntshSyBHGYpDTXl8/AECrVypR2vJVGlKCQ/Glqxt+KTJ9+jAe88KLVA2Uc8jPMbGU6uP+eNW/9XyAR9n625Jh6CnvXsZzk1SDMsUc+rAUIUqGtgCl+qRfzzcCP5+fjaS85wCApPxELLwwF991mMtoHfn5zeDuLmLUFwAOH87Htm05BlopdQQqGWQ3ZiLfVWMssHFxJYz7qtm7txZWrszApEnk+SV5eIhg+/PMFm3aMK8spcmiggKs8fKGv0iEDA3raZCI2bWmrb0DtpUUI11jrHppL/EoKMSqRSrvp80MXqRqQCRE3eyBgunszhM7FnB3AHIkwMMJQN1fgCeG7v0GMLdQ5OEGAQRar1XQ3eo3dos/K0uGPn2oV2SiGhRlqpu1vf0tlJcz3/ZPTZXyApWHh4ADkhKs8PTCrYAgdMl4hWS5DONeB04NolnR71lQCJLkMkzLq5zHtVipRPtX6UgJDkX7V+lIkvMp4qoKvEg1wLR3VP/qs7JSJf87lTiNz3gjiMO9gISJQKkMqL0aeGm9D4o8FKHqLzXhyEisjPwNdsI3X1OZQobxR0ZArlBZGQxt9+/YURMffuht3IIB+PndptWeivg0VUoqAJBKlRAIbiIvrxk8POhZeNaty8T48UkcrcyyoZNz2Rbm1YZ/+KdGzbSXEAK4GBAIP6EIp0olqJ6aArohh7ek5fggi1jYJsllpLtm2g/tmq8tJXCKiW+qqTMDWCK8SDXAt28z7+vlCExoA0zvADi9/p9utA64p/EdfJarEqzKOUDKZNWx8y+Ab04CN1KZz81j/cgUMkw4ot9/uExWqvciLBAISM9Rxckp1ugxqKBPtJKdo2uJ9fSMo2VV7t8/AQcO8L6oPDyGUABo/4p5XlQApALVEJYiRHnYhxepBhALgR/OA7M1HuypWlWFAmD+6wfxX64BE49XPq+ZFUAwD6jvC5wcDrxbHbgwEnD6yfj181gGn7WagJbBbXWOK5QKzD83HelF5E8khnxY9Z3/8MNn2LTJHTExdegvGqoyo6WlpskVaqqt/5kzX+Knn0IMtqtePR5JSeUmWBEPD4+tYipfVFv1eWUsUk25Vcc2VG+GitdidDbDnadsCb2Aq4dZQLUV+tsY61vIY3o29NmKvfd24Lcba0jPG7IEME03BQAnThRAKLwJubwl6BhWTV2j2VQsWJCOhQvTIZcTf5eUSkAoNO/fzsS9iO3gTh52YCu6nw5sfnet6TrARnU/HsuCt6TqQQCg13Zzr4LHFriUfN6o/oYsqYZQC68HDxqifn1Hg+2nTXtJa31MMGeEs0KhcmOQSJpXOv7qlRSBgXfMtKo38ILTdrCESH5LwBKysPAi1vrgRSoJt8YCZXLg2BNm/alaQgy1429W1o9CKceS7mvxxeFPdM51Ce9u0rU0aHAPCoV+i+qqVRlYvNg43zJroLRUgdOnC/D+++4VxyxBoFoSfOAQDxewJVhDU1NIg6bGHRpe6Xce64SxSDX26VBzu8PSnjQVc1RWVLVA5LfeeIzhi8MjAAAfN/sMDfwawcPRA+XyctxKvYZDD/fi7DPdggvaGLPdr41QeBOeniLk5jbTOScW34JMZp2lZJnQtesTODkJ0bu3B3bvzjXcwYRoXnfGHwPWXTffWnh4LBVegDJHfY2xZL3CW1K1UAvUgbveHNN+A9lIR8VT9dgSR70ylCZcXITz8uQQCG5W8nH+88/sKiVQ1UgkCosTqGrU155VPZiXXzYFZGszZYEUa8dSkvxbK4u7q3z+t9/ehLh06/GjtQboaB62v9e8SNXg/niVQB2+H9j3wNyr4eHhHh+f28jObor16zPxxRdVMxeoNfBVjOrHXEKV7CZFZS28GLVuoqOjK34fO3asGVdCzoY+WzH91FdQKpWY0fEH3E6/BSWq1gM3FSHJ9LtItR8XBjxepL5G/Z/bbANw+xU3Y1OFv6jzmIqcHJlVRe9WdRqvN49Q1ZzPki26loymi5tCWobrP/c142psh/Ftv8GOO38iV6Iq2/jtiQmY0G4K1lxZauaV8bABL1Jfw+VFl87YvCsBDw8PGXcz3hT/MIdQDHKl38cYKywddn44Hx/unM3uoCyhvZXv16w76gz6Hk92/2DGVVkewe6+aBZYB0ookVGchzvpTyE1UAK1hmc4tt3+o9Kx6p7hlV6z6dNvDPV8q+GTFj3xYZOu8HX2gFQhR2JuGn6/cQi/3zhs8G/Vh77v08S2KpchpphTl/AilYeHh8fKGH3IPPMOa0KvvSktsH0bdEDad4cQtLAPd5MQoN4OJ9sK923cBbLSokrHMuNOILzPJE7WwQRzbeOLhEL81u87fNS0q952UrkMXx1diU03j/QK5IwAACAASURBVOqc2xm/BTM7/oipJ8YDALydfPF3/BYAlhNUtaLXVxjXpp/OcbHIDhH+NbA8ciKWR04EAHT94ytcfMFulpGZHQAJc/0LwHy7J7xI5eHh4TESLvIv6rspbDRNpVodFr4P5EiIz5kzUvjq578DADyd3CCZd86iUmf5t+qN54cNVGmpYjiLHZA4dR/cHJwptReL7LCuzxSsjfoGrdaNwv2MxIpzN1Ov4u1qHStZSy1FnC7pMR4T3vqAVp9To1YBAGovG4yXBczKxGrj76LKEGKNWKVIDWw3ANW7jYG0OA+3ln1o7uXw8FgdKcGhFb9bQpJtTSxxbUQ3wKqWGHxVD+BBFtBonap8czetHVRD4pQr8Zr23SF4OrlVOiaZdw5fHl6O328c5mZSGriG1kfuw8uE59is3MjEGmqM9ZUpdyZuRR2fUMMNCRAIBLg5fhOAyjl8V19ZzMra2MJJ7ICcWca9t0+/UaUYMvaBK0FloDU6hZ25IvytTqSKHJxRvdsYAIDYxROB7QYg/co+M6/KsuEDY9gjan+kTo3kqP2RhG3V7Yj6cI2m0AMsR+xZM5rJwasaLmKVX5v65tM1HGgaQC3ItFMNYF4n4J1qQFoR8Pdd4JuT7Kxrfd+pOgJVzZbY4+xMYiTSwhw4eAWhNEe3ipumn6o1lxqnSuGc07ATilgZSzLvHHx+7IESaRkr47GFp5Mb0r5jzx/n6Te7UHvZYMb9w72AHn8Ztway9HKm2DWxOpHaalplQVq92xiTi1TtN4bNN4qPmjU/PbZ1g9hZ9dVIOPAM9zc/1NueSICSCVdrxhgLpyVaR9mAK9FqyGpRezXw9LWFpM4vwNMcTpZRQdEMIHzVm9fuPwMF04FWvwI308j75X8H5JcBH+8Hzr8AQtyAz1qyc4PrXqctRrQg/p69+9sXKDciCIVNch9fQdDbg/D88EpzL8WsFMw+xZpAVZM9KwZu896HTCFndVymiIRCVgUqAIS4++Hq57+j7frRtPt+3BQolwMnElhdkkmxKpHacsounWN88mPzQbZVNHbsWIjFYqxZs4ZwC6p3797o2rUrYmJicPx4ZWtHdHR0RR8yAWBoi3VWp5/w4z8zdY77OPvi67em4/sz35D2jdofiZjhpyAtkgIAem7rhlr9wknb81RtNLf+2YSogAhZEJIpLBra4xeWU5vT3QHwWPjmdXIBMPscsOGGcesJcvPBgWELCc+tvbIP11MsJ9F14rE1aDs7ppJI9W3aFbkPL5lxVabl4PBFEIu4kRuFc06j42/jcS3lPifj06FozhlOxm0SWAuFc07Dbd77lPs8/wqo4cn82kBle98UZd3NJlLpisvmk7bBztm90rH7myazuSQeBtD1g1q6dCmKiorw3XffYdq0aejUqROmTZtG2FZTjNL1/yMTDZnFGQb7qgUqAMSuuo3ygnLkPFRVJOLKQqq9Pc8EW7JQ8ujeAKyhhKE2BWVA0qQ3ltRgN+CzFsDsjsz/Dk8nNzybsofw3LHHlzHl+C9GrFg/TF13Hv89V2c7v6oYWOr6hqFb7TaczvHvZ2vNHiw3ulUUp+PTsUI/+VIlUAfv5nBBJsIqLKktv90DO8fKCfoe7fgehcnmf3LioY6/vz9cXFwwZcoUAMDcuXOxfv16+Pr6Iisri7Sfqz2xz5k+iASt2pJKh6z4bHRc8Q7OjPuHtI1AIIBQLITQXgiRgwgOng50l8tjIagfQqgKES59VK1JjJLhsRDoUhP4oTPQPgx4VazySWX6t4W4+1UElGhz9tlNDNw2o+K1IV9xIpj0oULuoytI/e9vBLTug/L8TDzaYZn5XLng9pdbKLVb+O9WrL68G7mSwopj/SM6YvuQuZT6i4RCyBUKJktkhV+iDBvNDj+8iCE7Z0OprFwNq4Ffdfz72TqD2Q6OfrIUvTZP0dtmUjugtjcw6iCw2wiJZCnXH4sXqSHvDtURqA+3zUR+Ah8MZA1obt8PGTIEmzZtqnR+06ZNGDJkCNauXUs6RpPAFrTnNcaSSocOS96Ga4gLZCUylBdK4V7DDQq5EkqFElH7InF4gJXm/bAFBEDt/rUQ2jEEDp72yH9WgAd/PUJ+Qj5rU3C13a9GvZU/oQ2wtBvg9CMsstijvhva2eeqHzYgE6gAdG7emsKSqgVU3UbsIoZAJEB5QTnDleqSfGYTks9sMtzQhqCSfin+1TO0Wfcp4bn99/+F05zOmPbuMMx9j7iNmoRvdqPGkoGM1mks2wYb3ht3mdsFCiXxt/dB5gv4L+iF7nXakrqxAECX8Jbk44uBrG8BRzug7e/ANd04PavEYkVqUPtBqPa+7oeyqmyRWAtEfqmaLgCav0dEROiI0Rs3bmDkyJF65/i42WikFr5Exxrv4d9Ecp8fKkLBz8WflutAo08j4BzgTGphuTD1v0qvo/ZH4ugHxyvaU3UP0LdVb6tBR1xC9P/u18wXfs18AQDXFtzAq+vUH1jUnxfNz42p0k9t6Q/klwKOP1bdkqR/fzgffRp0IDz30z+b8eO5P0n7il3EtOdrO7s1PGt74MhA3QwBXGXrsMV725Ie40nPKZRKuMztQmmcRef/wqLzf0Ey7xxpmwBXb73nuaK+X3UMaNiJ9Hy5XAaP+fqLFag58eQq6q/4CA8n7SBtQ5YHuGgGcCsNaPkrpakoY+6y7hYpUkM7fYyQd4dqHVXi6nzbi5i2Zuj6o+bm5sLf3x/p6ekVxwICApCbm6u3X5msFIvOz8GqXr/rFalEooGuL2tmbCZaTmmOm0tjAQEQ9l4oTo06g9JcVZoTqqJT24pja7DhQ8sVvfb0BACknHuJ2NW3K51z9nfCe9Gd0WZGK1yY+h/ynrJnVWUTzRvDoAggUKsM+fkXQKArsKwb8F+yaddmagpmnyINuonaMhWnE/RHYfk08qY1n0AkgFddT2Tfy0G72a1xZX7lBJOmTidHFXPkPDUGqgJVk+pLBuDFVMtKOfnvZ+v0nqcqUNW8yEvH1Ji1egV+sLsvUgsqu8hx9fBq7rLuQvaHZI5raAO0nR2jI1AlWUm4Or8nuN7oonPjpdo2JTiU0Y+1I5VKdUTshQsX0Ldv30rH+vXrhwsXLpCO89278/D18TEok5chNu0GHO2cOFmvmivzr8OvqS+i9kcial8knu5/ViFQ9WGLQtQaqdUvHEKRAHFr7ugIVAAoyZDg9rp4ACpXDbbgotqU+uaQWgjU0tJZHf8EHk4AXOyBd/7Q6W4zpE8/QipQgxf2MShQAaDeh3Uq3Tqi9kdW/BDRe09PnBl7DpdmXYHIQYTum6lHVPO8YcsH35Oea7V2FKMxM4pysewiuZXRHLjr8SON3EyeSUYfay7vQZlMSnr+vzEbGI1rjZjdkurg4Y+IUStg7+ZDeD525XCUs1QajMe0aPqjAsDx48exaNEizJs3DwsXLsT06dPh4OCA9evXE/bf0Gcrlv33U4WTefT1Vfi56yqkF6Vi1eVFlNagLR6oWFZjhp+iNDYRRFYWS7W8GIMxeVLZ6Ec2f8Qn9QEAyWfI15d0Khm+TXwQ8k4wozWZmlqr31goVl19c9yT3HXNqhnQsJNeH78HmS/QYs0IyuO5hbnh+NAT6LmjO45/dEJ/4NS+ylv5/828Qnketi2ZTCpIGdOPbQY1JreU3stg7qQ869SveLt6E7QLa8h4DFNx7tktxn09f+hG6r4QSKKXbBGziFSxqxdC3v0fAlr1Jm2T+/ASHu+ab8JVcQPdm/l//oGobmf2Zwda0Lk4T5s2DT179sTChQsJ86RqQiQmp5/6yuAcVbUqEA91nux6arRINWVZ1Krih3pg2EJ0r9OW9PzHe37A7vizlMfzquuJU6PPQlYqh6xECt8mPsi6k03aXjPQse3s1vCu7wUAeLrvGZ7seWqTD5xcoE+grmWh+E6XjV+iZC71zwFXTOmg7Zb4hhNPrpKeo0r0tYMY26av4YY2DCtqiO1ybi9i1iP92kFWx9REn1WHruWGbewEApPMwyZ0n9yPHz+uV5yygTlqquvb8udvbszg6ntXnFpMu0+AaxCySjIgN2F1m6oiTi+P+xXNgurobTPr1K+0BKpQLMQ7i9pXfPdOfXqWUtCTyF6EyL+74/rCm7ixWGUJa/xZQ0Ttj8SxIScgL7eM6kaWzJoo8m1uNvLYaqdwMhdzu5BnHOi/jV66QyK+PrqSVKQGufkgrZD8gctWsBiT3Z31YyDJTDLJXJYcIe0ltCg3YUros6Saa+tJnzXVGAFLdoPjRah1EdpZv/uB9gNHr00f4YvDI9CrXj90rtkVk4+PqzhnSosqYBsR/j3rtsO+//1MqW3EyqF4nqun9ioJ7ea00fleHu5/DA4e9ijLJ08t1eOvrjg6OAYK6Zucm3G/3EF89L2Kc5pQucZpXiMtZTueS8j8NM9Q8CGmysuCTIS4+7E2HhNEJPfrJ9kphEJaqWwJgYCd9JmHP17C2LdXDdvXES6uSxYjUpt8/itKXj3HvY1fQSFjLzedIRwFAkxz80APJ0cEiewQV16OjcWFOCyRmGwNmjhXAUsq15jDispjXTQeS8+fbXPsr1Ao5Tj8cC961e1XcZx3LSHHSeyAYDdfRPjXRJvQBhjfbiCcxNQLXRSXlyJscT9IpIYDF4m4NIvYn1SfQAWAhAPP0GlVB5z94t9Kxzut7oCn+58xWktVolEAeRnp6SeI4w+YMOX4GuwYQqyKxh1cjM23qO3WMU1b9W6NZqTnvovRH/HPBg39a3I+hyVgMSIVAJwDaqL1jEOQSQpxc8kgzueLdHTCr96VHZBb2dujlb0P1ntVtrjaQsS9NWBpgtfciC30ocVSvw931t9Fk88bIey9UNLgqerdq0Fop3/HQtsC5ywmtgyNOzScU6H6Q2dgSCOg8TqgjGSX2dSWVa5zUZbJpGi25hMkMrCessHD7Y/h6OuoY01PPpOCRzsem2VN1sSoluSxJvGv2BP5B+6f17sGqiKVKcOadSc9d+zxZSiVxIn3yY6TWViPPLqE3vXa01+gjcCKSKWbhFggskNg2/6EyfoBwM7JDW1nxyB+wziUZCSysEJdumkI1I3FRdhYVISXchm6ODpioYcXAkQiJAeHIsyCXQN4bJ/PXCpXW+vt5IQjZrLyWwMvTiah4cgGaDahCXwivBH3y51K5539ndBkXCMAwD8TyW9y2pTJmVnzjGF9L+C9cFV5w9JZ1r/FT4UxBxZhayy7MQ5MiFt9B3Gr7xhuyKPDkMbvmXsJaBMawfkcHzTSTaivCVvb+uuv7CMVqfYiO5TLZazMY6mYxZKqlMuQdmk30i7trjjW9MtNcPQKqtSu8ThVLrBrP/WGkuU34o/XAlXbP/VUaSlOlaqe4FOCQ7HLxw+DszN12pFZktiyMPFVhngAYIa7R6XXG7x8ECrhPw/6OPbRCbyz8C2EdQlFWBfd72P+s3yc/+Y/gp7ktK/WERcSdYN2uLSijmv1Rpj22wkc+x8QuY2z6SyCee+NtgiRysMcb2d3wuN77rJvgT+TcAPv1WrF+rhUIHNd0c7dq88PNTa2AZo3f6B3nrPPyMXuzE4jMOfM7wZWat1YzHb/7V9UpTGbjNsAJ/8alc61mXkECfsXI4tGZCdbtLK3N/mcPDwAECgSVfxeqlTC0YitfzYenqzpYenid5cBALX7hyO0cyicA5yQ+zAPj3Y8Rs5D/RXOiPhfk5GIS72Ovg0GIavkTTlVrrf71Zx6Bvw1gPNpzE6Qmw8k887hTvpTtNswxmKiuHmM5/hj6jlnqXL00SWziVQyjj26RHhcKm0BOzvVNVwtWmVG2t7aV29s3ABWgMWIVDV3NoyDUOyA1tMrp6Cq1f9bBLSOwr0/Jpl0PVfK6W3zWeKNnMwHhoc72NjqOerrX/H7rPw8LPVU5Wxc4OGJGfl5Ro9fFXi6/xkrwS4//DMDP7y/DE9zHmPWaWZVZIzFQt2TOaFJYG2UzD2L2NTHaB/N+6kzRSAQwM7ODmKxGGKxGA4ODnB3d4erqyvc3d0REhKCgIAAhISEwN1dZQE9duwYDh5kPwXk6YTrhhvRJObxFSyPnEh4zt/VCxlF9B9IjYUsP2pcnAStWz+AQABMnRqAJUteIShIbNRcbLg1bB+sKoAydNdDo8fiAosTqQCgkJbh6vwecPQJQdPxGyuOq8um0vWBJeLjnCxs8fZFSnAoNhUX4bfXPqmdHR2x2MML/iIRFACGZqvq41pqoAiPbdLLyQkBry2pKwsLsLOkuEKkfuziitn5eaDzEE7VXcUSsMQHvZcFyfj62BjCc6bIJrGqB7CEnocCZzjN0e+LRwV7kR0ODFuEzuEt9LZrHlwXknnnkFqQhVrLuA+mtQWMrXzVqVMnxiJVXyEGbcFI5xpEdk3Ql5qsR5122BLLTfBUVH3yksrPclIB6BqHOnd+9Po4sHhxKBYvpv73X0qKR/tqulZTe5KSwbaERf+FpdkvcXV+D51iAW1nx+D6gj5Gpao6W1qKz3Ky8Zu3D0a6uGKkVoAKAFSzwJslT9Ug2utN1omlhQUAgC9yc7DOS1XE/V//QLydkW6WtVkL6uhsrnLYci1Od9wFHn8JjDwAjG5hW4FT5XJZRV1zRzt7ZM+KgVCPqTjY3ReSeefgPLcL7wKgB6VSCaVSCZlMBplMBrlcDolEgvLycpSVlUEikSAvLw9FRUUoKChAamoqMjMzkZWVxcr8dXzDKLfl+mG0vl81zsYO9w4x2Ea9m6YWq6Gh9nj4sBQAkJsrh7d3HOVdzjvpCYQitSpg0SJVzc2lg9Fyyq5Kx1rPOIRrP/aGUsHcqeN4qQR1017iO3cPdHd0QqBIhFvl5fiDIE8qU0sUU4uVJVqTeEzDNK1gKTWHJCUVIrW6nR1cBAIUm/mGzbVFtip/D4buBdZGAoc+AtwJ8t4rycvbWxWlsnK4zO0CgUCAkyNX4p3qTUjblsw9i9H7f8a2uJMmXOEbjLVSGjuGvhR9lpC+r4ZnkOFGNEgJDmV8DajpZVzZY33U8KL/d27dWhOtW6uCpBYtomdguPsqgfZ8toJViFRZSQGuzu+BWv2mwLfJ+xXH28w6YvTWf4lSidn5eZjNoY8fnS+ZJW/D8piGL13dKn6vm/ay0rk/iosw6rXV/1FQSJUWcVzA1OrKVdWp8cdUP0SYyrLq4OmATqs6QFYqx+O/nyD5bOXPnL5So/pKBQPAixNJuLPhLgCVFbDrH18BAJoE1sLVz4mjln/vPx2/95/OW1UtkBbBdWm1n+jmjomubmiQnooJrm74xs2dtWtaXV/uLKnNDZTwJeKzz14gP78Zrl4tRrduT2j1fciwGqfa35Tttqb0X7UKkaom4cDSSiIVANrMOoprP/Yyaly1MORv+Dzm5oRfQMXvp0pLUaJ1E56dn1chUgGgkViMu1KpydbHY35Mue3fcFQDhEfVxKnRZyEQCtBhydto8nkjHB1EPU0UE+F/Jz0BTnM6Y0SLSKzvO5WwTcncs2i7/jPcSX9Ke3xtxCIBNg+sZ/DmawnWSkvGz8WTVvtvNUTpisICeLNYFtzLyc1wI4b4OBPvdhGh3vaPiyuBh0dcpXOFhSQVOrRIK2TmjmGpwVB0sCqRCgA3lwxCy6lv8qsKhCI0HLXC5FH/PDxsM8zFBQ3Fb6I9R+YQX5gi0lNxP1C1lRXjF4BqqSlQELbkHi4e7CxxN4EozZStl9+1c7JDeFRNnJvwL0qzVb50J0ecRq/dPQxaSNniz1vHcDv9KS6NJd4iv/r5b1h6YTu+P/2bwbHILEW2cCO3FJzFjkb1/6kgn6WVAO4OLqyNpY2LvRMr47i7xxluBCC/tJiV+awRqxOpMkkhHu+ci7ofzgUAKGTlZhGovNWVh00ai8VY6OFV8Vp7m1+TAoUCvxQVVrgFJBnht8VDDbUgVW/rmyI3qrlpMVlVm7zoZeUb5M0lsUi/9qriNdeCNTb1MZzmdEb8xK2o7aP7ADOlw1C8V6sVpVRVTASpvm1QXuBWxsXeOJFaz06M21LmAdGaONgZl95JH84kify5osyIIHFrx+pEKgDkPr6CuFUfo9lXW3B9QR9zL4eHxyg6Ojhim49vxWsqgnNRQT5Olkpw+HUu1ZTgUNROe4lS3kdPB6Yiiq2sAGyVRzQ1vk18CI9nxGbSGsfQ/z/V/+fGq4ejUUA4rn+xUedc8+C6yJhxFP4LjHP92j64PqHwtAYxamy+S7K/nQ50rZcrCwuQEBSCeump+JJln1ShgD3XAW2o/J2GIvc1rwv6qlIBQLG0lPriCGDy2dg+uD4uJxXglyupRs1tLFYpUgGgLD+DlXypPDzmZImnFz5yfnPBu1hGvXhEbHnlp2t3oRClcmo+TjzGY+vW1My4LAS2CdA57t/cr5IlVR+aApSNlGB3Xz2Dy9wuKJ6rW33QzcEZud+fgNcP3RmPb8li1NFOiOWR4VAqgf33s3A6gVqwL5klOL9Uhs8PGe/Pq0mJtIyWNXVpYQEulJXhaWAwTpSWsrojVFQuMdyIIRJZuUFrKh0RaggHEXdWYSI2f1APAMwuUAErFqlcwMQXjsqXyhJ97Hgsg6l5uQgWidDRwREPpVJ8mE3PShWWmoLk1wUpMswgUC35s81VflQ1mj6ptihYb62IQ+SO7nAJdkFx6pst/5ZTm0Nox52VyhAKpRJOczpDMk+3FryjnT1yZsXA+0diAwaRYLNkYaqmWZALvu0QhtH7H6OGlyNmdaqGtMJy3MsoMdiX6O/bPrg+LrwooDQ3nWAxibSU9pb/1fIy1CBxb3phRN3QYg5Fakm5xKRb/g52pivPvmlAXYiFAozY+8hkc+qDF6ng1r+U7bGtdeuwqqMvRdH/spkn0laC94/m4QZ5qRyH+x9Dz+3dYOf05lZx8bvLyH30pnqQ9na+oe19svN0Hyqc5nRG8rf74asVUe4kdsDTb3ah9rLBlY7rE6NSuVLveXMGXXk42mHy26EVc93PKMHQXQ+xfXB9jD34BIVl9B5Og9xUgmf77QzW15pXWqTzfhiDMQVLskvYC8LShunfeeNGA5SUKPDuu/QEoDeHmQrULO0ZjmA3eyiUlvXgVmVEqtrSwXZErva42tWxtKHrosBWGVhbhY4flYNIiMGNffFOdQ84iYXIkciw7XYGrqcUcrxKw3D1+TQltiyWNS2ltmg11cfxofQS53NtwdYkbHF/vJpxFO4OzpWOh7j74cjHS9B7i276KrqBUJrH2PDbpMuwpv744yaxe8WwZv5Yf5W8NCgRS3qE4ypH17zM4jzC4DY6GJPAX5MXedxV5Msuyaf1dwoENzFihA9atnRmZGgKdvej3YcqYpEAq3rVgqejHe6kF2Ph+WTO5mKC1YlUqjcIc93sNQWlS3BdKBVylKTrrxZBJGx5YcoumwbUhYPWFqW/ixiT2qvK2y3/7yVuvKR34db3WZQpZJhwZCT9hfJYJNb88GBu3Kq5os7A2gho5Q+RgwhleWXIvpeDWyuopd8xRMCCXiiee1anrOp7tVrhkxY9sflW5frtZCKTTjJzU9I40AWbY4lFapMA+mmWhAJg1aWXnPy9z3NT8Va1RqyPy4SEbPIMKcaSmJuOtmENKbf39rbDpk01IBIx2wkNdvc13IgGLvYiNA5wxsS33pR3HXfwCQpoWuVNgdWJVO2bBVsWKDrWESpzOXqHoNHo1ch7eh3JZzah5NUzve01Rakha6ytY+jiSdeSMa5NEIqlCozc95jwvLeTHdZE1cbZZ3n4/Qb1p2+yz8GGPlvxOOsBrTXymB9jrGSWKGLZdA3SV1VKn+U0an8kLs26QihIu/35Phw87FmxvLrM7aLjo5qU90pHoALUxShZO3P4tWrpb0YMbOiLgQ19K9aqvWY2RGts2hMMbdqNUlsif3YiCypTy+q1l/dp96FKbNpjDGnynsF2mhH+Hh5xUDBMaN2OhiDWB9l7rFTCIgUqYKRIZfqh1t4+0T5mDohuMkxLHarLt17/KQoKuRS1B06Hg4d/lSw4oBbcdC3DbFo73q3hgQmHyaNYcyQq5/wu4Z60RKo+rr+8zMo4PDzWTva9HMLjZ8adQ+QO5pH42rRZ9ymuvU5PVSItQ70VHxK2o3qvMfc9Sc3t9CK0DnHD2We60fy306kleV8TVRveTnZ6r4Ns8CSL3laxpvhkOwgzNpXYKMEGz3KoWWm1I/wnT07BihWvDKan0qZpYG1a7clQf6Y9He1QzdMBE9oFw9VeBIFAdW/dEvsKMU9yDYxiWqzOkmrJ1Oo3Fb5N3kPa5T2VRNnTvT9D7OKJtrNjoJBLcf2nKE7mZ2qBpSogg98ZAv/mPSB29cLLCzuQevFv0jVYkrtCiVSBhgEuuJCo35GebgCCPi4nX2DUj4pF3xKtdtZGiLsqQKBEqkBRuRxyBZ9flit8G/sgKz5b5/h7GzqzOk/8q2c4+OAC+jboAB+S6H7A+pLzb43NwPo+tQlF6l9x+oOfmgS64Lt3w5BfKjPJ33YpKZ7zOTQR6Smj+iyHu/RJl5Lukp4TCYWQE5hMBYKbUCpbIjDQjvYuR7OgurTXqI+8Uhny0mUYc+AJAKBfAx8MbuyHj5sHYFAjP3y6nzuBTxejRKq5v9Ddar9J3Dyqxef449Z6AOwENng4elb8m19KLR9dwoElSDiwhPCctDjPooQbXdrMOgqBUFTxOqzLSIR1GYnEY2vw6sYRM67MMHPOvMCSHjVRVCZHbFqRzvm1Uaqn1LlnX5h6aTYFV+mouAjIWtIjHJnFUjjYCeEsFsJO+GY/lS+fSQyTpPzXfrqBt+a3JWyf9zQfJ0ecZmVtaj7cORtLek7Q28ba3seicjkkMgUGNfLD7ruqFHUfNfFDQZkcReX6H6zj04sx8UgCskqkplgqCsvIU2K1C2uIK8n3KI2jvpYY+u53CadnkWQLfZkD3gtvhZNPrxGec3WNRVFRc0ybRs9fliytV2Iu5Aoo3wAAIABJREFUvaA5Mg48yMY/z/Oxrk9tOImFZgkQJMNqLalhHtUxIOJDrLu2HP0aDEab0PYVIpVs654ObULaAwDeCuuAmCeHKfWhY8nUFKza4pWpmKXbr9nEP+HgGai3jXNgLTQes5Zw/FbT9qFG5AQUJt1FSUYirblNycuCMnxx6ClW9AqHg0j3yft0Qh7+uMnONv/6PlsYBUzx1lHT89XRygGN2q5HmhdqSw2qMRVM/UZf3cgwabQ/AEw9vsak85mCMQeewMFOiHV9VA/Ue+9lYdzBJwb7KYEKgWpu4TG+3UDKIpXqg+lX7QcbbmRiJrYfRCpSi4sVrPqK74rXLWrBlLzX1naRUICtH9TD9sH1LSKYyipFqkgowsyOPwIA7qTH4k56LDb02crYh5SIzuFdVf/W7EpZpFqbpVRAoYqFWqA+2f2jzrkbiwag7ewYNB63wax/u6aAILsI55XKMHIvt1sYvesNgAACyBTUE1Aba/Un+7ybKh2ULaed4uGxJMpkCnzBcoUoTbgWsAMbdsLw3fNZHfO9Wq0IjyflUauIxgVka2KKhyN5Boe993QLWhiLXKGsyMO7oW8ds1tUWRGpno52WBtVu1IEolypxBeHnrLq5wcA9iJ7rO6lco5XW04B1c1aLVQnHx+LEqnhShz68HZSpXzwcPQyahyqmCMfqp2eD782OQ8uEh5/cSIa1btTr0jCBeb+EgGAr7Mfetfrjy1xv5l7KZTgxSUPDw8XXEi8jQ41muocFxCkKNDnImSM+9COO6cY96VKbOpjNA9m11eUiBEtepGeu2MgvaUaJvfIJ9kSpBaUG27IMUaLVCexagti4flk3NGINGwa6ILovnUwcu9jlMkZ5l3Q4vtOCxDiHgalUonPD3+sc37coeFY0TMay3tG45/np7AzfgujeWZ0/AEA8Cz3KcK9amNWp5/w4z8zjVo7U7gUrkKxI8qMTHj86vphQpFq7jRa/2fvrOOiSP84/tmlu0FCUEDFDlSssxUE4c7ubjy7u86us8XT8+zGDizsxkZQwEBFpaSb3d8f+1sEtmZmZ3ZnYd6v173OnXmeZ77A7uxnvs83lN2eJfOhXtJuDWyM7DAtZCzSc4m1GhTDbfNrPtLac8rCYEEb0pm9ZOG60nHIgu7yftKYfGEjHv+/ykJpatu54tX/yzEqelBWdP736r/JPDejZX/MaNlfgaXKMTNkG0KGrJd6rnO1Zjj39h4t11nhPYaWdciy4Bo7cjSUFqlb/N2x+UFcCYEKiEpjbHoQhy0B7hhOU6bYt3RRsPGSG7Nljpl0cRRaV26PGx+oBeTzeVpwNquEQkEhVt9ejG0Be+Fk6gxtvjapbVxNITeVXK/40hjYVKTJEnpRlXfVv1pX2BjZYcbl8aQFamksDayxqO1K6GhJ9mnOL8zDguszkJxNvYUqBwdH+UVV98TXcmqCL/MeA38pXcCosNZ3HC3rUOXWR9nNKFb4BNImUmURHv+B0fXZgtIiVV+bj3ux0r+c78emYVwTB2UvUcTOsC2ExlEVqACwwXcHAGBaSCCEECL0w2W0qdwR6zsFYdz5YZTXJYIs7yOT3tTcn8qV6ajceYLU42KbqXpU6UxUIbMW0Rt5BRMHLGi9AjweD2PODIQQypUw6lQlAL9X7wEA2PpoHWKSo5CVnwlDHSO0c/WBb9XfsazDes7zKgPhAtH/eYvUawcROE+nerAztkRr1/r4o3pLeDp6oKKZLe3XePTlDR5/icTjr28Q+v4p4jNUV3OSDWFPimhPIF6TaCiSI4OtQpXFzdJR8SAlWXlrP+PXYAMamThFBaJf7jpaunjy9UFRTOuRV/vQzLkV9LT0mDSPkhClY0vdpp43bOr9Kqhd2o6f7x7AomoTNJxxAk9WditxzsDGGcaOHvgZSe8ToybcbKe3WADwgMkXRystUAHg9+o98C4xAuvuLStxPDMvA2cij+NM5HFMbDazRKm1sohYbCqCSTFa/KGmrGT1i9sCS/tssaWhCp30rN0OA+v70J7EoojGTjXQ2KkGgK4S59bdOYy9zy7ibWKsSm1SB6fe3MIfNVpKPedq6cBoDVNV8uRrJBo6Sr9HeFfxQkjUQ6XWd5FTfecYjZn9AHvvAxovUic0nYHqNop7Bc+/Ng3xmbLjL1u4tEH/ukPx37MgPPhcMklowvnh6F6zL7YH7MPd2JvY93yn0nZrCu8OL0Rlv3Gw9fSTKYrfHaU3Y5MJFH3wyIqRyRfpTxY78eaQ3POn3hzFiIbq3eJSFbJEKFERqwh57we23aTZgKLyRQd7euBTSi5mXVbtFqQWn48l7UdgYrNeUhNz2MTkFr0xuUXJLlhCoRB/3zuC2ZeD1GQVM/Q5skBmrHb4hAMwWKBcI4fQ4ewoM/bbjjEyf85T/Vco/XNGTpL/nVAeUKlIpdsrUduuHqrb1EJmXgbmXJ2MnIJsiTH62vpY0n4dFrdbjc0P1uB1/AuJMWO9pqC2XT0AkBCoYo6HH0R7t05o7twKJrom2PpIesC0KlFVNYAP5zchPuwCao0sGW6REvUYbw/NU4kNZR2hUIhZLRdj6c25+JwqGbBeydwVM1suwopbNKk0jjIN0b7zZAQ5m7zKf9RoiUO9NCC2QwE8Hg+TmvfGpOa9kZWfi2HBy3DqzS11m0UL+YUF0NGiX2IY6ujR1suezcxrQ77edllE6XfQyTdJ2NWlqtQ2Wju7VMGJ8F+JHnR7KMZ6TUFc+hcsDp0lc0xOQQ6mXQrE9oB9+LPJVKnb/oY6olJMikICRp8ZgMnN57BCoKqazO8xGlcHVpMYc3YgNnfeXVT/VxoFggJ8TJGdlMDBIaaseoOf/fkfPGxc1G0GIxjq6BUJ7xkhW7Hx3jE1W6Qcvnum4MrQDVLPPQ7chUZbqeV4JMy5qIxZKiV6ylG4r6XWcGB2a8kKRmJW3FS+qyYV1BESoLRIPfY6AS0rmUp9yk7IzC8hUplg7d2lSq+x+g7x7ep1NFyPKajGqNIpPunqnkU3bPICyYJKpyoO+lCnsPPw0MeNG1VhZye9wcbnz3lo1eodPnzIJbxm37q26FzNUuK4EEA/Cj+rou1+prg6dAOau9RhbH02stI7ECu9AwEAnf6bjBsfnqnZIvLc+fRS5rladq7IXHgdRgvbklqTTLk3VdFg82A8/fM/qeccTW2QvuAqTBa1J7yeo6kNoqcclTtm0fV/Ca2lipJjTEOLL37cuRjYGetgeEN7uFvpIyoxG/88+Y6ETOb7BU9uNltuSSoO+lAmUYspsUrkQ8aGDyKXla8ZqKN15Ny59liyRH4VlIoVdfH+fS1MnvwF69cT66bTuZolnsVlYPWdktnSB3t6YEbLilh56zMpO1X9oOdq6YDwCQdUek02cnHwOgBAzQ39aEs4sjI0w4K2Q9GjVhsY6RrgW3oSQqIeYvw5encJk7JSYWVoJvUcn8dD9qJQmC7ugPxCxeUdX0+Qn82emJmCiqu6kLZRWeEbkfAJQqFQZky0Nl8LSXMvweovYt+BigRq78PzSdsoL2GS7dAWMPIjIx9Lb6g2a3HD/ZWY0HQGVntvwdxrU5BbkCMxRhyTCgB/31uhUvvUARkxqO6C+8qgZ14BHv2WQpCfg8iDc5FfrNSLtO5dpX/W/MwUPF3bW+Z4phEKPeWWIlJ0nqNscPt2NbRoYQwAGDs2Flu3Sq9bPHt2BSxd6oh165zg62uKDh0U920HgH+eSE8W9bA2kDgmbytP1cL97aTDcDa3U+k12U74hAPoemAWLr57oNQ6mQuvg19KUDmb22FEowCMaBSA2ZeDsP7uYaWuIcZ9bU/8nBcid0za/Cto/+8E3JXheR1Q3wc7/pih8Fpua3tQspEO6m0ehBfjZDcPMtTRw8Mx/8Br2wiZY2yMzBE7/aTCa52OuE3JRk1Fo7P7IxJeY/SZARjmGYgNvrLbUT76cq9Ml+1RFeoqk1WaRrNOI/bKP3ixRRTTZN+0O5w7DJc7p7jtTq0H4Ofb+xot0tkE2Y5LRKAri18W45o6YNP9X14paR7UQfXt4F1F1BaZCZH24kUN1KljgJ8/C2FpKbswOAAsW/Ydy5Z9R2ZmfbRvb4qwsOrw9IyQO+dsZBK2BrhLPTdUSg5B6Z9RGU8L1d/XWt9xCPSSLN/EISK433IAwJYHwZh6cRPp+at8AnH743P4/DdZ6nktPh8ZC66hgrElZoRsVcpWAMgpyEP9zYPxTMZ2uJirMmJXifIzOx15BLyxTPEu8TPGnV2HTf7Sf68AUKeCu9JeW2WrBWgiGi1SxewK24pdYcp/oDg0A76OHn48OVf0+tv943DuMJxwAwHHlv3w5cY+pRsOaBLbA0SB9mwPO1BVMf6mFU1LiFRpeFexwIpbnyEUAn+1r4S5Vz/SakOdOiJvpiKBWhwjo2cQCj3RoIGhwrGHXibg2OtEDGlghzau5gCA6KRszCfY7lBRDCrdwj12+knYGJnTuqY88goLcPvjc0QnfUVs6nd8To3Hx5/f8DM7Hem5WUjLzUSBoBAFgkLoamlDh68NI10DmOgZwsnUBjbGFqhoZos6du6oblsJHjYu0GUgm10aY5t0xck3N2V6H2XhXaUJeh6aK/N8oUDUwtynahNaRCoARCZ8wrWYJ4zWrHVYEcDY2kTZ+eSsXJGqLAWCQsbWZjOMfqLUEd+latj+pc9REgMbFzzfOFjdZgAA4z3cOZQjKim7qN3zrFbsbP8rCz4P0OHzoavNw8k3SUUi9cK7ZAxpYAdHUz3Ym+hi7NloNVsqImvhdcbqnJ6JuI0T4Tdx/u1dZOZJhoQRIbcgH7nIR0ZeNn5kJCM6SXFXJGNdA0xs3gt963ZEZQt7SteVx9WhGzDnShDW3SG+NX/x3X3s6DIDrf4ZK/W8nrYoce+SkiEFpem8dxpjSU9V1/ViZF0qrLtzWKIWLl2YLu7AyLpsp0x4Ujk4iGBTzxuu/hPxcEknAOr3oCqKSS1PUN3eZ9LzeuSV9PhQTWB/D+lb9eObUmvXKG3rX9oxKk6JFd5jaBWo7xI/w/u/SfienkTbmmTwP+kLADjb5QL+Cv0Pf4X+V3SuZ+12mNtmMKpYOdFyraUdRsHG0ByzLm8nNH5myDZkLwpF5sLrmBmyDf89PY/s/Fw4mFrj9+otscpHVFGALi9qcYacWIrd3ebQuqb37kn4nBpP65rKMOdKEH6rVBeNnKrTuq7rmu4QCpXvbEgEZWopMwEnUssY6hZeZBDfzGVxtssFqcejTyyH1/xLCN81ATy+FmoMESXGyfrZq3SfAzO3Bghb1QMJz38F8Ze17X7xlr6YvMI8pOakIClbutgqPb40qtwlkCc2hQtUFwZQnLcJks1BNAW6v1jo7tgmRloSD1nuxb5Cl/0zkZabpdQ6pVF0fxIj6z4ljaOvruHoq2tFr031DHGy/wo0c65N2j4xE5v3wvhmPQmXczJY0AbZi0Jhb2KJyImHYKJniO8Zybjw9n7ReSY4/PIqDr+8itcT9tPS256t8Zkt/wmEgY4ekufS872i6p9T3aK0NJxIZQnybohkboLlgaTwm8j4GgmPfssgFBTi+aYhyP35reh8adEZdVx+bVuqmf1URbYYpr2lulq6sDGyhY2RLaPXKavoaPFQWMCc9yI6Ohfu7nr4+bMeLCyIxaWmpYk644WHExPQRIpvE/lSYqJczZuJB5USqEtCd2PZDdkZ1XTB5P03LTcL7XaNh4WBCV6P3w9LQ1NK6/B5PJjqGZIS6rMvB0m0Yx3V+HdK1ydDrQ39ETPlGBxMrSnNj0z4hPqbB9NrFM1k5+cWPQxQJS03C3bL/Gi0SjNRSqQSuXERvbmxTb1rIsXFlryySrJKNLGl8D4RclN+FGX3E0Wex1TVP3vprX66Sk6V9n6a6pnBytAaM35bSGg8oNjDWl5wtdTHm3h6vXPFqVLlNYRCT5iba2HGjApYuVJ6uSgxCxc6wMRECwBQq9YbxuySBd33aKpxmoUCAZxXd0FyVhqt9qiTn9npcFz5OywNTfF1xmlKa/yYfV6q102WUCJ6nAlPntvaHjA3MMGzsbtRwcSK8DzrpZ0oxxWrA4MFbXCw10J0qdGK1Dyf/ybjpgY2cGACpURqWRCWRLOetwfskztme8A+7AzbgidfZQecK1qDLF7zL+H1zvHIToiFi89o2NaXLbRKC7Tir5kUaEyuLUtYa5LYZpq03FSk5aaq2wxaYbo8lZi5rZ0Zv8fxeGFYs8YJK1Y4YsUKxVugc+Z8xbJl8sWsNIg4C+jY0if6+6LqYWLrFi9dJGelwWBBG9S1r4IHo3eQnp+9KFTid8TW31lKdjoqr+le4piTmS3qVnCHUCjE94xkvPgeVVRxQFPpe2Rh0b89bFwwuIEvetVuB2sjc+QXFuBTynfsenIWOx6fVmsZLbZSJrb7ld121UQqdRqL+KcXkRknqnf44ezfsK3vIzPOkohwE88pyyKvLP9s5QVp8alUhCuZnaC1dxRnc1Nl6tQv2L8/GVeuVIG1tfRb8pcveWjb9h2iooi3RWUrwxv6U5pHtoWmJvPiWxSMF7VDxoJrigeXYqhnZ/wbdk7xQBbyJTUeX1iUCKWIChV08Px5dVSoILsUWPFdssiET5gZsg0zQ7i67URRqUh1MtNDSnYBMvLYV++Lji3O4Z5jMdxTemkPurGp1xFha3qSmtNo1mnwdfSKXsecXIXEV9eLXnMCjnnkxaHKOsd1nqKff8MUeyP7Ho3Emk6uAICwuAxG7Xn+PAs2Ni9oX5cuTzCdHmUqtSTZ6g1kkkKBgFJc45aAKXJFqr9HCxzts0TqubCvkWixY4zCawQFBSkcI4tRo0ZRnlv6+nSsVR6gElPOlraptIhUIvVQeTxglXdlZOULMFxKtxN1Q2S7XxFEtvvpIvHlNTi3H4aPF0uWCpEVd9lw5kk82zAABcXiuLzmXyohUjUNsqKaDSKcE5zs4GpMCqFxUy++Z9iS8sXOLrNIz1G3QFX3Tp3L6q74NC2YlrWGenbGloApsFnqi4w8yeS7ld6ByF4UirFn1mqsN5ZJZDkSSh9X9j5vbMxHenp9pdc5FaGeMmx0ohJPqoWBNrb4uyNfIGSlQNVEPpzfCK/5l5Dw/DKyEz/DpeNIhK3uiYJskQgtLVYzv0XDvkk3fL6+W+aa5WG7n4ODQ330q9eR1PiDLy4zZIli2BImFp/xE0deXkOvOu0Iz+lZu12JUldilnUcDedVXaQKVEBUH3V8sx5Y2mEkIZHKeTKZoWJF3aL/f/6cR3mdo0rUemZLzhHjInWslwOau4jKagw6/pbpy1FG07b7AZGYrDduN7T0jfH11oEigSqNiD3T0GjOWTi0+NWdI+b0Won1ODjKM2y5MZdFtPlapOcMC14u9bi0JFS6E1PZxOATf5ESqRv8JkgVqdFJnzHE0w+rbh2QOz86+StpG1VFw4a/2qu2aNECd+7cUdm1S3s2jx51RY8eFrTvkG3d6gwA2LHDBZ06RdG6tqbBmEh1NNXD/DbOMNHTgkAIDDxetm/+6ro5Pt80BPpWjqjkEwjnjiORl5aIhKcXpQrOx0upJSxwcKgTIoX81VHsn4Mck5qTaxe56f4xWq4rzwGhSaJ2y4NgjG3SldBYcwMTqcfb7BqHtPlXMKlZL8y8vA3HX4cipyAPdsaW6ODeCNt/ny4at/NP2uymmxEjRhT9e8CAAbh37x4EaqgAYGmpjR49LAAADx96wMuLHo2jo8ND69Ym+PAhFz4+1OrmliVoE6nSgmx/ZORh1Gl2PwVo0k1KGl7zL+Hl1pGIPDBH4nhpoapnYY9643Yjcv9sZHyJgKAgD6aV66Gy3/gSsaocHOUVIvH1HNRY3H44qfHTL0lvzVmnQn1S65C9x/vs6wAtPZHXl6fFA49PrOFATnIOrgxjLsZ/6sVNhEUqANgYmSMhs2TsdX5hAQwWtIGHjQum/dYXK73HwkhXH/EZP3Hjw1PS8b9UEqiUCREQXy8qKgqbNm3Cxo0bsW3bNly9ehXHjtHzUEOEwkJP8PmAr280bt5MR2ZmfQiFnhg16hN27EhUau28vAbYvj0BY8bEYtcuF+TnN4COzlOaLJcNW+97tIlU8Q9orKsF7yoWCPCwgp2xLjZ1dsP4czFQTddZ1aNMmABdAjk7MZbQuFojNuHp2j7Iz/xZdCw1JgzPNw4qM61ByzLFe4JzKI+zuR5GN7LHurtfkZiVL3Hew8YQk5s74uPPHCy7+VkNFpZffmanyzw3ouE4Rmv/Jr1JRoXGdhAWCiEoEEBQIERhbiEEeYUwtDMEAKREpyL9UzrSv2QgJSoF2QnZyElmV3mwgOotsOuJ9LjSyIRPMkMp2Ii2tja2bNkCAIiPj8eaNWsAAHPmzMHSpUvRvn17hIWF4f175hIdfXxMsXSpIxo0EL0HLCyeIyVFVKmIxwvDkSOuCApyQVCQS9ExMvB4gEDgifv3MzFmjOg7fdiwTxg61BpCoSe0tZ+isLCsKinZ0L7dn5FXiBPhiTgRLnqaONjTAwd6euDIqwScZlGmGV3iUlGBf1V4avWtnJCTpLiOY8bnCLh4j0R08MoSx3la0t8GRHtXMwWT1+eEnojy2l3K3kQXKzpWBgBs7OyG4SejkJVfsjTe/DaiuLBadkaoZKGPjz/p6XTDdDvcslBB4r+n56Ueb+zUDIWCQkwP+RNrfLZi6qVAytcw0jVGZp5kabHHy2X//sT3pNvT7lK+rqpoWrG2TJFKF6pInOrbty9atRJ1bHr27Bm2b99edC4xMRHjxo3Dpk2bMGPGDKSnp2P69OmMbP9v3OiMKlX08Pp1NmrXluz41qvXewQGauOff1yweTO5Wq9r1jhhyhQ7AECzZiU9mnx+GAoKPFFQ0AB2di8QH898wX82xXcznjgl9rDu7loVXWpYY/AJdiRPKRKXisZIm6OOP+rDxT4wsK4Ij/7LYFa5PvLSExEvIyb17aF5AACPfkthXLEG+Nq6SPv4Al9u7OOSplQEUeFNRUSTff+x5SakDtZ2ci26N/EAHCgVrtS6shn6HYuE8P+OCzrDAMqCiGSaA88ls/p/9+gOK0MbTLwgikmcFjIW2wP24fWPF9j8cA2hdYvfp13MKuNNwiv6jGYZTZ1rqdsESlhbW+P3339H48aNi47l5+djwoQJKCyUrLGel5eHUaNGoVmzZhg0aBC2bRMVyk9NTcXp06dx9y49DxRVq75WOCYpqQBdu8YQWu/wYVf06iWKaX3/PlfmfUEoBLS0wv7/718PuFTvI7IcE0S/DzwdGmNEw3E4+zYYj77cQ1JWIqwMrdHYqRn8q3XFjieb8DTuESXbpKGyYv5Dgt+JvKo9PNDvGDtjHzSV7MTPiNw/m/D40vGrHBzlGfEGWt+jkUWx9S0rmeHGh7LVTlaT+J6RLHHMw6YmVt7+lSEnFAqVetDydPQq0yLVXN9Y3SZQYubMmTAx+ZX4tXDhQnz79k3hvHv37uHevXvo0aMH2rdvDzMzMwwcOJAWkcrjAdraPOjp8WBgwIeZmRaMjbVgbMyHra02zMy0YGGhjYoVdWFnpw1HR124uuqiYkXZ76/evd+jYcNaGDLkI27flvToF+9U9cuOMHh5GWHPnkqUf5bSn5lWldqjT51BhHfVRjQcJ7FGQuYPnH97EhAKMVLKeWVQacepqRffY00nVyxs64KF1z+p8tIcHKxAkYdU11QX3nvaq8gaDlk4m+ur2wSOUhQXqHRQ0dSZ1vXYhlAFmSBUO0/JCxOYOnUqFixYgP379yMmhphXsjjHjh3DsWPH8McffxASt0QQCJgJ0XF3V+ydLc3Dh5nw8AinzYY+dQbhydcH2Bm2pegY1TCwp98ew9+jG12mAaBJpBLdBotLz2NtBhkdSPvDlj5WnrdYORRTa0QNdZtQJmFb0hlTcallJZSgoaMHQqIeSj0nK7SK7L112a35lGzTFL6lsycHhCyLFin/QHLq1CkaLBEh73MlzeOpKWwP2IeEzPgSAlURoR8uY3vAPpx/exIPvtxBUlYSrAyt0KTib/Cr+gftD5Mq9aRycHDIx7GFA2Kv0J9JXhYejqr2dIdbFzfkpuTiS+gXvDsaLXUcHYI0NoWeJCkOavhVayZTpBJFljdI2vGy8PkozesfzGW6y/KEij2rmtSJSt1td9VFv7pDkVuYi3nXpgAg7j098mof2lTuCGsjW0xrMR8G2gaIz/wBR9OKjHyONF6kauuT72LCBGXxJsehHl79Q99WTlmg7p914NzOqei1dgVDVOtTFdX6VMX5npcgyFcuk1dcBbN4redbH1PB46EocYpuFHlexJ5WTfXQKMsQTz+MP7deqTXK+z35aRzXgpxDEm2+Ntb77oAOX0dmpSIignX30+0lXjNVKUbjRaqOiS7ta44+MwA6fB2Z55XJ5KdSOUBdML01qijTnS1bs6rCc6qoSLmyoqssoaWrVSRQvz34jmcbXkDfXA81BnmgQpMK8Dvqgwu9QlCYJ5n1K4+HX9Kxr3s1zLz8Aau8XSXO3/iQin09qmHM6Wg0dzHFi++ZtPw85RmhUAgej1hhfEUtVMtKFykmOfXmprpN4JAB0XAfRePIPsT2rzsMLVxaIy79KxaHziQ8j0goo7RjdHwWNV6kWlQ1V7cJRXA3Tg6qWNawhENze6S+L9udv4x09ZGZR3wr3feIN1KiU0vUpcz8noXHK59CS1cLvke84XvEm/QDzYZ7X+FsroeJzRyx8vZnvPy/CC3uTV124zPW+7riA0PF/Kl6S5X1sgoXiP4vbiVb+rW8OUSRttakCxvwt99EwmvcHbUdzYNGSxxX572UyPuMqYfre6PIJSl9TiVXq5NDdahrh2T/i13Y/2KXwnGlP2Pq/MwpJVKltUKlCtWEKvMq9IlURe5qRX8oaefVWSydSGye/0nfcuexZCPNlzYBANyackfNljCLvrYeYZHq9ofIwymwL6z4AAAgAElEQVSrcHphXiHinybAtoEN3H6vjJjTH0jZEpuSi2mXZM+JSMjCiFPqaeusjACVJzapQnTNdd7ApCbSzwU9Ok1KpDZwqAY+jwcBUzEXGgSfx0N9h6qEx3O/Mw55ENEl8vTONv+9UndFnn97gu2PNyhlW2k03pNqU89a8SAeQKQaR+k/ijZfGwUC5rs7cJRvDGwMAAAvt5EvRyKGzMPQ6DMDlL5JUcXK0BRJWcTqj1Zs66RwTMS+SNg2sEHFthVJi1QO+tHm07te3MyzqLC8M72LaiBxM8+SGj/v6g5ar0+21BSZ8cWTrKiWtCJzDQ4RRBoaSWOr/x4cfb0foR8kG25s9d+Drf57EHh2EC02AkqKVDaUkzJ1MVE4pubg6gjfHUFqXW2+NiufRrk4zrJFixVNYVHNAjcn3kbaJ9n9yhUx4f9deIhSOkiebNA8VapZO+NdIrGtcz1zxfHm4n7p0sZSaaurznsa0+1SVYGFgvKyNf7uizcTDxJez0zfCN1rtcHx16FKWqa5ZC8i/7Ovu3OYVhtUJfLYKial7TiKjyna9ShryY98Hl+qQAWAqZcCsa7TdqnnqKLxnlQiVPKrRFqkulmKtlbeJkr26FUnirbuOTSHNptbwtjRGBBCKYEKALkFmlEyycXCnvDY1Jg0hTslFbzs/j9W0jtb/LOiCZ+NzZvjYWgo6mZjYMCHoaHoP1NTLRga8os63ejqEks+YhJZcaxWhvLnffhJvrj6vh7z8S09CXc/vSQ9V9Np4VJH3SZoBETaFku7B3BOHfIIhUI0c26Fe7GSiXmrvDdDSLNzT6Ui9WBPD8y7+hExyar9QuVrkb+p96o9AAbahph1ZQIAYt4ldcafcmgWbn+4wtjRGEKBEOe6XVS3OSqjpm1lwmPf7IlEq3otYOJsjPRYybaBAFB3TG3R2L3q39VRlnHjiHmY2exxdTQBBAq+o1r+E4hbI7aSWvfq0A0IPLMGu8POK2GdZjHUszO2BEwhPe/E6xv0G8MwRESmtBwYsjsfZB5cS58v/rosiFuqemXM2YHYFrAXA+sNlzj3+scLbH64RlnTSkCLSCXyBhPzWyUz2kQqj8+MR6G2XX3YGlWAQChAj5r9cCz8AOHtUHVlwTWYUg93Z9+nNJeol6ksfDDViZa+Ftptaw09cz0AQMigq8hLy1OzVaqlvVtDwmPTPqYh7t43tN7QUiLDH/j1vo27+w1pH4l7ookmfBa/p5G5x5Vnmv8LuFnIH/P4SwTmXtmBvzqMJLX21oCpWOUzFrbL/Gj31rCJYQ07Y7M/eXEKAOm5Weh/jIHMOZZA92dQnvAsLWiV/f5TpnQl3Shrx5gzA2myRDEq3+6vYExfXdNqfYlnO5q5miH1PbGEjbFekzHhwgjkFeRiW8BePI57gI8/yfcQViWOLRzwdO1z0vPYLDx1jHWQn5GvbjNoo9OBjkUPVrem3mVEoOpr62ONzzZo8399tPMK8zD+/DDar0UFJzNbUuPDVj+Dw0l7mLubSX2YSolORdiaZ6TW5MQmc2TkAS9+KB639s4h0iIVAIx1DZC18Do23juGGSHkvLGawErvQIxv1oPyfPsV/jRaoxoWtHXB/GufsMHPDRPOq/Z7lsj3X5OFjRF54B18j3jjQq8QFVjFURyVi1RrI9lF8slSpZsb4bFNFzXGpQFXFI7bHrAP596eLIrxm3VlIpZ3+Bsnwg/hSgw7BV3TRV5yz7Nxm8K+WQWFY2oMro4Xm8tOHNq5bhfhNa8RHi55zMj6ZvrmWNlxk8RxXS1dLG2/HnOuTqL9mrXsJAvh083ZLheKEsyKc2/eQyS91tz+5KVR9Ta+otqnRGqjEhkjq3zV4ZdX0btOe8ULSGF8sx7oXac9am3sj/TcLEprsIkJzXpihfcYpdaYeP5vFAo0qxHI3NbOqGJlgOikbBx9lYCdXapi+EnZnbJK74Iw/cDZZlNLGNob4cHCR9A21Ib/SV9EHYtG5EGum5eqULlINdShuUYJQXSMFYvjRW1X4/3PaJx7G1x07Gd2EqaH/IlV3ptZKVItqprDuo6VzFqSgKQwVTaJhA6hW3NIDYVjnNs50SpS2ZA8w5RABVAkUFfcXljC81/Zwh0zfluA3yq1xe2P12m9ZnOX2rSuJ4s7M6mFsnDIpnQxf1nnmWLIiaVo4VKHtHddjK2xBeJnn4dQKMSA44s1Mhaze6022Nt9HuFOXPIIenSaBotUwx/VrdCztg1e/8hE/2MioXk3Ng2vfmTiYE8P/Pf0By5H/5SYJ0+UigUsXcLV/6Qv0j6m43x3Uc5AxN5IvDschebLmxASqUS7NAHMhAl6zb8EAHi42If2tVWJykWqPk2F9HwPeZOe0zm4E851lZ2ksuD6NKnH03JTCb2JVB1vomeuhxYrm+FSv8vIzyJez1Xd3lSeFg8G1gpq1fyfKt3dEXU8mmGLyg7S3oMffkbj2bfH6FdnCO0iNdCrG+k5zuZ2iE0hsCdMEWnvb6LveXXGnhItVcPmxCmyVFnXC00q1kTo8M2U1+DxeNjfYwH29xCp7UKBAH/sn4GrMU/oMpMWjHUNMKvVQExs3gt8GkSpmNyCfJgv6UjbeqrgVEQSTkVI7oKk5RZS/vzR/bkV3zOkOTeIODzk6YHxTaZj44NV1I0rR6hcpGrRlOykpS+/t7M0eDwejCoYIvO75m8P2da3gdf8RrgeeIOUQJW5nqcNXDo6w6aOqORPdmI2wv+LQHxYgtJrl8ZrbiPCYz36VeVEKg0ce30Q9e2J/96JUtW6Iuk5XWu2xt93j1C6HpEualTnTWjqiNGn1dNhign0tUV1SyuaAd5ugF9VoMlO6uu5mAFPRwGWBtLPB4UBo8+RX/fB53B8TUuAo6kNdeOKocXn4+zA1UWvw75G4tjrUJx8c5PRh6PSOJvbYVargehdpz30tenLxShOdn4uLP/SbE+ZKqGymybrnkF1Z05PWx/O5pUozS2PqFykatPwBNlkYWPKc9tsbSXXm6oJtN7QEibOxkh8lYTMb8oJbhdvZ9QZXUviuLGTcZGYfLn9NT6FxCp1neIQ6hLGQSsZeWnqNqGIwQ18KYtUppjZsiKczPSQlluosmsyVeSbSJwoWa4PAtpUEv172xNg2W3gRwZgpAsEVAPmtwJGeQJVLIF2e8mv7762Jw71WoQ/arSk02wAgKejBzwdPSRiPoVCIe7GvsK7xFh8+PkNsSk/8OFnHJKz0pCel4W0nEwUCApRICiErpY2tPlaMNYzhImuISqa2cLW2BLO5nbwdKiG6raVUNWqIi3b9kSJTfmBaut7q+x6bECZMlRUdxDpDBOrb98IoxqNZ02WvyagcpGq7GfYxNkENnXli5y8tDzomkp/cuXxeOBr8SAopF7CRJk3mLJvTv+Tvvh2/ztuTLil1Dpi6oyuhfM9L0GQLz3gnq/Nh98xH1jVsMTT9eSrB5Sm84lOpOfQUf6jvDO4fslOLqVjo6jUzDPRU1C5XQbVrJ0pzaOT0l92w09GIStfdQJVGeSJW6biSNtUkr52Sg6w94XoP0AkkI/3BLofJX+NPkdE6ppKhyUq8Hg8tHCpo5EF83sfno/TEbfVbQYliJaAA0oKUHVW5aD6/VP8vpqcnYiF12dwApUktIlUMm88ZWj9929yz0cHxyDqeAw6HZQdo+O9rwMu9pXe1ovtMCHWZAlUABAUiM7ZN60ArFfuOjZ1rSnXtq01vAZe72RX9y9VQ+RvLyuLv4FDYyRnJxa9puNG2b8e+bhwtiD+wqtnb4SRjeyxs0sV3I1Nw5YHcUVjVHVPK2v4VVFuvsGCNtgaMBVDPP3oMagMkZ6bBdtl5H8vXvMvKZVAo+z84mhiCTh53lR592XxfdbRtCLmtPoLG3x3YuKFEcgtzFXaJnFilDLjHi72IbxO6XmqghaRqtI3nQKNE7HvrcIltA20Yd+0Ar7d/06TUZoNX4cv25P6/2oMdPyulAnTqOxXCVHHY5CbovyHu6wSnfwO7pZVsS1gL+ZcmYyMvDTUs2+IIQ1GAwDmXqVWIFwW45tSr+eobD92urbgnn/LROCZaOhp87G7a1WceJ2I7xmi+rWa+GXKBkJoKHUZeGYNxp5di5gpx2BvYqX8gmWAiIRPaLB5sMzzVISkIgHDQY9j6GvaZwSeHQQHE0ds8NvJeVNJoPLtfmXw3iO/pt6VYb8yl+/Ouo/my5vKHNtwegOErX2GuDvke0mXJV5ufw2/o/JvRnTEpCqqaftmTyRqDJLvueq4u51SNwy6vdBsKGlVnDV3lhQV81/W4ZfbO78wD+MYKOZfycKe8tx9PeYrJVKpJk7JIrdAgL5HI3GwpwcuR//Ef09Vl2CjCdz7/CvWdeNDYMUdICELMNAG/KsBs38DatoAd2KBPw7Tc02hUAjXNd0BqC4EgI1UWN4ZqTmZhMaaVqqLtI8vCK8tFqL6FvaoO263xgpTTXmgjEv/itFnBtDSfSpsTU9abJL2N5dVvoqK11VZNEakWlSzkBlnKianWLvV5MifcmNTAcBzSv1yL1I/hcTiU0gs7Dxt4eLtDOs6Iq9FdmI23uyOxI+weKWvoa2vBY/+1eSOiTn1Hl9vxaHDrrZyx3XY1bbEwwhHSXIKcvDnuSGMX4dqPCrbGRL8Dii7HTcp0/xfwN0SeDISGO8l+q80/z4Dhp1RvW1lHaICFQA8+i3Fo6WdAZATFPYtekkcU4cgKS+QEaiyHtAMFrShyxxWozEitcUK2V5RAEiPlezdHTLoqkIPinVtKyS+Kjtda4pDxtv0IyyeFkEqjU4Ea9rmJOcgKTwZVjUtZY7Rt9RHs7+a4N7cB3SZx2pMTU2xevVqjBo1SvFgggQFBSm93rw2g+kxhmXkFmhWxx4qUE2uik4GzFfQawsHPfB19FGQlYa0jy9QtddCvDuysIQXTJHgtK3vg6Twm9AxtkB+hqiIPpn5HBxMoZ72TyRpubaFwjE3JkjPdFSUkd50sVdR3CUH/XT8T3Hbw5uTfv3tiIhPq5qW8JxaXym71M3KlSsRFBRU9N+yZcvUbRIp/mzSXd0mcNAEb5Hov9JNAoq/lvVvMvj4mJapRgRsgcfXQqNZpxC2pieiji+FroklLGvITzAuTvVBopqy0SeWo8HkQ+DxNcZ3xUECr/mXNPJhg/XvRl1TXZi5msodc7arbI/h11txyI7Plhuf6nfUB3dn30dyhGQbNk2CbaWaao+sCT0z+SEad2fdR9rHkl7wBwsfKUyycmhuD4fm9qz6eYnQsWNHdOvWDVevXsWxY8eKjvfo0QNBQUE4dOgQbty4QWpNHo+H7du3SxwPCQlBcHCwlBnKQ0c9yCO9F6PX4fmU5rItHphDEnd3PSxe7IC+fT+o/NoGC9qga83W6FO3AzpXa6by60vjS2o89j67hH/DziF6CoUaXVLwmn8JuanxJbyer3eOh66ZLTz6LUXkgTmK5//8VjT/4WIfNJh8CDrGFpTiU8tz7HBp9oR9ITyWS6SSDetFqqJkqTf/RSiMIUuOVCw+my9riksDriA/I5+MeSpF1hezPKEmbY4qhF2lTi6o1MlF7pi0j2lS/zYJLxKR8DyRUNH/FiuaalRf927duiEuLq6EQAWAY8eOoUaNGujTpw9pkSoWqMW38KdPnw5vb2+8efMGkZHsTCoIqE7c2yNG0x5KyjNXr1ZFrVrhart+cPgNBIffKHHMVM8Qfet2hFfFmmjkVB1ulo60XjOnIA/P4t4h7GskHn2NwLFXzMbPyxKSeanxJQSqtHHOHUYg42skwndNLHH86bo+cGoziF5DyyFsE56FuZnQ0jMSFasXak7gPatFatttrRWOiTlN7Cn99vR7+G2V/Cdqn30dWP8lWNo+RR4lsuPpwKG5PWqPrKlw3M1Jd2See7DoEXwPeStsf2tRzQIdd7fD5SHXSNupLrZu3Sr1+LZt27BkyRJSa7Vr1w4AMHfu3BLHV61ahS1btmDSpEm0xrMCQE3byrStZaZvRCoxhAhCoScj3ZyYWpdNUN2OlzUvI4NdMb5puVnY/ugUtj86RWk+m98DirZySwvV2Cv/yBz7JXSP3Lkcmkd6bDjMqzSGgbUzshM+qdscwrBWpBIRUyEDrxJeLyUqBed7XILfMfkfNrZtmWsaDs3tCcWLXh2h2MNwoU8Iag2vgcp+leSO0zPXg/9JX1zqdxn5WQVETVUbWlrShbes4/Lo2bMnoqKikJCQIHFu7NixCAoKQvPmzXH37l3Sa8viydh/aVsrbuZZGC2UX9GBSRSJMrYKEqYo/vOSEazF5z186IHGjY1gZqZ8hzq6ISIy2SxE5SFPSBKJRXT9fQps6naQOC4sLCiqGMBBDnmd/FTtaU19/wzmVRrDyKEqJ1KVxdBOcXmbd0ejkJeeR2pdQYEAN8bfQuuN8vtD+wf7yo1z5ZCOe1c3VB8gv9QUALzY+grZiTkKxwHA651vFIpUMT4HOuLNfxGEvevqYuzYsZg3b57E8cDAQErrXb4sv3sa3SKVTvhKxLbKE1HSzmmi8NA0XryogTp1DFC9ejjS0jSjzSwH0GjOWfC1tKUKXafWA9Bozlk8XuqvBss0G1lClEobamXJTRE15NEzVRxGxyZYJ1K19bXQbntruWNyfubi7aEoSuunf85QPIgHdA7uhHNdL1K6BptQVYJJ/Yl14dRKcXzXl9CviL3ymdTaF/tdRqcDstvcFqfG4Opw+8OVtdv/R48eRc+ePdG7d28cPvyr6nnv3r1ha2uL/fv3k14zJkZ+ix9bW1vSa8pivd8E2tYS80+XmRhxknxtI2mi09lZF58+1SYsSOWNK4+Z6Mr8zMHBbqhTxwAmJs9Yt80PACNHWiMhoQAjR1pjx45EuWNL/x404QFHmcxtvpaOzOLwX27sg2PLfpTX5mAHeWmi97yOsYWaLSEHq0RqvfF1ULGNk9wxcXe+IWztM6Wuc7bLBXjNbwTb+jYyx/B4PPif9MW57hchLNScIGNpMB2+QFQIU01MK8gqwNkuF9B8aRNY1pBdQ1WMePs/6XUS7s17SPp6THLt2jVcu3YNK1euRJs2v4oxJyUlUY4dpSPTniijG/9B+5r963lTEqnS+PSpNgBg3DhbbNrETN1fZVBV9jOVQt/KCLEDBypj2rQv6NqVhp6oNNO8uTHu3KmGwYM/wtb2BXr3toRQ6AkfnyiEhKRJnaMJolQaVGNHBQV58Jx6BA8Xd5I459iqPwQF5HYtOdiHWKTqmsrWPWyENSK1zphaCgUqAKUFqpiHix+j1d+/wdTFRO64zsc74crw68hJIrY9XZ4wsjdC262tCI3N+pGldOWEu3MekPIMW9Wygv9JX7w9HIV3R6h53plixowZtK3l5uaGFy9kt0L8/v07LdeZ2Yp4DFVmXg4KhQKYqrAzlVDoiaSkAvj5RePBAw98+pSHM2dSVHb9soSBAR9HjriiSRMjWFlpIyIiBytWOGLhwm9SBVy/fr9CbFatcsK0aXYSY1au/K5y8ScUeuLTpzxoaYVB8H/n7uHDyTh8OBkvX9bApUsGUm0q7Un9/j0f9vYvVWGyUpBNnhLzeFkA3H6fInU+mZhUsg9HXA6I6ijMEe0ia+kbq9kScrBCpPJ1+HDp6Kxw3Iutr2i97s2JtwmJng472+LVjnB8vKj+YGO21IdsMKkeHFs6EBqb8TUToX/epOW6Z7tcQOfjncDTIu49rNa7Cir7uuB64E3kZ7K3xJg00tLSFHpYvb295YrUe/fu0WLLgrZDCY8ddXol8gsLcaT3YkLjN/lPxriz6yjZZWTER3x8XSQmFsDGRvR7yMgQ4PRpN4SFZaFhwwhC6xBNqhGjqd42RXz/Xgd2djoYPPgjhg//iMTEAtSvb4ixY22RnV0fX7/mw8lJumD7/Lk2nJx0YW39AklJJZMYhUJP9OljCRcXeu/j8pD3N6pT5w3pOWxG2Qz8mNNrEXN6LU3W0APV7zu2CF91xJ7KQlAo+jxqaVhLa7WLVB1jHfjsk8woLM2PsHjSsYxECP3zJtpsVuwNrD2yJhKeJyDzWxbtNhCF6geP7lqpZARq2sc0uaWmqHCu+0W02dwSxo7Enwh1TXXhs78DBIVCXOhxCUIW1IkLCgoiPFaWUI2JiYGbm5vUcwMHDgRAj0h1Ma9AavyJ1zdIjR/e0J+0SJ0/3x6LFonehwUFQhgZ/RLqJibPsHatEyZPtoNQ6ImtWxOwYsV3fP7MbVvKIzjYDXZ2OhJCLSwsC0OHfsTQoR/lxq06OemiXr03EgIVAOrXj8CzZ9Vpt1mVaKqAVQVkyyESQdYc/5O+uB54Q63fx0RgV61U0Xeelo6+mu0gh1pFaucTncDjK/aIhY67hYwvBBKeKJDxNRNnu1xA+3/awsBa/h+v7dbWAICHSx4j/qlkyR82QucTJdG/l5jYq5/xYgszXpPQP28BIP+kzdfioXPwr7iriH1vER2snjg6ojGo8sTsqlWrilqrFl9v7ty5qFixItaupcczEjnpEOGxu56co3SN6ClH4b5WevKGNLp1s4Cb22u8f59b4rjYIzplyhdMmSLq+vLokQctArWsixQKVdAk+OsvR/j7R0scX7yY2IMtG5DlVdfU8lSqgGxTGaqI66e33dqa9Q142IiWPudJJUTzpU0ICR6hQMiYQC3O1RHX0WpdC5hWlt+CFQC85jVizfa/Kqjk44zao2qRmvN800t8vk68LRxVzna9AL+jPuBr8ynNd2hurzaRShejRo0qEqrFuXDhAt69e6dye/48+0sYH355Fb3ryO8aJ8bR1AbafC0UCIiVLqpbV/p2rTQaN2Zn1y228fvvMUhIqAuh0BMDB37EpUupSEoqQL16hhgzxgbDh4sy5GVRu/YbvHpVA6mp9dC//wecP58KFxc9TJtmB39/M9SsqboOVFTrvHKwF599HaBjrIOIvZGoPtADPvs64O6cB0h+k6xu0wD8SoyUFptbOmnSYEEbqYmUVJIeycDX0inxWl4cszIVI+hC5SKVr8OH31HisTPnuqmuDNTNyXcIP/HVHlkTtUbUwNURoaxJqqI7Dqdan6qo2tOd9LzrY28iM47eLkIyEQLne1xCzSHV4RpAvhPSrSn0hiKQgcx2vyJGjRqFwMBAeHh4IDk5GUuXLkV+Pj0ehpaV6lGeO+TEUsIiFQBejNuLmhvYUe6mvAoXG5sXMDISJU6tX+8ECwttREXl4Ny5VBgbP0NmpuzyUq9fZ4PHC8OAAVaYM8cep06548ePfFy4kKry32d5/fuxDTqqj+hb6aNdUBvwtXi4P/8hEl8lIfrke3Tc3Q7NlzZBQVYBLvaTXy9aGRRV5SAiLIuPkSZm+TweMhcy20YXAHhaao/yJIVKrSXj8o8++R4Re1Xv/Tjb5QLsm1ZAw+kNFI7l8XjosLNt0byyQO1RtVDJR3ESmzQKcgpxsU8IzRYRI3x3BMJ3R6D58qaw9CBWBy5kEPGOZUxBZ8tSWe1WlSVkyHrCY8O+Sn5mp13agtU+YwnNd7VU3ZawlhYPeno86OjwoKsr+iL97TdjuLrqwc1ND56ehnB11UNenpCU17YskJkpQOfOklv2RNm3Lwn79iXRaJFqkSVwOeFLHu+97SEUkM8BKK0XHq8Iw/eHP0ocE9fDruBlV2L8j8fxeLTsCQVrpVNahGYvCqXd42miZ0TrerLglfKksr3lrUpEqmUNSzRf2oTUHHUIVDHf7n/H5cFX0fE/Yh4gJp/gVI0gj1qXmM/XvuD5ZvWXaLk76z50TXThvVf+3+7VjnDkpXFJNIogmp0vpvXOPyWObb5/nLBIBYDF7Ydj/tWdcsco2sqVd57HC0NMTC24uupJnLt1S7JjWk4O+wrTc3BoAjw+DzrGOrg/n3y96sfLw+DS0RmPlj6RSHQtXbrq+8MfONvlAsxcTVGlhzuerHyqtO2qxolC/VIq2/E8HrXQOHXBuEj1O0YyXlAIVrQkzU3Nw8ttr1FnjPxYzIyvmSjQgH7xRAnfHQEdIx1UbKe4Zq2Y64E3kflNRdv7BMhLz8PZLhfQdksrGDlIPp2mx6aXm3hiZQmo/hvhsRl52TLjSZfd2IvZrQcSWmfab/0UilRlcXN7zej6HBwcgPcekbMg8RV5r/r3Rz/w/dEPxQOLkfo+TSMFKgBUtaa2g0kaFTZ/oQNGRWrz5U1JCdTb0+4iJTqVQYvI8elyLD5djoWLtzPqjJYUq6F/3kTGV/aIM7p4vvklXm5/Db9j8rcBooNjELHvrYqsIs/1saLarDqG2vAp1lb1xoTb6jJJAqJxqXSGBRCFbHckm6Wyw3mWhO4mLFLF15a3naap265MJ0VwcLAFM1dT6BjrlJlQODHWRuZF/0/MpNYsZOL5vyWODW3YGZPObyC1Dtu36umAUZF6d9Z9wnGoF/qEoDCH2lYz03wKicXnq5/hd/xX6aLb0+6WSYEqRlAgQHLET1hWlx7fea7rRVbUGiVC/v/bqrp3dVNJxQGiyBKewgWi//MWkV9TuEDxPCYE7z+Pzygc8z45jlTM6UrvQMwIYSbOlkM+qmrfyhSabn9x2PizKHrY0rfSR8u1LXBlOLVEICK6gcgYJgTyiz/3YGjwMrwctxcOKwKkjimeGCXr7/e330SJY+3dGmK934SiuRwq2O4/1+0iOp+Q7AdcnMfLw1grUMUICoU43/MSOh3yBgRCVnl8meLu7PsSZbl+vkvBnRn0dDBSNWwpNXWhH9CpVNEEIoJUmgAlIkqpMLF5L1Ljx59TnFxVa2N/ZJHIXh3frIfKRSpfh49OBzrifE/JWK+AU5KtPtnAFwfFoTlOcex5OOMo2xg7GqHN5lYQCoWsqXxDF3Xtq8DS0BSHXlzBv11no5lzbdyLlawFXlxgyhKb8spVcfyCcZEqFAhxtssFmU8953tegiBfMxITBPkCnO+uupJYbODm5Dtou7UVjOyNNOpvxVXk0eEAACAASURBVFaejwbq2pUUlivaA49GAI3/UZ9dpVnecTThsVsfBhMaJxQKcfx1KLrXIn5T/jz9JCqu6kJ4PBOosr94gIEh5pmawVZLCwmFhbiSk4NZqT/lzlEkQImIWA4OOnANqIyaQ6pDKBTiXFfq35VsDBHg8Xh4MHoHft83AwDgvKoLYqef5EQmw6isBNXZLhfgH+wL/D9m9+n65/h6K05Vl5fJwZ4e6Hs0UuLfZObJOg+A8Hps5nrgTXWbwEqo3Ejr2gE2q0sem3n11xY/GyC7vTjlwibCYwccW4xGTtUJt1m1NjKHsa4BMvKySdmkCGnCs/iDtPjfqvqyjHVwAh9A9e9xOPOjZKvHLw5OEAKoyHlDOViKe1c3VB8gqoxxecg15KbkKphBHFU+JMri0uB1aFW5PswWd0BeoShROiEzpWg7v+6mgXiXSH/bdg4V10k92/UCWqxsprHbxRwcdECis6wETIvZdb7jSY1/+Z18LU2P9X1ICeH42edhuLAt6euQRfxFqI4vRT5ke0Sd4r7gi4MTZpuaYVmaZJgR5ynlUDcOzUQPneoWk8pwsNdC9D2yUOq58PgP8N0zBQIpeRgzQrbiw89vDFtXflF56wFVCFSxF1MeZcHDWd4xtDWAdV1rmFQ0hoGNAYwdjKFjrA0dQx3wdUVVJQQFAgjyBMhJzkVuSi6yE7KR/PYnMj5nICUqBYJC1Sd/negJ/Lb712symlVaTGpplEm8GuNFbmvda9sI8hcBsODaTixqN5zQWB6Ph+2/T8fo06soXUsasoqL6xiytxvLACMjqSIV4GJOOdTLral31W2C0nSp0Qp3Rm5Dix1jJM7J2y3aeO8Yk2aVe9h7R1aC0gKUzDa+NGSJXlnHOQFMDzwtHlz9K6PGIMUPHbLQ0tWClq4WdIx1YOJsDAAKa8D+eByPd0ejGEmO4y0CzvWVFJd0Jj9RXev0gJWkxlv9Rb38yapbBwiLVAAY1KATbIzN0e3AbFLXKe4VLf7v/AzpLWPrjK1Nan1Vsj9TdjURRd5UTsRycMhmTadxAABPRw9kLwpF9b/74iPnHWUFZVKk0g0nOlVLy7UtYOZqqnggQ9g1soVdI1sAQOr7VIStfY7MOPrKjXU+SH0uU9v9FUys0NG9MeHxV6IfIytfubizP/bPxKn+KwiP963aVKnrFUdWzJxDM3tkxmWi6WIvSl1ylOGzgxNqfItDurBkcqJYgC7lvKgcHIwwtknXEq8jJh7kEqJYQpkXqXpa9LUAM9fXxmZ/d4mYwjFnopGaU3a6TqkD69pWaLKgMXha7OqGYeZqhrZbWkFQKMSDBQ+RFJ7M+DVleUKZKDUl5sPU46TGB+ybrvQ1Q6Ie4lt6EuxNrAjP2dV1FoYFL1f62lnx0hOxCnMLEfrnLXQOll82j26c4r5gp6UVIuwl68hezMnGiGTyHXs4OMoKROutA+TjYt/LuPfFzz4P22V+pNYiI2w5EUyMMi9SGzgYl3hNJF5VGjp8HrYGuGNxaCwiE0pm3x7s6YFv6XmYcvE9ZTvLIzweD+12tIGBtb66TVEIX4uHZn81KXrNZDMDZWJKqUA2m3/fM/L9omXhuqY73k0+gopmtoTG963bES1c6qLa+t5KXffR0iclXlds54R6f9Yp+oITl81TZSLI8GJC9IuDE2OlpTjPK4e62B6wD6PPDCh6rejztT1gH0Z3GSB3jDK8m3xE5kOyiZ4hGjhUw9M49nZVLA+oXKR6zb+k0lZeHdzNaVln2m9O2Pvsh4RABYB9z+MxoJ70L9niolidYQOqLqmjCD1zPXTc3U7dZlCmc3AnfAn9imcbX6j0unQL2Kd//kd6zshT5GJXFVF1XS9SQtnZ3A4L2g7Fouv/yhwjrZxU6X8Dvz4Pn69/gSBXIPUcWyktNqUJWyJil4ODLrYH7CvxevSZARLCVNY8RWOYQN7D8aeU76wWqF7z6XMWUEFVOk5jPKmK3P2yvlA8bAxRKBTCzVIfMck5UpOqiOBhY4hVt6Xf7K9G/5QpUplAkeBkQ105eXhOrQ+H5vbqNkNpnNo4wqmNI6XfNVOxpWTFa3UbF1LjK63uRu4CBMktyIeetg7h8TNbDZArUkn/TYTA1zvqr9vMFritSA4qFBeapQUr27g1Qn43O4/1fVRkCYc8NEakUsHFXLSNPPZMNFb5uGL06SjKa72Jz4JPFQuceysZk+hT1VLmvLKQdEWn6PU76gO+Dn1xwmzA76iP1DaailDVdr4sHo7ZSWr81Zgn+JHBTEyuxV/epFqmAqIvmZb/BDJij6qQt2Uv6xznGeUoi/B4PMZCqEozsH4nNHKqLvN8fqHsHJPsRaFyW52SfcArPofK/LKO0iJVmsu5uBtY1dv7xVnesRJOhCciLbcQpnpaaO5iiruf0iitteLWZ1Epq7q2CHr8Dbc/psLeRA8D69uitp0RZoR8oNl6dlCpk8jT5uLtjE8hsZTX4Wvz4XeM+vsgLy0P789+QNTxGMpryMOyhiVc/SvBvgmxTkjF4evw4X/SF98f/cDj5WGE5ynypsoTscrMBYCUeZdJeS6PvrqGQcf/IjyeLEKhsKh7C1EaOVVXyU29eJwq3XCCk4ONBAUFYdSoUaTmzG+zAg4mjkWvn317TGp+I8emePSF+TrqjwN3oZadq8zzcWmJcFvbg7brybunKXPvUpeuUjW0eFJLi1I2sMHPDQBwIjwRAJCaU4CxXg6URSoABJ6JxmZ/d4xqZI9RjX5tV488FYWMvELlDGYptUfWBADUGV2LukjlgZJAzc/Ix9O/nyM+LIHadUmQ/CYZyW9EXkK+Fg/VB3rANaAyqTUqNLZD/fF1CcWpUvWi0uF9vTR4HSmBCoBRgVocj/V9EDnpEKk5yXMvwVKJmq0cHBzKszh0ZtG/twfsw86wLYTnCoSF6FVrAOMilcfjyRWoACQEqjSRWfqYPLFZ/BznKSVPmd3utzHSwbRLv7ybgWejcaCHB9b7umLSBWpZ+Ck5Beh/TPO374ny26pmAICHSx7Da14jaOlpoTCXvBj3DyZePgQAok7EIHI/tYD1oKAgACDtBRDPHTVqFASFQoTvjkD47ghU6eYGj/7VCK/h1MZR5clUZGlVuT6p8W8TqXvQyfIp5TvpOQY6evg0LRguq7sqHlyGkeaV5Ty1HKqmd+1BSMyKR6Hg13eFovjU7Y83ILDxZPB5WhAImXP4KAopkvawy4lK9VLmRGrfurboXM0SI05FIbOYd1MoBPodjcSBnh74s4kDNj+gliQhTrRiQ6wpmdpxZGm7tRWM7I1wvvtFCAqFON/9IvyOd0J2Yg6ujiAeO0jGxutjb8otmr9gwQI4OIjqSEZHR2P16tVF5+RtT4mFqzQUidmoEzGIOhEDfSt9dNhJrH88WxPXLAxMEDfzDKk5l6Ieosv+mYoH0ojBgjZIX3AV2nwtwnNsjS3wKHAXGm8dxqBlHByaj7T7IZWHemls9d+DmOR3mHt1Sonj4oSq0mKVz+Njq/8ejD4zgHAlACrMbDUAC9oOlTtGnhg91X8FvKt4YemNPdh0/xhcLR1xbsBqWBoSbzrjbkWtZFx5RyUiVZUhAAdfxKOqlUEJgSpGCNGWfYoKCu+TFbF0ixqqAtamrjWaLBR1Hipuk6BQiLA1z+A5tb5IhHW9IPqF0oSin799+/YQCARFN9N58+ahZs2aCA8PV7h28RswlVgrAMhJysHZLhfQZH4j2NS3UTi+waR6eLr+OenrMAWfxyMtUAsFApULVDEmi9qTrt9a284V90YFoVkQPV+4HBxljcWLF+Pz58/46y9R+I6pqSlWr16NpUuXYs6cOUqtvazDesSmfMDau0sJjdfh62BT538x8/L4omMTzg/H4narMf/aNKVsKc5m/ykY1rCz3DH/hp2Te967ihda/hOIx18iAADP4t7BceXvEtv38u5Zveu0J2E1h5gy50kFgIXXP8k8pwqBqirIlKBSJFqd2zmh1vCa0NLXgiBfgIt9QiTGxN39hrh73+CztwP8g30hKBAg/N8IfLwo/ffdcEYDpX6O4vTo0aOEuFyyZIlcDylTPFj8GM7tnFD3zzpyxzm2dGCVSM0kmTkPAKaL1XtTrbdpEJ6P20NqTn2HqpxQ5eCQgZ2dXYn7aFpaGoKDg9G1q/KhMrGpn7D90d+Ex5vpW2BR6Eyk5PwsOpZbmIukrESlbRFjbmCiUKDe+PAMY8+sVbgWn6dcVZrZrQYiPTcLwxv6Y+eTsyXOkX0gL0+oRKSyMbGK4xe6prpFout64A1kfpNsWFCEELg04AqqdHeHR7+qqD2ypkyRSiRTXlkPsviGS0aw2traIj4+nvQ8MbHXvigUqQDg0b8a5dhaOulSoxXpOUKhEAIVlYORxdvEWMy6vB3LO44mNa++Q1U4mdniS2o8Q5ZxcGgerVu3lno8JCQEXbt2RZs2bRAaSl0skRGoAJCYJf3zueE+Pc1CmjrXwvVhm+SOeRP/EZ3+m6xwrYvvHuDG8M3Y+jAY6+4chq2xBc4PXAOAuMDk8Xiot3kQYqYckxCpxUtQUYFuXcWmygFl0pOqCog2AWBD7Koi8tLySIvFqOPRiDoeLfN8zWE1FK6h6rjNoKAgvHjxAosXL8aKFSvw8eNHiVAAopztcgG+R7yhpSs7brJKNzfCIpWpWKwfs8/DVM+Q1JzopC+ovVH13V+k8ffdIxjXpDscTK1JzYuafARpuVmwI9l7m6P8YG5gghbOteFq5QhHExs4mtqgkkUFmOkbw1zfGIa6BtDha0FHSxs5BXnILyxAbkEeUnIy8D0jGT/Sk/E1LQHh8R/wNjEWbxNjkZKdru4fSyYdOnRQeF4ZkcomiIi9mOSv8NwyhNB6XQ/MKvH6a1oCHFYEEL7uWt9xWHlrP+LSEmGyqD12d5uDISeIhUWUdziRysEIrn6V5J7Pz8hXjSH/Z+rUqQCArVu3gsfjYfv27Vi1ahViYqjXXb3U/wr8jrLnibM032aeIS1QAbBGoIpxW9sDWQuvg8fjkZpnqmeIzIXXYbSQWMIbm6CzIxlvEfn11N1ogi4qmFhhZssBaO/eEG6WjoonyEBfWxf62row0TOEtZE54SSYqzFPcD7yLk5F3Mb39CTK16cDc3P5LcLNzMxKvFYm4bQ4qm53mjb/isIxL7/HwGvbcBVYA7haOiDQq2uRt7RAUIietdvBwsAEf9Ac86+MB5Stu9zlXqQW93QS8XpqgmeUFSjQE7en31WNHQCMjIxQpUoVjB07FoBoK3vcuHHYtGkT1q9fj8hIan9TQb4AQqGQsHgq7S1lsl/1t5lnYG5gQnqe8aJ2DFijPIYL21LaCuPzeFxtwnJE7zrtMbFZT9S1r6JuUwAA7d0aor1bQ6z3m1B07MW3KPx97ygOv7yqUltycnJgbGws83xubm6J13Rl/BeH7P2OzPjO1ZrhWF/F3slbH5/De/ckUnaIoXIvCZ9wANMvlWzBarSwLYL+mE7JhvIGIyKVrYq8rMFkCSqmkRv3SgIiW/TdunWTuOHm5eXRchN+uuY5PKeRqzvKNGS7SYkJ2DcdhQIBAxbRA9mOVMXJXhSKYcHLcfDFZZqtYgYinkyxd5Ss17OseElHN/4DK33GQldLs3wtde2rYHe3Odjd7Vc2/ZXoxxhzejW+pjHXuOTp06do2bKlzPPPn7Mn0ZMMlS3s8WbiQUJjF13/Fytuyq/ZqgzSBKwsUTvq1CrG7ChLKP3pLu1eZlPAbVmFjTU4meb48eOYP38+Fi9eDEBUgurff//Fw4cPAcgXq3v37mXMrp9RKYytTQUq2+IAsOVBMK5Ek2tjqA7a7RqPa8M2Upq7q+ssDKzvAx8CiRIc1JIKAWY8cGL0tHVwou8ytHNryNg11EEH90aInnIUgKi729FX12i/xpUrV6SKVH19fQDAtWv0X5NJ+Dweoqccg72JFaHxHf6dgDufXjJsFQfdaNYjKAft0OWNZVo4X7lyBc2aNSv64oyNjS0SqERRphuVLPJS85Sar6gTCxmoehlf/3iPqRflZ8GyhXuxrzDg2GLs6zGf0vxWletjdOM/sP3RKZot42ASHo+HS4PXoWWleuo2hXH2dJ+LPd3n4saHZ/DdMwVCmqpsiCuaWFlZISnpV3zs8uXLAQBfv36l5TqqoFut1tjfg3igtcOKAPykKamNyH2WCy+iD5WLVM7Tyi40ySu7aBGz+5RUxKutp+LC/vKQ1YmFDF4Va+LG8M2U5vrumYLQ908pX1sdHH8diuOvQymL8vV+E7DebwImX9iIbQ9P0mxd2YFJjyhhGxr/jr/9JqrbDLXQunL9ojae486ukyhbRIVRo0Yx2nGKScY364GV3oGk5rxNjEW9TYNos4EJ8Vl8TU7cSsJ5Ujk4lKBKdze1Xn9B26GY2Yp68pWmCdTi7H8egv71vCnPX+c7Hu+T4xASRc4jrwrIZOMrGks1BlWd2/01bCshbOxupdcpK2zyn4xN/pNpETETJkzAmDFj4O7ujuDgYNZu8+tqaWNEowCs6TSO0vyRp1Zi3zMuP0bT4UQqh1qoPqAaIvapp9C9oi9fMl+yZq5migcVg87t/WrWzkoJVKJfeHwdPvyO+sj1ukvrcsY0I06uAA889KvXkfIap/qvQFTSF9RhWdktNiDtc0C1rTAZXozbi6rWFRm9hqaSvSgUbXeNw/3Y15TXyMnJwfr162m0Sjrq7KJkvKgdq5NAOYjDidRygqoFxM+3P2FRzULmefeubioXqXR/ubp3JedFpbPc1MJ2wzCjZX/K882XUBd2VNEz10O7ba2hpS/ZAOHjxU94tSOc9JrDTy6HEEKlPKpVrJyQvSgUrf4Zi0df3lBeh0N5HozewQlUBVwftglP496ieRC5TmzlgYy8bFRY3pkTqGUIyiL1f+yddXQUVxvGn83G3R0SnODOB8XdKVAoUmhokUADFChe3F2LUygpUCgenBYvEtwdQtzdNtnsfn8sG1ZmdmdmZ1aS+Z3DIXvn3js32d2ZZ977CltppngfVd0gsgrm5uZi0qRJsLCwwKZNm2iJMyaWEqIxN6bf0hqUFTSsOl7uZSfvrPz8+vKtqjawCqp+qzkXY1YkdUd9qgJ2TrvhmNF6GOV5iTCE35NDOXu02dAKEYvvIfGeejnEjrvaIbBrAC6HXkVObC6tuUceW4bRx5cj97P/HhNuRz83KoFqLGmiNF0PnJ2dsXz5cuzfvx9Xr17V6Tynhq3US8R+TGYSdt0/hTvRz3E35iVyCvNZm9vO0hp9arTGVwF10KFSI/g7ebI2tyoNfKshf/5leCzuxurvIMcUfFQVYdv3lMd4YCxSNYlLuYDlBSj3qF5MvLy80L695oTsZNvdmi5MqmNEIhHGjx+v8TzFBcWEVjM5lftURMbbDMTfStA4jzGiTaACwM3Zt1k9Z79abXQWqD4EpfyIIHrAUG2jY53/allzPNrwhFCgAsDFHy+h57Fu+GpJM5z/nn6Sc4lUiunnt2BZ5zG0x37KSEDbnaG0x5VF5NeIDRs2wMrKCp8+fdJZoFZx8+dEoEZnJmH9zYP47fZR1ucmIrewAH8+Oo8/H51Xare3tMH3Dboy9q3URPKsM6i1/ju8TzOdyHy2EUuKEXx4kaGXwcMR/HZ/KWPatGmYMmWKxj7yGw0dq6lqvxkzZpD0/MKl0KvouFNzScpGUxvg9YG3eHPoLaV1GAM9j2pP21UsKtZa+pVOxalXEw8gwNmbUl8y/Jb3plxbXFWA6upzamFrjuQnKVr7WTpaMj7H+puHEJkej78GLqA8JrMgF9XXDmJ8TmNjQ1egoQ/QMQzIY6nyMNFDrVgsxrRp05CRoVue4Equfngynj0/7Yvv7mJc+Bp8yjCeB9+cwnz8dvtoiVgu7+yFDT0monOVpqzM/2zCn6ixbjA+psezMp+pYW4mxK2Q7fjv0xN0+H2C9gGlmNJYSEknkartD6LtOG9pZZdt27Zhzpw5KC4uVmsH2N3CoRL5W5BaQGmuaoOqoNqgKvhn5CXkp1Abo2+sXa3RcRf1GvBnBp7X3okG1dcOQtz0k3BhUOoU0HGLn35tADWujL+GjjvbIWLRPSTeJ97uB4DLobpZ5U68vE65MpVUKoX30h46nY9r6FaV8rEHmpcDWpYHzr9nZw3y64arqysaNWqE3r1749GjRzoL1JNDV6Bj5cY6zZFbWICW20PwMvmTTvPok6iMRKWa7VXdy+HxON0Kjrz4eX+ZDxb6KqBOyffeeWEniMQsPaXxGBTeklpKmD17NtauXYvExES1Y2z7F40YMQI7d+6k1PfckAvoso9akE6HHe1QkC7CxR+MKyVKxZ4VUPOHIMr9zw4mLr2pGNmvakGVH9v3+Hdc/0QssHyX9WIUMWs/X7P7hzYcypHX+6ZKdnQOiguK0eRX8m3du8sf0PZHJcNpQUdkzrmosY/tPOoPHcYGmXh9+dlYXYE8ZpExaWlpuHDhAi5cuIAGDRpg27ZtOHXqFMLDmeXv1FWgui7qgvwikfaONIjx9QcA+MfF6Nw3xtdf6ZjqazlvUqJhM7etzjlhs+f8Y9KfaTbJmH0BYQ/PYdTx5Zyfy5BZDOSUZoOfTiK1NP9hTIVp06ahYsWKOH/+PF69oh6E5OzsDADw8fFBfLzyNpEmy6uZmRkaN25MWaQW5Ylxf+VDyvXtrV2s0PNYNyTcTsC9VQ8hLWan2goTGk9rAO//0dxilwLifLFac32fRhgTPgxSqRSz2yxREqwtAtoqJfUnE6mAzCKaO+8SzCiUPpVIpbBj4aZV6euKam1MKpWdGXQeQishqn9XDd5NvGDtZo2C1AIk3EnA899f6rxORQqLxbCZ2xaZcy4S1nbXVbgbKx/TZf/7O3J7ngcPHmD06NFYuHAhkpKSaFd/Cx+2kvG5jz6/giGHqJmW3czM8NjbV639u9QUXBEZ167NtogT2BZxgnFpY4FAgBNDl6N32DTC48HBwZTn2rNnDwCgevXqGDZsGD58+ED5mi+H7u6Ns40DPO2cUce7MlpXqI/WFeqjips/rTkUGVq/C4bW78InyNeC/F7ERvYZNueSoxdLqq1XBdQevYVTUctWeU9jR9UvcPly8ifFoqIiUivq8uXLERISgq1bt6r1IRvTqFEjBAcH07bMxt2MR1yfeFrvkff/vNHjcNeS1wXpInw8FYl3R1naw1TBrZYbKvYIhHdTL8ZzvDn0Fq8PEPvWflf3RzyMvwcAWP3fIizpuB7W5rKa2X1rDMQNDcJUFbt57eBh54yoqeTVkupt/B6vU6JorJ4YgVCAcm39UZAuQs+j3RDeV/b5I/JZpUKxqBjPd73A8136iaR3WtARNhZWSPv1i+tRab5pvUuT/V+JJUuqtu/67NmzMXr0aFoidUOPiejAIFAqt7AA7ou7au/4mU++/hACaJoYj1gFF6gAc3P85yl7+KRiMdU3cmto/PSTcKbp3tOpchOs6/4zfj69Tu3YmTNfvrMLFy4EIHv/iF4DX4wV8+fPR/fu3bFt2zYcPnwYFy9q3qFgSkZ+NjLys/EmJRqHnxFfD8OHraT92cmffxmvkj+h/qZgFlZp+tARklTyerMpSInQWaQ2nXNOq/gsys3U9TQ8WiALgiJqX7BgAa5evQqpVIo9e/Zg06ZNCA3VHN1sb2+P4OBgrf008WDtIzSYyKz2trWLFYKGVkPQ0GolbdJiKRLvJiLjQxbyU/KRFZmNwqxCFIuKS6yZQkshhFZCWLtawcbdBjYeNnCv5QrnKs6wdrNm/Luocn/1Q8TdIA9csDL/cq4CsQgWZhZfjgmtaJ8vOTeD1Pfy9OubrAhUAOi8pwMA4N+Rl9D9cFc0mtIA91ZSr1Kly8MjW7l984tE6LJnEs4Fryn1N6r0z8ZBN1v9nZNuZaqRjallmFDkdvRzWhkYVjq7QAjglkikJFAB4JNYjMD4WET6+JVs2VOBrK9iO5ui12dZL0aibHST3oQiNSlJ3RdctU319ZgxYyCRSLBjxw64u7vjm2++4UykUqHnXllQcB3vyrgzZgflcdU9ApA//zK8lnRHliiPq+UZHE2iUhcxybUQ1YReLKnFpfhDYWpYWFjAwcEB+/fvBwDcunULnTt3xvLlyzFtGvE20dixY1G3bl2dfVtjr8Uh5UkqOu1mZ6tVIBTA+3/e9LfkWeZC8D8QZRZq7BOf/SVFjJ+jP1LykuFlL1t3Yi7zqNwW28fgxqgtJa+/P7wIh56y49NbpX9lWNhbIO5GPCTFUjz//SVq/hCEGsFBeLGH2va8votIkHH148NSbUGVk/XZRdOZvecvVtnZR3tWEFXOvb2DPgqBRlQYZGsHAOifmkx4XCyV4mJBATpaW6v5jZKhKkDp+K8ypefeKQbxeaxYsSLS09MhUQjEWrZsGbZu3YqKFSviw4cPel+TIk8S3sFmblv0DmpJK5tH4szTpf46QCQo2ax0qG/M9HESqVjzDZyHHbZt26b2TxVHR0dMnDhRqW3evHlISCBP2bJ582bWgq9EGSKE9zmD7OgcVuYzNNcm39AqUAHg9JvjJX5mwfVHlwhUALj0gTjQigr3Y1+VbIEGruzHmkAFgOqDq0JSJMH91Q8BAB/CPyL+dgIq9a4A9zpurJ3H2JBKGyr9y86uX9Ju7OR8/ig60jfO6wUmJWzpClSqLMsyjR0+j8X0dyN+aTlYp3O2bt0aJ0+eVGqTSqUlx4wFeTaPLnsmUR6TP/8ybTcKHsOhF0uqVFp202LoE7LtfkVSU1MJx+qjlrMiV8ZfAwC0XPkVnCs76fXcbEDXQvgo/h6GNwhBRZcqOPQsDE8TH5U83d74dBlz2i6FGcwYbavkFhawah2oF1oH5dr749Wfr/H2iLIP8L3lsq3+nse64eyQCxDnqQeJEUFn258L66smgSkQ3Cd93b+/C4KCjNQsSUDuZ5HqxIJIpbuNL4fsgXZFl7G0TTHTfAAAIABJREFU5+LS6pUsKdbeyQjIKcynnFZNzsIOI7Hq+n7S49riEGrXro2DBw8Sjq1Tpw7ldSiSP/8y4ftJ1k71OPBlp8TX0R3vJ/+tdS3x00+iWCIptQGUhkZTJhu68CmoShFMbyqG5PqU/wCYSOCbFLi9IALJj7QnpSdi94OtpMcWXKa/DcoVjzY9gb2/nZpAVYSJkNQ2hsvPgKoQlaPNOrp/fwVYWFD3wTU0RZ/tATYWmvtRge3UdeOa9afVf9lVbrcou1rbcDo/28y/9DvmtvuBcv8qbv54m6rsirBo0SIcP34c9+7d0zjW2toaIhFxei8rK+UnIDLxTDfQjQ3islIoC3qhmRn2fzsPgw/O0+mcpd19gAlGF91fGqscmBps3VCYzMPGucP7nIHQSogmMxsZ3VayVCrF2YEXUFxoGpYXNrgx/Zahl2BwRo/2wOvXymmK5KKWTPQaGsnnjG0WKo5cVIsBGBPzL/3OeGyRVAoLgQAVzM3xUUxs7V/mzG4yWTpBWExYdjWMlkid3noofjy6VKnNw8MDI0eOxMiRI5GXl6fm+iUnMzMTjo6OSE9PVzuWlZWl9JrMOvoskZtMLFSwmdsWYf3n4JtamgVknxqt8XjcXtTdyKzc9P4B1TH4kObUj5r6aBtPZf7Sjs4ilc+VysMWxaJi3JqrkMpGAAR2Lo/ao2vpdR2xN+Lw9tA7zv1mDRkxySMjJYVYwMyc6Q0vLwvUqqWcKstQ4lSevJ9qu5WJ75GFnFih0/gK8bGI9PXHdU9vNE6MR7xChH95oTluen3xCWciLve5uZf8vNHFFePS00gDqwzF4Lqd1EQq8MWoYGVlhW3btiE9PR3Tpyv7/V67dg09evRAWJi6NfvKlSuUzh8avob+ollk6N8LMPTvBVqtqlXdy1FyKSht0Amm0tS3sLgQ40//yMaSCDGZS5mxRAnz6BEpEHkuCpHnvqRT8mvlC6+GnnCr6apzCimpRIq4G/FIvJ+EhIhEFBeUHUupITAGlw6ptKGS0ExOVhap1atb49mzGhCJpLCze6jv5bGGGQulbOU4ODhg1apVau03btwgFDFs8MeDszrPERgXg0fevrjr5UN4fHJGOg7mKVc4oyosW1vJrj15Uin62NhiXHqaboulyIukSNTwDGRlLpFIhIkTJ2Lt2rVqaQjPnTuHrVu3Kr2/tWrJjAXnz2su+Ty+ucyt41miYTMAyLGZ2xafphyFp71my3nKrLN6d08AZNZSQ6BYQEZbH0NiMiKVx7QhuvgzSd0Sey0Osdfi2FiS0UB2kTCGCwRbGOtD5r17yiIlOroQEyZE47ffiFMXmQpsadQqVargl19+wePHj3H69GnExsbCxsYGw4cPR4sWLdC4cWOMHz+epbOxT72EOPS1scVYewdUNjdHgkSCRVkZOJWfz3hO889ZOgalJuNpURGeefvilLsneqSo5yFlm90PTmNll59Ymy8vLw9jxozBli1blISqPJK/d+/eOHHiBABg3LhxEIlEJcfIWN55LM6+uc3aGtkgYGVf/DVwAXoHtSTtY2dpjaSZp+G5pDvr55cLUaKte23b/aYEF/csXqTy0IItsWkMlAVxqC+MVYRqY9iwSKXXubmSEoFKFFSlb59UQ/uS/vLLL2o+59nZ2diwYQMAYMKECYZYFi2O5ufhaD47ubo9hUI88PLB+uwsXP8cWJQpkaCepSUeevugfgLznMdU+OvJP6yKVACQSCQYPXo0Nm/ejL59++Lo0aMAgNDQUGzatAndusl2QK5cuYIDBw5onCt//mXEZCah7z7qgaDattnZ2oYf+NccAOSBXgDgYGWL/PmXUX5FHyTnZrByXkCzEDUF6OZZNbrAKTpQqVDFQx0PMyH629qitZU1allYwE4gQJJEgsuiAlwuKMC5AuYWAx6esoyxBkcZE9u3bzf0EvSGo5kZHnx2HViZ/SV4qGZCHGJ8/eFhJkRFc3N8IAnUYoP0/CztnRgSGhqKLVu24Pjx45BIJBrLahPR0E9m9auy5luulsgKPfZOwalhKzX2iZp6jLI43j+gOqRSIF8sQYFYAolUCjOBANbmZhhx7A2l8WzCReJ+qqKTi3PzllQTRABgvYsr+toQ1z70FQoxxNYOQz5XXQGAIakpuCoqIOzPw1Na0WQNVYUXpfQJCAjAq1fGbSViozJUHxtbbHRxBQAcUPFjBWSBWh99/HDN05vTnSV7S+7q3cqrSy1ZskQtkEob39XrjB19ptOyejKppMWGVfXf9/fQ58/pOPbdMo39ght0w54HmneIdLWQmrqFVR/wItXEuOnljfJC+m+bPBo1JD1VJ38sHh5TgheeupGeno4ePXrg1KlThMcnTpzIej5VY+RYfh42uLjibqEIUzLU0zIVSaUIjIsBdzZUGboGTWl7r549e1YSIEWVd5MPwc/RA/32zaQ1jkxw6iPS/tzbOxh1fDm2f01cChwAtvSegjNvbiEpR/39poM+hShXrmqGLKuqs0jlc6Tqhz2u7uhgrXvlm60uboALUCshDhkSvhIYDw8POdOnT4ezszNhoZCbN2+WOoGqyQpaTouFlGuBCshyn3LJxo0baY9pszMUMZncB42xTdjDc+hTozW6Vv0faZ9PU46i2x+TcfkDeUEPJrlOmW7xG9ryaoh4DVYsqXR8TLkStdXMLfCvp5dau6kG9Sjy0scXDgIz7R1p8MzbF9+kJON2IXFVER4eHh4AyMjI0LsYbeJfAxExL7R3LGN0qtzE0EtQwxQFqpy++2YgeuoxuNs5k/Y58/1q1i27TJP7l0X47X4tMK03zHReVbpY27AuUOUcdvcoFSKehzsMuc2jK3yWBtNl34C5Rh+AY+xki9jJaFDaKbeij1b/WEcrW2Rp+HuaWqooU4IXqSyj6cNOV9Re9/RGBXPytyi6WIxmiQla5xlr74CZjk6Ex2J8/VE1PhZ5WnLf8Rg32nYo7izoorEPn3GDx5jwd/LEVwF18N+nJ6zNSbcClLE9wLepUJ9W/2//ms3RSkofNnPbarx3J848rfH+XZpynWqCqtHCpFNQGTtEH1TVNk0fVjKrK1162NhoFKitkhIopzrZnJON66ICnPVQd4cAgDc+fkZ3Qeahx/1VAyj31SZYeXi44PiLa/i6RivK/f/5YT0r26yGuraxfd6zwfTKjGryozQEVN9LQ5UnfZr4AbW9KhIem3pus55Xwx2qApKKoDTkrlSpEalOZsRb4g5mZsimESBkLPV7t7q4kR5jcvF7WlSE8nExiCKxJsx1dMb8LPaSF3OFPraf2T6HPr7g4jzu8ify6B/pXMOen4siAiOPLaMlUgHgXPAadNkzif3FGABdROvlEZto9ee3+unTZPOPpAaljbf+1ji2NFlLjY1SI1K/sSXOHzfAxha7cnNozycQCPBiwj542rsi/OUNDD+6WGs5OLYopyHFlC4XOsnn8UTbXiPt7bErNxsxxXz9eh4eHvbJKczH/dhXJUnfqdC6Qn10r9Ycp1/f5HBlxk3O3H8hJDHCkCEv7UnlYUf+QCKda/gKZ4ZGddv/ryf/YPiRxRrHsBnoxAdNqVNqROoAksT2P9rb0xapVd3L4fG4vWj02w/4mB6H0GbfIG/eJb1ZWc97eBK2TyXIz8eEmZkZWOKkHs143sMLNRPiWDkHj2Fo8MtBWNh+8T9++/dCpL38j/XzmEJQEps3XX3fwEurWGi1Yyxy512iNebw4MUYeWwZ/nx0nqNVGS+jm/SmLVAVKa2fIy7ZcPNvjG/eH+fe3tEqUHm4p9SIVHOBgLCdSeL7x+P2wm95b6R93kJdcW0fdt4Lx9D6XRD2ULMvHx3/U3lfVfHrSHJR2k9Q6YQJe3NzCEUqmcsEj2nQ5NfTEJgJ8f74SmRFPkGN4JWo0n82XuyejOzo54ZeHuvoIhzJLEyK8/GWJfaRSKW4FfUMzcrTSxi/o8909KnZmnbCeFPmXPAatKYZLAWA1WCzssi085sxvnl/9PmTXtUtHm4oFSK1tZXmJPdVzS3wRlxEa840FR+/tLwsLOwwUkmkkolMXRzEO5Ik7J/EkhVVzpSMdKx0dmF1Th7DIjAT4sGqb1GUlwkAeLQhGA2nHEKN4av56H0eo6HdrnGMgkm7VW2GZZ3HYPr5LRysynhwsrZDwgziCl9U6PD7BKXX4jmAUMGGU9oevIjc13QNWjOW2BQeFkSqMdz85CU/ybjk6cVKpOXzpI9Kr7n4IG8hCZg6xJIVVc6BvFxCkWoO/VROYYopbDMbErlAlfNo4w9oNPWwgVbDHf6Ous9hzDdrQwZO6ePvoi3lDxkTmg/AhOYDIJFKYTevHQcrMxx1vCvjzpgdOs2hek/a1A0wX6Dch98h4DElTN6SSrRtrSuvU6JwecQmtN0ZWtJ2beRmtP99POvnUsWawG0hkmKqKbpEFYvV3CF62djiaD4fGcpj3Ayurd5m6Ih4HnpEZSSivDNxWjxtmAkEyJ9/GdcjH6PrH5NQbMIlnq3MLZAx+4LO85Rb0UetbXg9IPQMs/m4sFAa4hz6gG4OXn0TUShC35RkQy+DESYvUofZ2VPqF+bmjqGpKZT61tv4PW6HbFd60n8U/xZFxdTEIpsJ/QHgEEei8a+8PEx1UDZJNbWy4kVqKcKnWT9DL4ETlraX/T+oFnDgGbM5iEStqoWJF77cUW3tQGTOuQhLBnEDcloG1kXO3H8BALXWf4f3abFsLY9z5rb7AdNbs7MzJBIXISVXPYVgVCZBZ54yB5d5iWJ8/Tl9sNC7SGXTPeB3V/Jcoqq0tbLGH67u+D6NmlD939ZRjNbEhQvACY5EY3i+ukhtaWXFybmoYutVEXmJH9B0zjmjcCUxKaRSNJ1zDu+PrUBW5GMEBa+CtYsPXu6dBkD5u8fG35boPVJsI3sPg4Yug2OFeqTzalvb0W8BMwFQdyvwOASIzgJuRNEXmFS2PBXT8+gTutux8vURjdN0jAyyB2359U3XstBynBZ0RM/qLXBo0EKd53o24U+l19ciH2HTrSMIf3VD57l1wUwgQN+abbCzzwxYmVuwPn///bNwiiRFV9BvQPEcoPEO4FUKsLwD8AuJ0ZZ3ASi9SHRUqVwLUU2YrCW1uoUFOlnbEB6rEB+Ljz5+au3tra1R18ISj4sKuV4eq6RylLs0pVh9i8yFQYQ/W1sdtl4VEdBpFF6GcRtVGeBcATU966C8UyACnCvC1sIWFkIL5BXlITk3EZ8yIhGZ8R63ow17c6PLnYVd0XDqYVTqM7Wk7d2RpciKfGzAVRHzcu9UZEWqRyFrq4RV2xPoUx2YehF4kgj8Fw1cHw74rgbi6adD5iFBUYzazmunc45oTaI2/NUNxGQmwd+JOPUeU1oF1kOrQOWHoaeJH/DHg9O4E/0CD+PfsOomYG4mRK+glmhWvhbaVWyIGp6BrM1NRv1NwXiV/Eljn5qbgRMDZX7cex4Bq29xviweI8OUs5+bpEgVAPiHpMTn2uwsFGm4oJ728DQ5n5d8jooI5EvVL9A2IE7lpQ8q95uO1/u5qTc9slEoGvo21djH3tIB9pYOqOBSGUAHBNcfDQDIFmVhxsUJEEuMOaRMxv0V3xh6CZzyZAyQmAus/Gw4avE7kDkdiJvM3PqoyIN4oOF23ddZmuhR7SvOrZFV1nyL1d3GYWzTvpyep7ZXRazqOo7Tc+gLh/kdIJZolx+vUoBq9ApW8VBAXpkw5ORQ2ppCcSwXqBqOinXY8Hc2cGpKkxOpLays8JebB+GxI/l5WJ0tSx0VGB+LSAJrKgBE+/qjnIFTVNAZ7yc0RxRFf1g6+Jmrv/1xFC56XBDYLRRZkU8gykhkbc4F7VfC085b53kcrByxqcfuktc77m3E/bgInectC8gto7q6F5z7DuhcCfjuKLDvqfIxp2VATQ8gYzrgvIzafKa6tclk654pO/vMwJ3o5zg0aCHl6xWTiH05k89sxOQzG5Ey6yzsLDWnFSzL/HJ2I367fdTQyyjVkJXGFhWLMOH0CM7GKmIltELfmgPR1P8rAALEZkVj4+0VKBAXUJ5DTqEOdq4x9g7MB7OAyYlUMoEKABPS00p+FkulGJeeho0urmr9BADe+/ihUrxpONk3sLREVD77IrW+haVa23uOMglowrFCPbjVbIX7KwewMp+ZQIjNPfewMhcRIxuNg9+bEzj5qvSldmIbMnEaNGwFrXm6/Cnb1lcVqHKeJ1MXqFRRFILGLmpb7iY/xnTtQ+p1gs3ctvC0d0HCjFPwXtpD6xgyMUtHvLov7or+tdth7zfc7KqYMlzEPPApqdQhsnBu7RWGuKxoRmPtLO0R2nQy5fOv67YD1ubWuPHpCmZc/BlSqRRBHjWxrtsO2mIXAIp0sKT+9Fmk2gkEyNVTaXhFTEqk3vXyIT12qUD96eJYfh6+s7NDU0v1YCArgQCvffxQzQSEaidraxznIHiqE0HhgDsiEevn0YTc0vZ443DSY3KoWONqetbBuP9NYWdxGuhWtTdaB7bH5HNjOD+XMaPNh5QIpj7HmoQYU+gERBnzjfxGlOz/Y98CX1dXP37qDdDzALW52lZsgDPfr4b9fFkKhaScdFx8F8FasBQV/n56CX8/vYTNvX7B8Ibd9XJOY2bXvVMIDV9t6GWUeR7E3WU0rq53Q8pj5QJVVew+jL+HkJNDsbVXGNZ330lLqBYyFJdeQmHJzyfcPdEhmb2dTqqYjEh96u1LGtSTIpFgGEnUfr+UZDzy9oU7wVg7gQB9TSAvaE8bW4xVsBKzOa8q/4robyXogmIkeMTCbpAq+MnS3SJuX6kL+tccwur6NGFnaY8tvfZizMlhejunMUH3/aEjaLXNzVt/1NEkuHtUlR3vsR84/VbzPHein2PAgdlKQUVD/16AoX8v0DBKhi7b/USMPbkKK6/vw92xv5dJF4Ccwnx4LO6m0xyqn4u4bJmf6n/RwPrbOk1d5rj8kVk+286Vu2PhFWolfa3NrbHyBvl3beWNhZjSgt4uQwFDkXrfywfj0tMQWSxGuLsnLAQCjTE/XGD0IlUAmQ8pGSHpqTiVn69xjnoJcXjn40eYKH+Diys2uLiienwscgxgylZlR04ORtor534VQJbkn+kHjQhLgYAwROplEb3ysQC15MvaMgDcWdBFp7RTQR41tQrUMwy26L3tfTHpq5lwtHIiPC6AAJt77sHY8GBa87KNNgEo//tqOs4UG48AlO/wIxzK1YCZpTUy3z9E1L+71OYkOwdX6cbopJjShjHnSw10Bj5+roQZmw1UXA8UqriWf5wg63dqMFB9E/A6lXy+vCJRSaDUkk6jMfGrgWp9HBd0JByraGlly/L6MT0e7ou7AgDKO3vhfPBaBLqQ76qZOosu78HiK3+wOif/QEedKS3moJJrFbX2+OxYrcGzZGMBsBZ4yyS0mck2fYyvP0akpeJcgUxftU9KxEcfP7RISuCswBARRi1Sa1hY4AJJFD8gS6ugTaDKqRwfi5fevnAgsca+8vFDaHoaJ9vqdFianakmUgHgoJsHeqcksXaegxp8ew1F/M3D8GzQFUkPztIaJ4AAE5qRbyHnFeVi0tkQRmtKyInD1POhaB3YHoPqBBP2MRMIMbH5DKy9uZTROUwZK2dvBA1dig/h6/DuyFJIxEVwqtwQQd8tBczM8GDVt2pj+By47CIXqEdeAt8cIu5TYT2wv5+s+MGrUGqiZVab7zGwTkdCoanPrX9FojISEbRuMABgaacQ/PyV+ufLFHmdEoWxJ1bhZhSJ07WRYOyVldiAyIq5tVcY5l8mvscoRuoTjZ3TdikyC9QLLaiOlVNUXIgpLeaQRv7/0mI2CovppdGkmyHonIcXDubllghUAHgtLsLczAzc8PTWa4YkoxWp65xd8Y2t+na0nAKpFJVp+pMGJcThppe3WilQOZtcXPFeXISnDKyJbEHmO9LQUj3ISRcaszwfG0Rf2oN6E/6gLVLXdttGeuzI8wO4+J5hXUAFrkb+i6uR/2JLz70QEFjkq7nXgKOVE7JEhinxoimpvmofxYh7Jj6litQe/RvuLVeuapXx5g4erBmk89w82qno8uVnMoEqZ/ARmUgFgKpuwBsN1lQAmNJyCHyW9aS0DrJtfqJ2tsTtjAtbMePCVgBAi4A6CB+2EtbmxnddI+O/T08w999d+O+Ter5gHuOhc+Ue+OMheV46TWmkOlfuAV8Hfyy4PIPy2HGnf8SmHruxtVcYrn+6jCPP9wMAgjxqYXTjCSiSFGH86R9p/Q65NPMBPysqxC8Z6Wrtu3Jz9L7jbHQi9WsbW2wiiMhXpE5CHNIYJmFunpiACQ6OmKJSaUnO2c+W2+052ViQZRjB0SwxAbe81FMnsVX1gexp+H+J8TrPrQtSiRgP18q27Kla2vrXGgJrc/WiDlJIOfEVHRM+DHW9G2BMk4lqx1Z03sRZ3jtj5cnWMWjwy0F8OLkG2ZFPIBEXwrlKE1TsNQlFueoXOSKYWlWpbsGb6lYnld/vGE1DYv1twMPRsqpdtTZr7uuxpBuy5lzEyZfXMer4cuQWFqC6RwB+bRuMKx8fKvU1hFVVkRufnsBlYWe19mru5TG11RC0r9QIXvaa7ytccDv6Oc68voWTL6/jdUqU3s/Pwxw7S3us7rIFD+PvYtvdDbTHj20yCcVSMaN7QuipL4HEitZWpvcXunqJSKDKOZiXy2gNTDEakRpobo4bntpzWrIh0tZnZ+Fkfh6uazjfKHsHtLe2QeukBJ3PR5doDTlRpzg4YuXnXLBMmOZI7FsplkoRw1FlKy5pX5FY4PzEoY/o44QHpMealWuJW9HXOTu3sVGYmYSXf0xF+Q4/onKfaTCzsELm+wd48ccU5CdFko7T1T/WVIUn2wTR9Np5/tljqBqFitJFxWLYzG2LkY174fXEv2BrYY23qTHYGnEMO+6epL9YA/A6JQo/HiV2w/Gyd0Xz8rVR0dUXvo7u8HP0QHknLzhZ28PZ2h42FlawEJrD3EyIwmIxiorFEIkLkVGQg8ScNCTlpiM2KxkvkyLxJiUar1OikJjDfoArj/7xsPPCwvar8NfTP3Dl4z+MxoolYiWxaUiMId6GKUYhUuc6OhP6YarSgEVL30exGP5xMRp9bCqZmyPG1x83RCIMTE1m7dxUyJBICCs9THBwhL+5uVJOWKpscXFDTxviUrJ1DWxFZRsJQTUtNnmR9BQ1PGurtQ+o9R1rIpUsKTQRISeHwtrFB3XHfcnT1HTOOeTEvsbzXRNYWQ8Z+cmf8PrAHMr9TdEfVZMoNqQVMVsEuBJ/pQmp+lmc5tBwadtx96TJiFIyVL9LISeHIjEnDcdeXDXQinSD6Pfh+QJV31kio1eXKj3xddAATDg9AqJieikZ5WPPvzuFYy8O0hrLJRkslv/VNwYTqWPsHTCLxKqnSs2EOGRy9Ef2j4tBMysr/K0hkKiFlVXJh35fXi6maTCFs0WthDj85+mNAIKqUP1sbNHPxhZRxWI0T9Ru6R1hZ495Ts6kx6vFxxokSS9AblEj8pekKm5uRl3TeV3a2HB7BaGItLEg96PmmrrjduPVvlnIfH+/pK3h1MN8oJKJQiSMVV0AZl8GfqORoejx57S+c68wXpZRwYs17bC568B2wIwxBmKdexuOc2/D9T5Wm1GC7DiVz3wch7ukXAdR6VWkNrOywm/OrvBUSBCrjXocClQ5t0Qi+MfF4IanNwIJRKEiQ2ztMMTWDmcL8jEpPR3ZHFrsvkpKwAcfP1gSBOoAQHmhzNKbVFyMzTnZOJafh3SJBG5mQvS3tcVYewetdXf7pSQbTKACysJTU7APHW58YjdXoylQvtMopD6/qiRQAeD+im/4AKZSzOa7X0Tqpm5AqIYYwTWdAeHnS8mGO9yvjYeHhzpcPmClGqjcORtwLlIDzc0xw8EJ3Um2mcnYnZuD2ZnEaRu4okVSAo64exBWqFKlq7UNuvrIfqeFWZnYnpOtQ+ExcirGx2p92vQUCjHPyVmjtZSIIqkUdwr1W2FKFVUBxUat99hs/aXHMBY86nTAky2jDL0MHgNw5CXQLwj4qTHQroIsIEqicjF6HALU+ZzN79w7/a+Rx3jh/btLP0wDzY0BzkTqRhdX9CGoaESFUWmpOFNALf8p2/RLSYadQIAn3r6wIrFgqjLb0QmzP7suHMnPY+QvqoluyUk44+HJ6pzxxcVobAR+qFxsQ5sJNFuPSyNSTh6ReEyBbw4BuTMBWwsgyB0o1uIe3HUf92ui40+tDX4Ln4cu+szjaWzYUtQtpgJnInVcehpO5+djpyuFMFLIIu51iVpnk1ypFJU+52D9w9Ud7Qlq3BPRJyUJdwvpJdmlwpOiQvjHxaCKuQUue5IXN6CKMX2BNfmkMqV5uVb494Ppb3HTuTnb+VZFg8kHcGdBV6V2x8A6JT+TWa15TB+7JcDvvYHh9cj7/PUMGHREf2sqbbApvKmgL3HOlxhmhi7vD5fvbWVzC87mNgScbvefo2ANfVVUhK4pSXqvB0uV79NSAACrnV3wra0dab8V2VmcCFRF3oqLEBgXgwueXqjK4IP4c0YaDucZtqKWKooJ5lWTzTOld1B/zkWqhdC4kobnxr0BIEDT2Wfx+sBs5Ma9RUDXsXCr2RqFWbLMFHzwVOnmhxOyf4NqAas6Ad72QEIOEP4GCDll6NXxGBO8MC29lDenHvPDFmy46ZHBuU9qg8R4PPBSr7P8QSxGKwPkIGXK5Ix0TMtIx343DzS3UvZZ/U8kwgY9WYHFANolJQKgVvggqliM5VlZOGHgcq/6xFIPAnJaS+JM6yl5+k1Vpsj9VQPQ8JeDqDZ4UUlb2ovreHt4Mevn0rdViSllcav4wDPZPx4eQD0jBC9OSzcBJBU16ULFWKQPwwfnIjWpuBj+cTH4x8MLHZMTTdpzTgxggEK+1BZWVljp7IJv9ZxDVc7x/DwcL8Xik8oXILMgA07W6gEXFWBEAAAgAElEQVRjPzYci133tZTU0QF/x/KE7bP/mczZObUhzstS2+7nKV2YisDQ5eHAWB+A6P5OxpQeS/65oVqljcd0UTWiMUU1845qm77QWwqqDsmJnJ+DKAqeS//LGyIRmqnkKe15rBvC+9CrFc9kTGlB8WmNyTb/kmtzsLyTesm6xn7N8DL5OW5GsZ+se0uvvYTtuYU5fAATDw+L5BXptwQjj2aMMa8pl5SW31eX4gaGhlORKpU21HhcILiv8TjRfHTHaCJ/vuZ8mmSVZOiKyp7HyLNtl1VxKkfXJ7PMgnRkF2bDwdJB7diweiMQ4ByIA0/+0OkccswEQmzuuYf0+JTzoaych4eHR8azxMeGXkKphbeq8pgCnIpURUG5cWM5SKXA+PHRlMd7eVng2LFKaN78FRfLUxKhCTNOwcnajpMSh+F9zigJ257HuuFU37OQGmmwmCaYPmlx+YQ25dxYLO+0AU7WLmrHWgd2QOvADvj72T7GwVTW5tZY122Hxj4/nQqGRGq6CZN5eIjYP6A6AODI8xQceZ7C+flqe9VXen34+X7Oz8kFzgTXImODdwHgoYI8Q0xBaoxBqhfqZbu/ShUrhIZ64uzZTNSta4PHj6nlQB0+3A3bt3Pr7zmobkf83ncmll0Nw8LLu5E//zKabR2FR/FvGc8pt5xqspJaOllClGHYRPqliWkXxmv0Zetfawj61xqCtPwULLk6BzmF2VrnHFBrKNpV7KS136Irs1BsQhU9XKo3R8Vek5CX8AEv905VOmYhECDM1R3/s7LCjIx0JT+6GF9/woeNCubm2O3qDj+hEAfzcvGrQhEO1TG6lPZjg629wjg7V5CHLbpVdYWfkyWcrc1hJTRDlkiM+OxCvErJx5HnKShWzbLPAXJhCQCDD2l/wKfbn0u6Ve2l9HpF500GWolu/NhwrKGXwEMR+TVBfm0qi8GWZAiE5ggatgIP1gxGUU4ams45h6Zzzuo19oFzkfrHH4EYNswN1tYPIBJJ8ddfFVG+vCUl6+jSpX6sbu8rcmTIEnSr2gzn3t5Rsp7az2+PE98tR/tKjfDXk38w/Aj9yGgqW/gu1V2QcNt0shuYAvuf7MbgOsM19nG1cceqLuwFVBWI8xGTFcXafEyhE4lZdYAs27tjYB34tf4OsVf/LOnz0ccPoelp+C4tBZc8vDDS3r4kmwQZVz290SM5CW/FRZjt6IRQewdsytH+EEAVXwd/xBFUEVvYfjVm/6scqKZvEexqY45NPSuTHneyNoeTtTmqe9ji6yBZzuioDBHmXvoEkdh0q8BwRQUX8r+lKVHFrbpa28Daw/DXU2J/dn1Sli2nXD6kljaEVnZoNE2WWLkoR1agKGJxDzSZdQrVBi3E6wOz9bIOzkTq3r2BGDrUDatWJSoJzYEDP8DT0xx5efVhZiaAtfUDwvEBAZZIT+fOOtVv30y1tvz5l2Ezty167J2idTyRn6k2cWomFEBSLLOklO/gryRSqVhfeTRzLfISEnMSMLH5DL2cLzrzExZf/VUv59IGUb5ZoteV+kxF2sv/8PbvhSXHFUXqkNQUXBUVAABaJSVodbhf4uSM8gqW0pmZGYjx9WdVpM5pu5SwPTk3Sa2N6AakKlzZulHt7FMFthb0cxKWd7bC7r5VsehKFF4kld7sHGWVUY3GEba3qdARB5+G6T24UjEjBJ3sEMYYRKNv9Pk3INupYnsMFSxsndDgl4MAoGQ1lRaLcWdhVzSdfVZvW/+cidRhwyIxbFgk4bGkJDFsbR9qHP/mTS1YWakLWHkwlq4WVrKgKdV2Ih9VTUKS6FiTWY3waMMTdD/cFbHX43Bj2k20WN6c8pyaMOXoQy6+XK9TXiDk5FBMbD4D1dxrsD4/AEilUowJH8bJ3FzjXrud2oUloNMofLqwHQAgpFlRr7+tHWYqbO9zwYLLM0gtqapQSV+kq0C1EArwR79qSm1hj5Jw9o3mcshe9pYI/Z8vKrnKKtj92kaWxszQW+zGwqzWi5ReTz43BrmFORrHGFu6qoG1v0cD3yakx7f02otJZ0cjr4h/ONE3hi6XzTT7EJEQ5UqcyinKy8STzSORn0IQQySVqt1DuBSrnIlUbZH9iqgKzoSEOoQClagvU3QNkKITse/VyBMRi+/Bt6UP/Fr64sGaR3hzkLnPK4921t5cCoFAgJmtFqKcUwArc0ohxbJrc/Ep4yMr8xkLzlWalojUva7uGJeehvD8PFz29MaLoiKNYw/lcZ8iiI4lFeDep0xRoCbmFGLimQ+UxiXmFGL2P5EAgHXdK8HTTlY1bne/qhh+5A3l8yv6kOrS19jEser3VJtANUbaVOig9FoqleJZ0iOlgLA1XbcZ1ZazqeTe1RUve/WiQvqESGhSxcNMiGQ9xz3IBSoVi6lJVpxiIiYdHITIzKyH5cv156v5auIBBDh7K7VFpscjaN1gjePILJ+q4rXh5PqIuxEPAEh9lgaJSPZBe/3XW7Tb0gaXxlxhuHIeVVS/KFKptGQ7flSjcRotHJpIzk3EnH+nmEwOVLr5Zi0d3Ut+rhAfiz9d3bHWxRXTMtJxUIsInZWZgU++/uiRnIi3YjFmOzphUVYmo3WTwfYNXZft/tpeX0ojv08rKBGddPn59PsSAWklNKyFxxho7NdM6fWbVOMS0FQY3XiCWtvEs6NQIC5Qs/hu6bUXY06a5m6MsUHVoqj4AGFsFnhtTHd0xOSMdJPeOWWK3pL5a8PJSYgff3SHmRk3gVJkfLUtBKl5yjdVdztnJM48Da8l3UnHabKkKnJ/9Re3Br8WPrg66UbJa16gUkPTUxpVv5jt9zayvi5jo+mcc5AUF+Hu4p4lbS7Vmmn9GxUXFZT8XCSVklZQI7sZBCi0z+J4658KRDcgRVGqi+id3rpcyc9MBaqcJVejMVNhPqoYmwWUDVSj4df8x34pXy4h+sxdj7yEArHsu6UYPQ4AAgiwtVcYQk8Nh1gi1ts6yzKtAzsgpzAbQR61lK4Bxi5YD+flobmVFUbZO5Rcg/UtVpkU2mELoxGpmZnFWLOG+6pUqqzoMhY/HlXeTlzReSxuRj3VOpauH6miQOXh4QJFgQoA6a9vITvqOVxrtETai+uEY3JjlbeaNV0AjT2YQpsA1dUqS9NlVyMv+aApQuKyYw29BFoQiZzXKS+w78lupbZ9j3/HkLo/KLVt6rEbW++ux6P4e5yusawz6atZiIi5iQvvTmNGqwX46VSw3tfARFgedPMoMRp89PHDgdxcZEvLVlYQoxGphqJFQF21YKlPGQmovnaQ1rFk1lR9Rugbu2iQQ+cLSvbUptpuiDrCpsiHE6tQdeB8UpGa/Oi80muyzxTZe8i1E78mSweZ6CQaE5nxAcuu6ZZ/RyIFzFhSqkGetuxMBMDd1gIbelQiPT7+1Huk5Gn2LzYUPzQYo/R6+fV5hlkIA9Z336nW9izpMTbdXqXWfv3TZRRJihBcf7RSe0jjCTjwZA+uRv7L2TrLMm627qjqVr3kWiE0E8LL3geJOfF6Xwud6+ROVzfUt7QseV0hPha1LSzwtEj/IpWqTyoXlHmRWm3tQEbj2BSifNopZXjxyS5SqRRCa5kv5ZMto9F0zjk8WDMI/q2/A6RSpL1UtvCTiU4mQtQQD1FrSQJTnKydsabrNkw6O5pgFDUWXYnCnLayqPwF7QMw599PjOdistWvyujGPmhdwUlrP7mAvfIxE9vv6v/mTEY974Zo4q+c6UQkLiDpbRxYmVtjPUkFOm2W+tvRN3A7+gYmNJuOII+aJe2D6gRjUJ1gAMDU86HIEtHz69a2Zc1FoJYx+0fKrzsOVo5Y3GGt0u+/7NpczG+3Alsj1uFRAnvuhUyj98kYkZaq1nbWwwv+cTFa51Vdi6kYs4gwKZHKVWJ/Hlk2BtW/L1FbWcNKIMB7Hz+jyV/HhEpf/4LEu+EAgPxkmahqMOkAACBiITXfakNC9wb7NvUVhGZCtSpg/WsOwTsdA3JeJedBCtm2f2U3G6zuWhGTz1KL7ldkbbeKJT/nFTGL2h1Q20NNoIa/SsW1yEwk5RbB294SbSo4oWtV15LjbSo4aRSpdDIHsEFIk5+VXt+MuqrX89OheflWGFp3BAQCYlP6L+eoV5laf2sZ5rdbQRhxLq+y9SThIY68OGAQi19pIa8oV+36EZnxAX893YvHicQZhIydHjY2OJUvq9qpr3sM75PKYzKQpRbjSszWCdkKG8/Aktcvdk9CdvQLTs7FBGMSowDQZNYpRCzuUfLapXpzOJSvhRd7filpo2KppuuXyqUfK93t/s0RawnHxGRFYdGVWTqtBQCG/f0aYf1laah8HCyxf0B17HmQiAvv0jWO87CzwE9NfVHV3UapfcQxZuno5BWsACCjQIyxJ98pHY/OFCHsURLCHiVh+9dVYG8pKzwwp215LLhs+CppM1otUGvb+0h9+9zQjGkyEXW9G5AeT8pNwJx/tReAUWXupamo5l6DtPhIHe/6qO1dj88CoANk5aqvfLyo55XIILpOZkskCEqIozQ+qliMrS5u8M/X3z3H0DubvEgtw6gKTsXXZKJTsZ1rS2vjWeEwE1rg6bYxKEiLh0+zfqgxfA1e7JmM7KjnlOagUybTQWAGCGQXDVPk4bqhqP9zmNpTb0EatQugHLqikmuRzmSrkss8lMVSKa58zECbCs4lbcENvBDcwIvePBIphh5+rfN6RGKJmkBVZdTxt9jTrxoshQJU92DPF1YXApwrKL0+/Hy/gVaimS0kDz2A7lXn5MVHNvfcAzOBevWyyWdDGM/NY1zocp20FAjw4fOO3kQHR7z18UOVeNMKMGQKL1LLMALBfTg5CXHqVGX87392uH07Fy1bUrtpurtz+9Gp3G8GzIQWSk9xsdf2AQIBagSvViv9yQYXPb3gZmZG+OXXZDENsrDAy6Iig/toFWYlG/ypt6yw/W4Ctt9NgLO1OTb3oldv/kNaAeZf/oSiYnby7v4U/p5Sv9Dwd9j+dRWNfVTTW3G1/a8q+u7H3cE/789yci422Hp3PUIU8qBOOf8TskVZrM0/NjwYAGAhtMSGbjshEAgw+9/JlCtTGaI4gLHsIBn6usslG11c0cfGFpMy0kv+3muzs7A2OwvRvv4QwHjeB67gRWoZJyOjHgYO/ICOHTPx9dfOSE2tCze3x1rH9erlrLWPLrhU/R9he/zNw7KAHwUU69YzpamlFfyFQjwqLMReV3cMS0tROk50Idjn5o4/c3Nx0cML1eJjlfqU5gsnzxcyCsQlwi7IwxbdqrnC39EKzjZCWArNkC0qRnx2IV4l5+HwsxQUS9kvCOHjYIH3adr9Wr3sLVg/NxNmEmzz77i3Sem1seWufBR/D9GZn3D4+X68TqHmbqT6O1ARkkXFhSZbctlUkb8vhq4CRnSPGZeehnHpxOWWy5VycSqHVZFqjDdmQ6/J2J9yatV6gefPZU7Yf/2VhgMHlLfg5C4Aqtv6a9fK/q42NmbIz2d/e7woNwNWzurbp9au7Je2+9rGFptcXBEQF4NiACfdPfHRxw8VNGyndLexQSsra5RLjcHZgny89vHDsqxMbMrJpn1+Q18cedjhZXIeXibrP/fpr23LUyqrOrstO+WBdaFthU4or7LNbyrlT3XZ1ucxDlTTTQK6l0jn4Ra+Hl8ZZ9UqzSJeILhP6HdqZiaAvf1D5OXVJxilO483yZJe1xqpbGGpPXoLbR9LTdgKBJBC9jAht0X1SknSKFD/cHVHTXOLkifZq6IC+MfFMBKoPDxMkXw2yloJzbB/QHVUcrUm7FfV3Qb7B1SHpVAWla5L2ixdWNF5E76trfxAFpsVjcnnxpCM4OFhH5u5bUv+8Rg//HZ/Gad2bRulgKm6dbVvZUVEVIeT00NIJMDRoxlwdBQiK4tZGh0ypJJivDu6DJX7TlfaxpdKxCUClg3ypFKcyCe3fomkUjVr+PcqrgBbXdzQwsoKdgIBPhSL8W1KstFb0HlMn6F/v8I+BZ/RhR0CKY17l5rP0YrIsbO0h6OVej7XhVdm6n0tPDw8pgMvUss4/v5PaPU/frwSatSwgTwAvl+/95BKGyIo6DlevWI3CXfqsytIfX4V9cbthoWdC9Lf3Ma7I0u1D2QI3TRKFgIBPvr4YXJGOqZmpiNPKkUVc3Pc9/ZFhEiE/p/L2RkTxubrJ8cY1qXqdqHvnKFEqAYyKSL9fFwxvZQmCsQS/HhUu1sA29hZ2mN1ly1q7ZpSK1F1gTGGzw0PDxmGdjcsDfAilYdWKik3N3PY2z9UagsIeAqRiP2AEACAVIpHG4K5mZsAOjlAr3h4YWBqMm6IRCVtL4uKEBAXw1+cePTGqONvtZZFnXTmAxJyCvW4KhneDr6Y13a5Wntafgqk4OiawcOjASK/VB5Z4DFb2WHYnItVkcrVFqfih4prPxIna3skzAjXy7mAL7+bMfrHEAlXohRVUVH6v/kZAwfz87DW2RWNE5UrwtSyMI4oap6yQ0pekUarqyaYjtPGt7WHom2FTmrta28upRwhz8OcRo0aYejQoQgLC8O9e/fUjm/btg2jR1MvEaza3xQfxI3xPmtqEAlQNkWpKqXOkkr3Kak0fWh1EbxklaSAslWOls6Fd0N2FuwFArUxIqkUgWUk0XJphivxZggqu9mgvo8dKrnaINDFGjbmZjA3EyC7sBipeUX4lCHCq+Q8XItUrhnP9G+wussW2Fnaq7Wvv7WcF6h6oH///mjWrBmmT5+OxYsXo3z58jh69KjGMUSila6Q5TENyNI1ErUbOvc25yKVqhVUn9ZStqAqCo3ZWgqYtghl8wvEZCdgSVYmlmRlau/Iw6NnWgY6IaSxD0hKzQMAHK2EcLQSooKLNdpUcEJIE1mKt6eJuVh6NZr2Oet418fYJpMIj628sRDv0/TvE1sW6dChQ4m4nDRpErZt26ZVpJYVyAxZxnp/5gLV+6Z77Xao1Gcq5fspWwV0qFDqLKlyqApHntKDoZ/4TAE+J2vpJ7iBFzpVdtFpjtpedtg/oDqkAL77+xWo1CDQFMQ0+dwYk8mHysPDFobK8kJnR9CpUkNU6jMVRXmZaPLrKUQs6qF1DNF2vyryNl3vy6VWpJY26IhqbX3L0hMjDw+bKEb8G6M7wKjG3mhT4Us1uCKJFLvvJ+LKxwxK473sLfBdXS809JNt1QsA7OtfndLvOvV8KFZ0Vs5rLJVK+QpKRsa2bdsYHaOCqaTe4++BMvzbDIVfqyF4ujUEeUmRaDjlEJrMPoO7i3tCKtEtraRRBk7x8PDwGBPG7mrDJkKBQEmgjjr+FjmF9G40iTlFWP2fTGgoCnIzwZfiAWRkiTKRLcqCg5VjSRsvUA2DVCqFv78/YmJiEBAQAKmCKVzuBkAkSIl8UksjfOUpAaoOnAvnSo0Qsah7iSC9v3IAyrUbjia/nsarfbOQ+d7wroC8SGUBfbgOlK0vEI8pw+T7wNbnuyyJUlWWdAos+ZkNK+/gQ69KhOqSjhUw/cJHrWOmnP8JQR41kZybjJS8JJ3XYGg29dgNsaQIYom4JGGWAICZQAihwAxmZkJYmFHL5qFLTtfXKS+w9ib1HNEhISFo0qQJpk6dirCwMISEhDA+d2mjLF4bFKnQYzwKs1Lw5q95Su3yCP3oS7sRfWk3LJ08UfOHtXi+exIU/X2ILKRcutrxItXEmdvuB7St2ABV3cvDydoemQU5eJMShQ23DuPo8yuGXh5PGWXSmQ3YcueY1n5UBC2VPmX9xgMAfo5W3M3tZEm578vk55ytQ9+Ym5nD3Mzwt0mial3aiIiIQEREBAer4TFlPp7aQKlfYWYSnv8+kePVaMfw375SANUgLbYsro39g3Bt5GbCYy42Dmharib2lasJYC4AoM3OUNyJLj03DjYwpUo1ZT3YSfH7VZYtpdqIzRKhnBM3QjUms2zmQjYWmIhUgFkuVB4ebbAVFEUFvYpUPqJed+6M2Yk63l8qy+y6dwqnXt3Ao4R3SMnNgJutE+p6V8bKrqGo6l4OAHBlxCZUXj0AsVnGV6aTh4eHHQ48ScbUlrKo3uENvLD7QaJO8/3Q0FthbtPfujdGiiRFyC/KQ5YoE3mFucgtykVmQTqyC7ORLcpEligLCTlxSM1l/9qtKl75fKg8bMGmeNWrSKWaJ5UNjFEQE/3+dNbZtFzNEoFK9rdMzEnDhXcRuLDxS8BC/vzLeDf5ENruDMVt3qLKUwoQCARKwSA8wKP4HFx4l45OlV3Q8fM/WXR/Aq58pJbL19POAt/V80QjPwel9icJuVws2egp67sYPKUPTTlOyY4ZMr0jv91vQuzqOwMA0GUPcbJsMrrumYSzwWuwo8901N6g+0V3a68w2hdv1dQkW3uFASzcAJispSyi699J7h5hLH9rXwd3g+8MKEa/swEbwU57HiSisFiKHtVcAQAWZgKMauyDUY19GM0nz5PKY7po2sLnrafcYoylY00tn3ipE6ml2VfN39ETAPA08T2tcU8TP8jGO3lq7Ne1am/0rv5NyesCcQEmnR0NiVRCc6W6oUlQGZtYMjRD6gxHy8B2Sm0P4+9i211qzvFcsabbeKzpNp6z+ZuWq4mjz68Y5Y6Jodn/OAlZBWIMrqv5+66NsEdJOPsmjaVVlQ2kc7X3qbgeoJi2VmfYFKFU5jI2UWYqeVtNFW2Vp9gQxKVOpOpKZkEObaGrrxtl5z0TcWXEJsROO0FrjTHTjgMAvv5zOmmfrb3CIJVKlcRflyo9sbnnHzj75gROvDqs9TzagpEMISyNScyyYc1UHD+68XgEedRWm3Ndtx2Y23YZ5l8mf78V59QEk/Xq40Fxc69fcPT5FbVz8aJVxqnXaTj1+ovArOJmg/q+9qjkao0KLtawNjeD0EyA3MJipOQWISpThJfJebhK0S2ADlJpQ9qll8XiBrC2fgix2DAuHX4OQAzBhpWoGKi8AYjJIh4nmK953oRfgCyR7uvj4TEk+rTG8iLVhFCM0M+ffxmrbxzArxe3k/af334EprYaAkDmq3r140PCfu0ryT5wqom3z70NR0PfpuhatTclkSrHmIShPulbYyBaBbbDtchLOPriL1bm1CRs6/s0Jjz285mRtLIXaLNaGyNO1nZ6OY98S1++Fa+6JV/R1RrTW8kCFG98ysLeh4lq4/VZmSp//mXCh4S3qfl4m5pPelzbeCrnBcgfUJychMjM1FxYQCptqPS6qKhByc90Ra4uBNcDdvcGnJcBmSqCck1nIHqidjFKhrU5kC/WfY08PGWFUi1SdbWqaLtYG8K1wH1xVyTNPAMzgQCTWwzC5BaDKI0LXNmP9Fj7iuRPRTvubcKC9itpr5NN2BBLRGKBTECotiu+JhuztVcYiiXFmHd5GpqXb0XZaqrpd9NV7BuzyGTCuu4/Y+Otv1HdIxAdKzfWeT4yn9ICsQQ/HH2jdfz67pXgYWeBMSffAQAmNvfDuu6V8PNpeu44VNB0LeP6OsRUuCoyd64PJk3SvPUqENzH8eOV0Lu3s1K7ldUDnc5Nl929gX1P1QUqAEw6D3jZAcs6ANP/oT+3gyWQV6T7GnmMD961gBtKtUhlemE15i3D3MIC2M374oM4r/2PaFOhPmp5VYKdpTUA4H1aLHbeC8e2iOPIL9K+t6QpSlog0H3NuqIo1ugIL1URwlXd9a29wpBbmIPJ58YAAE68/Bvn357C5p5/YGz49xrHqv5ubFqhmf7d6ML294Xoexvg7I3RTXqXHMuffxnhw1ai594pjM9D9oByPzZH69jprcrBw85CaY55lz5h/4DqmNqyHFZcj2a8LjJ0zQ7CJlTPKxI1QPv2b7B4sR9sbMyQn6/Zv713b2c1q2l6ej24uDwC8MXayrVldcwpDcdOA1ETmYlUMyO4nmpC0wOJ6jH/uJiSNjYeZKgQ4+uvUQxG+vjBXOGmFenrj8DP/bWN5TFO+DypLKH4u+nTwjrv311qa6i1/jtac/zz/iy+rU0sjkY0DKW9JlVBZKjtf31usx54+ofS6wJxPswEZpTHW5nLHjAshJYoKqaeOL2KW3W8TVX+Pau6sRt1rg2qn3ddbmSvJh6AROFhasrZTVjZNRRW5hYQidk1TZ18laq1T01PW9JjtbzIjxkDfo4eJZkRmF6TqfgCDx7sin/+ycKlS9lo1uwVpNKGWLMmEZMnkwuFs2cz1bb9HRy+uCmpilOuri1ruwAjThIfW9cF2HJXuY1KwBRRX6ZuA7pA9p4bU9AxUQCWNoF51dMbUzLT8XdeXknbQFt23YKIiiPQLZjAdAxd9HEOfVCqLak81Lj88QK+rT0UW3ruVfJL7Vy5B8o5BSD81RFWzkPHmmcltIK1hS3cbNwQ5FELNTzrYOWNBbTPualnZbjafPmYz/4nEu/TCrSO02SFJeJl8jPaa1MkwCkQAODvWA7TWs6jNGbq+VCs6LwJzxIfY/+TPRAIgEF1glHLsy7mXmJuYdSEIbIrHP9uGQDAd1nPkrZNt49gZddQpP16XmlngQ2iifZ5VXiamIt6PvbEx4w0p+j1UVsAAO8mHyoRJFwFnh06VBH9+7soiUqB4D5u3dL8PerWTeY6wSTYii2+OQQcHgCMP6u+Nb+wLTC8nrq4NITY1AU6glTxM6HPim+KopRp1oBiGC6X8rJly+Di4gIASE1NxcyZM7WOIROWZOKYCG3C1NRSknEuUg35dGYKlltjeXr9+cxIrOu2Q01Ivkh+itNvjtOaiw0Bs777Tp3nGNHIG1EZBQgNl13shGYChH1TjZKFVZNPKhEiMbHwpSrMO1TqBgD4qnwbytv0WaJM3Ph0BS0C2mBJx7Ul7RExN5GYk0DpvHQxhFW8c5WmCHt4DpkFyuLvXuwrNPKrjsfj9qLuxmEko6nToZIzniVSE5grb8RgX//qGFrPE2GPZNWY5JuMq24Y35Zi24oN0MivOryWdMfXNVojd94lncS9tmvrgAEfCCJ2nrEAAAfMSURBVNubNSP/7qlaUKXShiguliIzsxi5uRKUL/+U/kI/Q+dze+Ql4LUKyCXRFF6rGC+DNfT5PVR0sTGW+xURrZMSEOnrj7XOriVtYkDJssoEVVGn+JpM1IWEhCAnJwfTp8syrMyaNUunNRBBJmaZjjVWeEuqkcNEaFMdo3jBKRAXcH7hoyq+2FpHPR97LL/2xTewWMLdU3UD3yaIiLmp1k71d67lVQfHXx7C10ED8OfjXaT9VPnz8S5K/fV5U2PzZnb/p934+s/pOP/2jtqxltvHoHn52nie9FHn87Sr6IwfGnqTPsCoRvlLpbKfK7paY/vXVQAA1yMz9epiQpWdfWage7VmJe/J3odnsffhWTwZH4ZHcW8w7PBC2nNStcDeuxeEmjWtMWjQR4SHZ6JCBUvMmuWD4GA3NUupoSynRCR9flZRtZBK5345RgSVbX9jt7pqspbW8a6EJwnvjdYAFMiBz+no0aMREBCAESNGwNnZGREREQgL02x8qF+/vpIQXLx4MX766Sf89ttvWs9HVWiWFcqESDXmpz8e6tANLJrzTyQ29ayMjbfi8C4tH1Na+COzgFr+FzrVhKSQYlDt75VEqp0l8VYwEeZm5lh2bR6iMiPxddAAyuPkULXWmmJqsIa/Ddd4/GYUc+uanKruNhjRyFstfZQiZOLzQ1oBRh1/S3ucPrGztIbPsl5q7XVoVJ/Ln38ZUqkUhcViFEslMDcTwlJojptRT9F+F3nRhoYNbZXE57t3IgwfHonff08hHZOXVx82Nur+3Hl5EtjZEafRMzbIhCgd31VDoel+ubb7BLTfNV7Juqpv5Fv/qj6qz7x9kSGRIEMiQT1LS5wvyIePUIjaFpYop6N4nTFjBpYuXYqEhAT069cPgwYNwoEDB2jNUaVKFUr9dLGQlkbKhEg1ZfQtsI21zGhNzzq0x6TlizHi2FtMbemP4Y5eOP4iFWcoVNChKyzmX5qOee2Wo7ZXPTxNlEUhr+qyGYuv/kpp/LpuOxB6SibGwl8dwahG47D93kZaa9AFfaWqMsaHxTYVnDGqsTdOvEzFubfptMdry4Oq7zypRAw6qKyMuldrjjFN+6ChbzUAwP2419hy5xhOv75J+B5x8b5pyhrSps0bRESomyubNNFPbtyyAJG41PQ+T289FOn52WhevjaXy6IEWQBVrYS4kp9jfP3xY1pqyc+6VMIKCQlBSEhIyev9+/dj27ZttEUq25QV4VomRKouT3u6JLbWx7kMgTYRSyZ6iiRFGHfqB9rnszCzwLj/TUFafiqWdFyHmRd/pryWvKJiVHW3oS0U6IiLhJw4hJwciq+DBuDHhj/h+qdLGHNSu4+kk7UzlnfaiIVXvji/nX5zHJt7/oExTSZiS8RaDaOVYfqeGOMDiT5o6GuPyS388SGtwOAikiq6Wq087V3wacpRBK7shx4qqbs87V2QP/8yAlb2RVKOulhnGjDj6PgIEklDNVG6e3cqrl0jTvV15UpVQktqfr4EtrbcWVKJrJxU2ox9+14VJveZue1+gM3ctijv7GXUvqmKYpStEq2VKlViZZ7z589T6kdHfDLxLTUlf1SgjIhUHv3AleDZ2ON3AMDMiz9ja68wzG6zREnYMYWJONE05vjLQzj+8hDluXIKs3Hi1WHEZinn1NSWW9UUoCuo9H3Tux+Xg3ux2VjzX6zOc9FxDWEKG3+fayM3A5BVn1MlKScdTbeMxNURvyFo3WCdzyUnO7sYZmb0fE25FKKaMDWxqQt0hGb67POot1F2TYrKSMQPR5dgdbdxmHyG290eJiJTU5oqpqL1999/R82aNfH8+XPtnT8TERGBX3/9FYsWLQIAzJ07F/Pna/+AmZqA1AelWqTq88ZnrE+Wps6KzpsAABPOjAQAjA0Pxuaee7C1Vximng9Floj9WuP6olhSjLNvThh6GWUWNgQqoPnBRR8CliqainZ87qGUi5YO/PVPGVPwPSWC6H08+vwKXqdElbw+8PgiDjy+yOk6mCbdZ8t6qsjLly/VrJtjxozROGbXrl1YsmRJybiUFHIfbB7NmIRI5S+A+oWKjyKX28SK53+S8BCbI/7f3h2ztBVFcQA/GbQYu0m/QS106Cx+AqUIDm6l0sFFWujm5uLk0FLERTMLDq0UbEH8Bk6dpEj7ATo6uoh9HaQRas0zT305Mb8fnCGQy33kkvDn5HLvh/br38VZLH6Zj+ZQM95Pb7QPzO/0PLfdMc0o0xWovfy+/ju3344LT9dexOHbrThe3o/F3XftExOmxidic3YpRoYe+Lxu6D52Yxc+r/b6EbpyF7dKVelwXudc1L+q/MVf5QKBbufIoC9CKvXJsEdx5/t2jA4/jN2jT1e+5+T0JF5/fRVTj2dirPmoxqer13XWI8OaDbJM3dIyz9bn4/mTyXgzORfrM+d7u7/9+hEvP67E3s+D0vFl2ziE3P7RaS37eR3LuqkZr0atIxRmCp5dKYqiUkVEoZRSSik1qNVqtWoZk3GObqpq1myU71P6v0ajUW0gAAADoyiKDgfPXe3yOR8AANBjQioAAOkIqQAApFN5TyoAANwVnVQAANIRUgEASEdIBQAgHSEVAIB0hFQAANIRUgEASEdIBQAgHSEVAIB0hFQAANIRUgEASEdIBQAgHSEVAIB0hFQAANL5A26oqiykbAUcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-3. 국민카드 탄탄대로" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"국민카드 탄탄대로(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"국민\" not in word)and(\"카드\" not in word)and(\"탄탄대로\" not in word)and(\"탄탄\" not in word)and(\"대로\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 50),\n", " ('혜택', 21),\n", " ('티타늄', 18),\n", " ('쇼핑', 18),\n", " ('할인', 15),\n", " ('설계', 14),\n", " ('실적', 13),\n", " ('사용', 13),\n", " ('신청', 13),\n", " ('홈', 11)]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-1. 삼성카드 마일리지" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"삼성카드_마일리지(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"삼성\" not in word)and(\"카드\" not in word)and(\"마일리지\" not in word): \n", " noun_list.append(word)\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 29),\n", " ('적립', 16),\n", " ('앤', 16),\n", " ('사용', 12),\n", " ('혜택', 12),\n", " ('설계', 11),\n", " ('스카이', 11),\n", " ('패스', 11),\n", " ('플래티넘', 9),\n", " ('대한항공', 7)]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-2. 삼성카드 발급문의" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"삼성카드_발급문의(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"삼성\" not in word)and(\"카드\" not in word)and(\"발급\" not in word)and(\"문의\" not in word)and(\"발급문의\" not in word)and(\"시\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('혜택', 22),\n", " ('보험', 18),\n", " ('설계', 18),\n", " ('사용', 10),\n", " ('현재', 9),\n", " ('확인', 9),\n", " ('대출', 7),\n", " ('추천', 7),\n", " ('지금', 7),\n", " ('신규', 7)]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-3. 삼성카드 설계사" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"삼성카드_설계사(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"삼성\" not in word)and(\"설계\" not in word)and(\"카드\" not in word)and(\"설계사\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 53),\n", " ('혜택', 31),\n", " ('추천', 16),\n", " ('사용', 16),\n", " ('지원', 13),\n", " ('크레딧', 8),\n", " ('문의', 8),\n", " ('보험', 8),\n", " ('마일리지', 8),\n", " ('상담', 7)]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-4. 삼성카드 탭탭오" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"삼성카드_탭탭오(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"삼성\" not in word)and(\"카드\" not in word)and(\"탭탭오\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 33),\n", " ('할인', 28),\n", " ('혜택', 25),\n", " ('설계', 18),\n", " ('결제', 15),\n", " ('실적', 15),\n", " ('사용', 9),\n", " ('이자', 7),\n", " ('현금', 6),\n", " ('지원', 6)]" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-1. 신한카드 딥드림" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"신한카드_딥드림(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"신한\" not in word)and(\"카드\" not in word)and(\"뭐\" not in word)and(\"딥드림\" not in word)and(\"딥\" not in word)and(\"드림\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 31),\n", " ('사용', 18),\n", " ('혜택', 17),\n", " ('포인트', 15),\n", " ('적립', 15),\n", " ('설계', 13),\n", " ('결제', 11),\n", " ('플래티넘', 9),\n", " ('금액', 6),\n", " ('조건', 5)]" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-2. 신한카드 리볼빙" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"신한카드_리볼빙(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"신한\" not in word)and(\"카드\" not in word)and(\"리볼빙\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('결제', 236),\n", " ('금액', 169),\n", " ('신청', 130),\n", " ('이자', 70),\n", " ('이월', 56),\n", " ('사용', 52),\n", " ('약정', 48),\n", " ('비율', 42),\n", " ('최소', 36),\n", " ('값', 36)]" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-3. 신한카드 설계사" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"신한카드_설계사(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"설계\" not in word)and(\"신한\" not in word)and(\"카드\" not in word)and(\"설계사\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 31),\n", " ('혜택', 25),\n", " ('딥', 13),\n", " ('추천', 10),\n", " ('사용', 9),\n", " ('지원', 8),\n", " ('드림', 7),\n", " ('신규', 6),\n", " ('예정', 6),\n", " ('미스터', 5)]" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4-1. 카카오페이 체크카드" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"카카오체크카드(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"카카오\" not in word)and(\"카드\" not in word)and(\"체크\" not in word)and(\"체크카드\" not in word)and(\"페이\" not in word)and(\"카카오페이\" not in word)and(\"뱅크\" not in word)and(\"건가\" not in word)and(\"거\" not in word)and(\"하나요\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('결제', 314),\n", " ('발급', 268),\n", " ('계좌', 240),\n", " ('사용', 234),\n", " ('돈', 209),\n", " ('신청', 173),\n", " ('후불', 137),\n", " ('등록', 124),\n", " ('은행', 80),\n", " ('재발', 78)]" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4-2. 카카오페이카드 새마을금고" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"카카오페이카드 새마을금고(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"새마을금고\" not in word)and(\"금고\" not in word)and(\"카카오\" not in word)and(\"카드\" not in word)and(\"페이\" not in word)and(\"새마을\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('결제', 45),\n", " ('계좌', 25),\n", " ('사용', 22),\n", " ('실적', 17),\n", " ('할인', 17),\n", " ('발급', 16),\n", " ('연결', 14),\n", " ('등록', 14),\n", " ('돈', 14),\n", " ('캐시', 13)]" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4-1. 카카오페이 신한카드" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"카카오페이카드 신한카드(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"페이\" not in word)and(\"카카오\" not in word)and(\"카드\" not in word)and(\"거\" not in word)and(\"신한은행\" not in word)and(\"신한\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 27),\n", " ('무지', 25),\n", " ('결제', 23),\n", " ('신청', 19),\n", " ('계좌', 19),\n", " ('사용', 17),\n", " ('돈', 12),\n", " ('등록', 11),\n", " ('적립', 9),\n", " ('기능', 8)]" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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iqESq2DgTFoEnc7KM9v0bFoG3Cguwv7ICALNKXlwGJNk6lrOsVCgUCv17mTZtGurWNX0YA4Dt27djz549Qk5NVCscvItUJlZLutZBppZQYnUkEJwPrsSuoQCPjo7G5MmToVKpMGnSJADam2JSUhKSk5OxceNGs2MMHz6ckUjt5eFh8dgfFeZ90xyVFnVacj7mueyznI9ZE9//yn1yhc66WtPq+tRT2ipEiYn+2LPnEe1+1shVq3A5PBIv5edBKgG2BIeiXKPRC1SCuJg7d669pyBaeBWpfIhDIjiBrFKS6JtA4IOxY8di3rx5yM01Lp08ZswYDBkyxCRljJ+fHw4ePIiSkhIMGDAA27dvp3We/p5eFo/lOllJ1NfbGFu+mCQK796wh0mBDAkkmPHMV3h352uczM8SLV0tW7vZYE5kurtLcOJELJo2vYq0tBaIjr6EzEwFZT8qnst9iI5u7vg5KBhSCfBBUSGSqypZz51AsBdkud8B2XzZ1Cm+tkD8iQk6+AicmjZtmtG24VL/5s2bjY7169cPPXv21EcrR0ZG4u2338YPP/xAeZ5mHAsgsTKx02eoVJZj0t4x+iVEw2VEKr/VVf3XIqFuZ0T4RkEKCS4/vIC2kR0EWYq05pJREzY+qGp1PK5cqdCLUIkkBQcOxKCsTI1Bg25R9KbmVHWV1SApJlkTnGWJnUAPsSz1A0SkOiSnM5zDZ41AcGRatGhhlE4nKytLX5fbFpwpsKVpSHP9De9K7kWs6r8W7+96Ayo1fWvx/CPGwSJclWwc60NdB91dIkEVRc5attX/Jkx4gOXLjS32PXrcYDUWgcAX0X71kFFy327nJyKVQCAIhkTCrZ8f15gL6qi5T2dVmj9/vknbJUuWUJ6jh4cny9k5Dk+Gtcb7CR/hg11v6vetOPUNXm31Fr7r+wujssXmRGnNfWwsP1P9/CnbfBcYhNGF7EpvG2JOyNYUqHT7EZwLw98Xe1msrQVKlSvkAs/GGCJSHQxSh4bgyEhk3P3kcJklQOc6IMRN4kMaFjxH50ruRexI3QKF2ti/8reLP+G3iz9Z7SvEUqMMgIRGu140HyjoLPdbEpyvvRaMX39tYLL/9u0qNGpEMhgIjYeHBxo2bIhnn30WW7ZswcOHD+09JbsiJyJVeAx9Aq3d6HQ3roQZ+8z6v1HdJNn4zFH5XK44mWX1OIEgZiSy2uGLCVgWvK3d3ASeifBoNBrsSdcGkbFNZyORSPB1jxXwdfczOfbH1Q346xb7tDz3GLhUnAuLQNuH2VbbUFk8LYnY1NQWmDgxw2J/Nsn82bqLsKnsJQYroCW4SJtVWlqKNWvWcDAbx6VaWWXX89dKkWqIoZC0JEbp9jeEjZUnLsybss3JByWMxyUQxILM3falbjrfUcPvH9+VqZgQW0sCpuhiTbyu7LcGS058hbT8aybHFvb8jrVIfcFK+i9z1JHJWJ2HDhoNIKFj0mUAn2VkaxutW7d2SJHK5QODxs7rt7VepIqJsR0i7D0FAoEWOhFI9ZBW87jMnfpBzJlZHBBo7yk4FOYEKgBMOziJ9Zirg0IY9+no5o5T1dxblJo3vwq1Oh7TpmVhw4ZC3LtXjQYN3DB8eBBmz47EL7/Y7g9bG1Gr1dBoNFCpVFAoFFAqlVAoFKiuroZcLkdlZSUqKipQVFSEkpISPHr0CJmZmcjLy4NCoaA+AUEwiEj9j7jRy1Fy9xLafboN/84fKPj5pRIgyJP5n8MZUjIRag+uPrVbpLV0df6lfq64nncFK/uvweLjX+J+8R0o1Ao0DmqCvrEvoUlwLCsXAro+pjXZEhKKIQV5OFnFrVDVWlKNl/Nv3arCnDnZmDPHuosBXTIio53Gutq36SB0b/gCyqpLMSv5U6g1xiWENbu9KIPyLB0XU5UloRHz+yYiFUDjQZ/AOyIGp+f0Rtzo5egwdRfOfNlP+wtCAVfBG+8mRFK2Of2ApJ7iOscolcgnOU25xc03mFF7Lr5fbMbgw0XgfYqAKa6EhBhTWFGljTJ3k1x2cgHcZG4Yl/Ax6gU0gJvMDTcL0pF8ez8WH5/Hah4/BjG7/gzZHBzK+m8ktij9/wUF4x0OshYISad63VDPvwGmHfoIdf3q4ft+v2LK/nEoqTKt0kVwHgQXqVTLhEKc3/DcHabugkajxuk5vQEAV378EEHNuyJh+l7KOXL5HjrXMw0OqMmqs9w8WTsaOgd4sTjm99uWiJ0DzfvDWTtG1Z5pX0eEqUh1Jj6jkfLIGbHFSlOtqsbiE19yMo8bEVE2j3E3IgoNsjM5mA2/WLOe/hAUjN4OmAbttdaj9ddSekEqzmaexNc9V9h5VgS+cThLKhOrCB0ReWZeX5N9hdeOGvWtOQ5TywwXYja/XIEqpZq6oRMgNlFqK/22JZrd7+yC1BxeYQ0ZtRdT0BOfDMinzplJYA8d63K2SoUX8h7iSrjlVS0XicThls91c3WTSJAaHomuuTl428GsqG+3G4c1F3402vdTyvdoH/UU7QpmjYJiAAB9mryI3el/8jNRAufwIlLpiDg6qZ+EhEk6KWvBImzmPrpdOGWbOcn2q/jANc4mQulQGwWpOTyCbLdmOSItKKL6U6qrBZpJ7eOaFdFpSPv/0kydrKrCU+7uVtu+4e2DX+RlNs+NbyQABnl6Ya5/ANKUSsTmZKGahhsbG7hI+VQT3T2iaUhzrL/0i01jTe4yA3MOf47pz3yJY/f/waPKIg5myC18fobmYFu9TUgfVoezpFrLV2qLuLXWl8uk4eZ49okAyjZ5chJxKAZkHtp0NHXahiL3XJ6dZ+N4eATz4y8pc/NEZNeX4RMVC/fACLj5BgEA1NWVqHqUh+KbZ1CUdgplGdd5OT8VO0Lq2OW8QqDL5dmnjz/mzYtC69bmI/LtgadEAj8pdZWzkQX5+tdDCvIoLa9z/QOQpVLhQGWFzXPki5rvoZ2bGz708cU3pY6XxtDDxRNVykrW/Zcl/oDLDy8gs+QBvkj+BAt6LMf8o1/gbtEtDmfpeIg5YEoHLyLVkuBr/NJnCG7RzWobpkhd7Bcty9ZyasirralvXusukqVAsdD7tx6QZ8uRML09Do1JRnmu6U1Kt7xPrKem/LtgEGdjeYbWR4tRiyDz8LHYRubhAy8PH3iFNURk52EAAGVlGa79PAkV+cKsTrhJJHC3kgyTL8uWkLi7S7BrV2NMnPgAubmtUKfORXtPCS6g54d6rKoKyVXGAqhZThauU1hgfw4KxuuF+ThUyV488UlNl4RR3j6Y4x+ANm5uGGEgyh2BXPlDRPnVxb3iO4z7ruq/Fg8e3cN3pxcBAHJKs/DxvvfwTa/vHUKk1XYEs6TWe2E0glt0g6KsEK4+QUiYsQ9n5vaFRq20adyop0dwMj9rgpOuEGUqWKP93ZHYJIiy3e60QkbjErgnslME4ie3wZUfr+HO7rsAgPo96qHlu3E4MOoQqoofp6YxJ07N+aUaBkwR6CORSNFhes3PWIOMw7+h9MFVVBZkQFGmXcqTuXnCzT8UgU07ITjuGXiG1IWLhw9avvc/ANAGTPIsEm9TCKUYBwjEoeL06WaIi7uGq1crsGRJXXtPB4sCAjHMizon74iCfPxTZSoyS9VqfF1agim+1gNafw0KwdelJVjuANbJ1fIyrJaXobmrKzIio/FNaQmW2jhvoVy2lp2cj3nPL8G4XaP0+0K9wwCwyxxRVl1qst9egtXebm9slvydark/rF1fNEgcBwCoLMjExe/egpt/HbQZvwYdpu1Cec4tXPvlY6iq2S2bRHYZZnY/30v0XPB1T+ogEqr7J18pkkj+VWPiJ7fBiWmnUHD18QPDvQP38SCZXgCFNasqEavMMBSoOWe2496+lRbbKivLoKwsQ/nDO8g8sg4AUL/XuwjvMAAAaGXxsIU+ntajqBUaDVS8nZ1/dOU+mzf3QGpqpcl+e6ReCpXKaAlUAGYFqo7lpSVo7+aG7u7WK1RN8fVDVzd3DCkQj/uPtcCuawoF4h9mo0jtOIG4jyqLTXKiznnuG3x7aiGu5l7S76MSXDHBsfio81ST/XeKbmLB0VmU87C3oOSDmoJTbPliORepLp5+CG7xNOq07Q2v8Eb6/WWZqbj60wQAQPWjXJye3QsJM/bCK7wR2n26DRqNGg/PbEdR6gmU596FsoJ+TlCNRg2JRIqw9v3w8OxO1nNnEjxlSx8mfLT3tk39CdxgSWSqFY7zQ+8MhLbpqX995ccPIc9KZzzGvX0rUXD5b7R4a5l2zFYvIO/iX5zN0ZCkQOsptwaKSNiwQSJJgUYTj9JSFXx9pSguVun324Nu7h5YF0yvohSdCP2RBfnYGhKKDm7WA6mecnfHnYgoNHQQq/hDleM9Gn24+y0jEbr/5i4jgUpFbEgLjO/0iVkB1q/pIDQNaW6xwpmzY02YyqQyjGj5JtZc+EHgWWnhXKTWfe4N1GmrtQgV3ziDtA0zLLY9PVubm1QilaHNpPUITxiI8ISBKLl7CdfXTKE8V8KMvQCAM3MSETNkGhr0fh++dZvj5tYFlOUaTefCXEzaIkDpWCoP3CxCTpnzR/3yEdHIJ10WdEJgE9Ngt+Ofn3QaP1S6KxFU7bhO16ZblQHASqDqKMtMezxmnw94EameFEXZ89VqXHCSqP5x4x5g06Yn0KPHDbvNgW4Rg8WlJVjMYJl7UH4efgwKpqxW5fpfeqqN5XJ8XCy+yHFnwBYL35j2H2LyvvfNHtuZthWLe6/CpL1jWY/vLBh+xjO6f4UAj0C7fi6ci9Q7u5bjzq7ljPpo1Cqc+8b8sr0l4qdsASDBuUWvAABubJ6LhBn7EBzXHZVFOchI/pXReELycRd6P6a/nHvI80wITOm7tTfSN97AsU9OGO2XukrR5/deODnzNPIvm+YgtOaTSqCPUl4MN79QTsdUyIs5HU/HeYrAm665Obyc1x5s2FCI335rCI0mHsOGCbv609/TC98HUvv2A4BSo2EkUHWMLizAx75+mEDhowoAL3t542Uvb7yQ9xDXBa4Db2u1MUfK/8qUlWeWYGGv7/DujtdMjvVtOhCrziy1w6zEiavMDd/2+Qk/pXyPs5kn7ToXh0tBBWirRElk2qkr5I+fWDMOr0X0MyMR1fUV5KbsRnWJ+CIYQ71d0TbScjSyjqUnHGPZiCn9+vXTv05ISMDp06dN/HzEbFmVSCRI33TTZL9aocb+Nw7i2e+7Yd+rxlY5Ika5I+Of3/BEv4kAAO/IJqytqT5RTfWvMw+zyxVojZaubvChsKSWOpBPIB1kMmGX+D0kElwJj4QHxeesI0ulQoeH7Kv2fVNagsNVlfiTZjqxv0LDsKqsFHNLSNlOMZBekIpFx+aa9Vu9U3QTu9K22WFW4qHm5/Lh7rdQrbL/Sg9nIpWPQKWaS38t3loKnyjtMnnxzX+Rtn6a0fHMI+uQeWQdEmbsRZsJv5kdw560DPfGp0/Ti3w9k0HfJ9eR6Nu3L44fP47w8HC8+eabOH36tL2nxAiNRoOYIY1xY7OxUJW6SNHzl+dxYoZjvR9LiOl7Y0je+f3wrdsCoa17IG60dsWm8NpR3Nm1DMpK6uTqwS26ofFLn+m3c8/v43yp308qxZ5Q60JmQ7mc03PaE6H9Twd7eWFpAD3LKQCoANTnyEL4b3U1orMycCsiympaMR1jfXwx1scXADAwPxdnncS9Q6xQuQPcLEwXVVCQmKj5ucx6diHCfMJxLe8ylp/82k6z4lCk0r2p2ZJ4X+buBQDIOb0N9/Zbtradnt0bCTP2IXWdaRSfPaErUOcfecDzTOxD377aErRr166Fh4cHli5diiZNmiA9nb1vId94uEhRaVCOdtegvei6sDNihzcxaXv885MovE580fjm9o7FKM+5hfq93gUABDXviqDmXRmPo1ZU4c5O7pf4rtKocDSZ+CwyJsHNHX+EMHf14EqgGtIoOxMLAwLxCs0sAgCw7T8L7MZyOT4pLnLorA4E52fm35Mhk8qwLPFHdGvwPP65e9Au83Co5f5L378DN78QWsv4YrME0akqBQCFFUpcynEeK4sh/fr1Q0lJCTQaDSoqtCnHPvroI1Gn9fByNRapAHB08nHOxieuAOzIObMdj+5coEzmbw5lZRmurZ6Eis6gcSUAACAASURBVDzuk/lP8PUDlX3N1tyUtY09oXXQ0pV50ZYyjQaxPEbbTy4uwqLSEvwbFsGon85n9b5Kic+Ki62mwSIQ7IlKrcK4XaOwqv9a5xapgbGdENryefg3aqvf1+qD1cg9uxMPz+6EWkXfuVyMfqZURPi6YXS7cFptx+009Xd0BiT/LY19+umn+n1qtRpSqRRPP/00jhw5Yq+pWcXbTYbCCtsKTtCFCFZmVOTdw79fDwagK4v6CnyiYuERFAFXX23qJ3V1Baof5aHoxhkUp59C6QN+U8x8TCOwxhHLUppDlwvVEjo3AF3ZVLo0dHHBZ37+SKSIprfG0tISQT7nHJUKbR9m4xxDoQoA9WQu+nRZByor8GahacAlgSAEVC4Q9nSR4E2kegRHodX7P1k+HhiBej3eQb0e7wAArq+ZgpK79HOeAba5DgjFR52jER9Fz9LDV2J+e+Pl5YUlS5Zg+vTpUBnk53v33XeRlJSEESNGiFakhvu64cGjKuqGBLuiqq7Ag0M/Wzyuj3o2E/3MVUTzoTphlG2cKXraUHgyFaLW6Ojmzlqg3lIq0U3grAm5KpX+78o2up4IVPHC5bVNYA4vIlUic9EL1PTfZ6EozXIKg8DYTmgydAaavfY1/p0/kHXlKboILWjpCtR3dzinBdXV1RVLliwBAOTm5pocnzRpEhYvXozvv/8e7733ntDTo6R+gDvOOmkQW23Ckji0NWWPju7uHmjq4mq1zRo5dWAXQRtUNtHXD5EyGaN+9kj5VJPorAzGgV2fP+IuBRoXD0H//tsM8fFeHMzGPjARlHwLUKrVBjEjFmEu5WPQpq/MAQDknttjVaACQFHqCb1wbPIydVkyR4JJadFHlcIsKQvNihUrAADLl5vPnSuXy/Hjjz+KNsq/vr/1kogExyAjMtrsPy6QAFhLo8oRl2JELGg08fobseFrW2GSKqpao0GT7Ey7C1QdW8rLEZ2VQevvXapWk4cXAsEKvFhSvSO05VBz/93NqJ9nnfp8TEdwejcJwsjW9HLplVWr8M6f9qvSwjd0gqLOnj2Ls2fPCjAbY7xcqZ/RWkbQj94lPH4w07mu1Ny21IfquLkx6IxtCF9L7Q9oiN2kMue0xtf0O+XSchSdlWH1QaJPXi4uKsSb0mmNvEwvQD/x88cH/6Wi0lGgVqNVTpY9pkYg2IxmJiARwK7IiyX1/kHtUn/cO9/Raq8rdfjgoGUfVkeCrkAF4NQCVey0iaB2xXCV0ksUTqidTKYRKKUBMIckdGdFMzMi7md5GaKzMkQtUGuyoOQRorMyMLm4CAqNBgCIQLUzERHW3XMI5rlgpUKqZib35+PFkpp3fj/q9xgDmbsXEmbsQ/HNs8g7vx+P7lyAqkoOmbs3PIOjEdXtVQQ0bgcAUFWWIe/CAT6mIxiuUgl+HdyUuuF/jHDSQClHoQ2Nyl9sYOLmIXbovhdHCPqzZJVja2F9wsUF42mI1GYUaZC4cjsQG1xYVQ2rcm0ol3OeX5bqs+fa+r6hXO5UhRwcmQ4dyCoZG1rViA/VCVO+rKq8Rff/u2AQ6vd6F+EdBiCgcXsENG5vsa1aWa1PJcMGNtWuuA6gCvNxxZLERrTb3y2qhMbGczqTGLIHCdG+1I0ITgHXYkMG4Egd6rRya+VylGls/aaLF0MhWlOUchV44UwZEQji4YMPtCueUingZBWKBUUyix8Lqg5e86Te27cS9/at1G+z9WHwcAEqppr2FUvqKaZicfK+O8gsIWmNLCFUcn8ZzaX8xCZB2JNeyPNsxImtfqB04euBi4mVkokYukdz3M8eOXdlKbFEAIuZjMhoVkKbbT++oPO3njs3EuPHh+HWrSp0756GoqLHKQfNRdJbs7bzfW0995zWSFFR0Rbu7ud4OYfYvx+ffhqOr76Ksvc0rMK5SDUnROmI05pKXAiHXC5Y0a8xo/ZT/7pLBKoV+m1LNElqz4dopStQAaBXk8BaK1IdgZoC11BA83GTPx9OL3F7mxz6EeoE54KOwEyLiIK35PHv0JiiAuyu4DcFI5/ExXmid29/REVdQufOPigsbE0p0iwd5zt106FD2rLW48bdx4oV9dC2rRfOnSvn9ZwEdoiiLGr2R4B0FvTL3xIAmZOAqMX2nJV1fNxk+N+LMYz6TD94F3eKnKsEXr9tiSb7qConMe1jrr2O/a8fRHUJ8wCKno0DabcN8SIO9nxDJ7pfDOwMqYNQKXX+ziWlJchT177q7LUp8bktls5omQxfPCo28k/NiIxGh+psZKkc87q5fLm5/m+/d+8jRERcQkKCN06ftuyDm5/fCsHBwsoQLy8pnn3WF7/9VojvvsvDihX1kJLSrNZct46GKERquA+M/DM1ACJF7C64oGdD1PV3Z9Rn4p5beFgmjjx+XKITl/22JeLYJydQlE6dG7CmILUmQs21N0RKI42UOV5lkIGBIG6ECNqSgf4Sf4+8h7gmkpydtR2xiubkOuGIqRFQF5OdiYvhkWhCEWjnKOTkKHDhQjOEh1uvJBkRcQk5OcJ9X+TyNtiz5xFGjrwDQGvNLSxsjZKS1vDzuyDYPBwNKr9TvvxSORWpYU4eLNcg0ANfvtCAcb/R29JRrnBez+yg2ECoqlXoOLMD9o44YCQ6zQlMKlHKBLUTf661CTFZS81BV6D+LC+rNQLV0pKsuf3WhCLV0q65vkzPITYeqEyLt7RwdTW735Hx96dedcjObmnxGNd/0zt3nkR1tQZ9+hhXeAwKugCNJh5qdTxcXc9BpXLeYEe2WHPB5NM9k1OROsDgPsNntJc9aB3hgyldmaeKGbE5FU4c3AsA6PzVU9g5cA/6bUtEs5FNKZf7AWqXADp4BHmgspC5+0Qci6epIE8XFFY41w2EKR4uj63W7i5SVClrxwPCysBg2m1nsKgqxbXfrFAprbgSEGwEbM0+nTrxk06OL14tyMdIb2+slT9eCv8zpA7iGVTacgRSUqz7eYaEXBRoJloLqpeX1OL1Nnr0Pfz4Y30olW0d6oHH2eFUpCb1BbL/q/BmqKypBKu5FAZiCZxa2qcR6ngz90l8WFaNiXtu8zCjx/C5zEnHstV2YmtEPR2pF5w7B+7BE30bIP6jNkhZdN5q35rW1OrSaux/7SBlO0swEb2fd6tLu62OBT0b4m2ahRe4/LuIycL4w38+2FVKNZIGxOCNP9IstmUyb7HmWA2VymgHSWkA1BUwErtiVjI8Z3YX7HxUvPpqENaubQgASEy8ib17hS1esH9/DHx9rf/mCI21h4UslQq7KyrwZ0gdtHZzwzf/Jft3ZI4cKYObmwTV1VqrzNGjTdGli+XfCKG5cKEcnTtbns9PP+Xjp5/yBZyRYyOURuNMpHb6777faBnw8wDgze3M+otFlOoI8XLF8r70854asv16AX6/nMf63B2m78GZOeyWxBNm7BMsNde5JRdwbomxD8/tXXeBXXet9mMiKLmwuHKBtxv1spUz4+Mmg0wqQZVKjYXHMjDtmXpwlUmgsOOyGN/ilq5ABYQVqGJk7dqGJiVShUIiAXx8eCmeaBM60WlJrBaq1XgxP5eyv6PQrVuakeX74UNqtxchU1BZE6h8wXeWgtoAZyL1+JvAv1lAhRIY1RqYdRi4x+Bh2lqaqkoBV1m9XKX4tm9jeLIMyMksqbJJoNLBXPECe+aMtWbttCQyzaWa4nJ8PmgT4YPzuqWCWsZ3/6Va+3T/HX0AYNKAGLy5Nd1se52AZGJRZWs15kOsPmCwZN6ghpiomJVstt3domw0Wzrc6liW+orJakoXPz8ZSkr4j1S/d+9JjB59z0gQOMpyrdAVr/iGzedO1+eYIG7Y5sGnghOReu197f/tf9D+H7sCuDsBCFoAOFLGpYHNQzAkLoR1/+9OZ+H4vRJWfWsKT8PtmgK05jabiltcIoRQ5OocUX7MsjIYMq5jJN7aZl6UOTuuMgnKqlV6gVqlVMPDRYq2kT44l+U8wr2uzAUnw6grSem4UF2Nms/QlgTlLy9NoxzPkcSoUtkWAODiYpoIXScy+BaLAwcGoG5dN4ddqrUmQp21XC7Bsdk6TLty/to24MAt/s/HiUjdcwNo/t3j7bQCraL+LhF4n4G2sEew1aTOUWgXZVu+q7mH7+Narm2JgHXCs82EtZC5eUKtUuDcoldo9nbyyCwOWdirIeu+nq5S+LnLUFLlmHkM2SABsG5oLEqqVBi7/bFP7qit6Vg1IAYfd4nGa1vSoFTbfg0ytYhy7a+7MTgUXdzpP8S0ycmmnQs1xDsAb26dR6vtgVFL0WP1BADi8z01xFCclpWpsWhRNCortdeBRJICT09+l+Dv338Sfn4yu1lNubByCiVELVm5+LJ+MYFYTR2DcB9tTnvd9TKqNVA1DXCfy+95ORGpHx8wv5+JQAWsf1m4FrBDnwzFi83oR+1aYsnxTJsFqndEYzQdMQ+uXv7IOr4JDw79jOhnRiJhxj6oVQqkrZuKkrvmc8090X8Sbm0XcdUDEeHrTu1Xuv16AQZYuS5mPdcAE/cI8PgoAiQSYN0QrRA0FKg6xm6/gfVDY7FmcFOM23nTYbMfuEskuBkRBfo1yIBWOVkosFDw29Yley9X9tZ+e+Hrex4HDsTAx+exaNQF0PDBZ5+FIzjYBd7e4gqWYoOjLemzxdzDhKO4ZRCANQOB4X883l59QRt/xDeiSOYvJLYu6evIL1fgw13ciJVGA6cg7bfPIc95PF7G4bXIOLwWXmEN0WTYF7iw/HWzfUNb98DtHcYiVbf8b08/VTowyZdqqS0TN4Avnq1v9Xh2aTV+v5xnVaSG+dSe6lM6gWrND3fEplSsGxqLUg6sy/bIZDDF1w8f+vox6nNZobAoUAFTMeomc0Hu56bXqaGYNezj6ephsa1YraoA0KOH8YMMX7km586NxNSpEUTgUFDTsCPWDDpih4/rzBGv3a71gH7rTffzvQIuKpHKx5uN8nPH5K7RrNJImaNcocY7f6aDg9VNAI8FZdw731G2qyk6O0zbbVaIil2cAsJH+Id6uyLC181qm4/2alOGZTyqQrSVimLf9m2EDzh6QBEzdJbfNTTbiY0Bnl74LjCIcb/6WRlgIsffSxiEqc+8joA5PUyOWRKc/h6meXzFLE7ZQneZt2ZA1LRpWZg2LYuvaQkOX8FTNdNAElFKsIV/7gGDmgEbrhjv111XDlFxyhK6NyFkxYL3EyLRuT4zCwkVs5PvIzXPtqX9mpgTlFRppGTuXmj3yVak/05+dejyVQ/6vqgLj2VgWR/L6ceCvWqPNdUe8C1670dGg6m3JJs8qIGevpj7wjsImsvsodHLjCXVkbGUksoRrUl0MRSW1kSmkEv9bjKguva409sMkww0tYHXtgEPP34sUl9tCQhR8FFUllQu+e50FjrV84OEiaOZBapUaozdflMUFXZiBk9FUPOuOLfoZSjkzKvb1Fa8KFKK/fBvjv51nrx2lLWsbYzy9sEc/wBWfZkK1LVDZmBwXHdWFlBPB/FJZVPOlGA/EmOAP214/nOkACe61545NzJrwtSS21n+pQKcnHma3uQclFw5sOSUscVUNpv/8zqtSAW0JUnnvdAADQPZWSamH7yLWyzKbvLJjS30IoTFjIuHDL039BTsKbV9NHX2huTbxoJ/6l93Me+FBhbbrxsaixEOuMztCLDxTaVjfV0tL0OIVIrxDHxQf5WXYSrDUqfzXhiDSXuWY+RmZr/ghj6qNV8/qpQj/Ku+jMbjG0MhIHQCf7qIcU5CMz4BuJ4PbBtmOcJfR21zCdg5cA+iu0ehzYetaN+ParN1ddJ+7T8hcWqRCmjFxtrBTSGT0jeppuaVY3byfR5nJX7YLLk2HtQIzUY2Ndp3dfV13N5xh6tpsWJipyirxxcfzzTZd4ciwa8EQP0AD9wrFtdDDME6C0tLaIvU4QX5OFLF/O879a8kxn0Ax/Q7rSlOt21rhIEDnd9f25FY2gtwnQP8/bo2f3mDpcbHa5swrUmbD1sh97y2AA+dYF4ugnidEb6uI6cXqQAwcksaLeuMBiDWMZZ0WdAJgU0CIM+W4+iUE5BIJKj7XDRajGqG8A5hODHtlF3mFR/pQ9nm38xSVmN/1aOBQwYN8Yktn4dQn2Wj7EzcirD+4LK+XM5KoNZWJJIUSKVAp07U3zeCcCTGAJ8fApRq4OnVQPlUIMoXYPmT53T025aI1HXpuLHlJvr+0Rs7B+3Rpx1n6gpA4AdeROr6obFWbzgeLlL8PKgJZzelUG9XLOvTyOp4hRVKBHmaf7sVCjU+3ncbRSLJ82hLdL49Ivu9I70R2CQAl1Zewb0Djy3Qt/68DVWlEk+OiYN3hBfk2dwGndHhoy7WI2etlbA9/aAUCXWtuwo8GeaNyw/lrOZWGxCjiK/SaNAyJwuXwiPNHu+Z9xBXFcQvmQkxMe5IT48jy+siYnZ3YPrTxhYur3na5f39t4Bev9lvbmKg3eS2SF2XhhtbtJb/88suot9W88FSdNMlEhHLPbxZUmUSCVQa9nmaqCyfTG9+43bexKut6yCxiTbtTLlCjRkH7yKrtJr1HAlaOn/5FAAYCVQdd/fdx5Nj4tD5y6dwYNQhQef1ff/GlG22Xy+weGzZyUysr2v9OvysW11RCjGCdQrVakRnZRil/0lXKvBs7kM7zoo+YnIN0GjioVJpEBx80WifM+ElkcBbIoWnRAIvqQSBUil8JBL4SKQIkUnhK5HCXypFqFT7f6BUigCpFFEyF1CXEDGFi6h/b1fzS7BUy7Lt2l23+dyOwL8Ljcv5Zh7JQuaRx6nNDAUn1+LTkb4f9n7w5E2ktgjzwqUc2yxM5m7+OvHKJrjitwu5aB7qhc//umvTvAg1YPkwYvh0yvWPQICHCwI8rF/eZTTysaw4lYVxHc1b3HQEebo4bLWl2s6rBfn4LTgEbxYW4EBlhb2n45BIJClo0MANBQWt9Dc0Nje22xFRqNRoUKHRQAlABQ1UGkAFQGNQ+lkKCaQAXCSACyT6/90lErgBcOEipct/CFW2lA8+slAJkmCMNStpzftS3eei0XpcS6N9CrkC+179i5e5EXgUqeOfisJb29IB2KeSjCWIQOWee/vvo8mwGKtt7u69Z7KPz6WR72hYUd/feZOyzYn7JZQi9dt+jYkvs4NyuKqy1pSl5JO7d6shlaZAoWgLV9dz1B3M4CaRwE0iAbfZrQkEaugu8bce19KkbcPE+nhmWVccHn+Ut/nVZjgXqeuGxmL87ltY1qcR1gxuite2pJlYRHU+qbZgOKbOJ1UIxCS47Ynh55+28QZCWoWg37ZElGXKcezTEwCAes9Fo/kbzZB/uQDpm6gFIVd4uUop67DPP/IACpplG0dsTtWXCDWHBMAPL8bg7T9N69sTCM6McRoqsBaoBIKj0OHzdji39AJUlSp4R3oj7u0WOLfogr2n5bRwKlLn92gICbTJ0MftvIkV/RpjeKs6WH8xl8vTEETI8c9O6lNQ9Vr7gn7/1Z+v4/ZOYVNQ/fCi9QcglVrDyBWFjjeDt5sM8ZE+SMmyXOeeQCAQxERtTz+lg0lgVP0e9fD8D8/CxV2Gskw59g4/ACVx9+INzkTq8r6NEOLliiX/5ZwsrFDinT9v4H8vxqBv0yAsPp7JOtWPOYhFU3zc3HoLN7faN0din6ZBlFXGxu5gbtU9nVGKBIqiAB91iSZBVAJS8zfAWT57Z31fVFxRKBDnSkoOE4SFqdvZvQP3zQYJm4ProCNLAVf2Dm7iE5tF6vsdI9G5nh8elilMfkzLqlUYvikVzzcKQEE5tyld7LXcT7AdZaWKF3/U5xsFYESrOlbbqDQayFkUsF52IhPf929MGYxFlX6NQCCY5/dyOeJYlq11NJQAHiiVyFerkatS4ZZSgRy1GpkqJUl/RiAYYLNI/e5UFo7fe4QL2ZaXTw/eYldjnlhLHQ+6yyYA94FTb8aHU7Z5ext7v9H3dtykdU2GeLkin+OHMgLB2TlZXSX4OUs1apSrNSjXaCDXaFCsVkOuUaNc/1oDuVqNIo0aZWoNyv77v1CtRplGjVKNBqVqteDzJhBqC5ws91sTqOaoVKoprU3EGuWY0BWeTMQsHRoHe1K2Of2gFJVK224ou9MK0adpkNU2y/taLyxBIBBMSVUoSKYFAoFgBOfR/Uysn+RGTuCK2c/Vp2yz7GSmzedZdzGXUqQC2kIC77HwfRU7fK5upOdX4Iu/TVOVEQgE9jhS4nh74Mz+nM4A5yKVrvCke7Pzc5dh1QDrOTgv5cgFE7y1RVizFSNcW0ipoHN9ANz+3YZvSqX8fAI8XIh/KkN2plmu/iUEfLsXkWuBQCAQmMFbMn8ucHeRYtWAGOxJL8RvF8ynsXqlZSj6xQZjYa+GmLxP2FRHBPMIWb+YjkAtrWIeKEVFcaWSMogKIP6pTDiXSdJ3EQgEAuExdl3up2LaM/UAwKJABYANl/KQJ1fQCpohOBdtIn1otRuznfsk+3SDqJb3bYTX/0ijXTigNkM+IQKBQCAYwoslVehlLTW5u4kKJomR2bK0TyPU8abOqcjntUhn2R8Afn2pKTZfycO2a/ZdzuYCLj9Pw8/uam45Z+MSaieGvztCruYQagdi9u0Vw9z48u0V9XL/3MP3sXpQE7zcMhQbL+WZbTPsyVAMaBaMzJJqgWdHMIcQN4c5zzegJVDfFSBw6a1t6fhpIHWJ3yFxoU4hUrmiXoC70XbSmWxBzlsxKxmeM7vr/zdkYIuVRvustaVDkxBPfPEsdUBfbSSiUziaDImBV5gnJBIJim8WI/tkDu7uvQ8NnRJvAsyv3eS2vJ+nLFOO5HH/8HoOEhhEcGR4Eal0l/yprDJVSjXe3XETK/s3Rv/YYIvtrjyU48t/HjCaI8ExmfN8AzQK8qBst/lKHh5V8l+qrkJBP6UVCaR6zMRO0UbbXPvtVsxKNtpmIzJtJZ6mO0ptIaCxP7p83QkSMyXhguOCERwXjLi3W0CeXY7D449AzeC7RSAQnBO7RffT5VGlktzYCQCAFf0aI8iT+pKtUqkFtVoO35SKJYmNEOZDbd1dPzQWpzNKseyE7emwHBVvNxmtz8pW7CFMDelr5cG6NiGVSdBnS2/a7b0jvNBnUy8AwN/vHYY8m7iCEAi1FVEv9xMIOn4bEgupqQHGLKP+SOd3MmaYuOcW1g2JhRkjkQkJ0b74pvcT+Hjvbf4nJkLm92hgtH3gZpF9JsIzhpdCnrx2Znhw8ZCh94aeJvvVSjXOfJmC4vRiqKpVqNMmFI1efAJBzQKN2j37/TOi8C8VwxwIhNoIEakE0cMkY8SorcILVB0jNtMLpAKArBLhS0CKAVeZBMFexlbUX849FHQONV0BmB6ng2uNJ6rt12unP3JNgaqsUGLfyL+gqZHtIufMQ+Sc0V4HfTb3gtRFqj/WdWFnHJ18nP/JEmodOn9zF6kMSrX1VIU63162PuoEdhCRShA1TATq9IN3UWVj2VNbeX1LGn4d3NRqm59TcnDwVrFAMxIX3/VrbLT9b2ap4HPQBUMZEhuqDXDa9up8/Q3IFrH6Rtswo+2/b9e+v7ebn5vRdv6lApyceZqy3+4h+/D0N53h38gfgNaXVegiIQQCQASpGCAilSBq6KZ52nQ5D7cKKwWYkXUUag0m7L6FpX0amRy7U1SJqX/dFX5SImFR7yfg4ybTb1erNFh8nF/fXKlEAk9XdzQKisKlnFtm2zzdoDX2j1oCz5nd0bVBK1TMSkafXz+26bzdnwjQv66tOXJ7/vq8/rVGo6ElUHUc+fg4wuLroMO0dnxMjcAjMpkEHTt6o2NHb8THe+GJJ9wRHu6KgAAZvLy0FvLiYhXKy9XIzlbgzp0qpKSU49QpOU6dkkNVS78vBPMQkcoQvksnEkwZvikVqwbEwM9dZvb4sXsl+FNEy6m5cgWm/nUX815oYLS/NgtUAIjwNbasvf0nf64ZGo0GpTMPokqpgLy6AjcKHuD5n8ebbbt/1BJ0/d+7AICjdy+i5+qJOJ1xlfW520f7Gm1/dzqL9ViOSoNe9Yy2D77N3Cr9MCUXGpUGEhlNZ3SCXfjss3BMnBiG0FD6ckLXtn59N3Ts6I1XXgkyaZOXp8SSJQ/x1Vc5nMzz2DsrER/1+P4dMb8/gMcrJpYspk8EReJ2Ye37DosFIlIJDsHY7TfwbkIEutb3N9p/IbsM34tQBNwpqsSMQ/cw+7n6qFKq7eorKwamd69nso9PC6PXF8/Sblvz5nTk7gWbzj2hU5TR9pkM4V0a7E3c6BZG25UF7FY5Ts85i45fdNBvWwtgIi4BwvH119GYPDmMuqENhIa64Msvo/Dll1H/nTMHn3zCfuUlPipW/11vHByN1AnrAUDvk2qJr3qMxbCNM1ifl2AbohCpCTP24fTsXpyPCUA/bs1tguOx8nQ2tlzJx7L/ltIvZMvx9dEMO8/KMjcLKkj6NMBs1gNzn4szrFIMah5iFNVvraQzX0Rn2f87YWj9vPYr++9A3sV8LqZD4IBNm57AkCGB1A15YsqUcEyZoi1//vvvRXj5ZWbZUVIyU438zCPn90fWpzssts/9fDdmHPwROWXiWaWrjYhCpNJBJzKtQQSo85MnV2D4plR88FQkvj0pPgsqwZgfB8aYCNSJe8z7hgqBzpJCJxiCSVsdg+NCjLb3pBcymJ1zkpsivFAncIdEAqjV9i+7aciwYYHo1as1AgLor3p0+c+lxxBL3+1gL39UKaux8Og6AFqXAJ9Zz0GlJgUmhIYzkUpHRAJESBJMYWNJtyRQZW6eaPfpNs6uM7YWeD5WBxyNuv7u8HI1XkbbeCkPD8tqZ87Q2oo8x/GT8fPpSiDmHKz9+vljx47G1A3tgL+/DBpNPPr0uYk9ex7R7mcua0eevBj1vh6o38745E8jAZuwcjTKZh6q9ZH+5la7DIObda+5XEHkTKRS3ZBdPP0QP3kTb+ehK5IJ/GNNoLERk2dNAwAAIABJREFUb1R/WybjUZ2fiEtuMFd84a1t6VbLyDL9YRObe0DN+Xxkx2INltJnFZaXIGrBAFpj6NwGbE3DI3OXkRKnHCGkK4dGQ896WlGhxhdfZGPx4odQKrnxM3d1lWDixDB88UUEPD2lVtvu3q0V0bo8ptYomr7f7LXs7WZcartmm0s5t2h/B+h+bmLH3Odp7TeaL9c2wZb7A2OfEupUBCdEjA8nVOe2dtyZhbA58VhcqbQqUB2diTWCpRRqDbJLqzkZm44Yr3mDiF7wIgrKja1LYT5BOPf+apO+NQXt37dTbE7BZUhgTAByz+dxNh6Bfz7+mDoo6sqVCnTsmAq5nPvvtUKhwddf5+Drr3Pg4yPFqVOxaNHC02qfiRPDsGSJ9cIgb239Cn+M+BKzDv2M1Ly78HX3RmLTp5A0YAqjYEuCcAgmUiOeeglVxdykkiAQCOLkp4FNTPblyRUYv9t+fqh8E+bjZpJ2arQDZXMwtBC9lzAIZzOvczp+3WejHU6kZp/IYbQMb+gOIOblezr4+EixcGG01TZ0rJZcUVamRlzcNQDWrZSLF0fjhx/yUFZmWTRvvXoYLlIZvu//EVqEPYHSqnLsSTuJoLnOazTgkvoB7viqR0P99pT9d5DxiN/qiYKJVM+QerixZZ5Qp9MjtKWNRHOLH66uCWe2hjKlUZAH5jzfwGR/Zkk1Ju+z37K3ECxJfMJo++T9EijU9k1InvHJn2b3F5aXWO23KPEDTvzu1Ao1pK7aZdrILhFIWXSe1TihrQwC0UiOd7MkJSVhzJgxnB3LzW1l8VwlJSr4+9uWos0WJJIUlJS0hq+v+ZRRDx+2gre39Wtt0+VD2HT5EOs51Ga/1K96NMTILWlQqTWQSSVYO7gp75pHEJHa6EXt0lHhtaNCnI4xmpmAZJa9Z0EQCiqfVKYilq6/tTOKWl93GZIGxJg9tvlKPrZdc+4UQjXf+7F7JaLI28vmRjr1mdc5KQkLAPvfOIje63rot1uOjcOlVVcYj2OYI/Xw+CM2zclRSUpKsnjMkgBly9ixoRZ9QLt0ScPx42Wcno8Nfn4X0LWrD44cMS0/7eUlxdtvh+CHH5z7d8eeqP57AFcJ9CAuiEgNafk8dSOeqJknlSAMjvx5G4pJOu8jfvImqJXVOL9kBJQVponbXTx90WbiOrR8NwmXVnJ7U7EnSxIbIczH1eyxT/bfwQOel4Hszezn6sO3RhU0PgQqE0sFXXFZU8SuHTIDMcHRmHf4V5PjbASrslwJtVINqYtW8NTvWY+xSO2x+jmj7WeWP814Hs6ArULUmsityfffmxbdAIDLlytEIVB1HD1qeS5JSfXtKlKFdIXgAqaBXjKJBCqNBrKauQXBTzAr7yK15dhVAICbW+dbbVdTDPBpddLMpLePWFfZw3Wgk9hF79kv+1s8pqwoxdkv+4v+PdClVbg3Pnm6rsXjtcHlZUKnKDQONg7kSMm0/03cnAXVWnT+U/Xi8Pdb32LxsY0YuXk2p3PZ/9pB9F7/2JracWYHnJp1hlbfrgs7wz3AndP5OCp9+vRB//7Gvy9//PEHDhw4QKu/teX+mpjRHQCAtm259VPmguxsBSIiTB+SLb0HIQgJcUFe3mN3CUcTrFRM/esu1g5parQNPP7N5+O3n1eR6hEcDc86DfDg79UouHKYkzG5uNFLZhkv8a8bBAxpAWy+CozYavPwBI5xxmVyR2Nshwg83cDfaptpB+/idiG78peOxIROUehQI1BqTvJ9XM8TTz7QmtZPw21DwXry/hXefOyUFUpkHctGZJcIAEBo6xD025YIeXY5jn58DIpypUmfxoMaodlI02Xc2kz//v1NhGZSUhJtkcrEkmoJrlJLccmzz6bj+vUW1A1ZoLMuCi0yjx1ris6dfTgb7/jxMnTpksbZeHeKKgU3QvAmUmXu3mj1/o9QlBUi69jvlO2phAhfQqVqGrDlGhA4H1jVF3iyDnCZFEhxWFTVFZTXCh8Wzfaf78D5xcOhrDS1psk8fNB20npU5N7l/LxCQLWEoy1P+0Cg2diXqc/UQ4s6Xkb7fr+cJyqBClj2SbW0dG9rLlRLpCw6D4mLBBEdw/X7vCO80MvAX9UaqmoV9gzbT6stm4T7fCTp52pMwywBb7zxBnbs2AGFQoEBA+jluQW491kVE7duObc7EUELLyLV1TsQbT/aAAA4t3g4H6eghK6odZM9tp6O3AZkfwRELOJxYgTWMBGXlv7+fDzsnFs8HG0nrUf8lC1W211aNZbzcwvBhN23sLRPI7PHmARHWRK75p7MmbQVipX9G8Pfw/Qnc/t18dX2tjXwyRBbxeu/C84hvEMY2n/GzPct58xDnP3KuZZL2TBmzBi8+OKLmDp1KjQaDY4ePerU4pMuDRq48TKuh8fjwDFXVwkUCvtYkW2x4gpVUIDr6lLm4Fyk1n12FCK7DINGo8aZOfyVktPRsM+HqBNv+TzVJflI/30WbXFy0Lmz5Tg0dP+GQvt+KsoKTebmTJWrcuUKnMko1S9xK9UavLaF+RKSrWK0ZolVofD3cMHK/qalIQ/fKcb/zjpP7mdrwtZWoZpz5iF2DtwDz1BPdJjaDn71fc22U5Yrse+1v6BRiW952Z707t1b/zoxMRGJidbvrUyX+KlEr1QKiK1s/YEDpjmZueDVV4P0r4cMCcT69YW8nIdAD85EqszdG/FTNkMikaK6JA/nl47kamgLSNBh+m5IJNZLprn5hSDu7W+RkfwrMo9uMDk+bItx0BQJluIGsQcJ6ebnLEKSb5aeyMTXPRti5t/3BKkcJRZL6pC4EAxsHmKy/4+r+fjjqnkLsrkgzJrw/TvDVFQKlfuxIq8C/0wQTypCR0m8b01EmhOkbPKmWuPkyVgkJIgrIJIvS+r8+Y+rx331VRQRqQaY+102t4/L32lORGq7KVsg89A6+2rUSgEEKpAwYy8AoDj9NNJ+/wLQmH/yDmjcHk2Hz0F099cBiRSZR9YZHd90VfuPwB18CT97CF8iYh8zZf8dm/ozTU9i7ywBawY3hYvUNFS4Sqm2KFB1kIddApdwEfxEh4kTH2DJEtPMHR06eKNNGy+cPy8O3+u2bb0sHvvwQ9v844ODH8uievX4EcKOij1+kzkRqXd2f4vGL32GzCPrkXF4DRdDWqVB7/cAANWlBUjbaN1sUXzzLE7P7oWEGfsQ/cxIvUglNxGCLdARzFRtnE0A1xShNX/QdNt0/ZjsZU0N8HDB92aW9wHgZkEFZhy6x+v5CQRzCOGHunRprlmRCgDnzjVDbOxVpKXZN4NHbKwHUlKaWTz+7bfsI58vXmxusu/UqVh07CguK7IYWf1SE4z6g/ty0JyI1IKr/6Dg6j9cDEWL0LZa/5wrSe8Jdk668JHMVuwI+XQlFmEnlnk4AnSWiAwFLJ3x+LjmnmkYgHfah5s9lidXYPzuW5yfk+A4xAxuhNgR7NNjpa5Lw40t7K8hKmsqVyI2KOgCCgtbmz2WmqpN+WSv/J9UAUFBQexLtubltUJIiFYS/fRTPnr08EPdum5ISPBGw4buuHNH2GwCQgU/McXw99fwtbvMuuslWwSpOMU1eef2Iqx9f8SN+R7nl4xg3J+OzxhArK1ihO6SP9dBVkSUsoeJoLTHctKb8eF4vlGAxeNKtYYIVI4wTM/kKP6goa1CjMqzsiV2RFPEjmiK4puPcHTycUZ9hYzmLypSYdasbMycGWGxjUYTj3PnytG5cxoqK/n1Uff0lOLEiaZo3dryEj8AzJiRhaIiFatzNGzorheoADB6tHa1RCcUb9+OQ0zMFdy8SdJeCY1DitS7e79HWPv+cPMNRpOhM5C+aQ4A8z6p/k+0ReyrXwIAMv75DQARnwSC0FizkNYUpkzackGgp+WfwW3XCrD5Sh7jMakehMlvkGPQ45fn4e7PrV9iQGN/9NuWaBeRTlfsfvFFllWRCmj9Qisq2kAuV2PmzCwsXZoLFUdZGVxcJJgwoQ5mzYqElxc9C92cOdmszjV8eBDWrWtocO5z+teuruegULQFANy4EYe33rqHn3+2X8nV2ohDilRAa9nyjmyCuNHL9UFUVO0J4oTu34bLvyG5HoTFkrjkOzKUDouOZSDEyxXL+z7OBWuL72lNAWpY3c5WrEVn65aDDY+b20egh7mk/OeXXUTG4UzGY7l4uhiViNWN/8+kYyi5U8J6jnwikaTg5ZeDsGFDQ6vtvL2l+OabaHzzTbRAMzNm6NDb2Ly5iHG/oCAXFBQ8LmF64kQZOnc2Tq2nVGogkaToLao//VQfP/1UH089lYpTp+S2TdwMXFaHchYcVqQCgDwrXStWI2IQ0vI5BDXrAlefAKiqK1GWkYqitBPITTH/tDqhI7Ckp/G+D/YCK+iVliYQCHaGSzGbX67A7OT7mP5MPbyz/Qbk1cyXDa1ZTy0dIxZV7uDSMvlEf2NhdnPrLVxfy15AKCuU2DlwD5q/0QyNBjweu9viLqJ2e9i4sRCbNhVCpRKff6Rcroaf33nG+Vv9/GS4fTvOKIpfrYaJQDVEIklBUVFrBARoczWfPBmr318bMTQu8B2H49AiVYc8+wbk2Tdwb/8qWu271gMW9TC9QahnEpFKEBf2TsPEN2J6f6l55Rixmf18HFVwcp343RloMco4etwWgWrItV+uQ1WlQpOhj7NH1GkbitxzzF1KhEKt1oqxHTsao18/f3tPBwCwfXsxXnyRnZ+4q6vESKDu2vUI/frdpOwXGHgBn3wSrs+j2q7ddVbnd3SE/s0WhUgVeun14GuA1zzT/R5zBZ0GgUBwMoQIyqQSlWxzatYG8cmG5HHcZq5J25BuJFJbjWuJv948xOk5+KB//8dCbunSuhg/vo6g51+6NBcTJ9qWAxUACgqUkEhSkJzcBN27M0uZtGBBDhYs4KbKnL2i9x3N+isKkSo0u9KBL58DPjpgvH/+88Ck/faZE4FAcHzoiE+6QpYt5nxSCeypyOM3L6ibjyuv4/PBhAkPMGGCVjBOnRqBiRPrGFknuaCgQIklS3Ixbx6zgChzJanNZXH5NBkAuDWQ5ecrHU4Ecgkf6QEFF6kZkfSdq6OzMniZw0ubtDeKthFAr9+ACF/glxeBbvWpRaqYlicJBELtgypwisAt9XvVw+0dtlVbs0bxrUe8jS0E8+ZlGwlJV1cJOnb0xlNP+SA+3gsNGrghIsIV/v4yfaT+o0cqlJerkZ2twJ071UhJkePUKe0/hYJehgBzYtQSYgyUZStmDS2w9hbEI1rVwbqL7Isn0EFwkcqX8GSKZBYwtSvw6DOgqAJYegp45hd7z4rgCFTMSta/FqrmOReYe8AyfC9aHOf9EMxDxCq3tBjVjFOR2vx140CT9I03OBubDVymw9KNdfRoGY4eLbN5PlzNzVI+bEPxysfyu71FJN/0aRrkfCK1JhmR0XYTrvOOav8RCASCs0CW+21n9+C96LOlt36737ZEnP0qBTlnHrIeMzwhDO0/NRZCpfdLkXeR+7yb5tJnAcCFby/hwd/077eWxjGEiYjkOj9seMdByDm1lVZRFjFaU8UAGyEdF+aNz7vVFWRl2e4ilUAgWMbX3Qt3J2+Fl6u72ePVKiXG71qCX86JN40NwRhbswA4i/CkI4BswRYxpFZpoFFrIJFK9Pvaf6YVmDlnHuLf+eeg0VAvS0skEjToXQ/N32gGqatxUnqNSoPD47m3kvTd0huPbpfgyEfHjPZ3W9wFrT9oyUikip36Pd5BzqmtRgLUkmClsqZyZfW0xSLLtC+d9lxbc9cPjUWlUi2Y66NdRGp6RBQuK6oxtrDQHqcnEESPv4c3Hkz5E64y619RN5kLVg6YjJUDJqPe1wORJy8WaIbU8J0/zxLO7DfOZwQ+E/FbGzIB7HppL3qsfg7uAcYPiOEdwtB3a28LvRiMP5i6CA1TQtuEQiKTmAhUAPhn0jEkbuyJOm1CkXueWcorseVylbq44eHZnXh05zwa9vkQd3Yvt9qeWFG5Y9Qf6fj5pSZ4Kz4cP6Vwk+nAGnYRqV4SCV7K135JVpaV2nXJn2/WD/sCA5t3Y9xv/43TeH3LXDyqZOfXQxdTn0T7wNa3k+v5i8HHlO17uj9lGwAgZvEwZDzi10+I4BjQEZPWArFqgxi1xoFR2tRQHWe0R2ibUJvHyz2fh9Ozz9o8jiXaTmhl9fihMcnotuxpHHjjIG9zYApTi7p/o3jEjpinF57yzDSLQVR03AAA8YhYMVhzqahSqTFiUyoaB3vi50FN8OZWZmm8mGL35f55JY8wr+QR7kREoWE283JzYmX1S1PxcsvnWffvGZOAnM92AhCHcCIIw/UJ6032Tfvrf1h0bIPZ9pO7jsDs50cb7bsx6XdyzTg5jpqAX2wWObqc+k9YegR7oMmQxqjfsx7tviV3S3Bz621kHs3ia3p6KD0QJBIajYSl5jVBJVr/z955R0VxtWH82aV3EFFBVLAjajSKJBqTqLGLiTVVjYmJ2DWW2HuJXVERElM0nyYaoxHsNXaxKzZsKBaKIL0ty+73x2aXbbM7MzuzO7vc3zkemTv33rmUnXnmvW9p/PkiXI/6UnUsyc/C1VWf6e2r7QagPGaSGYCgn4dZxZCU8/+3ZHGRquTL11lI8q+JRjYgVLm27hXPO4Ev/16I7TeFn/CZwJ5tH89FkI+/Rlvwiv5Iy8+iHLP89FYsP70VR75ai3fqNFe1//PFD/jof1N5WyuBUBkpySrBzZhbuBlzS+95S1ufX555ieCeQZTn6/erh5dnmeUdFRr6xGVZgemug5ZKrm/NLDjxlPdrWESk6tvaP1laYvUC9ero3xDiV0ejTS6X4+M/ZyH+3lna89iJxcibfRRiUYXT/m/9ZuK3fjM5t5BZu8XN1PULxd1hS/9ZGm4hv1zZi1FxK2mP7/zLOMR+NAWDWyp85bo2CMf2T+bj4z9nc75WKkzxBVXPn2xJ1x8m64jp/Tsi4wbptGmj3YcL6AohWwmyEgKGBKip4jQgIAAvX5puab216Q7qdK2N9svb4fRkzWfOuyvfgVddT1bWbH3WTfU0UUwQiURw8HCAk5cjnKu6wKOmG2q+V1NnvZURaxPKL/IkGsd8xAMIxpJqSbRv5GxuNke/WqsjUBPTH6NN9NeM5yqXyeA2tyNaBjTEueGaa0sYsQnhG4dRjCRYKwOadVR9XSotYyRQlQz/Zxk+ad4Zjv8FW/UOac/Z+qhgIy6VY6xFjAL6xac++BCk+iDi07aQSCTGO9Fk34CDiNjdQ694vLr6Oqs5uXTT4CLozBBU2/jq7ca2+m09v6k1QUQqB3So+ybaqW21AkCf/03FwQcJJs177eV9uMzpoGHta16jHiIav4P4e7rRmwTbIGhFP9Zjg1f0w4vv96iOR4b3RXTCLi6WJSiYVK4DTBfE+sSnPuGq3aY+TnnOmJA1R3YCuiLXWD+h+LpaG9qW1+LiYk7nj++zHw0G1EedzrUAkQgpR57h/g5+igaoC1hjVlVr9Um2BNYglPXtJnENZyJVyG/2fN9I9w/RtHq1i43E1ZdJnM3fNna4hkV1x6cLzLJNz0VlJWutzmRO3BydNY5zivNZz/W6KE/jeFm3UTYpUoWKoRs21zdzU+5rRFwKi8LCQs7nfPDXQzz46yHn8xJsE6HtFikhllSOKZSUcCpQAYVFte6K/ng8aaeqbedni9B/2wxOr0OwDGt6jud0vumHY7G4i0KE2InFRnpbP5ZyG6BrXeXrpk7ymhKoUFo0rcVy6VXXC++ubIeTE85YzZptDSr/enOLUm2ISDWRd4NaaByHRX/Fy3VStSK8ezZqy8t1CObnHS1XEVM5/CBBJVIJ5sXSN3SC5dD30mDoRYLqnBBfKAxt45dkleDIsOMmza+s5tVmRmsc/aZiLksJVq4CmEzZshfCGoQAEakmMqilpgN2cjZ/6T2Wn96Kye0/521+Q4hEIlplAAnMqe5ehdP5krP5z8dYWaCzBabP79RYP1MRopCp7AwfPpyTIFxzQ0cIyuVyyGWAXCqDTCqDJL8MRamFyEspwMNdj0xeg0tVZ6RdTEeNNtVNnotgW3AmUq3hw8gH5rRoRp3faTGRWse7Bp7wKMArM0VlJXBxcDLekSYuDs7GOzGAbpASVT9rrianbwvMHH6n2wY2ph1AxaQvwTRiYmIglUohlUohEolgb2+PUaNG0Rrr6emJ/v37IyQkBB4eHkhJScGpU6dw5oxwg2D5tmR61/dC++XtcHnZVaSeT4N3A29E7O6BM9+fQ/Z985Z4NpfF0dDnVSS6wvnnWVmemsmcXs4+qq/V73l0/Va5hFhSTcTd0cVs1yooLTLbtbTxc/NmLFKN1Z0nKLiV/hjvBbfkbL42gSGczUWwDvzcHPCqsMzSy7BpTDHEeHh4YPHixdi6dSv++usvFBQUoFatWujSpQsGDRpUKY084bPCUO1NP5RLypF6XlEDPudBDkpzSvHO0rZ4de2VqtKXOYnY3YNSnDf7NhSBHQLx/MRzJP5428wrqxCcdDBF6C7tEoW9SbtxNuUklnReg9rewUjJSaaVF5priIowkYzCbNT0NL2mMx3qValpluvow8/Vm/EYc/1crJ2DDxI4FanKhP5cIXRLKB1Lr6HvgWk6KyGhrPcxsV0gph5OtuxieMbd3R3z5s0DABw9ehQHDhzQOM82ob45qkTNmzcPo0eP1mhLSUnBpk2b8M8///B2XSaJ9s3h/ym2EyGoex2Eft0EAPDi1Eud3K2Hhx5Do08boOHABojY3QO3f72LJ/ueQFYuN/j90F2/+hzX193Es+PG729iOxF67uyOh7se4fDQo2g4oL5BMWutiCDCxt5bAAB7kxRZYX69GoPp787Hrjt/4vDDfWZfExGpJnIq+To+faOzWa5lruvow8+duUgN8KjKw0psj40Ju7CkSyRn833U5F3V15JyKWfzErj1K2ViFaFiS79G+OvWKwxoatsvhG3btsWQIUMwceJEAMCgQYMQHh6OhATDuaj1CVBLlC69ffs2PDw8kJ+vm15uyJAhWLmSefEOa8TBwxGhXzdBfko+Tk44A7lMf5xD0h8PkPTHA7RdEI7QoSFIv5SBwtRCSlFIV4z3+ru7Tl7X13ezUZhqOAVYjx3dcGriGeQ+VqT4u/t7El6cTkW3rV1w8PPDlOOoPuP62ulYPvl062le402MbDMBALDi7EJVe8Lzs/j8ja/Qt8kn6BPyMZafmY/H2eZLbUZEqomMjFuhIR6Xdx+NyQfW83Ktie98qvo6z8xb/3W8azAe08ivNg8r0UQoZU1NoVSquU27vNsoTD64gdVc2ums6izvy3pdhngWEAiRnvYvX2fiaEkJL9ekwlRLr/p4c1pVDT1wjAnYKi72WB9RH4N3JkEqk2P3nSxsG9gY11MLsOy0sC3fbBgyZIiGsNy4cSNiY2ONilSh8PPPP8Pb2xvDhg1DSEgI3Nzc8OzZM5w5c4YXgWopC5+x65bmlDJa27lZ3P1+631UF+mXMzTa4vvsp2URFYlFKoGqJO9JHhxcDUsovkTlki5BeJhVgp+vpKnaprSvhRb+bqyvObLNBFx+cQGbrug+e8buU1TOnP6ueQUqQESqyZRINcvZjX6rHy8idevAORrHn/w5i/NrGMLPzcd4Jy3Idj99ymUyVU7T0W/3x/QjsShjaAV1snfA8DYfqo5lcrlJhQH00crREXuqVqM8/1uVqvgiKxP/liqEqjVvpQuRd4O8MDzMHxDpPgA/23EPX7eqgW0DG+PnK2k49si8gSfGoJNSh4/gFXMUmlEKaEMW2pycHGzatIn3tRD0U/uDQFxdfYPzedWtuFRi19vZHtG962u0yeTAqPiHyC1hvtv1Ml8CDyc7jTZXB9NyYtPZJVp8arZJ12ADEak88IZ/A9xI5a4E3ZsBjdA39H2NthOPr3I2Px2quZHtfn0Ys+TSrbIVuOwjpE6NUx3nzT7CuEJXzizNbafay/owGm+M5g6aAvVISQl+yMvFa5kMH7q4YK6X4m/kf75V8XHWK5wtLeX0+rYGm+3+D+p5Y8zeh3hdrP/B9vOVNPx8JQ3zO9XByeRcSCm2UysT+rb7tVG2VcYApsqCa3VX5D/l9qUdMG49ru/rgvmd6uBmWiH+dyMDqXkStKvjicg2/tjYuz5mHX2CR6+Z7T69zJMgxM9Vo83FiEhVv99wZeE1R15oIlI5wGVOBw2xciHyR8jkcnjN7wyprNykuae9NxizOw7VuZ65Eep2vzrWXHY1pzgfPgu6InvWIVVb8bwTyC0pQI0lEQbHjms7ED90HaHR5ruwG4rKuBOJoQ4O2O9XIVC1t9g3FRZgU2EBxABSAgKx3dcPH2Vm6N2KJ9ZVBeoPCrppZ2Yfe0prbrr9TMEcdbuVDB8+HFFRUXByctJo43J+gvCh2pqn40JQmFoEzyAP5DzMZXzdff0PIGJ3Dzzc9Qj3/3qIBv3ro0G/ejg05KjRsfM71cGWa+k4+CBb1XbqSS5OPclF94ZVsOCDIJ3PvjFBeT+zGO2DvDTatC2r2jARpkyi9vm+B1hEpHbq1Al9+vSBg4MDZZ8tW7bg7NmzZlyVabRc/yWujf5NdSwWiZA/5yharv8S914xf2DU9w3EjTFbIBZpev5VX9zT1KWygs12f2WwpHJJiVSCOsv74unkXao2L2d3FM87gYRnt7H23F84+OACRAAa+dXBx806YVzbgTrzJGWmcCpQAWCvmgV12Ossyn4yta93Vq2GIDNkBqAreg+WFBtcO8EwDmIHlMksl+Zq7NixFrs2wfpJOfIMDT9pgIsLLzMeKyuXI77PfjQb3hRdf/0AqefTGPnWHqVwvTn6MBuDWlC7T1GRmi+Bh6OmKDVmSWUKHfFpcymoZs2ahcBAeg+UwYMHY/Dgwbh37x5Wr17N88pM596rp2gbOxznhmtuJSmF67Ybh/H1riVG5+kd0h7RvSfpc6i4AAAgAElEQVTC19VL59y5lESzB0wp8WOz3V8JfFK5tt5mFGRjzdntGN/uY4328Fqh2PZxqNHxP12Kw9i93H9eHNRelg6WFBvs+1thAb50cxfcNk2IPfVLMVMs5V9pKsbWTbVm9YcRnVyJligPS2UNNYdPKkH4PI5PRuhXmjmkw2eGIe1iOu05EmNvITH2FuNrd2vgg71Jr3XbG+qvNkhl9dR2EdLnMsTHtr4lMctz5IsvvkD79u1ZjW3cuDFiY2OxZ88e7N8v7Jxk117eh8ucDrg2+jc09qujce6zN7rgsze6sJqXL+HBJDLewc7e5Eh6Q+Oteauea6YdjsG0wzGo4eGLq6N+hY+Lh9Ex68/vZJ0RgGtW5efhSzd3Xq8h9NytVBjyQ6U6p3zQsPFh5eIhpb6tLxaJ9W7z0y0Nyyf6UktZchufq9rrto45X+aU0fxKrkXdwPMTL2iPZ5MbdebRJ1j4QRCaVnfD79czkJpfivbKAEgA3x+in9/YFkQnU3gXqVOmTEG9evVMnufDDz9E7dq1ERMTw8Gq+KXl+i/haGeP41+vQ6ua7HMhZhfn4/1No3A/8xmHqyNYC2n5WQj4oTfsxXYY3uZD9GjUFm/VagoRgLSC1ziVfB3j9q3WSWFlaUioDjWmPGSE8ICSyWXGOwkQS+RGJfCDqQn9zZ2e6/HrEoyMe4jo3vWxvFuwqr1cJseIuIcokJgWt2Lr8C5SqQTqn3/+iRMn9FvWvL29sXTpUp32li25q8rDN5JyKd75URHMMrbtAExp/7neLXxtCiUlWHf+L8w7/gvfSyRYCVJZOTZc2IUNF3YZ7ywA3nZ0Mt7JwlBZYq3VQltZ4GPrnohX68FaKzzllEgF8ZLJBEvtiGjDq0jduHGjTtuOHTtw7Ngxg+NycnIwfPhwdO3aFX37aiYjj4qKsjoH+qhzfyHq3F8abepb35ba6iZb7AQ2iGDYWjrHq8J/mUTyE7iECEoCQQHdjCBssIRPORW8idR169ZBLNaMNmN6gzl06BAOHTqk8fbs5OSE1atXY8KECZysk0AgGCciMwPx/0X4PwsIpLQ4igDUtFNEnfbPfIWdVc0TPMeHGDaHVdWYn6mh1DQ5JVKMjDNv9RdLY8ySaugZY8pYAgEwzZJLV1RyLTytzYKrDS8i1cPDA46OjhptUVFRrOdbv349Ro8erTp2dXWFq6srioosE+lOIFQ2rkkkeCUrh59YIUC3+lbF51mZGn3Uq1HlymS4ICkleVKNoP4AcXUQY1OfhgYfKurnIhr78ro2fYhF3Ka5YQqVkJTPAUTzuB9HqHxYq0uBrcKLSJ05c6bGcVFREW7fvs16vsTERBQXF8PFxUXVNmPGDMyYMYP1nAQCX8jlrTiJWBWCS4g6LdNSkexfEw4iEd5zcqYUmzIAoWkvzbo2rqyelhTQo94KoN3XyU6M+Hvmyfm6/sIK9GzUB2ee/osfOq9F9MVVZrmuOvrEJBGYBILtw4tI9fbWzKnJxdb8+PHjNbZrqlYlieIJwkCZaqa4WAZX12t6zwsxZyYbglMV6VqoxNzw7CzsKzacR5Wgyy99G2LDhZdYfvo5funbEF/tuk/Zt6W/O3o1roIFJ1LMkhPxVsYN3Mq4ASd7Z4yIH6xz3lA6KktCRCxBaDBJI0fn88w0LZ01bv3zHt1fUsKsJq2xuZydnVXHISEhuHv3LmfzEwgAEOzjj6bV62FA0w5oGdAQzaKoH7qDBvnC3v4qysvluHixMT79VH9yZluDRMFzQ01PR8zpWAczjjxBar4EALDoX4X4PPggG1uuaSYan/xOIBztxVhwIgWAeR86pVLu7uVMaF5d81g+xyLL0EG5DiohLBJdMdrHHOuwJCRXLMFUeBepx48f52yuY8eOoWfPirKgrVu3JiKVoMLUYgNsmDmzBn7/XbHtOmjQE/zzj+k5gQmVh3Fv18S4fY9QXKbIP6oMrvhsxz182twPfm4OeFWoyIO7pX8jLPo3BUmZlctSHdtL8b+3M5BTUiHGhCJWCdYJEyvk1MPJSMkxrdQ0CYhiB+8i9eTJk5zNderUKQ2R2rx5c87mJhDYEBBQESCYkiJB48bOBnoTCJpMMVBt5o+brzSOB+9MAsBv6hkmmGtb/01/hTBls32vLWSFaG0ELGcNfTkR8KcoDrc2ARh/0LzroUOInys+qOeNN/zdIQKQWVSGcyl52HOXmY823c/Q2p71UFZOSpRYCt5Fan5+Pmdz5eXlaRy7u/NbepFQ+SiQFCM5OxUPMlNw/PEVXHpu2FJ/4kTF3/eAAT64dq0ILVu68r1MzhBCQBaBQEXJTMB5oeJrjyVA6UzF/3SL9OgTfUwtsMb66zsvVDGsZERrILqn4T7jwhX/xh9UCFZL42AnwuZ+jXTaa3k54eNmfvi4mR/i72XpvNyZilgElEqts9KaLcC7SHVwcEB5OTdlv7TTWkkkEk7mJVgvlhZZgwYlIyqqFqZNe4HNm4PQpMlt3LkTatE1EawDqu1G7XYhWE0tgXwOcOhRReGIAgkw4zjg5kBfpOpDXUBWRpeBee8Ds99TfB25F4iliOl8NgEI9ATWdLO8SHWyF+PXvg3xIk+CqYeSUS7XtWwu71YXEY190bqmByYeeMzZtR3txCgmItVi8C5Sa9SogSdPnnAyV/Xqmh702dnZnMxLBz79Hbmem0q4WcJnky2WFp90yc0txwcfeGLMmGoYNuwp7t6tCC4hQQMEQ5giPqkELteClm1pRC5cAfRZI1ecM3laTtZhzSgF6qd/A3/eou5XazXwaVNgWz/gyrdAqx/Nsz59/Nq3IQBg8kFq8Tn54GP0bVIV/Ztym/nH1UGs8hknmB/eRWpERATWrVvHyVy9evXSOD579iwn8xIIptCkif4cwLaSdoogLMxpWSXppGyT8QcNC1Qlf9wCqrsDq7vyvyZjjN37yGifXXcyORepdmIRp/MRmMG7SG3atClnc2kHSukLyjJW+o5A4BsiTg1D0lcRuEBdtFIJWKrtfLaCt6or8Ggs4Omk2b7gFDDbejaq8Nt1Zn2FIFJJ6FLlhHeRCgDOzs4m50t1cnLSaTOnT6q1bD8bQv172LBhA0aNGqXTJzY2lnEN67AZ8biytB9kUma/j+CeY+HbrAPKCl7jxvqvNc6Fzz6IhPndGM1HZ6wp8xL4QyjCVSjrEBoxvX+ntKpObT8XGYXp+OXqRjOvyjBcW15HhgEbeug/N+tdYNo7gMMCbq/JFwEeQC7NjEoBHvyuhS4j2vhj4b8pJs3BNPk91bjK6iduCXgRqTt27MDAgQNVx2vXrmUsfLSJiorSON66datJ83HF84BAyvrkVA88fecM9VfHkKXY1J8xE8Jna+YmCZsep3FsTAgqxWLyPsXv9Y3RvyDv6U0kx69hdF261yMQCNwT5FMPTvbOghOoXLO9PzDwv3hIfeJ3XLgiwGhLH2DwbvOuTQmTdFt3RtEX8bdHsl8TVwzb/QCb+jTAki5BmH7kCfTETWFJl2DU8XbCizxqYwkf4tJWdm/XrFkjyLzzvIjUY8eOaYhUAFixYgUmTZrEar7ly5frtJ06dYrVXKairxykdhuf1hh1IcrE6qnvg6TdxkTkJszvBrG9I+p9NBk+Ie1Q+volnp3YjNd3ThsdW7vzMKRd3KPRdmP9VwiffdCoSNUnRqmEqy1hzqA3a9014NpKbufogtZTd7Oe09YD5waEfo5O9bqZzW/VWCQ+nz6rSoGqTIelzdoEYNxbwKDm+kWqEPO1SmcD9vOpzzuIFSnAAGD6MX7WIKMZj1RUVo4hfydhc79G2DqA2hr6z90s7EjkNgUVwbLwtt2vbU318PCAh4cH47ypHh4e8PT01GjbsmULZX++rYnWuh3I9c/Fzb8+mn6zHo/jVuHh30vgVCUA9ftMQd3e3+HyD30MjvVr0RU31g3ldD0EAl1ajv8fHD01gyse7VmJzBtHLLQi60AssgMANPBthAltpyGvNNdsApUvUcd03lIDqa96/wEkjjBtPaZA93tpuA64PwawEynE8667wI9XgCupgFyuKJ7wbSugf5OKMUvO8LPmoiL6UfPKhPrLTj/De8HeaF7dDQCQVVSGhOf56BdalQhUG4Q3kXrs2DFIJBJ88cUXqrYVK1YAUGzd376tPyJaSWhoKMaOHavTHhsbi6tXr3K7WBZoW0+3FBZgem4O6/HabcbEcJcuXVBcXIyZM2di4UKK13stRCIRYmJisGzZMiQnJyM4OBhTpkzBiBEjIKP7SvsfIUOW4+rKT1BWqPieS7Ke49amsTpWTfVjpUWqNDsVrjXqIu/JTUbX1EfYtD24tob+g5K4BVgXhqzkZYXZuLryU8bzpV+Kx5MDG1RtYjsHhM2IR70PJ5K/Dy0cxA6qr2XyctiLKx4Z9mIHiEV2kMm5yYNt7cgMRPYIwXKq5MHrigpeANA3RPGPCj7XnpUlZTzmemohrqcW6rT3C2UW1c/EP5X4oFoOXgOnTp8+rSFSlSjF57Fjx3DlyhW8ePECIpEINWvWROvWrfH+++9DJNKf9kEIAvVjVzd0ykhHkrRM1XajRgCul5VhR5Huh0cfbH1SAUAsFqNfv34YM2YM1q1bh3bt2tFKxzVlyhT88ssvePRIkcrj0aNH+PXXXzF16lQsXryY1rWV3PllAt6c+CeS965FxrWDcPENRL2+U6HtLKTvof9w91I0G74Rlxb3VrW5+NXRGUsLkQiSPN23Z6W4EbroiNjdA/F99us9Z2zb3dBYW4Hq92fv4ol6HzFzH6reWpHCTl2gAoCsvAwXF/ZEm5n72C3ShimTlWkcS2VSJGXeQWTcIDSr3hLREb8JJk2VOXC0oy4ksOcT866FCwwJUHMUOsjPt+wLDh3xyTbYisANvEf3jxo1Chs2bNB7rlOnTujUqRPtuSIjI7lalknM9/JGo9QXGm3vpKfhUg1/DZGqtIxy7SKwceNGxMfHQyKRqH6+NWrUwN9//21wXM2aNXHjxg2NtuvXr+PTTzWtUUpfVUMuAkUZT3BxQQ8E9RyD8F7jUF5aiLSEf3DrR92MAdqUZL1A4csHCHzvC7w89xecq9REs+HRuLQowuhYdZoOi8LlpX31ntMWN2z8Vk0VuBG7KUKB5UB8X8PikmqsrYtSulRt1gFZNPyf1fFvN5DynFxGrIFMSUy/hsi4QYjp/TvG7vsaknLbrQD41x1gQBNFWVZ9wm5sOFC/CrDbRIObPmH4JEdRbcvRDmjoW9EuJOssW/LybPdzl5WVhenTp9Pqy3UeYL7yClPN62wPXBgGtIjh/pq8i1SpVIrhw4djzZo1cHFxYTVHTk4Ovv/+e45Xxp47ZWU6bd1cnHG7TPMmzYf/amxsLO7du4e9e/cCUPx8R44ciejoaKMi9c8//8S8efM0fpbz589HXJxmZD5d/1W5XIbkvWtR7c3uuLy0H6Pv485vExHcayxaTdoBSX4WY0HYZOgquFQLgryc3nYRlxZVuoFFVIKy187urMZSil6eyJl1GN4Lupj1mnSp+d4XuLJ8AKMxDq5ePK2mcnM25SSiev5s0xbVgX8B5bMVddzlc4AP/wSOPFLkTb07WlGqFQD6buf+2kHe3M8pFPLySCUnNpgqQl9/D/g4a7YN3cMsfy4X66CDWfKkAsD48eMBAGPGjKGd4P/y5cv46aef+FwWK/pkZuj4lP5aWIB+mfSctvWJV7qCVp+ALC8vpyUsz507h3PnzmHy5MmoX78+8vPzMXnyZMgZbrM3j4yBS7UgjTZtS6VMKtHYztdH8t4oJO+NMthHmyZDV8KjVihuRn+D4sxnjMYqqfnuZ6jS5F04+/hDVlaK/Ge38fLsDhQ8N0/6jbIi3Zccriied4Kz6Hwnewcs6RKJaYd5eD02AQf3KrB3YZ688emhGAT3Gqf3nEhsZ+qybBpDAvT365vw+/VNnFyHq4wIfBTUsJuvEKWPx+lu7S89C0w9yn5uW7CKsuHVK+p7IdU2u6Htd33nhOpPqm01N1cGCCphOaYNcPJL4L3fDK/LHG4g6phNpCpRlki1s7PDwIED0bhxY3h5KSwc2dnZuHfvHs6fP4+UFHZJe6nS0HCdnsbSUf5sku4rWb58OWJjY1mnBLsZw43bBdPfSe0PhsG5Sk0Tfo8ihM8+gJdn/sTDXT+g9PVLiB2c4FErFHUjxsPFrw4vPqzavqOSPOMi1dxWU23qeNfArtv/Yny7j7EhYRee52ZYdD3qtBi3GeWSYsbjMq4eQHCvcQjqMRpP9q9XtSsDpwiVD/VYADpxAZlFQN7mQHhaaZYXofH6NfV2v1DFJVcI7cXkfzeB+XrsG6J5QDU3xYtZ6wDg8kvg7Z8V58whWM0uUpWUl5fjjz/+sNTlOYFJsJOlEYlEEIvFsLe3V1Xv8vHxQXZ2Nus56fh5shV9+salHN2ElKPsLTZvjPoJSX/MQs6DS6o2mVSC7PsXkH3/ArwbhLGemwml2fSqr1nK//SbsN6I6jUBLnM6wMNpOTKm74Pr3I6MLe584NeyK8R2Dri8XL9/qfbfpPbf0cVFvdBmxl5VEJXGuYW6babA1prH1BrOpL+t5241hL6MKnTGWMs9ngpDQoKOyNDXhyuB9fo18+h+LhFCUFQVFyBptKLs66rzwA88pftSp2+IIvWYOi8nKtxa9JE+Cei/A9j3APiwEVA2q6K6mvLv40Y6P2u1mEjlCn1CSV/aI2NzcG1BE9qNTS6Xo7y8HOXl5SgtLeUkb6rQI+e1Sb+8D/X6fI8ry/rrPV+/z/e4THGOS87NSuD9GoZQLwygFDfRvSdhaKueuPLiHtr/NBI/XVL4KeeXFsFlTgd8GNIef36iyPy97cZhfL1ridnXbefsjroRE3B5aT9KS6qxv0l5uVQwf7dMxKWLgxNez6y4r3nN7wwJTX9sggJ9FlM6wrWevT0eSa33Zy00i506L17w5/pkDCFYaotmAD9dAfz+q1ckFgH50wAPDm6vSvGo/fsXzQM8nYD/9VUUqcgrBeKTAJdF1HNVWw68KlJ8vf028KfaY1I0ryJwig+sXqQK5YFDYIcxayyXv9+0hN2QFuVSXvPhrh84u5b2dn3E7h4oSi+CJL8MIjHg5OWEI8OOc3Y9JugTRiPjVmBk3ArKMXvunrZoJSp7Fw+0mvwXkv6YhfJSemneTKVcUiyY+0vWjAPosGk0Ljy7jXfqNEf2rMNwm9vR0suqFPzuWxVt09MsvQyzoq9CodKwYYqrmTavXlmv+OcCF3tgnNrjSCYH3B01+6hbspm8cBjqm1cKfLFL8Y8OGZMVltS994EPGwNSM8a7Wb1IBfT7lF1c1It25LcpGHsTN2RRNWUsYLxmMN/Vt0zFEgIgM/E4MhP5F4dcbNXr80ulM6++EqpPslMRsuYzk9dkCbwbhqPRJ/Mgl0k1XDVMge7uCR+7LHRQ/g6VLwYikQgXnikKoJx5ehNiijzSBO44W60GPs56hVmeuuH1fKUX5JsuXbqgX7+KTCxlZWUYM2aMjivP8OHDVcVf+HyOGAqcIijgyhLO1H9U/br+K4F/PgG2DwCuvKzY6jcHNiFSw2bE682LSZUrk6uHjqk3KFPG83XjEKKwZZq0PmF+N6OBR+by92SbcF85hul4NtZOfaKW6XViev9udAzTFEVVQt5BgwGK4uFXlg+AtJhZSWVroHjeCWQW5iCjMAcyuQzezu4AmP8euczqYMsMdXNHnkyG2nb2SPnPiKHPWHDArzq+fJ2FB9IydHuVjrs1AnCtTILPsjIBWJ84BYARI0YgLS1N5x5PZRmdMWMGgIpKhXzw+LHt5talQ7EUWNkFmHhYcSwWKdrooBSdRWVAYgZQKFHk6q2zRn9/U8RuWgHw1n/hIOPfAl5NVvjSvipS5AiOSuAnRypgIyKVLkLZuiMYRp/A1G4zJtwMnbd05DxXcCW0qcSNpYVPrQ++BsDf55ZNgQcuMfRz52ougiYLvLwRkvYSiTUCEPSf0NTnn1osl+GBWkXBkLSXrK5nDn9Qutdo2rQpo5SOgYGBmDlzJqKjozVErLEdPCZkZPBrSaVKt2RKfk8uc4O6LgJypwLfvV3RRmduU67Pdv11fYBHY4HVF4BG64GcEsDbGZj5rmLOoDXA01z266LCZkSqa/VgFKUnsx5vTt9IgmG0xZctl//k4/uytLjkihvrhlp6CRZB3+9OJpfj3aAWOPXkOj6o1xoyAWRa4AM+8psqSQkIRKPUFyiUy7G3uAgrvH0o+/bNfGUTkf3qXL9+HT179sSePXsM9gsNDcXYsWNVwnT79u2YNGkSVqyg9llni9D+jB3EQOksQN2ZZv1FYMwB/q7pxV0oBK9c+RYIWAmkFlS0vS4GvjsELD8L3B4FVFnK/XVtQqReWhSh65PKIJ0MHVcBgmWxc7RDOVXRbAKBBXR9UvmEymqqLVR9FnRB7uwjqmOv+Z15XZet0drREe9npKHwP1U0Ovs1/q7qx2ouaxWuP/30E2JiYvDixQtcv34dnp6eWLJkCXbs2KHRLyUlBStXrlQd//vvv2jdujXj6/n6ml9e6PO7ZJIkXzIL6LAZ+PdJRVvBdH5FqrVw9DGwoaf+qmobeioqsPGBTYhUWXkZEZU2iFuAGzpueA/xffaj6+YPUJxZglMTzZBEjmNM9Y81NJ5PC7MtWGOtAe2fsz7hKimXkt+HCVyW6Po+9vvPWlqZiIysKMTy+vVrAMCxY8c0+uTn5yM/P19nW5/pNn/jxs7GO3EMF9vw6gIVAGqvNn1OoWEoiIrqZzjgvxyqE94CprcHfF2BrCJg4Sl+ygErsQmRSgdLiFg6wSSVEToBNM2+DUVQ9zq4vu4mAODQkKN4Y3Rz9NzRDVfXXEfqOetICWOqiGQ73phfoyn+kLYiliztk0qwPMasolQi1lqtqUzRF1BFV6zWquVovBMP2IkA6WzNtpXngUmH6Y1/P0hTqKZMANwXc7U682BIrJsq5FdfUPwzF4IUqdofAr4izg09pKjOEYst/ygth4eGHIUkr8ICcmP9TaRfSkfNdwL0ilQmAVHKvrbo62qKiLQVAWoMIX2O2QRKEbhHW3jakhA1JCzVz3H5rA0KsoxIlc7WFWIF04GkTOCnq4bH2s9XbPmL1ZxSzSnICLoIUqSaCyE9qAgVGAqcSktIR1qC/vprtig4CfSxxs8zFy8FleXFgsAetuLTlEj+Vq1cWY/lmoCVwNPxxkVquRywm2+eNRHoYVMilUToEwjCx1hSaabbUUxTqujrTzWHvVhRp1rIpSUJBD4w1araoIH5fVKpeDwO+DrOcJ+yWUCBBMiXANnFQPPqwP4HinygtbwAVwd+otcJhrEpkUpEKIEgfNiIUCbjqUQwEZoEgvlo1MjJ4PknT/hJ5O+0UPceMP8ksOuu4XHaVZTkc4Ce27hdG4E5NiVSCbYBnWT+5ZJy7P/4EOfXrmzBbkyrQPEJlTVTvY1uaT9TBSnTEoIEftg2sDGrcZ/tuMfxSghMcXYWGzx/8iQ/FeQk5RWffzaJ66l2Wpji6+vLaeEDc7B7924cPCisgFIiUgmCg/iW2jaGbvhcVnMxBeUalNv9bJDLW3G3oEoKldjcNrAxEaJWzs2bxZzPKRYp/rk6AE52ijZ/d0AqA8pkCgFbxKLIFZsXZQI3EJFKsEnoRPoTMWwZTN3uZzNGCMKXYB2QlwvzsHJlIFau5C5P7Y0RV/BGdd32lxM1j+neC6j6kXuJeSEi1YIIaauVS4SwZU4EqDBhs11P9VBgk5DaENrz5ZQAfsuZz0PgFqotf0OuAMTKWvloEWPpFRD4gDORyqfvBZu5lZGJpqyLr/ysBEJlhUsrhLrfGVdzMT1H4B8iOAnmhusMJAT2EEuqDaO0NChv8sbKa6rnIyUQ+IRrKygXCHFNhAreDfLCgKZV4e1sjxKpDBef52N74ivklZZbemkEK4PLl1K+jFlUBrbKZjwjItWKoBPpasjqwFaAikQiNP2mCWp/UAvSYilSz6fhZswtVnMRCACzLXx92/A+RvIV6punWAq4LmK+LhIoYVla+LthSvtaOJ+Sh7nHU5BTLIWDnQjtg7wQ1as+pDI5hu2+b+llEggEHuBMpFqLureWdVJhSITSEbHNhjdFYmyFwGz2bSgSf7xN2b/Xzu5I3v8EiT/e1ugXsbsHTk06i9xHuTRXTiBUQCfdlKE2QxCrp20xpX0tnfteuVSOIw+zceRhNgI8HLGuVz2M2fvIQiskEAh8QSyplYyXZ1MNHmsjshPh9i+6WZD/HXsKb81pgyPDjnO6PktjjmA2OoFlthpUp44Qk+4Tq6n1IRaLILf0IggEAi8QkVqJMOaTygS5TA45eTIQWMJHAJWp/ZnMIxJdYXZRAmtKpDJEtvFHzEXdF2p3Rzss6xqMiQceW2BlBAKBb4hIrUSw8Um9/etdROzugfvbH+DBzkdwcLNHnW510OjjBojvy12QVfhsZlUutEvghs8+aLAsLhfz62u3ZWJ6/14pLLoEYfPVLoW/6XvBXhjQ1A9eznYolcpx8XkediRmch79T15ArAO5vBXj3xWbMQTLYvUiVTsCztp9Ts0BnUT3Sh7HJSN0aAicfJzQfVsXSIulSEtI51SgEkyHrQuBvnFEmBKEyMnkXJxMJj7wlQl9hRXoiEwiRm0HqxeplsJS5RvZ1rJWh8qiaki83tx4Czc38hfRr89CyaX1ku/5LY0xYUklYrXHCaEQg7VRPO8EXOZ0sPQyCASbhIjNyg3vIlXd0mktVk6h1A/XhqttLSaWVELlokCSb+klEAgEAWGt+bMdHEQoKyOBE9YOsaRaCSIAYpEIDnYiONqJ4GQvhouDGN7O9vBwsoOXkz0CvZxQzc0B/h6OGBX/0OB8TG461niDYoYIIPHBWNZ1PSYdHKnRprSsWoMLgPrWoDmtL8SKSjAHNcKrI2yq7va3Pm7/cheP45P1nqNjpJIjwxwAACAASURBVLCFe/6ECdWxbFmapZdBMBHBiFSxWIz+/fujVatW8PDwwNWrV7Fz507k5ORYemkWZ0X3ugjwcOR0TqoblVBuTh51mqm+rtaqJzKu7ON0/tCv16q+fmPUT7ixYRgA5gFW1kJxWZHB83M7LoWdyE6n3RrEKcE64OLFIcCjJno0/AgNfBVuTw9fJ2H//T14kfdMb3+uX7L0zWfOF7l72+7jwV+GDRDG0L7HW6ulFKh4MdX+20pOLsXSpTWJSLUBBCFSW7ZsicjISI22sLAwhIWFQS6X65yrbEyiSK+ybWBjVi4A1nBDajJkuerr4J5jOBWpTl7V4F6zkerY2TcQ7oGNUfDcNmqE64vKL5bqF6kuDq5Y1T0GpdISjN//rTmWZxNQ+aES/1T+GBX+HZpVb6nR1iogHK0CwgFUjheqxp81ROPPGhrtR/ce7+bvCgBwre6KonTDL7JCRN+LT7NmLmjR4i4uXmyMbt08cfBgngVWRuAKi4pUkUiEmJgYo31iY2MxY8YMZGZmmmlltsvzgECD5wNfPqfsWyiXo1HqC9U59b5com7NTJjfDeGzDyJ89kHc+9905D6+atrkIhFajNuimtve1ROtJu1A6FdrUJSeTBlEZe0W1qc5T3Ta3g/+ABGN+mFE3GDzL8jGWNVjLCLbfEQEKk8orZWLT85CSu4TjXNB3nUx9d15rFKmWVthDS4sqeq0W/w2AKD9srY4NOQoZ/NaimnTamDYsKqoV+8WGje+jTNnGuHMmQIUFMhoz6GdMUhoCGl95ogzsqhIjY6Opt130aJFVhN4ZSnoRP4zEZbafbf7+jFeE1M8g95QfX35hz4AgMSYSDSLjEHjLxYjYUF3sK0i4OTjjxZjfgUAXF35KQBAWpSH2z+PQ+jXa+FaPRg12nyItIt7TPwuhMfzvBSdtn+Tj+LfZOoHk5AezkKkeN4J1dej4lbCdW5HC67Gdhnc4hsAwJOcxzoCVdk+eu9QrO/1K4a0/Babr/1o5hVaL07eTijKKIZrNRc4eTuhNKdUbz919zBz78TRTUO1Y0dddOniCW/v66q2d95JIumorByLilSxWKxxnJeXh7Vr1yIjIwOLFy+Gh4eHxvlZs2ZhwYIFGm1yuRwikUhjTpmM/luTLaG99U8lWrWtoHStoqvy+d02qdVxKALe+RgAcOvHUSiXFAMAijKe4M7myWgyZDnCZx3A8xOb8eL0H4zmDv1qDdwDFT+PxNgRKCvMVp0reJGEmxu/RfMRP6JOtxGo0y0Sd36dhPxntzn6zizPvqTdBs8bsygRwaqLy5wOsBOLsajzcGzoPRFezu5YffZPSy/L5mgV0AYAsPb8Uso+UpkUANDSP4yRSDX0dy3EdGx0t/sB42IyuGcQyiXlODb8BCJ290CXXztRjrGUixgTcTlwoH63OCJQrRuLidTVq1drHI8aNQpSqVR1PGnSJDg5OSEqKkrVFhiou1Wdk5MDHx8f1XGVKlWIWwAPJPnXVG3184H2Fr82+U8TVVv/gR2GwL/dQJWl1Rh2ji4qgXp5aV+Ul+r6XhW/SkHC/G5oNWkH7F08bEqg0oGIUMNQZQ4ol8kw9dBGTD20EQDw4LvtaLDqY7Ovz5a5+Pwc2gd1xHdtp2PRyZl6+9iLFY+ySy/Om3NpZiUtIV1v0BPATESKRCL02tVdY1x8n/3osP49ROzugUNDjkKSJ+Fo1QSCaVhMpLq6umocqwtUJaWlpbh79y5CQkJUbfb29hp9CwsLNUSqm5sbJyJVPof6nBBzqPLJD14+2FFUyO9F5HLIpKW4tOQjg90S5ndDcM8xSN63jvbU5ZJivL57Bg/+Wmi075UVA2nPKwSorD2GrEBCEaT6tvGYwKYkIlfzUvme7r9vuyLJUmy9+SvaB3VELa86qOMdjKc5mqmVgn3q4fv2cxV9b/xigRVaDw7uDuj2e2cAwOGhxzTOnRh9EhG7e6Dr5g+QfiUDFxdetsQSCQQNLCJSw8LCNI5TUnT95ZSsXbtWI7jqww8/xN9//606Li4u1uivLX7ZYMsiVBkMpR0UpTzW3vb/sYovqojF6J/5itd1JSzoTrsvE4GqhI5ANYRQq1IJRXASFIzbu8bgeVOFua1D9YIw69gkLOi0AtPenU85ds7xyXwty6LQyWtqqI+6lVUkVrjG7RtwEDKprltcfJ/9aLvwLasQqGy28emMsYXYFz4KElmqyJFFRGpERITG8ZYtWyj7yrWCZDp16sS7SLUW2KSfYuKL+iwgEMvycrGuQPhViJiISDblUG2phCqBYG28KkxHZNwgyh2CHy+vQ3qB8HJi0nkpMafPpCRPYtQ14NzMC5xdz9j3T/xFhYtyN9nSRjuLiNTq1atrHD97pj8Rsz7s7DQTjufnawoo7WCryoypZVRr8ZRiyhhs0z3ZkoD0dvZBTkm28Y5WzLx5qXrb58zxp+yjfs4UtB+OXFs4Sb5UfuB650CIwVHa6IhKEVA3IhjBPYPg5KUo8lKaU4rk/U8VVaYYJD+p2swXb81to7KwqiOXyXFh3kWryKtdGTDkgggwE5NUcz3KBupH6T9nKQSRzN8USkpKNI5dXFwstBLhoy9HqnYbX7lPCQrqeAfT6tesegucfnrCeEcrZu7cl3rb1YWodh+uRKqpqKefUocIU24RQQSxWAw7kR3sxPZwtneGg9gRTvZO8HD0hKujG9wc3ODh5Ak/t+rwdvZBFZeqmHVsIqPr8JFflQ+6/d4ZDu4OOu2u1V0ROjQEoUNDUFZQhoODjhidy83fDW/PD4esXI6k/yUh7WI6Cp4XwsHdAT4NvRE2vRXenheOktclOPL1cT6+HQIDqESorwuQOcX0ueRzgJvpzNfFN5yJVF9fX66mYkRpqWZeNycnJ7Nc19ImcDZYiwBlYxFlY321RIL+5jXepNXvDf9WNi9SrRmlGFW3mFIJVwI7pr07n/ZLXWXAM9gTDu4OOD35LHIe5urt413fC+2Xt4NnsCfykg2nDOwY/R7OfH8O2fc1S49L8iVIv5KBvf0OoEqIjyrhP0GYfNbMeB+67LrL3VxcwZlIXbx4MVdTGcVQxQU3NzezraMyYy2C1xBsfFJNpWv9XrT6Na32hvFOBIINs+TUbMpzSkumpQIH1a9rLqtq+6Vtsf/jQyiXlFP2yXmYi/2fHEK33ztj30Dj9yxtgarN67vCcTmiU1GMi78L7TnYVDIzJ1HdgV+ucTPX/25yMw+XiI13sS7MZUklENigzOdIsE2K550gFlUCL7w8l4qwacZ9p8OmtsLLM/r9vbXxaeht+HwjH4PnCZbF313x/7fxps9Vzq6QI+/Y3BPT0dHR0ksgEDjB08kLeaX6t/WY4mzviOxZh/T6TNIJ8iGBQPQgW/+WwxqCoEzh2pobiNjdAxG7e+BxXDIe732C0myFu5uTjxPq9gpC3d4K9wg6wU7HR/6LjtHvK3xSt91H2sV0FL4ohL2bPXwaeaPNtNYQ2YlQ8rrE6FzWAJ2/DzYWU6qdXXOkskoeD+RLTBeYez8DBu82HpxlCTgTqVS/EENb81xcKzw8HF999ZXqmAROEehibp/U94I6Meo/Mvw7/HCK3l2DiEjzoi5CmQjSypxyx9QMCsa2XfWdYyNcRSIR7MUO8HLygo+LL2p51Ya7oyfi7u1kPBfXxPfZr4rub7foLTh5O0Eul6M0R4LkfU8Q33c/7ej+wtQixPfZDwd3BzQcWB9tpreGaw0XSPLKkPs4F4eHHoMk3zKVp5gUKaErLLX7CX0b3xj50wAnO8CZIgW4tuCkiqOZ+g7QswHQaxuwLZF6vKWwekuqRKL5IXJw0I18FCq2/uZP0KRbg96M+gd51+VpJfQg1kBqyAuBbWHsXpyS+0QQIhUAIIfCkhqXbLwvDcoKynD7l7u4/YtwomasWTyaA29nwN0R8P6Bug+d4G5PJ2BJJ2DfA+7WxjU2J1Lt7a3+WyLwjKXyqfq4VLHIddVRCk9tkaVPkKr3IYKVICT4EDFyyCGTyVAuL0e5TIpiaTEKSvOQVpCKuHt/G5+AwAv6XiDuvEpE1PllrOcUQTcvrLVQxQXImgL03Abklhrvb4jcqYr/e20zfV18YRFFl5eXB09PT9VxcHAwkpPZvRVasyWVwB22lMhfnc71euDII+6SaVNZAIllkFvIz1MYGBOzxGInbDZGbIFMLsNv12KRmH4dnk5e+ChkAFr6h+HNgDa4+vIiqx1JX9eqPKyWf3o1BOI/BcpkwH4TrZ9z31f8b09daVgQWESkrlq1CnPnzlUdT506ldKn9c03NfNKbt26VeNYO5k/CZwi2BL9Qj+lLVK5TjBvzdZTritIEQgE8zLr/cUQiUQYETdY1VZcVoTYS4qSSEqfUjbpwHo26sPtYnmmXwiwc6Dia99lwOtiw/0NsaADMPNdxdfWkO/dIiI1NZVeegxANyDr1KlTGsdSqVTjWLtsKsH6McXBXSjO8R3rduV1fj4sd2S7nz41PHzh6uCEx68VFbJIIBs/sPXjF8I9gMAMX1c/3uZ+u1Z7AFBZY4XO0s6K/7kQlf2aKLIBCN2CqsRiDpyJiYlo1qyiVMKwYcOwadMmjT4TJkwwOg8RqZUDf4+aSM1/wetYvlKUAMCA0M9ZjeOKEqnEoGgy5pNK0EVdiE5p/zkc7OwxJn6VhVdFINgGxx4doLR4ujq4sp7X2V6RAej0k+P4tvUYynu6kAKb60dxN1eTDdzNZQ4sJlLXr1+vkZ4qLCwMYWFhBsf8/beu87p2WVTtwClz5Coj8IePiy+e5T7FnA4/YPz+b1Eipb/PsbjzGtVYOuKSbjUTpvi6VoVIxN5Rf0GnFZh1bJLRfsasd1TnbVGM6kv1xJcLgKOdPUaE97HJn6OQEII1VAhrqCzEJ+1CRmE65X1XvSIUE9b0+BEAsPXmr2gf1BHzOi7HnOOTOZufwC0WDYV/8OABGjRoQKtvcXExDh8+rNMuk8k0jsVimyuiVWn5uNkgdAjugsi4QfBzq4Y1PX7EyPgvIZNTlwVUEh2xGQ+zkrDq3GLV2O8OjKA1lmvGvKV7A2SCn1t1jlZiGLJFzY6cWYfR/scRll4GwUIQ4cofCc/P4mluMvqHfob6VRqiUFKIcyknse/+P6o+THxSlRX/Fp2cCQCIvbQWw8PGoVVAOK68TODhOyCYikVF6ooVK7B48WL4+voa7CeVSjF+/Hi957RFqinb/dsGNsZnO+6xHq8NlzevcePGoUmTJhrHyqCx2NhYHYuxdhEF9fP6+gsFscgOI8MnoGm1N3A25aTqZ/iqMAORcYMQ0/t3FJUVYXviFiQ8P6sx1t+jJvqFfoqm1d7AtCPjkF38WjV21dnFiI74DUVlRVjw73RkF2fpXJuvN+Ya7gEmz9GtQQQOPjBe+44v31EiXjVR/pyL553A1EMbcfnFPeK3a0UoC3lwlRUkfPZB1nORID/DpOW/xPoLKziZa32vX/Ho9X08y30KALiWehmPXj/AN61H40ocEalCxOJJRadPn47evXujZ8+elH1GjRpFea68XNMyZsq2qjah1YJxO0MzNRaf1iaquVu3bo3AwECVsKxatSrWrl1rUGgKVYQaY+q7c7H7znbKm1Jk3CC4Oriif+jn6NYgAvNOTFWdG9pyOHbf3aF3bEruE9XYie1mYtW5xSiUFOidn0vaB3U02qe0vBROdk4G+3wUMpCWSGXqd0pgh8ucDiiedwIhaz7DnXFbsfbcDhJoZmEMCU+uRSnB+ljf61cAwPIzCzTal5+Zj1XdYwUTZCsUhBL5b3GRCgBxcXGIi4tjNVZbpFJt928b2JhyDirr6eVRv7Ba0+Gha9DlV/2WX23oiN6vvvoKo0ePVh1nZmayWhdbzGl5XXxyltE+RWVF2HL9J92xp2bTGrvg3+ms1saGz5sPNdpn7vHvsfiD1UZfsL5pPQY/XV5nsI+p4sjQeGJN1eVJdiq8F3QhrhI2ApNSyUTwmg+6AtJQnyfZj7DirP4aot8dsE6jDhV8CExLiVZBiFRT0N7up3rQs9nGb73hK72WVGNEndvB+FqGuHPnDtq3b4+TJ0/SHmNou59LuBSwbLbbTXFuZ1Prm4837eziLPx8NRrDWlHvGABAq4A20JXmFZgqkojIYoekXIpnuRn4oF5rHH102dLLIZgAlRWWCFLrh0qgEoSN1YtUbbjc7mdjSe1YtxX2Jp3jbA0AsGHDBsTExEAmkyExMREzZszAzZs3DY7RJxy1hSsV+vqZQ/QaSgXCtnIMky0cdcGr7YzPRpx2qU/twqIkMf06AODyiwtGRaopONmLMTLcH82quyGnRIq4u1n4NzmXsr8+/2yufbZtiVFxK7C65zg0izL8d0L8D7mDyuqp3U4EJoFgvfAuUvneJpbL5ZzPacxaSrW117R6XWz7eC5qLInQmUvZX3ssVQ119Xa5XK7xc5w82Xi0uD6hqZzDmFil+p1FRUVh7NixRq9NUASA9W3yidF+GxJWqr6OvRSF4WGGf77REb9hZPyXjNczpGV1rD5bkStWJKIWnVVdSWlhOqh/Ro88vKQhUIlVmn/MIT6dvGvwfg0CPZjslhHfUtvB6i2pcrkcGRkZSElJQWJiIlJSUkyeU59wNPbQ8XPzxqWRP+v0Y/qwMtSfyda6qS8H+q7l5GQ4uIdQwbyOS432uZl2VeP4Wuolo2PEIjvU9KyFF3nPaK/FQSzCjsRXGm2G3u3Gta1Je24CQQjYu3ii6Tfr4ODmjbwnN5H0h3Hfdjp41W3JyTwEAoEdVi9SAWDWLOY3JEOBVErULarqX2sLyc9bdMFPH00VlPWE7tY+33NYA/re0LXbtI8Nvanbi+1p5TaNvrhapy0+aRciGvU1OG7W+4sZWQrKZHJE966PmIupSHiWjyqu9hgZHoByPUq1bhVn1PF2wpCdSVjRvS4mHXhM+zpMobP1bYntcbIlb100+XIlPGqHqo69G4QhfPZBXF35CcoKc0yau0b4RwAAsb0jZFKJSXMR2GNOy6j2tdhe21qfn0LLDGQTIpUN+rY56QhXbYJ8/LHtxhFsva5baIAKU0pQ0v3DN/SHxnYOa/3QGYPrG6Ay1Qkb9iXtNipSAWBV91hGEanqf++p+RLMOvpEp8+U9oG4nlqIwTuTAACTDjzGwg+CMFNPXwJBCLSZuQ8isZ3O1r9fi654c+KfuBn9DYoz6e86qCMS28HFrw5e3zmNsGl7kLCgOxdL1r2Onupo5oavDC7mfuFTXo/Ln6lc3koQv6PKiuBEasTuHgCA+D77LbwSesLxSXYq53MawpSAKIJw2J5I7V/1ujgLVVwMF7hwdXBFfd9GeJiVZLAfnRcvpYBddvq5zjl1gUqCpghCQyS2w/0d83XaX10/hLq9J6Duh5Nw++dxqnYmKabeGLUJAPBg5yKEzz4Ij1qhyH922/RFG8BQLAHd/lRjuZzbUtY2cwhGIkqFBe8iVSk6qRCCGKVCiDkjzSlIv/76a3h6esLLywuenp4WWQNgmqXT3A70097VfWDq40QyteV9xpEJ2Nh7i9E5JrWbafT7YyMs2eQUZsPbbxPRSzCdnPsXKc+5+dfTOFZaXOmIVScff2TePKY6bjJ0Je/BWtriz8fHh1F/pvOz6RsTE8PomkLBmFWXCFNhYhZLKpUQNSZgLY25haix63H19kp3nmbNmuH+/fs4c+YMkpKSMHPmTE7XYWs427ugjnew0X4bElYZPC+HHFdeXkSrgDZcLY1SeOoTnVRClI07jCEuXCjkdD5jGHoICekBJaS1WAPeDcKQnXRe77miNHY+1Upf1Ef/LAcAXFryEcKm/YOwaXtwacmH7BbKgoiICGzZYviFddq0aXj16hU2bVJYfgcPHmx0DB0svUNHJSr1tZPPjO0iuO1+gjDQJ0SJOKVGBBHW9PjRaL+E52eRmH7NaL+fLq9DjfcXo6ZnLYP96OZw5coHm0AQEhlX9qPhx3OQvHctMq4eULW3mbkXAHBrE/OUea2m7IS9s7uG1VRWVoKE+d0QPvuA2ZL7e3t7o1GjRkb7HT9+HD16VBh8goOpX5SZ5LumOmcu8aotPKtVs0d6+hsmC1IiaK0LIlLVID53BLaspiFQAeDXq/S3yhb8O51WbsA1PX7C+P3fGOxDBCnBFkneFwXX6sEI7jUOwb3GaZy7uuozxvO1mbUfIpEYyXuj9J5PmN8dbWbtN4tQXbp0KS3DwK1btzBoUMWLqp+fH2VfLgwN6iW6zcmyZYEWua4xiPGGXwQrUtVdAYTst0ogvFOnA5ztnY32W31uCeO5Yy6uQWSb8Qb7ONs7o3O9HjjyiPpzwsULGHmJIwiR279MgL2LJ5p9ux72yjyp22aymkskEuNx3Cq8MpCt5eKCHnDyNp5iji3Ozs5Yu3Ytxo0bZ7SvulVT39dsBRQda6k5xZlYDAwZoggmffCgKRo0uGW2a+tD30uKehvTlxhSepcawYpUpsKU7rYnnX5s6sATzI9Qqop88cZXtPolZd5hPPf1NHpbU/1CP8XRRwcgB/cV2AgEoSMtzsO1tYNNnoeuUCjNSTf5WvqIiYnBsmXLeCvaoi0+8/Ly9FYwFJJ1cMWKQEycWB1PnkjQoMEtlJW9aXUR+IYC9Yg4NYxZRKqpAVJv12qPIS2/VR0nZz/E0tPzTF0WgWAy02lG8888+h3ra0w4MByruxu3bERHbMaIeNMf1AQCwTJERkbyNjcbQWtpsfrVV1UxcWJ1JCeXom5dhfVULL6C8vJWkMtbYeTIFGzc+MrILMzRF5ylLTTVj40JTfXzxGrKDMFaUtUZ0vJbDatZTO/fMfbtKYg6v4zRPAEeinKPPi6+yC7O4nSNhMpHC//WqE0jmj85+yEyi9jfSIvLirA3aRd6GUnyLxKJMP3d+Vh8ajbraxEIBOuAi8IuQmXmTH8sWBAAAPj550wMG/ZUdU4urxCq0dG1ER1dGzExrzBihOkl0Q1BhKVl4F2kmupP2rleD71lyphuyUdHbMbDrCRExg3CrPcXw9e1Kr47MAIyeblJ6yNUTgaEfo5O9YzftG5n3MS6C8tNvt7epN14mf8C37YeY7Bfbe9gbOy9BSPiKp9F1Zq2/wgEUzGH+KQSwnxfe/XqdAQGOiAyUlN4qm/z29nx93lXv5doW1XDZsRDbOegOFcuxcVFvWjP61WvYi4mhSUqM4KzpGqL2nZ13jMYEGIIf4+a6Bf6KZpWewPTjoxDdvFrAIqo6dpeQYiO+A0Xnp3Bnns7iWWVwAg6AhUAJwJVydWX1EnL1RFBhNpeQUjJfcLZtQkEa0bbCsa1VczarWxCSzlYWCjTEahCoM2MvXi0ZyWybikK/VRt/gGcvGugNCeN1viAtgNUX2u7ABD0YzaRytQvVSlWq7pWY3U9FwdXDG05HLvv7sD6Cyt0zqfkPkFk3CC0rvkWRodPxKpzi1EoKWB1LULlYmr7ubT6vSrM4PzaUReWYexbU4z2m/7eAkw+OBL5knzO10AgCJVtAxuTLBQE3hDZ2asEKgBk3jyK5iN/xM1oRcyMMbHpGdwCj/ashNjOAbLyMlrXHD+enQaiw5o1us+o3r29sXBhAAIDHbFrVzYiI1MglVouINdsIpXutr+2mC2WFrO6XnFZES3fvMsvLuDyiwusrkGofEQ06osgn3rGOwKYdWwi59e/k5GI2xk3EVqtudG+y7tFY8KB4SguK+J8HQRqngcEIvDlc0svg/Af5irzS7AOqCpZsXUXcvKqEJGGyu5WadIeAJB54wjCZsTj0qIIWvOvXm24oIspqItUDw875OW10Dj/9ddV8fXXVeHufg2FhTLe1mEIwW33a3Pg/j+U5wz5pbJJIyWUlEYEYbKqeyxcHVyN9pPJyzEy/kve1rHuwnI08WuGsW8bt6iu7h6L53kpWPjvDN7WYwtQCUuq9pSAQPR6lYEH0jIk+dfEsrxcrC8gVmtz8WaAO1zsxTibkme0LxGi1odYDNjZiSAWA66uYjg7K/4BQKdOHqhe3QH16zshMNARdeo4omFDZwQHJxqckwufdblMCt8m7yLrzikAQNXmnZAYO4rW2Ab9ZyBhfncAwI31XyN89kFcXNgLcpnU5HVxgbZAVaegoCUWLkzFrFkvzbgiBYLd7ldy/PFhDA8bi9hLFRVARrb5Di/zX2D+iamqNm1RSiU46eRJtQWxakyk28L3aE6WdF5LS6ACoC1QxfaOCJsep9efzViy6DuvEnHm6Qm8U6eD0esEetaGl7MPckuyaa2rsvI8gF5Fm8Ve3qitJlxrv3yO5wGBRKSakXFv14SDnYiWSBU6VJa9ysqtW00QGupCef7o0YZmXI0mFxf2QpuZe1G//3QACtF6caHxwKlmw6Nx/8+5wH95rCW5GXhyYAPazNxr1J/Zz+8G7fW9evUG4zEAcPasZvndPn0e4fz5QmzeHISuXT0BKDIu2LRIBdhH+reo0Rqjwifil6sb8U3r0Wji14yILILZcHf0gI9LFVp9i7S21ql8lLgItPjfjV9oiVQAWNolCusvrMCtDGY3L1tDXRBoW1aoLKnaDHB1w/TcHO4XR6BFu9qeOP8sD+GBHhgZHoDoBPM/OAn80bQp86In5oSOKNWm4PldZN/XdCtMvxSP9EvxRsdmZjK3tDId07atO4CK9F5KunV7gN69vbFnj8LF7cSJhujQ4T7j9ZiC4Lf7AWgkKGeaG5VAMIUZ7y1ELa86tPpeS72M2EtrNdqUYrRm+08hLSlA+qV4hM8+yFk0Z2TcIKzv9SvsxcY/yqPfmqQaQ9CFriV1R1Ehr+sgljUF+rZntw5ojOiEl4i5mIqYi6l4p44no2ApElhFsATJ+9ZZegmU3LkTqvpaXaAqiYureCF//30Ps6xJHbOKVCZb/qbmVyUQTGVx5zWo4uJLq2928WsdgarEyasaAjsMAQBk3T6pEq7K7X4qxPaOkEklRq89eu9Qbtp6vQAAIABJREFURj7Yq7vHYsIB60vwzSfqVlRjgU8zcnPwNCAQvV6l44FUivv+NbEwL9ccy6z0LDn1DLfSK14SzjzNw5mn1r/lTyBYipAQZwDAmTPU2Y1Ony5A+/YKa2tkpB9iYriv8kWF2GxXIhCsiHpVGtIWqHK5HNOOjNN7rtGn89Fi3BZcW/05Li3ujVaTdqBBf3pBTP5v96O9XibWURcHV8T0/h1+bvylNrF13s1IwzofXyTWCMB7GWmIIf6oZkFdoBIIfMA2wMoUFy4h5Nn9/vsXBs5VvLTzmRJLH4JLQUUgWBI7sR029PqN0Rh1dxRtkv7QTIOmfjOSSSUUQVMHcGlxb4RNj0O5pBhpCdQZLtQZGT8E0RGbaa4aWNBpJV4XZ2H6kfG0x/CNIZ9Rc0EnfdTZajVImikLQrVtr92mL/2UvjbiAmAb8HHPYDMnl6KTjfsPnTEi0RUMHOijOj53jtqSev58xctho0bOjNdjClbhk0oHupYk4o9HMARTgTp+/7e0+hnyQVW/oVUPi8Cjf1ZCJpXg2urP0XLCVhSmPkR+yi2j15DJZYyFahUXX8T0/h2/XN2Ii8/P0R5na5DcprYJEZ8EAjXvvONu6SUYxWZEKoFgCiKIGIk7AJh1bBJKaBaboHqzVhev9ftORZUm7XFxYU8AgCQ/Cwnzu8HB3UfvWH3I5DKMiB+MjRFbaI8BgK/eHIGwmm9jQ8JKRuMIuhCxax6okvQTYUog0KNlS3ppFS0JEalmwsFOhLJy/aXFTIk4JdGqptOoahNMaDuN0ZhFJ2fiVWE67f50ovkf7voB2PWDTntZAbP8pnK5HIce7kXX+vRTpeSW5FiVQF20qCamT6+h0bZx4yuMHCm8et8E7rGWe56lXFboIJe34nR9XM9HUMDnz7RWLUfe5uYKIlJZEhTkiOTkZhpt5ANqfbCpTLbq3GI8y33KeJw5neN339mO3Xe200pPteX6TziXcspMKzONTz6pgj/+CNZ7bsQIP4wY4YdJk55j5Ur6LxAAc+snsZYShIYxP0TyfCJoU6OGg6WXYBQiUrXQ/qCb8sE2VDMasB5rAFMidvewmkA5OeQQQUS7/9LTc5Gc/YjVtfhM7E/F6L1DDabSOpdyymoEKgBKgarOihWBjEWquSBCgWAN0A28IZgfLoNLHRzoP/sshVWL1JAQZ41EtNrMn5+KOXMsV41EW4TaiUQol+vf8rdmuBClPf9SCLV9A7hJck+XEXGDaSfDn39iKl7mU6fpMAQXQpTtHNOPjKe0GG+5/pMpSzIrTZtqlkq8e7cEXbs+QFmZHP/8Uw/h4W6qc507e+LIEZI/k1C50Cda2ESHa89DtvJtk6IiGdzdhZ2JlLPV6bMSie11/R2U1Xa0/xmaRx1nZzGk0jchl7cyKFABYPZsf8jlrSCXt4KTk2XfGKq42MPDyY7RGGOWWL6hKr7ApCgDXcT2YojtxXDzdzPemWNG7x2KOcenGOwTGTeItUAVApFxg7D63BLVsVQmtbpMF4mJTVRf//tvPpo0uY1nzyRISyvDW2/dw+bNWarzhw83sMQSbZbq7lVQPO+E6p85eDp5l+p61d3plSUm8IednfCtbpWd0FAXlebR/te8uYtO/+TkUguskhmcWlLFDk6QlRn/prUtQkxKRBYXt2S8LgAoKXkTXbo8sJh1pVM9b9iJRfjzpqJSg6UFqJDoGP0+JHkSSIul6Bj9nkVcBdILUjHp4Eis6Batc85QHlRrIinzDsbtG4a1PTdh9N6hll4OI/r08dY41lc/+ssvn2DIkAq3huHD/RAba77KKEJiebdRGP12f8rza85ux7TDMWZckXXBtxB3mdOB1/n1YWq53Xr1nHD/fglHq9EPmxgBvtF+mTfnGpkYElq0cMW1ayGU52/caIK33rqHhISKnKcPHpSiWTNd8SokOLXzBr7P3jJDp565qR+yw4cbYPBgelWEuKZPk6ro3bji2p/tuKf6V1lx8XNBxO4ecPN3xaEhR3Es8l+U5pQiYlcPOHqaP+qwQJKP66mXVcel5aWIjBsEuQ25aCi/J2sjOrq26uvt26mzHURFZai+XrUqkNc1CRFfVy8UzzthUKACwPh2H6N43gl4u5i/FjfBOlFP/E4QHuoC9caNYjRseAsNGmjm175wQdM4dvmy8Cu4cWJJDZ99EAnzu6F5ZAy8glsi8cdRjOdQWlf1CVU3NzEKCnQtqPfulSAk5DblnJ07e+ps+23eHISdO7NRVCRjvEa2rO1ZD79fz0BGoQRbBzbG5zSFqa0JWO/6XqjWqhoa9K8Hsb3i/ej4yJMoTK34oBweegxu/q7ouvkDVdu9rf9n77zjmyj/OP5J0r33okAppVBmoWwQAQGZKqLIkqVSUAQZDsaPJeACRJkVBBVBZMuGIqAiu6XsVbro3ntl/f6oaTNuJblLLu29Xy9eNM89d/c0Te4+952PkR2bi6IE7vujb73xHYCauqE7Yrdwfj4BZqhnoY4Zk0A6b/bs55g1q6Ztn4MDv2Ot2IbI+nfo/kV8f+UAYtMfI8jND/2bR2D9sLoOYxmfHQVgHsuegGkhijNlgsrS9vnnAVi5MkOvfQVMg3o8fnR0MQYNelr7WiSKwZkzLTBokAsAoF8/Z1y4UNPG+bvvsrF6dSMAgK2tCFVVxAYZ9XBJU9tsjBKpEht7dJr3G66vrKnHeGfrdIS+tRQtx67QaQdJB5UVtagoXGds4sQk7NqVRzC7jujoYohEMZBKO8HKqu5NLi4Oh5VVrF7rM5TXW3vB3d4Kp57kAwCe5Fbgx5GheOewrrvSECxJyHZd1Bm2brYAgMSTybi3re4BQxXnemzkSZRllOPYyJNw8HVAjxXd0Gp8S4SOboETo02XVMWWQFWFdfDp70RXW1d7zXtGt8L11BKsv2yemFz1766+ODiITfpAai4iGmlaSEb++hlOP72mMfY0LxVP81IRdf0PDG7RDYcn1NXkLfjfGbh//jKnazTGhZ708UG95hsrurkQ7aaK5WWbEydCMGrUMxw82Bzduzvi6tUy1hK0BNjh+PGQ2p/VBaqKl19+Wvv3OXy4Odzc4gBA49o4Z44vvvwyk/D4c+b41v7866/UuottjBKpYhs7PN67DEqFrHbsye/LafcjEqRUllTtgO23307Er7/mM16ntXWsxhdIIhGha1dHXL/OranbWizCG229NATB8vPJ+GZwM72K8JuzlBWbSVJnp/yp1/zyrHL8Gcnswm5ojC+T906fY7Pxt+gT5Ir3uvhBIiIWZ9dSS/CdmQSjORg61LX259u36Tt8Xb9ehq5daywLI0a4UoYH1BcuTat7qDobf11HoGpz+uk1uK4YiKIl0QAAOysbLO43GSsv/MTlMgU4hm2hKBbXFHw/dKgQAHDlSishy5+HeHnVSLmkpGrSOQkJVQgOtoWrK3EC96pVjUhF6qpVjWp/Xr48w4iV6o9RIlVaWgBpaQHjvuREr+nw8dFcYlJStV4CVUVKSjWaNKmLc7x8uSXn1tSf32iJKQd1LaYfn07Em229GB+HidWLK4iSmIiEKxcZ/w2RGd388UJTV8o53QKdsWd0K/zxMA+/363/iUHdu9e5ss6epU98jI4urhWp3bo51nuR+tmLdTHGMoUcr+76lNF+1XIZ5AoFJOKasIhFfScJItWC4UI85uXVeTGDg+8hIaEtdu4MwpQpSayfS8B4Vq8mF5CrV2di+/amOuNffZWJTz/1g1gMODtLUFIi15kjVoucevbMtBUBWIlJNaR+Y4s3FsGj9Quag0olYteO0RhKTtbs6tSs2V29zwUATZve1bGmWluLIJVyF2BBJS7338vl7LzmQF3MGiNi6eaRZf7ra8Fc3LcJWvvo17eY64eF3W+2gkgELDufjCe51BbDjSNC8GqYJ049yUdxle5FhW5dltT3vF+/uuSe48cLaeefOFGERYv8AQAvvFD/E4OW9p9a+7Pz8gEUM3VxWv6SydzQTF3oIpEI5cvO64wfefA3xv6+lO1lCZAgk3WCRCKqFb+JiVXw8IhDfn44/vyz2CBjER2WkNTJZI1EFQDo9iOrGqCPdXz/fvIH8v37CwhF6mefpeHTT2taTBcXh2Ps2ETs3Vv3t62s7FT78/Dh8YzXwhasJU6RQSRgQ17/DFaObjrbrBxcEDF/n8a4nR17yQ+3bpWjY8c6YRIZ6Y2NG7Mp9hBgC751oLIS86/mn8q7TydQAWDmsXjsGd0Kc3sFYtl5/Vu0WhLqHpDkZHJ3lornz6W1PzduzP+2fwKaEAlUAHitdR+09gnCg+wk0y7IwmCj8H6/fs6QSETw8rqtMV5QIEdExEPExIThnXe8CEvBCZgPBUX4vUJBbpDr3fsxLl1qCaCmqx9RZz+FosYAYGpYq5OqjzXVLaQz7mydrjMuK+e2hul332Xjp5+Cal+//LKLRYhUoaYq+1jzrDC1m51hX8UQT+oad+qW0RBPe7zRxgttfB2QVy7DP0lFOHjffBZ9phYC9RiqnBwZxcwa8vLq5jg7kzfQMDR+T4jJ44Yhod1xaPwXGmNj9i7B3jEral/HfLATacU5CFs/DlI5/WeBj1TJpPSTTADZ5/jHH5ti6lQvdO36SOO7pCI2thyJiVUICbHleokCehISYovY2HLCbS1a2JHu9++/pbTHtrU1TbK5NqyJVH2sqTe/foPY3Q9ddz+b/PGHpquwd28n2n0MvZH97OGFl+zIPxQAEJieCoDexaq9PTUgsHZfS2b4gSEQkYjFnLhcXF1+nbNzGyoKuaKwUr8bboBzjXWRSUyqrZUYO18P1RjzcbTGqDZeGNXGCw+yy7HyYope5zcldnZ1n5GKCvpM/crKujn29g2rDJUl4W7vjC9fnoGJHYfobFv653Z8/fduADVhAh38W+Dq9B8AAI1cvFH8X8JXtVyGBWe2YPO1Q6ZbuAG42tXda57l8zvp8Z13kvHOO9TemeDge5TbBdhDn9Jhv/7aDK1bE5flJLKOap/n3Xe9sG2bZkhAWpoUgYF3GK6WfUwak6ppETwIPKopK2KqOLjSUs0bHNc9ayfk5eJiFXGHjtQA3ULjRGPqmEOYcpEQ5RLkghe/7Q2FVIHHvz9F1s1slKSUQGIjgYOfA8ImtIRPJ2+MODwUf835B8VJJayvgW8iFQCOPcrDiFae+PXNVvj0TALSiold29O6+KNvM9fafejY8Z9AXfpnMp7maYYS7BndCq19HBDsYYeE/EqdbXygokIJJ6caoWpvT19Syta27nvNRNQag74PsaobDt1+9cVaKxKJYC2WwEZijZdDu6FbYGtMCB8Md5ImAjKFnDCu9nbGU9gv7YeHH+1BkLt/7biNxAprh36ItUM/BADcSn+Ci4mx2HvnT+SUFSC3vIgXFlc/tbauWaXsx3IKNGxyc2Xw8rJCWBi5Yaxly5ptRNZxFdu352L7dn7ly5j0Tm3upAxfX81fl4nr0JRoi1BzW0y5iiN98dveqCqs0ilJJauQoTixGNc+vwEAGPTTALz47QucrIOkupNZ+e1ODpxsJOgX7IZvBgfTzt9/j1lmvwjAd5fTdAQqAGy4ko4PewRgRtcAfHyavEg+FzCttVhUJK99oPT0tEJ5OXVcqqdnnYu/uJg8qay+CEF1QjwDEZ/H/JoR6tWYw9XUiLOE+Qdo5x179C/G71tGKyjD1o8DAHw+4D3Mf2GczvaOAaHoGBCKOb1qPHJdNr+De1mm/VwT0djVp/bn50VZZlyJQH1kxIh4XLlSY1Q4dKg5Xn/9mcZ29Tqqr7yiuY3v8M+cxCFz5/pqvD5yhD5T2FyQR9LVDy7O/od2zl+z/8agn8izldmw9Gkfw9wPUttuZmLbzUw42kgwuIU7ujRyRiMXG5RLFcgtl2L/vRzEZbBX31cBVTC9blC9ejF/c3L3bgUaNapJgOrc2QHPn1OL1E6d6pIj792jT0IzBiqhTSeC2SqI7r1qKHIW1TzI3Z21C96rhqK0mtnvffvDX2p/zitnPykioyQPnTZORuzMn2rHcsoK8WvcaSw8G2Xwcf93bhv+d25b7euuga3xw8hP0dKrrn3uivM7eSFQAaBzYF3Lypi0x5yfj+nnqD4+qDVErl6tuyeMHOmGmzfDMHp0zWf/2bO2GnMvXyaOP42KikJkZCTtmGpcG9U8sn0MpUGJ1NmzfTRe//wzvauU7EscFGSDxMR2hNtU/OrJvBaqNmHW9Tsruf/mF3F6QjTlnH6bXqTcrk8hfnOLT30pq5bj4P1cVhKblABm92xEWNpqdo+aIs1brpu2QLM+xMSUYfDgmpZ+Xbo44vBh6ofLzp3r6qoyKf5v6ZRWV+BuVgLa+dZY33MWnWRU7km9AQAANP3mdU7W9zAnmfO2q9dTHyB8wyROz2EMrb2Dan9O4Dgm1VzC09IF74tBAxAR0BVRN79HWTV9IhHfUFVdqPnZQUecAkCHDg9YOReRmCUSrmxgUpFqSG3GixdL0LcvO7UOtTtXXbvGXcepSfnGiYvZzi4srYR//DXnH7z47QsYfmAInuyPR+b1rJqYVGsxHAMc0XpSGLzaewJgZnE1Fea2KBrK1INPsHNUKJb1162RBwCPcsp14lH5hLqVYNAgFyxcSH2THziw7rvD5XecT3Td/I5GvdOK5Rfw5p5FOP74ss7c4S17Yv+4VRpjb+5ZBDlV/Zp6ijlalR6b+A3hONdCXkCXlQPWwcvBW2OsjU97XE/V/d7wndjYcrRv/wB37rQm3B4Wdh+PHlFf5yUSCeRy8hApKtQtqWxilphUfVqCjh2biIyM9rWvHz9ug5YtibPXqHjyRPOpgu/X4yF2NaWFBtnZ42ylrjVIlWRliVn+xUklODbyJIYfHIKWY1qg5ZgWOnNybufi6jLusvv5ABeil+h7VSVXYO2lVMzrrZuY992VNFx7zn5iGpucOlVXmi4igr4BQ48edZbU48dNX9fPXLx7+AtsH7mg9rW2ECVj/L7lhGJWQKC+82/yRbwa9qbGWFufDhYpUoGa0CiRKAa//dYMw4e7QalUYsaMFOzezSxZr1mzZoiPN33Bfip47+7PzNSsKRcaaofKyk6ws2Nes2vgQBe0aKFZ000i4cY1QZehT4S20GxlbY2Xc7IQL5PhmX8jQiHKJ3GqndjENNHp+KhTXCyHdSwtVICImPRSxr8H335fuVwzXtbKSgSZjFmnOK6z+wH64ulVVZ1gYyPi3B26O+4sdsedRbh/C1z5r1wTFcceXcLo3/7H2XrMYaUkQ7BSChBx6ulRHZHaNbAndsRuIdnDMhg7NlHvfbKysvDxxx8TuvIBXRe/NvXC3W8oW7fmYPr0OpO8ra0ICkUE7OxiUV1NfbNauzZQJ2Fq0ybu+p2TiUd9MvXPefvWzj1aUY5uNra4Vm3afrkAYONig5d/HkArOsnKVJmyyxSdVZKPbUDNLQbtrMSYEO6Dll4OcLWTwNFagvwKKdKKq3E/u7y2vJW51wkA6elSBATUxGn//HMQxo8nvgh/+21dtnpZmfndJZ07O8DGxrSlJOL+K9fUyrsppncdif7NIxDi0QgFFSWIzXiCj46v532tTlMhiFcBS4OLh92wsDCsWrUKn3zyCTp06IDbt+s6jRmSOMUmJhGpRAJBn6zqGTNSMHmyp0aLVJGoxkLx6qvPcPSobiLFK6+44Y8/mhMeb+ZM7guXG1I+SgTgeUAgZhbUmebfL8hHakAgOmdlINPAWBFD6ft9HwA1YrWapGYnwL+Wp1xiqYlY6kR28ceL/9VZ1cbTwRqeDtZo7+eIse29US1XYtbxeBRXmfazp82MGSm13+dx4zxIRepHH9UlR86d+9wka9NG/SZy40ZNIoN6L2xT8SgnGR+dWG/y8woICFgOtra2+OijjxAZGYnPP/8cUVFR+Oijj1BRQZ50ymb2Ph0mEals3NDt7W9h6lQv/PijZvIHmRAlQiZTwtraPK29mLDe3YPUtb/TwwtTjEzGYoJYIkLrKWFoNiyoVnwGDW6CdpFt8ff8f1H0jJ8xfvp+xkyVBKXPukwhgHe8Hgo7KzGupZbg+ytpUFI4IkK97LG0X1NsfbUFpv/x1KxC9ejRQigUgPi/51QiF7t22Z0ffjBvUerS0o4AgB49Hmkkf1kiWaX5elsdjbVSqocLCBZPAQH2iYyMRFhYmIbojIyMxOrVq7Fw4ULKfdkuNUWGRbj7VezYkYuPPvJBu3bU/cqJuH27AuHh7JRfMAQmVtXZBeTWFlMIVADov6UvHvz8CPe2171XSadTkHQ6Bd3+1wVP98cj/1GBSdYiwD52VmLsjM1CdDz93/BJbgXG73+EPaNbYVHfJvj0jP5xTmzSvv0D3LtXl7n64EEbDBr0FDKZEkeOaD6sDhr01NTLq8XGRoTKyk4QiYDBg59avEAVqD+oQrO49H6pznFq7BnIKg17sN36yi5W1jL96Nu0c4qriuBiS+xZqu+QuebpBCoVbAtXixKpQM2NKjzcAbduhdFP/o9Ll0rxwgvcF1CuD5ybRp7soOoEpQ0fYlIFmHPteTH9JC18nWw4WIl+3L+v6X4KC7PD8+fEtYqjo/X/HY3F29sK//7bqjZJ8/r1Mpw5Y/p1ANxYIQXLJj9gIjTZEKMjDg/l/Bx8IKcsS0ekOtu6oKTKPN9dAU0sTqQCQFxcea2rr0kTG8yZ44vBg10QGmqH3FwZbtwow4wZKbSdabiET9n3+kAmONUhy+anu6gJmJ9yqQJbX22Ba8//c/dTzFW5+wFg1nF+lCURiWJQXd0J1tbEyUhKJSAWm76oOFGHn7VrhfaX2hia8a/PfmwIaK4rEwginz+kl6ShuUeoxlhjl6Z4kHPXTCviFqYd8ZhAlSTFlkXVIkWqOikp1Zgz5znmzDH3SujRV8QRze+6qDMiO3qjW5w/rq26UdvNki2BqH0MQXgSo29MqyGxqVwc+93DT7BndCt0a+yM3Y2Znae0Wm72xCl1bGxisXp1IyxY4KcxHhWVg+nTuU+KJEIkikHTpjbYsSMI/fvXNB/5/fdg3LhxD4mJxJU5DGmBKiAgwC6FFbphdq52bmZYCf+gEpqmSp6yeJHKNkyfLpKSqgnnGuL6FklEEIlEUMioS+Z0W9IFWTeycfPLGDQZ1AQjDgkCUkB/xu17hJGtvfBmW+q2vcmFVfjmn+fIr5CZaGXMWbgwjbbzlKlJTq7GSy89AQBER7fAgAEuSEhoWy8SpwQaJkw8a5ZOmVS3BaogUvkDJyJ14/CdmHNyGqQKqc62ra/sYhTMzHQe3zDE9d2oTwCcA53wcBd13KxPR29cW1ETF5p0KhlKBbOC5lxBdAHTHqtvIprLzHtTlrU6/CAXhx+YN/u9PjNw4FMMHOiCs2db4MqVVggNvYenT+ssqpbe59xQuHJzc+me5yKmlw34IiD5sg5DqZDqllpytqm/bcktDdZEqnY23obhOzReGyI4vx/2I2adeMeodZmToMFNkHSa2v3oFuKKDu+3Q8GjAvTb2AcXZv7N+PhZN7ONXaJRWLIAteQ6p8agXEo8LlquO2YtBioWAxKt8M81l4GPo9lfW30jOroY48YlYs+eZnjypK3ZhCmfOj8JsAeTpCYm26mOY8w52IZOQxhaEaBcquvlcLJ1NuhYAuzDmkhly+rpbu+JLwaux4cn3sGk8PcYW1S147tMcUMgO6eVnQQA0C6yLaVIDRkZjLCJrWovBG3fba2XBbbP2t44O/mcIUtnjCULUQFiiAQpEaULgTEHgANalduUS7kTqfXNwvjbb/lYvboRgoJscOhQc7z++jNzL0lAgFWI8hgsiWq5boK1rcSWYKaAOWDV3d8tsBemdJquMbbh6je4n32Hcj8HaweMaDUK/ZoNghJKLIyeA6m8GttjNuHww9+x9ZVdSClKwqknR3Erg7gMEp8YsL0/Eo4moqqIurqAX3c/jS/4ve0PNOqTanNq7BmNC4C5Lal8QUjuEjAndMK6WbO7UCojBIEKwarLF4TrZR1SApFqI4hUHdSNcqY0JrAqUqd0mq5j9WRiCS2XluP3u7vw+11dc31eea5Fxaa2HNMC11fHIP9BTcbg4F0DkROXi5i1t3TmXvr0MgDmT56ySjnjiwsv3zMR0HpiKwT08oedpx3y7uXjyb6nyLtP3sSA6r0RLrTcYrsSCPEAzk0E+gUBaSXAthhiSywvP288wpwWYnPHVFYsvyCUXLJQLM0qaghVct3qG7ZWdmZYCTO2bWuKd98lTnpdsyYLH39smeUvyWA9ceqDbvPww80NAIAOfp2gJKjEqIodqY83Nu+O3ni8t67bzem3o9FjRTfKfcjEFllikiWKM7G1GMP2DUbC0URc/t81VORUwKejNzp+FA57LzvS30l93FJ/d76hT1xqfD4w4Bdu1yNg2ZCJV0GYcktDEJCmQKbQrV5iJeZn4aPk5HZo0oS8scr8+b4YNswVrVvfN+GquIXVv8T0o2/j9dZjsGHYj6iSVeJ2ZixmHJ1IOE+FIcHOfBa3KuuoOleWXOP8vHwXb8P2DdZZY1ZMNrLeOw+3Fm7w6+qLzOsUxc+Ja7cL6Im6EFUuJY9PJROyZMeyFOpbzCtf0BakTKyugojlN3y/p7CFXKFbA5qvIpVKoKoIC+OvFdgQWPtLiEViWIutER1/AoNChuGLv5cir4K+xA2fBSdfMVcbUqri48bc/AufFmLYvsE4Mfo06Ry/rr4GH59L2rSxx8CBzmjWzBbBwbYICrKBu7sVHB3FcHQUo7paifJyBcrKFEhLq0ZCQhUSEqqRmFiFQ4cKUVLCnyL56oiWUwtVSxSoAqZFiD/lBr6LR76vTxsZQalMK7G1GVZCjfr99/XXn+Hw4UKN7a++6oYjR5rXzq0vD+SsiNTFfVch0KWJxtiy/l9pvK6WV9OWk2rv1wnvd9VtHZVRkoblFz4zfqFmRt8vL9F8S7sAMCUnjvqBptW4gTspAAAgAElEQVS4UMrtXNOunT2mTfPC2LEe8PRk/rWxthbB0VEMb28gKMgGvXo51W776SfNuRcvluC33/Lxww/8qV9KJEaZWFkFBFSWUkGs8gdD7h8qowjTffWdb27kSl1DgUQsMcNKyJk926f2559+ytMRqADwxx+F2LYtF++9VxOvOm2aF6/uJYbCikhdeXGR0ccI94vAu51nElpWezftp3dxf6HlIL9IOp1CWDdWLBFh8J5BOPnWGcr9nZs4I/6QabOjx471QFRUEzg7m+aC1bevM/r2dUZUVFMAwIEDBZg6NZkVayuZsNQeFyyk+sHldYYtSwhfRaIlFOAH+Pv+qdNkYGN0eL8d6XaFTIF72x8g+Yx52gbzGYVSt9OjWCQ2w0rIWb++ce3PU6Ykkc6bNi25VqRGRTUVRCoRdGKSbNvkTpH45MwHhNsuJV/AhA5TWVmfgHm4G3UPvVZ1R7vItjrbHvxMXVi/88edAAAPdz1G/y19cX7GRS6WWMvevcF46y13Ts/BhDfecMcbb7ijulqJl156gkuXdNv3McVQ8Wluq2l972AmIGAMDr4OeGlrX9p5Yisx2k9vi/bT2wrfIS2UBCJVIuKXJVXF7t3klXBU/PJLHiZO9DTBakwDb6KDd8RuwZrBm/HB8SlQKjUrAvQPftlMqxJgk38XXa39mWmmvpWDFfx71NWTjfvuNkYcGopjr7N7oZ071xdr1wayeky2sLER4Z9/WgIAcnJkaNz4DqqquG+JK1hV6akvcV/GQGS1FJKiuKfxS4EIn9keAHDijVNQyKmvCWKJCMMODDG4Skp9rSZAlDjFJ3e/usFkwoRE2vmTJiXVitTRo92xb18BZ2szBZyIVLqMfSJr6p3MW/jh5kZsGaFb7yazJF1IsGqAODVyRL+NL2pcUPMfFeDBL48w4vBQnJt2ARU5un2X9SEszA4PHrQxdqkmw9vbCpWVnXDxYgn69Xti7uUIsMDDh20QEfEQ5eW6Fh0qoqKiEBkZSbhNWyRSzTUlliJeLWGdbSaHAQAuzv6bVqACgEKuxMXZ/6Dvdy9wvTSLQkFQJpNP7v6XX3Y1eN/Bg10FkaqNMWIyLuMma2LUHG1RuTpOQ7XWlGdV4O4PuvXenh1JQOnzUlQXU3f0osPLy8qiBKo6ffs616sMzoZMq1Z2aN7cFnfv6j5wRUVF6YyRiU2iuVTzGxp0Qp1q+8KFC7F69WqulmYQSkWNuBJbM7f6SWwMF1/6Jk5ZCkTufiqRakjZTGP2Cw+3N2g/AOjY0fB9+QJv3P0C9ROqCxZdKS2FTIGkU8mEc7JijGsJK5V2gpWVYcVXnz6twuefZ+Ds2WJkZemWL9GHnj2dMGiQC5Ys8YfIgOUolREYNy4Rv/1GH6skwF9atbIjFKkq0RQVFYUdO3bg2rVrpGJUfb4KqrmmwpRWSTYtxnyxPpNxdvKfGH5oCPqs6YXK/EpEv3OedK6tmy1e/LY3bN1sURhfZMJV8h+FUteSKuKRJbVlS8PrnrZqZfk1UwWRKsApfAzSl8k6QSJhrghlMiUiIh7izh3jQguIuHy5FJcvl2LZsnQAgEgEnDnTAgMHujA+xp49zZCbK0N0dDHr69OXht4C8+rVVujWzVFj7M6dCnTo8IByP29v8kuxj48PqqqqMHXqVFy7dk1DuOqDaj6fhRcb+Pv7IyMjg9Fc7feQD6KeKUqlEtHvnsfA7f1h52HH2IL5z8f/GnQ+S7OQMofA3c+j7jF2doYLZhsjLOd8QRCpAg0KFxcJY4H63XfZ+Oij5xyvSBOlEhg0qKatbkiILWJiwuDiQu/OO3u2BWeu/5/fWIzR7V7SGAtbPw5JBcyEQEMhOrqFjkAFgPbt7WlDM6hq737++eeYNWsWXnjhBQwcOBDR0dGkc/WxstZXZsyYgSVLljCaS+f+5zuVeZU4NvKkRhIVEQqpAnd/uI+Uc6a9nlkCRK3b+WRJLSmRw9XVsESusjJ+NovRB0GkClg8TK21jo5iFBWF085r2/YB7t9n32qqL/HxVXB1jQMA3L3bGm3bUscXpaa2R2DgHdbOH+IZiLuzduF5UTZh28uiyjL4fTGctfNZMgpFBEQiwMnpFsrKNGPcXFwkKCoKpxSqfn7EHW7UXc7nzp1D06ZN4ebmhsJC3WLeDUWEkhEVFYX8/HzExMQgKCgISUlJtPts3LgRubm5iIqKQmFhIRYsWAB3d3d8+OGHtccEgORk4rAjvvD8z1Q8/zNVZzw1QKtiidrrwHTd+USorq+pAYGM97EktKsJAYDYkNgrjrh1qxx9+zobtG9sbDnLqzE9gkgVaDBkZnagncPXRKR27R4gMtIbW7c2IZ3TqJE13NwkKCxk5+n57qxdUCqVCF33ls623j/MwKVpW9DWNxj3shJYOZ+lEhxsWxtPrC1QAaC4WI5Bg57i7NkWaNnSDo8fV+rMIbOWawtPdbGkbwJVfaZx45pi5wsWLABQ8x5cuHABe/fupdzP2toay5Ytq329ZMkSjfdP9R4vXLiQ5RWbBjJRqSNeCcZfyc1GbLVxyamWC7lINXWloUuXSg0WqcbU1uYL9VakNuSOU8qlujUumfZhJ9q3PiCRiODkRO3CoerkwQeionIoRSoA3L/fBo0asWdNnXjgc8LxmLSaBgzrhs7CoJ0fMToWUUwbH2OW9UVVX3fOHHJXqipe+JtvAvHKK/E6211cqD+ba9asgbOz5o1q69atuHXrls5cIvHKRLgyCRWwtrbGxo0bSQXyvHnz0Lx5c8THx2Pjxo2oVhM5XCUiTZo0CT179tQ4dmRkJNatW4d+/frRnlMsFkOhqHm4kEj4Ux/T1Bzz8kGzjDRI/7Ms1lfLKRNEPLKk/vFHIRYv9gdQ8zBbXExthFC/zx05outxsTTqrUitr5CJTTph2RCEKBW//hpEuf327Qr89FOeaRZjBDY2saiu7kS6PSCA2G1sKCceX6bcHtGoFavn4wqxlRhdPouAT4S3zjaFXIlb38Yh/V/DYmx79nQCwKwbTI8eujGrAODkRC6OlixZgrNnz+Ls2bMa42Siz1BLqvqxDBGUmzdvxvbt27F+/XqEh4djw4YNJglBcHR0xJw5c3TG586dS7vv119/jS1btmiMrVmzhrW1WRIdbWxqBSoA/FxWimWublhWZPlCx5K5ebPOZb95cxPagv6bNtUZMtT3tVQEkWphEIlLQ1pX/q8P8Pnfxq/HUhgzxoNye3g4dfa1NntGa4qzSpkCUw89qd02bt8jyvkqSqvlmHbkKePzSqVK9Ov3BBcuhJLOmT/fF2vWZDE+JhXDW/XC/rvkpW2uPr+nM6be65wPmf5Df3sZEjtyESiWiBAxvyMi5nfEre9vI/VCml7Hz8mRwsfHCoGBNsjJkVHOzc4m3u7uTr6+I0eO4IMPPkBZWRmuXLkCW1tbdOzYkTCWToWp41PnzZuHbdu21Vp2Y2JiEBkZiXnz5mHt2rWcnnvz5s2M5hG9J8+ePSN9r9TH+VYjlQ4yd772HCpL6YriIjz0C7BokWpobVIRj7L7ASA1tRqBgTYYP94DH36YgoICYmuqq6uktttUcnL9CNUQRGoDZUW/OpFq7v7s5mbFCv0taOoi1MPeCjO6BTCer8LBWoL1w4L1PvfFiyWU2995x4sVkapQKvHzqMWEIlVlQZ19fL3ONj4IUwCACBhxSL+yOR1ndYB7CzfCJhJkbN2aiw0bGmPjxsbo1esx5dwtW3IIxx0cyN39d+7cwcyZMzFx4kSMHz8eVVVVuHfvHqZPn066jzGF/e3samorNm7cGM+fP2dkmQ0JCcH69bqfhebNm9PuyxZM1kn2+4tEIqxevRoeHroPs3l5eRYXk0okPvV137uLxSgiKHTf0CF7H6neX7qHhq5ZGUiXk7vx+/R5goSEtgCA/Pxw0tyJwsK6xODevamvRZaCSUSqKhZN3/gz9Rg2un1NkfBi6O/BJV8NAJZdZD5/4QtAxyggajiQPg8IWKsbCtDQWL/eOEH3RltvHLyfSzmHypLKNmwVcA5d9xbi5+3Dozm/odW3YzW2XZq2BbllhYjP42/Mmr4CVUXQkKYoSihmXK5n48ZsbNjQuNbtT0RqavvauUTY21PHpEqlUvz444/48ccfaddjrBX166+/xvHjx7F48WJERkZqHE8Vk6pNfHw8OnTogNjYWI3xp0+ZewmMhe73phKxW7duxRdffEFYESA4OBiDBg3SCbdgEzoRY47Y0LnOLjhSbv4qJ/UBur+fu5j6+5+YWIWqKiVsbWssvHJ5BCQSTc0jk9WFgZWXK5CaKlhSLQq3EFcEv9oMXm09YWVvhdK0UqRfykD8YcvOTP6wG+CwSndcJTZVAtRaDFT9D4jLBFb/A3TbDoR41MzrsxP4J8V0a+YbZK4TprTxccAPNwyLZ3SyMSxR4/z5EvTvb1jGJ1PSinNgv7Qfol77RMOFDwDN176J9GJqYW5OjC083uGDdnrVlLS2joVU2glKZQQOHizAJ5+kIStLil27mmHkSLfaOWTQJfWZiqioKBw9ehQnTpxAdHQ0oqKicOzYMRw/fpxyv7Vr12Lz5s3Ytm0bbt++jfDwcB2Bqw/mEG1kJasSEhIwefJkTkUqV2i/j6kUJahezM7EKW9fjM7NQVdbG4ywt0dYRrre51CnPiZecfE7lSjoLdZ2drG1CeFiMXVyuKOjbkIlHXxNNq/3ItXG2QYDd74EsVYBd9dgV7gGuyJsYiuknHuO25vummmFhnPjPcDtS+Jt2rGr1f8DziUAA9VCdOLzgQ9PAVfr33XEZLwT4YfZJ57RzlN39xPFrOqLKZNPI498jcgjX5vuhBxyZ8s9JJ+teyKT2Ejw8s8DCGNWX/imF+PuPDKZEnZ2sais7IRRo9wxapS7xvY9e/Ihk5HHkBrTVYYtVq1ahXv37uHEiRMAgMrKSsycORMbN26kFakA8P7772P+/PmYNm0a4uPjMWvWLK6XzBq3bt1CVFQU1q9fj6SkJFRWVsLHxwfh4eF4/fXXMWPGDHMv0WCYiqpnMhn+rKzATT9/pMhkjARqQ2KFqxtG2TsAAN7Iy8FDqXEtsVVYi0QaCWtU9OnzGH//3ZJyTufOD9lYFm9gRaQytVowmcemK73VhJZoMYo+JqrJgMZoMqAxjr9+ijIZgU/8OxVo4wMw9RaTZfNvvM7emthG9WTH19qlH/VsBGdbaksomZtfe1xf0RoWZvk9mbnixW97E46fGH0aCqmmxUJeLcfJsWfQY0U3eLXz1NjmFuIKkUjE+JpQVaWEWByDzz8PwLhxHvDxsca332ZhyZJ00B3Cxsb8iRopKSk6LnGpVKqXNZQqM57PzQa2bt0KsViM999/H8HBwXBwcEBmZiZu3bqFGTNm1Jaoqu+sKSnGmhLzt1c2pBbp/POTUFLSkZP7RWpAIHaWlaJXdiaUAOJ8/fFnVSXezc9jlKRGRROJBM9k1AmXKv75pxRWVrFITm6HRo00K7k8e1aFkBDdRFZLp95aUttPb4umL9eVYri8+Cry7uuWiFEXzsMPDeFVvCkRIgAlCwGFktjNz5QIf2BZX2BQc6BMClxKqYltNXdpKrr2kVwwapQ7Dh4s0Guf3aNbYd/dHPzxkLpslbEWUzLIOhQBoBVE+lKx/AJ/kqEY4BLkojN2ZtI5HYGqzpUl1zB410BYO2m+r92Xd8WVJdcYn1upBBYvTsfixfpZoZi26tUHfV3mTBKP6EQr3THMIVRHHB6KYyNP0p5boVAQxtsKmB4yA4X2uKkMGbML8nGwoq6cU7OMtNrvl+p7RPR9M0TA0lm+5XJlbWfBJk1soFQCz58bH3/KV2MQKyKVj8JOJVAVMgVOvHmadN6xkSfh0codvb7oAQDosbwbrixlflMyJV8PBCZ1AJyMrIaiWArYrwRG/KY5bisB5EsAyQrjjm8ohsTEsCFqDxwI1vsY4/UUn2QWVUB/ITtliifl9pUrDYuPrQ8M2vmSzphSrkR1Mf1F/PTb0TreHq92nhCJRVAquPOw8O3mQFcjlW67uTth2XvboyKHOuFnxOGhyLiaibgNdyCvksPRzxFhE0KRcj4VWTeIk9ssETbjJy09vlTf+4v699LKwPgqrt+zlJT6kRxFRb20pEbM71j7M5VAVZH/qABFCUVwDXaFV3tqAWBOPomu+WcsPt8AVQRhAlVyQGwmr6PqAqKdsai9XYW+N/a8PBk8Pck/7gsX+mH16ky9jqkPZEKUSrySsWNHEOX2r77i7vegw9wWV1s3W52xv+b+Y9Qx20wNw73t+tXRFTAfneaG498FV2jDy25+VZfIVppWihtfxWLAtv7IukFeF1jActHnnqF9v1nr5o721tb46r9QiDu+/jhdWfMgZKy7X4AaTqP1G/UOQJ+1vTBo50sYfnAI+m9+ERHzOiKgpz+Xp0VAr5rj0z1Nq/P3/LoECb9uvqyviU/M7GruFdShVEZAqYxAcbEcIlEM6EK/DLU6jRlD3aVj1apGcHPjf0vEp0/b0s4h6h/fEHBqRFwCqiSFef/q2xt1W8o2GxZk6JIETIzYWgz30JpqCsdGniT18imkCnRd3BlW9lYQiUVwauSEros7I3at/lnRAtyhuj+o/pmLwPRUKAFc9fHDVR8/DMvNxrv5ebXb6CymqQGBlP8EyGHdktrh/XZoMrAx4TZHf0c4+jsioLc/IlBj7Uw4moj7O7nJRrvxpR6CRs2b13pSK2ReY6djDx85l2B4e1W2cXWNw0cf+WD58gAcPx6C4cN1+5qzwblzxcjOlsHHh/wjX1AQDl/f26RdgZiij/ten7lXrrRCSIiupVAdfTtn1Se6L+2iM3Y3Sr9EgpQ/U9FhZnu2lmSxGOOaN5VbX5sOH7SDa7Arjo86BYA6UffE6NMYcXgoZBU13/XStFL4Rvjg+sqbJlmrADPIYlK1MYWAnezoZJT73tLDJcwFqyK1z9recA2uS1qoKqpG3Pe3UfSsCNXFUjj42sOrgxdC3wyBnWdNdnLwK83g1sIN/y68QnlsogsOXSxsaWqZAb8FYO/jYNB+lsKlFPMnSKkoLpZjxYoM3LhRjpMnQ3D0aAheeYUbodq48R1UVZH3vQeArKwO+OqrTHz2mX6tMbnEwUGMkpKOoKn3DJlMidu3uSm+rV0nlQ5zuP3tve11xpJO618AuKqwijBsoKFgTHKTuTL4201rAwD4e96l2jHV/UH73qH+mmwbH/MsBPiNIEK5gTWR6ujvUCtQpaVSnH5bN3iyLLMcZZkpSD5Tc+NQXRA8wtx15rKBjYs1KnL1L9QurzDOkmZu+CJA9eHUqSKMGZOAvXv1bxPKlOpqJdaty8LcudThHJ9+6odPP/WDWBzDeqa8vgwb5orjx0MYzfXwuM3xahoGSadT0HJMC7Ocm+9l1/iISzMXlGWUI+EYcUiPtuAUBGj9QySKgZNTzcO8gCYVyy/g17gzeO9wTVF1S7u2sCZSX1hTV5uQSKAScWHm3+i3sQ+juYZcWELHhBLGmNGhXuzbktB24YuW14yp/0+3j/b+pqSiQgmRKIZT1828eamYNs2bUYcfhaJuHaNGPcOhQ4WcrUuFm5sEd++2RmCgjV77/fprPkpKmD+QdVl0DDdWjdAZ77bkNK6tGKwxprKKNn15Ovy6vaa2RYnrK0dAqZCR7mtOqEpOUfF0X7yOSLV1s0VVYZXOXDY+q5Z209BGVeLJ1PuqKE4sRnFiMemxiMZHHB6KrJhs3FoXB1mVHE6NHNF6UhhSL6Qh7ZJQxJ4vsHUveP99b2za1IR+Ig3GdEJjqzMXlVcrIT8dbb4bz/hY6nQNbI2/3ttEOedJ7nN02DDRoOMbCmsi1ZCkcKWcmwQPeaUcEjsJmrwUyFik+vfwq/35yT5u3M1EDBigW9PRUAwRlWT7UIlXLhCLgT/+aI5Nm3J0auCxjbPzLZSWdoSjI/O8wYMH65pC5OfLsHRpBk6cKEJioq5wYYpEIsKAAc4YOtQVs2b5GHycv/8uxdtvUyeGdVuiW+VCe4xKYHp1GAjvji9rzHFpFo6ui4/zSpiqk3uHuoYtGUTF+z3C3JFxRbdqAl/qOHIBWUznsZEnacWl9nb112wIUzZQjz8tSSnFtc9vYNi+waQi1ZwJLlydu6G4qDdvzsHmzTmM5xPde/gSj0oWSlWx/AJOPr5s8HH/em8TCitKEPrtGJRUletsn9d7LFYOnGbyutmsidSkMykIGVnjqnUKdEJpKn1G7Qvf9GLr9Br8u+gK+qytsew2fblJbXgBFZ0/qYtVlBPVZ+KIMWO4CXUwFlN7ueXyCBQWyjFzpmms2E5OtxAX1xodOujGMdLh4WGFDRsaY8MG4gRBU7JzZx6mTk2inWeskAwa8j5urdfsAlOcGGfUMbmm8Bl7lm/3UDdCkVrf4YOY5Ioun3bCre//q5Pq74iwt1taZHvs+oglPtTxga//2W3QflMjhiO9OBfN175JOmftpd+wK+40kj8+ZOjyDII1kfrwl0e1IrXfhj5Iv5yBmG/Iy3l0mhuu092FLYoS6tq6tZ/eFkXPilAYX0Q6/+WfB9T+/GekfgkixvLWWx60c9q2tce9e9wkxBDhaA2kmagznuqJNT1dikaN9A/NMIbw8AfIy+sADw/LLBf87FkVI4GqTbtpm2DvE4SKnBTcjWLWk7w8MwFebfsi6yZ9D3e+UJRYwtqxHPzqdzJlfYFpi+5jI08iaHATDNjeH1a2EpSmlyHxRBJS/+JPwqQAPepitrRU0eDFbU5ZzYO5vomuC/tORP8fP6Sdl12qX2dGNmD17nxs5EmEf9gejfsHIqCnPwIO09dDTTyZjHvb7rO5jNq1qC5YKovtsyMJSPkzFdXF1XBr4YrWk8Lg3LiutmLKn6kozzadGATAKDYyOroF/P0NF3BErnsm7nyyOFY28fS8jaVL/TFrlg9mzPDGli3MXTJsnR8A5szxxbp1llGv7oMPUvRyXanw6TQEgf0mIXbtmNqxiPn7kPb3bmRe/4Ny3wc/zUOTAe9qhggolbi+cpje6zAVpc/ZE6muzYwPy7FE17+26NN24fMJfa2+SadTDKr+IGBaAgKskZZGXxbu8OFCvP76MxOsiH+ULzsPvy+G175Wd8czEazJhZkY2rIHtlw7zMn6jIF1E1LchjtIOpWMTnPD4ejvSDqvOLkEf31kXCcYOo6NPImBO16CnXtNOZnmrwWj+WvE2ePXV980eTs8psXjqfq0M0GVOKU9xgfy82WYPfs5kpOrsXlzTWA7E6HKdrzqt99m4dtvs8xaMJoJxgicJoOm4da3EzTG4jZORac5v9KKVABIObcdKee2G3x+U1NVxF7LQCt78kulJYpPplAJP7ISTyr4JmIFLJO0tPYoLpYjNPQ+srKkhHN8fKyQldUBGRntjTLoWCLn39kAkUiEokrDSm4CwOjf/ofUT4/g+KN/8byIXAddmf6DwecwFE78nIXxRTj//l9cHFpvoqf+CTt3WwzcodvTGwDiDz3Dw12PTbyqGhYtYt55SySC2cshccm6dVmwtxdj8+YmhCJVXQDURzFgCiqyk+HavBPyH9Q9HLo1j0B5drLGPJW1VBXH2mneXlg7ulEem4/JU4pq9hIzJXbMHii1P5sN+bNKZXUVBKyAPri6Use/Z2fLMHDgU0RHm6d0nLnYO2YFejRpi15R0406Tl55ERRKJZ7M/R1l1ZVYcm4bdt8+i3JpJQKcvbBm6IcY3rInAGDuye/ZWDpjeB2Mx1bQfmVBFS8TAObPZ95+NSGhHZo1ow7qly8BpAqgQgqklQBtNxu+NlO4+rVZtSoDVVX8ben51lsJmDDBEyNGuHJy/PJyBXbuzMMHH3hzcvz7Oz5Ck4HvocUbi2rHSlMf4f6PszXmaQtO9fAAS4LN6iFiCbNKEHy3xOuLIU1UmEBnhRUQUKdJExukpFB7RlSeOG0M/U6q78e3h02JWIzSpX+iUlZNmGmvb0wqADgu6w8AaOsbjJnd38DifpPhaGOPjJJcfH95P97cs4jmCNzAa5EqUEdQEH3dTMkKEyyEY9as4W872n37CrBvn2bguI2NCK+95oYWLezQooUtQkJs0aiRDZycxHByEsPGRgypVImyMjkyMqRIT5fi+fNqPH5chejoYsTFletYyLkSqQCQEr0NKdHbWKtpSlTaii+IbSRQsNSYw5QVP/gCE1c/3bz6RGB6KqXgUS87pq+oMab+Zn2npESO5OR2kMmUGDcuEVevliE7WwpbWzHCwuzwyitu+PRTX0gkInTvrttmmm8C01h+H7MCr4S9gBupD9Fn2/uEc/SNSVXnXlYCpv/xNab/8bVR62QLzkQq20/IDeVCSEX79va4c8e0iV3mxBIuLtXVSh3hWl8hErbqr/kmWK3srWp7sxuLjKFIpfrMWqqVlcm13JKuz0yEJpPthohRAf1xcYlD377OOH26BfbtI84pqapSwsqq/v8tVILzdsZTUoFa32gQllQ+9mPevbuZ3vvcvt1a74sincve1EX7BcwDk2L+CmmlUefgW1yqUyNHVOYb9zupYFL3ub5Cd91kEhLA5bU3KioKkZGRlGPqr9kQmmPG0JcOFGCPixdLYGcXa+5lmB0i175YJMK83uPwXpdX4OfkgdLqCpx8fAXbbh7Ftef3KQvvGxIWwGRNbMKZSGXjolSf45XGjTPtRY5MrLIVd2qslUiwSHALUwHJN2uoMTgFOiH3rmFdp7Qpz9LtwMJnnMX0MbRD7exxsrLheGbYZNu2pgCAjh0dcOtWucVayQUsF5FIhLxFp2Bvbasx7m7vjPHhgzA+fBAAwGFZf8IuegC9wDR1dykiGoQllW/QdTk6c6YYL79MXJfRxUWC4uKGFx8nwA+YiFi+WFRdgpxZO1bJc/YtqVwKm9H29M0H3nFyEkSqgTg5idGly0PExoZBJIrRsc4KCHBN+bLzAIBXd32Ks5xbx7kAACAASURBVPHXdbaLRSJcmrYV5cvOm11oGoMgUvWALZfV+fOhpNv+/bcUY8YkoKAgnHD7kydt4OfXsOrACfADvohPpni19WTtWPkPmcUdL1sWADc3CdzdJXBzk8Df3xpublZwd2dWwootJjk60c7pZmNLO8dSiIqKYjRGhFgMKPQoBPH9943x0ktPcPNmOaKjizFqlDsOHmwYcekC/IJKfCqUSvSMikTF8gvYO2YFxuxdYsKVsYfFJE7VF0aPdqdsw9m7N3XNVl9fa0yc6IlffmHHjamOkAggYGlClArHAPJmIlT4RvjojBU+LWS079Kl+tQ+5u67FmxlOvuDvg/vXFQGYBKTqk1VVSfY2cVCLmd23Rs+3BXHjoXg5MkinD9f081s0KCn2Ls3GAcOBAvXTgHe0s63ubmXYDDMiv8JsMbvvxNnJwJAcnJdHbjSUvJH+59/DjLo3IIbSkCAnsYDDG+Pq3L9Ev0T4A9Dh7rCxkaEqiolDh0qxPbtTWn3OXWqGPPnp2LYsHiN8TFjEoS/r4BZ+HowdYa/5L/Y9HcPf2GK5XAC54/bfMqoNzd0sajh4Q9qfw4NvYf0dPJ+xQsW+OGLLzJZW5uAQH3EuYkzSlJK9NrHv7sfR6vhHytd3bC4iJmVmM8wde0DNXH9J06EYOzYRADAqFHPUFnZCX//XUrpoZLLlVi7lr6Os94VWBjM8RCLka9PTIKFsvWVXeZeAiXTj76t8dpU69U+LwAcvHcRH/Z4Ex/2eBM7Yo5j9cVfkF1WAAdrW4xo1RuL+01GUzc/HLh3AVdS7plknVwgxKSakLi41qTbDhwoQGFhXUJURoYUW7fmYPp04sLuq1c3wsGDhXjyRL8SO9rWVLYsAIIlQcDc3NlyD+1ntNUY67OuN068cYrxMawc9L8k8u2zf8RLN1yBjMmOThYvUrVd/XRziorCIRbHaDTRsLOLxXvveeHgweYYNeoZ7fGoQqP0DZv6ycOLds5FHz+0z0xnfEwq6BoHCFgGE/Yvx4T9yyESiTCv91hcfHcjfJ08UFZdgZNPrmDSgZW49vy+uZdpNJyLVDZjU421yppzLXQVYd58M0FnbMaMFFKRCgCPH7fR/6lda76lhQCYc718eK+4XgPfBJc+JJ9N0RGpYgkTO1UdXT7TfX8rcokfBPeMboVx+3Q73JBtM9V729mGvjudOj95eGFyfi5Hq+EHZHVS1dm2LRfbtpn+fXjJzo52jgeDkmICDROlUok1/+zBmn/2sH5sPlQFECypJiI+vi39JAJmzkzBxo3EPYnZQCidIlDf6TirA259f5vRXK92uhUB4hjuy4Q9o1tRbicTvUwZakcdUkTEAAYiyVCo3KEqF+bWV3YRujMbAr4S5lUf3ndyxuZS/UJXBAQsHV4X82cLqrWkBgQiMD219n8uOHkyBM2akZd7oSoptWlTDqVI1de1xJW7X0CAD5z/4C/03/Sixlhgv0aMRGpAT+LMfPWGANoiU/01U4FprBCl4gcPw8pucXX9U4lPZxtniERiFFcVsX4OFfrEpbIBGw/1Mb7Mq0EsdHEVRKpAg4MXllRTdDUgisPhSpSq4+AgxpAhrqTb09KkyMqSUh5j9uzn+O67xqTb795tjXbtHpBuVyEIUgFjsISycmXpZYTjL3zdE/98cpl0P4mtBBEfd9QZj1lzS+M1lwLTWFa5uhm1/yh7Bxys4KazVvfGL8DXyQ+/3t7ByfEB6thUtgUsG9fS1xg0XNDGVSxGUQNIoBIQUMELkWooVAHg2gJU9ZpLiykRZEX5VQQG0hfm//77bHzzTSBsbIjj69q2tcewYa44cYI7K4WAgKVw44sYdFmgaeVya+GG3l/2wKXPrujMt/e2x4AfiB+S0//NIBxfOyQYHg5WuJRUjB9j+FFlg6qA/3O5DNtLS7GcQsh+5+7BmUgd1WYsAHAqUi2Nje76t8a+4xeApia8f5kaY8I+iEJLzBFG0lBDV7jCokUqYBprqDGQCUsA+OYb+nImKpydb6GqqhPp9uPHQ4x+uhcsrQL1gczrxN8r95buGHF4KK6tvIG8u/mwcbVBnzW9YONCnGj076KrhON7RrfCgrNJyCypxpvtvDC5ky9+imX+XTYHA7KzUKZUUopUoKZwNtt2uuEtRwIA1l1ejS0jfsGMYxNZPkMNpnb3mwMJgA+cnLFJcPsLNBBMKlIrll8waBsXoQCmKMNBF7P0ySfMBXZ1tRJWVrGQyciFamFhONzc4hgfU0CgvvLvgivo9UUPwm3dFneh3V8hVyL/Qb7O+OZXQjD7xDPklNWE6Pwal409o1vVilS6xCi6OYaGE9Bdz8r+q7ekir8nIyUgEE3TUyEnnaEfG4fvhEwhrbUuzTg2EeuH/gC5Qo55p2ewdJYamJSi4gtUf4NtpaV4z4ncKr7AxRXBVlaYV2hYK1a2DTtCSSsBLjGpSOVDOQMV6u5/LsjK6kC5ffz4RL2PKZcrKbe7ukpw/HgIhg+Pp5xHJZ75bk3l+/oE+EH+owIkHE9C8PAgg/Ynq60qAjTqa2qjEplkQlRdhFKVsNKHhS7kMe8AsFDPOqjPAgIRxIKQeTfiA2SUpGHVX4s1xj86OQ1DQl81+viWSrS3L+X25cWFGOvoCCcRuRfuLQdHg0WqgIAlYRZ3/8SOQxD12iek229nPEX3rdMYHYtMZBI9LR708sbAnCxEOjkjikN3yfr1jeHjQ/7WFhTIsWePrpWGCa6ucSgqIo9zHTbMFVOmeGLnTvLOKYLQE2gI3P/xAZRyJZq/2kyv/aiqgWy6loFvBjfDlENPjF0eK4hRU5qIil/KSjVej8nLwV5P8vrLVgC2eXjivXzyawgTtsdsIt126skftT83pBi+wXb2CLO2pp3XNiMNSTQGlCNePngtN5utpQkI8BKTitQWnoG4M2sXiipL4ffFCBRVlhLOm9NrDCqWX0C7799GfB75E726EKVLiPrBwxN/V1XhoVSKaG9fnK+sxFMZdVa9ITg6ijF7NnnHl5SUajRtetfg4xcXyyEWx0ChILeG7tgRhNjYcty+XWHwediCKowDqLGuv96mL3aPXgoAeO/wl/g17owpliZAQOlCwNEaEC3X3cansnJMefDTQzz46SEG/NAP9t7UNURjv41D2t/UXX3uZZVhyqEnWDskGJ4O1riUXGS2jH8xatzzVBBdEy9VVWFkbjYOU3SmGmJnj0CJBKlydhz/VLVQG0qd1Ch3Twyzp/4Mqv5eMgDBGWlI8G9EOrezjY3JE4EFGi5MQpm4uBaaVKT+8fbXAAC/L0ZQzvv2371YPSgSRyZ8ibbfTWDl3G2trTHtP8tAy4w0PPZvxMmXu7RUt4yNOsYIVBVKJdCx40PcuhVGOicurjUCAu4gI4N9Ia4P2iEeROXGdo9eWjtWsfyCIFItGOVS5nPbbQHumcgQdG5azcNSQE9/tBwXCgcfe0jLpEj5MxUJfySiuqRar+PNO6XbIY4Ksgs8k7AAMhJpBOqo3BzSbTeqq3GjuhpdKLpTXfX1FwQQi9AJ1ClaXb+qlUosLy7EUhfqZLfnAYFoLPydBEwA1XWJiYg1BJOKVDFFjA3xfOJWcGQufqpaqD2z6srElCmVnFx8qaybABAUZLxAVREXV46oqBxERpK77dLT2yMo6C6Sk/W7AZuSyK6v4pdbdfF/O2NOmHE1DQc6MUm0/XYWEL6Vej8iCywRCbMBKVvZOXqQfjkD6ZeJy0qRod5S01C4sDBQ9SpKlctxrbqKcv+Rudm0MflsCiCq7lPGQlTD1xDL/4jDQznxGNz3C6DcnqOQI7pSt/3uttJSWpEqgiBULYluS05zfo5rKwYbfS7VMcyNSUVqq2/HonzZeVQsv4Cy6kqM37cMN9MeobCyBO72LogIaIkpEcPwatgLUCqVaL1+HOFx+PZ036yZLRISqNue3rxZzrpYnD49BW+/7QkHB/K+zklJ7ZCZKYW/P309VlOgbUVd1HcyIjZNqX39v3PbTL2kBgmZmFSJU+vPARmHNcNtJUA+y9EoISEhGD58OJo1a4aKigrcvHkTBw8ehJIk04muZBFfs8XdxWLcpRE93bOYCfH2mem4Q3EsEdirLU3l7mcDfcUlV4JUHW+xBLf86LtKdcwk/3vRVWQA6v5OTdJTWS8hJiBgTkyeOOWwrD8+6P461gz5EEcmfEk452leKtp/b5oYJTYuvnQCVSZTokuXh0afhwhHx1u0pa78/KwxbpyHwclaXOJh74K88romBAUVxWZcjf506uSAfv2c0ayZLZo1s0HTpjZwd7eCg4MYjo5iSKVKlJUpUF6uQHq6FImJVUhIqEJiYjWOHi1Ebq7M3L9CLdFqXznp/5hbRQ3BxRYoojb06cV7772H5s2bY8+ePXjy5AmcnJzQr18/bN26FbGxsYSCVF2ERkVFYebMmZBK2QmP4TJOlU6grixm3tQjX6HAzIJ82sLyx7x8MMLIJB0uLal8hYlAncogQY3uYUJFSkAgwjPTkSt0pRLgAK5c+lSYJbt/09VD2HT1kDlOTYqhYvX+/Ta0c6ytYw06NlNsbGJRXU1ePxUAdu9uhgEDXDB1ahKna9GGrv5tXnkRPB1ckVNWUybHw8EVuWX6lcwxBX37OmPSJE+89ZY77O3JLdfaWFuLai3dTZvaoEcPR7WtTTXmxsSU47ff8rF2rekKw/s7AT+9BgxqXvPabiVQJQeKF9RYVR/kAJOPADeo84n0xskGqGbJ3d++fXt06NABM2fOrB2rrKzE/v37sX//fmzcuJHRcfr06YM///yTnUVxBF3Gd45Cjq16Vi45UlGOl+3sMYIiZrKjjQ0OeHnjDYo4VyrMmRilCgUwdeLfVV96gXqhqhJnK+ldCvkKBUbl5uCgF3l4l4o4vwDeeRsF6ohdN5bRvE5zf6Pch247QOyyVw8BUN9OFxqg/eC9Z3QrTDr4GFKa0pjGYvEdp8xJYmI7BAWRJx4AzNqeGotUqkRAwB2kp7ennDdliid693ZCaOg9ztekQt29r540pRKvFxJi8XKLbrXJUoNCumLP7bMmWx8Vn33mh5UrAyCR6BdLbSgREQ6IiHDAmjU1QuTatTJMnJiEJ090Y9WMgSje9NurwFy1fDWXL4CPewJfDwSuv6c5l0sLqyGMHz8ey5YtI92+fDn1gu3s7AAAo0eP5rVI9ZdIaC/YVG5jKmYU5KGDjR+aSMjP0N3GFr97euOtPMOEKtdox6WqRCmROLWyr/k9vTt6I+cW+7/Pfb8AuIqpH2az5XK8nZdLOUeda9VVUKLGtU9HakAgumdlsFadoaGw9ZVdmHFsImmIEBtIS/Wvb0u3jyHHtBRMIlLpyhAxhU/NAOhc7AAwf34q0tJMk12fkSFF//5PcP58KOW8Fi1soVRGoHnze0hIYNHfaiCTD67UyOj/8fUFZhWpxcXhcHamSkkxHd26OeLx4zpL/caN2fjww+dGH5epyPzmcs0/vpOQkICuXbvi5EliS1mXLl1It0kkEnz33XfYvn074uLi8Omnn+Krr77icrkGccDLG91tbCnnGGs965mVieSAQMqErF62trwse6SXlVQEDNkzCMdGnkTryWFwbeaC+EPPWFnHzx5eeOm/hx4qlAA6MYwbVqdxeiomODriS1d32rkqSy7f/lZMIQoP4dIi//2wHwEAW0b8gie5D7Hu8mrOzlUfMFXpPZOIVDpxSVSWiK/Y2IhQVUXtWgeA/fsLTOq2BYALF0rw5psJ2L8/mHbus2dtsXNnnsnd/0RMObiq9kFm2hHzCIT9+4Pxxhv0F35zMnOmDz74wAdhYffx+DG71lVj0KfsFNl+xlhno6KiEBUVhTNnzkCuZTnq27cvXn31VVKRunnzZiQlJeHGjRsAADc3N6xbtw5z5841fEEss8PDk1agbmapOUlTBkk6QE3YARtdqdhEJBah7Xtt4N/dF1b2VihOKkb8oQRkXte8Do84NBTnP/gLQE0d3f6bX4RXWw9cXXHDqPO/Zu/ASKACMCoT/9eyMhQoFIhy92Q0PzUgEOtKirGuxLLi/U2NjaTOKxrqFQZXO3cUVdZfC6WxsNUxjw7B3a8HXbs64to1+sDhmJhyjB6tXx1FtjhwoAATJiTi11/pu+xMmeKJsjI5K9Y5Y9h75xz23jlnlnNHRnpj69YmZjm3IYhEwKNHbVBYKIeHRxxli04iDBWUOutYTvyzuYiMjCRMjiopKcGMGcQ94letWoWcnBx88cUXtWMLFizAhx9+yErZKTZwFosxyI66vuYTmRSr9UiWooNJNrkVasRPp6wMZPPEpTz84BDc2/4Af815CmmZFK7Brmj3XmsoZApkx9a59C/M/Atl6WW1r8+//xe6L+tq1Ln/9vFDsBWz2ykbls0TFRXIcZXDW8zM6zPX2QVznV0wKjeHtjRZQ6S5Rwudsa8Gfd8gmkwYQztfR9zNKqOfaASCSGVIbGwYOnZ0oJ2XnFyNzp25yeRnyu7d+SgvV+DQoea0c2fO9MHcuamQSrmJwdEO9WAa+mFofTemtd0kEhFkMnqLOF9xc5NAoYjAV19l4rPP0hjvRycoVSKWD8JTX/QVlYsWLSIc37BhAxvLMZoYX3/4SqhFyPsF+ThaUc76uZkIVQCI9fVHXHU1hvOgPefDXY+ReCKp9nXB4wL8Pf9f9FnbW0Oklqbp3lSvLrtu0DkXubhiBk1bWhVsWzM7ZmZAAiCZwd9JhSrx6olMildzc1AiVAGAh70nPu69RGf8+6tfm2E1lsGO10Px7b9p+KRPIN7e/5jTcwkilQZ3dwny88MZzU1Pl7JasN8YDh8uRJcuD3HjBnlXKgDw9LzNmUAFDI8j5rKQsD5/UyLy82VYtiwDJ08W4dkzw60SEokIAwc6Y8gQV8yaRd6ikopPP/VD377O6N7dPK05ucYUGdl8sZqq8zwgkDZBZldZGScCVQVToRr+X3tOcyfqBA1ugrC3W+qMc/EZamFljQs+voznywFO3O1y1PydLvtSJ71pE2pljYd+AbgvlWJ6QR4SZfwphWdqVg9cTzj+IJsf93K+MTXCDz/FZuFGWgne3v8Yu0e3wtSDT1Al5+aBRxCpNDAVM/HxVWjRwnRZ80y4ebMcgYF3kJpKnPWfkyNDfr5lX5zav/8D7myeptc+hgjUV199hqNH2S2NJZcrcfp0MU6fLsbs2TUhF05OYsTEhCE0lFlsG1CTYHX5civ07KmfUKVy/RNtY2Jd1SecwFKstaYWsEyEIQAsKOI+Xi4wPRUpAYFgUnTtqq8/3sjNwVUzuZNVrW+NgYmgnePsgnnOLoyPWaBQoF0myzXctOiZlYkE/0aw0bOrYxtra/zj4wfAchOsVBjimv/8pTWE4/F53FoHtSEqC0VnqDFlRyh7azEmdPBBv2A3HHqQi7+T6sKLph58gh9GtoBUrsCs4wkoZ7mVIC9EKp+TpkSiGISE2OLpU/KC/a6ucSgu5kdcljZpaVKIRDGQyyOgXhHljTcScPCg+YLC2UqWk5bo16BALqevylAzTwkrK936tmJrMYbsHoQTo+suKuqda4ztYlNaqkDLlvdrX7dqZYeHD+lr8fbo4YgXX3TGX38xT6DRRySyLT7ZiI2l6xhFBt+spirO+/gi1Mqadt5zuQw91No8c00TPSx1B/5zJ1coleiclYGieuJO/sbNHWMdHOknahGSkYZKDssZqROcURP2c83XH41owkTUkSmVCMpgHjJUX+jcqDu8HXWt4Xcyb2Hz9XVmWBF/qZAqsO1mJrbd1L3uVMkVmHSAO1HPC5HKd+Ljq2BtHQupVDeG8csvM3krUNWRSGJw/34btG5th0WL0swqUPWhzTvr4dSoLllN++lRIWNe4mv9+sagKV0IABgxIh7Hj7OXiELUV1wbMmH76FElRKIYJCS0RbNm1BneFy+GQiSKMWiNlghfxaYhMLWepshl6GlCgaqiZ1YmNrl74FV7+rh8ALAXiSAzkTjjki9c3fG2o/7iFAAm5eeaTKCq0y0rA5d8/BDEMJGrIQrUJm7N8G7EBzrjCqWCtwK1cf/JCOg9RmNMWlaAuO+nQCHlT7UXthFEKkNkMiWGDHmKU6fqsgCHDYvHyZPsiRmuadPmPj75xA9ff236m5whtJrwBRTVlbXCVGJjj9aT1+DBT/Nr54iYqM7/mD2bPu6TTORpC019utjQzWEiYoOD72H8eA/aqg2//x6Mt95iVlmCrUz/+gCdVZYrQdzdxrbW+sgEcwhUFR8U5ONIRTl2enjRzo3IykBZPRCpVgb28WiZkWbW3793diajuNkuBtRqtXR8nfyxsM8Kwm0fHJts2sUwhCyR2NrRHV0WHMHz8z8h/dJeE6/KNAgiVQ9Ony6Gj89tZGd3gLt7HAoL+W9B1cbUApUqm5+uZaprcEcNy6m8ugLOTTTDLsTW1NZFFZs305eZ6tWL3GWhLjSNdekbyu7d+diypQlls4HRo93x1lvMj2kpcaFcYi6LbKJ/I1jrEUPYmuO4RiZEV1YiNCMNT/wbkc4ZmJOFLJ6UpTKWjwsLECCR4EVbZjHiCTIZ+mTzwwjwVCZFYHoqnvo3gj3J5yyjnvyd9GF5f+Ks/SV/fgwl+PdgxaTSTeP+kwWRWp/Q7mShT8B1To7MJC5VU3fb4Aqu442tHJglMPy/vfOOb6L84/gnadKmSfdelFGg7FKmouy9HYCKPxBUZDqRjajIkKEoCoILBREFFWUv2YJYBFqGtHTvvfdIfn+Eps263F0ul0v7vF8vXjR3zz33NGnuPvedc+dSW6skkhuoo9GDWOpkOmbQkri43EJEREf06mXc7bpnT2tMm5bA46oITNnr6UVboK4rLuKsWD8XlKtUCEpPxQeubpipcNLaZ+vJN4Z4Pi8Xf/n4oaUJ93m3zHTkCzAGt91Dd34Pe3sc8lJ7k/KVSnQTwEMPn4wLfQrjQp80uO9k7BFklwnj4aIxIRMXar0uTbuPuIMbUV2ci04zNkMR0NBhsu+qE7wmU/FFsxSphKaDnT29GDkqDh0qpCVQAaDFoAYLEh03/dCdgyH3oS7GrqxhdmPr3fs/yra8//ufB22RaolsfBJGYJrn83JpxaFm1NUJSqA25p2iQnxcUozbfgEAwGlDAaHxWHYm7vgFwM1AeNG+8jIsKhR+jP+N6moEpadin6c3nsvLMX1AE+L9IZvg6+RncN+drEgcvPczzyuih1fYcM3PdVVluPvNG5rXd75+DQr/dugyq6Guc+uxryLhqDDqPHMFEakEi5O74jjuZsfj1cMfIyqTfo/s4sQodJy+Ef/tXgxAHZNakqRdu87Onn6pJmM88QT9NXV+qZPm58YZ/cb4czZ1WRw7BzsM/mwA7fPXk5RUjZYt7U0PpMASrn4SPkCfoPRUJAYEGb0If1JSjM0Cb2VZoFSiQ0YaVrq4CVZMc0WXzHS9EI13igqxq6zUiqtiTnMTqIa8kvUkFybg82uGy1BZG58e2veV6xue1htTlvEAWRGH4dt7vPqYnmOJSGWKOa51a8xL4B6FvQwDv1JnUkbM+wZdfNtg48W9ePfPrymP+2/3YohEYvRYqI61STnzDe59v0hrjJgDkUo3v2HU3hG48NZllKaWYsxPI3Hs2ZNmn9urqyfy7jErowUATz8dh+vXqRs1EIRPq/RUtJdIcbZRgsviwgL8WG7ZVoNcUqpSYSkPNVuFQOuMNMx2csbOJi7IbR03mTvWD/8UIoqQmuSiRKy7qN9pSii0Hvea5ufbX+pXIqgn8fg2jUgFAIV/W5RlxFp0bXxCLKlG+HFKB0zd3zS7+FiTu1kJWHd+N4a17YWBrcNxIeEm5XiVSokbHz1rdL+yhp/C4YM+7Y+akmoUJ6gtW3b2dhi1dwROPH/KrHk9OrqjKJa5mzQ6uumWHGluxNTW4GZ1NcLt7fFaQT5+s2AXKYL5EIGqjdDikF/uOR+9Ah+hHHM76xa2XfuIpxWZT7kJD2T2zRPwCVfHo3p1G0pEalPEWyFFnVKFsmqlxdp7EYCkwkyEeAZi/qGPUPH+OYz5fiHOxesXzaeLIReIJXAOdtbK6D/81DGEze9q9rzeYV64tY15+z2qDH+CddkxYQ9jz8743GyLzU0gNHU6enfB648uoTX24L2fcTL2iIVXZBw62fpMybtzXiNSnYPNvy8JCSJSH/Lp2BCN5VQm0Q+Or7esEgureURlxWJKlyEA1Jn/MW/9jMjMWEz+cYWVV0aNoZJTkTTEJZ3kqoEfP055HkMsWkS/bziBe4zFuVEJSLoCs6lU9rAWdErEMalzTHcOPkrTzXdyxmS5Am1pFupnSi2AExUV+KG8FJerrNPelgqq+FI6vHb0JVTXVXO0GuFQmtqgSeQ+ray3EAtARKoBKmvZWVLN/QLxOb+1bnpJBZlo49GQId/+42co66UagutSG6GhMou5zy1103rzTSJSrY3ud4ir76el5mVDfRUJqrJ7VJUmjCH0zmhUD5d81kiWikQ45e2DdjTa5XKBBMA4R0eMc2yoSPJVaSneLy7k5fyW4kryRey+9ZW1l2ExqGJvbR0iUgm8klyUhRAP7ULgu28et9Jq1Fy71gFubresugYm+PlR37AqK0m4ilBhY4HNKcvidA0KhRh79rTG0KHOOH++BNOnJ6KoqPkVdTeFNRp21LPRzR1T5ezasXLNLCcnzHJyQrFSiRfycxFRbVuWyLmHpguySD+XSJ09ND/XlDfkOJgKLbBE6AHXEJFKsDiNC/pnlxbAY422FXT274Y7gPCFq6sdhg93wenT7Mr9aMWq8nBjy8joRrn/zTeFlcjQHKkXo43FJxvvhZvMHavPL+dsXSIRUFoarnk9YYIbCgu7Y/fuPLzwQiLLOYVnFXVp5YziRNtLcFru4op5Ts7WXoZBXMRiHHzYDCA8MwM5Stt4sPliwm6sv7gKSYXCaHBiyAtorlh0a9dX83N5Fr22OJOFRgAAIABJREFU2LYCEakEQaLr0jfXxT9kSAzOnm1vdP+pU+1w924FunS5x/ocfEDHtbpjB/d1EOnE1jYHGj+EULnhuQinea7bDPg6+eGTKx+aPRcAyOVilJWFQya7gaqqBsuSTCZGRUU4nnzSDS4u7D0KKlVPo4L12rUO6NuXv1j+/hsfw9EpDTd+Nn+/xo7h+kFUBCCFRmMHIXHTzx8AkKOsQ3hmhpVXY5plA1YDANJLUrH63DIrr4Y5ioD2KEuPMbq/5YhXND+nnrdeeJAlICKVQ0hyg3A5d860VaVzZ0fMmeNtEZFnLiIRUF4ebnLcoEHGL2QE7mDzXWciaj8YuhkZJem0BKqpzlX1JYL++isUALQEKqAOD1mzJgMrV/qbPBdbWrVysNjcjQl/PQwAIJaK4RSoQGmaut6srrDk8qHLnLlmOTnhXRc3ztbCN95iO8T6B6JdRhovDvX674mDnQO8FD5o6xGKDt6dEO7fm9bxAc5BWD5gtaDro9ZTFPcvXEPURolOL2xExPonDI6Tyl21XjcWs02hTSoRqSb4cUoHgz8TbI8WLW4jJYW6PMcXXwTjo4+C4OsbidJSYcR2btwYRCubv6ioDhcu2J6L05ZhUhLK2Dhd8bpjwh5suPQ+Egq4rXXYvbscp04ZDml55510ViJV17JPZenX3WeJMIGgh22Li+KLMPjzgWZZPekeS6fznCFu+vnDW2z7peRkIhFSAoLwdG4OrlXzUxGgqq4KacUpSCtOwYXEM5rt/VsNwTNdpkEiNi5tgt1aY8eEPVhwZCZqlbV8LJcVsQc3oOfb+wEAYqkMLq27ozhB39MRvnCf5me+6obzCe8i1ZqZqlQYKytFyk0Jk8YxPHSfFlNTq+HkdFMrJs8QcrkYJSXqMRculGDy5Hjk5PB7MXvjDR9s2dKC0TG2lPzVlKErRpkezwXz5iVzOp+Q4lF1S0J1X9CNl7JQTLEDkGSGe/9gRTl2lpbgTk0Nd4t6yFS5Aq84ObMqcfWrlzd+Li/DwkLrdR+7lHgWlxLPAgBau4dgSf/3jI79fNwufHn9M9xI/4en1TGjtrwYuZGn4RU2HADQcdqHKEm5h7jfN6GmOBcdX9gEpyBtw1nE+okG56JTOpNqzKL+QQj3d6I83lJaiVhSjcC3OHV2cEGoVye08wyFj8IPgS4t4GDnAHuJAypqylFZW4HssizE5P6H6Nx7iM+PbfIZi1SwdWOUlSmRllaDwEB6JV0GDnRGdrbahfjLLwXYti0H589zb6308JBg1iwvLF/uBxcX5taVtm3vcL4mAvdYOyQoJYU6M5tNOSkhMGDzYwCAo5MbHl5vfR4FRYAC4w+Owdm551GWyayTl6XKULERqLvKSvF+cRFq6fZwZsmP5WWalry97e2x090TPnb0r0fPyBVQAlhkRaFaT0JBHOYcmoYNI7bCVeZucMwrvV7FhcQz2Bf1Pc+ro0fcHx9pRCoAOLfohO6v7jI49v5ey9Ya33AxBZGZhts1W9LLTESqFXk+7EX0bznY5Di5VAG5VAEPRy908Oqsta+gIh+/3fsJEWlXLbXMJkdQUBQiIzuhWzdH04MbMWmSOyZN0r7YxcRU4uTJYty5U4HU1Bqkp9cgNbUalZVKVFaqIJGIIJOJIJOJ0a6dAwID7dG2rQPCwhwxdqwrHB31G0cwJSAgChkZ3FtVGiM0a5SQYFJWik0JKi5xdrZDXp5xr4CuZdSYaOVKzJpribWT2WHUDyMgthPh9EtnodSpcf3X8qsYf3AMhnwxCFnXs/HP2utmnc9cTMUP6/JDWRmWFllH8EVUV6NHljopKsY/EHKatTifkytwuaoKfwikve+SU6+hlVsbLB3wvsH9A1sNg59TALZcWc/zyuiRfeMYfHqYDiUpihOOV4NLmoxIFWoYQWMcJDJsGLEVMgkzcUSFu6MHXuo5Dy/1nAcAOBN3HL/c/ZGz+a2JW9teFps7LEydxW/uzbZ9exnat5dxsSTGxMRUIjT0rlXOzQWpAUG0+n7r3tijaqoxJieb0RyWgom45EKImjvH7NleWLcu0+x1CMXNX1dZh+KEYlxa9JfRMWwesOgcozvG1DF0BWpyXS36ZZn/GXFJ+4w0AGrran0ZKiq2uXugvUSCTSXsyvpxTWJhPOYcmgYPR0+sG/6J3v5Qr05YOWgt1pwXXufDhCNbkXBkK1oMmYGAx5/V2ldTVohbW2dAWcNNM5rGFlGhhDryLlK5shhwKUqZmqrZfHiuMndsGLGV8XFMGRYyGsNCRlvdrWguhQ/+gW/vCVqvddGtLccmBEAk+henT7fDsGEuzBdpRbp3v4fIyAprL4MXGovQV5yccd8CsXjNhQ8+CDQoUlu1srfCaozD5MGDSqDaGmUqleAEamMiqqsRlJ5KS3C/7uwiGJFaT35FHn6+vQfPdNW/Pwa5BGNJ/3ex4ZJhi6u1STn7HVLOfmfRc1BpmyUDmOVIcEWTsaSag6WfGIaHjMHTnZ+jHKNUKXE3OwqxedFILkpAWnEqKmsrUFNXAweJDM4OLvBw9EQ3v3B08QmDrxN1Ji6TrGMhEr3PdIkQrsprDB/+AABw925ndOpkHasoXZ56Kg4HD9p2i0JzWOXiSvsmSdBm9uwk7NzZ0uC+Bw+6sJ6XqTfCklZYrhOlmGbsGzv3r17eJo+Nra3FoGzhCtTGdM1Mx22/AGsvgxXnEk4huSgRix5/R29fa/e2mNXrVXx1/TNac9nyPZYJmy5Zz1tFRKqFmdR5KoaFjDa4L7ssE19d/xwpRUmUc1TWVqCytgI5ZVmIzr2HA9ir2Teq3Xg80XGKweNsXajyTefOdxEUZI+IiA4mW4/yzQcfZGDVqnTa4xu7wdm6xPlwpRsSm8bOOcBBhrDMdK0xRKzS58svc7FzZ0tcuBCKgQOjNdsjIjpCIhHhsceiKY5unjARvFSCtq89dZ3YHGWdzQhUAChQKhGWmY5IE0J1s5s73hZAEpUucfkxWHlmIdYM+0hvX8+APkgIGY0zcdZt1801hjzGQnHpU9FkRCoTMWYoVMBY+YU3HwtEO09HzDvEvGahg0RmUKBu/2cLojJvMJ7PECceHMaJB4cBABtGfAZXmXZh6B0T9uCt43NQXmM4K88WsWSB4tTUavj7R2leBwZKsWKFP+bONW0J4Yo7dyqwdm0mfvopn3IcE4Fnah5rxHXSPedSF1cscHJG58x0FCmtU7vW0u9R/Wdp6c9BJPoXaWndtKyfycnVZlk3mRwrlOoBfCYCfu7uYXIMna5NbJsGWOp3zVMqEZyeimSKB8Vn5QpBilQAyC3Pxupzy7BqsH7C1KTOU3E56Rwqa7mJ9TSFpYvu0xGjTAQrnZJWXNFkRKol+HRsCGqVKlYCFQA2jvxcb5slCwgvOfUqZvd+HeH+2glHG0Z+hlePvGiRczZ10tJqMG9esqa+pIODCJMnu2PWLG888ogC9vb0Ml6NkZBQhb/+KsPmzZmMY0x1BY2tWBXprrP+98tXKo2KNzaiLiUgCI0/tVoAPTLTkW+mAKbze92qrsa43GyzzmMugYFRpgcxQCjCU6g84Sin3E+3AL4QK2zQ+ca0lkiQUCvMovnpJan47uZOzAifrbfvkzFfNUlPpLEcHKFaVYlI1cFNJsHA1q54pqs3vv03E2fi2MX/iSCCg522i+ftE/Ms3uFiZ8Sn2DRyG5wdGhKBpGJhua5tmaoqFX74IR8//EBt5TRE45u5ULKjrdHxhqmw/LJUXZfWmAhkMl+CfyB0HyskAKL8AnjpmPOrQMryEITDs3m51l6CWeQrlfAQGy+lN0WuwIbiIh5XxIy/Uy6jh38fdPPTb/KyavCHWH1uKeM5+646Qcs62nvFYUSsHc94frb8OKUDnt9/X6/CugjU1lE+Lae6EJGqgwpAnVL9Ebo7sn97ZvVaoLettJqflpWLTs5nXP3A2B+h1E6E758OxdT997WEle7TGNPSFVwLNksLwPr5hSIuAX3RNiOf+c3uXVdX04MsBN9hBvXvV4v0VK2LtAhq6+qvXt5mrcfUsakBQdhVVsp6fqEjlO8GE7e4EKyTNQwK9LNx+Vv6d5yVn0eZGPaUo1zQIhUAtv/zscF7ZoBzIFYNXo/V55ZptulWlSnLiMWdr/Tv96bovewPiO2kcA3pyWuNU0N/bUxbRPApWIlI1aGoshZHovNxJDofH45ojcFt3Fi5+9t6hlpgdZZBYc/cmtb4j9SaT1nNmcai6EsPT5ypZB4/9YSjHLG1tXjKUY7fbMDKx1ZEjpE11CbWvSCrAIzNycZRbx8MkclwlsX7aIrn5AqUWrhbkLVh4va3lKAVgui0JLq/nxDavsbUUpeE86awsgqJpadew4cGykQGOGsbA3QtpI1LJdKl76oTyL5xDAlHPkPfVcdxa+sMVBVaPnFOBUAkAnQvRWIRc6HKF0SkUrD0VAImd/HGt0+1x4u/xTA6Vi5VWGhV3DO4tfWsaQTzaWEn0RJh9dCJkaxVqTA2JwvR/oFWEalMk7/Yuvw/e5i8Ms2IazWyRt0udIe7p6ZwOZdscnPH4OwszuclMIeNsKM6RuEvR++lvawuFusZs28kjj130trL0GCdVEfmFFYW4HbWTXT11Xf7U9Fq9Dy0Gq1upkPl4vfo1B+BA56H3KcV/t08BbXlxZpj+qw8CpHYDlkRh5BybjfqKi3jcXl+/33WMal06slbwlhFROpDjL25B+7k4MCdHMbz3c66iXD/3uYuy+K4ySSYGuaDVX8msbKILu7fAhcTi/D1k+3x8kFmQt5WcHdvsDS7utqhqKjOiqvR5ncvH3SWSg2KNFNlmhq72/tkZfDufmd6LnPW5vCwpeO5KuNW0nXFRVjuwv0DW7x/IADggQmLkxChY/EUipvf0lC52kuS+QnjoCOw7WT8xplPllMbZOofAG2Bbdc+xrrhn8DD0VOzbe6h6UbHd52zg3Zmfv69S8i/d0lrW33s6j9rxrJbMLTDD+ishY2QtKanlHeRagvtS7ngVOwxq4nUQa2H0R67fUJb3MwoRWxeBZacTMCOie0w548HtI7t5qdAd38Fpu6/j11PO2PjyNZYfDKB7bIFS9++DRfhRx9V4MQJYXRRmalwQjepFG0YWv40MZiNLKfpdXV4v7gQH7u54y2BloyxNKcqKzgXqV97eMJeJMKCgoZEO1upwkDQxpQllS0SqCtMcLkmPpnv5Ey5/0IVu2REa2XWLz/9hkanUK3BzkEBuU8rnlbVfCGWVAuRUKAfx7qk/3vYcOk9i55XIpbg2a4vmBznZG+HHRPb4VRsAb67oXZDphRV4Wx8IX6c0gGXk4qx/Zrx4vGTu3jjyU6eWHBY/XvO/DUG28a3ZWWNFXoJmzlzGpICXn3VRxAi9W1nF7zh7MK6BNOJygq8XqBdoeCr0lKkBgRBIRJjdkEeV0u1GTLruLeQj5I54kFtDX63gXjf5oiuddQaou8HT288m8fcWycUPE3EnP5og8mCcfkPsOnyasoxvZb8iv92L6Y1n26ylal9lq6byhZr5J8QkWpBTscdw/CQhotga/cQLHp8lck/fra4OLgarM16Kemc3rbKWiXOxDUI1Hr2387B/tumL5hPdvLEvEOxKKxssAHMPxyLMe1NF662NSZObGiQMGaMMOJ3N5cUYzPLvthUwpap6DXkAq2tqEXOzVykXUpHxt+200VHpFecij0OIhHi/ANRpFTqxaIaeo+JdZUfggYF4v7eaPT7oC+uvHONs45SVO7+XWWlmKlwMrr/cQfqblRChs43JtdKDTjMwdQ9uufiX1CaFo3ixCha7nahik5bgIhUC/Lr3X1aIhUAQjzaYceEPVBBRRnrwoRWbm2wpP97EIn0Lxl/xp3Agbt79bbXKlUagUonIFoXY09Tx2KY1w8VMtu2BettO3++PQYNaprxt1wgcZTAv58f/Pv5aW1XqVSI+SkWMfvphZPwDRdiwUkkwv2HMajZdXXokWW6kxCBHwIe90fX2V1w/LmTqKtWYvSPI3B86ilax5pjYX2nqJBSpALANV9/9KX5t8K28xTXuInFuGOiLepWlg/SQsXRpxW6zdmByM9morJA/XkxEaBUFlWmc/GBIW2gW25SdwzXllaLi9Sm2LGBCXMPTccXE3brbRdBpIl7uZb6F/bc+ppRof8A5yAMDRmFx4IHGh1zJyvSoEDVxZysPlMCl84fLNd1Urlk3jy1qz89vQYBAeqmCAMHUsdgEQwjEokQ+lw7hD7XDgDw5+xzKM9m1mXLkkyWU3cGMsVABxn2enoBAM5UVrKqW0uwDP79/NBzYbhGbMYfSoBTgAJh87sicttto8dxVZf094pyys5TgXZ2OObtgzE51N3IhBCDCgCuNAQqAGxsYiK1MicZaRd+0AhUplCJUFMC1hpw3U6VDcSSamFUUGHOoWn4ZMxXkElkBsf0DXoMfYMe4/S8f/x3AMcfHOJ0TkM05fqoZWUNpUhatIhCaWk4HB3V8VcbNwZh8WL++93Thc8sfbYM3TkYAPDglzjc3xtt0XOVqJRwFokxXCbDaSN1UEfIHFGiYu6afN3ZBYucGzq8PZKVgVQLxLcS2NFrSQ/4P+KHI5OOa22P2nEHj67uS3msMVHItIzVgoJ8k+1Ru0ntcdsvAF0zjecCCIW7NARqU0SlUiL1wg+8npNp9j4VIjsJ+qw4orc98djnyLquv10IEJHKE28cmwUne2esH/4JpHb2FjvPnaxIfH5tM6NjTAVDN2Uhaow//giBXK4WpJWVSiiVgFx+E1lZYfDxkWDRIl8sWuRrE+V32ApWvoRuu0khaDcpBABwZeXfyLvLfchIl4x0JAUEYZeHl8Hf64qvOjShcwZzgfBpSTF6Su3xRmE+8m0w/q6pc33DDaP7rq66RmsOQxZVpklXpyorMMJAPePGuIvFSH1YeUM3sdHaeInFuOkXQDty2xYelJsT9bVYDdFqzAK0HDXXrFJYloKIVB4prS7Bq0dfgkQswfy+C9HRuwtnc+eV52LFmTc5m6858+ef7TFkSINL39HxpuZnX99IKJU9UR/+q1L1tAmhyif1N2upQoqeb4fDu7sX7WP7rXkEaRfTcWPLLU7XVAfgQlUlBjrIsMfTS6uo/35PbwTbqS+FbCXmdB3Xfn0iFLlRCwu2HZpMHUMnLODF/DzE+gdCZiB3QJenHeV42lGOr0pL8X5xIe11WooH/oFwpLHuekyFLRD4JfzNvUYFaj0isR3C39yLm1ue19rOtvg/VxCRagVqlbX49OoGAECgSwuMaDuWlbv/Qd597IzYitLqErPXxEVsKVuEVIKqoKA73NwavsyhoXf1xojF/2qtubw8HK6ut1BTI9TGctahpqwGf7//j+Z1l5c7ofXYViaPCxwQgMABAfh3002kX+Eu8ej5vFxE+wdisIPMYDb9uFxyYyUYhqtkpbYZaYwqOcxycsIsJyd8WVqCtcVF4DOIpK+9A7708DRZYkqX5UWFiLKhAv6WgI1b3lJJU87BXWDv7Km1LenEF8i+cRy+vScgePjLmu32zp5wDu6CkuQ7WuN17/9skq3ZQkSqlUkrTsGuGzuw68YOre2Gmh5YKgmtObrzDREd3VlLoA4f/gAxMYbjF19+OQlff90SAODoKEZ1dQ8cPVqEceP06+MS1Nz5+h7ufH0PABA2ryuCh7egHN9zUTi6V3XDsWe5a/EYmpGGpIAgNLYp1KpUCMvKQFETddU39fJWfFmruUpaCkpPRUpAEKOCZ684OeMVJ2eoAPxSXo4vy0rwXw33HcymKRSYpXBGGwk7abCyqBC7bbAualOm0wzt8L/GYjjj6i/IuPqLVtxrpxmbBVVlwKoiVVeINRZhbDpTNfdKAgTmLFnihw8/DNTbHhJyB/HxxjulfPNNLr75JheHDrXF+PHq2qljx7oS9z9NIrffRuR2dVZ1tzld0HKkfqkvALBzsMP4g2OQcSUT1zcZjy1kQksBuuBJWAB/mLKKUiVLsTnOEC3SU3HU2wdhUmb5CSKoq1CYW4nCEvTNykAaSRgUNNH73jG4/drqUVpC1b/fZGRcOcDXsigRrCXVkODcMWEPEaJNBKEIudde89F6XVOjgoPDDahoeu4nTIjF5cuheOwxdR3E997jNzOXiSieMMEN06d7YOhQFygUYmRn12LPnjysW5eJkhLr3VyidtxB9E8PMPzrIRDZGbYv+ffzw/jfxuDwU8IowUOwTdhaQy1R+mlsTrZW2TJbJb2uDn1IPWBBIlW4ab0ufBBB67jgYS8SkUogCIHAwChNfKlKBdjbM7fWPf54NORyMS5dCsX775t/sf7f/zywYoU/AgKkOH26GJMmxZs1n6+vFJmZ3fS2BwZKsXSpH5Yu9Xs4LhLZ2Wy7iJtHVWEVjkw6Dr++vui91EiMsggYumMQ/pxznte1EQiW4kJVJYLSU202JONqVRUmW7Gla31spKVD1oydh8q6rvtgw6Ulni4B/Z/T/Fxw/wrl2IL7V+Deod/DV9rGAj5jUHWxKZFKrKjWpym6s7n4fcrLlejZ8z+z51GpeiI/vxbDhz9AfHwVlizxg0rVE++8k441a5gL4ClT3PHzz21M/o49esiRlRVm9c8281oWDj95DG2fCkHHaaF6++W+crX7/+9MytJCQoGN+CCu/+ZH/Wc+SS7HJ27Cby3dKiMNtXTdTTSgI4LKa+rw8kF23eq47KrYGCahIY3Hjj84BkVxRUg8noTkPy33fffrM1Hzc8yBDyjHxhz4AH3fOa633do5KzYlUnUZ034ijsX8wfg4InYJ1sCUAExM7AoA8PSM1GxbtiwNY8a44oMPArBxYyaqq5ndGBYv9jM9CMCNG+WM5rU0sb/FIf5QAsbsH2mw3a//I35wcHNAVaHxuGECwdb4pbwcv5SX4zVnFyxu1CBCCETX1mBmXh6S66zjbbmbJaxrFBtEYhGG7hiE0y+fRWVeJQZ+/DhajWmFiwsvW/7kph4qOHzo4BLBi1Rjcahz+7yJML8erEQqgR5clIYSSnkpa1sI6dCypT0+/jhLb3tY2D2oVD1x/nwo+vVj9lSbmFiFnj2Fl2RBB2WtEkeeOm7UTTZi11Ccf/0iSpKFl01MrKEEc9haUoytJcUQAdjn6Y3HHRysso5KlQpbSoqxrdT8ModUUFnrPBwl+Hx8W/wZz75eLJ/WQInMDrUV+kJ+/MExUNapcG7+BVTmqavGXHjrMhT+Cow/OAZ11XU49gx3lUyaCoIXqboEu7XG8gGrceDOXnzxzxZrL6dJY0jYCUV08oElf1fd9/aLL9TZ7QsXGhY3K1emY80a5q0IJ02KR2RkJ6hUPXH8eBG2b8/B+fMlqKxUwcPDDq+84o1Vq/whlYpQVyfMJ+nDTx6Db28f9FneS2/foE8HoKa8FieeP2XWOUxVEzkCYAflCNMeGjYVS+jMTQSxZRBCoq4KwLMGYj5DJBK8oHBCP3sHdJBKzTpHiUqJq1VVuFpdhW9KS1k3tLAUm0a1AQBEZZaZPdf3k0IhFYv0ROvEjp54pqs3bTFLp26ubuMIY6EBZRllFolHbSrYjEj1dfLHEx2noKN3Zyw4MhO1Suu4HOox54Yj1HNa+4LcnBkxgtq1t39/PiuRCjRYYkePdsXo0a5Gx0kkwo3xzIrIxvnXLmLQ1gF6+6RyCYZ/OxSnX/yT9fx8/O2zPYe533s6YksIgswUtrBGvoirrcWLCifOH1BSA4IE99DjKBUjIpUbS25eeQ38nPTLfsml2g0LTMWwMhWVTJpBUM3duEwUH1gqlpcJghWpjS/MuhfpAOcgJBcl8rwiAhvMdbM3tmby7bLn+nxUltmgIOp6iUlJ3HRwsWXreElKKQpiCuHe3k1vn8zdgcSoEgxSf/8wJnBN7WdzPiKmucFLrrYSb7mSxsl8uWWGRarCnrplqDGMtdmlY0Vl26KXT6ydNAUAzPqd8cicQ9M0X/T6n+ccmobIzBtYPvADbBz5uZVX2HxRqXoa/EdgT1ERdZ3Sxp2wmjOXl1xB/v0Cg/tG7BpqMMmKKRtGfGbSerljwh5sGLHV7HPZOuZYea3hjbI0ErHa7mNnok+6KcwtSZUaEEQ5h6n9bM5nCbaOC8GZOPaxqLrklRv2wCqk2p/X1P33tf4RrIdgLanGqI9DDfXqRJ5YLYwx4WkLSUi2xs8/52PBAh+j++fPN77PEMY+O6qHCd19Qv2c/1p2FVKFFKN+GK63b9xvo3F11TXk3s5jPX9yUQK6ysJNjksqTGQ0Lx+izNg5LNlm2d3REwUV7N9vXWxZvC4bsBoAsLT/+1h7YaWVV8MP9S1UW0okSKrlJgyvq68Cywaq2yZ/+2+myfG6bmljwjKlyLCnxc1RWwpZsy4oFYbalfIdAtAYEYBvnmqPF3+Lsdg5BC9SjV1Io3Pv4fubX/K8mgaagzi2pGvYmm58IfLxx9lYsMAHwcH2SE7Wd+2vWuXPaL6m/p7WlNWgurga9i76rrtHV/c1y42WU0avOHlueTbrc1gKa3Tq+1/Yi/js702czWfKLS9kAl1aQKVSoYVrS7jJ3FFYadjq35T40t1T8//IHP3qJEx5spMnJnfxBgD87wA9KyZda2dueY3B7boxqQTTuMkk2D6hrcUtzYIXqVRcTblk7SUQmjB8hjAkJKif8GNju+h1vereXV1C6qWXknhbjy1w8oUzGPfraIjE+i7+NhNaI/5QAqt56YpPtiLVGg+4bdzbIr4gltM5VwxcAwDo7NMNdmI71Cmbd9/2BX3fBgDMPTwdOybswYcjtrL6rAPs1K5nHzs7ZNcJ/z3tIJVCCaCzmVUGACDYzUEjUKcdiIaS44IjeUZEqm5Mqq7worKsMkmKaipsHNkaQa4OeOV3ds0VmCAokSqEJ2UmFxWq7ktU+x55RIFdu1rB0VGMN95Iwe+/F5o8lk6np6bYDao5IRL9C5WqJwoKumPIkBj/FJ+xAAAMu0lEQVTEx1fhnXf8sXChL5YtS8O33+aymjcoyB4pKV1NjmvR4jZSU7lJ0OKLI08fx2PrH4VHB3et7Z1ndoRnJw9EfMj8+5BcSE/cMnX3W4MXe8wFACzu/67Wtc3ca+22cd/BTmyHOYemYXr3l7Ft3HfY8c8nuJVp/vXHUvcBOnHGbBjQagimdpsJAFp5FE93fg47JuzBH/d/wXEG9bwXODkDAGYpnLC2uEizXWitU53FYvznF4B95WVYVFiAT9w8kBoQhG6Z6chXMitk9fbjQegR4AQAWHchBXeyzC83ZYhkY+5+mVoKeSuk8JJL0dFbjt/umb7emuOx4T1pSiQyUbDfeDy/rkj/5U4ufjvJzgjAFEGJ1ObA7dud4O8vxaBBMZBKRTh/vj1KSpQICoribQ1iMVBXRwStEKkXqjdudNRsGzMmFsePF1EcZRwXFzukpHTF2rUZWLky3eAYPz8pkpK6IiWlq03+Tfy17CrG/TIaIjvti6xfX1+4tXVFYSyz9y6n3Hbd/Y3p6tsdfYL64de7+zSCqbGIagwTgfZkp2dgJ7bD68dmAQB23/oannJvzOnzBuYdfgFKldAqbarhOoxAJpHhjX7L0MqtDdJLUrH63DKt/b/e3YdWbm0wscMkTOwwCYtOzENJtelSStMVarH2ipOzlkhlg6WE7TSFAutd1Q+GiwrVIQ1vFOZjklyOKL8AbHzYjMAU4zt44rlu3prXu29mcS5QDVlBjVlGPx0bovmZjkgVOmUZD6DwbwcA8O01HlkRh4yO9ekx2ug+Xcvy5tFtMKmLF14/GoecMsPWaa4gIpVHBg50hr+/FF5eDW0vXV1vobCwO6/rmDHDi/WxtihiuIDP35vLc5092x4AjApUAMjMrIGDww2brtBwZJLhzlT9Nz1Gy2JhSKiYEi8bRnym9VpIceqj2o3HEx2nILc8B6fjjqGqrhJTu800Kz5VLpVj86jtEIvs9MTolivrMS70SWwf/z0uJP6JfVHfsV67tWJSmQj3xvuWn34D+UYSxz76ay3kUjk+HPEZNo3aDgC4lvoXdt2gbg1xorICo2SOWtt065fSEaDGap6yFa9OIhF+9vJGmNQe0bU1GJqtHYMalJ6KX728sfhhW9ewzHTkUVhVD9/Pw3PdvBGTW4H3zlo3nEmpAipq6pBZWoO72Zax5PJN+l/70W7SCgBA8PCXKUVqy5Gv0J737ePxmk5gJCZV4ISFOSIysoLW2GPH2sLbO1Jve2Agf1ZUAPjmm5bYsCET1dU99OIfTcF3SEFzFcVcYdeMKlcln05B8PAWetuFVo+QrdiiIy6f7foCBrUeBgBYfHIBiqvUlriLiWdxMfEs5vZ5k3FdUK2a1RGf4lbGdYPjjkQfxJHog1g+YLXmmIi0q/jm3+20ziMRS+AolSPQuQWCXIPRybsrCivzsfvW17SO5xMmQr+8phyvHX2J1th3XdygBPByfh6i/AIEU1zfUyxGpJ+6mcjXZaUYm2Pci/B0rtoT4SEWI+rhMZ0z01FkRKxaWuQ05xJS+fca8nbEEnu4t38EBTF/Gxwrlso0Pyef+cb03BW1mLr/Pn6c0sGi77FVRaqxL3rfVScMllowBtPxVDC1NLz1li9eeCGR1tisrBqEhDjg9m1tUdu2rQMtoWvI0sVUxFVW9oCT002UlSkRHi7HwoW++Ogj8zMyCcJkyJAY5Od3x7Jlfli/3nApFw8PCa2YVWuj+4Ck+zpy+20ED2thMLRKLBVDWWPcomPtjlNcFZT3dw6gnOeLf7bg0Rb9EV9AP+Fh9bllkNsrEJsXrbfP0PVy3cVVAICp3Wbix6hdlHObEuxFldzVyBQ6zmIxZjk5oVum2uvRPTMdyQFBEEHdHtWa5CmVjMVyPotj6t3wzVlYWpL2z75nUCu1HDlb63XGlQO052ySllTDdb1UuLbacEyEsTpgbIUpFzUDZ8zwRH5+LaZP96QtUufPT8H58+3h6altTb1wIRRubrdMHm9OSai1awOxfLkfpk1LQFmZ+mY9cuQDZGWFYf36QHTteg/R0ZW05iLYDgUFdWjT5g7i47tg3bpAyrFt2tzhaVVARERH9Ool17ymSkCkeq3LyRfOYOTuYXrbR+8dgaNTrFdPkC+2XFlvcoyhqihU17/0EnaWPFMCVUjhEULgv4dWx/qkIyWA94sLkSIQa2pTQQhCmM/apiUp9+DcopPmdYshM5By9jvN6+BhL8Ov75Oa16Wp//G2NjpYRaQaEpd9VhxhNN7cD9ncC+SuXa3QqtVtXL/e0fTghxw/XoSyMiXy8sIwYEBD4pQ5GdW6liVdvvgiGHPmeOP33wsNCgFf30i0a+eA27c7w8FBpBnDpOi7obUwwRKxkHy2NGULX6EMCQlVEIn+xeTJ7pg61QODBztDoRAjJ6cWe/fmY926DBQU8FfqZskSP62/NRcXO6N1c6neI0OfSXVJtcHWqWKpGD49vZH9L72kqKaEu6MH1g//1OC+0uoSrL2wEgUV+Tyvin+EUD3GGPUxorp1Rr8qLcW7Lm5IDghCMBGqevAlNG3Zsntv11taeing8WcR8PizRsff/fZNPpZFG8HEpNaU2s5FcuvWFujfPxpJSdXw9o5kFKcZHHxb6zUdC6o5zJ2bjLlzkynHPHhQBZlMOzaVxILaBkw+pwMHCnDggPWLi69a5Q8fnwZvQnFxHeLiqtC2rWFLbkJCVwwbFoOMjBrcu9cZ586VYObMRAANQrXx+3B5yRWDSVR9V/bGmVlnUZHbfDwGpsIIOnh11ghYa1g2uQpzoELoFtt6gWrMWhqUnor7/oGs4lOFVraKYB2urR6FPiuPQkTRrlelrMM/a8byuCp6WFWkNo4lrSrm18Kh+1RN90L2ySct8OqrPnjttRTNtrfeSoVK1RP29jdQU2Pt6CH++OOPEEycGMfqWFsQwbawRltk7doMXL4civBwtVvJ2dkOISEOBgUnoI6rrW92MGRIDG7c6IiZ6rKURj+j2opaSBz1L2/Bw4MRva+hhZ8lrGvm1COlM57utWpO79dNjr+fexdzDk3Djgl7MLv369gZYdjiKgSEIja5+pup/33aZqShkrJ+JdAhIw2/enlTjmkMCQ8QNlzl0DDhnzVj0W3eV3D00k8urd+vC5v2sFxbnQVjSY356T2t140FLNfxG2wvdvv3t8Hkye5wcNC2Om7ZkgUvLwmqq3tYVNhwkTjF9HzG5j9xoh2GDnW22LkJTZd16zIxZYoH7da48fFdtF7rxnQb4vTLZzF67witbRHr/0XmP80nSbCLL7PSdl18w/S20RFkXArr5ogpgVpPfda8NeDCIkuEs/WJ2j4Lbm17I3DA85D7h6As/QHSLu5FUZzh668Qwhx4F6m9l/2uVeqgsQCtKS/Cjc3PANB/0uDqyWPtsC1wk7mjVlkDB4lMa5+pC+mUKfFG961YkYYVK9IojzcV11hRoYRcftPgPj7jPanOJZGIUFzcHb1738fdu/RKbxGaLmxLO3Xvfo/2WGN/j1R/p7XltUg6mYyWI4MBGF+npcWTNcXZZ39vwpv9lmFM+4k4RtHxaGzok5rxuhBxqU9zfE/4Fph8WPCEYCW0BoWxESiMjbD2MmjDu0iNWP8E36fUYsWZhqBgcwpbs8Ea7mOuzhkcbI+rVzsgIECKIUNiiEAlmA2TBDw2yXpRO+6g5chgHJ10nN0CbZzo3Hu4nXULEzpMQt+gx3As5g/cz72HkqpiuDi4INSrE2b2mAMAiMq8gZhcYWX1EpoffIjApiA0+YZK0DfJElQE20FXHOzcmYNz50y39iMQTMHHQ5uQivhbg23XPoKrzB0bRmzVCNLGlFQVY82FFVavR8okzrM5WjIJBGtiTWEvSJFqKVc/n5hzA2Z7rCVu+obmzMoKw0svJeLIEfP6ShMITCCJbOwoqiwQrLAT6roAYa8NsIwLnsSNEoSGIEUqXwj9IiRUfH3VZbcWL07Fpk3NJxGFYF24rs9LIBAIBGEjUtHMLNQ7UCQyu9YSVda+tdqiEhowVf+VSX1YAoFAIBAIzROVSmWgYbVprCpSCQQCgUAgEAhNG7YiVcz1QggEAoFAIBAIBHMhIpVAIBAIBAKBIDiISCUQCAQCgUAgCA7WMakEAoFAIBAIBIKlIJZUAoFAIBAIBILgICKVQCAQCAQCgSA4iEglEAgEAoFAIAgOIlIJBAKBQCAQCIKDiFQCgUAgEAgEguAgIpVAIBAIBAKBIDiISCUQCAQCgUAgCA4iUgkEAoFAIBAIgoOIVAKBQCAQCASC4CAilUAgEAgEAoEgOIhIJRAIBAKBQCAIDiJSCQQCgUAgEAiCg4hUAoFAIBAIBILg+D9OtkW0GIr0ygAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4-1. 카카오페이 어피치" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"카카오페이카드 어피치(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"카카오\" not in word)and(\"카드\" not in word)and(\"페이\" not in word)and(\"어피치\" not in word)and(\"어피\" not in word)and(\"거\" not in word)and(\"시\" not in word)and(\"안\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('사용', 35),\n", " ('국민은행', 34),\n", " ('발급', 28),\n", " ('계좌', 27),\n", " ('국민', 21),\n", " ('신청', 18),\n", " ('돈', 12),\n", " ('농협', 11),\n", " ('결제', 11),\n", " ('연동', 10)]" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5-1. 현대카드 발급" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"현대카드_발급(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"현대\" not in word)and(\"카드\" not in word)and(\"발급\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('설계', 62),\n", " ('혜택', 59),\n", " ('사용', 53),\n", " ('보험', 43),\n", " ('조건', 31),\n", " ('제로', 31),\n", " ('가입', 28),\n", " ('추천', 25),\n", " ('현재', 25),\n", " ('재직', 24)]" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5-2. 현대카드 설계사" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"현대카드_설계사(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"현대\" not in word)and(\"카드\" not in word)and(\"설계사\" not in word)and(\"설계\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 156),\n", " ('혜택', 87),\n", " ('사용', 78),\n", " ('추천', 37),\n", " ('할인', 31),\n", " ('제로', 30),\n", " ('레드', 24),\n", " ('지원', 24),\n", " ('신규', 23),\n", " ('원금', 21)]" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5-3. 현대카드 현금지원" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [], "source": [ "data = pd.read_excel(\"현대카드_현금지원(완).xlsx\")" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [], "source": [ "okt = Okt()" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [], "source": [ "nanum_data=[] # word만 나옴\n", "token_data=[] # tag, word 모두 나옴\n", "for line in data['content']:\n", " temp=okt.morphs(line, stem=True)\n", " nanum_data.append(temp)\n", " temp2=okt.pos(line, join=False)\n", " token_data.append(temp2)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [], "source": [ "# 불용어 Data가져오기\n", "stop_words = pd.read_excel(\"korean_stop_words.xlsx\")\n", "stop_words = stop_words['불용어']\n", "stop_words = list(stop_words)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "# 본문에서 불용어 빼기\n", "noun_list=[]\n", "\n", "for sentence in token_data: \n", " for word, tag in sentence : \n", " if (tag in ['Noun']) and (word not in stop_words)and(\"현대\" not in word)and(\"카드\" not in word)and(\"현금지원\" not in word)and(\"현금\" not in word)and(\"지원\" not in word)and(\"해주시\" not in word)and(\"영사\" not in word)and(\"시\" not in word): \n", " noun_list.append(word)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [], "source": [ "#단어 빈도\n", "count = Counter(noun_list)\n", "words = dict(count.most_common())" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('발급', 21),\n", " ('설계', 15),\n", " ('사용', 14),\n", " ('금지', 9),\n", " ('혜택', 7),\n", " ('제로', 7),\n", " ('신규', 7),\n", " ('처음', 5),\n", " ('현재', 5),\n", " ('추천', 4)]" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#TOP 10\n", "import operator\n", "top10=sorted(words.items(),key=operator.itemgetter(1), reverse=True)\n", "top10[:10]" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [], "source": [ "matplotlib.rc('font',family = 'Malgun Gothic') \n", "set_matplotlib_formats('retina') # 폰트 선명하게\n", "matplotlib.rc('axes',unicode_minus = False) # 그래프 음수 수치 오류 방지" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 340 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#워드클라우드 실행\n", "wordcloud = WordCloud(background_color=\"black\", font_path = 'C:/Windows/Fonts/malgun.ttf', colormap = \"Set1\", width=1500, height=1000).generate_from_frequencies(words) \n", "plt.imshow(wordcloud) \n", "plt.axis('off') \n", "plt.show()\n", "\n", "#colormap = \"Set1\" #일반색\n", "#colormap = \"Accent_r\" #형광색" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }