{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# **Soynlp 의 Noun Extractor ver 2()** \n", "> ! pip install soynlp\n", "\n", "1. **Unsupervised tokenizers** in **[soynlp project](https://lovit.github.io/nlp/2018/04/09/three_tokenizers_soynlp/)**\n", "1. 비지도 학습방법을 활용한 **명사 Token 추출 방법을** 익힙니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **0 MeCab() 을 활용한 미등록 명사 추출**\n", "- ! pip show soynlp\n", "- ! cat ./data/petition.csv | head -n 2 # 내용 살펴보기\n", "- 개별 모듈의 사전의 내용과 성격에 따라 결과가 다른만큼 보정이 어려운 단점이 있습니다" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "konlpy version = 0.5.1\n" ] }, { "data": { "text/plain": [ "('MeCab() 명사추출 :', ['트', '이스', '아이오', '아이', '활동', '시절'])" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# -*- encoding:utf8 -*-\n", "import konlpy\n", "from konlpy.tag import Mecab\n", "print('konlpy version = %s' % konlpy.__version__)\n", "\n", "sent = '트와이스와 아이오아이가 활동시절 박근혜 최순실의 국정농단 사태는 대통령탄핵으로 이어졌습니다'\n", "\"MeCab() 명사추출 :\", Mecab().nouns(sent)[:6]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **1 Noun Extractor ver 2() 학습모델 만들기**\n", "1. **2016년 까지 수집한 뉴스 텍스트를** 바탕으로 모델을 생성합니다.\n", "1. **어절간의 결합 엔트로피를** 계산합니다. **단어간 경계에 엔트로피가 크게 증가함을** 근거로 단어를 구분 합니다\n", "1. **nouns** 는 **{ str : namedtuple }** 형식으로 추출 됩니다." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Noun Extractor] use default predictors\n", "[Noun Extractor] num features: pos=1260, neg=1173, common=12\n", "[Noun Extractor] counting eojeols\n", "[EojeolCounter] n eojeol = 403896 from 223357 sents. mem=0.157 Gb \n", "[Noun Extractor] complete eojeol counter -> lr graph\n", "[Noun Extractor] has been trained. #eojeols=4434442, mem=0.885 Gb\n", "[Noun Extractor] batch prediction was completed for 146445 words\n", "[Noun Extractor] checked compounds. discovered 69793 compounds\n", "[Noun Extractor] postprocessing detaching_features : 118538 -> 101025\n", "[Noun Extractor] postprocessing ignore_features : 101025 -> 100918\n", "[Noun Extractor] postprocessing ignore_NJ : 100918 -> 100496\n", "[Noun Extractor] 100496 nouns (69793 compounds) with min frequency=1\n", "[Noun Extractor] flushing was done. mem=1.078 Gb \n", "[Noun Extractor] 80.22 % eojeols are covered\n", "CPU times: user 37.8 s, sys: 525 ms, total: 38.3 s\n", "Wall time: 38.1 s\n" ] } ], "source": [ "%%time\n", "from soynlp.utils import DoublespaceLineCorpus\n", "from soynlp.noun import LRNounExtractor_v2\n", "\n", "corpus_path = './data/news_2016-10-20.txt'\n", "corpus = DoublespaceLineCorpus(corpus_path, iter_sent=True) # Soynlp Corpus 변환\n", "noun_extractor = LRNounExtractor_v2(verbose=True) # Soynlp 모델의 정의\n", "nouns = noun_extractor.train_extract(corpus) # 모델의 훈련" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('잠수함발사탄도미사일', ('잠수함', '발사', '탄도미사일')),\n", " ('미사일대응능력위원회', ('미사일', '대응', '능력', '위원회')),\n", " ('글로벌녹색성장연구소', ('글로벌', '녹색성장', '연구소')),\n", " ('시카고옵션거래소', ('시카고', '옵션', '거래소')),\n", " ('대한민국특수임무유공', ('대한민국', '특수', '임무', '유공'))]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(noun_extractor._compounds_components.items())[:5]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NounScore(frequency=4317, score=1.0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nouns['뉴스'] # NounScore(frequency=4319, score=1.0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NounScore(frequency=1.0, score=0)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nouns['부산과학기술기획평가']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **2 학습모델로 새로운 명사 추출하기**\n", "1. **2016년 까지 수집한 뉴스 텍스트를** 바탕으로 모델을 생성합니다.\n", "1. **어절간의 결합 엔트로피를** 계산합니다. **단어간 경계에 엔트로피가 크게 증가함을** 근거로 단어를 구분 합니다\n", "1. **nouns** 는 **{ str : namedtuple }** 형식으로 추출 됩니다." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('두바이', '월드', '센터', '시카고', '옵션', '거래소')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# nouns['두바이월드센터시카고옵션거래소']\n", "noun_extractor.decompose_compound('두바이월드센터시카고옵션거래소를')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('햄버거', '짬뽕')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# nouns['두바이월드센터시카고옵션거래소']\n", "noun_extractor.decompose_compound('햄버거짬뽕')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('한국', '아이티', '비지니스', '진흥', '협회')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "noun_extractor.decompose_compound('한국아이티비지니스진흥협회의')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('한국IT비지니스진흥협회에서',)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 단 영어가 포함된 경우에는 엔트로피 측정이 잘 안됨에 주의\n", "noun_extractor.decompose_compound('한국IT비지니스진흥협회에서')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('복만두를강냉이와',)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 학습내용과 무관한 단어들은 구분능력이 떨어짐 (당연하지..)\n", "noun_extractor.decompose_compound('복만두를강냉이와')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('', 123),\n", " ('의', 47),\n", " ('는', 40),\n", " ('와', 18),\n", " ('가', 18),\n", " ('에', 7),\n", " ('에게', 6),\n", " ('까지', 2),\n", " ('랑', 2),\n", " ('부터', 1)]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "noun_extractor.lrgraph.get_r('아이오아이')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('', 123),\n", " ('의', 47),\n", " ('는', 40),\n", " ('와', 18),\n", " ('가', 18),\n", " ('에', 7),\n", " ('에게', 6),\n", " ('까지', 2),\n", " ('랑', 2),\n", " ('부터', 1),\n", " ('도', 1),\n", " ('와의', 1),\n", " ('와는', 1),\n", " ('로', 1),\n", " ('를', 1),\n", " ('에서', 1)]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# topk=10 으로 설정되어 있습니다. topk < 0 으로 설정하면 모든 R set 이 출력됩니다.\n", "noun_extractor.lrgraph.get_r('아이오아이', topk=-1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('있', 125),\n", " ('없', 76),\n", " ('만들', 37),\n", " ('늘', 32),\n", " ('맺', 29),\n", " ('열', 28),\n", " ('들', 19),\n", " ('입', 16),\n", " ('되', 14),\n", " ('줄', 14)]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# L-R 구조의 L parts 도 확인할 수 있습니다. 이 역시 topk=10 으로 기본값이 설정되어 있습니다.\n", "noun_extractor.lrgraph.get_l('었다고')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **3 LRGraph 를 활용한 데이터의 L-R 구조 확인**\n", "**soynlp.utils** 의 **LRGraph** 를 이용하면 **데이터의 L-R 구조를** 살펴볼 수 있습니다.\n", "1. 한국어의 어절은 **L(의미단어) + [R](문법단어)** 구조입니다. \n", "1. 문법은 사회적 약속이고 쉽게 바뀌지 않아 **closed class** 를 사용 합니다.\n", "1. 데이터에서 추출하는 **새로운 개념의 단어** 를 **L part** 라고 합니다.\n", "\n", "https://github.com/lovit/soynlp/blob/6632449319eac3e51b3f6ffbc1cf65dd7096678e/tutorials/wordextractor_lecture.ipynb" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "num sentences = 223,357\n", "training was done. used memory 1.627 Gbse memory 1.675 Gb\n", "all cohesion probabilities was computed. # words = 16942\n", "all branching entropies was computed # words = 355061\n", "all accessor variety was computed # words = 355061\n", "CPU times: user 52.7 s, sys: 823 ms, total: 53.5 s\n", "Wall time: 53.5 s\n" ] }, { "data": { "text/plain": [ "14325" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "from soynlp.word import WordExtractor\n", "\n", "word_extractor = WordExtractor(\n", " min_frequency=100,\n", " min_cohesion_forward=0.05, \n", " min_right_branching_entropy=0.0\n", ")\n", "\n", "print('num sentences = {:,}'.format(len(corpus)))\n", "word_extractor.train(corpus)\n", "words = word_extractor.extract()\n", "len(words)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "단어 (빈도수, cohesion, branching entropy)\n", "\n", "으로\t(1,634, 0.953, 5.334)\n", "까지\t( 654, 0.691, 5.349)\n", "함께\t(7,946, 0.912, 5.053)\n", "통해\t(8,471, 0.578, 5.278)\n", "에서\t(7,494, 0.604, 5.187)\n", "된다\t(2,681, 0.982, 4.675)\n", "먼저\t(1,112, 0.903, 4.665)\n", "면서\t(1,944, 0.458, 5.337)\n", "밝혔다\t(8,360, 0.836, 4.651)\n", "했다\t(7,070, 0.689, 4.795)\n", "됐다\t(2,219, 0.750, 4.658)\n", "또한\t(2,180, 0.440, 5.086)\n", "같은\t(4,429, 0.568, 4.832)\n", "됩니다\t( 247, 0.967, 4.272)\n", "새로운\t(2,334, 0.578, 4.784)\n", "말했다\t(8,345, 0.706, 4.540)\n", "관계자는\t(2,942, 0.501, 4.860)\n", "였다\t( 211, 0.632, 4.556)\n", "때문에\t(4,742, 0.696, 4.436)\n", "과정에서\t( 990, 0.497, 4.738)\n", "겁니다\t( 518, 0.915, 4.106)\n", "위해\t(8,888, 0.367, 5.016)\n", "예정이다\t(3,586, 0.607, 4.476)\n", "따라\t(3,669, 0.366, 4.977)\n", "따르면\t(3,470, 0.589, 4.440)\n", "합니다\t( 739, 0.421, 4.766)\n", "왔다\t( 674, 0.604, 4.396)\n", "냈다\t( 340, 0.659, 4.298)\n", "설명했다\t(2,055, 0.612, 4.370)\n", "너무\t(1,247, 0.711, 4.209)\n" ] } ], "source": [ "import math\n", "def word_score(score):\n", " return (score.cohesion_forward * math.exp(score.right_branching_entropy))\n", "\n", "print('단어 (빈도수, cohesion, branching entropy)\\n')\n", "for word, score in sorted(words.items(), \n", " key = lambda x:word_score(x[1]), \n", " reverse = True)[:30]:\n", " print('{:}\\t({:5,}, {:.3f}, {:.3f})'.format(\n", " word, \n", " score.leftside_frequency, \n", " score.cohesion_forward,\n", " score.right_branching_entropy))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "all cohesion probabilities was computed. # words = 16942\n", "CPU times: user 116 ms, sys: 60 µs, total: 116 ms\n", "Wall time: 114 ms\n" ] }, { "data": { "text/plain": [ "(0.30063636035733476, 0)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Cohesion score, Branching Entropy, Accessor Variety 에 대하여 각각의 점수만 이용하고 싶은 경우에는 다음의 함수를 이용합니다\n", "cohesion_scores = word_extractor.all_cohesion_scores()\n", "cohesion_scores['아이오아이'] # (cohesion_forward, cohesion_backward)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "all cohesion probabilities was computed. # words = 16942\n", "CPU times: user 106 ms, sys: 3.89 ms, total: 110 ms\n", "Wall time: 109 ms\n" ] }, { "data": { "text/plain": [ "(0.30063636035733476, 0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Cohesion score, Branching Entropy, Accessor Variety 에 대하여 각각의 점수만 이용하고 싶은 경우에는 다음의 함수를 이용합니다\n", "cohesion_scores = word_extractor.all_cohesion_scores()\n", "cohesion_scores['아이오아이'] # (cohesion_forward, cohesion_backward)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "all branching entropies was computed # words = 355061\n", "CPU times: user 5.32 s, sys: 23 µs, total: 5.32 s\n", "Wall time: 5.32 s\n" ] }, { "data": { "text/plain": [ "(3.0548011243339506, 2.766022241109869)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "branching_entropy = word_extractor.all_branching_entropy()\n", "branching_entropy['아이오아이'] # (left_branching_entropy, right_branching_entropy)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "all accessor variety was computed # words = 355061\n", "CPU times: user 4.32 s, sys: 12 ms, total: 4.33 s\n", "Wall time: 4.33 s\n" ] }, { "data": { "text/plain": [ "(32, 22)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "accessor_variety = word_extractor.all_accessor_variety()\n", "accessor_variety['아이오아이'] # (left_accessor_variety, right_accessor_variety)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **4 명사추출 구조화 방식에 따른 함수의 적용**\n", "https://gist.github.com/lovit/b873e1fbc196e0e8f383414f54b1122e\n", "1. **NonuLMatchTokenizer** 는 어절의 **왼쪽부분에만 명사가 등장한다는** 가정을 한 모델\n", "1. **NounMatchTokenizer** 는 어절의 **왼쪽이 아닌 부분에서 명사가 시작할 수 있다고** 가정한 모델입니다." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Noun Extractor] counting eojeols\n", "[EojeolCounter] n eojeol = 403896 from 223357 sents. mem=1.632 Gb \n", "[Noun Extractor] complete eojeol counter -> lr graph\n", "[Noun Extractor] has been trained. #eojeols=4434442, mem=1.971 Gb\n", "[Noun Extractor] batch prediction was completed for 146445 words\n", "[Noun Extractor] checked compounds. discovered 69793 compounds\n", "[Noun Extractor] postprocessing detaching_features : 118538 -> 101025\n", "[Noun Extractor] postprocessing ignore_features : 101025 -> 100918\n", "[Noun Extractor] postprocessing ignore_NJ : 100918 -> 100496\n", "[Noun Extractor] 100496 nouns (69793 compounds) with min frequency=1\n", "[Noun Extractor] flushing was done. mem=1.927 Gb \n", "[Noun Extractor] 80.22 % eojeols are covered\n", "CPU times: user 41.4 s, sys: 325 ms, total: 41.7 s\n", "Wall time: 41.6 s\n" ] } ], "source": [ "%%time\n", "from soynlp.tokenizer import NounLMatchTokenizer, NounMatchTokenizer\n", "\n", "# noun_scores[noun] = (score, frequency) : 학습을 위한 데이터로 변환 합니다.\n", "noun_scores = noun_extractor.train_extract(corpus)\n", "lmatch_tokenizer = NounLMatchTokenizer(nouns = noun_scores)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['오늘', '연합뉴스날씨']" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmatch_tokenizer.tokenize('오늘의 연합뉴스날씨입니다.')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmatch_tokenizer.tokenize('마파두부야채볶음')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['오늘', '연합뉴스', '날씨']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmatch_tokenizer.tokenize('오늘의 연합뉴스날씨입니다.', compose_compound=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['오늘', '연합뉴스', '날씨']" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmatch_tokenizer.tokenize('오늘의 연합뉴스 날씨입니다.')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['오늘']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmatch_tokenizer.tokenize('오늘의 ㅋ연합뉴스날씨입니다.')\n", "\n", "# NounMatchTokenizer() 는 위 함수대로 작동하지 않습니다,\n", "# match_tokenizer = NounMatchTokenizer(noun_scores = noun_scores)\n", "# match_tokenizer.tokenize('오늘의 연합뉴스날씨입니다.')\n", "# match_tokenizer.tokenize('오늘의 ㅋ연합뉴스 날씨입니다.')\n", "# match_tokenizer.tokenize('오늘의 ㅋ연합뉴스날씨입니다.', compose_compound=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "# **명사추출 및 WordCloud 실습**\n", "https://lovit.github.io/nlp/2018/04/09/three_tokenizers_soynlp/\n", "\n", "## **1 데이터 불러오기**\n", "1. **[국민 청원 데이터](https://s3.ap-northeast-2.amazonaws.com/data10902/petition/petition.csv)** 를 활용한 분석\n", "1. 특정 주제의 청원들로 **Filtering** 합니다" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(27452, 8)\n" ] }, { "data": { "text/plain": [ "('서울, 강남에만 집이 있는게 아닙니다. 부산도 지금 집값이 엉망인데 왜 외면하십니까?',\n", " '부동산 투기를 잡고 집값을 안정시키겠다는 대통령님과 정부의 의지에 절대적인 찬성을 보냅니다.\\\\n지난 정부의 실책으로 투기꾼들은 큰 돈을 벌었을지 모르지만 그렇지 않은 대다수의 국민')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import re\n", "import pandas as pd\n", "df = pd.read_csv('./data/petition.csv', parse_dates=['start', 'end'])\n", "p = r'.*(대출|집값|부동산|LTV).*'\n", "estate = df[ df['title'].str.match(p) | df['content'].str.match(\n", " p, flags=re.MULTILINE) ].reset_index(drop=True)\n", "print(estate.shape)\n", "\n", "# 특정 인덱스 문서를 Sample 로 추출 합니다.\n", "sample_index = 15 # 샘플문서 인덱스\n", "sample_title = estate['title'][sample_index]\n", "sample_content = estate['content'][sample_index]\n", "sample_title, sample_content[:100]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **2 Soynlp 를 활용한 Word Extractor**\n", "1. Word Extractor 에서 학습 알고리즘은 Cohesion score, Branching Entropy, Accessor Variety 있습니다.\n", "1. 이 포스트에서는 soynlp.word.WordExtractor 의 사용법에 대하여 이야기 합니다." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14 403\n" ] }, { "data": { "text/plain": [ "(['서울',\n", " ',',\n", " '강남에만',\n", " '집이',\n", " '있는게',\n", " '아닙니다',\n", " '.',\n", " '부산도',\n", " '지금',\n", " '집값이',\n", " '엉망인데',\n", " '왜',\n", " '외면하십니까',\n", " '?'],\n", " ['부동산', '투기를', '잡고', '집값을', '안정시키겠다는', '대통령님과', '정부의', '의지에', '절대적인', '찬성을'])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 토큰화\n", "from soynlp.tokenizer import RegexTokenizer, LTokenizer, MaxScoreTokenizer\n", "tokenizer = RegexTokenizer()\n", "tokened_title = tokenizer.tokenize(sample_title)\n", "tokened_content = tokenizer.tokenize(sample_content)\n", "\n", "print(len(tokened_title), len(tokened_content))\n", "tokened_title, tokened_content[:10]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 31.1 s, sys: 24 ms, total: 31.1 s\n", "Wall time: 31.1 s\n" ] }, { "data": { "text/plain": [ "(0 [**, 존경하옵는, 문재인대통령님께, 저는, 중국원양자원이라는, KOSPI, 상장...\n", " 1 [안녕하세요, 대통령님, 금연, 관련, 정책들이, 강화되고, 있지만, 여전히, 흡연...\n", " 2 [8.2, 대책후, 매수세가, 싹, 사라졌습니다, .., 집을, 팔고, 이사를, 해...\n", " Name: content, dtype: object,\n", " ['부동산', '투기를', '잡고', '집값을', '안정시키겠다는', '대통령님과', '정부의', '의지에', '절대적인', '찬성을'])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Preprocessing (개행문자 제거)\n", "def preprocessing(text):\n", " text = re.sub('\\\\\\\\n', ' ', text)\n", " return text\n", "\n", "sentences = estate['content'].apply(preprocessing)\n", "tokens = sentences.apply(tokenizer.tokenize)\n", "tokens[:3], tokens[sample_index][:10]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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c8tka1+AI9med5a0Tq9Ab7FOzLNCU8Prx7wCY2uYBhoc5Jo9Dq9PzxW+HOJpwleWTHkQmETNx2UaOLzXe//tOXcZfc83vGbcFtrOaGGQrar2Wgbum1zzwBiVEYXlvqSvpqqtsTPma7r4D6eZzG19d+ojo6/IGJkTP5LUTjzCv09pqZjHiNFZrwcCQWPoFGRNzHm7ejZN5V8lSFRHgYj1o3h5suRf8u+s0M0YuqnbM9ryv8PRz59VlY1kweSUFWUWsubCgzusD+Hr93/x+4Dy39zLXqH1j7maT4VodSm0xX1ycb7VPLnKhp18/Onp3I1QRgavYjaulSVwoPM3fOXvILsu0et6O9E2Eu7agk7czTqop8c/BBJNRWRVarZ55H/8PtVrLbQNa89aM+1Eqyzh/Po0Vn+8m8bKlRnJdEAkiglzCzNokQuPEavnKAol2M4ay5KjTuVJysd6vmai8SLba+t/R9XTzMZeA++Dpz1m4bRpuXtY9MP/uPsPbjywxaxvdbprZ8W9Zn5teCwLENg80CwMop+cT5veqsfc7k1UbiyRlFu+e+snCUBUQuD24I0NDutLDrxVKrYoLRansTDvG9rSjFs6b+ec3O8xY/XzbQY5dTOHJQd1Y+usBpjxwm1l/cWlZFWfe/AgIGCNuBEQIiAURUpEYiUiMVJAgEYnRGXRkqgrMzvOQ2O4os5Xf0lYT496B/6V+T2dv4/3kYvFZprSaw4IL9jkDnMZqLVjac5TZcUefsCpG2o9Ob907e32CQbc72rM97yub5us+qAPd7miPTqMjOy2fvMwC2yziati29wwL33qQF9+vXUzcmuSvq9z6n9l+IR4Sc69NpGsUka5R3B40jN2Z29iauh7ddaLK18/rNFZvPBLi08nLU9IszJe3Zz6AIBLw8nalZ69oIiP9eGzUMqvnVRUvez3dfW9vNEPUFk4VHOJUQYUUXqtabpFVJraaefZl/8GhnP1V9pdT2VidtnwsCveqs+673d6O37I+R1lQUqVBa40Qf0+TbBVAWJC31fjUunKxONVCb/WpFk0jLKpMr+KV49UnmkW4tuCN1pb6vnuztrA19XvEggSRIOK99qsQC2ILPeA55yaRo87gk07r+St7G4HyZmSXpSEWJPT0sx7WoTcYmHV6NSqd+c6Dl9SV2Z0ep4tPlKnNU+pKN9+WdPNtyciIPjx96NNKc+lR67XIRHU3O377N44lE+4nKtiPD9futjBW/7/QxSeqVt7iDVcOsuC8eWJrfRQmSCqJ55Hw5zlV8A9ZZRUSZOUa0fbgNFbryJ/pFxgQ7LgqWDqddWPV09XyFynzSg4r39/Ivs3/4uXnQfveMYydOYKgCH/UZRruC54AgCAISGUSQqMCCQz3o23PuolI5+QpCQ3yIq+gxO5zzxaeqDKZanDw/RaG6vWIBTF3Bt1LuKI5nyV8bNFfrLX00FxPUeF8PDxr9vw6cRyVdVatUZ54IxIJUEm7UySqm2LD0JCqt2GtYctNtLqCAFUR69HZwoAcGDicgYH2S3XV5vqOoDpD9XrmT/6Od1ZNqOfVVM2U1paJam29Im2OW7VGXc6tb/oH3Ef/gPs4mX+Qf3P3IBasJ7693map6XW+Oht3iRdlelW1D3NbU48Qd00CsBw/mQfLe0ygWTXJZ608Qglz9eNqJcWFtcl/8XjzATa8q+rJLlTSzM+oDJJbZP/3UH1iTZe0qZGvLm6Q65TqinERuyITuVCmK63TXPVqrI4Y2JE3nrT+xFYdb578gn9zjbIg77R7iriiK/Tya0t7L+NT3MN/v8MHhZ9x+Hx3prYezdG8C5zIT+DpFnc7dP228MKhnzg7/F2HzafTW/d6urtaxi7NeWYFHfu1ZtPVzyjKK2bbyn18NO5LFv3+FjK5tErv69pFv9VpjX4+bqRlFuDj5UpWru2/9AYMbE6xFMIG6OXXn3tDH7baV5nWnh0QEDBYEZfJVKUR6GJe2Uh7TWKmqGg+CkWFB0cidSZYNQWiWwbh4+PGleQcPp69halv3ENpqZqE+HS+WLar5gmcOHHC1rTvebL5NP7J+YNj+fvNilBsS/uRPzM3IRJETGllezjYN5cs//5mtH+4WkO1nHc7jOb5w8vMSov+mPgnD4X3qbNEUoCXGyk5BUQF++HrcXOrDZQradhTiKMmssuqd+w4CoXYHZWuBLVehVxctzCDJulZ/ajjc/x85U+6+RolmeKKrvDKsSVMihnB/c36mYTdy6l8XN+czU8zbYv80G8sR3OSiXT3ZcD2BXzT5wkuFGawM/Uc3/V9yu65U7MKrLaHBVrqS775zXN8M2sDw8Mm4unjRqd+rZm+sv5r2W9Y+gxpWQVsWv4cfR6ZT0ZOERqNjnWLLSu9XM+yhDmkll6xaB8X9RKdvXvYtYaPOn7OO6cno9arzdrnnJ/OBx2WohCX38AMaLQXEIvDCAlNQmjCW8I3IgYDaDRalMoysjILuXo1l0sXM+nV23alDolExPpNL5GUmM36tf9wz11zEYtFhIb6cGvfGOYuHOPQNV8sjmP+hcbxTtqLTCRnUeevG3sZ1XJ9QQCgTl7VLanr2Z6+ua5LahBu8enFuBaTGnUNOoOOzSnfcFl5jjfbLOPv7O0czNnJ89Hv8l1ihWLA3SFjGBoymu8uf0KgSzOb589UmYdriQSBHn627SS28Qxj421vMWL/R2j0xsTJIk0prxz9iuXd6+Z53/T2U3zx2yGOXUxhy8yKBL4LKdks2rSPW9tEWpwTX5TKU5VCE5o6Z49c4n/f/MktA9ty+VwqQ0bfyqIpPzD/19csxhbkFOPlZ5TSfPXeeUz8aBRR7a2HKB7KiavXdZczIfodViUtpH/AvYRcSzYtT7CKdm/L8ouzzBKuqqNJGqsAmWV5lOrUxLgbP+yFXSabPKs+Mk++7/k2eZoinjnyCYnKNEZH3tlga2vrHcL5gnQ2Jh9nbMtbQQA/uTsGDHT1i8AA7Ew9V6u586rY0gj2s9we9w/1YdoX45n2xXgSis/T0t3oKbxYHMdf2bu4N/QhfGVG3cG4otOsu7KSsS1e5JGXh7Li4gKKtbfiLrE/KUwQIPSa8Txl7O0E+dU8R74mj7jC0xbtAfIgOnnbX4XFTeJOL78B7Mvaadau1pdxMv9fevqVxzAJ6PUFaDRnKSr8GIm0NR4eLyIS+VtO6sRu7hxgfWvfHmO1nMjm/rz2+jBee91xJfpudPzlVZeDdeJELIi5xac/w5sZi9Lc6n8XXX1uw0Vs7m3U6MtYf+VzdAYtx/L+smnuAo3ld1Fvf/t2o3xl7gwO7szW1H9Nbafyk8gpKzIr0GIvErGIifdYSoG1aubPsokjrJxxY5KdmkdQuB/52UX4BFT/ee3ZcJjhz95u07yVk6vqiyCXMJ6vJNM3IXqm2U9baXLG6s70w8w9b9wq3nh1HwD3hJr/UuapC3nk4EyCXXwZEtyDKPdQTuQnNNgaP4/bR1e/CL6/eIgdKWcQBIE9Q4wJAXUVDy8oVlltD/GvOpYTYHPKal6NnQXAltQ1JiMVjNvvG65+z+iIZ/jl6g9Mjqk5McVWRt7VxaZxx/IOWd22Hxh4d60/s9uD7mZ/1u8W8x7NO3SdsQpubo+bXqvV/5Cb8wz+ARtrdc0biclHHeuRtIZIJOCikOHt5UpwiDctogNo3Tq01vNdiEvD188df/+6K2vcDPjLnMaqk+qJdDP3dJYbqqMiJgPG+/+Xl94nXBHNIxGTWJO8mPZePU3SbSKsx7j+l2v5nXpbQDsrI6unX2A7M2PVgIH/chMYHGLbd4etfPbCAw6dr7bUlPD05KFFJBSlVTumnMN/nGbwo73Z9OVuRr5QtUNOWVDK6gXbbDZWK+OIpDdbGB/1Zs2DqqDJGauDg3swONh8S3hzyn5cxRXB/at7v0ueuggfmfEL7WjehQZd4+Jzu1l5bYv/275PmsIQDAaL/BC7ycqzHgNak7GaXHLJZJw0dzN6tWaefpmHwp+ks3cP/GWBRLvHoqm0bV4b8otK8fZQkJZVSEiAJ0kpRqHyyGa+bP3zDMMGWN7QzhQcs2gTEOjiY9/2//X4yQKIdIsmUWl+U40vPovWoLmWOGAgJ+cxBETIZN1xcx+Hn3/Nmm6muYpsr6x1PTEeFe8rvugci+M/qNU8TZXuPaKqzcY/fcoy3MMW1q35hz59W1VbKOD5FwZRXMVD3c1GgNOzesPxwHsr2fjOUw1+3UUXppJdlm6SZrs9cAS+skAEBJ6LnmlKpCqvolYTx/LMC/0ICHZ7VgG6+7ZEKhKj0VfErh7Pv+wwY7W8GMDNVhAg+UIaVxMy6NA7hkWv/ECrLs1JS8zi7OGLDA2awG8ZywHQ6/R8MvEbIurgJGjlYXtoiL1cLD5LtHtbSnVKPCW1L7DS5IzVciYfXcSSrsYa0/c362fRX6ApNhmrAXJv2nhaxqg0BMEKT5Nn0ICBry4c4GpJXq3nS0q3XqGmJmPVGrPaL8JXFlClTNSbJ59nSdcf7Z737nHL+Hvdqzw4cQV/r3uVR1/5FoC/173K7GXbrRqrl5TxFm0RblG4V5P9bwttPTtZGKsavYZE5cVrYRECfn4/AgbKVHvIzRmPt89cxGLb5MbWJb9Xq3VNb/e/Wp3npGbatK39TflGI9jlxnivP186CcDIKOsVuP4/kZhR+/t/bUlSxjEi7FlCXCLQoydZGc+a5CW83W4FYNQRji86yYpLlrHa94Y+Rb8Ay9Cbyt6/MFe/Wm3du4hlxHqEcbqgIuEr3kbPoi1cXwygHJ1ej9gGJZFPOj9FnwDLimeNTX52ER8/9zWvLHwcQRAY/GhvU3njtj2iTTGr6jINn075Ab9gb96dO5rl09fx/PvVV/GzRlsvy3LTjmL5xVnM67SW1NIkdmast3v7v5wma6yWG6pV0dytIuM73DWQcNeG80CcHf4uh7MTaeHuz7zTvyMIAjM63l1nVYBTCWlWwwD8vNxo2yK42nM/7fI9b516gSJNAYnKBBKVCdwVbJTF8ZR6c1vAYN47M4WxUS+Zzvmo4+dVTedwrHl07w6pey30IcHD2ZG+GZ3BvPLRgezdphheIwJyl9uRu9i3TeI0Ohue2e9tYvZ7m2ocZ4vO6o1Ob7/+Fm3pua9SoFwNiAEDLUL2Uahcj79XuWSOgeyCeeQWLUUiCsTTbST+XtOgjiFK1TH14Fbg/5+xOn3lb2w7ct6ivcvEhWbHAzpGs/C5+0x9xz6zzbtpK5FusSyIe5UcdQYiRAS6NOOBsGfMxsR4dLSo8LYj3bo6S4m2jJP5iWZt/QLtDwEop39QezNj9WxBMsXaUtxrKUTfedJCji99hbe/32HWtvaNx3jk4x8ALAzYGwlvfw+W7ZkBgLKwlFEvD7U6TllQytTPKhLMJsyuWVFnw5WDZscykYTnWlovK1xXLivPM7HlLC4rzyMSRNwV/AgqXQm/pHyNnywYAcgsS+WxyJdqnKvJGqtNnXbeISztNYoW7o5L1Im/Yr1ST8sw264RIA/iww7WBdRbe3bgnXaOqWDlKBzhNRIJIgLkQaSrzLUA00uvml4XFVqPIfLwrFkP76uLk2u1rvHRS2oedBPTvkP4/wtjsr4RWVE6CfadT7CvsQJcYvrtSMXmXhG1NpGi0l+JaZaARptESs54PF1HIJPGNMia/z/xxKBuDOkWW+M4f0+3GsfUlSmx1qsCVkeMeyekIplFe466yKIt2KX25TiDXSy3f3PKimttrFZFbFhAzYNuMNw8q/6Mqip7XB1/pJuXYu7qE11nKbGqaOFmdBipdCVmSX8JxWe4r9WTAMyLs0373Gms1hI3iZwW7tbrNteWUxdTrbZH22isZpVlmCXVPBf9Gu29HBvEXs47iyw9jh99vtPKyKrxkTnG0A9yCbUwVnM1FWLUMnlFgp5en4fBoLQ5DMBNYnmDvlR8lCj3rrVcbcNha4hHQyRigW2e0BkzhzNjpv1C+f8fKSzZhIfrMC6ldcPruhr0Mkkk7i6DiE9piVjkg4frA8ikdSsE4sQ6sWEBJgOppEyDq/zGksaLqkI2qFhrucPnKrY0am3FVWz5XVmsrZtIfFNDo9eSVprHvqwzXCxOJ74olbmdnyJE4dvYSzORqMy08IVYXX4AACAASURBVJj3Dqj5Yau2HM37i21pPyERSTEYDDwQNpbWHp0p0RajELshAKU624o6NClj9asf9rNq/SH+WP8KMpn9S7vt/rl8Of9xWresfsu8qXI6wXocT1RYzQLMQJVeVWs8E137cobleqrPjuoLwOqFFdsQo++1vdxpXZUTygmUW/5/l2qV6Aw6xIIYubwi5lmjOUlR4QJ8/VbaNPejkZYxq7PP3GPWXqjJRkDAQ2rb/1M5E1pOo61nJ7vOcdLwGGttixAo/50VEAnlRxV1uGUiGRJBikSQIBFJEAsSpIIUudjlWrsYicjYfzBnXx1WpKdAuQalai8hvovx83yV7ALj7kFe8bdk5k03jdTqMskr+oK8oi8I9JmNj/vTVU1aLUP+t8Kh48rZcc8zNQ+6QegzZalpe7+wRIUgCHgoHOvQaCjUlcqrAigkdTBWJZafg1qvtTKyaaA36NEZDOjRo9FrKdNryVcrUWpVKLUqCjQl5KqLiS9MIV2VT4Yqn6yyAvSVSpnr6lja3NFsunrIom3h+S0sPL+lXq63Ne1HJrZ8D19ZAKmliXx5aTbvtluBp9SbAo0xP8dDYqkhb40GNVYLi0pZ/t1e9h+Mp0vHCCY+PYBgK2L3lXl+6g+cvVBhyI0f05evfqzQiuvQphmffWxfWcWmRpFSRXIVgfmZdlSJagjCgs23dCKbNe6To0JsWcHEgIFibSFeUnPPqFgcjkZz0u5rqHRKXMTWt/LOFf5FemkC94dZCjU7aXpEu8eyrOsPjboGW4zVqjSQU3MmopB1JcTvM4RKt3Af96drbZBWx4WCbIeOqwuvt36fSNcW9X6dV088a7PXpxy1Vseb32xjz0lj0ufAji2Z/+y99bG8ekVrsCz7LRfV3mts7VztdeoAteHf+KvkFCrrNMe04yvrdH5DEx4TbLUgQGWsFg3QlPBrypH6WFaVhLu2NMlohiqa43XNodPBqydb034ABDp49bRprgYzVtVqLS9OX4uHu5yvFj7JZ9/uYeIbq/lm0ZN4VROTUU7n9uEsnj3KdLxh6zE2f/dCfS65Ri6dSmbdvC288d0kju46xcm9Z3nqvUcAY4m0x1tOJjc9H99gbwaN6ceTsx6uslza4bPJVPUQtmXfKcbe1/OaN6fp8PP2YzbrrNYncrH1muWVq1sBiESe6HT2f6HOP/9IlclWQS4tOFuw1+45nTQOZRotH2/8kwHtojh0IZmnBnbjww27+XTcfRw4n0hyVj4jercH4K9zidzRwSgFt/vURf67eJUB7aP58/RFbokO4/YO9m+vp1UKWamK9l6drbaH+i03vc7Mn4W7YjCerhVC6GpNApfTbzM7p0XwPmRS+ws1lDM0ov62CuuKUqXm34tX8XJ1oXOLhlVP6PnSYv759EXT8Zo/j3PkwhUmDDMWi/lx99EGXY+jkFiJlVZZ8bbaikpneS+WiKzru9rCrW0i+WanuazgLTFhZj+dmLM++S+r/w/1SXJJPMklCUS4tuRC0UmKtEZloqEho9iduRkMBm4Psi3sq8GM1eem/oCPtysL3zNmq73/+v3MWbqdxyd9w6bvXqi1IRZ/OZNxL3/nyKXaTPbVHALD/clNz+eNu2Yz+s3rRIkNoNVowWBAq9ZSVqoGA1Um5M7/cU+V10nPKeL1JVuY++L9jn0DtWTWkm2m12fi09ix/xxD+rVhx/5z/L3OtmBpR1KV/FWZzhgTlZVpnukoldpW3q0qKhutzRStySxLqmL0zcul7OfJL9lW47gW/kvxcb3PdJyS/xEZhcsRBBldwm0r5pFRuJy8ki2oNIkIghiFNJZWQesB6/I0hao/Sch8AoDYoE24yStijNVaHSq1hv7XjNWVe/5Fqaq4iR9JuEKJ2vjFnJSZZzJWfd0V5ClL+f3EBYpKy/B1tz85xICBZQnzahznLvFkdETV5Yu1ukwy8qbi5nIHuYXLCAswvwd6uT1qSsJyBMv62VcVSG8wsP7SSQTg4ej6C3WZu3Evfh6ujB3UHb3BwOgFP/HTlNE8+ela3hp5O7HNjF6dJz9dy4Kx97Lz2AU2/nOadVMfAyAuJcs0pjaotebewaW/HmD3x8/hfm37f8zAph/bbg0/ueU9NddK0pWtWEvY8rdyDVu5vkrVgbOJAHz90kNmPxsSL6krYa7+RLoFMjikM7EezfCUWu74NRbzzm1ko5UQgPrmnbYVikOtPDqajiWClMFBI+2aq0GMVY1Gx+XkbIYPNffCRTbzY2vBKTKzCm0KB7BGTItA9m2eChhjVu3hzc9slyWa9exQht5qrsd29uAFks+n4Bvszcfbp3Ny71kANi/bwWcvfWsal5uez4ZFW9mwaCs7NWss5j53OYPs/Oq3M/Yfv1Rtf0Myc/LdAJyMS6FjbDN27D/HzMl3s2N/7UrM1hW1vsxqu/haVY6AwO31en2pSIZWX3uvg5PqUWuvkpL/UUWDAYrLjnAh4yGiA1YiFtWt2tWIXu1ZvPUAAF2jmtEi0DysxWCA/y5d5WBcMiE+xi9YD4UL+88lotXr6RZtuyfnVMFRctTWVT+up7dfPySC9duzRptMRv4MfD0m4CrvjZfbo6Tnvk6wb8X9r0C5+pq8lZFg34V4uT1i8zrrikgQWHhiHxmlxfQMjCDSo/aZ5NWRlldI3zbNTdds3cy6hOG4Qd3x83BlVL/OfPXHYVJzCwn1rZvGszUkIhElZRqTsapSG5OuftpzjL2nms49vCb8reipppXWXj/W2rk+Mvdaz3c9ji4GICDgIpYiFUmQCmIkIjEykYRmrn54SV3xlrrhKXXFW+ZOe68IghXeDlc1cCTnC6+yOeUfszYXsYx1fafhJ6v53tnn95pVc+whTZVMiEuE3ec1iLFaWKxCrzfg7WX+H+rtbXzyePiZLxtiGQ5FWVDCib1nadsrhqN/nDLzmN7/whDuf2EIABN7vsVn/1ivn17O9oM1G3l6fdMJ1C73rObkK1n8dsM/xVamTG+9mlF5xRZHsT65uipUTef/pyFxlXWgdfBWi3aNLotTKbfUeX69QUl85qNIRN6E+byLl+JODKjJKd5ASv4HXMoeT0zgGuzVEL2cmcecjX9SptHiqXAx7ews/HU/AGl5RRSryogJ8Wdol1g6RAQT5md8oE7KzDN54xQy+37H9mTWrJghINDHf2CV/VJJBGH+qyrGC1IzQ1UmbUlsuHVlkYaktU8gGaXFnM3LrDdjtW14EL8djaNnbAQFShWH461XTmt+7QFEEKB5oA9D3/sawORhdRRtIgJZt+8Ek+7rA8CGA6d45q6eKFVqU3xldIh9iZiNgYtYhpfUlQJNRcxukjKz1vMlVjrXTeKCu8R6+JYtxF21/sAXEeiNQiZl/V8neaivueZvjEdojaVQb0bmnN1gkfg1OvI2mwzV+mBv1v8YFV4RwlmmVyEX1fy70LhqANc+wK8XPUlMi0CTGkBV6A0GlMoyCgpLTcelpWoysgoRi2uuVuEodFodSyZ/zajXh9N5QFveGPohj79j7tK+EpfKuPbGjPvBUmOs7denFxAeaxlTteOQpai0NVKzCggNqJ0H2pHs2H+OdYvH8fCLXzf2UgAo01n3rMpFRu/G9Tqr7h5TKC4y6s3aorNajpc0kAxV1Z4RL6mzLGZ9kJq/gDJtEq2Df8NVViFKHuT5LCn5H1CkOkhO8Vr83EdVM4s5bi4yPn5sKGF+XszfYp7o9NaDxqIR5bGrj/ariBs9ftloALaPCMbbzX5PSlLJJeKKztQ4LtajnVWFi6bAkP+tsDmDP8bLn72pl0gssl6VzxGM6d+FqSu3cttbyzEYYNKwW2s+CVjz2hjahAUSl1Kzl7s6RlYyiMYO7sGkZRs5eC4JkUjgdGI6z9zVk2eGGv/dSES6BZrJHFU2OO0hUZlhdtzcrW73y4/W7bbaPn3UHcSE+jN7zS4LY/X/KxeKLB9cRze3LDZSH6xKtNR2l1XKMZl+6knmdaq5BHqDGKue7i6IRAJ5+eaZlXkFxuNAv5ot/OOnrzDowQW4usq5tXs0eflK7nhwAXKZhKAAT554uHe9rN0a5w8n0PuebvS82xjW8MGW14n792Kt58sttC3j9Nv/HWb603fW+jqO5HpFAF8vV55/ew2+Xo0To1OqswyhEBBM2dQy+a3o9fkY9IUIggiZvB852SPtMlYntfrGYettKAo1+SSXXOKyMgFvqQ/9AprG7045BoOao8kV20HtQvchlzQ3Hev0xWQXG7VirzdUy/FwuZUi1d9kFK2wy1gVCQLNA42ePi9XF8Ri27yyEpGIDYdOcyTBWHCie8sw7upie+LRppSab8gAQ4Lvq3lQI2FPtn9LT6OOclJx/ZUfVcikLH12OEqVGrlUguSa02JQpxh8rospTszMJSLAG4MBkrPyCfd3zEP/9EfvMDvu0645c8YNY+1eo/D6nHGWZUxvFGI8Qs2M1dTSXDJV+QRaEfivDqVWxYVCc4MpxiOkitG2sXJKw4W0AAzZM9Oq9qytzO86ll5+xntFhKt5jLS1ggmO4t9c6zkBijpo5tpDN98BfHN5DmNbGL9r92dttTBWbaVBjFWpVMxzT9zG59/tZfSIHgQFeFKqUrNq3UHGje5boxrA53Mtt2reesmy/Niseb86bM3V0e5W8y8oNy9Xut7Rga53dKj2vHP/xFt4VpPSrd/IH7+7O99vM5eZ2Lz3FCmZBSx73b7AZEdTnkRV/vN/KybUap7ssgz85UF1Xs/Jgv8s2sJcmyMSjNmmcnk/9PpCMjP64eo2BrncNu9LY6E36DGgR6vXotaXoTaojT91ZWSrM1BqlRRrCynQ5JGvziWh+JxV5YPr6eN/R7X9jUFNCVYp+bPRG0oQi6zHFjb3W8iplJ6oNPFkF/+Iv7v9xQ2eH9ILgE/HmRuIfVo3p09r87GDOsUwqJP9VaD0Bj1z4t7hSklijWMntZxGrEfdEgCbCl0DmgFwOie93q+l0mgZveAnNr/1FKMX/MS8p+4h0KsiJvLYpVRm/LiDqGA/fpryKO4ujtc/LddYHdy1FYO7tnL4/Mkll3nhaO3CFhRiV+Z3si/cbnz0nWy48rdZ20dnN7Cwa9WJf9aYf34TWkNFIppIEBgbXbcH586TFuLnUeEcySkquWHKq77fsf6LsBRrS3n+yHIuF5t7tL1lbqzq1XCfU1vPrmY/TxYc4lzhURbHT8dPHsyYCNsrRDZYGMCIYV3ZvvsM7y/YyoxXhrH0mz34eLvx8P22x7Vl5RTx4NjPee6J2xjzoOWWygtPDSDI3/Y4jI8m3sMd3R1/UwEIjw21mkxVmdU7LA0tgBce7MOlq9kcOHnZrP3fc8n8cfgCg3rUz7obkgxVap2NVb1BR06Z5fZUiEszs2ORyA293ljVSqezHtfW0CxP+KSxl9CkUWkuAOAisS4PJRWHIBa5o9MXU6qJa8il2cWerB02GapRbjG09bx5ti79XYy6xDll9mmV1oZDcUmk5BSSlldEQloOZ65kmCVQvXRvX166t2+9r+Nmwlo2+5GceLvmyCorYFe6ua51B+/mDomX3PXRc6bXnSctrPN8NwsqnZrXjn1rYagKCLzd/hH8rCTPNSRtPLuaxazaSoMFesplEj794BFCg70Z98p3iEUCi2ePQuHiOHf0qAe64+Nd/zWYHUV6ThH/2289hk0sFjF+uPXQhkVr9lKiapzsc51OT35RaZX/7OGy0jbZoupIKrmEzmApLh2iqKiXbjCUYTBoAaPQdWHhHBSutknxaA1qm/+VczxvR93elBMAtHqjJp9EXHVCikRk7NPpC2ycs5RU5V/kldkWJ+4Ifk392aZxI8Mcm+zT2MjFxp0NpaZ+tR1PJqaxfPshZo0ezNs/7WDaA/1ZsfMffj9hn2HlpGYMdiaSrk7cZ+ZVBbgrpP7kvIa+8zVD32kauRSNgUqnYdrxlZzKt5RSfKx5f1MoQkNxusC4O3y+6Djni46bqlYBJJXEk1Ri+99ogyZYeXu5Wt2+b6oc+zueBa+vw0Uh483FjxHVOoT3JnzHO8ufBODlkUuJO5GMWCxi7ZF3uXDqCif/ucSTrwyxaf4vNh6w0OkDkEmN/y3tooLp07GFhXc1M7eIRav/5K1GiF+9kp7P8p/2V9k/Z6p1LViZSGaxVX2m8Dj3hNZNTeBMwXGr7S3cKrZrc7KN2r4yWXcAfHyW2jz/nLO260uW669uTV1CZx/bfgcaCoW4fqRVStSnzOJOHYneYPTIiYSqt2xFgjH+SaevuZKNWlfIrpTxuEqCKdZcZVjkLwBcLtxCiFsfXK4zis/mfYPeoKW977MA7Lo6nlsCpuEtt39Hoypptco0d7O/wEBTRi42KiWodPVXVlOt1fHTvmMsGHsvrUL90ep03N+jHf3aRrHi93+4rW0L5NL6+5pTa2r33iQScZMr8mKNQBdvMlX5Zm1/ZZ2lb0DNoSon8xNZXymMwEOqYHCwYwrJbDlk6ehZPa1+KlnuGDirXuZ1NC8fXWHVUO0X0JZnW95l5Yz65Ujen7Tz6sbBnN8BkIkq7uU709cDEOthmw5z46oBNHG+nP0rs78dT2F+CV9++Csfr3rWrH/Rz5MASEnMxs3DvqDhy6k5/HbAumTVAwMqYl9fHHUbh84kodOZl7/btPcUfTq1oH/X2lelqQ3Nm/laGKRn4tNQlqrp0TGyyvOi3GM5X3jKrC2lJIlCTT6e0toHmJ8ttDRWpSKZ2Re/f8DmWs/fJ8A8kP9A1lqLtqaIWBDT228A0e6xxHi0tSg7eyMgEozbkHpD1YkN5X1iUc07KnEFPxHmNoAOfi+g1ZeyNqG7qW9I+I9mxioIiKrQObWHPZm2edmlItt3mGobt9jQiK8ZY5o6ltWsDplEzMdP3G06vr+HMREvyNudGQ/VHKddl4IAAD1fXlKr8z6dcD+3tY+q07Ubgqej7mDO2Q1mbR+eWc+y7hNqzOifdWoN+kplW8c0H4CLuO6SgmMGdDGTrxozwGgAe9eiUMfNQoYq36qh2sojlHc7PNooD0dPN59q0bbmyjIAnol6y665mpSxOv6xfox/rF+V/QF+HqYCAA1BcLgvES2NMZXq67bdf1j8O2MmD+Lwn+dZ/dkuxr9+N2uX7+a2YbY9IWz96yyzvrIuVP/EsO5MeqjiM2gR6sfOxc8z4vVvKCg2/9KeungL3dpENHjC1aff/YlcJsHHU0Fyah7PPdoXT/fqjfXHIp/j7VOTzbaRDBiYF/cO77ZbaEqGsoefklZYjQUcFTEW8XWGhl5v3HpIT2tPcMhpU7tI5GtxbmUGBD5udnwga62p7UTe70hFLrT1qvp31l5EgggBESJBhELsilwkRyaS4yJW4CZ2J8AlGE+JN14yb7ykvvjI/PCT1e0Lt7ZE+X9e8yArNPN+k2beb9Y4zl1uTJ4qLrNez1qtS6VMm2QaWxNF6iSiPI0PWhKRglbeo/CWxXIuf6XF2BzVSZp73FPjnFWh1pfx8fm3SVfVrHca6dqCqbE3hucGIKmo/rL768rMkQuY9fMUs7ayEjVyVxnvPryQV5aPx+s69ZmyEjXvPfopszdPtdpfE+VJVdfTZeJCq+03Ivc160FH70jGHlpC2bXCJwWaEsb8PR8BgYFBHbg79BZ6+LVCqVURV5TCzrTjbE87amGoigQRjzcf4JB1TR3pmHn2ZJxixskfHDKXI/io0xPcFmipfFIda5P2syz+N4twC4BwV3++7fWSo5bnEGoTrwpNzFhtaqQl55CckEFhnhKZS8XT4GMv3klWWj5xx5N5/+uxeHi5EhDqQ2pSzbIueUWlfLrWeh15d4WcJ+7ubtHu4ebCi4/05/2vLb00/55LtuMdOYbeXVqg1mgpKi4jKfUiiSk5dIxtVu05XlIfYj3bW3hX89Q5/Jt3kB6+9iU/FGryOZJ7wKJdJpLT0aubWVt+nlG1wMVliOk1gK/ft9jL6OYVhQE0hjIuFx2v0ViN8WjDkq4/2n2tmwWNLo1TKZbGZJvg31BYkaQqx11+C9nFP6DTF1rtL1JVbDG6yWveWgxzG8DZvG/xkceSXxaPWldMZul/aHTmpSD1Bi3ZpSfxkkUT7m6/ioIBAysTP7fJUBULYh6PfBaRlVrsTZUBW2r3kNIQlBRZeuEPbTtK/5G9rI4/tO0otwyqXsWlrmw9fI5hPdrUPLCJ0twtiJkdRjHj5A9m4vIGDOzOOMnujJPVnF3BS7G1f/irTFVFAa4nNqxxHuIbijx1MR+d/ZkDWdZ3aFu6hzC/69gGXlX94TRWq+HZt+7lrSdXIFdImb7E3MMWEOLNE68M4cUHFhN/+qqpfdQL1X+5vffVjioTkSaM7IOnm3UP5b392lk1VgE27D7Bg7fXX/3tyly/3d+9YwQff/E7Dw/tQo9Ozas9b0DAEAtjFeDXlLV08uqG3A79tV+u/ojWYJlk1tOvHy6V4jNrY5Rez9Hc38yOW7gZheL95eGcLvizTnM7AgPV12+qqb8u5Jfu4FKWUSS+TcjvKKSOC+D3UgxBJLiaYlcrk1NsVNtwkcagkNZsDER4DCZfncC25JG4iH0ZGmGMmdp1dbzZuOTinYS49SG37BwF6kt4yezbrt2atoHj+da9wZUZGvwAodclAzqxnS3Lf+ezKaustt83wRjPrywo4ZfF203G6sNhL/DY9Ad4fIYxFv2Xxdv58NdppnMfDnuBHaXf12ldn09+0Ox4/+nLN7SxCtA/sD1vt3uED86sQ1fJY2oLL8TczcjwPg5bT1VFAa6nobVYG5oxf883qzB2PV18ovi485N1qhLW1HAaq9XQtW8rfjgwo9oxize+aHp97O94Tv5Tff3nAyes97dtEVyjwemukFNcapmsMe/HPYQFedOzXdUxo/WFv487s6fcy5FTlrEylWnr1ZlmighSSs29wfmaXH5M/pKxLV6s4kxL/sv722r7gEDLIPKc7IcxGIwPCIKgwNNrJlKp7Vstv6V9Znbc1deYJOgpDUCpzbd2SoMwets6DqQm4SNXcPzxSRxKu8Lh9Ku82MWoIhH51VwkIhEeUrmpv1dIwxtGUnEIXSPs3wEQi9zxdx9NZtFXlKhP4iozl3UqLjsMQKDHeGunW0Ggo99EOvpNNGvtEfg2rlJjxagSbTqnc7/gjmZfodYX8nf6GwyNWGfzmo/m/cNvabbFSLfyaMPQEOsJiU2VD3o0fJJGVdw34U6TUTqh53SW/zPbrL8gu4gPH1/K+A8rCkasu7rMtM1fkF3E+A9H4XZdMZN1V5fVai2r/jCXIOzZuiLpMDXX+s6AvUS4tuCN1u87ZK7aMDikC4Eu3kz813bPuodUwZttR9I/sL1D11KVIao3GG6IxDVHUJWhek+z7rzWejhSUdXm3amD8XTobb9mdGPiNFYbkJMJ1rcFRSKBN54aVOMf2WuPDeTdFZaxrjqdnteX/MqS1x6kQ8u6VQapDXKZhL631JzJLCBwf7NHWZZgWZ/5WN4/rJd8x0PhT9Y4z8n8f6vsC5Rbvn8Pz1eRyYzb0OqyQ+TlPkNgkHVjtypeiFlh0eYq9kKjr31Vk7ry091GlYNX9xo9v1q9HvV1mddJ46dyLDOVH86dMPU3JOkFi0ktmFftmFDvNwj2rDqGKcRrCvmlO4jPHEO4zyy8FHdiQE2u0pjJ7y7vib8d1atSlH/yV5pl3PuQ8B/xlrfiz5SJdA+YjkISgIIAuvq/hgHbPrcLRWdZmfi5TfI+HhJPnm4+EaHefN71w5gYx2RyO4ohisctXu8o/Z7C3GLeG/Upz378KLHdLO9N5f3z/6jeGWErCzeal+19YlCFfritFQpvBDr7tOCx5gP45epBSrTVq1yMCO/NuKg78ZY1jJxkdqGSV77cwlcvPWSzAsTAoA4cuNPy++hGYFRkP9YkmSvzTG0zguFhNcfvf//J//hk440VV+00Vu2kXLbKGl1ujaHLrZZPK0UlZTwzew2XUnKsnvfXipdMZQKr4+4+bRnUoxVPv7ea+CvmMTslKjXjPliNm0LG0qkjaRfVNGuLt/HsyEcdP+ejc29QqDH3Su7L2smhnL309OtHR69uhLlG4ip242ppEucLT3Egew+56qpjlcZHWf/jy89/E4nY6OnQ6pLw8v7I7nX7yCyNYBexKyW6Cq/J7DOOi8mqCZ3BwLbLcaw6ewxvuQvfnztOC08fs/5RW9cwvecACtUqi/6GINjrRYK9bPeWW0Mscqd96AEyCpeTWbSC5NzpCIIIhbQ1XSMSsVcqupnbAB5pab5Ff30YwN2R5pnPQa49bJo3XZXKovgPbV7HoKBheNVBBcOJkcpb9vOeMVZp8vR1r9YQram/NpQnVXWZaC5Qn1lQ7NDrNDYTYoYyIaZxJSi/2XkEiViEu4uMzIJiDsdd4bUH+/P9a4869DpnC66wLfVf9medJbus9h5yX5k7fQPacndoNzp4O2YHdHKre5jUahjzzm1CLAhMbDUMuahqpYUl01abXofHBJsdm+b8xLGfX3Wkq64Q7GL7Tt9NZ6zq9QZEoqbjrShRaXhp/i9VGqpuCplNhmo5MqmEOZPv5clZP1GktPTqKUvVTJr7M3uWT6r1musbd4kHz0W/ytzzb1v0qfVl7M/6g/1Zf9g155Dg4XTy7ma1LzBwFzqdscqVWByI4yI4BQzXxW890aLhKlIVqcvIKS1h1V0jcZFIOZOdQX6Zyqx/1V0jUUikfHnnAxb9DYlOX0hW8SoyCr/AYNAgFQfj4dKLIM9nkUtsiwcN8pxAkGftyvrWhKskEJFQezmd1NKrLE6w7wFoU8oafGX+3OJTsxfEie2Mff/hKvveXVe9J6mm/tqisaKl7aRuFKvKEBBIysxj25Hz9O8QhVcV+R614WJxOp/GbeG/3IsOmS9XXcyWlMNsSTlMR+/mvBx7H7Ge1SclW0OnL0YkSBGuaU8LCExt84BN5zakIWoL8+JeEnB6RQAAIABJREFUY16ntTaPv+GN1az8YhKuZBOfnMWW/afpFBPK2+OahiB7mVrLlEUbOX0xrcoxM8YOtnvesEBv5r90P5M++dlqUQFlqZrNe09xf//6zXKtCxGuUVYLBdSGfgGDGBZanXyXgFhct7Ku17MozrrOZbhrw9V095a78FS7rkzbv521cRVJa4+36Wzqr9wHxtCAhkSnLyYu435Umoqbfpn2EmXFl8hV/kLn8AsNuh5r9A6u2SN6R9hXVtuvlCSyOOFjlFr7vGcGDHyX+DleUm9autuXlLasa92kdlYlfcGhnKoLe9zI+Ab/f/NW68kqXk+2ch0l6nMopDH4uz9EgPsohEpf7+cyRlJc9i/dIxLrfNXyudoGb8FNVrcSwSdS+9A2aBNSse3Z+y/eV6EeM/XBAWw7co5nFv/M+4/fxS0t7TcCKzPun8X1pg98Mj+RZw4vZd+gqh9wdfpCTl815lV4u96LAS0BHs+Qp/wFd5feeLveR2LWOApKd5rOERATHbSejIJPiQo0v0ecPpTAPztPEd4qmA69WhLSvGGUEn5KXsLoiMnsztzE7YHD6zTXDWOsGgyQkVtEUloul1Nz2P1vPBdTciy8i40Rs1kVLy34haPnr1bZ/8zw3tzR3f6KOACdWzVj5jN3MePzrRishMjN/vZ3rmTmM3FkP5pqvPmkmLf46tIii3AAWxEQGBoygqEhtleZqg0tPczlxCLdHP8QsCtjq0Vba88ONFPUXB2q3AD9KyWJQ2nmiUy7R44j2tvX1F/f6A2l6PUllGhOodeXojeUoNJcRCzyokOzQwhIUWkvkpz7Jsqyo/W+nvrkkjKezxLmUqqrXUyi1qBh2cW5TIh+lRj3Gztb3Ik5986smwKJLRgMWhKynyW/tCIzXqk+gTL3BHkl22kV8A2C4Lhy5k0VF5mEEX060CM2ghc++4VPn7+fFkE1a2hXxYGsc1YN1RCFD918Y2jpEUykWyABci+CXbyRiSQIgoBWr0Oj15GmyiO3rIjkkmwuFqdxJCee1NJcs7l0Bj27M05ye5B1Q18s8qRTxBXTcWLWOKvjogK/x8NlgOlYWYUmderlTDat2EP/4bewas6vTPvsKTreWjvbwx6O5v3F6IjJbEtbfeMaq3qDAZ1Oj05v/Fmm0ZKVV4yyVE2hUkVuYQk5BUrOXEonJTOftOxCq17EpkqhUlWtoTqkV2ueGd67Tte4s2csWfnFLFptXbd11dYjJFzJZuYzd+Hj0fQqe7Rwi+HNNh+xJvkbTtgo9VNOgDyIURHjaOVhn4BybXgkYqbZ8QNhrzv8GptSfrK8rnisTcZq5FdzTa8ndzbXk7z9Z/M62fXpWT2XZl7+113eiwCPci90uYDWtSenWsjfNCWO5x/h28TlaOq4M6DSqViaMJdno16inWfDyc85cSydo0JNr3vEmv/Nhvp51ss1UwsXk1+6G4nIi3CfGXi5DKRQtY/kvA8oVP3F1YL5hNtQfKOcI8nN6Rj6F3JJWJ3WVaZN5GTqgCr7gzzGEuHzTp2uYY0wfy8+e+GBOn3eeoOe+ec3WbR39mnBZ92er/ZcqUiCVCQh2j2YaPdguvtV5K+89N8K/s1NMBu/4Pxm+gW0tcjaV2niiEsbZNbmpbB9B1anz6dYdRAXWWskImOegiASYTDoeW3Jkxj0Bp7sNoNBj/TiidfvtXnexqZejdVf9pzklz22CQbfTKRmFfDywo1V9ndu1Yy3xzsmVGH0kFuqNFYB/j55mdEzVjHr2aH0aFc/NdzrgrvEk/FRLxNfdI6dGZut6rBWJkAexPS2n5hVqbrZUar2oTeU4qEYQlHpH4gEGW4ut/FJv8FMaW/c0vVyG0mZ5hxFpX/goRjEJ/3u4pN+DSc1JAhSRIILIkGBm/wWPOS98VIMQSFrS6n6LMevtDYbLxa5N9jaHM2KS4ttyvq3BY1ezecXF7Cky3cOma8+OJadUi/zdvGv+5ZtU+DbVyuklL548cFqRjoGg0FDRpHxQTTa/zM8XYzb4n5uI5BJwjif8QiZRd/ZZazeDIQH1C0M5ER+Ihkq852+Xn6xzO3yVJ3mXdh1PNNPfs++zDOmtjx1MUdyE7jV3/y+6CKNNfOqQtWeVWuUaRPJKFhAsPcbSOQVqhQ6rdFBIIgEFm6bxpsPfYpILOKx14bV5i01ODfdt72bi7zRrr1p7ynmfb+7Wg/w7uUTcVc4do2HV05hw+4TzP1hN3q95RdoToGStz/fyo4l9ZOg4ghiPNoQ41HzVqjBYOD0kctMf+JrUhKzURaWUlamRS6X4OqhoP+wTvQY0JqOvaIRGjj+YePVOfXidQXQ6YswYAx50RsKMBiMyQQG9AT7VOhLGo3V3xCL3HCV2+a5r0t1LW/FkBo1VNsEWy8tbA+/nb3Air//pV90JK8MrFlc3NNlQK20XaujQJPHikuLuaSMt/kcqUgKCDV6YHUGHS8cfYxuPr15PPIZpKKmtX07Yoel+L4juDzGfmNqjpXEzP9vFKr+QqdX4qUYYDJUy/GQ98BHcSd518UzNgaOiI2tirw8JTk5xQiCgJ+fOyKRgKencffQYDAgCAIGAwgCJCXnEBnhZ9O86aWWpYR95R51rjAnEgQC5JYe3zQr1wO4nPUUPm7/x955h0dVdHH4vdt303uBkAQIvffeBREBUZCmiFhAwAJiQUUURf1URFAsKNgQBBQpgigKiHSQ3ksgEEjvZTfZ9v2xJMtme7IpKO/z8LA7M3fuBDZ7z5w553fuw1fRm8vpExEJtpPH4lMfBAREghKpJIJa/rNRyVpZxaxGxoTQ737zqVtQuB+L/36V7T8f5Ju31/PQzCHl/+GccCLngMXfzfysq3S6wi1vrPp6KYirE0LD6FDGDmhLSED1eGtmL/6VX3fbLntWQuPYMI8bqiXc16clYYE+vPzpRtRFlpWd5DIJ856pWLxIeTEajRgNRgxGIxKJ2KJvYJypcsz81VNp1Mq51/fUoQQ+nr2GS2esE9bUhcWoC4tZs3QHa5buIDoujCmvDaN5B/eqD1WEUzl/V5qxKghycgrWUFi0H50+HX8v+5mdSlkr5NLKj0dylb8vXubR5T9zdpbr2dZavR6t3oBCKkEkCGQUFHIyKYXoQLPnpOEb8/lu3Ag6RFfs2NIVzuefZsmlj8nV5rh8jUwk54l6z6I36vjs4nybFdfKcjBrD6lFyTxe92kCZcEVWbJH+br3v7sa0K2GRGw63i3W2fZ4F+mv2mz/N1BQUMSx41c5dzYZQSQQHR2MTCamZw+Th/LV2WsYPaozR49e4f77O/Dll9t5Y45r3u4430irtk3XDyITSVzOurfFh2fX89PVPVbtDXys72fCed3BmJAlVm0a7QW85NaqOE071qNpR2u94V7DbCvoeIo2Ad04lrO39G/4DxirCpmEiGA/aoX6USvEjx6t6xETGUiIf804Sjx9KcVhf+fmMbwztXLjQ7q1qstnL97PjAXrSMs2ZSeLBIE5EwfSrF7lJJ6VGJzOmDRrCEPHdXM+0A6Hdp1n9qNL0en0CCKBGe+OJK5ZbYIj/JHLJRQV6UhPzmbpu5vYt+00CedTeHHcYmYtGkenvhXP0r+mPoNMpEIuUuIrrfqa0z7Kfvgo+5FT+BN+Kssv3sy8JRiM+Wj1ycgl9ZBKYhCLXPMklJdstYZP/97H8oNHCfRS0rN+LE9070iEr49b82QVquk0z35FnL+efoxw3+r9Hd+cvI5fktZgMLoeM68QK5lS7znqeZs2DY/WfZLF8QtcmuNK4SXeOv0y42Im0sKvTbnX7Ul6Rrq36cst1iAIAj7S6jvpqgqKtTrng2wgc1G03h4qaVPEIi/U2vPkafbiozB7zfKK9lNYfMauN+5WJzk5h9TUXArVxfjfVH2shITL6fywci++PkoOH3YvqbS+dwSNfWtzOtcy32Rt4l6uFWbQMiCGOqoQIpQB+Eq9CFH4IhHEiAQBg9GIzqgnvSiXnOJCkjVZXClI42j2ZfZnWKuexHqH0czftpMmwn8mCelTuZoxgwCve9HpbdsXBqOapOy3yVX/jlafRoBqKBH+L7n1M1cmY+o86bG5qs1YlUrEiEUCUokYhVyKl0JGaKA3/t5K/H1UBPgqCfRV0bRuBKEB3vjXwAShm1nyyiieXbCOI+esd7qDujXhlYf7I3ZDT7W8NI4NY9mcBxjwlMkAeGZ0T3q3rbqyaoIgIBaLEEtFSCRiNIXF6PUG4pqW3/tl0Bv4cOZqdDo9MrmE1xdPoFWX+hZjlCoZUXVDmf3ZeI7uucCrj39FsUbLgpd/pFPfigfzfx0/o/S1VCTHS+KPrzQEP2ko/tIwguSVF3tXWLSf3EJTCc9iXQLqG1n0vqqhqOQdUCk6Ixa8kYgjySl0vTRoeTmflsH4ZT+Rnl8AQHJuPisPHeeXE2f5csww2kTZ8xY4RsC0ufJWyMlRaxALAiE+VVP9xh4ZxWmsv77arWu8JN5Mrf8C0arY0rYWfm14JHYqX11ahM7o3MAp1BeUxrGKBbHT8TWN9j8tpNig58B9TxGsqN7/w8qk4zMfleu6kgIC5UUQpIT5PML1nIVcSH+CqICX8VP0IkfzF1ez5gJGQn2cVwOsKRy5Zva2+Sl60CDUfthJvXqhLFu2m5Ytozh3PoXIWgFs2HAEuUxKp071iI4JZtTITqz5+SA5OWq31/JCk/sYv3eBVfuBzPMcyHQ9BMgZM5sMt1vBTiFtRMMIs9a4vZjV5Jx56A051AtdjVQcTlL22yRmvURM8GKrseePOjfc41pWXcn2GQ0dVzcsi0eM1fnTPHPE3GJDGaMiDzBVimRr/+cJltcML6otfLwUfPzcfcxevJk/D5h2USJBYNJ9XRl/t2tVcDxFgK+Kx+7pTIG6mFH9K9cz8+t5+0L46oIiHuzxFgW5ahq3Lv8vweVzyaQlmYLe+w9vb2WolqVl5/rcNaoTa7/+m+wMz1WPuTvyadT6PDKLr6HW55Ovy+RS/mHydbbjjjyFSt4Bldz+Z0ghrTp9V7VWxxMr15GeX0DTiDBWjL+f+PQs3t7yF/suX2XyqvVsnjwef6VrXp0AldIqPGBXfAITvl9DVKA/4mrUXdubsYNVie7FagbJQphcfwYRCuvNS2v/9sjqTWNx/AKXVQTeP/s6D8VMIlxRvg1AddE4IIyjGdc5kZlMr0jnpZhvVR69s/qKOkT6PkVB8XFy1Nu4lDHDos9X0ZXafs9W08oqF6PRSEFhEe3b16VEl3Hw4FZ06lTvRj+s33CITp3q0atXI7b/5Tg8ryxxPpH4SVXkaCuvTK63RElTP08kPBsRECMIYhAE0992lFbmPWX+Lks4m0R0Q+vT1s/+qtx48H2ZW+kY2AfArepV4IaxamVI3kAplrHvLlPZuuuF2QzZtpCDg8xje//+Lu+2HUH7oFib19/MscFzbLYbMcU8Fhl0iBGQiGqmp0EmlfD2FFPJzQ1/n2Rw98qTVfrkj710qh9FyzoRiEXWHltFsIK2tc2/DH+cuEC/ZiYj79M/9hIXHlz6vjI4fzyR6fcvQqfTEx4ViFCBqmK164bi668iN7uQ3b+fZNjDPYiMtn/MnXQlg79/NalQKL08dwzZMuAOh/1VWW7VHv5eYyp1/nu//J6rWTm8cEcPJnQyZZo2Dg/h2weHs+7YaZ5ft5m7Pv2G3dMnlvsePx0xZcw+0L6VR9bsDn+kbOKXpB/LVaxiQaulThOjmvq2ZEGrpbx4fIpL8a8JhfHMOWUKtanrFcfY6EeIUFR+jG5FGRzTmKMZ1/nrevy/2lidMrhLtd1bECQ0CHFdz7Vx2I+VuJqK0arWAZtFAb7p9IzN8TNmDGT79jPcP6IDideyEN/0fHnzDcswqVmvDHV7PZt6meQKEwsz2HBtP9tTj5NYaLsKpStEKAPpFdqMwbU6EO3lfhhZSXyql9wy3jPS39K4jPB/2e4cN+uqJpxNcllnddcd/yv3uN0ZvxOfb94sHMnezfk8S8Wfhj4taR/Yy+n8NSJmteOmN1HrXXs4dA2N49OOD1byiipOZRqqxTo9x64k8UTfThhu7KLOXE/jRKI5rmXP+QQKiopRyWQ0igyhb9P6vLnWJB5dK9CPvk0rz1BNvZbFaxO/RqfTIxKLeOGDihlQMrmEJ2bfw7vTV5CZlsvkwR/w4vyxxDQMJyDIB5lcgrZYR2Z6Hqs/386f6/6hSG1KZnl8ZvUbkP8WMgvVxKebxK171bfefPZuYGrLKKiYR2LfZVNySPe6VXckBXAu7zRrbOjdusKA8MFuZfA/33AOiy68R5LGvhZzWeILzjP39Mu83+IzFOKaHRZVx9uUAHS9sPz11G9F9p+9Sla+6fMf6KOiUVQoPpWUVHszuZqdVqoAZUnK/RSN9gKxQfNcnldnyEGnT6dYn4RGdwl18VmiA9+s6HIrjF5vYMeOM1xJMBmQXbrUJyLCnHz5/vu/lr4ODPJiwsM9ynWf2qognogbyBNxA9macoz4/GSuFKaTqskmqzifVE0OOqMBg9GASBCQCGJC5H4EyLwJVfhRWxVMPe9w+oVXv4Zy7ThzFccn3jKVJdYW6TAYjMiV5S837YhYr0YEykJL37cL7ElWcTpiQYSv1FS4IcDFHBC3jdXNfacTqar8knYCgilAXyKnyKBDo9cSIPNiRpOaUUq1Opn/6040Wh1XMrKpHWiSwwjyUdE40vyfXvI6yEfF7vMJ7DhzCcmNmNmUnDz+98t2ejSKpUuc5w2CFx74nMw000PKoDdw+nCCS9n+juh1dyuUKhmLXltLWlI2r0/62uH4wBBfJs0aQveBFSsFeBszlzLMVVhqB/hZ9fsqFPgq5ORqiip0n/SCQhqFhRATFMDiXQeYt3VnheZzRlpRCj9fW8GR7INuX6sUq3goZiIt/No6H3wTgbIgZjR8lS/iF3Im74TL1xmMel47NYNhtUbTIbCr3Zi36iZcZUq0S1MXVPNKqoaE1Cw+/Plvth+zrCUvEgn89Mo4YipQUckVzqc9TtuoUw7H5Ki3k1e0z6Gxeuy68yRY941VAwajBr2hkPziQ2i0F1Frz6KSNiHc93E35zIREe7Pxx+Ns9s/Y8bAcs3riD5hLexWnLoVGDKhl1Xbob9Os/Gbv5m1tHz/D844lLWTQRGWzqrDWTtJ0lylw41wAFepEZ7VkjCCshgxMvvIWjZeO0Yj33DmtRtFlFfl/tK7S6G+iDxtIWGKgEq/l1av54Nfd1I/PIjH+3TguRWbeOWePsQEBxDi40V8aiY/HziJUiZFXaxlWPumNPXxItBLRXRwAME+lpmTlRFOcWjnOZITMxEEgfrNanH+eCKL39rA0HFdEVUwwaxjnya07d6QfdtO8+MX20lJzKSwoIjiIh1SmQQvbzkdejehTbc4OvdrilRWIz7e5WbllaWsvLK02u7/erMPCZSZN0AlRqi/UoFMbPuzE+bjXWFjFaBPg8qXHMvV5vB7ygZ2pP3hUtJTWaJUMTwW+xTB8lDng22gFKuYWv851lxbwdZU17Voc7U5fHP5M/5M+ZVhtUbR2Nfz5X8rSpjSlF+QrnHPWB0SOYIhkSM8sob9Z6/wxvI/ySvUsP29J9h35goHzyUyZYjp6P5kQgovLt3Ee48OolFUqFX/+WvpfL3lAHPHD7Tqu5nz19OZ8MEqAn2UvDPhLoJ9vTACGbkFnLqSwgPvrmDp9PtpUKvqVUQqgoAYqTgUmSQcmbgWCml9VFLXywIfuBLjsF/iU/lOr9s4JiounPiTrp/uuMu21HUMihjDzvRfOZN7BEEQodEX4i1xv8pYjXuaXyvM4lDmFfanx7M77QJpmjzGxHZiepP+yETVv9wv4zeQVZxH95CWdApqysmcS/yevJ+Xm5h3ebNPLOHuyK60D2xkc45Xjn/BvgzTLthX6kUDnyjGxdzJ78n7aeFfn96hrW1el5FXSN+m9WkXa0reeG/0XShlZvd9am4+PRrHclfLhmw6epbUXFNykVgkcPRKEne1bOiRfwNbaNTFfPfh7/z81d/IlVJmvDuKLnc0Zd4Lq9i67hAzH/qCae+MILx2xTYbEqmYrv2b0bV/Mw+t/Dbu4qhuk8FYsapO51NNx3obT55lao9OPN61PY93bc+yA0d4Y/O2Cs19M7naHGadnFbucqndg/swIupBJELFjs9EgpjhtR8gxqseSy8tcuvaRHUCH134Hw19mvJ0XM2qVKSSmP5d8oorvnEpLwvX7mTBpCEE+3mRnJVn1f/u6m18MHEwH67ZwaKp91r1a4q1SO1sym7mwzU76N+mAS+N6mOVPzCgbUPyCouYv+ZvPn3S+h6exJlx6IzKEvEXBCliQYVEFIiPohNKaRxeslZ4yareS6lO641BF2/RJlYMQBFgzp4vzn0dbYHZSeAVfg4EOQbtKUQ3JbPqi/6iKPspJIohyHxfBUGKNv8TpN6TK/8H8RC+AV6kX892PrCCNPfrSF2vxuiNBq4UnuNk7j9uz1Gt1t+BjEs8sts6QFwuktA1NI4Xm93FrtTz/HrtOMsv7bUY81mncXQJqby4y7Iczb7AjCPmh8nvyQeIVAYzNa58pfXebzWFlv6m9c889rlL14T7+xDub9axDPCyjFsb3Nq86y1rmFaGoZqVns+04R+Rcs2UDS8Si7jvkR488oK5fNtz74/iufdHMbrTHB7u/Q4ADz7TnzFT+tmcs4T05Bwe7D7X4Zjy8N3fLxMcbn2EfRvntKplyh7NUWu4mJ5JvWDLjUdJe3kpMUh/eHgUY79eSev/LWLNo2OoH1JxzdgL+WfZmvorR7P/qVCZ1HYBnRkZ9RBeEs8qk7QL6EwLvzasuvotuzPsl0+2xdm8k0w+9AAA99QaSf+w6q/37X1DXzWn2H3pIE8xZUhXnvxkLXmFReyYN5mEFLNqh95gQEAgLtJUeKH15PmAZXb/juOXyC3UOL3PmcQ0nhvRy2aiK8C4fu2Y8MHKivwoLuHM2DyTMpK8on2Vvg65JKZSq1dVBGWI5YZXp9mIoWiv1TivCJPMU2GK7fAeveYPtOpVqMKOoi/+B03WeBSB5a8EWBV8OH2Zzfa+IypfrWh/5lbO5B3FYNSRr8uzOLFzFY8bq8UGnV3lgLK0D4qleUBtUtW5RKj86RvemBYBUTTzr4X0xhH1HRFNebWFgSNZVzmelci53GTO5aZUqaEK0NK/Plt6zbdqP5B5pkLzTjz4HvH51xkXU3U13D3F4rnrSbmWhSAIdL+rBeOe7k+tWNsfws83z+Dreb9SXKRj9OS+VbzSijO8ju1Qlf8SASoldYMDiU/PZNu5eCtj9c9zpni9IC9roW5nHLp6nbd//wsBaF07grHtW/Ht/sNMXrWeVRPsV+tyRoEunwNZu1l1tWLlQr0lvoyu8zCt/ctXfcUVZCI5D0Q/RhPfFnx/ZQlqvXuJaqHycLoFuxcHVtlUzM9eMTo3jmbjG2Z9yvBAH1rWNW24xCIRBqOR89fSOXE5hX0LnuTwxescPGc6Es1XF3Hw/FVaxEaw93SCw9LNd7ZryAtLNjF3/EDqR1pvrJ5f8gsD2lbeqdZ/Hn0yhjTHCVSioHVgI4TBqE9BEJcnjMdYY+PF7fHMBw9U2707BvalTUB3JIKEa+rL/JX2i9tzVJtnNUmdg0gQmN9uVGkylVgQEBAo1Bcj6EGEgEgQIQjQ1C+Spv61EN34iBiMRgSBKv3AFBm0zD+7iuM5FxkXcycDwk07ku2ph+kU1IS+YebSZS+V8ZZGKoP5pqO1rMTn7Z5z2bNa03j23ZEEhfkycGRHu0ZqCb7+Kp4qIyniSKM1ONzPYX9V09Cnk/NB/wHua9WU9/74m6/3HWJE62b43dBTVWt1fL7LVPv5nhaux7UBnE5OY+IP69AZDKVyWE/36sLWc/EkZGbz+IqfGdLcvTmvqxPZmPQTx3MOlyse9Wa6B/dhSOT9Hvem2qNNQEfqesex/MpSTuQccekaL4k3U+o/h0r87xXgLy+vL9vClMFd+GXvaYuY0+dH9OLxBT/yzLDuFhWl9AYDb/2wlQkDOtC+QRRPfPQTkwZ1tjv/lMFdeerTtYyY+y2DOjQmwNt04pWZV8ipK6kEeCuZOqSrwzXKRQo+aWPb8+UqFQ0D+LdTkGQ/mbg4730Ugd8glvdyaS6RrC36nBcwGnLQFnzm8nX/NV5q/DEAvlJzTo9UJMdb4v7ppseNVZlIYqWzaosBf7gun+GIN1oNY2iU7RhPT/Nz4g4E4N2WT/DC0U9pE2DSKesV2trCUH29me1qE/82JFIxj754WxqqhCZ+3ct97UdtavYRUglj27VixcFjJGbn8PD3P7Fi/EguZWQx97ftXM7IIkCl5LEurnsfDydeZ9IP68jVaOhZP5YZfU3ZyN5yGUvGDGPkVz9w9Fqy28ZqsDyELG1mhQ3VaFVdRteZYNGmyX0Hhe+Lpe/z0+9F6fcGYmlT1DmvUVRgWbPbP/KqxRiA/IwH0BVZHvfLlMNQBSw0XSMNZHK9Gcw4OpFCvfMkpcdinyZEHuZ0XHVjMBq5mJaJj1xGuJ97pXnLQ566iN8OnqVDwyh2nIjnibs7I7qhydksJpxt706yuub4pWR6tqhL92YmKbaPJt/DyQT75bRVcimLnx7Ohr2neGfVVjTFps+cQiahSZ0wvnh6ROk9b1N9lBztl1CQ3BivcNsFAxwZtgCCKBC5/weo07ohVgxGqhrvqWX+qyh73F9SFKCOyv2T8WrzrEYqHWcCZhYXoNFrq2g1rmE0GhEJIkTYjk06kHnGyqNalpJQAiNQoNOQWVxxHUKdPgkAidi6IkVVkpyYydkjV+h8RzNkcucfrWeGm3Zd094eQXSc/QdtQa6a4W1nl3tdrnhoX2rimvCxI4bVfqHCczhj95FLtGxYCy+l65qenkQplfDZqKGMX/YTJ5NSafG2udykl0zGJ/cPIUDlugbok6selm4yAAAgAElEQVR/IVutoUN0bRYMv9si7i8mKIDPR9/DppPWdbWdIRPJmVLvOeadm0Oy5rrb1/tIfBkcOZyuwb1t9Do2PFT+HyBTmTLac5Ltb6S9g1Yhkdv32AG82uRdfkxcxsGsPQ7HNfBxz5gvD5+edLwGVxi5eAUarY7sQg2DWjTkxTt7MvbLlcy6uw+Nws0Ptsnfr+NYYjI5Gg1+CgUtoyJYNGaIW/fKylfz6re/MWtsP5ZtPcSY3q2Z/vl6Xh83AD8v+xXWWtWzrBbm7YJOqkgQGNq5KUM7N6VAU4wgCKjklaNdaQtnslWexpMFBlpG7vLYXJ5A5jsbma/z541Y3gtV6CGMRjVGQzJGfRr2Al8M6YNA57lSrTUFwfcNBNVIl8evvvp5aQUrdymXsao3GtDotZzOSeJSfhpnc1MIkKkYFuV6ac/N/aY77H/+n1Vsvn7CblWr6mB0tDkpaFknk/f4ckFyaVv7wEZs6TWfmcc+Z1zMnTT2tb07e7P5Y6WvvSSulaV0xMXrpqPThlHuP5Q9yfH98XzwwiqW756FLMS51+Ts0SuAqSyrI7x8lW6HBGxcsZePX13j1jU1gW/X70cuFVOk1TNuiGXgu1an57VFmxjWtwWTRnbn5jC6T1b8jZ+PkrF3t7O4ZuJrPzDj4T7ERZvisrbuO0efjpaVS2Z99AtvPOm6hzwuJIhd0zyjy7fTyTytakXQqlYEyw64dhx+M14Sb15t8i7JmuulVaAcIRbEvNX8I3ycyKroik16rNnX3SsXeDMK74kY9IkUF64ubROJw5HILb3zvlI/JsROYULsFAxGPdvTtvBjovm4uIVfGybWq1ideVd598j2Cs8xtXdnet4oHvHK2t/55ZjtmP9jicmE+noTExxAYbGWI1fd/24L8Fby0WRTKfCB7U3KLEM72y/W0rFRHTo2sq0H7aivLF6K6tlI3sY9vMJPY9AepjjvPRSBlsVAClO7oArdbdEmslXWWpAiCFLAF0Echb7YOlnrX43IsdPxTJ7l9/ajdWdatQE08nFerdBtY/XOPz+w2d4vovz1ye/84wOuq23LJ9hK1opU+js1dm9TfYzp8kZ1L+GWQK3R0mfCwtL3YrGIx0d0JTElG63OXN85J1/N3qOXWbbhAOs+fpzPVu7k8dnLGdSrGd3a1CPY/3acoiPCFZHIRQqKDLYzu2UiGV2De9Mv9C6nhqrRqEavNZXy9Y80VdrKT3dPkkhbtJ2CDPtV+LyCvkNqIwZOJIjpE3oneboctqb+Rpg8nAmxU6osbn/PsKkVnmP5/qO0qB1Ock4ef59PYFLPjqzYf9Rq3LYZj3IpPYv8omK85TJigipfx/o2NYfNK/Zy5+jbeQI1HsGxs63ECDViJE+bfaPQU/n0dcvlWZWJJKgkMloGRFHfJ5Sm/rVoFxRDoa58moX/Rp469KHFey+JgrXd3i73fEZjMerigyikzRGJHHstDQbr0AKRyPQQvppqSnKKCv2p3GupaioaBlBTUSqkPDGqO5oiLVKJmGKtKdZtz9HLGA3m46TUjDziEzOY+/RglHIp08b1JiU9lz/2nkWr1VfX8m8pJtZ7hk8uvG8Rw6oSe9EjpB99Qge4LFKtVf+MVNEPg+4SIol1yVmAwuzpFGbb30xL5b1KDd3yMDRyJL1C+gOmcIeqoqQqVUWICfJn4IKv8VXIeXFgT6tKaH+fv8zj3/1s9/rFDw6je1xMhddxm8rEABjBqDO/xmB6bywEtDf6bvwtbQJlQusWvPBD1RirQgBimXUojlF/zSpuVe43F4mq+jLqayROjNVCXR7rk77jZM5BvCQ+GI1GYr0bMSTiQVQS975PXDZWXTmOL6+x6qqX1J4uqyd4Z/bPvPj6MAAOHYjn2D8JjJ/Um8fGfEpCfBoAXt5yfv7jBb7+bBvjJ5li2WoVhvLXhMv8hfnfZ/XmGfi1UBF/PoW3Zv1EYUER014yaR/efG0Jb7eYCGA3bCBf/TvJWTPQ69MRCd6EBszGz2us3Z/l/DXrYgQlIQKFRRWPO3PG8t2zCHAhDGBgnPOj2f8CAqbCDSXyOCP6t6LoJiM0Ljq09Bi/hLBgX8be7RkZpT/2nOWPPWeZ+Vh/hvSuedWQPEEjn2aMj3mCJZc+xoiRWK/6PB33EjKR60e2Bv0VNHkf4R28ioKMh/EKXoFIZJlAoPR7DaXfa07nyk8fga7MkaFE1gnv4NV2rrDET3prehpnDuzFzIG9LNq+f9Qc89Y9LobTc1wPayjRl/0vUEcVy4uNynFqpTuHIb2mJsKKEYWf4oePtnDpjGWox9tTvrEaPXPRQx69u0gSg8j7Sav2sslYrnIrFQTwBIITY/W7hA+JUtVnVpNPSzfWm5JWsOzKQh6va62O5IjqLwmF4zCAqkIqtV2pxNtbwe97TaEI0x63bSj37NeUl9+0Lg7wyQebeeqFQQQEejFn5mradazn9roKi/ZwLf0RwGS8GIz5JGc+h0jwxUdV/eLfVc3UOfcy6F90PDS0T3Ne/nADOr2BuU8PZuOOkxb9e49eZtr/HHvB9yx/tkJr6Ne5oVsxq7cqbQI6IhVJCZQFU0vpWvxhCQbdZfIzx6EK+BCROAqF38sUZD6CT/Baq7FGQyZ5aYPwDTNvDJV+byGSmO9pyyjNT/dMmdGazLXsXPp9sMSq/efJD1gkWDV+1VrT2h0j9ja3CCJfQKBtz0bUb167tPmOER3Iz1Gj1+nxC6oaybjblAPBcTLtpYKzjI1+2uIEqGfI3bxz5mm3b1UjjNXK5vs37MeHlRAQ5E1mRj6jBplicseMd12G6K8/TvLXH2Yj47ufnyIswh+tVk+L1iZvaUzdUFJT3c38N5Ka9RKgRxAUBPlOIzv/K3T6ZFKzX8VbOQBBsO0ZCgswVYtKyXrRZn9Zfpjr2R3rrch7b67n903HHI4Z+UAXHp3sOeF1P28lH79yf+n73h3iEAlCadnSTi1j2LP8Wa6l5hDgq0R1I3mjWKsjKS2X6Ejr8rVarZ6cAg1pGdYlJsEkH5RfUER2XiFXkrJsjvEk3evFcHZWxQyNB9q34oH2lkH45ZmzuZ/rSaA3I5LUxitwKWKJSXJFKu+NRNaFsseX9hBLLU877HlW/+3U8ve1MjrHLbU23MuOOZOcVqnruk01ITKFgcS1sE5WPLD1FFt/PsgLH42z6rtNDUFwHIbUNqA7PyZ+Qf+w+wiRm1Q2VicupoVfR4fX2aJGGavVlflfkF+EXqfn8sVUft/7amkYAEB+vob+nUzr8vK2/o+JrB1Y6nkti0Qq5tjhBAICvbh8MZXQUNfi4kpIzZ5DkfYs3sr+1Ar+GoAg3ydJyXqB7PzvSMmaSXigbb1af2/TL7irxqonqcwEq49fXeN2ln9NKi5gj7snf8aqDyYQHuzLsKe+4JWJdxIVbj7qXbT8L7btt5Q+aVo/gi/njAFg8mjz5koqFRPs72Uz8apECcDXW4Gvt4I6EYH8tsu21uBtbkZSaqiWIDj4ojboE63UApR+byH3sr9xNhmvOmrY17JDYr9/m0tjZ7o8/lp2LlOXr+fnyebj+28nWHuUzySnWXhab359m38PgiTObl+T9nV5e6p1KEBlodPp0Wr1KBRSBEHg53WHWLhoC717NubVl4dw78iPycoqYP57o2nV0r2TGVHwRpJTchj94GdIpWJ+3zgDoEJzVgnGYgwpzez3C47DkUZETbRqGx9TvpPAGvWt6GqZVvCcYavXG/jovY1MmzmYF59ahsFgRCQ2Z9d+sfwJq2sUSrN+3tWEdB4Z+YlF/5KVk4mKDmbytAHMfeUnCguLmP7SYAQ3haGLio8DWB33eyn6kp3/HUXas27NV9nccW877ri3nfOBt7HgxPnr9O7QgBfmrSPAV0XnlrF88sMOOrWMsRi36JX7adPEZAAlpmTz2qJN1bDa25TFO9hy8ySIAp0mULkam/pv5ExymtUx/+zBfRnVvkXp+2GfWFdzOvHa0xY6vLf5FyC2L76v8pajKfB80nZOjpp7Riy0279q+WRCgt1L/lGri7lrqHXoCoBCIeXX9RVTL+rd33Ud8BLj2iMY1Q46BRBVnRKNR43VSJW/RfUqgG39a3YSzZmT1+jcvSFyhZQ3PxjDscOXkYstxZw/eGsD947sSEw9U5LLqIe6uTR3vQbhLF01pdxrK9bFA6CQtrRol984UtTpy59RfCtRHp3VW4XsPDVfr93H+88N49v1+9EUaXn0vi4kZ+SSnafG38ccEzTlzVUW1zat75kiEP+FeNXb1AxshQHY4nZ86n+EG8bqvj9P2uw2Gm2L7HsKkUhALpcikYjIy9MgEgkEBd6OkS3FaFvuDwCRD2A716cyqBLPqhHHNV+qUzO16U2xMl7ecjp3b8ihA/FW4x4f+1np6y49GvLau+YM1juHtGb6S55PdjIYTDGHEomlUSIRm4xmvcF2TOJtbh38fZS8/5xJheLmIgCRIZaSPm89U76d8uevjSr/4m5BUgv/5HCKKbtXEMRgNNI6bBHxOV/QJOgVfGTm2NHzWR+SlP8rRfpU5OIQIrzvIi7gmepaepXRJagn9bwaVvcyblNjESz/CGXeIwLEIEgACQjiGxJGMlMMoyBDQI5Rfw30TrLqJSZj9bcVtsX0O/f3vDqJn5+Sbb9bVhs8eOgyz724ksjIgAqXxi07tydwdU53PLCu4cBYFfzs91UCLhuryy/+wxdnzWXRjMC8DsP45PTfLOk+prT9oR3L2JN6qfS9VCTm2x4P0ja4/NVeqpo27evSpn3d0vfTXxrs0BjdvP4wm9cfLn0/Y9ZQ+g9qaXNsWdkqRxhu7GpEZeQhSpKqjMbburbVyYor61mT+Ctgqn40v9UsIpRhzDr+Po/UHUWMlym79cerG1l3fQth8mCebfiYzTG38Qyhqr4MiDWVnjSiZ1tCd3zk1lJuANmao7QJ/wSVpDaFukROpb9eJWvU6NWczjtOWlEKmcUZFOjyyNflkVqUgtagRW/UoTPq0Bt1iAUJEkFS+rdK4kWYPAJviQ8BskCC5aGEyMOIVtV1fuMb1PduRH1v2/8m9mj/00Jyi20/uBqusD71OD7yWV7cu4mNCfbjoc+Ortmnbv8aJA0QhbtfsrjCZD+D0YmxKohNWsWvfvlIVazILleuZABQv16ok5H/MRx6VmuosTqmXlvG1DOV9fzo1A70RoPNcV90G82hjKusTzhOfF46OVoNESr3EotuJaKig+0mWFUUiTgUnT6JYm08Mqk5EF2rS7zRH1Qp99XrDdzZ/a1KmdtTbNn9CgB1F9pOMHOF+KcqJvk0us4QRtcZQrImjddOzCdCGWY1ZuH5r2gb0JzvOpqKREw7Mof5rSrn83IbM/nF5zmUMpUOkd9xJOVpcoqsVR5EghQREkCECAkiO8oa5SFbm8XR7IOcyj3G8ZzDzi+wg8FYjBbzpjRbm8l1tfPwH4kg4e7I+2jh15ZwRaTT8c54oEEbNDqty+PFgsAdteOo422qVrPg+E4Anm7erfS1J7jH5zW2XLhA/aAgJnZoz8rjxxnZvDknUlL4+aTZUG4QEkSIyos+9UxG/anUVJb+cwiFxPQIHN+mNfWDTN+nC3abJcdOpaYysnnz0usqk+eOTaJAl1/hebT661xOuQeFrDEiwYdaQR8DcDn1HsID5qKQNiUp6wWy8k1xwYIgwWg00CTqqsUYgFNXa5XOq5A2oW74Fq6kjaVOyPdO12Es2u6wX5D3BbHpOzP+5DWn86l8FYRHef6ZZzQaWbbC9H/+yEOuqwBVJZ73mLqGUZ9st09wEG9cGbgdBvDj5SNsuXaGVX0mcDIrib9TLtLgxzf4vOsoekfEMe6vb2kRWIsRsa1JVufSJTSWKXtWc290S+6Nse1tvI1tZJK66PRJaLTHLIzVIq2pnrZUXAOzB6uY6Z27Vtu9jRj5O20/q67+wpjoe1iTuJkhtfpZjEnVpFNLGV76vrbSM3GmN3NHlzc9PmdNo0fvxsyaa61lXBatIZuruatIzPuR1mEL8ZbWo1PkD+xLshaP95bFcSB5AsX6DGTiIMK97qzQGosNRRzK2se+zF2cyzuFkcqNt3OEzqhj7bWVrL22kjqqWDoEdqF9YFen5WTt8XRz1+L0b2ZgnUYMrGPy4JYYqM+06O5RY3XtqdN8MnQwH+7azaHrZlH5ZmFh/HXpMpM7dWTtyVMUGywrvaUXFNIoJIT7mprKhPsqzKdXCVnZRAeYjOy4oCDq+FetB6miZOQtJsB7HMG+U7mUMghN8TEUshYWYyIC/kdEgMkA0hsyuJRi++QwNmwTSllLtPokrqa5KSFlLHTcLzWvadGsHy26Th28RJN2lhXimnesx/gXPB9f/8/hBLKyCqhXN5TatQNZ/sNevlj6l8fvc0tiyLTfJypf2dTy4rKx+uf1cyy7eACZSMw3PR5AITZd2j2snkUYwA+9Hy593X3jh6zp+yjLenpGJ23iuC+Iv5DikblqMpOnDWDYiPYoZC0oLNpFXuEGfFXmB3WB5k8AZFL3jvL+jUxtXz3alBp9EbNPfEBtVTivN5tOkCyA5VfWkVhouRM1QmllKnPLbdxFKnMtkD8h53vEIjldaq1BInKcKNEw8DkaBj7nieWRq81hzqnnKdQXeGQ+T3Kl8BJXCi+x9toqOgZ1Y2yd6j1y9SRNw0zHtp3rRHEiJRW5RMyOS5fpERvDpcws9AYDCdnZRPj6sOzIUYr1eu5sYNr4H7iaSJHOVH53bMuW+CtNBqufUlHaDibDtsTreiug013D29sUbqaQNqVYfxUFLeyOzylYg4+yYhu1ciEzO6/mrbEUiR9Y5xne/HYSer0ebz9VpS5j/S+mk48uneo7GekZtFp9uTylo0d24vFHelbCihzg0FitoWEAyepcZjTvQ1N/+56hHckXeXTncou2rr+Y5Ry+7DaGHuHuV3H6ryGXm/5bvJT9yMz7lHz1HxRqdqJSdKNYd5ncgh9v9Lse//pv5bOD+8t13aR2HZwPcoBCLGdui+eQCOZfoTF1hgJQbNBiwBQmE6YIJrEwiWiV6TgtUW3/WOU29pHJXPuqqh9gqb6hNeQARpSSyNJj/nT1Tv5JftzuHG3DFxOsdM2TqNFr2Jy8jq2pm9EZXT8mrw50Ri270rehNRRzT61R+JejZOtdm0zVpzbdVTMM3vxiU4hEXlExKqkUvdFA21qmsAeJWIRWb0BvMG0Qx7RqQZ+65uN8f6WCWr4mT3O2Ro2/UsHOhARECBTpzJ7YLRcu0qnOrZNzoZA1J7dwLd6K7hQU7STI174ijd6QS1ruAmJCrSux2SNfs51TV2sRFfwNPsp+zi+whSBFkLa22z1x9jBOH77M1jUHmTHffmnxinLpcho7d5niebduP81DD3ZlzKhOjBnVqVRn9T+NI2NVsPasGoxGRILjBDWdwYBYJHKYdG8Ll43VsfXacT43jX1p5oDpVHUerYPMCSI9wutxbvgsN5dwm7LI5SbpLJW8E3JpY4q0p0lMf5BAn6nkFCzDYFQjEUfirbjD5Tmz87+trOVWK+/u/rtc11XUWAVTXGC2NpeF577i1aZmz4BCLEd0o7JRt+D2rLyygSa+cRzNPoVUqFHSxrcMUheN1bKcyXgLX3lzWoSYk4CCld0YEHsKnSHfqffVEfszd7Hm2nJytTnlnqM62J+5iyPZB7kzfCj9w+5GJLiuXXo6K9Wq7Z+0RK7mZ1Pb2582wbWcPqw8ycWMDHZcusyq48d5a0B//rx4ES+ZjL1XrnIyJYUPdu7i8PXrtNFHEqLyKl1b68gIfBTmog4+ctPrbtHRbLtoThDOKy6if1zVeNw8RaDPoyRmTOLstaaE+D2PTGIvtlDPtcypyKUNScv9gNpBn9gZZ4m3opdLMauOEKTtLUp1PlNGo/TDddNIvZbJxZOJFbqPMxZ8vAWj0eQgunY9ix/XHGTkiIo/GxxhqyhAjcWhZ9W02R27bjW7Eq8gFYsRgFOPP8X5zAw2XjzLjI6mTf+cndtYevQQYNKTOPbYVK7m5rDi5HHe6NnXpaW49QSI87WsIvJP+lXWJlgmLjy6czkN/cIYV78DQXIvcrRqHtqxjF/usK5kcBvb+PmX/BILxIT/SYFmB8mZ08nInYdYFEBE0Cf4qu5xa87qqGRVFdhLkqq7cF5p36qTx9EaDIxt7vmYab1RT7YDY6VNQDPaBJgqgPQK7Uyv0M4eX8N/AW8fhfNBN6HWJXI09VnCVP3IUu8nyud+qwSqfO1F/OXufyZSi5J57eQMt6+rSRQbilh/fRXrr69CKVYxr+Viu2OXnjkAwIRG7S3a9UYj92z+mhOZlqcFDf1D2Dzo0XKvbfEK2zGtj4+29nYvHmb6HuwRG2PR3qlOFBvGmauFrTx+vPS1EVBJpbQIs0yILJFYzFKrS2NWfRVyJG4Y8zUBkaCiTrC1c6LEe2o0FnMpdajJ6Az+ChBjNBah0VorNyhvHNVLxRHUDXfdy2jMX+CwX/C1dGqdPZzAr1dMSagD65jk40JrBZJwrvJOok6cTOTY8au8M3cEHdvX5eNP/+SzL7axYeMRln1t/+Slulixci8rVtqW+CrLtKf6M+Ru+55rVzHqztvtE26EIX4/1FSBbvXpE5xMT0UiEpFaWMDlnOzSsa92682r3XqTW1TEb/Hn8ZHJKdBq2X89kR/PnGR4o6ZO1+JxN49UZIotEwsiBMH0t1SoOuHYfwNyhWVRAi9FD+pF7kNTfBy5tLHDMo8AcbXO2Hz9b2benp0829n+0e2f8RcrxVi9TdXgahgAwMn0WWSo91A/4GkivQdjNOr5O/EuYv0fIcrn/tJx+66Ptrq2RPbKHgmFl1h04T3XF34LoNYXcjh7P639bXuU3vjnD8DaWN2YcJoTmclMa9Gd3rXqcyD1Km8f3srZ7LQKrad10yieeeNHPpw13O1r723SxG57iVdVAIeVsF7r18fivUx8az6/dPo0JGKTg+lSyiBqB32GVBKFIMioE/xNqV43mEoHK6SNrebILVxHvmYbkYEflrZ5K3o5vbdR87v9TnEUSByHA25dc9A0j6FyYvwvXEzlpVk/MeK+DnS8IVM54aFu7N5znmvXs8jPLyr33Hq9gaJiHTk5alJTc7lyNYP09DwG3mk/btgZtnRWe/f/HwPuaMaLzw0q97xOcaAGgCjY4u0nh/azdNAwu8Ov5eUyefMG8oqLaRRs+lxmF2nYc+1q5RurwQovupeJQX2z7d28f3wr9/75JRlFBfjLlPzQe3xFbvOfQyGX2mgVo5C1cul6kcjX5ut/M4sO7LMwVttGmCVX4oKCWXL4n0q799XCJEbsti7LexvPIbf5O2Gbuv6TaBI0G+FGyIUgiOlS60cMZXSJnRmmZUnSXGPh+bdR651kObtAmCKCWso6hMhDCZQFEyANIlQRjkqsQiLIEAtiJCIJOoMWvVGP1qilUFdAob6Aq4WXySzOIK0ohWvqK6QVpVRYeWDJpY+ZVHc6zfxc+44B2HjF5Il76oZSQPPAcLKKCvn4xO4KraV9i2iLv/cduYxWp3d0SSlSO4alvXZb+ModOwNuFQqKdqCSd0Ik+KDRnkZdfAypxBR7e7Oh6i6BPo85HqA7B448cgpr46r3sLalrweM6sSxvRdKX3uak6eu8dKrP5GXr7FIWFKp5Lz71v1MeWYZ336/i4jw8mW79xtovZnt0f1WLMKhB0O6nT5xaRhACe0jahHrb27781I8v5w/y4C69fno4F7WnjvNi116UMfXjxl/bmZSmw40DApmXl/XkvsqZKxGewcyPq6jRVuQ3Iu323m+mtN/CZkbD+aK8vrHm+japi79uphc+geOJ9C+eXSpjumU11dy+JQpbqhXxzjemj6Eo2eu8fWavcx/yaxQMO2tn9h39LLF3AO6NWb2k3eVvl/64x6+33CAWqH+vDl9MHUiApj06g88O6EPcTGmL8+c7EKG3/VBhX+u1SPMlZtq+/qSrq64gWGLIFkAq7t86vZ1bzS/tY+RqxovL9c1UJWSWlZtEpF7tb7LkqvNYdGF98ptqAoI1PVuQCOfpsR5N6aBj7UXyxZSkQwpoEBZKjsV62UZQ1lsKGZLyi+czTtFfME5DHY0sB1hMBpYculjnm04i9pK1/QTyx7/AwyJaVphYxVg/ReTADhwLIGvf9rLezPte2xuY426+BBpOfOQimshEvkR7j+H9FzT0byvyj1PnMFQiFZ3k7avIEIqtv4dK8FYuNLhfILSuhrf8wvMIRvPvFt5Vffy84uYPWctublqWraIQiy29LDXrh3I228Mp1HDCNZtKJ8+slQqRqWSERTkTXioHzExwdx/XwfUmlusiI8+GbDzXSIKght5GWqdljd3/cXrPSxPJLrUjqJ3TF2kYjGNg0N5pFVb/OSmcK5fRz3EwSTn2ro3czvbowaiUFTdf4sgCEhu8jro9ZYemkWzTWVl9x65zPqt1sLqN/Px7Ptp08R21uyew5f4++BFVn44gX1HE5i9YCNfvWOtfVkZ+MkVpVnDtzr3f7Sck9fKyLf18LJ4u3PWJAK8zMkLO89dZuLSn4kM8GXLCzUji7ssf2w+zv/mrLPbr/KqXm/XsitfkFlsz8vgmDF1JtDSv125NU6dIRPJGBRxL4Mi7qVAl8+xnEPszviLi/ln3ZqnyKBh6aVFzGw0F6nI+YY5U2NtuEf7uK8wUJbXF24iLNiXhGsZ1A73Z/4r99k5bYLJh6rmO+RWwmgsJjNvCbWDl6ApPo7BkEeA9wN4K/uSnrvALWNVEFSotUe5nGYOyRAJ3tQL/9POzYswatbbn1DSCCTuJaxdPptETEPP6FN7e8tZtOBB1m44xMPjbIeNNWnsfhENpVLmtCTqrWesJtnvu+GZ1xkMDF/zA+3Ca6GUWP6OKqVSvKSmtoH14iz6BCDK14/RTVwPjbiljNXPv3Vy/HAL4NR4bqIAACAASURBVIqAe0iYe/plDaOuOx9kh+Nnr/PAkPZ2+596YzUTR3WjU6sYOrWKKW1Py8xn4/aTDOplijUZfXc7klJz2Zh6snRMSKA3HW4c5X29Zi8vPzGA4ABvBvVqyu7D8eVesz26LP3cbp9W79oxYmVwx/+WcD0r1+XxXeKi+eKRe232rXpyjM32rAI13d74rFzrqwnkZDv2WAaHVl84y0vHnyRbm+Xy+GhVLKPqTCBaFet8sIfxknjTOagHnYN6AHBdnciKq1+5bLgma67z7NHHmNPsA/ylgQ7H+soUaNSWFZfS1ebM5i9O7+OtQ1st+mO/f9vpGmY/ZT6NyS8s4n+fbaFb+3r07XIrHqVWPYIg44t1g3l+bH38vUwe/Gc/Xse8qUOJCHiHRWt20qOVOXwvIsiXYD/ThreshJWP8g58lK6rzhgyR4PBfsKpKPBrm+2vTfgCuVKGl48S3wAV/sE+NG4TQ3idIJ6443+lyVeeICzMl4mP9vLYfJVBckoOox90/n3+25YT/LblhMMxzoxoexi1h+z2CVJT0rBEJGLj/Q/aHXczb+7aTrZGwzu9+5Ot0fDV0UPEZ2daGbL2qFHGatd5ZmNDLBKxY9qtb5y6i1IpQySqOumX66nZnL6YTN0oc7B0l5HzeHFif4b0aV7aVqzVkZVTyNXkbPLyNYQEmozOvUcuM/3tnxze44OZ95ki6m76sYxGzwbO3xyjaotaPtVXhcZVb+Y3f//Duxt3oJJVbhjIyivbWXb5D+RiKU81GEaPkBZ8cPZH6qhCGR5lMnK2JP/DluR/eLeVZVas3mig37bn+KP3e4g9mCVdpHGsUerlXX2eVVcNVQGBO8OHcnfkfQhuqwhWDpHK2kxv8Ap/pGxk3fXVGIzON206o44tKRsZUdvxQ6iRfyipZYzVrdcvVGi9ZfFWyXll6p2cPO/Ay3Mbm1xJzkIhlxAdZrnpqBMWwOUksySRl0JWaqxWBGPxXtA6NpwQ2d4A7fvjJK999RgFOWoK8jTk5xSy9J0NJCWU7zTjVic8zK/cRqbHcORZFYXb77N3iSCUJjmWvHZHNq9GGavpBWbvirgKtfpqEhV9KOtufMAkYteOTe4b0Jqftxyla5t6+Puajo53r7SUg3rsleX4+ygJ8FPRICaUTq3MHqNOrWKsxtvit79PcTkxg/p1TFmACdcc6LeVg5tjVG9VCotNBpuqEmOW92acZsO1PXzefhrZ2nxmHl1Cj5DyZ6l6Ck2RE2NVVfOTXh6OnUy7gJonTSYgcEfY3UQqo1gc/yFag/PiBbvStzs1Vu+IimNHUjybr56ld2Q9diZf4t3D20v7e0TUxbeje5JjthCLRbRo5HgzehtL7u7SlL2nLuOjVBAVak4U2nPyMqcvW4YRnb6cQvdWdencNKZiNy2wL3/mCh37WmaEj36qP2CWsrpNFaO/Yr/PRfviZp5p34W5u/+i8eKF+MnldKlVh7k9XS8qUSFjtfeCJVzPcf148/k7evBI57bOB/6HqaixevG66d/XldCAM/EpPHZ/F06cS+L599ZaJEyVsHDWCKs2rU5Px5tCAsAyEauE1k1ql8a89u/WmMUrd9GqcW32HU1AKrk15WAqk8IbBpuv0v4Dfvzi1RyIdy6UnZ5XQM+51g+PX6/vZ2SdXkQqg4hUBtEvrOJafJ7AmWe1umJWkzWuh9jUREP1Zpr6tmRCzFQ+j5/vdGyxwSzds7DbUJtj7o1tzmcn9/LEjjUImAsJh6tMyWwN/UNo6B9i81pHvDr/F5vtc6Z5vi78vxGD0UiLehGEB/mgkElJyjA/ozs1iSE2IogQf0tPqjseLptoT2Essq2PW8qNo+Pq5MXJ9ovjvPOJZ8rC/1sw3pxUVxaxY89qzzox9KwTY9GmkkqZ27OfWwbqzdQoz+ptwNu74p4IVzh1IZnXP97Eyg8n0Ll1LJk5hcxeuJHhA6yNl+UbDvLxsr8s2jq2jLEwbkuM0hLOX07lw2+2lb7v3DqWUxeTGffct4SH+DLn6UrUhrtFKfGsBt6UHOVprqnTGeHdo/R9rLdnEhdcQV2s5WxKOq2irO9ZpNHZuMJMdRmrx3Ncywh2xVBdtG43S37dV/r+59fHEx0WwIT3VvLCqD40jArhq80H+Git6aEvEYtY/tJY8tVFfLFpH4ueMscxL964l29/P0itYD/effxuq3ns0dLffWfB4Gjb2qUqiZQvew1n4MYlpYZqsMKLxT2sN73u8MQDPZwPuo1drqRk8dP2YwiCgL+3grqRQaV9ggDHLlynfwfPxv8a853HlApe5S8U4SnmfmSZkPf7hiP0H2xbrm3Y0DYMG9qm9P2alVMrdG9bR/sVnbPyMIDBfra+IKq650YJ/2pjdf3x0zz38+ZKmXvx6HvoGef5BIqqis2LjQpi/kzzQ2VQr6bc0bUhh+yUt7v5qL9Euupm7HlWb+aR4Z15ZHjVep9GrP7hlgkRyMg3hcEEeaucjn15SG/GdHGsiXnynWmAWQ2gBHvxlIvOr2PR+XW81uwhi3aj0UierpCTOQnU8bLUZ+wzfwmFxcVM7N6Bh7u0ZXf8FQ4lXGNq7858v+8Ib2zaRqPwENY+8QCZhWq+3XvYprGal6d2+LO4ExV07UYyW62AiidlXSm85HSMWBBzb23biW83M2VoF6YM7QLAvbO/JjrMOnP+4Tvb8/CdpoTH5Mw8Qv29ORZv6d3deeIS249e5Oc549lzKoGZSzax/CXX66crxAo0eo3L4x3RyD+UdzrdxdX8bKK8/bmrTiN8pBX7DpuzcBMApy8m07ie2YPz6Ru3xu9xdRMTHsizo3pZtG3YZU58/WX3SQ6eNXvNuresS/cWdSt0T2PRdscDJHURFK7paVYmRiNs/+04CfFp1IkN4ZefDjLwnjbOL/yvoU8Co4PTLrH7igkVpULG6rana6YMTlUQ5OXcoCgPoWWEiM9eNX0obB3rO+qzxc3jlXIpyjKqAzKp/Y9Dl5HzLN53bBnj9H6HTyWi1xustOwqk98vXqB/PbM0yj9uarlVJ2eSTJV/Gka4f3TqKo/Wu4u3T63g3VaPk63N54uLm7g70iS8PSVuaGmCFcAd4SYvnCAI+Eq96BzcBH0ZDc+vH7oPf6WCySvW07eRZYGQsR1bMbajayLzKUn2M4jdpf+7SwA4+fa0Cs91Js9JwggwKmo8/lLnkk1GI2zaf5rPNuwh2M+LJb/uZ9wd1p7Ok5dTmLd6O12bxfLIQFNVqT2nEmgzaT4Lpgxl6eYDvDauPyF+3gzp3JSdx50b1DczLnoii+Mdl8MEyCrOIEAWZNF2aexMq3Ej63m2MlyXNrEYjdCpdSwHjl7G11vJW89Za3O6yryWi1GK7X9fr9hzlAEtGlTqicb4z1ez5LH7HFbOqkzmTTWHcix8xrbSSHkxFv3heIA4GlHwRkp0OW3hyWx/R4zo9y7LN02n36CWaNRaPnxrQ5Xc91bDWOxEK1lwXffaU9R4z+r5zHkgCOQVncFgLKJt+BIEQYJae4XTGXOI8B4CCCTlr6VN+JIqW5fCgWFXEXzcrIHuaTqViUUFGDO4HWMGtwNgV8olXti/gZOSVE5np7Dg5F+83e7u0jCA+/78ihOZSRgx8s89M9ibnsC+1ASmN+9FkV5H05/esZh7z0vPEKLw9tj6J21cR/xTzhO+aiJpuabM6gh/9wTsC4u1FBYVk5mvJj2/gIT0bC6mZnB/hxY0iLAsidcpqDGXIpN48p+PkIulTGvo+Mj20f3zmN5oOE18TRJkAuAlUZT6Zsd9tZpCrY7HurWjTqA/idnm+Lj5f+7i272HiQsJ4vMH7qHv/CXc1cz28WNenmc8fZ5GrXfs8QUIkYc5HVNYpOXReauoGxHEl8/ej7+3gi827iM+yTLRcOaXm8gt1DBlaFfaNjCfTHRuEl0aBrDk1/0IN7ma3RXWcGW9YCrDGkCQ84EeZvn6g/z61RQAhvZrwcgnPfu9vnrfcRb+tguFTMqWFx/hSMJ1ejSKhRvGatMXrGN6T/7P9sZn74UrvLbmT3LVGh7p1Z4mkaEciE/kqQFdSsf8ceIChxOucyElw+lGdOFvu0uv7fPWF6Tk5BPkrWLHrIk8+c165gy/w0JDudoxFmHMdSxHJng/CZQ/R+HTLZ7Lim/Wug6rv9tNj35N2PHHKXTa8ksaGpIbA9UniVidGJIblPtaUfi5cl1X441VqdgPje46cnEwUrE/GZrdBCt7kKc9h7+i7Q1jFdQ2goGHNG/MkOauVYpxhUk/rGPbOZM+aGXJC/n6VY7H1hMYgblHfufrnmPIKirkrSNb8JJa7rB+6vswl/MzefngRpvHgR1Colne2zVdtv8SaXkFaLQ6ZBIxQd7OZWTmrt/G3PXbHI65r73thIbR0X0YHd3HZp8zRIKIX3rMLX2//Vnb8nJGI/x5+iKbnxzP13sO8ff5y/w57RHmbbGdhFGQ79xY7THXvo4uwI6XJzqdozKQuCCgr5JL+eb5URaJhVPv6QqARqsrlXKbM36A0+TD2sF+xCdlEFfLtBG5lOyesoZEcO27S++CzFVl8Pjobrw6/xcEQeBqUhaTxnb32Nw5hRpW7j3G2unjKCgyi7T3f2cJLw81hdaUNUynf7/R7nzzf93JooeGEOLrxZPfrKdJpGWYTEpOPst3H+GbiSP44NeddKgXRb+m9YkO9uf+hctZ9ZT98JFgby+2vlSz5RuNBZ+D3kEijrQ5grJiFS09VRAAYOab97Fu1X5WfbOL2tFVvxG7Tflx2Vi994vlnExKcT7QTRYOv5sBTWyLwhbpU1BJohELSjS6JIKU3SjQXqBIlkKoqi9q7VXOZLwB2C6x6Glu/nJTSivHWPXzr0G75jKkafKJ8gqgvq/pIanR66yMVYDpe9fSLth2Javb2OZqRjYA4X4+bsVnigQBb4Ucf5WCQG8Vkf4+xIQE0CA8mMaR5a//7SrztuzkvjZNiQkyHYNLRSJkEgmCAL0b1uXOj76mXnAgj3Vrj1prPwbKFWO1JKa3KlGKlRTo8h2OyS7OBBdkKqUSMRm5Bby8dDOfPWP2aHspZKWeUluGaou6kbw/0fzAv7NDIz5Zv5s2cbXYcyoBmZvKGtla14xblcT5D3U2+yvOZi0hRNmeNiGzkIsDMd4wcgXBvK7E/N9IKdxldX2EV08ivfpatA3r35Ie7U2hPAF+Ko/qTpc4ocvO+PuLj9iNcb75e9/WfCKRYDcO/OiVJJY8NhxBgM8nDGP/xask5+QRHVy+uvM1Cv0VjE7kqkQ+L2H9r119qLzkjH7YvPlp18W9alq3qT5qtGdVb1BTrE+nQGvyZub+n73zDo+i6uLwO7vZ9N5DQhJaKKH33rtI76JSlGJBBAXsYleaogKCKCoK0kEFAem9956QEEhISO9ty/fHkGw2m63ZFPjyPo+POzt37twNuzNnTvmdvKvYy4JRKLO5mSKGk4VHHyFHHkdi9jE87NrrnK+0ZBS5aJWVZ9XFtfJ6VnXRatsipod25tXQzuyPuc1bTXpyNuEec079xVOBJVcSV6HJvSQxZ7OagaKg1ZO1pcTKmpfPLNF6b0HTKbRwDyE5K5t8hTqPtVVwAK2CxfD1rF4dmdVL3dIwOqVkYzUrMxe53Ph+9qtf1PwbjF+5wehjTcXJytmgsRqWcYPmbm2Mmk+uUHHqRhTNp+qWjxr9yRqWzxjGvfgUGtXwY9o3m5g7pjs1fEVB9Y4Na3A1Mo5RH6/Bz92Zz17or3OuktdrXDcrB6n+9JzojD3cS99Jv6BdXEv6nnPxH9HOt+TcQwdZdTztWmq8F5O5j/S8uyUa+h5uDqxaf4xJIy17PXe1t2Vk20YMWvRrYRqAr4sTsmJ59dvPXQdgYPP6KPXkWczo04Epq7aQlpPLxM4ttfb3bqTpiGldq3QP8R0/Ws5LPdvyci/dhapKlapQfD1HLsfWqmxu86q0eaDSbcgLtn3BunJLVYaY0Vq1ioqhUhur9rJgHmT8hYAVgiCQp4inmuMgrKWeuNiKSf2+DqZdqEtDXLp40wpyd8WmjC4A1StxaMLb1pFna7ek/V/fYCeV8V37YXxz9SCnB83EzUY0srtXq0Pt9eqWspsiL/JSfdFgsZFaFaYADN6ziq29/n8L9Irz70Uxj6dT3WCjj0nPySUhPZMaXvrbYhrDzLrDS3z/x9Yl5//mKnNRoeKTQca3YvR3dWbRCO3f652wh0bPAdCqZoDhQRainUcXtkSv1TvmQPwenGQu9PMdbNSctap5sOF9tabji4u0je2CQpy952/TtHY13vzhb94b15MmtcSb65QBbZkyoK2xH0ODfx5sNmqcrVR/lEeFqtBnJghS5Erd+b1uNg1ws9F8cI3LOoqTdbDW2LlfbSvx9RezS9Z7NZWRbRrz+fYDJGVmF+anjmyr2RgjT65OgdDV+higfUgQu+dO4v2Ne5jUtRXf7zmuka+amJGloe7x+fYDDG0VWpi7GjpnMVKJBE8nexr4+xDiq84xT8jIJHTOYhr4ezOstZjSc+T9qXpzVteev8SpqPssHiT+ziISk6nvI57rxQ1beaFNS9oEir+fjt+vZO+UCXzy30HaBAUwoL6RclaKGJQJA0Cl/yFOlXsQQXEfpOX3ezXE+VPqNt9zX/6NL75Xp6Q1a106RYQqyhajLa7NLxqWZikLUnMv4+PQGwEJ8Vn7UajEcKEEK+6nbyQ5+1Th2PqeH5bpWtJyRKFsTyNyCs3FxYyc1XsPS6draAodfWty7OnX9I4JG/lu4eujcRGcfHiXf+9f55Vjmm1ZC4za79oPo2+A5XKLH0duxYptBU0xPPdeDeOdDbsLJap04WxnS7Ogang56/7exmTHMuvi+xrvLW3+FW7WJYcrv7u9ism1nsPJypEXz7xOhlzsCd/SrSmz6r5EujwDJyvjCudSkjMND6ogGrk0M2isAux8sM1oYzU8JlGvZxWgy8ylgOhFXTj1aTo1qsnpG/cKjVVzMaXJgSECHHuTkR/Fzru98bRtTkvveQaP2Xd/DN0DxL9nZn4M9lban6eoUXrzThwXrt1n1IDy8dDtvnyb19eomxJ8sGkPAIvHDdDykhaQnp3Ljos3GdGmEQeu3+HlXu2QPkpdUKlUWgVbQ1qKnZpKylddsktdhV08X/Xozbt6134t7iHzDxxhxYhB4v9PnGb7hHF6jzEHVerbBg1VcWA2qtS3ENx/pbKkAjRtWQOhSFpJlYH6+FCpPasAzX1XkKdIRIUCP6dBCI+qCr0deuPt0Lvc1iGGO8WnbY8yqsa0kknNEj/Pyj1eBquxLH0D6msYsU860clp9P7S9Crml1Zv1djePUd3Lp2xNK7uy5ppo/SOqWbny9q26vyzL28swVaqVqZ4+/KnfNbonRKP9bLxZGXLxaTLM1gRrrtDjC6Sk8rGWB30te61bJthXLcaX1vjjEO5Kp8HOdH42erPnfdxc+Tccv0PF+veVRsYcoUSK6mEhsG+NAzW3zXmpzf1/xsn5sWzNHyB3jEFGNvRqIbzUOq5vUBm/n3ylVnYAQ+yDlHNoWuJ4/OVopGjQkl6fjiOskCtMfMe6awCTB3bkX8PXStzY/VGTDz+bs70blRHZ+V/SSRlZvPO+l3MG9aTj7fs49mOzZj+63Y+G9kHF/vyU3ZRqlRM3/oPs7t15KM9+5nbrTNvdu3I9bh4i5/LoKyRxtiTkLUGwb7ii2pVKhjU5XMaNAqgXsMAvvm54psUVGE8FjFW5Uole2+Ecyg8kv9uhJGZl4+rnS1+Lk60Da7OrB4dDU+iB2tpxYfGC1IAADwcysaz6uxsnhFsI1OHb3LzjctHsxTLO4zUu7+Bqw9+9qUXZ6+ifMlW5GAnLZ+bbbIBz6q53avC4hLNOs5cFt36mAnBL9HAubHhwUZiZSGN4rCMm6yK+I7U/GSjxjd2Mc44TMg+h79jTx5kHSRHnkhDj+ncTd9GNYdueo+TKzOo4/IsVhLtSNLuw9f54+sJjJ3xM29P60N0bIpRazGF859Ot8g82Xn5vNyrHQ0DfKjj60mIryc1vNyxeSRt6OnkYJLxWzSFoDjfPl+y1qxcqWTs7+v589lReNjb06lGMAsOHqGut2eJ44vScMG3ALQJMjJUn29Yd7g4qvSvEKzbgJX5ckeWQBAgP0/O598/x+Xzd1n13X/MX/684QN1IPG9rnf/tN3b2XlHTO+KnPoGAG8f2kNtV3cmNlb/vv4Ov8H+KG2t5F7Btelbo2RvfgHLzp/kt6sXSc/LpVNAEEt7D0SuVFJ7xSLCJs/EqgRd39+vXeSZBtrayOuuX+bgvQiW9db8npU0X/ByzYfeF5u0JDM/X+uzWZJSG6sbz1/h+0MniElN13g/PiOT+IxMLkXHciH6AXN7dSbUzzh9v8rIw3T1DdXTzIYA+QY03VzdzJs32FctYVQg/F9ZcLOxL8xnLQum/1tyH/HifHXsMLlydUvP9zrrv5mWFn83Z4Ph+cqMVDBcYT75zEwNb2zxfcMCnmZ4gGHZGkNpAB6e5unwfjrcMpEXF5mbUUZepjyD78Pm08mrBwOrjcBeWnbpQsaSo8hhR+wW9j3ciVJlfBFbP1/j80M3h4stmkNcJwCQnhdp8BiZxJn67tN07g/yF9NhZDIpmdm6i3gqGn8358LIR0G+adOg8m1FaSWRsHbcKKSPiqr8XZxZPFDMWXWx1f/AeeWNV/nkv4N6xxSiSkeZoj8FrOTjclGmTEfisQWEilW7USpVCAI0bh7EZ0vGcf50BM1aWb4TJaBl9Oki0NmVdtU0C+92RdzmTop+1Y5/wm+y7fZ1fn96BF52Diw8XbIsYFEy8vL48eKZEo1VU3ixSUveaddV4723D+0p1ZyGMNtYVSiVNPjEcBcUgFOR9xm68g8APhrQk1HNGxmeX6Wi7kcl53X9OHYInWoHG73WkriTkES/pb8Ubt98X79hcSk6tvB1+5raoStjiAzXX0hS24J6cqXl1Rd/5sbVyt/9aXHv/nq3C5jWsrXJ4umPC6Fz9ec/FsVYA9rTRjN3Nj43gfGnXsHLxoNmbqLncEXLRYX7xpyYDIg5qwX7jM1ZvXa55Ba/BdQ1s2J3cItQs44rzueNvmVp+AKupF4wOFaFikPx/3EoXuzqYy2xZmqtmdRxrG/UA0BpUaqUhGXc5FTSEY4lGmmEFMHRypn3G3yJo5XxjSmG1jpPWOrvpOdFciD6ORxkASTmXMDDVrt7WZ9Awx2Djm6YVeL/zWXWxcmlOr4ysrT5Go1tqQ69u9vxiYUFVgDj/thAYz8fJrQyzfulyvwJVfoXBkYJqMXBiiG/gzKuidmC8JZi1+kPCl/LrKU0aFzxEouNvXxp7KWZ4nMgKoJarvrrF1QAgoBEEBAEChUgihORmsz7R/ZyNzWZl5q1Zf+YSWy6dZVl50/hYmPDkh4D8Heq/NFPs43VpYdPamzbyWSMaN6QV7u0xd7amqTMLM7ff8CG81c4HBZZOG7eP3tpFuBHiBEhispERKL6KSfQzUXPSN0kJ+vXifTwsFwnp/8XjG1f6GRdun7llZHBLUItYpCdTDrL17e0BfcPxR9nRsgU2ri3YGVLTYN44c2lha+L7zOV+Idpevd7+5r3e7Mk4wJf5KubH5CUl2DScXnKPJbc/gI7qT0NnBtRx7E+tR3rUs3OcjdJFSqOJOzjdvoNrqVdIkthXg6wRJDwfPAUkwxVUHtWraUuOFj508r7U/ZHj6Nn9Y1IBfN/d2UhXfUkU+cL7d9h0QKrlSM0CwC/2H/IqHlVuQdRpX+lf5CsPoLDZFQpBh6G88+DrJlR5y0PbGzKSNYL+Pr0UdbduExmfh77R0/Cy16MtGwLu87VxIcs7NZP45gbSQnM2reDf4Y/x730NAKc9F/3BtSqS2RqMqO2rSM9L4+OAUEljgtydmVmyw408vIpDOMPCwllWEgoUWmpFjVUPzq2n4+O7Wdp74H0r2nZtA+z/qXi0jNYdexM4XZtLw+WjhpIkLu6ctjbyZE+9evQp34dGn26hLxHxUkKlYov9xxi1TOW7U9c1txJUIcBzVUDMBTudNdjrMYmmeZdSMvaRF5+pEnHPIm08Cv7ZhGPO23cW+gM55c1ubly0lL1tzT1LWaszt9h3E3WkjjLXHi59pssuDmPbIXpzQmyFVmcTT7J2WTxIT/IvgZ+dtXxtPbCzdoDV5k7Xjbe2EntkUlkSAQpUkGKQiVHqVKSp8wjW5FFliKL6OwokvMSScyLJyb7Pg9yoslXlj5UPqr684Q6mxYe9HfsyVDH84XbSlU+EkFGj4A/zTJUVSpIyxC/Dz9tOM7wfmrDxsWp8jZMqQzU8/bir4kWrv6X335kgOpPIZG4LgFpENgdRZW9Uec4ZfIrSDw2g/TxTQk0hh3hN9kXdYctQ8biYmPH3IO7+LbnAEA0HouH/QGUSiUZeXkoVCpuJyUQ7OJm8DyvNG/LK831S9jV/GGhwXm2DHnG4BhjeL99t8qVs/rX5Rtk54v5f862Nvw0big+TroNrY8G9GTutl2F20fC9UtwVDZUiHp1pcWgsaonNy8107B8TlHSMjeRmXPApGOeRDaMGF3RS3gimVX3Jb37jU0BiI/T71UFbc/q6sNnjZq7KK8v2sLimUMAePObbcx/bRCLfj+ARBBwcrChdoAn6Vm5DOik21PtZ+vP9Dpz+T5sPhnydJ3jjOFuVgR3s7SLKiqKof5j6eTZw/BAAwiPWrlKSyicKkCFbiGj3Lx8Pl+2G4BOrWoXvgbL6aw+qdx4GK/lXf2oTw/GNDO/4E+ZPNU4mSqp6NUTnN8VFQB0tWBVxqNMeQmJ++8glJ9aQmnJVzxAJjU+TU+F2JhBIkiQCGikoDX19mN43ZJbYQNk5OXyYpOWOJjQJVOuVCIIYh+1bHk+58a/XOhFjZz6BhGpyeQqFNRzV0e076alkJWfT30PMU3kpY+1ugAAIABJREFUZpI6aqRUqUjNzSElN0dndzaAzPw8UnJyiM4wfB0vLWYZqwduq4V1J7RroddQBRjSpAGrT5zjhgkyGlJB4Np7M8xZnsWJTUvX2yrSWAxJ9JSUBiAI2u1Mq6jiSSEh3vBFztdPjNiMbGPeTfdK+ANa1K/OV7/uZdIgtRdi5jNdUapUzP32L2oHGJeWFGRfk1kh7zPv2ptmraUyYiVY0dNHzPXuvn4Vd1KSsJJICHthFkei73IiJoo3WoktKoNXzNc6PnLym9xPT6Xj2hUIwMDa9WnjV50bSfE8U78pdR/dILuvX0VUWgrWEinXJs7QmhvA1kamYZReuRXDoVNhvDSucxn+BZ4Mbs81raDzyMuijuvHfXU8pKiydRudRRDsnym6gcR1AcrEsYCOguL8y6hSZyK4fgdYRu2irLkW3ZomgYb/FgU8Vase1xLiGbDxV7Ll+ewbbXwDHBcbW15v1cGk9Y37ewNjGzShnrsnE3du4cgzmhq9/965RXxWJu936F743t7IcMJSkviss7qxy847twhevgCJIOAgs8bXwZHve2kXya68eIaVF89gZyXDw86eGq5uVDeQtlBazDJWL0fHFb42plgKYFSLRszbsc+c01U4my9ctcg816/oLySpHaKtoxgSEGnWuQK8/jDruP8Hxm/bxMoBg5FJy77g5XHjgznrOXZYdxHEwGEteXVWX4ud79xp/d5FD08n/KuLhQYfDDbd8xefnEFkTBIHzoYxaVBbMrPzsLIS/90VCiXvLtvBpEFtuXQ7Bjsb4zwZPrZ+LG2+hhOJh9kSvZZ0edl7FSyNVJDSxas3g6qNQCZRPxDvGyneVNdcK7mYLHKyppE+crsY8QlwciFi8ptM/HcT33QfwIWHD7iRpOmc2DdyEmuuXdDbvrQ4ITW8ee2jjVXGarmiRJUyC1XOP/qHSf2ReGwESTFpSVkzJL5XUMbqbvSiyvkPVWw9BKeZCA5TLbDmyoUAzG7TidltOhkcW0ADT28OjjVN+zUlN4cXd26hW1BNfr92kbTcHN5s3ZFef/7Mtz0HUM9DXVxnqL5jdP1GjK6vbc/JldopIAVSXEWplGoArva2xKaJoYGkzGw8jJBySsw0Pc+rsnDunmW6vsQ/1B06dHC0wcbWeLd/FSJdf9EvvN+vdh3mdFDf6NZeucShu5EVZqiG3Ytn/9kwnu3fCltr8ec397u/CPJzZ9ow056mnwSi7+uXZ/H1K93TupebIwM6hRLg40rTEDF/uXFtUV3g41W7Gdy1EXWDvIlNSCM9K9ekudt6dKKJawt2xm7lwMPdyFVywwdVAhq7NGdowFi8bUpuMhCbmcG3544zroFmNf8vV8/xwdG9WuN/uXqO50Obc/BeBC19xL9xQ08fNt++Sp+NPzOjRXtmtBC/29+eO87s1sYbntYyK3JySx/VqsJ4VGnzDBuqgj0St+XahmohUlGmSqU/H12VvggEFwT7MeYttoxIytyAu8MIg+NiUj4GoJrre2W9pBKZe2AXXQJr8FKzNgyp04B76am09gvA0dqaT08cZHX/YYVKEQXe0KKMLaWEVXlilrHq7+pSaKweDIugjrdh0f6DtytPfpYpqNCUrbKTmVc9qFKqSErUbax6eplWgVuFSEGFpS6crG1Iz8vFzkrG3ohwPjiwlzENLSfabiq37yWwcutxRvRoWmisht9PQGoh8ffiHL8cyWsLxV7wP703hoa1Ko88GkDMff254D5+Jbd71cfu2doht32nb7Pv9G0ALofFMKZPc8b0aU7dIG+T5y+KndSeof5j6eHdn4+uzTar+Kq8kApSWri1ZXywbn3TxOwsXtv3N6v7DePkA82w5/OhzXk+tHmJx8VlZbDq8hmW9xrEqdj7tPYVReZ3DZ9QmAaQmJ3F6n7D+Pj4fgIMVCBPnKOWZqoqrCovVKKhmmWoPkKC4LoIrOrqHSW4fI4qxXAqnyrtw3I1VsMflnyuWt7qz30vcaZRxmp8mliYaqyxWjTkbgmW91GnzPg5OuHnKNoRPYJq0SOoVuG+ac3aMK1ZG7POYSWRlOhJLY6j1z+EyzPY93AQ3b2f5lb6ZUKcRE9tpjydP6KW8mLNOQBsuPcj7T174m8XbPw6zFl859rBnI0SNTh/PHaGIU0a6PWu7rx2i8sxcTr3V2bCHiaSlqP2uNT3Ne/mlpyciVyuu6LS28cy+R61qplefGIu/Z5uysy3Bhg9fsmuY/yw7yTnPn0VGyvTvnq6jjWmgGrK39vYF3kHpVLJ2526MqlZ2VQrth6/SOu9RTMG07Gp5ftPj3xrNZEPkmhYy4+f3qtcXglTiInWb6wGVNevNVgSJbWnzctXez1lMtGrXtRQtbWRlRjuMhYXmSufNVrC2eQTnEw8SljGDVS6NCfLmWp21Wnt3p427h1xkemuME7IzuSl/7bzYfse1PfwZs6hfxlQs57GGF05q7ZSK77o3AeZRMqCU4dZP1DzO1kw9/qnx/Bdz4F8eeqg1txF+elLy/e0r0I/qrQPUGWtMzhOcJqLYNPd8Djb/uBwHVWmtixesTOjyt6OYGeciH5pycgxLJ5fhelMqDETZys3fopYSBNXbcP4Wtp5Xr+gvl+39+xp0vxmGatPN6zHdwdPkK9QkJyVzcQ1m1k6aiD+riU/Lc/duktju1XQ4yMn5GRrw6JhaqH5AFfzjMqHBqqevbw1/3Z/7btMvZo+1An2RqFQ8vaiv/jyzUHcuBPHz5tOMKBbKCDw9/4rfPmm+HS19b9LXL39gOeHtOHOvTD+OXC1cF95EBGfzLL/TrD3ahjBXm6MaNOIkW0a6xQrLkpWXj5Ldh1lw8nLtKjhzxtPdS7sCFNaugXXwNXWlotxsay+cI6G3j608TeyvWAlpcATa2NdNjqB5UVWpv7Qe0CgZVotzx2v/8LYpmHJGoWmYCOxpb1HV9p7dCUpL5GLKWe4mnaRa2mXSj23qUgEKU/5DaGJS0uq2Rn3Xfe0c+CPp0YVVhF/2bkvR6I1lVuGhTRkYVe1PuSsAzsBsSjExUas7l7ZZ4jOuQHcbe1KnNtY/oq8xvQj2x5thTK4RiiLO5SPoVMR/PbV36QmppOamEHfZzrQtJNo5N8Li2Xbyv0E1vUj6uYDeo5sy9WT4Qx7yTQjQERllKEKIDiMN3pWwel1kN9ElXtA/9lT5wAqBLvyu1852opt4KuMV0shIOi51zd0acmkGqKHdtP9n0ye3cw0AGfGt23OyqOnAbgRF89Ty37Vagpw4X4sGy9cIadIm0sBmNurizmnrRB8nR15KlR/uMMYEkwUPr8Xm0JoHe2QrUKhxMZairXMCpUKbKxFL1FaRg437sTx2nNdWfLbATq2qKV1bFlyOzaRMd+vpVuDmhx6bwpn7tzn/U3/cfV+HB8baHupVKl46eetpGXnsv+dF1m44wjPLVvPulfHEOxpWGvOEKMbNmb0o9D/8ftRzN7zLwfHm5bIbgynVs+0+Jy6kErEi4KtmWkpjwvmeFYrA+7WHnTz7kM37z7cTL9KRGY4d7PCuZt5hxQjWreaipOVM4H2NQhyqEGQfS3qONbDVmp6+LykXuJF2XTrCptuafaHL2q8AoVGq6lzVyY6bllKdGZquZ1vdrOuTAttV+K+Z2eL0at5zy+nZqj6wSOglg/DX+rF3g0nmfD2YO6FxZZ4vEFU+Y+MRcOYHq6XILguRJU4HOT6UgEVqFJngypDU12gDCkI+1+MqvguVk8CP0UsJEueQQ+fgXhYe5OYqxlNv5J6RsOz2tbDsHe+KGbf6d7o0ZHrsQ8LNVOz8/P59eR5fj15vsTxUkHgtW7tmdKxtbmnfKy5dCFK7/7QRpreD4VCyaqNx3n3pb5YP6pevh+bQkp6Nn06NeDEhUhkVhL6dGrA/dgU8uUKvN0dcXSwIasCemm/8ss2Wteqzvwxohe6S/2arJ4yggELVrP5tH41hQk/bCAzN5/NM8TQ37xhPfFydmDgwl848v5UnO306/HFZ2XSZ81qBEGghV81zj6IQalUsfOZ5/F11JQD83dywd4E/TpDjH7nF+5EJxocN7BzQ96daJle9QB3Y0WDJ7ja42nMGYO7hyN16lWuHFtzqOsUSl0ny7R+LW86+gfR0V/tdS6uBqCPjzro9/AVn9sSvHbgb77pqk5NupmcwJzDO9k68FkAZh/+lz9vqT3ddyfNBmD9rct0q14TLzvzGr6UJZ9MWkHXIa14Y8nzLH9vA+PfGoiHnytZ6Tms+ngLNnbWrJy3iR4j2pCVmUN2Rg52jkZomCriUCZPArnhFqiCbU8E1yWYZTIITkg8d6HKPYAqWV/r20c5s2nzEOyfRXCumKKlskKZNA7yTlX0MiyLdWsk7mJ+eXW7GpxPOc5fMX/wV4yoRrS46TouppxkdaR2d7UFN+cyPvj1ElMGSqJUbpkfnxnKryfPseLIaRL0VPs39vdlTq/OtAx8fML/luZBjH5virePOg0gJi6VicPbce9BMu9//TcfzxAvvgG+rmRk5fLv4Wvk5yvIl8M/B67w2cyBKJUqbt+NZ+eha9QuZdGIOQR5uhIel4hCqSyUyLgR8xCAP14eTZNAv8K80+JcuR9Hr4Z1NN6r5e2OQqniekw8bWrpf/JddPwo9T29WD5gUGFB1bR/trPo+BG+6tWXHbdvEZeZwd3UFA5E3uHjbuaEySoPKenZ5OaJ0YrqPqX3PFdWqgdppgD0+lK/8oMp7JljvO5hZSI7K4+hTcvuJu7m6cgfx54sI6E4y7oPon8NzWjZn7cu0dDDp1Iaq298O5683HwcXOyYteQ5FI9qHw5uPcPEdwdz+1IU8feTObbjAp5+bsYZqvmXUaa8DArD3ljBtq9YUFU6cwHBpqvRWdyqrN8QnGaBYFhpqIrKTRPXNixualyKiT5K9e0TgOfbNGd0i8bsvh7G4fBI9t+KICsvD1c7W3ycnWgdFMDc3mWvkbfi6GkW7jU/96TuR6Xrbw4wq0dHJndoVeK+2OgUvcd6FslZzZMrcLCzpl5NH96e2geZlVpmKTMrl9w8Ofa2ojai7SNtSIlEYMbzXbkZ8ZDnhrTmyJnw0n4ck3jjqc6M/X4d76zfzftDe3A6/B5f/HWQng1r0yRQt3csMzePnHw5bo6aIUtPJ/GmkZhhuLp6b0Q4vw4ejpO12N7RydqG9zt3Y+zm9QDsuRPGtpvXAfigS3c6BQab8xFLZN2nz1tsLmO5HqkOrwT6ml4t/7gQUF3TWI1Jefz0TP8f6P/PKq4nP7TonBHj3jL72KBVmn3sm3mZ7p0/MkR/h7bSsvLaST47Z5zuuK29NV+99BPvrxb1SKVWojOg/3OihufFo7cYOq0HN89FcvWk4eu+KmstqvRPQGVYEkywHYDgOh+wjNSf4DAJVaZxD53KxFFI3FaACZ2jLEl4nGE1gCrKD4skvNlYWfF0o3o83Uh3def/O7Gxuo1VVzcHrIsUygT7q0O7bi72KBTqKuWE5Ewys3LxdBWNOXtbda6rj6czPp6i0WtrU765jCG+nmyYPpale07Q6aPlBHq4MrFLC8a2b6r3OH0J2aC7LWNRUnJyCHTRNNoCnF1IyxWLd+Z27Mzoho1ZfuYk8w7u415qKu927mrEzJWTszfUkkKRMcm0rB9Ygasxn7RU/RqMxT2rP0zQLtwBmPLzFr37jWHTqkP8+KUBbclS8MyrPRn3qmVla6oomYLQPkBkWjIzDvytsX/avm0ljq3MKBUqvp6plvOasUitltD3GRP0mVU5qNI+MHq4JQ1VAMFpNiiTUWVvNjxYfhNl4jAE18UI1ubJLpWGjNwT5X7Ox5nngl/jOV4rs/mf7OqMSkJSYgY52bqfYn189SsMSKUSPpwu5oL2aF+XDs0NSyG1bhxMo7rlm3ZRw8ud+WP7l7gvIT2TnHw5HUKCkArqQgt7axm2MiuSinlQ49PF1rQejobDQNWcnDkfG0OH6ur8twuxDwo153wcHPFxcKSNfwCfHDrATxfOlomxumDNPo5cjCA+OQN7WxmNa1dj4YzBFj/P8UuRha9///cMw3uIws63ouIZ9/5vFj9fWRERrt8bF1zTS2O7Y0iw3vGG9ldRBWimAXxx+iDLLmmnJlU2PvxNtzZuASFNg6jVSE/KlPwmypRZRp9TcJiEJQ3VR7MiuHwKqgxUObsND1cmoEoaD04zEBwmY5z7wjLYykIKX+fkG87rraJseWKM1WAPN3a9MoFgd/PCoiGfLubyHNP1P/ffvsOU9du49Y7uvsznz0TqnaN5qxoGz1PQCtJKKsHRwcaotRnbPtKSNH7ray59LgpBz1m3k4iHyayfPpZVB86w8+JNDryrnWD/zqDuvLdxNxM6t6ReNS8USiWLdx6hW4NatDaQrwqwa9zzjNr4J8/GbcTZxoa03Fwaevvw7zjtEP27nbvybGP93l5TSU7PZvjcn/F0ceC9ib2pX8OH+JRMfv7rJK3HL+KDF/ryVMcGGsf0fnWZxnaIkXnGH6/axe178Tja2TCwc0P+2HWWjOxcHO1sCAn00lIkKNoUoLKxY3vJxZgAjk62tGhtvj7ttNVbOXQzgt+mjKR58JObK//hD+Np060+g468orVvW8fvABhz4k2y5NnYW9mxtu18HuYk8kvkNt6sNxGALdF7uZh8gw8bvszcS4tIzE3hp4jNhfvNoTRh/NJQtLgKINjZrbC4qjg5CjldAmrwQsOWTNm7tTyWV6ZIpBIkxZuLyMNQps6B/MvGTSLYIrgsRLDVHQWYuWQrn0zuX5iKNuGTtfz8rqgS8MLn6/j4xf58u/Ewn019SscMUgTX7xBQPGrrusPAohSo0heCMlX0zJYTdf3U3dqqFAMqnsfGWF184BjLjqqfgKWCwPW31d0xMvJyyVMojJpLoVSSr1Ria8AwbbFgKem52jqQ0zq04fWu7Y1cueHiKj9/dZHMvkthfL5xP6M7NWFSr9aF623++jdc/EbTIN53OZw/Dp7nx1eGA/DNX0ewtpIyrV/JEijlRegcdf5vqL8PABejHhCfnklMchrViom2D2rRgC1nrvLW+n/5ZcoIFu44TFp2DrP6dzTqfDZSKzYMH82q82c5ei+KDtUDmdSshc6WqkGuls3z3PDfedIzc1j3yXN4uYnqA0G+1nz4Yl92HL3Gii3HtIzV3d9Ow/VRZ54Rc382+lz/HL0GwLDuTZjwdBt2Hr/O138c5N1JllMaKC9uXtfdxrhGrdIVCdb18+LQzQiuxTw02Vi1VJHRi30WcD8ivtTzGENDlzp82qjkEFyAnQ/zm5TcgSZPmc/qiC1IBSlylXHXz8rIzeQEem/Wrd24e+hE6rqJus3T9m1DABxk1nSvXos5rcq+psJYZu3bSW03D6Y1a82665fxsrenR1AtFp8+yuut1OH+F//dysq+BqI2qiyUiYNBZaQ6jNQHiev3INPf4S89M7fQUC0dUgTXhZBqhyp7k96RguNLCI6Gu2E9zggOkxGcDHeKKm+UsSGGB5UDj42x+nrX9iYZiAVM/nMrB8LU+m4CYp6kvbWMc2+8bPD40c0b81G/HhrvLT5wzKQ13I/SL23k5y8aT/cSUpi3bg/fvDiIeev+I9jbnR5Naus8LjEtEy/nyle9evVL0agu8KwCXLkvVp2uPnyWtwd20xgvlQgsnziYr/89SrdPV9I82J9fp46khpfxskwyqZSpLVsztWX5S6OdvibKkhUYqsV5kJjG3dhkgnxLV7mvUoFSqcLW2ooxfZpjbytjypD2fPHLf7RtFEzP1pXjomIMGRk5xNxP0rm/Vh2fUs1f20fMd73zUPc5qgBriYxtHb/j/SvfYiVYOuRbftR189TIP22zdik7h0zA3VazcPOrTn35qlNfg/OVt84qQEZeHgu792Px6aOcjdV8kLscb0oHSBWq7G2o0hcYb6gCEo+tINHME1+/9wLzf9cuBGs1cRFvPtOdkT3EKNVXa/axYd8F3J1Nrd6Xim1Z9RirgtMsBIcpJs5bRUWx957pxd09qhvWhX9sjFVzWTFK++mz59Kf8XIsPyPv3l39xmq1R57VbSevMaBVA5rWqMYLvVqz5eQVvcbqngu3iU7UvKAu//cEy/89oeWFrUhy8uW4Odgzpl0Tlv53nA4hwXSpp5n64GBjzTuDuvHOoG46Zqm8JKXpLxQCSE7LKrWxuvpvMbLwysjOhTeFod0a88Uv//HBip04O9jSOvTxKLa6eS0GlR4dm5q1S2esBriLeeD3ksrX4HgcePHMB3T0bK7xXqhLbWac/5yIzOgKWlUV4SlJNPH2pZ1/IFcS4rCRWrHl1nWNHu/GoEp5DVXOvyYdI9g/r2WoAozs0ZTh3ZuQl6/AVk+3vOf7t2JM7+bMW2XaeQvP7zwPVdpHgKZ3X3B6C8Fhgllzmkp08odGjYtN1W6rXYWaiXv0e8lL4u5Ew+kdld5YHbF6LRej9WvBrX1upElzRiWnMKRxA8MDLUS0Hg8SgJeXGBaPik+hXT3R2Aip5snK3bpvtLvP3yIuJZ1h7RuRmy/H5lEno6l92zKtXzvScnNp/vXSwvFSiYSbb6rDhMN+W8vFmFg2PjuaRYeOsXL4IKZu3s7PI4ea/TlLIjU7h+eWrWf2gM70bVyXI7cimfHbX8wb1ouBzetb9FwVhauTLfcMOD5cHU3vJlSUg+fC+GHzMVrUq86IHpo5t+7O9iSlZTH72218PXMoTUMqf47mresP9O6vbYJndfdsbc1UXxfRyx2bmm7awh5TrqTe1spbLchZBZCrFKTlZ5CnzGdly3n8EqmuiH+QE8+V1Nt82PAVvri+stzWXJlo5l0NR2tLhLbNx+FRs5L03FzsrWQoVCp6BJmety04zUKVfx4URnhjJc4Izh8h2JZcGAsQHZ/Kiq3H+XhyvxL3Rz5I4pWFmxj/lPlRLcF+DEgDUKXOBKV43xOcPyi3blYACenGSWrFpZZe5tIcZpz5gwNx1wu3Lzz1MeeT7rIy7ABLW4v1GXKVgkXXdvFP9AWcZXbMazKU5u5BjD+2krcaDqCusygD9t7FTZxJjASgmXsQnzUdzpvn1jEtpDs1HUuXgvVnv9GGB5mB0cbqmwPmc/noTY332vZtwodrXy3cfn/UEk7tvoSbtzNrby5iSrv3+WLbLC4duUmXoeov8uLpv7Drt8Mac3Uc2IKbv2h7AzeMFxO34zMyWXzgKHtv3yEjN4/5g/rSv7467Hk3Wb+OaQFJWdn0rx/Cyx3LRwrj8oUoMjP09z8XHrXODPRyJeyB6IW9FZNAgKe2SkBmbh5fbT7AtH7t2PbOeADOhkcTWt0HO2tZoSars40Nu154nnUXL3MxJhYnG2uUKhWSYlJRTjY2JGdnE7rwWzrVKH03mYLiKoAvR4sXt/ScXJxsxaKwNdNGmTXv9D7tmd7H9DSQ8mD+9EEMn/Mzo9/5hTfHdad+DV/iUzL4+S/RE/rOhF5md5rasPcCi/44gEKhxNXJjmVztbX//l0ylcthD5i+cBOTP/sTgDfGdWNkz2Zmf6ayRKVUsf6P4zr31w7xNalzlX+xHGgAH2dRCeJugnHXhceZYwklF6odSzhPe89mhfmq7tbi9eRhjjrSo1ApcZU58XHD6WW/0HLk5BjTdFLfba0/onN86Cv42juVZklGsf32DZr6+BHo7MK665dxthGvmz/1N8GJIA1C4nUYFHdRxpdQKCVYIzi+juAwEWOr6/89cZ1/T6gNpfmvDKRrczHqt/97dTrdloOXtI41FsGmE4L3aVBloco/j2BtgiSXCTQJvKd329Tjy5PvWz9HBy/NBjqp+dmcSYygjpMPs86t48XaXZgdKj58zD2/nubuQYWNegDictL46/6Fwu0H0SnsiL5IU7dA8pWlz1ufYIZn9fpzhiPBRhur8//WbrP3+aQfNLY/+nM62Zm5TGxuuBL03+QfjT01qdk5jPh5Lb7OTqwZNwJfZ0daL1pObFo6E9u0KBw3YMWvANjJZFycrV0dC/DZngN0qGnZFn/6uGcgX7UoA9s04NlFa+nVtA4/7jnFK/21jTMHG2vmjdEspmlRS/SkTe6jNsC/P3aSpKxsBobW453uXYhOS2PJkePM6KSe8+bsGYQnJOFmZ8fVWa8ydfN2Uz+eURQYqk8q7s72fPnq07z81UamfblBY9/Yvi0Y1KWRWfPeiIxj8R+ioerr4cQiPTJYjWr78fN7Y5n1zTbsbWUM6NjQrHOWBxF3HpKRnqNzvyVarAqCmMecr1BodFV7Emnv2UzDi2oKUkGCndSIjkfliFypxOoJ/vfSx8A6FtQqlwaB1EfLwyrx2AxWxue3V/d25fRPMw0PBH58S/Sq6VYCMALBvswM1SeRe5lJLLu9j9fq9kalUiEpIg1Z9HUBPrbOXHjqY633xx+zTFRlSG3t1tK/37jAM/VKp8JTqjQAB+fShTaN5ccTZ4hNz2D9+NF4O4nhvZFNG7Jo/1FGNm2Eo40Yvvl78nOEeGnn3RSw9fI1tl+5wYGwCNoEBRDoZrgqfN25S6w7p/m0OK2D8V5ZQ/mqRQn0dOXdkT1557d/Gdw2VG++KsCaA+fYevIqUfEp+Lg60qdZXab2bYuVVMLiw2IR2C9nNb0u9by96FtXfDJrMP8bprQt/4KkJ5FWDQIZ0aMpRy+pdVYb1a7GjNFdzJ6zXrAPi2cOYc2OM8yb0s9g8UJwNXdWfzCWvHw59rblL1tmLBfPR+ndX7e+ZTrWqB41d1QoVRRX9Kko4u4nMb7zZxrvbbzwMQ7OdqhUKtZ8vZv/Np0mKT4ddy8nVh9+x2DjDFPxtvXQKUv1RWPRKCmNbFVRXty3mT1Rtwu3I8fP4XTcfb69dIxfe4npWx+d2stP184AIJNIkSsV/DNwAmtvXeDjto+fyoWlGFa3AYIOz+c3PYwzBiXua8Se9Io4kLggOL5pkqFaReVDhYoseR5XU6NRqVRfL6eXAAAgAElEQVQ0dPUvTAPo7FOXn8MPEeLkQ0RmAvtir9H0H21lk69v7GbLvbNIEBgV1JqpId0ttr7P2mv/Zn+/caHE902hVMaqU7Hq53nPfMfxHRdw89YOy5WGiKRkPBzsCw1VgIZ+Pqw9d4mY1DRCvD0NznHi7j3e27GX7nVqcjX2Ia9s+ps/nh1ZaOiWxNk3St9yz5ASQHF6Na1Dr6Z1DI7bff4W649e4pNn+lAvwJuo+BQ+27CX1fvO8EKv1oTNUbvVh/22lk3PjtE4vuj2yaj7yKRSprWrMlxLw5vPdkc7/lA62oQG0SbU+EiAk70NULk92ZfP39W7v36oZXJulUrRWLWwrVdqOg9oyltLxmm9H3M3kcM7LvLJL5PxC/TgQVQi98MfUr2UxWYVzS+9RtDFX3fu5fute/B+a1Fx5UD0HRafP0Jmfh5305/8FA59yCS61RnsZUY+jEqDkLivQZX5C4LjKyAxLx2pisrBy6d+RUDAViqjg1cdBgdqFko+U6MdD7JTePrA17ha2/Nj24k0dA3Q8ppeTr7Hli7TUSiVvHbmd1p4GNZ6N4eNt68QliraQG8f242bjS3P12+Ot33Jyjn6KJWx6uqlncNTPLw/pu4s3lqlLQRvCsFubvx3M5yEzCw8HUTv0rXYh8ikUqq5GDaMD4VH8uqmv6nn48nCwf24HhfPs2s2Mva39fw4arCGEWxpDHXpMRdBEJ+5pRIJggCSR3mvxXNS9THq9z85e18tkdKpRhCtqwdYeqmVCqVSReSdh6WuNq/CfC5d0O9ZDa6pO8H/k+3G9VMHUD6SGzDlN1EeHPr7Aof+VueMrT70Nj4B7lQL9KB1t/rMfWY5aUmZOLnZ8/vx9/XO9eGU1RZf3wtznmLYpLLVHk3NzeFEbBR13bxwsxEjdGl5uXx6ej+TQ8WH5risDDaGXaaDXzB+DmWfL/rEIg1CcNb/PapCPw38T1X0Evi65Vit9yIy4mniplaAsRKkzA0dwNzQAVpjiyIIAlIEkEiQCELhtdJSZMvzee/4HjbcvoJMIsXd1o6dkTdJz8tj2aWTDK/TiHlte2BnZXwEsFTGav1W2pIaWenZpCZmkJEits9ce3Mhl45oFma9vkR0WY+sNYNfLn2JnYGOTG9078izrZoyf99hTkTeIzUnh4/69eSDvoZd1/U/+5rnWjfn7BsvFeZBtazuz/W3XuN4ZBTnox/Qp55+T+Yb23ZyKDySUzO1W951q1NTZ/eqa1fuExerXzqneP/zkpBKJFpSVMU9sDV93PlpuloVQa7KwUoQc9GKe1UL+PMZdbFTVl4+L2/9y+BaKjP5+QqOH7lFVEQCkRHx3L0Tz72oRBQKpdbYPcferYAVVgGwcYdx+W8lkZKpO9e1OP0aiy01K1O+qk+AOzvvLChxnyAReOHtp3nh7afLeVVljwrIzM/lUkIsSpUKFxtb2vqKN9lF5w+z9c415rboyp7Bk7iSGEdYaiI+9o4Mr20433trxFW2RlzVub+NTyDrepWuqrzdZvNygk3BEutUqLKJy9hOYvYh0vOuk69IwlrqgZNNQzzsuuLj8BQSQb/qgUKZxcEosTizrseH+DuVfP/4f0ImtUxqUmlZfH0XCbnpvBTSA5lEyuZ7Z4nJ0mw6lJKXxZgjy9jZXd1ad3X7FzXG/NhWneazpoOoYbvs1l4sRYu137N/2Ass6FSyysTDrAxarP2ea88a3+ihVMaqX7CX1nvjQmfjF+xJt+GWrbb3cXLky6f7mHzc/ldewNe5ZM9pu+Cy1aSMvGO4e031QNFYTc27y/a7mpXyw2v8jZ2VmOKQkf+ALZFDNPYPDt6IkyyA26lbuZD4AxLBipZeMwhy7EGOPBlHmfE/MHtrGSuHW76PvaVRKJQkJWRw9fJ9Hsal8iA6mej7ycTcT+LhwzRUSss+IVZRtuQr85FJjH+6XjCmP/NvfsGskDeRPKYi9v/8fowVn2zH09eVQRM6MfA5sZjkXvhDJvf6SmPsij2zqV7Kbl4VzfN7NiAAdlYyuvjXZFSIZoek+u7eTApthYu1+HDd0MOHbHl+Baz08SY6fR13Ur4mX6FpvGTL75Mtv8/DzH+5k7yYDtUPVdAKHx/yFQ8qjYFaFBViAZX00X8SBJRUvnues7UNkWnJ+OgI90emp+AoM00qzihjNfJ6NFPbf6Bz//Jj8wiu788Hv2tW4O9Zq9npqaR5hgSoZS8K5rEkugzV8iDSiBSAAs+qi3UQz9Y5Ufj+vpjXsZJoFrAV3V+UGynrGRD4G0oU7I2eQXUH80J45VWBq1KBQq4gL0+OXK5EoVCSlycnKzOXhPh0srPyyMzMJS01m5TkTO5GxJOSnElyUiZJiRmFuYiPI/3a16df+ydDX9ZUbqbfYP7NLwAY7D+UAX4DyVXmFBqrN9Kv80vkz4wJHEtjl6bcTL9BWMZtnvJTexrPJZ8lLOM20dkxVLfX3a/7WtpVbqbfYIj/MABeODMeAGeZM4uaLOG7sCW8Urv85Zru3o5l15+n2HTpUx7GJDN/5loatqpBzfrVjDrezt6anbe+LONVWo6V3bUll8JSE2nhrb7O9wuqqzWmupMLY0KalOnanixU3EzUfY8uIFcRR1jyfGq7WTq7Xs3pmKGk5+n2dJuCm21rmvn+ZpG5TOFadOsKlajSxbSQ7iy6/i/PHVuBQqWktUdN3m04UGvcg+wUrcKqdxoOZERQq3JZ5/Sm7Rm3az1vt+qKt51joYZwZn4+OyJvsjvqNu+3Ma2oyyhjNbi+v0lSU2U9T0WQkp1DyKe6xYBLSgWIMMKzGhBYchpAvjILmUSzy9Zvt9tqbPcOWIqPXXNAQBAkSB7ZcCpgS+QQWnvNoq6rti6npdj51wV2/nXB8MAq9LLhiwlEp3xOZq74JJ+SvQsHm+a42vUhIWMNmbni37ia62zuJb9PTc/lAGTkniIhYy1BHvMBuBM/lVpemr+vdo2CObXa/LC7JSkwVAG2Rm8mMTeBYQHq7+fm+xt5pfZ01tz9lSW3vwYoNFST85I5kXSMq6lXmF33LTZFr2dM9XH42Iq5xx9f+5D3Gnyo89w/tlxt9DqTEzLoFzLHhE9mPBKJRKz4EsTXggBSK/VDYp+RrZnxhWlNTio72fJ8vjx7kN1Rt1GolHSsFszbLTV1TTPz8/j09H723Q8nMSeLPkEhvNfKuJvZ4BqhLO6gfcMuDUeGlL64tjwJT1Z3VZJJ3Qh0noinfXdspX5kySN5mLmL+2m/olBlE5X6I7ZSXwKcn63AFRuHRKhcsmoVjZ3UmncaDuQdPcqErtb2JUpTGaJ4qkBpGFu3CX4OTkzcs0krH7a5dzWWdhtEr0D9akfFqfQdrIxlaGNtbS9T0JV3CrBgUD8WDCq5e4c+jEoDCCpZyUBAM8TpKPPj2Ton2BE1nv6BqzX2hbgOZfvdsUiQ0sJrOlJBxpDgLSalAVRRelQq8yvP5YpEcuRiT+V8heiRVyjTSc3eTy2vVeTk3yYubWmRI1TEpn1PLa9VJGf+jZuD/oT6ysC79T/gx4gfyJBnMCxgJJ08O5Mh1+wwVZIuIMCdzDD87fzp69sfAYEZdWZxI/16obH6uFC9ljf9RrdhaMN38PJzZegLXQiq41u4f9f6U+xary7mmPnVKHoNLx9vSFmx+MIRUvNy+LPfWGQSCT9ePc07x3exvNsQjTF5SgVbnhqHl50j888d4t3ju1jZY1gFrvzxICPvFlGp4kOqo3U9mvr8iLVUnaLnZB2Kk3Uofo6DuRA3kRz5A8KTF+Lt0FdjXGWkylh9fOkWUJMr414jKj2F1DyxMZKLtQ313c1LaypTY/WH4x8BaHSv+n8iJTnT4JhAHQVWRfX1rqes40z814XbRT2sBd7Tui5VF/WK4Msf97B1r6jD6+pkx84VokdmyofreGNCd+oEiT/Mz1bs5q/9lzWO7da6Dp+9LnqE5Mok0nMOAwIKZRpSwQFBkKJS5aBCgVyZgkRQe9rzFfFYS/0RsCIr7+JjYaxujt7ICzWm4GbtzuJb82nn0Z4ZF14tTAkY4j+Mb24vYqj/cObUe7swlA/Qwk3bYKvnVLp0iu0xWxlYrfzztPuNaUu/MW213q9ey1tn8dXjjEolKjJYCQJWj3LtintbJIKARBAKNWXF7cpTGFeZuZu6HBVKpIIdjb2X6TRA7WU1aeT1HacfDBM9rGk/U9vNcE92U2lVbXOp57gSP52HmbuwklQOFYh8hXZ76IKc1luxYi1NiO+ucl3T44CDzNps47Q4T4xn9XGkcbMgnJztuJuxj0MP3tba/9vttnT2+4z6rqPxsWuGTOKAg5UPmfJYjsR+QFvvt3GzEV3pxT2uVV5Vbdw9HGnUNJCmLYItNuecF3ox5wWxpeFv2/XLm3zwcn/6dtQ2sLLzb+Jq3xehyM8xX/EQiWBPbe/fycg9jaNNKxxtWnEnYSoAMqk3SlUGqdm78XB8PMLGg/2HsuLOcjLkGQwPGIGVYMXXTb/F0Uq8IdV3bsAXjRaQq8wlS5HFldTLjKwudsRJy09j7b01TKmpDs/ey7qnkbf6wpnxuFm7EWQfTBNXzVazL5wZj63UFh8bHzp5iY0aihqqwyZ1Nkqu6dLJO8x5Vt2578vfptC4jen92/+feKeVZsj/rZZdtcYUTwuY08L8Zhr/T2Tk3SIu8x8AGnp/i62V/txnJxt1/DgqdRXBLlOxkpivi/7non9wcnWg/8SuWvu2LttDnabBhLYzrBtenFy5GF2ys7K8lOLFKN257rryVK9FazvcCsZm512zzML+D+i15Sf2DDGv4UiZGasFLQ5P3bpH6xDdX47/ZwKDxRSAIMfuOoun1AgISDT+X7QaWqHK0/C4dvX7kuqO/98XfDs7a2rW8eHpIS1o0Mgfv2puZXauuMR0erevx8LV+wiPiic8ynAKSOE6ZXXJyb+Jm33JeXdxaT/g6CV6FoM9vil8P9D9K1Kz92Anq48Keek+QDlQ06EWnzXSXxyUq8whIjOCHEUOl1IvMCxgBFJBigoVp5NOcTpJ/UDwQYOPCl8Xz1e9lnaVhFz1v0HxnNUrqVfM/yDlQHGjuKKpMsorJ3kK9XfckKFa8vEJZhmrDyLjWfPZVuKiEnj+XbGILvxSFLfPRxaOObfvKtnpOdg62FCrsWnKO3JlBgAyadk1MXBzUKehJGduMTg+8NG1NyrxtTJb05POreQEs4812Vi9FPGAh6kZ9Hyk8Tl+8Z+8NaI7dQPE0EPTVxdjbSWlmrszW98bz+5zt9h97hYt6wTQt4V21ef/M0HBhjtvFeBuE8LWyGFkyR9iZ+VFqNs4XKzVXSeeDvqjLJb42ODoaIt/dXc6datHULAXgTU88fNzRZCUvSC8XKFk3vc78PZwYuxTLcnIymXhauPF6wESMzaSnnO8cNvFricudmJXH6UqnbtJYrhOJvWmmssbgJjP5Wb/5GhyZiky+SliFSn5yahUSgb4DeS7sG+YEPxCRS+tiieQMw/vM2J3+Veam8qG3s/S0luXh7G01zfTj1+34G9SE9IZNLUnTu6OnNx5gUYd6+Lm7UzNIkZpwWtzOlrKVWIuu7XU+HukqQR6LCl8bYyx6uYgGuVlZayqMlegylxRJnOXN5cSYjW2G3v66hhpPCYbq6dv3yM7T15orBbnwrevczEihlW7T5d6cY8z6WnZBscE1TDthzg4eJO5y3nssbKS4ObhiKenEx5eTjRoGIBvNVf8qrniW80VR8eKScTPy5fz6Q+7qe7rRkJyBjsOXeW1Z7vhaK/d6GLe9zuY9/2Owu3Gdf354UMxzF3b+1ed56jj/afBdQhYUcNzicFxlY2CFACAXEUefX374WjliJVghaeNF762flhLrLGV2ppU0d/AOZQGzrqLLitCtqqKKiyNTZH81Bx5DA4y7UY9+rCWGm5KU5zRb4j58Qc3nuTu9WgGTxPToNx9XYm6+YDdaw5j62BDTmYuvcd1wr1ZsIlnUJGnSDB7fVVUPE9v17yf3Z1Y+txok43V/y7cxt7GGqVSVdjiszgXIx7Qqs6T3bbTEGG3Yg2OCapRuSsxywKJRMDKSoqVlQQbWxnWNjIcHKyxd7DBwcEGLx8XnF3scHVzwNXNHjc3B2rU8sbZxb7S9XiXK5RMm/cnzeoHMG10J+QKJR8t20n4Pe0UgLcn9+btyb0ByM7Jx87WeCF8Y5EI9hafszxxs3bDzVozVSPYoWx6VlfxeJElz8PeyjQR8f8H7GU1sJI4IVemk5h9EA+7TiYcG2xWCsD3b6wBIDYiHqVCya3zkXQd1obQdnVIik2hTZ8mdBnehoMbT5IUm2Ly/HmKJFQqMa2pylh9fCnoXvXG4R0GRhqH0cbq9B+2YW0l5ecZo7C1tuL3A+cZ07mp1rj1hy+y+9wtbGRWjOvWQud8vdp/Yt6KnyBGPf214UFG8tPaaXpbt4anJNFj7U9a789p24lpzTS7jQUvW0C/4SHsWTnBYus7GBXB8/9swt/JmaPjJmvs+/LcAZZdEXN2BcBKIkWZo0QRo+Jcp9c4Ex/NpO0bWdd7bGGLxqJkyvNYeP4Q2yKuEeruw9stulPPTf0gsOD8Ib67fIybz7yBjdRyadpWUgmrPlG3R5RKJXz6mmZY/s69BJ6Z/YveeX7/6nlqVvfk3t1EJo5ZZrH1lQXbN51h+6YzFb0MozH0u6isNG5Ts9Ti/0W1Yjv3b8JbX4u9xXt2+Uxj3Gsz+7J/7zUWLRlX+J5crmTEkG9wcrTlzbcG0KixWHcQHhZHrdrmyYUpVCrS8nLIVcjJUeSTI5cTn5PJ+YRoHmSmE5uVTkR6EvczUlAUUwto6RXAhj6W1QVt6R1AxLi3LDqnpcjMyUMmlWAt03+9EgQrWviu5VTMQO6n/UZKzmkt6aoCsvIjuBAnXtOlgh3NfX83a20vLxinc1/3Ue0KX3cpoYtlQXcticQWqWCntR8gPU/MJ7eWemJnVbZdJvVRUOVfhXmMqCMW8xU3Vq8licVz3nYOeNo5aB2nC6Pv3K8P6kQNX3Wy8zNdxWrb1a9rtgj9/cB51rwxhs/X7+OLjabl7VXx+DBq25+cjNHd4aOpjx9bhxrX53pO867Mad5V472+f61CJpHiblPyBa0ApUrFxL0bScvLYX2fZ/jx2mlG7FrD9v7PU8O57JLzjaVmdU+Or51leGAVVZQT/x1UK4+sWLYXmbUV+fmaBXpbNp3m518nc/duAnNmrSUvT9z/w6pJRp2jxprPLbfgx5iZS7dz4GK4xnvtQoP4frqY/5ielUuX10X95N4t6yJXKBjXqwX/nLhOy5AA+rQyXOfhYF2HQJcXuJu6goy8G5yMGahuCmBVjaz8COIzd3Ev/VcUyiwAarm9Uab5oLo4fE8sAg52mUZNt5L7wmfni/eVijRUoarKv6zot3U1AG8078SrTdvpH1wEo43VGr7uxCSl0f+DVVr7/pwzjroBXmTn5fP15IE42dnwwdhebDl+hdsxCRqaoVVUDLVc3Ymc9kZFL8MoDsdEcCM5ngUdnjI4dlP4ZU7GRbFr4CRquXjwcdvenIi7y2dn97OyW5X2bBVV6CMzMw9HB+386hPHwhgxqg2ubg506BRCz14NadOuNuFhcRWwSrCWSg0PqqSc+0F3wxknexuN/TOXbheFaU2klttM7qaKxTn5iiTCkxcQnlyyZm+gywsEOOv2jlY0Wfl3ALCTVayxam+tlr/LyjtfgSt5svi0vZgO19TLNHlNk2Ki1dydufCt5g9v0jcbCl/bWcuo4SN6s2xkVozu3JRP1u01aUFVPF6UZAAHL1vAhbgHBC8zXeA8LiuD2cd20NzLn6E1NXvKjd4tKh7UdHZn32AxlWBD+GVC3X2o6yqGvawECQODG/Dd5WOk5uXgYl0xhVcFhVNVVGEsr/6ynX3X1F44qURg9ZQRLN97khWThmqM/WHfSeQKJS/3Ej0T45b9ybuDulOvmnF58OfPRdKseTBJiRm4umnnOquKGEwSiQSptPwE+gWgvW8wdVw9qe/mTROPatRxKX8voKVoPkWzTfezvVrw+vDOhMUkMnKeZiFK1yamFUipEajr8SF3Ur4pDLWXhI3Um9pub5p5jvIhSx4BVLxntY7v9sLX+rRZqzCNcfW000eNwSRjVZdntYrKyd674UzaYViSo4CxDZrwWZdeZbgiwwzd+RtSiYRlXYYgKVZRVVLO6uXEWPoGhmi8V8fVE4VKxdWkONr7BpX5mqt4fLC0fmlp5yquX/rDxCF0rBtcuH0uMrrE4wQE/sfeeYdHVXRx+N2esukVkkAgIQm9V6WLIEgVEawgRUEURUFsoIgKFhREmtgLTVEQpEmX3quhpBAgBdJ7suV+fyzJstmebAp8eX18sjszd+6Ezd577plzfkdaAQPy/Vl/sO6vV7gan0rdIG/+u5DIA90/ZOq0/vR/uBWdOoeTnV3Atatp/LvvIju26+IIbQ0DMF4vKCRSPBXOKCRSnKUyPOVO+Dq5Eunlj5+TK4EubgQrPQh29XBobHl5KBvGUJHYVnOe1fC6PkZ9UxdvMDnWFoLcRhGoHEJy7nrSCvaSWxyNSpOOXOKDm6IpPs49CLgLKt3l3fasulSzZ9XRiL1/rpbzRqe9Q3rBvwZtAa4DCPMydDQduK4rzOGpaEsTP52j6dytl2jmVzNUZhxyRTgTn1Sqs1pLzaF3/bBq2/ovG7N6KPEaI9cbSzDdyMvipb0bOH7rBt4KZ46OeAmJjWn/eepiCtQqvJ0MPUO+Trqg7fTC/Ar8BrXUUjM4ey2F0cvW8nK/+2lVX7d1dupqIkPamZfmsgW1Wsvir8eQmZFP4yZ1+XLJ6NK+EbfLwTZtHsymrXpPXEkYQJYqg81JfyACfuoziIvZ53CXedLMQ791uvba9/QOGEC0ib6tyX8S6daMei4NDIqbVITFV1axNflfpCIJLlJnfuo4F4AZZ+Yzt8XU0nFnMi+x+tpmAN5v9iJikZjNSfuQiMQ8GHifQ9ZSwvxJukIfnV5YyKGvjOXSpiz6k4c7NaFLs1CmL9uIwkpClTUkImeC3EYS5Fb+nR2xWEHLgBUAuMrCK7Qee0kr2EuRWqek4+fSz7aDJIGIAy9V4qoqzuXoJDauO8aZk1dJvZmNRivQ+f4IHhzQko73R1ifwAzfL93Fr9/vY+PeN5HLTf/tFGvSKFQnmp2jSJ3M/uv6AkLJ6kSS8/6ia8ghitS2F7cpS/1vPzbbN+fILr4+p5c3tUXaqsJhANZ4e2Rvu8bXUnnM2reDXQmxJOXm4iqT0SqgDt8PqN64ziBXDzoEhDCiUQsGhjYxaag29vLng059jRKmXKVynKUy0soYpbcK8wDwcbq7pZxq+f9EECCvqJisgkKKVBqahwQYhAGoNVpOXk0iPNCXB5vbV8ry6JFY3pi2CpFYxLCB83H3cMHX13T99TOnEmjRytC75eWlexD0kHkxst6zCAilIQPns07iInEl2KU+fyWuISb3Ir0DdHHnF7JPo5S6cSrzCBpBw9W8GCLdDMN8Ksqk8JFMCh/JmcxL/Jqw0eSYC9kxXMlNwF+hu5bsunmESPcG5GsKHGY0Axw4H8/khYa7WmXDAU4se0UXnlqJKR3pBfvJLY4GQCSSEOI+2uzYy+kfAOAqi6Cu26OVtygLZBXpY0PFIsfL+93JtfSKhUPczP7K5rGTx3zNAw+1YMZ7wwgN80ciFvHr9/t4b8Yauj/QlOmzhhpJM7758i8cOxRjNNdT47rz1Dj7qlO2DvwJLyfjkrEACmkgvUIv2jWfNf582HJM9Ogmbehb375rV7XttWw/8LZN4z49sY9Fpw9y8emp5doaevaf31neayhScdXFXNVEdl6N5Ydz+gtBZpGG3QlxTN+1lXk9+zr8emlPzGqJEsCDG1ZwKdN8ObbAXm4EuBg+6Tf3CeRsmqGm7dm0ZCQiEU29yyexU8u9S3kkoc5kxvBv6pnS91fzkpnXciIAr536ihAXf7JUebzV5Glmn/+O95rptsrPZsWyOekQr0bqvFx39pnjuW//QCQCJ5mMQA8lrw/sYTTm79MX6R7VgAs3UriSkkZ4gO3SXO07NDRQAyjhxYnfG7XN+/AvflnzgkGbt4/S4P3WpD/pW2cIAIHOQfgo/CjWFjM0SCeTVWIA+ikC8ZR7k1x4gwkNp5b2aQWNzWu3lcPpZ2jv3dxk3438FK7lJ5W+P5d1GV+F48swd2kaWrrFX6xSk5VXiKuzAheFoQH20rD7eXPF37z3wzb6d2xMalaeQ9eRkreJpFxdMRmp2N2isXotWxc/G+A6oPqM1cITVXau9NxVFTo+KXOuTeMSb2TQtVcTps0cYtD+9PgeuCqdWLZgG526RtK9dxOD/g+/MFTTycrM59F+9ueBAJxMNpR981C0oW2dlXe0COxL6AQiMcFuj9PA88VynaeE1v6WS/8GKz0IVnrYNadDjdXLmWmM37GOpDxdqbS6rm50rlOfD29nf5liz404ntm21qDt0/v7M7yRY566d16LQSNokfL/a6wm5mbzwra/6BxUj2kd7yfS24+0gnx+iz7HwuMHifT2ZWxLQ03czbGXDIzNqgoniH96hl3jh4c1Z/qBv7mQnkIT7wDUgpZN8dH0Cg7HvRqSq55fvo4D0Vc5M9/8DkTHGYs4PHeyUXtIfR+2H3ibQXO/J/6m+SQJgBAfTza9ZVkH969jF8gpKObxrsYB7f3e/wa5TMKGGaMtzlERzp1KYOqE7w3aVv09FW9fncEzfuQSrsbewlWp4I+dr3PiSCxnjl9l9MSeHN5/mUUf/01RoZo3PxiGViuU9pmde/NUI2PKEbTwDKOFpz7x5c8b+0pfu0qdmBLxKIfSzhscIyCw6uo/zG4+jj03T9Hd33pSwZfPDDJqi72ZTuv6hhf+r7Yf5MfnR5BdUMQrP29kxbiq3x3RCGo2J/2BQqxg5RfJ+TcAACAASURBVNUVhLg0wEfuj4fMi1x1DjG5FynQFpBWdAsBLf6KOnjKvMlX5xOTewm1oCJLlYGnzJsod9OGZXnZlryfxW1nsjxmLVfzE7map98C7RPYhT6BXYyOuZJ71aFrKOFIdALTl23CWSGlSKXB1UnOhIc7MbCzzjAJD/JlzaynS8dXJGbVFBpBb/zaKlVVnUL89T3GE+zuWD3dskjEpncSKouYi0l0vM/0Vn/HLo1YtmAbly7cMDJWHYFKm0WI+2iTDykZhUdQyiORiT24lb+DjkF/I6DhzM2JeDp1wMvJWCe3okR4lT9R0mHG6obY/5i6bxMr+42kkacvAgIxWen8Gn2KjXHRPNwgyuRx3YMaED/G/lJcwzf9wrGbxskHfw8eTRNvf7vns5fCQhUKhazGVVUyxQ9nT1KgVvHjw48gE+s8Ha4yD6Z2uI+Fxw+y/PRRxrRoY5TQZAvmvKdlY1ZLigI4mkfCmrP2yhmm7t/E4u5DWH7+MFnFhcwoo9t6t6F0UnDgw0kVmuO7XcfIyC0waayWhyKV2q6Yumat6rHtyMzS9zNfXYWzi74KkdLNiW1HZvLK+O+Mjl32+TY+Wvgk7p4uzJy6kgtnr/P4GH11HlNzu1ZSyd0f47cYvD+deYUw17o09zSfuZ1RnIO/kxcSkZiLOQk2GasAhSo18zfvY+f5GNJy83moZSSv9df/3okZ2bw77AECPJQEeCh5c1BPXvxhA3KZ46WdUlKyTBYQGDi4DQn5sYQro4hyb861/Diu5ceXjnGWOJOvycNJ4kJzj9ZcytHrVfYOGECeJgeZSEaQc338FRWvGX4nGkFDuLIeP8VvYEhQb/I1BSyPMXSG/J20l9+vbyezOJtXI8fQxdcx3w9TfLP5CJs+GouzQkaxSsPOk1dYuG5fqbFa2eQUnSt9bWv8qavMvu1ZR+LtfH+ln6NZsP36qS3rXTP52hYahAfw63f76NO/hVHfyWM65YOwCPtknGylQHWVuMwvzfaHe01DpmgBaBGJJCCACDGgrZT1bB/6bLmPdYixuvrSGV7fv4V1A56kzR3u33b+QbTzDyL0u4/JV6sY0Uj/BP3BUcMAW1M8HtkKbyfTovC/DTAWnA/9ThfQ++Xpg3x2Yp9R/3OTf2DZomdK3x8/Gc+p0wmMHd2N3NwiZn+0no8/GFHan3AtjXohPiaPnTP3L6a98hAeHpZF649dum6x3x7aRZSvhO2pm7pt8hJDtSwpebkk5+VQV6kvvfdQwwiW9DX29JSwevBjZvuqEolIxNp++viYuZ0fYm7nh6pxRToJt5rAlaQ0+rWyLipujZdXbOCZXm1JycylXxv9fO+u3M67o0yrR6xfc5SvPt1s1D64x1xeeO0hBo9ob/Gc4158gOkv/ETqzWyb5x7Y9UMDA9ZRdPZpxoXsOGJyEynSFtPNr2Wpofpes7FEZ1+lk09TNIL+Au8tdydfU8iB1HP0DTQdK2aKL7cdILewmJ8nPoafuytfbNnPu+v+YeHTuu9iXS936nrpv6edG9Wjc6PHeXKJcfKiPdyZXFWCqXCBEhq46j1FIS4NqOscUqqnLRFJaemp/3y95D6lfS0921VonebQCBpePzOfZu7hfNTiFYq1Kr649CMjQvrhIjV8iBGwX8e0vCx7ZXjpaye5lP4do+jf0bTjBvQJWa3Cgxxy/gK1/v5zK38bGYWHTXrMrmfrJbQupc/B06kdLrKGRuNqsZ/gej4MfrQDn76/nnOnErh1MxtBEOjQpREPPtyKbYdMX7Pef2Mt504nsPpvXVEZD08Xs2PN4a5ogYeiBcWaNIN2rVBEUz99DLWfi373u10dw4e7moJDjNWS0niWLgJ3XsgB3mrfk7fa97Q696cmjE5rvNiyMy+21OkPlhiwdzL9rTUcvf1E8+Qo2ysolIcJ8x33wZ9Yal9yWwnN/QI4nHgNtVZrMnbX19mFQNeq3RqppWo4HnudhNRM6vl62jT+SlIaj8zV37ietlAy2RKDR7Q3MEiff2IZS395zmBMbk4hD3aYjavSWJS+S/dIunTXG8YlIQKm5q5sAp28cZLIaeOlW8/hNEPPzMqEf3iv2VgkIjHvNB1d2j41ciQHU8/RUFnX6Ppnjsl9OvPJpr08vngV6bkF9GkezqxhDzjsd6ksJCLztxJLfY47v4S3Gj+Hl1xnyMvFMqZHmY4PHlCnO/3rdEMjaMkozuZSTnwVmq9VR3rBfqO2uMyFeJUpsyqg5UaOPn5TKxRx9uaLtK2zCmkVb5nfq0Q2qUtkk8HVcu4wE7q652+Vz5awhkqr4fcr560PLMPICGOvc1kcchXpFhSKVCzm14unaOtv/EQoE0voHtTA5LHFGg0rzh/l14unERAYGdGSCc3aW02memLLavYnlS/OqMR7WuJZLeHosTh69tUnX/ywYpzFeYaMWMgzT97H6KfMb134uFd/RvrTzVrz07lTjPl7HVPb30ekty9pBfmsu6S76Y5t2a5cIQCVQeiP5oPWHwtvybwu1es1rSpyC4toMfVzi2O2vD2Wut7uJvvibqbTv00Uqdl5jFv8G9+8MJwQH0ODNf5mBi2mfk6XqPosnaDLNg+v48PpBYYXspdXlC+O7ujBK7w15dfS9w92mM33v0+mboguE/vrVRMNxstkEpyc9V7pbxbtoO+gVgTXM46hS7yWzuhHFhm03Tm3I3GTueAm03+Pr+Qahh/lqQuZf1Hn2fSWuzO6ge5vVCGW0cO/NfbgLJcxc2hvZg61T0Xl54nGOx1DntFfl8KbWk54uBcoMVTNoRG0DNuvk48SIUImlhLk7I+vwptIt1CLWflVVT62Inqud5Kviud8qi7PQCmPwMe5B1ezlpNZeMxobFLOb+SpYghwfRi1Nou0gn3kqa5wMmU07etYD93aGW//7k181hLis5bYfRzg8Mx1UzQJOlLp56hOJGLHx/YDFKjVvP7vFusDy1Blxmqw0oPZnfow89B2nohsTZin7oYRl5XBT9EnmN35Aeq6mr6QTN69gdOpSXzatT8Ar+37mzOpSXzde5jJ8XdS382TPcMn2L3ezKx8EhMzDdoGPvKF0bhnxq3g3beH0L2r/stYXKzmcoxOa/DPNS9ZDQPY/vFzFvurgnruHizsM4Dntqxn37V4g74hjRrzXKvye6l+iz7Ha7u20NwvgL+GVywwftsgyw8H5eW11t14rXW3SpnbFAXFKouGprUwgbJJTz1nLcNFLreaUFVCZl4hU7/fyOLxQxEQeOKLlTyzcA0Lnh1E8/r6GMFQfy+TCVaXE1N5ZsFqHm7XmDeG9wJg9II1zHumv03nL6F953CDbflP3ltvNCY+5iahYboY8+at69O8tb6IQ1ZmPmqVLlu8ZdtQmpWRUbI2t638fk7nCXikmW26pff5GiYEfdrqBTMj9UhEYt5oXLmJI2V57q2BFZ5DLWj44rYh3kBZh0eCre+GVYTlMev5/fouvmzzKhFujq0aJBGJWX//IpN9v1/f5tBzVSd5qiucThmHSpOOCAlRPh+ilEeRmr+TPNUV8oov4ypvdHtsDJczdIZ4uPfrIGg5nPgwam0OOUXnyCo6gYeiTXX+OtWCTFLxGNIP3v6dPf/Y52Xs/kBT3ppjnDApCDrbIz+viIy0XJJuZKB0L3+MfpTP+zaNM1QMsI6bXMGhxyYatXdavcRkuz04bH/m8ciWdAwMZtw/64jL1mUyN3D3ol1AMKMiWpo8Zn/SVbYlXGZRj0F0rRsKwDsdejF59wb23oijmxlvrDXMxawC9Oo3j8BAT1q3rEevHo1L23dtfb30ddn4VIDklCx69p2HQiFj6OC778vbt0EjHm/Skr3X4knOy8FVJqeFfyBfPDCgSs7fyNuH97r2RimTWx98F1PioawubqRn8eI364lLSaeOl24Lb8mEoTy/7A/GfLWGQx9Ntlr5aMHGf9k+ezyvfruR/f/FA/D9lBGkZOYajW05xdAob9WwLj9MsT2eecKopQbvu3SP5N1PHjPZX7bvwQ6zDY594tmulIfpW7YCthurcnH5LptOkqr9288ozmbkQdti3MY3HMTwkF5G7VpBy/YUnZepnSrKocbqxZwEPo7+mcF1uzIoqHyfXS2GpObv5ELq66i1uljvRt5v4q7QPVw19ZvPsaQRnL45gTaBPyMIak4lj0aj1elUKyT+t8d9zpmbzyEIGk4kP0moxwvU9xiHWGQcrnMvcS0ulfFDDas1/bJ9Gj5+uutov1YzEYvFCAis+OMlbiZn0rqjLna9uEjNoI6G16OV/0w3aXh+8v569u28wIZd1r3oGel5PNhpNiKxCJlUgrOLHDcPZ3x83Bj/Ys0LDxIBN3KzKdSojfpistLNHlfHhjBEhwYThXn4sOuR8Ty0/nsANg8ebXF83O3FN/XRZ+8389FpY8ZmZ5TbWDUXs7ps0TNotQJisW6/5/jJeJvnXL/WsPrI2++us3rMXwcvsGrXKZvPYY1f3nzcZPuLE7/nvwuJSCRitILA+o1TWb3yEGNuCwdPnfIzZ04lIBKL2P73q3zx2RbGjOtOYKB9OmcVoa7SnWea2bcl+v/E+CW/c/hygtn+NPLNemtLZLK2nLrI7DX/UKTSMO8pvRc0KsifX18exbSfNpGQmknDACtb5cKdL81H8707qg/vjupD9zeXsHnWOCMNybKMfaE37p6GYTGWEqKmvj2QqW+b9g7WDfGulGSqWioHraBFI2gRiURIb2uvFmmKuZ5/kyyVY7VFy3Jn9SpzPBJsXl7xbuG/1DdLNVVLCHbXJ58q5ZFE+bzPhdRpnEh+EhAo0twEoJ6HPr7Xx7krUT5ziE59C0HQEJe5kKTc3wn3eh1/175G5y3PtrygFRDdvg+f+zeaZvebTzqrKkIa+LLllN7gfGfyTwbqJSV9zw9fRECQJzeTDXdnm7cN5ZNvyp/tXpZ3PrKudXtgT+WHRNjLS3v+4kaucWLsE1vMJ4E6vIKVo3kyqjV7bsTx+JbVfHJ/SRjAJnqFhPFMY+vey6s5maXGqEwsIdBVia+TK0FKd3qHhDE0zNhTUmKoArRtHUrb1qFGY8p6VU0x513rHrRmDQJ5WmY+QeWNFX8D8NE4+7ZXy/LlktHEx93iozkbCAv3R+FkaDTMX/Ak+XlFXL+ejrPzve3ZrC6WbD3Ikq2H7D5uYt9OTOzbma8nVlwrs1+rSLPZ/3W93fllyiib5ln0nE68eulE3d/47wfOGvSXTcIC6DzdcHu1bNwrUKqvWtWcTU7hsVWrEQSBtkFBTL2/C23q2h7DGfbpfGJes27w2Msf1/ewNOYP6wPNMLfFJFp7mS/V6CV3Z2t34/CmOzmcdp6Z574u9xpKyFUX8Mh+vadIhAiJSIxEJEEmlqAWNBRqipnZ9Fnu87Uen2aJgaFNGBhaOdJPh5Ouse7yeUbUa00TH3/CPH344fwJPu8xgNf2bGZpn8F8fnw/3YJD+eLEAcY2a0ePEL1TJTkvl/2JVzmUeA1/F1d61mvI1vjLjIxsQZinN89u/Z1v++q+62qtlon/rOfrB4ei1mqZsF3/t7Aq+gx+Lq70rmdeHq0sKXm6ql3O0no09v0QTyfj8K5A5SDy1XHEZy5GhJgGni/SwNNY87mOchh1lMM4njSSrKKTyCV++Lr0sHkt5tCoNYyOepmXl4ynbZ8WaNQaXuk+i+0avSGzbsHfLJn6g9Gxgyb15cUvdcagoBWY0Oo1HniqO6FNg5n3zFd8c24+XgEezBr6Ce/9UbHqVABFhWpcXPXe5C3rjnP84BUW/vI8UqnjpeLuFQ6MeB6AxWcOMalFJ6P+6IxbTNy5nl2P2Bf2V63GKsCiHoNYevYIsw79U5pg9XyLjlYrKv3Sr2ZIJ1miQaA3DQLNe7FKjNW+7SomL7Tkq39IvJ7BnLkjuBidyOxZ6wgN9QNArdKweuUhjh+PY/4C3VN2RGQgTgrHfvRnb6XYXLHq0579GB7l2FKL1c3Evp2Z2NdYWWLyij/ZeyGO/R9Mws3Z9m20k3E3+PD3XSRl5JBfXIwggNJJTt9WEQxu39Qg9rSqMZWEVVM5kJDAmN/WodbqsvEPJiQwcuU1lg4ZTK+w6pXmGRrcnaHB9pVNBOi752UAnCU1Z1tWKXW2aBgvj/mT36/vxkNWPQ8sttKxTgh/xUbzWGQLztxK4nxaCsVaDTFZ6TTz1e36da5bj3OpKYxu2sbAUAXwd3Hlj8vnmX3fA/x74yqXMlJRSCTIrITemGJr/GWUMjkd69gWu9s68AfSC/ZR3+M5i1v2DT2nIBd74yJrYFXXtG2dlSTl/omPc1eHhAGsnPsnQeGBtO3TgoUvfENhXqHJcXcapqAzYG9c0VcqTIpNISMli8em6aS+mnSK4OTOs/Qa5RidVrVaY6ChLggCBQXFzJj7KBIzn+XZ4/H0a6Xf7Vn622RCwytf872mMu/YXpPGaj03T5JvF46yhwpZLJN3b2BjXLTZflOyUQ83iGJRD71+p0IiZUqrLkxpZVxVpKbT/MsvyVepzPbHTNV5Y7SCUKnZ9j16NqFxE52nyM8vkvvuiyjdYpHKJLRt34DHn7qvdPwjj9qu+1gddFm+nJRc4/jIEka3acM7PXpU3YKqmLl/7OLXfadYMmEokUF+eLk6IwiQmV/ArFXbeWLBSsb17sBLA+4zO0fczXRW/nuKN4cZxyECPNu7HZIaXoL4t2tLOJK+02z/xy0ty8IVqtVM37wVtVbLmz264ySV8tOpU1xOTWPG1m0cmfS8o5dcpbhILRsPxVoVA/fZ52EqzzG2cLNIl8cQ6OR4tQZHklVUyKzOvRi/7Q/61A8nX6VCKwi4ymTkqooAyCkuwkUm4++4S3g7ORuUlhSLRDT3C2Td5fNkFhXyZONW+Dm7Us/NNum4O2npF0gjL9urSXkoWuOhsC3UyvYqUSLqKIfavAZrbFr+D+4+SlJvpNPs/kiKC1Vs/2lv+SYrc08VOfAem3QtA787wuREIhFDn9A5I5Z/toXOPaJoGKF3GMgVUoMQAksEh/jQpLljkgdHP9+T0c9bjiPXqg1DBcTSimtv28p7h3eYbC9Qm7ebzFEhY3VRj0EGhufdxJ64OIuGZofgYHxcKi47VaRSc/+Ur/Bxd8HP05UH2kTQPjKEqBDHPXE1blKXNSsP0adfc7y8XBGJRfy+5giPjNAZpWKxiO+/2UNychYvvvwgn87bxLvvm992tqe06vCoZvecl7Q6iUlO49d9p2heP5D7okIN+nzdXPlq/BBGzv+VFTuOMLxzc7PSVdYY0cV00qMpvhh3d37Ht1y6TFJODp7OToxtpwvHGdQ4iv4//Ehitv1P9paYfX4cueosk331XBoxudGHJvsqglMN8qxa40ZBKgA+iqqLky8PcomEkylJpQVU2gcGcyHtJmGePlzJSGPPtThWR59hbre+CAKEexobk2OatuVsanLpFn6RRlPadzM/j9f3bkErQPcyXtnrOdl8efIgKfm5NPTwpr67J95O1S996AguHYvlu3dWsezkx5zadZ6X7nubp2YO58Gnu/PZuKVG4zcs3sqGxVsN2gZN0sfL1mkYgJe/O2s/+4v6TUO4cOgSr64o/8Pnvu3n+WCacUzlP3+d4q1PHqNrH11IYVGhin3bz+Mb4E7ztqEWjwUMji1h1Oj7GTW68it1lVBwyzAe27VO5ZQWLoubXMHay+dM9inl9l+7qj0MoLp4Z8cObmQbBwGX8OPw4dxXr57ZfluRiMVotFpuZuZyMzOX8/E62StXJ8fGjsbE3GT5kAWl7594ytDr9stP++ndpxmXLiYRF3PTIMC9lppDiXdAEEwnNgmCzlMvElHjPaPVzc7YWACeaa33NrkpFIxt15b3d+6uplU5Djep7YZMC89wPmlpHJtYFrlYZrCd7whPa76mkLjcRIDSSlY1FWepjMuZqczt2pct8ZdK20XAZz36s+d6HDO79MLX2RUfZxfcTNx0M4oK+OrUIQ4l6cpytvavQ0s/nRdu49CnS8eptVrWX9FpXUvFYr7oOQA3uYI6rm78dsn0Tf5uRBAENn+7k27DO+Hu40a34Z2IaNuQSydiTY4fNqU/w6ZYzuMQiUXM+u01Fkz8mu0/7eWd1a/gFVD+B6GufZpa9YxmpObyxez1jBzbjUN7LuKqdKLvkDY2HVuTyUnP5caVZKI62FaO11YWdH+Y3iHGMddJeTn8EWN/4YAab6y+1qYrr7Upv6xJ/BjrWWaVSYlMkEIm5eCXLwI6g+PQf1f5+Z/jHLxwlQ4vLGDKsK480bv8klhvvD2IN9427QGLiKxTWjpRqxX44deJnDwRT+s2oeU+X01ErdIw1H88TTtH8ObPk3H3VnJs2xnaPahP6Pjm7dV4+Lox/GXDi+HUXu8zf+c7TLv9bzjtwQ84s88wxKV935aMm2R6W91RNAzw5sz8VzhzNYkRn/1CYno2eUXFALgq5PRvG8nskX2ICrLumV/172lW/Xva4pgfXhxB6waOKe1Y09gTq6tS92w7wyTHEc2b3/XGqp/Cs0bFrFpi4aU1VVritKI80biVwc82Abptfg+FE4PC9HKH3YNNq9VEevmybpBxOfCySMViFvR6uPR9kztUcR6JaFrjDXtbEYlETFmsS6aZOeQTLh6LITstBw9fN3b+up9lJ4zDBQHWf7WF/w5dZsZPLxr1DfEeQ16WTnLL1cOFz8YvxdPPnfZ9W1Xa7+Hlq+S9hbrPdcCjVVdBz9GoVRqmP/g+TTpF8My7jxJ7NoEf31trEIs7aFJf7h9asXDBZ7f/zhfdTUtjfnJ8n8l4VkvUeGP1XkGl1m8FiUTQuUl9Ojepz6H/rjJpwTo+W7uHi9duMevpPpXqMStRQ7jXDFWA9Uu28fPlBaxbuJnlr//Ka1/bXzCihE+2vWXw/uy/0WxYst3ueeaM6keRSo3SyT7DokX9Oqx51foNzxwN/L1LJa3+Xym4HebjLDNUx3CS3v2XvYokKmkELWpBg0bQUKQpJkedz9W8FFIK00guTCchP4U8dQFftbU9HMgceepCDqTq1CTkYsvSZjUVF6npdZsqXe2ouUvCECrKxYvJFvvr1vXEza384vL2UFRQTJfB7Xhl2QTcvJVkp2az9/fDTH/wfX5LWWHXXH+mf2e2b9bQTyq61HuaH99by6gZQ/hjwWa+n7mGDv11O08nd55j4f45AATcTtCuKC/v2eSQeaDWWK0ytGa2dTs11hmtBy9cZeOhC2i1WmaP6Vdjyp86kty8IpJTsghvWDkZkrtXH+SRlx5i1OuDeSLsJbNb6eUhOy0XT3/r8aGXzlxj3tRfEYnFzPlmLEnX0jhzOJZnXtHFWz15/wekpWTRtmsEc74dx8kDlw36a3EczjIZucXF5BcX46bQPywUqo0Fq+82POX21Ww/k3mlVEXAFnwdFFv6+/VdFGl1Dw3FWpVda6il4kyc9L3F/jfeGEifB2wrhuEIpDIJEqlYF8YklSCVS9Fq7x6vu72sW3eM6Ogks/3TpvVHJqtaGaxdq/bz7JyRBIUF8nq/D0qNVYDGnRo57Dybh4x22FxQa6zWCL6YNJg3vvmbnSev8PeRaLzcXHj1UfslbWo6V2JS+O7n/Sz42Da9T3tJSdAlcTi5KnD3dSMjxXTCS3nISMnCN8h6JvPSORuY9ukoFE4yVi/bRbf+hpqSP//7FnnZBXz08i8OW1tN560Za/hg7giDtkEDPmPDplcr9bz+Sldy04uJTc+gZR195u71LMf9XVQ12bcF9L3tNFbvRCISIxVJkIolOEuccJU6EeISgJ/cEz8nT4Kd/anvWnFptGxVHn9c31OhOZbHrGP9jd2l79d0mYer1Jlpp75gYvijNFQGsejyajYn7QdAKpKwvquueMadY+yhV++5FVpzRdi5Y0a1nbuyUTjL2bVyP0tf+4m8zDyUXkqiOoQzb8tbJscHR9R1aIa/rWRlFfD770fN9vfo2ZiGDWzzPJ45e429e80L97/ySt8qN1bTk3TKHP71fEtfn937n8PP08TbsU6pGm+sagQBrVaLVhDQAlqtFpVWS15xMcUaDSqNhmKNhkY+Piju0u09mVTCh2P7M/6ztZyNS+KXHSdqpLGq0WrRCALq25+HWqulWKMpbddotQZtcokEeR589fUuJBIx2dkFXLuezrS31/L82B4s/3YPAgLTX34IXx8H6C/eWXlJEEovdH2dn+LlxWN5aEwPu6f87/AVGncMJ/ZcAq17WvZAaDQ6Lc+o2zXsbyVm8OYzXzNyUm+7z1uTEBAQBC1atAiCFgFB930U1BRri9AIajSCBo2gQiNoqOvcALFIv0V66NAVoznz8ooqfd1N/QOITc9gT1ycgbF6IMF8pbCaTlqxLinUX2H9walsslRVs/jKOvI1Oh3NwUHdmBRuWEjlTOYVpp1eZOpQA16KGEXfwM48d3SOyf7JjR5jciOd7vbpzEsmx9RSM/hgk/USoyW07dOCtn3sLyBR0YIAWVn5/PzLAbP9oQ38bDZWK5PibMPvg9z9bZuO86mru3akXL2Fdx0vAJp3a8yZPResHpufYhj/7xJw3KZzOgKHWnfXs7PpvsK+2BNHIBaJiJ4ypcrPaysnllqPHZRLJfzw+kg2H4lm/7k4m+bdePEiUzY5LibE0QyIjGThgAF8MudR8vKKcHU1jNt84zVdktPo577lz1XWM5Wt8dj0gWSl5bBuwWaadYkszQ7dWvCT0VhVkZqcjFxSEzN0GW9muHYpicYdw3lp4Rir55dIxAiCQPSpBBROMs4eNf4cXx6+iE9XTuSVjx7l4unyG03vnn+WfLVj5ZccgZPEmdnNfrQ+sAr4+KG+nExKZMGBgygVchQSKT+fOs2l1FT8XV1NHrP5Us02dk5k6Lw0zT1tr2xkjiknPyc627yMzZP1+/FUaD/+vH8eoPPI2sqQf1+nQKN7IHmj8dP08C9/8uidy9bXMAAAIABJREFUjDjwutm+W0UZvHtuGX0DOxOfl0h8XqJDznmv07ftrEqZd+vx9ypl3lp0qPIMK8/Zaqx+e+FzXuv1HlEdwvn2/HwuHLoMYJOagqBNtX+hDuLudEWWwdvZ+Z6R8XmoQxQPdaj+OsmOwO+2QbB91wW+/3k/giDw8qQ+dGiny6JVujohEjnOyzZ44oM8FjKJyPZhzPhhktlxX7+xku9mrcXT143giDr0H2tZVNkenn9nMHOn/IKqWM2kmYPxD/LizGG9REt2Rh4j2s0isJ4PnR9oSrP2pjOK71acJTWnQpFcIuGTh/rxzNrf+WCXfjtaKhYz7yHTMcKTN2ysquWVi6TbeqUBVSiub6/qwPWCW6WG6qCgrg4zVMEwDOBO1IKGz6J/opFbPfoEdiJfXcCSmN8cdt5aarlXkMokfLrT+AFlTeLyaliN7dwTxqqfGS9JLdWLv6sriUmZLPtmN7/9PIkrsTd57c01/PLNeFxdFaSm6TyDXl6OEb6WyiT8nrzM4pixcx5j7BzjUr3rF+sy/ePPX+e5doZbVZ9NMPwSm/LUlhDZIoTvdunjzk4euGzQ/+0OQ89Q2f67HReJLpby9Cljj11+XhHxV6v2ybxDcDC/P/E4o1atRgDa1q3Ly/d1MQgLuJNGvrZXDKoOkgrTEIvE+Cnsr4hUlgWtHa8W8V92PLPO6Tw+zT3CeD6s4tWPFl5aycJLK832F2tVLLi0krrOfrwYMZKvY/5gfNhQXCXOFT73/wMffGlrNata7kUaNq/H+LnlV56xRLt5izn2unnHkT3cE8ZqHbfyJxvUUnn4u7oSE3eLxpF1AAhv6I+/nxs3EjOIaBTI0m92IxKJ6HZfRDWvVE9o02CLxmgtlnGT6raSVv5ysLStffuGACQnZ/Hjd/sM2qqCJv5+nH7JtjCTLaOfqeTVVIyEvGQCFF5IRfYlZeSqC3hkv+3xguZY1Xk2XnLTqhjbU46w8NJairUqmno04L1m4+0KHTDFhLBhTAgbZrZfLWh4/fRCmnmEMbrBIESISCvOIj7PfAZ2LYa06+JYMfha7i7cvJUOLwhQQk6R43IT7gljNcSjZpfw+38lUKkk3N+LL77SeS2PnognPSOPeiE671VofV8Q4PERHatzmZVK6y6NaN3FvByIl68bDSIrnnldU/BWBAAw95ORRn0Nw/xNttdiG/maQm4WZdDOu2aFCWWr8lhweQ3/3tIXoPioxUQUYsdU6ctW5THl5Cd81+Hd0rZglwAUEhlSkYSZTccbGNBvNLYeX17LvYEggEajQasVSv/XaLTk5RWhVmsoVmlQFWvw8nbB38/wIevPdccYMqxdNa28+og5FW91TFir0Epfh71UmbEqQpcIhUhU+lp8+7VIJEIukaCUy5FLJDhJpSgVCtzkcuRSqdWkh/vr16+KX6FcJKaZL+lagkwqxs9DF+vX5nmd7IotSVn2UvLvzR3/7qVt3P6MxGKcpVJkEglSsRj57Z8uMhlSsbi0XSYWE5ORQXxGhslzuchkdL5drvb3X3TbAO3bhPLbz/otgdFP3GfyWHu4mTUPqdgbb7fxJvvbPdiCC9d00jUikQwQERV8mVtZn+Hvod+Sn7/znQqvpTyERgQSGlF5xmrJp6tTRhCV/ndnm0QkQSySIEaMRCRFLBIjFzshE8mQiGVIRTJkIhnROSetni/CraXF/ri4WzSoAZm0d/Jxv7tD43b3zRMAdPFpbvexSqmzgTLAhew4jqRd4HLudVIK00kuTEOt1SAVS1CIZXjK3eji05wOPk1o5tHQYjUld5krz4cNJa0oiyfq96W9d2OzYx3FlAi9/J05T295uZflo6qTFyb/yH//VU/S25tvDuSB3jo1lwe6f8g/e95k0YJtDBnWrvT9/wslhmgfyWNs16wGQFWkQqaoWNGOSas3GLX1jgwz2V6WxY+Zrr55Jw41VoPd3YmZOrX0fcr1dEZ3nUOj5sEs3DDVwpHm2Rkba9VYDfXyKtfctnD4+nUa+fjg7Vy++KeH3/rG6piwuj6snfm0UXuxSs3WY5eQSMT0adMImdRw6+/hyEgejows17ocwZRNm8waqw0sfCapablk5xTQ0EFVMqzRJOQGAGrNTRJuPYEIKcXq+Co5d/kRwIKB8G7TbxGKdiOStwNR1SQ1TT/9qNUxPnLLhve4MV+zY3fNujE80qzqRNEXXlrDpiTzsjg2zXF5LQsvrzVoG1CnCy9FjDBzhCGWVABUWjUqrZpcdQFr8new5toOwpXBzGj8FCEuAWbn9FN48kXryhP8v1mYzoC9Lxm0vdBoBP3r3F9p56zl3sHbqzavpYRdqw/Q87EuBm0ndpylY/+KJULaYnCm5ubhqyzfZ1EhY/WhBlNxdXPitzMfMn3kV7z66SgCgvVZqgHB3myOmw8Y6l4CTOgzj/zcQl7+aATtejTm5P5LtDYRu5iQmWlxDQqplPqeFU82MMXO2Fi2XblCi8BAApV6g6BXQ9vj7ZzLPK0UFKmM2pzkxh+DIMBLX63nSLRO3mjr0WgWvDDEnuVXOlfS0832NfQ2n6187EQ8p84kMONVnXRVQUExzs6O2TK0RG7hLlwU9tUjriq0uQvR5i68/U4KaJB4r0Sb9xUSLxOlBbWZaDJfQupvbPhocz4BsRdi13EG7Zr0x5B4656kNVmvIhSsL+2TBl5BUF9EKD6G2KV8wfYysRw/hS4+eeZbxpnYsz8YXq55a3EsJYZqS89GPBjYgTBlMCEu/khEYjSClkJNEWlF2ayI3cCR9Atcyb3OO2eX813Ht6ulXr27zJVN3RZaH1iGT1rVVsuyh3dfNZ/EZvaYzyqnwIuj8ao1Vkv58PEF9HysC12H6cPvQiLqVsm5l+w7wjsPlU99p0LGaokhaorYCzd4YcBngG67cewbA3lkfI/S/hfnDMfT140PJn1P227mY7ASrFSbCfP2RlJJVS5u5eXRuo7u5puQmWlUY9wW9i8wTOxo8/znRm2m+PdcLEeiE5BLJUglYvadNdbsPJb0NBmFhpU2/Fx60ipgMQAnU54nNV8n2SOX+CCXeNE28DtiMhbh5dyBQNf+pcddzpiPTORGqKduO/1o0hNE+byDm9z0Z6MVBOLMeFUBGt72rF6JvcmPKw0NKhcnQ8P0oWFfsHvzdLNzOQJBUJOavYh6fj9U6nnKi1j5EmKlznMkaK6jSX/c/GBBhSZrOohkaHOXInYrXw13ieciRE799A2aFITiI1BOY7WOUyji24k/Q4YZikdPK8eN0NH8evoMAI+3tF9o3FG8FDHCZg9oZVBS+tRD5sq8lpOMjE+pSIJS6oJS6sL7zScw9sgHXC+4RVJhGpnFOQ7fcq+l5nBwd3R1L6HS8HFE0Zl7jJlr9bvd7r5Vk6QeEeBb7mMrLWZV6eHCkGe7sX3tEepH1qH1/REUF6mRK6QIgkDzjjpR6/oRgdxKMu89vWbFWI30Lf8vb43Hmutjw2bu2MHMnj2ROkjPNSuvkIycfLzcXJj/m86gfO8ZfezcjpO6qj9ThnVF6axg1g9bjeZoV8dQfP1W/m6Sc/XxIa0DlgKg0ebz7/UHLa5HhAiRyPY/h4TMTIos1FhvFqDbMvT1UfLQA/p/x7V/HiMrq4A6NggQ20py5rskZ75b+l4kktM4OK7MmJm4KDogl+q84rkF27mc1JEAj7dwd7G+fVF1qNFmz0Si1HmFhKJ9qJPDkXgtR6TohVCwHm3e14gUXZB4LkCb8yna/FWInXqB2LHl7ewl2EW/49Cmbc3Tj31n+z9A9Rqr1Y1CrHvgzlLl8cGF73kgoAP1XAIIcPJGIhKjFbQUaVVkqnL5JX4r1wtuARDqWgfPCpR4reXuIKpZsE3jos9dr+SVOA5nZznu7s4md3s+mmM9nvL/AVcPx8hHjvjG2CmxZqze+97Ap/whmw4zVs8ejmF01zlsjpvPhh//ZcmsdaV9F47F8UL/TwGY+N4wBj5VJrHGgmP0clqaxfNG+VVN3GOAUklSTo7dygMXrqYA0KS+YbzX0YvXmL58I490bcFfB3Vlzu40VqMTbgLQplEwrk62eXTV2myk4vLdUFSaTJyltl2oAE4nJ1vsbxmoi1309HChc0d9tZ09/14kKSWLrJwC4q+m6hQBKoC/x+sGiVKmSMqYQZHqCvX89JJUrk73Eeg5B4mk6sTVrSGoTqPNnoPIqS8i52EIxccQKboahAEI6suIPb9EJNUZg2L3d9DmfY0gFFfqBq1W0FodE+JsuapSn14fOWo5tVSAtl5RHM+IZt+t0+y7I4PfHC08w5ke9WS1hADUUrUs+MF0ompZKqvqVWVQJ1B3z37x5b4GPwGeHtOVp8d0rZZ1VSfrFvxt1DZsSn8TI+3j9I1kAtz0XuyUnFyD/kD38nu4K2SsDoyYRt1QXx5/8UGadwzj1U91FvSgp++n9X0RTHhgrsH45f/MICRM5/0Z1+sjCvKKeHnuY/jX9eJG3C2T57DkWZWIRDzR0nL2cUUY9+efpa+vZ2XR045Y1RKe/OhXQJ/dX/KzbSOdYfjvuViTx8Ul6+JBw4N8DGJ9LVGgvoGrXG8wnEqZTD33J/B27kz3ev9y8MZA9iTovphezh1Kx2mEQpJy/0Iusd3wX3HsmNm+AZGR+LhYflLzcHOusKFalkuJbYmoa1yruI7XXKM2kcgFmTTEpnnDPzEMd7kyrXzJghYRVIhkLZH46BNnRPLWSGRf6ocU7UWbtxTylhofnzMPide3iBTdHL824FDaNov9XnI/2nr3KH1/9Ijx3/X2nW/Qu8eHjl6aRQb/9IvFtjZBdZnVSxdD1efb79j+7JjS/vVP6cIhwj6dT8xrlfCZVxMftnjeYXNdyU5l7O41JOfn4CKV0cQrkEcaNmdYA2PFgj1Jsbx9ZDP7Br8A6IzgOxUKACaEDWZXXA57ricS0di276c1cnMLGTT4C+sD7yLefnswvXpWvupCVSEWixCJSv7XvReLxYhEIiQSETKZBJlMiqurAicn3U83pROuSif++suySkmbtqEA+PkZOnJKFABysgsoKlKjUNwTSp5WKVEAqCz2vqJ/4Imc/blBX12P8ocRVejT+evSJ6WvN/1iX4brip0VF6iO9PXFWVp5f2DLBhluDzuypGuJtzS/SGWyX6PRebLEIjG2huQWqm/g42w5O7Z7vX3EZCwyaEvO/Qs/l55kFB4iXzUQF5llKbB8lYqLqeYrEZV4VQEyMvM5/98N5DLd53QrTV/P/kJ0be3uUkQytHkr0OYYGtYieRck3rpwD5GiGxK/XYjE3iDSJwwI6hhEUhNeTaEYhEwETQo6dQFTaBHU8aCJx9Ll4KIV2aqyklV/bzxl8L6bhbj0yuRcSorFtjtVPmLTM8weU4sxa2NO8/bRLai0GgCyijUcTInnYEo8/UKicJFWTAqnlnuLrxYZK944AmvGasjtpO/vVuwxaG/SLJj2HRry8UcbGfVkF5o0DaqU9dWipyJhlJX6KNH3sY68PNe4tKWjaHk7+amycKRxeuB8vMn2AjPGqkIupaBIRbFardOntYF81TWC3Ayz+gQE1NpcVFrTyVAF6mvEZS6jbZ3vUWmyOH3zRToHWY7jOXjtGhrBnPEDHYP14QSpaTls3n6u9L2TkxxXF12C1Xc/7wegfQ2Mb6wuxMpXECtfMNuvzZmH2GUUIrk+lEabNR2Jz+9lxs1Fm/sZiL0RSRoidjEW49dkTgbEiGRRiGRtECl6mTynSlvMldxzJvtKaKQ0jAOdNdt81aGqZMHDAyz215ZqLh8nUm/w5pG/0QgCf/QdTSMPX1IL89l+/SKfn9nHzKNb+LTzwOpeZi21lOo6t2xdz6Dd39+DieO/YejwDrWG6l2Aw4zVj1cZ32C3rj7M1tWHS99P/WQUfYa3N3m8Kdkqa3QKccw2kTmeW7/eZPuywYPtnmvyl3+YbFdrTMcCeimdKShSkZFTgEJm28dUoE4wijs9kTwOqdjVbDzqieTxNPWbi7M0GGdpMI28X0PAcnzirljToQslNA3Qx+c2Cgvgg5mG9cG3bD/HqTMJfDLHum6nPXgrRzt0vupAm/s52lz91knZmFUATbphSVCRzNCrKXabhthtmvHk+fqEPInHZ+DxmUG3ULTX5Jou555BpS02u2axSEK4m21C9Su+sy0mzlE8HFV9OsT3MovO/YtGEOhRN4yWProH5HpKOWOjOtLAzYfxe9bwUvP7qaesPA3sWmqxhRJjtU3bBty6mY0ggH+Abjv6sVGd+W3NEdq2a2AUJlCLY+i5wFBrfteUseWap9I8qyFh/halrWwhNT/fYn9lG6uLB+o9A1uuXKFfuP31c8Pq+lgdE5NonERWz9+LxLRsYpPScHNRGPTlFl/m4A3TGex7EnQetz4N/qNVgOF2/8Ebxp6OVgGLcZXpY3F9na3HPO6OM5bRuhNrfuB2bUKJaGReYLy8+Lq/aPPYYJ8lDj+/I7DmWQWQeP+CSK7XyNOkPVKpa7qQddRif5iyKS4Sw8B5jaDls+g/kIolBDh54i514UDqf3zUUmdov3nmRz5s8TRbk04gILDn5rnSvlpqNgJwIDkegAmNjXWLewWF3x5zlXrhtcbq3cSm3yx/1+1h45loWobUIcTLg9TcPPZdjqdRgC//Xonn+W6GJbajZn1udHz0exWv4ujv746rq+7+uXrlIQ4f1KnstOvQkMef7ELdIC9AIDenoNZYdQCN/AztnaZ1HHefr9ERxQsOmI+DfaZ1a3ytJPFUlDvDAPbGxTEgwn7vb2ZuAQDbP37OoP1cfDJPz11J5yb1TVaveveZBxky87tSj6zLHYUElPJG9Gnwn91rMcWdhqotzN+/n6ScHOsDLeDro8S3GnXvnly9Fk8nJ5xkMlxkUjycnPF0cqKBtxf+Slf8lUp8XFzKpd/babGJ5CcrNPb357vhw4xE/FWFW1AVbkMiDUehnERx/krknroHkLz0Z3H1/hYAic9q8tLH4ur9DYKQT0H2+4gQIXMehlZ9GZHYD5nTA0i8V1OY8zlaTTIgIJYE4uSmTxwSKbohKZOgdTrzAEfSd5pdu1gk4fF6xuLrOnH5YmY2HsWss7/QzrsROeqC0n717TjHy7mJ5sNpK0ihWk3TLxbi6+LCvH596d6wQbXksyfkX7ap+ldNpKVnF56ob2w0lCR9WvroKiJ//dHJHXx0codNY7c//Bxh7tadArVYZ+FHGx0218az0XgrXQjx8uBWbj7rTl1gQtf2XEqxrPBjD2q15V3A/v31u06bNpzk/Y8eRSwW8ca0VTz+ZBeCQ7zx8nKluFjjsDX9P7NxoqEts268Bb1wOym3sfr2qEUc33XBoK1tzybMWakXvP/1s7/5bfF2vtz2BkG3VQBeHfQZL3z4GA1t0HPbd9V0SUCAHg2qNs7R1rjRsqRlm/YOB/no5DQSbprWmPX3VPLh2P58umY3ErGYGaNMxxPaQ+egvwBo7Puu1bHt6xhnUQNsiLYsHN0isPLq3DuKQwnXrI4Ri0T4K5W0C7KvskdqnuXdAFNk5BeYbC/OX4er93IKcz5DXWyoviAIprflRSIXXDx0ElHq4hMm+pW4eM4DoCj3a1SF/yBzesDs2k5k7DHbBzqvqqvUNo+Em1SfzJSpymPef78hQsTgoI58H2ebYWIPJQ8bqfn5jF33By3rBDKrVy9a1qn5f6M1GRHQOaA+uxNj+Pq/Q3QOMEzI3JV45faY0OpYXi3l5Ls/pzh8zmd/0MfStw81f89fNGoQD0RZlr4zRUKC+URfgKZN9LGor7z2EB9/9BeCAC+/ppNpUiqdmP7GQAoKTeeO1FJzqFgFq+TFZvuO7jjHwS2n+Xr/u7z71GK+3G5f9n9sRoZF2arKDgEAQ+mqm7m5Fkbaj/vtrYmsvEKzY3q0DKNHS/u/wJXFicREq0UaHo68N2IEtYJAck4OG6MvVtsaJDJdHKhU3gWN6hwikQJV0W5kih53jBLQapJMHK1FKm9Jsfoi6qKdiMQeSOXtgTs9CCq4XXHKFFmqdC7mWNbhbO9tvnTe5ZxEllz5mzx1kVHf8vaTic6+TpR7MBobNFzLQ8nOiLNMipNUxumkZEasXMXMXj15olXlSd79PzC52f3sS4pld2IMZ9KSCPfwJb0on23XLvL52b0MbdCcesrylcFe+cCTDl2rUunEzh0zHDrnvUjdEMdrTv845lE6hAZz+WYaszfpdmj+PneRv89d5P1BfXi0bbMKzR8Ta1ryEnSe/agofRJ267ahfLVsjNE4D08XHFeippbKotLCAHatO8bwF/rgE+hBcZGaa1eSCQm33aOxx0pcpFxi/ibrKFYMGeKwuRLTsk22l1UDGN3XdAKarRRpCyhQ5+Ipd3yxhPX/WQ49EHHvGKs1AUHIKf0pErkAGqTydgBIpA3Jz3oDBA1yF2PFjcKchTi56bbnxdJGiCW6TFgBDQVZbyIgIJYEI1OYNzYPpm5FK1jeHmvm0dFku1wsZXkHXQyxWCRiW5KxvMwPcTv4qOUzSERi3mtevhKvlijZDRGLxOydMI5lR46y5NBhZv6zgwK1mnHt2lqZoRZztPEN4sMO/Xnr6GaGbP3OqH92+34mjqqlFujfLJL5jxoK0E9eaaxAY0vM6qWLph7UddSv71sar1rL3U+FjNWHAicZvK8T6se3h94DICUhlZBGOuO0XkQgKQlpdhmrmy9dqsjSHEJMejpyicTuqlWmePitb0y2a7SGXqWXhlrWSS3L1qSfyFVn0tSjE1Hu7bmaF82JjJ2MrPcqAD/Hz6Wd9wNEubcrPeZGQQyXc07Sw3+4zefJV6lYbyUEoH1wMAHKu6sG83Md25NdWER2URHXs7LJLiwkKSeHQgulZO1hyRDrpVw9nJxMtmvVV1AV7aY4fxUunh+jKtyOSKT793X2mI1GdQaJrAWgpsR3KQh5FGZ/ikiiL7ggloQglugC3TXFJ3D11v0t5qWbz8pUCyoOp/9jde1SkXktTWeJvPS1i9T4ppGrLmTuBV0JRB+FG+PD+hqNcQRqrRYXmYxX7utC26C6PPfHeubu3lNrrFaQR8Na0sq3Ls/uXkNKQQ7OEhlNvAJ4pGGLWo3VWuyixDCNmvW5XYlVZy2UfW1uY+nYWhxDny+NH1ptZfuLxh7vspTbWC2JTR1U7yU2JCw06g+o58u1y8k0bBpMwqVkAurZHgD/zfHjHE80LxjfqxyVpMrD2dvi4GdSUqjr5sbiw4cRAcvt8LiWVKxyNHG551gRO1N/noxdeMsDGRhkXRooT51NcqH5eGBTDP75Z3KKjLdzS1BIpSwZZN0wu5MeD33M7s3T7TrG0UzrZr3UXtkKVvbQp5H9ChIllCRQGW776ynInoNYoosXlMh0ovsikSvOHuZLIZYYqmVfl2XhpRnkqU3vBpQQrrR9C693QEt6BxhuvX/Z9jkzox1L8R0PHt1CQ/nvlSm8tnkLUzZuMtJhbfvVYpOvazFNIw+/0opUMdm6xJkgV8OH+4TcTNIK8yjSqOlR1zis6bfYM0w/5JjEno87Pczwhi2sD6yl0ln6hP4+2cjfh5/GPMq+K/EGYy7fTGPgVz8atN2pDPDXC0/TyN+07XD8RDyXLpku+y0Swdix3cu58lrKgy0G563cPPyU5dO2tttYPbbzAu88biiJdKeH9f1fJ9OuVxN6DmvHj3P/olmnRsgUUru8qtaSeAZGma6GEza/YlJZZQnx8OByaiqN/fyI9PWloZcXagti+FVJA2UzPmixzqj9kpVKQ+UlNsN0UYESHo6MxNOMh/CDjzfSINSXx0foZG4mvPQjyxdWTjWTexm5s6EnXOmzxrZjypEcmFyYYHVMD3/79YarA1Pf2Bndu9Fp8VImdepIpK/eC51ZUGjytTVmNl1h1PZfdCJisZjIiMpN6IpN6oJKHV/6PiI4jrTsRfh66HZXbmV9gETsjbfbRIPjEm4OJsDrQxSypiSlTSY73/B6Ehq4g4KiIzatQSNo6bNxGQDr+42hubc+VnDJ+QOsjjnFc0068b6J8IDhDVvcFQamRqMlNvYmMbG3iIu9xfkLN0hPzyU/v5jiYjXFxWoUChlyuQQ3pRPePkp8vJV07RpJWJg/IZUQE3q308jfp9wSVadPm79GhYcF4O7ubLa/luph8d7DzOpfvmRxu43Vdr2asDl5MTevp+MfbP7L1753My6dvMqkXh/w2V+v2jz/hVu3LJY7dJZKeSCsapKOdsfF4e/qyi+nTzO7d+8qOac9qLTF/HljCfG55+kVOJK2Xro/grOZ+4lya0crL/NPlmcz93M2c79Jg7c8PNWqldm+7bdVI0qM1UuXTT8N12IFC1vujjxGsEFLqo5TfSLczH/mq699xfH03Xafu6rwdXFBAJYfOcpn/R8C4M8nyxc3W1ysZunXuzhw6AqjHuvE4IdbA7Bv/2XkcomRsfpfdCJvzNSFP0Q2qsOYZ+4nKsKwGt9vfxzjq6XGCgkvPN+b4UPbGbVHhlS8dHFdn+W4uTxc+j6vcBf5RQfxVFrXv03O18vZlfWsFmp0nm0vhW1Sg1dzMvBxckEpqxnxhjk5hcydt5HTp6+Rn29+dwmgoKCYggLIyirg+g3dA/6u3bpYfx8fJW1a16fLfY3o0rkRMlnl513cyxw9ar44TVsbqyLu3R1Ntx7VUwr6/5HGgeXPpSl3GMDCab8ayFSZ4onXBvDEa5bLHZZl1ZkzFvv7RUTgIquaeKibubkMbdKEW3l57IyN5XhiYoVq2zqaA6kbEQHPNnyPb+PeJVyp22Zt7nmfRUO1ZExJXKs19sbHW+xvGRhI8wDHi/z/P6AVBNQaLXKp7sb1xc4DLN17mNNvv4hCWj0yyOeyDlsd093fvpCPmohEJGLb5Svkq1S4yGQ0Dyzf3/Avqw5xPTGDuXMeZcbba6kX4kPrlvVMjo2Lv8WMd37j5+8mgACHjsTqGptzAAAgAElEQVQw4+21LPj0cerX03t4hw9tZ2SUzl+4tVzrqwp23rhS+rpArYI77MybBTolFV8n27b/Juz9jZebd+WhetVrRJw7d521vx3l4MErqNUV1+FMS8tl+z/n2f7PeVxdFSxdMpqgINuLJhw5GsuMGdZ3U+zlv7Pm4z4rQuPmxjGjXcND6RoeWuG5MzPzzYYAAHTubOzQSknJwkkhw93dGZFYt9s0e9a6/7F33vFNlW0YvjK7924pbdml7L33BkFZAoqMT0UQZAgIIm4ZsgQEFVERlT1kykb23nu0dNG9d5Mm+f6I3VlNk1KUy5+/78s57znviU1ynvO8z3PfHDnxYbmvxxTIUuc+k3lVqgyUJaQRzUV1V+NXFyqVKUB2Xp7eEoBX6xtm62gKWvn68unRo9T39KSehwfzundHWImCVRUqBIgQCIQFW3SNTZbFEZ/7lFxFZpnmWXHunM79r+vIqpqDdVevsu5qaQ1RfVRzcuLwGP11NebiYmgkb6zbWvBaLFL/3fIUSu5/athS2J2oWDZdvsnFsEhi0zJQKFV0rl2NgY3q0qlW+Wu5lSoFB2M26RzjIvWgkWPbcs9VEYxsrP2z2bpqVS5ERhKSlES9cjxsnT3/iEkTuuPv58pLfRtz+uzDgmD119/P0LSxf0Gzx6Gjd+jTqwF2tuqSme5dg3gcHMfufdeZNL5Q7/bqtTAOHb1dbJ4796Ko6qu5fu9BRKEecICXdjMVc5Ahz+X7u4W/ESejQxheQ51dVqpU3E+JA+BawlMGBlTc77exPHgQzerVR3U275SXzMxc3hi1hs6d6vD2251xd7c321z6mDL6R7Oc9+CVz8xyXlBnVXVV5AUFlQ6UXxu6io6dAsnKykWlUuHiWrkcq+RZ6/UPMgOqvBBykirGPdDLwfj/5uVusCorS3Zrz+b1Xb9eZxPPtLZtae7jo3W/qant5saiXr0KOtzdbYwrDDYXndwLbTZn1FHXi8XmFBe8f92/UF/QWeqBs9TD4LpWuUJBr/XrCdVRr/pJly4MrFvXoPOdPvfIoHGVnS4//mzUcS38qxQLSnPz8ui8bC1tqvlR59PSdoMlCU9K4cczl/lmSOnVil/OXeGdT5exbEhfegeV3WkNIFuRycL7k8jK0+5Q5mlZlam1FyN4Jl5Q+pmwpbgETmxaBv3ra87Q/TrENDa1rVvW4Lc/zjBxfFf27LvGzGmFsjyjXm9brCu5a6e6TPtgIyNeVZfEnL8QzF+HbvLNouJOL2ERiYhEQmZM7a11XhV5PIzIz+AKEQqsEImciUmaioNNaTkzcxCTlU6bP1fiZGHN3/3Hczc5lgmndjC8RmNyFXn03r+WNFk281r0Ye6lv+jnV5eW7pqzzs+aiIgkPv54O2HhpnNY0oVKpeLY8XscO64uE2jePICFCyrm71aUr1aOrPA5y0Nurpyly3SvMgiFmn+f5n72CgCHD91GLsvj4F+6V3JfYFo87J9BsGoOwlI0uznlcy4igndbatZ1NAcbb9zA294ef0dH/JycCPsnaOtdBtvVvh9q77guK/vmaZcaMgc/X72qM1AFeLWe/o7w7p3VweyJUw+KvX5eCdfzOTWUH05dJDU7h3HtW7B4kDoo+fbvc3z793mN4+/FxNOpluZarE41q7Hw4EluPY0xOlg9ErtNZ6AK0MtreKUNVAG+HfISGbm52FtasuHyDR7HJzKqZROzzvn68NZ89+NxZs7ZyoihrWjSWK3Q4Olpj0RcvC6xRnV35n8+mNdGqx8ua9XwZMEXQ6gWULqWa/+Bm+w/UPxmWqumJz98q86CCBDrqFXVbLSgUsnIld9D+yqMEoUyDYVSf8D2x6OrzL92DFdLG37u9CpVbZ2oYuNIPWdPjkc95o9HVwlNT+LdoLYMq9GIVFkOrx/9g/fqt2dc3dZIhZWnZvPBg2hmzd5CaqpmN7mK4NKlJyQmZuBSwVbUzdoYr1jyLDh77jG5udodpywsXsimVVaMsTDPp1IFq/o4Fx7OhchIWlapGP20pv9kcXMVCrbcukVDT88CT2xDiU7SLf9TWYnNyODb85qDpqIYUlc5Z2Y/vWP+a+y7/YDvT17knQ4ttEqzlKS2hyvfnbzAyw1LB/vnnqg7Y+t6uRt1PTE54ZxN+EvnGKnQkpq2lXsZd9qO/cgVCnrXrU14cipdapm/GVMqFTP53e5Mfrd7se39+zbWOD6org+7t+m2tnylfxNe6d+E79YcB2D829rNG9SuZMUDv4TUZQVqAADxKV8Qn/IFAoEEK4uWONqUdomKSnwbEoWIhHaIxb64Oeh2HWzo4o21WMLuXmPxtFZnTIQCASvavkyXPd8D0LdqIFMbdABgXN1WLLx+jGU3T7I//D67e41BoiVgffe04Y2fazsOpYuP8QFXWFgCM2ZuJiPDcPUHczFj5iZWLH8dW1vNyiqVmajsKJY/WgKAq4UbM2rPYnfUn1gILejpqX4Y/+j2LGJyStearm22zuB5jh/XbU7TqpX+73z3Huoky9JF+w2e19yINZi7VAgCG4QSzb9VlYlKE6weCQ42aNw3Z8+ycehQjfuCp00zeL4Oa9fyNE13INncxwcfe3Ut0fXoaPrXqVNg4Wgo3056Reu+iSt36h1TVmrZNaaWne4PniFjvvz7b7Lkuv2S3cpZFvHLd2PLdfzzytKjZ/jx9EX6NwhkYqfWAAaVAfi7OLHrxj2kIhHDmzekupszIoGQtWcuserEBfrUq03femVvSlGhYlvEDyj0uFXJlDnsj/6DAT6V9+9Wz9uDN1s349P9xwhPTiEhMxMbCwmNq3jrP7gcrPnpBBu3lH64K5oJNRcqVDyMKP3+8oNVN4c5uDnMKbU/OaNw1cfL5Vu8XIpLEmbmHNc5bz1nT470G4e9tHhg5W/njJulDb2rBjK3afcCJzGA79oP4rMrh3ivXjutgWpFkpGRw6zZW8sUqIrFIoKCfHj55Sb4eDvh7GyLtbUUqVRMbq6c9IwckhIziYhMIjg4jq1bL+isryxKaGgCn33+J18vHGaM4twzxd3SnRm11Q84QoHm++SX9RaU2nYn7baGkZrJyMjh4kXtKgAAXToHatz+y28Vo+tsLBYOXz+TeYXi6li5/ql/oB6uhD81aFzTqsaVclaKYFWpUrHkzBmDxl6MjORkaCgd/P3Ne1GoG4saeHryWkPjfcTbBPmbZExFsu/BA/Yb4CD2ftuyN9nsO3CTvr3UmooB/q56RldOJrTSXoqy+rz2TvrU7Bx237zH2tOXeLdjayZ0bFlwI8+vZc1XA9DG1rdGsOHSDaZs3UdMWjpKlYqONQP4ZkhfutYxLot4NuEA4VmGOcadTThAkEMLvYYAr/q+y6u+7xp1Pflsi/iOi0nHynTMw7gErkZEYSURU8XRnlndO7Lo6CmzB6tv/68j126E8d0/+sHf/3gca2sL3nitDQBJyZkMGvatrlOwfZO6D0DTuC3bLxYb5+xU/EGxZDlAQuqSsr8JIygZqOZz9KV3NEpP9fStTVefmjpVVQ721W9sYipWrjxMbGyqQWP9/V0Z+EozOnWqozXzaWUlxcpKirubPXXqeNG9WxADBzbl8OE7/PnnFRITM/TOc+VKKDt3XmbgwNISZZWVVHkq799QrxYIECAQCFnT1LASOLlSZvA8hw/fQSbT7i5obS2lZUvNv4O+GoyJPv5soMFz5/Pll7v48stdZT7u386IdYYpVTz42DhdXZMHqyr5bQTiaijl9xFKDasV233/Pg8TEgye46sTJyokWF3YsyfLz53jVFjZ3J6edz45pj9ACHJ3Z1BQUJnPvWj5gYJg9XllWnvtQbq2YFWWp2Do2o1EJKXy5zuvU8vDuEC9vo8H8316GHWsNg5EbzR4rAoVWyJWMa3WUixFlU90e0D9QP5+9IRx7Vqw7NgZrKUSJnZoVSFzKxSFdaJKpQqRqDAgc3ay4fjBDww6j6HjivJAR2bVWGwsO2Njqav8QDu6NFLLK/+nUCkRCYSciw2ltYd/uc51+Mgdg8Z9+OFLdO0SZFS2093NntdGtGbokBZs3XqRX9efRi7XvYrxy7pTdO9eDzu7Z1MO8ORRLHdvRnD7WhjZ2TKsrKTYOVjhX92dPhqCaAeJQ8FSfrIsmcUPS2dQtZGZZ7g6zb5913Xu79C+NlKp/rDmj/VneO2Ntv9ZjdUZb6/j5tXQYttadajNZ0uHF7ye9+E2ThxSZ7079qjHh/PUpjTT/vczS38qvbo2s3sH810wRgar8sThiB0XIRBVQZnzF/LkwgyKUNoSseMiFFnrDApWl545w6oL+nUdi/I4MZHk7GycrMx/s5zcujUpOTm09/Mz6XkT0wq/oFm5cqwrSVH4b9evk5ytu8mgT61arOxneB1qSGg8CQnqjMLXXwzh4uUnxMSl4umuFg/38LDHT4skjyZGN2nC3E6dDB5fGZCKRRz8x44uLj2DpUfPcCY4jPCkFLJkMnwcHWhYxZNBjesxpUubYsdO27af/bcflGm+PvVqs3RwH73jTsbvJVdZtqaSFFkCH99+g0FVxtHSpZv+AyqQttX8aFtN/V39rK/ayMPFxjAx+vKyZtXogv8/YZxxLi3GoLvRSjtV3StHdujvqGCW3jzBjx2Hcio6hPUPL7O711iGHFnPZ017UtepUFbsakIkq++eZW2HoewLv8e+8Hu0dPfjJb/COu4T0SF09NIv4xYToz+jWrOGB4sXDzdJ0CiRiBgxojUjRrQmLCyBMWNLu57lk5mZy9j/rWXzpncLOttbNK/GsaOztB6jiS5dDQ8aZ7z9CzevhBbb5lXFGQsLMbm5eaQkZZKdlcvyr/YAUL+JH58uHYGtnSXXU66xN3o3npaeDPIZytvVxnMpqfh9/XbqLb55pDnj/0voT0yp+T71HHTXxIc8ide6r4qPEzNnatd1/3jONq2vP/9qcMnh/2oWrRldatvyeXuKvS76sA3qB5hH96NJSdb8cPG/1k1Ndn2aKHdmVWjZGwuvwhoSeeJwHaOLE5aSwo+XjROj/erECRb3Km3dZw602Ygawwc/7uP8vTDSizihtJ/yLbWquNGreR0Gd2iAjaXUZPOVhRsxMXx14oTOMbZSKR92LJvn8pFjd3l7bPFjjhy/S4tmhrmM/Nt4afVvuNna8Hb75jSr6oOrrQ0PYhP488ZdxqzfxlvtWjCta2H2dungPhoDz1l/HuTg3Udc+9A4GbnonDAORG8w+n3sjvql0gWrJaWr8lnySm+sKshM5AVlY1fYHd4KbIWHlS2DqzXgx/vaGzuvJjyltbtpEgd/n9DdqCOVivnkk1fMkt3089O/spKYmMHNWxE00mIwYUpUSlVBoNqwWQA9+zemYbMAXD2K67/Gx6ayYM52bl8L49bVMD6e/AdL1o6lll0tJttOw05sx8rH3zDG/038rP3ZHVVYC1nPoX6ZGqlKoq+EopeeFbvPvxrMkq/38f7MvgWZ7RcuYoXYO5R+qP9o4VDad1U/CJ4/+YCbV0LJfEaNiEYFq0rZBWRxHQqC1Lz0xSgy1yEQ1wRVFrK4Dgit9GfePjl6FJnCOGeQnXfv0r9OHbOWA7y+bRs2EgkWYjED69bll6tXaVmlChOMkM+KS8lgzs9/ceVhodC0UCgAlbpm90FEPA8i4tl0/BqLx/UnyL9iHaFScnKYuGcPcj1/jw87dsTLrmxaaRu2XsDFxZYLl0MQCoWIRELS0rLp9pxLWBlLpkzGwTFjcLQuvAnW9/Ggvo8HWTI5a09fYnSrJjjbmG/lIE8lZ2PYCvJUupvodCFXypApc5AKK0/n8srBxX93IpJT8bC3w0pSKcrzX6CBiIwUajgUBm817LUHcluCb/BZs5403bGM5NxsRtQwvov5SoksYklGjGiNt7ej0efXR+tWNTh3/rHOMVcuP6mQYPXA7quIJSI++HIQHbppL+9y83BgydqxHD9wk8Wf/smdG+Ec2H2V3i8XZtUisyKQK2U8zS5tqnA28QyBdoE4ScvuZLR9u+7EVo0auu+Zf6w/w1/7blA3qAo7tl0C4Mdf3izzdfxbcXTS3DCdmysnNTkLiVTMuzP7MGfS7wafs9nC1Vz+YIJJrs/wX3CVHJUyCcgtWOr/ZwfKnMNI3Y6gyPwZlfwWEveT5KXr7mzbdOuW3lrQAYGB7Lqn/el3zuHDHBw92mz2q7VdXanh7ExVR0cuRUYyv0cPfrh4Uf+BJcjIzuWtJVuJiE/hzT4taV8/AC9ne5zt1E8yt0NjOHUrhK0nbhKbnMHElTs4vmS8qd+OVhRKJe/t3UtUum6NzfZ+fkY7iHVsV5uG9X1RKJQoFEoe6LDK+6+jQoXK0PZhI9keuYaYnHCdY5ykbqTLU3QGtJvCVzLSf3ql0V69FhmNQABNfH0IT0rhs7+OsXRgH4OD1UX3JxOfW/Yl9ReocbPwZkad5WU8SlXs06Ptk//Ho6vYSKSsuH2KywOnMveSZqm1MX+XdmALGV7aUvPRo1itVyQQQN8+xjfWGkK/lxrpDVZ1XaMpObLnOmMndtMZqBalc68GJCVksGbZQY7suc72KisL9gkQMPfOh1S3qUl12+LNThcSz+Np6VnmYDUrS8aevbrNbLZsvUiLFtrLP375Sb1q+OP3x1j769uItBgHPC9kK2RYiUy3CuviXjoJ9eUHW3BwssHFzY6adbyoU69snfy6TJ7KisHBam5sPQQif8S2JZccBQgtuyKL74ZAXB2BwLD6sPkGLDfP6dhRZ7AalZ7OvBMn+LKbeZYia7mo6yjPhYeTmpODt51dmbOKAL8cvEREfAo1vF2Y0L9Nqf0NqnnRoJoXQzs1ZPw3OwiJrhgHlXxmHz7MmXDdgYutVMr8HsY39ri62OJaROxaV0fnvx0bqZSR67YwvkNLmlT1wcXGikdxifx54y5/3rjD6NZNcbE1X53l2YQDXEn6W+cYkUDESL/3eZJ5nz1R67SOu516kaOx2+nmUTlqvg7cfYijtRXfn75IjjyPFYP74WRd+RrBXlCIr60Tj1ITqOOo1ggOTtPcbPvzg4vs7DGaT64c4tPL2h2MNAWmJUlPzyEtTXutdp063mYX52/erBqWlhJycrQ/DEZEJpn1GvIJDY7j48XDynRMt74NWbPsIE8ex7FDy/J+0TKA8rBr11UyM3UHPlevhnL7diT16unWYXdwtCYhPg2hUIiDY8XUs5eFQSeXk5mXy9z6L9PWrRYXEoJp6aoO+nsd+5q4nDQECGjlVoOpdXqx9vHfLGisXaPVyu2QQfO6ezoUe/3BFwP54IvSagl9Bpq3NlUbBgerFp6FDR6KrOJ1bmK7mYjtZgKG1ayuvnCBDJl2uYoAJycOjBqFWChkUa9ezDhwQOvYjTdvsv/hQ/aNHGlUIKmLDTdv0szHh7mdOvE4MZHhW7YY5SH+xxG1j/3vs0foHOfmYMuGD0fQatJKneNMSfWlSw0ad2OicXWR+SQmZZAry0MiFiEWCcnKNlyuxBg69v2aE/tmmnUOY7nwQemseV0vd+p6ufNhr04GnyfAxYnGvmWTZPry7tukyXW7kgHMa7ARAQKqWFenkVNblj54n8w8zbrEh2I2cyJuNxNqfI6XlX+ZrsfUCIXCYt3/8w+doFudGjQ3UtvvBeZnWev+LL99iqY7vsHHxp7v2mm2wT3a752C8QAfacmspstzsdOhRgCQkKB7FSkoyPyfF7FYSJ3aXly/oT1RoO86TYWntxOXzz2maxmyyZfPqbPCXj5OWsf093652OuptcquULFu3SnW/2aYtOV7k39n6dIRGksnjpz4kP17r9OnX6MyX0NRPvpogFYt15J8+tlOTp40vDlWhYrtHdQSYLOubaaabXGTlwNdZqJQKRlyyvAYQSiuXex1aHAc415drXX8D5sn4F9dPW9qSlapgH7/jit061v6czJhc+l+ga61q2vcXpLVr/bXO8aoQi6Ji3apm/x9EscVGvdfevqUb86e1Xn+L7t1K5A3eaVuXX67fp2bMdqXjVNzcpiyfz+bXzWtA8Su115j861bLD59munt2mk1I9CHo60VcSkZhMWlUNNHd2F9eJxprDwNYefduwaNMyZAL8qmdeNwcS6epahX1zwuZMPfXMPGtW8X29Zn6HL2b9HtGPQ8Mq59C8a1b2Hw+FxltkGBqrXIttiyvp3YkSG+41n3ZKHOc//8ZD4Ta87DQWK4soOp+bBH8Ua+6V3bkZCZ9Yyu5gWGMrleeybXa2+Scz1OTaCxq+5gU58lZ2pKxXxmkvXMY2lZMU2BHXvW47tFf+FX3Z0atb30jn94N4rVi9QPCx176LfcNpb09By26alVLcnq1UdZ88MYjfvKG6hWNJoKFdY8Ok5oRjyhGfFMrVP2JnP/6u4cvPxpua+tJIYEnOWhfIJ3ZSQpO5vJ+/ah0FGPN7RePVr5+ha8FgAfd+6styLu8lPD3BPKyqv169Ovdm39A3WQL/q/ZKvu0odceR6LtvxdrrkMZefdu8w8qH0pLR9HS0tWv/RSueby9ChcXtj3j9e5vZn0A6OiSwf7+paP/gsoVQp+C9UvFC9AwAi/0oF9XXv9AuWp8iR+DplPjuLZ+auXRCIS4WVv2hWXFzz/ODjoLg15GqX/oa685OUpiYvT7aLooKFD2xwMGNaS9LRsJo/6kVVf7+fx/WiNdfMqlYqV8/cydcxaMtKy8anqwoDhZW84NpR1v54iK6tsv9+PH1dMna85ECDgStITQjPieZwei7tl4b1Tpszjm/sH+P3JGX5rO57WbjUr5Jp6Nvu02L93dKwEmJMKa5HNUyp5d88eYjO0y0+42dgwW4MsUmMvL16pW5cdejKB2+/cMUqoXh913NzKdfybfVpy6PIDLt4P56+L92lXLwA768JlqrSsHE7fesJPf13kSUyS2TVX8wNVpZ4mHpFAwDd9+xZYzpqCf4MpwPPItsgfeJh+Q++43l4jqGWnOfvgbulDXI7uh8LonDB+C1vMW9XmGnWdL3hBeRl0+NdS20rWsdrYWODkZEOyFs3Ie/eiSU7OxElLh7QpuHotlGw95VC+VQobkS5eCmHWLMNcgsqKhYUEryrOREcmsXvzBXZvvoCtnSX1GvsV2MimJGXyNDyRjHS1dJGnjxPzvh2pN0ttLKGhCezerbupShtZWblYW+suBamsfHlrF5l5uXzc4JViVsXZCjm3UiJZ2+pNAh3M68inRoGDo7WGLKz+5l+FUsmZkHCOPghGALjYWtPQx4u21aqW2bI+nwoLVuceOcLFyNJSFkX5vGtX7C00f8DmdOrE30+ekKRDsP6jI0eo7uxMIy/9yxgVibeLPSsmvsL73+9mzs/qpRNbKwtcHWxApSI0tvAp3sHGkiXvmC+dvu7qVb46cUJvoArwRbduJjFD+Hz+bp2vAT6ebd4lhKLM69ndbOceUNewWqaK5K/oDVxO0u3zDtDAsTWd3F/Wun9E1Sl8++hDvXJXj9JvolQptfqDv+AFhrC12xs693/ZvLfG7YY0WAHUru3J+fPBGvepVCoOHrrFsFfN53526B93IF3Uqu1ptvlL8t3G8fz2w3H2bb9MTraMjPQczmuot7S0ktJnYFPeeKczVmYMCL9ddaSYK1xZWLv2BO+9Z1qnv4piZ8cpGrc7SKz4qVU5pLaUaeTGFk9ESN0OIxCrm7dyo4sqKYgQWnZH4qSubc1LnYUiawsgAlRInH9FKTuP2K50DfKJR0/4eN8RYtJKJyY97Gw5OdU4O+UKCVZrLlumNziq6uhIjxo1tO53tLTk0vjxvPXnnxwLCdE4RqZQMGjjRqo6OrJt2DBcrCtPp1+Tmj4cXzIelQpCY5MIjUkmPVv9hNogwAs/D2ejrPwMRaZQELjcMEmZNxo14pMupnPg+Xh2f1QqSErOYOI7XXFytDHpe7145YnG7ZmZuYRFlFZWGNrAOPktQ1jSV/MN9Fnwd9wu9kfr18SzEzsyseY8nKS6VxC8rfyZ12ADe6PWczJ+j86xs26+SiuXHgysUnE+76ag7LJLpkeFEpUqDxVKRILi5TJxWWc4F/MuHXzW42She4UiV5FISNomYrNOkSmPQKXKw1LsQQuPpdhLNf/W5p8fYEA13daWxlD0/Ia8h7JyKXY66fIndKmyXe/YqVN68eqwVVr3r1nzN+fPB7Ng/lCT144mJ2dy7JjulUJ3N3veGKnd2tnUWFlLeXtqT96e2rPC5tRGRkYOV0vYgZZkzOj2/LLulMZ9f+66ypWroaz98X/PvfB/vhJASVY1HwVQSgkgM7p4gsnGq1AiVGjRAYnzOkAdgBbFwisEpewKealzEEqbIXb4vGCf2GEBYocFKHP+Qim/hTxpJCLbdynJiHVbaBNQlRNTtP/uD/t5E5vGlk15AiogWD0THq5/uVkoZGlvw27yC3r0oPf69SRmaS9MD09JYcyOHWwcOhQbqel0yC4/fUozn/J1iQoEEODpTIBn2UWRjSU2I4OJe/caPH5uZ+P8wLWRlpbNiLFrcHCwRqVSkZaWTbvWNZn1vn47UEPYtb/wptquVWEdT2R0Mr/8cYYWTSqHU1amTEZKdg4+DqYrq9CFIYEqwNhqH+oNVIvSx+t1YnIieJiuO5g5n3gIUPFKlbcqjQ5rZWFXiGGNHuUJGA+H90OhKr4SlSkP53jkEGo5/o9AZ+MUPrLzYjkUrg5o6jq/R03H0j7hzwNubvprmW/ejOCDWVtY/s1rJps3OiaFD2dv1Tuud58GCMyZwajErF59VOf+dm1rMXJkW4JD4rR220dEJLFu3SneequTGa7w+USZe7JYBlVkUxhUypPHIxB5IHHZiDLnKPLEkQitXkFkrZYlVGbvRZGzF4njUoTStihlpZ3m7kTF8uMI7atzAHdjtFvm6sKswerNmBje2aXff3pGu3Y0NnDp3sXamgU9evDWn7r12+7ExTFmxw62DCt7BJ/PiSdPcP3jsSMAACAASURBVLOxoYqDA/YWFux98KDcwWpFczEykkl795KgI7gvSv86dYrVyZiCT+fvZtvvEwqyEzk5cn7bdM5k5/9q7isat9eu4cmiL4aYbJ6ysujYKRIys+hZpyZdalbjSkQUO27e5ZtX1EH64mOncbK24n+tiuvWDft1M5/06kKgh/G10kdj9WeWQK2n6mNVtmBeKBDymt8UVj6aTUJutM6x5xMPk6vM5lXfiQgFz3eGw3wI1P8IJAgF6p/kPKXmWkpDick6iUKVjb20JoHOk3C1bIpAICY19wGnot7gYcpahAIptZ3e1n+yZ0BFBPOGcutWBBcuBNOypeYMl6EolSr277/BD2uO6236tLW1ZNBA/U2NpmZH5CEOxJwiIy+L+g61mB04DoVKyeCzk9jWZiWif0p7tkYcIFmextvVjFPI0cXly084cPCW1v1isYh33lGv/I17u7NOaahNmy/QtKk/TZr4m/oynyuUOX8hTy6dCZXFd0fitAqhZW/EDvMQCJ2QJ41G4rwOkfXLqBQJgAp5ymSE4rpIHFeCQPsqg62FlJi0DKq7ak/G2UiNW6UwW7B6Nz6eMTt2kCXXXd/Ws2ZN3mpWti9ll2raXSqKciUqikyZzOjsakJWFo+Tkgi5eZNOZrR1NRc/X7nCglOnUCgNq/sZWq8eX3U3fT3n7btPiy2jWVpKGDqwucnnKcqiz59dkJpPQ28vMmS5FZZJBbVO3+6nv3AmQbMGZUkG+xrnlGYlsmG0/wcsfqC5vqoo15JPk6vIYXTAB0bN9W9EV5D1NOMAl+Nmad2vD6Uql5sJ87CX1qS996+IhYXlUM6WDahi25vIjL94mLIGX7u+WIufrwdwU9KzR30OHtIeGOUz+8OtBAX5MHBgM9q0romFheG3zrS0bI4dv8eOHZeJNFDkf+zYDtjaVqyN8dmEq5yMv8RnQZNwkNqzIUx3qY85SE/PYfFi3b9dAwc2K7DB9fLSbYerUqmYv2AvP64Zi2MlNACoKISWvbHw0lw+mY9AqNbLVTuVAogRiNQ10yWlSAVC24J9RekeWJMZO/9i+eB++Do5lNoflpRCtzrayz11YZZg9W5cHCO3bSMlJ0fnuGpOTizqaVx9TGMvL65F687qAIzavp1fBg7ETkvjli5eDgws1rmmz+WpMjFu1y6OBGtuHtDEG40bGyQRZgzdu9TlcUhcQWdrRGQSv/5xhi+0ZERNQYumhdnCXFkeFlLjP+qB7mXLcF4Ii2Tk78WX+ao6OfJxT9OWV5REoVKwJeJbriWfNmj8AJ+xNHUqrb5hKO6WPggQoDKgO/Ru2mWy8tKxFr+QkdJHcq46eBIYqSwYl32O7LwYGnl9UixQzaeeywyiMo+gVMmJSN9Dbad3ynW95qSb7x5sJL76BxrJxInduHEznJiYVL1j79x5yp07T7GyktKwoS/9+jbC08sRZycbrKykSKUiZLI8MjJySUrK4OnTFEKexLFx4/kyNQo1axbAgP5NyvO2jOJRRhhtXZviZaUWhH/JuwuvnCmdjTMni5f8RVy8djkvV1c73hhZ3AXS3t5KpxtZYmIGCxbuZcF802eB/y2UzLwWLRXID3LzUmchshmLQFwLgaQhIklpY4Cpndvw2q9b6PntLzTzq0JLf7WeemJmFrejYrnxNIYLM4xLkJg8WG28ahVpBvjBrh88mLZVS7tMGMq24cO5EBnJG9u2kacjc3gtOppGq1bhYWvLLwMHUttVtyj/80yGTMbnx4+z/c4dg4/5umdPs8h9FWXG5OLCxVX8nBj6XhNyFHIsReVvXJg4449irzu0rc3Ql5sRE5vK/UcxBNXxxs1Ve5D045ID5GTLqF7bi54Dm/LltI18slxdo7byy900jRXQqnMdpFIxkn9kWqIjkvj2q9107dcIBAKO7L7GvB9GA9DSrwo3P5jE3H1HuBQeyaQOrRnUMIiTwaHsv/uAzjUDGFDPdKoBT7NDWB+6mGSZYbVAL3mPor1bP5PMvbDhFvZH/87fcfrLfT69MxYrkQ0j/adTw9Z8QuKGsO3RbQbXfLbXoImYrJMEp6o/z808tJsw6CIuS2264m7VWuN+C5Ez7lZticn6m9is05U6WDU3NjYWbPhjPPfuRTFr9hbS03UnWACys2WcPx+sVUmgPGzZ/C6uWn6rWjSvxrGjZcu4d+m6wOCxo/xfYVvkAd68NIdMRTZB9jXY2XZVQRlAUYb4ll2MXhchIXFMeHe9XhvuLZtLB8/btk7irbd+Iixcu035xYshnDz5gA4dyqeZ/m/FkMyr2EH/Z8nBypK97xSqeNz7pz7VzdYaV9vyycCZNFg9/PixQYEqUK5ANZ+WVaowr3t3g8TtYzMy2HjzJp+WoctdaKQe2LNg74MHzDtxQqeObUmcrKzMEqh++2gvOQoZT7MS6eRRn37eLQpqnZ5mJ7Lk/k56ejbh5+BDTA8ciI9V+RyPvl2kufnhkwW7CQmN5/DOaTqPf+v9XmRm5KDIK/3QM3HOSyz+aDvN29fmxoVg9m25SPvuQTx5GENQYz+6/OOIEh1RfHnv14vXEAhg3WuDGbNhO20D1B2aferWNmmgCrDq0Ud65aTy6WfCQDWfPl6vk5mXzqWkY3rHZisyWRvyJX28XqODW/nMJsrD9NP7K12wqlTJuZOotj+2kVTFy6arwbWbRZEI1WUnKpUCgZY64VyF+vMqEZVeqvsvEhjozYoVI5k7d7vBS/WmpmkTf62BakXR3aMtLZwbUtXai5icBAAuJ92is3srk/cyFGXuxzv0BqrW1prL+cRiITNn9mXSe7+hVGpf5VmwcC8+Pk5Ur+6udcwLTEugZ/k06otismB1061bfHzkiEFjx7cw3CJSH4OCgniSnMx3Fy/qHDelTRsmtSqbZl7Jr2Z5nazMxevbtnGujCUKNVxcWPuy7q49UHewp2bn4F2GusuJNfuRkZfDtKs/0sm9uExUcHo0DRz96enVhKjsJILTo8sdrAI8eBxDTGwaHdvWKtj2w7KRZGTmsn33FQb1b6r12Pu3Itnww3Fc3e0Z+W7XYvsWf7SdLn0b4fJP53DfoerPbusugURHJrFqnrquy8O7uD+2SqVCKBAiEqo/RfqWyuMzMolNz8AA+dsCZMoc9kT9anCgKhQI6WDiQDWfQVXGIVPmcCNFt5UyqN209kat50nmPUb5zzTL9ZQkMiOVKrbmCcyic8LYHvGD1v2DfMfhZalfr/hu0jdkyEMBaOA62+gyACcLdRAel30WD+vSFqa5iiRSZXf/GWs+GbfnDb+qLqz5YQx9+y0p0/ewvEilYt4Y2Zbhw82n6Wood9IecyHxBlNrjeZS0i1e8u7Msbjz9PHqWKDoYUhpwMIG06llZ1jjpkKhJFqD82BJxo/vqnVfYKA3w4a1YsMG7Y27OTly5ny0jW9XjnzmDwUlUcpvopBdMsu55Zk/meW8ABKb/5nt3CUpd7CqApacPq03WMzntYYNmd6uXXmnLcb77doRn5nJNg3L31KRiIU9e9K/Th2jzn0hMpKaLi44W1lVOiWADJmM1RculDlQ7VOrFvN79MBWQ+PZoqOnSMzMokedmnSpVY2rEVHsuHGXZQPVHexfHfyb9RcLXUUezJ0KwPB1m/m4VxcCPd24mxrOuidH6eLZkB8eH+DN6j1xltoC0N49iKiwJJY++BMvSyfau5c/s/vFor1ERiVTo5o7iUkZDHypsN4rU4+TScSTeK6efcTshUNJSkhHkaekUQt1vU5Geg5vTu2Fta0FKqUKB2cb3L0cuXruMRf/6UAVidQBRUJsKlfPPaZJa3Xx+KgWjflw72FGrN/CxPat8LK341F86WWqhUdPsvDoSTzsbAlwcWJYY8OCh5DMu2wJX0WSLM6g8RKhlNf8pho01hiEAiHDq05GgIDrKWcMOuZO6iXic6NwszC/G0vPP39hdecBdPQxvYxZriKb8KxHOvcbQv7yf4D90IIl/JKNWEV1SrXhbt0aS7E7txMX42LZtFTd6p3EJShVeQgFYnxt+xp0bf8VLC0lrFzxBt99f5Q7d8xj4Z2PQAAdOtRh3Nud8fSsPBnuk/GXOBmvDpxe8u5MZHYM8bmF2eadbVdxJ1X9eQ9yKL/l53ff61+Rad2qBn37lK6RLMroUe04fz6YkBDtv4lxcWnMmLmZFctfx85Mlt/GoMg9jSzduLIffcjSPtc/yEiem2A1Sy5n6v79BjfyvBwYyGddtT8dGYsAmNejh8Zg9fchQ2jqbdzN8FhICIceP6aBpyeetrYF2w1VIzAXMoWC365fZ/WFC3qb2IpiKRbzUadODG+gXYi7oY8XGbm6O9i/7NedIY3rkSXTnNG7mPSQT+uPwFpkQURWPHkqBQCXkh5xNuEeACKBkLjcVFY83EMb10CaOxv3o3fr7lNCwxP4ccUohAIBfYYup3/vRojFQkaOW0t0TCpHdpV22cjHN8CNEeM6882nf/LSsJbkZMu5eyOCAa+1xtbOkpNnb3HzcihDxrTjwPbLzFkyHB8/F3z81NlgJ5fCJ3SxpDATZiWRsOwV3Tqy07u0Y3qX0g9u6y9p7xTPU8k5EL2RU/F7DWpsArAW2TImYBZ+NuZdGRAKhAyr+h4CgZBryZrFuktSFn3X8pApl2nVe+6yY63G7a9UD2JSQ811n6ZEhZI7icsAcLNqST2X6eU6n1BgQUPXOVyImczfT1+lnst0XC2bIRSIScm9T0TGPgBqOb5l1ualZ0W6LLhU+URZJK7q1vVm5YqR3LgRztZtl7hwIdhoJyVtWFtL+W71aHx9K05v21A6uDVnaq3R7Ik6TmjmU6Ky47iSfIduHoWNTddT7gPlD1Z37brKjh2XdY5xcLBi+nT9OuxisYjZs/oxfsI68jSUdOUTFpbA7A+3sGTxcLNZxb7A9JQrWB26aRP34g1r6uhZsyZf9+xpNmlwkUBAx4AATjwpdDOq7uxsdKAKEJ+ZWaD/Gp6SgpXk2X6wFSoVO+/e5ZuzZ4lOTy/z8TtHjKCWlgazi2GRjFyvoYO9t+4O9tpfLCu1bXRANxbe28bAKuoftxyFHHcLB5o6VaeKlXp+F4siQV45bDnT07Nxd7UrqKcSoO7+F4ulrFg4nEvXQgl+Ek/1AN1B0dOwBEIeqNUlZLmFQfjDO0+JfZpMRloOd29EcPtqKPWa+HP/ZgQAHXuZ1oFHH0seTCMxN8bg8W4WXowK+AB3i4pZFVAHrJMMClaDHJoj1qHZZypisjKwFIlp7aW5Tj4kVXONYnx2+bRODSFdFsy1+M9Izr2Ji2UTWnouRygov5GJp3VHRAIrMuURXIiZXGKvgFqO/6O207hyz/NvpmHDqjRsWJWUlCwWLNzLzZsR5OQYVnKjCUdHaxo38qNt25q0bVurTPJXz4rvgjfQxCmIe2nB3E8LoY696RI1J08+YMXKw3rHvT+tN05OhjXnVK/uzsjX22p1tsrn7t0oPpq7nUVfG6/D/oKKpVzflr0jR3I0JISZBw7ozPA9mjrVrMXZ+fz8yivIFQo23rzJiIYNEZezQerV+oVLsqsuXKBr9er4OpRvuSZPoWTu9/uZ/24/4pMzmLR4O74ejix6bwAKhZLpy3exZOrLnLoWQruGAcxatYdF7w0A1AF5oJubwU1sAL4ODnzVvbvehrYWflW4MXsSc/ce4XJ4JBM7tGZQoyBOBYey/466g71//dKNQfllACUD3dCMWP6MLHS4mBE4EKFAyIP0SPY8vYinpbrGs61bIG1cjW84atOyBjWqefDtmmPExqexfX2h+YCTow09Ogchlyv0nmfRL4Wey90HFJYRvDlN3fWqUqn440hhfaUxQWqH6v50qO6vd9ymUcXt8+6mXea30MUoVPrfRz4CBCxouPmZOEcJEPB1w61cTDrKjsg1KFXFsxyNndr/YxJg/gbGuKwMuu/8ib9eHo2lSPfPXeiYiqifVRGVeYTLcbNQ/fP3tBC50tR9HlVsTePolk+/gLIbb7hbt60QoX1zYietbpDdqqE4Olr/Z2SP2rg0po1LY0BdAtDbqz3if4wqchSF953X/Ixvjnz0KIZp72/Ua4xQu7YXK1e8jlhcNjORkSPbsmv3VZKSdD9sXrkSyuQpf7Bg/hCsrEzndGkMQkltxFb6e0j+y5T70a5rtWrsGzmSyfv3c/lp6Rqf1xs2NDhQTU7/DnleKAplChaSQJzsJyL45xIT0xbjYl+4PBaVOAZvl18AJXHJsxAIJNhZDyJXfp9BgW7lDlRLYiuVkiGTlfs8YpGQPIWCG4+iuHo/ghG9mnLqmrqMIjYpnaqeTggFAn7ec56zN0t73ge5u/PjgAGM3rEDmUJ78CIUCHijcWOmt2uHldiwP/P6C/90sL8+mNG/b6dttX862INqawxUQXNmFeC75prr6jq51y/VdFVe3N3smPi2dpUHU3hDP0vbw0D7pjRx6mhQtz2ol/2H+E545hanLZy74iRx4/ewpWQr1DeO5s5dGOz7ToVd29zzh0mX5RJgX1mWWwUkZF9GpVIgEdoR4DCMmg5jNOihqlCplAgEQkq3epoPmSKFxBx1TbqXjWl1gZUq3d3eL6h85AeqAJaismuVl+TR41imz9ikN1AF+OTjl8scqObz2acDmTptA3l5uh/wb92K4P3pG5n31ZBnahogsuiKyML0JZKm5GzUWBJzipdseORMooXnSgDOR79DdcfRuFkVNgom5VzjYfIPtPL6vtzzm2QdwtPOjg1Dh7L87FlWXbgAqH9ep7Vty4SWLQ0+j5OdWiw2PmUOUkltMrMPYWulzjbkym5qPEaFkjxFDN6u69Xj5PfL8U6K82YRS9fI1FSaV6likvN+8lYvTl4LpkENb5oG+hbU11hZSsnMVgfE3VrUZkSPJsxaVdpFpKWvLyv69uXdPXtQaKnD2zpsGI0MtLDNR6lSIRIICx4uDKmJLNpg9QLDaPvdmmKvz4zXbXkpQMBg33eQCi30OlPVsK3Pq1Un4iBxps2rSwCQiEUIhQIOr5vExM+28P7YLtT0L5RvOXM1hLZNCpf3QiISqOZbvFzkg0W7WDhjgEHvryg17RowudZC1j35mgCbOrxc5c0KC1T/uH+dg2GP8LGtOAcxQ6jnMgNny4Z423RFKNAcANxLWsXDlLV08FmPk4XxpSZRmYcL5LA6+GzAQuSkc3ya7DEXY9XfaWMyrEqVHKVKRoY8jJy8ODLzIkmXhZAme0iq7CEtPTQ/3JYXFUqj1RNeUHFMn77RIC1bgUBQrqazoCAfpkzpodcNC+D+/WjefXc98+cPoWrV8ivT/Ftp4/1zsdexWSeI/Kf+XRfx2WfZE9KANl4/4WJlvHOlyYpmRAIB09q2Zcvt26Tk5PC1ER34eYpYktNXYCGpj4UkCJmRgWdG9l8IBbZYWZSvOeKH/v2LvRaZKFsbHpNMbGI6QoGAg+fvU7ea2rbMyc6KrFwZp66H0LGxbh/q7jVq8FX37sw6dKjYdgdLSya1alXmQBVgVMvGzNlzmNd+3cK7HdQd7I81dLB/tPcwH+1V1xrlB6vPC82+XW2S89R1d2f90MFlOufliRMAyqSFm48AAQN8xmoNVkUCMb29RtDerV9BMHh2s7qx7Nj5h+w7fhux6NnczJ2lHkysOQ+psPyZGX0037SK+q6eVLN35ue7l7GRSFndaQAXYiL47f41/SeoAIQCsd4l/3wJK2tx8QdkG4kfgU7vYqXB6lATecpssvLynf4MLyMxlLtJK7ibtEL/QBOQp8xCqZKRq0giWxFLdl40UZlHSct9SB3nCfjZmc8R7wXl59GjGIMCVYBx48qf1e/TuyHBwXHs3HlF79jomBQmvfcb874aUqlUAiozcmU6EqGt3nEe1h1o4fltueczeYX3vpEjCU9NLWhMKgupGT/jYDMaqUTdYSgRG5fJtJQ2QiqppX+gHkRCIcdDQuhs4u5/pVLFg7A4YpPSaVjThxNXHlPHT53p+mhsT07fCKGqp5PeDtQh9eqRkpPDgpMnEQmFjGjQgClt2uBoadyXzUoiYelA3TfROT07MadnJ6POXxlIyTZcPUEXaTmFy1imOqch9PQczsGYjcW2+VrXYLDvOxq1PBNTMln1+wkWTB/AriM3CQ4v3RA5Y+HOUtvyA11ToS9QVSpVCAQCylttEZ+dybGIYI6hLq1Z2fElGrp5se3RbfY+Md2qiznJU2YRm6WW/7IQFS9fsJFUoZbTW8/isgxAgEggRSSwxEbih6XYBSuxF9ZiH2wlfjhaBJKaW7a/wZEIw2ojn3XJywt0c/1GOB99ZFgdce/eDRg6pLgW+5mEXQTZtyY44wa2Eidq2zUr2Pcg/TK17ZqhVCnYFP41I/xmF+ybML4roaEJXLsWpndeHx8nvL0dDQ6o/+vkKTOQCh017FEhV2YiV6QgV6YRm3WycmVW83GxtsbF2rjaDxeH2UTGD8LBZkTBNjvrQQAFy/wlESDGxeEDcuV3kYrVQa5Y5IVIWP50/p/37hX730aenvxw6RLze/Qo13nrVfdiwUT1j7BKRbEbtLWlhB4t1RJDIpGQz8fpDh7fataMt5o10zmmIqjr6Y619IUMiLnp6jGQrh4DuZh0lMfpt3nJZxR24tI/GHkKJaNmrmfWuB5s//Ytth+8zo5D16letbQqwtLZg2jVyL/gdWSMZoHu/LKCfHw8HNm6orTO3t7zd6nh7Yq/pzNPYhL5bP1hXu/WhH6t6pYaGxyVyBe/H6Z701q81rX8fuj5TVLX4qOY9Pcexh7ZTgefANb3GFLMscr/l6/LPZc5SJM95uTT11Co1A9DJ5++QVvvNYgE5c/2HAjrVu5zAFiJPczehPW8N3m9QM2evddZvvygTmepfKpVc+ebZSOwtS39Wb+SdBhfa/V98UnGbezEzrhYeHIg+lf8bYLYHrmCl7xLl1OJREKWLB5OSkoWAwdpXgEYPqwVb77ZqeA+XFmD1czo4skIGy/9Abg5Sc29j5t1oZxZ0bpUidAWidAWuTINX7uXaeRWfq3XSqedoVLJyc4tNBjID1Z1YSExj7d9Tl4eVR0cCE9NZWi9emZRNNB3SqtnrAPXvro/7Q3oYJ/by7TNGOZizcDSHZdv7yisTf5j2JBi+17bVKhyUPRYewvNmUJdx5uSFs5daeGsvSBfLBKy/us3CkwLBvVsRM/2gUxfUDqLOm1+6YxHycxqWepV9124x3eT1d/bwKoeTB/aiZ/+ulAsWI1OSuPqo6ccufIIeZ6S6KR07obFUqequ0m+Z43dvNnaZwRD9m/g5NPSjYqVkUx5BOdiJqBQ5SIR2tLY7Qsuxk7lXPS7tPT8BomwfK47vfyOYCHSLF2XT0L2Zc5Ev6lzzAvMx/20UKZeX8aMOiPp4v7skxDlYfV3R9m2zTBXJm9vR75e+KrGQPVh+hXqObTjXMIeatg2wlpsh6XIGqVKSUuX3lgKrXG18CYzL5Vadpr/mzk6WlPFx4nIp8nFts+Y3ofevStWfvDfQmZeBFXFJVfQVTxKWUt4+k5y8uIJsB9GA9c5Jpmv0gWrvu67DRrn6bxK43Z76yH6I0ADic3I4FpUFPU8PDgSHEyPGjVMct4XVBxPwhII8Cu8QXeprruko6WvdpF0fcfqO76iEZWoUbW1tuDjib1xLaFZqGvJ//z1UI3BbD4ls7JAKatKlUpVbJn2xM1g9l+4T8NqXiyb0B+lUsXp20/YcOwaHRtUo3vT8pfwAHjZ2LG68wAG7vudJ2lJlUgRQDMnn76OTJmKQCCiucdi3KxaIRCISMy5womnw2nqPv+FPeoLnguysnINDlQBFi0ahrNzaS3V2JwwriQdYWjV9wnPukdibgweln44S9U121YiW07G7ygYH5n1gGbO3TXOsWTJCKZM/aPA2tXW1vI/Eagq8x6iygtHpYwFBAiE7ogsy7/KkiWPwKZEqWZo2hZiM0/Q3OMbbCX+XI59n3tJKwkqp9EJVMJg1VCEAs2lBgITiownZWUR5OFBB39/Tjx5wtorV3iUWLrh6HlgX/R6TsXvZmLNhVSx0ty8lS5PJj43ClcLL+wlmm/s0TmhZOepZYgCbOsWC0JkylyyFRlYi+yQCJ+tbl0+oyf8zIl9FeM/XxnZ9/dttvx1jciYZERCIZ9M6oO3u7rLNiQigden/6r12N8Xj6JVI3/Obn6f+yGx1KnmYdCcfVrW4X5EHAGezoREJ7Jk64liS/wdG1SnY4PCz6BQKKBDg2p0aGB6Z7gGrp68GdScFdfPsaxD5bQWTZM95n7yKmTKVMRCG5q5LyiQf2np8Q2X42aRKY/k1NNRVLV7mUZuHz/jK36BLj65vYaLSYVuikN8u5GZl83+6OI2xH91WF7Rl1ZhLFigv0s8H2dnG7w8NdU+qhVpBvlORiQQE2BTnyQNhigpRSynvbTc2wDc3OxYtnQEk6f8gVAoYP68IVrH/htQKROQZ6xBnvlDqX0CkTdiy15IbN5CINJtnJQue8zfkQM17jsY1hGATlV2YCetQXLODao5vI69VJ1wqOE4lrtJS8v5TtRUSLCanS1DKBQ+F44dRanq6MjFyEiOBQfzedeuSEQiej4H2dWbKWfZFPENr/vNoK694QXN99Ovsj3yO17xeZuWLprrcvdF/crjjFsAfFl/YzEHomvJJ9j5dA3Dq06loWPb8r2JMjDzk21YWUpwcrShUX1f6tT0xNOj8nhtPytuPYxi/Z8X+Xhib6r7uqJUqnh1ys+s/WoEHq72VPN1LZZVHTD+B379+g0c7axKneuHTadZ9qH+khyA/q2DGPTpr0QlpuHtYs+Iro15qbW6BODsnVAmrixdilCUq9+bVmFiQoNWNN6wghlN2+NtUzlkrHLy4ojJOsXTzL9IyFZrF9pJAmjhuRRbSUDBOA/r9nTw/o0LsVPIlIcTlr6DXEUC3jbdcbVqjpXYMFUAMF3N6n+RK1dDde63N4qM9wAAIABJREFUtbGgdu3CJVE/a0++b1bY6LPy0RZsxFZsa7PAXJeokTU/jNG538NMv5OzZ/ejbz/9QYqrqx1LFg/Xut/T0r9M86pUupuS3d3tWbZ0BFZWUhwcSv/O/TtQIs/4HnnGt6hUmo0RVIoo5Jk/I8/agMTmLaR2U9AWDtpJa/BSNc3SoSVxsmxAaNpm7C1qYy2uQnDqepwsGhr7RopR5ujx0L4bLPqqtPZnPofPflRqW/+uX+Mf4MaPfxhm75eels3Wjec5c+IBGek5BFR3Z8CgZrRqV0vrCv+l88F8OG0jK34cQ2CQaawl/9e0qUnOUx5CMu6wJuQTnWPG1/gKP+tC33cVKpQqpcHe8c87Fy6H/Kezp9qoX8ub115qxvzvDxEVl4pQKGDuhF54uBoXsJVssLK1tuDQLxM1jl03cxh21uq63raTv2VQe/VyW5sgf65+P5V3vtnOxfvhxY5pUacq308xLCAuC/ZSCxQqFatunuer1qUfwnb2e93kc+rDUuxGXPZphEhp7PYp3jbdEQs1W0raSavRzVddHpWnzORy3CwiMvZSxU5/priqXX+q2vXXO+4FupkxY5PO/YGB3qz69g2Tzbfo/m8suv+b1v26srJ5KiUfXziMAAHdfWuQnJuNhUhMHz/1PWLkkS0MrBaEAAGfnf+bL1v1xM9Oc2bTWKyspBw7Oouw8EQ+//xPnjwprkLi6+vM1wtfLXOw3FTDEn9/n3fKdI7y6LdWBPLMn4q9ltiUbmLVRk7S6yhy9VtdF6DKQZ6xEnnGSmw8H0M5V6b97Yfhb19oYdvchLrKlS7V+eBeFHNnbCa5iFVaUmIGVy6G0KFzILM/fRmxCRyJnkcECBAIhIgFYiRCKbmKHPJUcpwkun3v/0vcuR9FeKRmr/f/Iv27NqB/V8PqsqaN6YKNpebyDUOyqo+jEhn6uWbVjibvLGPLx29Qw7tQpePXD4ZRP0Cdjbr1JJpVu84adJ3GMLNpB8bV12xQ0thN9zKYeRDQwogfcrHQhlb/OMY8j5jbzrW5x2KznbsiqGPvX+7yALFAyLxWPclR5KFUqTgY/pCjkY/xsrajsZs3zd2r8Eo1dVNyWEYy95PjTB6s5uNX1YXVq0axavUR9u5V/93r1avCV18OfqFnqgVZWvHO+bIEq9oCVaEkEIGoKgKEKBXhKOV3So2RpX+B1L78XfvmoszBao++DenR1zRp3ZLExqQye+pG0tOy8fR2ZOK0XgRUd2PH5ots33SBk8fvIZGKmPXJf8dDt5ptEAsabNO4b+WjmTzNDsFOotuVpqzsfLqGnU/X6B9YCYmOSeHu/agyHfO/5s8+g14Z6NiiZrmOr+HtYvIlfFMxoUEr/YNe8AITolApyVXKiMiKrfC5k3KymH3+IJ19qmEhElPP2RN/e/V9wkos5uMLalOXKrYO9KhqmoZGbVhYiJk2tReNG/tx8sQDZs/uh1Ra6fJkzz3KvAcat1u7n0IgqlpsW27KdPKyt0GR1Vd55q+IrV5BKGlszss0mkr1iflu+SHS07Kxs7di6eo3cHNXL1e+8153LCwlbFh3mqMHb9P7pcY0bFJaAP2/hAoV8blPgReC2EXp1qku3ToVSiTt/qt4Fidbnseuu3fpVC0ATzu1FNDsTh21nq+hEeYWLzCMUQuLL622qFNVy0jTs7idbv3iFzwfKPIeIs/ej0J2BUXeY1RKdae3QGiPUFwDsbQxEss+iCSlNX7NSVhWDANOv4+FUEpjp9o4SGzJzMum98nJBWN2tP0aK5HpXd0epMSz8uZZZjftxPmYcJJzs/G0tsPJwopT0aFEZ6Yj/seNMSYrnS8uHaVzleq09/I3+bUUpXOnQDp1rIPADBKQLwB5ekkdWQEWDl+WClQBLBwXI7JoRW7KTIo628nSV2Dp/It5L9RIDApWZbI8+nYqe2H45j1TcHbRb8eVz9mT6ieDEaPaFgSq+Ywc054De66TlJjB9Inaa3n+KyTJYpEpc/UPNAJdDVZrQz4raLDSxsbwZWwML1zilAot+LzeHya9xqI0qm+4XFROnpyPDh0BwM3GhvYBfvSoWZPO1QI02uluf1178f9/HbkyF7lKhrWo7Pqf5qhNLQtFDQJe8GzJTptPbsZqEEhx9Ao2+DilIor0OM1awypFBkpFFHm5J8lJX469xzmEIuMcEcvKZ/WKi9M/yYwiMy+bSTWH6jzuncvzCcsq3e2ujZJNXPnUdnRjSsN2/PFA/aCuUClp6aH+jWzj6UeAnRNuVsXro8XCiimtexGomgeVIoq8nP3FtklsxyO21l6PL7YajDIvHHlGYdmJIvcYyrxQhGJ/c12q0RgUrEqlYo2NU6ZGpQL/ADcGDy+9ZCeWiJj6QV/mztwMlG7kunE17D8VxB6M2QBQaSSiilLRagDLF2gPKNetHlvstVRU+KMcn5nJjtt32XH7LgDuNjZ83LUzvWqbd1msMnI4ZgN/x2kuNwHo6z2WNq79im07FruFswl7+az+ZnNf3nPN6sdzn/UllItR/jMIcmihd1xm0jjkJW6YmrB2WoXUqnxNX5lJo5HnHMXSbhqWdlNA6+qSipz0paTFtkZs0RFbl991nvfq6Yc0aWfa7/9vofu5nx7KhlZf6hz3fbPZPEoP5+cnexgb8BI17Yxfaajh4MKcZmqjlp0hdwhLTyHI2QORQMCcC4fwKaKK0bVKDbpWKZR82rT+DD9/d0z7uWt5svrX4pa/PVp/gYenA7/tfE/ndfVo/QUj/9eBkW9qX80CeHgvmunv/sruY7N0jtOGXK5ApVIVKzfo0foL2ncOZO68wUadszKTm/YpUKiEILWbisR2it7jpHbTEAhEyNILlRtk6V9i6bS2TPPfiX2LII8fC16n5lwgIvV76nmos7QhSV9iLamFp91QLj/tQSOvbYiF9tyIfpUaLp9iIw3UO0elKgMA8KmqXbjb16/8Fqr/BnKV2dxLuwJAoP3z7XJiSs5eDKZNi+I6e0UNAQCN2dN84jIzmbh7Ly8F1uGrHt0rlX3s76ELuJd2UeO+rxrsYPnDycTlRGjcby2yY06Qdj1VgO6eI+juOULnmBe8wBBEkvrYuZUOWpXK/7d3nvFNlW0cvk5G96AtLbS0tBTKhrKh7L1E2VNkiTgQRFBBFFRQwAGCIIJiARn6MgUVkCl7U1ktu4XuFrpHmvl+CKSEJG3SRZFcX2jO85yRH0nOfe7nvv//ZDISim+pq1Gno5AdAsDOubAaaQE752nIMhejzDuCRn0fQaT/mxB/7wGR1+IJ6VaPs/9co0nbmpw+GEHLzoXfQEuadEU2/6bdIF1hXHKoKPT2r6VXKra2i/n6ooIAIpEIsViERCpGliunek3z5dJKi8T4NF4ZUHCjYf1GVVn0w+gyuqKni0ap79Insmln9r5im3ZAfrD65LHM5WiUvqynm73pazh5z/LfgSIFq8lJGezceo4dW86hUqnxrORC42bV6DeoOf7VCrbzKwxXV+Ni/wAV3IxLuzxvXEo7geJhCUBTt45myVtZwrPaYPXhZ1sLlbASP7YMVcHODn83Ny7Gx+vN+SPiGhFJyYQOGoCPS/EsLq2ULacS7hU+yUxaVS67Glor5qNWJ/B4Fsl8NKhV8YifCFaXzd5GvaYBxN/LN3w5cyi8SMHq4zWp5oy192zMh3XGWHweS7AVW3abHzaqDcNGGa6M5WTnMbTPt4S0K38rT4JIQCQIuqA6JzsPr+dIa1uj1jcrEkmqmZhpiPDEXI26aGo67QJu6f7OkJ3jXrpxl1GAkKoXkIhcuJRgfoLE4mD1wN9XWPzVX8hyFbptsdEpxEansGvHBf4+VjwfWJsCjAMKGnte0KDhaHK+zq2D2EUXuD6PyOVKPpqbLzL//qzNfPBOT75aske37er1OHZt0t4oHs+sVrC3Z+vI4USmprIh7CJrzl/Qjd168IAhG3/j2Bv6y11Pmy8abitwvIlbJwb6TTL7ePPDx5GlTDN7vrddAG/XLBlHktJg2O6C9TAtIWqsVbu3TNHISYvLrz938TpqtHZOJPJCu+xvuY60IDJ0Yevavymd+jZh+afbEUuKV7v5X3al+uv3C+TJFLQIKZ4xzrqfj7Du5yOFzrOzN72yVcm7AntPmi6v6R4yF+8qpSPHVR7RqNP1Xgsi87W0BZF+QkajziiRayqIUs+snjl5iy/n7kCj1lDFz53loa8iloiJuBLDquUHuR4Rx/bNZ+k/2NA1KSoymW6t82t2Pl0wmDbtaxnMk+cpTZ4/L09hcux54VLaCZLyYnSv9yRs4LXAT/TkrS6mHddrcDKX5u5daO5uvGGhvCKRihk1LARA96+Liz1nLkTyw8KRvDlNv0ZN9FhmVa7SftaqubnxceeO3E5J4WhklG48ITOT2IwMqriUD9cjK4VT0d66+vJfRxC5IbFtizLvKPKcjdg4FJydkedomzsltq0Rib0MxsujdcqsKysKHC/roDg5MYMNq7Uans+Kznnd+mXTUFceEESuetlVjTodQWRe2eSTwakgKlpGurAygJsPZnLzwUwgP7N6MX6o2ce3KFhdvngvGrWGyj4V+P7nV3Fw1MpuNGoawJIfxzD1zV9Ys/IQPfsEY29ftMaf9LQc02OppseeB/LUueyK1xddv11IZ/5/HZEg0KBe/o/SDz//Q/262td1axcs9q5Q6S8lhg4awJJjJ1h28pRu2/it29ny8nAcbcpfI1tJ8GHd0Kd9CSXKuWETn/YlWCkqFqgBOFRYQGZyX3LSpiPP/Qsbh4FIpMEIYq3UnEaVgFLxL/KcrSjzjiCI3HBwNa5oc2D7eRKiU6jk5879+HQO//kvSbGpJfa2LKGZe51yl52Vy5XM/WgLOdl5BDcNAOD08ZvMeq9oqxivvd2VwS+HFDgn+u59Jo61rMnnEQlxaQgigXoNzVeJedYRRBX1glW1MgqxjZnBqjLqiWOZ7hsyxaPmqqNRNfTKAR4R6P4xge7Fa9I3O1j990IUsdHaWoYPP+2Ho5O+PpxYLOLzb4YyoOdC9u++zIsD9IXWzbVbPXH0Oqkp2bi5G2ZIdm47p/v78SxtUTgyfnyx9n8afHLlFUBrFDAh8DNOPtjDjthVhEZ+zpiAmYgE081DlvLIcOBZIOJGPA9SsrgSHsvYkW1MWvI+SZZcrvdaAKa0bc2Utq355UIYcw4c4ub9BwQvWcZnXbvwcuPSMcN42sTlRrI+aj7pivsm53jbV+PtoIUmx8sLnbcV7QZnjIMDnr3fiOcFkbgqrpXDUCnCUcj+Qp6zBZnyy4fLoRoEkSsiSXUk0kbYu0xHLDXt4vbFmvxSn0dqAB36NCqDd1H+mTJhNeGXY3Ct4IBHRWcuno9CLlfSsk2Q3jJ895C5T/Eq81Eq1Ux7ay3TP+mnS6Y9D0gdx5GXPl33Oi/tLRw8j5lhn6pElvaW3haJo/m2wdnyG1yI09esfjzD2sRnF4422hpnhSqVsPh+tPA9rBsP9jZfScbsYNXNLV8vNT421WiKPTZG+zRqibbq4wiCVr5q765LDB2p/+Qllys5uFdrETZ4RCsmvN1Vb/zsqdvMnPprkc77LPAocLQV2zPQ900AWnn0ICz1CDcy/+WPuFD6Vnk+b64JiekcPHKN8/9G8ca4jmbvp1KbbtIY1aQxd1PTWHshDIAFhw/TITAAX9f/XtH+L1Gfk6lIxVbsQGevIdR1bYGL1IMHeXH8m3qEY/d3Ep8biQaNgQGFUqPgo0sD9LZNrf09HjZPx0zhTnrZW+0GONbmq+DNKNQKpKL8m8O2mL38EXeQ1S0MM3r9j0/kjerD6FHZsGM2MjuGqf/OZ0rN0XTwLFwyCmDF7V85nHyGX1t9y5X0m8y6spjtbUw3OJhiw90/2BKzh00hi/XeiyWoFJf1ak9LE7G0bokI/p85FEGLTnVKXLbqWebEkeuEX46hUmVX5i95GalUzIx3NjDltdV88ElfAgINSyrM4adl+/lp2f5C5xVUs2qKPX+EkZyYQduOtY2OHz0UoRdYF1T3+iwhtu0AiHjUeKhRJSDPWoKN83sF7qfIWoZG9XiDsfDwWObhaFPTaCbVFBqNEpkyRm+bVOSGWFR4+ZbZwap/tYpU9qlAQlwa60KP0rp9Lb2lfrVaw4/L9mNrJ6VxswCzL/5xWrerxfEj1/ntl+N07FqXSpXzA4NfVh0mLTUbqVRM30GGNbH/ZRJl0YRGar9gA6u8gYeNVjpEQGCI39t8c30yJx/swVZsT8/KL5fIOScFfWXxPudTD7E52vIbZHHp1K42ndrVJjtHzorQf3hjXEdGDNL6wD/61xhqTcHVatM7ttcFq7kKJbP3HSB00IAC9ymIBovLp6d7pkL7kDms6lRqOucXvley86eH9yu4SN35M+5n7mVfx9/R+E2gvPBzV0OzgVf3b2Vtd325ntF7Nxuday79j+eXGwgISERiXKXO/NQsf8UnV5VHmiKzyOcwxfizH5GtyqW1R2MmVB+KrYVay2dSLjE/YiUf1nmdFu6mM47PC8f2XOKvjaeQ5ynwD6pMeko2MZFJ9Bxi+rfjSSIi4ujcxXLjnPJC717BvPdeLwBuXotnzcpDnD11m+YhNXh/1ks6JZ7FP45lcK+FvDX6J/oObsGwUW1wrWBawacsSU3JJnS5Vh/2ebNzFcTeSOz7oMzdqdumyPoekbgKEgfjOuTK3G3In3C9Ett2RiQuHXdQQRAhCBIuJejHKAFuU/Fy7Fvo/hb9j74xuRuffbiZ2OgUJo0P5eulryCVirl5PZ61q45w9VI0r03sUuT0+5vvdOPihbtkZcmYNnEdk6b1JLC6F1v/d5qtv50GYNT4DnpB7NPk8iTzu66LSmzuHVZHziNbmUlHr/40fEJsv6KtDwICGjT8k7QdJ4krzhK3Ur+u0uTEhAmFTzKCo4MNF69Ecy/mAa+P1T4dPvrXGIU1VtiIxYgFAdXDoPZIZBTH796jjX/RJI1yFcVvENSgQaHOQ6mWI1PnkCa/j7tt8XUPRYKYGk7Glz6rO2kDmlR5okGwKhGkpWYKMMjvTQb5vWnRPl38qhvd3qGKoZSLqbnm8GTWMi43ib8Tjhb5eOZyPvUq79Yai7edJ3PDv+fH2/9jUtArFh1D/LBcSCqU7A3d0X1lkfazdRyN1K4HAiVXxmQJ8jwl3QY2Q56n5MrZO0TdSMDdy4WM1GxcniO5RLVaw+z3f+PMCW2mzLWCA58vHK5XVuVawYGhr7Rmy8ZT7Nh8hpB2NWnY2PzgprQymSqVmgWfbCcrS0aNAnRg/6umAABSp0l6wSqoyUufgdi2jYHlal76+yhzNvPkXdDGufRiGonIVa8EwOL9LZncpn0t3p3Rh2UL93A38j5D+uh3nAsigSGFFE4XRCXvCsz/djizPthEYnwaHz9RwN1/cHOGjmxd5OM/a0RknOfXe4t0tqqmsqYvVRnPjtifaOAaQkv37oRnnC3LyyxXLPh0EK4u9mbN1RSSWQUY1qghG8Iu6l4vPXGyyMFqSfDxJcNs4LjAT3V/X0g9xIXUQwZzxgfOoZqTaYtRtUbF7axLBDkbBqx3srVNfO62hrI/xeFaWhJXU7X2ki/618OmhCwfVRqNnp5uWfDrvT8ZFdDPon1W3P6NFbcta1LZErOH+Q2mATDErzdfX1vFCP8XLTpGpkLbqGojLh9NgyKxDyJxwc2QalU8GYnmlURYQgWfaKoEeKJUaJVBBJHA/cQM7oTH4eBsV+LnK8+IRAIjxrTjbuR9uvduSP9hLY3W/7/6Vhe69Q4mLibFokC1NPl+4R7CzkViZy9l5tyir349y4gkxktYcpLaIZLWeZgxFVCrolErrhjMkzqOQSRtXMpXWXQsfrTu9WIjer1YesXntetVYfNfhbmSPB/UcWnKR3VWcSXjFE3dOpmcF+LRgxCPHiV67mepwepxzA1UofAyAIDPunbBUWrDj2e0DwDnYmIN5mx52bTda0FjljAywLTt4I3MMPr4vKrLgFrKxKCFrI+az5rIOSbneNtXo6pD4SUA449s4rXaLWnppb2Jtd6xlEN93mRu2D4+b9ZLN2/gvjX8+yAOAIlIxC83z7G6wzDcbfOXFF8+uIGQSv6MrKFt1txw6wLHEyPZ2Nm037VSrabG2m8MtjfcsIR+1esxvGZD6rh7cWF4yWQQ/kk6w7Jb61Bp1EytNdaifU3VpMbLknnr/KcG26OyY7mWkf+dDPFohFgQsyvesmzFwaRTCAjUdjZfONwSFLK/yU4Zj7PXfsQSQ3lCU4Gns+cexNJ6Ro8pEntTwce4Q1tx2bvlDJPmDuT0wQjEEhHBrapz90YCkmJqrj6L1G3gy7pthX83qgZUpGpAvrlCt97BuFYw/O01x2nKXNZtm0Qlb33t1NSUbIa+sAhBJDD9k3506dmgRM71NHH0vlv0fStfR5Y2GZXsb73takUEakWEyf3Etm2xcflM93rrj4dYNU+bpbWxk7L1ynwkEjHTBn3HxDkDCaxbBYBxHb4g/u59ajXyp+NLTagaVImYO0nY2EjoOVybuLx3M4HQL//kethdstJzadapDmPefwF/C53Qnq/CDjDaJFLWZMvkZOTI8HYvXL/TVmxfYKBa2jiInZldb3WJH1epVlPvx6U08/ZhWY8+uNnZc/heFB2qBujmfHnyKG529kxorG8pO2jbb2wZMAyAOccOEXoxX8z/0vi3cbG1ZdC235jTvjN1KxatCeBxxjZrQui58ygfNmTdvP+AoIr5siCNfEw3ExU0VlKsjZyLjciOT+pvLNL+PvbVmFLrO86nHCQi4wyJsnvIVNk4Slzwtg+kvmtrgiu0LdFr3tptDJmKPJZeOca5+9Gs7/QyDhL9hooh1YP5IuwAf8dcByAhJ5OZjQvWAX5k+uAoteH7ji8Rn5NJ+IMk1l0L45eIC/wScYFeATWZ3aJ4esJytYJVdzaxL/EErTwa0a5iU+aGL2dyjVeoYGOeLu/iG2tZfKNgG9zHyVYaSvc5SOzYFrMXADszM6XhGbfQoOF86lVauDfUNXSVFaUZeBaFOxHxLJ21laS4NPqObsud8DgatS6e8P1/ifS0HA7tvcL5M3e4G5lMUkI6trZSXN0c8K/mSZPmgbw/66UyvSaNBg7tvczK7/bh6GTL9E/60craHAeCHXZuK1BkLUee9T1oCpH7FGyROr6GzRO2xQMndGLgBG3cMWvMjyYf3EIPa02gNBoNP8/biZunM7IcOerHZCGXz95Kw5Agpn49HEdnezb9sJ/vZ23hq/+9bdFbe+rB6uWjESyasJKMlCy2Jq7iwoHLXDoczpg5+mKxJ3aeo/VLzVgwehlj5wylkr+nWcdfG7WWf5L/AUAiSLAT27G08VLmRcxjpP9Iqjpol3QjMiLYEbdDt98HtT7gcPJhRIKIDp75dY/f3fyOyUGTLXqPS7YfJSVD+6H5bHQPLt6OY+epcBa8qpV8+GbzP2w8GKa3z4Uf3mXcN/9j+rDO1PLNf69Lfz+Gk70tY3vkN5ldj0nWm/MssOZSGCdHT2DVxfN8fvwwC7v0LPKxFnTqzrC62ifqjLySd/PydHSke1ANdl2/AcDv4eG839587+VnARuRHSEVexNSsXfhk0uAE4lRTD/9J4f6vMW/D2KZeHwrb9QJ0WVkAfr616e3Xx3uZGj1A6u5eBRaKvDoMVSlVtPRN1C3fUzdJvzvxmXWXwtjd9QNjsRGcXXklCJdu0yVx6SwuaTI0xle9QUG+/VCQOCnyM28HTaHYX4v0Men4AfMonTqm6JHZe2DxOHkM2bN16BhsF9Plt5cz6JGM6jm6Ku7nkdqAKWFOSoBdi4zsHMqWC83PUG7iuBa+VKxr2nOqnG6kiAHZzuaGTGreV75ffNZQn84oOdYCZCbKyc3V05CXBqnj99Eg4YBQw0b0gpzmgLY+9dFNm88yU8b3jD7uma//xunj98EYPWmiVTxs1wb9L+LCKnT20jsB6PI/hFFtqGcnyCujMS2O1Kn1xHEps0TUpMzGfvBC+zeeJJDO84TdS1fOSD0yz/Z/MMBRGIRGrWGAeON94f0GNqKH+f+zom/L2HvaEv0rSRe+8jyh5unHqyufH8dszdPxcPbjYSoJJPzdny/h9YvNTM5borRAaMZHTAa0Aak22O3G50XmR1JRdv8ZY0TD06Qo8pBLBR/KahBgDdZsoKDqFkju9G/jbamcMCna0zOEwQBifjpNCKUJDtvRjC+UVPebtqSVmtXlpiLTMNVy0roSPq83DhYF6z+EXGN99q3M8jP71x3Aq8qFWjVuS4qlZovJq1n9vJRrJz3p/ZJU4B2PRuwLfQos5drtezCTtziwI4LTFswGLVao9vnv0TdzVplic+b9eJI/B3GHs6v06y1Kb+D+ki8dol7dYdhenOMsbrDMNp7B5ocl6tVeq+ru3ows3lH3mjQgnnn/mHLzSu8dWgH37Z/wWLv9PCMW1R18GFW3beo6pBfa/l9k9msi9qBs7R0mnIcJYZd1zlKGc4SRzKV2WYdI1H2gHYVmzG8ah/Oplzmq2s/Mbf+u2ZnZcsLGnXJifY7P9bNnp6SjasRje/nleWLtA8utetVoXffxtSp74uff0Xy8hQkJaQTfjmGXTsusGLxXmxtpbzQz3IbzaIw+rUO3L6ZyJCXQ4odqO67cZslR05wNzUNbxdnXg9pzsED2rKrLitWcy9Va0d988N3ORF1j9N3Y+j8cN83t+zkh0Flm1U2F0FcCRuXWUgcBqNRRqNRJ6HVIPZCbNcNCllhjroWz1dT1uNfszJD3+pKlUBPfvgk3+573PQ+jJveh/vxaXwwTPuwu2CS1rTo9dn59fud+jWl3QuNiLmdRE6WjKCGfkiLoNbw1INVjUYbgAmCgLESwu5S7XJv7Rb5yzKv1JjEXoXl7hlhaWE0qmC83jZOFqf3+lrmNbztireEe+5GDBO+3ay3bdUpPBmcAAAPS0lEQVTuM8wYWviyfpM3jdulpmXl4uPx7Nt/xmRqLd4cpFLc7exJzjHvZlsYj8oAhm4v2Q71ln5++Lq6EJOeQVxGJmeio2npp58lunIukloKw+ar12f2AWDDsv0Ij3UsqFRqtq85ymcrxnDqYAQtTGgDlhVytYxUufaBsZJdyTWRhQ/+gLlh+wBo7x3ItSHTUahVOEhsqLPpSyKGaMWsZSolEkGERCTi9rCZxTqnqXpkdzsHvmnbm+5Vg5hwYDuZ8jxWdR1gUcDaxK0eTdwMaysdxPa8Xn2Y7rWXnTu1XfQD6oXXQzl2/7zZ52pbsSnTao0DoJKdh14JU4o8HaVGia9DZSIyCnd+kqnkfHX9J2bXnYiAwJSaY3j/4pcsuLaST+uVvrIJUK6W/59k9Te7aNujoTVYfYJeLzVmyow+es1W9vY2+FfzxL+aJz1fbEyP1nPZEHqkzILVGrW82bB9MoKoeCV9abkyvv7nKEv796Gauxux6RlM27mbgQ213+8Db2jr0HPkz67Vu0hSGyTm31uUShUrPtnGlbN3mDx/CLevxrJg8i98+dtEg6ZDjUbDsllbaN1dm2ibsXQUiTH5Wte9AgruP5q79nWadTDv2sokWN13wrTN1ven5+n+dnZ3wruaF026FFwkve6WYcF281bVTZ5HpVHx9fWv0aAhyyaLa5nXyFHp13JUc6zGrvhdZCgy8LD1YJDvIBJliUaPN/asfiOFl60XXzb80mBes5q+nPxuEnPX7+fI5Ts42duwc85YTlyNYu+56+w9d53Px5q//C2TK9l99hqergX/mAZXaEPwExJXRSVHlcmMS5ZJfYgEEfMabCpwjq+zNuDOUShIkeXi6eBIBMlFusYZh/Yy45C2bu/SeG0djKqA5qlb708t0nkWvtCboRt/4/KUSdhL9esrE6JTmLlEq9Zw9vB1glsG6nlor5z3J7cj4uj4WHNiVnoubhWdEUQCsZH3oaP++ZbceIckmXk3d7laZiDOb4wvGm4zORadc4PQO58WOu8RbTxfpLFbR4PtIw5uoKG7N+NqGe/elorEZMhlZCnknO0/hTyVklsZ9/kibH+BzVPhqYl8HravwDnm0r1qENteGMmIPb9R65dFfNC0PW81bGXRMWJyE5h5aREuUicG+vagbcWmqDRqonPjOJB4ir0Jx+jv201vn2m1xumCz8f57uY6JhciQWUvtmNGnQmEZ9zSSVd1rdSaDp4tCg1WZ1z6hjvZMbxbcwyuUmcA/B182BSyhDMpl7iacYt6LqVfp6nRZJGZ3Ae10vB6BcEOJ4/NiG3K1j1qy0//cOtqLNO+GkrU9QR2rjsOQJ8RIYgermLN+WEYa49eoGZl7epbbGoGi0f2ITU7l3fW/8HgFvn3rGM3ohjeKphG/j6cvRND80Djy6zf7T1B9IM0mgX6Mqh5faas/5Olo17irTW/s3xMfmZq0i87WTrqJVRqNZN+2akb23L2Cp5ODnSoY3qFoSSwtZMW6Ar4aEytLqn1MfMobqAKUMHejmkd2vDO9r+ISc+gkrMTE1rlr+B2/3ENkQ+0WfybHxoGXoVlVT/9pH+xrzEf46u8u+P3UsulJudSzuMkceJ65k3erZlfD6rUKDmWfJKY3Fiic2L4sE7BRgESiZi3v8jXpa7btBovjtKWGr3/7cu4e7mi0Wh4b9BSghr68fGKsdyPT+PGxXtUrVEZj0quiCXa783uqG/5YOgyLp/W/743aFn92atZBfji5SUc3nRS93rEh/11NatFyaA+jkKtIDQqlEp2lRgTMIbFNxZTy7kWDmL9JbWtMVt5J+gdqjtV5/SD0/we+zshHoYyXJbWq248GIYgwO5543mQkUNiahYA3ZvV0tWsht9NZO76fcxdv0+336Oa1cfZdSaC9g0COXM9ml4t6lDVS78zsiBe8B7FC97mLy8XxRTAEl4KqkOKLJdV/56nW7UaBS5IyFUq0vJkJGRloXmiYGB2207Mbls2DWiNfbxZM3igQaAKUNnPndBvdpORqn0IOr73Cg1aBKJUqAj9ZjcBNSsx/M1OLJj6K3YPzTRc3R2R5cg5fTCCkK7Fd+Epa5wkFXCS6H8GV7Ufovd6/r8Hje476cR2Tifd09vW0ks/mzvi4PpC5xjDzdY8RYgmXj4saNOTKUf+5KcrZxlXrxl2FmRYt8XsI0eVy9Ims3QBoBQIcgogyCmAPHUe22P28Yp/4YLX5tLCvSGvnp1JjkpGm4pNGB84uPCdgMlBo8hW5RDkFGD0mKWFRpMLmmw06nRUqmg0qvuolbcRRK44un2P2KYZauU9ctNnoJRfIC/7ZxxsytY8o4KHE5lpOSgV2tIRH39tQCo8EaE52Epxc9R+ttJzZbrtTna2BHpql6JvJ6UQ7OdNoFfhS9PDQ4LJlStIy5FxI8G01XFB7L96CwdbG5MBcUnw+6Yz3LmZSI8XG1GnXhWq+LojlytJTsog4mosu3dq+y2GjSqZBElZEjRffwXzXmoaH+/ej6udHT1rB+EoteHmh++i1mi4kpBIxmPlfOvO/8ucvYYygbO7d+KVpiX/wOXobVydRySIUGtUqDQqHsj1Hfz+STpKvCwBb7vK+Nh7k5xn2eds7+YzrPh0GyKRQNWgygyd2JXKftrm4vkb38LGVvt7WdnPQ7f9SZ4MSu+Ex7LiM+PlmAVRLoLVgpjYcqZe9vXtxWNxsECeaMG1BdR0rslg38EICEysMZGYnBiDeQN9B/LjnR9NZlYvp19m0Y1FJs8zteZUGrgaZoTVGg1ikQiRICAWCRiTon9vcEfeG9yx0PcSuucMK6cMIiNHxnsrd/LDOwPxcHk2l6zGNGxMk9DlBHt581130009804c5uvTx/CwsyfQzZ0RdQ1vrCmyXF7ctJ7jo/I9vqu6uGInKdmPt0gQaBtgWlcw5k6yrt70Uc1qq851ad21HvWba2WCZiwazuKPtur2mTJvEGcORVAloCIqlb796zs1l5To9Zc3/ujxKnXdCtZuNWfOk4SNMH9Ju1/1uhyPv8ugGvUtClQfISBCJBivIRebyIQUl5+bzyt80hP42BdfFcNSMpO6GmxzcHvUWKZ5+OApPHz18LNfqJe5Ppbauto6TcDeRb/hp+uAZlStUYkN3+2jQ59GRhusmgZUoZqnfgCq0Whl1xRKFb9fCEcsCHi5OuHr5oqLvXa51EYiZvr/duv2GdKiIU2raWV/fjt1EXupFE8XR5r4+1Df13Id4/p+laleyXiQUBK8MaU7q1cc4lLYXS6FmZZUeu3trvQbUvI6uKXN49nS/qs3sn3sCL3xbIWcoPnfIhGJ6FwjkK41841EXmnaiNj0DGZ0bl9m1/sk0Tkx3Mi8SVT2PXJUOXT26sDBpMO6saS8ZKrY+5AgS6SeS21sLLBQDj8fyabl+/n13BzUag0RF6L4ZuoGFu94Fy8fN2xsJYQdu8HMkT8Y7Pv67H70G6dtuDKVWbWUchmsRl3NX/qUy+S6utVHfLplGq37mme5OjloMq7SfMcrG5ENfg6GP3BdvLrQ2aszKo0KuVpOripXL1ht4NqA1c1XE5UdRYBjgNnvZUSnxsxZv49u01fiZG/LnvmvcTvugcG8tKxcXp6/kb++eFW3rUpFV2yl2v+i6OQ05ozuSZWKrlTBlXcGtOfdFTtZ8/4wg2M9C0hEIt2SvSmmh7Rjeohh1/2ay2FGZuuzqGuvQueUNOmp2Sz9RPvEqNFosLGT4untiqd3/ufvSUccewcbOrwQXKbXaQ7mlBQ8oq3nS/TyHmPxOV78+2eDbTeGztA5LJk7p7h83bZon5UBvt04l3KZjy8vZrBfT1p5BKPSqInNTeRQ0mkOJp3ipSqdCz/QfxVBiiDYIQj2CKJKiMS+SO16IJbWRaUIJ/uBftmDIDhh61g097riUrOhH8f3XjY5vnC31p0sPi2TLFkeQZUr0ju4Fk0CqjB3UDeO3dAGchm5Mqp65K82BFf1Jriq8d6HtGwZw7vkf/fj0rTWvMmZ2czeuk+X6Hic2NQM1h8PIzI5lQBPN6q6u+LuaH7yxlIGDG1J5+71Obj3CmFnI4m6k0xSYjq2thJcKzgSEOhJ4+bVjCoBmIuPrzttykCBoSjuWXsnjNF7fSLqHlEpabrXyVkl02tRVPwcfJkU9CbROTGcenCWuNx4ulbqpBvzc/BlU/Q2spU5XM+8SduK5psqadQaRCLhYSmMGrFEjCAIerJUjdvWZHeUfnZ67Te7DI71/a73dNqsRaVcBKsfbXiHjza8Y3Tsp4uGAt+W8Higagq1Rs2r51596PEtwUHsgIvUhRbuhk+KW2O3Mq3mNLPPb28rZf6rRZMDmjsmv57Vx8MFP8/8H8E29QJoXtMXURk79ZRXVGq1rmnrEW52djhKy67LeeGv5lmDfrDQ+AOGWCwyOfascqKvNsv5uCEAYFbdaUnUppYmvvaV+a7xx/wVf5gdsftZdH01EpEEN6kLQc7+fFz3TaONWMYI8SjbOs3SRGrXo8BGKqeKW8nLXI5Ctge16h6CyB2JTQh2zpMRSczLuJRGo9bY93qTnmI8+Pi4r/ah49iNKO7dT2NE6/z/L0dbG+p4a6UDj16P4t6DNGr7eHIhKpZdF68bHOtRkHstLonfz4frtqdkaUuINk/Sdyqc9ItWnF0sEvHl0F4IAgxrFczvF8IpCyq4OTJgaMtiBaQFUT/Yj/rBlmXIS4OKjoZqG4Wx8+o1dl69prfNWG1raaJUK9lw939MCnqTuNx4DiQdooFr/u9Or8rdcJY680Cewqo7awiuYJ5xQr3mgQwY35HBwR8hEgn41ajExLmDTC73F8TE3oZx3J+3FupqW81BKMRysmwrpsuQJ3VWjfFX/F+IBTE9K+cHjQtvLORKur5Vmb3YnuVNlpt97hNXo/R0VgEycmQM/2KDwdyJfdvQu0XB3XLPos6qFStWrDxrqDUaNBoelnQZkqdUIiBgU4LuV7lyBfY2hsu3CpXqYXnZsy9laKX4yFR5SEUSA7lNuVpOtjIHZ4kTElG5yE8WhtEv13MbrFqxYsWKFStWrFgpVxgNVq2PZFasWLFixYoVK1bKLYXlhK0FkVasWLFixYoVK1aeGtbMqhUrVqxYsWLFipVyizVYtWLFihUrVqxYsVJusQarVqxYsWLFihUrVsot1mDVihUrVqxYsWLFSrnFGqxasWLFihUrVqxYKbdYg1UrVqxYsWLFihUr5Zb/A0V9D9Esb3PRAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 35.6 s, sys: 1.1 s, total: 36.7 s\n", "Wall time: 36.8 s\n" ] } ], "source": [ "%%time\n", "from wordcloud import WordCloud\n", "import matplotlib.pyplot as plt\n", "\n", "def displayWordCloud(data = None, backgroundcolor = 'white', width=800, height=300):\n", " wordcloud = WordCloud( font_path = fontpath,\n", " background_color = backgroundcolor, \n", " width = width, height = height).generate(data)\n", " plt.figure(figsize = (12 , 8))\n", " plt.imshow(wordcloud); plt.axis(\"off\"); plt.show()\n", "\n", "%matplotlib inline\n", "import matplotlib.font_manager as fm\n", "fontpath = \"/home/markbaum/.local/share/fonts/D2Coding.ttf\"\n", "font = fm.FontProperties(fname=fontpath, size=9)\n", "displayWordCloud(' '.join(sentences))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **3 Soynlp 를 활용하여 명사만 추출하기**\n", "1. Word Extractor 에서 학습 알고리즘은 Cohesion score, Branching Entropy, Accessor Variety 있습니다.\n", "1. 이 포스트에서는 soynlp.word.WordExtractor 의 사용법에 대하여 이야기 합니다." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Noun Extractor] used default noun predictor; Sejong corpus predictor\n", "[Noun Extractor] used noun_predictor_sejong\n", "[Noun Extractor] All 2398 r features was loaded\n", "[Noun Extractor] scanning was done (L,R) has (202324, 105117) tokens\n", "[Noun Extractor] building L-R graph was done\n", "[Noun Extractor] 34614 nouns are extracted\n", "추출한 명사갯수 34,614\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 12s, sys: 68 ms, total: 1min 12s\n", "Wall time: 1min 12s\n" ] } ], "source": [ "%%time\n", "# 추출된 명사를 찍어봅니다.\n", "from soynlp.noun import LRNounExtractor\n", "noun_extractor = LRNounExtractor(verbose=True)\n", "noun_extractor.train(sentences)\n", "nouns = noun_extractor.extract()\n", "\n", "print(\"추출한 명사갯수 {:,}\".format(len(nouns)))\n", "displayWordCloud(' '.join(nouns))" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 4 }