{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python для сбора и анализа данных\n", "\n", "*Алла Тамбовцева, НИУ ВШЭ*\n", "\n", "## Практикум 3: методы на строках, работа с текстом" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задача 1\n", "\n", "Напишите программу, которая запрашивает у пользователя с клавиатуры некоторый текст, и выводит на экран этот текст, только заглавными буквами и с восклицательным знаком на конце.\n", "\n", "**Пример работы программы**\n", "\n", "Ввод:\n", "\n", " exam is coming\n", "\n", "Вывод:\n", "\n", " EXAM IS COMING!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "крик души\n", "КРИК ДУШИ!\n" ] } ], "source": [ "text = input()\n", "print(text.upper() + \"!\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задача 2\n", "\n", "Напишите программу, которая принимает на вход список слов `words` и создаёт на его основе новый список `words_clean`, в котором все слова написаны в нижнем регистре. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "words = [\"Speak \", \"to\", \"me \", \"of\", \"Florence \",\n", " \"And \", \"of\", \"the\", \"Renaissance\"]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# через цикл\n", "words_clean = []\n", "for word in words:\n", " words_clean.append(word.lower())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speak ', 'to', 'me ', 'of', 'florence ', 'and ', 'of', 'the', 'renaissance']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# через списковое включение\n", "words_clean = [word.lower() for word in words] \n", "words_clean" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['speak', 'to', 'me', 'of', 'florence', 'and', 'of', 'the', 'renaissance']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# то же, но уберем и лишние пробелы тоже\n", "# методы можно «наслаивать» друг на друга\n", "words_clean = [word.lower().strip() for word in words] \n", "words_clean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задача 3\n", "\n", "Напишите программу, которая приводит текст, сохранённый в переменной `text`, к нормальному виду. Нормальный вид текста: текст состоит только из слов в начальной форме, записанных маленькими буквами через пробел, нет никаких посторонних символов. \n", "\n", "Алгоритм работы: \n", "\n", "1. Привести все буквы к нижнему регистру.\n", "2. Заменить все знаки препинания на пробелы. \n", "3. Разбить текст на слова и получить список слов.\n", "4. Избавиться от лишних пробелов в словах внутри полученного списка.\n", "5. Привести каждое слово в списке к начальной форме.\n", "6. Склеить все слова в начальной форме в одну строку с текстом." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Полезный код 1.** Знаки препинания можно извлечь из строки `punctuation`, которая хранится в модуле `string`. Однако там не все знаки препинания, например, нет русских кавычек-ёлочек и длинного тире. Их можно добавить самостоятельно!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n" ] } ], "source": [ "from string import punctuation\n", "print(punctuation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Полезный код 2.** Привести слова к начальной форме без специальных библиотек не получится. Можно установить библиотеку `pymorphy2`, в неё встроен морфологический анализатор – программа, которая позволяет выполнять морфологический разбор слова.\n", "\n", "Установка библиотеки:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install pymorphy2" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "политолог\n" ] } ], "source": [ "from pymorphy2 import MorphAnalyzer\n", "\n", "# создаем анализатор\n", "morph = MorphAnalyzer()\n", "\n", "# делаем разбор и забираем начальную форму\n", "print(morph.parse('политологами')[0].normal_form)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Parse(word='стекло', tag=OpencorporaTag('NOUN,inan,neut sing,nomn'), normal_form='стекло', score=0.690476, methods_stack=((DictionaryAnalyzer(), 'стекло', 157, 0),)),\n", " Parse(word='стекло', tag=OpencorporaTag('NOUN,inan,neut sing,accs'), normal_form='стекло', score=0.285714, methods_stack=((DictionaryAnalyzer(), 'стекло', 157, 3),)),\n", " Parse(word='стекло', tag=OpencorporaTag('VERB,perf,intr neut,sing,past,indc'), normal_form='стечь', score=0.023809, methods_stack=((DictionaryAnalyzer(), 'стекло', 1015, 3),))]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# почему извлекаем элемент с индексом 0?\n", "# всегда возвращается список всех возможных разборов,\n", "# а мы забираем самый вероятный\n", "\n", "# многозначный пример\n", "\n", "# NOUN,inan,neut sing,nomn: существительное, неодушевленное, \n", "# средний род, единственное число, именительный падеж (номинатив)\n", "\n", "# NOUN,inan,neut sing,accs: существительное, неодушевленное, \n", "# средний род, единственное число, винительный падеж (аккузатив)\n", "\n", "# VERB,perf,intr neut,sing,past,indc: глагол прошедшего времени, \n", "# непереходный, средний род, единственное число, \n", "# изъявительное наклонение (индикатив)\n", "\n", "morph.parse('стекло')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# из Википедии\n", "\n", "text = \"\"\"\n", "Как поэт Высоцкий реализовал себя, прежде всего, в жанре \n", "авторской песни. Первые из написанных им произведений относятся \n", "к началу 1960-х годов. Вначале они исполнялись в кругу друзей, \n", "позже получили широкую известность благодаря распространявшимся \n", "по стране магнитофонным записям. Поэзия Высоцкого отличалась \n", "многообразием тем (уличные, лагерные, военные, сатирические, \n", "бытовые, сказочные, «спортивные» песни), остротой смыслового \n", "подтекста и акцентированной социально-нравственной позицией \n", "автора. В его произведениях, рассказывающих о внутреннем \n", "выборе людей, поставленных в экстремальные обстоятельства, \n", "прослеживались экзистенциальные мотивы. Творческая эволюция \n", "Высоцкого прошла в несколько этапов. В его раннем творчестве \n", "преобладали уличные и дворовые песни. С середины 1960-х годов \n", "тематика произведений начала расширяться, а песенные циклы — \n", "складываться в новую «энциклопедию русской жизни». \n", "В 1970-х годах значительную часть творчества Высоцкого \n", "составляли песни и стихотворения исповедально-философского характера, \n", "поэт часто обращался к вечным вопросам бытия.\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~«»—\n" ] } ], "source": [ "# обновляем набор символов – добавляем длинное тире\n", "\n", "punctuation = punctuation + \"«»—\"\n", "print(punctuation)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "как поэт высоцкий реализовать себя прежде весь в жанр авторский песня первый из написать они произведение относиться к начало 1960 х год вначале они исполняться в круг друг поздний получить широкий известность благодаря распространяться по страна магнитофонный запись поэзия высоцкий отличаться многообразие тем уличный лагерный военный сатирический бытовой сказочный спортивный песня острота смысловой подтекст и акцентировать социально нравственный позиция автор в он произведение рассказывать о внутренний выбор человек поставить в экстремальный обстоятельство прослеживаться экзистенциальный мотив творческий эволюция высоцкий пройти в несколько этап в он ранний творчество преобладать уличный и дворовый песня с середина 1960 х год тематика произведение начало расширяться а песенный цикл складываться в новый энциклопедия русский жизнь в 1970 х год значительный часть творчество высоцкий составлять песня и стихотворение исповедальный философский характер поэт часто обращаться к вечный вопрос бытие\n" ] } ], "source": [ "text = text.lower()\n", "\n", "# заменяем каждый символ из punctuation на пробел\n", "for p in punctuation:\n", " text = text.replace(p, \" \")\n", "\n", "# разбиваем на слова \n", "words = text.split() \n", "\n", "# забираем начальную форму для каждого слова\n", "lemmas = []\n", "for word in words:\n", " r = morph.parse(word)[0].normal_form\n", " lemmas.append(r)\n", "\n", "# склеиваем начальные формы в одну строку \n", "final = \" \".join(lemmas)\n", "print(final)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Бонус.** Построим облако слов для этого текста. Установим библиотеку `wordcloud`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install wordcloud" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Импортируем оттуда функцию `WordCloud()` (на самом деле, класс `WordCloud`, который создает объект типа *WordCloud* с определенными методами):" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from wordcloud import WordCloud" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Импортируем модуль для отрисовки графиков (уже установлен вместе с Anaconda):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Генерируем облако слов через метод `.generate()` и отрисовываем его:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plt.axis(): выключаем оси, нам не нужны засечки по осям Ox, Oy\n", "\n", "wordcloud = WordCloud().generate(final)\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Чтобы убрать стоп-слова (частые слова вроде предлогов, союзов и местоимений, которые не несут большой смысловой нагрузки), загрузим их из текстового файла со словами на Github.\n", "\n", "Файл `stopwords-ru.txt` можно скачать по [ссылке](https://raw.githubusercontent.com/stopwords-iso/stopwords-ru/master/stopwords-ru.txt), кликнув правой клавишей в браузере (Chrome, Firefox) и выбрав *Сохранить как*." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# открываем файл и считываем строки\n", "\n", "file = open(\"stopwords-ru.txt\", \"r\", encoding = \"utf-8\")\n", "lines = file.readlines()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['c', 'а', 'алло', 'без', 'белый', 'близко', 'более', 'больше', 'большой', 'будем', 'будет', 'будете', 'будешь', 'будто', 'буду', 'будут', 'будь', 'бы', 'бывает', 'бывь', 'был', 'была', 'были', 'было', 'быть', 'в', 'важная', 'важное', 'важные', 'важный']\n" ] } ], "source": [ "# удаляем лишние \\n в конце строк\n", "# смотрим на первые 30 слов\n", "\n", "words = [line.strip() for line in lines]\n", "print(words[0:30])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Осталось учесть этот список при генерации облака слов – аргумент `stopwords`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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EADvi9dR6vEuuWcCl0RoIIVc8l/PTCZwlaDdZLDJdKBNC3ONbNvG5GHTL4lRigtlCHp+qcqCxeVnVSkcoQsClAeWE4Gg2varve7uQ1XUe779ET3KGsObmYxu2oskKxhKkWzQNjo2NYNgWTf4AG6O1S4a5BKArXIOrspb9qSRzpeKK5yYKIqqo4ZI0VNG1YD1LVgEbm6grjiTIjOQHGCsMrvzEKygrFvrYG7ntOnfeK/lp8axhIHeZ7vQpZvUpEsUxJgoj1dhu2kgSUiIElDBpY47ebDcFK79qEawkSKiiC5ek4ZMDiIg3zrvcAD8S4YW3EwICbcHlSabW4yPq9iIAOd1gbN7GMm2LSxVpjkuS6AiGl3UvJUGgyR8g5vEykEpyaWYay7FvGApxHIfhTIrH+i6SKhXZV9/Ebc3tTOaz6PbqSdeybfKGznguy4nJMb558RzJQoH2UJj3tHauejwou/YF02QkneL7Az2cnZqohkAa5qkEbMfhSipZjUNfmE7w+6++VN3Ui6EnOVMl2slctrwZFuGI6UKO8WwWgDXhmlXHy2cKecazGayKxf/P3Wd5eqB32c9MV9z3rK6TWUZO907BcRzOTZcTq3nD4L62LnbXNfL0ld4lvaCxbIaZQh4HmMhl+dszrxNYRsqY0fUqeSSLBYpL5BBWi1qtgQathVdnn+dc6jge2Ue9tnSuZilMFEfZHTlIXGu87j1VdLE1tI+cmeHo7HPISRlJkGj1dBFWo8jIbA7u4ejMMzwy+o+4JA2/HMQteRb5puUxmOvl0bGvISFjOAbrAlupW2ROq8GPHekiQNi1vAxJFkVCLg1JFNFti3Tp2sayKgkhKMcLfap6w40ecLmqmuGUXqRgGAsy7IuhZFk8c6WP04kJ/KrKR9ZvptbjZTKXXfGddCg9xz+eO0X37BSO42DYNjlDJ5HLMVcqsDkW5xd37Wd9zY2z0xdnpvjM4/96nXVq2jaZUomxbBpZkvjs1t18avN2lHmEajsOk/PijBdnp7k4T1N6IyyVNHQch8lclpFMCoDN0VokcXWkm9ZLZHW9+j1P9F9e8WcN217W63j6Si89yZklr4+r+trVoKzBLvLUQC+9yRlCLo2PbdyCW5ZxcJaMSU7n89WbdSKf49Heiyv+zqJl3jCkdRV7I7dh2AZSxfqUBJl76z6MW/IiCSJhNcad8feT1KdxHBu/EkIRVSzbBAQkQeKe+E+gSdf2qCpqPNT02arOd0twN/VaM7MTIr/7N09TE/DSO2tzy9Y29BA89fo5BsZm8AYa2b51E4rm8E/fO0GfkGeu7TKHd3Sxxr2Vx08Mcj41S2MkwIdv2U/Q3ckPXxvh9p1evvfSBdwuhdt3r6FwdhPfzyf5vv4Ut27r4NCODmRBYVf4IG2ervIkBQGX6KJGjeORfW9cllVhVaRbNE1sx0YSr5nY5UxgmbxkQcShvAlVSUK3LEQBbKdMdCsR1b8dWMn3qJKEQDkhNj8b7DjX4pWqJFVd4GXHEiWUynfajkPevDHpDqbn+Or5k5i2zfs613FrY+u1ea/Qe8kbBuenE7w6Plz97qsfbfYHubutk/WR2Iqsw3RF2/lGXP09G3x+7mrp5K7WDoIV93v+MfNlW/VeHzGPb8VWaVe4ZlErN28YXJiZIlksIAkCW2LxFSVT56NkmugVl1MVJboiNdclC5eCW5apcS9tHY1nM2UrfRms1hW1HYeTiTEe7rmA4zj85PrNbKipLb+5zFB508CyywcEVBctgSDyCs/Tr6pLFuy8EVHXwmS3KIg0utuqf0tARI0RUZe60QtVfW71M4JEm7er+ndYjRJWo5wYHaYm4OXj9+3iB8d8eB2Vi1emGJ9O89P37+GHp/qZGpK4fdcavvhAJ5lciRdO9HKmZ5Rbt3Xw+bsfZGwqxbHzg6STEPU1cz7RS/fAJMfOD7F3cyuZXAk7HeEDhzZx7Nwgc5kCOCCKIlFXnKgrvqJ1WQ1WRbo/HBkkUyoRdmtkdR2xkmTpCtdwJjFBg8+P5TjMFvKsr4nRP5fErcjkDYPN0TiNqxRiv1ksV7k0/xjHcZBEEW2e1SYIAl6lrPXTLQvTubEFoNsWRsXKEAUBj7z4BXyVVwzL4qtnTzCRzdARivCBro03rKRaDAGXxq1NrdT5fNiOQ8k0q7HXkUyKPzj2Ej8cGeS3Dty+pNj/KmrcHg69QbPsAHplzEQ+x7cun+PRvm4+u3U3n9m8syoZEygT1FU8tH4LP7d9z4KKwdXCoWyxHR0bxgE21NTS4AusOrygSlKVZKMeD39+9/tuGH5aKTpCETbH4ktW1pm2zYnJMUYyK48LzxTzfOXsSWaLBbbV1vGBrg3LVjxehSbL1bXZVlvP799xH3Xet2aRzUfJNJkrFhEFgZCmkSwW0S0TlyRXb/aGZRFxu8nqOgXTIOrxIosiw+kUYU0DBDRZZiyTptbrxbLL+0+qJDKvepxxX3negiDgdilEgh687rLHOZcuEA54iAS9RIIeJqbT6IbF+HSaV84McPHKJLVhH5Ztoxsmz7zWg2FauLXytTiTynOhf4KtXQ24VRmfx0VTbZCvPHYMy7a5ZWv727ZmS2FVpDtXLGDaNsPpFA7lO2rU5WIqn6smHGzHZiiTYjKfQxUlEMoWxlKJkrcbjuMwU1y6cgnK8qZUqYjl2KiVstmrkASRWk/5R88aejX2tdxmT5WK1cRbQHUtIKD5uKouOD01wbND/bgkmdub29kRr1/0+BuhwefnF3buq/7tOA45w6AnOc0T/T1869I5Xhsf4f89+Sr/4+Bdy0rZOkMRfv+O+xaVjBVMkwvTCf72zHGeGerjH86dpC0Y4v1rNlTPa36Bw1Q+S8E03xLp2rZN79ws56cTAJXqNe0Gn7oeftWFrzIPw7IYz2XfNtI92NTKb+w/vGTMP6uX+G8vPLUi0pWEslL1pdEhjo4N41NU3tuxjo5QZEVzqdHc1SRj1igxW8i/raQ7kc1yYTpBoz+AKkk81ddDyTJpDYaYKxap9foYyaRZXxPl/FSCdKnInW0dqLLM45cvsSUex3YcJEHk5MQYtzS1MppJYTsOHeEIqiRxYnwMn6ry0MbNS86jrSHC069e4vnjPVwZn6WruezJ5Qs6mzrqcLsU2htrEASBvpFpdq1v4sLABOlckbDfzdhUii1r6gn63CTTefIFnUy+xC997DCne0ex7Xeep1ZFuldF6bbjlO9CskKd14dhW3gVhZjbW17EfDku6ZJkZFFElaTrXNJ3Cg7QPze7LFFO5rJMV5IOPkWlcZ7SQRFFNkZjPNZ3Ed2y6JuboWAaSxKI5diMZNJM5/OIgsDayNJloYooUTBN/rn7DDOFPJ2hCA+uWb8iS2YlEAShomVtoC0Ypic5wwvDA1ycnaZ7dopDq9APzx/Toyjsrm8kWSpwfHKUmUKeV0aHeW/Huqql0hGM4JbLVWfnpxPMFQtEl3HNb4SCafL0lR5yhk5Ec7Mj3oDnTZB41O2pSt1ypsGpyTEONKw+sfNOQ5UlMnqJf75wBtO22NfQxB0tHTesJLyKRn+AGs3DQCrJRDZL39wsG6O1b9v8ZFHEcRxmCwUa/QEUSSJdKuFTXaRLOlldx3EcXJKEZduIgogsSbw0NIgkCszmC7gVmUQuR0e4fCNxnEpIzIG+5CzT+fyCis7GWLCaO9jQXocgQH00wMHtHUwls2xsr2N9WxxZFrFsG9uBPZta6GqOVcZ3MC2bHWsbWd9ai+M4PHBwIwe2tJMtlKiPBnCpMrvWN9MUD2FYFo7jIKwib+A4DqZjUrJLiIgoooIiLv+brYp010aiC74MKtUlksSWeYUNDe9SGGEpDKZT9M/NLhDRz8fJyfGqYqHG7aErcu04RZLYEW8grLlJFgu8MHSFD6/dhEdWFnXPJ3M5TlQkZrIocltT25LzUiWJY+MjvDI2jCSI3N22hk1v48aYj7DmJu4tx1ULpsFcceWSoKUQUDVkUcRyHNJ6CctxkChfA3U+H1tjdbw6PsLl2WmOjY/QEgitWuJ1FQOpJM8OluV3u+oaWReJrjq0AOCSZbbX1vPUQA/ThTxHRod4b+c6WgKhNzWvdwqapPD9gV4uzCSIaG7uaVtDe2jlc/QoKnsbmjgzNcFUIcfLo0McaGheVaHOcqj1etkWr6domnhVhTvbOkiVitS4PSRyWep8PtZHozT6A4QqOueo24NhWRxsbiWRy9EYCLAtXociyaiSRFdNBEkQkUSBer+PTbFaPMo1wqqN+KmNlMNuHY3X9uj2tderB+7Y3XXda7fvuv61+w6UvbOg75oRuG9z63XfsRrkzDwn504TddXQ6W1/e0l3Pv49SyNvhEQ+y9+dOc4v7b6FGre7mnwxbZve5AwP93QzkcvilmUON7ctaLoiCgJrwjXc397Fv1w8y7mpSb5y9iQ/v3NfWfEwryJtrlTk4Z4LVXLYVlvH/mVKmSeyGZ7ov8x4NsO6SJRPbNz2JnSnJhemp2jyB/AoKqokXav4goqKwWIoneLSzBSmbeORVSIraCyzGBzHqUrHXh4bIlUqVbuFKfMs+qjby4fXbeLCzBQZvcRfnHyVGreHWxtbcEly1fq3Haccb7MtcobOeDbDhpraBS66bln8w7lyXLPW4+Xe9jVvKR9wV2sH3x/o4dmhfo5PjPJnJ47yuW17aPKVXeXy2jnYtoPp2JRMk+lC2XNZqXv/VnElleSlkSsUDJP9rS082Ll+xYmwq3ho3Sae6L/MQCrJ9/ovEfN4+Nj6rdS4PciSiEC5gsyqXCMFwyCRzxHR3NTdIKegSBINgUC1I6DLI1eb92yIxqj3B/AqZcPkqgbeAT64fgMhzU3BMFBlacnOZle9vTfLK3mzwNnUOWb0WaKuGlyii0Z3A7qt05vtp83bSswV5czcWRRRYaQwRlAJ4Jd95Mw8AgJrfB1MlCaZKEzS5m3BxqHJ3cBYYYKUkaLV24IsyHSnL9HiacLGZig3QlgN0eiuZ6wwTlStwSMv7+H9+EnGKEvGHukt9x5435r1tASCCAj0zs3wr5fOc2JyDNtx2ByN87ENW66zoGo0Nx/fuI3hTIqjY8N87fwpBtNzfGDNBhr95Rr1RC7LE/09PDnQg26ZtAZCfHHXLdRoSy/42alJoBy/+/TmHdf1fFgJiqbF77z0DKZtcUtjC5uitdR5/VXSyhoGF2cSPNZ7ifPTCRRRZHu8ji2x5bOwOUOv9pm4Codyo6HpQp7nhvr5/kDZ3W/0BTjU1LpggyiiyF2tnVxJJfna+dOMZNL82nNPcmdrB3srZcmiIJDRdYbTKS7PTnMyMU7YpfH/3fdBNNlH0TQZy6Z5ZWyYZwb7sB2HZn+QoEvj/PTkolLedKmI45T7EVxJJTmdGKemGlIon0tYc/PF3bcwkctwfjpR7T1wZ2sHm2Nx/KqGbpnMFPIMpVOcnBxjMD3Hz27d/a6R7kujg9VE1Kc373hT8euWQIhf2XMrv/vy80zms/zFiWMcGRni7rY1dIYjqKJE0TJJ5HP0zM5wfGKUgmnwmwcO35B0obL2i5DimoqnOL/yDQDHqao/bqSOeKtGnOkY5K0CISVI2sig2zMUrAKmbWHaJmOFMRLFBJqk0e5tw3Zs6rQ4o4Ux6rRaREHihamXiKhhoq4aujOX8UoeilaRieIkBauI6VjIgsxQfhhFVChYBcYL45iOiV/xkyhN0eptueFcf+xIVxIEPrZhC6cmxzk6NszzwwPVGvurUjBJENhYE6tYwte7X4IgsCEa4xd3HcAtK/xwZJBnBvt4drAPlywjIFA0DRzKIYNttfX8py072V3fuGQ8F8p6SID99c3c2dq52orEytzK/16YmeLCzBQAsiCgVWJ/edOoypQ0SeZgUyuf3bprQbJwMVycmeKzT3znui5jesUiuppeqNE8/MTajdzWvDDLKwhCpYx2B7Io8UhPN0PpOR7u6ebhnu7FzwWom9cgaCKX4Q9ee4lnB/urCpSz05P82vNPLjnvnK7jAFOFHF8+/gp/eeoYH12/hS/uugW3IlbntjFay6/vu40/P3mUM4lJLidnFlQivhFRt2fF8dS3A1dLtW9rbmN/Q/ObIiFZFLmztYO8YfC1C6e4NDvN8ckxjpIaPXUAACAASURBVE+OLfmZjlDkTYeArmKpub7b3nDJKpExMuXSdUFCEiRswcGn+BCA/twV7qt7D6IgIgrXytNn9FlkQSaoBBAEyFsFunydjBcmkAW53N2skgSUBAnHcRgtjLIhsJ6kniRrZpEEiQatYUWtwVdEugVjlJI1hSY3ADayGEC3ptGtJJLoQRI0REHFtLM42IiCgkduQngbG/+uBhHNzW8cOMyjvRd5ZXSIK+k5MnoJv+qi0ednV10j7+1cy+66pTuCSYLInrpGwi6NLbE4R0aH6EvOktKL4DiENTcdoTC76xp5T9satkTjK2rrGHJpfHTDFsIu7U1dlJok88lN23lxeIC+uVmm8jmyuk7eMBCEcmKwxu2hLRhiR7yB+9q7FsTil4LlOIuWgkqV5FzU7WVNuIbDzW28t3Pdkhn7ep+fn926i03RWp4d7Ofc9CTj2QxZXcdybFxyuX9Coy9AV7iG/Y3NVU2z5dhkdX2B5E+3rBWVRdsV5QaGQX7eTeIqREHgQGMLUY+HZwf7OTE5Rl9ylqlCnoJpIAkiPlWt9iLeGW9gb8O729ox6vbwsQ1bV9zcfTF4FJX3d22gIxzhucF+TiXG6ZubZa5YLGvpRZGgqtHg89MVibIr3sDa8I2vjx91uEQXHb52ilYRRVRQRYVaVy2mY1CwimTMbCXsoCEI0OCux1upULMci6ASpMPbRsrMUDDzhNQQASVArStKRA2TNXPUueNIiGhSuflWg7seWZBwAI/kRhEUNOnGSXHhBl13HIDZwjFsR8d08ph2Gk2KI4k+dGsat9xEzrgCOBj2HAIKkqgS99yNJC4f2zg+McZ4No0mKzfs+p81dF4aHsSwLeq8Pja+4ckRf3XqGP/r6IsIgsBv7D/Mz27dRaby5IjpQo6CYaJKEuEFT45Y2cVdMAwG03NM5rNVq88ty8Q8Ppr9gWWtSMdxeH5ooCop8ypKNVG3GJLFAkfHhjFtm/ZgmHWR6ILqLyjHpidzWSbzWTKlEkXTxHTsar9fn+oi5vHQ4PPjWqZl4lQ+x7npyWrF1mIQBQGXJONXXdR5fTT4/Aua2Cx33tOFPKOZNMlSoVJY46BIEn7FRcTtJu7xEXC5qr9D39wM/+PIc7w4fIWQS+P/vPXOFRfUnJ2a5B/Pn6Rgmvz0pu38xv7DC5Iy81EwDSaylfXTS+iWRW9/gueeu4iVN4l7fcS9vgXyOUGAdV11HLx7HceGh/nXx06gT5XYUBMrW02A6pJpbghzx6H1NDaEMWyLM4lJxrJp5mZypHoy5GeK2LZDU2OI/QfWcFmfxarswfRMnslTM9x/x2ZKJZNXjvWSnMtTXxfk9oPrUSIKZxKTWI6NnTDoOzXOnYfWs33LNZc2nSnw6BOnEQWBWw91UVLtynWi03clwbHXB5iezBDzeblz51oeOLSJ2prr4+XJuRzHTw1y/uIY2WwRTVOoiwfZu6udjtYYs8kc//rocSYSS8vhImEvn/vUIWRZ4oUjl3jp6LXyawFQFIlY1M+BvZ2sX1uPPK+fdjZX5MWXe+i+OIZuWNTGyset7Ywjy6uzzGf1JBfTl2jxNNPgrl/QK+J8qpuYK0rMFa1e0/NFAm8Bb+1xPaoUJmcMYjs6hjWH5RQIu3ahiEEUKYRZyqLJMWynCEioYmxFVu6uugagYUVn4FNU7uu4Phu5GGzHRhAEAi4XW2LxcvLALpdQ6qbF5ZEpRsQ51jZGkSuJqLIMbv4oQlVbrIgi7YFwtbeqJIrlpIttIwlCRWpC5aJxyJn6gkqknfX1SIKAW1KRRJGiZVC0jGrSq0xsCrIgEtbc3N+xFttx0G2Tgq1TtAVUUUYVy0kf07GIuDUa/QF0yyxbkJKC5diULBO3rCAJZYlPxixVLyJJEHDLajXWWeP2cKCxGcO2cHBQRRmXWC43HS8OEVFjqOK1G0p5HBsbB8cuE/JV+eDV9wVBIFEcw6+EqHF7CGsqQoWUyrNwyuEZq8BUaYS5vF19LMt8aLLM/R1rV9xWUZNlvtF9BrhxYYxbVmgPhWmf1wjoMiGE/hLJuTyW5XBlaJrpmSxdnXEiYU+1I1mTP0i4VeO10iXODCUhDIIMju2QmEpz4vQgZy+M8utfvJ9I2MvOeD2BnMSffeckyWSOungQQRS4cGmMV48P8AufvYN1XXUIgsAFa5zfPfYayekcybkcmqYgigJnzo9w6uwwn//0bdy/vgtBEPjB6AWOHutnQ1c927dcO7dSyeT0uWFEUeTQLWUvpyMQ5uhr/Zz/7gBiyWBLNEaxZPLko6cZ6Z3hpz96gJam8rVt2w49/ZP80zePcqlngpoaH5GQl4mpNKfODtNYH6ajNQYClQ5t5e+dmEzTf2WK9tYo9XVB4FoozLJt+gamOHK0h22bm/H7NRwHknN5znWP8uLLl/ntX32QdV11OI7DxGSKv//6Ec53jxGvDeByKfQOJHjhyGU+/VO3cPvBdUjzCNp2TGaLZzDsHCHXegrmOJZTpGjOEtG2ktMvUadC1OUna1xhpniamHsPiuilRikxV/wBPul2kqXzGHaOiLYJlxThSuZRAkoHbrmWgjlJzhijNfA+5krdlKw5arQd5IwhNDmKW65DZHGF0xuxoivaq3TgVlrLG8dxQACR8uYUEGn0f4BywzK7+prwIxYuPj84Qa6kky3o5Io6rbEQr3QP4pJlAl6NfEnHNG1kqVzK7FYVSoaJbpoEPBp94zO0xyNoqkJzLMjEbIZEKkttyMdkMks6X2Tf+hZ02eDXj3+bOb2ATym7Grpt4pFU/tuWB9gQrOdven5I0TKwHZuLqQkkQeTBpq3c27gZrUKefekEDw+f4mJqHFEU2VvTxgdbdlCrBfi3oRP0pRP88qZ7+MFYN/3ZBJ/o2M9r01f4YaKHL254D3XuIEXL4DMv/R0uSaJkmUQ1P1/adB9rArXYjsNQbobHhk9zOjmMjcPmUBMfbduDLOa4kD5FzFWHR/KWn0mFg2HrFK08Xtlf0WS6KVoFfLKfopXHdExEQWSkcIWQEiGsxjDsEqrownEcFNFF3sqgiC6S+hQhpYaUmaROa0bm3YufLobOthhf+MxhHAeKJYOvffMox44P8NEP7WHn1rIlKUoLN1RtzM8Xf/5uPO6yx2U7Dt96+DWe/ME5LvZMcMveTnL5El/5+suk0gW+9Ev309le1pCOjif5vT95kq98/Qi/8p/vJRYte3nFksng8Axf+JnD7NhSju2ePjfM7/3JEzz65Glammvw+1aeZHMch/HJFF/5xssEA27+y8/dRVtLFNO0eOaFbr7y9SPUxYP81If34vW4mJnN8m+PneD8xTE+8ZH93HXbelSXgm3bpNIF/D4NURSoCfv4zCduxakUEzzzYjdf+frLvPeerdx9x0agTLqqKlPSyzdCr9fFp37qFtZ2xqtze/GVy/ztP7zEqbPDrOuqo1gyePh7pzh2fICf/+wdHNy/BkEUmJnJ8tf/8EO++o2X6WyP0dYyX75qUbSm8asdyKKbojWDW6pFENLkzdFyTwh3O4qggRREFt1oUg1Z/Qp5o4eCMYzl6GSNIXQ7jV9tx7QLuKUYDjay6CVrDJE1hhCQkEVf2UiRAswW55jMH8WnttDkuxuJG4cXVuS7CYKEJKiIgookupAEF4IgIQoygiAiCiqiIJffF1yIwsoY/93EVCpHwK0xlcoSC3oZT2aYmM0Q8GoMTMxSKBmMzqboHZ/h4nCCvvEZ8iWd8dkMtSEfQa9G0KdxdmCMV7oHuTA0SV3EX9bBlnQyhRK6aWE7DrIo8aHWnfzvXR/hf+/6CL+0/j3kzFL18TpFy+D5iUt0BeJ8afN9HIh18vWBVxnITpfbJBYzfLXvZTJGkf+y4S4+1XGAk7PDfHf4DCXL4N6GTWTNEk+Nna9YzSbDuSRPjp7jgcYt1LnLlkbaKKBKEr+z7f18vH0fsiBiV7rvz+l5/uXKawxkp/nc2tv4+XV3MJSb4Z8HXmW6VE4szOkzjBdHmC5NMqMnCCghSnaJtDGHIqqMFPqRRRmfHCBrpXFJGhPFEQQE0maKqdI4NWocy7EYLgzgYDNdmmSqNE7GTDFRHCVv5t61asXlIEkiLpeCpim4XEpZYiWAqkhoWvl1VVloSAiCgMsll99T5XKyRRJRVblKjOe6xxgYnOLWfWvYvLERt1vF7VbpaK/lnjs20dOf4OTZa4/iEUWBro5aDuzpxONx4XarbN7YxLbNzfQPTHFlaLr63Q43btNhOw7dlyeYTKQ4uL+LDWvr8bhVAn43O7e10tley+lzw0xNl5/sMDY+x7HjA9yyt5M7b1tPMOjBrSl4PS4a6kL4feVchCgKuFS5ujaKLCEIIM9bL5drIQ8IgoCqSpX35GqFpiyLBAPlcNvQ8CznLoyycV0D+3Z3lNdAU2lqjPDAPVsp6SYvHFnYtEgUFALqGtKlXormNEF1HSVrFklQCLk2oIp+UqXLmE4eSdDwyA0V7pJxy7WEXOtRRC9+tZ2Qug5F9KHbaWq07bjlso4+7r6FRu9dCIKMKgbRpCgCEm45jl9tQ5OirLRZ74+WOfoOorO+Bt002bu2Bcu2qQl4OX9lAkkU6KwvS15qAl4KJZ2ZTIGSYRIL+qgJePG5XbTFI4S9bja21pXjd4pMoWQQ9GhsbK2jqBv4NJW0U0BCJKx6aPSEKqW51yeoGj0hHmzahiJKxDQ/L0/1cn5ulLWBOH2ZBGOFFJ9fexvbws3otkV/ZorTyRGmilnqPUEebNrGYyOnCSluDMfi4aETdAXiHIhda+M4XkihijJtvihXstMLNsBYYY5LqQkeat3N3pp2LMchUZ/hXwePc7iuBUVUibnqUAQVrxwgZ6YJyGGaPZVAgQOd3o0Yjo7pGNS6GnEcm3bvOkYKA4SUGoJKhIKVwyv7WevfggDEtUb8SoiMMYcmeXBwkIV/Xyv3zSI5l+cb3z6GokjYtkM2W2R4LMl7bt/Imo6yRTs+MUexaNDZtrABjAB0dtSSyRaZmEhVX5dliXg8iDivKkqRRVqaarh4eYK5VAEAn9eFaVok53LYto0oiliWzchYkpnZLLFoOU7r2A5XBqewbYcz54dJZwrVcbO5IjOzOUzLolgsh7uSqRyZTJHW5hoC/jen7V4KhYLO498/y6uvD+A4Dvm8zsh4kp3bWtm5rexNzCZzzCZzbN/SjKoujN22t0aRRIErgws72AmCSEBtx6+WFTUCAh65rvw/QSDq3lG9OQkI1GhbAQi6ugiondXjGuQ7ymuGUx3Ly7VCjADlveVVroVEI9omItrqmrT/hyBdQRBoi4er/78a43TJEm3xCKIoLAielwyTXFEn7HNXX/O7y25D2F9ODi4VbE/nC6wEtVqgmqUOq178ikaimMFxIKUXGM7N8rW+o3x35Aw4DkO5WSRBJGuWkASRTaEGXpy8zJFELyHVQ9Yq8Ye7bl2Q/OlNJ6jV/GiLCNLzps5gbpbvDJ3gyFQ5wTFVzJA2Cgh42ODfTqDSlg/Aodwfwq8Eq5bpVbF95Y/qaz45gEfyoYrXC97jlYu41vXm+k38KCGfL3H8VLnM1XYccvkSpmmzZWNjVTpU0k0s20HTrr+xuF0KlmVX3W+oJJjkNziggoCqyliWjWmWlRytTTWEgh6effEihmHh92lMTKa42DNBYipzjXQdKBQNDNNiYHCaqanMgqH9XheRiA+XS6mEVkxEqfx94irbaN4IhmFx/uIoHk3FwaFQMMgXdAJbtOp6GaaFYVrXWckAWsU6LpYWawW68ClrwoJudIs9gW2x42509NuD/xCkC1zn5gC01Iarwf7577sUGZey/NK8dTG3Vb37Wo6N6di4xLKeuNyX1MvmcCMNnhACsC/WQVj1UucOlBNkRpHpUtnqDaoexvJz9GYSdPpj5WSbbfH6zCCbQ42LXkQCAkHFzYZgA52BWPUIv6LR6o0QVj3Vp69ePX7R/y+yDkElglCxHlaDRl+A3z5wO+ldJVRRWpV+dE9dI//w3g9jOQ5Bl4s/vPA09zduoitQy3eGTuKVXbyveSua9PZZ1bWxAL/8C3fj1hQcwDRtjp8a5NEnTlIb9XPvXZvxeV3Iskg6c723k8oUUBUZr+daHLBM3no1KQllazWbLaKoEi5X+bqM1vj5/Kdv498eO8FTz55HVWSamyIcPNC1oOeuIIDfpxHwu/nAA9vZs6PtunlIskQkXH7Sh8etYpk2+YKOZdkLElZvFV6vi898/FY6WqM4gGXZ9PYn+Pq3X+WRJ07y+U8fRtMU3JpCJlO8rvlMJltOCq8mpv2jiHeMdB3HQbd1SnYR3dbxSB7c0tKPvXmrCLncdFbUBTdqYn4V8tt4Qa0WfZkpJgtpQqqHnswkyVKeTn+5/WKDJ0Tc7afJE+ZQvAtJENEtE1ksy62KlsFjI6eJunxsDzcxVphjb7SdR4ZPsiXcRJ07wOszgwznZ/lk535KlSbVdqXRueM41Li8tPlqiGo+DtV2oYoSul1+zHxAdS/7SJsb4c1+VpOVFWmKF0NIc7OjIsOzbJsdkSa+2vcKpm1RqwX4eMce1CUeYvhmoSgSDfWhBaQpCvBP3zpKT3+Ce++CtZ1xQkEPJ88OcfuhdWiuSttQw+L4qUFqwt5qcg3ANC36B6dIZwoE/G4EQSCbK3Hh0jjRiJ94rByvlySBvbva2bKxEcO0AAFFEclkS7x+8sq1+YgiG9c38PDjJ5lN5olEfLg1perxmWY5+a1UZFixqJ/6uhDnu8e4Ze8czY3h6p61LLsy5upvqOU5i9TG/DQ1XqvyCwbcfOe7J7hwcRyAxvoQzY0Rzl0cYW4uX52raVqcPDOEadls2XhNP+04BlhjOCy0fgXBD2JsUUt2OTh2Gsee5Y0qGEEIgxhe9XiL4R0hXcdxGC4McTF9gVl9hoyRYW9kH5uCW5HfoYKJj27Ywkc3bLnxgT8isBybv+55kbgW4EJqnCZPmC3hRkRBYF0gzuH4On4wfoGB7BQe2UWylGdLuIG76jdwOjnMiZlBvrT5Ps4lRwGBg7E1XEpN8PWBozzQuJVvDByjaBm8nOjjxMwQ3alxxgpzHEn00O6L0uQNc2/DJr43epZEMU1Y9ZDSCzR7I7y/eTuSJJI3dbrnxtkcbmQwN4NHUom4vHTPjbM10sRkIU3WLNHuiyKLIqO5Oa7kZlgfqCOqeTmbHCOoukkUMhQsnVrNz5pAbTUEkizlGMjOkDaKBBSNDn+UkFoO34zkkiT1PFvCjdiOw0BmmoxZZFOogTk9T6KYoc1Xg0dSmS5luTA3Toc/SrM3wqX0JDsiLTzYvBXdNrmUmmSmlKPdtlCXqP1/MyiVTHr7E2VL1ymHEo4c7SlLyxrK4aw1HXEO7u/iyWfO8vB3T7J5QyOCCH0DU7x45BK37u9iy6b5RRgCY+NzfOPbx9i/pwNZlnjtxAADg1N86H27aGkqE5YgCEiSgO8NVl+hsJB8RFFg3Zo69u5q54WXL+HSZDavbyjnJIo6I2NJGuvDbNvcjKJINDWEec/tG3jk8VP8y78d4/aD6/D5NHTdZGo6Q1NjhDXttcjy6knXNC2GhmcRBQHHKYcbznWPkpjKcOu+8oNK6+MhbrtlLX//Ty/x7Ude5/DBdSiKxOhYkkceP0lzY4SDB9ZcG9Sewpj9TzjWwMLz1u5FDv4BCKtr+GMVvouV/SOwZxe8Lvl+Ecn7BRDefOe8q3hHGHBGn+b7498jptWyPrCRqBqlxhWrPuLjxxk+2cU9DRvp9F/rHhZ2eXl/83airmu9FjYFG9gbbacvM8WumlYO1XYRrhCOS1J4sGkrTd4wZ5Ij5E2dJm+ITn8tklCWf32odSfrAnXotkXE5SWguvnJtj2cnB3k9OwwE4UUG4MNpI0CaaNAjctLiyfC02MXqtKzw3XriGp+Ts0OkzOLxDQ/G4L11YKERDHDH3c/wx/t+QjfGTxFm6+GfbF2/rj7Gf5i38f54WQvvZkE/8e6w0iCyN/1HuGFiR5+c+v9HI538eXuZ2n0hNAkhTkjT87Q+cK6Q2wNNzFbyvGdoZNcSk2iSjKGbbE2EOeDLdupcXk5kujj1akB/mDPQ3Snxvla36us8deyLhDnbHKUp8a6+fzaQzR5Qnz7ygm+MfAan197iE927uNrfa+yvaaJn/Tupjc9xR9feIbJQpqvHvwMNdLb12N2ajrDn/7VM5WcAJRK5ac3HDrQVSURURT44Hu3UyzqPPXseZ567jyCIGAYFvt2d/DQB3ZVJWdQtp7XdsYZGZ/jL/7mOXTDolgyuOvwBu69axOKsvo9FAy4+cRH9vPw4yd57sWLPP3shXI7RMtGcyk89IFd1Zi836dx712bsWyHo6/1cfbCSDWeLCDwiZ/cf11ScKXI5XW+9s2jaC4Zxylb+7pu0NEe44F7tlTX69AtXRRKOk89e4GTZ4eRRAHDtGhsCPOxD+0lGJhHfGINCNfLtBxrBFjdswYdxwRrBOzrn4wsSPXwNiV83xHSPZs6jUtycX/dg7jeUBaXNlIcmz3KZLH85FhN0riv7kEkQaI3e4m+bB+6XaJea2RHeCde2Yfj2Dw58Tiz+rW7z67wHtb611G0ihxPvs5EcQyP5GVHeBd1WrnqJKnPcjx5jEQxgSRIbAxuZktwGzkzS3f6PEP58lNK272dbAhsRJPcPJv4AXWuOnqzl7Eci03BrXR4OxEFkdHCCKfnTpI2Ujg4BJUQ99W9F3me2xpQ3TzUtrv6tyAIxDQ/n+q8ZcE6yKLEvQ2blnTF3bLKgVjnAjXCVRyuu/bI663ha1bS+mAd64N1PDF6jnp3kM+suZVO/7UN8tTYef5l4LXq35qksKumlV01Cx+fslpc1Rv3pBN0+K+FBwzbQhJEPrPmAAB/delFvjdyjq3hJk7NDnNqdoQPt+5gS7iJc8lRvnnlOK3e/5+9946z5LruO7/3Vng5dM7d05MweTDIgQAIkCAIiskkmESKCqRsSbSs1e7KK3t3HWStLWm9lkjJ/liWVomkSJEyJUYxEyQIgMgYTM49obunc/fLle71H/Wmp8Prmdfdr4GRzN/ngxnMq1dV992qOnXuOef3O828sTuU39NoTuXG+KtzzzOYauXdAweWxWSHClP8aOIsu7PLE3MFr8ITY6cwhJz3oOuBZUruu2c727d20N+3XO7Ptk3e8ZYD3Hnr5vnPBNXYaDbO9q2dtLZcNe7ZTJwPvvcubr15E5PTBbTWNGXi7NjeRXPTYk9MCBgcaOOh+3dw5tw4pZJLJhNj5/YuWluuL0qTTEZ411tvQQhoyoa/WUrBpv4WfuYn7+Hs0AQTkwV8PyAet2ltSTHQ17Io1NbVkeG977yNOw5sYmRsDtf1sS2DpmycrZtD/dql2HlTFx/9qfvYsX35dbBMg9fdvY2O9sXMN8OQpJJRNm9qpafrKlElEY/wEw/vY+tgB8MjM/hBQDoVY/OmNrqWVHYIEQHZBpxgYQGd9kdATYJchTpdcBntnwKWNCMVCYTsaBj3YEOM7lDxHAkjwV9f+ixFv8je7H5uzt5CVEYp+AXOF4fojfeTMdN8c+zveLDtjUSNKG7g0hppxZIWh2ZfQemA+9pfjwZemTvIvszN9MRCI9MaaUNpzTPTT3O2eIZd6T1MOhN8ffSrPNb3ftJWmpw3x8XSRTYnt3K2cIoLxSH2ZvYT6ABHufTE+qioMs9PP4spTPZk9/HC9LNkrSx7szcz4YzxnfFvkO15H7aM8NTkE0SNKLsze5l2p/jR1JM83PlmzDVN48bVpor5P2p8zgob14FK4PONkSPc2TrIaPlq+VPUsNjb1E13PNSFvaVlgC9dPIivAoYKUzTZcXZnu2mJJKp/H+dMfoIH1HY0cKk0yyfPPkNPPMu7Bw6QsWOLYokKzZcuHmRvU8+8mNAVaA0nc+OcL05zS0sfL00t7/+2EkzTYPeObnbvqM2WtCyDu27bXHNbLQghSKdi3HFrfa1gpBQM9LUwUMPgXw+xqM3ddyx/UQshaMomuPXm+pbbqWSUvbt72bu7t2YzzIWJPoC+nmb6emorshmGvOZ81oJtm+zd1cPeXdfvvCutvQTu0yyKw+oSynkCaQxeP/6sNZoA5T6L8g4u2yzM7WB01lRYWwsanknSaHLeHBfK59mfOcDtzXfw/PQznMwfRxMm10xpsCu9mx3pXfMlSVEjxvb0TnakdrMpvpmuWDdDpbPztkki2Zzcwt7MfvZm9tNit+Iohxdnnue+1tdzR/NdPNzxCJ52OZY7AkAxKBI34uxI7aDZvuqBJcwkezP72JrczpbEVqJGlMuVUdBhk7wtyW3c1nQHb2h/ExKD04WTlIICOX+OHand7M3sZ2ty+5rDJRkrRsaO02jjdwUPdGznX+17G/2JxQ/B69q38Tu3PUZL5OqD56kKnqqgdEDZn1sTUeE7l4+Dhjf17FpWKbHw36EAuiKoUpxltTgeqjFKEWq+CsKZkQjcwKfgOfP6BAvx9PgZRss53ta3b9lMznllvjt6gpvSHezKdrNRc/0/A9wg4MXhEf7wmef4je88zqmp1XU43miIyL0gllY0OASlz6H9o2GybYX7WmuNpoJ2niAo/nHoHS+CgbTvQBjra7u+EBvi6RrC4LbmO9iT3YfSihP54wwVz7EjtRMnqBAoRdJMgrj6SM55szw3/Qwj5UsEOmDSnaTNboP5mlCWlSHlvRyecumMdoVSbkaMZruFSXcSpRXTzhS2tIkbi9/uE844z0w9xbQ7ha99hsvDtEXCZbgUBi2RVkxpYkqTtJVmzpsjIqOkrQxHcq9QUWVm3Ol5htlq8fPb71/TfvUiZtrEajTHrPX5cOkwOe8yaauDC8WXua/jo4u266q8Y1jWFsx31r2CKafI8bnL/PM9jyxb+juBz/G5MaadMEb2yvQwg8lWbMNgINHCkdlRzuQmsbMm5/KTTDtF7mwbnBfvtp25IwAAIABJREFU7oln+YWb7uePTv6QT575ER/afCft0XCJPeeW+cbwUT685S6aI4lFj5RCcyo3jtaaD225k3P5+tvB36hwfJ9LczmStk1HKsmpySkSto0UYYlhWzLB0MwMLfFQJ+LSXI6K75GJxujLpCl7PudnZ/GCAENKtre2EGjNpbk5yp5HKhKlP5vBCwIuzc1R8jxSdoS+bIbjE5N84cgx7h8c4PVbBhnIZpkslZgoFAm0Duvds1kUMDQ9Q8X3iVsWA01ZtIbTU1MEWpOwLXozGcqeR8n1aE3EOTM1TTYWpS2RYCSXZ7ZSIWaa9GYzKwoWLYW0diOsW9DuDxZ9rv0T+HP/EiP+QYS1CyEyIGIgJGgFuoxWMyj3KYLin4KaWHZsYe1GRt+IWE2Y4jpouNEVCLJ2E666qlwlkVVxFMWMO4Nt2CTNJMWgNP+wnC6c4nThJG/ufCu98T6emHic88VztU9SRcSIzIunpK2wfrUSVGiyWygFJcadMZrsZmLG1Xie1poXpp9l2p3m7d3vImJE+PLI317djqYShAQHpRVu4GJHLNJWmj3pfXx19EtcroR6CYG+vrjKjY7O2E24qkjem2BH5sFlnuqkU+Cvzj3PkdkRRkqzXCzOLJJaPDh9iTf37GJ7uoOxymLFKY3mUmmGT599hqLvciY/wUe334tAcKClnxO5Mb508SBPT5xh0ikwmGrllubFItCbU2387NZ7+JPTT/K5oRf40OY7ADiVG+OWln5ubulb1pY90Ipjs6P88s4H6YyllxldpRV5v4SnAprsJFJIcm6Fi8VZYobJtFNmS7qVWbeEE/iUfJet6TZMaTBZKTDnlumIpefFiubcMuXAozWSRIhwJXOxOEN3PEPeqxA1LA7PjHKgpZeJSgFPBcy6ZfY398zrc0AYg33Tg7vZsW1xm3OAmXKZT774MttbW3j77p384TPPcaC7C9swSNg2b9mxnb89fIz7BjdR8X2euXiRbCzKbKnC+2/ey2ylwmcPvkJbPEFTPEZvOs2pqSmeOHeepniUqWKZx/buZqpU4vGz52iOx5gqlnnH7h1cmJ2l4DiM5PI8OXSBDx7Yz6nJSZ4cusDO9naGZmZ4/817aUskOHR5jJzjMDQzw0duv5VMNMrB0cvkKg4z5TIfuHkfo7k8p6amONDdxe8/9SMe3rqFO/p7+cLhYzTFokwUizy4ZTO3dHddU596HiKOEX8vvncI9MzCK432DuHP/WuEOYAwN4FoAmGD9kBNo/0z1cqHGg6UbEXG3omwwkaZCwlRpbK7iKRhVzsL14MN8XRvSu3g5dkX2ZvZTyUoM+PNMJjcQoDifOkc3dGeMKwQXO3a6ykXU5gkzASz7gzH80eJyWvX2ybMJB3RLg7OvsRdLfcw6Uww6U5wd+u9XC6PMOPOsCcTUv40Co0MjapyiBkxbGkzUh5mqHiWpuytAPjK42T+BDeldjLjzTDjTXF79E4Umhl3moH4Jt7Y8QjFoMhnL3zyunNR8CYZKj6Hrz2a7T6SZiuj5WNsTd2Lq0oMlw6RMFuwZITWyGYUAVPOeRJmM4YwOV94AVeXyVidDCRupeTPcib/JAE+MSPN9vQDzLjDXC4fR2tFV2wnGbubM/mnKAUzGMIiZbaxKXk7s+4wo+VjBNqnK7aDjNXFROUs3bHduKrM+eLzpMx2Ymb4Vm+y43xo8534WvFw96753/TBzV1EDJMDLX384+33cXf7IBHDpMmO85bePfQlwqRI3LS5q20QpxCQL7h8cNMdFC96HMqNsKWnlQOynxeKF5gtONy7eSs3t/QSVRbHz4+zM9lFq53k8lSO0pTPLXoT5yYmOWVPMjNd4Q3JXfSrZo4cvcz+m7rZJjpoFymm5or0lprZ3tbBve1hbHMg2cx7Nt1C3AwfiqHiKCfzF5FCkDLj3NWyh8lKkVemh9mR6eC5ySGkFAzlp+iJZzmTm0Qg6E82cXBqmNO5Cd7Uu5Pxch5H+RyZGaU1mqQrnkYi2JJu5YdjZ3l951bOFaaZdoqcmBunJ5HlxcmL5D2Hk7kxBpLNi4xuV0eGn/vQ61a+322LmXKZJ4fOE7cspBAUXZeXRkaZKZc5PjHJLT3dnJ+dZW9nB2/ctpU/fvZ5Tk5M0Z5K0J/N8uhN2+nNpCm6Lqcnp9jR1spbdt7Enz3/Iocuj1F0Xba3tvK2XTv45Asvc3x8Eifw2d3Rzk/dcjN/8OSPGMnl0Bo2NTXxU7fs54+efZ4LM3Nko1GipknENHly6AJ5x6E/m+XO/l6+efI0gdbzr/TpUpkjY+Nko1GSEZvTk9McGRvnoS2D5CoO56dn2dfZUZfRFcJARu7GiD9GUPoM6MKSbzho/yTaP1lz/9oHTWDEP4gRfXuYrANKZY9v/eAot+4b4Pjpy5w6N05TJlxZbOpv4c4D9cXsN8To7krv5XxxiM9e+CSGMOmPb2Jbcjs/nPw+5aA0bwjhaqStLz7AycIJPnfxL0mbGdoi7RT95aUbiwYvTO5rez3fG/82J/LHkEKyJ7OPrNXE5y7+JeeKZ5nxponICGOVy8SNOP3xTexK7+YHE9/jk+f/lCa7hbZI+7yHJ4XE1z6fv/QZin6BgcQgffF+ZpwpjuWPcnvznTTZzZTK127zDqGnd2j2azRH+mky+4mbWfLeBCdz36c9uoWiP83p/FN0xXYQNVI02f0E2mXKCasqhkuvEDebaLM3EzPSoZCMd5lCME2T1c1I+Sg98b2cKzxLxurEFBZnCk+zPfUA45VTtEQ2ETESXCq9QnOkn6Hic8SNZhJmE6fzT7E1dS/jlVPYMs7J/PcpeJMMJu8iRmh0M3aMD225c8Xfd6Va4goydozXdYSlUm41sdUeTdEnW5gRJW5u7uH//+GPmG2vMNjVQnHap89toactw909mxBCMDqZY2h0mjt29VMZ9zlUHGWuUEEpwSBtTFwukJt12WS10ZJJcPrCJPu39tBLM1lizBUqZPIJuuw0rxwf5Z69g3THs/PJvPCeE3THWmm20zw9eZigOfRyEmaEnkSWzGwslLvU0JfIMueWqQQeSSvK7uYuJioF/GrIZSg/RdKK0BatnaAaLs0SaEV/somYadEaTVD0nUXSn/WiO51mqlji8TPn2NXRjiEFljToSafZ2d7GkcvjGFJgCDG/Gil7/jI9ZghlOU0pcRZ8zzYMXClxqiLyZd+j00qSjNiMzIWCOG4QEDMtchUHJwhZlY4fIITg8OVxzs/O8rpNA1iGJKgyytKRCLf29PDNU6cpemFnk9NTUzTHY+zp7AilTU2DTCTCjrY2bmprpSOZrFtLOdROyGIkfhqQBKXPg56+7l4rQrZjJv8JMvoOhHE1L2KZkkQ8wuHjI3S2p3jyuRy2ZXDv7VtoytRfD1y30X3qO0eJJyNcHp6hvSuL7wUUcmW27AhLRA6/dJ4Dd23l8qVpmlqSTH8zwS33PsjohRmcisnU/jJ3Dt6DbJGkzDAulzJT/PzmXyJjZ8mQ5V0976ESVDCEQcyI4WmPK6mYn9v8T8I48AIIBJsSgzzW+35c5SBFeOyCXyTQisd6389AYhMAlaDCDya+x5QzyX1tr6crGjats6WNIYz50i1DmOzP3kxffAA0JMwEMSNO1IjxWO/7SJjhcrQz2sVHB38R6xq1e15QJu+Nsyf7ZlJWO6ApeJO0RbdyvvACCkVzJGxkebF0kLHKKdJWB1Ejja8q5LxxBpN30mz3zydO57wx2iKbabb7GHfOUPRnUNqjI7oNU0YYq5ym4E/gqjIXii9hyxgxI0MlyOMrl/bEFuJmltHycfLeOBrNUPG5eaPeaGhC5p9thrz55nSCrtYMX3ziME3JGLft7OOHB89SKDvsGuzEMo15CvZ0vsTIRI541CIWtRmbylF2PWK2ieP59LZnKJQcpBDYloFpSAxDUnY8Ribn2B6v3Wm54JeZdGaBsGuAFBJDSKKGiRRh66P2aBIn8PnSxcN4QcC7Nu3nfGGKp8bOUfAdTGlUtTBcHu3dxVg5hyEkz0yc5+D0COOVHH2JLBPlAo/07mSoMIUb+AgEt7b2hYLudRuV0BlIRyLYhoEpJe3JBK4fEDOhK53ilp5unr80QjYapbmnm787cZIXLo3Qnkywp7OdsUKBuGXN631ETJNberr58rHj/Ltvf4+mWJTbenvIVSp8sfpZNhblQHcXgVIcH5/gN7/zOF3pFIPNTUwUi5ycmOS3H38CQwp2tLUyUSxyfmaOQA2RjERI2DbjhQJ/+MzzVc1og3QkwlQxdFju3TTAyYlJIqbJjvY2dndO8XcnT4KGd+3ZhRCriKMKgZBdGMlfQkbuJyj/d5TzVOj1ao+wZldxNYxwNV0b1t/aCKMTGXkAGX0UYd0ES2QarxBSiiWP7Zs7+Nn33cOzLw3xnSeO8xNvrJ+YVVfnCIDnfniSkQtTuI5PR3cWyzYxTUkyHaOjp4mDz53j7tfv5OCzZxi+MEUsEaF/sI3DLwyRz5W556Fd7NjXi1zFjbZWTDtT/NXFv+SNHW9iWyqsaS35Jb46+kVa7TYe7Hjjivt+/OR/5A0dj7Ans352m9IBT078CT2xvaSsdqJGihn3EqVgluHiISwZozW6mbI/g9I+LZFBzhSepCu2m5ZIP0OF52mJ9NNk9xExEpgiwovTX2B7+j5MEeGV2a9yoPkfcWLue7RFN2MIi+HSYW5Kv57Ds9+gPbqFhNnMcOkwfYmbGS0fI2t3EzVSnC88z7b0fZzM/YBZd5i72n6Kk3PfZ1f2EbL2+sVoPBXw8aPf5b6Ordzeugl0WHGjVFhqFChVFYQP/1/rsLRIEOoPSCEIlEYpFS4xxXwj2nlBdCkFWul5cgIi3HbFw5KCmvfbrJvnyNxZCn6F/dmtdESbqzKJGomYP3+oIRx25LCkgULjBaFXZ0kDTSiML4Wcr/pQ1e7Jh6ZHKAUud7cPhoLyVfH2K38rree7ONeDK12Zqf72pXsZUuIrNV8NopQKvydCz/dKp2i54Jy62pl54feozp9GL/6sev4rwvXfPX2WiWKR9+8P1eMMGepQB0otGpMg7HRy5boZUs7PkVn9//BaCQKtmXMLTDqzRE2Lnlj7qjsih79LAQGoCZT7Mto/jQ5GQU2hdRFQCBEN2WoyizS3IqzdCHMriBRgVJ2cxbNcKrt8/+mT3LZ/gHMXJnnl2DBBoJiYLtLbleVn3nv3wq+vr3MEQFtnBq01maYE0ZhNIVdmaiLH5h1dxGI2Xb3NGKaktTODHbGIJWxSmTiD2zupVDxSmcbKxF0LESPCjvQu0lZm/jNTmmxKbJ73slfCrswemuyma36nXkhhsC/7Ns7kn2LKvUBrZJCU2Yot49jJOFIYRIwEcSPDtHOBafcCW5L3Vj9rYk/2zZzJP82cN0aT3UvSbKEtspm01UmgPTpjO0iaLQwm7+RS6RU0is2pu0lZ7TRH+pjzRin4UzTbfXREtxMxklwqvsKcO8qW1D1krG7SVic98X0kzTbao9uwrxNHrxeWNPjf9zx89YPqLWhUhcDlgofJXLL8vfKgm4aA6+ljGFdKzq5+ZBrXNmSlwKEcuNiGyXB5go5oc9VYiUXnFwgiC85vIDDMxepVVx+t6r5hYSRbUml8bSxQfROL/q63VdT80RcYwJWwcDkul8xpaEOWlPMJsWzuofb8mQv2DZSiN5MmG4suCl2IGucFloU3DCEwFvz/wnOMu1N8/fJTdMXaeHv3/WsyuqE+ggSjGyNWf23w9RCP2Tz6UJhUs22TbCbBXL5EMhGls61+r7xuT3fZhsb0EfoxfoxXHROVGb499jxJK8Zgopvd6ToK6OuE1h4430eLCMIYQJh9/LhGuH5cKF3meO4cKTPBLU07iBjXbt3+WmFkbI7nXh6iUHSI2Ca337yJgd5FdfErXvQ1r/XFKpZGP8aPcSNBCokpJKYwsBquB6LRagK8o+jgIhvJPPyHiKQZZ3tqE53R1nUp3W00Dp8YxjINbt8/QFM2zosLun9cD//T6On+Q0G4wvDD/3RA+FAvrTGsJgiQIAyqC+OG0RhXHldQHZdfHdNCg3NlPCZgNUQib60oBQ5pK0zKTrkrd7NdGwSIJAgnFEn5sZe7KlwojnIif57OaAtdsRasG9REVSoene0Z+nuaCZTm8sSrYHR1MIlWY6z/TS4BA4SBwA7pfCIBYm3au1prUBNoNb5ki40wt22Id66DqepcLDR+UYTRhZCrk5arfYKQqoiaRgcTaO84yj+C9s9Xf2sOdFWkQ0YRIgYiizA6EUYvwroJYQwiZBZkBkSqavQaMBdaodUMWl1Ge0fQ3mG0fy78t8qHmWMRQcgMGN1IazfSuhXMQZCt1bGubxxaV9D+OZapSokYwugOz7EAPbFWmqwk54qjRK+zfNWqGCZhWCpCbiLMwfkazgUnDXn65kBofJfMsdaV8Hh6aTmkFV6rddwvWnvo4Dzo5YLpIBGytTrntV94ocrWMFrnl2yJIszeMPm0tpGh1Sw6uMyKyl8iiTQ3MZjsIe+XmHFzNRmfWgfVMS59WUaqY1xrTkKj1Vx1jCuQnkQCYYSljZsH2njyuTMcPTlK2fG4q84aXViH0Q3Kf0OQ/x1WK5+2HHZIzZMJhGxDGD0IcyvC2oswt1QfmtXEdRRB6TMEhY8v/tjYhNX6bSqeH3aytUw0UKy4xGwLIaotxavZ9SuZWggTB6Yh8YMw4150XFzfpyWZwDQkqvI1/Pxvg75auyvM7Zjpf4OI3LWu2dG6gvaOhWIczhNo75Uaxd8LEFx9DeqF0qoiHhpe+wAychfSvjc0hGsfGFpNoryDqMq3UM7jNWmU4XdBq8vgnyBwvkeAjbB2ICMPIyOvQ1g7EcJirS8B7Z/Hm3o/LDEWwtqDmflNhLVv0edSSM6VRjlbHGa0PMnWZC8rQfuH8ef+9fLCetmO1fKpMOO9CAG4L4BIoG2BMBaXrWl/CD/3b9HuM0uO14HV9AmEfXtdv3nZOLWPch7Hz/0GBMNLtkqEuRUj+U+R0TcBKzxPOo+f+w2U871FHwvzJszs7yKsHWsbmyoTlD5NUPivi56RReeI3I/d/GcU/TICQcKMkfOKxIzI4jCDLuLnfwtV+fri/Y1BzKbfR1i7WAu0rhCUPkdQ+P0aL8TqOey7sJr/HLDYta2TbDrG5Ykc8ajN9s21yxNr4Qbw3V3QLgRz6GAEfUXlR7YgrZurdXMPIWRnyJleB2ZKZU6MTuIFAVs7WonbFsdGxonbFomITSYeZbpQIh6xyVccsrEoSsN4rkBnNsmxkQl6m9I4fsDLF0Z4dN9NtKcbp8+6FDoYJih/DVX+Mto/xrpecLqE9o+g/SMo5wfYzZ8Kvd61HEp7aO9IWAtZ+TaocVa34nHR3isE3lGU8x2M+PuQ0Z9AyI2by4UYq0xzcOYUaSuxZv2MlWGAtRO8Eyt4nBsA7aOcJwjyvwvBSI0h9c0b3NU5MI0Ym0b7x1GVb6xocBfCEJK4GaXolBl3pmmNZDc+tqs12j+FqnxtRYO7FMfPjHH89GUilkm54lFxPG7Z23/9HbkhjO4KUFMo5zso7yWk9yJG8pfnXfu1Il92mCyUSNgW47lQ1/TU2BRR06SrKcWxkQlGZnPcPtjLkeExhBAMtjVxcXqO4dkcJcdFAAXHpez6VLwN0l7QCuW9TFD8JMr57jIPbr0Q5hYwOtY2NO2jnR/iF/4z2jsMuNfdZ2X4aO9l/PwoRjCKEf8Qwlhbu57VINCKrlgLhjDYnal/WVg3RBSs3Qi5NrHvVUEHKOcpgsLvV7Vgl7z8ZBtm6pdfG4MLaJ1HVb6J9k7U9f2xyjQn8+epBC77MttelcYHWpeqYzxW9z6nzo0TBIpDZ4a5bf8mjp2+/A/A6F6BmkaVvwYqj5n5LTBWrzG6ENOFEtNAZybF0OQMRcclaoZMpJ7mdFggLwXZRIymeJSYHTLOHM+nuylNECjyFYeubGoVNMU6UdX11O7T+PlPoL1DXNuoXUmYLX0RaWon2MJ9jOijrOXSa63QzlP4+f+A9s9Q27sVgLFkXAvHU8NbV2MExT9D6zxm4udBdmxoZUyTlWJfdls4exvhRQUT6OBSGEPdKMzfK8/gF36veq8smVvZipn6X5HRN79GBleh/VME5b9hxTjpEmxJ9pI04zw9eZAjuTM0RzJEGtSxofYYNdo/S1D6a6BWl+GVdoTB/lZGxubobE8zNjF3/X2qaLzRFamwgRv1vaH0lQdRO+HyQ5dY/jC7KOdJgtKnMJL/FLHGt58hBQOtTdw+2EvEMtjS0YwfhIwnQ4ZKaHt6Qy74ru72eYX6Xd3t1ZhvyCy6Eve1GtzYUqPChyj3/6D906xkNBEphGwOVZPMzQjZWV2aS9BFtJpG+xfRwRBaTYLKV+c1QBj9yMjdNY57nbHpAO2+dA2Da4WJO2sP0r4zjHUabQiskAUUXEZ5R1HOD8L99dziY+gcqvRZAi0wkv8YLds2zPAezZ3jxZkTxI0oCTPGO3rua+DRZTXO64UJtQ1CaHCfrd4rJ1l8rwgw+jCTv4yMPQq8esSkxYMsEhT/YuVYf61dtMYUBg+030qTncbeoJ6KV1EhKP1FNURWPzw/4CvfOsTMXIm53Ev0dddPqGr4L5LRN2OmfgUh6/FINVpXQM2hgwso7zDafRblvlhjSV1Blb+CjL8LYfStaWwtyQQx2yYZDd/6lmHAkpeoeaV0eYFdryUYsiEIhvDz/+/KakgiExq16CMYkQcR5rWFlbX20f5JlPs82n0J7Z8OEymiadUGTQdDBIVP1F7CijQy+jBG4qeR5q5lsXcBYO1GRh9CJz+CKn+NoPRX1fDEgtYoukxQ/iwYbRiJD7NRxiJrp9iX3UqTnaLVzl5/h1UhQPvHwyxmcGnNcfNrQ6PdF/Fz/w7tL122C4S5pRrDfW083CtQzlNheGwRBGEiz6mxB1wsj/HK7EkEkke77qn5nUZCO8+EeYlliLDSGAEefXAPdx4YpFB0iMdtmrMbIHhTN4QkrEioT1tSiCjILMIcQEbuQwfvJCh+iqD4Z0B50Xe1nkW7L0BsbUY3ZlvEIzcmwwXtE5Q+WzVENWD0YcQew4i9M1Sxr2NZLISJsHYhrV3o+HvQ3mmE0VJDZf86Q1N5VPmLKO8llnnfIokR/wBG4ucXKTKtMCKEiCNj/whhbico/GeU8wMWG94SQenTSPt2sA5siLdrS5OiXybvlThfHOMNHbc1sJpWIGQzEAHZRG2lhPVAo9yD+Pn/r/bL2ejHSH4MGX3kNTW4OphElT4LevEzLIwBEGZ1JbccKTNO1IhUNbg3NoGmgymC0meXVwMZ/QgRvaYUZLFU4ciJEWZzJeIxm1v3DZBKvIZ6uuuBMLowEj8TZjyXlK6gSmj/7GszsA2G8g6FGd6aYspdmFc8F3n95oS1IEQMYa9FxEej/WOoyrdqZHYNZPQtGImfQcj6l1dCGKEwdPJjaDWF9l5ikfccXCIofR4zs5dlS5EGoC/eQW+sPZRmLI42+OgKHVwAVQL8KkGiUdAo7xX8wifQ3sssT5q1YyY/VvVw6zMAGwONcr6F8l5h8f1sIOPvQTnfX3HPuBmlP95F3IhiS2sDY/sa5Xy36kgsjIUbGLHH0N4z1zS6h46PUHF8dm3r4tLlWZ4/eJ6ezvpWTTcmz05mkdFHamzwQM3U+PzvN7T2CcpfQge14kpRjMQHqyVVazO46xqbKqKcp6px3MUQ1m6M+GNhN9bVPhxCVvf/UFXZaTGU8320d3ytw74mDs6e4uOnPscfnf0iT08dbjBn7AojTSBk/bWb10aoZqa84wT5P0A7T7Es6SMyGMlfRkbf8toaXK1R3hmC8tdBzy7aJOxbkZEHrrn7rJtnypllwpkm0OvlAFxjjP5QWOurFvd7E9bNYRhMX/uuyBcqDPQ2s3dnDzdt7iBXqL888IbzdEOYCKNW+UWYsf2HhpDJ9QK1KhVk5A6M+AcQsv4W4o0bmEYHo9WY15Lss4ghIw+HJJY1LgOFMJCxNyPKf4N2n1i8UU2jKl8KJfcavMxsstL0xNrYnurnRG5oXm6xMah68boMRmOMbphhP0qQ+x2U+yMWXwsBRnd1JfTWkGj0GkLrMqryter9vMATl00YsfeE4YVr1C/HjCgDiW6yVhJLbox50rqCrnwD5T7LIk9cZDHi76omQleO5wIM9LbwoxfPcfjEMPmCw6376isXgxvW6Cp0TdaVhRCNkV28YaAVynse7dfibkeR8Q+DSDMzW8L3A1LJKJWKR9nxiEZMTNPA94OwV5zjobUmHrPJZOJMzxRJxG2mpouYpkEQKJqb4hSKDs1Niesu3TRhyU9IzFgMYW5BRu5Zt1clRBQj9g5890kWL0VdlPMMRnwUrpMwXC1saTKY6GKsMoWjwjlrnLvroZ0nQSYgGEdEH1r3EbV/HH/uN9Hes0u2CIQ5WPVwH31NY7hQLRHzXkJVvrKECGEiI29ARl4Xam/olQ2ao1yO5c5iCIMH228jbjY2iR2WsR0iKH9xSbjMCIlYkQcB67rElh1bO2hrSTI+maerPUNXR/0J0xvU6Po1srKAjNegXf79htYFtHe6JgFCWLuR1k24ruLI0WFKFZe2liSzsyXGJ/Nk0jGymdCIGoZkciqPYUj6eprZtbObI8eGuWlbJ089c5p0Kkqh6DA40Mb0bJGH7q+H0umivRdZXh4mEEZ/SLJoAIR9AER62XJUqymUfxijwUY3a6eIGhGGy+MMJrobnLCRIFtBWKDzaH8IjJ41G0TlnyXIfxztPbdkiwiTZomPveZVCvPQcwSVbywPRRm94RiNdrR2r2l040aUvnhHVT94A6KfulAd45J4rdEdrrqMjlAQ/xpjBDh6cpTW5mTdhIiFuDGNbjBaTSothpCdSPu212BAGwcdjKGDS9QiGkj7dhAZQLBpoAUQOI5HOh2nqSnB2HiO9vZ6XnlVAAAgAElEQVQ0rYFGSEFPdxbbMolGrbB4e1MbqVSU2w5swjAlQ+en0Gi2b6mTjaZdlHekxoZoVUCnMTFmITMIc9tyw6LnQiZTzfj+2nE8d56T+Qu0RDLEjMg1tRdWD4GQWbTOI2Q3q6NHL4b2zxIU/ku1wmOFpFnsNY7hVqF1gPKOVDURFo41goy8LryXqz0/tF6Z8FMKKkghuVQaY3Oip6HJtNATP44qf2XJGC2kfQ/SvruuMQKcvTDJ0MUpZuZCj745m6C/53rVOyFuMKOr0d5p/MIf1Eii2FfLpf4hQU2uUDxuhX2aRIxIxKB3wQXVWuO4Ph3tGTo70gghaorKJ6olLAP9Yc10xDZJxCPE43Z9N7L2qupdSyDjITGjYWtyG2FtrWF0y+jgElo7DTUsaStBMaigHbizZW0CKStDo9UUYIK0EebmtR3Fv4Bf+G9VI7bE6xLpalnYT9wQBhcAXUGV/iq8nxfC6MCIPXb1Ba0V12J+GUIy4cyQMGNYDSdGeATlzy1/3mQLRvx9CHml+0NwzTECuF7A2EQO1wtzTJv7W19Do6srIQuqJptq0RcBD61KoC6j/XMo9yW0d6jq+V1JFggQMYzY+5Dxd69D9MYHNY5eZiiqbVpEVWISC4SFECavhhZqKIs4tXyDbAtV12r8XiEEEdukoz09bzyvZUSvbGttSSFE/d0+tJqCZRJ6gIg29uUnrDDBsnwEaDUdVqw0kN0VNyJsTfZwsTTGt8ee4yODb2vYsYGwfE4k0FQQq6zT1VpBcAG/8Ach/X2RpKRY4OG+c9X11hsGrVHO4yhnSTIUGyP2jiXKXw7X8v6zVprtqQEsYWA1smRMa5TzBKqypAwVAyP29jD5OQ+3+nJYGZlUjG2b2tixNbwvLav+2HPDja4qf7l6s9Q7WXrBfwuFr0XIwDI3YcTeiYy9I4z7rRXBJdzxpeUqIoy9iRhCZhGyPZSTtPYirO0I2QGyuWqANwI6LMxWNeK5Rku1lKr2PIadO1Z3tiu05rpHpyagRjsngQ2yvrd6fTBW1inQBbSaQzSSUisEURlhS7KPUlBhrDJdjfM2Ii4qqizLGYR1YPW7B5fw87+LqnyV5dTefszkLyFjbwWiN0znFq0mCUp/viwvIczNGPH3L35+5oX3a+NccZhDc6dosbPc33bLmnqk1R7jFKr4F8vyBpgDYXXQsjFeGzdt6UAIcNzQOVzNtdgAa7KwzfFaYCDMm0JNXftmjMj9VRZLIya/RpxGO9UHewLNKXCfhKoQtbTvCjOa9r1V49vgm1zrKmOnxrhEsm5W34ZB5aj5gAijMeLs85CwUnxYV5axmtYLQfgCkggu5EZBw57MYIOMLuEyVUcIr+sqvNxgnKD0t2H2f9G8XzG4H0PG3nbjhBS4UmP+RbR3kqWxXCP+wTCpuAo02Sk2J3qJGdFFXZTXO0ZV+Wo1P7FkjLEPrGkV5bo+p4euhin6epq4Zc/fW5UxATKFMLchzZtCKuWr3tpFh8m88t+gnB8io28OWVdmY2UANcGKAXshIit62BqNrwKmnBkMKWmyMgQ6YNqdwxCSjJVGoZjz8gQ6wJIWTVYapRXT7hxZO40tLSqBQymoYAuLlJWokcV3qe2VVKneDYJArJx919ePr60WnvIpeKEhn3HzvL//TQu69q4XKqS4BiNg31l/hYd2CUqfqc00w0DadyBjN1AMtwrtn0RVvrksDCXs25CR+xCrNDE9sQ5aI1nOFIbn29qvf4xnCCrfqEHWOIARfX24clslujoyxOM2Lx+5xOXxObo7/16XjPlo91kC7ziq0oEwNyMjrw+55DLNqxFnXQQ1gSp9DtQcIv1rDU7kXekrVgvXaKejoRyUGSpeZNqdZXtqM1JIjuZOETdiJMw4g4k+LpcneGXuGLc27cNAcip/jkArikGZ25r2cmjuOBrIeXnub7uTjJVa4s1fY8Wy4HuFfIXhS9Pk5srs3tfHkUMXicVsBje3US57nD0zTlt7itmZEvG4TS5XZs/ePmLx6s0urvzeWlA1QxzrQcKM0hkNk4txM4YtzQauYgRggkiwqheTkAjZhK45DyqkYrvPYETu50YhkoY6tN9C+0cXbxBNGLF3hB7kKuf1cmUSJ3Ap+mWUboSXW0Y536lKXy64j0QWI/Y2MHpXz6YkrFZozib4xuNHGeht4eLIDLfv31TXvhtgdK1qgH+1Md1ggVejw3Ihfw7tn0a5zyCdxzFS/1tYqrQmz1eGS/YVz68WnH+psXFQlW/iyybM1K8uyHKuF+IaEphBdWm1wlYdUPBLnCteoiXSRNyMc7E0QspK0hPrJGOliJtRXp49wuZkHyPlMVzlsSO9lYOzR7hQGsHXPv3xXjzlMu5MkbGWLvFXaqGjF8W9pJQcOXQJp+Kxd38fruOTbYqjNRw/OszxoyPsPzDA5GSePXv7GB2ewfOCeQ2xsC5yJW/WaFBo6SryXonzpTCssCneaPlFA2HfE4aGxGpYhCYy9m6EeRNB4b+wOIGm0N4xgvx/Au0jIw+8aonelaC1QrsHUZW/W0KEkMjoA8jIvWuqHdZonp8+Rlu0ad11ulprtHcEVf7qEiKEQEbuRUbuX/PK4fylKUbH5hgdm6OtJUk+/xrSgGX0LRjJX6hTACVAayeUdlSjaO8kynspjA/NN3pUoGZQlW+j1TRm+t8jrEFWfcMZPdgtn1uynwqTHrpYrZcdQjvPovzDEIyzmG5ZCXuB2QeQ0bc2hJoaduitfWOG46ptiAIdcCx3BkuaDCR6MIWJAHpinbRFW8h7BRzlhmU30iRmRIlIG0ToIfs6wJYmvgooB2Vc5dekXAqxQtxWB4virHNzRdKZGInuLJGoRSYbJ5mKgQDH8clk4sTidvidZIRMNoGxSItYoVdq5SIsGhnKAEhZCVoiWdzAoy/eKH2EKwirD0IPanViPUImkIkPA36osrdoyR6ELZLy/zE0vNGH1tVXbn3QoKZDvRD/1OJN5iAy+jaQa+tMIhB0xprntavXNUY9G8ab/SXlp8YAMvZ2kKsXI9IalFI4js/0bIl9O3uI2hZb9tTfJaTxnq6MImRL3W1Xrt4y+yH65rAg33kSv/jf0O6zXF0S+Gj3ZVTxjxHpX1+Dt2mAbF+2jJz/l7UbAB3/MNr9EUHxT1DO0yyqkVQjKOfpKp2xAdl7IaveUA3tTpVfMYEkhaQt0sKJ/BmkEGTtzLzRnHNzdETbiBlRBIKBeFj43xltZ9qd5VRhiJSZpCPaxunCec4VLxKVEdojLcuX2LKVWg+1xker3PyWzq4sHZ3Z+eqIPfuuSm8+9PButF5cOdHcsnTFEYBaklWen6N4w3unXSqNM1aZImsl+f74S3xg4OEGai+oarffcljLvAr1NQiTcEbipwFBUPrUEkEWjfZP4ud/B1NIZOShDaysWRlaK5T3Yg0iRDQMBUbuWrNTorQiZkRJmvF1MQVDIsQrNYgQNjJyX9iYdQ3Hn82VuDxRor0lRXIih1KabCbOQG/9HW1uvJiusBGRBzBlEn/u/15C13NR3rNI7yXEddSK1nx6YVaXh2m0Li/r2hpqEYwg7AaVTMlkmLlXi42uVpOs1PVXCsnW5ABbkv1h6VjVYPTHu5d993VtYXdZUxrsy+5EaYVAMOPN0RJpYjDRR1d0+csICFsjichySqR2q7XYIa5VvlZfaVtQbWFfY3+ZbLgQeMSw6Y620RFt4nxxrGEJmxAmInJftdZ7beMWsgkj/pNAQFD8NOglynrBEEH+4yCiGJH72HhvVywO8ei5qlbu4hY1wuwPCUzrEN1xlc9IeRxLWvTHO7FlnasFcaVN1JUxFqtauUvGaPRgxB9bs4DU1HSRg0eGac4mGL48Q1dHlvOXpiiUHB55oD6izY0RkV8CISTC3ImMPrxsm/aHUd7humrp1j4AWW0R/iBLZQe1uozW0407lcjWDsWoaXQwgV7hdwohkEKu2kOTQiKEIGHE2Z4cpMnOrJhEEiJeuz5Wl2u0+V4HtLeC4I8BsmV99dk1EJU24840B2dPsyM9gGzoYxCgvRfR7vM1hYLqhTDaMOIfwki8v2ZsWPsnCPKfqK7GGptoXA4DwdXYp3J+WFXoWggbGX0Eaa6tTfsVRAwbQxgUvBJqVaWnxqL4rHKfQjk/WvYdGX1T2N1kjYjFLKIRi7HJHDfv7uORB3ZyYE8/l8deyx5pjYKII8xt4Q23KN7noIPhkNsuGt1qZcHphY20dqKMDrS/oOhb5UDV16a5LsjWavxrSWwMH+UfReo3NNzoQHhzt123yaeFMHcuFwfRJZR/BqlVY2QXtVNb4EjEEcZAw5fQXbEWUlaMQKsw1t1gCBEHkQxJHevoHCGMdozER9CqjCp9msWlcwrtHcTP/x4mIOw7q9diA7xeYcyz37SaISj95bLQV0hiemzdSc+sleSWpp1MOjMcnTvHzU3b6/R2Da7IWl4d4xLSkdGHjL9nXWNsbU7S3BTnxUPnOXlmjKdfOEup7PLAXdvrPsYNa3SFkGHZzTKjy4JGixtndIFqjfASL0O71NvZtB4IoxthDqDdJ1nqsWjnSXT8J0EsLeV6lSAiyMidqMqXlozNQ/tn0MEwwlxb66SF0MGFFTQempGL6JmNwVhlGiEE3dFWvjTyBG/rfl0DY7pXGGmzCOvm9R9NNmMmP4ZPgCr/9RJjF3rVfv63MVO/Cva9G1TVYIKIobVHUPoc2jvK0jipkfjphlC1J5wZjuXOMVQc4W3d92PWbSCN6hh9gvLfoN1DLK5CsjASH0YY6xM3itgmd9+6me2bO7g8nkNKQVd7huZs/eGKG9bohmwtZ3k8EQjLy9bDeqt3DP7y8wibRk6bkAmkuRslm5ep2Gv/ONp9BhHra+g56x6bMENKtNGFDkaWjO1sWMhfZ7+2laGrinJLX2QCYfQiqgnORqIUOOS9IoFSFP0KSmtWyZC+BgTC3E5oqBpjAIXRgpn8ZXxMVPm/L6lqUGjvEH7utzBT/wdE7mt8ck2YCBGtqoh9ZVmuISy/erBaTbE+NNsZdqU3I5Fk7VT9yTRhIEQM5R9Dlb+8LJYrI3dhRN7QEAlM2zJDDd32tcXsb8iYLoDGRQfDLO/LReh9vgpiHzq4vJyrLZI0Wp1f2Les0CkDgtLnIGh0H696IRCyA2Hfu3yTGg/b+Kj1xbd1MFJbupAI0r6ngTXRV2EIyZgzw9HcOQYTXQ3WbQ3QznfQzrerZYeNgTBaMZM/VxW6WU6Z1v5J/MLvod3naHyM164SIb62XCtXtoVjqqv79/WR84qcK47Mx3ZXN8YyqlxDK1e2IKPvaKho0npwgxpdDcEYynmc5UQFEbZ33+B+YVrlwoTIkgdHGO0I2diwhjAHkfatwPJCbe0dJSh9Cq1qVzJsOGQ2LJGTS+sQA5TzA5T7DHpFYsO1obVLUPo8Ori4bJsw2sJ28RuAwUQXr2vdx+3NO7mjZXeDV+MSzN1gbgm7RzQQwujBTHwEGXtbzRe/9o7gFz6Bcl9s4Fll2BnXfSVU6FrUUUFWy69ub4iXC2BJA1d5yAVVOddHqESovaMo51tLQjASad9bLWNrfJPTteCGM7paa7QuhTz0WjePyCKMTWviS9d/fgflfK9ah7hYG0GYmxqreAUIYSFj7wKjVoG1S1D+AkHpL8IXgb7CoFs9wt+m57V36xubibRvWyDwvADqMkHxT8L47iqOGY4hCMkm5S/WrEeW0UcQ5upV+euBFJK0laAlksFYQwXIdY6OMPtDHd0NSIAKs7fa8fdhWMZmVGj3Bfz8x0OZ1IbQp8MYdVD5OjoYWrzF6A8byDasAWeodRyVNq12dhV6GAJwUZW/W9YtXBg91TGujayxEdgAPd3qH3XGXPUV1lm1jYcOzhMU/xzlfIflzeFEKLlo37YGvnTVWC24EfX8n6rK/nLRwRSq/HmC8heWxVgRGaR1aw2vb/0Q5jaM+AfD+kuWUArVFEHhv6K9ExiJnwJzO4gE4nrLL63D+dUOoc7xdOi9awcj/qH6k3OyAyP+HrR/uloGdWUOdZhBn/s/MdP/EqxdCKLXuDZVg69mUJVvERT/KGxXvmwudmPEP0Bjbs/678Xau1/DcOlax3ZRpc+EVRfWnoY1p7wKgTA6MVO/jq+p4Rj4aPdp/LyDmfxVsG9bZ4xXhy9V7yCLdUKiyOhDayYZrISxyjTT7hxzXoFNie66e6Rp/zyBd2zJGO0qWeP+6z8rryIabnR1MIxyflBfKxet0LoMahYdXEB5h0PxjJWk/EQWGf0JpLWGPmm6jHa+vchH1FSTdSqPVqMo7yTafX55HBeYV3qKvH5DLqAQBkb8/SFXvPJ1liWWdAFV+TLK+UF4s0ceRBh9VbZWpJq00WHyDz+cV10Ma329V1DeoTDrrOeQ0bdA/EOrGJtERO7GSHwYP/+fQC0MuYTNCL2Zj2HEfzJsVik7QKarS2AZ/hZdDunewRBB6QvVDsM1+OpGH0bqn4HRt+6KDa1yKOdZCGoTL+qB8k/VbpKqHbT7NCpYXHUhzB3IyBvR7gtoXd4g2oJAGB2Y6V/HF0aYiFxU4ROg3efwc/8eM/3Pwb5rHYZXgVqaUwidHxl7b8O7VDfZaW5KbyIq7fqJEShQl5d9KsxBZPwnGyxDun403ui6P8R3f9jowwIWMvomjNhbWVMQTo3jzfzCGs8tEMZAKMjcgBKplU+Twkh+DFQe5T5FTUlDPRdKTpa/EjbTM7pAZqvMMR3G3HQp9GrVOKhp1qdvfAUSGXsbRjBMUPzT5Ww5NU5Q+ARB+fNIc3c4T7IZMMMxqWl0MITyDq5M+ZWdGImfQ9p3NyYDH1wgyP+HFXXc1gU9h5/7N8s+NtL/Nrwm1mZEg5l0ixEaXiP5MYAahhe0fxg//7uY6X8Rrg4bhggy+ijS2tbAY4YYq0zx5OTLGMLg3b1vICXia3z5WtUx1l8/+2rhxi0ZWwQLGX0LZvLnG57EqgfC6MVI/mKYUNrI8wgJ5haM1P8ChSjK+T41vUEAPAjOo4LzGzqmxeOLYcQ/DLpCUPpMDZqygmAYFQwvjwxdD7ITI/GRsHVKg7UWXk2EbMpNCNm7bqJAHWdDmoOQ/EUgQJW/wdKJ197L+PlPYKZ/DWntbcxZrW2hLOIG+PGd0RYebL+NWTe/Lo1jYW4JRW1eQyW2lXDjG13ZiRF/NzL2GBgb6GXWhIGwb8NMfAQReR2rVY1aC4QwwdqDkf41RGmgyh+v0afstYJsxkh8FGSWoPjJmsu61UIYAxipXwlDJhvqHW48tPbRzuNo2RF2P7F2bvAZBdLcgkj+M3xVrFb8LPTtNdp9JjS8qV9pANlEYMTev2GJqYQZI2HGcGM+kTX3SBPI+Htv2Ca2N4jRFYSxP6Mam7QRZjcy8nCopGRuDimhG8bKktX/zNCwigTS2oeMvSVs+S7bX9VAvBAGwhxEJD+GjNyLX/yzsJJDl5nXG141jDAEIZKIdXDPhRAgWzHiP420biYofRrl/qja2mc1TD0bZBoZuRcj8VGEua0hheuvOYSJsO4Ao4tXr92SQBiDmOn/Cz8XVBtELjS8Htr5Ab72MFO/grD2rfl+FpH7kNEH2KjCpyu1uTFjHV6ufQ9G5CFuGPO2BGselTA6wzjRCoIsrgoYmp2lK5kiZdu4QcCJqUlSdoRN2SxOEDCazzNbcdEiSjrWTndmC8noFpSxizP5VnI5jUAixCxxq0h/JkvSDh/MgusynJ+j6HokLJuuVHgeECC7mQv2MFrIU/Y8pJR0JZO0JZKMFfJcyl3xHGWVbZOkOzNAT2Y75wptZJO30ZbaBBjMVCpMlmbZ0tSMIQUF12UknyPvOsRMi950moTRjrBuAV2h4LlcyuUoq2asSoHW9CzdqTSzlTLnZmaWzVNLPM5AJkvBdRkt5Nne0ooUYYdiIVNg34tl3Yr2DqGcb6O8QxBMonWVCq1dwgdMcfXlUdXpFdHwZSWzYdLNvg0j8gAYy9XIVnfxRagvYN+Jad+Ccp5FVb6M9g6j1VxIaNEVQiOsq2OqitvLNEK2I+2bkdFHq55gZF2LQCFiSOvAypq8GwAdDFe9/MUvQIG4anC1yzJBfxFDmDuWPTfCaK5JeqgbotpHLf2v8AufQPuXanypgqp8B8PoXaE80QxffjUapYbnsDESPwuyY+0OkLDCa7Uwri+usPjqgVFdQawQoxY2RuJnwOheh5NmIO396OCqpzzhTGCqNtoRuMpl0pkgZaZJmslVn0dcp5Zv2UZ9nb71YCKEwWg+z7/47jf5hVvv+B/svXeUXOd55vm7uXIOXZ0zGqGRCIAEQBKMIimRVKCyJdvS2uPx+njW493xzOye2bVnvT62Z+eMx3u8lvccz1ojjyXZkihREinmDJIgcm400DlXV3Xlqlt1w/5RjQYa3chNijqr5xweou/9bqiqe9/v/d7wPNzV3MJbY6P8u1dfYldTM3/20CPMFPJ8++RxRjILYAvY2Dzc2c0j3T3ohsHvPf9T5ksl2vwBEKCgV/lE7zqeWr+RQrXKMwNnODQ9hWGZSILI5oYGPtm7noDDQbJU5JvHjnA+nUKRJATgwY5uPtHTyysjQ/zk3ABlo8ahqSm2JxpxKwqPdPfwsc5u/uULz7K3pZUvbdoCwLODA3zvzCn+8tFPYNvw08EB9o+P1aVEBIH+WJyn1m8k7HJRqlX5hxPHOTA1gbp43W0NjXx+Yz+nk7P8/fFjVAyDw9NT9EYihJ0u7mxq5nMbN/HuxDjfeP8Af/epp9DkS3OhZVnMjaWYHprBrJk4XDpd/TZWbYiBA29Tzs3i8gl0b21GcTiYOr/AzGgWGx/rdt6FYUYZOGzh8jVTKVVpW9+M0+NkYnAKy7BQHAqdW9pwODXOHx0hO5/DE3DTvrEFp8fBzMgc4wNTYNt09LchiAIjJ8coFyrIqkxDRwxfyMvk4AS1yggS52lbL+Dxlxk4cIzcfBbN7aGjfyOSFmdmxM26ux5nfsqmXKjQ0BFn8MgQxWyJarlKU3eCYNzP8Ikx8pkisiwSbYnQ0tfE2fcG2XT3euTL5K4XZjNcODaCaVg0tMdoWddY/xzJLFW9RqQxRM8dnYji2npmRu7P60TjV8TcJd8fIcptCGIE21pA1PbwUYwr/hI3hx9NPk3eyPOZpqeYKE/y7PRPeCD2IP3+zVczulf90W/a07WsOXL5//uq+13OJ9C0ncu2zZdKPH32NB3B4FIJZ8Dh5PGePjyqStmo8V+OHubY3Az3tdfFH12KymfWt/PU+o2UDYO/fv8Ax2dneGr9Ro7NTvPuxDif7ttAfzzOwakpvn/mJF2BEHtb23hzbJRD05P87s7d9IYjVIwaqiQjiyL3t3eyt6WV6Xye//GF5/if9txNi8+HKknI13kxz8wneXVkiEe6etnb0spgOsXfHT1M3O3hk33rOTozw3Pnz/E7O+9iUyxGzaxLyjtkmW0NjWyIxkgWS/yrF3/Gb27fwc7GJmRRQr1GwsAyLc4eGOToKyfZsm8D7z9/HofnXho6+ilVuyjXyhx6dpBQx6N4BDev/uhnNHbFkRUZS9rI+MA4bz39GrufCHL0tVOUsmX8UR+v/9N+7nxsO+ePDmMZFoG4n7d+8C5tG1sYPDyEXtLp3trB8//vq8TboyiaQk2vIYgCc2PzHH/jDM29CQIxP4V0kef+9nXueuIORk6WqFS7uONjW9Dt05TNLGffncBU1hNvi/DWT96kb2+YoeOHmR2dY4/PxQt/9xob9/Ry7uAQyfEUez+9i4W5LO8/d4RIcwhP0INtWvzkGy+wbmf3ktG1LZuXvvUGqkvF7XMRiPnRy1Ve+tbrtK5vYmYkiaLKdG1tX3Oje03YBWxTR7jdFcUv8ZHBJn8/L8w+z4+nn6FoFGl0Jmh03po3fdNG17RSlCvP4tDuRRBclCvPoSrbkaSLgfUrmLKweX10GE2S2BSLkyzWuRQcskyDx8N/fPdtJnN1FYIvbOzHqSiUazVKtSo/OHOag1NTmJZFzbL49a3bADiXSnFibpZSrYbzrEKhqjMwP89UIY9l2xydmaY/1sDultbFpfolqJKEKkm4FB1RFHEpCh71Uuytapp89+QJ9o/XW1OnC3nAxrRtRrMZNElmV1MTcY8HhyzT6g9wen6Ox8weDk9P0eLzs6+tHWmVl1yRJEq1GpIo4JQV3Iq67EebLRb4/ReeRZUkoi4PD3d10x+OIooCjV1x7vviXtKzGWaGk/ijfhZmMliWzcS5aQqZEnq5RrlQ4eFf3YesyNiWzcS5Kbq2tPPAl++hUqqiOhUQINocYd8X9lAp68yOJknPLBBuDPHQV+7l7R8eYOLcFL6Il9T0Al/5Xz+Hol56VBxuB+V8hQ171rHhrl7OHhgkEPWx73O7kSSR5ESaYrZMejZDOV9mbmye9PQCsZYIQ8dG+Ps//h4T56ZpWdeIJItEmkKcPXCe7HyeRFeccCLI7id2kJnN0raxmc331mPQpXyZ7/75D5EVmQ17eunZ3snwyTF+88+/SnCRfMSoGsTbY1w4OoJerhK9CUb/tYAgSIvsYtZiE81H08vNVSvsnxtmZ6SV9+fH6PZF6fKuoh7ySwDQ7u7g0YbHWKguoIgKCUeCkHprz9YtxXRlqR2v57eRpCi12mnc7s+jqXXv9krW+AvpNCfmZnm0u4fhzMKS0QXQZJlP9PQylc/z+sgwR2am2Z5oRBZFNElmZ2MT97V3oJsmb46O8NrIMLubWynXajT5fHyybz1BxyXim65Q/UuoGAZhp+uWHndJFLmjsYn7Fz3uA5OTHJ6ZwrJsyosG86JHLAoCqixhWBYgUDZquBRlhaG/UXg1jc+u3wQCHJya5P85dID/Zc8+zJpJfqFAKVemkCnR3KsweHiITDLH7id2cOy1U2DbqI66N5pPF9CcGop2FQl30yafzlPKlSlmSoQSQbwhNxPnpinlyj4rm8QAACAASURBVEvHOz1OTMMkl8rjdDtQHDKysvKctsXS/RWzJWRVZurCDCMnx3jwV+5ldmQey7JBgIaOOA988W6OvX6KcqGCJEtoTpWNe/rIJnPI6tW9ftWhsvPRbUwPzTJycpzWvmYEQSCXyqM5VGRVQlZkZFWi544uZEVibnz+quf7YCCAGP3I9PlfDYooUTZqfOPs23gVBxsCy1vbq5bO0cxRTmSPkavl8Mo+tgW3s8nXjyZppPQUz0z9kOnKFLIgIwkSIS3MntBeery9WFj8w+i3mKnMYNomhm2giAqSILEtsJ2H4h/Dsi1mKtO8k9rPWGkUj+xhe3AHm3z9qKJK0Szyk6lniDvizFRmmKlMk3A08nD8EcJa/V23bZtsLctb828wXByiZtfwyj4ebXiMZmcLeSPHi7Mv0ORsZmdoFxWzwpvzr5Or5Xgw9jABNcAPJ39Aq6uNnaFdWLbFi7MvcDp3kk81fpoOTxfvp99jvDTOIw2P0u7qYCB/lm+NfpP13g3cF3sAh3Rz5Fu3YHSFxeSTc5Gp3aZWO4Mib0CSossy0Lpp8Pb4GN2hEFvjCUazl4LnFcOgYtTYEImxPhKlXKvx7uQ4C5UyUZcbWRRpDwTZ2diMZdtUTZNvHT9KzTRp9vlQRJEGt4cN0Rg2UDNNXIqCAHQEgpyYm2WmUCDodGJaFjb2Cs9yNUiCQFcwxJ6WNgCyus7J5CyyJNLk8/Hm2CgjmQw+zcFsscB0Ps8diUYUUaQ7FOZ7p08ykcsRcbmwAcOy8KjqDRlip6ywo7EJWRRRRImDU5NUDANREpkenuO//cn3cftcdG/rIDef5+Dzx3jnJwcJNwbxhr1Em8P037Oeb//p0wiCwCO/dj9Oj4NgvF7b7I940ZwqpmGRSeb49p8+jeZU2f3kDvxRH+Nnp/jmH/4jwZiffZ/bTbg5xPqH+vnL//nvESWBJ756P1sXY6qBmB+Hu75CEASolHS+8+c/RJIk7vv8boINAWwL3nr6PQQRQk0hylWDSFuUaHuUwPkwtckUC8kceqXGun0bGXh3ANGyqegGmUwRf9SHoMjMJnP4fU4kt8Zr/7ifatWgb886RKfKnU/dxU/+5kVM06Lzji627dtAZj7PvV+6h8xkilJJp1yp4V7MhhdLOpZl43Kp6LqBaVqYlkXQv7bVMYZlktbLlAwdG2h2B9BNg7JRI6A5SZYLBDUXggDJShHDMtEkmbjDS80yma3UV21OSSHq8GBhk6wU0E0Dp6QQdrgpGzVM2yKouZivFNAkGduGmmUSdrhJ6UVkQayTtUsKblmlbFQpmwayILI71s4DjT3MlQs4ZWUZ3booSNSsKv3+zfhkPydzJ3hh5nn8sp9ubw+GbZAzcmzwbWRrYBs1q8bRzBFemP0ZUUeMoBLk4fgj6JbOufwA76cPsC9yP43ORryLqtOz+iw/mnoal+TmofjHSOpzvDb3KrpZYVfoLizb5HxhkPHyKLvDd7PJ188b86/xk+ln+HLrV1BEBd3S+d7EP1I2S+wO78Utu0np83iVOu+FaZukqin8ip+KWead1H4G84N8PPEJgmoQG5tUNUVoUX5rrDTKmdwpZiozVKx6vD5vFEhVU5i2Rd7IcSx7lLHSKI3OJqxbaDG/aaNbN7Yq5crzdfYhDHT9Xaq1Uzi0fTgdDyAtEsLMFAoINtzX3kHQ6VzmeY5lM7w6Moyw+EOfTc3TG64nlwB00+Tg1CQ2NoZlc2xmmjsSjWiyzF3NLZxKzvFPp0/SHQpjY6NKMg+0d9Lq9/NIVzfHZmf4ywPv0BUMYVgW7YEAj3TdWAeNILBkJC/eswBsisVZF5nmB2dOc3RmmtliAa+mcl97B4IgsK+tnf3jY/zFe/vpC0ewgaDTySd61uFSru/55HSd7505iYDAQGqezmAIn6aRUmQ237OeJ//7R5fGhhNB/sVf/caKczz0lXt56Cv3Ltu2fpHVfu+ndmHbNkdfPUnvjk6+9G8+s2zcp//Fx5f9Xa7WKHUF6Wrbi2FZxDY1I0oivrCXh7566RqCINDa18Sv/dEXlh3/W//nry79+9yFWaamM+z+wl4WFkokERBboriiPh757Ud45mfHaGsJsXF9E6cHpjh4bJSvfXkvgxfm+OFPj/DAvX1s/9X76WyNUCzpJFN59h8cYjZT4ql/+xnm0wUOHx8jWajw+O9+nBdfO82enV14WqMcPjFOJOQh0eDn+MkJvB4H3Z0xRidSnDo7Ra1m8uWndiHfYJ//jWCksMCz43Wyb1EQ+UrXHZxYmObQ/Di74x28nxzjk62bkESRlycHyNYqzJYL/P6m+6iaBs9PnCVXq6CbJv+sbzdz5Tw/HT+NU1aoGAafbNvEcD5FWi/xxc7tfG/4GL3+GLZtM1Zc4Gu9d/Ls+GnCmpu0XqIvEGNHpJXB3DwnF6aJO72MFxa4M9bGfz71OvsaunmqfQuqVDcJsiCzN3LP0udxyS5GiyPkjdwSkY6IgF/xk3A0YtoGmVqGyfIEpm0iCAIJZz2mvVBdwCE5SDgTtLnbgbqHej4/SNEo8UTikzS7WqhaVUpmmZO5E6zz9qGICqIg0uNZx57wXkRBRBVVvjvxbWYq07S4WhkqXmCyPM7XOn6DVlfbVX+PqlXl/fQBzuTO8InE43R6uoC6Ub6Iilnh4ML7dHm6ydZWyu9YtsVYaYRcLUu359a78W7a6EpiFKf2IGX9NbBNXM5P4XDcT6X8IpXKC0hiCKfzUTyqyq9s2kKzz8eGSJ30Y3O8gYS3PgOFnS5afD5GMnXv9/72TnY1NeF3ONANg4c7uxjLZkkWS8iiyJ6W1qUkW8zt4Te27eDdiXFGsxkUSaLN7yfgcCAIAu2BIL+/ey/vT06QLpfRZJkGz/JyHK+m8vkNm/Bry2spH+3qodV/qeutOxTmid4+VEnCo2p8pX8r706MM5HL0hMKs6eldWl80OHkf7hzN2+OjZIsFVFFiYTHuyxBV08QbqTJu5yBqtUf4Ml1fSyUK0iiwIZolDubWoh63NTWNRJuujlV2WuhoT2GdAMGxrJtKjWDgMtBUa/idqxeRxtuDLL5OqJ8AnXjrFcNXC4V27aRRAnDsBgdT7FxXSOmZZJMFRifWqBcqrKQKTE4NIsgCuQLFbLZEgeODJOI1+O32WyJas2kWK4yNDpPJlPCNG38XgehgItoxMvMbJbJqQWOn5zg8Uc2I4gCpmlhGCZul4YsiWsedbVsmwu5eTRJ4uu9dy3rrDq5MI0gCDzWvJ4mt5/5SpFmd4Am4P3k+5TNGk0uH/cnenhrdoiJYgbdNDibmaPTG+apjq38w/mDDGTnCKpO3pkb4cdjpxjMJenyRTBti5ML0/xo9AQn0tPsjXdQMWu8OTNEulJa5s1na2VOpKdxyxpeZfkS2bZt5vRZhovD5IwcC9X0ord3yUhVrSpHMoeZ0+cwbIOFappN/s0Eles/qxYWOSOLR3bjlOqOliqqhJQQ5/JnKZkl/KIfVVTxK4ElMvOoI4Zpm2RrGVpoJanPoYoaMe3azRrnC+dZqKZ4svHTSwZ32ecFhotDLFTTPBB7mOPZoyvGVMwyxzLH6HB3kq6msW5Rp/Gmja4ounG5nkJV7wAsZLkDQfDg8fw6Wm0v4mJHkVfT+I3ty2vptjVcyuaGXS4+3rNu1WtossxnN1y7cybqdvPEupUieGdzRwmrcfxuk61tJhv9d61K3efTHHy5f8uK7Y/3Lj9nbzhCb/iSnHyDx8On+lbvMhIEgWafny9t2nzV+/aoKl/YuLIdsyMQ5J/v2LXqMW0bbk9i5Mp7THTGSXRev6NIkSR6GsKUazUCbgdVY/Xmh0hzmMh1ElYtzSEkSUSSRLweB7t3dqHrNRyaQkPcR9DvpqLXkCQRt1NlXVccwzCxbZtNfU2UKzW29regKjJOR30pXK0a1Gom4ZCb/vVNdLVHaYj5EEWRjX1NKIpEJOzhrh2dVPQasYgXt1tjIVNEkkSCfhf339OHrtc+kOoGy7YvctstwaPUJ/kFvUzFNDicmmC0kGZzsBHTNrFsCxvQJJlWT5Ch/DyGZSEJIrpV//4N20IWRPoCDVjUQ2I+xYEoCFi2gEtWCWkuXLKKUK90x686GMqnMLEIqq66p5lL4VOc9IcSSFeEVkZKw7wy9xJ+JUBUi+KRPShX8GGIgohX9hLT6oZQRCSlz5OtZQhrEa4HAYErvyF7MchxVbrNRS9bWGzOuFGiU4/spmKWmSxP0O/fjCwu/yxFo8iZ3GkanU00OlZWnQjAcGmYnJHlE4HHeSX58odndG0bBMGNqm7k8sysbasoH4C0ys1Ck5zsT72EIqq0uz96ZBcXMVvJMV/Jczo7TdmoIggCTzZvxa+urSrF7UAAfE4HW9sbmcnUC+btxfrkm4VDU+hoq7+IgiDgcl7ymgP++mf2++r/DwfrrFB61WDf3nV43Q5K5Spej3bVEIDf61w6N0BTor768HoceD2XvDiXSyMa9iwbu9YQBYG+QIzBXJL/cPxlZFHi6713IgoC6/wxHm5cx4/GTqKIIqoocT5XN6xexYEiSowWFvj2hUMICKiijFtW2RRK8PTocf7k6IuoksQDiR7Cmot7G+pe27lsElkQEUWBHn+Eexq6GC/Wq20M22YgM0vE4abZHUASRGqWSaFWYVe0laF8aoV6xrn8ALlankcbPk5UizFaHOHwwqFlY2RBoce7jr3hu7GxGSmN8Mzk00xXpq9rdEVEQmqY07lT5I08QTWEbukk9Tl8sheXvPgMWBVS1XkMy0AURCbLkyiCshSDjWsN1Kwqk+VJOtz1lbCNjbgUuKyj2dnC7vBefjL9DA7Jyb7ofciXTSLTlboc1UOxh1dNjNnAe6l32RHaQXDx2reKWzC6FUxzDElqQryMmMS2i5jmFJIUxcJLpppeWhI4JRea6KRkFtCtCpIg45LcKKJK2SxRMUsIgohLciMiUTaLeGQfNbtKzaqhiioVs4xb9mLYNWpWFXGxXdAhOrGwqFoVRETCaowH459EN+tBcMu2blL248OBbdscWxjHpziRRYn1vgZc8kerDbZmmgxMJemIBZlK54j6PcR8t05Gc3Wpd2HVvzVVRlssVVOvMxndqAGtD/vgy6Ja3AG+1nsnNctEoO7h7oy0si3cjENS+K2+PUv12XdEWhAQ+Ao2HkXDsm1+Z0M9nioLYt1zdbj47b69S16uS16eFP5C5zZkQayzQ9v12Oan2zYjCgKGbVE1DWRRXBJ6FATYHe/AK2t0+SIICMvCIF7ZR9WqMFwcYroyzUDuDLkr4pymbTBVnuBU7iSGbXChMIgiqgSU65NSCYLAOu86BvMDvDj7PBt8G0lVU1woXOC+2H0EFD8Fo4Btw8DiGK/i40D6Pdb7NhB31Fdq3Z5uujxdPDP1A7YF7sAlu0lX02z2byZxmccqCiJdnm4+kXiCn0zVhVb3Ru5BFVV0U2eqMsl90fuuGhceLg4R02LsCO687cla+sM//MNr7V+x0zDGyOT+GEVuQ5YvLXsNc5J84W9AkCjZEb49/g2KRp5TucPU7BoBNcxb8y8wVjrPaPE8AgIe2c+B9GsMFc8yXByoB+CB/akX6fT0MVa6wNncUWRB5r30q3S4e5ksj3A6d5hMLc28PkPUkaBg5DiVO0TByHEie4gGRzNvzT/PufxJ2tw9aDdZ0vFhYKFawrRMGl0B5isFDqVGWO9vxPkRMryWbTO5kGMilWWhWKE55CfkWVv+1GtBEIQV/31UYOlv14U5r+CbEB0PIigbEAUZVZRwSAoOqV5GKC1WpQiCgCrJSKKIJIo4JAVNki+NE8Sl41RJRhCEenni4piL2y6HIkpIorhU+XJxm7zoTTvl+jUUUVrcLi1dT14cd/k5I2oUSZAZyJ9hobbAJl8/Tc4WGpwNhNQQhm2QqqaY05OMlUaZrkziktzcF72fVnfbsvBA2Sxh2Aad7k7c8qVJ2yk5aXO1UTJLnCucAwT2Re9lo38TkiCjWzoncyfo9vQsetJDdLm7eTD+MJpUD9NIgkS3pxfDMhgqXWCqMoWISKe7C7fsxsQiX8sRc8RpcDQQVsP4lQCjpVHCWhif4mNeTxLRwuyJ3L2ssqLL3Y1v0fiXjBL7oveRcNQbIjK1DB7ZS4urZUWoYhF/dLVn5+Y9XeoKD6K0PCYoCj4EQcOysiDVPdAGR/NSpnO6Mo5pmzzW8HnOF04zVR5BEVWGCmfZHNhFSp9ltjKJV/aTqaU5nnmPZHUGwa7/eNnaAsez77NQTWLaJh7Zz3RlHCFb95Avv8Op8ggFI098ldjMRwVNriCapPDi1CkytdLii/TzvqvlUGWJ+zZ0cnh4Esu2Cbg/epPXL/HBwCk7uSd6L/dE7111f0AN8FTz527oXJ2erlWTV/Xz1EvLrgYbm6gW5Z7ovquOcckuHog/tOo+j+zhYw2Xqn4QYHNgC5sDl/I5jzc+uewYQRD4XPOlSpx+/2b6/cvzNHvCq4i13iBuvmTsYgDbWq7Sa1PFtitcZB8SBBFFVHHLXkzbwLBql0mfXAqXQz021Ohsw6cEkQUZERFZVJEFGXORgLu+/FGQBHmpNk4URHSrwnBxgCZnfVlQtXTOFU7R799Bqrp2aqxrDVEQ8MgaW0ItHFsYZ66Su1XpM6Be+jJTSTJRmmJeT5M3ilRMHQsLRZBxSU78qo+YFqHN3YRP9l7XcxQEAUmsN4CMzWfoiofXxNOtZ5/zzJTnSOopMrUcBaNIzaphYSMJEoog45A0fIoXv+IlpAZIOGI4JedHwuMVHQ/XNdzs5Z5unSz8oxfO+iU+Orh5oyt6EAQXpfIzSFIDohjGRqdSeQ3TnECWnqQGlIwCw8VzlM0ira5umpztjJeG+PHUfwNgnXczTc52ejwbGS0OgiDQ69lEUI3gUwJs8G1jtORlslSXQ/EpAdZ7tzIpjzFaGgRgoTqPblZwS5eWLDPlCbYH9xBSY6SryWtG716ceYP300ex1lyy+toIqX6+0vZZvLKbVneIBb1IsXZzrN8XVxAVS+d09hzvpY8wXpoiV8tTNitUrWo9G46NJIjIgowmarhlJ0HVzwZfL3eGttPsStRzxasYMsO0ODE2w6mJOZL5IiW9umLMzdxrza5xLHOaQ+kTTJanKZglSkYZ3dKpWfVC/3oSREQU6vFHVVLRRBWnpOGVvTQ5G1jn7WK9r4eg6r/qvV+Jd1KHeDP5LlXrkpEUgI3+dXyy8ZGbNuSiug3UbUt/jxUneWH2dWYqzy4bF1C8fLb5cRqct66VZts2NjaZWpaR4jijxUmSeoqiWaJi6pi3oQHX7m7hY/F9xBw33tJqX9RBvAkIgnAbQpmrH3t751x5rg8Lt1CnG8ft/jL5/F+RTL2OKPqxrSI2Jm7XZ1DU7YgofLntt5EFBRsLVdRwiE7uiT5CxSwjCzIOqd4BtCN0D1VLJ29kSOvTCIR5IPYkAgItzk6ane0IiIS1OKqo0exqJ+5IIAkKfd7NmLaJJtbrc21smpxtuGUvAiIRLYYqXn1JPF2Z5Xj2zKLf/eGhQYtSs2rM6wWenzrJXCVH1TRu2Pjbtk3JLHMqd44XZl5juDhO2SgvrQquhGlbmHYV3aqSM/JMV+Y4Xxjh9eS77Ahu4YH4XpqcDYgsj+vZ2PWMe2OUnoYwTaGbJxg3bZNcLc+RzClenXubqfIMZVNfVu95JSwsLNvCsA0q1vLJaCB/nrfmD+CWXXwi8SD3x/aiiSqWbWNd9gJeGaNM6ilOZgfQreUTh0+5DTrFy1A0S5zLDzFaWk6pGFFDlM2rqX9cG7ZtU7F0hgpjvJ7cz6ncOcpmhZplXFZednvPrmVb6NGbvT+bUqnK+cEZRFGko7POD5JKFXG7VSqVGrIsIQjgdmkkk3laWsOkUnkmJzNEwh7CEQ/ZbAmfz0UmU8TpVFlYKJKcq9OutrSGEUT4XOirGGUYHU3hdmsU8mXy+QqNjUGCITdzczlmZ7IkGgP4fE7GRlPk82V8PicdnTGKRZ3h4TlUVaGzI8p8qsD01AKWZdPYFCQUcrOwUKSl5cPj6LiFjjQZp+NBFGUD1epBDHMKUfCgqjtQ5F4WqnMUjAw1SyfqaKFQS2PaBmEtgWkbZGuzuCU/oiCSqSWxbQuvEmSuMoJb8uNVAsiCyvnCUTyyn7ijnXR1mrJZwOlaR8UsMFUeIuHowCl5mKmMoEoO/EqE6fIIYKOIClWzgke+VFT9UYQo1DPGIgIhhxv5Bu81qad5fuZVXpx9Y4URuVFUrRpJPcVzM69wInuGL7Q8ybZg/7JaTMO0GE9n2dlVV+zwXKU5YjXYtk3NqnEyN8Bz069wKnfumob2RmHYJoZZFy71K14EW+R8Kk2lZjCZzeHVVCRRZHtzI+ptEGH/vGHaJjPlOV6Ze5uXZt9aakn9qKBcqjIzk+Xs2Wn2VHqIxX28+OJJmptCtLaFqVRqlIo6bW0R9u8f5GMeB889dxy3S+PVl0/x+BPbOHt2isamIANnp9m2rQ2P18HI8DwI0N4RZeDsNLIiMXB2Cpdbo6kpyPlzs3R1xxgYmGb79naOHBmlpSXEC8+fYPeeHg4dGgYEpqcW+Oqv3Y2u10jO5Tl8aISnPrcLr1djbi7H3GyO1rYwmUyJl148xaOP9uPzu3C7P3ji+VskMReQpUZk55Mr9sxURnFKbhaqs0iCTLo2s0hELjBbGaNm6bgkLw7JjSyqZKtJarZOxSxStSo4dTc+JcJsZZSyEsYjB8nVUpzPHyXuaCNbm2e8NIBb9lO1dFLVKYpGjl3hR8nV5nHLfmzbYqI8iENyEdNa8Snhj6TxDSgudke7GMjN0OGJ4lGun6iarST54eTPeCP5LsYaGDGAifI03xr9PqZtsTO0ZSkba1o2o/MZHIv8vpvbEjjVGyNyMWyD/amD/GDiOWb15Jrc5+XodLfR4mpCN0xeHrxAs9/PgfEJIm4XfbHobcXHf94wbZMLhRF+MPEcJ7Nnqdk3o8jxwcOybOZTeSRZRFWkevjDtknO1TkyOjtjnDk9ueyYdLqAaVpoDpme3gQ1w6RY1BkdmWduNocgCLS0hGlpTYMA8bifs2emmJxIY5o2DYtdiG0dETq74mSyZcbGUsTiPtb1JZifL5BOFRBFEUWRCARd6JUaCwtFZEVapAO1icf9dHREkWWJxsYg09MZMgtFjh8fx+dzsv2OdjTtgyUrum09C9u2MIxzWFYOWe4EwKuEKJv1YvqaVa0vW6kn1opGlpDagCY6KVvFxfCAG58SpmhkERCYLg/R5OxBt0rkjTQpfQbdKlMy8oyVzmJjUzJy5O002VpqsYjcgUv24VciKKJGxSwwURrEtm28SpAPSl7kdlA0dM7n55ir5CkbNRJOP2756jPtvJ7mp9Mv8/b8+6saXFmQaXYmaHTGCah+nJIDURCpmBVytTxT5VnGy1NUzJXx46Se4geTz+KQNLYENtRjqqJAb0OEbR31KhCv88aqFyzb4t3UYb4/8Sxz+rVZvlRRIapFCKl+nJITSZAwbZOKWSFTy5GqLlAyysuW0Yogs87bSUwLo9fqNKF9sQhgM57JMZ3LL8Y5f/E8Xdu2ma0keXryZxzPnL5qyOjnCdO0mBhPMzOTRZTqDRmCINDcHMLnd3Li+DimaXH+/CwzM1mmpjLYQDTiRZElAgEXwaCbYNBNT28DkiwiySvfz2rVYH6+wJYtrZhm/XsYHpqnVKqCbdPVFePYsTEOHBiiVNQJ9zVy4cIchmFSrZrk8xVGR1OUy1VkWbxq3Na0LBYyJYpFHcOw0D5gZ/e2ja5e3U8u/xfYVhlV20FC+yxuOYTmclA0cmiik4SzA78SIajGKRo5XLIHRdAoGlkiaiNBNY5b9lI2CvjUCG7Zj1PyULV0ZEHGJXlpc/chChKSINPt2UrVqhDRmohqzXUVXaDR2YkiaMiiQo93O23uCi7Jh3gTBlcSRLYENnJP5M7b/WoYKY7zWnI/2drq8icOSaHPl6BQqzBTyS5SRK6OslHmzeR7vJU8sGpIodvTwX2x3XS62/ArXpySA0WUERDqsVFTJ1crMFGe5rW5/RzPnll2vI3NRHman828SlgN0upuQpJEol43B4fqXsvWtgSJoG/Fta/EiewZfjz1Ikk9tep+EZGEM8b2QD893k5CagCX5FgiOLFsi5ptUDYrFI0Sc5V5hoqjnMkNMlOZI6KF6fF2okkagm2wu70VfbFl2O/UKOj6miVYPmzoVpU3kwc4kTmzqsFVBIUOdwu93k7ijihOyXFDzT8jxXGem3mFqnUt1ZcbgyxLbNnaStN8AVGAWNyPpik89PAmnE6FcqmGqskEQ24s08LhVFlIF7ljRwe5XBlNkwkGXGzf3o7H68Dt1paW9X3rE0vX2bK1ja7uONGoj2rVYHhojmjUS3d3HL/fSSzmQ5JFisUqrvUq0ZgXSe5G1+srg5aWEIGgm1yuTP/mFhoa6t5yS2uYaLT+HAeDbj7+8a3IioTX68Dp/OApOW/b6JZKP0RT70JTd1Io/gMudQxV6keVHEiCgiKqhNREPVVsg0vy1tkhF71TqGcOvUIIrxxCEAQciwQYjsX6W6dUT3ZYGPT770ETXdRsHVV0LEv+eORLnTBB9dbUSgVEGh1xdgXrmWlRvPWspkPSeCd1CFjd6F5UjXDLGlXTuGrM07RNjmfP8OLsGxTN5TpgTsnBvdE7eaThPmJaFGWVQm0FBafkJKgGaHYl6PF08NPpl3l17u1lBtyyLU5lB3gj+S6f0h5FNBUOj0yRCHrJFMvkK1UartEGbNs2k+UZnp1+hfHS1KpJnrAa5NGG+9gV3oZf8aGJ6jVDP7ZtY/pMdls7KBklhoujFI0yPd56y6cqy3SGggzOp7ABl6Lg07RVSeR/EZDUU7wy99aKkIIkiHR52vlE4iF6PR2Lk6pyw2Ezh6TxwuzrXFtq68YgigKRiJdIRzjGfAAAIABJREFUpP5eXnweXK56zD+w+BqGwx4sy8YfcFOt1kgkAkuGTxAEHIut4M7LWsJDoUuVSLGYj1js0iQ/N5uluSVId3ccSap/7qam0NIEKwgC7e3Ltd+cTpVE4tI1AXw+J77FlnOHQ2HDxhtTDf7fn36ZZL7IHzy+j+bFpPJEOsvvfevH7Olp43cf2YNyA3mE2za6pjmFy/UpVGUjUuUlLCu9tM8peXBKlwm3XfGuXv7yLvv3FQMv7hPtutcLIAmuFcetGQSBqbkcFb1Gb/utl/pcg7YDgEKtwtGFccaKKcpmddUwpG3bJPU0L868Qaq6XNjSITp4OL6PJxofwnuDAnmSIBHVwnyq6VFsbF6ZXf6C12yDd9KH2BToo9fVQ0vYT0PAy2Q6i3kNTxygbFZ4a/4Ap7IDWKt4ac3OBL/W/jk2+vsQb7DUSxAEZEHGI8q4JScRrd73fvk3KwoCAYeDqMfNSLr+Hf2ierqHF06sWBkJCHS62/h6xxdpczXfcJncledYS9xM2/VFo3czx62GdX2NwMpJ/1rnXEv7EPG6efXMEC+fOs+9fR3YNvzo0GlmcwUiPvd15b4u4ha4F0xsu3zZ3zrYxmJjhFmXEVjEWhvED7OWbnxmgaGJeeTFGVVTZZri1+8pvxnUC35sgqqboOpGXcVLNW2Ls7nznM4PLtsuIrDB38ND8btvuuxJEASCqp97IndyoTDC+cLIsv3zeprjmTN0udrpbggzly0QcDnxOK5OAm/bNmOlSQ6mj62a+GlwxPhS66fY6F+3glzlZu57NeMhCgIxr4fZQrFOqzi/QM20cHy0xRtWxUD+wooVgioq3B3ZRYe79ed0V7eOtXxn66vOn19jzCObezg0PMl33z3Oy6cuYFo26UKJhzZ287FNPTf8WW9BI22OXP4vl/42zGEKxf+KKAapVo+iyKvTNa6GC5k0h2Ym+UzvRkQBjs3NcDY1z0PtXdi2zTtT44QcTgbS89Qsk12JZrY3NFGsVnlhZJB1oSjrw1FEQaBUq/LCyAU6/EE2RWKM57P8+PxZKot0hIokcXdTGzsSN7aUqNVMLozNLy1TQ37XmhvdoqGzoJeIOS567yt/tKpVZX/q4IrQg1t2c2doGzHH9Sn0roYWVyN93h5GixMrDOWxzCnuC9/NkeEkgiCQLVcoV6++NK1aNQbyF5iszKzY55Qc3B/bs2hw1z65ZVoWF1JpjkxO1Tv9tOsrhHwUYdkWs5WVlR4OSWNr4OfP4Pf/d7RFgvzrJ/ZxYnyGTKmMgEBDwMsdHU03RQR1S23AonCpFdTl/PTSvx2O+1DUa/PgXo7RbIZnBs/wZHcfA+l5/uvJI2yMxFElicl8jm8cPcCmSJzeUIRUuczfHH2ff3WnRos3wMn5Wc4vpOn0B3EqChcyaX40eIav9W9HEAQm8jleGDnP3c1tNHq8yKKE+wbUGy5CUSR62qLs3VavyFCVD8ZYZKslVFGi2xdfNR47W0ly4QpPFCCsBtgW3HRby0aHpNHpacWneFeELqYrc8yUkyTzBRIBH+WqQdW4eolawShyPHN6VfmSLk87dwQ34/zAiIcERFGkNVifFNuCQVTpFy+mq1vVVZOkTslBUF3bCf+XuHlIokhPQ4Sehlt3dOCWSMwj+Ly/d9X9dd20G4dl25yaT/KtU0fYGkvw6d4N+FSNSerJgzsaGnmiu49CtcqfvPs6Lwyf53e238WDrV381eH3mK+UaJS8HJ2dwa9pdPiDS1I7UaebR9p72BiJ1fUCb8L7aWsM0RDx0tYY+sDig3Gnn483b6Zs1jiWHqfJGSCgLtfqOpkboHJFR5MkiHR7O/DJt99N1eiM41M8K4yuaZuMlydpCrVQ1g2CbidubfXmCNuut6heGaaAusHY7F9PwnFric0bgYVNrlLhyMQ0CJDwejDttSN+/7Bwsd71SijCrYud3sy1//hHr5DKl/itB+5kfdPyXEbNNPn2/mP89OhZ/uWjd7Oru2Xpnv7+7SP89OjZxbKu+jbLtlBlmT/8zEP0JiIU9SrfePk9BqaT/IcvfRy/y7F03ZdOnuebbx7G59T42r4d7OxsZiKd5d8//TLd8TB/8PhyspuxVIa/eO4twl43X7v3Dhr8Xg4OT/BnP36dz9/Vz+fv3LzsHTo4NMHfvXGIvqYY/92+HYynsvz1y+9yR0cTn9mxEdcVz7Vt2/y7772ILIn82yfuo2qa/Mdn3yRf1vmzLz62FHK0bZvvv3+Sf3z3BE0hH1/ft4P+luUCn6vhFhJp9ZiuKIYR1mCpmK3q/M2xA3T4gzy1biOey8QjAw4HLT4/bkVFFkVavX7GcnVOz52JJmJuN6+NDfNAayfHktNsiSWIuy+5+YIAkijcUEbxSnhcGg71UpPA9FyWlsTaSeYA6GaNM9lpZstZSmZ1RbjKtm3O5AZX9NZLgkSvp3NNltD1cq3VuWrHS1N480EWCjpeh8bV5h4LiwuFkRUtuwAxLUyftxtZ/OBqZmVRZF00QrJQAmw2Nzag/QJ2o2mSumq8u2JWMGwThQ82SL2uIcp/OvoWG5rj9CQiyxJD46ksbw2MkCtXSAS9yx7Vobk052dS3LOuHXVRLfr42DSj8xnKtXpIyrLqNKHnZ1PLSiPncgW+++5xzkzNEfG6KVTqz1DVMLkwm8Kxivq0XjMYTi5QrhlUTRMbm0KlytnpJPP50jKBTYCCXmVoLk3A7cSy66rew8k0reHAstbxyzE2v4Ai1xs/TMtmPJUhU6wsi7dPZ/J8551jXJhLUzUNivqNVYbc9BrMMCfJFf4K214p3HYrcMgy/ZE4k/kcZ+aTy36QmmUuLWltuy5WefFlUiWZxzp7eWN8mNOpObK6Tn80vmatn6cvTHPgxCgAerXGD14+tibnvRypaoGJYpoGpx8QVjwAJbPMbCW5IrEiItLgWF4ac6twiNrV+EDJmTnWN8XoiofZ1t5I2Ls6w5hpW4yWJlfdF1KDNLsSq+5bK5iWxVgmy1gmw3gmy6GJKWrXqbT4KEISpFWTomVLZ6q8Mla+1tjT24ZH0zg8PMnUQm5pu2XZDEwnOTudZF9fJyH3pdWYaVnkyzpuTeV/+8xD/OkXHuVPv/Aod3a1XNc7rxomzx4dYDi5cEMe4kcJes3gewdOsFCs3PS930L1QgmjNoBt3369H4BTkvlCXz/fP3eKfzhzDATYHq93QKVKJY7MTtETCpMulzmXnuexzksSPDsTzXz79HGeOX+WiNNJV+D2ZDQuhygIGIsChnrV+EDaSv2KizvC7ZTNWp3c+gpXN6mnVo3xGbbJ/tQhTuYGbvsebNtmrrJ611jRKCG56gTaBy6ME3A7lpaFy8+xegLoYnmaS/5gJYgEQcCpKKyP1SciSbx699FHHc2uRgYLw8u26WaV99PHaHe33nLlx/UgCAJBt5MHN3bx/IlBTk3M0hzyIwoC+YrOifEZTMtiR2cTrsvaZAuVKkW9it/lQLrJmvbzs/O8cvoCG5pitEeDTGdWr2f/KOLU5CyvnxlmZ2czHofKweGJ6x+0iFuq0zWtJOXKS0silJdDVfqR5atLIa8Gv+bg8339fOfMcb558ghOuR7Dcqsqk4U8/+n9/SxUyrT4/Nzf1rl0nE9VubOxhe+cOc4/37YLv7Z2iZp42MvRs5P8zT+9TbVm0tu2Np7l5ahZJmey03XBQbseq73cWCxUsxjWyvIrwzb42cyra34/V6Js6IwkF3ArdWNrWavPPBY26erKlY8iyES00JrXiF4J267HdE/N1g1/yOVke1PjDXUBn8sP8dcXvnnb95Cp5ZnX09cfeB2s93Xz2tz+Zaubml3jQPoI6309bPav/8AmFKeisKe3jWePDXB0dJrdPa0EXE7mcgUOXJhgfVOMjlhoWePJQrFMUa8S87lvKu5c1Ku8fmaYZK7Ir997B2emlnNfS6KADdRMC8u2V5z7auxqL5+6wGQ6e1GXCYCZTJ75QmnF2NfPDjGdyeHWVJpDfnZ1tbC+MXrdxppcucKLJ85TrFb55B3refnUhRv81HXcktE1jDEKxb+FVWJMPu/v3rDR3d7QSLP3ARRJIiy7+JUNW5gq5Gn0+pjK5whoTh5u76LJ68eyLRrcXqKuSyoRAgLNXh8Rp4sdDU3LfpjN0Tj/5q59NHpuLdnU3BDk8X2bmEvnUVWZ1obl8VzbtqmYVbK1MqIg4FWcOKWbk9rxKg5aPWEGczOLzQTLH6S8UVgzUptbgY2NLIkcGZnC69RwXIXsxrItCkZxxXZJlPCvEXXitSCJIm3BAKMLdcPfn4ij3GD1wpw+z1zy2vwQHyb6vN1EtNCKFurp8hzfHvshmYZsvRJEdiw239Sf+bUwxKIo0BULsa29kfcujPP4tj48msa5mRSj8ws8sHEHTcHljtZ8vkiurLOlLXHDisq2bTMwPc/zJwbZ3dPKltYEZ6eWr5QiXjcuVWFqIcex0Wk2LCb2hpMLfOfdY0yksiQCK1vSF4olzs8tn/zyZZ2aufI9WiiWuTCXRjdMXj09xAsnBvlnD+xiX1/nirGX7h2Ojk7zxtlhPraph+54mJdOfghGV1X6CQb+D0RxpfcniO5VjlgdAc1B4DLvNOBwEnDUl6JT+XpMKeRw0R9dnvm2bRvTtinWqhycmWRXoplO/3Kj6NMc+G7D8y0UdWRZZMu6JvSqweBYki3rLtX4mrbFO6kBzmQnaHVH2RbspNl1c5yclm1TMarULJOg6l5Rw1o29VVLsD4siKJAxO1CU2SCbudVGcaqVm3VFmYJEedVknRrCcuymCsUmcnXl6cORabR5/2FbAUOqgEea7if74z/aBlPgoXFSHGc/zL8XZ6feZ3NgfV0uFsIqgEconbdsEOqmr6hKpy438vdve28f+FNDo9Mkgh4efXUeRJBL9vaEmiXqTHbixp66WKZnnj4hsILApAr6zxz6DSyKPLo5nUE3SufEZeq8Pk7N/O3rx/kD779LFGfG8uGcrWGpshoqyTYAB7ftp6v79uxbBLaf26E//z8/hVjH9uyjq/evR2HInN8bJr/64V3ePboAOsbr9KFKsBstsBPjpwh4Hbwsf6eq1b0XAu3ZHQFQUUUQ0jS7dWr3SqKRo2D05Mcm5tmspDjX99575q/YBNzGU4OTrNnawfnRuaYzxSWGV1BEEg4QrgkjZHiHLVVwgDXQ9msMlqsZ3OLxkoFANM2PnSC9WXXtywyxQoPbOwiW6qQL+vE/SuLwA3buCqzv/xhKDELAqok0RUOIYsimrxSuPEXBaqocFf4DsZKU7yTOrgspm9jU7EqXCiOcKE48oFcX5ZEtrYl6GuM8fKpC2xojHNgaII9PW2sb4wt+16rhsmFuRQlvcq6xPWX5VDnyjg1MctrZ4f4/J39bGlLrPpbCYLAF+7aTMTr5t3zYxT1KiGPix0dTTQEvPzh919a9fwORcbvcixb9bo0ddXGI02W8Ts1PA6NLa0JtrQ2MDiTuqpCiiSIvD80zsHhSb6+bwe9iQjGVUJu18ItKEeEcToeRRA+WFXYsNPFY529NHhWvuSmZTFfLmIDv7l5Bz3BtWd9722LkcmVeWH/GRyaypP3L2/6EBHwKU4G85M4ZfWW6igFwCmpxJ2+ejyXuvdwPYPhEDXujuxatZliLeEU3JhJGJ3PEPa40Ba5U1f0vtcZjFbAtq8ee1tLiIKAhc1ULs+O5iZ0c/VJ4BcFITXA440PIwDvpY9QMsvXPWYt0RoOsLUtwT++d5yXTp0H6gxzgcs8Utu2GZ5f4PjYDF3xMA0B7w29A7Zt870DJ2gJ+XloYw8ORb5q2ZamyHx86zo+vnV5l+vgzNqGgyzbJpkvMrmQw+/SlsrerkS5VuMH759kXUOEu3vbUWUZ4xpdmlfDLTRHxHG7v7ImNbrXQtzt4Yvr+1fd59ccfHbdjXe+3QpGJlMcOj3G6QsztDYEeXH/AJ/92NZlY9yygwZnkIVq8ZayyiWzSsGo4FMdDOWTbAsu762XBXnVJJQqKnyu5Qk88o2Hcm4F5WqN7wwdpynoYzS5QMy3+vWudp829jVXAOcmk4S9LkaTGdpjQZLZAgvFymKFhI1lgyKJdCciHBueYj5f4u4N7SvCHJVajeHUAhOZLL2RMGfmkrQFA2jy9R/vDnfrmtB4zulJ3ksf/f+4e8/gSNLzzvOXPss7FKoKtgF0o4FG22k/3dPjh2M4dKKRRFISxZW0klbSxt5d3EXsfVhtxN3GaSXdShE6xZ3Myt5KtyIpUTQz5HjbM9PeAw3T8La8r0pzHxKNBhrADICZHpL6f0Cg3szKysrKfN7nfZ7n/39I1zIf+liCINDiivO5lqdpdid4ee5NJj+GkrHb0BSZw50t/ODyTZ6/PECj38ORrjtkk7ppcmZ4gu9e6GdoNsnPPXCQsGdjTthCoUS+UuWXHz5CV+NHV220FVwan+Zv3ryAYVpcm5rl5kySr544QGSd5qszmTyFSpVff+w4rZHNt666jS2UjBWp1c6vf0B5O7J8b+syPw5Ew14eOryDhw7tAAFca7Sq8co6AcXN9ewEHd7NM64impduf4zh/DxdvkY8srbCi3S0Ulcbc8M2MWzjnhIOAFyKwMGOZq6MzxLxuYkF1lYyU0RlzTCCZVvv66VNpXIossTwTJIGv4czQ5NYlkVPSyOzmQKTySzPHO6lUKmSLpaZWMhgmKtj3LcTOPlqjYGFJAvF0oZXHk2uGE8mHuLDCqncyN3kem7wIzG64BjeRr2Bx2On6PFt53zmCmdSFxkvTX4sjVT3tCbojjfwyvVhHti5jbbIHRpyzTB5/tJN3h0a58l93Ty1rxuXuoYpuWsBJACVWp2uWIRnDvQgiouNJe0722HjCnECrFvKueoYa/y8F0anuT45hyxJtIQDfPXkAZ7Z34NbVRarH4RlbxWo1A0OdbbwSF/XylCK4PzZ6B20ecEbc4pU+rdA0BBFH3fX5fh9/wZZfmazh/2xg8+jE/S5mE3m6emMYRirH/b5ao5ruQlHbHoLy1nbtinWq6RrRTyy5qiOLVu+BxT/msQFy7bI1vNLMof3CoZlMTSbpFSrUcsY5MpVIr7V3q4kCAQUH5l6buX7bYPU+xghXZW5ODLN6HyGRNiPIon4vC4Cbp1q3SDsczMyk0JVJBoDXuqGuaYx1SSJgy1NiIJAslTm0309eNWNJTgER03kQ8eA71U7KF3S2O7dRlQLUzLKjN1FQpEFCY/sWdHbbi3UrBp5o7jhcI+uyOiqglfXeGL3DuRlpCOXqvBbT57gVx87hkdTcWvKquv3W0+e5FceOUp40Wv06Cpf3NvHbncYbMiny8xMZrhwbYLujhhP9u6A+TrluQozDTn6h2bJ5cp0bYsiCAKGaWIYFrGon7Pv3uLT23ZwcE8bN2/M8Mb8Tfp6EvznZ5/g/gOdXLgyTqlcY2wyhc+r09UR5V8fPsTYeIqh4XmS6SIn/U0809JFR5uTl9rb04zfrS2tjn7/y88gCAKaIqPKMr/z009RMww0RcarqdTqzgpOEgR+44n7qRsG/g12VtlCeCGArj+MZaXRtFPo2nFkuRNBWDuzna9XmC5nqJoGEc1DwhWkbplMlzPkjQoiIp2+KAvVPMlqAdOy0CSFhCtAzTLJ1EoYtoVX1mj1hKmadSZLGSpmnYDqIu4KsFDJM1/NY1oWiijT7A6hSTITxRRVy8Aja7R7IpvyDPtHZnnx9ABzqTx+r84Lb9/gN7780Ip9vLJGt68J07aIaJsvjUpWi9Rti5/vOsn3Ji+TqhZRXdLSAxTVIyji6utqYTFemqTLu7l66M3CtCwqNYMHdnbgc2lrJtHAEUGKag2rWGl1q85sZQ7TNtdUFzu20zn/TLHM4HSSL57ct7Stu/lOZcxtr2V3+9rMHxso1ur4NBVFEpktFGkPh34Cm/WsDQub4eIYbyXPrDCaAgJ9gR6+0va5D2QoXsxe448G/2LDnYlvzi5wc2aBlkiAQ50rdSzERSLF+yHo1mEZkUYUBKjb7O5I0BQP8trpm5w43EVXe5ThsQUKpSr37+3gwO5WhkbnMS2Lx071Yhgmr78zyOhkiqce7kPXZHq74oxOprDrNvt3tfDWmWFSqSKFVJnpqQzDo/OAgN/nQlEkMpkSuzsSBHSdW+NJHjq+A0UWaU2EqFTqXLg2znzQhxj1o4ed561hmXMhCJDOl3CpCjXb5J/PXcPrdsT3VUXiZF8H0hqkofWw+USaFCMY+G2qtbcoV16gXr+Aqh5D1x5AlptY7sfXTIMzyRGuZ6fwKTpFo8ZPbzvKeDHJm/M3cUsauqSQcAUZL6Z4bbafmUqW/aE2Dkc6uJgeZ7yUotkdYrKU5uc6T3CrsMCZ5AgB1UW2VubZlv3MVnK8PtfPRClNb6CJh2O9+BWdq9lJ8vUKI4V5frPncUKaZ8OLgHyxSve2RvxefXEWX12cPVFK8l5ygKJR5ZHYXiLaB7eyWQ5dkjEsi7PJUSpmnZv5WSzbot3rzL4RNYRP9jDLyhpG07a4Vdw4A2arUCSR5oifiVQWGyeznQj6Vnk1oiDS5IrBSs0cLGwWamlStQxRbf1kp9+ts69j/ZDUB3mhVcPg8vQMb4+O0x4KMpnNsS8R/4nuBrwc2XqO56ZfJnvXSsKv+DjZcJhWd9MHXiP5Azzh5ciVK7xwZZDJdI5ff+zYhmLjG8V8Mk+t7pQXvnvhFrZlY5oWbl1hZi7L0KiObdlUKwaDt+bweXQkSSQYcLGQKjA0Os/UbBa3S6VSrTM1kyVfrKAqEtl8hfcujpLNlYlH/cwt5HDpKoVildGJFJomr6qwsLFZSBU4f2WczrYGGsJrOxaDEwtMLGQ5tbeT16+M4HNr9LXHiPg9mw72bOlqiqIXl/4EqnKAau00lepr1GrvoWkn0bUHkSRn2Zurl5kopTgY2caRhk7+n4FXGMjNMFlKE9F8fLb14JKoxvHodlRR5lp2kk+27EcVZS6mx+nxJ3i2ZT9/eOOHDOZnmSim6Qs281C8h78cepOxUooHGrtxSyrn0qM8kdhNTPczU8miSwq6pPDy7HUqZp1VShjvg4DPxY2RWW6MzFCtG8QbVhtUWZTwyW5ExC3FV0VBJKC6aNR9xF1+BAT0ZQQLVVRoczczXBhb0YnBtE1uFccpm5V7KJfonF9PopFY0MvF0el1pR1FQWSbp3XNbalqhlvFifc1uqIgIH4IA2lYlqPLIcuOgRB+opsBr8LbybNcyw2sGBMR6fN3czC09yMpj7Ntm+9d6GcuV2AyneO1GyPsiEV4sLeTj+DwSxBEAV1TeODIdvLFCtWagaJINMWC3ByZwzSdEEKtbmKYFpoqs7e3Gcu2KZVrhEMeQgE3uqYQ8LuoVA127UgQCriJNwZQZAnTstA1hXzBMcYul0q5Ugds3C4VTVPobGvA69HwGTqH92/DpSvEo+snxw73tHHl+fdojQb55WeOcX1slmrNoDMR2XRLry3EdFOUy99eNmIhCn5q9YtUq6cRAgpu1ycBFpNAAnXLeVgrZh1NUhAEMCxzsW/CYn+jNayhaVsYtokNVC0DTXTowbXFjHjFrKOssWytWQYXU+PMV/LsD7cjImw6+bCtOYxhmnhcKiG/m/09K8XPBQTieoiSr4qNTUzfvN5pyagyUUqhLBrs+8LtuOWVschd/m5en39nFUlitjrPQH6YfcFdm/7cjaJumlwYnebpsFOys167HhGBZlcCn+wlbxRWbEvW0vTnhtgb6EXbJGNvo1AliSa/n3yl6tTrhiMbZqT9uGOsOMkrc2+tEpn3yR4+EX8Qj/zRlW6+1j/C2zfHsG2nROznTh4gHli9stkqvB6NaMRHe0sYSRJX9DYDOLyvfel1wOdatR0W5S+5I9Nq2faS5Xi/87z7WM3xO89rJNTxged+pn+c3e1xMsUyFwYnyRQrjEwnOTMwwX/6V0+vS9ZYC1sSvKnUTq8aF6UQgqghCHc8L7/qYm+olVdnbvDG3ABtngg9/jgh1c3zU1f4/evP4ZY0vtZ1Eq+io4gSLklFXEZtPJu8xVB+joDioieQwK+6+OHUFc6nxojqPnYFHHEcWRRxSQqSICyqNem8vTBI2azToPvRNlnTmi9WCXhdfOrhPUiiiLxGi+h0rcBocR5ZFPFIOj7ZtckbVEARJLyLbdfXShLt8ncT0ULM3CUok6vnOZ08yw5fx7rSjB8FsuUKr18fYSKVZV/72iEAQRAIKn76Ajs5nTy7YpthG1zKXmV/aBe7/N33JOEkCgJxn5e2YADvIkNI/wiXxD8qFOpFvjv9wiqFMRGBhxtP0PkRx/T/x6cfoFSrIyx23/C79CXt2I8COzoccsVtz/CDep2tR5pYPrrRKpUPO3Ec72tHlSUqNYPmaIDmaIBd7Y1Ylr1pYtYWYrrNREJ/+H573PlPENkTbKEv0OTMTjiKVa3uMF/rOrnke8qLD+LuYAt9wWZEBEpmDV1SOBXr4ZF4L8Li8Xb4YnR1R5ciBbdLqrr9CXb440sG+1i0i8MNdzjU8iYf9uGJBSZnMzx4aLvzflki5L/jVdjYGLZJwhXCsq0N886Xw6fo7A+30e2PUzKqSx7vyn283N9wmG9NfH9FEsWwTc6nr9DpbefB6HHUNRJuHxaaInOqZxunb47THg2xLRpa9+b1KR4OhfZyMXOFsrlSV3esNMXLc28S1Rpo1CIfOVusshjT1WWF1qDf6QobDiH/hLLSwElCvrHwLuczV1bpb3R423k4dj/KOsnrrUAQBKKbaDmzFahrlZX9iGHbNlXLQAA0af3r6V9MlOVKVebSd1Zz+ha+0xaugo3TkVNleYDUtk2c9s4rDYcoCIhrhADWqusUlyWsZEFkm6cBl6SsMEYCrHm85e919hP4EN3TqVYNrtycpr4Y9A8H3Hzi5J2lvCiIxPUQE6UkkiAS1fybNiZ1y6Rk1BAFgSuZSXYFmvCbodc3AAAgAElEQVQp+orjKILMkfAB3kmeW1Ugn65neXH2DYKKn33Bvo/E8Fq2Rc2qI4sylukIkwgCTKVztIQDtKqry4PAkXHc7t3GLv9OzqYvrdhmY/NO8jwBxc+zTU8QUrdeWL4esuUK13LzjGUyyKJIc8C/4e6sP26wbZuR4jivL7y7qjOwV/bweOwUETX8E0t1/nGBaVsM5uYoGFXiLj/N7g9uUuDWFHrbGplNFxiZSaFsgaC0aaNrWSnKlefQtOMoctey8Xkq1TdQld0oSs8HHqdSqjF4fQp/0E0o4mVuJkshVybWFGRuKkuk0YcrLRJv8bMwm2V0aI6+A+3MT2fIZcu0dkSZnUwTjHgZvjFN+44Y1VKNYrFCV0+CSrnO1FiSQMhDU9vmacKyLNIaD7Gn24nlurSVBs22bYpGBYc5ZVMwKvgU16ZkDKtWneHCPD5Fpz83Q5evkbsLzxyNhygPRe/nm5Pfp3wX2WCkOMY/jH+HklnmSPjAlhNrhmUwXpqiP+8oJh2JHECz3cxm8zxzoId3B8fJl1d3hliOqBbhaPgAI8WxVfW5ddvghdk3MG2LJ+IP0uSKbUny0bQtUrU0c5UkTa4YITWAJIjsbIxyqquD5sDmKkh+HJEz8ryx8C63imMrxkUE9gf72BPouecU8H8pKNSrDObnyNXLNOo+Z7XsjzFXyTFdynIxPYFX0ejwRrhVSDJeTLHNG6Fi1klVi7hklR2+RlyLuRavS2N3R4Lx+RvIksjYbNqRPN1EHngLRjdNufwcqrKSomvbJrXaGUDakNEVZZGZiRQur0YhV+Hcm4OAjSxLjA3PMTWRpJirUK8Z5LIlLr03Qs+eVkrFKqn5PO1djQz3zyDJIuVCFbdX4/J7t9i2I0a9ZnLz6iTXzo/Ru79tS0a3qTFAyO+mb/vacUwbm1y9vOj3W+TqJRJ6aFPEpojmpcMb5VZhge2+Rrx3MdJuQ5M0jkbuY6Q4xjvJcw4ZYxlulSb47+PfoT83xMnoUTo8rR9ofG3bpmxWmCrPMFwcY6hwi4nyNDOVObo829gT6MWn+eiIhnnx8iCaItPg9/B+X1AWZfaHdnOzMMKr82+vUMkCqFpVXpp7g8nyNAeCe9gf6iOmRz9QFMewTBZqKUaKYwwWRrhVmEAQBD7f8gwhNYAmS2xvCC+VNtVNE/knVMjctE2uZW/y9sLZVWGFmN7I8chBwh9jk8qaWeZc+nnCajPd/sNcTL+MS/LS4d3LUOEcBSNDX+ABsOFG7m2mKoOYVp2A2siewClCqiNoM1a8xnjpOnuCD+JXGrBsk/7cOxSNDLuDp7CxuZB+gZASZ746Tqo2RUzv4EDoMTRp63T3bL3EQG4GURCYLmepmQYh1c1oIcmF1Di6rBBS3bw6O4BX0WnQvJxZuEXNNmlyBclXcogI7A45zlehXGVoKsnAxDxNET9DU8lN63xsPpGGARgIdwmYOwk0Cdterau6FlRVxut34Q+40XSFSMxPeiGPL+DC63eRy5SIt4Qo5Mtk00UkUUQUBTxeHV+wjuZSkWURwzBJtIaRZJGu3gTZdJF0ssDcdBbLtDZdznEbiWiAarVOsVzFMCzeuzJGrlimtyNOb1ccEJBFkZlyBhubuUoWwzLp8bdsuHysbploksz+cBtXMpMY68g4CghEtTCfbv4ERbPE5eyNVdUM89Ukr86/zcXMNUJqgFZ3M41aBJ/iRRNVDNugatWomFWS1RTTlXmy9Sxls0rZLFMyKivK0m5/LkD/zALNodse5PvX3fllL882PU6yluZi5toqyceaVedKtp+hwig/mH2VRq2BdnczDXoEt6QjCiJ1y6BiVsjUc8xVkyxUkuSNAiWzQsksU7fqxPQoxmJGv2aa3JhbIOJ209UQ5p+v3eATO3fg2SAr7ccJqVqab0/9gJyxMqygiSqHw/vZHei5Z+y3tSCJCh45xJXsq4TUODOVYXxyGJ8S5krmNXoC96OKOhWzSHLRUAoIDOTfIVOb4anEr6BKLrL1OcaKV+n2HQHFcVrmq+OkazP0+I9jY3E1+waa6KbTu59mdw/Xsm9QtUo8EP3Slr+zZdsYlokqKZSMCvl6lTfnhxgrJHHJDgmr2RXk9Pww+8OtbPNGuJQaB0Eg5vIxW86Tr98hlJSqdW6Mz+P36FTqBt0t0XtfMiYIKggSRr0fWWpCEFRs28I0p7CsFKKwcWbWoZPdiJKIIMADT/RhmRayKpNoC2Nbjp6rDVimhW3baLpCU1uEeKtTcnLqScfbFsQ7C1XTspEkkVhTEMuykbfYOv3ywBTfeeUKHreGYZjMLOT4mWcO4nE7lQYC0KD56Qu2ATZNrgh+2bUp4RtZEJksZXh9doAmd/B9M7GiINLmbuar7Z/nb0e/yZXsjVVlRIbteIQLtRRDhVHExU4UdzjtLBbpOWr8H0QJrRkGowtpvv7QIc6OTDGdyRH2uJCl9b1IQRBo1Br4+fYv8F/tv+dKtn/JON6GjU3JLC/1gLua61+k4i7bZ/H8LNteNRncDdO2yVYqWLaNT1eZKxTXFK3+cYdhGTw//Sq3iuMrxgUEOjxtPBo7iSZ+vBOJiESndz9zlVGu596iapXQLJ3LmVcIq010+w4jCTJuyc+DjT+9lG/RJQ9vzX8Dw66j4lTX2NiYtoFh1bFsc5XjYNkWTe4dHIl8ElGQ8MgB3pr/BrsDp4hozavObSNQRAlFlCnUK3gkDQGBilmnQfey0x/nViHJheo4z7TsJVsr872Jy7R5IkyW07w+e5Oo7uNQZNud40kiDQE3dUNDFARc2uY7NW9J2lGReykU/xLTmkESE1h2gUr1ZWxsFGXjdaPLDaKyLAso3V2msmw/QRKWumkqa2QOb++56hibRK1u0BwL8MDB7XhcKt984SL3779TDWEDU+U0o8U5pyoDkZDfs6klrYWNLAioorShan5REGl1N/G1ji/xzYnvcTZ9ifwaHRucY1vOTf0hWAKiIKDJMlcn5kgXyg5zSFHoikfW1Ce9DUEQiOlRfrHjZ/jGxHe4kLm6KiF0G86DaGJibvlc3YpCwu/jnbEJhpMpQi7XT1zJmI3NtdxNXl94Z9Uk45ZcPB479ZE1I90MBEHAIwfY6T/C6eS3SVYnKSlRalaZZ5t/E1VcbKWORaY2R7Y+T92qsFAZp2IVsZatdEpmjmvZN/DIQWwspso38ch3Vsya6CKoNKKIjmMT1zuoWWVy9YUtG924K8AXth1ad/uBcBs2NqIgOg6J3YWAwIsz19kbaqFBWylZWTNMZpJ5Lo1ME/a52d4U2bR86RY83QAez89SLP095fJz2LYj+CvLXXg8X0aW12918ZOESNCDx6XSPzKLaVoUSlUsy0YQ7tT8uSQFj6wj4CiObRaqKBNU3fgVFxHNu2EvuVFr4GfbPkubp4V3k+cZLo6uip9uBbIg0+yK0xfoxqu4wYZSrcbQYvuTkDe24cnM8Xgj/GzbZ+nybuOd5HluFkaordFoc7MQAI/kWvL6REGgO9pAg8fNfLFEwuf7SKmrHwcWqimen3mZXL2waltfYCf3hdaWOf04YC+GlGzbxrJNDLuG4/rcMTa3ile4nHkZt+xHFlSytXlM22B5KMq0DQpGGhMD27aoWkU8LAtTCgLCsgblzhpNWNeoVQ2DfKWKZdsEXS5qhoFl27hUBUkUyZTKeDQVAYFUqUy5ViMR8FGq1ambJm5VRRJFVFmiXKvhUhRE0SFt9AYS+BR9lRcbC/n48mP3ob9+mc54mAM7Nj8ZbMHoCihyB37vr2Oak1hWHgQVWWpGFCMIH2O86V5ie1uUeIOfdK7EyESSbL7MH//d6xze3c6Rve2IgkBUC5CrO9UEQXVzXi44NOmxYhLDtriZn2VPqBn9fWoFb0MQBAKqn8djp9jl38H13E0upK/SXxiiYr5/hcHdEBEIqyG6vNvo9e+g09NGkyuGV/ZQrtUBgYd3ORPptmhoSTVqIxAEgaAa4JHGE/T4ttOfH+Js+hL9+aENC68shyoqtLqb2OXvps+/k4TLkdM0TIvL0zOcm5hGV2TeNcb5mQP7HIm+nwDUrDpvLZzhem5wlZfrlT08ETt1T+neH4SKUeBm/j2CaiOyoBJQGyjU01zKvMKJhs8hiyqXM68gCjJHI5/GLfkYyL/LZHmA5YbZJ4c5GnmWBq0FE5O3F75FpnanIWXNLFMwUti2hSCIpGszyIKCV167lGtwLkmqVCZVLNGXiDG8kMKybbqiEcr1OplSBVkSCegaddPi7ZExnurrZj5fZCqb40BrE+PpLK2hAG8Nj/Hsnh7HSAvCuuVjc+k8L10Y4uLQFCPTSUbn0nzy2K5NkUi27A4IghdZ3s6dxIq0aaPzwus3GBieRZEl7j/USd/OJt4+M8zF6xNYls2x+zroaGvgm987T75QAQG8bo1HTvYwMDzL/r5WxiZTnD47zFd+6iiVap0X3+gnmyvTnAjy7GN7+N5LV+jZHqe7c7Xe7ZPxhzkavo/lN4bDrgogiSKGYbGQLhKL+PiVL57AsmwiQSeTatk20+UU51KDWNgoooRfWWmQdvg6+Lfdv0T9Li9UERX8io+pUhbTttnhj3ElPUHdMjfUOeI2VFGhw9NGsyvOodA+5qtJBgu3GC9NMVtdIF3LUDYrGJaBJEhokoomqoTUIHE9SqPWQLMrQVSL4Fe8eGUPsiAjCgKC4MTTbdteknPcDNXx7u/b7mmhyRVnf7CPhWqKsdIkY6VJZivzJGsZCkZx6TopooImKnhkDxE1REQL0eSK0eZuIawGCCh+XJJryQupmgbJUpmyUac54GdgYWFV66OTDYfp8W3HXjEu4FPWJwTcTsJshEIe02L8q44vY2Ky/PGTRYWEK4Zt2xj2yli6iIAkiEiCxNHIffT4t6+SCJUEmSZX3Lk3lvl8DtFIRFr8re6GbdvUbXOpK0Obu5X/ofvX1gxd+OUgFbOOACiivMK7s2yLyfIAM5Vh7m/4HDdyp9FFD+3B3Zxe+Dajpat0evYjIFA1i5SMHAvVcW7kTlOxVoa+nNp5GUlUwF7p1YLjCQ8VzhNUYviUCO8lv0vCtZ2wunYFUapUxq9r5MoVcpUqxVqdRq+HTKnM8EKKA61NjKYyZEsVspXKEjXcp2u4ygphj5uzY5NMZ3MIAtTXobkvhyJLNAY9PLivEwEBt65suvBxCzRg2xEyr5+nUn0Ty5xBEHxo2lE07TiisPGi7eMHO2hvCXPlxhT9w7Ps6k7Qua2BWKOfsYkUb50ZpjkRom5YPP3obgRB4MU3blCu1JlPFphbyPHC69fxenQqVYPnXr7G9m1R9j7egqJISJLIzFwOr0fH73OhKhJBv3sp29ioN9Cor93nbWh8gRfe7selyRRKNVrjQZ59+M4Sz8ambNYIql6S1bXjlV7Zg9e7frlLVPdxqrGbkOYhpvvxKS4s26ZuGlg2ixoVFrIgLt0Qsihi2s6YYVsIi1UULtFHpydAu7uNUr2GJApUzfpSs8CqaSILIi7FERw3LRtVkrEsAV1WqJoGw5kMC+US24MREl4fiiTSFPJzecwhZdzX0bSlRny3oYgyjXoDUS3CDl8npm1g2hambWFjLdkbQWCp060kSIvGRVoqLVt1f9lO94hUqcwtIU2mXFklbxxWQ4TVDy5+X46buVn+4PpLXE5PfvDOwHZ/I7+9/1naPCt1jitmncuZSb43cYXL6UnmKnkkQaTVE+KheDcPxrqJucKrYraWbXMxNc4fj73O5fQkyWqRklFDlWSaXUEON7TzULybNk8YXVpJWimZNf6Py8/z8kz/hr9vSPXwOwc/R0/wjoRm3aowXLhAh2cfLa4eJkr9uGU/CX07HZ49jJeuk9C3c6zhU7y98I/8cObP8SsN9Prvd5iai7+ZJrrxKw1IS2pnAm7JjyFXEQQR27Zwy34atTbGStdI1aZp1No4Hv0s8jrJQ7ei4HfphGt1ZEkkWSxRqtXY35JgZyzK1elZvJpGo99DxagT8QTRFRlZFAm73Wiy5GjjGiYRr/t98xS3oakysZBTLDCfLRL0bpb6vyWjW6ZU+geK5W8iSXEkMYplZ8kX/oRq7Qx+768iSRvroiDLEmcvjTE1k2FPbzPFUpWX3ujHMEwyuTKlcg3btpEkAY9bW+RtO7OVaVq88tYA+3e1MruQo143qdYMQgE3AZ/O7ViSZdu8c26Y/qFZLMvmK587QsD/wVoFc8k8rfEgTz3QR7Fc5U+/sbKbqIhAWPMyXVZRXCEMy6Rq1lHFjTdFdMvqksBN6+KDmiqXuDw/S9U0HL1OSSKo64xmM0tUZo+qUjUNUuUyHkXBpSiky2WiHi8BVeNWNk2rP8BcsYhLUQhqOkOZFIIg0BNuIKDp9CfnCeouxnIZusMNzJWKmJaFJAqkKmUSXh+qLPNwX9e6579VCIKAIsgoW19orYCuyBxqbaEtGFwSQ3Ft0StfDsO2yNbKJKtF4i4/YXX1BGpjk6qWmK3kaKiVV3nYxXqV70xe5o9uvEK2WiaiewgoLixsbmRnOD0/wvcnr/Ir3Q9wpKEDTVp53i/N9PO3w+84inSKC1WUMCyTi+lx3p4f4h9Gz/HVzmN8qm0vQfXOSktEIKi6iOkrySJzlTzJahFFFNnuW9n1Nqi6VlHRNcnNE4mvL70+Ef2ppf/vj35u6X+37OPTLf92xXt7A/cv/d/tP0K3/8jSa0mQOBR5aul1vp5EAOKuLvaHHmUjONjuxFM7IiHm80V2xho40dm++PzZ7G2OLdmLg20rY68ti63kH+/dsaHPuo3xuQx/++I5VFmitTHIq5eydLdEN6XtsgVyxBzl6kt43V/B5XoWUXRh2wbV6tsUin9BtXYBt+sTGzrWtf5pomEvogipTJFypU4qW6StKYymOfqa62FuIY+qSPTtTDC7kENVZba1Rrg6MMXsQp5I0M2e3mbnh2wMEGvwMz6Vpr6OPOHdcOkKA7cKnLkySq5YIeBdy1AL+BUPBaPMbCVD3BVC/ZBMoYppMJrLoMsyddNiZ7gBVZQIqBpeVePqwixRj4fRbIaK4XQLni8V0WWZdLnMTD6HIArcymbQJIlb2TQdgRBNXh+X52e5YNTxyColo0bdshjNZpgpFvCqGjXTIKDpNLjube+1e4Fyvc5QKoUkOJ7/zsYGPsqI7jMte3iiadcKb8jGIW48N3mVvxxaLQJlWhYvz/Tzf/e/Rsmo8cnWPZxo3E7C5cfCZjA3z/cmLnMuNc7/deNV/Htc7Ak1Ly3vRUHgsUQvVdMg5vLT7A7ikhRqlsFoIcVbc0OcSY7yZ4Nv4JIVnm3du5QTUCWZL247xCea+4A76ay/GznDt8cvEdbc/If9n1zhIMiCRJP7o6dofxwIuDT6ErFlNbNrh10+PAR622Joqsz2pgi54uZyKLAVo2uXse0aqnoQUXQMkSDIKEoPohTFsjbeqVNVJVRNprUpzLaWCKGAhwePdZPLV1AUkb29zfi9OicOdxFc9E5PHu4i3ujngaPbSTQGaAh7OX6wk4DP2W9gaJZKtY6sODHmk0e2M58qIEsiJ490EQrc8QbeeW+Yzo4oqVSRat1gz67mpR+qozlCJl9maGIBRZaWhG+WrgM2U6UUZ1KDqKJMX6AVzxYqGO6GX9U42tSKLsmLYhwmPlXFr2kookRA00AQON7cSt00USQJAWEpdndmZoKo7kESBJp9fjotp8zLp2oENB1FkrAWx7yqRrPPT92ycMlOV1afquFRfjISULdRMQwG5he4NjNPWyjAbL7Aqc6Oj7RsLK776Q0kVuk5VE2D86nxNd8zUUrznYnLzFcKPBLfyW/2PkLMdcfz3Bdqpd0b5vevvsDl9CTfnbhMly+KV9GW9ukNxunwRlZpcpi2xdFoB39841VemR3gm6PnORbtoMUTWgzLiLR4QrSwMqTSoHmdUkBRpjeY2FJD1R9HqLJM+GOoWKkZBucGJ1FkkZHpJBML2XvPSBMW/QfTnFhRHmZZaSwrgyhsXKmob2fTqrHda4zt2nEnkL6r2/n/+ME7n92z/U4M6tC+lXJ3a33GbZimyX/77++g6wqH79u2YpsoiSSifnweDUWW0bSVl0pEoMsXx6foXMzcoj8/RbuncUu6usvhVTV2hu88dHfrgEbdnnV1Rg3bosHtRhElZ4l9+yZcJEhEXKsrD0L6vZOF/DihyzI9jQ3ossxYOruu9u/HBdu2uZaZpj87g4jA59oPrDC44MTn94VaeCi+k+vZGX44dY1f2H4cj6wu/baqKK+pziUJIr2BBJ9q28fVzDTXstMMFxZocgc3FJv8cYNL8vNo/BfwrVOp8HHCtm2ee7ef/dubGJvLYFoWx3c5YYumiJ+njux0koKiwOGethX94zaCLbXr0bRjZPO/h1p5CUlqwraz1GpnkeUOVHX9QmR7Uf29XK5h246osabJ5PMVDNNCkkQ8Hg1JFMkXKhh1E0EU8LhVVFWmVKpRrdYRJXGJGVYsVbEtJ+Pv8aggCFTKdXw+nUq1jmVaIDiSkpomY5oWtZqJJAn07GxiZ3eCSqWOrisrKgcuXJ/g+29co3lRTT4a9vLFJ+9b+i6CIOBTXHhlnSZXBMM2cUva6i/9IbGepuhaY4og/YsxopuBS1E40tZCzTDpn1/gwa5tP3IKsGlbjBaTzFcKNOheegNrZ+B1SaHLFyWieZir5LlVSJJwBVYdK1UtUrNWh8bcskrC7Wc+nedaZprjDZ0fmhj0o4AsKjS5tn/wjh8TGkNe/vqFcwS9Oqf23HHwJFHErSooirPCVOSVTMqNYAuNKX34PF9DllqcHmnGdQTBja4/idv1SSRpfdZMrWbw/A+vcOnKBNlciWef3s/RQ508/8IVFpIFypU6zzy5l/bWCH/5N29QKtUIhT2cOrGTlqYQ//Td8xQKjoE+cWw7mqbwzW+fpTkRIpcr88CJHfj9Ll569Qa//LUHOXdhlPn5PLIs4ve7OHl8BzOzWc5fHKMx6ud6/xRPP7GXv/+Hd3F7NH72i0fx+xyjpSgSpw518eSJ9Rl2wmLcyC1rpHIlLk1NYduwoy2K37M61GCYFremksxnikQCbna0Rld5q9W6STJbJJMvU67UMCwbWRRw6yrhgJtIwIMir55Zx2fTTM3n8Lo1trc0oK3hHZWrdQbH5ylX67TFQ8QjKz0v27YpV+skM0WyxQrlSh3LtpElEbdLpSHgIRxwv69oc7FcY2QqSb60fqzL69LY3tqwSrkNwLJsMvkSc+mCQ0ixbVRFJuDVSTT40ZS1E5XFWo2bC0nqpkWDx71lzY2PClXTIFurYGHToHnX1EoGZ7L0qzp+RWeukmeusroSJlev8G/e+bsPrKJYqBQ+lvbs4NzLc5kCqXwJ27bpTESQRJGxuTTVuoFLVWiJBsmXKsyk8tRNC0USiQa9aIojBh72uxmZThHw6OiqzFy6gGnbKLJES0OAumGSL1eJBrzcmk3h0VXcmkqpWqO5IcBcpoAAhHwuZtMF0vkymiLR1BDArSkkcyVmUnnAJhHxE/S4GJpO0pmIMJfOO06erpLOl4lHfEzMZREEiPjdNAa9/LvPP8DEfBbbduLzsiQxncrxFz84Qyzkoz0WIuR1sed9+vuthS32SAvgcX8et+tz2HYVQVAQNtD4zjCdsqDPf/YQV69PoqoygiiwvStGZ0cjL792nYWFAm2tEQIBN08+vofuHU7ooH9ghoGbMzzx6G5uDExza3SB9vYG3C6Nn//KCV55/QZj4ym6OhuZnc3yxts36R+YxuvV8coaN4eceuDlXoBhmPTfnKFYrtHevrJ0rF43GBxd4LR3BACPS12SeVwLlwen+L2/eRnDtPjff+2T7N+5et9ytc7ffP8s33vzGo8e7uZ/+7WnVxiQW9MpXjs3xOWhaUYmkySzRSo1A12VaQh66W6L8tDB7Zzc34lbX+nJff+t6/zVd99jd1eC//DLT64yqACzqTy/+9cvMzqT4te/8ABfeGz/it/m+sgMb126xbXhGUanUyRzJQzDxKWpRMNednXE+MSxHg7valvXmxqbSfH7f/sKV4am171Wu7vi/PavPEVrbOVSslypc2lwilfO3uR8/yTTCzkM08Ln1mhPhHjgQBePHele9d1qhsHFqRlm8nniPh/P9d+kLRjAr//oCAUrWlEJvK83dLs8DlilRwCORsd239rOTM00mC5nydUrTundx2BzbdtmPlPg229dXdIeaAx60RSZa6Oz5EtVxubSfPnR+yhWarx2aZjh6STb4mFO7u6gXK0zOpdmT2eCP/nOaR7a10XE7+YHZwbY05VgYj7LY/ftwDAtrtya4WhvG3/yndMc2dlGa2OQG+NzfO3Jw7x5ZQRZkjjU3cJ33r6G16WRzpc4tLOVPR0Jvv321SVvVJYl3JrKn37vHb7+1BHeuT5G37Y4Hl3htUsjPHlkJ3/2/XdpawxyrLeNt6+N8syxXv78+++SCPv58mP34fdIdMQj/NIzxxiYmCfsdbF/e/O97xxhWWUMY2Dd7ZLUgiStLaVYr5vMzed48GQ3V687s/bYeJJ3zw6zd3cr5Uod01ybg2/bNqZpYxgmXZ2NJOKBRYHx1T3WbNsxqKZlL8U/LdNmcirNfDJPc8J52DPZMjduznD44DZq1ZWiLNGwD59HY2I2gw2E/G7uNRFzbDrNn/7TaWzbpikaYH93My5NIZUrMTSxwAvvDnB1eAZdUzixt+MjXUaalsXFgSn+6z+/g6bINDcG6GppQJZF5lIFRqaSjEwmGZpI8u+/5mbntsY1j1Oq1KnU6oiCwIn9HSsmh1vTKQbH5td8X6Va59Vzg/zld99jZCpJPOzjYG8rqiKRzBQZGJvnxq05JmYz/MKzR1YY3ttlYiGXi0avBwEYXEiR8PtI+DcuwPRRQhXlpXLAbK2ylOhcC2WjRtl06NEBdXXc3SUp/ML2+ykZqynUE6U0fzV4mlYhblAAACAASURBVMuZSbyK/pE2kVwPNjCdylGp1fn6U0dQZAnbtskUymiKjOaXeff6GMVKjV3tMTy6yuuXR7i/r52OeIQz/eOk82VujM0R8Oh4XM51ioV9fPHBfXzz9cuMz2VoCHjIFytcH53F69LwuTWCXhejs2m+8fplrt2aZXdHnNHZNFduzXBqTyfFSp2xuQyJiJ+R6RT/61ceWyL1VGp10vkyPzw7wMEdLezrSnBrJk21VufKyAyyJBL2Ode/Wje4PDKDJIpEliXfi5UaqVwJy7J45eIwZ29O8r/89MOo97JHmmlNk8r8T+tu9/t+A7fr2TW3vfn2IKGQm1DoTkmSKIrMzuYY8cwj2KCtseQEaGkOsau3icFhhzYYa/QjyyKpVJG//n/fIpsrc+LYdlwuhXg8wEMP9KCqMvPzznJtbj6PYZi43XeMwMREimNHuvC4VcYnUis+r7OlgaZl3UEl6d7fzT0dMT7/yD662xtpjQXxe3QUSaRYrXP+xgR/94NzjM9meO6t6xzqbcX9ETZ6VCSJg72tfPnJg/R2xGhqCOD36IiiQL5U5Y0Lw3zjpYsMTSzw4nsD6xrdcrW+1OH16586tsTgA/inVy4zOpVa9R7Ltrk5Ps9ffPddRiaTnNzfyRce3U9zYwBJEimVa1wZmuHPvn2a59++QdDn4uc/eWQpPCGLIgGXznQuT9UwCLp0xjIZEPiRGV1FlBzCi6yRqhZZqBYIa6tL8SzbYr6aJ1UtoggSLe7ViVhZlNjhX/t6V02DouGEcrZ5IptuS7UVON1bBAzTWppMTMvm2ugsE/MZjva2I0niuhONZdsMTycJeV30tscQBWExtGZg246ojGtxsh6dy+D36OzuiCOKAi3RAD/1wB4QBFK5ErIkoikSXl1lR0uUHS0NRPweNMXJ31iWcw63T0VXZSJ+D1PJHJWaAbZDcpAkiaM9rc4YkMyXECcXOLarncIy8X4BEEWIh300BLyOg3GvpR0lMUE4+LvOxbOyZHL/Eb/v3yFLznJaktZfgp84vh1ZFpEkkaee2IMsSyiyxK/+0sOOjKMNPq+Oqsp85tn7cOl3DLDHo/GpZ/ZTLjuzvc+rMzaRoqU5zNOfcNpQ+306CPDFzx0G4MDeNkzTAgEO3deBJApomtONWJJF2tueIRzyYNk2O7piuJYZZFWRULcoC7lVRINevv6ZY+iqsoLLbdvQ1OBnaiHLf3v+HJeHpjHMjzY7L4oCO9qitMVD6Jq8Ysl0+/Nvjs3zyrlBLg9Nr0tXzhUrFMs1Ah6deMRPeJmX4HWvLdJertR57u0bjEwm6etK8POfPMLuzsSKm7ktHqZWN/jDv3+NV84Osr+7maO7nYyyKAjEvF5M03mytoVEuhpCP1KlMUEQ6Asm6PI3cjntsNG29URW1HHbts1EKcPp+RHKZp3j0S4adN+K7YZtIQlO57+74//JapFXZgYYLaaIu/z0hT6+ErD2WIimiJ//8o3XEQX4woP78Lt1xueymOYtvC4N9yJ7URJFXJojQoPgxO0F4NiudgYnF9AUpzxyciHLH37rdQCO9raRWgxv3d+3jfH5DNgOI2xvl1ORNJvKIYoi2xIRDuxo4YVzAwgIPH6om52tUe7fvY0/+ObrSJLII/u76G2PEQ/7eepIDy+dH+TVS8O0N4bIFit86ZEDlCs15jNFZEkiky/zhVP7qBlOK/ilay9Ac0OQHU0NS6/veXhBEHSUxa4Rlp1CEDwo8k5kueMD3xtc9gDeTlgBNEZXxx/vZo0JgoDPq+Pz3onTuVwKrS0hog0rvRk1IC9uv2NEvWsktlzL46LreNgfJ0RRwOtaXQEhCE67oJZoEI+uUizXMIy7BMcXbwrbtpdm91Ww3189UZZEZNdq71lY1LxoaQyiSNKS4trd3r9t22QLFQrlKl0tDRteHRTLVd44PwwIHO1rp7t1tTC0qkg8cngHf/P9s4zOpLkyNM2h3lZkWcKybVKlEq8MjwA2HeEQffFG9I+AlfZhsDMQ5/FED7cKC3xj9Bxxl5+jDR14FA1sm4VqkW+Nneel6RtENC9f2HYfgWX1uBY2r8wMoEsyMZcfXVSQBBHDNknXSnxn/DLfGD2HJsp8tu0ALe7NdS7ZKgRBIOh18aWH9i95s7dDXT1tjc452HfGWqIBmiK7l3Svj+1q43BPK7Ik0hZzPPsz/ePs6Ujw1ccPOk6RKLItFmZfVxOyJNKRcBiby3UhHrlvx9LYT53as3TfS6JTUfDUkR4+cWjn4piT9P6ff/ohJFHk0yf6wHa+y+/+62eRJXFJb1rAGZMkEWzY15VY+ty5TIG3rt6iMehd+uyIf+MiULBFlbEl2Pea/fH+aGuJ0Nay+VY8m4UNZMtlLk7OsCcRw6trnBmboMnvZ1tkZTKoUjN44+IwY7PpVcep1OqMrzG+HKZpkcqXmEvlyRUqlKsGdcPENC2u35rBtGxEgbuEW8Cjq4iCEwqYTxdWhEYs2yabL3NpcIpcoXz3R65A3XCqJ+bTBXLFCpWqQd00MU2b0ZnU0kO2VkF43TDJFsrU6iaxsG/DHkCuWGEuncetKyQifvR1JkBdU2hPhJhJ5phJ5smXqoT8TjVFeyjIrpiTbNoTjy2Jm/wooYgSn2k7wEK1yDdGz/Ofr/yQnYEYLW6HrjyYm2MgN0fc5efLnUc4Fu1c0XXEtm2+NXaet+aGaPOECWsedEmhbNa5lV9goVogqLp5srmPz7Ttw6d8fIlDQRCQJGFVazBxjcoaWBmec+j8i+OLoYVo0Et3i7WiMkcQQFy8HmvVHi+/vyRB4O6ffK2x2zW1y493+zOcIWHFGMvGwLnHb4zN8oPFe1RXFT5zom9TtbpbSKRlKVdeBMC2i1hWkkrlB9Tqzg2vqvtR/oVo6i5HoVrn+9cHeG3oFl5NZSSZ5hePHVy9X6nKX333vS19RiZf5sX3BrgwMMnEbIZUrkSpUqNaMzBNG9NyYmjeNbzRne2NaKrM1HyOb758iWyhQiTgplIzGJ/NcHV4mveujTOdzOPSVv/slm0zPZ/l5TM3uTI8w9R8lnSuRKlSp2aYWKaFadnvmxDKl6osZBxlqXiDf8OJvkKpim07N7C+xrndhigIBBZXLKVKjWrdib+ZlsVkNsdCsYSAzaXpGeL+jRv9e4mQ5ubrO04Q0328NNPPcH6Bq5kppwWT7uWJpl4eTfRwMradgLpydScKAqdiOygbNW4VUkyVslQtA0WUiOpeHgn3cLKxi1PxbuKun9yGnIIg0JmI0Jm49w7Uh4UkiiQiAfYthjhkUbz3nSMsK0Ox9P/dfoUgaJSrP1w6lCj6/sUZXQGI+Tz84tGDjGccOcaHd3SyK746uaFrMsf3bKMhsJqZVzNMLvRPMDqzthf8599+h+dPX6dUrtPdHuXB+7qIR/z4PDqaInH2+jjPn76x5jn2bIvx6JFuvvXyJV567yaXB6fxulUMwyKZLWLZNj3tMWp1g1JldRZ8IV3gD/7uNc5cH8OybHZ1xjnS105jyIvHpaLIEi++d5M3Lgyve53yxSpzKSdx2doY3LDG6G1REkfB7v33vW30nTZEAnXL5PXZISp1g8aITqcvwny1yEvT/ZyKb6c/O4sgCHT7GzmXHEcRJSKah1S1SJs3zGszgxyOtjNRzGBYJtv9URYqRcpmnZJR5ee7jtPsDuNX3aRrJeYrBVo9QXyKzkg+yUQpzU5/nN/qfZSyWefd+TEaNT8e5c7EGFLdfKnjMMeincxV8pTMGgICfkWnxRMkpgfWbBcvCiLPtu7lYKSN+UqBslnHsBy1OJ+iE3cHSLgC69YAr4UnW/roCcTRJBnx44hF/AtD2OfmgT0dm67NXY4tMNIShIL/af3t4vvPVv1z8/zOi69TqtWRRHGplvHpXTv58sF91E2T528M8oMbNynX6+xOxPj07l7awkFqhsnLg8M8f+MmuUoVv6bx2M4unurtXvJqhpMp/uNzL2NYFlXD4DN7d/FTe3dRrNX5L6++xad393JoUXHoGxevMpXN8RunjvOPl68xXyjypQN7USSRf7x0jedvDPIbp47RE4vyf77yJk/1dvNodxfTuTy/88JrNPg8/PvHH1rx/Ty6xqdO7WHPGl2EC6Uqf1SprWl037gwzA/fuYFpWnzl6YN88mQffo+OpspIkrgUOnjhvQHsNWK2bl3hFz91jG2JMK+cHWRiNsNCpk4s7OPpk7s4vmcbqizze3/78ppG93tvXefNiyOE/S6++vRhHjjQhc+joSnyUoxsYGx+3Vn9/2/vvYPsuu47z8+58eXc73VGJzRSIxMgCZIAo0glUqJkSZYolZxqPQ47VTPj3SlPTY1GHs9urT3rmi17dyRbK9uy5CAriwrMFINIgCBiA43U6Jzf69f98k1n/3gPDTTQoAgqTe30t4rFxg3nvnvuub/7O+f3+32/UkoWlkqMz+YxNJWu1sTbNrrRkA9NUyhXLYqV2k2DdK4nyTY86XDAxGfquNJjprLM1lgzeatCRVjM2ktcKiywPdHKolVhczSDpihcLmbRFRVXSqbLS4yUclQ9h1ytxLJVJaybZGv1D9TTU0P0hlN8tHsPluexOVpnzjuZm+Sl2Uvcle5hspynMxinIxinO5TiB5NnObowzrtaNxPEaPzmKiDRBHSH/PSEAyjCRKBfsw7v4XpVJFZjndGoHyMEQc2kL9xETyiMxGn0jYoq/IByTRsuriwjr5HHUYW/rmmIxJUVFGHQH8mwMZzGlWVcWUTFjxAaUnp4stKQ15EIoaEKk2t5sqV08WQNT9oIoay6j7qqRAVPXhlbYuUYRRgrY0RKCw+rQVSuNtqomyGJg+vdKD9VP86HInQ8aePJGqoI/FIEE5KRAJ70ODk8XV+TTtfjLLeyvPrOiiNEsKEScevR/YpVHzif3LeLrZk0Fdvhb468yXyx3tnPnR/mGycH+dieHSQCfr47eI6/fO0N/uWhO4n7/XTEojw2sIXmSJhzc/P87ZHj7GlvpTVan17NF0sIAf/pvQ/xN4fr7Xqyzks7tpinaF1N/8iWykwv1z2zXKnCbKGI43mM5hb57uA5lms1SpaF50nG80uULIua4/DNk2cYyy+tSXosRH19da2KtLrqxtp9dvLCNMulGt1tSR49uJ3mZHjVg6yvtZap1uw1ycSFEDTFgnzo/p08enAAt2GYFSHQNAVdVRmbXbyp0Tw2NIHtuGzpbuaB/f0kIoFV169ZDgv5mws+Oq7H6HSOmewyve0pktG3z1QWDvrY2NHE4PAMlyezN2V1y+ZLXJ7O4TM0OjJxwgETSzqUXZsLy/O0B+tBGa0x/Y4bAQxF5fDCKHele9CFykx5mYjuI2b4qXkOrf4omlCZrxZYtqu0B2MU7BqPtG2ptyUUkmaQsO7DUFTCuo+CU8OTHn3hFEezE1Rdh6QZZGeijaQZXOV5Thf+nqozjiJ8FKzTgCAVeIhM6FE0EUFKj4ozwmzxmyzXTgAeYWMnreFfxafXnQPLnWN86QuU7Ut40kJVQrRFPkHcd4ArqoAVZ4Kh+X9DPfwmsd0cHdHfoCX8USx3geHF/4N08FFSgftxZYmh+T/A8Qr0Jv6QsLkVy11gNP8XVJzLSDwMJUkm/Dhx3wEEdWNXqJ1gtvhNyvZlFMVP3HeATOhRdDWJJytcyP0RS9Uj6GqirhoofCQD99Ia/jiKMPBkhenCV8lXf4zjFVCVAMnAA6SD70UVQZarRxnO/5/1e3ZmEUJHVxP41BbaIp8m6ttNrvISU8tfZkvTf0FXf3FS9Fcwu1jgH144jq6qWLZLJGjy64/sv+l7vRZu2eg67iTF0l8TDf9LhEj85BPWgKFpNEfCdCXjlGoW4UZqieN5PHP+Ivs3tHNvXze6qqIqCn/y7EtMLxVoCgbZnGlCEYJzs/Nczi2yIR4jdA2x9vjiEu2xKKlgAP91ci1ly+bI6CTFWv1rfG5uAeO6zqrYNs+cv0RrNELmumCVBE5NzXJxIcftGzqYKaxNXv6OcGVeLSWe560yeK7rcfbyLEfPjmE73k0TLa4Y9VsZAFcvfzVAdr2naTsuR86MMTQyu2ZmhJSSxeUyrxwfxvUkO/vbbjDab4Wgz+D+ff2cH5vntdOj7N3Swd27elbdR7Fc49s/Ok2xXKO/s4kdG+spZYor2BCM80DrJq4oH+9Ktq+kWN3T3Fe/H+DjvWvzgkyVl9gWb2FfasNKG9fizvTVzJz3dmy7et9ATzi1UpzRGYqzO9m+6lxP1lgoP09b5Al6E3/IUvUNZkvfwqd1kvDfhe3lmVr+Mpa7QGfsXyAQTCz/DVOFr7Ah9ruoSgBF+AmZW8iE3g+oTBW+wsTyF4matzU8XnC8PBKP/tQfIaXNWP7zDa9TgvRwvTKyocqcq7yI5c4DClD/iOpqhLj/AC3aRxFCZab4NaYL/0DY2IahpqjYlxlf+gI+vZ2exP+K5c4xXfgnJDZt4U82OsQj4T9ER/TXkdKjUDvJ2NLnifvuImhsRAgdU8vQHv11dCXKQvkZZgr/TMjYSsTcTtjcydamPwPgYvaz+LR22iKfRhEGmhJtjDUbV5b4qRRXfwqUqjaZeJgnHtiDBP7sn3/0lnGOtfAOSMzLOPY5pPzphRCvR9V2WK7WSAavvrBRXz2FpmTZdTl2KZlaKnBiaobZQpFMOITdyFn1pOT0zCx9qbU/BjXHYTibo9bw1mYKBTpi15KLCIZm57mcXeQDO7byvTOrWfeXKlWOjk8x0JLB1NSfqdHt60jhMzRmcwW+9aPTHNrTRyzko1KzuTC+wNOvDTE2k79pZP+nxaauNIcHxzg/Ns/3Xz3L/m0bCPkNlkpVzl6e5anXhiiUazcsGVi2Q6Vm88KbFzk6NEEyGmRXfxvh4Nsn/zF0lXt29XBkcJTDg2N86XtvsLhcpq+jCUNXWSxUOHZugidfGSTg03lgfz8bO+uBW01R2ZPsWOXBX/v39fmtayFhBghqxi0HROqB7RuN9A33pyXJhB7DUFOYajNLtTcoWCeI+fZRdSYo2edoCX+cmHk7EpemwAwzxa9TdaYIGn3oapTm0FXC8KR7P6P5P0dyddZhu4toSgi/2o4rK6jK2sRHNXee+dIPaAq+m/nyD1a2K8JHKvAQrlfEkUU0JdQw6PWlg6I1hCvLZIKPETYH8KSN5cyRq/yIlP9BTK0FBA0DGUZKD11Noir+FYoAReg0BR9ZuaYnLXKVV3C9IlKCqvhRlbbGsX5UJYxPa/ulLCPcDJoqmMku8+TrZ3Ecj6VShRdPDNPeFGXrhrcp3vBOLux681Sqz6AoNxIeG/p2NG3DGmf9ZBiaStA0yRbLK57XUrUuYBg2jYaGk8Khvi7u6OpgenmZP37qRQan5zjY18XYYp7hhUUe37FtzfZjfj8f3LGVe3q6APji4aNM5JdX9ntS8u3TQ9zT20VH7HoyGBicmaNQrfGeLf2cnV27nPWd4s4d3Tx/9CKvnhzh68+d5MjgGEG/iWU7zOYKpKJBPnjfDp5/4wKz2eWf3OAt4oF9/bx8fJhLE1m+8oOjvHj0Ej5To1S1mMsV2diR4rFD2/nG8ydWnTc0Mse3XjzF4cExXM/j4O4edvXfWj26EIL2dJRfe/R2AI4OjTM5nyeTiKCpCsVyjZnsMqqq8JEHd/Oeu7bia8xiFCFI+n460nWfqr8tQdB3CkNNr1CiakoEXYljOXNIXFyvRMUeY6bwVXLlFwGoubM43hKOlwfq68KLlVco2qex3UUqzgS2uwjXzMQsdw5diYFQ3sIJlGTLz6OKIBFzN3OlJ1ftdbwlLub+GMfLY3tLtIY+hqaEABfbXUQVQTSl/l4oQsdQm3BlBUcWMGnBkzbZyvNUnQnAw/EKJPwH8Wl1Q1r3fk+Tr71GzZnFcmepOKM3pD/+JFSdCS7kPosqfKhKmJhvP0n/vW+L/+WnRSTgoyMdo1ip4boemzvSFCs1KrW374S+o1/pOGMUS1+ANbj5I+Hff8dGV1dV7uvr5usnB9mUaSIZCPDdwXNsSMTIRMJUbJvjkzMYqkoyGGA8v0zVsQmaBmXL4junh4j4TAxVZWa5QKlmYakKZdtqTJnrhv3KsoN2XdT32MQUmXCIB/p7yZbKq/YtV6scn5jmse1b6EklbjC6qqJg6Bqq4iGuSex3bBe3oVZhVSw8x0W9Zm3XdT08xyUZDfA/f+wg3a0JXjk+zPD4PJqukU6EuW9PHw/t7ycS9HHmwhTz2eVV75Vj1wUtrxC3SynrtJhCoGqNzABP4lou0vUQngRv9TJCX0eKP3jifr79wimODU1w9tI0hq7S1Z7iQ/ft4P59/WiqwrOvDYHjYdXqQobFco1Tl6bRNIWPPribx+7dvqr0d1UfqQqmoaFrN4qYaprK9t4W/uBT9/PKicu8+OZFLk/lsG2XWNjP3bt6eOj2TezZ3H4TFY//flGf1l95Yh5SOghh0igqRVOihMxtBPSr0kiaEsWv19+jmeJX6x5l4F1EzNsoW+epOZPXtC+p2KOYWoYbM2frEAgqzhgl6yxNgfegr+EwqSJAc+hxbC/PYvVVcpWXSAQOoSsJFKHXA3kN71pKicRptNzIc0UlbGwlE/ogSI+KM85i9RVK1nnC5gC5ystMFb5EzHc7ycC9WM4cFXvslvtTVYKNpRUfVXea8aUvoCtJor7dt9zWrSIe9nPXtm6Gp7Nomkp/W50tT/955ulC3ZuNx/4YRbmR+Ugob+11mLpGczi0UqIphCAZDBIw6qqaD2/uQyL56vHTVCybLZkmPrZ7O6lggIptM7W0zHMXhilbNlG/ySf27mJHa4Znz1/i+2fPI4TgP/7wOQAqls1CqUxHLMZDm3ppjYQJXJPKE/P7aGoIR0b9PjRF4eN7dxLz+ShUa6RDQfx6nUUpFQwSD/h5sL8PQ1UJ+wwy4atpYfu3dfKX/+6jQL166wq+98UX+O4XnifQ0G2zpeQDW9v4+LtvQwjBm8+d5tl/eJUP/f4j9O7o5DcevYPMYo0zMxU+8a8fpaktwdzleZ76f55hcngOq1BhfzpKfjRLqlEV8/W/+CHzkzl+7T98mEDIR6VY5a/+/VfZsKWVd3/6EEIITr18jmf+8ccEzk+xSRHkXrrAwrYNNLXVl2KkK5l7Y4Sh/+tZ4hEfgWqdi/gPv/o4nb3NaIrg0ulxBrIW4+en+d8//d+44z27uON9e/j8H34UkJiGjs+4uUbcowcHeGj/JlR17co7TVNpT8d4/L4dvPeurfVlIylRFAVdU/AZ+i+dsvFmsL0yUnpoip+Ku0hAS66QMFXsEarOJIowqDgjVN1pUoEHGt5iCr/ehak2kfAfbAScrIbgaN0wLlZfJWRsbkzNJWXr/EqWgpSSmjtDyb5IOvhuhFjbY5e4LFZeJaj3ETZ34MrVToXrVfFkhbC5E5AowmA0/+c4XhFdSeLTO/HKNcrWxbqH65UoWGcwtWaMBp2rEAqGkiFq7gMkfreXhfKzlKwLhM0BlmtvIoRBU/DdaEqURe8VPHnrcje6EiUZuBdNieJ6ZfLV16g6o0T5+Rvd+aUSTx4+i6ooWLbD8FSWj9236+cbSINGSouSQFXXVtJ9K2zJNPGZd18VngsYOr9911XBOkPTeHRgC48ObLnh3KBh8OFdA3x418AN+yzXZXtLM797z+10xutRTcfz+OwPnqPqOCQCAf6396/WbvvI7qu8YR/auY0P7by6LLEhEeN/eeDgyr///MOrSXwe7O/jwf6rpMuGrq3JNFQt18h0pvidP/0E0pNMD8/xV//+nxg7OUZ7Zwq75lDMl3GdumfqMzR8ioJJvdQyFvZjxYP07+7m4SfuwXU9/vG/PMk3/u+n+YPP/Wb9GqUa5eXKSiqZlJLScplqqZ6CpGoK/rCP2x/ewYd+713MjmX5+z/5Dsl0hA//fn2NzXM9Fmfy7L57E5/6dx9g5Mwkf/ufvkHIb2AaGpOXZvnSH3+Tzv4WPvo772J0aIqnv/IKvoDJwcf3o70Nngq/qa/JoXsthBA37cufBmUnh5QuQf3mfM8/DRaqF8jWLhE12hgvvcGd6d9Z2acIncnlL+LXeyjZ59FEgJjvDhRh4Nc7aQo8zHz5+1SdGXQ1huMu4dc3kAl9AIFKSN/Kcu04M4Wv4ckqZefyisdpufPMFP8ZgULE3H3TjKKaO4eUHh2RX8NQm6g4o6v7x77EXOk7aEoUIRRK1jmC+mY0JVLnNTF3EPPdwUzx6xSsQRxvmZo7SWv4CQw105DxcilYg0wX/h6JrH9o0AiZ9Xc5qG9kufYms8VvNz5Ao0huPTZkuTlmi99CET5q7gwKOkHjRnvx88BSsYrf0PnUQ/Wg7J/+0ws//0CaqiTx+x5BiFurN/4fFQLQdJVIPIj0JHZrnFA8iHrNl9HzJNVSjdJyGdfxsKpXB6IQgkxnioc/ec/Ktv2P7OT5r75WV8xQBEIRq8pyrx8DiqqwZV8vW/bVp6/NG5o48tRJ5idyK0sMnutRWCrT1JagpStNYbGMol1dlz3z2gXKxSoPf+ogHf3NtPe3cPHEKIOvXeS2B7cTSb59maZfBhaqF7BlmV79vp9L+0mzD8srUXZy9IUfWEU1GtA3kggcomQNEzK2kfDfhV/rAOqBp2TgQQwtw3LtGK5XxNDShIytK/mrLeGPoqsxLHcBQ03RHvl1wsZ2hDBwvRyaEqE9+mlMrYVlq8KRhRFazD2EzT6W7BpPTZ3B8Aa4s2kvYXMHJafG4YUpji00MVi5QF/EYEskDkoHXxt7kpJTw1Sbifv38kbxND2hZg409dMa/lVO21G+P/VDSo5gc/whWqLbGxkfGgHjDt6c/T4XJ78GCAw1yh3px9hubOLC8gzTlVY6/I/jeSMUHJvRymZSRic+rY2Ka/H6wkVmqnkcz2OupDEQj9ER9RhamuRYbgSAkj3OXDGAnP0e22Od7EpsxVY/yOFcOHwGnQAAHEBJREFUjfubr38qddRcm/OFGS4Wpqm6NikzzI7YBjL+KI7ncjR3mcvFOeyGMkd7MMGBVD/mGuv8pq5Sqlr8+MwIjuvhN9+++vcVvAPliAzB4BPvKEf354kdLc00hepLAFegCMH7tm0mZBq/tFp8CYwOTfEX//rv8KSklC+Tbk/Sd42WW3Z6ka/+1+8TSYTqbEsXZ2nuqntkda+1wvEXzzA2NE0xX2Lk7CTVUqOIAEE8HeXkS+cYPjVGMBrg7OFLXB6coGegc6WN+ckcp14+x9TwHEsLBYbeGGbr7X1IWc8tdhyX5WyRnoH2tW6D3NwyC5M5/uFPv4s/ZCIlXDg2QrIlRu26YovF2igzlVP0RR6g7GSZrQzSFthD3hojZ11GQaUlsIuE2c1U+QRz1TOo6MTNLpJmHzOVU7QGduPKGvPV88SNLhatUTL+LeStcbLVC7QF9rJQu8CSPQFAVG+nNbCbirvITPkUIGn2bydudjNbGWSs9CqOV8NUwrQGdpO3xpipnMKTDs3+ASJ6G7PVQWJGJz41ykTpCElzI0v2BFGjnYCaYLz0OhG9DcsrETe7MJQg2doFpPRwpEXM2IBAcKnwAiE9Q2BF70sS9x0iHVyb8lRVfMR8+4j59q2539TStEU+uWpbyKgTuQSULgJ619XnZOX53vQ5Pt1ziJhvA98YO8yXR05wKH2AD4bfR9W1+eexVzm7NEFX6EOUXcFkOcemSCsR3/t5s7BIXzhDU7A+/o4sDDNcmOdAUz+zNY9n5kK4PE7UH+BofokF+zgfaL+NuBki5HuEMUujLEpsjrbx6vx5woUI9yEYXBrneG6U/6n/AVr8H+BycY5XJ57nUGY/fr2LZ2dO88PpE2yKtKIKhaHSRhStifsReNLDkS5Fu8oPphd4qPm3iRoBNsQ62RDtYnDqGM/PHOf+5h039J3tubw8f46npk/SZIaJ6H6qrkV3KE2GKKfyY3x97DB94QyaonJicYQzSxPsiXevaXTT8TDbu1u4PJNDCDi0s3fNasK3wjucw6k4ziQ163VcdxJFRDHM/ejaJkBw/PlBjj0/iC9gcPt7dhOKBXnlW0cYPTOJqin07uzizvftpVKq8p3PPY3ruDR3pTn4ods5+dJZdt83wKWTowy+ep57f+UOLp0YZfcDA0hPcuSHJzjw6G1cPHaZkz86i+O47HvXTtr7Wzj91Hn+3xNPIz3Jhq1tHHh0H/kXL5Ha3Y3afLXUNDed58WvvUZ2apFUW4L3/dYDnHrlHCdePINdtRGq4NOf+Qj6GpI37wTxdIS7Ht2L9CT5hQJHnjrJ+Tcvc+d762tQgYifHQe30NaTxvMkR585TblQJ6axqjbf/tyzXDo1xt77t9GzvQNVVzn18tV0tn0PbefiiVH+5o++TjgRorUnje8amsrZ0QW++l+/j+u4DBzop3tbB9nZ1fL2juWSnV7k9kd2rnkPiiIIx4J0bm4h1AiU9WzvoKktQSi6etZTcuYYKb5Es3+ARWuM8dLrJH19hPUWdDVItnqJ8dLhujGt1Y1ws38AnxbD9irMVc+Q9m3G8krMV4fwqVHmq+cI62nO5r+DrgRoC9xG0uxjyZqoxwXMPlxZY6z4Y+LGBlRhMFJ8hZpXZKF2AZ8aQ6ou2dpFBIKF2gVCegafEuFy8SV6QodYqJ7HVCPoip/ZyiABLUW2egFDCWAqYWYrg4BCxc0R0tPowseSPYnnuVheEYHCZPkoi7URusMHCTSUeOUvKad0spzjR3Nn2RHrXNl2dmmCl+bO8ht997M9Vve2PSkJaiaLVomw5ufe9DYONNUZvKSUTJbrM6JX58+xaJX4tb77aPHFOLY4wtfHDrMt2s4+oxfHc3Clx6HMVh5sHmChuryq1FhSL/O+OiuTK9uPL46wNdLOR7vuRBMKi1YRVSioQrAt2sHmSCsz1SWOZC/x/va9dAQSKOIq74FkbRKm2Wqe52ZOszHczKPtewlqPmzPwdfgoj6WGyHji/Dx7rvRhYIqFC4VZ2/ap3WVjCD+Bv3pWrGJn4R3YFUcqtXnKBQ/j8RCEVGkLFMq/yOBwGMszz7EG8+c4uFPHSQ7neeNp09x/8cO8OATB3n6Sz8iFAty4NHbCIR9XB4cp7krTfvGZo69MEi1XGN6eI623gWe/fLLJFvjVEo1Ji5M076xBcdxGT45xr6Hd7JhSxuJljhzo/O89I3D/PafPMGhX7kDRVWwqjb3/+pdBMI+Ji/OEIwGiKUj6LpGIOLn+X98lXhzjEMfvgPd1PE8yeiZCZo7m2jty/DkXz27ZqntO4EAoskw+x7agZQSq2pz/ugwQ28Mc8d76nI5gbCfHQf66d/bjet4ZKfznHntAlA3usdeOMOd79nFvR+up1QNHbm0agkh3Z7kNz/7EaqlKkJV8FyP+WtI2WfHs4wOTfHB33mIPfdtYylb4Ad/+6OV/dKTjJ+fpla26N7WseZ9dPS3EIoF2HbHRroHOhBCYFs2hqnjC9w48FJmPyPFV5DSJWZ04no1ZmqnqDh5Ss4shhLhyksX1ltI+erFDQV7hoI9wxvZv8aTNsrKEJWMFl8lZnTi4aEpPkJ6E+FqM0II4uYGcrVhPDwSZi+aYjJbPcN8dQhDCeE34vXyVVTmqueQeCSMHvxanOnKCYrOHCUny6ncVzGUIGUnC1Dftvg1TDVMyZ4j499OtnaRueoZglqaiN6CQEUimSgdwVQjhPSr81xNCWOoiV8wC5/A8hy+O/kmm6P1dK2iXU+9HC7OEdH9bIm2EdZvzAIR1LN6jIaXV+fnrbc3VlqgPZCk1R9vlCc341N1JiuL7JEeVa9OqJ7yRTBU/QZu3xOLo/zbY19BV1Rqnk3JrnEosxUQJM0wo6V5xstZwpqPimsTaizBqYqCioKu1Kfy+jW/D+pG+8zSBL/52ufQFJWoHuDR9r3ckdrIQrVA2amxLdpOkxlpPIer47XJF2FoeZKx0gJR3U/Jqb6lpPrwdJbPP/k6PQ2qyYCp8+mH911lJXsbuHXlCHeGYvnv8fsfIRj4VRQlhJQ2leqzlMpfZmFGxfTHiGeieJ7Ecz1qFYum9iSBsJ9gJEC4oRwxfn6Kjk2thOPBFdITz/V4+RuH2XFwC0sLBeLpKO0bW3jpG4fxXA/HdqgUqxx9+iTL2SKVUpVCroiiKITjIYKRAJpuEUmEVtp75ZtHOP3KORRV4QO/9wiVUpWedIRE89Uywp4dnXz3c89w7o2LlJffmv7wViCBhalFfvh3L9U93fllJi7Osq9BvA6NBH5FoCgKUpGrJFc0XaVjYzNnXr+I4Tco5kuMnZtaldsoFEEoFiAUq3ucpeXyqrS1aDJEJBHizecGWVooMDu2QGGxSKahCzd6borvffEFdt6zmbaetRUKdt6zmYsnRvnWf3uGvl1daLpKdjrPvoe2s/PgZtTrBl3c7GKqfAyfGiFmbKDkLJCvjdEVuotFK7Ji1NZCWG9mIPY4llfiUuF5gMbxkoH444wUX13zPL+aREEjW7uEKjRAkPZtYaF6npI9hxQehhIm7dtCtnaBXG0Y0wnhSY+gliaoJdkUfZiw3sLx7FcACGpJ+iIPEDM6OZb9EgAhLUPc7GK8+DohPY2KSs0tsGiNcFvq11d+M0Br5BM3vc+fG6TkWG6EqXKOJ7rv4dX58xSpG11V1BUd3sqwrNlk4/+OdFfOdaWHh8RsGMMlq0TFtWj23ZiOBrAt2s6neg+S8UUZKy3w5csvA/Xx/57W3fzn09/gD978Mi3+GBPlHPc3r51vfz0Egk2RFj678yPUPIenpk7yd5dfZmd8w4on7N4kF/jB5u2czI/xr47+LZ3BJHPVZTaGb7I4TJ0act+mDp54cM9Nj/lJuHWWMVlCyio+814UpW7YhNAxjT1Ua8/T1OmhaRpHfniC8nKFcDxIPHPjQ5i6NMvsyDz7H95Faflq+srceJZIIsTWO/v58XeOouoqD3z8bgCmh2f5/hdfoFKskpvJ09yVrq95LpVvaP8KhCLo3NJGujPFyOAESElbbzPDJ8coF6pEkiE27u5m5vI8Bx67jYEDm/jr//BPN23vVtG3YwOLs0uMnp1ECIE/aPL+33qAfQ/V158yG1Lsf2QnsQaRuxCC7m3t+PwG/pCJGTD44O++i5e/fZSpS7OkO5M88W8f48RLQzdVO9R0jT33byPVGkdRFdp6Mzz+u+/izefPMHlxlt6dnex71w6yU3kEMDkyRfPWKPf9yl4cbGynhhkX3POB2/CFDCpuASPo59F/cR8//uGbDJ8cR5Eqqc44qc4YKBJXulheGV34CGpphDDI+HcR0GKowsCnRrG8Cgu1S+iKj7R/G4600dUYHhoSD4GKrgTI+LahKX6EUEj7tuBX48TNLpr92/CrcZp8/ehKndsiZlydOvu1KBtCdzBTPo3EpSt0FwmzB4HgYuE5HFkjE9pJWGxCqkGW3CGWqwt0BA7gE2ni+kasqh9LClLmVlQZIaL2oBGpB4pkH4qbRJWLjObOE9K2EVZbQQqKjk1vqA9dJkmZmxGeD8t2UBSB60o0TVlRIJANheXlUhW/aeAz6kUoVcsmGvTheRJNVVEUQc120NT6uVcMiKKIevDVclguVwn6DKLBq+Tny06F44sj3JvZRot/Nd9zXzjDdyff5Ej2EvuSvQig4tokzLcOhJqqxsZwCy/NneVScZaOQJJT+TE86dEaiON4LicWR2kyw6RvYnR1RSOi+4kZQRatEto1KhqW5xDSffxW3/0cymzhc+efQb+FuJFAYCgailAaskj1D0PKjBDRAxzNXaYzmCKqByi7FgHVIGoEsKWLQPCJ7rt5tH0v/zz6OqOlmxc+Oa7LyEyOV06PAPW8/z23WAx06yTmjURoz1utdeXJEtIrEU2muPvx/YydmSDQ5qd7eyfBBrP65v19GA0JHs/zuPP9e0m2xuvpTO/eRSASoGdXF2gauqnjiwa5PDSNbbtUKxaFXIloc5xUe5JYW5JTh4fZeVc/Td3NDL5xmWgiSKlq09Gb4dyJMWLJEB1bO3j9qVMohk6kOc7E5QUyvc1EkiHKhepK4ULn5lZSrQkiyTD3ffQAqga2dQrPy6PpG1GU9DsqR9xz/zb23H/zL3bPQAc9A1en9IqqsOPuzey4e/PKto7+Fn7137xv9XnbO7kZTL/Bw0/cc80WlYED/Qwc6F/z+B0P9hK8o4Dqs8jbsyxZ81RiRd79e7ez7MwwXy4S1hLYWpW+98ToeiRIymzDkTbgUHBylJwllp0sIS1OVE9RsXME9U7iRoZFa4Yle4mWwG1ka1OEtBgL1iQz1csEtXYul07Q6q/g10L41Ahd4bsbvyxEZ6jOWrfd+NDV/tCuphim/atThRJmDwlzNbVoc2AHllfBlmWazd1MLiwxPC0Y6L6PhXKJhZJkSa3Ska7vOzs8y+7e25iZK7BUaqYUUIkEKizN9hJJx+gIdTE3Oo7lN/EFU0ws5MnmDaItSc5M5dnUsZuJ2WWQC0SDPmZyBXpakozNLdblvKVHb2uKS9NZqjWHuwa6ODc2x/mJee7b3Ud2uUx7U5RIwMfgyCzdzXEmF5ZWkvCDfoPccoW5fBHLcXBdj3t29KwQIc1XC/RHmtmX7Lmh0m5juIX3tO7iuZnTvL5wAVUotAWSvLftrXNcBYI7m/qZqeb52tjraELF9hzuSG2kL9TMczODnM6P84GOfbdc3ech+eH0CSK6n0OZrUR0P4b69k2TRDJWXuDPzj6JBPJWibvTmzEUnbTP4JHWnfxg6jh/eeFZTFUnZgR5oHmAsO7nuZnTlJwq723bQ0QP1INnb7EUFA36aE6EmZivVwuahsZueXOJsrWgfuYzn3mr/WvudJwhKtWnkV4R153Hst+kVPp7JDZB/2Mk0t10bmmjvb9lVZAlno6uTPsjyTCZDU1ouoo/6CPdmcIwdaqWy9ljY/Rua2dyLMvM+CLhWICxC7O0djchFUEgEkAikIrKroObuXCmUZ0jBDMTi2y5rYcLp8bRDY1ctkQwFuK2BwZAUXj1hydJZKLsf2g7Xds6aOlOoxtaffkjIrCdZ0lvKCIUsO0TuO44mtqJQFKpPonrTuF5y9Rqr2JZbwIerjtDrfoCCA0pK1Qq38N1RvG8RSzrDazaEcDD8xapVZ9H4iKEn0r52zjuJaSs4Hl5FCWMECqOM0K18jSel8Xz5qlWn8exh/BkAds+jm0dRyIb7T2DxEFREu84o0QRKtPVS7T4e6i4RaYrl8hZ08SNFmarI8TNZkrOEllripieoeDk0BSdhdokE+UhAmqE8fIZal4ZVWiU3WV0RSdptmF7Nc4X3kAiSfs2cLl0iqK7iMTDcmsUnRyWVyXt68RUf36VZoYSJKg3YagBZvMlXjwxTDoWYnwuz7mJBbZuyBAL+VaUZbubExxpqNZGgj4mF5ZpS0XqyhaGzsWpLC2JCLqm8vKpEUpVi0jAx8WpBSYXlpiYyyOEQFMVRmYWScdDHB4aJ1+s4DN0LNvl0mSWiYUlNnemGZ/LM7GwRFdzgqGxWYYaqskjMznG5vJcmFrAZ+icGp4mX6xQtR1GZnI4rodpaLQ3xdA1FVPR6I+0cE/TZjYEm1CEQsoM0RdpJmGG0BSVrmCazmCKFn+cjmCMFr8PvyoJGyE6ggnSfpOQFkAVKobq0hmK0hpoQuDQEgjRHkiR9gfZl+xlR7wDU1UQCPqjabZE2xo2S5IwA7QFQtS8RUKawfZ4Dy3+BJpS/50d/iRRJ4jqKIR9PgaCnTT5wtiOS9oXJVwLkmx44I7rIjxBdzBNWouiCoVazaFas6kVPNq1FP2JFtJqlH5fGwdbt2AIjZn5AmkzysZICxkzSnckTXcgQ0aPoaMipGBbqIOOUALLdvFjEKoEkUWFVDR4QzGOz9TpbUmyqaOJvrYU7anIzagd/+PNxuItG10hfGh6D56XpVL5AdXac1j2SXStl3Dw19D1/ndMUFHIl5kaXQAp6d3axtRYFul5NLXGCUX9jF2cQ9VUBHVvTlEETa1xlnJ1WshgxI9tOcyM55ibyBEM+aiUasSawqSaY9g1l1gqRKolTlNr7IaOqlWfR1WaUJQY1cp3QSho+iYs+ziSEkKEMIzbUJQmpKwiZQVVSeM64xjmXmq1F5GyDCgIPIQSRlUTSG8ZVevCsg4jhI5tnUbTOrCdQRQlheuO4boT1Fe3XGx7CE1tRTcGUJQEnpdHCB+KCOG6Ywjhx3HOIWURw7wN2zqJoiTW5MJ4O1CFSt6aI212YnkVluwFPFxSZgcSj6w1SVCL4ng2BSeH41n0hneRMFrwcAlqMTRFo+wWSBotxPQMM9XLVNwSIS0OSDxcdMVk2cmhKQZRrQkPl5qsENGSxPQ0hvrzk5vRFT+GEqBasxmfy1Os1NiyIYNluyTDAQqVGqauMbGwTKFcY2N7ivG5PNFQXWAz5Dc4PTKLqgia42EWlkpk4mEiQbMua2TZ9LWlKJRrDHQ343mgaypjc3mGp3OE/CaFcpVI0EdzIkJ2uUy+VK1nhQRMPE+i6xotiTCziwVmcgWiQR+2K9myIYOU4Dd0prJLQF1Bo1CpEfSZDWXaYJ1hTtFoDyRJmmEUUefbjRqBVcsHuqKS9kXpDKZQRBGXAgvWFD7VT82bI2dNY3kWVa/Msj1Dq78Jy6sxUj7PdHWY7lAbjlyg2R+n4OSYqFwm40tQ8xZwpcWSncPDxZUFiu4cLi7LzizbolvwqWbjN2hEFD/FJZsfvXGRgbY2LlxYQCKZyxZI+kIsLdQ4cW4Sn6kxmy0yNZOnyYgwdHGW+VyRC6PzJKJBTpyaYlu6jRYjTmHKYn6sTDoWwbZdnnxhEE1RMDydoO1jU7IVSgqTU3lyS2X80mR6rEAsEmBsepHxkTwd0SQvHL7Apu7MDcU8IzM5Xjs7yu6+Nkxd4yvPHmN7d/NaKik3NbrvQCNNQVO7iYT/FeHQ7yNlBSHMRi35jTX1t4JIIsjtD2yrK2yqCu//5F31aza+Nlv3eijq1SSUzbu7UISg+Ym76oUCQoAA6XnMjGUpl2rsf7A+tVeEoP1KkEjcjHmqUU8uPYTiR1WbG4as1qiXV5CyiqLEUJQQnudHCB/gImUN8FCUNNXKN1HUJkytAyGCCMWPEH6QLgiBYd6G52VRlZbG+Q6eu4DlHUZioWm9DcLqGooSRlGCgAdCR3pFEA5SVqnX8VuNqp6fLttic+QOBIK02UmT2VGnK0SQ8XWuEE5fKLxBi7+XoBZFQUUogr7Qnrr0jNlBd3BX/UVHEDVSIOtedERPQkPwL2VeyQO+0v+S+uT1FxPd95s6e/vb2bOxbYWEGgQSiSIEiXCAgzu6URWFDx/csWqs9LenUUR99nnHls6V7ffv7sOTsi6m2BxHEYKuTCNdTEKpanFmdJaPHNpZb69xPa8xZq8diooQNCfCSEldC6+xrbs5Dgj29l+hrYQ7tmxYae+dvnaOtAlrUVSh4kqH+drMyjPMWzlieoKwFmHJXiRbm633lfTI21lKboGgGsbyagyXhli2F+kM9HGpeJaQHiFhNLFsL1J1yyTNDNePUVVVWCpUWFwq47geU3NLzOeKNKciVKo2wxNZSuUasXCA2ewsgxemObC7m5mFZXymxoaWBPFIgGjYR0dznPnFIpNzSwhRD6DPLi2zoTWOpilYtsvxsxMcPjXGbQMdXJ7IUqrU2LW5ncuTWabml1aue+r8FB3N8TVpTB3Xo1ixcD0PKWGpVLnlN+8dlgELQGuw+vzspoRCiFXlpOp19cyKsbYHrSK4ludDKoKWriaklKu+QD/pxTbM26nVXkGg4vc/iuvO4TgXMIy7UJQ4lvUqjnMRXd+GEDFU1UXV2vHkIrZ9CsPYDfgJBD8JuAgRQAgfqtqBqjahG7twnFGE8ON5Cxjm7Q0vVscTYUCiap0IEcC2zwAqur4NRUlTZ/OvtwUumtKHUOLY9iCa1oui3HpJ9qq+XZmdrO6lOn1hvXNb/Rvxq6FGZsDq8wTimjZARVuxq9e2+MtmTqhP+VeLJDb+AlhVfny9mrGirXUe1wk0ihv2hwMme/vbr/OGbhRNXGlvDQt6pb2ftcROWIsihMBUfQTUEJvCO1iycySMFKYa4HJpCMVSaTJb6Ar2U3XLRPUEXcF+mswWym6RklMg42tj0VpAEzrtgS4Mxdcw5hqm4iOkRVCuYwGrWQ4+U6e/K03Qb7BrSzstqQiVmk2hVGNDaxzH9WhKhGhKhGhORggGDHo7UgT8BolIAFVVaM/EMQyNllSEHf2tK4KlueUyA/2tWJaDpqn0dabwPEksHOC2gc4V7ulSxUJRBNGQH9t2cKUk4KuXv18Pv6lTtWyeeuM8rucRDpi3Tgn6E1JHfjlZ3b9UyMZ/yjV/C67witaN3/Vvy+rj3rJ16cEqz+Rm8jdXjnur9q59PL9sc7aO/z9gxR5c8civ0aS7ft/PAlcI+9ca5/WZwE/mQ74W19uzn3V+dM12GByZYWhsDoD9WzrpaUmuZXhveuF1o7uOdaxjHbcAKeVK+p+q3NQxWje661jHOtbxC8RNje5PWtNdn7OuYx3rWMfPEP/9iA+tYx3rWMf/AFg3uutYxzrW8QvEutFdxzrWsY5fINaN7jrWsY51/AKxbnTXsY51rOMXiHWju451rGMdv0D8f+/Wt2792K78AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# заодно сделаем цвет фона белым\n", "\n", "wordcloud = WordCloud(stopwords = words, \n", " background_color=\"white\").generate(final)\n", "\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Добавим маску, чтобы сделать облако слов похожим на гитару. Импортируем функцию `Image()` для обработки изображений и библиотеку `numpy` для превращения изображения в числовой массив:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Создаём массив на основе изображения `guitar.jpeg` ([ссылка](https://www.dropbox.com/s/upcedsfo0nfy42y/guitar.jpeg?dl=0) на картинку, источник [Freepik](https://www.freepik.com/free-vector/silhouettes-set-acoustic-guitars_1127701.htm#query=guitar%20silhouette&position=0&from_view=search&track=ais)):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "my_mask = np.array(Image.open(\"guitar.jpeg\"))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# добавляем аргумент mask\n", "\n", "wordcloud = WordCloud(stopwords = words, \n", " background_color=\"white\",\n", " mask = my_mask).generate(final)\n", "\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Построим график побольше и с разрешением повыше. Визуализацию более подробно мы будем обсуждать позже, для понимания кода ниже достаточно осознать, что график `matplotlib` состоит из двух частей:\n", "\n", "* «рамка» для картинки (обычно сохраняется в переменную `fig`);\n", "* поле с осями, внутри которого строится график (обычно сохраняется как `ax`).\n", "\n", "Так, мы можем воспользоваться функцией `subplots()` и сообщить Python, что мы хотим получить картинку размера 8 на 4.5 дюйма и разрешением 300 точек на дюйм (`dpi` от *dots per inch*):" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# множественное присваивание, subplots() возвращает сразу 2 элемента\n", "\n", "fig, ax = plt.subplots(figsize = (8, 4.5), dpi = 300) \n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Осталось сохранить картинку – сохранится в рабочую папку рядом с текущим ipynb-файлом:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig.savefig(\"my_cloud.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ура! Если разобраться, построить облако слов не очень сложно :) Только текст нужен, конечно, побольше. В качестве изображения для маски имеет смысл брать векторное изображение (не растровое, то есть не из пикселей как фото) с узнаваемым объектом и минимальным количеством мелких деталей. Изображения можно находить на ресурсах типа [Freepik.com](https://www.freepik.com/) (есть бесплатные варианты для некоммерческого использования, например, для всяких презентаций), выставив фильтр *vector* или отрисовывать самостоятельно (Illustrator, Figma, Pinta, etc)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }